From 7c5338972397eefccb640f1f727266a916584cfc Mon Sep 17 00:00:00 2001
From: Vamsi Sripathi <vamsi.sripathi@intel.com>
Date: Fri, 23 Feb 2018 13:26:36 -0800
Subject: [PATCH 0001/8103] Enable TensorFlow to build with Intel MKL for
 optimal performance on CPU

---
 tools/bazel.rc | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index 52a6241d651..137426c324b 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -18,3 +18,5 @@ build --define=grpc_no_ares=true
 
 # TODO(b/69809703): Remove once no longer required for TensorFlow to build.
 build --copt=-DGEMMLOWP_ALLOW_SLOW_SCALAR_FALLBACK
+
+build:mkl --define=using_mkl=true

From 2285c7a8eccfe1cda34a4fecb9790895b908b3af Mon Sep 17 00:00:00 2001
From: Alex Glikson <alex.glikson@gmail.com>
Date: Wed, 14 Mar 2018 13:16:03 -0400
Subject: [PATCH 0002/8103] Repo cloning and shell prompt in example readme

- Added repo cloning instructions
- Updated shell prompt to "$ ", so that syntax highlighting shows it correctly, and unified across the entire document
---
 tensorflow_serving/g3doc/serving_basic.md | 32 ++++++++++++++---------
 1 file changed, 20 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 121bdee6eaa..4a4175a2f10 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -144,10 +144,18 @@ def structure and how to set up them up can be found [here](signature_defs.md).
 
 Let's run it!
 
+First, if you haven't done so yet, clone this repository to your local machine:
+```shell
+$ git clone https://github.com/tensorflow/serving.git
+Cloning into 'serving'...
+[...]
+$ cd serving
+```
+
 Clear the export directory if it already exists:
 
 ```shell
-$>rm -rf /tmp/mnist_model
+$ rm -rf /tmp/mnist_model
 ```
 
 If you would like to install the `tensorflow` and `tensorflow-serving-api` PIP
@@ -162,8 +170,8 @@ both the Bazel and PIP options.
 Bazel:
 
 ```shell
-$>bazel build -c opt //tensorflow_serving/example:mnist_saved_model
-$>bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
+$ bazel build -c opt //tensorflow_serving/example:mnist_saved_model
+$ bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
 Training model...
 
 ...
@@ -176,13 +184,13 @@ Done exporting!
 Or if you have `tensorflow-serving-api` installed, you can run:
 
 ```shell
-python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
+$ python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
 ```
 
 Now let's take a look at the export directory.
 
 ```shell
-$>ls /tmp/mnist_model
+$ ls /tmp/mnist_model
 1
 ```
 
@@ -191,7 +199,7 @@ of the model. `FLAGS.model_version` has the default value of 1, therefore
 the corresponding sub-directory `1` is created.
 
 ```shell
-$>ls /tmp/mnist_model/1
+$ ls /tmp/mnist_model/1
 saved_model.pb variables
 ```
 
@@ -210,8 +218,8 @@ With that, your TensorFlow model is exported and ready to be loaded!
 If you'd like to use a locally compiled ModelServer, run the following:
 
 ```shell
-$>bazel build -c opt //tensorflow_serving/model_servers:tensorflow_model_server
-$>bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
+$ bazel build -c opt //tensorflow_serving/model_servers:tensorflow_model_server
+$ bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
 ```
 
 If you'd prefer to skip compilation and install using apt-get, follow the
@@ -219,7 +227,7 @@ If you'd prefer to skip compilation and install using apt-get, follow the
 the following command:
 
 ```shell
-tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
+$ tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
 ```
 
 ## Test The Server
@@ -232,8 +240,8 @@ requests to the server, and calculates the inference error rate.
 To run it with Bazel:
 
 ```shell
-$>bazel build -c opt //tensorflow_serving/example:mnist_client
-$>bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:9000
+$ bazel build -c opt //tensorflow_serving/example:mnist_client
+$ bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:9000
 ...
 Inference error rate: 10.5%
 ```
@@ -241,7 +249,7 @@ Inference error rate: 10.5%
 Alternatively if you installed the PIP package, run:
 
 ```shell
-python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:9000
+$ python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:9000
 ```
 
 We expect around 91% accuracy for the trained Softmax model and we get

From c4be2d546089f8e618c8041499f36dbd58e7fed7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 May 2018 18:16:31 -0400
Subject: [PATCH 0003/8103] Merged commit includes the following changes:
 198788119  by gvasudevan:

    Fix formatting

--
198493504  by A. Unique TensorFlower:

    Add a java BUILD target for SessionService

--

PiperOrigin-RevId: 198788119
---
 tensorflow_serving/g3doc/api_rest.md | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 760f90c6af7..08bd9c0884e 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -36,7 +36,7 @@ details.
 In case of error, all APIs will return a JSON object in the response body with
 `error` as key and the error message as the value:
 
-```json
+```javascript
 {
   "error": <error message string>
 }
@@ -49,7 +49,7 @@ In case of error, all APIs will return a JSON object in the response body with
 The request body for the `classify` and `regress` APIs must be a JSON object
 formatted as follows:
 
-```json
+```javascript
 {
   // Optional: serving signature to use.
   // If unspecifed default serving signature is used.
@@ -94,7 +94,7 @@ objects.
 A `classify` request returns a JSON object in the response body, formatted as
 follows:
 
-```json
+```javascript
 {
   "result": [
     // List of class label/score pairs for first Example (in request)
@@ -114,7 +114,7 @@ number.
 The `regress` request returns a JSON object in the response body, formatted as
 follows:
 
-```json
+```javascript
 {
   // One regression value for each example in the request in the same order.
   "result": [ <value1>, <value2>, <value3>, ...]
@@ -132,7 +132,7 @@ Users of gRPC API will notice the similarity of this format with
 
 The request body for `predict` API must be JSON object formatted as follows:
 
-```json
+```javascript
 {
   // Optional: serving signature to use.
   // If unspecifed default serving signature is used.
@@ -149,7 +149,7 @@ predict API](https://cloud.google.com/ml-engine/docs/v1/predict-request).
 When there is only one named input, the list items are expected to be scalars
 (number/string):
 
-```json
+```javascript
 {
   "instances": [ "foo", "bar", "baz" ]
 }
@@ -157,7 +157,7 @@ When there is only one named input, the list items are expected to be scalars
 
 or lists of these primitive types.
 
-```json
+```javascript
 {
   // List of 2 tensors each of [1, 2] shape
   "instances": [ [[1, 2]], [[3, 4]] ]
@@ -172,7 +172,7 @@ input name/tensor value pair, one for each named input. As an example, the
 following is a request with two instances, each with a set of three named input
 tensors:
 
-```json
+```javascript
 {
  "instances": [
    {
@@ -197,7 +197,7 @@ details on how to represent a binary (stream of bytes) value.
 The `predict` request returns a JSON object in response body, formatted as
 follows:
 
-```json
+```javascript
 {
   "predictions": [ <value>|<(nested)list>|<object>, ...]
 }
@@ -232,7 +232,7 @@ JSON uses UTF-8 encoding. If you have input feature or tensor values that need
 to be binary (like image bytes), you *must* Base64 encode the data and
 encapsulate it in a JSON object having `b64` as the key as follows:
 
-```json
+```javascript
 { "b64": <base64 encoded string> }
 ```
 
@@ -242,7 +242,7 @@ format is used to encode output response as well.
 A classification request with `image` (binary data) and `caption` features is
 shown below:
 
-```json
+```javascript
 {
   "signature_name": "classify_objects",
   "examples": [
@@ -269,7 +269,7 @@ values (e.g. 3.14, 1.0 etc.) these can have `NaN` and non-finite (`Infinity` and
 The REST API described on this page allows request/response JSON objects to have
 such values. This implies that requests like the following one are valid:
 
-```json
+```javascript
 {
   "example": [
     {

From f77debb104ea32d6421a779613d7378c18c4525d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jun 2018 14:59:14 -0400
Subject: [PATCH 0004/8103] Merged commit includes the following changes:
 199170169  by A. Unique TensorFlower:

    Switch to tf_shared_lock in the read path of FastReadDynamicPtr. Effectively
    this change this should prioritize serving threads over loading threads at high
    load.

--

PiperOrigin-RevId: 199170169
---
 tensorflow_serving/util/fast_read_dynamic_ptr.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index cd4d62aff89..5ec0fc386ac 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -204,7 +204,7 @@ std::unique_ptr<T> FastReadDynamicPtr<T>::Update(std::unique_ptr<T> object) {
 
 template <typename T>
 typename FastReadDynamicPtr<T>::ReadPtr FastReadDynamicPtr<T>::get() const {
-  mutex_lock lock(mutex_);
+  tf_shared_lock lock(mutex_);
   return object_->reference();
 }
 

From 0ec8ffbb62237134fd9c782c9a88e77398ddae64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jun 2018 01:27:09 -0400
Subject: [PATCH 0005/8103] Improved the shutdown logic; and added tests for
 clean shutdown.

PiperOrigin-RevId: 199245142
---
 .../model_servers/http_server.cc              |   2 +-
 .../model_servers/http_server.h               |   2 +-
 tensorflow_serving/util/net_http/client/BUILD |   2 +
 .../util/net_http/client/evhttp_connection.cc | 117 +++++++++++++-----
 .../util/net_http/client/evhttp_connection.h  |  30 ++++-
 .../client/testing/evhttp_echo_client.cc      |   4 +-
 .../util/net_http/server/internal/BUILD       |   1 +
 .../net_http/server/internal/evhttp_request.h |   2 +-
 .../server/internal/evhttp_request_test.cc    |  24 ++--
 .../net_http/server/internal/evhttp_server.cc |  70 ++++++++---
 .../net_http/server/internal/evhttp_server.h  |   2 +-
 .../server/internal/evhttp_server_test.cc     | 106 +++++++++++++---
 .../net_http/server/internal/server_support.h |   2 +-
 .../util/net_http/server/public/BUILD         |   4 +-
 .../util/net_http/server/public/httpserver.h  |   2 +-
 ...rverinterface.h => httpserver_interface.h} |  12 +-
 ...interface.h => server_request_interface.h} |   8 +-
 .../server/testing/evhttp_echo_server.cc      |   4 +-
 18 files changed, 291 insertions(+), 103 deletions(-)
 rename tensorflow_serving/util/net_http/server/public/{httpserverinterface.h => httpserver_interface.h} (95%)
 rename tensorflow_serving/util/net_http/server/public/{serverrequestinterface.h => server_request_interface.h} (96%)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 0dfaa8b32d2..ad156fca7a9 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -25,7 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/http_server.h b/tensorflow_serving/model_servers/http_server.h
index daa337a76fb..5beea8a5d82 100644
--- a/tensorflow_serving/model_servers/http_server.h
+++ b/tensorflow_serving/model_servers/http_server.h
@@ -17,7 +17,7 @@ limitations under the License.
 
 #include <memory>
 
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/util/net_http/client/BUILD b/tensorflow_serving/util/net_http/client/BUILD
index e64c94c680c..8b3469cc103 100644
--- a/tensorflow_serving/util/net_http/client/BUILD
+++ b/tensorflow_serving/util/net_http/client/BUILD
@@ -18,8 +18,10 @@ cc_library(
         "evhttp_connection.h",
     ],
     deps = [
+        "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
         "@com_google_absl//absl/base",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/client/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/evhttp_connection.cc
index 0d50ce23d36..3428964967c 100644
--- a/tensorflow_serving/util/net_http/client/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/evhttp_connection.cc
@@ -25,14 +25,22 @@ namespace serving {
 namespace net_http {
 
 EvHTTPConnection::~EvHTTPConnection() {
-  if (evcon != nullptr) {
-    evhttp_connection_free(evcon);
+  if (evcon_ != nullptr) {
+    evhttp_connection_free(evcon_);
   }
-  if (http_uri != nullptr) {
-    evhttp_uri_free(http_uri);
+  if (http_uri_ != nullptr) {
+    evhttp_uri_free(http_uri_);
   }
 
-  event_base_free(ev_base);
+  event_base_free(ev_base_);
+}
+
+// This needs be called with any async SendRequest()
+void EvHTTPConnection::Terminate() {
+  event_base_loopexit(ev_base_, nullptr);
+  if (loop_exit_ != nullptr) {
+    loop_exit_->WaitForNotification();
+  }
 }
 
 std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
@@ -66,44 +74,35 @@ std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
     absl::string_view host, int port) {
   std::unique_ptr<EvHTTPConnection> result(new EvHTTPConnection());
 
-  result->ev_base = event_base_new();
-  if (result->ev_base == nullptr) {
+  result->ev_base_ = event_base_new();
+  if (result->ev_base_ == nullptr) {
     ABSL_RAW_LOG(ERROR, "Failed to connect : event_base_new()");
     return nullptr;
   }
 
   // blocking call (DNS resolution)
   std::string host_str(host.data(), host.size());
-  result->evcon = evhttp_connection_base_bufferevent_new(
-      result->ev_base, nullptr, nullptr, host_str.c_str(),
+  result->evcon_ = evhttp_connection_base_bufferevent_new(
+      result->ev_base_, nullptr, nullptr, host_str.c_str(),
       static_cast<uint16_t>(port));
-  if (result->evcon == nullptr) {
+  if (result->evcon_ == nullptr) {
     ABSL_RAW_LOG(
         ERROR, "Failed to connect : evhttp_connection_base_bufferevent_new()");
     return nullptr;
   }
 
-  evhttp_connection_set_retries(result->evcon, 0);
+  evhttp_connection_set_retries(result->evcon_, 0);
 
   // TODO(wenboz): make this an option (default to 5s)
-  evhttp_connection_set_timeout(result->evcon, 5);
+  evhttp_connection_set_timeout(result->evcon_, 5);
 
   return result;
 }
 
 namespace {
 
-void response_cb(struct evhttp_request* req, void* ctx) {
-  ClientResponse* response = reinterpret_cast<ClientResponse*>(ctx);
-
-  if (req == nullptr) {
-    // TODO(wenboz): make this a util and check safety
-    int errcode = EVUTIL_SOCKET_ERROR();
-    ABSL_RAW_LOG(ERROR, "socket error = %s (%d)",
-                 evutil_socket_error_to_string(errcode), errcode);
-    return;
-  }
-
+// Copy ev response data to ClientResponse.
+void PopulateResponse(evhttp_request* req, ClientResponse* response) {
   response->status = evhttp_request_get_response_code(req);
 
   struct evkeyvalq* headers = evhttp_request_get_input_headers(req);
@@ -150,18 +149,34 @@ evhttp_cmd_type GetMethodEnum(absl::string_view method, bool with_body) {
   }
 }
 
-}  // namespace
+void ResponseDone(evhttp_request* req, void* ctx) {
+  ClientResponse* response = reinterpret_cast<ClientResponse*>(ctx);
 
-// Sends the request and has the connection closed
-bool EvHTTPConnection::SendRequest(const ClientRequest& request,
-                                   ClientResponse* response) {
-  struct evhttp_request* req = evhttp_request_new(response_cb, response);
   if (req == nullptr) {
+    // TODO(wenboz): make this a util and check safety
+    int errcode = EVUTIL_SOCKET_ERROR();
+    ABSL_RAW_LOG(ERROR, "socket error = %s (%d)",
+                 evutil_socket_error_to_string(errcode), errcode);
+    return;
+  }
+
+  PopulateResponse(req, response);
+
+  if (response->done != nullptr) {
+    response->done();
+  }
+}
+
+// Returns false if there is any error.
+bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
+                       ClientResponse* response) {
+  evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
+  if (evreq == nullptr) {
     ABSL_RAW_LOG(ERROR, "Failed to send request : evhttp_request_new()");
     return false;
   }
 
-  struct evkeyvalq* output_headers = evhttp_request_get_output_headers(req);
+  evkeyvalq* output_headers = evhttp_request_get_output_headers(evreq);
   for (auto header : request.headers) {
     std::string key(header.first.data(), header.first.size());
     std::string value(header.second.data(), header.second.size());
@@ -171,7 +186,7 @@ bool EvHTTPConnection::SendRequest(const ClientRequest& request,
   evhttp_add_header(output_headers, "Connection", "close");
 
   if (!request.body.empty()) {
-    struct evbuffer* output_buffer = evhttp_request_get_output_buffer(req);
+    evbuffer* output_buffer = evhttp_request_get_output_buffer(evreq);
 
     std::string body(request.body.data(), request.body.size());
     evbuffer_add(output_buffer, body.c_str(), request.body.size());
@@ -184,18 +199,56 @@ bool EvHTTPConnection::SendRequest(const ClientRequest& request,
 
   std::string uri(request.uri_path.data(), request.uri_path.size());
   int r = evhttp_make_request(
-      evcon, req, GetMethodEnum(request.method, !request.body.empty()),
+      evcon, evreq, GetMethodEnum(request.method, !request.body.empty()),
       uri.c_str());
   if (r != 0) {
     ABSL_RAW_LOG(ERROR, "evhttp_make_request() failed");
     return false;
   }
 
-  event_base_dispatch(ev_base);
+  return true;
+}
+
+}  // namespace
 
+// Sends the request and has the connection closed
+bool EvHTTPConnection::BlockingSendRequest(const ClientRequest& request,
+                                           ClientResponse* response) {
+  if (!GenerateEvRequest(evcon_, request, response)) {
+    ABSL_RAW_LOG(ERROR, "Failed to generate the ev_request");
+    return false;
+  }
+
+  // inline loop blocking
+  event_base_dispatch(ev_base_);
   return true;
 }
 
+bool EvHTTPConnection::SendRequest(const ClientRequest& request,
+                                   ClientResponse* response) {
+  if (this->executor_ == nullptr) {
+    ABSL_RAW_LOG(ERROR, "EventExecutor is not configured.");
+    return false;
+  }
+
+  if (!GenerateEvRequest(evcon_, request, response)) {
+    ABSL_RAW_LOG(ERROR, "Failed to generate the ev_request");
+    return false;
+  }
+
+  executor_->Schedule([this]() {
+    loop_exit_.reset(new absl::Notification());
+    event_base_dispatch(ev_base_);
+    loop_exit_->Notify();
+  });
+
+  return true;
+}
+
+void EvHTTPConnection::SetExecutor(std::unique_ptr<EventExecutor> executor) {
+  this->executor_ = std::move(executor);
+}
+
 }  // namespace net_http
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/client/evhttp_connection.h b/tensorflow_serving/util/net_http/client/evhttp_connection.h
index 6f44b726af1..2243cc8d079 100644
--- a/tensorflow_serving/util/net_http/client/evhttp_connection.h
+++ b/tensorflow_serving/util/net_http/client/evhttp_connection.h
@@ -18,12 +18,14 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_EVHTTP_CONNECTION_H_
 #define TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_EVHTTP_CONNECTION_H_
 
+#include <functional>
 #include <memory>
 #include <string>
 #include <utility>
 #include <vector>
 
 #include "absl/strings/string_view.h"
+#include "absl/synchronization/notification.h"
 
 #include "libevent/include/event2/buffer.h"
 #include "libevent/include/event2/bufferevent.h"
@@ -32,6 +34,9 @@ limitations under the License.
 #include "libevent/include/event2/keyvalq_struct.h"
 #include "libevent/include/event2/util.h"
 
+// TODO(wenboz): move EventExecutor to net_http/common
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+
 namespace tensorflow {
 namespace serving {
 namespace net_http {
@@ -55,6 +60,8 @@ struct ClientResponse {
   int status = 0;
   std::vector<HeaderKeyValue> headers;
   std::string body;
+
+  std::function<void()> done;  // callback
 };
 
 class EvHTTPConnection final {
@@ -64,6 +71,9 @@ class EvHTTPConnection final {
   EvHTTPConnection(const EvHTTPConnection& other) = delete;
   EvHTTPConnection& operator=(const EvHTTPConnection& other) = delete;
 
+  // Terminates the connection.
+  void Terminate();
+
   // Returns a new connection given an absolute URL.
   // Always treat the URL scheme as "http" for now.
   // Returns nullptr if any error
@@ -83,14 +93,28 @@ class EvHTTPConnection final {
   // Sends a request and blocks the caller till a response is received
   // or any error has happened.
   // Returns false if any error.
+  bool BlockingSendRequest(const ClientRequest& request,
+                           ClientResponse* response);
+
+  // Sends a request and returns immediately. The response will be handled
+  // asynchronously via the response->done callback.
+  // Returns false if any error in sending the request, or if the executor
+  // has not been configured.
   bool SendRequest(const ClientRequest& request, ClientResponse* response);
 
+  // Sets the executor for processing requests asynchronously.
+  void SetExecutor(std::unique_ptr<EventExecutor> executor);
+
  private:
   EvHTTPConnection() = default;
 
-  struct event_base* ev_base;
-  struct evhttp_uri* http_uri;
-  struct evhttp_connection* evcon;
+  struct event_base* ev_base_;
+  struct evhttp_uri* http_uri_;
+  struct evhttp_connection* evcon_;
+
+  std::unique_ptr<EventExecutor> executor_;
+
+  std::unique_ptr<absl::Notification> loop_exit_;
 };
 
 }  // namespace net_http
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index 3fe804ce93e..a6846acbdc7 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -33,9 +33,9 @@ bool SendRequest(const char* url) {
   }
 
   ClientRequest request = {url, "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  if (!connection->SendRequest(request, &response)) {
+  if (!connection->BlockingSendRequest(request, &response)) {
     std::cerr << "Request failed.";
     return false;
   }
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 835a1569fcb..36e12bde3c0 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -41,6 +41,7 @@ cc_test(
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/memory",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/synchronization:thread_pool",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index 96789103f31..7132ff1d450 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -22,7 +22,7 @@ limitations under the License.
 #include <memory>
 
 #include "tensorflow_serving/util/net_http/server/internal/server_support.h"
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 struct evbuffer;
 struct evhttp_request;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index cb5e3ece18e..8da6b7f5d61 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -25,8 +25,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
 namespace serving {
@@ -80,9 +80,9 @@ TEST_F(EvHTTPRequestTest, SimpleGETNotFound) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/noop", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 404);
   EXPECT_FALSE(response.body.empty());
 
@@ -105,9 +105,9 @@ TEST_F(EvHTTPRequestTest, SimpleGETOK) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK");
 
@@ -135,9 +135,9 @@ TEST_F(EvHTTPRequestTest, SimplePOST) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "POST", {}, "abcde"};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "abcde");
 
@@ -168,9 +168,9 @@ TEST_F(EvHTTPRequestTest, RequestHeaders) {
                            {ClientRequest::HeaderKeyValue("H1", "v1"),
                             ClientRequest::HeaderKeyValue("H2", "v2")},
                            nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK");
 
@@ -196,9 +196,9 @@ TEST_F(EvHTTPRequestTest, ResponseHeaders) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   for (auto keyvalue : response.headers) {
     if (keyvalue.first == "H1") {
       EXPECT_EQ(keyvalue.second, "V1");
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 7c21c7d8ea6..0adb19b9228 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -218,25 +218,22 @@ bool EvHTTPServer::StartAcceptingRequests() {
     return false;
   }
 
+  IncOps();
+
   port_ = port;
   if (port_ == 0) {
     ResolveEphemeralPort(ev_listener_, &port_);
   }
 
+  IncOps();
   server_options_->executor()->Schedule([this]() {
-    // This may race with event_base_loopexit if terminate()
-    // is called concurrently; and may block even after terminate() is called.
-    // This is to be addressed with a more rigid shutdown routine which
-    // will close all incoming connections after listener is deleted.
     ABSL_RAW_LOG(INFO, "Entering the event loop ...");
     int result = event_base_dispatch(ev_base_);
     ABSL_RAW_LOG(INFO, "event_base_dispatch() exits with value %d", result);
 
-    DecOps();  // Unblock ~ctor
+    DecOps();
   });
 
-  IncOps();
-
   accepting_requests_.Notify();
 
   return true;
@@ -261,11 +258,13 @@ void EvHTTPServer::Terminate() {
 
   terminating_.Notify();
 
-  // stop the listener first, which will delete ev_listener_
-  evhttp_del_accept_socket(ev_http_, ev_listener_);
-
-  int result = event_base_loopexit(ev_base_, nullptr);
-  ABSL_RAW_LOG(INFO, "event_base_loopexit() exits with value %d", result);
+  // call exit-loop from the event loop
+  this->EventLoopSchedule([this]() {
+    // Stop the listener first, which will delete ev_listener_
+    // This may cause the loop to exit, so need be scheduled from within
+    evhttp_del_accept_socket(ev_http_, ev_listener_);
+    DecOps();
+  });
 
   // Current shut-down behavior:
   // - we don't proactively delete/close any HTTP connections as part of
@@ -290,17 +289,48 @@ void EvHTTPServer::DecOps() {
 }
 
 void EvHTTPServer::WaitForTermination() {
-  absl::MutexLock l(&ops_mu_);
-  ops_mu_.Await(absl::Condition(+[](int64_t* count) { return *count == 0; },
-                                &num_pending_ops_));
+  {
+    absl::MutexLock l(&ops_mu_);
+    ops_mu_.Await(absl::Condition(+[](int64_t* count) { return *count <= 1; },
+                                  &num_pending_ops_));
+  }
+
+  int result = event_base_loopexit(ev_base_, nullptr);
+  ABSL_RAW_LOG(INFO, "event_base_loopexit() exits with value %d", result);
+
+  {
+    absl::MutexLock l(&ops_mu_);
+    ops_mu_.Await(absl::Condition(+[](int64_t* count) { return *count == 0; },
+                                  &num_pending_ops_));
+  }
 }
 
 bool EvHTTPServer::WaitForTerminationWithTimeout(absl::Duration timeout) {
-  absl::MutexLock l(&ops_mu_);
-  return ops_mu_.AwaitWithTimeout(
-      absl::Condition(+[](int64_t* count) { return *count == 0; },
-                      &num_pending_ops_),
-      timeout);
+  bool wait_result = true;
+
+  {
+    absl::MutexLock l(&ops_mu_);
+    wait_result = ops_mu_.AwaitWithTimeout(
+        absl::Condition(+[](int64_t* count) { return *count <= 1; },
+                        &num_pending_ops_),
+        timeout);
+  }
+
+  if (wait_result) {
+    int result = event_base_loopexit(ev_base_, nullptr);
+    ABSL_RAW_LOG(INFO, "event_base_loopexit() exits with value %d", result);
+
+    // This should pass immediately
+    {
+      absl::MutexLock l(&ops_mu_);
+      wait_result = ops_mu_.AwaitWithTimeout(
+          absl::Condition(+[](int64_t* count) { return *count == 0; },
+                          &num_pending_ops_),
+          timeout);
+    }
+  }
+
+  return wait_result;
 }
 
 EvHTTPServer::UriHandlerInfo::UriHandlerInfo(
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.h b/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
index f5a0d13acaf..bc9d43d2f95 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
@@ -31,7 +31,7 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_request.h"
 #include "tensorflow_serving/util/net_http/server/internal/server_support.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 struct event_base;
 struct evhttp;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index a1194cabbea..06015bca985 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -21,11 +21,12 @@ limitations under the License.
 
 #include "absl/memory/memory.h"
 #include "absl/synchronization/internal/thread_pool.h"
+#include "absl/synchronization/notification.h"
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
 namespace serving {
@@ -97,9 +98,9 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok?a=foo", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK");
 
@@ -107,7 +108,7 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   request = {"/ok/", "GET", {}, nullptr};
   response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 404);
 
   server->Terminate();
@@ -136,9 +137,9 @@ TEST_F(EvHTTPServerTest, RequestHandlerOverwriting) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK2");
 
@@ -166,9 +167,9 @@ TEST_F(EvHTTPServerTest, SingleRequestDispather) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK");
 
@@ -204,16 +205,16 @@ TEST_F(EvHTTPServerTest, UriPrecedesOverRequestDispather) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK1");
 
   request = {"/okxx", "GET", {}, nullptr};
   response = {};
 
-  EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK2");
 
@@ -249,17 +250,94 @@ TEST_F(EvHTTPServerTest, InOrderRequestDispather) {
   ASSERT_TRUE(connection != nullptr);
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
-  ClientResponse response;
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.body, "OK1");
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
+// Test handler interaction
+TEST_F(EvHTTPServerTest, RequestHandlerInteraction) {
+  absl::Notification handler1_start;
+  auto handler1 = [&handler1_start](ServerRequestInterface* request) {
+    handler1_start.WaitForNotification();
+    request->WriteResponseString("OK1");
+    request->Reply();
+  };
+
+  server->RegisterRequestHandler("/ok", std::move(handler1),
+                                 RequestHandlerOptions());
+
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+  connection->SetExecutor(absl::make_unique<ThreadPool>(4));
+
+  absl::Notification response_done;
+  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientResponse response = {};
+  response.done = [&response_done]() { response_done.Notify(); };
 
   EXPECT_TRUE(connection->SendRequest(request, &response));
+  EXPECT_FALSE(
+      response_done.WaitForNotificationWithTimeout(absl::Milliseconds(50)));
+
+  handler1_start.Notify();
+  response_done.WaitForNotification();
+
   EXPECT_EQ(response.status, 200);
   EXPECT_EQ(response.body, "OK1");
 
+  connection->Terminate();
+
   server->Terminate();
   server->WaitForTermination();
 }
 
-// TODO(wenboz): More tests on clean shutdown
+// Test active-request count during shutdown
+TEST_F(EvHTTPServerTest, ActiveRequestCountInShutdown) {
+  absl::Notification handler_enter;
+  absl::Notification handler_start;
+  auto handler = [&handler_enter,
+                  &handler_start](ServerRequestInterface* request) {
+    handler_enter.Notify();
+    handler_start.WaitForNotification();
+    request->WriteResponseString("OK1");
+    request->Reply();
+  };
+
+  server->RegisterRequestHandler("/ok", std::move(handler),
+                                 RequestHandlerOptions());
+
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+  connection->SetExecutor(absl::make_unique<ThreadPool>(4));
+
+  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->SendRequest(request, &response));
+  handler_enter.WaitForNotification();
+
+  server->Terminate();
+  EXPECT_FALSE(server->WaitForTerminationWithTimeout(absl::Milliseconds(50)));
+
+  handler_start.Notify();
+  EXPECT_TRUE(server->WaitForTerminationWithTimeout(absl::Milliseconds(5000)));
+
+  connection->Terminate();
+
+  // response.status etc are undefined as the server is terminated
+}
 
 }  // namespace
 }  // namespace net_http
diff --git a/tensorflow_serving/util/net_http/server/internal/server_support.h b/tensorflow_serving/util/net_http/server/internal/server_support.h
index 35092a2525d..6ccc1145d3e 100644
--- a/tensorflow_serving/util/net_http/server/internal/server_support.h
+++ b/tensorflow_serving/util/net_http/server/internal/server_support.h
@@ -22,7 +22,7 @@ limitations under the License.
 
 #include <functional>
 
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 895d9072de5..faa1d0f3b47 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -12,9 +12,9 @@ licenses(["notice"])  # Apache 2.0
 cc_library(
     name = "http_server_api",
     hdrs = [
-        "httpserverinterface.h",
+        "httpserver_interface.h",
         "response_code_enum.h",
-        "serverrequestinterface.h",
+        "server_request_interface.h",
     ],
     deps = [
         "@com_google_absl//absl/strings",
diff --git a/tensorflow_serving/util/net_http/server/public/httpserver.h b/tensorflow_serving/util/net_http/server/public/httpserver.h
index a601f3d1a4b..bd485971539 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserver.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver.h
@@ -24,7 +24,7 @@ limitations under the License.
 #include "absl/memory/memory.h"
 
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/util/net_http/server/public/httpserverinterface.h b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
similarity index 95%
rename from tensorflow_serving/util/net_http/server/public/httpserverinterface.h
rename to tensorflow_serving/util/net_http/server/public/httpserver_interface.h
index 674b82b3fdb..5ddcd8a29b3 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserverinterface.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
@@ -15,8 +15,8 @@ limitations under the License.
 
 // APIs for the HTTP server.
 
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVERINTERFACE_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVERINTERFACE_H_
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVER_INTERFACE_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVER_INTERFACE_H_
 
 #include <cassert>
 
@@ -27,14 +27,13 @@ limitations under the License.
 #include "absl/strings/string_view.h"
 #include "absl/time/time.h"
 
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
 namespace serving {
 namespace net_http {
 
-// A strictly non-blocking executor for processing I/O polling or callback
-// events.
+// A non-blocking executor for processing I/O polling or callback events.
 class EventExecutor {
  public:
   virtual ~EventExecutor() = default;
@@ -56,6 +55,7 @@ class ServerOptions {
   ServerOptions() = default;
 
   // At least one port has to be configured.
+  // Port 0 will start the server using an ephemeral port.
   void AddPort(int port) {
     assert(port >= 0);
     ports_.emplace_back(port);
@@ -173,4 +173,4 @@ class HTTPServerInterface {
 }  // namespace serving
 }  // namespace tensorflow
 
-#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVERINTERFACE_H_
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVER_INTERFACE_H_
diff --git a/tensorflow_serving/util/net_http/server/public/serverrequestinterface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
similarity index 96%
rename from tensorflow_serving/util/net_http/server/public/serverrequestinterface.h
rename to tensorflow_serving/util/net_http/server/public/server_request_interface.h
index 12d9f69ba98..9fd0c125f1f 100644
--- a/tensorflow_serving/util/net_http/server/public/serverrequestinterface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -24,11 +24,11 @@ limitations under the License.
 // Streamed request/response APIs are to be added, which will introduce
 // additional API contract wrt the threading semantics.
 
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVERREQUESTINTERFACE_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVERREQUESTINTERFACE_H_
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVER_REQUEST_INTERFACE_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVER_REQUEST_INTERFACE_H_
 
-#include <cstdint>
 #include <cstdlib>
+
 #include <memory>
 #include <vector>
 
@@ -160,4 +160,4 @@ inline void SetContentTypeTEXT(ServerRequestInterface* request) {
 }  // namespace serving
 }  // namespace tensorflow
 
-#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVERREQUESTINTERFACE_H_
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVER_REQUEST_INTERFACE_H_
diff --git a/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc b/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
index d07f6bd0bdd..bb0ba69ba56 100644
--- a/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
+++ b/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
@@ -30,8 +30,8 @@ limitations under the License.
 #include "absl/strings/string_view.h"
 
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserverinterface.h"
-#include "tensorflow_serving/util/net_http/server/public/serverrequestinterface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace {
 

From daea4ec4892af0b54f29a81be7ebadf835af0ad5 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 5 Jun 2018 11:57:12 -0400
Subject: [PATCH 0006/8103] Fixes for
 https://github.com/tensorflow/serving/issues/906   - Set Bazel min ver to
 0.10.0 (matches with TensorFlow).   - Add additional pkgs to Docker images to
 fix broken build.

PiperOrigin-RevId: 199304103
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 4 +++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 4 +++-
 3 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92cc0330b5a..98dc1ffff61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -35,4 +35,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.5.4")
+check_bazel_version_at_least("0.10.0")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index eed44caa601..cecd18d61e1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -3,11 +3,13 @@ FROM ubuntu:16.04
 MAINTAINER Jeremiah Harmsen <jeremiah@google.com>
 
 RUN apt-get update && apt-get install -y \
+        automake \
         build-essential \
         curl \
         git \
         libfreetype6-dev \
         libpng12-dev \
+        libtool \
         libzmq3-dev \
         mlocate \
         pkg-config \
@@ -34,7 +36,7 @@ RUN pip install mock grpcio
 
 ENV BAZELRC /root/.bazelrc
 # Install the most recent bazel release.
-ENV BAZEL_VERSION 0.5.4
+ENV BAZEL_VERSION 0.10.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 9e8d680411d..70113c8bdad 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -1,11 +1,13 @@
 FROM nvidia/cuda:8.0-cudnn6-devel-ubuntu16.04
 
 RUN apt-get update && apt-get install -y \
+        automake \
         build-essential \
         curl \
         git \
         libfreetype6-dev \
         libpng12-dev \
+        libtool \
         libzmq3-dev \
         pkg-config \
         python-dev \
@@ -56,7 +58,7 @@ RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
     >>/root/.bazelrc
 ENV BAZELRC /root/.bazelrc
 # Install the most recent bazel release.
-ENV BAZEL_VERSION 0.5.4
+ENV BAZEL_VERSION 0.10.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From f9f4faa190e3b013d66bb691ccaf8c88b8f3e5f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jun 2018 13:44:56 -0400
Subject: [PATCH 0007/8103] Support ipv4-only hosts.

Fixes https://github.com/tensorflow/serving/issues/912

PiperOrigin-RevId: 199321359
---
 .../net_http/server/internal/evhttp_server.cc     | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 0adb19b9228..f2f7770b7d3 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -210,14 +210,19 @@ bool EvHTTPServer::StartAcceptingRequests() {
 
   const int port = server_options_->ports().front();
 
-  ev_listener_ = evhttp_bind_socket_with_handle(ev_http_,
-                                                "::",  // in6addr_any
-                                                static_cast<ev_uint16_t>(port));
+  // "::"  =>  in6addr_any
+  ev_uint16_t ev_port = static_cast<ev_uint16_t>(port);
+  ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, "::", ev_port);
   if (ev_listener_ == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Couldn't bind to port %d", port);
-    return false;
+    // in case ipv6 is not supported, fallback to inaddr_any
+    ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, nullptr, ev_port);
+    if (ev_listener_ == nullptr) {
+      ABSL_RAW_LOG(FATAL, "Couldn't bind to port %d", port);
+      return false;
+    }
   }
 
+  // Listener counts as an active operation
   IncOps();
 
   port_ = port;

From 4b2f5f4c0697a8b8e2b9e06499055b47ae4d462b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jun 2018 19:24:49 -0400
Subject: [PATCH 0008/8103] Merged commit includes the following changes:
 199550237  by awk:

    Add tests for REST API calls in model server integration test.

--
199541089  by yifeif:

    Internal changes.

--

PiperOrigin-RevId: 199550237
---
 .../tensorflow_model_server_test.py           | 96 ++++++++++++++++++-
 1 file changed, 93 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index a81c7d9b3ac..d64460389b9 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -17,12 +17,14 @@
 """Tests for tensorflow_model_server."""
 
 import atexit
+import json
 import os
 import shlex
 import socket
 import subprocess
 import sys
 import time
+import urllib2
 
 # This is a placeholder for a Google-internal import.
 
@@ -34,18 +36,19 @@
 
 from tensorflow.core.framework import types_pb2
 from tensorflow.python.platform import flags
+from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
 from tensorflow_serving.apis import get_model_status_pb2
+from tensorflow_serving.apis import inference_pb2
 from tensorflow_serving.apis import model_service_pb2_grpc
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2
 from tensorflow_serving.apis import regression_pb2
-from tensorflow_serving.apis import inference_pb2
-from tensorflow.python.saved_model import signature_constants
 
 FLAGS = flags.FLAGS
 
 RPC_TIMEOUT = 5.0
+HTTP_REST_TIMEOUT_MS = 5000
 CHANNEL_WAIT_TIMEOUT = 5.0
 WAIT_FOR_SERVER_READY_INT_SECS = 60
 
@@ -77,6 +80,16 @@ def WaitForServerReady(port):
         break
 
 
+def CallREST(name, url, req):
+  """Returns HTTP response body from a REST API call."""
+  print 'Sending {} request to {} with data:\n{}'.format(name, url, req)
+  resp = urllib2.urlopen(urllib2.Request(url, data=json.dumps(req)))
+  resp_data = resp.read()
+  print 'Received response:\n{}'.format(resp_data)
+  resp.close()
+  return resp_data
+
+
 class TensorflowModelServerTest(tf.test.TestCase):
   """This class defines integration test cases for tensorflow_model_server."""
 
@@ -123,7 +136,8 @@ def RunServer(self,
                 model_path,
                 batching_parameters_file='',
                 grpc_channel_arguments='',
-                wait_for_server_ready=True):
+                wait_for_server_ready=True,
+                rest_api_port=None):
     """Run tensorflow_model_server using test config."""
     print 'Starting test server...'
     command = os.path.join(self.binary_dir, 'tensorflow_model_server')
@@ -135,6 +149,9 @@ def RunServer(self,
       command += ' --batching_parameters_file=' + batching_parameters_file
     if grpc_channel_arguments:
       command += ' --grpc_channel_arguments=' + grpc_channel_arguments
+    if rest_api_port:
+      command += ' --rest_api_port=' + str(rest_api_port)
+      command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
     print command
     self.server_proc = subprocess.Popen(shlex.split(command))
     print 'Server started'
@@ -500,5 +517,78 @@ def testGoodGrpcChannelArgs(self):
         expected_version=self._GetModelVersion(
             self._GetSavedModelHalfPlusThreePath()))
 
+  def testClassifyREST(self):
+    """Test Classify implementation over REST API."""
+    model_path = self._GetSavedModelBundlePath()
+
+    atexit.register(self.TerminateProcs)
+    rest_api_port = PickUnusedPort()
+    model_server_address = self.RunServer(
+        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default:classify'.format(
+        model_server_address.split(':')[0], rest_api_port)
+    json_req = {'signature_name': 'classify_x_to_y', 'examples': [{'x': 2.0}]}
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST('Classify', url, json_req)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify response
+    self.assertEquals(json.loads(resp_data), {'results': [[['', 3.0]]]})
+
+  def testRegressREST(self):
+    """Test Regress implementation over REST API."""
+    model_path = self._GetSavedModelBundlePath()
+
+    atexit.register(self.TerminateProcs)
+    rest_api_port = PickUnusedPort()
+    model_server_address = self.RunServer(
+        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default:regress'.format(
+        model_server_address.split(':')[0], rest_api_port)
+    json_req = {'signature_name': 'regress_x_to_y', 'examples': [{'x': 2.0}]}
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST('Regress', url, json_req)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify response
+    self.assertEquals(json.loads(resp_data), {'results': [3.0]})
+
+  def testPredictREST(self):
+    """Test Predict implementation over REST API."""
+    model_path = self._GetSavedModelBundlePath()
+
+    atexit.register(self.TerminateProcs)
+    rest_api_port = PickUnusedPort()
+    model_server_address = self.RunServer(
+        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default:predict'.format(
+        model_server_address.split(':')[0], rest_api_port)
+    json_req = {'instances': [2.0, 3.0, 4.0]}
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST('Predict', url, json_req)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify response
+    self.assertEquals(json.loads(resp_data), {'predictions': [3.0, 3.5, 4.0]})
+
+
 if __name__ == '__main__':
   tf.test.main()

From cbf0a19f561e9fa2351153a880ab9694e4cad662 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 6 Jun 2018 21:18:21 -0400
Subject: [PATCH 0009/8103] Add examples for REST API usage.

PiperOrigin-RevId: 199566076
---
 tensorflow_serving/g3doc/api_rest.md | 62 ++++++++++++++++++++++++++++
 1 file changed, 62 insertions(+)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 08bd9c0884e..8a1d7aaeefe 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -288,3 +288,65 @@ tokens.
 [proto3](https://developers.google.com/protocol-buffers/docs/proto3#json),
 Python [JSON](https://docs.python.org/3/library/json.html) module and JavaScript
 language.
+
+## Example
+
+We can use the toy
+[half_plus_three](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/00000123)
+model to see REST APIs in action.
+
+### Start ModelServer with REST API endpoint
+
+Follow [setup instructions](https://www.tensorflow.org/serving/setup) to install
+TensorFlow ModelServer on your system. Then download the `half_plus_three` model
+from [git repository](https://github.com/tensorflow/serving):
+
+```shell
+$ mkdir -p /tmp/tfserving
+$ cd /tmp/tfserving
+$ git clone --recursive https://github.com/tensorflow/serving
+```
+
+Start the ModelServer with `--rest_api_port` option to export REST API endpoint:
+
+```shell
+$ tensorflow_model_server --rest_api_port=8501 \
+   --model_name=half_plus_three \
+   --model_base_path=$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/
+```
+
+### Do REST API calls on ModelServer
+
+In a different terminal, use `curl` tool to make REST API calls on the command
+line. A `predict` call would look as follows:
+
+```shell
+$ curl -d '{"instances": [1.0,2.0,5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+{
+    "predictions": [3.5, 4.0, 5.5]
+}
+```
+
+And a `regress` call looks as follows:
+
+```shell
+$ curl -d '{"signature_name": "tensorflow/serving/regress", "examples": [{"x": 1.0}, {"x": 2.0}]}' \
+  -X POST http://localhost:8501/v1/models/half_plus_three:regress
+{
+    "results": [3.5, 4.0]
+}
+```
+
+Note, `regress` is available on a non-default signature name and must be
+specified explicitly. Incorrect request URL or body returns a HTTP error status.
+
+```shell
+$ curl -i -d '{"instances": [1.0,5.0]}' -X POST http://localhost:8501/v1/models/half:predict
+HTTP/1.1 404 Not Found
+Content-Type: application/json
+Date: Wed, 06 Jun 2018 23:20:12 GMT
+Content-Length: 65
+
+{ "error": "Servable not found for request: Latest(half)" }
+$
+```

From 6823227f1279e6834b9b7f3a98faf477ce09c42d Mon Sep 17 00:00:00 2001
From: Gautam Vasudevan <gvasudevan@google.com>
Date: Thu, 7 Jun 2018 17:22:21 -0400
Subject: [PATCH 0010/8103] Add a Dockerfile for easy serving

PiperOrigin-RevId: 199695133
---
 tensorflow_serving/tools/docker/Dockerfile | 52 ++++++++++++++++++++++
 1 file changed, 52 insertions(+)
 create mode 100644 tensorflow_serving/tools/docker/Dockerfile

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
new file mode 100644
index 00000000000..986a697ef6c
--- /dev/null
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -0,0 +1,52 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+FROM ubuntu:16.04
+
+LABEL maintainer="gvasudevan@google.com"
+
+RUN apt-get update && apt-get install -y \
+        curl \
+        gnupg
+
+# Add TensorFlow Serving repo
+
+RUN echo "deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal" | tee /etc/apt/sources.list.d/tensorflow-serving.list
+# Ignore the warning about using apt-key output - we are not
+ENV APT_KEY_DONT_WARN_ON_DANGEROUS_USAGE=1
+RUN curl -s https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | apt-key add -
+
+# Get the model-server, use tensorflow-model-server-universal for older hardware
+RUN apt-get update && apt-get install -y \
+        tensorflow-model-server
+
+# Cleanup to reduce the size of the image
+# See https://docs.docker.com/develop/develop-images/dockerfile_best-practices/#run
+RUN  apt-get clean && \
+        rm -rf /var/lib/apt/lists/*
+
+#Expose ports
+# gRPC
+EXPOSE 8500
+
+# REST
+EXPOSE 8501
+
+# Set where models should be stored in the container
+ENV MODEL_BASE_PATH=/models
+RUN mkdir -p ${MODEL_BASE_PATH}
+
+# The only required piece is the model name in order to differentiate endpoints
+ENV MODEL_NAME=model
+ENTRYPOINT tensorflow_model_server --port=8500 --rest_api_port=8501 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}
+

From fc69d571a07f9b2019c947dc20b192e446f329c9 Mon Sep 17 00:00:00 2001
From: Mark Daoust <markdaoust@google.com>
Date: Fri, 8 Jun 2018 00:36:07 -0400
Subject: [PATCH 0011/8103] Add rest_api.md to leftnav

PiperOrigin-RevId: 199745360
---
 tensorflow_serving/g3doc/leftnav_files | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/g3doc/leftnav_files b/tensorflow_serving/g3doc/leftnav_files
index 272cbf0eba0..2c7eccc2afc 100644
--- a/tensorflow_serving/g3doc/leftnav_files
+++ b/tensorflow_serving/g3doc/leftnav_files
@@ -3,6 +3,7 @@ index.md
 architecture_overview.md
 setup.md
 serving_basic.md
+api_rest.md
 serving_advanced.md
 serving_inception.md
 custom_servable.md

From deb10de07d1739e21bedd3a409b13f2738d42737 Mon Sep 17 00:00:00 2001
From: Noah Fiedel <nfiedel@google.com>
Date: Mon, 11 Jun 2018 12:55:50 -0400
Subject: [PATCH 0012/8103] Clarify the ModelSpec API to recommend that users
 leave the version field unspecified for the common case.

PiperOrigin-RevId: 200066733
---
 tensorflow_serving/apis/model.proto | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 9a0d50e7809..3a0ea1c020a 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -10,7 +10,13 @@ message ModelSpec {
   // Required servable name.
   string name = 1;
 
-  // Optional version.
+  // Optional version. Recommended to be left unset in the common case. Should
+  // be specified only when there is a strong version consistency requirement.
+  //
+  // When left unspecified, the system will serve the best available version.
+  // This is typically the latest version, though during version transitions,
+  // notably when serving on a fleet of instances, may be either the previous or
+  // new version.
   google.protobuf.Int64Value version = 2;
 
   // A named signature to evaluate. If unspecified, the default signature will

From 503cc0c2da0c75c5f8d94be394439776771f2d5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jun 2018 15:43:33 -0400
Subject: [PATCH 0013/8103] Merged commit includes the following changes:
 200096143  by gvasudevan:

    Update docker images

--

PiperOrigin-RevId: 200096143
---
 tensorflow_serving/g3doc/docker.md            | 100 ++++++++++++++---
 .../tools/docker/Dockerfile.devel             |  48 +++++++--
 .../tools/docker/Dockerfile.devel-gpu         | 102 +++++++++++-------
 3 files changed, 185 insertions(+), 65 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 9d248d3d4df..d3054d797b8 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -9,43 +9,109 @@ General installation instructions are
 [on the Docker site](https://docs.docker.com/installation/), but we give some
 quick links here:
 
-* [OSX](https://docs.docker.com/installation/mac/): [docker toolbox](https://www.docker.com/toolbox)
-* [ubuntu](https://docs.docker.com/installation/ubuntulinux/)
+*   [OSX](https://docs.docker.com/installation/mac/): [docker
+    toolbox](https://www.docker.com/toolbox)
+*   [Ubuntu](https://docs.docker.com/installation/ubuntulinux/)
 
 ## Which containers exist?
 
 We currently maintain the following Dockerfiles:
 
-* [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
-which is a minimal VM with all of the dependencies needed to build TensorFlow
-Serving.
+*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+    which is a minimal VM with TensorFlow Serving installed.
+
+*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving.
+
+*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving with GPU support.
 
 ## Building a container
-run;
+
+`Dockerfile`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving .
+```
+
+`Dockerfile.devel`:
 
 ```shell
 docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
 ```
 
+`Dockerfile.devel-gpu`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
+```
+
 ## Running a container
-This assumes you have built the container.
 
-`Dockerfile.devel`: Use the development container to clone and test the
-TensorFlow Serving repository.
+### Serving Example
 
-Run the container;
+This assumes you have built the `Dockerfile` container.
+
+First you will need a model. Clone the TensorFlow Serving repo.
 
 ```shell
-docker run -it $USER/tensorflow-serving-devel
+mkdir -p /tmp/tfserving
+cd /tmp/tfserving
+git clone --recursive https://github.com/tensorflow/serving
 ```
 
-Clone, configure and test Tensorflow Serving in the running container;
+We will use a toy model called Half Plus Three, which will predict values 0.5\*x
++ 3 for the values we provide for prediction.
+
+```shell
+docker run -p 8501:8501 \
+-v /tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three:/models/half_plus_three \
+-e MODEL_NAME=half_plus_three -t $USER/tensorflow-serving &
+```
+
+This will run the docker container and launch the TensorFlow Serving Model
+Server, bind the REST API port 8501, and map our desired model from our host to
+where models are expected in the container. We also pass the name of the model
+as an environment variable, which will be important when we query the model.
+
+To query the model using the predict API, you can run
+
+```shell
+curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+```
+
+This should return a set of values:
+
+```json
+{ "predictions": [3.5, 4.0, 5.5] }
+```
+
+More information on using the RESTful API can be found [here](api_rest.md).
+
+### Development Example
+
+This assumes you have built the `Dockerfile.devel` container.
+
+To run the container:
 
 ```shell
-git clone --recurse-submodules https://github.com/tensorflow/serving
-cd serving/tensorflow
-./configure
-cd ..
-bazel test tensorflow_serving/...
+docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
 ```
 
+This will pull the latest TensorFlow Serving release with a prebuilt binary and
+working development environment. To test a model, from inside the container try:
+
+``````shell
+bazel build -c opt //tensorflow_serving/example:mnist_saved_model
+# train the mnist model
+bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
+# serve the model
+tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
+# build the client
+bazel build -c opt //tensorflow_serving/example:mnist_client
+# test the client
+bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:8500
+`````
+``````
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index cecd18d61e1..1d189170b7b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -1,6 +1,19 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
 FROM ubuntu:16.04
 
-MAINTAINER Jeremiah Harmsen <jeremiah@google.com>
+LABEL maintainer=gvasudevan@google.com
 
 RUN apt-get update && apt-get install -y \
         automake \
@@ -34,17 +47,38 @@ RUN pip install mock grpcio
 
 # Set up Bazel.
 
-ENV BAZELRC /root/.bazelrc
-# Install the most recent bazel release.
-ENV BAZEL_VERSION 0.10.0
+# Running bazel inside a `docker build` command causes trouble, cf:
+#   https://github.com/bazelbuild/bazel/issues/134
+# The easiest solution is to set up a bazelrc file forcing --batch.
+RUN echo "startup --batch" >>/etc/bazel.bazelrc
+# Similarly, we need to workaround sandboxing issues:
+#   https://github.com/bazelbuild/bazel/issues/418
+RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
+    >>/etc/bazel.bazelrc
+# Install a recent bazel release.
+ENV BAZEL_VERSION 0.11.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
-    curl -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
-    curl -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
     chmod +x bazel-*.sh && \
     ./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
     cd / && \
     rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
 
-CMD ["/bin/bash"]
+# Download, build, and install TensorFlow Serving
+ARG TF_SERVING_VERSION_GIT_BRANCH=r1.8
+WORKDIR /tensorflow-serving
+RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
+        https://github.com/tensorflow/serving .
+
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+RUN bazel build -c opt ${TF_SERVING_BUILD_OPTIONS} \
+    tensorflow_serving/model_servers:tensorflow_model_server && \
+    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
+    bazel clean --expunge && \
+    rm -rf /root/.cache
+# Clean up Bazel cache when done.
+
+CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 70113c8bdad..ce0369e4986 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -1,4 +1,19 @@
-FROM nvidia/cuda:8.0-cudnn6-devel-ubuntu16.04
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+FROM nvidia/cuda:9.0-cudnn7-devel-ubuntu16.04
+
+LABEL maintainer=gvasudevan@google.com
 
 RUN apt-get update && apt-get install -y \
         automake \
@@ -9,6 +24,7 @@ RUN apt-get update && apt-get install -y \
         libpng12-dev \
         libtool \
         libzmq3-dev \
+        mlocate \
         pkg-config \
         python-dev \
         python-numpy \
@@ -18,83 +34,87 @@ RUN apt-get update && apt-get install -y \
         zip \
         zlib1g-dev \
         libcurl3-dev \
+        openjdk-8-jdk\
+        openjdk-8-jre-headless \
+        wget \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-RUN apt-get install python-pip python-dev build-essential
-
-#RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-#    python get-pip.py && \
-#    rm get-pip.py
-
 # Set up grpc
 
-RUN pip install enum34 futures mock six && \
-    pip install --pre 'protobuf>=3.0.0a3' && \
-    pip install -i https://testpypi.python.org/simple --pre grpcio
+RUN pip install mock grpcio
 
 # Set up Bazel.
 
-# We need to add a custom PPA to pick up JDK8, since trusty doesn't
-# have an openjdk8 backport.  openjdk-r is maintained by a reliable contributor:
-# Matthias Klose (https://launchpad.net/~doko).  It will do until
-# we either update the base image beyond 14.04 or openjdk-8 is
-# finally backported to trusty; see e.g.
-#   https://bugs.launchpad.net/trusty-backports/+bug/1368094
-RUN add-apt-repository -y ppa:openjdk-r/ppa && \
-    apt-get update && \
-    apt-get install -y openjdk-8-jdk openjdk-8-jre-headless && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
 # Running bazel inside a `docker build` command causes trouble, cf:
 #   https://github.com/bazelbuild/bazel/issues/134
 # The easiest solution is to set up a bazelrc file forcing --batch.
-RUN echo "startup --batch" >>/root/.bazelrc
+RUN echo "startup --batch" >>/etc/bazel.bazelrc
 # Similarly, we need to workaround sandboxing issues:
 #   https://github.com/bazelbuild/bazel/issues/418
 RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
-    >>/root/.bazelrc
-ENV BAZELRC /root/.bazelrc
-# Install the most recent bazel release.
+    >>/etc/bazel.bazelrc
+# Install a recent bazel release.
 ENV BAZEL_VERSION 0.10.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
-    curl -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
-    curl -fSsL -o /bazel/LICENSE https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
     chmod +x bazel-*.sh && \
     ./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
     cd / && \
     rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
 
-# Download TensorFlow Serving
-RUN git clone --recurse-submodules https://github.com/tensorflow/serving && \
-  cd serving && \
-  git checkout
 
 # Build TensorFlow with the CUDA configuration
 ENV CI_BUILD_PYTHON python
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 ENV TF_NEED_CUDA 1
-ENV TF_CUDA_COMPUTE_CAPABILITIES=3.0,3.5,5.2,6.0,6.1
+ENV TF_CUDA_COMPUTE_CAPABILITIES=3.0,3.5,5.2,6.0,6.1,7.0
+ENV TF_CUDA_VERSION=9.0
+ENV TF_CUDNN_VERSION=7
+
+# Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
 
-# Fix paths so that CUDNN can be found
-# See https://github.com/tensorflow/tensorflow/issues/8264
-RUN ls -lah /usr/local/cuda/lib64/*
+WORKDIR /
 RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
   ln -s /usr/lib/x86_64-linux-gnu/include/cudnn.h /usr/lib/x86_64-linux-gnu/include/cudnn.h && \
   ln -s /usr/include/cudnn.h /usr/local/cuda/include/cudnn.h && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/local/cuda/lib64/libcudnn.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.6 /usr/local/cuda/lib64/libcudnn.so.6
+  ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.$TF_CUDNN_VERSION /usr/local/cuda/lib64/libcudnn.so.$TF_CUDNN_VERSION
+
+
+# Fix paths so that NCCL can be found
+ENV TF_NCCL_VERSION=2.2.12
+ENV NCCL_INSTALL_PATH=/usr/lib/nccl/
+
+WORKDIR /
+RUN mkdir /usr/lib/nccl && \
+  mkdir /usr/lib/nccl/include/ && \
+  mkdir /usr/lib/nccl/lib/ && \
+  ln -s /usr/include/nccl.h /usr/lib/nccl/include/nccl.h && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so /usr/lib/nccl/lib/libnccl.so && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 /usr/lib/nccl/lib/libnccl.so.2 && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION /usr/lib/nccl/lib/libnccl.so.$TF_NCCL_VERSION
+
+# Download, build, and install TensorFlow Serving
+ARG TF_SERVING_VERSION_GIT_BRANCH=r1.7
+WORKDIR /tensorflow-serving
+RUN git clone --recurse-submodules --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
+        https://github.com/tensorflow/serving .
 
-# Build TensorFlow Serving and Install it in /usr/local/bin
-WORKDIR /serving
-RUN bazel build -c opt --config=cuda \
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
+    LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
+    bazel build -c opt --config=cuda \
     --crosstool_top=@local_config_cuda//crosstool:toolchain \
+    ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
+    rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     bazel clean --expunge
+# Clean up Bazel cache when done.
 
-CMD ["/bin/bash"]
+CMD ["/bin/bash"]
\ No newline at end of file

From 5a4c59e00030866a28a870cf2c4042dafcbfb6a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jun 2018 16:27:21 -0400
Subject: [PATCH 0014/8103] Use preferred path grpcpp/ instead of deprecated
 grpc++/

PiperOrigin-RevId: 200102523
---
 tensorflow_serving/example/BUILD                      |  1 +
 tensorflow_serving/example/inception_client.cc        |  4 ++--
 tensorflow_serving/model_servers/BUILD                |  3 +++
 tensorflow_serving/model_servers/grpc_status_util.cc  |  2 +-
 tensorflow_serving/model_servers/grpc_status_util.h   |  2 +-
 tensorflow_serving/model_servers/main.cc              | 10 +++++-----
 tensorflow_serving/model_servers/model_service_impl.h |  4 ++--
 7 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 1beb14fd976..05ca0605217 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -86,6 +86,7 @@ cc_binary(
         "//tensorflow_serving/apis:prediction_service_proto",
         "@grpc//:grpc++_unsecure",
         "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
         "@protobuf_archive//:protobuf_lite",
     ],
 )
diff --git a/tensorflow_serving/example/inception_client.cc b/tensorflow_serving/example/inception_client.cc
index f2895f2b8c9..460d1729f68 100644
--- a/tensorflow_serving/example/inception_client.cc
+++ b/tensorflow_serving/example/inception_client.cc
@@ -16,8 +16,8 @@ limitations under the License.
 #include <fstream>
 #include <iostream>
 
-#include "grpc++/create_channel.h"
-#include "grpc++/security/credentials.h"
+#include "grpcpp/create_channel.h"
+#include "grpcpp/security/credentials.h"
 #include "google/protobuf/map.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/platform/types.h"
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 2d118e96a41..f72aa218965 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -281,15 +281,18 @@ cc_binary(
         ":grpc_status_util",
         ":model_service_impl",
         "@protobuf_archive//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
         "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
         "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "//tensorflow_serving/apis:prediction_service_proto",
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "@grpc//:grpc++_unsecure",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
 
diff --git a/tensorflow_serving/model_servers/grpc_status_util.cc b/tensorflow_serving/model_servers/grpc_status_util.cc
index 5cf15060ab4..e2ecc594211 100644
--- a/tensorflow_serving/model_servers/grpc_status_util.cc
+++ b/tensorflow_serving/model_servers/grpc_status_util.cc
@@ -15,7 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 
-#include "grpc++/support/status_code_enum.h"
+#include "grpcpp/support/status_code_enum.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/model_servers/grpc_status_util.h b/tensorflow_serving/model_servers/grpc_status_util.h
index 5e9245224f4..7fd62f4a0c7 100644
--- a/tensorflow_serving/model_servers/grpc_status_util.h
+++ b/tensorflow_serving/model_servers/grpc_status_util.h
@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_GRPC_STATUS_UTIL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_GRPC_STATUS_UTIL_H_
 
-#include "grpc++/support/status.h"
+#include "grpcpp/support/status.h"
 #include "tensorflow/core/lib/core/status.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 6fe5420a58f..b0451158a98 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -50,12 +50,12 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
-#include "grpc++/security/server_credentials.h"
-#include "grpc++/server.h"
-#include "grpc++/server_builder.h"
-#include "grpc++/server_context.h"
-#include "grpc++/support/status.h"
 #include "grpc/grpc.h"
+#include "grpcpp/security/server_credentials.h"
+#include "grpcpp/server.h"
+#include "grpcpp/server_builder.h"
+#include "grpcpp/server_context.h"
+#include "grpcpp/support/status.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/numbers.h"
diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 6411689cee9..7778359530d 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -16,8 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 
-#include "grpc++/server_context.h"
-#include "grpc++/support/status.h"
+#include "grpcpp/server_context.h"
+#include "grpcpp/support/status.h"
 #include "tensorflow_serving/apis/model_management.pb.h"
 #include "tensorflow_serving/apis/model_service.grpc.pb.h"
 #include "tensorflow_serving/apis/model_service.pb.h"

From be6753eefcfe7ef8047ec8e84cb0877163011020 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jun 2018 18:13:24 -0400
Subject: [PATCH 0015/8103] Merged commit includes the following changes:
 200121103  by awk:

    Updating Tensorflow archive to manually specified commit hash.
    TF Git commit hash: a4b390bffbcb01d8f57f25c007277d457f752a69

--

PiperOrigin-RevId: 200121103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98dc1ffff61..82b76d2e377 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "876f800cf9605375c4a05daf44bc280bcb85ef5b302a9c01592a828c61647574",
-    git_commit = "694892d4c0fba6bd4322e943f8b1483b36f1ae99",
+    sha256 = "7e4c1b46bf93c7ccd618c4e5c213a47c302b1c823b3f47d5b296842b8be790b5",
+    git_commit = "a4b390bffbcb01d8f57f25c007277d457f752a69",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e95f93fefcfe3459f7a37fc712a4dead3a973577 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jun 2018 18:39:13 -0400
Subject: [PATCH 0016/8103] Merged commit includes the following changes:
 200125787  by gvasudevan:

    Documentation updates

--

PiperOrigin-RevId: 200125787
---
 tensorflow_serving/g3doc/api_rest.md | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 8a1d7aaeefe..2ae566cf8dd 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -295,7 +295,7 @@ We can use the toy
 [half_plus_three](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/00000123)
 model to see REST APIs in action.
 
-### Start ModelServer with REST API endpoint
+### Start ModelServer with the REST API endpoint
 
 Follow [setup instructions](https://www.tensorflow.org/serving/setup) to install
 TensorFlow ModelServer on your system. Then download the `half_plus_three` model
@@ -304,7 +304,7 @@ from [git repository](https://github.com/tensorflow/serving):
 ```shell
 $ mkdir -p /tmp/tfserving
 $ cd /tmp/tfserving
-$ git clone --recursive https://github.com/tensorflow/serving
+$ git clone --depth=1 https://github.com/tensorflow/serving
 ```
 
 Start the ModelServer with `--rest_api_port` option to export REST API endpoint:
@@ -315,10 +315,10 @@ $ tensorflow_model_server --rest_api_port=8501 \
    --model_base_path=$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/
 ```
 
-### Do REST API calls on ModelServer
+### Make REST API calls to ModelServer
 
-In a different terminal, use `curl` tool to make REST API calls on the command
-line. A `predict` call would look as follows:
+In a different terminal, use the `curl` tool to make REST API calls. A `predict`
+call would look as follows:
 
 ```shell
 $ curl -d '{"instances": [1.0,2.0,5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
@@ -338,7 +338,8 @@ $ curl -d '{"signature_name": "tensorflow/serving/regress", "examples": [{"x": 1
 ```
 
 Note, `regress` is available on a non-default signature name and must be
-specified explicitly. Incorrect request URL or body returns a HTTP error status.
+specified explicitly. An incorrect request URL or body returns an HTTP error
+status.
 
 ```shell
 $ curl -i -d '{"instances": [1.0,5.0]}' -X POST http://localhost:8501/v1/models/half:predict

From 143236effe7ae3ff8d87029033a0ff75e5801af9 Mon Sep 17 00:00:00 2001
From: Gautam Vasudevan <gvasudevan@google.com>
Date: Mon, 11 Jun 2018 19:11:10 -0400
Subject: [PATCH 0017/8103] Documentation updates

PiperOrigin-RevId: 200130740
---
 tensorflow_serving/g3doc/serving_inception.md |  6 +-
 tensorflow_serving/g3doc/setup.md             | 64 ++++++++-----------
 2 files changed, 27 insertions(+), 43 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index c62918f77c8..43acd972e06 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -43,10 +43,8 @@ In the running container, we clone, configure and build TensorFlow Serving
 example code.
 
 ```shell
-root@c97d8e820ced:/# git clone -b r1.6 --recurse-submodules https://github.com/tensorflow/serving
-root@c97d8e820ced:/# cd serving/tensorflow
-root@c97d8e820ced:/serving/tensorflow# ./configure
-root@c97d8e820ced:/serving# cd ..
+root@c97d8e820ced:/# git clone -b r1.6 https://github.com/tensorflow/serving
+root@c97d8e820ced:/# cd serving
 root@c97d8e820ced:/serving# bazel build -c opt tensorflow_serving/example/...
 ```
 
diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 4f3a2ae3973..8c741cc6948 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -40,10 +40,12 @@ To install TensorFlow Serving dependencies, execute the following:
 
 ```shell
 sudo apt-get update && sudo apt-get install -y \
+        automake \
         build-essential \
         curl \
         libcurl3-dev \
         git \
+        libtool \
         libfreetype6-dev \
         libpng12-dev \
         libzmq3-dev \
@@ -65,19 +67,19 @@ may need to run.
 
 ### TensorFlow Serving Python API PIP package {#pip}
 
-To run Python client code without the need to install Bazel, you can install
-the `tensorflow-serving-api` PIP package using:
+To run Python client code without the need to install Bazel, you can install the
+`tensorflow-serving-api` PIP package using:
 
 ```shell
 pip install tensorflow-serving-api
 ```
 
-Note: The TensorFlow Serving Python API
-[is only published for Python 2](https://pypi.python.org/pypi/tensorflow-serving-api),
-but will work for Python 3 if you either build it yourself, or download the
-Python 2 version, unzip it, and copy it into your Python 3 path. There is a
-[feature request](https://github.com/tensorflow/serving/issues/700) to publish
-the Python 3 package as well.
+Note: The TensorFlow Serving Python API [is only published for Python
+2](https://pypi.python.org/pypi/tensorflow-serving-api), but will work for
+Python 3 if you either build it yourself, or download the Python 2 version,
+unzip it, and copy it into your Python 3 path. There is a [feature
+request](https://github.com/tensorflow/serving/issues/700) to publish the Python
+3 package as well.
 
 ## Installing using apt-get {#aptget}
 
@@ -115,7 +117,8 @@ sudo apt-get remove tensorflow-model-server
     sudo apt-get update && sudo apt-get install tensorflow-model-server
     </pre>
 
-Once installed, the binary can be invoked using the command `tensorflow_model_server`.
+Once installed, the binary can be invoked using the command
+`tensorflow_model_server`.
 
 You can upgrade to a newer version of tensorflow-model-server with:
 
@@ -132,22 +135,19 @@ instructions.
 ### Clone the TensorFlow Serving repository
 
 ```shell
-git clone --recurse-submodules https://github.com/tensorflow/serving
+git clone https://github.com/tensorflow/serving
 cd serving
 ```
 
-`--recurse-submodules` is required to fetch TensorFlow, gRPC, and other
-libraries that TensorFlow Serving depends on. Note that these instructions
-will install the latest master branch of TensorFlow Serving. If you want to
-install a specific branch (such as a release branch), pass `-b <branchname>`
-to the `git clone` command.
+Note that these instructions will install the latest master branch of TensorFlow
+Serving. If you want to install a specific branch (such as a release branch),
+pass `-b <branchname>` to the `git clone` command.
 
 ### Install prerequisites
 
 Follow the Prerequisites section above to install all dependencies. Consult the
-[TensorFlow install instructions](https://www.tensorflow.org/install/)
-if you encounter any issues with setting up TensorFlow or its dependencies.
-
+[TensorFlow install instructions](https://www.tensorflow.org/install/) if you
+encounter any issues with setting up TensorFlow or its dependencies.
 
 ### Build
 
@@ -173,19 +173,21 @@ To test your installation, execute:
 bazel test -c opt tensorflow_serving/...
 ```
 
-See the [basic tutorial](serving_basic.md) and [advanced tutorial](serving_advanced.md)
-for more in-depth examples of running TensorFlow Serving.
+See the [basic tutorial](serving_basic.md) and [advanced
+tutorial](serving_advanced.md) for more in-depth examples of running TensorFlow
+Serving.
 
 ### Optimized build {#optimized}
 
 It's possible to compile using some platform specific instruction sets (e.g.
 AVX) that can significantly improve performance. Wherever you see 'bazel build'
 in the documentation, you can add the flags `-c opt --copt=-msse4.1
---copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3` (or some
-subset of these flags). For example:
+--copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3
+--cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0"` (or some subset of these flags). For
+example:
 
 ```shell
-bazel build -c opt --copt=-msse4.1 --copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3 tensorflow_serving/...
+bazel build -c opt --copt=-msse4.1 --copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3 --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" tensorflow_serving/...
 ```
 
 Note: These instruction sets are not available on all machines, especially with
@@ -193,19 +195,3 @@ older processors, so it may not work with all flags. You can try some subset of
 them, or revert to just the basic '-c opt' which is guaranteed to work on all
 machines.
 
-### Continuous integration build
-
-Our [continuous integration build](http://ci.tensorflow.org/view/Serving/job/serving-master-cpu/)
-using TensorFlow [ci_build](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/tools/ci_build)
-infrastructure offers you simplified development using docker. All you need is
-git and docker. No need to install all other dependencies manually.
-
-```shell
-git clone --recursive https://github.com/tensorflow/serving
-cd serving
-CI_TENSORFLOW_SUBMODULE_PATH=tensorflow tensorflow/tensorflow/tools/ci_build/ci_build.sh CPU bazel test //tensorflow_serving/...
-```
-
-Note: The `serving` directory is mapped into the container. You can develop
-outside the docker container (in your favourite editor) and when you run this
-build it will build with your changes.

From 888bcc34bf56ea9d9e0f194d5e99c3ef95e6d958 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jun 2018 00:14:18 -0400
Subject: [PATCH 0018/8103] Merged commit includes the following changes:
 200159885  by awk:

    Updating TensorFlow to latest green.

--
200150829  by yifeif:

    Internal change.

--
200147582  by yifeif:

    Internal changes.

--

PiperOrigin-RevId: 200159885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82b76d2e377..069d7bb7f74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e4c1b46bf93c7ccd618c4e5c213a47c302b1c823b3f47d5b296842b8be790b5",
-    git_commit = "a4b390bffbcb01d8f57f25c007277d457f752a69",
+    sha256 = "3ca891c58b5fe5d449f9de22527363424e332350c4a4ba2ebcff5240a9843a6a",
+    git_commit = "c169282cfe03e146350d2e17f79be4bf759c4146",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a6ab64298aea7e1eac0862af1073bff40dcdc9b6 Mon Sep 17 00:00:00 2001
From: gorban <gorban@google.com>
Date: Tue, 12 Jun 2018 23:58:13 -0700
Subject: [PATCH 0019/8103] Make error message for input size mismatch more
 actionable.

PiperOrigin-RevId: 200343314
---
 tensorflow_serving/batching/BUILD             |  1 -
 tensorflow_serving/servables/tensorflow/BUILD |  1 +
 .../servables/tensorflow/predict_util.cc      | 54 +++++++++++++------
 3 files changed, 39 insertions(+), 17 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index d057756a309..73e7212e97b 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -18,7 +18,6 @@ filegroup(
     ),
 )
 
-
 cc_library(
     name = "streaming_batch_scheduler",
     srcs = ["streaming_batch_scheduler.cc"],
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index ef3e651d8ac..a8e3ac79d0e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -443,6 +443,7 @@ cc_library(
         "//tensorflow_serving/apis:predict_proto",
         "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:signature",
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 760c968fc7a..b141604516c 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/strings/str_join.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/framework/tensor.pb.h"
@@ -47,13 +48,7 @@ string MapKeysToString(const google::protobuf::Map<string, tensorflow::TensorInf
   return result;
 }
 
-// Validate a SignatureDef to make sure it's compatible with prediction, and
-// if so, populate the input and output tensor names.
-Status PreProcessPrediction(const SignatureDef& signature,
-                            const PredictRequest& request,
-                            std::vector<std::pair<string, Tensor>>* inputs,
-                            std::vector<string>* output_tensor_names,
-                            std::vector<string>* output_tensor_aliases) {
+Status VerifySignature(const SignatureDef& signature) {
   if (signature.method_name() != kPredictMethodName &&
       signature.method_name() != kClassifyMethodName &&
       signature.method_name() != kRegressMethodName) {
@@ -62,12 +57,41 @@ Status PreProcessPrediction(const SignatureDef& signature,
         kPredictMethodName, ", ", kClassifyMethodName, ", ", kRegressMethodName,
         "}. Was: ", signature.method_name()));
   }
+  return Status::OK();
+}
+
+template <typename T>
+std::vector<string> get_map_keys(const T& proto_map) {
+  std::vector<string> keys;
+  for (auto it : proto_map) {
+    keys.push_back(it.first);
+  }
+  return keys;
+}
 
-  // Verify and prepare input.
+Status VerifyRequestInputsSize(const SignatureDef& signature,
+                               const PredictRequest& request) {
   if (request.inputs().size() != signature.inputs().size()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "input size does not match signature");
+    return tensorflow::Status(
+        tensorflow::error::INVALID_ARGUMENT,
+        absl::StrCat(
+            "input size does not match signature: ", request.inputs().size(),
+            "!=", signature.inputs().size(), " len([",
+            absl::StrJoin(get_map_keys(request.inputs()), ","), "]) != len([",
+            absl::StrJoin(get_map_keys(signature.inputs()), ","), "])"));
   }
+  return Status::OK();
+}
+
+// Validate a SignatureDef to make sure it's compatible with prediction, and
+// if so, populate the input and output tensor names.
+Status PreProcessPrediction(const SignatureDef& signature,
+                            const PredictRequest& request,
+                            std::vector<std::pair<string, Tensor>>* inputs,
+                            std::vector<string>* output_tensor_names,
+                            std::vector<string>* output_tensor_aliases) {
+  TF_RETURN_IF_ERROR(VerifySignature(signature));
+  TF_RETURN_IF_ERROR(VerifyRequestInputsSize(signature, request));
   for (auto& input : request.inputs()) {
     const string& alias = input.first;
     auto iter = signature.inputs().find(alias);
@@ -139,10 +163,8 @@ Status PostProcessPredictionResult(
 
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version,
-                  Session* session,
-                  const PredictRequest& request,
-                  PredictResponse* response) {
+                  const optional<int64>& servable_version, Session* session,
+                  const PredictRequest& request, PredictResponse* response) {
   // Validate signatures.
   const string signature_name = request.model_spec().signature_name().empty()
                                     ? kDefaultServingSignatureDefKey
@@ -154,8 +176,8 @@ Status RunPredict(const RunOptions& run_options,
   }
   SignatureDef signature = iter->second;
 
-  MakeModelSpec(request.model_spec().name(), signature_name,
-                servable_version, response->mutable_model_spec());
+  MakeModelSpec(request.model_spec().name(), signature_name, servable_version,
+                response->mutable_model_spec());
 
   std::vector<std::pair<string, Tensor>> input_tensors;
   std::vector<string> output_tensor_names;

From 0346f182fea15bb643bd699d228242d8072a6fd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jun 2018 03:53:16 -0700
Subject: [PATCH 0020/8103] Refactor model_servers/main.cc into a lib to ease
 reuse in custom servers that link in additional custom ops

PiperOrigin-RevId: 200367387
---
 tensorflow_serving/model_servers/BUILD | 23 ++++++++++++++++++++---
 1 file changed, 20 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index f72aa218965..5561b025a3b 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -9,6 +9,12 @@ package(
 
 licenses(["notice"])  # Apache 2.0
 
+# Visibility group for clients that link in custom ops, while using the
+# vanilla TensorFlow ModelServer without any other modifications. Exclusively
+# for adding custom TensorFlow ops. Does not grant access to private headers
+# or other implementation details.
+package_group(name = "tensorflow_model_server_custom_op_clients")
+
 filegroup(
     name = "all_files",
     srcs = glob(
@@ -267,12 +273,15 @@ TENSORFLOW_DEPS = [
     "//tensorflow_serving/servables/tensorflow:predict_impl",
 ]
 
-cc_binary(
-    name = "tensorflow_model_server",
+cc_library(
+    name = "tensorflow_model_server_main_lib",
     srcs = [
         "main.cc",
     ],
-    visibility = ["//tensorflow_serving:internal"],
+    visibility = [
+        ":tensorflow_model_server_custom_op_clients",
+        "//tensorflow_serving:internal",
+    ],
     deps = [
         ":http_server",
         ":model_platform_types",
@@ -296,6 +305,14 @@ cc_binary(
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
 
+cc_binary(
+    name = "tensorflow_model_server",
+    visibility = ["//tensorflow_serving:internal"],
+    deps = [
+        ":tensorflow_model_server_main_lib",
+    ],
+)
+
 py_test(
     name = "tensorflow_model_server_test",
     size = "medium",

From 991ec4ea2b2dcdd776589f0c91ab8fc53f7e8716 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 13 Jun 2018 17:40:21 -0700
Subject: [PATCH 0021/8103] Update docker files to have cleaner output

PiperOrigin-RevId: 200483649
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 5 +++--
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 7 ++++---
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 1d189170b7b..ae77a894ddc 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -74,10 +74,11 @@ RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
         https://github.com/tensorflow/serving .
 
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
-RUN bazel build -c opt ${TF_SERVING_BUILD_OPTIONS} \
+RUN bazel build -c opt --color=yes --curses=yes ${TF_SERVING_BUILD_OPTIONS} \
+    --output_filter=DONT_MATCH_ANYTHING \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
-    bazel clean --expunge && \
+    bazel clean --expunge --color=yes && \
     rm -rf /root/.cache
 # Clean up Bazel cache when done.
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index ce0369e4986..e80012eacb8 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -102,19 +102,20 @@ RUN mkdir /usr/lib/nccl && \
 # Download, build, and install TensorFlow Serving
 ARG TF_SERVING_VERSION_GIT_BRANCH=r1.7
 WORKDIR /tensorflow-serving
-RUN git clone --recurse-submodules --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
+RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
         https://github.com/tensorflow/serving .
 
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
-    bazel build -c opt --config=cuda \
+    bazel build -c opt --color=yes --curses=yes --config=cuda \
+    --output_filter=DONT_MATCH_ANYTHING \
     --crosstool_top=@local_config_cuda//crosstool:toolchain \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
     rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
-    bazel clean --expunge
+    bazel clean --expunge --color=yes
 # Clean up Bazel cache when done.
 
 CMD ["/bin/bash"]
\ No newline at end of file

From 43c909b8ce4da878a4873b30523594d67523368e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 08:06:39 -0700
Subject: [PATCH 0022/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200557616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 069d7bb7f74..f39a81cebf2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ca891c58b5fe5d449f9de22527363424e332350c4a4ba2ebcff5240a9843a6a",
-    git_commit = "c169282cfe03e146350d2e17f79be4bf759c4146",
+    sha256 = "f2d53ff981ccf7a2002e44bef18165f37b65c5b70c73f5616bdd2fb1d23b489d",
+    git_commit = "e5c17aef836f8b85591cdcae31fbb66ddcf8185a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0e3131fd6aeb2eb774f15ac3c3bce4af259bb80d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 10:01:26 -0700
Subject: [PATCH 0023/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200572922
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f39a81cebf2..929ce967061 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2d53ff981ccf7a2002e44bef18165f37b65c5b70c73f5616bdd2fb1d23b489d",
-    git_commit = "e5c17aef836f8b85591cdcae31fbb66ddcf8185a",
+    sha256 = "261ad558de3debe05694fb694f1720b4eca6eec040cdc19def921092fc884359",
+    git_commit = "04b7701eb0177d717b20c98d48fb6bc3ec793401",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1a549b1af262bbf04dbb3a62141b7cea6451b4c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 13:02:17 -0700
Subject: [PATCH 0024/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200604696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 929ce967061..f9a7b304a6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "261ad558de3debe05694fb694f1720b4eca6eec040cdc19def921092fc884359",
-    git_commit = "04b7701eb0177d717b20c98d48fb6bc3ec793401",
+    sha256 = "2ba946c212a55886ffdf315345cb65f6c91dc39a71d1d3767d7a2b4669a9e5b1",
+    git_commit = "c75734ab7f0ba0aef608738e18ce73847d16958a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59ddccf123201907ea91d973ee5a828afc849745 Mon Sep 17 00:00:00 2001
From: gautamvasudevan <12356580+gautamvasudevan@users.noreply.github.com>
Date: Thu, 14 Jun 2018 14:54:03 -0700
Subject: [PATCH 0025/8103] Update docker.md

---
 tensorflow_serving/g3doc/docker.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index d3054d797b8..c6858933c10 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -47,6 +47,13 @@ docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
 ```shell
 docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
 ```
+TIP: By default, building TensorFlow Serving from sources consumes a lot of RAM.
+If RAM is an issue on your system, you may limit RAM usage by specifying
+`--local_resources 2048,.5,1.0` while invoking bazel. You can use this same
+mechanism to tweak the optmizations you're building TensorFlow Serving with. Ex:
+`docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx
+--cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t
+$USER/tensorflow-serving-devel -f Dockerfile.devel .`
 
 ## Running a container
 

From 211421d607c3609e6d7bd1b78ae6029fa06dfa6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 15:01:33 -0700
Subject: [PATCH 0026/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200624780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9a7b304a6e..c4596e3de09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ba946c212a55886ffdf315345cb65f6c91dc39a71d1d3767d7a2b4669a9e5b1",
-    git_commit = "c75734ab7f0ba0aef608738e18ce73847d16958a",
+    sha256 = "2582667f984ac6cd150e1c26d0eedbce91fb82180bc47207a15bfa9f5b612cb2",
+    git_commit = "eefd88284ba3744a5d7f6a3a7c179bed8421b7e2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a844fbdf1020586874c7c699451fa713461906d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 18:19:52 -0700
Subject: [PATCH 0027/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200653106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4596e3de09..ac4e3476edb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2582667f984ac6cd150e1c26d0eedbce91fb82180bc47207a15bfa9f5b612cb2",
-    git_commit = "eefd88284ba3744a5d7f6a3a7c179bed8421b7e2",
+    sha256 = "b6ab14af636e0dabaa4cd6ba678c416cca78b1b7598258090dfd9eb0f61456c4",
+    git_commit = "212ba3e9ef934d0b2a3b09740bd238cda0394fad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5aaed041a36b668f87e36a74cf12c1eca562b737 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 19:14:16 -0700
Subject: [PATCH 0028/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200657765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac4e3476edb..718117a2a26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6ab14af636e0dabaa4cd6ba678c416cca78b1b7598258090dfd9eb0f61456c4",
-    git_commit = "212ba3e9ef934d0b2a3b09740bd238cda0394fad",
+    sha256 = "95088baea23dd4f3fee9024a6c67b51f4a3d4ef5d6e3240b8b60b5735f6342bb",
+    git_commit = "c4bc35950e23a5c35acfce9e30897bc37ce5c8b5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed97c376fec8e6a5b2c8e610871d5ba17ac1d584 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jun 2018 23:00:59 -0700
Subject: [PATCH 0029/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200673092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 718117a2a26..cdebc5920ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95088baea23dd4f3fee9024a6c67b51f4a3d4ef5d6e3240b8b60b5735f6342bb",
-    git_commit = "c4bc35950e23a5c35acfce9e30897bc37ce5c8b5",
+    sha256 = "0c0752211381ade512088f80ffdb62e54d14d86d0c3a7123163a463261f7eced",
+    git_commit = "71ad57040b6303d2944989c2f78fa35d2a3ff103",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cc53c5c2ebe79fa8937eea0d22521fbcd5af0826 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jun 2018 11:01:23 -0700
Subject: [PATCH 0030/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200741853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdebc5920ed..2875b5b000b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c0752211381ade512088f80ffdb62e54d14d86d0c3a7123163a463261f7eced",
-    git_commit = "71ad57040b6303d2944989c2f78fa35d2a3ff103",
+    sha256 = "425c80a3b2e421d21656c0d5f8c54f8fec0e6bd65fa22d6f9e48485a0eae064f",
+    git_commit = "8212404a47e17a0ad1822e520c990be1cd712e91",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c82ec1de281197ff150a6249800228ea3b48e742 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jun 2018 14:01:33 -0700
Subject: [PATCH 0031/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200769587
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2875b5b000b..d8ea2b4adcc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "425c80a3b2e421d21656c0d5f8c54f8fec0e6bd65fa22d6f9e48485a0eae064f",
-    git_commit = "8212404a47e17a0ad1822e520c990be1cd712e91",
+    sha256 = "d36cd3f80e739aaae2ba0e3548ba615a765508a9f3582d71ec479d67b0c5e7fc",
+    git_commit = "9576d6d4178b9761db614448c4cec49969b02c80",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c7436d7db7c2362efa26c9d2557df842c1ceb94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jun 2018 15:01:35 -0700
Subject: [PATCH 0032/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200779431
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8ea2b4adcc..3e2e519c503 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d36cd3f80e739aaae2ba0e3548ba615a765508a9f3582d71ec479d67b0c5e7fc",
-    git_commit = "9576d6d4178b9761db614448c4cec49969b02c80",
+    sha256 = "cbaab5fc864584923a4378df7a431161aab2ca1816251d4c544eae6db27061a0",
+    git_commit = "c2046b32299c02d73dae4a10731b810e4cb7c58f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ccb56af0f4daabb0d7302519a8889b12269ff087 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jun 2018 17:03:22 -0700
Subject: [PATCH 0033/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200796803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e2e519c503..96aed58d312 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbaab5fc864584923a4378df7a431161aab2ca1816251d4c544eae6db27061a0",
-    git_commit = "c2046b32299c02d73dae4a10731b810e4cb7c58f",
+    sha256 = "beb5ba8897edd6695a4430a213eca940339c23084a40709e3b4d77259b0746c9",
+    git_commit = "79d7e11f3ea4ec13332693cdcf271bf10aad583d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 782b21c7a8822f0183b888b23f82558f6a169611 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jun 2018 14:01:48 -0700
Subject: [PATCH 0034/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200854882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96aed58d312..f4a0c1fd6c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "beb5ba8897edd6695a4430a213eca940339c23084a40709e3b4d77259b0746c9",
-    git_commit = "79d7e11f3ea4ec13332693cdcf271bf10aad583d",
+    sha256 = "028443e49575380b81c9a563be4f87ccac5f0e222bbc73a607d272f3c9fd895b",
+    git_commit = "6d1603622b1c3b25de0a8d342714fed271308a47",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f78654f0902ad10613da7d65c5037d325c03e602 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jun 2018 10:02:01 -0700
Subject: [PATCH 0035/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200903227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4a0c1fd6c0..3b9001d3bc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "028443e49575380b81c9a563be4f87ccac5f0e222bbc73a607d272f3c9fd895b",
-    git_commit = "6d1603622b1c3b25de0a8d342714fed271308a47",
+    sha256 = "352bc70ba7fa656f2e44b480cc149a3e62108c1facd2e6d7a1329683c21e358a",
+    git_commit = "ab9b1341a9d31063c9c41f197930c5395245046e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b8e79dd199b78e2c8d5f30d31aa44354e412f0f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jun 2018 17:00:56 -0700
Subject: [PATCH 0036/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 200921812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b9001d3bc5..24245139f01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "352bc70ba7fa656f2e44b480cc149a3e62108c1facd2e6d7a1329683c21e358a",
-    git_commit = "ab9b1341a9d31063c9c41f197930c5395245046e",
+    sha256 = "adb65b4751c2151ef3bed2cfbc46aceed0850c0f7e07636a89d5ae9a3ababf2e",
+    git_commit = "8e86dcd1c59bb3f1dc978fcb5398dd3f2f51d9ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3dded6ec4c01f75a4c28db3166c4f45ae462a2aa Mon Sep 17 00:00:00 2001
From: Yun Peng <pcloudy@google.com>
Date: Mon, 18 Jun 2018 17:18:19 +0200
Subject: [PATCH 0037/8103] Fix a compilation error with old gcc compiler

---
 .../http_rest_prediction_handler_test.cc      | 24 ++++---------------
 1 file changed, 5 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc b/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
index d9bde80eb23..f502915c0d8 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
@@ -302,9 +302,7 @@ TEST_F(HttpRestPredictionHandlerTest, Predict) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":predict"),
-      R"({
-          "signature_name": "serving_default",
-          "instances": [3.0, 4.0]})",
+      R"({"signature_name": "serving_default", "instances": [3.0, 4.0]})",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [3.5, 4.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
@@ -318,10 +316,7 @@ TEST_F(HttpRestPredictionHandlerTest, Regress) {
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":regress"),
-      R"({
-        "signature_name": "regress_x_to_y",
-        "examples": [ { "x": 80.0 } ]
-        })",
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
@@ -332,10 +327,7 @@ TEST_F(HttpRestPredictionHandlerTest, Regress) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":regress"),
-      R"({
-        "signature_name": "regress_x_to_y",
-        "examples": [ { "x": 80.0 } ]
-        })",
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
@@ -349,10 +341,7 @@ TEST_F(HttpRestPredictionHandlerTest, Classify) {
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":classify"),
-      R"({
-        "signature_name": "classify_x_to_y",
-        "examples": [ { "x": 20.0 } ]
-        })",
+      R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 20.0 } ] })",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 12]]] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
@@ -363,10 +352,7 @@ TEST_F(HttpRestPredictionHandlerTest, Classify) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":classify"),
-      R"({
-        "signature_name": "classify_x_to_y",
-        "examples": [ { "x": 10.0 } ]
-        })",
+      R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 10.0 } ] })",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 7]]] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(

From 806a210967e684b58eeef8002b941cc58506fbc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jun 2018 11:01:52 -0700
Subject: [PATCH 0038/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201024367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24245139f01..fc06a4043b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "adb65b4751c2151ef3bed2cfbc46aceed0850c0f7e07636a89d5ae9a3ababf2e",
-    git_commit = "8e86dcd1c59bb3f1dc978fcb5398dd3f2f51d9ad",
+    sha256 = "34a50fa8ebc3a2bfbfe48e4022df43534402a92e42664a88c7aa999c7a6cfd26",
+    git_commit = "ff7e6399443615675a3f1182c4f2e1850008da04",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ae921fe2601354a2807979b47230b878d67bd7da Mon Sep 17 00:00:00 2001
From: shohinighosh <shohinighosh@google.com>
Date: Mon, 18 Jun 2018 13:19:18 -0700
Subject: [PATCH 0039/8103] Add details about model load failure reason to
 error message.

PiperOrigin-RevId: 201046882
---
 .../core/load_servables_fast.cc               | 12 +++++++++--
 .../model_servers/server_core.cc              | 21 ++++++++++++-------
 2 files changed, 24 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index cbf482167cc..22eac659b50 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -86,8 +86,16 @@ Status ConnectSourcesWithFastInitialLoad(
           for (const auto& id_and_state : states_reached) {
             if (id_and_state.second !=
                 ServableState::ManagerState::kAvailable) {
-              strings::StrAppend(&message, id_and_state.first.DebugString(),
-                                 ", ");
+              optional<ServableState> maybe_state =
+                  servable_state_monitor->GetState(id_and_state.first);
+              const string error_msg =
+                  maybe_state && !maybe_state.value().health.ok()
+                      ? " due to error: " +
+                            maybe_state.value().health.ToString()
+                      : "";
+              strings::StrAppend(&message, "{",
+                                 id_and_state.first.DebugString(), error_msg,
+                                 "}, ");
             }
           }
           strings::StrAppend(&message, "}");
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index f58dd2a74de..d6e466d4da4 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -223,12 +223,12 @@ Status UpdateModelConfigListRelativePaths(
 Status ServerCore::Create(Options options,
                           std::unique_ptr<ServerCore>* server_core) {
   if (options.servable_state_monitor_creator == nullptr) {
-    options.servable_state_monitor_creator = [](
-        EventBus<ServableState>* event_bus,
-        std::unique_ptr<ServableStateMonitor>* monitor) {
-      monitor->reset(new ServableStateMonitor(event_bus));
-      return Status::OK();
-    };
+    options.servable_state_monitor_creator =
+        [](EventBus<ServableState>* event_bus,
+           std::unique_ptr<ServableStateMonitor>* monitor) {
+          monitor->reset(new ServableStateMonitor(event_bus));
+          return Status::OK();
+        };
   }
 
   if (options.server_request_logger == nullptr) {
@@ -296,7 +296,14 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
     string message = "Some models did not become available: {";
     for (const auto& id_and_state : states_reached) {
       if (id_and_state.second != ServableState::ManagerState::kAvailable) {
-        strings::StrAppend(&message, id_and_state.first.DebugString(), ", ");
+        optional<ServableState> maybe_state =
+            monitor->GetState(id_and_state.first);
+        const string error_msg =
+            maybe_state && !maybe_state.value().health.ok()
+                ? " due to error: " + maybe_state.value().health.ToString()
+                : "";
+        strings::StrAppend(&message, "{", id_and_state.first.DebugString(),
+                           error_msg, "}, ");
       }
     }
     strings::StrAppend(&message, "}");

From cdbb051bf410209cb4bdf5533cc79ae3530e8731 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jun 2018 16:01:18 -0700
Subject: [PATCH 0040/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201075343
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc06a4043b5..6f029c9a697 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34a50fa8ebc3a2bfbfe48e4022df43534402a92e42664a88c7aa999c7a6cfd26",
-    git_commit = "ff7e6399443615675a3f1182c4f2e1850008da04",
+    sha256 = "c71ffb283634636991084b647d61acf1d3c7549cce390d823568f7482eb65cf2",
+    git_commit = "c9b218bef42e6a56b90c5b4bd7978c9f5a042ed5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9284c5cd296f73acabbf6c388f51567aaa48f5a6 Mon Sep 17 00:00:00 2001
From: shohinighosh <shohinighosh@google.com>
Date: Mon, 18 Jun 2018 17:30:37 -0700
Subject: [PATCH 0041/8103] Include number of servables that failed to become
 available in error message.

PiperOrigin-RevId: 201089493
---
 tensorflow_serving/core/load_servables_fast.cc       | 12 +++++++++++-
 tensorflow_serving/model_servers/server_core.cc      | 10 +++++++++-
 tensorflow_serving/model_servers/server_core_test.cc |  2 +-
 3 files changed, 21 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index 22eac659b50..940700f7cef 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <utility>
 
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/source.h"
 #include "tensorflow_serving/core/target.h"
@@ -82,7 +83,16 @@ Status ConnectSourcesWithFastInitialLoad(
                 initial_servables, ServableState::ManagerState::kAvailable,
                 &states_reached);
         if (!all_servables_available) {
-          string message = "Some servables did not become available: {";
+          const int num_unavailable_servables = std::count_if(
+              states_reached.begin(), states_reached.end(),
+              [](const std::pair<ServableId, ServableState::ManagerState>&
+                     id_and_state) {
+                return id_and_state.second !=
+                       ServableState::ManagerState::kAvailable;
+              });
+          string message =
+              strings::StrCat(num_unavailable_servables,
+                              " servable(s) did not become available: {");
           for (const auto& id_and_state : states_reached) {
             if (id_and_state.second !=
                 ServableState::ManagerState::kAvailable) {
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index d6e466d4da4..131d76cede6 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow_serving/core/load_servables_fast.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
@@ -293,7 +294,14 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
       awaited_servables, ServableState::ManagerState::kAvailable,
       &states_reached);
   if (!all_models_available) {
-    string message = "Some models did not become available: {";
+    const int num_unavailable_models = std::count_if(
+        states_reached.begin(), states_reached.end(),
+        [](const std::pair<ServableId, ServableState::ManagerState>&
+               id_and_state) {
+          return id_and_state.second != ServableState::ManagerState::kAvailable;
+        });
+    string message = strings::StrCat(num_unavailable_models,
+                                     " model(s) did not become available: {");
     for (const auto& id_and_state : states_reached) {
       if (id_and_state.second != ServableState::ManagerState::kAvailable) {
         optional<ServableState> maybe_state =
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 961305c7fb9..20605d8c3cd 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -294,7 +294,7 @@ TEST_P(ServerCoreTest, ErroringModel) {
   Status status = ServerCore::Create(std::move(options), &server_core);
   EXPECT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Some servables did not become available"));
+              ::testing::HasSubstr("1 servable(s) did not become available"));
 }
 
 TEST_P(ServerCoreTest, IllegalReconfigurationToCustomConfig) {

From 8c02afa7dbb6ba78b7e5578b6d2ca030c3299665 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jun 2018 18:00:54 -0700
Subject: [PATCH 0042/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201093161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f029c9a697..894b411ed32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c71ffb283634636991084b647d61acf1d3c7549cce390d823568f7482eb65cf2",
-    git_commit = "c9b218bef42e6a56b90c5b4bd7978c9f5a042ed5",
+    sha256 = "ac70ee04ec0ca3174536cb311b76be3378c41aa71aba944764cc90e24b82d29b",
+    git_commit = "ef483add4baaf48e0e2bee200338a05f2cca5f08",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e6fc246316db78d6aeba9f88804e85e079af1341 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jun 2018 11:02:20 -0700
Subject: [PATCH 0043/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201205408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 894b411ed32..c026c88b6a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac70ee04ec0ca3174536cb311b76be3378c41aa71aba944764cc90e24b82d29b",
-    git_commit = "ef483add4baaf48e0e2bee200338a05f2cca5f08",
+    sha256 = "5546cd23a14e95496323a3b0558a3ab4146d88e4854c309a4bc877f614bcb2c5",
+    git_commit = "ced4fddc0400fedce8ba15fb9a3e6e765ddda757",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b3ebe2d57949fef83ce28edc63e620d86eb9b049 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jun 2018 13:03:00 -0700
Subject: [PATCH 0044/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201226670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c026c88b6a7..b2da25b1fd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5546cd23a14e95496323a3b0558a3ab4146d88e4854c309a4bc877f614bcb2c5",
-    git_commit = "ced4fddc0400fedce8ba15fb9a3e6e765ddda757",
+    sha256 = "4765af1f86383fc4002650f6b4e563bd88632effae4cba95e6dcba32d6a4af3b",
+    git_commit = "9d2abd2ace95e6e352ba1292cc38c77b7bd1adc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef29c2ae3ad9f586823c39610de8f34320418603 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jun 2018 19:01:42 -0700
Subject: [PATCH 0045/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201281409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2da25b1fd3..549cd18541a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4765af1f86383fc4002650f6b4e563bd88632effae4cba95e6dcba32d6a4af3b",
-    git_commit = "9d2abd2ace95e6e352ba1292cc38c77b7bd1adc7",
+    sha256 = "aa3bc9d6d45168f50d5e119ef896e5010cab92a52d0e9b57d5713602aa69585f",
+    git_commit = "a0d3f63176fd9c74f431d9510c1728ce4c61ebcc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 41a8fac387c3acfe0c506b0ca4dd838a97efdcd8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jun 2018 22:01:59 -0700
Subject: [PATCH 0046/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201296220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 549cd18541a..6cb2c794959 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa3bc9d6d45168f50d5e119ef896e5010cab92a52d0e9b57d5713602aa69585f",
-    git_commit = "a0d3f63176fd9c74f431d9510c1728ce4c61ebcc",
+    sha256 = "2997800708705960134a2ff96961d672577aa69f54400a11cc58e8205c450d55",
+    git_commit = "86f27ac6c46ddebce1ba28215f7bde5c30b5114e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 192842f58aad131ee9a88e790b954ba083ba6d24 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 19 Jun 2018 23:00:20 -0700
Subject: [PATCH 0047/8103] Internal changes

PiperOrigin-RevId: 201300540
---
 tensorflow_serving/model_servers/main.cc | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index b0451158a98..ff652d23d0d 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -375,6 +375,7 @@ int main(int argc, char** argv) {
   string platform_config_file = "";
   string model_config_file;
   string grpc_channel_arguments = "";
+  bool enable_model_warmup = true;
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &port, "Port to listen on for gRPC API"),
       tensorflow::Flag("rest_api_port", &http_options.port,
@@ -439,7 +440,11 @@ int main(int argc, char** argv) {
       tensorflow::Flag("grpc_channel_arguments", &grpc_channel_arguments,
                        "A comma separated list of arguments to be passed to "
                        "the grpc server. (e.g. "
-                       "grpc.max_connection_age_ms=2000)")};
+                       "grpc.max_connection_age_ms=2000)"),
+      tensorflow::Flag("enable_model_warmup", &enable_model_warmup,
+                       "Enables model warmup, which triggers lazy "
+                       "initializations (such as TF optimizations) at load "
+                       "time, to reduce first request latency.")};
 
   string usage = tensorflow::Flags::Usage(argv[0], flag_list);
   const bool parse_result = tensorflow::Flags::Parse(&argc, argv, flag_list);
@@ -496,6 +501,7 @@ int main(int argc, char** argv) {
     for (const string& tag : tags) {
       *session_bundle_config.add_saved_model_tags() = tag;
     }
+    session_bundle_config.set_enable_model_warmup(enable_model_warmup);
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
         session_bundle_config, use_saved_model);
   } else {

From a8e58a806275a86e56d69a66d5a69eddb8cc5094 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jun 2018 03:02:03 -0700
Subject: [PATCH 0048/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201325251
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cb2c794959..bfdb91b6298 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2997800708705960134a2ff96961d672577aa69f54400a11cc58e8205c450d55",
-    git_commit = "86f27ac6c46ddebce1ba28215f7bde5c30b5114e",
+    sha256 = "a9edb77895c46ac784fbe57ba1ab7a47ac1596278bbafe7532e679d766bb2a1f",
+    git_commit = "39ea5a7044a16b868e38717b358c46d6e3191373",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eeda7713f12be04a47b2facdb15f98a089a25eaf Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 20 Jun 2018 12:31:28 -0700
Subject: [PATCH 0049/8103] Internal Change

PiperOrigin-RevId: 201396576
---
 tensorflow_serving/tools/docker/Dockerfile | 18 +++++++-----------
 1 file changed, 7 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index 986a697ef6c..ddf453781bd 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -19,16 +19,13 @@ RUN apt-get update && apt-get install -y \
         curl \
         gnupg
 
-# Add TensorFlow Serving repo
-
-RUN echo "deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal" | tee /etc/apt/sources.list.d/tensorflow-serving.list
-# Ignore the warning about using apt-key output - we are not
-ENV APT_KEY_DONT_WARN_ON_DANGEROUS_USAGE=1
-RUN curl -s https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | apt-key add -
-
-# Get the model-server, use tensorflow-model-server-universal for older hardware
-RUN apt-get update && apt-get install -y \
-        tensorflow-model-server
+# Install TF Serving pkg.
+ARG TF_SERVING_VERSION=1.8.0
+# Use tensorflow-model-server-universal for older hardware
+ARG TF_SERVING_PKGNAME=tensorflow-model-server
+RUN curl -LO https://storage.googleapis.com/tensorflow-serving-apt/pool/${TF_SERVING_PKGNAME}-${TF_SERVING_VERSION}/t/${TF_SERVING_PKGNAME}/${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb ; \
+        dpkg -i ${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb ; \
+        rm ${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb
 
 # Cleanup to reduce the size of the image
 # See https://docs.docker.com/develop/develop-images/dockerfile_best-practices/#run
@@ -49,4 +46,3 @@ RUN mkdir -p ${MODEL_BASE_PATH}
 # The only required piece is the model name in order to differentiate endpoints
 ENV MODEL_NAME=model
 ENTRYPOINT tensorflow_model_server --port=8500 --rest_api_port=8501 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}
-

From 029578acb7f1a43a7c333f1ad2abe1dfbccab6ba Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 20 Jun 2018 12:46:30 -0700
Subject: [PATCH 0050/8103] Support building Python3-compatible PIP packages
 Fixes #700

PiperOrigin-RevId: 201398700
---
 tensorflow_serving/g3doc/setup.md             |  7 ----
 .../tools/pip_package/build_pip_package.sh    |  2 +-
 tensorflow_serving/tools/pip_package/setup.py | 38 +++++++++++++++++--
 3 files changed, 36 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 8c741cc6948..52633be4123 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -74,13 +74,6 @@ To run Python client code without the need to install Bazel, you can install the
 pip install tensorflow-serving-api
 ```
 
-Note: The TensorFlow Serving Python API [is only published for Python
-2](https://pypi.python.org/pypi/tensorflow-serving-api), but will work for
-Python 3 if you either build it yourself, or download the Python 2 version,
-unzip it, and copy it into your Python 3 path. There is a [feature
-request](https://github.com/tensorflow/serving/issues/700) to publish the Python
-3 package as well.
-
 ## Installing using apt-get {#aptget}
 
 ### Available binaries
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 90b904176d4..b1307d77779 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -53,7 +53,7 @@ function main() {
 
   pushd "${TMPDIR}"
   echo $(date) : "=== Building wheel"
-  python setup.py bdist_wheel # >/dev/null
+  python setup.py bdist_wheel --universal # >/dev/null
   mkdir -p "${DEST}"
   cp dist/* "${DEST}"
   popd
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index a00da3d0333..2ef86912dc2 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -11,11 +11,23 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""Package Setup script for the TensorFlow Serving Python API.
+"""TensorFlow Serving Python API.
+
+TensorFlow Serving is a flexible, high-performance serving system for machine
+learning models, designed for production environments.TensorFlow Serving makes
+it easy to deploy new algorithms and experiments, while keeping the same server
+architecture and APIs. TensorFlow Serving provides out-of-the-box integration
+with TensorFlow models, but can be easily extended to serve other types of
+models and data.
+
+This package contains the TensorFlow Serving Python APIs.
 """
+
 from setuptools import find_packages
 from setuptools import setup
 
+DOCLINES = __doc__.split('\n')
+
 # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
 _VERSION = 'undefined'
 
@@ -30,9 +42,29 @@
     author='Google Inc.',
     author_email='tensorflow-serving-dev@googlegroups.com',
     packages=find_packages(),
-    description='TensorFlow Serving API libraries',
+    description=DOCLINES[0],
+    long_description='\n'.join(DOCLINES[2:]),
     license='Apache 2.0',
-    url='http://tensorflow.org/deploy/tfserve',
+    url='http://tensorflow.org/serving',
     keywords='tensorflow serving machine learning api libraries',
     install_requires=REQUIRED_PACKAGES,
+    classifiers=[
+        'Development Status :: 5 - Production/Stable',
+        'Intended Audience :: Developers',
+        'Intended Audience :: Education',
+        'Intended Audience :: Science/Research',
+        'License :: OSI Approved :: Apache Software License',
+        'Programming Language :: Python :: 2',
+        'Programming Language :: Python :: 2.7',
+        'Programming Language :: Python :: 3',
+        'Programming Language :: Python :: 3.4',
+        'Programming Language :: Python :: 3.5',
+        'Programming Language :: Python :: 3.6',
+        'Topic :: Scientific/Engineering',
+        'Topic :: Scientific/Engineering :: Mathematics',
+        'Topic :: Scientific/Engineering :: Artificial Intelligence',
+        'Topic :: Software Development',
+        'Topic :: Software Development :: Libraries',
+        'Topic :: Software Development :: Libraries :: Python Modules',
+    ],
 )

From 70239d53c30e0fb3eeceb068d92f5ed27f019f72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jun 2018 16:02:08 -0700
Subject: [PATCH 0051/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201433480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfdb91b6298..e6584c3dd2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9edb77895c46ac784fbe57ba1ab7a47ac1596278bbafe7532e679d766bb2a1f",
-    git_commit = "39ea5a7044a16b868e38717b358c46d6e3191373",
+    sha256 = "f43bb1e09defadf347721d3abe040cc6440efb4510b664712af2b25f51038621",
+    git_commit = "4e012d227833c02e3864c7d8b2a22b707f0fc22f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0e161040a36161e59cfe06aef3a04042508e2d93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jun 2018 17:01:33 -0700
Subject: [PATCH 0052/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201442537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6584c3dd2a..93c85d4ad62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f43bb1e09defadf347721d3abe040cc6440efb4510b664712af2b25f51038621",
-    git_commit = "4e012d227833c02e3864c7d8b2a22b707f0fc22f",
+    sha256 = "1375305bd8239dfd8fa21f4b0cf3eaae6abac5b60b274514b29d1c41c71ea7e8",
+    git_commit = "2eff4fe42b16d93f22eb4ddb0dadd60079ef240d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ca896c9ebd6245a5522d5cd7455d6ee091e545f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jun 2018 18:01:04 -0700
Subject: [PATCH 0053/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201450519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93c85d4ad62..d4f2bfeb441 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1375305bd8239dfd8fa21f4b0cf3eaae6abac5b60b274514b29d1c41c71ea7e8",
-    git_commit = "2eff4fe42b16d93f22eb4ddb0dadd60079ef240d",
+    sha256 = "b62875ce53979fd105c60e59babceac39626fc237eb5c6e12fda24e2ea2f6acb",
+    git_commit = "181110371dac5939f8d009de08a65e51340d591f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec0a2b9a680366bf8eb5a654449c68de9fe5356a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jun 2018 22:02:09 -0700
Subject: [PATCH 0054/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201470469
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4f2bfeb441..7953df02c73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b62875ce53979fd105c60e59babceac39626fc237eb5c6e12fda24e2ea2f6acb",
-    git_commit = "181110371dac5939f8d009de08a65e51340d591f",
+    sha256 = "c10bce329d72632d8cc67d9ae6316eaa96ab53432ed300d4c0f21e8343645b61",
+    git_commit = "57eadf97b79eee8c011c2bd3e12e97c843a7d8a3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 93d88daf687804efa9cd62c3e2df06d9fddb780c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 01:02:00 -0700
Subject: [PATCH 0055/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201484822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7953df02c73..757725c014c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c10bce329d72632d8cc67d9ae6316eaa96ab53432ed300d4c0f21e8343645b61",
-    git_commit = "57eadf97b79eee8c011c2bd3e12e97c843a7d8a3",
+    sha256 = "248cc7a88fbc45397543d4f2687ac682043273f27e10014ab740e51665249e0a",
+    git_commit = "a8c59ba450a958a1d6a1754ad1fd7476fcac3532",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 94e3861b59ad78ebe499b7e84579b1bb19e50f70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 10:02:49 -0700
Subject: [PATCH 0056/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201542145
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 757725c014c..ba0030d90e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "248cc7a88fbc45397543d4f2687ac682043273f27e10014ab740e51665249e0a",
-    git_commit = "a8c59ba450a958a1d6a1754ad1fd7476fcac3532",
+    sha256 = "c16dcd6bef3913b177b88ac689ca4c62d58afe49717dd75b71c813143bb1c52c",
+    git_commit = "86e11d29dc76a09ff8bbc0b426ca78c98946bf23",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 65a6f30dafcb92acb76b1d4f047cb98fcacfad44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 11:03:30 -0700
Subject: [PATCH 0057/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201552878
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba0030d90e6..c137bd12e81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c16dcd6bef3913b177b88ac689ca4c62d58afe49717dd75b71c813143bb1c52c",
-    git_commit = "86e11d29dc76a09ff8bbc0b426ca78c98946bf23",
+    sha256 = "84b3efb2869b49a72ce1c42eddca12af9446b81f60f581684feea3969bca8fce",
+    git_commit = "0a67d9fec18b68001ed6185230ae00f5399540fa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10b647f127191ee2e37584ec501752c387874162 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 14:01:42 -0700
Subject: [PATCH 0058/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201582106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c137bd12e81..fa5321296ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84b3efb2869b49a72ce1c42eddca12af9446b81f60f581684feea3969bca8fce",
-    git_commit = "0a67d9fec18b68001ed6185230ae00f5399540fa",
+    sha256 = "618ffa50e5dabad0d3da2669556fefe1e27f3a831a625672a61b6e414b793d4b",
+    git_commit = "5cfa4f6ef7f40825eedf30317dfdd619b50c4f7d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8eb1ed13a0aca471ed517be83cf277e63c80cc4a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 19:02:28 -0700
Subject: [PATCH 0059/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201624665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa5321296ae..c9a12aa4172 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "618ffa50e5dabad0d3da2669556fefe1e27f3a831a625672a61b6e414b793d4b",
-    git_commit = "5cfa4f6ef7f40825eedf30317dfdd619b50c4f7d",
+    sha256 = "2b13bf421d38def93ee308bb8cb134e12ddb21d2fd065b06a2ae6db0e0af9a2c",
+    git_commit = "f0d4b2440b20eb8fbfdfeb8a0e2bc60fc989b9c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4000791ae00bd5b48da7e3873726b010c9fe81fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jun 2018 23:03:53 -0700
Subject: [PATCH 0060/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201640632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9a12aa4172..df95dbb8736 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b13bf421d38def93ee308bb8cb134e12ddb21d2fd065b06a2ae6db0e0af9a2c",
-    git_commit = "f0d4b2440b20eb8fbfdfeb8a0e2bc60fc989b9c6",
+    sha256 = "fb4908beb718699adbaed55790a49d3b96cbbad392bfa3f74c1077e6172fdff3",
+    git_commit = "359f53686c87ee76e80353c32a3d22cfb1cf0989",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71ea77cb6450a8398c2dcccbf31020d70a90fbee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 11:01:36 -0700
Subject: [PATCH 0061/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201710289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df95dbb8736..2b5516bf02a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb4908beb718699adbaed55790a49d3b96cbbad392bfa3f74c1077e6172fdff3",
-    git_commit = "359f53686c87ee76e80353c32a3d22cfb1cf0989",
+    sha256 = "576bb0920b3f91293482df74b9a44feca336d84172b408c38c553d462185e3a1",
+    git_commit = "82a8b1b30f4d2eff5ae17839a118f5e8e83d81a2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4feda41bf4da913a5411e13b0fd6ed82dae2f7d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 12:01:47 -0700
Subject: [PATCH 0062/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201720264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b5516bf02a..bedaef68bdc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "576bb0920b3f91293482df74b9a44feca336d84172b408c38c553d462185e3a1",
-    git_commit = "82a8b1b30f4d2eff5ae17839a118f5e8e83d81a2",
+    sha256 = "25adf1650c5ed25c9cae552463265358492599da5266ca624e5278d7adb4a502",
+    git_commit = "63558e1444f8913f78543604bef47ccdac1db1f6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 97d7bb6ad75da0b1285fe1c2eb01ac6e097c3d30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 13:01:06 -0700
Subject: [PATCH 0063/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201728696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bedaef68bdc..4d111ddf15b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25adf1650c5ed25c9cae552463265358492599da5266ca624e5278d7adb4a502",
-    git_commit = "63558e1444f8913f78543604bef47ccdac1db1f6",
+    sha256 = "70bd8ef324ef0d56ec83824fc44cbdf6149766b6360762fcf5b9f7a1d1653148",
+    git_commit = "6cab66afb642aeea6f3e10e7b537b47737a601ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7cf980557b4c684ea5c76d85f62a5028f7c3f0fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 15:02:01 -0700
Subject: [PATCH 0064/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201747067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d111ddf15b..93cecf1e2d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70bd8ef324ef0d56ec83824fc44cbdf6149766b6360762fcf5b9f7a1d1653148",
-    git_commit = "6cab66afb642aeea6f3e10e7b537b47737a601ab",
+    sha256 = "c6664f480873da51efe54293f60c78f549433456034d5262e468ef3588a5adfa",
+    git_commit = "efdc23321b8038d2dfc3ac4da058b00de3c15059",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d9cda86875d70254c74f2978316cf17739895eda Mon Sep 17 00:00:00 2001
From: shohinighosh <shohinighosh@google.com>
Date: Fri, 22 Jun 2018 16:20:19 -0700
Subject: [PATCH 0065/8103] Regenerate Model Service python proto files

PiperOrigin-RevId: 201757996
---
 tensorflow_serving/apis/BUILD                 |  15 +-
 tensorflow_serving/apis/model_service_pb2.py  | 184 +++++-------------
 .../apis/model_service_pb2_grpc.py            |  56 ++++--
 tensorflow_serving/config/BUILD               |   4 +
 tensorflow_serving/sources/storage_path/BUILD |   7 +
 5 files changed, 115 insertions(+), 151 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index fb9c83ba68d..6efae87eb0e 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -212,6 +212,16 @@ serving_proto_library(
     ],
 )
 
+serving_proto_library_py(
+    name = "model_management_proto_py_pb2",
+    srcs = ["model_management.proto"],
+    proto_library = "model_management_proto",
+    deps = [
+        "//tensorflow_serving/config:model_server_config_proto_py_pb2",
+        "//tensorflow_serving/util:status_proto_py_pb2",
+    ],
+)
+
 serving_proto_library(
     name = "get_model_status_proto",
     srcs = ["get_model_status.proto"],
@@ -253,7 +263,10 @@ py_library(
         "model_service_pb2_grpc.py",
     ],
     srcs_version = "PY2AND3",
-    deps = [":get_model_status_proto_py_pb2"],
+    deps = [
+        ":get_model_status_proto_py_pb2",
+        ":model_management_proto_py_pb2",
+    ],
 )
 
 serving_go_grpc_library(
diff --git a/tensorflow_serving/apis/model_service_pb2.py b/tensorflow_serving/apis/model_service_pb2.py
index 5c8787abd70..76f1d606cb2 100644
--- a/tensorflow_serving/apis/model_service_pb2.py
+++ b/tensorflow_serving/apis/model_service_pb2.py
@@ -30,153 +30,61 @@
 
 
 from tensorflow_serving.apis import get_model_status_pb2 as tensorflow__serving_dot_apis_dot_get__model__status__pb2
-
+from tensorflow_serving.apis import model_management_pb2 as tensorflow__serving_dot_apis_dot_model__management__pb2
 
 DESCRIPTOR = _descriptor.FileDescriptor(
-  name='tensorflow_serving/apis/model_service.proto',
-  package='tensorflow.serving',
-  syntax='proto3',
-  serialized_pb=_b('\n+tensorflow_serving/apis/model_service.proto\x12\x12tensorflow.serving\x1a.tensorflow_serving/apis/get_model_status.proto2w\n\x0cModelService\x12g\n\x0eGetModelStatus\x12).tensorflow.serving.GetModelStatusRequest\x1a*.tensorflow.serving.GetModelStatusResponseB\x03\xf8\x01\x01\x62\x06proto3')
-  ,
-  dependencies=[tensorflow__serving_dot_apis_dot_get__model__status__pb2.DESCRIPTOR,])
-_sym_db.RegisterFileDescriptor(DESCRIPTOR)
-
-
+    name='tensorflow_serving/apis/model_service.proto',
+    package='tensorflow.serving',
+    syntax='proto3',
+    serialized_pb=_b(
+        '\n+tensorflow_serving/apis/model_service.proto\x12\x12tensorflow.serving\x1a.tensorflow_serving/apis/get_model_status.proto\x1a.tensorflow_serving/apis/model_management.proto2\xe7\x01\n\x0cModelService\x12g\n\x0eGetModelStatus\x12).tensorflow.serving.GetModelStatusRequest\x1a*.tensorflow.serving.GetModelStatusResponse\x12n\n\x19HandleReloadConfigRequest\x12\'.tensorflow.serving.ReloadConfigRequest\x1a(.tensorflow.serving.ReloadConfigResponseB\x03\xf8\x01\x01\x62\x06proto3'
+    ),
+    dependencies=[
+        tensorflow__serving_dot_apis_dot_get__model__status__pb2.DESCRIPTOR,
+        tensorflow__serving_dot_apis_dot_model__management__pb2.DESCRIPTOR,
+    ])
 
+_sym_db.RegisterFileDescriptor(DESCRIPTOR)
 
 
 DESCRIPTOR.has_options = True
 DESCRIPTOR._options = _descriptor._ParseOptions(descriptor_pb2.FileOptions(), _b('\370\001\001'))
-try:
-  # THESE ELEMENTS WILL BE DEPRECATED.
-  # Please use the generated *_pb2_grpc.py files instead.
-  import grpc
-  from grpc.framework.common import cardinality
-  from grpc.framework.interfaces.face import utilities as face_utilities
-  from grpc.beta import implementations as beta_implementations
-  from grpc.beta import interfaces as beta_interfaces
-
-
-  class ModelServiceStub(object):
-    """ModelService provides access to information about model versions
-    that have been handled by the model server.
-    """
-
-    def __init__(self, channel):
-      """Constructor.
-
-      Args:
-        channel: A grpc.Channel.
-      """
-      self.GetModelStatus = channel.unary_unary(
-          '/tensorflow.serving.ModelService/GetModelStatus',
-          request_serializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.FromString,
-          )
-
-
-  class ModelServiceServicer(object):
-    """ModelService provides access to information about model versions
-    that have been handled by the model server.
-    """
-
-    def GetModelStatus(self, request, context):
-      """Gets status of model. If the ModelSpec in the request does not specify
-      version, information about all versions of the model will be returned. If
-      the ModelSpec in the request does specify a version, the status of only
-      that version will be returned.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
 
-
-  def add_ModelServiceServicer_to_server(servicer, server):
-    rpc_method_handlers = {
-        'GetModelStatus': grpc.unary_unary_rpc_method_handler(
-            servicer.GetModelStatus,
-            request_deserializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.SerializeToString,
+_MODELSERVICE = _descriptor.ServiceDescriptor(
+    name='ModelService',
+    full_name='tensorflow.serving.ModelService',
+    file=DESCRIPTOR,
+    index=0,
+    options=None,
+    serialized_start=164,
+    serialized_end=395,
+    methods=[
+        _descriptor.MethodDescriptor(
+            name='GetModelStatus',
+            full_name='tensorflow.serving.ModelService.GetModelStatus',
+            index=0,
+            containing_service=None,
+            input_type=tensorflow__serving_dot_apis_dot_get__model__status__pb2.
+            _GETMODELSTATUSREQUEST,
+            output_type=tensorflow__serving_dot_apis_dot_get__model__status__pb2.
+            _GETMODELSTATUSRESPONSE,
+            options=None,
         ),
-    }
-    generic_handler = grpc.method_handlers_generic_handler(
-        'tensorflow.serving.ModelService', rpc_method_handlers)
-    server.add_generic_rpc_handlers((generic_handler,))
-
-
-  class BetaModelServiceServicer(object):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This class was generated
-    only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0."""
-    """ModelService provides access to information about model versions
-    that have been handled by the model server.
-    """
-    def GetModelStatus(self, request, context):
-      """Gets status of model. If the ModelSpec in the request does not specify
-      version, information about all versions of the model will be returned. If
-      the ModelSpec in the request does specify a version, the status of only
-      that version will be returned.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-
-
-  class BetaModelServiceStub(object):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This class was generated
-    only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0."""
-    """ModelService provides access to information about model versions
-    that have been handled by the model server.
-    """
-    def GetModelStatus(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """Gets status of model. If the ModelSpec in the request does not specify
-      version, information about all versions of the model will be returned. If
-      the ModelSpec in the request does specify a version, the status of only
-      that version will be returned.
-      """
-      raise NotImplementedError()
-    GetModelStatus.future = None
-
-
-  def beta_create_ModelService_server(servicer, pool=None, pool_size=None, default_timeout=None, maximum_timeout=None):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This function was
-    generated only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0"""
-    request_deserializers = {
-      ('tensorflow.serving.ModelService', 'GetModelStatus'): tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.FromString,
-    }
-    response_serializers = {
-      ('tensorflow.serving.ModelService', 'GetModelStatus'): tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.SerializeToString,
-    }
-    method_implementations = {
-      ('tensorflow.serving.ModelService', 'GetModelStatus'): face_utilities.unary_unary_inline(servicer.GetModelStatus),
-    }
-    server_options = beta_implementations.server_options(request_deserializers=request_deserializers, response_serializers=response_serializers, thread_pool=pool, thread_pool_size=pool_size, default_timeout=default_timeout, maximum_timeout=maximum_timeout)
-    return beta_implementations.server(method_implementations, options=server_options)
-
+        _descriptor.MethodDescriptor(
+            name='HandleReloadConfigRequest',
+            full_name=
+            'tensorflow.serving.ModelService.HandleReloadConfigRequest',
+            index=1,
+            containing_service=None,
+            input_type=tensorflow__serving_dot_apis_dot_model__management__pb2.
+            _RELOADCONFIGREQUEST,
+            output_type=tensorflow__serving_dot_apis_dot_model__management__pb2.
+            _RELOADCONFIGRESPONSE,
+            options=None,
+        ),
+    ])
+_sym_db.RegisterServiceDescriptor(_MODELSERVICE)
 
-  def beta_create_ModelService_stub(channel, host=None, metadata_transformer=None, pool=None, pool_size=None):
-    """The Beta API is deprecated for 0.15.0 and later.
+DESCRIPTOR.services_by_name['ModelService'] = _MODELSERVICE
 
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This function was
-    generated only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0"""
-    request_serializers = {
-      ('tensorflow.serving.ModelService', 'GetModelStatus'): tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.SerializeToString,
-    }
-    response_deserializers = {
-      ('tensorflow.serving.ModelService', 'GetModelStatus'): tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.FromString,
-    }
-    cardinalities = {
-      'GetModelStatus': cardinality.Cardinality.UNARY_UNARY,
-    }
-    stub_options = beta_implementations.stub_options(host=host, metadata_transformer=metadata_transformer, request_serializers=request_serializers, response_deserializers=response_deserializers, thread_pool=pool, thread_pool_size=pool_size)
-    return beta_implementations.dynamic_stub(channel, 'tensorflow.serving.ModelService', cardinalities, options=stub_options)
-except ImportError:
-  pass
 # @@protoc_insertion_point(module_scope)
diff --git a/tensorflow_serving/apis/model_service_pb2_grpc.py b/tensorflow_serving/apis/model_service_pb2_grpc.py
index a44c7c7f53a..44c578b8648 100644
--- a/tensorflow_serving/apis/model_service_pb2_grpc.py
+++ b/tensorflow_serving/apis/model_service_pb2_grpc.py
@@ -18,15 +18,14 @@
 # python -m grpc.tools.protoc --python_out=. --grpc_python_out=. -I. tensorflow_serving/apis/model_service.proto
 
 import grpc
-from grpc.framework.common import cardinality
-from grpc.framework.interfaces.face import utilities as face_utilities
 
-import tensorflow_serving.apis.get_model_status_pb2 as tensorflow__serving_dot_apis_dot_get__model__status__pb2
+from tensorflow_serving.apis import get_model_status_pb2 as tensorflow__serving_dot_apis_dot_get__model__status__pb2
+from tensorflow_serving.apis import model_management_pb2 as tensorflow__serving_dot_apis_dot_model__management__pb2
 
 
 class ModelServiceStub(object):
-  """ModelService provides access to information about model versions
-  that have been handled by the model server.
+  """ModelService provides methods to query and update the state of the server,
+  e.g. which models/versions are being served.
   """
 
   def __init__(self, channel):
@@ -40,11 +39,20 @@ def __init__(self, channel):
         request_serializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.SerializeToString,
         response_deserializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.FromString,
         )
+    self.HandleReloadConfigRequest = channel.unary_unary(
+        '/tensorflow.serving.ModelService/HandleReloadConfigRequest',
+        request_serializer=
+        tensorflow__serving_dot_apis_dot_model__management__pb2.
+        ReloadConfigRequest.SerializeToString,
+        response_deserializer=
+        tensorflow__serving_dot_apis_dot_model__management__pb2.
+        ReloadConfigResponse.FromString,
+    )
 
 
 class ModelServiceServicer(object):
-  """ModelService provides access to information about model versions
-  that have been handled by the model server.
+  """ModelService provides methods to query and update the state of the server,
+  e.g. which models/versions are being served.
   """
 
   def GetModelStatus(self, request, context):
@@ -57,14 +65,38 @@ def GetModelStatus(self, request, context):
     context.set_details('Method not implemented!')
     raise NotImplementedError('Method not implemented!')
 
+  def HandleReloadConfigRequest(self, request, context):
+    """Reloads the set of served models. The new config supersedes the old one,
+    so if a model is omitted from the new config it will be unloaded and no
+    longer served.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
 
 def add_ModelServiceServicer_to_server(servicer, server):
   rpc_method_handlers = {
-      'GetModelStatus': grpc.unary_unary_rpc_method_handler(
-          servicer.GetModelStatus,
-          request_deserializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusRequest.FromString,
-          response_serializer=tensorflow__serving_dot_apis_dot_get__model__status__pb2.GetModelStatusResponse.SerializeToString,
-      ),
+      'GetModelStatus':
+          grpc.unary_unary_rpc_method_handler(
+              servicer.GetModelStatus,
+              request_deserializer=
+              tensorflow__serving_dot_apis_dot_get__model__status__pb2.
+              GetModelStatusRequest.FromString,
+              response_serializer=
+              tensorflow__serving_dot_apis_dot_get__model__status__pb2.
+              GetModelStatusResponse.SerializeToString,
+          ),
+      'HandleReloadConfigRequest':
+          grpc.unary_unary_rpc_method_handler(
+              servicer.HandleReloadConfigRequest,
+              request_deserializer=
+              tensorflow__serving_dot_apis_dot_model__management__pb2.
+              ReloadConfigRequest.FromString,
+              response_serializer=
+              tensorflow__serving_dot_apis_dot_model__management__pb2.
+              ReloadConfigResponse.SerializeToString,
+          ),
   }
   generic_handler = grpc.method_handlers_generic_handler(
       'tensorflow.serving.ModelService', rpc_method_handlers)
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 84dfe5364f6..1aa58c360cd 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -37,6 +37,10 @@ serving_proto_library_py(
     name = "model_server_config_proto_py_pb2",
     srcs = ["model_server_config.proto"],
     proto_library = "model_server_config_proto",
+    deps = [
+        ":logging_config_proto_py_pb2",
+        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto_py_pb2",
+    ],
 )
 
 serving_proto_library(
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 6106cbc55a2..7a294ddeccc 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -38,6 +38,7 @@ cc_library(
 )
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
 
 serving_proto_library(
     name = "static_storage_path_source_proto",
@@ -88,6 +89,12 @@ serving_proto_library(
     visibility = ["//visibility:public"],
 )
 
+serving_proto_library_py(
+    name = "file_system_storage_path_source_proto_py_pb2",
+    srcs = ["file_system_storage_path_source.proto"],
+    proto_library = "file_system_storage_path_source_proto",
+)
+
 cc_test(
     name = "file_system_storage_path_source_test",
     srcs =

From b02225653ab7ddff70e789590ca396a04d88e7fc Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 22 Jun 2018 16:57:55 -0700
Subject: [PATCH 0066/8103] Update docker instructions to reference pre-built
 images

PiperOrigin-RevId: 201762569
---
 tensorflow_serving/g3doc/docker.md | 125 +++++++++++++++++------------
 1 file changed, 75 insertions(+), 50 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index c6858933c10..1e84c194b51 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -1,7 +1,7 @@
 # Using TensorFlow Serving via Docker
 
-This directory contains Dockerfiles to make it easy to get up and running with
-TensorFlow Serving via [Docker](http://www.docker.com/).
+One of the easiest ways to get started using TensorFlow Serving is via
+[Docker](http://www.docker.com/).
 
 ## Installing Docker
 
@@ -13,69 +13,44 @@ quick links here:
     toolbox](https://www.docker.com/toolbox)
 *   [Ubuntu](https://docs.docker.com/installation/ubuntulinux/)
 
-## Which containers exist?
+## Getting started
 
-We currently maintain the following Dockerfiles:
-
-*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
-    which is a minimal VM with TensorFlow Serving installed.
-
-*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
-    which is a minimal VM with all of the dependencies needed to build
-    TensorFlow Serving.
-
-*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
-    which is a minimal VM with all of the dependencies needed to build
-    TensorFlow Serving with GPU support.
-
-## Building a container
-
-`Dockerfile`:
-
-```shell
-docker build --pull -t $USER/tensorflow-serving .
-```
+### Pulling an image
 
-`Dockerfile.devel`:
+Once you have Docker installed, you can pull the latest TensorFlow Serving
+docker image by running:
 
 ```shell
-docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
+docker pull tensorflow/serving
 ```
 
-`Dockerfile.devel-gpu`:
+This will pull down an minimal Docker image with TensorFlow Serving installed.
+See the Docker Hub [tensorflow/serving
+repo](http://hub.docker.com/r/tensorflow/serving/tags/) for other versions of
+images you can pull.
 
-```shell
-docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
-```
-TIP: By default, building TensorFlow Serving from sources consumes a lot of RAM.
-If RAM is an issue on your system, you may limit RAM usage by specifying
-`--local_resources 2048,.5,1.0` while invoking bazel. You can use this same
-mechanism to tweak the optmizations you're building TensorFlow Serving with. Ex:
-`docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx
---cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t
-$USER/tensorflow-serving-devel -f Dockerfile.devel .`
+### Serving example
 
-## Running a container
+Once you have pulled the serving image, you can try serving an example model.
 
-### Serving Example
+We will use a toy model called `Half Plus Three`, which will predict values `0.5
+* x + 3` for the values we provide for prediction.
 
-This assumes you have built the `Dockerfile` container.
-
-First you will need a model. Clone the TensorFlow Serving repo.
+To get this model, first clone the TensorFlow Serving repo.
 
 ```shell
 mkdir -p /tmp/tfserving
 cd /tmp/tfserving
-git clone --recursive https://github.com/tensorflow/serving
+git clone --depth=1 https://github.com/tensorflow/serving
 ```
 
-We will use a toy model called Half Plus Three, which will predict values 0.5\*x
-+ 3 for the values we provide for prediction.
+Next, run the TensorFlow Serving container pointing it to this model and opening
+the REST API port (8501):
 
 ```shell
 docker run -p 8501:8501 \
 -v /tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three:/models/half_plus_three \
--e MODEL_NAME=half_plus_three -t $USER/tensorflow-serving &
+-e MODEL_NAME=half_plus_three -t tensorflow/serving &
 ```
 
 This will run the docker container and launch the TensorFlow Serving Model
@@ -97,11 +72,62 @@ This should return a set of values:
 
 More information on using the RESTful API can be found [here](api_rest.md).
 
-### Development Example
+## What Dockerfiles do you maintain?
+
+We currently maintain the following Dockerfiles:
+
+*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+    which is a minimal VM with TensorFlow Serving installed.
+
+*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving.
+
+*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving with GPU support.
+
+### Building a container from a Dockerfile
+
+`Dockerfile`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving .
+```
+
+`Dockerfile.devel`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
+```
+
+`Dockerfile.devel-gpu`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
+```
+
+TIP: Before attempting to build an image, check the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) to
+make sure an image that meets your needs doesn't already exist.
+
+By default, building TensorFlow Serving from sources consumes a lot of RAM. If
+RAM is an issue on your system, you may limit RAM usage by specifying
+`--local_resources 2048,.5,1.0` while invoking bazel. You can use this same
+mechanism to tweak the optmizations you're building TensorFlow Serving with. For
+example:
+
+```shell
+docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx \
+--cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
+$USER/tensorflow-serving-devel -f Dockerfile.devel .
+```
+
+### Running a container
 
 This assumes you have built the `Dockerfile.devel` container.
 
-To run the container:
+To run the container opening the gRPC port (8500):
 
 ```shell
 docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
@@ -110,7 +136,7 @@ docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
 This will pull the latest TensorFlow Serving release with a prebuilt binary and
 working development environment. To test a model, from inside the container try:
 
-``````shell
+```shell
 bazel build -c opt //tensorflow_serving/example:mnist_saved_model
 # train the mnist model
 bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
@@ -120,5 +146,4 @@ tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mn
 bazel build -c opt //tensorflow_serving/example:mnist_client
 # test the client
 bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:8500
-`````
-``````
+```

From f7d670d309f60757b115420257bb976a3d907bcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 17:02:17 -0700
Subject: [PATCH 0067/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201763038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93cecf1e2d4..16b840b6fc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6664f480873da51efe54293f60c78f549433456034d5262e468ef3588a5adfa",
-    git_commit = "efdc23321b8038d2dfc3ac4da058b00de3c15059",
+    sha256 = "8a2141420b2717b6fa29cf4ec817f4f1342e5f5e14a4ae7085dba1fd26cc9618",
+    git_commit = "56357d0cb4340d8eefd05358efc3a7077783c480",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1624a7d48573c4351410f07ebb9f63bbc6d8f1f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 18:00:32 -0700
Subject: [PATCH 0068/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201768700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16b840b6fc9..d2e3c055fe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a2141420b2717b6fa29cf4ec817f4f1342e5f5e14a4ae7085dba1fd26cc9618",
-    git_commit = "56357d0cb4340d8eefd05358efc3a7077783c480",
+    sha256 = "1ebdd494ebbe6fe42c7b215921ab2789403a06098f6fa6f3a64958ba55ffc649",
+    git_commit = "f5bbc489418cd892201aa4a9e28f72477cc01437",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54d6422c7cabc9791346fab8d791ff4a20d9eab6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jun 2018 22:00:34 -0700
Subject: [PATCH 0069/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201782463
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2e3c055fe1..c35dbd9b229 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ebdd494ebbe6fe42c7b215921ab2789403a06098f6fa6f3a64958ba55ffc649",
-    git_commit = "f5bbc489418cd892201aa4a9e28f72477cc01437",
+    sha256 = "6a27266c834114feb960af3530d70a8cac38bf5d7968f1b74c5902b7953925a6",
+    git_commit = "078ae78fcac2f9c9cb79663052221a20a1dcd274",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6eae772e7aa00a5e889d6558ea2033f8655ec552 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jun 2018 00:05:00 -0700
Subject: [PATCH 0070/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201787775
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c35dbd9b229..1af09ba7f5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a27266c834114feb960af3530d70a8cac38bf5d7968f1b74c5902b7953925a6",
-    git_commit = "078ae78fcac2f9c9cb79663052221a20a1dcd274",
+    sha256 = "0d04e526cd8087b7968bc045fb2d9f8cb6becb5bf78d866ea6f15e0726bb5103",
+    git_commit = "c1d223de41838e9d387a48137c76ea39d3b38f3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd6c376e4f5e97e67714d46ee8aa4a03f2ccbb15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jun 2018 16:02:58 -0700
Subject: [PATCH 0071/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201826384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1af09ba7f5d..20239c1ac25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d04e526cd8087b7968bc045fb2d9f8cb6becb5bf78d866ea6f15e0726bb5103",
-    git_commit = "c1d223de41838e9d387a48137c76ea39d3b38f3f",
+    sha256 = "98c9b87b27f9fc234658a303357122bdd6af6a0223614fa255a72c7a0e08f3f5",
+    git_commit = "cb401f09be5b816e704a70babc0facad63e84636",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 93d47c92e1cc81d6af4399f7ecadb96aae4ee6b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jun 2018 11:01:20 -0700
Subject: [PATCH 0072/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201871857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20239c1ac25..7b12de6f0a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98c9b87b27f9fc234658a303357122bdd6af6a0223614fa255a72c7a0e08f3f5",
-    git_commit = "cb401f09be5b816e704a70babc0facad63e84636",
+    sha256 = "08399dca7e3e8422ea9fbad8e29232d7564e0bfd321afbd67e4228444e07aad1",
+    git_commit = "f202958ee2d5177a474e3d107fdbf0c83174d099",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 104ee7abd2180671b2c1fd5c8bbab55b0759ce80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jun 2018 10:01:12 -0700
Subject: [PATCH 0073/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201970828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b12de6f0a7..ff416b66bb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08399dca7e3e8422ea9fbad8e29232d7564e0bfd321afbd67e4228444e07aad1",
-    git_commit = "f202958ee2d5177a474e3d107fdbf0c83174d099",
+    sha256 = "a03ef9bc7e4bdebfd1dd9fd055385f25a7f085c351c34752da73a43faa52cd5a",
+    git_commit = "b10d0badd870cee6bccf454679c4f617598ae7f2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3319033cdd3ee27fd6c9a1079a7edc2c53c367ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jun 2018 11:01:35 -0700
Subject: [PATCH 0074/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 201982457
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff416b66bb4..0904ba3932b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a03ef9bc7e4bdebfd1dd9fd055385f25a7f085c351c34752da73a43faa52cd5a",
-    git_commit = "b10d0badd870cee6bccf454679c4f617598ae7f2",
+    sha256 = "cfb4b534c01bd253e502f847bcabd34ab0041e5c31a2db26bd57e9768470b549",
+    git_commit = "34c4d7dd230acf9ec6d94937cf3bfc17be516c98",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f1fa0b4ef63ec65b324c8b777e687f556770b84 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 25 Jun 2018 11:17:39 -0700
Subject: [PATCH 0075/8103] Account for difference between semantic and python
 (PEP 440) versioning specificiation. Notably 1.9.0-rc2 is valid in the
 semantic versioning scheme, for python/pip an equivalent one would be
 1.9.0rc2 (note lack of hypen for python versioning).

See this for more detals:
https://www.python.org/dev/peps/pep-0440/#semantic-versioning

PiperOrigin-RevId: 201985820
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 2ef86912dc2..78fff31b683 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -38,7 +38,7 @@
 
 setup(
     name='tensorflow-serving-api',
-    version=_VERSION,
+    version=_VERSION.replace('-', ''),
     author='Google Inc.',
     author_email='tensorflow-serving-dev@googlegroups.com',
     packages=find_packages(),

From d77c9768e33e1207ac8757cff56b9ed9a53f8765 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jun 2018 15:01:43 -0700
Subject: [PATCH 0076/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202025282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0904ba3932b..cc187454f76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfb4b534c01bd253e502f847bcabd34ab0041e5c31a2db26bd57e9768470b549",
-    git_commit = "34c4d7dd230acf9ec6d94937cf3bfc17be516c98",
+    sha256 = "2cbabe41789f3ba8db923436736efff2563d156e4d5688f671eaa9f910786950",
+    git_commit = "9590c4c32dd4346ea5c35673336f5912c6072bf2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a2063234d490d7fe4274ba26cc5488d4f042111 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jun 2018 19:01:29 -0700
Subject: [PATCH 0077/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202059256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc187454f76..dad84da586b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cbabe41789f3ba8db923436736efff2563d156e4d5688f671eaa9f910786950",
-    git_commit = "9590c4c32dd4346ea5c35673336f5912c6072bf2",
+    sha256 = "eb9fff34137a1805b7acab92040aed066f68a950b5e37bca1a30eb6964bcaa1f",
+    git_commit = "23578c72e63c18f0e70623b17b9a7346b3a1bd51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69467acf04eac55cdd15ed0a6b5e1eb1606459a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jun 2018 23:02:12 -0700
Subject: [PATCH 0078/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202078572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dad84da586b..6be19d8b21b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb9fff34137a1805b7acab92040aed066f68a950b5e37bca1a30eb6964bcaa1f",
-    git_commit = "23578c72e63c18f0e70623b17b9a7346b3a1bd51",
+    sha256 = "0059424fa8135a3a47a99d625fe0dc0254fd2f677685727e0e8d9c3b0c6875f8",
+    git_commit = "d398b2d8441b45bcdf5f6782c2aa701e59ec947b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 38603365dfa2f5b7f7b830beb45863fbf71f492f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 00:02:15 -0700
Subject: [PATCH 0079/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202082815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6be19d8b21b..eabb64d99e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0059424fa8135a3a47a99d625fe0dc0254fd2f677685727e0e8d9c3b0c6875f8",
-    git_commit = "d398b2d8441b45bcdf5f6782c2aa701e59ec947b",
+    sha256 = "37be726949fa50a4cacb84937421ff02c331b41465d3123ab18bde1f3cd708b0",
+    git_commit = "fb3ce0467766a8e91f1da0ad7ada7c24fde7a73a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a8d1fc943333d784c6f75c1bf9cd8c38634a5e9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 10:01:54 -0700
Subject: [PATCH 0080/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202145987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eabb64d99e7..3f8f83d873f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37be726949fa50a4cacb84937421ff02c331b41465d3123ab18bde1f3cd708b0",
-    git_commit = "fb3ce0467766a8e91f1da0ad7ada7c24fde7a73a",
+    sha256 = "e82194e17c58d38dd03e9089259ab05de7655c39e240843c9c6cf85f789f1275",
+    git_commit = "2006c384f9793dbf27b0928d011e37d4413f7925",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d6a2b37a4dd4dc77e7bf97a2c4ff0c454f0372b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 13:01:22 -0700
Subject: [PATCH 0081/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202179116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f8f83d873f..e6b067e56b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e82194e17c58d38dd03e9089259ab05de7655c39e240843c9c6cf85f789f1275",
-    git_commit = "2006c384f9793dbf27b0928d011e37d4413f7925",
+    sha256 = "2745f2aaea5e2699095a95dea88e4c38f226e4105c64b0b4e1670c071a9d0b3e",
+    git_commit = "1721ecc4f2ecd8358f0f94dbabae5efef9e6f04f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62f0bffcb32c293a267d8e211afad7982f9adf5a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 14:09:41 -0700
Subject: [PATCH 0082/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202191103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6b067e56b9..6ccb16b43dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2745f2aaea5e2699095a95dea88e4c38f226e4105c64b0b4e1670c071a9d0b3e",
-    git_commit = "1721ecc4f2ecd8358f0f94dbabae5efef9e6f04f",
+    sha256 = "384aad513dfabc0649e86d4ae6aecdfb95de8e8367807bfee14470e1cf3a40d6",
+    git_commit = "37c79b0d807e12067bc0d732e074a829757adb05",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6d0800fecd31db34d95ff712048c970a78b34ad8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 15:01:32 -0700
Subject: [PATCH 0083/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202200413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ccb16b43dc..1111514bc51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "384aad513dfabc0649e86d4ae6aecdfb95de8e8367807bfee14470e1cf3a40d6",
-    git_commit = "37c79b0d807e12067bc0d732e074a829757adb05",
+    sha256 = "bdc220d2cb1ec560f938fc7747c7ff7ad368a56eaee89127b9f296c6efe7aafa",
+    git_commit = "1843f39c11e42751837c62acfb74e1fe697353ef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a1ad877dbbd1193c2b95ac13c4bc847575606c15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 16:02:13 -0700
Subject: [PATCH 0084/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202211407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1111514bc51..19541c8ce5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdc220d2cb1ec560f938fc7747c7ff7ad368a56eaee89127b9f296c6efe7aafa",
-    git_commit = "1843f39c11e42751837c62acfb74e1fe697353ef",
+    sha256 = "ad74fcbe3ef44c5af79e15f108df9bac5eb3da7ccd63e5a34f2b13ce74e3c9bd",
+    git_commit = "4ffe972db9074a81805b2ab5396daa9dd79661b0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ca209c2de5cc24f330616a05c545dad975458b3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 17:02:16 -0700
Subject: [PATCH 0085/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202221210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19541c8ce5c..d4fbb1e9a83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad74fcbe3ef44c5af79e15f108df9bac5eb3da7ccd63e5a34f2b13ce74e3c9bd",
-    git_commit = "4ffe972db9074a81805b2ab5396daa9dd79661b0",
+    sha256 = "81fbbcfa047f785035a3268bc7d15ca906d29af14ff0227bf3b61fe7805cd9c3",
+    git_commit = "44a1f241bca223c99bf51fd1d744e79aa271d52f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 892194b3996f24301c74f1fd15d2fd59a595dda6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jun 2018 19:01:35 -0700
Subject: [PATCH 0086/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202235606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4fbb1e9a83..316ae40900c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81fbbcfa047f785035a3268bc7d15ca906d29af14ff0227bf3b61fe7805cd9c3",
-    git_commit = "44a1f241bca223c99bf51fd1d744e79aa271d52f",
+    sha256 = "7a9a38f60b2845687b5c7aea56438e0b7196a32912d8fdfdc76a1504d82ce335",
+    git_commit = "30fa62a85c7e1653d4cd39d4a8dcc9cfe8e07bc8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dfd2a180e164a7a8b8bb4fee157f9c46ffb4e00e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 00:03:32 -0700
Subject: [PATCH 0087/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202260618
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 316ae40900c..39079f59028 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a9a38f60b2845687b5c7aea56438e0b7196a32912d8fdfdc76a1504d82ce335",
-    git_commit = "30fa62a85c7e1653d4cd39d4a8dcc9cfe8e07bc8",
+    sha256 = "62b2516f16a7ebd35cbc62b2a4da2bfea7159bf06c5ad5bbe9f3e93cec46a46f",
+    git_commit = "91780a3a338b09ef89f5f04ab8e683b9756b4bf0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39c03155b3f8023db95a4b806806720c33b3a01c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 01:02:30 -0700
Subject: [PATCH 0088/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202266192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39079f59028..be6ae4e7a51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62b2516f16a7ebd35cbc62b2a4da2bfea7159bf06c5ad5bbe9f3e93cec46a46f",
-    git_commit = "91780a3a338b09ef89f5f04ab8e683b9756b4bf0",
+    sha256 = "896b9c888113f342f658d108597cc7a788dcbc4c48475aa8e000b1a66435a744",
+    git_commit = "4292085f549afc7d7e9ac5dc517b2bab45c79ad3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0013f181129829b6e962ec385b4b79230d8e6dc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 12:00:50 -0700
Subject: [PATCH 0089/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202346947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be6ae4e7a51..a68f571a40a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "896b9c888113f342f658d108597cc7a788dcbc4c48475aa8e000b1a66435a744",
-    git_commit = "4292085f549afc7d7e9ac5dc517b2bab45c79ad3",
+    sha256 = "97bb29ff97898815b04b886df61c99d53c0837ec88347b01029930f5669dd521",
+    git_commit = "917a872be989967a5e55832dc867f96bf7961888",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f3002c11cb0c65264a728643fffa759e6f34751 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 13:01:20 -0700
Subject: [PATCH 0090/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202355633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a68f571a40a..472e033ab61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97bb29ff97898815b04b886df61c99d53c0837ec88347b01029930f5669dd521",
-    git_commit = "917a872be989967a5e55832dc867f96bf7961888",
+    sha256 = "53b17b6da39274fddde886de9808fc76b082c8001eecf9d9ac35bdcf8d112391",
+    git_commit = "85cb8d48b7ad8a7587bc9a52d2198b027677bd13",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b7735fac7171ccc9480e2686aef30e289722635 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 15:01:43 -0700
Subject: [PATCH 0091/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202376119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 472e033ab61..337bf9f2733 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53b17b6da39274fddde886de9808fc76b082c8001eecf9d9ac35bdcf8d112391",
-    git_commit = "85cb8d48b7ad8a7587bc9a52d2198b027677bd13",
+    sha256 = "0dbfb6f11a24b27c7458a7eb42619d80ba9df8be5a5eefbf9ff4483281da6465",
+    git_commit = "94d3380b3c5e8ebbd094851d91067885f976d7cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 45e2ca2cb42974f19fbcfee77d67aa02cc49bea5 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 27 Jun 2018 15:29:52 -0700
Subject: [PATCH 0092/8103] Update docker images Fixes #952

PiperOrigin-RevId: 202381080
---
 .../tools/docker/Dockerfile.devel             |  4 +--
 .../tools/docker/Dockerfile.devel-gpu         | 27 +++++++++++--------
 third_party/libevent.BUILD                    |  2 +-
 3 files changed, 19 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index ae77a894ddc..ea179ca96f1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -68,12 +68,12 @@ RUN mkdir /bazel && \
     rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
 
 # Download, build, and install TensorFlow Serving
-ARG TF_SERVING_VERSION_GIT_BRANCH=r1.8
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
 WORKDIR /tensorflow-serving
 RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
         https://github.com/tensorflow/serving .
 
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
 RUN bazel build -c opt --color=yes --curses=yes ${TF_SERVING_BUILD_OPTIONS} \
     --output_filter=DONT_MATCH_ANYTHING \
     tensorflow_serving/model_servers:tensorflow_model_server && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index e80012eacb8..05c92bae461 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -15,6 +15,10 @@ FROM nvidia/cuda:9.0-cudnn7-devel-ubuntu16.04
 
 LABEL maintainer=gvasudevan@google.com
 
+# Install NCCL
+ENV NCCL_VERSION=2.2.12-1+cuda9.0
+RUN echo "deb http://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64 /" > /etc/apt/sources.list.d/nvidia-ml.list
+
 RUN apt-get update && apt-get install -y \
         automake \
         build-essential \
@@ -24,6 +28,8 @@ RUN apt-get update && apt-get install -y \
         libpng12-dev \
         libtool \
         libzmq3-dev \
+        libnccl2=${NCCL_VERSION} \
+        libnccl-dev=${NCCL_VERSION} \
         mlocate \
         pkg-config \
         python-dev \
@@ -56,7 +62,7 @@ RUN echo "startup --batch" >>/etc/bazel.bazelrc
 RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
     >>/etc/bazel.bazelrc
 # Install a recent bazel release.
-ENV BAZEL_VERSION 0.10.0
+ENV BAZEL_VERSION 0.11.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
@@ -67,7 +73,6 @@ RUN mkdir /bazel && \
     cd / && \
     rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
 
-
 # Build TensorFlow with the CUDA configuration
 ENV CI_BUILD_PYTHON python
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
@@ -91,21 +96,21 @@ ENV TF_NCCL_VERSION=2.2.12
 ENV NCCL_INSTALL_PATH=/usr/lib/nccl/
 
 WORKDIR /
-RUN mkdir /usr/lib/nccl && \
-  mkdir /usr/lib/nccl/include/ && \
-  mkdir /usr/lib/nccl/lib/ && \
-  ln -s /usr/include/nccl.h /usr/lib/nccl/include/nccl.h && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so /usr/lib/nccl/lib/libnccl.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 /usr/lib/nccl/lib/libnccl.so.2 && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION /usr/lib/nccl/lib/libnccl.so.$TF_NCCL_VERSION
+RUN mkdir -p ${NCCL_INSTALL_PATH} && \
+  mkdir ${NCCL_INSTALL_PATH}include/ && \
+  mkdir ${NCCL_INSTALL_PATH}lib/ && \
+  ln -s /usr/include/nccl.h ${NCCL_INSTALL_PATH}include/nccl.h && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}lib/libnccl.so && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 ${NCCL_INSTALL_PATH}lib/libnccl.so.2 && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION ${NCCL_INSTALL_PATH}lib/libnccl.so.$TF_NCCL_VERSION
 
 # Download, build, and install TensorFlow Serving
-ARG TF_SERVING_VERSION_GIT_BRANCH=r1.7
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
 WORKDIR /tensorflow-serving
 RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
         https://github.com/tensorflow/serving .
 
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
     bazel build -c opt --color=yes --curses=yes --config=cuda \
diff --git a/third_party/libevent.BUILD b/third_party/libevent.BUILD
index 33551a921f2..27e0ef2fadd 100644
--- a/third_party/libevent.BUILD
+++ b/third_party/libevent.BUILD
@@ -59,7 +59,7 @@ genrule(
         "cp -R $$(pwd)/external/com_github_libevent_libevent/* $$TMP_DIR",
         "cd $$TMP_DIR",
         "./autogen.sh",
-        "./configure --prefix=$$INSTALL_DIR --enable-shared=no --disable-openssl",
+        "./configure --prefix=$$INSTALL_DIR CFLAGS=-fPIC CXXFLAGS=-fPIC --enable-shared=no --disable-openssl",
         "make install",
         "rm -rf $$TMP_DIR",
     ]),

From a632060aa0415836d601a37d7f9b43469b868696 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 20:01:12 -0700
Subject: [PATCH 0093/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202412071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 337bf9f2733..0f60087f0cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dbfb6f11a24b27c7458a7eb42619d80ba9df8be5a5eefbf9ff4483281da6465",
-    git_commit = "94d3380b3c5e8ebbd094851d91067885f976d7cf",
+    sha256 = "70249f8579449dacdfa6b6c4f9f2e559d556e77c9ec405ebbe74a265f09ad326",
+    git_commit = "6929e91e74a33a3a7c7ce309af923d47c6ff81a5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3a9813434a0f797805dca28141b54df7a342174e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 22:02:30 -0700
Subject: [PATCH 0094/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202421519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f60087f0cb..b2d108688e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70249f8579449dacdfa6b6c4f9f2e559d556e77c9ec405ebbe74a265f09ad326",
-    git_commit = "6929e91e74a33a3a7c7ce309af923d47c6ff81a5",
+    sha256 = "199b94b66afec46315a3a95907db592e0c129ade789c9d4dc728d8183c35a421",
+    git_commit = "7df94b6013941b18704601198e594350c219a3b6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 466e290cd5326d3bac56acc03d19d71af7a1277c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jun 2018 23:01:27 -0700
Subject: [PATCH 0095/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202425634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2d108688e7..c13d32eeb96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "199b94b66afec46315a3a95907db592e0c129ade789c9d4dc728d8183c35a421",
-    git_commit = "7df94b6013941b18704601198e594350c219a3b6",
+    sha256 = "245157ec8b1ad4dffc15147753b2f25ee6a103a925a3bc458dddf4d92c2e2273",
+    git_commit = "8ad1cfc2b17ce3735abf852fd4e0d6b9eef16f91",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d347bbc107689666dc01c2ba0abc3d13e4b9bc0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 00:03:07 -0700
Subject: [PATCH 0096/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202429969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c13d32eeb96..79bfd44ef9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "245157ec8b1ad4dffc15147753b2f25ee6a103a925a3bc458dddf4d92c2e2273",
-    git_commit = "8ad1cfc2b17ce3735abf852fd4e0d6b9eef16f91",
+    sha256 = "8629733b25d6799d98731ca6fe5f8e229519971c399fdc5f7b95341475af8211",
+    git_commit = "51ddb66cdf1444998827e03c4b5f592841ee6255",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2dcdcfcfdaea9ca2a975be08f2396e1c43d593b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 13:06:29 -0700
Subject: [PATCH 0097/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202530386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79bfd44ef9b..26cdb4216b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8629733b25d6799d98731ca6fe5f8e229519971c399fdc5f7b95341475af8211",
-    git_commit = "51ddb66cdf1444998827e03c4b5f592841ee6255",
+    sha256 = "06663aa03fe37776cc7fa74b628c89159ec3a42e7866067245f8188d64608d62",
+    git_commit = "762773b6aac6f7d56f15890265bdf25cead63cc0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fddcac52da76cf62ec1ec8a4bc4661eb2bbd98b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 14:02:41 -0700
Subject: [PATCH 0098/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202539436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26cdb4216b3..6033701d932 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06663aa03fe37776cc7fa74b628c89159ec3a42e7866067245f8188d64608d62",
-    git_commit = "762773b6aac6f7d56f15890265bdf25cead63cc0",
+    sha256 = "88324ad9379eae4fdb2aefb8e0d6c7cd0dc748b44daa5cc96ffd9415705c00c3",
+    git_commit = "9752b117ff63f204c4975cad52b5aab5c1f5e9a9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c945dc50c33b88e2016b268751706bd8a9ae1c4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 15:01:27 -0700
Subject: [PATCH 0099/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202549988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6033701d932..7fa2172630a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88324ad9379eae4fdb2aefb8e0d6c7cd0dc748b44daa5cc96ffd9415705c00c3",
-    git_commit = "9752b117ff63f204c4975cad52b5aab5c1f5e9a9",
+    sha256 = "10fc71888c4196f060cb1dede09850c9c4fb0032b25049e545aa3c7f904575d6",
+    git_commit = "fd68c7348bdde4ce8edde1839d6901470e0b4685",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96812841eb603503b9a294e3a8f6db3aae1b402a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 16:01:22 -0700
Subject: [PATCH 0100/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202561058
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7fa2172630a..cb278ded120 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10fc71888c4196f060cb1dede09850c9c4fb0032b25049e545aa3c7f904575d6",
-    git_commit = "fd68c7348bdde4ce8edde1839d6901470e0b4685",
+    sha256 = "c2b0b89ee463cc550e704cc7dddf514d2f4a2ef18787d2e88b7b899fa0c18689",
+    git_commit = "f9b93bf58085b1bd06fa9c3741bc4b7f29ec74cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 945571181458a3f7e0e917c89b35344774aa5519 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 17:02:20 -0700
Subject: [PATCH 0101/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202570910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb278ded120..7ca2a9dc8c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2b0b89ee463cc550e704cc7dddf514d2f4a2ef18787d2e88b7b899fa0c18689",
-    git_commit = "f9b93bf58085b1bd06fa9c3741bc4b7f29ec74cc",
+    sha256 = "efda82a4c8e5613359392ca918e23e58be7e7c96bdf40fb3a88a959cc575cfa4",
+    git_commit = "237a31921bd316e76e37c108f5224f8ef3049d07",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b30f00bb3495ff3fbefff267f4ddfc5eefc2ddc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 18:01:13 -0700
Subject: [PATCH 0102/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202578033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ca2a9dc8c7..a5b669081c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efda82a4c8e5613359392ca918e23e58be7e7c96bdf40fb3a88a959cc575cfa4",
-    git_commit = "237a31921bd316e76e37c108f5224f8ef3049d07",
+    sha256 = "d108afa23855031c45f0e9055d144f6cfab7146a0ee56249ced4f2db58e203d4",
+    git_commit = "e1752a41621acb348afc7b5f686f05e8ced892b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d181f257862983079098f0fd85fb0fff1418a179 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 20:02:20 -0700
Subject: [PATCH 0103/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202588408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5b669081c8..41f04f38f74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d108afa23855031c45f0e9055d144f6cfab7146a0ee56249ced4f2db58e203d4",
-    git_commit = "e1752a41621acb348afc7b5f686f05e8ced892b7",
+    sha256 = "7987776f4f8cafcb36d12b0d2190ea422f44ab7e84e8764e34f6f6c768eda259",
+    git_commit = "bcf0acfbd0d6a4027957bae343143c78b5522687",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e92a051a28f3242394146cc7da8924f0ab9ea172 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jun 2018 23:00:39 -0700
Subject: [PATCH 0104/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202601394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41f04f38f74..af4c965eb54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7987776f4f8cafcb36d12b0d2190ea422f44ab7e84e8764e34f6f6c768eda259",
-    git_commit = "bcf0acfbd0d6a4027957bae343143c78b5522687",
+    sha256 = "848783a969fc7d9a1ea41905ef005a57279d8890afd2bc35f8db82c0be701c49",
+    git_commit = "c676a9680a66181598ad4321ed371a965f04ee2d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d444f280eb8cebf886069a00f6bb02db05c6e723 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 00:01:14 -0700
Subject: [PATCH 0105/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202605461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af4c965eb54..c951b874d74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "848783a969fc7d9a1ea41905ef005a57279d8890afd2bc35f8db82c0be701c49",
-    git_commit = "c676a9680a66181598ad4321ed371a965f04ee2d",
+    sha256 = "478a35a3872b598ddd13d101f300b8542c7de7bdf9627fe8f0a0c2b1c91ef42f",
+    git_commit = "b7300de4ef75bdd9373bccc4ae5b98135a70287b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 16623e024d85644313cf18e8a8f3e498ef8cdada Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 11:04:55 -0700
Subject: [PATCH 0106/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202674571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c951b874d74..c8eb4b84c59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "478a35a3872b598ddd13d101f300b8542c7de7bdf9627fe8f0a0c2b1c91ef42f",
-    git_commit = "b7300de4ef75bdd9373bccc4ae5b98135a70287b",
+    sha256 = "8aabad090cca5d461e0f3425980686b4141e59fc76f0fe92129239be7df21641",
+    git_commit = "12891cb26e71b24fedaecb4d0278e34ec23c6a0f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10e1f8e02e9395cf7a5926f35ddf67f0c69d3ac3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 13:01:40 -0700
Subject: [PATCH 0107/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202694266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8eb4b84c59..aa095ed1d36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8aabad090cca5d461e0f3425980686b4141e59fc76f0fe92129239be7df21641",
-    git_commit = "12891cb26e71b24fedaecb4d0278e34ec23c6a0f",
+    sha256 = "1cc80f6ade8bdc2950d916321b806176a44f8c932393e42b7ec4b5847832df43",
+    git_commit = "01c36c3d7b3e230c865e71d67e138a8dc765e7a6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f1bf7cd31d91aef54564d08abfab2941ac8389d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 15:02:20 -0700
Subject: [PATCH 0108/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202713390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa095ed1d36..4a81a0488a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cc80f6ade8bdc2950d916321b806176a44f8c932393e42b7ec4b5847832df43",
-    git_commit = "01c36c3d7b3e230c865e71d67e138a8dc765e7a6",
+    sha256 = "c2d7b16fd088450a3671fb469a687b3587658fd663ae571fb1e539d439f33f75",
+    git_commit = "5ac1bd7836e0f1a4d3b02f9538c4277914c8e5f5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 35d93f08c230abce501c83457f665128e5e92e95 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 29 Jun 2018 15:18:00 -0700
Subject: [PATCH 0109/8103] Internal changes

PiperOrigin-RevId: 202716057
---
 tensorflow_serving/tools/pip_package/BUILD | 13 +++++++++----
 1 file changed, 9 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index d2313b95663..50bc4363437 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -8,14 +8,19 @@ sh_binary(
     data = [
         "setup.py",
 
-        # Scripts.
+        # Python scripts needed for the Python TF Serving API
+        "//tensorflow_serving/apis:classification_proto_py_pb2",
         "//tensorflow_serving/apis:get_model_metadata_proto_py_pb2",
+        "//tensorflow_serving/apis:get_model_status_proto_py_pb2",
+        "//tensorflow_serving/apis:inference_proto_py_pb2",
         "//tensorflow_serving/apis:input_proto_py_pb2",
+        "//tensorflow_serving/apis:model_management_proto_py_pb2",
         "//tensorflow_serving/apis:model_proto_py_pb2",
-        "//tensorflow_serving/apis:predict_proto_py_pb2",
+        "//tensorflow_serving/apis:model_service_proto_py_pb2",
+        "//tensorflow_serving/apis:prediction_log_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "//tensorflow_serving/apis:classification_proto_py_pb2",
-        "//tensorflow_serving/apis:inference_proto_py_pb2",
+        "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:regression_proto_py_pb2",
+        "//tensorflow_serving/apis:session_service_proto_py_pb2",
     ],
 )

From 95faeb7ceeca3192fa09664337a0a922bb5fa1cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 16:01:04 -0700
Subject: [PATCH 0110/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202722060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a81a0488a3..d416fb2cfbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2d7b16fd088450a3671fb469a687b3587658fd663ae571fb1e539d439f33f75",
-    git_commit = "5ac1bd7836e0f1a4d3b02f9538c4277914c8e5f5",
+    sha256 = "c3b78441ce13b45a4899e507ed7b861b4797de22d200dddc6b234764208419bf",
+    git_commit = "fa073923010552a19f3f0db47d1fd74a8ce6f221",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8fbac2862f70368c0769237620dd338f66daba0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jun 2018 18:03:49 -0700
Subject: [PATCH 0111/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 202736218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d416fb2cfbe..98e8c6805bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3b78441ce13b45a4899e507ed7b861b4797de22d200dddc6b234764208419bf",
-    git_commit = "fa073923010552a19f3f0db47d1fd74a8ce6f221",
+    sha256 = "59ac56e43b7fb7fac327893856a3b13b894ce9bc989c2575776fe7e67522b01e",
+    git_commit = "bfcfad55b7b3fa4a1093fa748d4241f9457b2a84",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b8564c0a6a9c3145b555d8be25823f40d3322c09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 13:04:44 -0700
Subject: [PATCH 0112/8103] Merged commit includes the following changes:
 202999366  by yifeif<yifeif@google.com>:

    Internal change.

--
202998738  by A. Unique TensorFlower<gardener@tensorflow.org>:

    Updating TensorFlow to latest green.

--
202989921  by A. Unique TensorFlower<gardener@tensorflow.org>:

    Updating TensorFlow to latest green.

--
202958789  by A. Unique TensorFlower<gardener@tensorflow.org>:

    Updating TensorFlow to latest green.

--
202902368  by A. Unique TensorFlower<gardener@tensorflow.org>:

    Updating TensorFlow to latest green.

--
202876685  by A. Unique TensorFlower<gardener@tensorflow.org>:

    Internal change

--

PiperOrigin-RevId: 202999366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98e8c6805bb..3914b62f7b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59ac56e43b7fb7fac327893856a3b13b894ce9bc989c2575776fe7e67522b01e",
-    git_commit = "bfcfad55b7b3fa4a1093fa748d4241f9457b2a84",
+    sha256 = "508cac0c04cc71acbf9ea90d343802df7cc24b54b59df7bf04af474be46af7db",
+    git_commit = "2f7609d95dca150903574c131ac1c72533fd592e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5adb5ed5c061cd48ae2f448eb83c64c1b165d0fd Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 2 Jul 2018 13:39:49 -0700
Subject: [PATCH 0113/8103] Update docker instructions to simplify process
 using Docker Hub

PiperOrigin-RevId: 203004750
---
 tensorflow_serving/g3doc/docker.md        | 73 +++++++++++++++++------
 tensorflow_serving/tools/docker/README.md |  2 +
 2 files changed, 58 insertions(+), 17 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 1e84c194b51..af62fc15de6 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -13,9 +13,9 @@ quick links here:
     toolbox](https://www.docker.com/toolbox)
 *   [Ubuntu](https://docs.docker.com/installation/ubuntulinux/)
 
-## Getting started
+## Serving with Docker
 
-### Pulling an image
+### Pulling a serving image
 
 Once you have Docker installed, you can pull the latest TensorFlow Serving
 docker image by running:
@@ -25,6 +25,7 @@ docker pull tensorflow/serving
 ```
 
 This will pull down an minimal Docker image with TensorFlow Serving installed.
+
 See the Docker Hub [tensorflow/serving
 repo](http://hub.docker.com/r/tensorflow/serving/tags/) for other versions of
 images you can pull.
@@ -72,7 +73,54 @@ This should return a set of values:
 
 More information on using the RESTful API can be found [here](api_rest.md).
 
-## What Dockerfiles do you maintain?
+## Developing with Docker
+
+### Pulling a development image
+
+For a development environment where you can build TensorFlow Serving, you can
+try:
+
+```shell
+docker pull tensorflow/serving:latest-devel
+```
+
+For a development environment where you can build TensorFlow Serving with GPU
+support, use:
+
+```shell
+docker pull tensorflow/serving:latest-devel-gpu
+```
+
+See the Docker Hub [tensorflow/serving
+repo](http://hub.docker.com/r/tensorflow/serving/tags/) for other versions of
+images you can pull.
+
+### Development example
+
+After pulling one of the development Docker images, you can run it while opening
+the gRPC port (8500):
+
+```shell
+docker run -it -p 8500:8500 tensorflow/serving:latest-devel
+```
+
+#### Testing the development environment
+
+To test a model, from inside the container try:
+
+```shell
+bazel build -c opt //tensorflow_serving/example:mnist_saved_model
+# train the mnist model
+bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
+# serve the model
+tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
+# build the client
+bazel build -c opt //tensorflow_serving/example:mnist_client
+# test the client
+bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:8500
+```
+
+## Dockerfiles
 
 We currently maintain the following Dockerfiles:
 
@@ -89,6 +137,9 @@ We currently maintain the following Dockerfiles:
 
 ### Building a container from a Dockerfile
 
+If you'd like to build your own Docker image from a Dockerfile, you can do so by
+running the Docker build command:
+
 `Dockerfile`:
 
 ```shell
@@ -133,17 +184,5 @@ To run the container opening the gRPC port (8500):
 docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
 ```
 
-This will pull the latest TensorFlow Serving release with a prebuilt binary and
-working development environment. To test a model, from inside the container try:
-
-```shell
-bazel build -c opt //tensorflow_serving/example:mnist_saved_model
-# train the mnist model
-bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
-# serve the model
-tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
-# build the client
-bazel build -c opt //tensorflow_serving/example:mnist_client
-# test the client
-bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:8500
-```
+From here, you can follow the instructions for [testing a devlopment
+environment](#testing-the-development-environment).
diff --git a/tensorflow_serving/tools/docker/README.md b/tensorflow_serving/tools/docker/README.md
index 9044902b842..914aaa49866 100644
--- a/tensorflow_serving/tools/docker/README.md
+++ b/tensorflow_serving/tools/docker/README.md
@@ -1 +1,3 @@
 Files for using the [Docker](http://www.docker.com) container system.
+Please see [Docker instructions](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/docker.md)
+for more info.

From ded398a7ff76dcebfb1eaa7bcf0b932e818fb510 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 2 Jul 2018 13:40:01 -0700
Subject: [PATCH 0114/8103] Update min bazel version

PiperOrigin-RevId: 203004776
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3914b62f7b3..1fc05c8fbc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -35,4 +35,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.10.0")
+check_bazel_version_at_least("0.11.1")

From 5aa51283474fe03227d21af25f460c223459c207 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 15:01:43 -0700
Subject: [PATCH 0115/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203018440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fc05c8fbc8..dbb92c7bec3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "508cac0c04cc71acbf9ea90d343802df7cc24b54b59df7bf04af474be46af7db",
-    git_commit = "2f7609d95dca150903574c131ac1c72533fd592e",
+    sha256 = "66c1447e5dcbce7e532f42ebe2cdeb6e73e4e9d2d08bdbae796448455e64ec6f",
+    git_commit = "b390be62ad0514f4fd3347b9db3446c84e08a38e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 02c1ef9eb1b9d86ce61dd8a476c08f31000acbe0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 16:02:24 -0700
Subject: [PATCH 0116/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203028222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbb92c7bec3..8ce247a2a8e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66c1447e5dcbce7e532f42ebe2cdeb6e73e4e9d2d08bdbae796448455e64ec6f",
-    git_commit = "b390be62ad0514f4fd3347b9db3446c84e08a38e",
+    sha256 = "2d74e469d04660561bbd76a2830babc05b17a05f444f272255fde1a1fc765259",
+    git_commit = "71671437c0a6d36bc0f2b5ff0c1003cf76f57cf5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 734c8f2f128f0d2d798946c9089fe795a88731dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 17:01:22 -0700
Subject: [PATCH 0117/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203036614
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ce247a2a8e..5e388b0709d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d74e469d04660561bbd76a2830babc05b17a05f444f272255fde1a1fc765259",
-    git_commit = "71671437c0a6d36bc0f2b5ff0c1003cf76f57cf5",
+    sha256 = "d9f1180a297b8ebe632900cb623dbd2075a14babc9da6fb56aa34f28780eef94",
+    git_commit = "16a965c5c9a64ef82ccfcb849dd61e6aad00d10e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c965c497a73d0190e28d5723b7282f64f38cb983 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 19:00:52 -0700
Subject: [PATCH 0118/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203049507
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e388b0709d..40bc6e50fcc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9f1180a297b8ebe632900cb623dbd2075a14babc9da6fb56aa34f28780eef94",
-    git_commit = "16a965c5c9a64ef82ccfcb849dd61e6aad00d10e",
+    sha256 = "c6508d7e31e15662db82ef70a16cd6834239ca452d4c85a744dda54f61488971",
+    git_commit = "1b27fba59957714db61af5b8da9a7bc5f05604c1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4a9b5d004eb297eb8565f3184181273d6114eb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 20:01:04 -0700
Subject: [PATCH 0119/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203054467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40bc6e50fcc..319dca5cdfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6508d7e31e15662db82ef70a16cd6834239ca452d4c85a744dda54f61488971",
-    git_commit = "1b27fba59957714db61af5b8da9a7bc5f05604c1",
+    sha256 = "084301a516f963c7f816a2f735a5389e34695f25a3c295cda350a361e0fbb90d",
+    git_commit = "575db18083d5437fd7a87ccf3414303498911bb1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 43da570d4bf74e75900869864a8196483e82a498 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Jul 2018 21:07:51 -0700
Subject: [PATCH 0120/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203060461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 319dca5cdfc..c3ed27d89ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "084301a516f963c7f816a2f735a5389e34695f25a3c295cda350a361e0fbb90d",
-    git_commit = "575db18083d5437fd7a87ccf3414303498911bb1",
+    sha256 = "abaa89ef3120e90d96e23f878c96c66782ed3d888de86155b7cb33c27ecd7b07",
+    git_commit = "519487fb313a31701fd31e67c0ceb6eae8ea9225",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 20384c435afb8370a6b4b66c66cdd44067381cda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 12:01:32 -0700
Subject: [PATCH 0121/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203161339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3ed27d89ff..d0ecd056731 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abaa89ef3120e90d96e23f878c96c66782ed3d888de86155b7cb33c27ecd7b07",
-    git_commit = "519487fb313a31701fd31e67c0ceb6eae8ea9225",
+    sha256 = "ac24e83a9022c3693fd086b2afbb679f2877211e30811a1a1548cba40cbe473a",
+    git_commit = "376dd18b8a42a04990b08c1e6ec0b61e35d32d97",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6024f38cb15865a5cb4cf20c2827d855968e58fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 13:03:46 -0700
Subject: [PATCH 0122/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203170747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0ecd056731..491eefe7236 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac24e83a9022c3693fd086b2afbb679f2877211e30811a1a1548cba40cbe473a",
-    git_commit = "376dd18b8a42a04990b08c1e6ec0b61e35d32d97",
+    sha256 = "9a3497729057eea7bb0d8153ff1052ca115d011c2a3b0227daff28c2bb29ab9b",
+    git_commit = "64b76357c5e9869e461575dbbad38914a8a922dd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2996cf4824a2d638e403550745ea4241a3876615 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 15:02:46 -0700
Subject: [PATCH 0123/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203189053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 491eefe7236..8ba01d7fb9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a3497729057eea7bb0d8153ff1052ca115d011c2a3b0227daff28c2bb29ab9b",
-    git_commit = "64b76357c5e9869e461575dbbad38914a8a922dd",
+    sha256 = "c57eb4182aa36192dd90214db496b6a6a3bffa6cb9921a3982995fcf37b48fd4",
+    git_commit = "5059323fc2692cbeb677cc6731e40e3cd3d3f99d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c6ba782857bd260ee7ebedac73a205ef861785a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 16:00:58 -0700
Subject: [PATCH 0124/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203197893
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ba01d7fb9d..ce26227061c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c57eb4182aa36192dd90214db496b6a6a3bffa6cb9921a3982995fcf37b48fd4",
-    git_commit = "5059323fc2692cbeb677cc6731e40e3cd3d3f99d",
+    sha256 = "21b4baef4aaf1b842e2bc88e95019042cd7e82add06f1e9e27c3ba6d35fecd4f",
+    git_commit = "769027d2413d1a8ed351f1bc62ea2681076ddbd3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8df31781ef9f620136569019ffad1446db8a1168 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 3 Jul 2018 17:16:59 -0700
Subject: [PATCH 0125/8103] Internal change.

PiperOrigin-RevId: 203208044
---
 tensorflow_serving/tools/docker/Dockerfile.devel  | 15 ++++++++++-----
 .../tools/docker/Dockerfile.devel-gpu             | 15 ++++++++++-----
 2 files changed, 20 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index ea179ca96f1..e9138fd5908 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -13,7 +13,12 @@
 # limitations under the License.
 FROM ubuntu:16.04
 
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
 LABEL maintainer=gvasudevan@google.com
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 RUN apt-get update && apt-get install -y \
         automake \
@@ -67,12 +72,12 @@ RUN mkdir /bazel && \
     cd / && \
     rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
 
-# Download, build, and install TensorFlow Serving
-ARG TF_SERVING_VERSION_GIT_BRANCH=master
+# Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
-        https://github.com/tensorflow/serving .
+RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
+# Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
 RUN bazel build -c opt --color=yes --curses=yes ${TF_SERVING_BUILD_OPTIONS} \
     --output_filter=DONT_MATCH_ANYTHING \
@@ -82,4 +87,4 @@ RUN bazel build -c opt --color=yes --curses=yes ${TF_SERVING_BUILD_OPTIONS} \
     rm -rf /root/.cache
 # Clean up Bazel cache when done.
 
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 05c92bae461..70d0940fdb6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -13,7 +13,12 @@
 # limitations under the License.
 FROM nvidia/cuda:9.0-cudnn7-devel-ubuntu16.04
 
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
 LABEL maintainer=gvasudevan@google.com
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 # Install NCCL
 ENV NCCL_VERSION=2.2.12-1+cuda9.0
@@ -104,12 +109,12 @@ RUN mkdir -p ${NCCL_INSTALL_PATH} && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 ${NCCL_INSTALL_PATH}lib/libnccl.so.2 && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION ${NCCL_INSTALL_PATH}lib/libnccl.so.$TF_NCCL_VERSION
 
-# Download, build, and install TensorFlow Serving
-ARG TF_SERVING_VERSION_GIT_BRANCH=master
+# Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} \
-        https://github.com/tensorflow/serving .
+RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
+# Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
@@ -123,4 +128,4 @@ RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/lib
     bazel clean --expunge --color=yes
 # Clean up Bazel cache when done.
 
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]

From b0e66448095e0ee73b18191f6817ef837968171a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 18:02:17 -0700
Subject: [PATCH 0126/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203212503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce26227061c..973237ac504 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21b4baef4aaf1b842e2bc88e95019042cd7e82add06f1e9e27c3ba6d35fecd4f",
-    git_commit = "769027d2413d1a8ed351f1bc62ea2681076ddbd3",
+    sha256 = "447d4be283627b70a4edfe50359bb977f101ebc078f29297877a89ab8df0b022",
+    git_commit = "63f617e825fb3ce509e1102b442f56c039de6944",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d09ccfcb0e0e9be08a8c381256eb227fed6a17eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Jul 2018 19:01:47 -0700
Subject: [PATCH 0127/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203217063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 973237ac504..32eb1dc3a49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "447d4be283627b70a4edfe50359bb977f101ebc078f29297877a89ab8df0b022",
-    git_commit = "63f617e825fb3ce509e1102b442f56c039de6944",
+    sha256 = "3bf7e6f44484f98eecb8362c97b0de357a0c152b1fd702ada221d596e63f6b96",
+    git_commit = "b2fe2a874bade4782aaca5c44bf29e7ff6c39200",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 093624380dd4131568f559352c1d84c778e1b8bf Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Wed, 4 Jul 2018 07:04:51 -0700
Subject: [PATCH 0128/8103] Minor cleanup: Convert TF_CHECK_OKs to TF_ASSERT_OK
 in some unit tests.

PiperOrigin-RevId: 203276528
---
 tensorflow_serving/core/basic_manager_test.cc | 100 +++++++++---------
 .../core/dynamic_source_router_test.cc        |   2 +-
 .../hashmap/hashmap_source_adapter_test.cc    |   2 +-
 .../servables/tensorflow/classifier_test.cc   |   2 +-
 .../servables/tensorflow/regressor_test.cc    |  26 ++---
 5 files changed, 66 insertions(+), 66 deletions(-)

diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 5e8817851fe..3578fa832d9 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -104,7 +104,7 @@ class BasicManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
     for (const char* servable_name : {kServableName, kServableName2}) {
       for (int i = 1; i <= kNumVersionsPerServable; ++i) {
         const ServableId id = {servable_name, i};
-        TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+        TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
             id, [](const Status& status) { TF_ASSERT_OK(status); });
         loaded_servables.insert(id);
@@ -152,7 +152,7 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
 
 TEST_P(BasicManagerTest, ServableHandleLatest) {
   const ServableId id = {kServableName, kNumVersionsPerServable + 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -174,7 +174,7 @@ TEST_P(BasicManagerTest, AlreadyManagedError) {
 // Tests the case where the latest version of a servable available is 0.
 TEST_P(BasicManagerTest, ServableHandleLatestVersionIsZero) {
   const ServableId id = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -195,7 +195,7 @@ TEST_P(BasicManagerTest, StopManagingUnknownId) {
 
 TEST_P(BasicManagerTest, StopManagingActiveServable) {
   const ServableId id = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -205,7 +205,7 @@ TEST_P(BasicManagerTest, StopManagingActiveServable) {
 
 TEST_P(BasicManagerTest, StopManagingDisabledServable) {
   const ServableId id = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -230,7 +230,7 @@ TEST_P(BasicManagerTest, DontStopManagingOnError) {
   const ServableId id = {kServableName, 7};
   const Status error_status = errors::Internal("An error.");
   std::unique_ptr<Loader> loader(new FakeLoader(7, error_status));
-  TF_CHECK_OK(basic_manager_->ManageServable({id, std::move(loader)}));
+  TF_ASSERT_OK(basic_manager_->ManageServable({id, std::move(loader)}));
   basic_manager_->LoadServable(id, [error_status](const Status& status) {
     EXPECT_EQ(error_status, status);
   });
@@ -262,7 +262,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // manager, as opposed to kServableName which already has 2 loaded.
   const ServableId id0 = {kServableName3, 0};
   // Servable is int64 with value 0.
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id0)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   basic_manager_->LoadServable(
       id0, [](const Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -278,7 +278,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
       .WillByDefault(Return(Status::OK()));
   ON_CALL(*notify_to_unload, Load()).WillByDefault(Return(Status::OK()));
   const ServableId id1 = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       {id1, std::unique_ptr<Loader>(notify_to_unload)}));
   basic_manager_->LoadServable(
       id1, [](const Status& status) { TF_ASSERT_OK(status); });
@@ -342,7 +342,7 @@ TEST_P(BasicManagerTest, ListAvailableServableIds) {
   const ServableId id = {kServableName, 7};
   std::unique_ptr<Loader> loader(
       new FakeLoader(7, errors::Internal("An error.")));
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::move(loader))));
   basic_manager_->LoadServable(id, [](const Status& status) {
     EXPECT_EQ(errors::Internal("An error."), status);
@@ -389,7 +389,7 @@ TEST_P(BasicManagerTest, GetAvailableServableHandles) {
   const ServableId id = {kServableName, 7};
   std::unique_ptr<Loader> loader(
       new FakeLoader(7, errors::Internal("An error.")));
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::move(loader))));
   basic_manager_->LoadServable(id, [](const Status& status) {
     EXPECT_EQ(errors::Internal("An error."), status);
@@ -497,7 +497,7 @@ TEST_P(BasicManagerTest, MultipleManageCallsUsesFirstServable) {
 // erroneous servable.
 TEST_P(BasicManagerTest, ErroneousServable) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       ServableData<std::unique_ptr<Loader>>(id, errors::Unknown("error"))));
 
   ServableHandle<int64> handle;
@@ -516,7 +516,7 @@ TEST_P(BasicManagerTest, ErroneousServable) {
 // thread, and not a request thread.
 TEST_P(BasicManagerTest, DestructOnNonServingThread) {
   const ServableId id = {kServableName, 7};
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(new FakeLoader(7)))));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
@@ -567,7 +567,7 @@ TEST_P(BasicManagerTest, AdditionalState) {
 
 TEST_P(BasicManagerTest, NoAdditionalState) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
 
   // Will return nullptr when there is no metadata set.
   EXPECT_EQ(nullptr, basic_manager_->GetAdditionalServableState<int>(id));
@@ -585,7 +585,7 @@ TEST_P(BasicManagerTest, OutOfOrderLoadServable) {
 
 TEST_P(BasicManagerTest, MultipleLoadServables) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -599,7 +599,7 @@ TEST_P(BasicManagerTest, MultipleLoadServables) {
 
 TEST_P(BasicManagerTest, MultipleUnloadServables) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
@@ -627,7 +627,7 @@ TEST_P(BasicManagerTest, UnloadWithoutManage) {
 
 TEST_P(BasicManagerTest, UnloadWithoutLoad) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->UnloadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
@@ -637,7 +637,7 @@ TEST_P(BasicManagerTest, UnloadWithoutLoad) {
 
 TEST_P(BasicManagerTest, EventBusErroneousVersion) {
   const ServableId id = {kServableName, 3};
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       ServableData<std::unique_ptr<Loader>>(id, errors::Unknown("error"))));
 
   const ServableState expected_published_state = {
@@ -650,7 +650,7 @@ TEST_P(BasicManagerTest, EventBusErrorOnLoad) {
   const ServableId id = {kServableName, 7};
   std::unique_ptr<Loader> loader(
       new FakeLoader(7, errors::Internal("Error on load.")));
-  TF_CHECK_OK(basic_manager_->ManageServable({id, std::move(loader)}));
+  TF_ASSERT_OK(basic_manager_->ManageServable({id, std::move(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
                                      Status::OK()};
@@ -670,7 +670,7 @@ TEST_P(BasicManagerTest, EventBusErrorOnLoad) {
 TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(
+  TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
@@ -749,7 +749,7 @@ TEST_P(BasicManagerTest, NoEventBus) {
 
   const ServableId id = {kServableName, 7};
   std::unique_ptr<Loader> loader(new FakeLoader(7));
-  TF_CHECK_OK(manager->ManageServable({id, std::move(loader)}));
+  TF_ASSERT_OK(manager->ManageServable({id, std::move(loader)}));
   manager->LoadServable(id, [](const Status& status) { TF_ASSERT_OK(status); });
   manager->UnloadServable(id,
                           [](const Status& status) { TF_ASSERT_OK(status); });
@@ -765,7 +765,7 @@ TEST_P(BasicManagerTest, LoadsThenUnloads) {
       const ServableId id = {kServableName3, i};
       servables.insert(id);
       load_executor.Schedule([this, id, &servables]() {
-        TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+        TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
             id, [](const Status& status) { TF_ASSERT_OK(status); });
       });
@@ -799,7 +799,7 @@ TEST_P(BasicManagerTest, InterleavedLoadsAndUnloads) {
   for (int i = 0; i < 20; ++i) {
     executor.Schedule([this, i]() {
       const ServableId id = {kServableName3, i};
-      TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+      TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
       Notification load_done;
       basic_manager_->LoadServable(id, [&load_done](const Status& status) {
         TF_ASSERT_OK(status);
@@ -840,14 +840,14 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolSwapped) {
   };
 
   const ServableId id0 = {kServableName3, 0};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id0)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   basic_manager_->LoadServable(id0, load_done_fn);
 
   manager_test_access.SetNumLoadThreads(0);
   EXPECT_EQ(0, manager_test_access.num_load_threads());
 
   const ServableId id1 = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id1)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id1)));
   basic_manager_->LoadServable(id1, load_done_fn);
 
   // Force the manager to finish before deleting the notifications.
@@ -868,7 +868,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
   };
 
   const ServableId id0 = {kServableName3, 0};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id0)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   Notification notify_for_setting;
   Notification continue_load;
   basic_manager_->LoadServable(id0, [&](const Status& status) {
@@ -888,7 +888,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
 
     executor.Schedule([&]() {
       const ServableId id1 = {kServableName3, 1};
-      TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id1)));
+      TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id1)));
       continue_load.Notify();
       basic_manager_->LoadServable(
           id1, [&](const Status& status) { data_race_fn(status); });
@@ -913,7 +913,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, FastLoad) {
     for (int i = 0; i < 20; ++i) {
       executor.Schedule([this, i]() {
         const ServableId id = {kServableName3, i};
-        TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+        TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
             id, [](const Status& status) { TF_ASSERT_OK(status); });
         // We don't wait for load to be done here because we want to test that
@@ -973,7 +973,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   // flushed if flush_filesystem_caches_ is true.
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id0 = {kServableName3, 0};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id0)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   basic_manager_->LoadServable(id0, [&](const Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_EQ(flush_filesystem_caches_,
@@ -984,7 +984,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   manager_test_access.SetNumLoadThreads(2);
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id1 = {kServableName3, 1};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id1)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id1)));
   basic_manager_->LoadServable(id1, [&](const Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_FALSE(FlushDetectingFileSystem::flushed.load());
@@ -994,7 +994,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   manager_test_access.SetNumLoadThreads(1);
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id2 = {kServableName3, 2};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id2)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id2)));
   basic_manager_->LoadServable(id2, [&](const Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_EQ(flush_filesystem_caches_,
@@ -1045,7 +1045,7 @@ TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
 
 TEST_P(BasicManagerTest, ConcurrentUnloadsOnlyOneSucceeds) {
   const ServableId id = {kServableName3, 0};
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServable(id)));
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
   // At this point, all loads may not have completed, so we wait for them.
@@ -1096,7 +1096,7 @@ TEST_P(BasicManagerTest, ConcurrentUnloadsOnlyOneSucceeds) {
 TEST_P(BasicManagerTest, RetryOnLoadErrorFinallySucceeds) {
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(
+  TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
   EXPECT_CALL(*loader, Load())
       .WillOnce(Return(errors::Internal("Load error.")))
@@ -1108,7 +1108,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallySucceeds) {
 TEST_P(BasicManagerTest, RetryOnLoadErrorFinallyFails) {
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(
+  TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
   EXPECT_CALL(*loader, Load())
       .WillRepeatedly(Return(errors::Internal("Load error.")));
@@ -1121,7 +1121,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallyFails) {
 TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(
+  TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   Notification load_called;
@@ -1149,7 +1149,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
 TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(
+  TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   Notification load_called;
@@ -1191,7 +1191,7 @@ TEST(NonParameterizedBasicManagerTest, PreLoadHook) {
 
   const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
-  TF_CHECK_OK(manager->ManageServable({id, std::unique_ptr<Loader>(loader)}));
+  TF_ASSERT_OK(manager->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   bool pre_load_hook_called = false;
   EXPECT_CALL(mock_pre_load_hook, Call(id)).WillOnce(InvokeWithoutArgs([&]() {
@@ -1286,7 +1286,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ConcurrentLoads) {
   for (int i = 0; i < kNumLoaders; ++i) {
     std::unique_ptr<Loader> loader(new BarrierLoader(&barrier));
     const ServableId id = {"barrier", i};
-    TF_CHECK_OK(basic_manager_->ManageServable(
+    TF_ASSERT_OK(basic_manager_->ManageServable(
         CreateServableData(id, std::move(loader))));
     basic_manager_->LoadServable(
         id, [](const Status& status) { TF_EXPECT_OK(status); });
@@ -1306,7 +1306,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
         return Status::OK();
       }));
   EXPECT_CALL(*hogging_loader, Load()).WillOnce(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(hogging_id, std::unique_ptr<Loader>(hogging_loader))));
   Notification hogging_loaded;
   basic_manager_->LoadServable(hogging_id,
@@ -1324,7 +1324,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
         *estimate = CreateResourceQuantity(1);
         return Status::OK();
       }));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       rejected_id, std::unique_ptr<Loader>(rejected_loader))));
   Notification rejection_received;
   Status rejected_status;
@@ -1359,7 +1359,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
       }));
   EXPECT_CALL(*failing_loader, Load())
       .WillOnce(Return(errors::Unknown("Load failure")));
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(failing_id, std::unique_ptr<Loader>(failing_loader))));
   Notification failing_failed;
   basic_manager_->LoadServable(failing_id,
@@ -1381,7 +1381,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
         return Status::OK();
       }));
   EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
       succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
@@ -1409,7 +1409,7 @@ TEST_F(ResourceConstrainedBasicManagerTest,
         }))
         .RetiresOnSaturation();
   }
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       overestimating_id, std::unique_ptr<Loader>(overestimating_loader))));
   Notification overestimating_loaded;
   basic_manager_->LoadServable(overestimating_id,
@@ -1431,7 +1431,7 @@ TEST_F(ResourceConstrainedBasicManagerTest,
         return Status::OK();
       }));
   EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
       succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
@@ -1447,7 +1447,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
       }));
   Notification load_done;
   EXPECT_CALL(*unloading_loader, Load()).WillOnce(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       unloading_id, std::unique_ptr<Loader>(unloading_loader))));
   basic_manager_->LoadServable(unloading_id,
                                [&load_done](const Status& status) {
@@ -1483,7 +1483,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
         return Status::OK();
       }));
   EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
       succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
@@ -1508,7 +1508,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
       }));
   // Load won't be called because resources are not enough to load it.
   EXPECT_CALL(*denied_loader, Load()).Times(0);
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(denied_id, std::unique_ptr<Loader>(denied_loader))));
 
   // A second loader that succeeds.
@@ -1520,7 +1520,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         *estimate = CreateResourceQuantity(10);
         return Status::OK();
       }));
-  TF_CHECK_OK(basic_manager_->ManageServable(CreateServableData(
+  TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
 
   Status denied_load_status;
@@ -1572,7 +1572,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, EventBusErrorOnEstimateResources) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")));
-  TF_CHECK_OK(basic_manager_->ManageServable(
+  TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager_->LoadServable(
       id, [](const Status& status) { EXPECT_FALSE(status.ok()); });
@@ -1611,7 +1611,7 @@ TEST(EstimateResourcesRetriedTest, Succeeds) {
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillOnce(Return(Status::OK()));
   EXPECT_CALL(*loader, Load()).WillRepeatedly(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager->ManageServable(
+  TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
       id, [](const Status& status) { EXPECT_TRUE(status.ok()); });
@@ -1647,7 +1647,7 @@ TEST(EstimateResourcesRetriedTest, Fails) {
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillRepeatedly(Return(Status::OK()));
-  TF_CHECK_OK(basic_manager->ManageServable(
+  TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
       id, [](const Status& status) { EXPECT_FALSE(status.ok()); });
diff --git a/tensorflow_serving/core/dynamic_source_router_test.cc b/tensorflow_serving/core/dynamic_source_router_test.cc
index d875de79a33..29a16755709 100644
--- a/tensorflow_serving/core/dynamic_source_router_test.cc
+++ b/tensorflow_serving/core/dynamic_source_router_test.cc
@@ -125,7 +125,7 @@ TEST(DynamicSourceRouterTest, Reconfigure) {
   router->SetAspiredVersions("bar",
                              {ServableData<StoragePath>({"bar", 7}, "data")});
 
-  TF_CHECK_OK(router->UpdateRoutes({{"bar", 0}}));
+  TF_ASSERT_OK(router->UpdateRoutes({{"bar", 0}}));
 
   // Now, the routes of "foo" and "bar" should be swapped.
   EXPECT_CALL(*targets[1], SetAspiredVersions(
diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
index 3b67e6ce05a..2f1e218a2c4 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
@@ -54,7 +54,7 @@ Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
         const string& key = entry.first;
         const string& value = entry.second;
         const string line = strings::StrCat(key, ",", value, "\n");
-        TF_CHECK_OK(file->Append(line));
+        TF_RETURN_IF_ERROR(file->Append(line));
       }
       break;
     }
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 05f564f6d66..4dc7df9a3cf 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -305,7 +305,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
   Status Create() {
     if (UseSavedModel()) {
       std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+      TF_RETURN_IF_ERROR(internal::ConvertSessionBundleToSavedModelBundle(
           *bundle_, saved_model.get()));
       return CreateClassifierFromSavedModelBundle(
           GetRunOptions(), std::move(saved_model), &classifier_);
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 98bf2a5eb5a..0d6ace4463e 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -256,7 +256,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   Status Create() {
     if (UseSavedModel()) {
       std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+      TF_RETURN_IF_ERROR(internal::ConvertSessionBundleToSavedModelBundle(
           *bundle_, saved_model.get()));
       return CreateRegressorFromSavedModelBundle(
           GetRunOptions(), std::move(saved_model), &regressor_);
@@ -301,7 +301,7 @@ TEST_P(RegressorTest, BasicExampleList) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
@@ -334,7 +334,7 @@ TEST_P(RegressorTest, BasicExampleListWithContext) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
@@ -378,7 +378,7 @@ TEST_P(RegressorTest, ValidNamedSignature) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
@@ -420,7 +420,7 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -451,7 +451,7 @@ TEST_P(RegressorTest, MalformedOutputs) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   // Test RunRegress
   std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-  TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+  TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
       *bundle_, saved_model.get()));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
@@ -471,7 +471,7 @@ TEST_P(RegressorTest, EmptyInput) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -493,7 +493,7 @@ TEST_P(RegressorTest, EmptyExampleList) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -518,7 +518,7 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -551,7 +551,7 @@ TEST_P(RegressorTest, RunsFails) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -587,7 +587,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
         .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                    ::testing::Return(Status::OK())));
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -625,7 +625,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
         .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                    ::testing::Return(Status::OK())));
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
@@ -663,7 +663,7 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   // Test RunRegress
   if (UseSavedModel()) {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_CHECK_OK(internal::ConvertSessionBundleToSavedModelBundle(
+    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
         *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =

From 3e1484af7d8d067d1e4a411db0812f2f3fb05683 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Fri, 6 Jul 2018 10:25:49 -0700
Subject: [PATCH 0129/8103] Remove error suppression (.IgnoreError()).

PiperOrigin-RevId: 203494652
---
 .../core/aspired_versions_manager.cc          | 15 ++++++--
 tensorflow_serving/core/basic_manager.cc      | 34 ++++++++++---------
 tensorflow_serving/core/basic_manager.h       |  2 +-
 tensorflow_serving/core/basic_manager_test.cc | 26 ++++++++------
 tensorflow_serving/core/static_manager.h      | 17 ++++------
 .../file_system_storage_path_source.cc        |  5 ++-
 6 files changed, 56 insertions(+), 43 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index f3293581876..6938fb0641b 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -382,9 +382,18 @@ void AspiredVersionsManager::FlushServables() {
            state_snapshot.state == LoaderHarness::State::kDisabled ||
            state_snapshot.state == LoaderHarness::State::kError) &&
           !state_snapshot.additional_state->is_aspired) {
-        VLOG(1) << "Removing " << state_snapshot.id << "from BasicManager";
-        // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-        basic_manager_->StopManagingServable(state_snapshot.id).IgnoreError();
+        const Status status =
+            basic_manager_->StopManagingServable(state_snapshot.id);
+        if (status.ok()) {
+          VLOG(1) << "Removed " << state_snapshot.id << "from BasicManager";
+        } else {
+          // This scenario is likely a bug, perhaps a race (either here in
+          // AspiredVersionsManager, or in BasicManager). We'll wind up retrying
+          // StopManagingServable() on the next FlushServables() call, so just
+          // log the error and move on for now.
+          LOG(ERROR) << "Error removing " << state_snapshot.id
+                     << "from BasicManager: " << status << " will retry later";
+        }
       }
     }
   }
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 13f0214593a..523f2b3c441 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -248,33 +248,37 @@ BasicManager::~BasicManager() {
   }
   unload_executor_.reset();
 
-  UnloadAllServables();
+  const Status unload_status = UnloadAllServables();
+  if (!unload_status.ok()) {
+    LOG(ERROR) << "Error unloading all servables in BasicManager destructor: "
+               << unload_status;
+  }
 }
 
-void BasicManager::UnloadAllServables() {
+Status BasicManager::UnloadAllServables() {
   LOG(INFO) << "Unload all remaining servables in the manager.";
+  Status status = Status::OK();
   {
     mutex_lock l(mu_);
     for (auto it = managed_map_.begin(); it != managed_map_.end(); ++it) {
       LoaderHarness* const harness = it->second.get();
       if (harness->state() == LoaderHarness::State::kReady) {
-        // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-        harness->UnloadRequested().IgnoreError();
-        harness->StartQuiescing().IgnoreError();
-        harness->DoneQuiescing().IgnoreError();
-        harness->Unload().IgnoreError();
+        status.Update(harness->UnloadRequested());
+        status.Update(harness->StartQuiescing());
+        status.Update(harness->DoneQuiescing());
+        status.Update(harness->Unload());
       }
       if (harness->state() == LoaderHarness::State::kQuiescing) {
-        // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-        harness->DoneQuiescing().IgnoreError();
-        harness->Unload().IgnoreError();
+        status.Update(harness->DoneQuiescing());
+        status.Update(harness->Unload());
       }
       if (harness->state() == LoaderHarness::State::kQuiesced) {
-        // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-        harness->Unload().IgnoreError();
+        status.Update(harness->Unload());
       }
     }
   }
+
+  return status;
 }
 
 std::vector<ServableId> BasicManager::ListAvailableServableIds() const {
@@ -688,10 +692,8 @@ Status BasicManager::ApproveUnload(LoaderHarness* harness) {
 Status BasicManager::ReserveResources(LoaderHarness* harness,
                                       mutex_lock* mu_lock) {
   while (true) {
-    // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-    resource_tracker_
-        ->RecomputeUsedResources(GetLoadersCurrentlyUsingResources())
-        .IgnoreError();
+    TF_RETURN_IF_ERROR(resource_tracker_->RecomputeUsedResources(
+        GetLoadersCurrentlyUsingResources()));
     bool resources_reserved;
     // We retry reserving resources because it may involve transiently failing
     // operations like file-reads.
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index eb9eee55c90..7919c14b522 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -375,7 +375,7 @@ class BasicManager : public Manager {
   Status ExecuteUnload(LoaderHarness* harness) LOCKS_EXCLUDED(mu_);
 
   // Unloads all the managed servables.
-  void UnloadAllServables() LOCKS_EXCLUDED(mu_);
+  Status UnloadAllServables() LOCKS_EXCLUDED(mu_);
 
   // Updates the serving map by copying servables from the managed map, which
   // are ready to be served.
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 3578fa832d9..23708c18f0b 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -474,18 +474,23 @@ TEST_P(BasicManagerTest, GetManagedServableStateSnapshotsWithAdditionalState) {
 
 TEST_P(BasicManagerTest, MultipleManageCallsUsesFirstServable) {
   const ServableId id = {kServableName, 1};
-  std::unique_ptr<Loader> first_loader(
+
+  // Servable 'id' is already managed, so further ManageServable() calls should
+  // fail (and not affect the status of the already-managed servable).
+  std::unique_ptr<Loader> first_ignored_loader(
       new FakeLoader(1, errors::Internal("An error.")));
+  EXPECT_FALSE(basic_manager_
+                   ->ManageServable(
+                       CreateServableData(id, std::move(first_ignored_loader)))
+                   .ok());
 
-  basic_manager_
-      ->ManageServable(CreateServableData(id, std::move(first_loader)))
-      .IgnoreError();
-  // Different servable returned.
-  std::unique_ptr<Loader> second_loader(
+  // Same thing, but this time using a loader for a different servable version.
+  std::unique_ptr<Loader> second_ignored_loader(
       new FakeLoader(2, errors::Internal("An error.")));
-  basic_manager_
-      ->ManageServable(CreateServableData(id, std::move(second_loader)))
-      .IgnoreError();
+  EXPECT_FALSE(basic_manager_
+                   ->ManageServable(
+                       CreateServableData(id, std::move(second_ignored_loader)))
+                   .ok());
 
   ServableHandle<int64> handle;
   TF_ASSERT_OK(basic_manager_->GetServableHandle(
@@ -539,7 +544,7 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
         WaitUntilServableManagerStateIsOneOf(
             servable_state_monitor_, id, {ServableState::ManagerState::kEnd});
         // TODO(b/35997855): Don't just ignore this status!
-        basic_manager_->StopManagingServable(id).IgnoreError();
+        TF_ASSERT_OK(basic_manager_->StopManagingServable(id));
         // The servable has been deleted in this thread if there is no
         // thread-pool for load/unload.
         if (thread_pool_sizes_.num_load_threads == 0) {
@@ -1015,6 +1020,7 @@ TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
                                      kNumThreads);
     for (int i = 0; i < 4; ++i) {
       load_executor.Schedule([this, id, i, &statuses, &status_mu]() {
+        // (Suppress a possible "this servable is already managed" error.)
         basic_manager_->ManageServable(CreateServable(id)).IgnoreError();
         basic_manager_->LoadServable(
             id, [i, &statuses, &status_mu](const Status& status) {
diff --git a/tensorflow_serving/core/static_manager.h b/tensorflow_serving/core/static_manager.h
index f0f21809f40..bdd2f05618c 100644
--- a/tensorflow_serving/core/static_manager.h
+++ b/tensorflow_serving/core/static_manager.h
@@ -66,16 +66,13 @@ Status StaticManagerBuilder::AddServable(const ServableId& id,
   TF_RETURN_IF_ERROR(health_);
   DCHECK(basic_manager_ != nullptr);
 
-  // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-  basic_manager_
-      ->ManageServable(CreateServableData(
-          id, std::unique_ptr<Loader>(new SimpleLoader<T>(
-                  [&servable](std::unique_ptr<T>* const returned_servable) {
-                    *returned_servable = std::move(servable);
-                    return Status::OK();
-                  },
-                  SimpleLoader<T>::EstimateNoResources()))))
-      .IgnoreError();
+  TF_RETURN_IF_ERROR(basic_manager_->ManageServable(CreateServableData(
+      id, std::unique_ptr<Loader>(new SimpleLoader<T>(
+              [&servable](std::unique_ptr<T>* const returned_servable) {
+                *returned_servable = std::move(servable);
+                return Status::OK();
+              },
+              SimpleLoader<T>::EstimateNoResources())))));
   Status load_status;
   Notification load_done;
   basic_manager_->LoadServable(id, [&](const Status& status) {
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 582503a3ec9..ea49918fcdd 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -336,9 +336,8 @@ Status FileSystemStoragePathSource::UpdateConfig(
   }
 
   if (aspired_versions_callback_) {
-    // TODO(b/35997855): Don't just ignore the ::tensorflow::Status object!
-    UnaspireServables(GetDeletedServables(config_, normalized_config))
-        .IgnoreError();
+    TF_RETURN_IF_ERROR(
+        UnaspireServables(GetDeletedServables(config_, normalized_config)));
   }
   config_ = normalized_config;
 

From bc4b5478ef78b3c06d5cf41ea83129ec1b29f3e8 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 6 Jul 2018 14:24:00 -0700
Subject: [PATCH 0130/8103] Set LD_LIBRARY_PATH environment for the whole
 container, as opposed to just the compile line. This allows binaries (e.g.
 ModelServer) to run on shell in subsequent commands.

Set --crosstool_top globally for all "cuda" compiles.

PiperOrigin-RevId: 203524449
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 9 ++++-----
 tools/bazel.rc                                       | 2 +-
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 70d0940fdb6..b2be38ad5ef 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -109,6 +109,9 @@ RUN mkdir -p ${NCCL_INSTALL_PATH} && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 ${NCCL_INSTALL_PATH}lib/libnccl.so.2 && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION ${NCCL_INSTALL_PATH}lib/libnccl.so.$TF_NCCL_VERSION
 
+RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1
+ENV LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH}
+
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
 RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
@@ -116,15 +119,11 @@ RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
-RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
-    LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
-    bazel build -c opt --color=yes --curses=yes --config=cuda \
+RUN bazel build -c opt --color=yes --curses=yes --config=cuda \
     --output_filter=DONT_MATCH_ANYTHING \
-    --crosstool_top=@local_config_cuda//crosstool:toolchain \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
-    rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     bazel clean --expunge --color=yes
 # Clean up Bazel cache when done.
 
diff --git a/tools/bazel.rc b/tools/bazel.rc
index 0facf32eb07..e95641094f7 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -1,4 +1,4 @@
-build:cuda --crosstool_top=@org_tensorflow//third_party/gpus/crosstool
+build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 
 build --action_env PYTHON_BIN_PATH="/usr/bin/python"

From 94bb0dc0e04fb2b459201761ef9a6d8b33e0c92b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Jul 2018 17:02:14 -0700
Subject: [PATCH 0131/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203542407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32eb1dc3a49..a54611ff908 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bf7e6f44484f98eecb8362c97b0de357a0c152b1fd702ada221d596e63f6b96",
-    git_commit = "b2fe2a874bade4782aaca5c44bf29e7ff6c39200",
+    sha256 = "c6f1fbd442c8454d7a77fb7bf5fa15fd64fc4594df329e329ee058e6e51c9ee7",
+    git_commit = "d64754c5c768f26b6a95b350cfd8c7ded2590dc9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b53af25f94448d3ec72c8530eaaba3c459166f30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Jul 2018 20:03:14 -0700
Subject: [PATCH 0132/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203554499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a54611ff908..8c45624e2d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6f1fbd442c8454d7a77fb7bf5fa15fd64fc4594df329e329ee058e6e51c9ee7",
-    git_commit = "d64754c5c768f26b6a95b350cfd8c7ded2590dc9",
+    sha256 = "09c2e22a1686a7dcd34a95fda541fc77a3e899ef6bc2e1401bfb3a15359115c2",
+    git_commit = "3a8b3f585b0562a9f4913373a12b0e92cddf1589",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c3d62164629b766e6eab74aa8d4123561403c37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Jul 2018 22:01:37 -0700
Subject: [PATCH 0133/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203633015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c45624e2d2..509ab3ca712 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09c2e22a1686a7dcd34a95fda541fc77a3e899ef6bc2e1401bfb3a15359115c2",
-    git_commit = "3a8b3f585b0562a9f4913373a12b0e92cddf1589",
+    sha256 = "c650743c6e12791511649fa4cd5683eead8821a38024884f8a14a8821ffc413e",
+    git_commit = "2d4a76a3df4cb9c4466de3b27adc0c0217d2e59f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d159094d98697a3a6b0f6d3cb06bc2ac3245c6d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Jul 2018 23:01:23 -0700
Subject: [PATCH 0134/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203635634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 509ab3ca712..8f7fdaa8f99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c650743c6e12791511649fa4cd5683eead8821a38024884f8a14a8821ffc413e",
-    git_commit = "2d4a76a3df4cb9c4466de3b27adc0c0217d2e59f",
+    sha256 = "44fc63ae05c002820d93a16b00d23856dd1eab567dadf603333c291e470fb5ce",
+    git_commit = "35287be3bb7daa0448af064f5d005a25201d6853",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ebb92d618e63cd40b819ad4738553227a7c01987 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Jul 2018 19:02:52 -0700
Subject: [PATCH 0135/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203696249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f7fdaa8f99..2436cbe3d21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44fc63ae05c002820d93a16b00d23856dd1eab567dadf603333c291e470fb5ce",
-    git_commit = "35287be3bb7daa0448af064f5d005a25201d6853",
+    sha256 = "81d7f2af76ad85a08c956878489bea594232cf3c341a1513d253f644009d2bcb",
+    git_commit = "216887dfab11e3f76b79abb1d4ff04ab5382f509",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb5f5af0ebd89ecbc9cadee1820e803372a82e99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Jul 2018 21:01:32 -0700
Subject: [PATCH 0136/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203703853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2436cbe3d21..462575505ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81d7f2af76ad85a08c956878489bea594232cf3c341a1513d253f644009d2bcb",
-    git_commit = "216887dfab11e3f76b79abb1d4ff04ab5382f509",
+    sha256 = "a6d4b2d2f10acd113cda007bbc82dd7a28a3b454e07d1e072b525a2ff91a7add",
+    git_commit = "c1ce428a4499ad38916dd512f56a364859c9edd3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f83092ffe81f304bea11f23403b1a8c581419be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Jul 2018 22:01:31 -0700
Subject: [PATCH 0137/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203707547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 462575505ea..be61cd620cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6d4b2d2f10acd113cda007bbc82dd7a28a3b454e07d1e072b525a2ff91a7add",
-    git_commit = "c1ce428a4499ad38916dd512f56a364859c9edd3",
+    sha256 = "aa32163a453cd244b525335085ebdd62fdada3c0e437ab337a9db9d23e6ef916",
+    git_commit = "ff83809afa9062e77809d2b65ffbaee3c0045241",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fad29032d13db070932db3aee2c3bc4d2c09040 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 00:01:54 -0700
Subject: [PATCH 0138/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203715312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be61cd620cf..ebe6fc0cc94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa32163a453cd244b525335085ebdd62fdada3c0e437ab337a9db9d23e6ef916",
-    git_commit = "ff83809afa9062e77809d2b65ffbaee3c0045241",
+    sha256 = "003a15a1d8e18236756efb7521b915b66641d0d9329fa48b4853c19bd7fa9aff",
+    git_commit = "caf711b6be448d46354e0cbef23989fa837efcf7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56cb3bfca7a3d9a5e7bd22e3d205619cb5233380 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 04:01:50 -0700
Subject: [PATCH 0139/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203740725
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebe6fc0cc94..eac4f222dd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "003a15a1d8e18236756efb7521b915b66641d0d9329fa48b4853c19bd7fa9aff",
-    git_commit = "caf711b6be448d46354e0cbef23989fa837efcf7",
+    sha256 = "904de830c89d36f11a269ce591366c5fe85879a1c1c5342b8f52513fa3bb0a10",
+    git_commit = "955e356e4c69d3fce4ac2bac5966671e964f9627",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 661497dc5cd73ce2f1589b44a21bf8f40dba4384 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 05:02:01 -0700
Subject: [PATCH 0140/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203747122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eac4f222dd3..a5b39cff02f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "904de830c89d36f11a269ce591366c5fe85879a1c1c5342b8f52513fa3bb0a10",
-    git_commit = "955e356e4c69d3fce4ac2bac5966671e964f9627",
+    sha256 = "f4a6dd6558e887533803ff4e69c141342eab3f63370e9a336f41fe0d6c12efad",
+    git_commit = "0063183a62f69c2523a3982c70d72e231428fb60",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bcea6bd3407d544d4780062510083bba1498acab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 06:01:40 -0700
Subject: [PATCH 0141/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203752715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5b39cff02f..e7c51d8e849 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4a6dd6558e887533803ff4e69c141342eab3f63370e9a336f41fe0d6c12efad",
-    git_commit = "0063183a62f69c2523a3982c70d72e231428fb60",
+    sha256 = "89205c94a7e406feacf3440b6842a3080934124afe82d1bca2491fbf5d148d43",
+    git_commit = "75a80aa3aa32fa12b74387b67f3d73aca532fc89",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f2f7efb7c21189cce82977ea6a653dec429bd35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 09:01:56 -0700
Subject: [PATCH 0142/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203773867
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7c51d8e849..c37178e4531 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89205c94a7e406feacf3440b6842a3080934124afe82d1bca2491fbf5d148d43",
-    git_commit = "75a80aa3aa32fa12b74387b67f3d73aca532fc89",
+    sha256 = "e6071ad1c7dd1540bc7e802e4b42bc4f194887f58cea3f5cfa94f40468e505f6",
+    git_commit = "501c2851492bf30ba72f65516eb892e46800122c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 85c64324e65f356d0d90e69406c7b8a40a56407f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 10:01:54 -0700
Subject: [PATCH 0143/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203783089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c37178e4531..469d598e721 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6071ad1c7dd1540bc7e802e4b42bc4f194887f58cea3f5cfa94f40468e505f6",
-    git_commit = "501c2851492bf30ba72f65516eb892e46800122c",
+    sha256 = "79235dd706307d70c58a84a04123cd161e1a830a7ef126e0e58a25e3889b2a93",
+    git_commit = "fdcb7ca61fc5b974c46998da87225357fff14354",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b23fe159925e06aff3de385bb40abf815772326 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 11:03:25 -0700
Subject: [PATCH 0144/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203794477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 469d598e721..4958c4554ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79235dd706307d70c58a84a04123cd161e1a830a7ef126e0e58a25e3889b2a93",
-    git_commit = "fdcb7ca61fc5b974c46998da87225357fff14354",
+    sha256 = "92e12a288157cd1469475ef3ac0142cb1769a2718a63aad532989eb8688602f0",
+    git_commit = "f83a382e87ca09e8f688515a9549c81d0f46554a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f439e0c3204c73d90f6c2a1f38cc3ad9deb1f01d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 12:04:39 -0700
Subject: [PATCH 0145/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203806171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4958c4554ba..a1d8b3b7218 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92e12a288157cd1469475ef3ac0142cb1769a2718a63aad532989eb8688602f0",
-    git_commit = "f83a382e87ca09e8f688515a9549c81d0f46554a",
+    sha256 = "894b9dbb7a1b2496c4e61ac64794013f2f8af5b252d1a864f4d465a4d6bc817c",
+    git_commit = "bcf7e315b4031b3c355af12ca2a4961bcd25c248",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ace5043685782e390c0187d0e028d5ecc24dd725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 13:01:03 -0700
Subject: [PATCH 0146/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203814947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1d8b3b7218..1b7caa29928 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "894b9dbb7a1b2496c4e61ac64794013f2f8af5b252d1a864f4d465a4d6bc817c",
-    git_commit = "bcf7e315b4031b3c355af12ca2a4961bcd25c248",
+    sha256 = "87fff40de58f95f6a00bd13c2897c275588c67e9d008e5a8e449c38cdb33cdca",
+    git_commit = "90e66f2aa1015496c8f8e9be573ef83f542a2ad0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9eabd254f150c7b7b5cc3ae40cbd2a99b2132536 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 14:01:28 -0700
Subject: [PATCH 0147/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203825019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b7caa29928..2f3bb7b9d3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87fff40de58f95f6a00bd13c2897c275588c67e9d008e5a8e449c38cdb33cdca",
-    git_commit = "90e66f2aa1015496c8f8e9be573ef83f542a2ad0",
+    sha256 = "ff8de8cc96e4a37f388a25b608d6cff377057ca2bb6326ffa97dd815f70bd7ed",
+    git_commit = "d7a62212b80905950a30823dd7946769a8a91035",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ac36792292b1f724d4725f63cc846564c8441a83 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 15:05:57 -0700
Subject: [PATCH 0148/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203836791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f3bb7b9d3c..c2432ab3226 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff8de8cc96e4a37f388a25b608d6cff377057ca2bb6326ffa97dd815f70bd7ed",
-    git_commit = "d7a62212b80905950a30823dd7946769a8a91035",
+    sha256 = "13ec50b8ed43ba47f55fa56dcadd681ef443ae06edd201e0d593c1d042fa4824",
+    git_commit = "5781fb40963754712fef09b4f6574f2f15841626",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 43ee32e20684087e64f1285c704f8d63b6523a19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 16:00:49 -0700
Subject: [PATCH 0149/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203847020
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2432ab3226..e98af858e04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13ec50b8ed43ba47f55fa56dcadd681ef443ae06edd201e0d593c1d042fa4824",
-    git_commit = "5781fb40963754712fef09b4f6574f2f15841626",
+    sha256 = "10d90cb0958d8e7a9927a2fabfba6d8a226459edfd4e2e483f918992e15cf910",
+    git_commit = "3656bb80c0e2a0066f7fb8aafb48f10f821da301",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ad08500cb2ccf978377088d2a90b19ce973f0096 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 17:01:46 -0700
Subject: [PATCH 0150/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203856573
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e98af858e04..0c3aaeaf54e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10d90cb0958d8e7a9927a2fabfba6d8a226459edfd4e2e483f918992e15cf910",
-    git_commit = "3656bb80c0e2a0066f7fb8aafb48f10f821da301",
+    sha256 = "b4dae52fbc82113ca35a195b127a79111e58e7d0cb99b98b2b4a7cefc0314730",
+    git_commit = "bc2674d09efbd87ae81ae41b81f1d152f37fac2a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6e6696291fbe29e32e9c5efd2c112f21b4162577 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 18:01:47 -0700
Subject: [PATCH 0151/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203864704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c3aaeaf54e..6350681d50f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4dae52fbc82113ca35a195b127a79111e58e7d0cb99b98b2b4a7cefc0314730",
-    git_commit = "bc2674d09efbd87ae81ae41b81f1d152f37fac2a",
+    sha256 = "1bcb2af581a702def8b28a1db2864e7198c7e7a97cdecf1f4ca216bebc55c723",
+    git_commit = "855d2a723c24ce69ee993144c16506dbef12ed69",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From da4d29bb4427e209e46131863de9ee127e70e858 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 19:01:38 -0700
Subject: [PATCH 0152/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203871063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6350681d50f..e394f1f3f9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1bcb2af581a702def8b28a1db2864e7198c7e7a97cdecf1f4ca216bebc55c723",
-    git_commit = "855d2a723c24ce69ee993144c16506dbef12ed69",
+    sha256 = "44d02ef2acfaa155a0a79f9f930fd85d2055db19a9dc37bf0b02735ab76cfe00",
+    git_commit = "c13703f297e639a38de852639e91aeb7fc5bbe60",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2870e901bca4fe15adf1b8cc17e62f4d8c89d5ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 20:01:54 -0700
Subject: [PATCH 0153/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203876182
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e394f1f3f9a..54704bd35d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44d02ef2acfaa155a0a79f9f930fd85d2055db19a9dc37bf0b02735ab76cfe00",
-    git_commit = "c13703f297e639a38de852639e91aeb7fc5bbe60",
+    sha256 = "315b06fb1dc63d30c617a1e6d0da563239b22aa2df0222c9dd900a30d289effa",
+    git_commit = "ec9afb15c41ac368c037ca3eb18fb567d229dda2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af5b9ec275e32194c2037695e581f6578bf34c0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 21:01:55 -0700
Subject: [PATCH 0154/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203881369
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54704bd35d3..1940f9f326f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "315b06fb1dc63d30c617a1e6d0da563239b22aa2df0222c9dd900a30d289effa",
-    git_commit = "ec9afb15c41ac368c037ca3eb18fb567d229dda2",
+    sha256 = "272ad518362d2fe56236edcaaa916b8a2886de7e0cc115b6cd8a268a7420e30b",
+    git_commit = "f107486df76159924f59b8d6f3f87246e84f4cd3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 22da5028aae860c8e915a05973a5ca11decb7981 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Jul 2018 23:01:43 -0700
Subject: [PATCH 0155/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203891313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1940f9f326f..1fd0455a8c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "272ad518362d2fe56236edcaaa916b8a2886de7e0cc115b6cd8a268a7420e30b",
-    git_commit = "f107486df76159924f59b8d6f3f87246e84f4cd3",
+    sha256 = "98239f8bfaff07a87c63290e1107c54407129d2429923c2653f45e78a055e6b0",
+    git_commit = "c59bb780ebd1674ab34dd96d193c71698682ed4d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6c63b3e0ef35a105257e4e66a972d0429c4da067 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 04:01:00 -0700
Subject: [PATCH 0156/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203922271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fd0455a8c7..9251fc0ef43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98239f8bfaff07a87c63290e1107c54407129d2429923c2653f45e78a055e6b0",
-    git_commit = "c59bb780ebd1674ab34dd96d193c71698682ed4d",
+    sha256 = "3bb0a6f12bd5719682eb630f9a9ceeb329ea8985de9cae58a10995aef6bd7a56",
+    git_commit = "47dea684efa41981e10299c2737317c504ce41af",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39434d5c9c121ac308651b160fafabd72c72afa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 07:00:40 -0700
Subject: [PATCH 0157/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203939930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9251fc0ef43..b1a4fb2ea3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bb0a6f12bd5719682eb630f9a9ceeb329ea8985de9cae58a10995aef6bd7a56",
-    git_commit = "47dea684efa41981e10299c2737317c504ce41af",
+    sha256 = "c60cf2b9bec7af17279e8bf068a15d31f47f091f5979078d64ce64438d9e8740",
+    git_commit = "8955c28d591983d47fb08ff9049efdf4830b9aed",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08aaa6ec6b7ac1fc95d7a540fa4c66efb24c3e4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 08:01:06 -0700
Subject: [PATCH 0158/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203947075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1a4fb2ea3d..81df5dd8678 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c60cf2b9bec7af17279e8bf068a15d31f47f091f5979078d64ce64438d9e8740",
-    git_commit = "8955c28d591983d47fb08ff9049efdf4830b9aed",
+    sha256 = "ea671774cf1d4fe6e3fc7c8127c184ba1899e33f4eee0fb5b4e0dacf3b3edaac",
+    git_commit = "70592a563e7d9bf116c21f87e2a535141e25a362",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 03a23384fd38b9bc2c735626e2034ace9c86696e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 09:01:16 -0700
Subject: [PATCH 0159/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203955312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81df5dd8678..6a59a833d31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea671774cf1d4fe6e3fc7c8127c184ba1899e33f4eee0fb5b4e0dacf3b3edaac",
-    git_commit = "70592a563e7d9bf116c21f87e2a535141e25a362",
+    sha256 = "e489868395c288410ec279430bb6048b21c4324254626347da0302d225ebbb19",
+    git_commit = "4125012a146fafbe029b7e06c586a3865e0edb71",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 356988d05f5466f3b9b2ebd679e7fd41f0561a11 Mon Sep 17 00:00:00 2001
From: Yuchao Dai <3407450+icyblade@users.noreply.github.com>
Date: Wed, 11 Jul 2018 00:55:16 +0800
Subject: [PATCH 0160/8103] minor doc fix

minor doc fix
---
 tensorflow_serving/g3doc/docker.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index af62fc15de6..46a8b7bfdb2 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -34,8 +34,8 @@ images you can pull.
 
 Once you have pulled the serving image, you can try serving an example model.
 
-We will use a toy model called `Half Plus Three`, which will predict values `0.5
-* x + 3` for the values we provide for prediction.
+We will use a toy model called `Half Plus Three`, which will predict values `0.5 * x + 3`
+for the values we provide for prediction.
 
 To get this model, first clone the TensorFlow Serving repo.
 

From 432f5e87f834d77370851fac20b0d2e4a3119bde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 10:02:58 -0700
Subject: [PATCH 0161/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203965628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a59a833d31..dfe0b04266f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e489868395c288410ec279430bb6048b21c4324254626347da0302d225ebbb19",
-    git_commit = "4125012a146fafbe029b7e06c586a3865e0edb71",
+    sha256 = "950cbb6a1863fb96e35eb14550e2dd30dfc32b6ff1b8638324b9dc2dacc32660",
+    git_commit = "8a6ef2cb4f98bacc1f821f60c21914b4bd5faaef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c7154ce442e61714789b281d42a79c25401a0902 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 11:01:04 -0700
Subject: [PATCH 0162/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203976743
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfe0b04266f..ddd38331d8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "950cbb6a1863fb96e35eb14550e2dd30dfc32b6ff1b8638324b9dc2dacc32660",
-    git_commit = "8a6ef2cb4f98bacc1f821f60c21914b4bd5faaef",
+    sha256 = "a17675d1c8116b03ce9800fd2fc52e0b688471741be03ce87580e9979ebcf18c",
+    git_commit = "7aeb0807b6293067534655709977861b2fec529b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96c196f2068b38ef55a149b8d0f6fdf0b1ecd56d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 12:01:18 -0700
Subject: [PATCH 0163/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203987502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ddd38331d8f..9f408f53642 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a17675d1c8116b03ce9800fd2fc52e0b688471741be03ce87580e9979ebcf18c",
-    git_commit = "7aeb0807b6293067534655709977861b2fec529b",
+    sha256 = "46fda28520c0391410c69a11fc4c71e6f36b72df0a14984540ae66e8f05df838",
+    git_commit = "42e8b4ff55956845932fa6589d561caada860d58",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 09ae30b2971880b8f1790a12dda86ff4e8d391be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 13:01:20 -0700
Subject: [PATCH 0164/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 203996773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f408f53642..2164ee7dbe6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46fda28520c0391410c69a11fc4c71e6f36b72df0a14984540ae66e8f05df838",
-    git_commit = "42e8b4ff55956845932fa6589d561caada860d58",
+    sha256 = "fababf1717b56901d8ca8a41064873b8ea1764c2ce98ea290edd3686ebea1c4c",
+    git_commit = "5278b8509e2cd1b2847315db46fc0f958824cfce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 36970cd30c439052dc95369c0842a2f9508a0380 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 14:03:30 -0700
Subject: [PATCH 0165/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204008220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2164ee7dbe6..6f468a75703 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fababf1717b56901d8ca8a41064873b8ea1764c2ce98ea290edd3686ebea1c4c",
-    git_commit = "5278b8509e2cd1b2847315db46fc0f958824cfce",
+    sha256 = "dbcbe0c093a516fa2cdba08368ea17655a52f7a945c63a1c7546d8e021e2e081",
+    git_commit = "ccbbd4484a29fb3ee7d0d67abcebafdb48c9059b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eb4d2d07f89da3583697c99cad6521f572f3cc6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 15:01:19 -0700
Subject: [PATCH 0166/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204018786
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f468a75703..71a9f45a735 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbcbe0c093a516fa2cdba08368ea17655a52f7a945c63a1c7546d8e021e2e081",
-    git_commit = "ccbbd4484a29fb3ee7d0d67abcebafdb48c9059b",
+    sha256 = "dc23058a575fe5c0f35adb4f62d4e8fbdb6eefd8cee31c6b2de1e577e37da278",
+    git_commit = "e7fb6f5f0e1745f6140e0add84e931e4786e8269",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af20bb3b23998aef4042abe8753767bc9a7a39c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 16:01:02 -0700
Subject: [PATCH 0167/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204029089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71a9f45a735..b5daf60b077 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc23058a575fe5c0f35adb4f62d4e8fbdb6eefd8cee31c6b2de1e577e37da278",
-    git_commit = "e7fb6f5f0e1745f6140e0add84e931e4786e8269",
+    sha256 = "7e7c3f719868f444039a9401d770a748e9e328d50ceec62965d8511f18dc96af",
+    git_commit = "91377140e5b3e0c632f073139b98466bb0e83e22",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3073dc8ee06f58b4a7d2525df176f19eade97f0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 17:02:07 -0700
Subject: [PATCH 0168/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204038433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5daf60b077..d09bb214e6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e7c3f719868f444039a9401d770a748e9e328d50ceec62965d8511f18dc96af",
-    git_commit = "91377140e5b3e0c632f073139b98466bb0e83e22",
+    sha256 = "aceccc35cd21fb61695ee283e51aedd9231465fa697f49971876164fe9debd6f",
+    git_commit = "92dcc2e87d3c7895c6a42491b70d003cc52d1cec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5e5fcd8793f569773a9be4e7c25cebc87c43af8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 18:02:45 -0700
Subject: [PATCH 0169/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204046441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d09bb214e6f..7ae24f8dcfb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aceccc35cd21fb61695ee283e51aedd9231465fa697f49971876164fe9debd6f",
-    git_commit = "92dcc2e87d3c7895c6a42491b70d003cc52d1cec",
+    sha256 = "30500afb9d946f492f6b04a94de2efefbf8351fcf3fed1c0e635caca999422f9",
+    git_commit = "b96954c367b24ad9c0614b1b7d0d9c36582e88d8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84578da8b3c574fa3a6b024173c337cfa6be1e7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 21:02:34 -0700
Subject: [PATCH 0170/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204062486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ae24f8dcfb..7402e7eb631 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30500afb9d946f492f6b04a94de2efefbf8351fcf3fed1c0e635caca999422f9",
-    git_commit = "b96954c367b24ad9c0614b1b7d0d9c36582e88d8",
+    sha256 = "b4b28c090f3f867760c0303454d6d4a76d761e0607ab7169816105a9bcf38e74",
+    git_commit = "b9827002dc5ab01b183773c4dc5551e04058357a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1ef759b0b56d763833b7c884408a14779e1842a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 22:01:38 -0700
Subject: [PATCH 0171/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204067185
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7402e7eb631..b9a0ea624a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4b28c090f3f867760c0303454d6d4a76d761e0607ab7169816105a9bcf38e74",
-    git_commit = "b9827002dc5ab01b183773c4dc5551e04058357a",
+    sha256 = "6c3656b5683bc970de3a48278fd1536e436d58226cd3029bbf3400bab5ad94ea",
+    git_commit = "b58937d54c5b01b4f986328ead1b088a1f1ded05",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6d9202799709e0f7ca57ecaa3818d101c5af1f79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jul 2018 23:02:54 -0700
Subject: [PATCH 0172/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204071855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9a0ea624a1..7725e06de04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c3656b5683bc970de3a48278fd1536e436d58226cd3029bbf3400bab5ad94ea",
-    git_commit = "b58937d54c5b01b4f986328ead1b088a1f1ded05",
+    sha256 = "1cf8f54b97909a9808e4b5c6be8d1c12b4a08e58f608594096ca34f9187a1c55",
+    git_commit = "f351e5ef6b36e96e633be2ebd9e1286b500fbce4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59f424902ade20fe971d8b7fa14c3411296bb051 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 00:02:12 -0700
Subject: [PATCH 0173/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204076325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7725e06de04..7770049ca3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf8f54b97909a9808e4b5c6be8d1c12b4a08e58f608594096ca34f9187a1c55",
-    git_commit = "f351e5ef6b36e96e633be2ebd9e1286b500fbce4",
+    sha256 = "ed5f60f40d3247a3444b7d7909f6c9efec998d87cf0723c0d3e8204c1677845c",
+    git_commit = "edc511fd696053f2c34f49003fe2eeb05fb7d7de",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3be8bae77f39ee1eedaae37803259a5778746664 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 03:03:34 -0700
Subject: [PATCH 0174/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204096196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7770049ca3d..5b66c4c5e2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed5f60f40d3247a3444b7d7909f6c9efec998d87cf0723c0d3e8204c1677845c",
-    git_commit = "edc511fd696053f2c34f49003fe2eeb05fb7d7de",
+    sha256 = "bf985b20e7e9ed7213d8e3654de9efea7c29e29c90459aae6d1ccb36ca8de845",
+    git_commit = "95cfd8b3d9697775804889fe994cc934b7273b51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From da75aa5d10c176171c74f0ef1f3db0b9799343fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 05:03:08 -0700
Subject: [PATCH 0175/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204106123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b66c4c5e2c..83499f5f569 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf985b20e7e9ed7213d8e3654de9efea7c29e29c90459aae6d1ccb36ca8de845",
-    git_commit = "95cfd8b3d9697775804889fe994cc934b7273b51",
+    sha256 = "076ea9a61204e6773c9942b5527cc192821fd00a60fc54a7d300901deb5c8145",
+    git_commit = "b50e7b980c983beab90e62f6013aa3dc2f50ac7f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee2bc6b7c3a5e92d6f9341069386ff5251a61b9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 06:01:53 -0700
Subject: [PATCH 0176/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204111617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83499f5f569..d1b88163737 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "076ea9a61204e6773c9942b5527cc192821fd00a60fc54a7d300901deb5c8145",
-    git_commit = "b50e7b980c983beab90e62f6013aa3dc2f50ac7f",
+    sha256 = "d75568078034f1e60cce8cae0a09066084e68bf330dbcdffcc27884c7b409fde",
+    git_commit = "ab39198aceb641d7be631ba85091a4139edf203f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 986045459044b8b26d5600bdcf64164e6275b93a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 07:01:07 -0700
Subject: [PATCH 0177/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204117954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1b88163737..f7fa6f75f27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d75568078034f1e60cce8cae0a09066084e68bf330dbcdffcc27884c7b409fde",
-    git_commit = "ab39198aceb641d7be631ba85091a4139edf203f",
+    sha256 = "62657c65ef341a9549cf28a5f156087ab630216b81387e12c96c8381245d40e3",
+    git_commit = "91b5fcd19611789313c8f29c05ee8661ae2bfcb4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e7045164a627efa187829c4a0defabd7fc8781cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 08:02:17 -0700
Subject: [PATCH 0178/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204124961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7fa6f75f27..9e07669a4d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62657c65ef341a9549cf28a5f156087ab630216b81387e12c96c8381245d40e3",
-    git_commit = "91b5fcd19611789313c8f29c05ee8661ae2bfcb4",
+    sha256 = "2d73ee1d4bd4b66a5a58c1fbac972d1a6996c5c25abc04010c4eb0f5230dc781",
+    git_commit = "104adcbeb228e78c79785536a7ecd5fcd32fdf91",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f74b6697ab10339dfc30945193c118fe2f94c960 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 10:01:18 -0700
Subject: [PATCH 0179/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204142178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e07669a4d3..f80056536fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d73ee1d4bd4b66a5a58c1fbac972d1a6996c5c25abc04010c4eb0f5230dc781",
-    git_commit = "104adcbeb228e78c79785536a7ecd5fcd32fdf91",
+    sha256 = "85c56efe238c74953d54cad794fa7872540315fecd59e574c2cf878e171df38b",
+    git_commit = "2b884c20b59820c3e51d658021d8eef605652cc3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 36c9bdae0b28d3a2d164718d47ab0d4d74ef7faa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 11:01:35 -0700
Subject: [PATCH 0180/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204153043
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f80056536fc..c48c82ac1f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85c56efe238c74953d54cad794fa7872540315fecd59e574c2cf878e171df38b",
-    git_commit = "2b884c20b59820c3e51d658021d8eef605652cc3",
+    sha256 = "7c792bde65faa6a307a2b72e67c4bf8d004f3f60ad4e9cce11b51612be46e920",
+    git_commit = "5c33f184ada71279d22304fa6a480fe5600c097a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b861cad2c05a4e19da80ac43180ffc91f2f817c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 12:02:14 -0700
Subject: [PATCH 0181/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204164144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c48c82ac1f6..1d9a460d0a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c792bde65faa6a307a2b72e67c4bf8d004f3f60ad4e9cce11b51612be46e920",
-    git_commit = "5c33f184ada71279d22304fa6a480fe5600c097a",
+    sha256 = "38bbeb052c051ccb62225eb673af63b3773d0b58e9d983b909ce93cf18f38dc7",
+    git_commit = "135e419e780423a888ddd45e479129493336c52b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54ac56c6fa87a84c79cc40052b0d0f14e25d79b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 13:02:03 -0700
Subject: [PATCH 0182/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204173375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d9a460d0a7..6cc08342009 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38bbeb052c051ccb62225eb673af63b3773d0b58e9d983b909ce93cf18f38dc7",
-    git_commit = "135e419e780423a888ddd45e479129493336c52b",
+    sha256 = "a1176f93f21758d9846a729ebf60631440a68467fc94db70cfa33656c489f1ad",
+    git_commit = "2e9e45201adcd65634ee88f58309002c4fdd95e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10a24601e66d98f49e70375ba735043cec5fbc26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 14:01:50 -0700
Subject: [PATCH 0183/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204184289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cc08342009..cad724bc46a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1176f93f21758d9846a729ebf60631440a68467fc94db70cfa33656c489f1ad",
-    git_commit = "2e9e45201adcd65634ee88f58309002c4fdd95e6",
+    sha256 = "c30e1bb4bf3a005954a54f9cc7ee58cbd8b735c70250a2b8f5f71ed00a25bbe7",
+    git_commit = "ae1056ea22c8462668e168741fae1b456c9155d9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 14afbf891011fffac04923a65b01d8eecb0bfc71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 15:02:05 -0700
Subject: [PATCH 0184/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204195915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cad724bc46a..a51bffa4b38 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c30e1bb4bf3a005954a54f9cc7ee58cbd8b735c70250a2b8f5f71ed00a25bbe7",
-    git_commit = "ae1056ea22c8462668e168741fae1b456c9155d9",
+    sha256 = "c19b5a53a72ca07cf28410ce1329ca4b51bfa86f2c13c1ce0697cb183ba0be72",
+    git_commit = "1b896792223fb50affa59a96ecea490dd722211a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aeaf42c753c36154325576ec51796e587a0ebcde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 16:05:21 -0700
Subject: [PATCH 0185/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204206822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a51bffa4b38..123a6e7d996 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c19b5a53a72ca07cf28410ce1329ca4b51bfa86f2c13c1ce0697cb183ba0be72",
-    git_commit = "1b896792223fb50affa59a96ecea490dd722211a",
+    sha256 = "7a9ed35a1d29e2a4a8276c4bc14307d0330bb280ef88ca2a3cdaebebde6542e4",
+    git_commit = "f2fa55c8d2f94bd186fc6c47b8ce00fb87c22aaf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 70626070e49ae18620f0dd9a922fc7e9f1d0ee40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 17:02:25 -0700
Subject: [PATCH 0186/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204216027
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 123a6e7d996..81d4dbeeb53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a9ed35a1d29e2a4a8276c4bc14307d0330bb280ef88ca2a3cdaebebde6542e4",
-    git_commit = "f2fa55c8d2f94bd186fc6c47b8ce00fb87c22aaf",
+    sha256 = "dff54839ed3291e63a2282762c843e278717ef102985e1d6b09756fa3779214a",
+    git_commit = "72e0e3d383321d160c5ae7bffcf66bed726d8a62",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75c6d91c748db3f7244431994b6c26cdcceb6efc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 18:02:14 -0700
Subject: [PATCH 0187/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204223760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81d4dbeeb53..9edaa2963f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dff54839ed3291e63a2282762c843e278717ef102985e1d6b09756fa3779214a",
-    git_commit = "72e0e3d383321d160c5ae7bffcf66bed726d8a62",
+    sha256 = "bec660a52ca8018bae003cd78c5402c4e5879f84192a24a7cebc0867a7c22afd",
+    git_commit = "4d04403a3d84959a354aeda4338511aaad714cda",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3cd934519470c8f25d6303bca5cdb0b70060b0c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 19:01:45 -0700
Subject: [PATCH 0188/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204229359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9edaa2963f3..5b870748cfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bec660a52ca8018bae003cd78c5402c4e5879f84192a24a7cebc0867a7c22afd",
-    git_commit = "4d04403a3d84959a354aeda4338511aaad714cda",
+    sha256 = "6eb51f9f4ab2acafa0a22eda0b6d87e855773ac6fc05ef756bf0aec8037f3466",
+    git_commit = "5574d6041a5a5d91c4be3449d7a456a146da4c0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3c94f2746d5bffc20aaf339a1e2b409ce7412689 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 20:02:01 -0700
Subject: [PATCH 0189/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204233896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b870748cfa..f0ca58c0e1f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6eb51f9f4ab2acafa0a22eda0b6d87e855773ac6fc05ef756bf0aec8037f3466",
-    git_commit = "5574d6041a5a5d91c4be3449d7a456a146da4c0e",
+    sha256 = "7500977546a89e92430b3559f895f19f22b0a683ddd54fcc51045529fbb6b2eb",
+    git_commit = "4ddcd6999a68335daf225fbd170d70f3d733b74f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 861e35776b18d9f6b8c95b43cea1c77050e6f7f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 21:02:35 -0700
Subject: [PATCH 0190/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204238905
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0ca58c0e1f..62738546092 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7500977546a89e92430b3559f895f19f22b0a683ddd54fcc51045529fbb6b2eb",
-    git_commit = "4ddcd6999a68335daf225fbd170d70f3d733b74f",
+    sha256 = "b121ece1ba51b408bee9dc47aec6a262a45ef38e6caedd3fa0ada602e2de82af",
+    git_commit = "26cd1d1d0630489709e300b72a67d08d50faaf6c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c4cc3f95a58149941d4c5cc8dfcd21305790365 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Jul 2018 22:01:31 -0700
Subject: [PATCH 0191/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204243084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62738546092..f1863ef9487 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b121ece1ba51b408bee9dc47aec6a262a45ef38e6caedd3fa0ada602e2de82af",
-    git_commit = "26cd1d1d0630489709e300b72a67d08d50faaf6c",
+    sha256 = "1f64bf3d8c50b2dbea010d1ff9d05a0705b31fdd026e230f85eda3ccdd0f6c11",
+    git_commit = "80fb8679ab14ba3d180e8eb22da11509a15b9219",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 67ec84ae4327e2d1f1513a9128833c3f18d55cfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 03:02:44 -0700
Subject: [PATCH 0192/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204269545
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1863ef9487..6cca8c1ecce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f64bf3d8c50b2dbea010d1ff9d05a0705b31fdd026e230f85eda3ccdd0f6c11",
-    git_commit = "80fb8679ab14ba3d180e8eb22da11509a15b9219",
+    sha256 = "80d6fe8a2d6173de2637b10ce1301d082c01c8d6c0c4b723402146d03373269a",
+    git_commit = "2b57d8d521fff37529d375e702fb2cd9ac2b36eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 187b9783f40d3a9b9fac586eb4cfb1393038cfce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 05:02:30 -0700
Subject: [PATCH 0193/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204281581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cca8c1ecce..b4ff8231d1f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80d6fe8a2d6173de2637b10ce1301d082c01c8d6c0c4b723402146d03373269a",
-    git_commit = "2b57d8d521fff37529d375e702fb2cd9ac2b36eb",
+    sha256 = "6b4aae6de5a5a560f8228b9eef243ef3419c858ed2e3a620c505cfe917099c36",
+    git_commit = "eccc1d4c102b1b3b03b98dbc362f799cb540a1da",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 722ff2a3e6f9bd42e638d9db80c519646ec78b93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 07:02:55 -0700
Subject: [PATCH 0194/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204293444
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4ff8231d1f..70ce99b4eb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b4aae6de5a5a560f8228b9eef243ef3419c858ed2e3a620c505cfe917099c36",
-    git_commit = "eccc1d4c102b1b3b03b98dbc362f799cb540a1da",
+    sha256 = "0dd328c63c7f7b27f44854333cdfa46c6827f020aac876523ec35cf5b40578d3",
+    git_commit = "b8ff1c197ddb8642ff50b876cfecdb6741777fab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b57165aa5d33691b8a3d4a1d8c345fc3ac31fe2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 08:02:26 -0700
Subject: [PATCH 0195/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204300375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70ce99b4eb8..71ddb52cd48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dd328c63c7f7b27f44854333cdfa46c6827f020aac876523ec35cf5b40578d3",
-    git_commit = "b8ff1c197ddb8642ff50b876cfecdb6741777fab",
+    sha256 = "b792b0e40232f9e0d22bb9f5eeeb648fb7ce841d479f78e24cf5ede9281893d0",
+    git_commit = "4665633c5f3fcd98de8c4cab909c8ac64c28ed0f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4a60617b04c362ad9aec2ed34b86711325458994 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 10:01:15 -0700
Subject: [PATCH 0196/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204316968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71ddb52cd48..2bcd050b73f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b792b0e40232f9e0d22bb9f5eeeb648fb7ce841d479f78e24cf5ede9281893d0",
-    git_commit = "4665633c5f3fcd98de8c4cab909c8ac64c28ed0f",
+    sha256 = "3e2fdd8742e05546f7ce8e14c66ea1e0a537ec3a55e1b1385ca8195114d4ce4c",
+    git_commit = "34a1b6780b55764802cd490e50481d4d2ed8355c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4b0de9fec871e83e481dc431247da34071d201f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 11:02:29 -0700
Subject: [PATCH 0197/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204328314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bcd050b73f..0ac09b8b5ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e2fdd8742e05546f7ce8e14c66ea1e0a537ec3a55e1b1385ca8195114d4ce4c",
-    git_commit = "34a1b6780b55764802cd490e50481d4d2ed8355c",
+    sha256 = "f7e989a58ef848249618d6e0c51b8a59e10724c9458e8b1d0bf0911410d67abf",
+    git_commit = "61fbae09afbdc225e2a603ee9045f6f298e802c3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39c0112030a26ae7149bca87a0ff8fa20daa8897 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 12:02:29 -0700
Subject: [PATCH 0198/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204339172
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ac09b8b5ac..b2cf6ce66ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7e989a58ef848249618d6e0c51b8a59e10724c9458e8b1d0bf0911410d67abf",
-    git_commit = "61fbae09afbdc225e2a603ee9045f6f298e802c3",
+    sha256 = "bf0935f85736e928b796aa74d47c50d7894fa978a32c4a28b9f5b42551499d7b",
+    git_commit = "f8ce8dc04f569b3bbd1ac7cc9e358a651530990d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a617fc640d5662f2dfe22f88e35dbb888e9519c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 13:00:46 -0700
Subject: [PATCH 0199/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204348773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2cf6ce66ad..d5dc3ac858b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf0935f85736e928b796aa74d47c50d7894fa978a32c4a28b9f5b42551499d7b",
-    git_commit = "f8ce8dc04f569b3bbd1ac7cc9e358a651530990d",
+    sha256 = "5f380de3c79e8e0dbee32331a8e1e8e637bf8fda8594e881429593f8d0ecc088",
+    git_commit = "c35bd2e9d3d9311bc7fb0f2463869faf1a8a7b50",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d22b30322555c1baa6f43791cd974521bb5b27d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 14:01:29 -0700
Subject: [PATCH 0200/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204359438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5dc3ac858b..545f308b40b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f380de3c79e8e0dbee32331a8e1e8e637bf8fda8594e881429593f8d0ecc088",
-    git_commit = "c35bd2e9d3d9311bc7fb0f2463869faf1a8a7b50",
+    sha256 = "b1cb3334cd18fb9baa6c9328cc31dc7dd8da09b77184ac3df021a2de6fc63300",
+    git_commit = "39d5c4770a397e98ba30102924bae0de2f0c8b5a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75caa5518a3b6704a02637bc47c534bc2d0c88e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 15:02:09 -0700
Subject: [PATCH 0201/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204370977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 545f308b40b..e2f0f208351 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1cb3334cd18fb9baa6c9328cc31dc7dd8da09b77184ac3df021a2de6fc63300",
-    git_commit = "39d5c4770a397e98ba30102924bae0de2f0c8b5a",
+    sha256 = "c7c475096ca9cdf5de1339967407fa514bcb2055d43e09de4e55195725d2c8c8",
+    git_commit = "c61c7f1ea6a5e6aa0af19eb21d03b351031d944c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 539533de20cee8b9efe0d9cb86a8aa369fa51985 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 16:02:20 -0700
Subject: [PATCH 0202/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204381481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2f0f208351..15fc3e1d140 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7c475096ca9cdf5de1339967407fa514bcb2055d43e09de4e55195725d2c8c8",
-    git_commit = "c61c7f1ea6a5e6aa0af19eb21d03b351031d944c",
+    sha256 = "19a17383f7a5389f9ace36e98ea302070a43b1de396dbb2568238cf015520561",
+    git_commit = "4297b9d492327072c0d64b7243925eba192fe028",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aa4d0c81777f7e66566512065771ef3985203eba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 17:00:49 -0700
Subject: [PATCH 0203/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204390824
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15fc3e1d140..83653cf57cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19a17383f7a5389f9ace36e98ea302070a43b1de396dbb2568238cf015520561",
-    git_commit = "4297b9d492327072c0d64b7243925eba192fe028",
+    sha256 = "4f1df96142e1acad22cca9a3b73a213d5cc4af742eedeff4889e56f97fda156c",
+    git_commit = "fde3f09e3080a28b9a06ee219474957ba149a20d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7662f03977f41d0d19065febf9d3bd40b64848e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 18:02:46 -0700
Subject: [PATCH 0204/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204399262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83653cf57cb..c3d15d3f325 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f1df96142e1acad22cca9a3b73a213d5cc4af742eedeff4889e56f97fda156c",
-    git_commit = "fde3f09e3080a28b9a06ee219474957ba149a20d",
+    sha256 = "b4d0859e4dc090f03bcf0646bd32010ccb64bffd47da0d6b3faf8db80f2890ea",
+    git_commit = "aace1be4dae9ec2a1d49f26783ae9cedcd9edc27",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e6e224cdc823f9ce306b11eff46f0d0fd60f0e69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 19:01:48 -0700
Subject: [PATCH 0205/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204405524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3d15d3f325..f6f3a2e5aa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4d0859e4dc090f03bcf0646bd32010ccb64bffd47da0d6b3faf8db80f2890ea",
-    git_commit = "aace1be4dae9ec2a1d49f26783ae9cedcd9edc27",
+    sha256 = "246a5c49fd730154479785f60b3ddf45aa74669fb6b0764dc14998b0eb14e209",
+    git_commit = "6468c599d4b3b5c6fa94d171c1ba6b4254286c23",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 524f1bf87d39be3b0ba212b30aa82f899a09adb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 20:01:54 -0700
Subject: [PATCH 0206/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204410272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6f3a2e5aa1..6565a3e4750 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "246a5c49fd730154479785f60b3ddf45aa74669fb6b0764dc14998b0eb14e209",
-    git_commit = "6468c599d4b3b5c6fa94d171c1ba6b4254286c23",
+    sha256 = "4c08fb4079b95b4606c1886b3d54df39c24fff4f46eccef67ab2959c1c05d0ea",
+    git_commit = "445d26cf708b8e430549997573633a4dd1dc18fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee9a712aa8d40acb767695349b9ba095292b3d0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 21:02:23 -0700
Subject: [PATCH 0207/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204415630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6565a3e4750..668dc737ec0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c08fb4079b95b4606c1886b3d54df39c24fff4f46eccef67ab2959c1c05d0ea",
-    git_commit = "445d26cf708b8e430549997573633a4dd1dc18fe",
+    sha256 = "fdad89e0420c2228b12e98daaad745749af790470a67cb69b18e17eb0f90f894",
+    git_commit = "59bfc71a71df63c2859e17179a0d375e4bb96fb0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 47a155718d898de13ae3955fe18b130e4de5c2d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Jul 2018 22:01:46 -0700
Subject: [PATCH 0208/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204420099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 668dc737ec0..f095edd2644 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdad89e0420c2228b12e98daaad745749af790470a67cb69b18e17eb0f90f894",
-    git_commit = "59bfc71a71df63c2859e17179a0d375e4bb96fb0",
+    sha256 = "54db81e56903c644401c4790e48b3341bab9606579554f061e90ce696794b260",
+    git_commit = "385bb78761489cfa6d6808f239fe884152e71653",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fb34c810fc78f83d2ba00faacbf39427ad32383 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 00:02:07 -0700
Subject: [PATCH 0209/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204428458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f095edd2644..8119cdc5016 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54db81e56903c644401c4790e48b3341bab9606579554f061e90ce696794b260",
-    git_commit = "385bb78761489cfa6d6808f239fe884152e71653",
+    sha256 = "85b556b41e50f50fe60a1b30f3544331a286eee7d9875c76c171ff58e94c641d",
+    git_commit = "1b765165987f5277e294251c118f321166c70932",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a908190dc0bb18e7ff94dc107e8e06b0f73a15a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 02:00:59 -0700
Subject: [PATCH 0210/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204439223
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8119cdc5016..fb88a5d13fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85b556b41e50f50fe60a1b30f3544331a286eee7d9875c76c171ff58e94c641d",
-    git_commit = "1b765165987f5277e294251c118f321166c70932",
+    sha256 = "6872cad1fcceccac564b670c794aa0afff8d80c6aba8406ebe091f9008ebf3fd",
+    git_commit = "9be83d3d6e7d1e61d7c3cc4160d214c633665751",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e05174344b4b0a96cb978f48cd0371e2b3ca0f30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 04:01:24 -0700
Subject: [PATCH 0211/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204451030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb88a5d13fa..69e7b6128e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6872cad1fcceccac564b670c794aa0afff8d80c6aba8406ebe091f9008ebf3fd",
-    git_commit = "9be83d3d6e7d1e61d7c3cc4160d214c633665751",
+    sha256 = "9d4b76598c52f836a0cb0088d2052d0c08545f0633194adb956bc0fa72736fca",
+    git_commit = "e438b192d27f2881e9c627166d73a4fdafcfeb7d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9d7338cb305e507919b48b969f0d2c522fbc12d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 07:02:05 -0700
Subject: [PATCH 0212/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204466130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69e7b6128e5..852be921378 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d4b76598c52f836a0cb0088d2052d0c08545f0633194adb956bc0fa72736fca",
-    git_commit = "e438b192d27f2881e9c627166d73a4fdafcfeb7d",
+    sha256 = "f0bd64b4f856e9d7f5eec0a9d7cf5cca194f3b869042cbf9657d2c4565c93d6c",
+    git_commit = "895a7667884545a68480eb91916a5a23c2852308",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0a1ca3ebf1777deedf80dc3522d574b8093f48c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 09:02:17 -0700
Subject: [PATCH 0213/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204479083
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 852be921378..e637c59bc95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0bd64b4f856e9d7f5eec0a9d7cf5cca194f3b869042cbf9657d2c4565c93d6c",
-    git_commit = "895a7667884545a68480eb91916a5a23c2852308",
+    sha256 = "d996beedefa870e9caf4ad07e18c62c10128dfcf7cfdd4de1e1a860580299a6c",
+    git_commit = "bef6212a1a69610053b713557d79f8a358eebdb7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5a21bbd53e0d5c545bc216a18a4bb55e9b108a3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 10:01:14 -0700
Subject: [PATCH 0214/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204487025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e637c59bc95..3f6b710e2be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d996beedefa870e9caf4ad07e18c62c10128dfcf7cfdd4de1e1a860580299a6c",
-    git_commit = "bef6212a1a69610053b713557d79f8a358eebdb7",
+    sha256 = "96585481d7dfdf21a2a9ad313484389d35724583c163da2a510583c97e9f8df8",
+    git_commit = "23e26ec2a7521c924b2a9fc435c04761f97fe6ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a84bbd340e1eee8d46765b373fd9c9d6591a4688 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 11:01:44 -0700
Subject: [PATCH 0215/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204497301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f6b710e2be..08d339fce16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96585481d7dfdf21a2a9ad313484389d35724583c163da2a510583c97e9f8df8",
-    git_commit = "23e26ec2a7521c924b2a9fc435c04761f97fe6ba",
+    sha256 = "eeb2fb68811ae83050667eef8309d30f9514a0a4abd29ed88bcee340b659eba1",
+    git_commit = "feba399acb6f3c89ed5cd2602c454c179fcb792b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f98a007293e9a64ed6b7647d81247741091e2d6e Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 13 Jul 2018 11:50:57 -0700
Subject: [PATCH 0216/8103] Add new tool bazel_in_docker.sh to do bazel builds
 in (hermetic) container, while writing final artifacts back to host where the
 source resides. This allows users to use local host to keep the source (and
 use their IDEs/tools) for development.

This needs Bazel 0.15.0 (older versions dont seem to work with
Docker bind mounts). Update the required version.

Drop --depth from git clone (adds 2MB to disk) and add remote
upstream so users can fetch and sync to HEAD easily.

PiperOrigin-RevId: 204505517
---
 WORKSPACE                                     |  2 +-
 .../tools/docker/Dockerfile.devel             |  7 +-
 .../tools/docker/Dockerfile.devel-gpu         |  7 +-
 tools/bazel_in_docker.sh                      | 81 +++++++++++++++++++
 4 files changed, 90 insertions(+), 7 deletions(-)
 create mode 100755 tools/bazel_in_docker.sh

diff --git a/WORKSPACE b/WORKSPACE
index 08d339fce16..e25589f8416 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -35,4 +35,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.11.1")
+check_bazel_version_at_least("0.15.0")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index e9138fd5908..6f5182a719c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -60,8 +60,8 @@ RUN echo "startup --batch" >>/etc/bazel.bazelrc
 #   https://github.com/bazelbuild/bazel/issues/418
 RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
     >>/etc/bazel.bazelrc
-# Install a recent bazel release.
-ENV BAZEL_VERSION 0.11.1
+# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
+ENV BAZEL_VERSION 0.15.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
@@ -74,7 +74,8 @@ RUN mkdir /bazel && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN git remote add upstream https://github.com/tensorflow/serving.git
 RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index b2be38ad5ef..7927077a2b6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -66,8 +66,8 @@ RUN echo "startup --batch" >>/etc/bazel.bazelrc
 #   https://github.com/bazelbuild/bazel/issues/418
 RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
     >>/etc/bazel.bazelrc
-# Install a recent bazel release.
-ENV BAZEL_VERSION 0.11.1
+# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
+ENV BAZEL_VERSION 0.15.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
@@ -114,7 +114,8 @@ ENV LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH}
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --depth=1 --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
+RUN git remote add upstream https://github.com/tensorflow/serving.git
 RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
diff --git a/tools/bazel_in_docker.sh b/tools/bazel_in_docker.sh
new file mode 100755
index 00000000000..a7991f3ff78
--- /dev/null
+++ b/tools/bazel_in_docker.sh
@@ -0,0 +1,81 @@
+#!/bin/bash
+# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Script to run bazel and do builds in a docker container.
+#
+# Useful to do builds in a hermetic (docker) environment. The script sets
+# up the correct user/group names and docker bind mounts to allow build
+# a source tree.
+#
+# Typical usage (to build from lastest upstream source):
+# $ git clone https://github.com/tensorflow/serving.git
+# $ cd serving
+# $ bazel_in_docker.sh bazel build -c opt tensorflow_serving/model_servers:tensorflow_model_server
+#
+
+set -e
+
+function usage() {
+  local progname=$(basename $0)
+  echo "Usage:"
+  echo "  ${progname} [-d <docker-image-name>] <command> [args ...]"
+  echo ""
+  echo "Examples:"
+  echo "  ${progname} bazel build -c opt tensorflow_serving/model_servers:tensorflow_model_server"
+  echo "  ${progname} bazel test tensorflow_serving/..."
+  echo "  ${progname} -d tensorflow/serving:latest-devel bazel version"
+  exit 1
+}
+
+function get_switch_user_cmd() {
+  local uid=$(id -u)
+  local gid=$(id -g)
+  local username=$(id -n -u)
+  local groupname=$(id -n -g)
+  local cmdline="groupadd -f ${groupname} && groupmod -o -g ${gid} ${groupname}"
+  cmdline+="; id -u ${username} &>/dev/null || useradd ${username} && usermod -o -u ${uid} -g ${gid} ${username}"
+  cmdline+="; chroot --userspec=${username} / "
+  echo "${cmdline}"
+}
+
+function get_bazel_cmd() {
+  echo "cd $(pwd); TEST_TMPDIR=.cache"
+}
+
+(( $# < 1 )) && usage
+[[ "$1" = "-"* ]] && [[ "$1" != "-d" ]] && usage
+
+IMAGE="tensorflow/serving:nightly-devel"
+[[ "$1" = "-d" ]] && IMAGE=$2 && shift 2 || true
+[[ "${IMAGE}" = "" ]] && usage
+
+RUN_OPTS=(--rm -it)
+if [[ "$1" = "bazel" ]]; then
+  CMD="sh -c '$(get_bazel_cmd) $@'"
+  RUN_OPTS+=("-v $(pwd):$(pwd)")
+else
+  CMD="$@"
+fi
+[[ "${CMD}" = "" ]] && usage
+[[ ! -x $(command -v docker) ]] && echo "ERROR: 'docker' command missing from PATH." && usage
+
+echo "== Pulling docker image: ${IMAGE}"
+if ! docker pull ${IMAGE} ; then
+  echo "WARNING: Failed to docker pull image ${IMAGE}"
+fi
+
+echo "== Running cmd: ${CMD}"
+docker run ${RUN_OPTS[@]} ${IMAGE} bash -c "$(get_switch_user_cmd) ${CMD}"

From 3fdc9d312c1ab5a62d1ceacdfc435a6789582be6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 12:03:08 -0700
Subject: [PATCH 0217/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204507267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e25589f8416..994dec617c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eeb2fb68811ae83050667eef8309d30f9514a0a4abd29ed88bcee340b659eba1",
-    git_commit = "feba399acb6f3c89ed5cd2602c454c179fcb792b",
+    sha256 = "0f86e8248e41535beaddf15b25704a905fabb3a574a5ffb33c12ca682cd70bf8",
+    git_commit = "b5b5cc0e248b6fbd5025765f592a43af158a1cb2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 01ea36b337073ed3e6949d078c7e742373321d70 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 13 Jul 2018 12:12:37 -0700
Subject: [PATCH 0218/8103] Minor documentation updates and fix docker gpu
 build Fixes #987

PiperOrigin-RevId: 204508857
---
 tensorflow_serving/g3doc/docker.md            | 19 ++++++++++++-------
 .../tools/docker/Dockerfile.devel-gpu         |  8 ++++----
 2 files changed, 16 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 46a8b7bfdb2..a3209582f94 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -6,12 +6,14 @@ One of the easiest ways to get started using TensorFlow Serving is via
 ## Installing Docker
 
 General installation instructions are
-[on the Docker site](https://docs.docker.com/installation/), but we give some
-quick links here:
+[on the Docker site](https://docs.docker.com/install/), but we give some quick
+links here:
 
-*   [OSX](https://docs.docker.com/installation/mac/): [docker
-    toolbox](https://www.docker.com/toolbox)
-*   [Ubuntu](https://docs.docker.com/installation/ubuntulinux/)
+*   [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
+*   [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
+    for Windows 10 Pro or later
+*   [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
+    of macOS, or versions of Windows before Windows 10 Pro
 
 ## Serving with Docker
 
@@ -65,6 +67,9 @@ To query the model using the predict API, you can run
 curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
 ```
 
+NOTE: Older versions of Windows and other systems without curl can download it
+[here](https://curl.haxx.se/download.html).
+
 This should return a set of values:
 
 ```json
@@ -184,5 +189,5 @@ To run the container opening the gRPC port (8500):
 docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
 ```
 
-From here, you can follow the instructions for [testing a devlopment
-environment](#testing-the-development-environment).
+From here, you can follow the instructions for
+[testing a development environment](#testing-the-development-environment).
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 7927077a2b6..c269bd4f56d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -109,9 +109,6 @@ RUN mkdir -p ${NCCL_INSTALL_PATH} && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 ${NCCL_INSTALL_PATH}lib/libnccl.so.2 && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION ${NCCL_INSTALL_PATH}lib/libnccl.so.$TF_NCCL_VERSION
 
-RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1
-ENV LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH}
-
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
 RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
@@ -120,11 +117,14 @@ RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
-RUN bazel build -c opt --color=yes --curses=yes --config=cuda \
+RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
+    LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
+    bazel build -c opt --color=yes --curses=yes --config=cuda \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
+    rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     bazel clean --expunge --color=yes
 # Clean up Bazel cache when done.
 

From b616ec6b04404c06e7008d6eb51572a39feddbb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 13:02:07 -0700
Subject: [PATCH 0219/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204515394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 994dec617c3..9043f38afb9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f86e8248e41535beaddf15b25704a905fabb3a574a5ffb33c12ca682cd70bf8",
-    git_commit = "b5b5cc0e248b6fbd5025765f592a43af158a1cb2",
+    sha256 = "bf68e3f0305dbda0c987812e70dd74605e937ef4389a4b1d1fd9a182daca3ce5",
+    git_commit = "284666848ed9abe59dd3e25d4128e54ed1570532",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From acf0fb79d1606cbc44c4667c4a1a2db6e2ef3c1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 14:01:44 -0700
Subject: [PATCH 0220/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204524617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9043f38afb9..aa7052f1d64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf68e3f0305dbda0c987812e70dd74605e937ef4389a4b1d1fd9a182daca3ce5",
-    git_commit = "284666848ed9abe59dd3e25d4128e54ed1570532",
+    sha256 = "bd3ee35e9c8cd7bf5fc61c225c9c72c97ffbfb0851cc030d5dcd21107a3975c4",
+    git_commit = "4277f432f0a677d2b73f7640e34abdca7b261b82",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 72edc451d4166b4e3e022b1e242046e2bfdd8c4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 15:01:00 -0700
Subject: [PATCH 0221/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204534052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa7052f1d64..f17879d0c12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd3ee35e9c8cd7bf5fc61c225c9c72c97ffbfb0851cc030d5dcd21107a3975c4",
-    git_commit = "4277f432f0a677d2b73f7640e34abdca7b261b82",
+    sha256 = "6560900da86d42ef9de5fde0d54ad15e3223a31d112409071756341e3b25edd8",
+    git_commit = "4a00a658050e105fca6304f4e73d15b383f472c7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6ff5d9f80ef4ae7b69af2e114fed969c163d6c47 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 13 Jul 2018 15:14:26 -0700
Subject: [PATCH 0222/8103] Fix erroneous formatting of numbers that are larger
 than 6 digits.

Such numbers are converted to scientific notation (by StrCat()).
The code suffixed such numbers with '.0' yielding invalid numbers.

As an example before this fix, 9000000 would get string converted
(incorrectly) to 9e+06.0 instead of 9e+06 -- the latter is correct.
Similarly .00003 gets converted incorrectly to 3e-5.0 instead of
3e-5

Fixes https://github.com/tensorflow/serving/issues/989

PiperOrigin-RevId: 204536301
---
 tensorflow_serving/util/json_tensor.cc      | 16 ++++++++-----
 tensorflow_serving/util/json_tensor_test.cc | 26 +++++++++++++++++++++
 2 files changed, 36 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 4e5b824c0b7..f62f9621f0d 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -700,12 +700,16 @@ bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
   string decimal_str;
   if (std::isfinite(val)) {
     decimal_str = absl::StrCat(val);
-    // Add trailing '.0' for whole numbers. StrCat() formats whole numbers
-    // without one. This can lead to lists containing mix of decimal and
-    // whole numbers -- making it difficult for consumers to pick the
-    // correct type to store these numbers (note, JSON does not have
-    // metadata to describe types. These are inferred from the tokens).
-    if (decimal_str.find('.') == string::npos) {
+    // Add trailing '.0' for whole numbers and those not in scientific notation.
+    // StrCat() formats numbers in six-digit (printf "%g"), numbers like 9000000
+    // and .00003 get written as 9e+06 and 3e-05 (scientific notation).
+    //
+    // Not adding '.0' can lead to lists containing mix of decimal and whole
+    // numbers -- making it difficult for consumers to pick the correct type to
+    // store these numbers (note, JSON does not have metadata to describe types.
+    // These are inferred from the tokens).
+    if (decimal_str.find('.') == string::npos &&
+        decimal_str.find('e') == string::npos) {
       absl::StrAppend(&decimal_str, ".0");
     }
   } else if (std::isnan(val)) {
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 68e64a56922..16136d808da 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -546,6 +546,32 @@ TEST(JsontensorTest, FromJsonSingleBytesTensor) {
     ]})"));
 }
 
+// Tests StrCat() six-digit precision float output is correctly
+// represented in the final (output) JSON string.
+TEST(JsontensorTest, FromJsonSingleFloatTensorSixDigitPrecision) {
+  TensorMap tensormap;
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_FLOAT
+    tensor_shape {
+      dim { size: 2 }
+      dim { size: 2 }
+    }
+    float_val: 9000000
+    float_val: 999999
+    float_val: .0003
+    float_val: .00003
+    )",
+                                          &tensormap["float_tensor"]));
+
+  string json;
+  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(CompareJsonAllValuesAsStrings(json, R"({
+    "predictions": [
+      [9e+06, 999999.0],
+      [0.0003, 3e-05]
+    ]})"));
+}
+
 TEST(JsontensorTest, FromJsonSingleFloatTensorNonFinite) {
   TensorMap tensormap;
   ASSERT_TRUE(TextFormat::ParseFromString(R"(

From 992ce67656062d77e6f48dedec58b8c0f3bf0457 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 16:03:39 -0700
Subject: [PATCH 0223/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204542996
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f17879d0c12..951c2e8ae24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6560900da86d42ef9de5fde0d54ad15e3223a31d112409071756341e3b25edd8",
-    git_commit = "4a00a658050e105fca6304f4e73d15b383f472c7",
+    sha256 = "3e46b6856ee4ceee562f9794940314ab1b8f19e6d0d3371c13eae6e42f4fa299",
+    git_commit = "46955b5704964c076caf9ac05221793d07cb95f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 38614d1c51611ad5b39d9a000c8ce52471e11809 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 17:02:56 -0700
Subject: [PATCH 0224/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204550599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 951c2e8ae24..ec4cdbf5a8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e46b6856ee4ceee562f9794940314ab1b8f19e6d0d3371c13eae6e42f4fa299",
-    git_commit = "46955b5704964c076caf9ac05221793d07cb95f8",
+    sha256 = "db8a806f8416430b3cbf32b7be1dfc3668c6e287b98900e033f6e318f1db5db2",
+    git_commit = "88a87310753f3d73c926fd9162cc871ec0a4440e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c96165bc4596cc742d4f4c46fcbfce7b2b8b632d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 18:01:19 -0700
Subject: [PATCH 0225/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204556054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec4cdbf5a8d..c3ec862fa90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db8a806f8416430b3cbf32b7be1dfc3668c6e287b98900e033f6e318f1db5db2",
-    git_commit = "88a87310753f3d73c926fd9162cc871ec0a4440e",
+    sha256 = "ab48bda3707e682756e74655a9d70eee497829e9d1cd6177c523f2d2451b04ac",
+    git_commit = "9b792c16ebdf6837e70b570a9a30e4dcb394f237",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a36397635a451686cb385cbd3c145a1f082f7555 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 19:01:37 -0700
Subject: [PATCH 0226/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204560071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3ec862fa90..f08b74f0aa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab48bda3707e682756e74655a9d70eee497829e9d1cd6177c523f2d2451b04ac",
-    git_commit = "9b792c16ebdf6837e70b570a9a30e4dcb394f237",
+    sha256 = "c3e53b656d53d9747e44e8573b68224976d237b85901c3be9bcac8dc1a02b160",
+    git_commit = "4424e3270e4056ef7318fbdd83727cb93bec6858",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0471a27e65b786ac9f0bb3a9882dfba7f82c61c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 20:01:04 -0700
Subject: [PATCH 0227/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204563105
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f08b74f0aa7..888b110a566 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3e53b656d53d9747e44e8573b68224976d237b85901c3be9bcac8dc1a02b160",
-    git_commit = "4424e3270e4056ef7318fbdd83727cb93bec6858",
+    sha256 = "9286193ab884140e8e4c1f0ec9e0e22173461eee8bd993222799ce836f82104a",
+    git_commit = "a25dbac5ee56e03f4b475c443aa58cf2f7160f52",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9af806ff831b05e158f2789b6ce2d2e87468e20a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 21:01:38 -0700
Subject: [PATCH 0228/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204566639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 888b110a566..24ad9befc05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9286193ab884140e8e4c1f0ec9e0e22173461eee8bd993222799ce836f82104a",
-    git_commit = "a25dbac5ee56e03f4b475c443aa58cf2f7160f52",
+    sha256 = "6061251b8efa8cd0e2b1dd8e8a0e9e9ff20798406faeaa4454b20d7f7fbb3cd0",
+    git_commit = "274cce5990ff279e2ce293ae9ce1c1d0445d3242",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b29519fe0a6a1108db92b885c50c263ebace160b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Jul 2018 22:01:20 -0700
Subject: [PATCH 0229/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204569433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24ad9befc05..96805b14673 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6061251b8efa8cd0e2b1dd8e8a0e9e9ff20798406faeaa4454b20d7f7fbb3cd0",
-    git_commit = "274cce5990ff279e2ce293ae9ce1c1d0445d3242",
+    sha256 = "367fb3feff5ae24bc7ae40d2dcc321936268a64cac06274987b267c5f684cb28",
+    git_commit = "88b656acd480f6956894e3bb8c8f0c52fe033bc4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 124b09bf06c2b174ae875b64d50daf6a4dd6b57b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Jul 2018 01:02:10 -0700
Subject: [PATCH 0230/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204577610
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96805b14673..504c5bb6745 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "367fb3feff5ae24bc7ae40d2dcc321936268a64cac06274987b267c5f684cb28",
-    git_commit = "88b656acd480f6956894e3bb8c8f0c52fe033bc4",
+    sha256 = "2efb94654ea42ff9d4b8b00e98aa60295e4cf2a9df58a1998e87708b4f8e869a",
+    git_commit = "8aa4179ffae2d0a3724a70bea32ce35e2d88751a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f24347244e5f425bc5e27f48b03db650f1062b24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Jul 2018 02:01:22 -0700
Subject: [PATCH 0231/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204580636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 504c5bb6745..76cdcadfd85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2efb94654ea42ff9d4b8b00e98aa60295e4cf2a9df58a1998e87708b4f8e869a",
-    git_commit = "8aa4179ffae2d0a3724a70bea32ce35e2d88751a",
+    sha256 = "9dd5135a3d781baf2067221a1937965b6868466b4d8fdac0724044503da885ed",
+    git_commit = "e21702f871fe849b09e726f9d42eff0e6d5a44d8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cb9eb3e11f813933a61181fdf34a398e7c53409b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Jul 2018 03:01:59 -0700
Subject: [PATCH 0232/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204583303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76cdcadfd85..39e317fbaea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dd5135a3d781baf2067221a1937965b6868466b4d8fdac0724044503da885ed",
-    git_commit = "e21702f871fe849b09e726f9d42eff0e6d5a44d8",
+    sha256 = "7643e5c488010a356698c193ac7adf91cb17c46521f0f2284bf84ba35995ec8d",
+    git_commit = "ee9a16b2032c8cb96180b0e81fbae3076b54a883",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6695885b7a599d688dac8e62fa6759dc9c37fc26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Jul 2018 10:01:38 -0700
Subject: [PATCH 0233/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204599291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39e317fbaea..a260f8e8ee5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7643e5c488010a356698c193ac7adf91cb17c46521f0f2284bf84ba35995ec8d",
-    git_commit = "ee9a16b2032c8cb96180b0e81fbae3076b54a883",
+    sha256 = "193bd699889b5b512458e7e16585b38dd1fa6e18f10a6813bc9168d4dcd37ff3",
+    git_commit = "85aae3795775bf648d2e8baa56331f952d12e3e0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 148719d27a44cac0e2d443dfd3d8e562e4577ed7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Jul 2018 14:01:38 -0700
Subject: [PATCH 0234/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204608412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a260f8e8ee5..bd0bdcbe4e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "193bd699889b5b512458e7e16585b38dd1fa6e18f10a6813bc9168d4dcd37ff3",
-    git_commit = "85aae3795775bf648d2e8baa56331f952d12e3e0",
+    sha256 = "d83615646d18e7debc7408d55c60053c04f37f115d1ff641b2b1279bfefdf434",
+    git_commit = "fe7d1d9447a31562acb26aad7a9ffca60686c38a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ba2a1018d191768ce6279861b852ff8ab2ebb30b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Jul 2018 12:02:06 -0700
Subject: [PATCH 0235/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204660790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd0bdcbe4e9..b259ea209f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d83615646d18e7debc7408d55c60053c04f37f115d1ff641b2b1279bfefdf434",
-    git_commit = "fe7d1d9447a31562acb26aad7a9ffca60686c38a",
+    sha256 = "90ce4564f77e9a351d1ba2e480ac1a91b8dafe1f5f837c7e644eaa8e8696fdb8",
+    git_commit = "e6ce9ea5a156873c5b927e99d8935e32122538b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69e0e6bfa299ac8851578b2899f73d6b3c350142 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Jul 2018 14:01:55 -0700
Subject: [PATCH 0236/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204665334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b259ea209f0..d62e8e79031 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90ce4564f77e9a351d1ba2e480ac1a91b8dafe1f5f837c7e644eaa8e8696fdb8",
-    git_commit = "e6ce9ea5a156873c5b927e99d8935e32122538b9",
+    sha256 = "33a8c756df3098ef8b02291086a54f7a39233918204b54ef86c392fa5b25bf08",
+    git_commit = "e5945c00148186808e337b4946cf0fa6460f6803",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b13a399081b5cec0196478f709adb926d64ce178 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Jul 2018 17:02:16 -0700
Subject: [PATCH 0237/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204672252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d62e8e79031..d5166f3ec04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33a8c756df3098ef8b02291086a54f7a39233918204b54ef86c392fa5b25bf08",
-    git_commit = "e5945c00148186808e337b4946cf0fa6460f6803",
+    sha256 = "046e133bf62e3a4dcf3397e4d8ca563f2908613182a740ef7f546504a531bf8a",
+    git_commit = "6c3c766dcabff3b5fa41dbfd491c9e8062a77b07",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c7aab9d4b862d4356cd1542a8e21bc99a5726a9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E5=88=98=E7=BE=A4?= <qunliu@zyhx-group.com>
Date: Mon, 16 Jul 2018 09:34:29 +0800
Subject: [PATCH 0238/8103] Add support for Python 3 while also compatible with
 Python 2.7

Since Python 3 has dropped `xrange()`, we should always use `range()` in the future.

Signed-off-by: Liu Qun <qunliu@zyhx-group.com>
---
 tensorflow_serving/example/mnist_saved_model.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index 579410e14c1..47be32ea1f6 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -13,7 +13,7 @@
 # limitations under the License.
 # ==============================================================================
 
-#!/usr/bin/env python2.7
+#!/usr/bin/env python
 r"""Train and export a simple Softmax Regression TensorFlow model.
 
 The model is from the TensorFlow "MNIST For ML Beginner" tutorial. This program
@@ -72,7 +72,7 @@ def main(_):
   train_step = tf.train.GradientDescentOptimizer(0.01).minimize(cross_entropy)
   values, indices = tf.nn.top_k(y, 10)
   table = tf.contrib.lookup.index_to_string_table_from_tensor(
-      tf.constant([str(i) for i in xrange(10)]))
+      tf.constant([str(i) for i in range(10)]))
   prediction_classes = table.lookup(tf.to_int64(indices))
   for _ in range(FLAGS.training_iteration):
     batch = mnist.train.next_batch(50)

From 6657a5ad366df2ddc9588b6fb43453bb5b78a796 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Jul 2018 21:01:58 -0700
Subject: [PATCH 0239/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204684156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5166f3ec04..a370425b950 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "046e133bf62e3a4dcf3397e4d8ca563f2908613182a740ef7f546504a531bf8a",
-    git_commit = "6c3c766dcabff3b5fa41dbfd491c9e8062a77b07",
+    sha256 = "5c66e2d6c81d1798d1d3607caf3e89c5c4aeabec607f0c9b4eaeb70501c48b42",
+    git_commit = "eadcdf91aa9e8ba6a196791ee349fd3474ffab76",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e073e55060dd8189ff4b08fb3ad5e9a9dd15260f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 04:00:57 -0700
Subject: [PATCH 0240/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204717363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a370425b950..6292554d550 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c66e2d6c81d1798d1d3607caf3e89c5c4aeabec607f0c9b4eaeb70501c48b42",
-    git_commit = "eadcdf91aa9e8ba6a196791ee349fd3474ffab76",
+    sha256 = "d7da842e96ef2feb353d6036c1cadf8b495023184c26d764da4ccbe1852319b9",
+    git_commit = "5f173dbf165991306f9327ee2499dc4321c40e94",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f3e15ab3e3d43ea764102c0535b160f3b517563 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 07:01:17 -0700
Subject: [PATCH 0241/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204735778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6292554d550..2fab99a588b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7da842e96ef2feb353d6036c1cadf8b495023184c26d764da4ccbe1852319b9",
-    git_commit = "5f173dbf165991306f9327ee2499dc4321c40e94",
+    sha256 = "c1ea4901928e1b8281719f32d6083423c52c3b0f0e090c7cc396ef77991e4277",
+    git_commit = "5c6d6eb67c76c33022908c447033c5e7f9b4f10e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4eb87fea11e09681177d2cc3bcd1903035478263 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 08:01:27 -0700
Subject: [PATCH 0242/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204742276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fab99a588b..8c6d05131bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1ea4901928e1b8281719f32d6083423c52c3b0f0e090c7cc396ef77991e4277",
-    git_commit = "5c6d6eb67c76c33022908c447033c5e7f9b4f10e",
+    sha256 = "cf154564c40bab942438a284a12d8f37c271bce64c03d70e214e8f58dcfb4287",
+    git_commit = "d4f5f85e677b9efe0397c92a64b4d114d03e3a36",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa4e00e09400f7f21f628d9ab8680173b0f82dff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 09:01:57 -0700
Subject: [PATCH 0243/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204750264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c6d05131bd..11f7fe47f41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf154564c40bab942438a284a12d8f37c271bce64c03d70e214e8f58dcfb4287",
-    git_commit = "d4f5f85e677b9efe0397c92a64b4d114d03e3a36",
+    sha256 = "6e32cbf3b765c49d635797f6993e11ee48711a12af45272284327f1e9789e36f",
+    git_commit = "e3aa44ec207bfdc798e26e92a38e80c3f9c5453b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f58fc3455f2db31a8eed80784f833499868985e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 10:00:56 -0700
Subject: [PATCH 0244/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204759467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11f7fe47f41..bfeca4adc06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e32cbf3b765c49d635797f6993e11ee48711a12af45272284327f1e9789e36f",
-    git_commit = "e3aa44ec207bfdc798e26e92a38e80c3f9c5453b",
+    sha256 = "d744f69e493cd81efad77fbffd6efe9c91fe641114ad8767b0528670d3d2ede7",
+    git_commit = "74fce066580ca286b2c776a64ab624f12a473b28",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 42c9dd3e8a7f5d0fe88a029ea8afb976f7df6742 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 11:01:21 -0700
Subject: [PATCH 0245/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204770488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfeca4adc06..28df2b9d07c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d744f69e493cd81efad77fbffd6efe9c91fe641114ad8767b0528670d3d2ede7",
-    git_commit = "74fce066580ca286b2c776a64ab624f12a473b28",
+    sha256 = "69eaa59dfaf33c307a13f27bdab14bcea718f5f6e3d63ca445aa76de93f2eaa1",
+    git_commit = "c067242a12b8a0cc0cc9996e2a3e1eed7de4f53b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e9fb78327ed8cc76050661681da030e5504ad59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 12:01:47 -0700
Subject: [PATCH 0246/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204781691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28df2b9d07c..235f66c2b97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69eaa59dfaf33c307a13f27bdab14bcea718f5f6e3d63ca445aa76de93f2eaa1",
-    git_commit = "c067242a12b8a0cc0cc9996e2a3e1eed7de4f53b",
+    sha256 = "6c48f04661a5793c2912640218c812bfcdb1bff7b59eb9810c74dd5a1387ca67",
+    git_commit = "374c5c6739f9487bf6006d046a3b5ad90c4f2d37",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a6adc4b2fab55a6f86f6ff1b2524c966b0d3bb1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 13:01:19 -0700
Subject: [PATCH 0247/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204791652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 235f66c2b97..107490aba63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c48f04661a5793c2912640218c812bfcdb1bff7b59eb9810c74dd5a1387ca67",
-    git_commit = "374c5c6739f9487bf6006d046a3b5ad90c4f2d37",
+    sha256 = "a5e122cede34bd56f546de13fea61143f96d918ea3b10db0606416fbb5e022be",
+    git_commit = "814f9ccd9b34a828f93d33eee6265e0cac07095a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fe25b20f5709e513460958d69b45ff9bfcb2daf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 14:00:59 -0700
Subject: [PATCH 0248/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204802829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 107490aba63..557a513ac09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5e122cede34bd56f546de13fea61143f96d918ea3b10db0606416fbb5e022be",
-    git_commit = "814f9ccd9b34a828f93d33eee6265e0cac07095a",
+    sha256 = "cee8a4098f57b4449ba9e4f583eac6e97bb656ef6c202986c70a4923f739af64",
+    git_commit = "f5a7bea2b78c8a8b4b76060978369c3436b60b55",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1df0f10596991e0ae8076417c73eac931c01a56d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 15:04:31 -0700
Subject: [PATCH 0249/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204813910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 557a513ac09..2b3f89310b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cee8a4098f57b4449ba9e4f583eac6e97bb656ef6c202986c70a4923f739af64",
-    git_commit = "f5a7bea2b78c8a8b4b76060978369c3436b60b55",
+    sha256 = "975e51ade2750110a7470586cfb29abae1392567905bb405c6050d0508a50712",
+    git_commit = "f8f0d7f000349ab573f0d912c37ebc3675cc6154",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b3f3be5220f9fe33b00ab30a4c00e7b09685f53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 16:01:25 -0700
Subject: [PATCH 0250/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204823228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b3f89310b0..174adfabde7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "975e51ade2750110a7470586cfb29abae1392567905bb405c6050d0508a50712",
-    git_commit = "f8f0d7f000349ab573f0d912c37ebc3675cc6154",
+    sha256 = "421ef812055041a9fc2892da976bd915011445265b3a97015ca0fd2a99697b55",
+    git_commit = "b027ac978f6ed03b634fde2a5ee3fa20d766921e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 468b88c0ded97fe9c72da57c2c921bf63e25c66f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 17:02:03 -0700
Subject: [PATCH 0251/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204832297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 174adfabde7..e8e953f39b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "421ef812055041a9fc2892da976bd915011445265b3a97015ca0fd2a99697b55",
-    git_commit = "b027ac978f6ed03b634fde2a5ee3fa20d766921e",
+    sha256 = "75ae5bc851de1d526287587020d418657ca383743d4c73b9a80891d5bbc3fcbb",
+    git_commit = "4310aa0d37c40a1841a321de8dcbb9e87f6ca2b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From addaa3d19ddedf08074a73e9dfa99ec90c552aaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 18:00:35 -0700
Subject: [PATCH 0252/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204839726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8e953f39b2..34b1e1e28bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75ae5bc851de1d526287587020d418657ca383743d4c73b9a80891d5bbc3fcbb",
-    git_commit = "4310aa0d37c40a1841a321de8dcbb9e87f6ca2b2",
+    sha256 = "7c376b100ba824010b97a30d038e982fb3b68ff2cc5b20f9ae53a523ec92d4a1",
+    git_commit = "2c442d26f36a0f167685fd31b9ecdb4e290c2b29",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c8b67473ae8e7b1d38649abf401ff96ff19689cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 19:00:39 -0700
Subject: [PATCH 0253/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204845220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34b1e1e28bc..a3b77e38e11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c376b100ba824010b97a30d038e982fb3b68ff2cc5b20f9ae53a523ec92d4a1",
-    git_commit = "2c442d26f36a0f167685fd31b9ecdb4e290c2b29",
+    sha256 = "cf181354a871a7bf6b3ad856a6867c543ca64cf6bd7dafc8d787769603e31884",
+    git_commit = "d8f3425e5b054dff01b5ece80e8c8a101c4ed816",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af964e1cf7d5d102367575bba526c331e43323b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 20:00:51 -0700
Subject: [PATCH 0254/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204849493
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3b77e38e11..7e142e1d966 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf181354a871a7bf6b3ad856a6867c543ca64cf6bd7dafc8d787769603e31884",
-    git_commit = "d8f3425e5b054dff01b5ece80e8c8a101c4ed816",
+    sha256 = "2bc9d853fa043c4d49e4f1b1d2d86c21888e8e030e21390d4cc71beb93f5a7c4",
+    git_commit = "1a2af489b1087eb22ec76863867e4e397e453e34",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b0a1e88a55172db6ddf99aff1801744cd6d8bb73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Jul 2018 23:02:12 -0700
Subject: [PATCH 0255/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204862396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e142e1d966..7c22416f6d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2bc9d853fa043c4d49e4f1b1d2d86c21888e8e030e21390d4cc71beb93f5a7c4",
-    git_commit = "1a2af489b1087eb22ec76863867e4e397e453e34",
+    sha256 = "610c306a3ef2b67249a2564a997db340ac5d294880cb6eb6cd834c695e7ac655",
+    git_commit = "a013474eae601ae27c406e6c8da34ef762e8f762",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b3289e175c0305edc278302079b2038ebb26183 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 00:01:15 -0700
Subject: [PATCH 0256/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204866395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c22416f6d5..4aac968b6fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "610c306a3ef2b67249a2564a997db340ac5d294880cb6eb6cd834c695e7ac655",
-    git_commit = "a013474eae601ae27c406e6c8da34ef762e8f762",
+    sha256 = "52646fb83906f6728f98363ced2da91c20c9b860f8cbb4a9daf50a5d3fed0581",
+    git_commit = "c091185930eee5a3f87cfbe5e367a3cfc8b717e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6ad8da6fa677b0816714e7a6dc0562ba797b508f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 06:01:17 -0700
Subject: [PATCH 0257/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204899235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4aac968b6fe..eb969441337 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52646fb83906f6728f98363ced2da91c20c9b860f8cbb4a9daf50a5d3fed0581",
-    git_commit = "c091185930eee5a3f87cfbe5e367a3cfc8b717e8",
+    sha256 = "b63943c0cb619eecb6ad96a3290b5909bc311e7de4a486ba530a9cb6bf583a6a",
+    git_commit = "2bdc5f12a1e66fd851e2621889c743c3b8da65e5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c62a35aa135e9989cf45cebe6932520555c0ef5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 09:01:16 -0700
Subject: [PATCH 0258/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204919245
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb969441337..3146c7db06e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b63943c0cb619eecb6ad96a3290b5909bc311e7de4a486ba530a9cb6bf583a6a",
-    git_commit = "2bdc5f12a1e66fd851e2621889c743c3b8da65e5",
+    sha256 = "7254eba0ad9830548b3731f4608bef2f1848b6da7d9024ae3ad1df48dffa0681",
+    git_commit = "d51aff27ac2123fd7093b685be8b0e5200f95029",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b2d57ba243353d7a0d12bcd1635e1ddb0bdf37f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 10:01:53 -0700
Subject: [PATCH 0259/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204928260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3146c7db06e..7b3a2d786f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7254eba0ad9830548b3731f4608bef2f1848b6da7d9024ae3ad1df48dffa0681",
-    git_commit = "d51aff27ac2123fd7093b685be8b0e5200f95029",
+    sha256 = "defb46b9710847dc1f93b4a29b65bf568efe3d7d254b6887e4d2b95998b6b3c4",
+    git_commit = "97b1ef3ee8432d9a3bf664d367377028e95e0e1f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3f7199ed35a1238184cac661000840e41478bc49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 11:01:05 -0700
Subject: [PATCH 0260/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204938485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b3a2d786f2..24d0d07f950 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "defb46b9710847dc1f93b4a29b65bf568efe3d7d254b6887e4d2b95998b6b3c4",
-    git_commit = "97b1ef3ee8432d9a3bf664d367377028e95e0e1f",
+    sha256 = "b94283c9871b4a88ed419c00b6708986a8a34d08994928482435dc0334b22ce9",
+    git_commit = "e6d3562263d4e54764e7321655ea56dddfb1dfd1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 169e79a69880ac1945bdeab2f9b8b5bb1781204b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 12:00:49 -0700
Subject: [PATCH 0261/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204950515
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24d0d07f950..b580f45be75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b94283c9871b4a88ed419c00b6708986a8a34d08994928482435dc0334b22ce9",
-    git_commit = "e6d3562263d4e54764e7321655ea56dddfb1dfd1",
+    sha256 = "8204c19a4b45ad518af7ce842d89ab3aa79899f1690d9d303c8de281a5a7089c",
+    git_commit = "6e5a78bb634ce772fe0522693d93642fb203ef54",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b3d33750176e726fb7d4ee45d8e8b1a1a66e925 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 13:01:36 -0700
Subject: [PATCH 0262/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204960127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b580f45be75..81750d5116a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8204c19a4b45ad518af7ce842d89ab3aa79899f1690d9d303c8de281a5a7089c",
-    git_commit = "6e5a78bb634ce772fe0522693d93642fb203ef54",
+    sha256 = "29abab3005b251d5d9a6c948546c61f1ff09c15d526f34fdc86434d2c7686406",
+    git_commit = "bc13af4b9f2a76b6424af63da7f88aac4602c0cb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63873285feea7eb9191c4ba574af07e63bce9694 Mon Sep 17 00:00:00 2001
From: Derek Hao Hu <phoenixinter@gmail.com>
Date: Tue, 17 Jul 2018 13:36:45 -0700
Subject: [PATCH 0263/8103] Fix an incorrect link to Dockerfile.devel-gpu

---
 tensorflow_serving/g3doc/docker.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index a3209582f94..dc4bc2cd23c 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -9,10 +9,10 @@ General installation instructions are
 [on the Docker site](https://docs.docker.com/install/), but we give some quick
 links here:
 
-*   [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
-*   [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
+* [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
+* [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
     for Windows 10 Pro or later
-*   [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
+* [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
     of macOS, or versions of Windows before Windows 10 Pro
 
 ## Serving with Docker
@@ -129,14 +129,14 @@ bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=loca
 
 We currently maintain the following Dockerfiles:
 
-*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+* [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
     which is a minimal VM with TensorFlow Serving installed.
 
-*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+* [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving.
 
-*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+* [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving with GPU support.
 

From f97cee5cf4676da3c7108c84cb257be375e781f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 14:01:51 -0700
Subject: [PATCH 0264/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204970237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81750d5116a..68ab8ead14f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29abab3005b251d5d9a6c948546c61f1ff09c15d526f34fdc86434d2c7686406",
-    git_commit = "bc13af4b9f2a76b6424af63da7f88aac4602c0cb",
+    sha256 = "b748b4264f4ff445bcbc2253a155f4b0fed17844b6d73a55ccff8df200721daa",
+    git_commit = "176ae62c10832459eba5809cc9dab35fd78f67a8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3406d10ba6596f8427e357bc241583a578db510d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 15:01:20 -0700
Subject: [PATCH 0265/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204981045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68ab8ead14f..22010d2fbe3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b748b4264f4ff445bcbc2253a155f4b0fed17844b6d73a55ccff8df200721daa",
-    git_commit = "176ae62c10832459eba5809cc9dab35fd78f67a8",
+    sha256 = "e4bc5c6ae73889da6c510b1b7c63c7b029e9adb06b177461bca15f2013769abc",
+    git_commit = "c9fdfab3781bd55cf3d981b98982a1e8122de8d2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4a9461a11d7bb0706c6a4d1fd605d0d4d087cf2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 16:01:58 -0700
Subject: [PATCH 0266/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 204991249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22010d2fbe3..a5f5a591aa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4bc5c6ae73889da6c510b1b7c63c7b029e9adb06b177461bca15f2013769abc",
-    git_commit = "c9fdfab3781bd55cf3d981b98982a1e8122de8d2",
+    sha256 = "c9621af03502fa23a097c603d0731f60ec5095755318af7f04a0f11a5b97337d",
+    git_commit = "cba4d6527c5b64eea86de15cf9a78f0ac0c39af9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b16d34129468e30571bb725dd8c9a66cb905f8ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 17:03:49 -0700
Subject: [PATCH 0267/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205000821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5f5a591aa6..2507f887e91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9621af03502fa23a097c603d0731f60ec5095755318af7f04a0f11a5b97337d",
-    git_commit = "cba4d6527c5b64eea86de15cf9a78f0ac0c39af9",
+    sha256 = "1b58c7417683c730841c122e362895e6f1b2a8a17b1b24b9cbb08a706e0868bc",
+    git_commit = "a27d4153ec557ee25411206aab922abb79c0b5cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b8ee86eaff5a6f04323cbf21a85a00c376e6f00f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 18:03:01 -0700
Subject: [PATCH 0268/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205008258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2507f887e91..2542bfcc0a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b58c7417683c730841c122e362895e6f1b2a8a17b1b24b9cbb08a706e0868bc",
-    git_commit = "a27d4153ec557ee25411206aab922abb79c0b5cc",
+    sha256 = "380f176a3ddbec37bba662e57f3d4d9beead0b607f02f73a0be129ed7f01a2ba",
+    git_commit = "1662a105497e60d002e101161987cbbd48ba06c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d9d962cf95c725f58a062b3292754cc2e5b0d093 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 19:01:29 -0700
Subject: [PATCH 0269/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205013678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2542bfcc0a4..3f514efe149 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "380f176a3ddbec37bba662e57f3d4d9beead0b607f02f73a0be129ed7f01a2ba",
-    git_commit = "1662a105497e60d002e101161987cbbd48ba06c6",
+    sha256 = "4b161835e775889f78c0c6a6788d547554a55b9dfbd1bc94b90e4d853bced25d",
+    git_commit = "9ecd9a48843a21ea0afc68ecaed454a31b5d20d5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5ac65f690c874798d36cf6aad29d0597b8b9e25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 20:01:40 -0700
Subject: [PATCH 0270/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205017717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f514efe149..741f02b058f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b161835e775889f78c0c6a6788d547554a55b9dfbd1bc94b90e4d853bced25d",
-    git_commit = "9ecd9a48843a21ea0afc68ecaed454a31b5d20d5",
+    sha256 = "cbf6b57b05bf42f848329f44366feab271a25f87d936761b3f896382880e6df1",
+    git_commit = "9c74fa8bdac008beee196a6497a47e65a4ae7577",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d2eb08d749ffa3df3058aa8974d8d8f30ed8a585 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 21:01:56 -0700
Subject: [PATCH 0271/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205022122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 741f02b058f..fb596eaa8da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbf6b57b05bf42f848329f44366feab271a25f87d936761b3f896382880e6df1",
-    git_commit = "9c74fa8bdac008beee196a6497a47e65a4ae7577",
+    sha256 = "ae695cfb14ecf6e5b7ced9c21729d55d1ac876e86651d9464f65140988895a46",
+    git_commit = "527a5eb1759d682810f8155b9767bcc7984d3b3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e7cce25afd7b2f108385ada2689dea8a698797c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 22:01:35 -0700
Subject: [PATCH 0272/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205026239
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb596eaa8da..4f40d6bbeca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae695cfb14ecf6e5b7ced9c21729d55d1ac876e86651d9464f65140988895a46",
-    git_commit = "527a5eb1759d682810f8155b9767bcc7984d3b3e",
+    sha256 = "fb522eaf67fa65d7328f9c1c0a0ca4de3636bb6a4058c09db926f694c72838b9",
+    git_commit = "81161f9d9987a8eb70793d95048c20be34292859",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dde4775b24b998c5c11ba8fa76516fa748bf4f8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Jul 2018 23:01:42 -0700
Subject: [PATCH 0273/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205029876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f40d6bbeca..6306c3afafd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb522eaf67fa65d7328f9c1c0a0ca4de3636bb6a4058c09db926f694c72838b9",
-    git_commit = "81161f9d9987a8eb70793d95048c20be34292859",
+    sha256 = "d1e729b7b8099b6d22ba7146782ddf43b02918898ab449a4e8706bac61277265",
+    git_commit = "aa15692e54390cf3967d51bc60acf5f783df9c08",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f7c6a0b3bc7a13828e3d0794e3084cb55564403c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 00:02:03 -0700
Subject: [PATCH 0274/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205033706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6306c3afafd..7beb1d37d03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1e729b7b8099b6d22ba7146782ddf43b02918898ab449a4e8706bac61277265",
-    git_commit = "aa15692e54390cf3967d51bc60acf5f783df9c08",
+    sha256 = "80244c390ef8af94ddc54b3066b33b5d9b2a5bb6cb0a8cae55477314c5acdec3",
+    git_commit = "f1de0ddd55dcae6237ea7d21ccddcc6467a6cf8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5b2a0e298cc00f134a1fcb3c6e7fdd6b498a535f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 01:02:06 -0700
Subject: [PATCH 0275/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205038904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7beb1d37d03..db19bd90aea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80244c390ef8af94ddc54b3066b33b5d9b2a5bb6cb0a8cae55477314c5acdec3",
-    git_commit = "f1de0ddd55dcae6237ea7d21ccddcc6467a6cf8b",
+    sha256 = "227085853c4629c679a29f6b0d156650142de2720d68b33f735aaf5ede4e3a60",
+    git_commit = "5d6aec5318fba138bdf47ff0fbee035dc4d6e04a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 746a7a8b86da7608a9645b9fb5fe1132b35e65ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 02:04:15 -0700
Subject: [PATCH 0276/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205044527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db19bd90aea..2e3eff37245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "227085853c4629c679a29f6b0d156650142de2720d68b33f735aaf5ede4e3a60",
-    git_commit = "5d6aec5318fba138bdf47ff0fbee035dc4d6e04a",
+    sha256 = "85fabc8d48d0b76812843ce467f1817072075acab039c4216c18417823199f7c",
+    git_commit = "3a576d3a2847cce68c4c4565f8a1124d7421ca3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb7c5defe70a5f454809dc46a947fd470294b67d Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Wed, 18 Jul 2018 09:40:37 +0900
Subject: [PATCH 0277/8103] Add util for get model status

---
 tensorflow_serving/tools/pip_package/BUILD          |  1 +
 .../tools/pip_package/build_pip_package.sh          | 13 +++++++++++++
 tensorflow_serving/tools/pip_package/setup.py       |  1 +
 3 files changed, 15 insertions(+)

diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 50bc4363437..df4cbe6ea7e 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -22,5 +22,6 @@ sh_binary(
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:regression_proto_py_pb2",
         "//tensorflow_serving/apis:session_service_proto_py_pb2",
+        "//tensorflow_serving/util:status_proto_py_pb2",
     ],
 )
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index b1307d77779..e7cc489b046 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -34,6 +34,8 @@ function main() {
 
   echo $(date) : "=== Using tmpdir: ${TMPDIR}"
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
+  mkdir -p ${TMPDIR}/tensorflow_serving/util
+  mkdir -p ${TMPDIR}/tensorflow/core/lib/core
 
   echo "Adding python files"
   cp bazel-genfiles/tensorflow_serving/apis/*_pb2.py \
@@ -44,9 +46,20 @@ function main() {
 
   cp bazel-serving/tensorflow_serving/apis/*_grpc.py \
     "${TMPDIR}/tensorflow_serving/apis"
+  
+  cp bazel-genfiles/tensorflow_serving/util/*_pb2.py \
+    "${TMPDIR}/tensorflow_serving/util"
+
+  cp bazel-genfiles/external/org_tensorflow/tensorflow/core/lib/core/*.py \
+    "${TMPDIR}/tensorflow/core/lib/core"
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
+  touch "${TMPDIR}/tensorflow_serving/util/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
+  touch "${TMPDIR}/tensorflow/__init__.py"
+  touch "${TMPDIR}/tensorflow/core/__init__.py"
+  touch "${TMPDIR}/tensorflow/core/lib/__init__.py"
+  touch "${TMPDIR}/tensorflow/core/lib/core/__init__.py"
 
   echo "Adding package setup files"
   cp ${PIP_SRC_DIR}/setup.py "${TMPDIR}"
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 78fff31b683..051ea45bdcc 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -34,6 +34,7 @@
 REQUIRED_PACKAGES = [
     'tensorflow>=1.2.0,<2',
     'grpcio>=1.0<2',
+    'protobuf==3.6.0',
 ]
 
 setup(

From 69064521b072ae38079ad398eade6d8323bc7486 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 04:00:54 -0700
Subject: [PATCH 0278/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205056841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e3eff37245..018aae44624 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85fabc8d48d0b76812843ce467f1817072075acab039c4216c18417823199f7c",
-    git_commit = "3a576d3a2847cce68c4c4565f8a1124d7421ca3e",
+    sha256 = "20be7c9f382646b04ab33a769aa0d01e8faf6656ffd3f9634ff9375f3c0b6c79",
+    git_commit = "ff791a7fde3605493bef70de8a9c9779541daf66",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8b844700e5252ed1fda78fc02da183270969d69d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 08:01:47 -0700
Subject: [PATCH 0279/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205078856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 018aae44624..6941f310ccc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20be7c9f382646b04ab33a769aa0d01e8faf6656ffd3f9634ff9375f3c0b6c79",
-    git_commit = "ff791a7fde3605493bef70de8a9c9779541daf66",
+    sha256 = "198028de6530055c9619ac30997bcefd4c729d015b5ac180ce56f03711c98cc2",
+    git_commit = "a46c9ab4419402182c34404f0f57c1f7b6b51858",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 38225956f678a198835f111f5e9122e66716fe11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 09:02:03 -0700
Subject: [PATCH 0280/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205086207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6941f310ccc..9b09b5f05c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "198028de6530055c9619ac30997bcefd4c729d015b5ac180ce56f03711c98cc2",
-    git_commit = "a46c9ab4419402182c34404f0f57c1f7b6b51858",
+    sha256 = "18b59bff4e72863e0aca5081f7799c6f5594332bca31f7dd80b01b06e4630a90",
+    git_commit = "9b3a29889f6533b2f3c8cba6eba9e2d653712750",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ab6ad8e5cda4dce9d83b7dfc8717a9b6f575fd6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 10:01:59 -0700
Subject: [PATCH 0281/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205094261
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b09b5f05c4..6a7280360e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18b59bff4e72863e0aca5081f7799c6f5594332bca31f7dd80b01b06e4630a90",
-    git_commit = "9b3a29889f6533b2f3c8cba6eba9e2d653712750",
+    sha256 = "b07d74581b7b4b065902a03cc736e6ee4cd9d116ec91d0c1fc60e8c6cd494a9b",
+    git_commit = "b78e0da14d29d7e9d3b51a7b633c960baacd710c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5b78ebf5ecb123574d7414822088ce5998b6b0f8 Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Thu, 19 Jul 2018 02:29:20 +0900
Subject: [PATCH 0282/8103] Add config, sources

---
 tensorflow_serving/tools/pip_package/BUILD            |  4 ++++
 .../tools/pip_package/build_pip_package.sh            | 11 +++++++++++
 2 files changed, 15 insertions(+)

diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index df4cbe6ea7e..c1300e869ad 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -22,6 +22,10 @@ sh_binary(
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:regression_proto_py_pb2",
         "//tensorflow_serving/apis:session_service_proto_py_pb2",
+        "//tensorflow_serving/config:log_collector_config_proto_py_pb2",
+        "//tensorflow_serving/config:logging_config_proto_py_pb2",
+        "//tensorflow_serving/config:model_server_config_proto_py_pb2",
+        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto_py_pb2",
         "//tensorflow_serving/util:status_proto_py_pb2",
     ],
 )
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index e7cc489b046..eac75ca6226 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -34,6 +34,8 @@ function main() {
 
   echo $(date) : "=== Using tmpdir: ${TMPDIR}"
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
+  mkdir -p ${TMPDIR}/tensorflow_serving/config
+  mkdir -p ${TMPDIR}/tensorflow_serving/sources/storage_path
   mkdir -p ${TMPDIR}/tensorflow_serving/util
   mkdir -p ${TMPDIR}/tensorflow/core/lib/core
 
@@ -46,7 +48,13 @@ function main() {
 
   cp bazel-serving/tensorflow_serving/apis/*_grpc.py \
     "${TMPDIR}/tensorflow_serving/apis"
+
+  cp bazel-genfiles/tensorflow_serving/config/*_pb2.py \
+    "${TMPDIR}/tensorflow_serving/config"
   
+  cp bazel-genfiles/tensorflow_serving/sources/storage_path/*_pb2.py \
+    "${TMPDIR}/tensorflow_serving/sources/storage_path"
+
   cp bazel-genfiles/tensorflow_serving/util/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/util"
 
@@ -54,6 +62,9 @@ function main() {
     "${TMPDIR}/tensorflow/core/lib/core"
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
+  touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
+  touch "${TMPDIR}/tensorflow_serving/sources/__init__.py"
+  touch "${TMPDIR}/tensorflow_serving/sources/storage_path/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/util/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
   touch "${TMPDIR}/tensorflow/__init__.py"

From f5d43c579bcdaa9f35f751fe845a8c2e3f2b1ee7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 11:03:46 -0700
Subject: [PATCH 0283/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205104291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a7280360e1..79ba215a150 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b07d74581b7b4b065902a03cc736e6ee4cd9d116ec91d0c1fc60e8c6cd494a9b",
-    git_commit = "b78e0da14d29d7e9d3b51a7b633c960baacd710c",
+    sha256 = "256437808acb38c48bdfa9530dfffbec6af623710dfde7da56fbe0fa2f41fa56",
+    git_commit = "bc8fd55cac9f10716b92883b83a36d54a1d7047b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b299fa53962075ff1a3b445ac5917acb400c64f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 12:03:00 -0700
Subject: [PATCH 0284/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205114404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79ba215a150..29f23cecff7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "256437808acb38c48bdfa9530dfffbec6af623710dfde7da56fbe0fa2f41fa56",
-    git_commit = "bc8fd55cac9f10716b92883b83a36d54a1d7047b",
+    sha256 = "b81db71d18e87a503ab98b7b869cac09a24b30f13b846031775992e6b385b3f8",
+    git_commit = "b062b8e92376012383fe55ceb660d83af08a8686",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ac2e041f563f63432ce678e3065a3471e640b3f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 13:00:40 -0700
Subject: [PATCH 0285/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205122790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29f23cecff7..7ab1a5bbec2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b81db71d18e87a503ab98b7b869cac09a24b30f13b846031775992e6b385b3f8",
-    git_commit = "b062b8e92376012383fe55ceb660d83af08a8686",
+    sha256 = "c315afcd9b8e95a3ccda590041190c7002fa95f8ec8b956515d16d4d75efba1a",
+    git_commit = "b7ff2af8639077fba995251be90e65cc30a610ff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b395fbc66ba053846b9bf8fc993a778bcbba1bb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 14:01:56 -0700
Subject: [PATCH 0286/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205132708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ab1a5bbec2..56d2374159c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c315afcd9b8e95a3ccda590041190c7002fa95f8ec8b956515d16d4d75efba1a",
-    git_commit = "b7ff2af8639077fba995251be90e65cc30a610ff",
+    sha256 = "bb80c4d20fd57a3a7000a417eb2fda33b6e0dcf0d8d120fdb02d3a24aa0284cf",
+    git_commit = "f836031f97d4b2ef2160f71332ee9c96a20ce84a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 77a46527fd40866cb4e889ebced8df41048d42fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 15:02:22 -0700
Subject: [PATCH 0287/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205143174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56d2374159c..04aef9b7fd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb80c4d20fd57a3a7000a417eb2fda33b6e0dcf0d8d120fdb02d3a24aa0284cf",
-    git_commit = "f836031f97d4b2ef2160f71332ee9c96a20ce84a",
+    sha256 = "1186eddbd5595d7311d7453b1aac87274df750bc4ecb263e56c8204a40a3e696",
+    git_commit = "4ca04537c0d1d75ea37944aa3bb2dc749428031a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1909f8c88dfe8138f6366fdd5b6e97609dc116dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 16:01:53 -0700
Subject: [PATCH 0288/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205153103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04aef9b7fd1..edf8cfa9fe3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1186eddbd5595d7311d7453b1aac87274df750bc4ecb263e56c8204a40a3e696",
-    git_commit = "4ca04537c0d1d75ea37944aa3bb2dc749428031a",
+    sha256 = "d027d65965a1e495d2f1ddfd3c6e712f3353de87efbf5d198a361d661ac166e4",
+    git_commit = "0bac40657d2f7d5f879cbaa7f5d4f14c41a3d585",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1ed224dc3a9d8f9d40b4b81860c4810ab2fab6e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 17:02:01 -0700
Subject: [PATCH 0289/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205162100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edf8cfa9fe3..56a0fc8a264 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d027d65965a1e495d2f1ddfd3c6e712f3353de87efbf5d198a361d661ac166e4",
-    git_commit = "0bac40657d2f7d5f879cbaa7f5d4f14c41a3d585",
+    sha256 = "cae40f739daef19e314327b5abdca2f7af6fb2a191d5095db6cd19d762139003",
+    git_commit = "5a78e98e877bdca794ffd9e5c4f00da5d2e7ee7d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 895e12fdb2616e939f4a954a23a82cac2fe83b94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 18:02:02 -0700
Subject: [PATCH 0290/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205169337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56a0fc8a264..bbaf371706f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cae40f739daef19e314327b5abdca2f7af6fb2a191d5095db6cd19d762139003",
-    git_commit = "5a78e98e877bdca794ffd9e5c4f00da5d2e7ee7d",
+    sha256 = "a333ad750899461e8eba6e6c071b6a3d935e851ab7c61811ce1f415b9d3f527c",
+    git_commit = "ff222c19fd642a6001ef8ba0ba7a823f37886a5d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8ccb8f48dddc7d7d9972c364ffe97c5e79aa8c32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 19:02:09 -0700
Subject: [PATCH 0291/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205174700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bbaf371706f..cef5fed70e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a333ad750899461e8eba6e6c071b6a3d935e851ab7c61811ce1f415b9d3f527c",
-    git_commit = "ff222c19fd642a6001ef8ba0ba7a823f37886a5d",
+    sha256 = "31eddae9f4e08e20639b577acadd03cc7ffc177c8178a597196163678ba16bf6",
+    git_commit = "e6fb3baeed99543b3ffd22522c30b08c94835e15",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2de6e24d7eda21caae767421f5153f076302d1d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 20:02:57 -0700
Subject: [PATCH 0292/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205178841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cef5fed70e1..2adab662e78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31eddae9f4e08e20639b577acadd03cc7ffc177c8178a597196163678ba16bf6",
-    git_commit = "e6fb3baeed99543b3ffd22522c30b08c94835e15",
+    sha256 = "d01afdfb2fc99b091ec86f8366aab3f78b71a0b4959c53c401eb7e1046cb9098",
+    git_commit = "a84859ad52d2cff7cb5b7d6f98086f28c85a14c9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e401c514345e9bbed14cc2e4f825cec562fa4d2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 21:01:48 -0700
Subject: [PATCH 0293/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205183018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2adab662e78..d3c730abfe4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d01afdfb2fc99b091ec86f8366aab3f78b71a0b4959c53c401eb7e1046cb9098",
-    git_commit = "a84859ad52d2cff7cb5b7d6f98086f28c85a14c9",
+    sha256 = "c491c1f3e7cfc8b72d2b78560f435e0098fcd67e275ff15baa208c2c411324b2",
+    git_commit = "996b078c45879ad0ea6ee56f58fcbeb6c03c3246",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6738b7b4464fe598720588b3de0c9c26c5e5ba74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Jul 2018 22:01:34 -0700
Subject: [PATCH 0294/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205186678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3c730abfe4..71e9d138b25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c491c1f3e7cfc8b72d2b78560f435e0098fcd67e275ff15baa208c2c411324b2",
-    git_commit = "996b078c45879ad0ea6ee56f58fcbeb6c03c3246",
+    sha256 = "0aa8c1d82e750146682ed1e8fcf55abaf5080a0dbbc962c690f574ffa34c0558",
+    git_commit = "874de86fe803823589d6b1c1e2dbe4adc5d3408c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c20260f83600b6238cf3d0ec79725c17ce30f63d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 02:01:09 -0700
Subject: [PATCH 0295/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205205916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71e9d138b25..5a732d88463 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0aa8c1d82e750146682ed1e8fcf55abaf5080a0dbbc962c690f574ffa34c0558",
-    git_commit = "874de86fe803823589d6b1c1e2dbe4adc5d3408c",
+    sha256 = "b6c634829898cbf369869eced70430554d6bf28e400e3ea9312b0a297bd3671d",
+    git_commit = "c818bf016d4b48838d943338fd0c8581ab95ada1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 52088246ae0a53c8234f94b133d244d7a1d8c3c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 05:02:42 -0700
Subject: [PATCH 0296/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205222886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a732d88463..796000353a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6c634829898cbf369869eced70430554d6bf28e400e3ea9312b0a297bd3671d",
-    git_commit = "c818bf016d4b48838d943338fd0c8581ab95ada1",
+    sha256 = "054b3855145417a6e943b18141038819f48d6a1a6266cf286e54aee154b7c8fd",
+    git_commit = "dbf10397ed25001f03ed0eac879e328f625fe0d1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 38b642cf320500a6adb326587f055aeda626fd2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 06:03:29 -0700
Subject: [PATCH 0297/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205228430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 796000353a2..9fcbb93ab6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "054b3855145417a6e943b18141038819f48d6a1a6266cf286e54aee154b7c8fd",
-    git_commit = "dbf10397ed25001f03ed0eac879e328f625fe0d1",
+    sha256 = "9773b3c2d3cbf13817b79b6722e571db5b777f58e966d3b56b9b7710250812c2",
+    git_commit = "68353db31b981057d612a46571ee244a2aca6840",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2266bbf929b0dd739fc49cd313a9c9ecc52cc0ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 07:01:56 -0700
Subject: [PATCH 0298/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205234078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fcbb93ab6c..0ed34a79b3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9773b3c2d3cbf13817b79b6722e571db5b777f58e966d3b56b9b7710250812c2",
-    git_commit = "68353db31b981057d612a46571ee244a2aca6840",
+    sha256 = "ab932ca1c89ba977c01bd9006a9f4240fbe7f3fc5b10274cfd32b2a6ff727ebd",
+    git_commit = "4e3b7baca38aa93657272b2e80128d0552247f87",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ae1f761d707e0ec1053e82ae714f2e1fac5491db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 08:02:40 -0700
Subject: [PATCH 0299/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205241322
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ed34a79b3c..71798f638f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab932ca1c89ba977c01bd9006a9f4240fbe7f3fc5b10274cfd32b2a6ff727ebd",
-    git_commit = "4e3b7baca38aa93657272b2e80128d0552247f87",
+    sha256 = "95a11cc578d86cc1648abe592f4c65e91c18710e38f5132c4cb222533c03812e",
+    git_commit = "cb299834dbe8469f8b54c129e6831e42eed399a2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 23f1523e923e38236300b60c677729e7ad6d28cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 09:02:38 -0700
Subject: [PATCH 0300/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205249274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71798f638f0..60510565e9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95a11cc578d86cc1648abe592f4c65e91c18710e38f5132c4cb222533c03812e",
-    git_commit = "cb299834dbe8469f8b54c129e6831e42eed399a2",
+    sha256 = "75616a2ca230857ea3b0b471792ea17dc1cb698534b8eccb9e54066441285baf",
+    git_commit = "6f0e971c30654b02e3ed2f1bc4d3f09b584668e7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2587fcdb248b013034749c3a4d5c6df530b96a0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 10:04:18 -0700
Subject: [PATCH 0301/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205257994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60510565e9c..35301ad2fec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75616a2ca230857ea3b0b471792ea17dc1cb698534b8eccb9e54066441285baf",
-    git_commit = "6f0e971c30654b02e3ed2f1bc4d3f09b584668e7",
+    sha256 = "f66e1c26bec348a95386e791bda1a3984f6fd72641fc4fd649bbe3301b540d7b",
+    git_commit = "a5fcf4a3c0f999dec3501b23b0c6f5e5d1ff9c38",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c0e61ff519c46d5a6d268a9595571ed9538b0cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 11:02:03 -0700
Subject: [PATCH 0302/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205267965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35301ad2fec..98de85a92d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f66e1c26bec348a95386e791bda1a3984f6fd72641fc4fd649bbe3301b540d7b",
-    git_commit = "a5fcf4a3c0f999dec3501b23b0c6f5e5d1ff9c38",
+    sha256 = "b24d8d3eb34c09d4573070647bf5b69c2841aca82f0673ace73202d35e1ca6ca",
+    git_commit = "9dfa333cc8e78b9a533562448d67d48ec568622d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b93179cc749036392a92e67e2642d0a1396d98aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 12:04:22 -0700
Subject: [PATCH 0303/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205278843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98de85a92d5..63a426e4a37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b24d8d3eb34c09d4573070647bf5b69c2841aca82f0673ace73202d35e1ca6ca",
-    git_commit = "9dfa333cc8e78b9a533562448d67d48ec568622d",
+    sha256 = "26e4bfb56c3e6bd8d5441db019a137f5eb99e950a1dced60b8cf4cf4550fc724",
+    git_commit = "8571b4f3d2d06caefd8f714d7ea98a3701ea3a96",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c931851bcb1ad804b768cf46eac1683f5cf1a478 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 13:02:07 -0700
Subject: [PATCH 0304/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205287779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63a426e4a37..4a6ed1cf4f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26e4bfb56c3e6bd8d5441db019a137f5eb99e950a1dced60b8cf4cf4550fc724",
-    git_commit = "8571b4f3d2d06caefd8f714d7ea98a3701ea3a96",
+    sha256 = "e39fed7b4462aeeb70c966c8c68b1ba9aadd8c93c04932b03ae584c9ea1f633d",
+    git_commit = "0399e0cf13deaed9fb9e6dcf1af2c378579e817e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ceca1276367fd9fa9ea7bd8558b0a76c6ce070e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 14:04:28 -0700
Subject: [PATCH 0305/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205298068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a6ed1cf4f4..04a8fd000a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e39fed7b4462aeeb70c966c8c68b1ba9aadd8c93c04932b03ae584c9ea1f633d",
-    git_commit = "0399e0cf13deaed9fb9e6dcf1af2c378579e817e",
+    sha256 = "b4e4e7d90546f825588ce6505d785d35574071a5e0b7cb2d30e48165936328b3",
+    git_commit = "58fdd0dfce6d4c71fa7d381190987ccad33da0b6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f98cb10371f778963f4edd016bb4eace006e682 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 15:01:40 -0700
Subject: [PATCH 0306/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205308214
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04a8fd000a6..8c8ecdea569 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4e4e7d90546f825588ce6505d785d35574071a5e0b7cb2d30e48165936328b3",
-    git_commit = "58fdd0dfce6d4c71fa7d381190987ccad33da0b6",
+    sha256 = "6c7fc5f7ef084d3b3a683b0828d64700928a15ef038e7a053aa5c39ed4e2cd7c",
+    git_commit = "6e02d79ba0179a23679e65b31405c591726bc552",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 452a6be734f607187e95f881d693827e828577f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 16:03:25 -0700
Subject: [PATCH 0307/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205317991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c8ecdea569..415d6e0ad50 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c7fc5f7ef084d3b3a683b0828d64700928a15ef038e7a053aa5c39ed4e2cd7c",
-    git_commit = "6e02d79ba0179a23679e65b31405c591726bc552",
+    sha256 = "2fd4c66e4aa23f4a2cee836f36f1bf8796b6700d4afe7ae5824806e72f8a2b24",
+    git_commit = "de98d59491fa55455f0e2ba4313cf0d65ef979c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bcfd365617ff28047e6009caa80de09587d89f46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 17:02:34 -0700
Subject: [PATCH 0308/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205326716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 415d6e0ad50..a9a6e0140ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fd4c66e4aa23f4a2cee836f36f1bf8796b6700d4afe7ae5824806e72f8a2b24",
-    git_commit = "de98d59491fa55455f0e2ba4313cf0d65ef979c6",
+    sha256 = "d4e9ac5e2572e193721ff400bb09d958edc602d7e0ac8802c99ea3560dc72d90",
+    git_commit = "8f130ff5b021efb94946ed9deb1341890763fd3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4240a45964d513f6ad882f807dfb53173b34eba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 18:00:50 -0700
Subject: [PATCH 0309/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205333823
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9a6e0140ad..3575d48f803 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4e9ac5e2572e193721ff400bb09d958edc602d7e0ac8802c99ea3560dc72d90",
-    git_commit = "8f130ff5b021efb94946ed9deb1341890763fd3f",
+    sha256 = "49735974f164a0e9d58a1d5d5ae8d6ed7a20fe18df4bec29bd67d5cb159011ec",
+    git_commit = "90ec1ab915907ae94ac1d212611b460a68d8c98f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 93f33a02796abad88a5fa65901e97574219e11f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 19:02:17 -0700
Subject: [PATCH 0310/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205339381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3575d48f803..ec55f9f0be2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49735974f164a0e9d58a1d5d5ae8d6ed7a20fe18df4bec29bd67d5cb159011ec",
-    git_commit = "90ec1ab915907ae94ac1d212611b460a68d8c98f",
+    sha256 = "caa3eb94a8c47dce5b0d5fa60c543fdbdaf6f8b2c177a1fedf9356fdc639df85",
+    git_commit = "77c7b1112210beb3f0752f206bfa519f22aaf5c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 02a5b6020fb82b0eb44b93f288f7f0c47e71c330 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 20:02:35 -0700
Subject: [PATCH 0311/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205343364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec55f9f0be2..f685ca0842b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caa3eb94a8c47dce5b0d5fa60c543fdbdaf6f8b2c177a1fedf9356fdc639df85",
-    git_commit = "77c7b1112210beb3f0752f206bfa519f22aaf5c6",
+    sha256 = "92f5fc4ee29ce7f274185fffac68053b938812d99fc7fab7c86e3087f290b303",
+    git_commit = "3a56de02398b61226924955c6ee4297a4ecb5d45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62f9ab2aa937de6aabe94a53156b81043de43e5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Jul 2018 21:03:25 -0700
Subject: [PATCH 0312/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205347514
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f685ca0842b..8d22d08f95f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92f5fc4ee29ce7f274185fffac68053b938812d99fc7fab7c86e3087f290b303",
-    git_commit = "3a56de02398b61226924955c6ee4297a4ecb5d45",
+    sha256 = "95dba80ef4c660b9a3ed6a2ef0e03d8ef1e69a8b03311312c3667eca0566d6e5",
+    git_commit = "db308efbf4e95a7362fde90d35447091349b548e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a80402392c06892e3a8600e9194dcea5b367ee37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 00:02:02 -0700
Subject: [PATCH 0313/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205359086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d22d08f95f..be863bf44e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95dba80ef4c660b9a3ed6a2ef0e03d8ef1e69a8b03311312c3667eca0566d6e5",
-    git_commit = "db308efbf4e95a7362fde90d35447091349b548e",
+    sha256 = "db785cdcfaea5600976ede4309c8aad4ca37d67cd83e23bd1763b0fa64a04aca",
+    git_commit = "ee5271968e17b1bc0b852b0285dad4a38e1a97a0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 55253eceb216bf2115e4da860192d6d2c3497dd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 03:01:12 -0700
Subject: [PATCH 0314/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205373389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be863bf44e6..8eb81b0d6d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db785cdcfaea5600976ede4309c8aad4ca37d67cd83e23bd1763b0fa64a04aca",
-    git_commit = "ee5271968e17b1bc0b852b0285dad4a38e1a97a0",
+    sha256 = "f5a418d26452db95c153bdde38d605180f20caf53247f2ec9738124d64fee8f0",
+    git_commit = "6533c5a8ade658568a82c3c7bb9d1368a641c0a3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 13423e79ca4a491a075b8449fde4beb5db1dedd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 05:01:17 -0700
Subject: [PATCH 0315/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205382190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8eb81b0d6d4..a8c0d900f28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5a418d26452db95c153bdde38d605180f20caf53247f2ec9738124d64fee8f0",
-    git_commit = "6533c5a8ade658568a82c3c7bb9d1368a641c0a3",
+    sha256 = "07677c4ca86437f5b992413bd3a2d44605b6f2fcdb82c090529fac250bd1e374",
+    git_commit = "78909bf81e99e705f74930e2ef9687c6e30dcbf6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 877337d4a07e3df55b7dc36b3b6be1f1edc0075e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 06:02:40 -0700
Subject: [PATCH 0316/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205386967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8c0d900f28..f11bdfbe6ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07677c4ca86437f5b992413bd3a2d44605b6f2fcdb82c090529fac250bd1e374",
-    git_commit = "78909bf81e99e705f74930e2ef9687c6e30dcbf6",
+    sha256 = "7034e470f1f3724310df42750bb4e4443c1d47f938b99df2af3d4eaed8457f82",
+    git_commit = "a641057c719aa95175a9ad3f9e26044f0c31416e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d0d0e637dd3d81a63f180cdaed9b58375d311ea6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 10:04:20 -0700
Subject: [PATCH 0317/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205413281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f11bdfbe6ce..54576d58631 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7034e470f1f3724310df42750bb4e4443c1d47f938b99df2af3d4eaed8457f82",
-    git_commit = "a641057c719aa95175a9ad3f9e26044f0c31416e",
+    sha256 = "353a4eb1eda2f1ae9edc471353ae06745da5df2c59569d381b3901869fdc758b",
+    git_commit = "75ca1d8df21cd4c7904ceecb12c0cfc268da361f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d124e899e1eadefa0458954f8efe305b79579daf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 11:03:33 -0700
Subject: [PATCH 0318/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205423144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54576d58631..740d41ddfda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "353a4eb1eda2f1ae9edc471353ae06745da5df2c59569d381b3901869fdc758b",
-    git_commit = "75ca1d8df21cd4c7904ceecb12c0cfc268da361f",
+    sha256 = "5ff79dd37daa2169accd7983dbb563bb91ee48a168098e2b6b6af7276918d4d0",
+    git_commit = "f965075fca32a41b544f8101a94641f6d322f1ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3f1d7d08c483d656a3439d1a0a9a3ded41c68068 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 12:04:16 -0700
Subject: [PATCH 0319/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205432985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 740d41ddfda..47e7ce2eb28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ff79dd37daa2169accd7983dbb563bb91ee48a168098e2b6b6af7276918d4d0",
-    git_commit = "f965075fca32a41b544f8101a94641f6d322f1ec",
+    sha256 = "54ee16fc8f771ed39421265b714aae6fe3d76dfd9523fa5d9cc93b832e158da3",
+    git_commit = "41b93403ac8148bd880c749165c40840ddb95b44",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d2f5a830424def9586aa6ad4ab933080b3997deb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 13:02:20 -0700
Subject: [PATCH 0320/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205440769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47e7ce2eb28..f704cecc160 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54ee16fc8f771ed39421265b714aae6fe3d76dfd9523fa5d9cc93b832e158da3",
-    git_commit = "41b93403ac8148bd880c749165c40840ddb95b44",
+    sha256 = "6007fe2496a65639b89de8835c0125884179e3e3ac90bce20250230684f9fc7c",
+    git_commit = "9f8256a61fcd44eeef7c0bf41c9bb4fddc505ae0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b153d43f956a468bf6a72ca6bd708cdb257f2d08 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Fri, 20 Jul 2018 13:15:29 -0700
Subject: [PATCH 0321/8103] Adds to the inference proto a way to query model
 versions by string labels, rather than version numbers. (The model server
 does not yet interpret these labels.)

PiperOrigin-RevId: 205442653
---
 tensorflow_serving/apis/model.proto | 15 ++++++++++++---
 1 file changed, 12 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 3a0ea1c020a..9c6427fe7d6 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -10,14 +10,23 @@ message ModelSpec {
   // Required servable name.
   string name = 1;
 
-  // Optional version. Recommended to be left unset in the common case. Should
-  // be specified only when there is a strong version consistency requirement.
+  // Optional choice of which version of the model to use.
+  //
+  // Recommended to be left unset in the common case. Should be specified only
+  // when there is a strong version consistency requirement.
   //
   // When left unspecified, the system will serve the best available version.
   // This is typically the latest version, though during version transitions,
   // notably when serving on a fleet of instances, may be either the previous or
   // new version.
-  google.protobuf.Int64Value version = 2;
+  oneof version_choice {
+    // Use this specific version number.
+    google.protobuf.Int64Value version = 2;
+
+    // Use the version associated with the given label.
+    // EXPERIMENTAL. DO NOT USE AT THIS TIME.
+    string version_label = 4;
+  }
 
   // A named signature to evaluate. If unspecified, the default signature will
   // be used.

From 012e0b992d4b6ff003e0bc02226681ae526c9059 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 20 Jul 2018 15:06:10 -0700
Subject: [PATCH 0322/8103] Remove old bazel workarounds

PiperOrigin-RevId: 205460242
---
 tensorflow_serving/tools/docker/Dockerfile.devel   | 14 +++-----------
 .../tools/docker/Dockerfile.devel-gpu              | 14 +++-----------
 2 files changed, 6 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 6f5182a719c..eb09b96511c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -52,14 +52,6 @@ RUN pip install mock grpcio
 
 # Set up Bazel.
 
-# Running bazel inside a `docker build` command causes trouble, cf:
-#   https://github.com/bazelbuild/bazel/issues/134
-# The easiest solution is to set up a bazelrc file forcing --batch.
-RUN echo "startup --batch" >>/etc/bazel.bazelrc
-# Similarly, we need to workaround sandboxing issues:
-#   https://github.com/bazelbuild/bazel/issues/418
-RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
-    >>/etc/bazel.bazelrc
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
 ENV BAZEL_VERSION 0.15.0
 WORKDIR /
@@ -74,9 +66,9 @@ RUN mkdir /bazel && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
-RUN git remote add upstream https://github.com/tensorflow/serving.git
-RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
+RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
+    git remote add upstream https://github.com/tensorflow/serving.git && \
+    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c269bd4f56d..c2539aabb46 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -58,14 +58,6 @@ RUN pip install mock grpcio
 
 # Set up Bazel.
 
-# Running bazel inside a `docker build` command causes trouble, cf:
-#   https://github.com/bazelbuild/bazel/issues/134
-# The easiest solution is to set up a bazelrc file forcing --batch.
-RUN echo "startup --batch" >>/etc/bazel.bazelrc
-# Similarly, we need to workaround sandboxing issues:
-#   https://github.com/bazelbuild/bazel/issues/418
-RUN echo "build --spawn_strategy=standalone --genrule_strategy=standalone" \
-    >>/etc/bazel.bazelrc
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
 ENV BAZEL_VERSION 0.15.0
 WORKDIR /
@@ -111,9 +103,9 @@ RUN mkdir -p ${NCCL_INSTALL_PATH} && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving .
-RUN git remote add upstream https://github.com/tensorflow/serving.git
-RUN if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
+RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
+    git remote add upstream https://github.com/tensorflow/serving.git && \
+    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"

From a6a8c4f469fc50f44c2cefeb8ad456073ba9bf92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 16:02:21 -0700
Subject: [PATCH 0323/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205468220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f704cecc160..55343366472 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6007fe2496a65639b89de8835c0125884179e3e3ac90bce20250230684f9fc7c",
-    git_commit = "9f8256a61fcd44eeef7c0bf41c9bb4fddc505ae0",
+    sha256 = "ec14efae700f2fdae22b3df0a79b416334026a8aac299b75af220c331a927369",
+    git_commit = "21662e6c28a7b5ceaf1636be0c1f2a2ea57da08f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bb8973373442464f9f1ce3dba6296c046fc81f9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 17:03:59 -0700
Subject: [PATCH 0324/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205475705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55343366472..7b9b86e6a7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec14efae700f2fdae22b3df0a79b416334026a8aac299b75af220c331a927369",
-    git_commit = "21662e6c28a7b5ceaf1636be0c1f2a2ea57da08f",
+    sha256 = "d818e2439b5eba592823b2dcc362cb69d63ba93f261625986cfb2addf1c57c5a",
+    git_commit = "8741006018326350467fe86785d98963ff9e983e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3c4f4c6d299f196d32feda5e0c76297865a15311 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 18:01:56 -0700
Subject: [PATCH 0325/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205481145
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b9b86e6a7f..bd9ed638a9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d818e2439b5eba592823b2dcc362cb69d63ba93f261625986cfb2addf1c57c5a",
-    git_commit = "8741006018326350467fe86785d98963ff9e983e",
+    sha256 = "94f10ac14b1eea602bd70e079f4bf05a8a8bac0ccfa21ceeb69d6353f10716e0",
+    git_commit = "9dbbea7a4327cd694ccff1f9edf6ae1af4329362",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 31e160abaa7c8ac1b88d529677cff2a03f629e55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 19:02:03 -0700
Subject: [PATCH 0326/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205485022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd9ed638a9b..bb875912c37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94f10ac14b1eea602bd70e079f4bf05a8a8bac0ccfa21ceeb69d6353f10716e0",
-    git_commit = "9dbbea7a4327cd694ccff1f9edf6ae1af4329362",
+    sha256 = "952747e2f2168961e6356ce378dce212c4ea9094295b608330cdec11e0dcb816",
+    git_commit = "5c15427443506d4beafc8223fbe665024191464a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b32e71fab98995c54c1ec4c1ef9af98a1c5138de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Jul 2018 20:02:08 -0700
Subject: [PATCH 0327/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205487902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb875912c37..81fc908ab48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "952747e2f2168961e6356ce378dce212c4ea9094295b608330cdec11e0dcb816",
-    git_commit = "5c15427443506d4beafc8223fbe665024191464a",
+    sha256 = "92c3eea3c89c9c94fd6c425d4671128cd40f08e66cb844cbed01aa919dfeb0e5",
+    git_commit = "a8f3646377af20101b180a5f64df3f0066a9653b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bef09d808dabc16b60450ef203f40a74e452d76e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Jul 2018 00:02:02 -0700
Subject: [PATCH 0328/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205499029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81fc908ab48..4df994d896f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92c3eea3c89c9c94fd6c425d4671128cd40f08e66cb844cbed01aa919dfeb0e5",
-    git_commit = "a8f3646377af20101b180a5f64df3f0066a9653b",
+    sha256 = "2f8e755935a22dc4cdc9f98add53f567e623bbad8ab407be7715d9d3b86504d7",
+    git_commit = "3153ebe72a5dd5c5848122ddc3c883aab14b5cf1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a278c1127793738f3761decc6e9029b39869b4f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Jul 2018 01:02:01 -0700
Subject: [PATCH 0329/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205501887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4df994d896f..c3f2f2b9f7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f8e755935a22dc4cdc9f98add53f567e623bbad8ab407be7715d9d3b86504d7",
-    git_commit = "3153ebe72a5dd5c5848122ddc3c883aab14b5cf1",
+    sha256 = "b217cfcb5910372ae679da9ec7b136106de3431f195dfe25e5732d5aef058336",
+    git_commit = "19354d18bb2ce412409f4d79ec4fa23dd9057d8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d276ecf5285f38adae85dafe2f159774a816a359 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Jul 2018 02:00:51 -0700
Subject: [PATCH 0330/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205504735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3f2f2b9f7e..d8c1333a501 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b217cfcb5910372ae679da9ec7b136106de3431f195dfe25e5732d5aef058336",
-    git_commit = "19354d18bb2ce412409f4d79ec4fa23dd9057d8b",
+    sha256 = "75a7278f13879e2000d12fbf6f9d7d29248f33e54efa17fd91612d8edb523bd4",
+    git_commit = "dae7a75734f2137aae7130e064fab9dfcb799c45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e55b37f5fbd5224a5beb7a0e87d5eb3d3bf0830e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Jul 2018 12:02:00 -0700
Subject: [PATCH 0331/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205528411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8c1333a501..fc5acc683e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75a7278f13879e2000d12fbf6f9d7d29248f33e54efa17fd91612d8edb523bd4",
-    git_commit = "dae7a75734f2137aae7130e064fab9dfcb799c45",
+    sha256 = "2a6049b83b53b28f5bfd7b6ac6df778df97ae2635e914a75002aae69758a4e10",
+    git_commit = "aa5d3126ced57f8117678bb1cb5cc41e2a72eb9a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 68153c3a62cf2acac02eb6f9c449b07cdec2f867 Mon Sep 17 00:00:00 2001
From: Derek Hao Hu <phoenixinter@gmail.com>
Date: Sat, 21 Jul 2018 12:28:57 -0700
Subject: [PATCH 0332/8103] Undo formatting change

---
 tensorflow_serving/g3doc/docker.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index dc4bc2cd23c..bac59ef82be 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -9,10 +9,10 @@ General installation instructions are
 [on the Docker site](https://docs.docker.com/install/), but we give some quick
 links here:
 
-* [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
-* [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
+*    [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
+*    [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
     for Windows 10 Pro or later
-* [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
+*    [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
     of macOS, or versions of Windows before Windows 10 Pro
 
 ## Serving with Docker
@@ -129,14 +129,14 @@ bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=loca
 
 We currently maintain the following Dockerfiles:
 
-* [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+*    [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
     which is a minimal VM with TensorFlow Serving installed.
 
-* [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving.
 
-* [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
+*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving with GPU support.
 

From acc5024bce735e3f109cfdd53736b586514561aa Mon Sep 17 00:00:00 2001
From: Derek Hao Hu <phoenixinter@gmail.com>
Date: Sat, 21 Jul 2018 12:29:50 -0700
Subject: [PATCH 0333/8103] Update formatting

---
 tensorflow_serving/g3doc/docker.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index bac59ef82be..7dd1e52e1a3 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -9,10 +9,10 @@ General installation instructions are
 [on the Docker site](https://docs.docker.com/install/), but we give some quick
 links here:
 
-*    [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
-*    [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
+*   [Docker for macOS](https://docs.docker.com/docker-for-mac/install/)
+*   [Docker for Windows](https://docs.docker.com/docker-for-windows/install/)
     for Windows 10 Pro or later
-*    [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
+*   [Docker Toolbox](https://docs.docker.com/toolbox/) for much older versions
     of macOS, or versions of Windows before Windows 10 Pro
 
 ## Serving with Docker
@@ -129,14 +129,14 @@ bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=loca
 
 We currently maintain the following Dockerfiles:
 
-*    [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
     which is a minimal VM with TensorFlow Serving installed.
 
 *   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving.
 
-*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
+*  [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving with GPU support.
 

From 204015832d6bba12d3750eef0813302835ec4b1e Mon Sep 17 00:00:00 2001
From: Derek Hao Hu <phoenixinter@gmail.com>
Date: Sat, 21 Jul 2018 12:30:37 -0700
Subject: [PATCH 0334/8103] One more space...

---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 7dd1e52e1a3..634e67789af 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -136,7 +136,7 @@ We currently maintain the following Dockerfiles:
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving.
 
-*  [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
+*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving with GPU support.
 

From f26ad1a111f699772fe4be208fa5f99c28a97a95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Jul 2018 15:02:29 -0700
Subject: [PATCH 0335/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205535376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc5acc683e6..7ecd5fe4b66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a6049b83b53b28f5bfd7b6ac6df778df97ae2635e914a75002aae69758a4e10",
-    git_commit = "aa5d3126ced57f8117678bb1cb5cc41e2a72eb9a",
+    sha256 = "5d20dda8c5b7cf8c322cb0fe41dfa0fc3c6a133e87a0d3fe320b97c28a06f828",
+    git_commit = "2279279fd15369e361a02fb09a1df41e08a34aae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ac3546e545cf72dd6bd154b05ab1086c75e20fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Jul 2018 00:01:56 -0700
Subject: [PATCH 0336/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205555013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ecd5fe4b66..c1cd0cb2312 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d20dda8c5b7cf8c322cb0fe41dfa0fc3c6a133e87a0d3fe320b97c28a06f828",
-    git_commit = "2279279fd15369e361a02fb09a1df41e08a34aae",
+    sha256 = "90fef7da9bbd54a8daa1bd9a66a67ac7048f3b173e0a39551775ab9ffbc0e9e0",
+    git_commit = "f31939d24e3c544933b98ef48fac9ccac5679e05",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 767869f987f8c033bb7e779d0151d8c9a4a3a963 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Jul 2018 02:01:48 -0700
Subject: [PATCH 0337/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205560947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1cd0cb2312..b91c3426ef0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90fef7da9bbd54a8daa1bd9a66a67ac7048f3b173e0a39551775ab9ffbc0e9e0",
-    git_commit = "f31939d24e3c544933b98ef48fac9ccac5679e05",
+    sha256 = "4ea39db9ce16bf935a58f74aa148b0fac8bc36eed5c9b4c082d4242ac03d19e5",
+    git_commit = "88e560d6fadc1cf23519b00a9de5ed7c973536fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From edecf79c5ec90c976746db03313513244eb98bff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Jul 2018 15:02:17 -0700
Subject: [PATCH 0338/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205591539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b91c3426ef0..ff8af56cd98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ea39db9ce16bf935a58f74aa148b0fac8bc36eed5c9b4c082d4242ac03d19e5",
-    git_commit = "88e560d6fadc1cf23519b00a9de5ed7c973536fd",
+    sha256 = "22b636ae61dbb36436769f4fb1ddef89980d9dc6c77396fcada4b2c857009c4b",
+    git_commit = "012f97121441f936b5262b98e2ca488c0c92422f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4b7307c58b962a009d7f6299bf3aa9d5a79e51a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Jul 2018 18:00:56 -0700
Subject: [PATCH 0339/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205599242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff8af56cd98..3a950643371 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22b636ae61dbb36436769f4fb1ddef89980d9dc6c77396fcada4b2c857009c4b",
-    git_commit = "012f97121441f936b5262b98e2ca488c0c92422f",
+    sha256 = "9bcd414a3805df6e1586e62203b69ec34c3e07897165f9a5b26d88fe30e3880d",
+    git_commit = "89e06304aad35bfb019a8c10f39fc1ead83e0f99",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62d3c321f008735efc6eaffe8b0f7a74589e721c Mon Sep 17 00:00:00 2001
From: Burkhard Neidecker-Lutz <Burkhard.Neidecker-Lutz@sap.com>
Date: Mon, 23 Jul 2018 14:11:51 +0200
Subject: [PATCH 0340/8103] Adding support for secure channel to modelserver

---
 tensorflow_serving/model_servers/BUILD   |  6 +-
 tensorflow_serving/model_servers/main.cc | 83 +++++++++++++++++++++++-
 2 files changed, 83 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 5561b025a3b..e3dd3c29fd0 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -197,7 +197,7 @@ cc_library(
         "//tensorflow_serving/apis:model_management_proto",
         "//tensorflow_serving/apis:model_service_proto",
         "//tensorflow_serving/util:status_util",
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
     ],
 )
 
@@ -209,7 +209,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -300,7 +300,7 @@ cc_library(
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index ff652d23d0d..c6b10899434 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -44,6 +44,8 @@ limitations under the License.
 // To override the default batching parameters: --batching_parameters_file
 
 #include <unistd.h>
+#include <sstream>
+#include <fstream>
 #include <iostream>
 #include <memory>
 #include <utility>
@@ -295,13 +297,13 @@ struct HttpServerOptions {
 
 void RunServer(int port, std::unique_ptr<ServerCore> core, bool use_saved_model,
                const string& grpc_channel_arguments,
-               const HttpServerOptions& http_options) {
+               const HttpServerOptions& http_options,
+	       std::shared_ptr<grpc::ServerCredentials> creds) {
   // "0.0.0.0" is the way to listen on localhost in gRPC.
   const string server_address = "0.0.0.0:" + std::to_string(port);
   tensorflow::serving::ModelServiceImpl model_service(core.get());
   PredictionServiceImpl prediction_service(core.get(), use_saved_model);
   ServerBuilder builder;
-  std::shared_ptr<grpc::ServerCredentials> creds = InsecureServerCredentials();
   builder.AddListeningPort(server_address, creds);
   builder.RegisterService(&model_service);
   builder.RegisterService(&prediction_service);
@@ -352,6 +354,22 @@ tensorflow::serving::PlatformConfigMap ParsePlatformConfigMap(
   return platform_config_map;
 }
 
+tensorflow::Status readkey( const tensorflow::string& filename, tensorflow::string& data )
+{
+    std::ifstream file(filename.c_str (), std::ios::in);
+
+    if (file.is_open()) {
+        std::stringstream ss;
+        ss << file.rdbuf ();
+
+        file.close ();
+
+        data = ss.str ();
+        return tensorflow::Status::OK();
+    }
+    return tensorflow::errors::InvalidArgument("Cannot read file: '", filename, "'");
+}
+
 }  // namespace
 
 int main(int argc, char** argv) {
@@ -364,6 +382,9 @@ int main(int argc, char** argv) {
   float per_process_gpu_memory_fraction = 0;
   tensorflow::string batching_parameters_file;
   tensorflow::string model_name = "default";
+  tensorflow::string server_key_path;
+  tensorflow::string server_cert_path;
+  tensorflow::string custom_root_path;
   tensorflow::int32 file_system_poll_wait_seconds = 1;
   bool flush_filesystem_caches = true;
   tensorflow::string model_base_path;
@@ -374,6 +395,8 @@ int main(int argc, char** argv) {
   tensorflow::int64 tensorflow_session_parallelism = 0;
   string platform_config_file = "";
   string model_config_file;
+  bool client_verify;
+  std::shared_ptr<grpc::ServerCredentials> creds;
   string grpc_channel_arguments = "";
   bool enable_model_warmup = true;
   std::vector<tensorflow::Flag> flag_list = {
@@ -423,6 +446,17 @@ int main(int argc, char** argv) {
                        "Tensorflow session. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
+      tensorflow::Flag("server_key", &server_key_path,
+                       "path to private server key for SSL, "
+                       "implies using SSL to connect"),
+      tensorflow::Flag("server_cert", &server_cert_path,
+                       "path to public server certificate for SSL, "
+                       "implies using SSL to connect"),
+      tensorflow::Flag("custom_ca", &custom_root_path,
+                       "path to custom certificate authorities for SSL, "
+                       "implies using SSL to connect"),
+      tensorflow::Flag("client_verify", &client_verify,
+                       "When using SSL, require a valid client certificate"),
       tensorflow::Flag("platform_config_file", &platform_config_file,
                        "If non-empty, read an ascii PlatformConfigMap protobuf "
                        "from the supplied file name, and use that platform "
@@ -457,6 +491,49 @@ int main(int argc, char** argv) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }
 
+  if (server_key_path.size() > 0 && server_cert_path.size() > 0) {
+    tensorflow::string key;
+    tensorflow::string cert;
+    tensorflow::string root;
+
+    TF_CHECK_OK(readkey(server_cert_path, cert));
+    TF_CHECK_OK(readkey(server_key_path, key));
+
+    grpc::SslServerCredentialsOptions sslOps(client_verify == true ?
+        GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY:
+        GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
+
+    if (client_verify == true) {
+        sslOps.force_client_auth = true;
+    }
+
+    if (custom_root_path.size() > 0) {
+      TF_CHECK_OK(readkey ( custom_root_path, root));
+      sslOps.pem_root_certs = root;
+    }
+
+    grpc::SslServerCredentialsOptions::PemKeyCertPair keycert =
+    {
+        key,
+        cert
+    };
+
+    sslOps.pem_key_cert_pairs.push_back (keycert);
+
+    creds = grpc::SslServerCredentials(sslOps);
+
+  } else {
+      if (! server_key_path.empty() && server_cert_path.empty()) {
+        std::cout << "When you specify --server_key you must specify --server_cert as well";
+        return -1;
+      }
+      if (server_key_path.empty() && ! server_cert_path.empty()) {
+        std::cout << "When you specify --server_cert you must specify --server_key as well";
+        return -1;
+      }
+      creds = InsecureServerCredentials();
+  }
+
   // For ServerCore Options, we leave servable_state_monitor_creator unspecified
   // so the default servable_state_monitor_creator will be used.
   ServerCore::Options options;
@@ -518,7 +595,7 @@ int main(int argc, char** argv) {
   std::unique_ptr<ServerCore> core;
   TF_CHECK_OK(ServerCore::Create(std::move(options), &core));
   RunServer(port, std::move(core), use_saved_model, grpc_channel_arguments,
-            http_options);
+            http_options, creds);
 
   return 0;
 }

From dce04bf0dff93cb66bd16eb0482eb03680637530 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 08:00:58 -0700
Subject: [PATCH 0341/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205661288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a950643371..f528b9dd8db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bcd414a3805df6e1586e62203b69ec34c3e07897165f9a5b26d88fe30e3880d",
-    git_commit = "89e06304aad35bfb019a8c10f39fc1ead83e0f99",
+    sha256 = "a9f140a8137fb8cd489cefb2ab1543e1a8091cc527c34f76618704cd5930add8",
+    git_commit = "21d0205916eded7e2bf2f26e43dd41b2f86cba3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a13f0254fae68a3209679433605f51102cc7102e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 09:02:16 -0700
Subject: [PATCH 0342/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205669358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f528b9dd8db..a4b19efc8fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9f140a8137fb8cd489cefb2ab1543e1a8091cc527c34f76618704cd5930add8",
-    git_commit = "21d0205916eded7e2bf2f26e43dd41b2f86cba3f",
+    sha256 = "b4ffd5c966457a175c967322ab5c573db2d95bc3e9532026a8511b2840e3fa7f",
+    git_commit = "32fe0302b0cf02d6cc3ae6cf67b233ad65c74bfe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79bbe5a20589cd12ade934cddbdcfca2459fa032 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 10:03:33 -0700
Subject: [PATCH 0343/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205678828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4b19efc8fa..d1d26d3106e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4ffd5c966457a175c967322ab5c573db2d95bc3e9532026a8511b2840e3fa7f",
-    git_commit = "32fe0302b0cf02d6cc3ae6cf67b233ad65c74bfe",
+    sha256 = "bfab88c5609e504fd018288e52d2b92d18318d4e4c6636c5015bc9e1c2cc0abe",
+    git_commit = "efb8a6d2f89bdb307c23ea393df8701e61bedf9a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c49677226f0615ed602e7ef372e89fe2e0f83c3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 11:01:49 -0700
Subject: [PATCH 0344/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205689646
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1d26d3106e..e23268e80df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bfab88c5609e504fd018288e52d2b92d18318d4e4c6636c5015bc9e1c2cc0abe",
-    git_commit = "efb8a6d2f89bdb307c23ea393df8701e61bedf9a",
+    sha256 = "41bb72178355381f23358a696f1ef01859ae2706b2bf3b501526c5ac8b2bb8dd",
+    git_commit = "bbc2c3f1c82fb3987134019e11dbd055a623d395",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd60be23868cd34f46b5c97e5aa296f110c8d08b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 12:02:36 -0700
Subject: [PATCH 0345/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205700481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e23268e80df..2c7379674c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41bb72178355381f23358a696f1ef01859ae2706b2bf3b501526c5ac8b2bb8dd",
-    git_commit = "bbc2c3f1c82fb3987134019e11dbd055a623d395",
+    sha256 = "b02c1e9cebf86019030f5ea9654006fb96ae211e1681354b5836927fba3fa2e9",
+    git_commit = "97a0da7cd265d25a1b2caf2e6e344694bb795a1c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 813ceedf70c627218041b94c85328e782f02e120 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 12:57:56 -0700
Subject: [PATCH 0346/8103] Change ServerRequestLogger::Update to only create
 new and delete old loggers if needed. This method will not create or delete
 any loggers if the config does not change.

PiperOrigin-RevId: 205709389
---
 tensorflow_serving/core/BUILD                 |  10 ++
 .../core/proto_serialization.cc               |  34 +++++
 tensorflow_serving/core/proto_serialization.h |  35 +++++
 .../core/server_request_logger.cc             | 125 +++++++++++++-----
 .../core/server_request_logger.h              |  43 ++++--
 .../core/server_request_logger_test.cc        |  84 +++++++++++-
 .../core/test_util/mock_request_logger.h      |  16 ++-
 7 files changed, 299 insertions(+), 48 deletions(-)
 create mode 100644 tensorflow_serving/core/proto_serialization.cc
 create mode 100644 tensorflow_serving/core/proto_serialization.h

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index b11ab0895a4..cac792f79db 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -798,6 +798,15 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "proto_serialization",
+    srcs = ["proto_serialization.cc"],
+    hdrs = ["proto_serialization.h"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_library(
     name = "server_request_logger",
     srcs = ["server_request_logger.cc"],
@@ -806,6 +815,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":proto_serialization",
         ":request_logger",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/config:logging_config_proto",
diff --git a/tensorflow_serving/core/proto_serialization.cc b/tensorflow_serving/core/proto_serialization.cc
new file mode 100644
index 00000000000..f56e88254cf
--- /dev/null
+++ b/tensorflow_serving/core/proto_serialization.cc
@@ -0,0 +1,34 @@
+/* Copyright 2016 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/core/proto_serialization.h"
+#include "tensorflow/core/platform/logging.h"
+
+namespace tensorflow {
+namespace serving {
+
+bool SerializeToStringDeterministic(const protobuf::MessageLite& msg,
+                                    string* result) {
+  DCHECK_LE(msg.ByteSizeLong(), static_cast<size_t>(INT_MAX));
+  const int size = static_cast<int>(msg.ByteSizeLong());
+  *result = string(size, '\0');
+  protobuf::io::ArrayOutputStream array_stream(&(*result)[0], size);
+  protobuf::io::CodedOutputStream output_stream(&array_stream);
+  output_stream.SetSerializationDeterministic(true);
+  msg.SerializeWithCachedSizes(&output_stream);
+  return !output_stream.HadError() && size == output_stream.ByteCount();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/core/proto_serialization.h b/tensorflow_serving/core/proto_serialization.h
new file mode 100644
index 00000000000..6b99790dbc7
--- /dev/null
+++ b/tensorflow_serving/core/proto_serialization.h
@@ -0,0 +1,35 @@
+/* Copyright 2016 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
+#define TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
+
+#include "tensorflow/core/platform/protobuf.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Wrapper around protocol buffer serialization that requests deterministic
+// serialization, in particular for Map fields, which serialize in a random
+// order by default. Returns true on success.
+// Serialization is guaranteed to be deterministic for a given binary only.
+// See the following for more details:
+// https://github.com/google/protobuf/blob/a1bb147e96b6f74db6cdf3c3fcb00492472dbbfa/src/google/protobuf/io/coded_stream.h#L834
+bool SerializeToStringDeterministic(const protobuf::MessageLite& msg,
+                                    string* result);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 4c135682c6e..6217bd61d4b 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -20,52 +20,113 @@ limitations under the License.
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/logging.pb.h"
+#include "tensorflow_serving/core/proto_serialization.h"
 
 namespace tensorflow {
 namespace serving {
 
+namespace {
+
+// Validate the logging config map. For now only check for duplicate filename
+// prefixes and emit warnings.
+Status ValidateLoggingConfigMap(
+    const std::map<string, LoggingConfig>& logging_config_map) {
+  std::set<string> filename_prefixes;
+  for (const auto& model_and_logging_config : logging_config_map) {
+    const string& filename_prefix =
+        model_and_logging_config.second.log_collector_config()
+            .filename_prefix();
+    if (!gtl::InsertIfNotPresent(&filename_prefixes, filename_prefix)) {
+      // Each model's logs are supposed to be separated from each other,
+      // though there could be systems which can distinguish based on the
+      // model-spec in the logging proto, so we issue only a warning.
+      LOG(WARNING) << "Duplicate LogCollectorConfig::filename_prefix(): "
+                   << filename_prefix << ". Possibly a misconfiguration.";
+    }
+  }
+  return Status::OK();
+}
+
+}  // namespace
+
 // static
 Status ServerRequestLogger::Create(
-    const std::function<Status(const LoggingConfig& logging_config,
-                               std::unique_ptr<RequestLogger>*)>&
-        request_logger_creator,
+    LoggerCreator request_logger_creator,
     std::unique_ptr<ServerRequestLogger>* server_request_logger) {
-  server_request_logger->reset(new ServerRequestLogger(request_logger_creator));
+  server_request_logger->reset(
+      new ServerRequestLogger(std::move(request_logger_creator)));
   return Status::OK();
 }
 
-ServerRequestLogger::ServerRequestLogger(
-    const std::function<Status(const LoggingConfig& logging_config,
-                               std::unique_ptr<RequestLogger>*)>&
-        request_logger_creator)
-    : request_logger_map_(
-          std::unique_ptr<RequestLoggerMap>(new RequestLoggerMap())),
-      request_logger_creator_(request_logger_creator) {}
+ServerRequestLogger::ServerRequestLogger(LoggerCreator request_logger_creator)
+    : request_logger_creator_(std::move(request_logger_creator)) {}
+
+Status ServerRequestLogger::FindOrCreateLogger(
+    const LoggingConfig& config,
+    StringToUniqueRequestLoggerMap* new_config_to_logger_map,
+    RequestLogger** result) {
+  string serialized_config;
+  if (!SerializeToStringDeterministic(config, &serialized_config)) {
+    return errors::InvalidArgument("Cannot serialize config.");
+  }
+
+  auto find_new_it = new_config_to_logger_map->find(serialized_config);
+  if (find_new_it != new_config_to_logger_map->end()) {
+    // The logger is already in new_config_to_logger_map, simply return it.
+    *result = find_new_it->second.get();
+    return Status::OK();
+  }
+
+  auto find_old_it = config_to_logger_map_.find(serialized_config);
+  if (find_old_it != config_to_logger_map_.end()) {
+    // The logger is in old_config_to_logger_map. Move it to
+    // new_config_to_logger_map, erase the entry in config_to_logger_map_ and
+    // return the logger.
+    *result = find_old_it->second.get();
+    new_config_to_logger_map->emplace(
+        std::make_pair(serialized_config, std::move(find_old_it->second)));
+    config_to_logger_map_.erase(find_old_it);
+    return Status::OK();
+  }
+
+  // The logger does not exist. Create a new logger, insert it into
+  // new_config_to_logger_map and return it.
+  std::unique_ptr<RequestLogger> logger;
+  TF_RETURN_IF_ERROR(request_logger_creator_(config, &logger));
+  *result = logger.get();
+  new_config_to_logger_map->emplace(
+      std::make_pair(serialized_config, std::move(logger)));
+  return Status::OK();
+}
 
 Status ServerRequestLogger::Update(
     const std::map<string, LoggingConfig>& logging_config_map) {
   if (!logging_config_map.empty() && !request_logger_creator_) {
     return errors::InvalidArgument("No request-logger-creator provided.");
   }
-  std::set<string> filename_prefixes;
-  std::unique_ptr<RequestLoggerMap> request_logger_map(new RequestLoggerMap());
+  TF_RETURN_IF_ERROR(ValidateLoggingConfigMap(logging_config_map));
+
+  // Those new maps will only contain loggers from logging_config_map and
+  // replace the current versions further down.
+  std::unique_ptr<StringToRequestLoggerMap> new_model_to_logger_map(
+      new StringToRequestLoggerMap());
+  StringToUniqueRequestLoggerMap new_config_to_logger_map;
+
+  mutex_lock l(update_mu_);
+
   for (const auto& model_and_logging_config : logging_config_map) {
-    auto& request_logger =
-        (*request_logger_map)[model_and_logging_config.first];
-    const string& filename_prefix =
-        model_and_logging_config.second.log_collector_config()
-            .filename_prefix();
-    if (!gtl::InsertIfNotPresent(&filename_prefixes, filename_prefix)) {
-      // Each model's logs are supposed to be separated from each other, though
-      // there could be systems which can distinguish based on the model-spec
-      // in the logging proto, so we issue only a warning.
-      LOG(WARNING) << "Duplicate LogCollectorConfig::filename_prefix(): "
-                   << filename_prefix << ". Possibly a misconfiguration.";
-    }
-    TF_RETURN_IF_ERROR(request_logger_creator_(model_and_logging_config.second,
-                                               &request_logger));
+    RequestLogger* logger;
+    TF_RETURN_IF_ERROR(FindOrCreateLogger(model_and_logging_config.second,
+                                          &new_config_to_logger_map, &logger));
+    const string& model_name = model_and_logging_config.first;
+    new_model_to_logger_map->emplace(std::make_pair(model_name, logger));
   }
-  request_logger_map_.Update(std::move(request_logger_map));
+
+  model_to_logger_map_.Update(std::move(new_model_to_logger_map));
+  // Any remaining loggers in config_to_logger_map_ will not be needed anymore
+  // and destructed at this point.
+  config_to_logger_map_ = std::move(new_config_to_logger_map);
+
   return Status::OK();
 }
 
@@ -73,13 +134,13 @@ Status ServerRequestLogger::Log(const google::protobuf::Message& request,
                                 const google::protobuf::Message& response,
                                 const LogMetadata& log_metadata) {
   const string& model_name = log_metadata.model_spec().name();
-  auto request_logger_map = request_logger_map_.get();
-  if (request_logger_map->empty()) {
+  auto model_to_logger_map = model_to_logger_map_.get();
+  if (!model_to_logger_map || model_to_logger_map->empty()) {
     VLOG(2) << "Request logger map is empty.";
     return Status::OK();
   }
-  auto found_it = request_logger_map->find(model_name);
-  if (found_it == request_logger_map->end()) {
+  auto found_it = model_to_logger_map->find(model_name);
+  if (found_it == model_to_logger_map->end()) {
     VLOG(2) << "Cannot find request-logger for model: " << model_name;
     return Status::OK();
   }
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index e337978ef30..8ac7f630d69 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -38,15 +38,15 @@ namespace serving {
 // sampling config.
 class ServerRequestLogger {
  public:
+  using LoggerCreator = std::function<Status(
+      const LoggingConfig& logging_config, std::unique_ptr<RequestLogger>*)>;
   // Creates the ServerRequestLogger based on a custom request_logger_creator
   // method.
   //
   // You can create an empty ServerRequestLogger with an empty
   // request_logger_creator.
   static Status Create(
-      const std::function<Status(const LoggingConfig& logging_config,
-                                 std::unique_ptr<RequestLogger>*)>&
-          request_logger_creator,
+      LoggerCreator request_logger_creator,
       std::unique_ptr<ServerRequestLogger>* server_request_logger);
 
   virtual ~ServerRequestLogger() = default;
@@ -65,20 +65,37 @@ class ServerRequestLogger {
                      const LogMetadata& log_metadata);
 
  protected:
-  explicit ServerRequestLogger(
-      const std::function<Status(const LoggingConfig& logging_config,
-                                 std::unique_ptr<RequestLogger>*)>&
-          request_logger_creator);
+  explicit ServerRequestLogger(LoggerCreator request_logger_creator);
 
  private:
-  // A map from model_name to its corresponding RequestLogger.
-  using RequestLoggerMap =
+  using StringToRequestLoggerMap = std::unordered_map<string, RequestLogger*>;
+  using StringToUniqueRequestLoggerMap =
       std::unordered_map<string, std::unique_ptr<RequestLogger>>;
-  FastReadDynamicPtr<RequestLoggerMap> request_logger_map_;
 
-  std::function<Status(const LoggingConfig& logging_config,
-                       std::unique_ptr<RequestLogger>*)>
-      request_logger_creator_;
+  // Find a logger for config in either config_to_logger_map_ or
+  // new_config_to_logger_map. If the logger was found in
+  // config_to_logger_map_ move it to new_config_to_logger_map and erase the
+  // entry from config_to_logger_map_. If such a logger does not exist,
+  // create a new logger and insert it into new_config_to_logger_map. Return the
+  // logger in result.
+  Status FindOrCreateLogger(
+      const LoggingConfig& config,
+      StringToUniqueRequestLoggerMap* new_config_to_logger_map,
+      RequestLogger** result);
+
+  // Mutex to ensure concurrent calls to Update() are serialized.
+  mutable mutex update_mu_;
+  // A map from serialized model config to its corresponding RequestLogger.
+  // If two models have the same logging config, they will share the
+  // RequestLogger.
+  // This is only used during calls to Update().
+  StringToUniqueRequestLoggerMap config_to_logger_map_;
+
+  // A map from model_name to its corresponding RequestLogger.
+  // The RequestLoggers are owned by config_to_logger_map_.
+  FastReadDynamicPtr<StringToRequestLoggerMap> model_to_logger_map_;
+
+  LoggerCreator request_logger_creator_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 36821516acd..28920f8fdba 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -70,10 +70,15 @@ class ServerRequestLoggerTest : public ::testing::Test {
           const string& filename_prefix =
               logging_config.log_collector_config().filename_prefix();
           log_collector_map_[filename_prefix] = new FakeLogCollector();
+          increment_created_logger_counter();
+          auto logger_destruction_notifier = [this]() {
+            increment_deleted_logger_counter();
+          };
           auto mock_request_logger =
               std::unique_ptr<NiceMock<MockRequestLogger>>(
                   new NiceMock<MockRequestLogger>(
-                      logging_config, log_collector_map_[filename_prefix]));
+                      logging_config, log_collector_map_[filename_prefix],
+                      logger_destruction_notifier));
           ON_CALL(*mock_request_logger, CreateLogMessage(_, _, _, _))
               .WillByDefault(Invoke([&](const google::protobuf::Message& actual_request,
                                         const google::protobuf::Message& actual_response,
@@ -89,6 +94,29 @@ class ServerRequestLoggerTest : public ::testing::Test {
         &server_request_logger_));
   }
 
+  void increment_created_logger_counter() {
+    mutex_lock l(m_);
+    created_logger_counter_++;
+  }
+
+  int created_logger_counter() const {
+    mutex_lock sl(m_);
+    return created_logger_counter_;
+  }
+
+  void increment_deleted_logger_counter() {
+    mutex_lock l(m_);
+    deleted_logger_counter_++;
+  }
+
+  int deleted_logger_counter() const {
+    mutex_lock sl(m_);
+    return deleted_logger_counter_;
+  }
+
+  mutable mutex m_;
+  int created_logger_counter_ = 0;
+  int deleted_logger_counter_ = 0;
   std::unordered_map<string, FakeLogCollector*> log_collector_map_;
   std::unique_ptr<ServerRequestLogger> server_request_logger_;
 };
@@ -139,6 +167,60 @@ TEST_F(ServerRequestLoggerTest, MultipleModels) {
   EXPECT_EQ(1, log_collector_map_["/file/model1"]->collect_count());
 }
 
+TEST_F(ServerRequestLoggerTest, CreateAndDeleteLogger) {
+  std::map<string, LoggingConfig> model_logging_configs;
+  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  EXPECT_EQ(1, created_logger_counter());
+  EXPECT_EQ(0, deleted_logger_counter());
+
+  model_logging_configs.clear();
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  EXPECT_EQ(1, created_logger_counter());
+  EXPECT_EQ(1, deleted_logger_counter());
+}
+
+TEST_F(ServerRequestLoggerTest, CreateAndModifyLogger) {
+  std::map<string, LoggingConfig> model_logging_configs;
+  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  EXPECT_EQ(1, created_logger_counter());
+  EXPECT_EQ(0, deleted_logger_counter());
+
+  model_logging_configs["model0"].mutable_sampling_config()->set_sampling_rate(
+      0.17);
+
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  EXPECT_EQ(2, created_logger_counter());
+  EXPECT_EQ(1, deleted_logger_counter());
+}
+
+TEST_F(ServerRequestLoggerTest, SameConfigForTwoModelsCreatesOneLogger) {
+  std::map<string, LoggingConfig> model_logging_configs;
+  std::pair<string, LoggingConfig> model_and_config1 =
+      CreateLoggingConfigForModel("model");
+  std::pair<string, LoggingConfig> model_and_config2 = {
+      "model2", model_and_config1.second};
+  model_logging_configs.insert(model_and_config1);
+  model_logging_configs.insert(model_and_config2);
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+
+  EXPECT_EQ(1, created_logger_counter());
+  EXPECT_EQ(0, deleted_logger_counter());
+}
+
+TEST_F(ServerRequestLoggerTest, MultipleUpdatesSingleCreation) {
+  std::map<string, LoggingConfig> model_logging_configs;
+  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
+  model_logging_configs.insert(CreateLoggingConfigForModel("model1"));
+  for (int i = 0; i < 100; i++) {
+    TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  }
+
+  EXPECT_EQ(2, created_logger_counter());
+  EXPECT_EQ(0, deleted_logger_counter());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/mock_request_logger.h b/tensorflow_serving/core/test_util/mock_request_logger.h
index be7590cb0bd..922681c6ba7 100644
--- a/tensorflow_serving/core/test_util/mock_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_request_logger.h
@@ -32,14 +32,26 @@ class MockRequestLogger : public RequestLogger {
   // Unfortunately NiceMock doesn't support ctors with move-only types, so we
   // have to do this workaround.
   MockRequestLogger(const LoggingConfig& logging_config,
-                    LogCollector* log_collector)
+                    LogCollector* log_collector,
+                    std::function<void(void)> notify_destruction =
+                        std::function<void(void)>())
       : RequestLogger(logging_config,
-                      std::unique_ptr<LogCollector>(log_collector)) {}
+                      std::unique_ptr<LogCollector>(log_collector)),
+        notify_destruction_(std::move(notify_destruction)) {}
+
+  virtual ~MockRequestLogger() {
+    if (notify_destruction_) {
+      notify_destruction_();
+    }
+  }
 
   MOCK_METHOD4(CreateLogMessage, Status(const google::protobuf::Message& request,
                                         const google::protobuf::Message& response,
                                         const LogMetadata& log_metadata,
                                         std::unique_ptr<google::protobuf::Message>* log));
+
+ private:
+  std::function<void(void)> notify_destruction_;
 };
 
 }  // namespace serving

From 7628e05270940fcd4a6175254df281b3f44cea61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 13:03:21 -0700
Subject: [PATCH 0347/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205710333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c7379674c1..de7fe8667e8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b02c1e9cebf86019030f5ea9654006fb96ae211e1681354b5836927fba3fa2e9",
-    git_commit = "97a0da7cd265d25a1b2caf2e6e344694bb795a1c",
+    sha256 = "53898d81ab2a3bd83d6e43eb93607a5bad3ae8f33e72c17b24cf346f62c282cd",
+    git_commit = "5f4ebb000057d2c0c76ef856526d374648958d86",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 009d6a934568ca3e428070348b0bc89059f31b23 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 23 Jul 2018 13:17:40 -0700
Subject: [PATCH 0348/8103] Add version output to model server binary Fixes
 #995

PiperOrigin-RevId: 205712728
---
 tensorflow_serving/model_servers/BUILD     |  2 ++
 tensorflow_serving/model_servers/main.cc   | 13 +++++--
 tensorflow_serving/model_servers/version.h | 40 ++++++++++++++++++++++
 3 files changed, 53 insertions(+), 2 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/version.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 5561b025a3b..c4240142205 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -278,6 +278,7 @@ cc_library(
     srcs = [
         "main.cc",
     ],
+    hdrs = ["version.h"],
     visibility = [
         ":tensorflow_model_server_custom_op_clients",
         "//tensorflow_serving:internal",
@@ -290,6 +291,7 @@ cc_library(
         ":grpc_status_util",
         ":model_service_impl",
         "@protobuf_archive//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index ff652d23d0d..c9f52b453ab 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -56,6 +56,7 @@ limitations under the License.
 #include "grpcpp/server_builder.h"
 #include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
+#include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/numbers.h"
@@ -76,6 +77,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_service_impl.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/version.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 #include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
@@ -376,6 +378,7 @@ int main(int argc, char** argv) {
   string model_config_file;
   string grpc_channel_arguments = "";
   bool enable_model_warmup = true;
+  bool display_version = false;
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &port, "Port to listen on for gRPC API"),
       tensorflow::Flag("rest_api_port", &http_options.port,
@@ -444,10 +447,16 @@ int main(int argc, char** argv) {
       tensorflow::Flag("enable_model_warmup", &enable_model_warmup,
                        "Enables model warmup, which triggers lazy "
                        "initializations (such as TF optimizations) at load "
-                       "time, to reduce first request latency.")};
-
+                       "time, to reduce first request latency."),
+      tensorflow::Flag("version", &display_version, "Display version")};
   string usage = tensorflow::Flags::Usage(argv[0], flag_list);
   const bool parse_result = tensorflow::Flags::Parse(&argc, argv, flag_list);
+  if (parse_result && display_version) {
+    std::cout << "TensorFlow ModelServer: " << TF_MODELSERVER_VERSION_STRING
+              << "\n"
+              << "TensorFlow Library: " << TF_Version() << "\n";
+    return 0;
+  }
   if (!parse_result || (model_base_path.empty() && model_config_file.empty())) {
     std::cout << usage;
     return -1;
diff --git a/tensorflow_serving/model_servers/version.h b/tensorflow_serving/model_servers/version.h
new file mode 100644
index 00000000000..5aa5b868cb8
--- /dev/null
+++ b/tensorflow_serving/model_servers/version.h
@@ -0,0 +1,40 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_
+
+// TF Serving Model Server uses semantic versioning, see http://semver.org/.
+
+#define TF_MODELSERVER_MAJOR_VERSION 1
+#define TF_MODELSERVER_MINOR_VERSION 10
+#define TF_MODELSERVER_PATCH_VERSION 0
+
+// TF_MODELSERVER_VERSION_SUFFIX is non-empty for pre-releases
+// (e.g. "-alpha", "-alpha.1", "-beta", "-rc", "-rc.1")
+#define TF_MODELSERVER_VERSION_SUFFIX "-dev"
+
+#define TF_MODELSERVER_STR_HELPER(x) #x
+#define TF_MODELSERVER_STR(x) TF_MODELSERVER_STR_HELPER(x)
+
+// e.g. "0.5.0" or "0.6.0-alpha".
+// clang-format off
+#define TF_MODELSERVER_VERSION_STRING \
+  (TF_MODELSERVER_STR(TF_MODELSERVER_MAJOR_VERSION) "." TF_MODELSERVER_STR( \
+      TF_MODELSERVER_MINOR_VERSION) "." TF_MODELSERVER_STR( \
+          TF_MODELSERVER_PATCH_VERSION) TF_MODELSERVER_VERSION_SUFFIX)
+// clang-format on
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_

From 6e337ecdb9d12a995cb91cb08abe0177f7954ebf Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 23 Jul 2018 13:52:43 -0700
Subject: [PATCH 0349/8103] Internal Change

PiperOrigin-RevId: 205718389
---
 .github/ISSUE_TEMPLATE/bug_report.md      | 42 +++++++++++++++++++++++
 .github/ISSUE_TEMPLATE/feature_request.md | 36 +++++++++++++++++++
 2 files changed, 78 insertions(+)
 create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md
 create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md

diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
new file mode 100644
index 00000000000..3f06bd8686b
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,42 @@
+---
+name: Bug Report
+about: Create a report to help us improve TensorFlow Serving
+
+---
+
+Please go to Stack Overflow for help and support:
+
+https://stackoverflow.com/questions/tagged/tensorflow-serving
+
+If you open a GitHub issue, here is our policy:
+
+1. It must be a bug, a feature request, or a significant problem with
+   documentation (for small docs fixes please send a PR instead).
+2. The form below must be filled out.
+
+**Here's why we have that policy**: TensorFlow developers respond to issues.
+We want to focus on work that benefits the whole community, e.g., fixing bugs
+and adding features. Support only helps individuals. GitHub also notifies
+thousands of people when issues are filed. We want them to see you communicating
+an interesting problem, rather than being redirected to Stack Overflow.
+
+------------------------
+
+### System information
+- **OS Platform and Distribution (e.g., Linux Ubuntu 16.04)**:
+- **TensorFlow Serving installed from (source or binary)**:
+- **TensorFlow Serving version**:
+
+### Describe the problem
+Describe the problem clearly here. Be sure to convey here why it's a bug in
+TensorFlow Serving.
+
+### Exact Steps to Reproduce
+Please include all steps necessary for someone to reproduce this issue on their
+own machine. If not, skip this section.
+
+### Source code / logs
+Include any logs or source code that would be helpful to diagnose the problem.
+If including tracebacks, please include the full traceback. Large logs and files
+should be attached. Try to provide a reproducible test case that is the bare
+minimum necessary to generate the problem.
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 00000000000..26aabcfa49e
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,36 @@
+---
+name: Feature request
+about: Suggest an idea for TensorFlow Serving
+
+---
+
+Please go to Stack Overflow for help and support:
+
+https://stackoverflow.com/questions/tagged/tensorflow-serving
+
+If you open a GitHub issue, here is our policy:
+
+1. It must be a bug, a feature request, or a significant problem with
+documentation (for small docs fixes please send a PR instead).
+2. The form below must be filled out.
+
+**Here's why we have that policy**: TensorFlow developers respond to issues.
+We want to focus on work that benefits the whole community, e.g., fixing bugs
+and adding features. Support only helps individuals. GitHub also notifies
+thousands of people when issues are filed. We want them to see you communicating
+an interesting problem, rather than being redirected to Stack Overflow.
+
+------------------------
+### Describe the problem the feature is intended to solve
+A clear and concise description of what the problem is. Ex. I'm always
+frustrated when [...]
+
+### Describe the solution
+A clear and concise description of what you want to happen.
+
+### Describe alternatives you've considered
+A clear and concise description of any alternative solutions or features you've
+considered.
+
+### Additional context
+Add any other context or screenshots about the feature request here.

From edd61c53bf75e83a7eca46e230c3b61a4a12e4c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 14:01:47 -0700
Subject: [PATCH 0350/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205720060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de7fe8667e8..ed68aa241b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53898d81ab2a3bd83d6e43eb93607a5bad3ae8f33e72c17b24cf346f62c282cd",
-    git_commit = "5f4ebb000057d2c0c76ef856526d374648958d86",
+    sha256 = "17d494619ef2f5f480dc0c0bbbe25ade4150195c83a99b38d39085a2e60d2282",
+    git_commit = "31c3d55ec5b509142df00268611438ff52f3794a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5865ca8530e6c55893736a94eec9010e9491a923 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 15:01:37 -0700
Subject: [PATCH 0351/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205730525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed68aa241b8..f6e472e04dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17d494619ef2f5f480dc0c0bbbe25ade4150195c83a99b38d39085a2e60d2282",
-    git_commit = "31c3d55ec5b509142df00268611438ff52f3794a",
+    sha256 = "6daee10c61c09ec87b0d74e86ec74e6a244e11af63c22baed014f5d9f69cc263",
+    git_commit = "5e7807be1c709f55f5643e7993bba04d2ba72ea6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3abfd1e64789a6c82647f33b2a180717b6cbafc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 16:01:20 -0700
Subject: [PATCH 0352/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205740255
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6e472e04dc..7883d26b809 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6daee10c61c09ec87b0d74e86ec74e6a244e11af63c22baed014f5d9f69cc263",
-    git_commit = "5e7807be1c709f55f5643e7993bba04d2ba72ea6",
+    sha256 = "b955bd24707d768cb6e332e6f672a83f7f0e0b4adc53cf78199d8fd85202a7fd",
+    git_commit = "cf94a46c34f8568608d78b77e9a1c4369ebcafa2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c2fe6eb82a841c31f3408e1e6e270d18d142e7b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 17:03:25 -0700
Subject: [PATCH 0353/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205749509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7883d26b809..d64d300e4d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b955bd24707d768cb6e332e6f672a83f7f0e0b4adc53cf78199d8fd85202a7fd",
-    git_commit = "cf94a46c34f8568608d78b77e9a1c4369ebcafa2",
+    sha256 = "edbd59b8a9b71d2f8a5fea4d8ad1a5da548703bbc4bc573cd38c810839d33b29",
+    git_commit = "9affd713580f5f6cf81511c82e1d94bcd3c84e32",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3d80d3ea2930cc24bb04a88dcd763a074373f3fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 18:00:51 -0700
Subject: [PATCH 0354/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205756694
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d64d300e4d5..6684016e3dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edbd59b8a9b71d2f8a5fea4d8ad1a5da548703bbc4bc573cd38c810839d33b29",
-    git_commit = "9affd713580f5f6cf81511c82e1d94bcd3c84e32",
+    sha256 = "d8bd7b652f9039af79fac6a35637eb85fd59e6573048c0e2fb4b4252d5ff99b5",
+    git_commit = "6218750b0616e6b7cf14196b04549b2842f3dd99",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75bdf3dbfb7f0b009b2665d6a5b7393736e95431 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 19:01:05 -0700
Subject: [PATCH 0355/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205762434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6684016e3dd..fc6f3284b85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8bd7b652f9039af79fac6a35637eb85fd59e6573048c0e2fb4b4252d5ff99b5",
-    git_commit = "6218750b0616e6b7cf14196b04549b2842f3dd99",
+    sha256 = "79e888b81221391d217dca773e49c3a3e06f2b0fb88f0890b1790fd6f5df0f21",
+    git_commit = "dcf568a4e297bb70a74ed5665b924077b9cb650a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1aa78335c5054e2ca6dbc6a5e79600b9688d84a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 20:01:05 -0700
Subject: [PATCH 0356/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205766627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc6f3284b85..0ddfab50091 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79e888b81221391d217dca773e49c3a3e06f2b0fb88f0890b1790fd6f5df0f21",
-    git_commit = "dcf568a4e297bb70a74ed5665b924077b9cb650a",
+    sha256 = "a1a2c202f018f24e52791beae567d3e40c2440eebc078f2686fdd0547e4cd2d8",
+    git_commit = "efe370fcb367efd069c8166120858492dffa9a33",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 600e68579b8d015d9c6775fb3e259593b9718ec6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 21:01:52 -0700
Subject: [PATCH 0357/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205771323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ddfab50091..6bd651e6eb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1a2c202f018f24e52791beae567d3e40c2440eebc078f2686fdd0547e4cd2d8",
-    git_commit = "efe370fcb367efd069c8166120858492dffa9a33",
+    sha256 = "c652ec21a96d30e19119dddd40d2bb464d50563ef44c55050ab3a22f807d44a9",
+    git_commit = "438eae1515d6b49e6d0578874657fb80459ef8e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7ddbc61690de86d88e13fa43395f7d07e3cfd19c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 22:02:42 -0700
Subject: [PATCH 0358/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205775859
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bd651e6eb1..a16af5c045f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c652ec21a96d30e19119dddd40d2bb464d50563ef44c55050ab3a22f807d44a9",
-    git_commit = "438eae1515d6b49e6d0578874657fb80459ef8e8",
+    sha256 = "2e6f7773d461f40614bf02114b0da9d90b4f841fa5ecadc7a4e6a95b2d2679f4",
+    git_commit = "7fe6d775bb4a3f1dcc6484cab3dae1563dac6b42",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 604a0df06652f6a4055b96ea111db051092d4e9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Jul 2018 23:05:26 -0700
Subject: [PATCH 0359/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205780615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a16af5c045f..9b7e78edd9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e6f7773d461f40614bf02114b0da9d90b4f841fa5ecadc7a4e6a95b2d2679f4",
-    git_commit = "7fe6d775bb4a3f1dcc6484cab3dae1563dac6b42",
+    sha256 = "0a17aa41de52d482c05d9f760aeeb3f1fe425143d0d17d38a199e26157b92127",
+    git_commit = "12f51c2873354577dcea167823d5a4c4dee5dbce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f3635bd799a775804db9011634190ce924029fe7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 00:46:17 -0700
Subject: [PATCH 0360/8103] Expose proto serialization publicly, to avoid code
 duplication in tensorflow_serving.

PiperOrigin-RevId: 205788702
---
 tensorflow_serving/core/BUILD                 | 10 ------
 .../core/proto_serialization.cc               | 34 ------------------
 tensorflow_serving/core/proto_serialization.h | 35 -------------------
 .../core/server_request_logger.cc             |  2 +-
 4 files changed, 1 insertion(+), 80 deletions(-)
 delete mode 100644 tensorflow_serving/core/proto_serialization.cc
 delete mode 100644 tensorflow_serving/core/proto_serialization.h

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index cac792f79db..b11ab0895a4 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -798,15 +798,6 @@ cc_test(
     ],
 )
 
-cc_library(
-    name = "proto_serialization",
-    srcs = ["proto_serialization.cc"],
-    hdrs = ["proto_serialization.h"],
-    deps = [
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-)
-
 cc_library(
     name = "server_request_logger",
     srcs = ["server_request_logger.cc"],
@@ -815,7 +806,6 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":proto_serialization",
         ":request_logger",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/config:logging_config_proto",
diff --git a/tensorflow_serving/core/proto_serialization.cc b/tensorflow_serving/core/proto_serialization.cc
deleted file mode 100644
index f56e88254cf..00000000000
--- a/tensorflow_serving/core/proto_serialization.cc
+++ /dev/null
@@ -1,34 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-#include "tensorflow_serving/core/proto_serialization.h"
-#include "tensorflow/core/platform/logging.h"
-
-namespace tensorflow {
-namespace serving {
-
-bool SerializeToStringDeterministic(const protobuf::MessageLite& msg,
-                                    string* result) {
-  DCHECK_LE(msg.ByteSizeLong(), static_cast<size_t>(INT_MAX));
-  const int size = static_cast<int>(msg.ByteSizeLong());
-  *result = string(size, '\0');
-  protobuf::io::ArrayOutputStream array_stream(&(*result)[0], size);
-  protobuf::io::CodedOutputStream output_stream(&array_stream);
-  output_stream.SetSerializationDeterministic(true);
-  msg.SerializeWithCachedSizes(&output_stream);
-  return !output_stream.HadError() && size == output_stream.ByteCount();
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/core/proto_serialization.h b/tensorflow_serving/core/proto_serialization.h
deleted file mode 100644
index 6b99790dbc7..00000000000
--- a/tensorflow_serving/core/proto_serialization.h
+++ /dev/null
@@ -1,35 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-#ifndef TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
-#define TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
-
-#include "tensorflow/core/platform/protobuf.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Wrapper around protocol buffer serialization that requests deterministic
-// serialization, in particular for Map fields, which serialize in a random
-// order by default. Returns true on success.
-// Serialization is guaranteed to be deterministic for a given binary only.
-// See the following for more details:
-// https://github.com/google/protobuf/blob/a1bb147e96b6f74db6cdf3c3fcb00492472dbbfa/src/google/protobuf/io/coded_stream.h#L834
-bool SerializeToStringDeterministic(const protobuf::MessageLite& msg,
-                                    string* result);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_CORE_PROTO_SERIALIZATION_H_
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 6217bd61d4b..f3e3fd196d7 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -17,10 +17,10 @@ limitations under the License.
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/gtl/map_util.h"
+#include "tensorflow/core/lib/strings/proto_serialization.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/logging.pb.h"
-#include "tensorflow_serving/core/proto_serialization.h"
 
 namespace tensorflow {
 namespace serving {

From c177cf79e3869438fc62f3c91abba36ada716e0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 02:02:26 -0700
Subject: [PATCH 0361/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205795708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b7e78edd9f..a1cc777c0b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a17aa41de52d482c05d9f760aeeb3f1fe425143d0d17d38a199e26157b92127",
-    git_commit = "12f51c2873354577dcea167823d5a4c4dee5dbce",
+    sha256 = "dbdd9b67c62d4be1b4fa7740518a9653d9696c38a610398e5f266c209b97fee7",
+    git_commit = "fca1561b9d5932f940cf89e03128cf197547bed2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 792eb852fb5e9afdbaa9930c45d876556e1749b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 03:00:48 -0700
Subject: [PATCH 0362/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205801286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1cc777c0b6..8eaec9d1901 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbdd9b67c62d4be1b4fa7740518a9653d9696c38a610398e5f266c209b97fee7",
-    git_commit = "fca1561b9d5932f940cf89e03128cf197547bed2",
+    sha256 = "eff98d3251ea3452e1d2d1fb7340d1148f2a330d66d31e5039b65862d5b41903",
+    git_commit = "33035bb79b6ecb408ef83cee5fc3e52ce058f39f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b5d90c7537762dd379536b106d879c22db1a1688 Mon Sep 17 00:00:00 2001
From: Burkhard Neidecker-Lutz <Burkhard.Neidecker-Lutz@sap.com>
Date: Tue, 24 Jul 2018 12:13:38 +0200
Subject: [PATCH 0363/8103] Change secure channel config over to ssl_config
 protobuf

---
 tensorflow_serving/config/BUILD            |   8 ++
 tensorflow_serving/config/ssl_config.proto |  16 ++++
 tensorflow_serving/model_servers/BUILD     |   1 +
 tensorflow_serving/model_servers/main.cc   | 104 ++++++++-------------
 4 files changed, 63 insertions(+), 66 deletions(-)
 create mode 100644 tensorflow_serving/config/ssl_config.proto

diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 1aa58c360cd..21c198ef4e7 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -87,3 +87,11 @@ serving_proto_library_py(
         ":log_collector_config_proto_py_pb2",
     ],
 )
+
+serving_proto_library(
+    name = "ssl_config_proto",
+    srcs = ["ssl_config.proto"],
+    cc_api_version = 2,
+    deps = [
+    ],
+)
diff --git a/tensorflow_serving/config/ssl_config.proto b/tensorflow_serving/config/ssl_config.proto
new file mode 100644
index 00000000000..0e51cd61a20
--- /dev/null
+++ b/tensorflow_serving/config/ssl_config.proto
@@ -0,0 +1,16 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+option cc_enable_arenas = true;
+
+// Configuration for a secure gRPC channel
+message SSLConfig {
+  // private server key for SSL
+  string server_key = 1;
+  // public server certificate
+  string server_cert = 2;
+  //  custom certificate authority
+  string custom_ca = 3;
+  // valid client certificate required ?
+  bool client_verify = 4;
+};
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e3dd3c29fd0..ccf5b8b0c6f 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -298,6 +298,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "//tensorflow_serving/apis:prediction_service_proto",
         "//tensorflow_serving/config:model_server_config_proto",
+        "//tensorflow_serving/config:ssl_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "@grpc//:grpc++",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index c6b10899434..3deb4679f5c 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -71,6 +71,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 #include "tensorflow_serving/apis/prediction_service.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/config/ssl_config.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/model_servers/http_server.h"
@@ -101,6 +102,7 @@ using tensorflow::serving::ModelServerConfig;
 using tensorflow::serving::ServableState;
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::SessionBundleConfig;
+using tensorflow::serving::SSLConfig;
 using tensorflow::serving::TensorflowClassificationServiceImpl;
 using tensorflow::serving::TensorflowPredictor;
 using tensorflow::serving::TensorflowRegressionServiceImpl;
@@ -354,20 +356,42 @@ tensorflow::serving::PlatformConfigMap ParsePlatformConfigMap(
   return platform_config_map;
 }
 
-tensorflow::Status readkey( const tensorflow::string& filename, tensorflow::string& data )
+// Parses an ascii SSLConfig protobuf from 'file'.
+SSLConfig ParseSSLConfig(
+    const string& file) {
+  SSLConfig ssl_config;
+  TF_CHECK_OK(ParseProtoTextFile(file, &ssl_config));
+  return ssl_config;
+}
+
+// If 'ssl_config_file' is non-empty, build secure server credentials otherwise insecure channel
+std::shared_ptr<grpc::ServerCredentials> BuildServerCredentialsFromSSLConfigFile(const string &ssl_config_file)
 {
-    std::ifstream file(filename.c_str (), std::ios::in);
+  if (ssl_config_file.empty()) {
+    return InsecureServerCredentials();
+  } else {
+    SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
 
-    if (file.is_open()) {
-        std::stringstream ss;
-        ss << file.rdbuf ();
+    grpc::SslServerCredentialsOptions sslOps(ssl_config.client_verify() ?
+        GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY:
+        GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
 
-        file.close ();
+    sslOps.force_client_auth = ssl_config.client_verify();
 
-        data = ss.str ();
-        return tensorflow::Status::OK();
+    if (ssl_config.custom_ca().size() > 0) {
+      sslOps.pem_root_certs = ssl_config.custom_ca();
     }
-    return tensorflow::errors::InvalidArgument("Cannot read file: '", filename, "'");
+
+    grpc::SslServerCredentialsOptions::PemKeyCertPair keycert =
+    {
+        ssl_config.server_key(),
+        ssl_config.server_cert()
+    };
+
+    sslOps.pem_key_cert_pairs.push_back(keycert);
+
+    return grpc::SslServerCredentials(sslOps);
+  }
 }
 
 }  // namespace
@@ -382,9 +406,6 @@ int main(int argc, char** argv) {
   float per_process_gpu_memory_fraction = 0;
   tensorflow::string batching_parameters_file;
   tensorflow::string model_name = "default";
-  tensorflow::string server_key_path;
-  tensorflow::string server_cert_path;
-  tensorflow::string custom_root_path;
   tensorflow::int32 file_system_poll_wait_seconds = 1;
   bool flush_filesystem_caches = true;
   tensorflow::string model_base_path;
@@ -394,8 +415,8 @@ int main(int argc, char** argv) {
   // thread pools will be auto configured.
   tensorflow::int64 tensorflow_session_parallelism = 0;
   string platform_config_file = "";
+  string ssl_config_file = "";
   string model_config_file;
-  bool client_verify;
   std::shared_ptr<grpc::ServerCredentials> creds;
   string grpc_channel_arguments = "";
   bool enable_model_warmup = true;
@@ -446,17 +467,9 @@ int main(int argc, char** argv) {
                        "Tensorflow session. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
-      tensorflow::Flag("server_key", &server_key_path,
-                       "path to private server key for SSL, "
-                       "implies using SSL to connect"),
-      tensorflow::Flag("server_cert", &server_cert_path,
-                       "path to public server certificate for SSL, "
-                       "implies using SSL to connect"),
-      tensorflow::Flag("custom_ca", &custom_root_path,
-                       "path to custom certificate authorities for SSL, "
-                       "implies using SSL to connect"),
-      tensorflow::Flag("client_verify", &client_verify,
-                       "When using SSL, require a valid client certificate"),
+      tensorflow::Flag("ssl_config_file", &ssl_config_file,
+                       "If non-empty, read an ascii SSLConfig protobuf from "
+                       "the supplied file name and set up a secure gRPC channel"),
       tensorflow::Flag("platform_config_file", &platform_config_file,
                        "If non-empty, read an ascii PlatformConfigMap protobuf "
                        "from the supplied file name, and use that platform "
@@ -491,48 +504,7 @@ int main(int argc, char** argv) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }
 
-  if (server_key_path.size() > 0 && server_cert_path.size() > 0) {
-    tensorflow::string key;
-    tensorflow::string cert;
-    tensorflow::string root;
-
-    TF_CHECK_OK(readkey(server_cert_path, cert));
-    TF_CHECK_OK(readkey(server_key_path, key));
-
-    grpc::SslServerCredentialsOptions sslOps(client_verify == true ?
-        GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY:
-        GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
-
-    if (client_verify == true) {
-        sslOps.force_client_auth = true;
-    }
-
-    if (custom_root_path.size() > 0) {
-      TF_CHECK_OK(readkey ( custom_root_path, root));
-      sslOps.pem_root_certs = root;
-    }
-
-    grpc::SslServerCredentialsOptions::PemKeyCertPair keycert =
-    {
-        key,
-        cert
-    };
-
-    sslOps.pem_key_cert_pairs.push_back (keycert);
-
-    creds = grpc::SslServerCredentials(sslOps);
-
-  } else {
-      if (! server_key_path.empty() && server_cert_path.empty()) {
-        std::cout << "When you specify --server_key you must specify --server_cert as well";
-        return -1;
-      }
-      if (server_key_path.empty() && ! server_cert_path.empty()) {
-        std::cout << "When you specify --server_cert you must specify --server_key as well";
-        return -1;
-      }
-      creds = InsecureServerCredentials();
-  }
+  creds = BuildServerCredentialsFromSSLConfigFile(ssl_config_file);
 
   // For ServerCore Options, we leave servable_state_monitor_creator unspecified
   // so the default servable_state_monitor_creator will be used.

From 9c78811fb1cf6e7e7ebc05d946277a69e6fc3d35 Mon Sep 17 00:00:00 2001
From: Burkhard Neidecker-Lutz <Burkhard.Neidecker-Lutz@sap.com>
Date: Tue, 24 Jul 2018 12:22:10 +0200
Subject: [PATCH 0364/8103] Removed unused includes

---
 tensorflow_serving/model_servers/main.cc | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 3deb4679f5c..32615381a25 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -44,8 +44,6 @@ limitations under the License.
 // To override the default batching parameters: --batching_parameters_file
 
 #include <unistd.h>
-#include <sstream>
-#include <fstream>
 #include <iostream>
 #include <memory>
 #include <utility>

From c56e711a55a4cf26dc7003b54dc067acd05c212b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 05:01:07 -0700
Subject: [PATCH 0365/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205811216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8eaec9d1901..99cd0c2346a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eff98d3251ea3452e1d2d1fb7340d1148f2a330d66d31e5039b65862d5b41903",
-    git_commit = "33035bb79b6ecb408ef83cee5fc3e52ce058f39f",
+    sha256 = "00c7af80aeed32d18ed2788c5f8d209ceaed5d8af8f8ce0c671d29c2d0a19d25",
+    git_commit = "c21078f527023e3074b63109fb768413f82a8f8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9930859fe62179de4aaed88a3e61fd9e8ae1f63f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 09:00:58 -0700
Subject: [PATCH 0366/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205836643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99cd0c2346a..d23b7decc2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00c7af80aeed32d18ed2788c5f8d209ceaed5d8af8f8ce0c671d29c2d0a19d25",
-    git_commit = "c21078f527023e3074b63109fb768413f82a8f8f",
+    sha256 = "e9acff5c3e70eab9419fd91739af106865c9d6afaa2f71cb6a25e8d59fa9d444",
+    git_commit = "226831aab92a395a26824a08caa9d43f0c3d604e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 88c289291fc2c03866426d480d09ed87ccfff5db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 10:01:35 -0700
Subject: [PATCH 0367/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205845864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d23b7decc2c..157242b12e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9acff5c3e70eab9419fd91739af106865c9d6afaa2f71cb6a25e8d59fa9d444",
-    git_commit = "226831aab92a395a26824a08caa9d43f0c3d604e",
+    sha256 = "f8ed3e3de03c9598fb67a6923ce22eb292f57dfaae0aaf3bfda5a078c5cc4eba",
+    git_commit = "1b33df1814e35015953c7cba392ba2a7387ce875",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 844b751d6325ef294b806d7549eb79eddafeb132 Mon Sep 17 00:00:00 2001
From: gautamvasudevan <12356580+gautamvasudevan@users.noreply.github.com>
Date: Tue, 24 Jul 2018 10:22:51 -0700
Subject: [PATCH 0368/8103] Update build_pip_package.sh

---
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index eac75ca6226..2833fc64613 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -51,7 +51,7 @@ function main() {
 
   cp bazel-genfiles/tensorflow_serving/config/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/config"
-  
+
   cp bazel-genfiles/tensorflow_serving/sources/storage_path/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/sources/storage_path"
 

From 528929314828e422f57f09e876d7703d5cf0fe50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 11:01:43 -0700
Subject: [PATCH 0369/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205856331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 157242b12e3..e4df0d07969 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8ed3e3de03c9598fb67a6923ce22eb292f57dfaae0aaf3bfda5a078c5cc4eba",
-    git_commit = "1b33df1814e35015953c7cba392ba2a7387ce875",
+    sha256 = "37884b08f60d98f26b8c671d430ebd7e90555d4543fddc1430575b6e71c50caf",
+    git_commit = "a45ffbd9b5c7d8fdaae6e41432f916639bdbe305",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4d16ddda7e2454b583a24b1279d711895ad47109 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Tue, 24 Jul 2018 12:02:46 -0700
Subject: [PATCH 0370/8103] Have the Model Server interpret specific hard-coded
 model version labels "stable" and "canary" as the smallest and largest
 version#, respectively.

PiperOrigin-RevId: 205867960
---
 tensorflow_serving/core/basic_manager.cc      | 37 ++++++--
 tensorflow_serving/core/basic_manager_test.cc |  9 ++
 tensorflow_serving/core/caching_manager.cc    | 11 ++-
 tensorflow_serving/core/caching_manager.h     | 11 ++-
 .../core/caching_manager_test.cc              | 78 ++++++++++++++--
 tensorflow_serving/core/manager.h             | 49 ++++++++--
 .../model_servers/server_core.cc              | 35 ++++++--
 .../model_servers/server_core.h               | 15 +++-
 .../model_servers/server_core_test.cc         | 89 +++++++++++++++++++
 .../test_util/server_core_test_util.cc        |  3 +
 10 files changed, 302 insertions(+), 35 deletions(-)

diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 523f2b3c441..95a5cb964e1 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -60,9 +60,12 @@ struct BasicManager::ServingMap::EqRequest {
     if (lhs.version != rhs.version) {
       return false;
     }
-    // Even if there is a small probability that version checking can eliminate
-    // string checking, we should do that since O(string_equality) >>
-    // O(version_equality)
+    if (lhs.auto_version_policy != rhs.auto_version_policy) {
+      return false;
+    }
+    // Even if there is a small probability that version & policy checking can
+    // eliminate string checking, we should do that since O(string_equality) >>
+    // O(version_equality) + O(policy_equality).
     if (lhs.name != rhs.name) {
       return false;
     }
@@ -87,7 +90,12 @@ struct BasicManager::ServingMap::HashRequest {
         return std::hash<int64>()(request.version.value()) *
                0x9E3779B97F4A7C13;  // (sqrt(5) - 1)/2 as a binary fraction.
       } else {
-        return 0xDECAFCAFFE;
+        switch (request.auto_version_policy) {
+          case ServableRequest::AutoVersionPolicy::kEarliest:
+            return 0x01234CAFFE;
+          case ServableRequest::AutoVersionPolicy::kLatest:
+            return 0xDECAFCAFFE;
+        }
       }
     }();
     // Using version_hash as the seed here to combine the hashes.
@@ -141,8 +149,8 @@ BasicManager::ServingMap::GetAvailableUntypedServableHandles() const {
   std::shared_ptr<const HandlesMap> handles_map = handles_map_.get();
   for (const auto& handle : *handles_map) {
     const ServableRequest& request = handle.first;
-    // If the entry is the one for the latest request, skip it. We would already
-    // get it from the entry which has the specific request.
+    // If the entry is one of the auto-versioned request ones, skip it. We would
+    // already get it from the entry which has the specific request.
     if (!request.version) {
       continue;
     }
@@ -180,12 +188,23 @@ void BasicManager::ServingMap::Update(const ManagedMap& managed_map) {
   }
 
   std::unique_ptr<HandlesMap> new_handles_map(new HandlesMap());
+  auto prev_iter = sorted_available_map.end();
   for (auto iter = sorted_available_map.begin();
        iter != sorted_available_map.end(); ++iter) {
     std::shared_ptr<const LoaderHarness> harness = iter->second;
     new_handles_map->emplace(ServableRequest::FromId(harness->id()), harness);
-    // If this is the last harness in the stream, add it again to the
-    // handles_map, marking it as the latest for that stream.
+
+    // If this is the first harness in the stream for a given servable name, add
+    // it again to the handles_map, marking it as the earliest for that stream.
+    if (prev_iter == sorted_available_map.end() ||
+        prev_iter->second->id().name != harness->id().name) {
+      const ServableRequest earliest_request =
+          ServableRequest::Earliest(harness->id().name);
+      new_handles_map->emplace(earliest_request, harness);
+    }
+
+    // If this is the last harness in the stream for a given servable name, add
+    // it again to the handles_map, marking it as the latest for that stream.
     const auto next_iter = std::next(iter);
     if (next_iter == sorted_available_map.end() ||
         next_iter->second->id().name != harness->id().name) {
@@ -193,6 +212,8 @@ void BasicManager::ServingMap::Update(const ManagedMap& managed_map) {
           ServableRequest::Latest(harness->id().name);
       new_handles_map->emplace(latest_request, harness);
     }
+
+    prev_iter = iter;
   }
 
   // This blocks until the last handle given out by the old handles map is
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 23708c18f0b..0c3630a677d 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -150,6 +150,15 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
   EXPECT_EQ(error::NOT_FOUND, status.code());
 }
 
+TEST_P(BasicManagerTest, ServableHandleEarliest) {
+  ASSERT_GT(kNumVersionsPerServable, 1);
+  ServableHandle<int64> handle;
+  const Status status = basic_manager_->GetServableHandle(
+      ServableRequest::Earliest(kServableName), &handle);
+  TF_ASSERT_OK(status);
+  EXPECT_EQ(1, *handle);
+}
+
 TEST_P(BasicManagerTest, ServableHandleLatest) {
   const ServableId id = {kServableName, kNumVersionsPerServable + 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 3856c50ba7b..e69ad18ccef 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -68,8 +68,10 @@ Status CachingManager::GetUntypedServableHandle(
   }
   // Since there is no explicit version in the request, get the latest from the
   // loader-factory.
-  const int64 latest_version = loader_factory_->GetLatestVersion(request.name);
-  return GetUntypedServableHandleForId({request.name, latest_version}, handle);
+  const int64 policy_dictated_version = loader_factory_->GetServableVersion(
+      request.name, request.auto_version_policy);
+  return GetUntypedServableHandleForId({request.name, policy_dictated_version},
+                                       handle);
 }
 
 Status CachingManager::GetUntypedServableHandleForId(
@@ -211,8 +213,9 @@ ServableData<std::unique_ptr<Loader>> PathPrefixLoaderFactory::CreateLoader(
   return adapter_->AdaptOneVersion({id, servable_path});
 }
 
-int64 PathPrefixLoaderFactory::GetLatestVersion(
-    const string& servable_name) const {
+int64 PathPrefixLoaderFactory::GetServableVersion(
+    const string& servable_name,
+    ServableRequest::AutoVersionPolicy policy) const {
   return 0;
 }
 
diff --git a/tensorflow_serving/core/caching_manager.h b/tensorflow_serving/core/caching_manager.h
index eef6dd09483..c387ef0483d 100644
--- a/tensorflow_serving/core/caching_manager.h
+++ b/tensorflow_serving/core/caching_manager.h
@@ -90,8 +90,11 @@ class CachingManager : public Manager {
     virtual ServableData<std::unique_ptr<Loader>> CreateLoader(
         const ServableId& servable_id) = 0;
 
-    /// Returns the latest version corresponding to the servable name.
-    virtual int64 GetLatestVersion(const string& servable_name) const = 0;
+    /// Returns a version corresponding to the servable name, for the given
+    /// policy.
+    virtual int64 GetServableVersion(
+        const string& servable_name,
+        ServableRequest::AutoVersionPolicy policy) const = 0;
   };
 
   static Status Create(Options options,
@@ -170,7 +173,9 @@ class PathPrefixLoaderFactory : public CachingManager::LoaderFactory {
   ServableData<std::unique_ptr<Loader>> CreateLoader(
       const ServableId& id) override;
 
-  int64 GetLatestVersion(const string& servable_name) const override;
+  int64 GetServableVersion(
+      const string& servable_name,
+      ServableRequest::AutoVersionPolicy policy) const override;
 
  private:
   // The prefix of the path to the servables.
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index 4126a36b35b..b59cd27a88c 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -71,11 +71,23 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
     return ServableData<std::unique_ptr<Loader>>(id, std::move(loader));
   }
 
-  // Returns the latest version corresponding to the servable name.
-  int64 GetLatestVersion(const string& request_name) const override {
-    // Increment the current latest version until a maximum of 42.
+  // Returns the earliest/latest version corresponding to the servable name.
+  int64 GetServableVersion(
+      const string& request_name,
+      ServableRequest::AutoVersionPolicy policy) const override {
     mutex_lock l(mu_);
-    return latest_version_;
+    switch (policy) {
+      case ServableRequest::AutoVersionPolicy::kEarliest:
+        return earliest_version_;
+      case ServableRequest::AutoVersionPolicy::kLatest:
+        return latest_version_;
+    }
+  }
+
+  // Update the earliest available version.
+  void set_earliest_version(int64 version) {
+    mutex_lock l(mu_);
+    earliest_version_ = version;
   }
 
   // Update the latest available version.
@@ -91,9 +103,12 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
   }
 
  private:
-  // Used to protect updates to the latest_version_.
+  // Used to protect updates to 'earliest_version_' and 'latest_version_'.
   mutable mutex mu_;
 
+  // The current earliest version.
+  int64 earliest_version_ GUARDED_BY(mu_) = 0;
+
   // The current latest version.
   int64 latest_version_ GUARDED_BY(mu_) = 0;
 
@@ -121,8 +136,10 @@ class ErrorLoaderFactory : public CachingManager::LoaderFactory {
     return ServableData<std::unique_ptr<Loader>>(id, std::move(loader));
   }
 
-  int64 GetLatestVersion(const string& request_name) const override {
-    // A simple "latest" interpretation that always returns version 42.
+  int64 GetServableVersion(
+      const string& request_name,
+      ServableRequest::AutoVersionPolicy policy) const override {
+    // A simple policy interpretation that always returns version 42.
     return 42;
   }
 
@@ -239,6 +256,18 @@ TEST_P(CachingManagerTest, ServableHandleMultipleRequests) {
   }
 }
 
+// Tests functionality when the version corresponding to the "earliest" needs to
+// be newly managed and loaded by the manager.
+TEST_P(CachingManagerTest, ServableHandleSingleRequestEarliest) {
+  string_loader_factory_->set_earliest_version(30);
+  ServableHandle<string> handle;
+  TF_ASSERT_OK(manager_->GetServableHandle(
+      ServableRequest::Earliest({kServableName}), &handle));
+  EXPECT_EQ("kServableName-30", *handle);
+  const ServableId id = {kServableName, 30};
+  EXPECT_EQ(id, handle.id());
+}
+
 // Tests functionality when the version corresponding to the "latest" needs to
 // be newly managed and loaded by the manager.
 TEST_P(CachingManagerTest, ServableHandleSingleRequestLatest) {
@@ -251,6 +280,36 @@ TEST_P(CachingManagerTest, ServableHandleSingleRequestLatest) {
   EXPECT_EQ(id, handle.id());
 }
 
+// Tests functionality when the version corresponding to the "earliest" is
+// already managed and loaded by the caching-manager.
+TEST_P(CachingManagerTest, ServableHandleMultipleRequestsEarliest) {
+  const ServableId id = {kServableName, 42};
+  {
+    // Make an explicit request for version 42.
+    ServableHandle<string> handle;
+    TF_ASSERT_OK(
+        manager_->GetServableHandle(ServableRequest::FromId(id), &handle));
+    EXPECT_EQ("kServableName-42", *handle);
+    EXPECT_EQ(id, handle.id());
+    // We expect a new loader to be created for this request.
+    EXPECT_EQ(1, string_loader_factory_->num_loaders_dispensed());
+    // Update the earliest available version.
+    string_loader_factory_->set_earliest_version(42);
+  }
+  {
+    // Now request for the earliest. The returned handle should have an id
+    // corresponding to version 42.
+    ServableHandle<string> handle;
+    TF_ASSERT_OK(manager_->GetServableHandle(
+        ServableRequest::Earliest({kServableName}), &handle));
+    EXPECT_EQ("kServableName-42", *handle);
+    EXPECT_EQ(id, handle.id());
+    // We do not expect a new loader to be created for this request, since it is
+    // identical to the previous request.
+    EXPECT_EQ(1, string_loader_factory_->num_loaders_dispensed());
+  }
+}
+
 // Tests functionality when the version corresponding to the "latest" is
 // already managed and loaded by the caching-manager.
 TEST_P(CachingManagerTest, ServableHandleMultipleRequestsLatest) {
@@ -533,7 +592,10 @@ TEST(PathPrefixLoaderFactoryTest, Basic) {
   TF_ASSERT_OK(loader->Load());
   EXPECT_EQ("prefix/servable_name/suffix", *loader->servable().get<string>());
 
-  EXPECT_EQ(0, factory.GetLatestVersion("blah"));
+  EXPECT_EQ(0, factory.GetServableVersion(
+                   "blah", ServableRequest::AutoVersionPolicy::kEarliest));
+  EXPECT_EQ(0, factory.GetServableVersion(
+                   "blah", ServableRequest::AutoVersionPolicy::kLatest));
 }
 
 TEST(PathPrefixLoaderFactoryTest, VersionOtherThanZeroYieldsError) {
diff --git a/tensorflow_serving/core/manager.h b/tensorflow_serving/core/manager.h
index 4436818bf91..9622f4207d3 100644
--- a/tensorflow_serving/core/manager.h
+++ b/tensorflow_serving/core/manager.h
@@ -34,22 +34,41 @@ namespace tensorflow {
 namespace serving {
 
 /// A query for a specific loaded servable object. The request can either
-/// specify a specific version number, or simply opt to use the latest loaded
-/// version.
+/// specify a specific version number, or simply opt to use the earliest or
+/// latest loaded version.
 struct ServableRequest {
   // Initialization factories, for convenience and readability.
   static ServableRequest Specific(const string& name, const int64 version);
+  static ServableRequest Earliest(const string& name);
   static ServableRequest Latest(const string& name);
   static ServableRequest FromId(const ServableId& id);
 
   // The name of a servable stream.
   string name;
 
-  // The version number to use. If unset, the largest loaded version is used.
+  // An optional specific version number to use.
   optional<int64> version;
 
+  // How to choose a version number automatically, if 'version' is left unset.
+  enum class AutoVersionPolicy {
+    // Choose the loaded version with the smallest version number.
+    kEarliest,
+
+    // Choose the loaded version with the largest version number.
+    kLatest,
+  };
+  AutoVersionPolicy auto_version_policy = AutoVersionPolicy::kLatest;
+
   // Emits a string representation; for logging and debugging use only.
   string DebugString() const;
+
+  ////////
+  // Legacy constructors. Do not use in new code.
+  ServableRequest() = default;
+  ServableRequest(const string& name_in, const optional<int64>& version_in)
+      : name(name_in),
+        version(version_in),
+        auto_version_policy(AutoVersionPolicy::kLatest) {}
 };
 
 /// Manager is responsible for loading, unloading, lookup and lifetime
@@ -102,11 +121,24 @@ class Manager {
 
 inline ServableRequest ServableRequest::Specific(const string& name,
                                                  const int64 version) {
-  return ServableRequest{name, version};
+  ServableRequest request;
+  request.name = name;
+  request.version = version;
+  return request;
+}
+
+inline ServableRequest ServableRequest::Earliest(const string& name) {
+  ServableRequest request;
+  request.name = name;
+  request.auto_version_policy = AutoVersionPolicy::kEarliest;
+  return request;
 }
 
 inline ServableRequest ServableRequest::Latest(const string& name) {
-  return ServableRequest{name, nullopt};
+  ServableRequest request;
+  request.name = name;
+  request.auto_version_policy = AutoVersionPolicy::kLatest;
+  return request;
 }
 
 inline ServableRequest ServableRequest::FromId(const ServableId& id) {
@@ -118,7 +150,12 @@ inline string ServableRequest::DebugString() const {
   if (version) {
     return strings::StrCat("Specific(", name, ", ", version.value(), ")");
   } else {
-    return strings::StrCat("Latest(", name, ")");
+    switch (auto_version_policy) {
+      case AutoVersionPolicy::kEarliest:
+        return strings::StrCat("Earliest(", name, ")");
+      case AutoVersionPolicy::kLatest:
+        return strings::StrCat("Latest(", name, ")");
+    }
   }
 }
 
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 131d76cede6..94f90387cf0 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -217,6 +217,9 @@ Status UpdateModelConfigListRelativePaths(
 
 }  // namespace
 
+constexpr char ServerCore::kStableVersionLabel[];
+constexpr char ServerCore::kCanaryVersionLabel[];
+
 // ************************************************************************
 // Public Methods.
 // ************************************************************************
@@ -693,11 +696,33 @@ Status ServerCore::ServableRequestFromModelSpec(
   if (model_spec.name().empty()) {
     return errors::InvalidArgument("ModelSpec has no name specified.");
   }
-  if (model_spec.has_version()) {
-    *servable_request = ServableRequest::Specific(model_spec.name(),
-                                                  model_spec.version().value());
-  } else {
-    *servable_request = ServableRequest::Latest(model_spec.name());
+
+  switch (model_spec.version_choice_case()) {
+    case ModelSpec::kVersion: {
+      *servable_request = ServableRequest::Specific(
+          model_spec.name(), model_spec.version().value());
+      break;
+    }
+    case ModelSpec::kVersionLabel: {
+      if (!options_.allow_version_labels) {
+        return errors::InvalidArgument(
+            "ModelSpec has 'version_label' set, but it is not currently "
+            "allowed by the server.");
+      }
+      if (model_spec.version_label() == kStableVersionLabel) {
+        *servable_request = ServableRequest::Earliest(model_spec.name());
+      } else if (model_spec.version_label() == kCanaryVersionLabel) {
+        *servable_request = ServableRequest::Latest(model_spec.name());
+      } else {
+        return errors::InvalidArgument(strings::StrCat(
+            "Unrecognized version label: ", model_spec.version_label()));
+      }
+      break;
+    }
+    case ModelSpec::VERSION_CHOICE_NOT_SET: {
+      *servable_request = ServableRequest::Latest(model_spec.name());
+      break;
+    }
   }
   return Status::OK();
 }
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 419f9744a50..df864fddfa5 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -140,6 +140,11 @@ class ServerCore : public Manager {
     // adapters to the manager.
     CustomModelConfigLoader custom_model_config_loader;
 
+    // Whether to permit incoming ModelSpec requests to use the 'version_label'
+    // field.
+    // TODO(b/65245500): Flip the default to true.
+    bool allow_version_labels = false;
+
     // Logger used for logging requests hitting the server.
     std::unique_ptr<ServerRequestLogger> server_request_logger;
 
@@ -182,13 +187,21 @@ class ServerCore : public Manager {
     return servable_state_monitor_.get();
   }
 
-  /// Returns a ServableHandle given a ServableRequest. Returns error if no such
+  // Model version labels ServerCore recognizes.
+  static constexpr char kStableVersionLabel[] = "stable";
+  static constexpr char kCanaryVersionLabel[] = "canary";
+
+  /// Returns a ServableHandle given a ModelSpec. Returns error if no such
   /// Servable is available -- e.g. not yet loaded, has been quiesced/unloaded,
   /// etc. Callers may assume that an OK status indicates a non-null handle.
   ///
   /// IMPORTANT: The caller should only hold on to a handle for a short time,
   /// for example for the duration of a single request. Holding a handle for a
   /// long period of time will prevent servable loading and unloading.
+  ///
+  /// If 'options_.allow_version_labels==true', recognizes two specific model
+  /// version labels -- "stable" and "canary" -- and resolves them to the
+  /// smallest and largest available version, respectively.
   template <typename T>
   Status GetServableHandle(const ModelSpec& model_spec,
                            ServableHandle<T>* const handle) {
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 20605d8c3cd..5e1430a8076 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -635,6 +635,95 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
   EXPECT_EQ(1, log_collector_map[test_util::kTestModelName]->collect_count());
 }
 
+TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
+  ModelServerConfig two_version_config =
+      GetTestModelServerConfigForFakePlatform();
+  SwitchToHalfPlusTwoWith2Versions(&two_version_config);
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = true;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(two_version_config,
+                                std::move(server_core_options), &server_core));
+
+  // Wait until both versions of the servable have been loaded.
+  for (const int64 version :
+       {test_util::kTestModelVersion, test_util::kTestModelLargerVersion}) {
+    const auto servable_id = ServableId{test_util::kTestModelName, version};
+    test_util::WaitUntilServableManagerStateIsOneOf(
+        *server_core->servable_state_monitor(), servable_id,
+        {ServableState::ManagerState::kAvailable});
+  }
+
+  // Do not specify any version number; we should be given the latest version.
+  {
+    ModelSpec model_spec;
+    model_spec.set_name(test_util::kTestModelName);
+    ServableHandle<string> servable_handle;
+    TF_ASSERT_OK(
+        server_core->GetServableHandle<string>(model_spec, &servable_handle));
+    EXPECT_EQ(
+        (ServableId{test_util::kTestModelName,
+                    test_util::kTestModelLargerVersion /* larger version */}),
+        servable_handle.id());
+  }
+
+  // Use ModelSpec::version to request a specific version number.
+  {
+    ModelSpec model_spec;
+    model_spec.set_name(test_util::kTestModelName);
+    model_spec.mutable_version()->set_value(test_util::kTestModelVersion);
+    ServableHandle<string> servable_handle;
+    TF_ASSERT_OK(
+        server_core->GetServableHandle<string>(model_spec, &servable_handle));
+    EXPECT_EQ(
+        (ServableId{test_util::kTestModelName, test_util::kTestModelVersion}),
+        servable_handle.id());
+  }
+
+  // Use ModelSpec::version_label to request the version labeled "stable".
+  {
+    ModelSpec model_spec;
+    model_spec.set_name(test_util::kTestModelName);
+    model_spec.set_version_label(ServerCore::kStableVersionLabel);
+    ServableHandle<string> servable_handle;
+    TF_ASSERT_OK(
+        server_core->GetServableHandle<string>(model_spec, &servable_handle));
+    EXPECT_EQ((ServableId{test_util::kTestModelName,
+                          test_util::kTestModelVersion /* smaller version */}),
+              servable_handle.id());
+  }
+
+  // Use ModelSpec::version_label to request the version labeled "canary".
+  {
+    ModelSpec model_spec;
+    model_spec.set_name(test_util::kTestModelName);
+    model_spec.set_version_label(ServerCore::kCanaryVersionLabel);
+    ServableHandle<string> servable_handle;
+    TF_ASSERT_OK(
+        server_core->GetServableHandle<string>(model_spec, &servable_handle));
+    EXPECT_EQ(
+        (ServableId{test_util::kTestModelName,
+                    test_util::kTestModelLargerVersion /* larger version */}),
+        servable_handle.id());
+  }
+}
+
+TEST_P(ServerCoreTest, ModelSpecVersionLabelsNotAllowed) {
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = false;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(GetTestModelServerConfigForFakePlatform(),
+                                std::move(server_core_options), &server_core));
+
+  ModelSpec model_spec;
+  model_spec.set_name(test_util::kTestModelName);
+  model_spec.set_version_label(ServerCore::kStableVersionLabel);
+  ServableHandle<string> servable_handle;
+  EXPECT_FALSE(
+      server_core->GetServableHandle<string>(model_spec, &servable_handle)
+          .ok());
+}
+
 INSTANTIATE_TEST_CASE_P(
     TestType, ServerCoreTest,
     ::testing::Combine(
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index 464b5e02ba5..ddb19f6cf66 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -116,6 +116,9 @@ void ServerCoreTest::SwitchToHalfPlusTwoWith2Versions(
   auto model = config->mutable_model_config_list()->mutable_config(0);
   model->set_base_path(test_util::TestSrcDirPath(
       "/servables/tensorflow/testdata/half_plus_two_2_versions"));
+  // Request loading both versions simultaneously.
+  model->clear_model_version_policy();
+  model->mutable_model_version_policy()->mutable_all();
   if (PrefixPathsWithURIScheme()) {
     model->set_base_path(io::CreateURI("file", "", model->base_path()));
   }

From f6a30bc6844b8ae3459859d3368fefc246286348 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 13:03:32 -0700
Subject: [PATCH 0371/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205877470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4df0d07969..b2808a94699 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37884b08f60d98f26b8c671d430ebd7e90555d4543fddc1430575b6e71c50caf",
-    git_commit = "a45ffbd9b5c7d8fdaae6e41432f916639bdbe305",
+    sha256 = "84dfd9c48eec30c24d4a9561b67ea6fe079569943dadbb4a6a4f0306f1177f16",
+    git_commit = "eb1ee5a245327b509dfb929d2dbbef90cd3299a5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54850adf4f4f0e4a032662682fce433e283862c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 14:01:22 -0700
Subject: [PATCH 0372/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205887165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2808a94699..0d70de6eff7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84dfd9c48eec30c24d4a9561b67ea6fe079569943dadbb4a6a4f0306f1177f16",
-    git_commit = "eb1ee5a245327b509dfb929d2dbbef90cd3299a5",
+    sha256 = "0e6d548392de8ecb89cb8ff872df245611f4047e5579867052fc678680038722",
+    git_commit = "e2f8d4a8bdfc4e3970cacc89a6b184297205a1cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f4656b8966471a72dd1b4b929d1dc2b0f1310629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 15:01:13 -0700
Subject: [PATCH 0373/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205897670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d70de6eff7..b21d47a88c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e6d548392de8ecb89cb8ff872df245611f4047e5579867052fc678680038722",
-    git_commit = "e2f8d4a8bdfc4e3970cacc89a6b184297205a1cc",
+    sha256 = "8479628d7a9b911a494c876669ff9ec95222523f92bed4e168867204a1d9a2c3",
+    git_commit = "76e8f7b7fdf89b131e0406022129d5dde6b89e40",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 848ad0835ddf295b91319ca0258829b14df153f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 16:01:28 -0700
Subject: [PATCH 0374/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205907576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b21d47a88c7..c259100ab4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8479628d7a9b911a494c876669ff9ec95222523f92bed4e168867204a1d9a2c3",
-    git_commit = "76e8f7b7fdf89b131e0406022129d5dde6b89e40",
+    sha256 = "80bf4de62d874d4a0fc8bec9e725dcd242a8ed84fd80f7baf1702033aae07ea2",
+    git_commit = "779b789cc02ba1466da46158359c3132ef04c3ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c88634ccbb12c421ad555e0015e4d85c90a7a79a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 17:03:56 -0700
Subject: [PATCH 0375/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205916808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c259100ab4c..52984688b81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80bf4de62d874d4a0fc8bec9e725dcd242a8ed84fd80f7baf1702033aae07ea2",
-    git_commit = "779b789cc02ba1466da46158359c3132ef04c3ab",
+    sha256 = "58fea3d8d4736cc09e685c18051618121237e1df35a021d050a312ebfc24aa78",
+    git_commit = "55c5f1289845649ee6e13bd90bc51e113f74c143",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 50fd34bdf644f95fee95996f10aa98de955315f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 18:00:59 -0700
Subject: [PATCH 0376/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205923644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52984688b81..6bb1896814c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58fea3d8d4736cc09e685c18051618121237e1df35a021d050a312ebfc24aa78",
-    git_commit = "55c5f1289845649ee6e13bd90bc51e113f74c143",
+    sha256 = "e7a8a7cc4297c6260f66c4396e147f2e7913b38babed0e9daa673cc3fa42a116",
+    git_commit = "4c161d7306eb934232e3fe65de2c31c3bb7cf875",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39dcdd2aab78a0c07419518ea42fe45cbcc00431 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 19:01:12 -0700
Subject: [PATCH 0377/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205928984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bb1896814c..beb34587ed3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7a8a7cc4297c6260f66c4396e147f2e7913b38babed0e9daa673cc3fa42a116",
-    git_commit = "4c161d7306eb934232e3fe65de2c31c3bb7cf875",
+    sha256 = "b0ee12b60b7de9160a5b29cc13e3fee2f724834613be769fe00a0b4ecc1932f5",
+    git_commit = "d2f3441c0c3d552293f5c64784261e267653484b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a21fa5207fcca9d9ea231b06e3124c9770f1cf4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 20:02:16 -0700
Subject: [PATCH 0378/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205933293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index beb34587ed3..f5337b4a142 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0ee12b60b7de9160a5b29cc13e3fee2f724834613be769fe00a0b4ecc1932f5",
-    git_commit = "d2f3441c0c3d552293f5c64784261e267653484b",
+    sha256 = "ac6174442ae2fa5c8ea6f956f3693e0c1652bf8d9d4fa692245f534171923285",
+    git_commit = "a5a4bb31c43bfef94bf8998ce07766f1597a7a02",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 003916f733cd1f0481aacd13bc11db26ea811d63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jul 2018 23:01:39 -0700
Subject: [PATCH 0379/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205945306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5337b4a142..bc57957de88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac6174442ae2fa5c8ea6f956f3693e0c1652bf8d9d4fa692245f534171923285",
-    git_commit = "a5a4bb31c43bfef94bf8998ce07766f1597a7a02",
+    sha256 = "dd7e71d59e4e38ecda50de9f57e5e38b67f08fcf298d223e11ecf4e86a713b7c",
+    git_commit = "3f454e4060d855f43eebe0cdc27d8c24f906d430",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6d77d12ad26d0c603b5ab6d848e89ef296c872bb Mon Sep 17 00:00:00 2001
From: Burkhard Neidecker-Lutz <Burkhard.Neidecker-Lutz@sap.com>
Date: Wed, 25 Jul 2018 09:37:21 +0200
Subject: [PATCH 0380/8103] Coding style cleanups for secure channel

---
 tensorflow_serving/model_servers/main.cc | 34 ++++++++++++------------
 1 file changed, 17 insertions(+), 17 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 32615381a25..c3bc95ddbeb 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -367,29 +367,29 @@ std::shared_ptr<grpc::ServerCredentials> BuildServerCredentialsFromSSLConfigFile
 {
   if (ssl_config_file.empty()) {
     return InsecureServerCredentials();
-  } else {
-    SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
+  }
 
-    grpc::SslServerCredentialsOptions sslOps(ssl_config.client_verify() ?
-        GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY:
-        GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
+  SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
 
-    sslOps.force_client_auth = ssl_config.client_verify();
+  grpc::SslServerCredentialsOptions ssl_ops(ssl_config.client_verify() ?
+    GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY:
+    GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
 
-    if (ssl_config.custom_ca().size() > 0) {
-      sslOps.pem_root_certs = ssl_config.custom_ca();
-    }
+  ssl_ops.force_client_auth = ssl_config.client_verify();
 
-    grpc::SslServerCredentialsOptions::PemKeyCertPair keycert =
-    {
-        ssl_config.server_key(),
-        ssl_config.server_cert()
-    };
+  if (ssl_config.custom_ca().size() > 0) {
+    ssl_ops.pem_root_certs = ssl_config.custom_ca();
+  }
 
-    sslOps.pem_key_cert_pairs.push_back(keycert);
+  grpc::SslServerCredentialsOptions::PemKeyCertPair keycert =
+  {
+    ssl_config.server_key(),
+    ssl_config.server_cert()
+  };
 
-    return grpc::SslServerCredentials(sslOps);
-  }
+  ssl_ops.pem_key_cert_pairs.push_back(keycert);
+
+  return grpc::SslServerCredentials(ssl_ops);
 }
 
 }  // namespace

From 2a8347a9ca025125487574d651f04b9d9545ed30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 08:02:06 -0700
Subject: [PATCH 0381/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 205993667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc57957de88..cdffea0d5fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd7e71d59e4e38ecda50de9f57e5e38b67f08fcf298d223e11ecf4e86a713b7c",
-    git_commit = "3f454e4060d855f43eebe0cdc27d8c24f906d430",
+    sha256 = "6e61348768039af9c397b8583721375b2e28e7fc4e601747d8c6e404935b3af5",
+    git_commit = "2952ff32b21332e9a01cd522bc6e38fd7af55ce6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cb809198a56deeb2a65b14240c44a2ff49218cea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 09:03:22 -0700
Subject: [PATCH 0382/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206001322
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdffea0d5fc..df741899ce0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e61348768039af9c397b8583721375b2e28e7fc4e601747d8c6e404935b3af5",
-    git_commit = "2952ff32b21332e9a01cd522bc6e38fd7af55ce6",
+    sha256 = "42a739171b36bc824649e14607a738a21f7c3b7dead4f6da7920b72e6f1473ce",
+    git_commit = "b3771feab49e2122164737a860341727d08c2d8c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 45e27e12652bcf826fe7452b62b794ca0bfc3ced Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 11:01:56 -0700
Subject: [PATCH 0383/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206020807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df741899ce0..26212e62921 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42a739171b36bc824649e14607a738a21f7c3b7dead4f6da7920b72e6f1473ce",
-    git_commit = "b3771feab49e2122164737a860341727d08c2d8c",
+    sha256 = "08e4835e3f40031a63316584b921b08e6a2051fd99940c93a748572c44502baa",
+    git_commit = "0ff2abfaf7f418d0547eaa0cf9ee0a32b32fb490",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 42d02a9024652cb434afbfcf71d1eb6756ef72df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 12:09:52 -0700
Subject: [PATCH 0384/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206033183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26212e62921..2f9101e353c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08e4835e3f40031a63316584b921b08e6a2051fd99940c93a748572c44502baa",
-    git_commit = "0ff2abfaf7f418d0547eaa0cf9ee0a32b32fb490",
+    sha256 = "72f2b1f89b06948d2feb6180acbe599c6768d767a1c0304f188cc21dd70dc6fd",
+    git_commit = "8c6782ec4ed12dcdda1fdf8cb45ba8afbf62a61f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7daeea3a8e2197c54d752663ed7b001654cdfad3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 13:01:29 -0700
Subject: [PATCH 0385/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206040484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f9101e353c..46999a3848f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72f2b1f89b06948d2feb6180acbe599c6768d767a1c0304f188cc21dd70dc6fd",
-    git_commit = "8c6782ec4ed12dcdda1fdf8cb45ba8afbf62a61f",
+    sha256 = "247f0f1a93809ab470208c5687c5fc4657c3a0e9f1e14ae612ccfe2f45d705e7",
+    git_commit = "c46418aa28d754cce838a12a10a29e1b87328ed0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ce382aeb104b5ed61e9ee8a1c452fe32be357dd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 14:02:18 -0700
Subject: [PATCH 0386/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206050619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46999a3848f..d0648239f17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "247f0f1a93809ab470208c5687c5fc4657c3a0e9f1e14ae612ccfe2f45d705e7",
-    git_commit = "c46418aa28d754cce838a12a10a29e1b87328ed0",
+    sha256 = "23219ac6f5c947e14a5d1c18cbdc14b54294f23bbf17c2c6fca2abe08ee6416c",
+    git_commit = "856e2bf7af3ae28a93ede51423c368f7b7e04c8a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4cbac38c307ea11527d0e45a3b18fd41f1b67601 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 25 Jul 2018 14:03:45 -0700
Subject: [PATCH 0387/8103] Update docker files

PiperOrigin-RevId: 206050867
---
 .../tools/docker/Dockerfile.devel             | 12 ++--
 .../tools/docker/Dockerfile.devel-gpu         | 57 +++++++++++--------
 2 files changed, 38 insertions(+), 31 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index eb09b96511c..c752ff30f93 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -25,33 +25,31 @@ RUN apt-get update && apt-get install -y \
         build-essential \
         curl \
         git \
+        libcurl3-dev \
         libfreetype6-dev \
         libpng12-dev \
         libtool \
         libzmq3-dev \
         mlocate \
+        openjdk-8-jdk\
+        openjdk-8-jre-headless \
         pkg-config \
         python-dev \
         python-numpy \
         python-pip \
         software-properties-common \
         swig \
+        wget \
         zip \
         zlib1g-dev \
-        libcurl3-dev \
-        openjdk-8-jdk\
-        openjdk-8-jre-headless \
-        wget \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
 # Set up grpc
-
 RUN pip install mock grpcio
 
-# Set up Bazel.
-
+# Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
 ENV BAZEL_VERSION 0.15.0
 WORKDIR /
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c2539aabb46..a8c1d54ca8a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:9.0-cudnn7-devel-ubuntu16.04
+FROM nvidia/cuda:9.0-base-ubuntu16.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -20,44 +20,55 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-# Install NCCL
-ENV NCCL_VERSION=2.2.12-1+cuda9.0
-RUN echo "deb http://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64 /" > /etc/apt/sources.list.d/nvidia-ml.list
+ENV NCCL_VERSION=2.2.13
+ENV CUDNN_VERSION=7.1.4.18
 
-RUN apt-get update && apt-get install -y \
+RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
+        cuda-command-line-tools-9-0 \
+        cuda-cublas-dev-9-0 \
+        cuda-cudart-dev-9-0 \
+        cuda-cufft-dev-9-0 \
+        cuda-curand-dev-9-0 \
+        cuda-cusolver-dev-9-0 \
+        cuda-cusparse-dev-9-0 \
         curl \
         git \
         libfreetype6-dev \
         libpng12-dev \
         libtool \
+        libcudnn7=${CUDNN_VERSION}-1+cuda9.0 \
+        libcudnn7-dev=${CUDNN_VERSION}-1+cuda9.0 \
+        libcurl3-dev \
+        libnccl2=${NCCL_VERSION}-1+cuda9.0 \
+        libnccl-dev=${NCCL_VERSION}-1+cuda9.0 \
         libzmq3-dev \
-        libnccl2=${NCCL_VERSION} \
-        libnccl-dev=${NCCL_VERSION} \
         mlocate \
+        openjdk-8-jdk\
+        openjdk-8-jre-headless \
         pkg-config \
         python-dev \
         python-numpy \
         python-pip \
         software-properties-common \
         swig \
+        unzip \
+        wget \
         zip \
         zlib1g-dev \
-        libcurl3-dev \
-        openjdk-8-jdk\
-        openjdk-8-jre-headless \
-        wget \
         && \
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
+    rm -rf /var/lib/apt/lists/* && \
+    find /usr/local/cuda-9.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
+    rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
 # Set up grpc
+RUN pip  --no-cache-dir install \
+    mock \
+    grpcio
 
-RUN pip install mock grpcio
-
-# Set up Bazel.
-
+# Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
 ENV BAZEL_VERSION 0.15.0
 WORKDIR /
@@ -79,27 +90,25 @@ ENV TF_CUDA_VERSION=9.0
 ENV TF_CUDNN_VERSION=7
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
-
 WORKDIR /
 RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
   ln -s /usr/lib/x86_64-linux-gnu/include/cudnn.h /usr/lib/x86_64-linux-gnu/include/cudnn.h && \
   ln -s /usr/include/cudnn.h /usr/local/cuda/include/cudnn.h && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/local/cuda/lib64/libcudnn.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.$TF_CUDNN_VERSION /usr/local/cuda/lib64/libcudnn.so.$TF_CUDNN_VERSION
+  ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.${TF_CUDNN_VERSION} /usr/local/cuda/lib64/libcudnn.so.${TF_CUDNN_VERSION}
 
-
-# Fix paths so that NCCL can be found
-ENV TF_NCCL_VERSION=2.2.12
+# NCCL 2.x
+ENV TF_NCCL_VERSION=2
 ENV NCCL_INSTALL_PATH=/usr/lib/nccl/
 
+# Fix paths so that NCCL can be found
 WORKDIR /
 RUN mkdir -p ${NCCL_INSTALL_PATH} && \
   mkdir ${NCCL_INSTALL_PATH}include/ && \
   mkdir ${NCCL_INSTALL_PATH}lib/ && \
   ln -s /usr/include/nccl.h ${NCCL_INSTALL_PATH}include/nccl.h && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}lib/libnccl.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.2 ${NCCL_INSTALL_PATH}lib/libnccl.so.2 && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.$TF_NCCL_VERSION ${NCCL_INSTALL_PATH}lib/libnccl.so.$TF_NCCL_VERSION
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.${TF_NCCL_VERSION} ${NCCL_INSTALL_PATH}lib/libnccl.so.${TF_NCCL_VERSION}
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
@@ -120,4 +129,4 @@ RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/lib
     bazel clean --expunge --color=yes
 # Clean up Bazel cache when done.
 
-CMD ["/bin/bash"]
+CMD ["/bin/bash"]
\ No newline at end of file

From 1d8dbb77ed97ce9ef90d5eb044cb1dcbc1ce95a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 15:01:53 -0700
Subject: [PATCH 0388/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206061171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0648239f17..75e657e2a54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23219ac6f5c947e14a5d1c18cbdc14b54294f23bbf17c2c6fca2abe08ee6416c",
-    git_commit = "856e2bf7af3ae28a93ede51423c368f7b7e04c8a",
+    sha256 = "e3f3706d8452933ed2f8494418ba7bc5fc620661512c7fb042b4c7182e177901",
+    git_commit = "7bbd69fd16d4e97afd417786c1ee2fff27d92703",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e70b9a5b324bdb068e49887107720ff7ac384c96 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 25 Jul 2018 15:37:39 -0700
Subject: [PATCH 0389/8103] Internal change

PiperOrigin-RevId: 206067181
---
 .github/ISSUE_TEMPLATE/issue_template.md | 36 ++++++++++++++++++++++++
 1 file changed, 36 insertions(+)
 create mode 100644 .github/ISSUE_TEMPLATE/issue_template.md

diff --git a/.github/ISSUE_TEMPLATE/issue_template.md b/.github/ISSUE_TEMPLATE/issue_template.md
new file mode 100644
index 00000000000..eef94d2e145
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/issue_template.md
@@ -0,0 +1,36 @@
+Please go to Stack Overflow for help and support:
+
+https://stackoverflow.com/questions/tagged/tensorflow-serving
+
+If you open a GitHub issue, here is our policy:
+
+1. It must be a bug, a feature request, or a significant problem with
+   documentation (for small docs fixes please send a PR instead).
+2. The form below must be filled out.
+
+**Here's why we have that policy**: TensorFlow developers respond to issues.
+We want to focus on work that benefits the whole community, e.g., fixing bugs
+and adding features. Support only helps individuals. GitHub also notifies
+thousands of people when issues are filed. We want them to see you communicating
+an interesting problem, rather than being redirected to Stack Overflow.
+
+------------------------
+
+### System information
+- **OS Platform and Distribution (e.g., Linux Ubuntu 16.04)**:
+- **TensorFlow Serving installed from (source or binary)**:
+- **TensorFlow Serving version**:
+
+### Describe the problem
+Describe the problem clearly here. Be sure to convey here why it's a bug in
+TensorFlow Serving.
+
+### Exact Steps to Reproduce
+Please include all steps necessary for someone to reproduce this issue on their
+own machine. If not, skip this section.
+
+### Source code / logs
+Include any logs or source code that would be helpful to diagnose the problem.
+If including tracebacks, please include the full traceback. Large logs and files
+should be attached. Try to provide a reproducible test case that is the bare
+minimum necessary to generate the problem.

From 555625e8138188fc6ebe6136baaa18571aeb7490 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 16:02:29 -0700
Subject: [PATCH 0390/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206071146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75e657e2a54..6232e04d5b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3f3706d8452933ed2f8494418ba7bc5fc620661512c7fb042b4c7182e177901",
-    git_commit = "7bbd69fd16d4e97afd417786c1ee2fff27d92703",
+    sha256 = "07ac6636b4094aa6ceaecd569449b38138f483ea4ec958d02537be307023abe9",
+    git_commit = "89bcc80f1b62c5d87486f074b569a750336c24a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 486e3174180540d7a4f301d178541d0c6ae76bb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 17:01:49 -0700
Subject: [PATCH 0391/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206080011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6232e04d5b4..d9d41e1ab11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07ac6636b4094aa6ceaecd569449b38138f483ea4ec958d02537be307023abe9",
-    git_commit = "89bcc80f1b62c5d87486f074b569a750336c24a1",
+    sha256 = "5b10a4678c951b9b5d8f6c0fda4c54f460b9390f3a569473567039d834ddd29c",
+    git_commit = "7ff06d70e5fbe1f28034541a56b17a02f8735b20",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c90023aa4b53d7febc25d6ae76f7809af2492e4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 18:01:37 -0700
Subject: [PATCH 0392/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206087086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9d41e1ab11..b7c412dd575 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b10a4678c951b9b5d8f6c0fda4c54f460b9390f3a569473567039d834ddd29c",
-    git_commit = "7ff06d70e5fbe1f28034541a56b17a02f8735b20",
+    sha256 = "439028b2b0b1915440cf93fb15f861568382895e2aaacd276a30bc7ff572c9f7",
+    git_commit = "773ee806ceb1feab77ac02f424814eb4ab503170",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 51e62016af0ffa68234e851fe43c27a4f0b055fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 19:03:41 -0700
Subject: [PATCH 0393/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206092767
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7c412dd575..fd0cf4626ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "439028b2b0b1915440cf93fb15f861568382895e2aaacd276a30bc7ff572c9f7",
-    git_commit = "773ee806ceb1feab77ac02f424814eb4ab503170",
+    sha256 = "23d5ac1363bf4ad933a43ddbec9d4a2ba280a93d334344107e94dbefc659b820",
+    git_commit = "59305b118a9ed56d733b414e8ee1a272dc66466a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4a83934e0988581724e546af138903ca58ab8c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 20:01:15 -0700
Subject: [PATCH 0394/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206096532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd0cf4626ab..b51585e3f05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23d5ac1363bf4ad933a43ddbec9d4a2ba280a93d334344107e94dbefc659b820",
-    git_commit = "59305b118a9ed56d733b414e8ee1a272dc66466a",
+    sha256 = "dba13c0048976b2762c6bc19c8f527d361ac50bfbbe7890539dca6f671277560",
+    git_commit = "5d92abe1e426b85ef549a8ce811628d708f7d914",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 074604f36fe1c2b8e8aa41b1c369ce9f4eb278a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jul 2018 23:01:16 -0700
Subject: [PATCH 0395/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206108745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b51585e3f05..15feebf33bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dba13c0048976b2762c6bc19c8f527d361ac50bfbbe7890539dca6f671277560",
-    git_commit = "5d92abe1e426b85ef549a8ce811628d708f7d914",
+    sha256 = "a1af119dbec7cbf5ac8a74c91fe48061dd3f65b2e0f2e10d78df0cccf38a247a",
+    git_commit = "15b155e929f2eb3e30c1194fa9afc1ea40e330a4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 30c7c6a7ae3802d235ed75033bd5334eaad930a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 00:01:44 -0700
Subject: [PATCH 0396/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206112470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15feebf33bc..28b473efcf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1af119dbec7cbf5ac8a74c91fe48061dd3f65b2e0f2e10d78df0cccf38a247a",
-    git_commit = "15b155e929f2eb3e30c1194fa9afc1ea40e330a4",
+    sha256 = "d1e06319392764fd250eeb57abb2fc1df54bb410a9674b189e2819fffc29e0d1",
+    git_commit = "700a6698e634391cf96a314f378a8de973b49995",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e26d22b68dd1ee746ed1abfb73e5975e31c6d65e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 01:02:02 -0700
Subject: [PATCH 0397/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206117470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28b473efcf5..bbf774b7094 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1e06319392764fd250eeb57abb2fc1df54bb410a9674b189e2819fffc29e0d1",
-    git_commit = "700a6698e634391cf96a314f378a8de973b49995",
+    sha256 = "f536cd60feba26584beb768627a852101243993a913237d5ce92fa31fc126467",
+    git_commit = "33879661ed221167f3987bcc2fdc5298986d29fb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 86dd328e8dd939cf761115a4e98b5f378d2c6d5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 02:03:39 -0700
Subject: [PATCH 0398/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206123644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bbf774b7094..9d2d7996ae3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f536cd60feba26584beb768627a852101243993a913237d5ce92fa31fc126467",
-    git_commit = "33879661ed221167f3987bcc2fdc5298986d29fb",
+    sha256 = "c9c8615bc5478caad783aafeb1551f4a0f794d18128221668d882de37f78086c",
+    git_commit = "b1dc68e816e2bf6b8acd3651077c890f2f2f3b7b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5043c1a68ed4be139f0afd5c094b9ab756aa13fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 03:01:29 -0700
Subject: [PATCH 0399/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206129922
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d2d7996ae3..b5533da378e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9c8615bc5478caad783aafeb1551f4a0f794d18128221668d882de37f78086c",
-    git_commit = "b1dc68e816e2bf6b8acd3651077c890f2f2f3b7b",
+    sha256 = "acc8668520bc500b20b7392de382bcd55703befc8180782054e63482e36ce90e",
+    git_commit = "e5cc33df74ec4f761da26c87bb785edfa3fb8280",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b5399c6b1e314d29d52812b9b5f1a56999f2992c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 04:01:18 -0700
Subject: [PATCH 0400/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206134612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5533da378e..c95b230a4bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "acc8668520bc500b20b7392de382bcd55703befc8180782054e63482e36ce90e",
-    git_commit = "e5cc33df74ec4f761da26c87bb785edfa3fb8280",
+    sha256 = "5b4ec0875ca4969c6666fd285cc23012e3d00362832b36210ab94cb9f051a02e",
+    git_commit = "939237af1479cf61a7c16ad4a1ead521da65a3a6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 725c4e75a4b3119a2b5b29050dcfbe5838408569 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 07:03:01 -0700
Subject: [PATCH 0401/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206152321
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c95b230a4bc..9da7b53e881 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b4ec0875ca4969c6666fd285cc23012e3d00362832b36210ab94cb9f051a02e",
-    git_commit = "939237af1479cf61a7c16ad4a1ead521da65a3a6",
+    sha256 = "b2c84c9c274802b97122b6bd600733525819b3dd8a3d07177e1d0406ae588ebc",
+    git_commit = "38bdd18f4babf01178f13509578d7fc85cf05f51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b291ab32ed6141ccc2b128a8d43226f232cbcbf7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 08:02:06 -0700
Subject: [PATCH 0402/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206159184
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9da7b53e881..5137c7b609d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2c84c9c274802b97122b6bd600733525819b3dd8a3d07177e1d0406ae588ebc",
-    git_commit = "38bdd18f4babf01178f13509578d7fc85cf05f51",
+    sha256 = "21ced0e0e175f5f928fb1661004d9ca330ccf343336a1a879d1b2b85388d89d9",
+    git_commit = "6d71d3fc659b317a38586f71ae94410ad3261f55",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a76ed617bb664bd6b7e7cbd7158a9037390a4a24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 10:01:37 -0700
Subject: [PATCH 0403/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206175946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5137c7b609d..6d3126a0c14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21ced0e0e175f5f928fb1661004d9ca330ccf343336a1a879d1b2b85388d89d9",
-    git_commit = "6d71d3fc659b317a38586f71ae94410ad3261f55",
+    sha256 = "a804d4c51fcfdb6fe5685d7f7f1e5de515e46fc11b21e7c69b0b884fd8eb9468",
+    git_commit = "bb46cc3bf2f08fc67594828197f554c7d46db6db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7676a0a99f1f6691d42ea89323a8777aeb40deb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 11:01:19 -0700
Subject: [PATCH 0404/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206186733
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d3126a0c14..bc888753fc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a804d4c51fcfdb6fe5685d7f7f1e5de515e46fc11b21e7c69b0b884fd8eb9468",
-    git_commit = "bb46cc3bf2f08fc67594828197f554c7d46db6db",
+    sha256 = "0d7eb6d120434da244f385c035f1f196484078c3cb8f6a799ad6dd171ab49c9d",
+    git_commit = "86cffb1d9201f8072cef3eb13ef0dc524e0f4535",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5f5a1bc404c8425f300bdcb757dd7f2e3a7dec1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 12:01:56 -0700
Subject: [PATCH 0405/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206197784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc888753fc3..59b34517409 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d7eb6d120434da244f385c035f1f196484078c3cb8f6a799ad6dd171ab49c9d",
-    git_commit = "86cffb1d9201f8072cef3eb13ef0dc524e0f4535",
+    sha256 = "054e7f5e107b2ff9242a92fc1a90d08d66a20dadb5a7198befad6d126d86e24a",
+    git_commit = "6e658c0a5ca77677a954a34fb98f241c592c970d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 585abd7a7783eca04dce303221919e71a8921faa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 13:02:01 -0700
Subject: [PATCH 0406/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206206899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59b34517409..1c61fa4b88b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "054e7f5e107b2ff9242a92fc1a90d08d66a20dadb5a7198befad6d126d86e24a",
-    git_commit = "6e658c0a5ca77677a954a34fb98f241c592c970d",
+    sha256 = "6b24eda4278cd2b3f76dee4291718c22aa0d9d2763edd8ceae9268121f9523c6",
+    git_commit = "b4cc9c34195e0fd557f56ceda29bd4830833ffbb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f00a8f2f837c725650c67edac4b01104d542abd Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Thu, 26 Jul 2018 13:09:14 -0700
Subject: [PATCH 0407/8103] Use the regular gRPC library in open-source instead
 of grpc_unsecure. This is to unblock
 https://github.com/tensorflow/serving/pull/1011.

PiperOrigin-RevId: 206208226
---
 tensorflow_serving/example/BUILD       | 2 +-
 tensorflow_serving/model_servers/BUILD | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 05ca0605217..823309d11b7 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -84,7 +84,7 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto",
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@protobuf_archive//:protobuf_lite",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index c4240142205..2187ba44a32 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -197,7 +197,7 @@ cc_library(
         "//tensorflow_serving/apis:model_management_proto",
         "//tensorflow_serving/apis:model_service_proto",
         "//tensorflow_serving/util:status_util",
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
     ],
 )
 
@@ -209,7 +209,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -302,7 +302,7 @@ cc_library(
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
-        "@grpc//:grpc++_unsecure",
+        "@grpc//:grpc++",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )

From 6fde546a352da83c0c5df65e0ef042d50e8d8440 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 14:03:51 -0700
Subject: [PATCH 0408/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206217501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c61fa4b88b..dec0671890a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b24eda4278cd2b3f76dee4291718c22aa0d9d2763edd8ceae9268121f9523c6",
-    git_commit = "b4cc9c34195e0fd557f56ceda29bd4830833ffbb",
+    sha256 = "9c22fa55f029e3f49cc43384ab4577d36d7072006e3d0c7f31c12aef0910e985",
+    git_commit = "63563579653c1f0829d460eef5f05963111e08f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4cd56f9f0d5f5bbfeafbb104efbd7677902c3b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 15:00:35 -0700
Subject: [PATCH 0409/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206227205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dec0671890a..bc03ea8b34e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c22fa55f029e3f49cc43384ab4577d36d7072006e3d0c7f31c12aef0910e985",
-    git_commit = "63563579653c1f0829d460eef5f05963111e08f0",
+    sha256 = "8b3f865b07082fd2f51f8b64d8b5d2ced7a4564a4c1a0218d04ab8e6eff571bd",
+    git_commit = "1a306c949565bfc2649ccc91780bfee44e010f68",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f771d92db95af22ab12bc244c057ed0d1bd2d1d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 16:02:10 -0700
Subject: [PATCH 0410/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206237128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc03ea8b34e..42499f66113 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b3f865b07082fd2f51f8b64d8b5d2ced7a4564a4c1a0218d04ab8e6eff571bd",
-    git_commit = "1a306c949565bfc2649ccc91780bfee44e010f68",
+    sha256 = "3e2a3df4d68a1c2e47395bd94e793b82654a571f34bb41964ade09899baf9bff",
+    git_commit = "46332e1cd5fc5ca3edd5587d7e5bf1ad9c3baa92",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c000bd0e00d278b2935f76b0b38b4aecb7f41599 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 17:03:09 -0700
Subject: [PATCH 0411/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206245934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42499f66113..a0e25e8458f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e2a3df4d68a1c2e47395bd94e793b82654a571f34bb41964ade09899baf9bff",
-    git_commit = "46332e1cd5fc5ca3edd5587d7e5bf1ad9c3baa92",
+    sha256 = "fcf13862b28dfc548b90c9035effcec0d41103b5ebea14eef0d424826a0672e7",
+    git_commit = "4e0c5685af914684a77177002e4265a721c3e0ff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b997bf253c6c654c4af53e5cfb091ec2fd702ce2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 18:02:40 -0700
Subject: [PATCH 0412/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206252779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0e25e8458f..0c84c8e0f9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcf13862b28dfc548b90c9035effcec0d41103b5ebea14eef0d424826a0672e7",
-    git_commit = "4e0c5685af914684a77177002e4265a721c3e0ff",
+    sha256 = "368c1c4335d008b1e04b985bfc485e20a1fe7582139d472e4a61cb411b9828bd",
+    git_commit = "4009f82f71f0421e4ed1f50d38e9105074062d1e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 12684ccf13154a30636e98dd40d616abfeb09a0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 19:02:15 -0700
Subject: [PATCH 0413/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206258241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c84c8e0f9a..9bd881fd3b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "368c1c4335d008b1e04b985bfc485e20a1fe7582139d472e4a61cb411b9828bd",
-    git_commit = "4009f82f71f0421e4ed1f50d38e9105074062d1e",
+    sha256 = "8cba14f872cf590d7aa1f357a8b3419453a480489e17f75691e5e63fd9349a7c",
+    git_commit = "21d94be838f7a7917f072e5ec0bbe6e3593177b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 76dd17383213dc211b9b581b381898dc0f662cbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 20:02:21 -0700
Subject: [PATCH 0414/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206262412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bd881fd3b9..dd60083b5b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cba14f872cf590d7aa1f357a8b3419453a480489e17f75691e5e63fd9349a7c",
-    git_commit = "21d94be838f7a7917f072e5ec0bbe6e3593177b9",
+    sha256 = "c2708a39738e7dcd03b6002ce1e000970be05f0de99070dcc8ff19fccaaae548",
+    git_commit = "65c2baa72da17a3c20d230863c4fe975e88444d6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fee386251c0a505019cb390d5d79993f1bfbb60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 21:02:23 -0700
Subject: [PATCH 0415/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206266619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd60083b5b9..7055504f077 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2708a39738e7dcd03b6002ce1e000970be05f0de99070dcc8ff19fccaaae548",
-    git_commit = "65c2baa72da17a3c20d230863c4fe975e88444d6",
+    sha256 = "7511a631d97628101203be5ffb60988e29c1e47fb7bad68269895ecdb3ab511a",
+    git_commit = "82293a9cb0606b4dfbe45fc4e2f4aa8778ff7e9a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cb57c6aadb8725ad99e32060a8c315fef3ad5b11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Jul 2018 22:02:10 -0700
Subject: [PATCH 0416/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206270495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7055504f077..076c87868ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7511a631d97628101203be5ffb60988e29c1e47fb7bad68269895ecdb3ab511a",
-    git_commit = "82293a9cb0606b4dfbe45fc4e2f4aa8778ff7e9a",
+    sha256 = "e025d07f35b15734100c370a77e3c473ea09df94dba7e623ed67642b66848b34",
+    git_commit = "19defc68c99483049e14ec18718cb037f1ca050b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84999eb922b85e02208735aebac32831e24b1fd9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 01:01:28 -0700
Subject: [PATCH 0417/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206282480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 076c87868ea..0b53c6d18eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e025d07f35b15734100c370a77e3c473ea09df94dba7e623ed67642b66848b34",
-    git_commit = "19defc68c99483049e14ec18718cb037f1ca050b",
+    sha256 = "97c6b1d34b7caa3c26a7f07add08b763adaf621b00d6b99568d6a29d41c7d15f",
+    git_commit = "21fbc78e69b3e79f883161601f1ccc62be42a06e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 64816af160e33325ef2c450e8db0add7d6264f3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 02:01:54 -0700
Subject: [PATCH 0418/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206288101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b53c6d18eb..fa7c4b9bd58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97c6b1d34b7caa3c26a7f07add08b763adaf621b00d6b99568d6a29d41c7d15f",
-    git_commit = "21fbc78e69b3e79f883161601f1ccc62be42a06e",
+    sha256 = "b00779ec66bb2e8dde85a5e4ef334f918dda92be78a0606a471fe50df78507a4",
+    git_commit = "4af0e25bfe0791f0ec3e9262c8d5051415bf026e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa853df037d9267b8df929d250a77fa098bbabd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 04:01:54 -0700
Subject: [PATCH 0419/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206298773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa7c4b9bd58..0f95e05c7db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b00779ec66bb2e8dde85a5e4ef334f918dda92be78a0606a471fe50df78507a4",
-    git_commit = "4af0e25bfe0791f0ec3e9262c8d5051415bf026e",
+    sha256 = "be3445bd1fda19638105b8b3506da45dd461a1432c6decc4f58903077170a9d9",
+    git_commit = "dc437d53a395438070739c3d509fa0c21b3bffbb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 690d4f9aa9ca787a3a6d9b0ae3e8e232d2732b41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 10:00:56 -0700
Subject: [PATCH 0420/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206331810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f95e05c7db..32d41d2bdf3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be3445bd1fda19638105b8b3506da45dd461a1432c6decc4f58903077170a9d9",
-    git_commit = "dc437d53a395438070739c3d509fa0c21b3bffbb",
+    sha256 = "24fac8badc90dca93c3eb4fe4abab7ff409c0cffa56f377b0955c6f3f7bc0c36",
+    git_commit = "375c023d307a74d32f222486bb2fdd3ba96c92da",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ba1539e3afa14784345e233f0660b07a8536e453 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 11:01:20 -0700
Subject: [PATCH 0421/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206341416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32d41d2bdf3..ab7be370340 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24fac8badc90dca93c3eb4fe4abab7ff409c0cffa56f377b0955c6f3f7bc0c36",
-    git_commit = "375c023d307a74d32f222486bb2fdd3ba96c92da",
+    sha256 = "1072cedc6c29d2546032d85c453bbdfb77adece6a8625a3f72ae5d7e761a0b1f",
+    git_commit = "96c5b537c331011bccafd87d3f90c870c777f349",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 52ff24de9a0da84aba6065ca41c9fc060a301391 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 27 Jul 2018 11:19:10 -0700
Subject: [PATCH 0422/8103] Add GPU serving Docker image, change source of
 binary

PiperOrigin-RevId: 206344761
---
 tensorflow_serving/tools/docker/Dockerfile    | 25 ++++-------
 .../tools/docker/Dockerfile.gpu               | 45 +++++++++++++++++++
 2 files changed, 53 insertions(+), 17 deletions(-)
 create mode 100644 tensorflow_serving/tools/docker/Dockerfile.gpu

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index ddf453781bd..f64b0a89007 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -11,28 +11,19 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:16.04
 
-LABEL maintainer="gvasudevan@google.com"
+ARG TF_SERVING_VERSION=latest
+ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel
 
-RUN apt-get update && apt-get install -y \
-        curl \
-        gnupg
+FROM ${TF_SERVING_BUILD_IMAGE} as build_image
+FROM ubuntu:16.04
 
-# Install TF Serving pkg.
-ARG TF_SERVING_VERSION=1.8.0
-# Use tensorflow-model-server-universal for older hardware
-ARG TF_SERVING_PKGNAME=tensorflow-model-server
-RUN curl -LO https://storage.googleapis.com/tensorflow-serving-apt/pool/${TF_SERVING_PKGNAME}-${TF_SERVING_VERSION}/t/${TF_SERVING_PKGNAME}/${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb ; \
-        dpkg -i ${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb ; \
-        rm ${TF_SERVING_PKGNAME}_${TF_SERVING_VERSION}_all.deb
+LABEL maintainer="gvasudevan@google.com"
 
-# Cleanup to reduce the size of the image
-# See https://docs.docker.com/develop/develop-images/dockerfile_best-practices/#run
-RUN  apt-get clean && \
-        rm -rf /var/lib/apt/lists/*
+# Install TF Serving pkg
+COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
 
-#Expose ports
+# Expose ports
 # gRPC
 EXPOSE 8500
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
new file mode 100644
index 00000000000..e7730919fd7
--- /dev/null
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -0,0 +1,45 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+ARG TF_SERVING_VERSION=latest
+ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
+
+FROM ${TF_SERVING_BUILD_IMAGE} as build_image
+FROM nvidia/cuda:9.0-cudnn7-runtime-ubuntu16.04
+
+LABEL maintainer="gvasudevan@google.com"
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libgomp1 \
+        && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install TF Serving GPU pkg
+COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
+
+# Expose ports
+# gRPC
+EXPOSE 8500
+
+# REST
+EXPOSE 8501
+
+# Set where models should be stored in the container
+ENV MODEL_BASE_PATH=/models
+RUN mkdir -p ${MODEL_BASE_PATH}
+
+# The only required piece is the model name in order to differentiate endpoints
+ENV MODEL_NAME=model
+ENTRYPOINT tensorflow_model_server --port=8500 --rest_api_port=8501 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}

From 69711cdff9fa2f03f64447968df94c99da4956d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 12:03:08 -0700
Subject: [PATCH 0423/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206352086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab7be370340..2dd4b78f7bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1072cedc6c29d2546032d85c453bbdfb77adece6a8625a3f72ae5d7e761a0b1f",
-    git_commit = "96c5b537c331011bccafd87d3f90c870c777f349",
+    sha256 = "dda09b59f3b29d4d694274418477918d4de70310cda6d9cf1ffd674dbe714b49",
+    git_commit = "85a265031bbd61f5924cdbfdc316df6979883581",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9ad70b2bc6a7a002c21b95bad5525bd3db4f784 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 13:01:34 -0700
Subject: [PATCH 0424/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206360706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dd4b78f7bc..c4d87ce4fdc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dda09b59f3b29d4d694274418477918d4de70310cda6d9cf1ffd674dbe714b49",
-    git_commit = "85a265031bbd61f5924cdbfdc316df6979883581",
+    sha256 = "0781b0c36f3129f404997fdd8069023e5f3a640648d5e8443b5f594b42fee866",
+    git_commit = "ae7eb76ced31bc3806e22fe087874fa88273b324",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8cef9b6460a3d34f7101f0cba04783f4136498e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 14:02:09 -0700
Subject: [PATCH 0425/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206370113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4d87ce4fdc..6c56398c298 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0781b0c36f3129f404997fdd8069023e5f3a640648d5e8443b5f594b42fee866",
-    git_commit = "ae7eb76ced31bc3806e22fe087874fa88273b324",
+    sha256 = "c4002d373a13459b477cdf8cac1c3b5c2ea010719934baf12042491f6e4c9d2a",
+    git_commit = "ab9f0a628f61fcb19b6b09cb51bf05ff8c702a80",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7094f4eca5f51d296836e714d1e10e9d4cb08128 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 15:01:58 -0700
Subject: [PATCH 0426/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206379529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c56398c298..63cfd61b5d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4002d373a13459b477cdf8cac1c3b5c2ea010719934baf12042491f6e4c9d2a",
-    git_commit = "ab9f0a628f61fcb19b6b09cb51bf05ff8c702a80",
+    sha256 = "27f8ac3f699a7aac01f821f2f0ccf147381025526ba03e63f2245ab49afa5034",
+    git_commit = "388d0d860110a19a9d133fe4de85f8f6fa060cde",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d56a67388d3b3981a55e4f745e6bf723962a6133 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 16:02:04 -0700
Subject: [PATCH 0427/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206388466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63cfd61b5d8..b2d81df6609 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27f8ac3f699a7aac01f821f2f0ccf147381025526ba03e63f2245ab49afa5034",
-    git_commit = "388d0d860110a19a9d133fe4de85f8f6fa060cde",
+    sha256 = "8c6ccc7c3b1c91b508b255a33e233989dd0bf0673ed0e9dfa75b7d6ac5334967",
+    git_commit = "2beb3a9d8b9df294e7635cc23d195a76fd78de79",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1375c4941e3d0984b64a95661e3b89109869eb6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 18:02:00 -0700
Subject: [PATCH 0428/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206401754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2d81df6609..cd1b2822c79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c6ccc7c3b1c91b508b255a33e233989dd0bf0673ed0e9dfa75b7d6ac5334967",
-    git_commit = "2beb3a9d8b9df294e7635cc23d195a76fd78de79",
+    sha256 = "0313428e7d5f01054be2521518a3d2b00b2aef985afc3579da9bf2c89ccb1e7a",
+    git_commit = "13a9453aa3c9deccb0bccd7805fb1c34004a5525",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a807d3e28fffa55a6202d43b2c462a729d8e6c3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 19:01:46 -0700
Subject: [PATCH 0429/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206405770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd1b2822c79..a64ea25312d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0313428e7d5f01054be2521518a3d2b00b2aef985afc3579da9bf2c89ccb1e7a",
-    git_commit = "13a9453aa3c9deccb0bccd7805fb1c34004a5525",
+    sha256 = "d64e9cb62e069f071ac544fafff24471b5d652a209501faa14307d67579ffdb8",
+    git_commit = "3aa0bd836e295674a5d071861c98f5f3c2c5e2cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e25d5d34875050840df4f56aec7d3c3c835202e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 21:02:27 -0700
Subject: [PATCH 0430/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206411649
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a64ea25312d..96a7fedb017 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d64e9cb62e069f071ac544fafff24471b5d652a209501faa14307d67579ffdb8",
-    git_commit = "3aa0bd836e295674a5d071861c98f5f3c2c5e2cf",
+    sha256 = "47f009b02dfa6df6ffb5b0111c8e40d0705b6790de09f3b6ebe3e63c0b1a4f34",
+    git_commit = "919e59cc49ada3d529e080ee8eebaaec7f621844",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 09994a8e9143055ffbdccf863a2286f80436619d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jul 2018 23:02:00 -0700
Subject: [PATCH 0431/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206416696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96a7fedb017..95dcd05d04a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47f009b02dfa6df6ffb5b0111c8e40d0705b6790de09f3b6ebe3e63c0b1a4f34",
-    git_commit = "919e59cc49ada3d529e080ee8eebaaec7f621844",
+    sha256 = "0fbd8051dd2c411df4e5743bb6b80b634eac75fe57abf5c93bf4f2fdc2022bb6",
+    git_commit = "e3095dc262bfdda08d01fce105680515a3d1a7f4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ca33543549858e720f799b54e4e53f5bec611fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Jul 2018 09:02:02 -0700
Subject: [PATCH 0432/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206441760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95dcd05d04a..f5764fcc5da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fbd8051dd2c411df4e5743bb6b80b634eac75fe57abf5c93bf4f2fdc2022bb6",
-    git_commit = "e3095dc262bfdda08d01fce105680515a3d1a7f4",
+    sha256 = "ee5d247dd6db604b9145a9da571f0e37707e663cffcc5e6329089ceae096b0c0",
+    git_commit = "bf12134843638748c5541aed1dbb8647ebf504fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96437cd31884f406774f73ac44fe6e67be551446 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Jul 2018 19:02:12 -0700
Subject: [PATCH 0433/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206462517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5764fcc5da..b2f39231acb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee5d247dd6db604b9145a9da571f0e37707e663cffcc5e6329089ceae096b0c0",
-    git_commit = "bf12134843638748c5541aed1dbb8647ebf504fd",
+    sha256 = "376f11a081854d3facd31d5ad077d9d94bedc63aee6e9e9fc6413d4843c9be96",
+    git_commit = "2ee2fee11391952ee9e73c66ee99f265d924e15a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c3d84d421049b414d0107e1233bb6885f7a03407 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Jul 2018 02:02:05 -0700
Subject: [PATCH 0434/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206478959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2f39231acb..ed6a7541178 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "376f11a081854d3facd31d5ad077d9d94bedc63aee6e9e9fc6413d4843c9be96",
-    git_commit = "2ee2fee11391952ee9e73c66ee99f265d924e15a",
+    sha256 = "692e18054929f79745cd05b8ec50858ef776e2f645d4533e0845b575f0df15a1",
+    git_commit = "cde1c8e835f7fdfbb3ab8a4c8a01edb3a7e569aa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e7bafadffb9ced3d69c4eaacb32150291f4f3fa5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Jul 2018 12:02:06 -0700
Subject: [PATCH 0435/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206500994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed6a7541178..0bc3771310f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "692e18054929f79745cd05b8ec50858ef776e2f645d4533e0845b575f0df15a1",
-    git_commit = "cde1c8e835f7fdfbb3ab8a4c8a01edb3a7e569aa",
+    sha256 = "a2e9725bdeb1ab0203ed9b2408ad60e7d25fd6f9d60aaf6025b20f6f427a4c7a",
+    git_commit = "760ee14c6ce7f7cafb2b66619430e2d45d140c35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d27175a2d403077d8ac7f496c970b6a4837aa8dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Jul 2018 15:02:03 -0700
Subject: [PATCH 0436/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206507132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bc3771310f..6aa6c34e267 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2e9725bdeb1ab0203ed9b2408ad60e7d25fd6f9d60aaf6025b20f6f427a4c7a",
-    git_commit = "760ee14c6ce7f7cafb2b66619430e2d45d140c35",
+    sha256 = "ccadfa771e232278fafdba47b7484653f2619280bf1d9238936b2ebbc72c4041",
+    git_commit = "fd5050232b62e8d9c7b7a205c60b4e19071dee55",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c33e01fb918f7b1494bf3d00e384696bc401f138 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Jul 2018 17:04:57 -0700
Subject: [PATCH 0437/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206512233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6aa6c34e267..81609f75077 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccadfa771e232278fafdba47b7484653f2619280bf1d9238936b2ebbc72c4041",
-    git_commit = "fd5050232b62e8d9c7b7a205c60b4e19071dee55",
+    sha256 = "ada940223789d78af94a226648f6565ad97dfbdacbb6b5896c814d40b9da383f",
+    git_commit = "e7475504094b3018973740df470d2c9ee73a4fd5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 95777e303f9f414e4c83b1f2b79a89482a0d8b4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 02:01:55 -0700
Subject: [PATCH 0438/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206544859
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81609f75077..146b2738090 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ada940223789d78af94a226648f6565ad97dfbdacbb6b5896c814d40b9da383f",
-    git_commit = "e7475504094b3018973740df470d2c9ee73a4fd5",
+    sha256 = "bfe388b1a3d6dcc8e99aebdaca6670ff1d7a69c145f71bb6142e22036a6acc7c",
+    git_commit = "9e0b05bbc4bb88d1b34fb2147429dc4ad7bd25cd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9f9bc24719b38ffe2db2dcabf869b4d10968c84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 04:02:14 -0700
Subject: [PATCH 0439/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206557491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 146b2738090..1bb8b957848 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bfe388b1a3d6dcc8e99aebdaca6670ff1d7a69c145f71bb6142e22036a6acc7c",
-    git_commit = "9e0b05bbc4bb88d1b34fb2147429dc4ad7bd25cd",
+    sha256 = "35e4eec30da57e868895423a442481b18d86fbe2cdea662bb27e887fad73f9cd",
+    git_commit = "333f9c03950a1b6afb8a902b2dc3d883be490b86",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c4ff3e00ee9a0769f60be2012572b59655dfffc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 09:05:47 -0700
Subject: [PATCH 0440/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206591230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bb8b957848..d52c1af317d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35e4eec30da57e868895423a442481b18d86fbe2cdea662bb27e887fad73f9cd",
-    git_commit = "333f9c03950a1b6afb8a902b2dc3d883be490b86",
+    sha256 = "5d1aea6ac56d8a6ab9df0b3afe0735a07337b42b3e2992c16ff25c49c0fe4b82",
+    git_commit = "0ec10b4e78f0e6e89fad502683b9e7283b0c43bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2e7e752f590cd7d2b5f139031760738c5d78854f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 10:02:12 -0700
Subject: [PATCH 0441/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206599935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d52c1af317d..584a9889dd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d1aea6ac56d8a6ab9df0b3afe0735a07337b42b3e2992c16ff25c49c0fe4b82",
-    git_commit = "0ec10b4e78f0e6e89fad502683b9e7283b0c43bc",
+    sha256 = "8be684278b0825006ef26a7dbf989df19775571f4d2466af21aac247d7e0d1ea",
+    git_commit = "bae59bf4e55fbbe89a668b3809fa3183e281e2b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1e7446922045421811785c055c8cb98028ed2da8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 11:02:05 -0700
Subject: [PATCH 0442/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206611405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 584a9889dd5..99efb5f66de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8be684278b0825006ef26a7dbf989df19775571f4d2466af21aac247d7e0d1ea",
-    git_commit = "bae59bf4e55fbbe89a668b3809fa3183e281e2b9",
+    sha256 = "ce685db61b378754dbf00f9bb6a3494a76e95bbf9f32f84b5673b920dd4d0197",
+    git_commit = "0301533e35aac90387ef3aba71add1f2da35e3ef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aa35cfdb24016f6d88f82c53d45c8ce9fa550499 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 30 Jul 2018 11:07:54 -0700
Subject: [PATCH 0443/8103] Switch from beta to GA gRPC API.

PiperOrigin-RevId: 206612637
---
 tensorflow_serving/apis/BUILD                 |   5 +-
 .../apis/prediction_service_pb2.py            | 313 ++++--------------
 .../apis/prediction_service_pb2_grpc.py       | 139 ++++++++
 .../example/inception_client.py               |   9 +-
 tensorflow_serving/example/mnist_client.py    |   9 +-
 .../tensorflow_model_server_test.py           |  39 +--
 .../tensorflow_model_server_test_client.py    |   9 +-
 7 files changed, 230 insertions(+), 293 deletions(-)
 create mode 100644 tensorflow_serving/apis/prediction_service_pb2_grpc.py

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 6efae87eb0e..b483c5d9d67 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -178,7 +178,10 @@ serving_proto_library(
 
 py_library(
     name = "prediction_service_proto_py_pb2",
-    srcs = ["prediction_service_pb2.py"],
+    srcs = [
+        "prediction_service_pb2.py",
+        "prediction_service_pb2_grpc.py",
+    ],
     srcs_version = "PY2AND3",
     deps = [
         ":classification_proto_py_pb2",
diff --git a/tensorflow_serving/apis/prediction_service_pb2.py b/tensorflow_serving/apis/prediction_service_pb2.py
index a522541e9d9..16d79da857c 100644
--- a/tensorflow_serving/apis/prediction_service_pb2.py
+++ b/tensorflow_serving/apis/prediction_service_pb2.py
@@ -43,267 +43,72 @@
   serialized_pb=_b('\n0tensorflow_serving/apis/prediction_service.proto\x12\x12tensorflow.serving\x1a,tensorflow_serving/apis/classification.proto\x1a\x30tensorflow_serving/apis/get_model_metadata.proto\x1a\'tensorflow_serving/apis/inference.proto\x1a%tensorflow_serving/apis/predict.proto\x1a(tensorflow_serving/apis/regression.proto2\xfc\x03\n\x11PredictionService\x12\x61\n\x08\x43lassify\x12).tensorflow.serving.ClassificationRequest\x1a*.tensorflow.serving.ClassificationResponse\x12X\n\x07Regress\x12%.tensorflow.serving.RegressionRequest\x1a&.tensorflow.serving.RegressionResponse\x12R\n\x07Predict\x12\".tensorflow.serving.PredictRequest\x1a#.tensorflow.serving.PredictResponse\x12g\n\x0eMultiInference\x12).tensorflow.serving.MultiInferenceRequest\x1a*.tensorflow.serving.MultiInferenceResponse\x12m\n\x10GetModelMetadata\x12+.tensorflow.serving.GetModelMetadataRequest\x1a,.tensorflow.serving.GetModelMetadataResponseB\x03\xf8\x01\x01\x62\x06proto3')
   ,
   dependencies=[tensorflow__serving_dot_apis_dot_classification__pb2.DESCRIPTOR,tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.DESCRIPTOR,tensorflow__serving_dot_apis_dot_inference__pb2.DESCRIPTOR,tensorflow__serving_dot_apis_dot_predict__pb2.DESCRIPTOR,tensorflow__serving_dot_apis_dot_regression__pb2.DESCRIPTOR,])
-_sym_db.RegisterFileDescriptor(DESCRIPTOR)
 
 
 
+_sym_db.RegisterFileDescriptor(DESCRIPTOR)
 
 
 DESCRIPTOR.has_options = True
 DESCRIPTOR._options = _descriptor._ParseOptions(descriptor_pb2.FileOptions(), _b('\370\001\001'))
-try:
-  # THESE ELEMENTS WILL BE DEPRECATED.
-  # Please use the generated *_pb2_grpc.py files instead.
-  import grpc
-  from grpc.framework.common import cardinality
-  from grpc.framework.interfaces.face import utilities as face_utilities
-  from grpc.beta import implementations as beta_implementations
-  from grpc.beta import interfaces as beta_interfaces
-
-
-  class PredictionServiceStub(object):
-    """open source marker; do not remove
-    PredictionService provides access to machine-learned models loaded by
-    model_servers.
-    """
-
-    def __init__(self, channel):
-      """Constructor.
-
-      Args:
-        channel: A grpc.Channel.
-      """
-      self.Classify = channel.unary_unary(
-          '/tensorflow.serving.PredictionService/Classify',
-          request_serializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.FromString,
-          )
-      self.Regress = channel.unary_unary(
-          '/tensorflow.serving.PredictionService/Regress',
-          request_serializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.FromString,
-          )
-      self.Predict = channel.unary_unary(
-          '/tensorflow.serving.PredictionService/Predict',
-          request_serializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.FromString,
-          )
-      self.MultiInference = channel.unary_unary(
-          '/tensorflow.serving.PredictionService/MultiInference',
-          request_serializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.FromString,
-          )
-      self.GetModelMetadata = channel.unary_unary(
-          '/tensorflow.serving.PredictionService/GetModelMetadata',
-          request_serializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.SerializeToString,
-          response_deserializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.FromString,
-          )
-
-
-  class PredictionServiceServicer(object):
-    """open source marker; do not remove
-    PredictionService provides access to machine-learned models loaded by
-    model_servers.
-    """
-
-    def Classify(self, request, context):
-      """Classify.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
-
-    def Regress(self, request, context):
-      """Regress.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
-
-    def Predict(self, request, context):
-      """Predict -- provides access to loaded TensorFlow model.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
-
-    def MultiInference(self, request, context):
-      """MultiInference API for multi-headed models.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
-
-    def GetModelMetadata(self, request, context):
-      """GetModelMetadata - provides access to metadata for loaded models.
-      """
-      context.set_code(grpc.StatusCode.UNIMPLEMENTED)
-      context.set_details('Method not implemented!')
-      raise NotImplementedError('Method not implemented!')
-
-
-  def add_PredictionServiceServicer_to_server(servicer, server):
-    rpc_method_handlers = {
-        'Classify': grpc.unary_unary_rpc_method_handler(
-            servicer.Classify,
-            request_deserializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.SerializeToString,
-        ),
-        'Regress': grpc.unary_unary_rpc_method_handler(
-            servicer.Regress,
-            request_deserializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.SerializeToString,
-        ),
-        'Predict': grpc.unary_unary_rpc_method_handler(
-            servicer.Predict,
-            request_deserializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.SerializeToString,
-        ),
-        'MultiInference': grpc.unary_unary_rpc_method_handler(
-            servicer.MultiInference,
-            request_deserializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.SerializeToString,
-        ),
-        'GetModelMetadata': grpc.unary_unary_rpc_method_handler(
-            servicer.GetModelMetadata,
-            request_deserializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.FromString,
-            response_serializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.SerializeToString,
-        ),
-    }
-    generic_handler = grpc.method_handlers_generic_handler(
-        'tensorflow.serving.PredictionService', rpc_method_handlers)
-    server.add_generic_rpc_handlers((generic_handler,))
-
-
-  class BetaPredictionServiceServicer(object):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This class was generated
-    only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0."""
-    """open source marker; do not remove
-    PredictionService provides access to machine-learned models loaded by
-    model_servers.
-    """
-    def Classify(self, request, context):
-      """Classify.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-    def Regress(self, request, context):
-      """Regress.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-    def Predict(self, request, context):
-      """Predict -- provides access to loaded TensorFlow model.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-    def MultiInference(self, request, context):
-      """MultiInference API for multi-headed models.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-    def GetModelMetadata(self, request, context):
-      """GetModelMetadata - provides access to metadata for loaded models.
-      """
-      context.code(beta_interfaces.StatusCode.UNIMPLEMENTED)
-
-
-  class BetaPredictionServiceStub(object):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This class was generated
-    only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0."""
-    """open source marker; do not remove
-    PredictionService provides access to machine-learned models loaded by
-    model_servers.
-    """
-    def Classify(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """Classify.
-      """
-      raise NotImplementedError()
-    Classify.future = None
-    def Regress(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """Regress.
-      """
-      raise NotImplementedError()
-    Regress.future = None
-    def Predict(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """Predict -- provides access to loaded TensorFlow model.
-      """
-      raise NotImplementedError()
-    Predict.future = None
-    def MultiInference(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """MultiInference API for multi-headed models.
-      """
-      raise NotImplementedError()
-    MultiInference.future = None
-    def GetModelMetadata(self, request, timeout, metadata=None, with_call=False, protocol_options=None):
-      """GetModelMetadata - provides access to metadata for loaded models.
-      """
-      raise NotImplementedError()
-    GetModelMetadata.future = None
-
-
-  def beta_create_PredictionService_server(servicer, pool=None, pool_size=None, default_timeout=None, maximum_timeout=None):
-    """The Beta API is deprecated for 0.15.0 and later.
-
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This function was
-    generated only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0"""
-    request_deserializers = {
-      ('tensorflow.serving.PredictionService', 'Classify'): tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.FromString,
-      ('tensorflow.serving.PredictionService', 'GetModelMetadata'): tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.FromString,
-      ('tensorflow.serving.PredictionService', 'MultiInference'): tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.FromString,
-      ('tensorflow.serving.PredictionService', 'Predict'): tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.FromString,
-      ('tensorflow.serving.PredictionService', 'Regress'): tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.FromString,
-    }
-    response_serializers = {
-      ('tensorflow.serving.PredictionService', 'Classify'): tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'GetModelMetadata'): tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'MultiInference'): tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'Predict'): tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'Regress'): tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.SerializeToString,
-    }
-    method_implementations = {
-      ('tensorflow.serving.PredictionService', 'Classify'): face_utilities.unary_unary_inline(servicer.Classify),
-      ('tensorflow.serving.PredictionService', 'GetModelMetadata'): face_utilities.unary_unary_inline(servicer.GetModelMetadata),
-      ('tensorflow.serving.PredictionService', 'MultiInference'): face_utilities.unary_unary_inline(servicer.MultiInference),
-      ('tensorflow.serving.PredictionService', 'Predict'): face_utilities.unary_unary_inline(servicer.Predict),
-      ('tensorflow.serving.PredictionService', 'Regress'): face_utilities.unary_unary_inline(servicer.Regress),
-    }
-    server_options = beta_implementations.server_options(request_deserializers=request_deserializers, response_serializers=response_serializers, thread_pool=pool, thread_pool_size=pool_size, default_timeout=default_timeout, maximum_timeout=maximum_timeout)
-    return beta_implementations.server(method_implementations, options=server_options)
-
 
-  def beta_create_PredictionService_stub(channel, host=None, metadata_transformer=None, pool=None, pool_size=None):
-    """The Beta API is deprecated for 0.15.0 and later.
+_PREDICTIONSERVICE = _descriptor.ServiceDescriptor(
+  name='PredictionService',
+  full_name='tensorflow.serving.PredictionService',
+  file=DESCRIPTOR,
+  index=0,
+  options=None,
+  serialized_start=291,
+  serialized_end=799,
+  methods=[
+  _descriptor.MethodDescriptor(
+    name='Classify',
+    full_name='tensorflow.serving.PredictionService.Classify',
+    index=0,
+    containing_service=None,
+    input_type=tensorflow__serving_dot_apis_dot_classification__pb2._CLASSIFICATIONREQUEST,
+    output_type=tensorflow__serving_dot_apis_dot_classification__pb2._CLASSIFICATIONRESPONSE,
+    options=None,
+  ),
+  _descriptor.MethodDescriptor(
+    name='Regress',
+    full_name='tensorflow.serving.PredictionService.Regress',
+    index=1,
+    containing_service=None,
+    input_type=tensorflow__serving_dot_apis_dot_regression__pb2._REGRESSIONREQUEST,
+    output_type=tensorflow__serving_dot_apis_dot_regression__pb2._REGRESSIONRESPONSE,
+    options=None,
+  ),
+  _descriptor.MethodDescriptor(
+    name='Predict',
+    full_name='tensorflow.serving.PredictionService.Predict',
+    index=2,
+    containing_service=None,
+    input_type=tensorflow__serving_dot_apis_dot_predict__pb2._PREDICTREQUEST,
+    output_type=tensorflow__serving_dot_apis_dot_predict__pb2._PREDICTRESPONSE,
+    options=None,
+  ),
+  _descriptor.MethodDescriptor(
+    name='MultiInference',
+    full_name='tensorflow.serving.PredictionService.MultiInference',
+    index=3,
+    containing_service=None,
+    input_type=tensorflow__serving_dot_apis_dot_inference__pb2._MULTIINFERENCEREQUEST,
+    output_type=tensorflow__serving_dot_apis_dot_inference__pb2._MULTIINFERENCERESPONSE,
+    options=None,
+  ),
+  _descriptor.MethodDescriptor(
+    name='GetModelMetadata',
+    full_name='tensorflow.serving.PredictionService.GetModelMetadata',
+    index=4,
+    containing_service=None,
+    input_type=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2._GETMODELMETADATAREQUEST,
+    output_type=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2._GETMODELMETADATARESPONSE,
+    options=None,
+  ),
+])
+_sym_db.RegisterServiceDescriptor(_PREDICTIONSERVICE)
+
+DESCRIPTOR.services_by_name['PredictionService'] = _PREDICTIONSERVICE
 
-    It is recommended to use the GA API (classes and functions in this
-    file not marked beta) for all further purposes. This function was
-    generated only to ease transition from grpcio<0.15.0 to grpcio>=0.15.0"""
-    request_serializers = {
-      ('tensorflow.serving.PredictionService', 'Classify'): tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'GetModelMetadata'): tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'MultiInference'): tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'Predict'): tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.SerializeToString,
-      ('tensorflow.serving.PredictionService', 'Regress'): tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.SerializeToString,
-    }
-    response_deserializers = {
-      ('tensorflow.serving.PredictionService', 'Classify'): tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.FromString,
-      ('tensorflow.serving.PredictionService', 'GetModelMetadata'): tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.FromString,
-      ('tensorflow.serving.PredictionService', 'MultiInference'): tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.FromString,
-      ('tensorflow.serving.PredictionService', 'Predict'): tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.FromString,
-      ('tensorflow.serving.PredictionService', 'Regress'): tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.FromString,
-    }
-    cardinalities = {
-      'Classify': cardinality.Cardinality.UNARY_UNARY,
-      'GetModelMetadata': cardinality.Cardinality.UNARY_UNARY,
-      'MultiInference': cardinality.Cardinality.UNARY_UNARY,
-      'Predict': cardinality.Cardinality.UNARY_UNARY,
-      'Regress': cardinality.Cardinality.UNARY_UNARY,
-    }
-    stub_options = beta_implementations.stub_options(host=host, metadata_transformer=metadata_transformer, request_serializers=request_serializers, response_deserializers=response_deserializers, thread_pool=pool, thread_pool_size=pool_size)
-    return beta_implementations.dynamic_stub(channel, 'tensorflow.serving.PredictionService', cardinalities, options=stub_options)
-except ImportError:
-  pass
 # @@protoc_insertion_point(module_scope)
diff --git a/tensorflow_serving/apis/prediction_service_pb2_grpc.py b/tensorflow_serving/apis/prediction_service_pb2_grpc.py
new file mode 100644
index 00000000000..082f94a39a0
--- /dev/null
+++ b/tensorflow_serving/apis/prediction_service_pb2_grpc.py
@@ -0,0 +1,139 @@
+# Copyright 2016 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+# source: tensorflow_serving/apis/prediction_service.proto
+# To regenerate run
+# python -m grpc.tools.protoc --python_out=. --grpc_python_out=. -I. tensorflow_serving/apis/prediction_service.proto
+import grpc
+
+from tensorflow_serving.apis import classification_pb2 as tensorflow__serving_dot_apis_dot_classification__pb2
+from tensorflow_serving.apis import get_model_metadata_pb2 as tensorflow__serving_dot_apis_dot_get__model__metadata__pb2
+from tensorflow_serving.apis import inference_pb2 as tensorflow__serving_dot_apis_dot_inference__pb2
+from tensorflow_serving.apis import predict_pb2 as tensorflow__serving_dot_apis_dot_predict__pb2
+from tensorflow_serving.apis import regression_pb2 as tensorflow__serving_dot_apis_dot_regression__pb2
+
+
+class PredictionServiceStub(object):
+  """open source marker; do not remove
+  PredictionService provides access to machine-learned models loaded by
+  model_servers.
+  """
+
+  def __init__(self, channel):
+    """Constructor.
+
+    Args:
+      channel: A grpc.Channel.
+    """
+    self.Classify = channel.unary_unary(
+        '/tensorflow.serving.PredictionService/Classify',
+        request_serializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.SerializeToString,
+        response_deserializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.FromString,
+        )
+    self.Regress = channel.unary_unary(
+        '/tensorflow.serving.PredictionService/Regress',
+        request_serializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.SerializeToString,
+        response_deserializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.FromString,
+        )
+    self.Predict = channel.unary_unary(
+        '/tensorflow.serving.PredictionService/Predict',
+        request_serializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.SerializeToString,
+        response_deserializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.FromString,
+        )
+    self.MultiInference = channel.unary_unary(
+        '/tensorflow.serving.PredictionService/MultiInference',
+        request_serializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.SerializeToString,
+        response_deserializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.FromString,
+        )
+    self.GetModelMetadata = channel.unary_unary(
+        '/tensorflow.serving.PredictionService/GetModelMetadata',
+        request_serializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.SerializeToString,
+        response_deserializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.FromString,
+        )
+
+
+class PredictionServiceServicer(object):
+  """open source marker; do not remove
+  PredictionService provides access to machine-learned models loaded by
+  model_servers.
+  """
+
+  def Classify(self, request, context):
+    """Classify.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
+  def Regress(self, request, context):
+    """Regress.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
+  def Predict(self, request, context):
+    """Predict -- provides access to loaded TensorFlow model.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
+  def MultiInference(self, request, context):
+    """MultiInference API for multi-headed models.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
+  def GetModelMetadata(self, request, context):
+    """GetModelMetadata - provides access to metadata for loaded models.
+    """
+    context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+    context.set_details('Method not implemented!')
+    raise NotImplementedError('Method not implemented!')
+
+
+def add_PredictionServiceServicer_to_server(servicer, server):
+  rpc_method_handlers = {
+      'Classify': grpc.unary_unary_rpc_method_handler(
+          servicer.Classify,
+          request_deserializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationRequest.FromString,
+          response_serializer=tensorflow__serving_dot_apis_dot_classification__pb2.ClassificationResponse.SerializeToString,
+      ),
+      'Regress': grpc.unary_unary_rpc_method_handler(
+          servicer.Regress,
+          request_deserializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionRequest.FromString,
+          response_serializer=tensorflow__serving_dot_apis_dot_regression__pb2.RegressionResponse.SerializeToString,
+      ),
+      'Predict': grpc.unary_unary_rpc_method_handler(
+          servicer.Predict,
+          request_deserializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictRequest.FromString,
+          response_serializer=tensorflow__serving_dot_apis_dot_predict__pb2.PredictResponse.SerializeToString,
+      ),
+      'MultiInference': grpc.unary_unary_rpc_method_handler(
+          servicer.MultiInference,
+          request_deserializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceRequest.FromString,
+          response_serializer=tensorflow__serving_dot_apis_dot_inference__pb2.MultiInferenceResponse.SerializeToString,
+      ),
+      'GetModelMetadata': grpc.unary_unary_rpc_method_handler(
+          servicer.GetModelMetadata,
+          request_deserializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataRequest.FromString,
+          response_serializer=tensorflow__serving_dot_apis_dot_get__model__metadata__pb2.GetModelMetadataResponse.SerializeToString,
+      ),
+  }
+  generic_handler = grpc.method_handlers_generic_handler(
+      'tensorflow.serving.PredictionService', rpc_method_handlers)
+  server.add_generic_rpc_handlers((generic_handler,))
diff --git a/tensorflow_serving/example/inception_client.py b/tensorflow_serving/example/inception_client.py
index 84cc89e95a5..0a7e0eefe17 100644
--- a/tensorflow_serving/example/inception_client.py
+++ b/tensorflow_serving/example/inception_client.py
@@ -22,11 +22,11 @@
 
 # This is a placeholder for a Google-internal import.
 
-from grpc.beta import implementations
+import grpc
 import tensorflow as tf
 
 from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_service_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
 
 
 tf.app.flags.DEFINE_string('server', 'localhost:9000',
@@ -36,9 +36,8 @@
 
 
 def main(_):
-  host, port = FLAGS.server.split(':')
-  channel = implementations.insecure_channel(host, int(port))
-  stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+  channel = grpc.insecure_channel(FLAGS.server)
+  stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
   # Send request
   with open(FLAGS.image, 'rb') as f:
     # See prediction_service.proto for gRPC request/response details.
diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 947f7c49b03..592969d6552 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -32,12 +32,12 @@
 
 # This is a placeholder for a Google-internal import.
 
-from grpc.beta import implementations
+import grpc
 import numpy
 import tensorflow as tf
 
 from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_service_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
 import mnist_input_data
 
 
@@ -137,9 +137,8 @@ def do_inference(hostport, work_dir, concurrency, num_tests):
     IOError: An error occurred processing test data set.
   """
   test_data_set = mnist_input_data.read_data_sets(work_dir).test
-  host, port = hostport.split(':')
-  channel = implementations.insecure_channel(host, int(port))
-  stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+  channel = grpc.insecure_channel(hostport)
+  stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
   result_counter = _ResultCounter(num_tests, concurrency)
   for _ in range(num_tests):
     request = predict_pb2.PredictRequest()
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index d64460389b9..0d89e78c4d5 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -29,9 +29,6 @@
 # This is a placeholder for a Google-internal import.
 
 import grpc
-from grpc.beta import implementations
-from grpc.beta import interfaces as beta_interfaces
-from grpc.framework.interfaces.face import face
 import tensorflow as tf
 
 from tensorflow.core.framework import types_pb2
@@ -42,7 +39,7 @@
 from tensorflow_serving.apis import inference_pb2
 from tensorflow_serving.apis import model_service_pb2_grpc
 from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_service_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
 from tensorflow_serving.apis import regression_pb2
 
 FLAGS = flags.FLAGS
@@ -70,12 +67,12 @@ def WaitForServerReady(port):
 
     try:
       # Send empty request to missing model
-      channel = implementations.insecure_channel('localhost', port)
-      stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+      channel = grpc.insecure_channel('localhost:{}'.format(port))
+      stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
       stub.Predict(request, RPC_TIMEOUT)
-    except face.AbortionError as error:
+    except grpc.RpcError as error:
       # Missing model error will have details containing 'Servable'
-      if 'Servable' in error.details:
+      if 'Servable' in error.details():
         print 'Server is ready'
         break
 
@@ -199,9 +196,8 @@ def VerifyPredictRequest(self,
     if specify_output:
       request.output_filter.append('y')
     # Send request
-    host, port = model_server_address.split(':')
-    channel = implementations.insecure_channel(host, int(port))
-    stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.Predict(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
     self.assertTrue('y' in result.outputs)
@@ -313,9 +309,8 @@ def testClassify(self):
     example.features.feature['x'].float_list.value.extend([2.0])
 
     # Send request
-    host, port = model_server_address.split(':')
-    channel = implementations.insecure_channel(host, int(port))
-    stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.Classify(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
     self.assertEquals(1, len(result.result.classifications))
@@ -345,9 +340,8 @@ def testRegress(self):
     example.features.feature['x'].float_list.value.extend([2.0])
 
     # Send request
-    host, port = model_server_address.split(':')
-    channel = implementations.insecure_channel(host, int(port))
-    stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.Regress(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
     self.assertEquals(1, len(result.result.regressions))
@@ -381,9 +375,8 @@ def testMultiInference(self):
     example.features.feature['x'].float_list.value.extend([2.0])
 
     # Send request
-    host, port = model_server_address.split(':')
-    channel = implementations.insecure_channel(host, int(port))
-    stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.MultiInference(request, RPC_TIMEOUT)  # 5 secs timeout
 
     # Verify response
@@ -451,13 +444,13 @@ def _TestBadModel(self):
     model_server_address = self.RunServer(PickUnusedPort(), 'default',
                                           model_path,
                                           wait_for_server_ready=False)
-    with self.assertRaises(face.AbortionError) as error:
+    with self.assertRaises(grpc.RpcError) as ectxt:
       self.VerifyPredictRequest(
           model_server_address, expected_output=3.0,
           expected_version=self._GetModelVersion(model_path),
           signature_name='')
-    self.assertIs(beta_interfaces.StatusCode.FAILED_PRECONDITION,
-                  error.exception.code)
+    self.assertIs(grpc.StatusCode.FAILED_PRECONDITION,
+                  ectxt.exception.code())
 
   def _TestBadModelUpconvertedSavedModel(self):
     """Test Predict against a bad upconverted SavedModel model export."""
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
index 1ab70c99e04..f5bcb972036 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
@@ -19,13 +19,13 @@
 
 # This is a placeholder for a Google-internal import.
 
-from grpc.beta import implementations
+import grpc
 import tensorflow as tf
 
 from tensorflow.core.framework import types_pb2
 from tensorflow.python.platform import flags
 from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_service_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
 
 
 tf.app.flags.DEFINE_string('server', 'localhost:8500',
@@ -41,9 +41,8 @@ def main(_):
   request.inputs['x'].float_val.append(2.0)
   request.output_filter.append('y')
   # Send request
-  host, port = FLAGS.server.split(':')
-  channel = implementations.insecure_channel(host, int(port))
-  stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+  channel = grpc.insecure_channel(FLAGS.server)
+  stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
   print stub.Predict(request, 5.0)  # 5 secs timeout
 
 

From bdd7a320f424378fdf7267cf4e327a413ad8eb2e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 12:01:55 -0700
Subject: [PATCH 0444/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206622534
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99efb5f66de..c046af1165b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce685db61b378754dbf00f9bb6a3494a76e95bbf9f32f84b5673b920dd4d0197",
-    git_commit = "0301533e35aac90387ef3aba71add1f2da35e3ef",
+    sha256 = "356e8ecd7a6b7d72f46d195c15767f968249f3bccfa609f73319f736a11e9f10",
+    git_commit = "b3df17e99995cce2c0c3c7a84d6d113a8965b36a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e805d1b1fa2dc7eb47e913d3f35f391946102e01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 13:01:05 -0700
Subject: [PATCH 0445/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206631860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c046af1165b..b1d17179b2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "356e8ecd7a6b7d72f46d195c15767f968249f3bccfa609f73319f736a11e9f10",
-    git_commit = "b3df17e99995cce2c0c3c7a84d6d113a8965b36a",
+    sha256 = "52967dc1f10f41ed4548c0931c8321a0cbc3d82a08963948567ba7a87a31fe41",
+    git_commit = "ee6d76a4a4b548bb1bca918ae250a6ab5fcdbf6a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 88ad2c62de3eb63846289534dfab500db1b2fb6b Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 30 Jul 2018 13:24:48 -0700
Subject: [PATCH 0446/8103] Internal change.

PiperOrigin-RevId: 206635850
---
 tensorflow_serving/tools/docker/Dockerfile     | 5 +++++
 tensorflow_serving/tools/docker/Dockerfile.gpu | 5 +++++
 2 files changed, 10 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index f64b0a89007..f97c510f620 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -18,7 +18,12 @@ ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
 FROM ubuntu:16.04
 
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
 LABEL maintainer="gvasudevan@google.com"
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 # Install TF Serving pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index e7730919fd7..2d2a018a123 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -18,7 +18,12 @@ ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
 FROM nvidia/cuda:9.0-cudnn7-runtime-ubuntu16.04
 
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
 LABEL maintainer="gvasudevan@google.com"
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         libgomp1 \

From e37493403bd4127a1dacd6a060376b8e232777aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 14:02:07 -0700
Subject: [PATCH 0447/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206642523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1d17179b2c..2338b02ba3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52967dc1f10f41ed4548c0931c8321a0cbc3d82a08963948567ba7a87a31fe41",
-    git_commit = "ee6d76a4a4b548bb1bca918ae250a6ab5fcdbf6a",
+    sha256 = "cf8f6751fbc34fa679991f06daebac3d2a9a272d642a58d6b17b1cbed1b906b7",
+    git_commit = "cfd9cc499c895135b88e69980a65d215ddb589e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 00bd862fb303a83b94b2350e0349f647eae41caa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 15:00:42 -0700
Subject: [PATCH 0448/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206652732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2338b02ba3d..1d8c1e2db56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf8f6751fbc34fa679991f06daebac3d2a9a272d642a58d6b17b1cbed1b906b7",
-    git_commit = "cfd9cc499c895135b88e69980a65d215ddb589e9",
+    sha256 = "2fdf60b35f50ba1e6a668d93b4973c883d0f7e6c172e2508645e71e3cff0c7a5",
+    git_commit = "a64995e97e14e4c84282003e14356092a0912cf5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff748ace486894ec8cc1beafa3ea1b1dc988d98d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 16:02:26 -0700
Subject: [PATCH 0449/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206663278
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d8c1e2db56..0e64d139dbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fdf60b35f50ba1e6a668d93b4973c883d0f7e6c172e2508645e71e3cff0c7a5",
-    git_commit = "a64995e97e14e4c84282003e14356092a0912cf5",
+    sha256 = "e8845d448f84be457866d75e51d77555f454501a160a179a8d9f505bd1c04ae7",
+    git_commit = "f017a9b9b400e65e7d616675beb46fea24f8bb2a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cff73650c2d085e2cc1223be9f2b6f4509aa998b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 17:02:02 -0700
Subject: [PATCH 0450/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206672069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e64d139dbe..1f6f291861b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8845d448f84be457866d75e51d77555f454501a160a179a8d9f505bd1c04ae7",
-    git_commit = "f017a9b9b400e65e7d616675beb46fea24f8bb2a",
+    sha256 = "df8792d49a0d699cf9e38514eec040763e77fb1f930b84c701ce9057a96eed52",
+    git_commit = "11b2a0beb55e14eb094b1a76952950bb314dad9f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59d0e1d6ee25af7567d12a80bf03918431e7ae3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 18:02:51 -0700
Subject: [PATCH 0451/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206680959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f6f291861b..0798d2f3052 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df8792d49a0d699cf9e38514eec040763e77fb1f930b84c701ce9057a96eed52",
-    git_commit = "11b2a0beb55e14eb094b1a76952950bb314dad9f",
+    sha256 = "63a041d3f55b6cf98231a9e5388d2c99337942d35c1f04d60114e2c2ddd61070",
+    git_commit = "934b722bff332f51973d9a9d0f65c69a51292406",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d87ce08e3013f92350d2ac394762dc2dcfef9718 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 19:01:39 -0700
Subject: [PATCH 0452/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206687354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0798d2f3052..4f7063cc0d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63a041d3f55b6cf98231a9e5388d2c99337942d35c1f04d60114e2c2ddd61070",
-    git_commit = "934b722bff332f51973d9a9d0f65c69a51292406",
+    sha256 = "7f50aa0113bac6496d89d416eccb919dc27acd8a1544c508557e9b7c8ac09810",
+    git_commit = "145161509a5a1fa4bc7efeeb04561f50b400c61a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4a2ed76063a75698d265278bac5afe5481f588ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 20:02:04 -0700
Subject: [PATCH 0453/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206692852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f7063cc0d2..2a76bd3ff52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f50aa0113bac6496d89d416eccb919dc27acd8a1544c508557e9b7c8ac09810",
-    git_commit = "145161509a5a1fa4bc7efeeb04561f50b400c61a",
+    sha256 = "c1af2e0883326b39da6a4fac49d3bda2accc45e1d1515d8ac2bb4296398b017d",
+    git_commit = "92d16b85f9fc38348207047704c66aaeefb75bdf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6fc29494c2906bb6108a286db53b70c4f0b77b81 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 30 Jul 2018 20:39:24 -0700
Subject: [PATCH 0454/8103] Add half_plus_two CPU and GPU models to testdata

PiperOrigin-RevId: 206696543
---
 .../00000123/saved_model.pb                      | Bin 0 -> 9337 bytes
 .../variables/variables.data-00000-of-00001      | Bin 0 -> 12 bytes
 .../00000123/variables/variables.index           | Bin 0 -> 151 bytes
 .../00000123/saved_model.pb                      | Bin 0 -> 9337 bytes
 .../variables/variables.data-00000-of-00001      | Bin 0 -> 12 bytes
 .../00000123/variables/variables.index           | Bin 0 -> 151 bytes
 6 files changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.index

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/saved_model.pb
new file mode 100644
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.data-00000-of-00001
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GIT binary patch
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literal 0
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.index
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.data-00000-of-00001
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GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu/00000123/variables/variables.index
new file mode 100644
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GIT binary patch
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literal 0
HcmV?d00001


From 23b707cd35e8fb316cf065d202331aa594487a20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Jul 2018 21:02:29 -0700
Subject: [PATCH 0455/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206698376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a76bd3ff52..3635c1d3687 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1af2e0883326b39da6a4fac49d3bda2accc45e1d1515d8ac2bb4296398b017d",
-    git_commit = "92d16b85f9fc38348207047704c66aaeefb75bdf",
+    sha256 = "7a98e62cfcbdefe00f15c0bfa7783d8fb36bdcf08ec4ce047198450139841124",
+    git_commit = "52e1c34fe192e1e44905c65041e316e82b17e1ae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 70d40c7990ad28be3372b50f451ab29546f4fb60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 00:02:03 -0700
Subject: [PATCH 0456/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206712473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3635c1d3687..7cd46fdd99f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a98e62cfcbdefe00f15c0bfa7783d8fb36bdcf08ec4ce047198450139841124",
-    git_commit = "52e1c34fe192e1e44905c65041e316e82b17e1ae",
+    sha256 = "174dcd52e10e3b8b476c98420c9bc2c96864085b13abb1c5bfaca297f776bda3",
+    git_commit = "78f58629ae4a47a799e88da7a78ecfcb6a6115cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b82f3774cb579bf45acd8a74d02c17220d20968 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 03:02:17 -0700
Subject: [PATCH 0457/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206731620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cd46fdd99f..2b4b050cb0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "174dcd52e10e3b8b476c98420c9bc2c96864085b13abb1c5bfaca297f776bda3",
-    git_commit = "78f58629ae4a47a799e88da7a78ecfcb6a6115cc",
+    sha256 = "6cd7fa6c9f08b0299d9a34c3438534fec487b9993ec89dc56595ee7b2a55b4ab",
+    git_commit = "3a1df26a25aa1b5fc7b897c0187c982c07f98368",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d296d154dd745b3fdca16b56b741b05f7f61524 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 06:02:09 -0700
Subject: [PATCH 0458/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206747973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b4b050cb0d..a1e38a6d681 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6cd7fa6c9f08b0299d9a34c3438534fec487b9993ec89dc56595ee7b2a55b4ab",
-    git_commit = "3a1df26a25aa1b5fc7b897c0187c982c07f98368",
+    sha256 = "20f7e19e9323f2f34ae353873affbb18e81f6fb12c6fffd6f0446d3797820a00",
+    git_commit = "3bec2640dcbd251f4eb2517d9ae7d8909886375d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 55e7bd3e3994f4a95af409cce5f2d7c722198791 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 07:02:06 -0700
Subject: [PATCH 0459/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206754474
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1e38a6d681..99d8b4ddee1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20f7e19e9323f2f34ae353873affbb18e81f6fb12c6fffd6f0446d3797820a00",
-    git_commit = "3bec2640dcbd251f4eb2517d9ae7d8909886375d",
+    sha256 = "2a2aa7506f2ce37be80f908352f44ffeb12af5354fc1a4723b0fc4a989230056",
+    git_commit = "2826d123a017bc5f1a2cc7b969e275c5a63c326c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 94b8d9bc0aed5b1e575d705f1ac28d60ed41fd9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 09:04:04 -0700
Subject: [PATCH 0460/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206770210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99d8b4ddee1..729dd26a206 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a2aa7506f2ce37be80f908352f44ffeb12af5354fc1a4723b0fc4a989230056",
-    git_commit = "2826d123a017bc5f1a2cc7b969e275c5a63c326c",
+    sha256 = "36ae3552fe02546c4e13a70e01b21d3541ce7e387b4c4d0f36ab52df26dd3bf4",
+    git_commit = "217dd20c5e945bafb1748f56a0cde079ced89764",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d32d331a2ef00b2d6d184115069d121948d42e80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 10:02:00 -0700
Subject: [PATCH 0461/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206779574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 729dd26a206..8439179a032 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36ae3552fe02546c4e13a70e01b21d3541ce7e387b4c4d0f36ab52df26dd3bf4",
-    git_commit = "217dd20c5e945bafb1748f56a0cde079ced89764",
+    sha256 = "aefd58cffccff9ce6fc3eb02ea4efe395ac7417f21929e96661aff69630b1bd3",
+    git_commit = "5efec22b566d2ab656f83eb30858cfadac384c2c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a7ca24fc3a6c50bcbac0ceb865c84b421c2eb851 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 11:01:30 -0700
Subject: [PATCH 0462/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206791013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8439179a032..462ca043b8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aefd58cffccff9ce6fc3eb02ea4efe395ac7417f21929e96661aff69630b1bd3",
-    git_commit = "5efec22b566d2ab656f83eb30858cfadac384c2c",
+    sha256 = "7e958ee8a0b6e6efbec60465715a6ed800d274a5a30410552c96359da8a04c49",
+    git_commit = "3fa30255c57b807c3f4b92c7f34c77e8128e911f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d80434cf95808cab226a4de1228af0e3793e7f79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 12:14:19 -0700
Subject: [PATCH 0463/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206804739
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 462ca043b8d..38d803c6843 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e958ee8a0b6e6efbec60465715a6ed800d274a5a30410552c96359da8a04c49",
-    git_commit = "3fa30255c57b807c3f4b92c7f34c77e8128e911f",
+    sha256 = "ec5877a8c44499cf05f9c8e1db5b8c1ae42d979e6e4d3db63d2dc4bf37122d26",
+    git_commit = "ccb4f10afbb5865bbc983a651e0041253f367311",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3906402a4b2a0a6ce49489e5fc75b6aed55a2d1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 13:52:28 -0700
Subject: [PATCH 0464/8103] Change logging behavior to VLOG so that downstream
 clients using this library don't get INFO log spew.

PiperOrigin-RevId: 206821092
---
 tensorflow_serving/core/static_source_router.h | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/core/static_source_router.h b/tensorflow_serving/core/static_source_router.h
index 6aea4805773..62c96c68234 100644
--- a/tensorflow_serving/core/static_source_router.h
+++ b/tensorflow_serving/core/static_source_router.h
@@ -82,14 +82,14 @@ int StaticSourceRouter<T>::Route(const StringPiece servable_name,
                                  const std::vector<ServableData<T>>& versions) {
   for (int i = 0; i < routes_except_default_.size(); ++i) {
     if (str_util::StrContains(servable_name, routes_except_default_[i])) {
-      LOG(INFO) << "Routing servable(s) from stream " << servable_name
-                << " to route " << i;
+      VLOG(2) << "Routing servable(s) from stream " << servable_name
+              << " to route " << i;
       return i;
     }
   }
   // None of the substrings matched, so return the "default" Nth route.
-  LOG(INFO) << "Routing servable(s) from stream " << servable_name
-            << " to default route " << routes_except_default_.size();
+  VLOG(2) << "Routing servable(s) from stream " << servable_name
+          << " to default route " << routes_except_default_.size();
   return routes_except_default_.size();
 }
 

From c560a02086c924caf1bcce84f8392637ec27216d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 15:01:56 -0700
Subject: [PATCH 0465/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206833809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38d803c6843..b30f934d14e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec5877a8c44499cf05f9c8e1db5b8c1ae42d979e6e4d3db63d2dc4bf37122d26",
-    git_commit = "ccb4f10afbb5865bbc983a651e0041253f367311",
+    sha256 = "79fe17b80050fb409e3c8c4ee591a457ebe70f13f3117a9b81e8f7b36a59f190",
+    git_commit = "cc2b782a43e59fff4a6d563d0c4a863cfbb21b2c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7909540225e9178e126f7edcbe6b0694c04d4843 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 16:01:22 -0700
Subject: [PATCH 0466/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206843943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b30f934d14e..76b38e7780f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79fe17b80050fb409e3c8c4ee591a457ebe70f13f3117a9b81e8f7b36a59f190",
-    git_commit = "cc2b782a43e59fff4a6d563d0c4a863cfbb21b2c",
+    sha256 = "e56aad3c07d9a46a1d35e80625b501c678881d06cb66febee55ab6d042a0092a",
+    git_commit = "f29635ccb73337d20b9f3e79b5d7917ae2bb56cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef5f89836d0227d1f5ea357be4fa8b72256a08c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 17:08:21 -0700
Subject: [PATCH 0467/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206854243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76b38e7780f..b1957091487 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e56aad3c07d9a46a1d35e80625b501c678881d06cb66febee55ab6d042a0092a",
-    git_commit = "f29635ccb73337d20b9f3e79b5d7917ae2bb56cc",
+    sha256 = "044d80827229ac6cc5f7854707d9cd6c949edcfdfc70f2648fc31a06fb84a578",
+    git_commit = "28f0c8e37bd99b43d6d9597cf995f5f8e26f1056",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 101730f8ea8218955a02e0474d1d7e643cba1263 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 18:32:36 -0700
Subject: [PATCH 0468/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206863611
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1957091487..fc3d89360c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "044d80827229ac6cc5f7854707d9cd6c949edcfdfc70f2648fc31a06fb84a578",
-    git_commit = "28f0c8e37bd99b43d6d9597cf995f5f8e26f1056",
+    sha256 = "32baf657dd8fc8b6e39932addcd7a235c43b46fe25d92033ca1dffde1c24a250",
+    git_commit = "9cfd11c98cd5460bc61bdd67d77c5f563c656d4c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1bcc01132df0cc835a9d3388ee6fce65d2f2fbe9 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 31 Jul 2018 18:45:11 -0700
Subject: [PATCH 0469/8103] Internal change

PiperOrigin-RevId: 206864789
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 7 +++++--
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 7 ++++++-
 2 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index c752ff30f93..707047ee63a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -69,9 +69,12 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
-RUN bazel build -c opt --color=yes --curses=yes ${TF_SERVING_BUILD_OPTIONS} \
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures --local_resources=4096,1.0,1.0"
+RUN bazel build -c opt --color=yes --curses=yes \
+    ${TF_SERVING_BAZEL_OPTIONS} \
     --output_filter=DONT_MATCH_ANYTHING \
+    ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
     bazel clean --expunge --color=yes && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index a8c1d54ca8a..901d9f89cb4 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -110,6 +110,9 @@ RUN mkdir -p ${NCCL_INSTALL_PATH} && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}lib/libnccl.so && \
   ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.${TF_NCCL_VERSION} ${NCCL_INSTALL_PATH}lib/libnccl.so.${TF_NCCL_VERSION}
 
+# Set TMP for nvidia build environment
+ENV TMP="/tmp"
+
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
 RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
@@ -117,10 +120,12 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --verbose_failures"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures --local_resources=4096,1.0,1.0"
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
     bazel build -c opt --color=yes --curses=yes --config=cuda \
+    ${TF_SERVING_BAZEL_OPTIONS} \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \

From 303309180efcc9404e7f714620e71e040e1f4658 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 19:47:07 -0700
Subject: [PATCH 0470/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206869418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc3d89360c5..9c42d206a71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32baf657dd8fc8b6e39932addcd7a235c43b46fe25d92033ca1dffde1c24a250",
-    git_commit = "9cfd11c98cd5460bc61bdd67d77c5f563c656d4c",
+    sha256 = "afc2827496346adc00e9ec8d922b9688f1fb791d1682f73fd5252c25ef8a45f0",
+    git_commit = "ffc9be66bc1503ec12f10f43ff622d9193062e97",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c20271cbff1c1876f7f0e8d79d7ad85d137d01a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 20:22:29 -0700
Subject: [PATCH 0471/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206872246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c42d206a71..5931415a037 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afc2827496346adc00e9ec8d922b9688f1fb791d1682f73fd5252c25ef8a45f0",
-    git_commit = "ffc9be66bc1503ec12f10f43ff622d9193062e97",
+    sha256 = "e199649fd89bfb9a75bb4cc5452017f409e8dd8ee25ac12c4edb8a38f2f7b23d",
+    git_commit = "54f4fc66ecfe09e00db2369b6bfbaf3384d3fc69",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3ab8b8a12521027afd4c47b4097d80b5d1072fbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Jul 2018 23:04:54 -0700
Subject: [PATCH 0472/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206883968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5931415a037..73ec4e0257f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e199649fd89bfb9a75bb4cc5452017f409e8dd8ee25ac12c4edb8a38f2f7b23d",
-    git_commit = "54f4fc66ecfe09e00db2369b6bfbaf3384d3fc69",
+    sha256 = "0e725d5aa7694e5be067e79bcb0debcfda46e2ed0b16a71bb41bf143ede4ad6c",
+    git_commit = "209efdd2bcc4d7f0d5aeda77fb11f04c37d484e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b860fafb88aeb5f75ae8931d513c7f4b20437d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 00:01:19 -0700
Subject: [PATCH 0473/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206887536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73ec4e0257f..2713b767023 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e725d5aa7694e5be067e79bcb0debcfda46e2ed0b16a71bb41bf143ede4ad6c",
-    git_commit = "209efdd2bcc4d7f0d5aeda77fb11f04c37d484e6",
+    sha256 = "eff002fb1f32cf4d1559845fa5814ac4f229e6af03eae9baaf6b17bf5899fbb3",
+    git_commit = "92279f8bfa6ce2124439aabfa6db84d722dc2b66",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0eba6ec9c7bafc679a495d2f6b2c23ccb23d6cf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 01:04:14 -0700
Subject: [PATCH 0474/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206893032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2713b767023..9722a32e39e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eff002fb1f32cf4d1559845fa5814ac4f229e6af03eae9baaf6b17bf5899fbb3",
-    git_commit = "92279f8bfa6ce2124439aabfa6db84d722dc2b66",
+    sha256 = "3cf67d871a4fbf5fa1e39e559a681a74f60f2dbbcf679d8a7ec6780fe5302d2f",
+    git_commit = "26ba623dccacfb2f913951e12089a8340e6a11ac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71017519331040e54daa711fc8ea383c79b10913 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 02:00:45 -0700
Subject: [PATCH 0475/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206898125
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9722a32e39e..5decd2b1e03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cf67d871a4fbf5fa1e39e559a681a74f60f2dbbcf679d8a7ec6780fe5302d2f",
-    git_commit = "26ba623dccacfb2f913951e12089a8340e6a11ac",
+    sha256 = "53ac43334a96f1788c5ece4a207e480c8d90379d4a1ec3485247368c8c801ad9",
+    git_commit = "abd645085b1dd1496df847b05a1934d471a2f2c0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 68057fb7ec873fd3915875b6c35b3eb3232fe69c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 07:02:58 -0700
Subject: [PATCH 0476/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206923749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5decd2b1e03..0ee2070a991 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53ac43334a96f1788c5ece4a207e480c8d90379d4a1ec3485247368c8c801ad9",
-    git_commit = "abd645085b1dd1496df847b05a1934d471a2f2c0",
+    sha256 = "1dbc85c060193de41570dc55150ef8de8d4fa11dddb4ce7e4b8fc309e763392a",
+    git_commit = "ad72f89ca9a92fdae4ae5147ed5bbe42b49adce0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 386384f34d5fea06a5d5e8a0340ff6a956fa75c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 09:02:16 -0700
Subject: [PATCH 0477/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206936855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ee2070a991..72b19ceb81a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dbc85c060193de41570dc55150ef8de8d4fa11dddb4ce7e4b8fc309e763392a",
-    git_commit = "ad72f89ca9a92fdae4ae5147ed5bbe42b49adce0",
+    sha256 = "009a1e8836f886e80f93fa78791bd0c9457e94a748f787d15f69ec0c1b0077d0",
+    git_commit = "25567a1204f78a8d48d17edc45828db170162001",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From edfbd91b16f315b5b6211657e3116dc833c86e48 Mon Sep 17 00:00:00 2001
From: Prashanth Reddy Basani <prashanth95r@gmail.com>
Date: Wed, 1 Aug 2018 11:05:59 -0500
Subject: [PATCH 0478/8103] Changed closing bracket in encoding binary values

---
 tensorflow_serving/g3doc/api_rest.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 2ae566cf8dd..8b8b04635fa 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -254,7 +254,7 @@ shown below:
       "image": { "b64": "YXdlc29tZSBpbWFnZSBieXRlcw==" },
       "caption": "mountains"
     }
-  }
+  ]
 }
 ```
 

From 6e5306d3ab2670c87504c337534ad51533b3875d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 10:02:39 -0700
Subject: [PATCH 0479/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206945742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72b19ceb81a..aa27e5d3310 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "009a1e8836f886e80f93fa78791bd0c9457e94a748f787d15f69ec0c1b0077d0",
-    git_commit = "25567a1204f78a8d48d17edc45828db170162001",
+    sha256 = "ad6e97f449b61cc7e2473e4b90a24754e72f85bfa978f619142f181fb308d114",
+    git_commit = "338df0b07d8c7e99d93cad4e171ac23c3cf3d696",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d310d2259970e64496516bfdf3c47e42623b2433 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 11:01:56 -0700
Subject: [PATCH 0480/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206956511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa27e5d3310..60811cbe1c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad6e97f449b61cc7e2473e4b90a24754e72f85bfa978f619142f181fb308d114",
-    git_commit = "338df0b07d8c7e99d93cad4e171ac23c3cf3d696",
+    sha256 = "7fdfe9085e610b900c4ba7a15ded92ebb62ecc2659b0205ebb87744de21cfd59",
+    git_commit = "0589444f3dc6d6c13db26e93854b93b8cc7ca4e0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b40d56eb3fe937ea7ba2b9206690f43fe856030f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 12:01:42 -0700
Subject: [PATCH 0481/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206967513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60811cbe1c9..1118734bd8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fdfe9085e610b900c4ba7a15ded92ebb62ecc2659b0205ebb87744de21cfd59",
-    git_commit = "0589444f3dc6d6c13db26e93854b93b8cc7ca4e0",
+    sha256 = "2082b3864d430036cf48d67ad3a4889eae4ed24037fe37871688a4c5891c385e",
+    git_commit = "5fe530e976be6649f07c254adb3b5236c8b664d7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e212671b8006f28f6a88690df521012ac81bff5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 13:04:16 -0700
Subject: [PATCH 0482/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206978523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1118734bd8a..2f183c40610 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2082b3864d430036cf48d67ad3a4889eae4ed24037fe37871688a4c5891c385e",
-    git_commit = "5fe530e976be6649f07c254adb3b5236c8b664d7",
+    sha256 = "323e2ac521fc4577815df083a5b626190098bc39c18da61c0412838c5db34fdb",
+    git_commit = "9fb82adad07d2f7dc2a72d9a85ef5c2a55abfe0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef3ffceacde28d1dc0821db288fd575ee457bc9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 14:01:32 -0700
Subject: [PATCH 0483/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 206988181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f183c40610..1f15c518677 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "323e2ac521fc4577815df083a5b626190098bc39c18da61c0412838c5db34fdb",
-    git_commit = "9fb82adad07d2f7dc2a72d9a85ef5c2a55abfe0e",
+    sha256 = "e5536956b4b861b6e3807db1a96106a4e5a9b9ffc907922e59f718aef296057c",
+    git_commit = "c709503f31fa9be07c5ee62ed1eb7fb29c2aaa73",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f605cadbc48e0c8af4c25bbed275a07cbe3b1d0a Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 1 Aug 2018 14:17:18 -0700
Subject: [PATCH 0484/8103] Add notes about binary encoding string values that
 represent binary data as opposed to normal strings.

PiperOrigin-RevId: 206991253
---
 tensorflow_serving/g3doc/api_rest.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 2ae566cf8dd..5294556e4d6 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -222,7 +222,7 @@ unsupported.
 [TF Data Type](https://www.tensorflow.org/versions/r1.1/programmers_guide/dims_types#data_types) | [JSON Value](http://json.org/) | JSON example                       | Notes
 ------------------------------------------------------------------------------------------------ | ------------------------------ | ---------------------------------- | -----
 DT_BOOL                                                                                          | true, false                    | *true, false*                      |
-DT_STRING                                                                                        | string                         | *"Hello World!"*                   |
+DT_STRING                                                                                        | string                         | *"Hello World!"*                   | If `DT_STRING` represents binary bytes (e.g. serialized image bytes or protobuf), encode these in Base64. See [Encoding binary values](#encoding-binary-values) for more info.
 DT_INT8, DT_UINT8, DT_INT16, DT_INT32, DT_UINT32, DT_INT64, DT_UINT64                            | number                         | *1, -10, 0*                        | JSON value will be a decimal number.
 DT_FLOAT, DT_DOUBLE                                                                              | number                         | *1.1, -10.0, 0, `NaN`, `Infinity`* | JSON value will be a number or one of the special token values - `NaN`, `Infinity`, and `-Infinity`. See [JSON conformance](#json-conformance) for more info. Exponent notation is also accepted.
 

From 61e9c0eaa56a75caae6529b635579650460e039c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 15:05:09 -0700
Subject: [PATCH 0485/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207000620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f15c518677..d201454e186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5536956b4b861b6e3807db1a96106a4e5a9b9ffc907922e59f718aef296057c",
-    git_commit = "c709503f31fa9be07c5ee62ed1eb7fb29c2aaa73",
+    sha256 = "1d3e8c149eaffd9fcbdef7f2a0d804984f8731dded4398564f6300527bdc15ca",
+    git_commit = "96a7a06a6262fc74f9c5350f8a1c93c4f1161321",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d7ec4af2810378d3c6077db0020be5321dd3c560 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 16:05:49 -0700
Subject: [PATCH 0486/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207010940
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d201454e186..c2dadf2fe08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d3e8c149eaffd9fcbdef7f2a0d804984f8731dded4398564f6300527bdc15ca",
-    git_commit = "96a7a06a6262fc74f9c5350f8a1c93c4f1161321",
+    sha256 = "5b7bca2e9e6108b7b22b58a19976650f740a1fb14db4fb0fe5e81893b154c5ef",
+    git_commit = "52dc7286bda07a53b4bc6e5ca17ff22fc5d72af5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 903f81d6e2b760f402bd5c586bf3bdf907e85206 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 17:01:22 -0700
Subject: [PATCH 0487/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207019885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2dadf2fe08..5dce7b56125 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b7bca2e9e6108b7b22b58a19976650f740a1fb14db4fb0fe5e81893b154c5ef",
-    git_commit = "52dc7286bda07a53b4bc6e5ca17ff22fc5d72af5",
+    sha256 = "2cc1ec5fc782491ee2d5a7aacc338c581b453195178faf18e63524397db63c39",
+    git_commit = "bed00207976a70370cb6e3615c7ad56a5547cf45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c2e0ac946832ea4962adc0cf142a30046b290978 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 18:01:27 -0700
Subject: [PATCH 0488/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207027541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5dce7b56125..cd5d47495b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cc1ec5fc782491ee2d5a7aacc338c581b453195178faf18e63524397db63c39",
-    git_commit = "bed00207976a70370cb6e3615c7ad56a5547cf45",
+    sha256 = "61681b961f51982503d328a651c07a393f5ffc28e0ec7373fe95f21b01068cf1",
+    git_commit = "7dda474c941c8ec5a341dd0d82bfd5ce7c720b21",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 91d0832e9b808950abeefafd7ef504b295e4d1cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 19:02:31 -0700
Subject: [PATCH 0489/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207033457
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd5d47495b4..8ac410931a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61681b961f51982503d328a651c07a393f5ffc28e0ec7373fe95f21b01068cf1",
-    git_commit = "7dda474c941c8ec5a341dd0d82bfd5ce7c720b21",
+    sha256 = "bb6609ab8f56cd9dc9c19b8214b507da63812f383b8caede32d8b58f67d19a4d",
+    git_commit = "6e1714de56291165106fd9bee270ada964b34f88",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f67f03f9ea3f244fb32b0a415c26049e3284b33b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 20:03:36 -0700
Subject: [PATCH 0490/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207037649
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ac410931a6..32bcda8f870 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb6609ab8f56cd9dc9c19b8214b507da63812f383b8caede32d8b58f67d19a4d",
-    git_commit = "6e1714de56291165106fd9bee270ada964b34f88",
+    sha256 = "d2360b479557313766278dac60dc30c059e89ae2d43937ef68cc282934a707fd",
+    git_commit = "07ef0a28a9ddb5b661c38f383fecd2b3c239468d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f09ac028d7b4cc204b7c5fafbb54bedacdb600df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Aug 2018 21:02:14 -0700
Subject: [PATCH 0491/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207042385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32bcda8f870..669bbdd8dbf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2360b479557313766278dac60dc30c059e89ae2d43937ef68cc282934a707fd",
-    git_commit = "07ef0a28a9ddb5b661c38f383fecd2b3c239468d",
+    sha256 = "3b2feb3bd5fdd8b23821f2adc1dd78fa2d1f23083cfa5dd788c712a555ab26f1",
+    git_commit = "3379bae787d73d6db67d66a284bd1a076b2cbdba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 99681f768547ad65b4644642cc6bc839976d11ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 00:04:58 -0700
Subject: [PATCH 0492/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207054990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 669bbdd8dbf..8d0cb159e2d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b2feb3bd5fdd8b23821f2adc1dd78fa2d1f23083cfa5dd788c712a555ab26f1",
-    git_commit = "3379bae787d73d6db67d66a284bd1a076b2cbdba",
+    sha256 = "e2daa8f695bb76daff0619b74b1beb07956061f1551b623f6921a9574ab743f9",
+    git_commit = "fc8118a853c26f0773145f2f1a3fba2fc968ea73",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5b76dfa43917fb22922920f03771a814ba905d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 01:02:38 -0700
Subject: [PATCH 0493/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207059715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d0cb159e2d..54af44cdd4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2daa8f695bb76daff0619b74b1beb07956061f1551b623f6921a9574ab743f9",
-    git_commit = "fc8118a853c26f0773145f2f1a3fba2fc968ea73",
+    sha256 = "508354770bab4764b280965b48f39a088b554b77d1c1953e2714adc84ce7f54f",
+    git_commit = "dec56abc7034bf4180479c16cfc5109aa843a82e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 243ffdd218badd5eb04f01d9ab0247bf5b3a0296 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 04:02:13 -0700
Subject: [PATCH 0494/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207077366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54af44cdd4b..815f2f53e28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "508354770bab4764b280965b48f39a088b554b77d1c1953e2714adc84ce7f54f",
-    git_commit = "dec56abc7034bf4180479c16cfc5109aa843a82e",
+    sha256 = "6de9bb6f3cc597111ac2e6b682086b3f0e9b67ddb621a051fc7d3f0270a00b87",
+    git_commit = "1c8a34641982294a72053304f0ece2efcbc866dd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 15cd96b4e32815be06ebe5f9dfae88b814b4ff1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 05:01:08 -0700
Subject: [PATCH 0495/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207081648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 815f2f53e28..a2e0433958f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6de9bb6f3cc597111ac2e6b682086b3f0e9b67ddb621a051fc7d3f0270a00b87",
-    git_commit = "1c8a34641982294a72053304f0ece2efcbc866dd",
+    sha256 = "d36b9b89415432bc9b9fab7c035c9250868c85dd7e6814da65469235df4a0f02",
+    git_commit = "03061e4cbfc8128e632536eee0af1ebad922b5ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56233b36752a1f841a9fdd5bc6409bc198e946f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 06:01:07 -0700
Subject: [PATCH 0496/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207086969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2e0433958f..0029b546d1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d36b9b89415432bc9b9fab7c035c9250868c85dd7e6814da65469235df4a0f02",
-    git_commit = "03061e4cbfc8128e632536eee0af1ebad922b5ba",
+    sha256 = "1245251a7604e342131806aa2fb74cd8fe44d065dec94fcb18ab71b66c0d25fc",
+    git_commit = "cfccb2ad59e2f22055daf5c9de6f1ca0586c9643",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1920c1aa6e2f671f2d8f98900d148b5167078194 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 07:01:43 -0700
Subject: [PATCH 0497/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207093180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0029b546d1a..2466621095f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1245251a7604e342131806aa2fb74cd8fe44d065dec94fcb18ab71b66c0d25fc",
-    git_commit = "cfccb2ad59e2f22055daf5c9de6f1ca0586c9643",
+    sha256 = "5847a41dfc630a5a004ac5461a755f5a33f7c259410ba9ce158e290b2fd962ad",
+    git_commit = "142cb17be1c024839cd972071b2f9665c87ed5f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8213dfa233b4dbb4f8bc738b3d1d30a9289d81d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 11:05:29 -0700
Subject: [PATCH 0498/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207129980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2466621095f..1b2e99e440f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5847a41dfc630a5a004ac5461a755f5a33f7c259410ba9ce158e290b2fd962ad",
-    git_commit = "142cb17be1c024839cd972071b2f9665c87ed5f1",
+    sha256 = "65d7112fc4fe9cf1424e908414784c52526210aa5d64cf3bc6a599ada34b5a93",
+    git_commit = "cd329bd1ec2fd348191b38ba6866b0dacf9d0596",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 40ad4b5628f7830a9adf34f485a26c6e1441156b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 12:00:43 -0700
Subject: [PATCH 0499/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207140826
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b2e99e440f..d0076a44394 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65d7112fc4fe9cf1424e908414784c52526210aa5d64cf3bc6a599ada34b5a93",
-    git_commit = "cd329bd1ec2fd348191b38ba6866b0dacf9d0596",
+    sha256 = "36c028653a7fefdcfdb59e4f2fdd971de4466523a4e7c65c4180f47999d2c290",
+    git_commit = "4238e0f19cbbaea96a2a37f432f97fda584189ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4a9c64339c579c3100df3ae3b79709902871aeb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 13:04:08 -0700
Subject: [PATCH 0500/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207150835
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0076a44394..624a6e33fdc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36c028653a7fefdcfdb59e4f2fdd971de4466523a4e7c65c4180f47999d2c290",
-    git_commit = "4238e0f19cbbaea96a2a37f432f97fda584189ba",
+    sha256 = "4d79142837ba9df743bfbc83af4fca76b3bff43e99305ee89229245f6979f857",
+    git_commit = "1a13c4f2a0b4491ae3003ff0a400d5d8cb521c4a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 177937114bda52394b0e3b699912248c8b0e85d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 14:11:28 -0700
Subject: [PATCH 0501/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207162425
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 624a6e33fdc..f0d02cae852 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d79142837ba9df743bfbc83af4fca76b3bff43e99305ee89229245f6979f857",
-    git_commit = "1a13c4f2a0b4491ae3003ff0a400d5d8cb521c4a",
+    sha256 = "53779e4a6a4c0404519515d4c964e84f8e5165fc1729fa0510a482b87f50ec1a",
+    git_commit = "8ec17cff881923fe3ff26b7de812cf0b2d21cd07",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e7f1b1c49de8f1ebcc6ca3bf9801695fdd2b0dfa Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 2 Aug 2018 14:11:40 -0700
Subject: [PATCH 0502/8103] Internal changes

PiperOrigin-RevId: 207162468
---
 .github/ISSUE_TEMPLATE/feature_request.md     | 36 -------------------
 .github/ISSUE_TEMPLATE/issue_template.md      | 36 -------------------
 .../bug_report.md => issue_template.md}       | 27 ++++++++++----
 3 files changed, 20 insertions(+), 79 deletions(-)
 delete mode 100644 .github/ISSUE_TEMPLATE/feature_request.md
 delete mode 100644 .github/ISSUE_TEMPLATE/issue_template.md
 rename .github/{ISSUE_TEMPLATE/bug_report.md => issue_template.md} (68%)

diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
deleted file mode 100644
index 26aabcfa49e..00000000000
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ /dev/null
@@ -1,36 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for TensorFlow Serving
-
----
-
-Please go to Stack Overflow for help and support:
-
-https://stackoverflow.com/questions/tagged/tensorflow-serving
-
-If you open a GitHub issue, here is our policy:
-
-1. It must be a bug, a feature request, or a significant problem with
-documentation (for small docs fixes please send a PR instead).
-2. The form below must be filled out.
-
-**Here's why we have that policy**: TensorFlow developers respond to issues.
-We want to focus on work that benefits the whole community, e.g., fixing bugs
-and adding features. Support only helps individuals. GitHub also notifies
-thousands of people when issues are filed. We want them to see you communicating
-an interesting problem, rather than being redirected to Stack Overflow.
-
-------------------------
-### Describe the problem the feature is intended to solve
-A clear and concise description of what the problem is. Ex. I'm always
-frustrated when [...]
-
-### Describe the solution
-A clear and concise description of what you want to happen.
-
-### Describe alternatives you've considered
-A clear and concise description of any alternative solutions or features you've
-considered.
-
-### Additional context
-Add any other context or screenshots about the feature request here.
diff --git a/.github/ISSUE_TEMPLATE/issue_template.md b/.github/ISSUE_TEMPLATE/issue_template.md
deleted file mode 100644
index eef94d2e145..00000000000
--- a/.github/ISSUE_TEMPLATE/issue_template.md
+++ /dev/null
@@ -1,36 +0,0 @@
-Please go to Stack Overflow for help and support:
-
-https://stackoverflow.com/questions/tagged/tensorflow-serving
-
-If you open a GitHub issue, here is our policy:
-
-1. It must be a bug, a feature request, or a significant problem with
-   documentation (for small docs fixes please send a PR instead).
-2. The form below must be filled out.
-
-**Here's why we have that policy**: TensorFlow developers respond to issues.
-We want to focus on work that benefits the whole community, e.g., fixing bugs
-and adding features. Support only helps individuals. GitHub also notifies
-thousands of people when issues are filed. We want them to see you communicating
-an interesting problem, rather than being redirected to Stack Overflow.
-
-------------------------
-
-### System information
-- **OS Platform and Distribution (e.g., Linux Ubuntu 16.04)**:
-- **TensorFlow Serving installed from (source or binary)**:
-- **TensorFlow Serving version**:
-
-### Describe the problem
-Describe the problem clearly here. Be sure to convey here why it's a bug in
-TensorFlow Serving.
-
-### Exact Steps to Reproduce
-Please include all steps necessary for someone to reproduce this issue on their
-own machine. If not, skip this section.
-
-### Source code / logs
-Include any logs or source code that would be helpful to diagnose the problem.
-If including tracebacks, please include the full traceback. Large logs and files
-should be attached. Try to provide a reproducible test case that is the bare
-minimum necessary to generate the problem.
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/issue_template.md
similarity index 68%
rename from .github/ISSUE_TEMPLATE/bug_report.md
rename to .github/issue_template.md
index 3f06bd8686b..bf2500004fa 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/issue_template.md
@@ -1,9 +1,3 @@
----
-name: Bug Report
-about: Create a report to help us improve TensorFlow Serving
-
----
-
 Please go to Stack Overflow for help and support:
 
 https://stackoverflow.com/questions/tagged/tensorflow-serving
@@ -20,7 +14,26 @@ and adding features. Support only helps individuals. GitHub also notifies
 thousands of people when issues are filed. We want them to see you communicating
 an interesting problem, rather than being redirected to Stack Overflow.
 
-------------------------
+-----------------------
+## Feature Request
+If this is a feature request, please fill out the following form in full:
+
+### Describe the problem the feature is intended to solve
+A clear and concise description of what the problem is. Ex. I'm always
+frustrated when [...]
+
+### Describe the solution
+A clear and concise description of what you want to happen.
+
+### Describe alternatives you've considered
+A clear and concise description of any alternative solutions or features you've
+considered.
+
+### Additional context
+Add any other context or screenshots about the feature request here.
+
+## Bug Report
+If this is a bug report, please fill out the following form in full:
 
 ### System information
 - **OS Platform and Distribution (e.g., Linux Ubuntu 16.04)**:

From f1e33715403d2674d1a968181275c5b4db2f6338 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 15:07:05 -0700
Subject: [PATCH 0503/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207172742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0d02cae852..847fc141538 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53779e4a6a4c0404519515d4c964e84f8e5165fc1729fa0510a482b87f50ec1a",
-    git_commit = "8ec17cff881923fe3ff26b7de812cf0b2d21cd07",
+    sha256 = "fcc3791b27ce0f985e5da348f882e258ca25c9003e3cd15ac9d639875ff897da",
+    git_commit = "b42e7926f78dcb14fdb2169d106fc7a923acca78",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5bd88e01b357fd874b00b13726e45d4c03a09959 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 2 Aug 2018 15:46:00 -0700
Subject: [PATCH 0504/8103] Internal change

PiperOrigin-RevId: 207179369
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 707047ee63a..84b9548947c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -70,7 +70,8 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
-ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures --local_resources=4096,1.0,1.0"
+ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures"
+
 RUN bazel build -c opt --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
     --output_filter=DONT_MATCH_ANYTHING \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 901d9f89cb4..25649bd7a2f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -121,7 +121,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
-ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures --local_resources=4096,1.0,1.0"
+ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures"
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
     bazel build -c opt --color=yes --curses=yes --config=cuda \

From 0c1259b723d91fc02e166656ab0e55bd760b37cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 16:01:27 -0700
Subject: [PATCH 0505/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207181765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 847fc141538..d8bd95c42b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcc3791b27ce0f985e5da348f882e258ca25c9003e3cd15ac9d639875ff897da",
-    git_commit = "b42e7926f78dcb14fdb2169d106fc7a923acca78",
+    sha256 = "3048d3ec75aee1ac5e0fc614cc82b12fed9dcc11f125a1016edbab206c888504",
+    git_commit = "a12135ff5f8cb786608c1caf3460efd61f32c4c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d3571a3c8aeffe64bb42fce84e6bb37825dfe168 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 17:06:33 -0700
Subject: [PATCH 0506/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207191732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8bd95c42b6..3a6de1702cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3048d3ec75aee1ac5e0fc614cc82b12fed9dcc11f125a1016edbab206c888504",
-    git_commit = "a12135ff5f8cb786608c1caf3460efd61f32c4c5",
+    sha256 = "c20c3017d3b1f1efe65b8ae98b5f25ec515f8b6e78f7523f12aa1322a2d2ad89",
+    git_commit = "4bc5c6c77daea8d5e60c22732b56495a0cd6c681",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a972d5685c3392e43b947aa31b2ebaaf2e6808d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 18:07:36 -0700
Subject: [PATCH 0507/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207199585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a6de1702cc..5476faa1176 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c20c3017d3b1f1efe65b8ae98b5f25ec515f8b6e78f7523f12aa1322a2d2ad89",
-    git_commit = "4bc5c6c77daea8d5e60c22732b56495a0cd6c681",
+    sha256 = "66677ae791a6ee5fd61e2d9aa7bf944cfeb88b65fb7533f55f27a955c5a8b5d7",
+    git_commit = "294766e34ddfa801878f58560d088b07841bea26",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cdb7e3ff4d762312341729d6be3c755bde32673e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 19:14:39 -0700
Subject: [PATCH 0508/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207205981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5476faa1176..ab84ca7d3b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66677ae791a6ee5fd61e2d9aa7bf944cfeb88b65fb7533f55f27a955c5a8b5d7",
-    git_commit = "294766e34ddfa801878f58560d088b07841bea26",
+    sha256 = "e89a366afe007471553c47c72e177cb583618eac7a05ed26f6f733ac177fa42f",
+    git_commit = "200fa71857e1b0f2e15a36331b4e7737e701262d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d739b472fa05e734b5b07420e4681bafd21a7fd9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 20:01:34 -0700
Subject: [PATCH 0509/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207209296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab84ca7d3b9..4ee5801ded5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e89a366afe007471553c47c72e177cb583618eac7a05ed26f6f733ac177fa42f",
-    git_commit = "200fa71857e1b0f2e15a36331b4e7737e701262d",
+    sha256 = "26937d656c954a6242622c0ca81f2ff45a8aef821f197af2aca5f5f6790a1f35",
+    git_commit = "2d3819668d8c3ab99cd09a769ffb7b76e453fd8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 157183e39d05fa52fc2fdf4629c1bb516f8d8926 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 22:02:02 -0700
Subject: [PATCH 0510/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207218399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ee5801ded5..e7a0ceef1df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26937d656c954a6242622c0ca81f2ff45a8aef821f197af2aca5f5f6790a1f35",
-    git_commit = "2d3819668d8c3ab99cd09a769ffb7b76e453fd8f",
+    sha256 = "a4923413e7cfd7a476b5ac6c3e24b8c2be24f8a909656e37b3345bf23b765b49",
+    git_commit = "eecadedbaae7b938e8a80dfb60c52679bcbf7196",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e90b7324110a4f22b8bc2b8ce8b59631c1ebdef0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Aug 2018 23:03:06 -0700
Subject: [PATCH 0511/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207222713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7a0ceef1df..a2b325963ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4923413e7cfd7a476b5ac6c3e24b8c2be24f8a909656e37b3345bf23b765b49",
-    git_commit = "eecadedbaae7b938e8a80dfb60c52679bcbf7196",
+    sha256 = "d95b6e0e76694ac093b10e118b49196c3b9b57c0d0f5be0f4eab503a6924cacb",
+    git_commit = "493d7588172bcf476309b3954db342839ca37872",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f3fcbae28bed72d0423044cad366ffda0f061431 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 04:02:27 -0700
Subject: [PATCH 0512/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207247564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2b325963ae..2afe39b442b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d95b6e0e76694ac093b10e118b49196c3b9b57c0d0f5be0f4eab503a6924cacb",
-    git_commit = "493d7588172bcf476309b3954db342839ca37872",
+    sha256 = "ed6a3bc589ccec55a76ccb88e32305752cec393e360788d219a6147fb7b2cf7c",
+    git_commit = "f74a3af20bb24b1de199e50bf9b2a405090a6666",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 11139e2f40de691efd90bce453869f1fcef10e92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 06:01:17 -0700
Subject: [PATCH 0513/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207255640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2afe39b442b..de1b1d07e44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed6a3bc589ccec55a76ccb88e32305752cec393e360788d219a6147fb7b2cf7c",
-    git_commit = "f74a3af20bb24b1de199e50bf9b2a405090a6666",
+    sha256 = "066e1b5f0d778c169b8fbdec6e7f80066e26e723f0fab1609f748126c39d3c68",
+    git_commit = "37b48fac2c365c49373467abf5fc58c4678e700e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 86bb2e283cef69817133c6eb66116981d04f2914 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 07:01:29 -0700
Subject: [PATCH 0514/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207261177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de1b1d07e44..636ea2f228e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "066e1b5f0d778c169b8fbdec6e7f80066e26e723f0fab1609f748126c39d3c68",
-    git_commit = "37b48fac2c365c49373467abf5fc58c4678e700e",
+    sha256 = "813ecf42fb52b12fbc6f9eeb1c0e1627f8996b5bb5e79d522cfe56dd49fb9b06",
+    git_commit = "b2933c618260edc039fb8a7e2dce4d2e185f0892",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 53f22e4c57f18575e26ce0c5cf3174715069b673 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 10:02:47 -0700
Subject: [PATCH 0515/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207282305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 636ea2f228e..b366b3b7a0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "813ecf42fb52b12fbc6f9eeb1c0e1627f8996b5bb5e79d522cfe56dd49fb9b06",
-    git_commit = "b2933c618260edc039fb8a7e2dce4d2e185f0892",
+    sha256 = "a4a8b7e12a0833254fa52c6ba402a2dec29f993ad85e97f025c3d33fdfd4379b",
+    git_commit = "5f13e7017e059b234a1d66e704122ddae2d1a2cb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1b62e2e5d1800a0e1ce856e96ef29a5e80e0962b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 11:03:37 -0700
Subject: [PATCH 0516/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207292450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b366b3b7a0f..f7b16d1c79d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4a8b7e12a0833254fa52c6ba402a2dec29f993ad85e97f025c3d33fdfd4379b",
-    git_commit = "5f13e7017e059b234a1d66e704122ddae2d1a2cb",
+    sha256 = "b6771d446ff6b02f22d39068e71db0f91b4674b09d483a6fc8e698e7c7507951",
+    git_commit = "c828bd5e2414ae0c9d3033eee91a36c44324d3ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 535821151b9ea03464050e6f19690ece5a26be81 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 3 Aug 2018 11:47:39 -0700
Subject: [PATCH 0517/8103] Internal change

PiperOrigin-RevId: 207300092
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 84b9548947c..b3e0161c784 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -70,10 +70,11 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
-ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures"
+ARG TF_SERVING_BAZEL_OPTIONS=""
 
 RUN bazel build -c opt --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 25649bd7a2f..6d784f531a2 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -121,11 +121,12 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
-ARG TF_SERVING_BAZEL_OPTIONS="--verbose_failures"
+ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
     bazel build -c opt --color=yes --curses=yes --config=cuda \
     ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \

From 9234ff630c0e7cf1c13da7fc6978404d3e55a6d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 12:01:48 -0700
Subject: [PATCH 0518/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207302294
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7b16d1c79d..4fe1bba9c17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6771d446ff6b02f22d39068e71db0f91b4674b09d483a6fc8e698e7c7507951",
-    git_commit = "c828bd5e2414ae0c9d3033eee91a36c44324d3ad",
+    sha256 = "21dd1e8c8e98aee06756437443f345bcc4614ea7fe4b11e9308d3f30cd629e4c",
+    git_commit = "8653ae60ec3f9ac9b6f9913830c38f656b1b6a1f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c806796db04b26c879a069454ab024c0b24d710 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 13:01:51 -0700
Subject: [PATCH 0519/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207311182
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fe1bba9c17..84ccf239350 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21dd1e8c8e98aee06756437443f345bcc4614ea7fe4b11e9308d3f30cd629e4c",
-    git_commit = "8653ae60ec3f9ac9b6f9913830c38f656b1b6a1f",
+    sha256 = "fff79447eaaa639f3fba6536e4d1db93c421c2ee647587c7f89caa626aeff29c",
+    git_commit = "dd45704d092dac87575b8ce39013f91f4f213dc0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e55b52c2ea12de786a976def9bb2e6fd1d0c4f02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 14:01:18 -0700
Subject: [PATCH 0520/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207320344
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84ccf239350..0b07e62bae3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fff79447eaaa639f3fba6536e4d1db93c421c2ee647587c7f89caa626aeff29c",
-    git_commit = "dd45704d092dac87575b8ce39013f91f4f213dc0",
+    sha256 = "68d13973f187d72aa3022a9883f0e7acf88ae4307801c382e0ee132d34c7f034",
+    git_commit = "249e639d634b26d1684d0df14ab6933feeba83a3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 29f21ca8d9ab3c2aa31e5ae252cf46354489bec0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 15:01:12 -0700
Subject: [PATCH 0521/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207329704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b07e62bae3..3edaa1d3959 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68d13973f187d72aa3022a9883f0e7acf88ae4307801c382e0ee132d34c7f034",
-    git_commit = "249e639d634b26d1684d0df14ab6933feeba83a3",
+    sha256 = "42b31a7e76454b385e334d190e26362c97b89dea4d974887d47a2ecc68dcd3d6",
+    git_commit = "d4830a56b4d2dbbe3c54ad0090be645d3b314f45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59e25ffa9b62a65058b5f868708d07ceb6c14d35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 16:01:04 -0700
Subject: [PATCH 0522/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207338762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3edaa1d3959..833332ca57e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42b31a7e76454b385e334d190e26362c97b89dea4d974887d47a2ecc68dcd3d6",
-    git_commit = "d4830a56b4d2dbbe3c54ad0090be645d3b314f45",
+    sha256 = "feca59845faec19b2fbabceeaef460da9f43543021927676d909988a3941aee1",
+    git_commit = "5a5e42e5756987e5f0525379ab75d00c81b70d00",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ca6bf66aa74a5edcd4a417f734cdcbfbdbac5222 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 17:02:40 -0700
Subject: [PATCH 0523/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207347941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 833332ca57e..fa81143716b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "feca59845faec19b2fbabceeaef460da9f43543021927676d909988a3941aee1",
-    git_commit = "5a5e42e5756987e5f0525379ab75d00c81b70d00",
+    sha256 = "069c8119e1b4b93d58982c6e2f506c63953cf207b9efd573a0ba8bdd6171388e",
+    git_commit = "8cd7135ea19fc184c873a1ba1463ff4b77f3c7ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 178a711b8e5028e03912063769e682c678aa0629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 18:02:01 -0700
Subject: [PATCH 0524/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207353790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa81143716b..fb49f6f7824 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "069c8119e1b4b93d58982c6e2f506c63953cf207b9efd573a0ba8bdd6171388e",
-    git_commit = "8cd7135ea19fc184c873a1ba1463ff4b77f3c7ad",
+    sha256 = "44c43b57bdefaaaacc20028edb4a874228b5828d03c30d13bbccff07f58ccb77",
+    git_commit = "66dd14547dd9edb4eba13d22361ddad4a1cd3353",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2d42e6d631d2e9153e6f95f2fbdf0010281e788d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 19:03:49 -0700
Subject: [PATCH 0525/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207358135
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb49f6f7824..324300205da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44c43b57bdefaaaacc20028edb4a874228b5828d03c30d13bbccff07f58ccb77",
-    git_commit = "66dd14547dd9edb4eba13d22361ddad4a1cd3353",
+    sha256 = "caa8740c8e659c8c0ef5e5ef11e84605ee8f4ee8dfaddbbf1b1fd2546bb0f754",
+    git_commit = "ea5b1e4b5e3f1f8682c18f6ad09af45eb17f415d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 74784821c1d188775b1a07523a683b8b29ce24d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 20:01:00 -0700
Subject: [PATCH 0526/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207361441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 324300205da..a4d91d4d1c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caa8740c8e659c8c0ef5e5ef11e84605ee8f4ee8dfaddbbf1b1fd2546bb0f754",
-    git_commit = "ea5b1e4b5e3f1f8682c18f6ad09af45eb17f415d",
+    sha256 = "5482a68d5f8bd2cb2eeee6c34624c5e541d12e11e6f6d9a15cf45515d6e22a3f",
+    git_commit = "3afa81aaf863b6d154a13c9c05f6806326580ea7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c7543764bd1fc9c41876604af162c8f3119036ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Aug 2018 21:01:44 -0700
Subject: [PATCH 0527/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207364770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4d91d4d1c3..164c8a24592 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5482a68d5f8bd2cb2eeee6c34624c5e541d12e11e6f6d9a15cf45515d6e22a3f",
-    git_commit = "3afa81aaf863b6d154a13c9c05f6806326580ea7",
+    sha256 = "2b24081dcd8df2db3b3d1731dc901648d4a425bf1e42a8167b93a8f4e65dd39b",
+    git_commit = "f9acd38eb687208dcee8622510b9a611e51d21a4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56f0104ddec475cd8cefa96019d8623b0b88adc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Aug 2018 04:02:18 -0700
Subject: [PATCH 0528/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207386452
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 164c8a24592..fbaef46d7e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b24081dcd8df2db3b3d1731dc901648d4a425bf1e42a8167b93a8f4e65dd39b",
-    git_commit = "f9acd38eb687208dcee8622510b9a611e51d21a4",
+    sha256 = "d9ce5bbf5bc46b32f72954ec5c4529876e29118f44c8ab89a138cca936160a38",
+    git_commit = "c54f0cb8b5f53ae0da6561f1a385b006cf76142c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0adf991148e79ba6f9a6082f10366b42eec233af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Aug 2018 09:01:54 -0700
Subject: [PATCH 0529/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207398055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbaef46d7e1..75c705f2509 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9ce5bbf5bc46b32f72954ec5c4529876e29118f44c8ab89a138cca936160a38",
-    git_commit = "c54f0cb8b5f53ae0da6561f1a385b006cf76142c",
+    sha256 = "db28eba8ed94b7bd4ea0526c4b8df5c95e9398798ecb7b751dd86c442be051ee",
+    git_commit = "3a41e5363530f058cb2b57cf0add09931ec788b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8678a754a1f02fcf4a0ad43f4ea9344adcc6d8c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Aug 2018 15:01:38 -0700
Subject: [PATCH 0530/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207411537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75c705f2509..234acf019f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db28eba8ed94b7bd4ea0526c4b8df5c95e9398798ecb7b751dd86c442be051ee",
-    git_commit = "3a41e5363530f058cb2b57cf0add09931ec788b2",
+    sha256 = "136f4a82b61ee32ee260e3e682c75c22b8cdbcf6f0deb61fbff9f8e7d191487f",
+    git_commit = "cb80a1ed9fafc9274f031adca4ec5b754ac93f2a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 53e432115160a610554562daa90b01f189fa39a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Aug 2018 04:02:23 -0700
Subject: [PATCH 0531/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207444277
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 234acf019f4..b9ebbf439cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "136f4a82b61ee32ee260e3e682c75c22b8cdbcf6f0deb61fbff9f8e7d191487f",
-    git_commit = "cb80a1ed9fafc9274f031adca4ec5b754ac93f2a",
+    sha256 = "05b7eadfc52cd1e4c2d9c0a71fd5348a18b69abc4f923e31e39292b7a7f1a41b",
+    git_commit = "c42013f103ab8f6588cff1a8e59bc1ef81435bcc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b696a225ac1dc0bb3d3aeb1c0c8c4165332f5eb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 00:02:11 -0700
Subject: [PATCH 0532/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207497976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9ebbf439cc..3f09bf9a79f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05b7eadfc52cd1e4c2d9c0a71fd5348a18b69abc4f923e31e39292b7a7f1a41b",
-    git_commit = "c42013f103ab8f6588cff1a8e59bc1ef81435bcc",
+    sha256 = "e2d697f536cf710ea1579c1eb3465df8ab5563e1e09216114570397ae77e3407",
+    git_commit = "91f75c8ca776f058d5cb7eb01b5c8e537256507b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 826c329759ded293adc88fc7656bbd33c91f321f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 04:02:44 -0700
Subject: [PATCH 0533/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207521791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f09bf9a79f..b15d78481c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2d697f536cf710ea1579c1eb3465df8ab5563e1e09216114570397ae77e3407",
-    git_commit = "91f75c8ca776f058d5cb7eb01b5c8e537256507b",
+    sha256 = "53c49ce8ce28aacb921b951aab84f04a61f11a8a7bed7676ed1efc534682a09f",
+    git_commit = "e70f94ee089abbb9eb70361b5cdef55aa9beb18b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a95978f55a2f8e09ac8d9aa61ab35c23da5e5b1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 09:02:49 -0700
Subject: [PATCH 0534/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207553345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b15d78481c8..01ea4b88b13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53c49ce8ce28aacb921b951aab84f04a61f11a8a7bed7676ed1efc534682a09f",
-    git_commit = "e70f94ee089abbb9eb70361b5cdef55aa9beb18b",
+    sha256 = "926df228a3827903c74e5febb5dbb321276aeff8305760470df4449542be0ec0",
+    git_commit = "2b8df9f4064d5cf21786ebc9da4d800233d1afa6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 67af1349e6ed47ab9c56335112c00a64e4c63d33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 10:00:41 -0700
Subject: [PATCH 0535/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207561938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01ea4b88b13..6561ddae306 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "926df228a3827903c74e5febb5dbb321276aeff8305760470df4449542be0ec0",
-    git_commit = "2b8df9f4064d5cf21786ebc9da4d800233d1afa6",
+    sha256 = "b025d91835d7c0da304d2ee64303814cdbd5ed5e6206f45e6e65806a3ef2c8a2",
+    git_commit = "291f29b794bd0b782f4d8717bd29bda206060457",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dda62179ebc32ee6f63fc8b621d398a1647cd858 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 11:02:09 -0700
Subject: [PATCH 0536/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207573133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6561ddae306..64b3c05df2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b025d91835d7c0da304d2ee64303814cdbd5ed5e6206f45e6e65806a3ef2c8a2",
-    git_commit = "291f29b794bd0b782f4d8717bd29bda206060457",
+    sha256 = "203ab03b356de10408d4455cc2f6fb6aa337e7c57238f99d19ddf40e6fa99bbb",
+    git_commit = "643eec88fa70f4c0a7bee59cfb7eaacb1ddb415c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b60860b3c9d3df9f741ac5a4517f72e598a16bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 12:01:38 -0700
Subject: [PATCH 0537/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207584110
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64b3c05df2e..f74e560b392 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "203ab03b356de10408d4455cc2f6fb6aa337e7c57238f99d19ddf40e6fa99bbb",
-    git_commit = "643eec88fa70f4c0a7bee59cfb7eaacb1ddb415c",
+    sha256 = "002df6a6c0889c7e3daea13566e76d790aedb3c9633a066940621b43419365a8",
+    git_commit = "915cf10d4bcbb51f079f6841aeaf876b430a920b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9053805e8cd728c4dfbeaef05e1505fab9171c1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 13:01:45 -0700
Subject: [PATCH 0538/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207593400
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f74e560b392..fb7050c4ea2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "002df6a6c0889c7e3daea13566e76d790aedb3c9633a066940621b43419365a8",
-    git_commit = "915cf10d4bcbb51f079f6841aeaf876b430a920b",
+    sha256 = "35412aae2adabbed7395a322b31070ec36783754ee5be070b966696a0ae45741",
+    git_commit = "1282e2b6fbb5f3ce9745402922a84291786ec62d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 110845a40a6670067aa7cc24ed889ea829999063 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 14:01:54 -0700
Subject: [PATCH 0539/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207603607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb7050c4ea2..7b6547672e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35412aae2adabbed7395a322b31070ec36783754ee5be070b966696a0ae45741",
-    git_commit = "1282e2b6fbb5f3ce9745402922a84291786ec62d",
+    sha256 = "dc4bffeb38b8df736a4bea125df8535905f61134679eb7d3445c6fd8d47a0382",
+    git_commit = "598f043fee12daf711cd65f36487483c722a489d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ab1372b0a2537cde1d4597f7468dce9bcbdc0ee5 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 6 Aug 2018 14:18:35 -0700
Subject: [PATCH 0540/8103] o Restructure test to start one model server for
 every unique   variation of model server flags (model name, path and other  
 params). This results in majority of the tests (all predict/  
 classify/regress over grpc and rest) sharing the same server   and executing
 faster. This change shaves off ~15-20 seconds   in overall test run.

o Add retry for REST API calls.

PiperOrigin-RevId: 207606701
---
 .../tensorflow_model_server_test.py           | 267 +++++++++---------
 1 file changed, 138 insertions(+), 129 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 0d89e78c4d5..4312a86d928 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -77,23 +77,111 @@ def WaitForServerReady(port):
         break
 
 
-def CallREST(name, url, req):
+def CallREST(name, url, req, max_attempts=60):
   """Returns HTTP response body from a REST API call."""
-  print 'Sending {} request to {} with data:\n{}'.format(name, url, req)
-  resp = urllib2.urlopen(urllib2.Request(url, data=json.dumps(req)))
-  resp_data = resp.read()
-  print 'Received response:\n{}'.format(resp_data)
-  resp.close()
-  return resp_data
+  for attempt in range(max_attempts):
+    try:
+      print 'Attempt {}: Sending {} request to {} with data:\n{}'.format(
+          attempt, name, url, req)
+      resp = urllib2.urlopen(urllib2.Request(url, data=json.dumps(req)))
+      resp_data = resp.read()
+      print 'Received response:\n{}'.format(resp_data)
+      resp.close()
+      return resp_data
+    except Exception as e:  # pylint: disable=broad-except
+      print 'Failed attempt {}. Error: {}'.format(attempt, e)
+      if attempt == max_attempts - 1:
+        raise
+      print 'Retrying...'
+      time.sleep(1)
 
 
 class TensorflowModelServerTest(tf.test.TestCase):
   """This class defines integration test cases for tensorflow_model_server."""
 
-  def __TestSrcDirPath(self, relative_path=''):
+  @staticmethod
+  def __TestSrcDirPath(relative_path=''):
     return os.path.join(os.environ['TEST_SRCDIR'],
                         'tf_serving/tensorflow_serving', relative_path)
 
+  @staticmethod
+  def GetArgsKey(*args, **kwargs):
+    return args + tuple(sorted(kwargs.items()))
+
+  # Maps string key -> 2-tuple of 'host:port' string.
+  model_servers_dict = {}
+
+  @staticmethod
+  def RunServer(model_name,
+                model_path,
+                model_config_file=None,
+                batching_parameters_file=None,
+                grpc_channel_arguments='',
+                wait_for_server_ready=True,
+                pipe=None):
+    """Run tensorflow_model_server using test config.
+
+    A unique instance of server is started for each set of arguments.
+    If called with same arguments, handle to an existing server is
+    returned.
+
+    Args:
+      model_name: Name of model.
+      model_path: Path to model.
+      model_config_file: Path to model config file.
+      batching_parameters_file: Path to batching parameters.
+      grpc_channel_arguments: Custom gRPC args for server.
+      wait_for_server_ready: Wait for gRPC port to be ready.
+      pipe: subpipe.PIPE object to read stderr from server.
+
+    Returns:
+      3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
+
+    Raises:
+      ValueError: when both model_path and config_file is empty.
+    """
+    args_key = TensorflowModelServerTest.GetArgsKey(**locals())
+    if args_key in TensorflowModelServerTest.model_servers_dict:
+      return TensorflowModelServerTest.model_servers_dict[args_key]
+    port = PickUnusedPort()
+    rest_api_port = PickUnusedPort()
+    print('Starting test server on port: {} for model_name: '
+          '{}/model_config_file: {}'.format(port, model_name,
+                                            model_config_file))
+    command = os.path.join(
+        TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
+        'tensorflow_model_server')
+    command += ' --port=' + str(port)
+    command += ' --rest_api_port=' + str(rest_api_port)
+    command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
+
+    if model_config_file:
+      command += ' --model_config_file=' + model_config_file
+    elif model_path:
+      command += ' --model_name=' + model_name
+      command += ' --model_base_path=' + model_path
+    else:
+      raise ValueError('Both model_config_file and model_path cannot be empty!')
+
+    if batching_parameters_file:
+      command += ' --enable_batching'
+      command += ' --batching_parameters_file=' + batching_parameters_file
+    if grpc_channel_arguments:
+      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
+    print command
+    proc = subprocess.Popen(shlex.split(command), stderr=pipe)
+    atexit.register(proc.kill)
+    print 'Server started'
+    if wait_for_server_ready:
+      WaitForServerReady(port)
+    hostports = (
+        proc,
+        'localhost:' + str(port),
+        'localhost:' + str(rest_api_port),
+    )
+    TensorflowModelServerTest.model_servers_dict[args_key] = hostports
+    return hostports
+
   def __BuildModelConfigFile(self):
     """Write a config file to disk for use in tests.
 
@@ -111,8 +199,8 @@ def __BuildModelConfigFile(self):
 
   def setUp(self):
     """Sets up integration test parameters."""
-    self.binary_dir = self.__TestSrcDirPath('model_servers')
-    self.testdata_dir = self.__TestSrcDirPath('servables/tensorflow/testdata')
+    self.testdata_dir = TensorflowModelServerTest.__TestSrcDirPath(
+        'servables/tensorflow/testdata')
     self.temp_dir = tf.test.get_temp_dir()
     self.server_proc = None
     self.__BuildModelConfigFile()
@@ -121,59 +209,6 @@ def tearDown(self):
     """Deletes created configuration file."""
     os.remove(self._GetGoodModelConfigFile())
 
-  def TerminateProcs(self):
-    """Terminate all processes."""
-    print 'Terminating all processes...'
-    if self.server_proc is not None:
-      self.server_proc.terminate()
-
-  def RunServer(self,
-                port,
-                model_name,
-                model_path,
-                batching_parameters_file='',
-                grpc_channel_arguments='',
-                wait_for_server_ready=True,
-                rest_api_port=None):
-    """Run tensorflow_model_server using test config."""
-    print 'Starting test server...'
-    command = os.path.join(self.binary_dir, 'tensorflow_model_server')
-    command += ' --port=' + str(port)
-    command += ' --model_name=' + model_name
-    command += ' --model_base_path=' + model_path
-    if batching_parameters_file:
-      command += ' --enable_batching'
-      command += ' --batching_parameters_file=' + batching_parameters_file
-    if grpc_channel_arguments:
-      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
-    if rest_api_port:
-      command += ' --rest_api_port=' + str(rest_api_port)
-      command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
-    print command
-    self.server_proc = subprocess.Popen(shlex.split(command))
-    print 'Server started'
-    if wait_for_server_ready:
-      WaitForServerReady(port)
-    return 'localhost:' + str(port)
-
-  def RunServerWithModelConfigFile(self,
-                                   port,
-                                   model_config_file,
-                                   pipe=None,
-                                   wait_for_server_ready=True):
-    """Run tensorflow_model_server using test config."""
-    print 'Starting test server...'
-    command = os.path.join(self.binary_dir, 'tensorflow_model_server')
-    command += ' --port=' + str(port)
-    command += ' --model_config_file=' + model_config_file
-
-    print command
-    self.server_proc = subprocess.Popen(shlex.split(command), stderr=pipe)
-    print 'Server started'
-    if wait_for_server_ready:
-      WaitForServerReady(port)
-    return 'localhost:' + str(port)
-
   def VerifyPredictRequest(self,
                            model_server_address,
                            expected_output,
@@ -273,10 +308,8 @@ def _VerifyModelSpec(self,
   def testGetModelStatus(self):
     """Test ModelService.GetModelStatus implementation."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
 
     print 'Sending GetModelStatus request...'
     # Send request
@@ -294,10 +327,8 @@ def testGetModelStatus(self):
   def testClassify(self):
     """Test PredictionService.Classify implementation."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
 
     print 'Sending Classify request...'
     # Prepare request
@@ -325,10 +356,8 @@ def testClassify(self):
   def testRegress(self):
     """Test PredictionService.Regress implementation."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
 
     print 'Sending Regress request...'
     # Prepare request
@@ -354,12 +383,8 @@ def testRegress(self):
   def testMultiInference(self):
     """Test PredictionService.MultiInference implementation."""
     model_path = self._GetSavedModelBundlePath()
-    enable_batching = False
-
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path,
-                                          enable_batching)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
 
     print 'Sending MultiInference request...'
     # Prepare request
@@ -392,22 +417,23 @@ def testMultiInference(self):
                             request.tasks[i].model_spec.signature_name,
                             self._GetModelVersion(model_path))
 
-  def _TestPredict(self,
-                   model_path,
-                   batching_parameters_file='',
-                   signature_name=
-                   signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+  def _TestPredict(
+      self,
+      model_path,
+      batching_parameters_file=None,
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
     """Helper method to test prediction.
 
     Args:
       model_path:      Path to the model on disk.
-      batching_parameters_file: Batching parameters file to use (if left empty,
+      batching_parameters_file: Batching parameters file to use (if None
                                 batching is not enabled).
       signature_name: Signature name to expect in the PredictResponse.
     """
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path, batching_parameters_file)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default',
+        model_path,
+        batching_parameters_file=batching_parameters_file)[1]
     expected_version = self._GetModelVersion(model_path)
     self.VerifyPredictRequest(model_server_address, expected_output=3.0,
                               expected_version=expected_version,
@@ -435,15 +461,13 @@ def testPredictUpconvertedSavedModel(self):
 
   def _TestBadModel(self):
     """Helper method to test against a bad model export."""
-    atexit.register(self.TerminateProcs)
     # Both SessionBundle and SavedModel use the same bad model path, but in the
     # case of SavedModel, the export will get up-converted to a SavedModel.
     # As the bad model will prevent the server from becoming ready, we set the
     # wait_for_server_ready param to False to avoid blocking/timing out.
     model_path = os.path.join(self.testdata_dir, 'bad_half_plus_two'),
-    model_server_address = self.RunServer(PickUnusedPort(), 'default',
-                                          model_path,
-                                          wait_for_server_ready=False)
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path, wait_for_server_ready=False)[1]
     with self.assertRaises(grpc.RpcError) as ectxt:
       self.VerifyPredictRequest(
           model_server_address, expected_output=3.0,
@@ -458,9 +482,8 @@ def _TestBadModelUpconvertedSavedModel(self):
 
   def testGoodModelConfig(self):
     """Test server configuration from file works with valid configuration."""
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServerWithModelConfigFile(
-        PickUnusedPort(), self._GetGoodModelConfigFile())
+    model_server_address = TensorflowModelServerTest.RunServer(
+        None, None, model_config_file=self._GetGoodModelConfigFile())[1]
 
     self.VerifyPredictRequest(
         model_server_address, model_name='half_plus_two', expected_output=3.0,
@@ -482,27 +505,25 @@ def testGoodModelConfig(self):
 
   def testBadModelConfig(self):
     """Test server model configuration from file fails for invalid file."""
-    atexit.register(self.TerminateProcs)
-    self.RunServerWithModelConfigFile(
-        PickUnusedPort(),
-        self._GetBadModelConfigFile(),
+    proc = TensorflowModelServerTest.RunServer(
+        None,
+        None,
+        model_config_file=self._GetBadModelConfigFile(),
         pipe=subprocess.PIPE,
-        wait_for_server_ready=False)
+        wait_for_server_ready=False)[0]
 
     error_message = (
         'Invalid protobuf file: \'%s\'') % self._GetBadModelConfigFile()
-    self.assertNotEqual(self.server_proc.stderr, None)
-    self.assertGreater(self.server_proc.stderr.read().find(error_message), -1)
+    self.assertNotEqual(proc.stderr, None)
+    self.assertGreater(proc.stderr.read().find(error_message), -1)
 
   def testGoodGrpcChannelArgs(self):
     """Test server starts with grpc_channel_arguments specified."""
-    atexit.register(self.TerminateProcs)
-    model_server_address = self.RunServer(
-        PickUnusedPort(),
+    model_server_address = TensorflowModelServerTest.RunServer(
         'default',
         self._GetSavedModelBundlePath(),
         grpc_channel_arguments=
-        'grpc.max_connection_age_ms=2000,grpc.lb_policy_name=grpclb')
+        'grpc.max_connection_age_ms=2000,grpc.lb_policy_name=grpclb')[1]
     self.VerifyPredictRequest(
         model_server_address,
         expected_output=3.0,
@@ -513,15 +534,11 @@ def testGoodGrpcChannelArgs(self):
   def testClassifyREST(self):
     """Test Classify implementation over REST API."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    rest_api_port = PickUnusedPort()
-    model_server_address = self.RunServer(
-        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
 
     # Prepare request
-    url = 'http://{}:{}/v1/models/default:classify'.format(
-        model_server_address.split(':')[0], rest_api_port)
+    url = 'http://{}:{}/v1/models/default:classify'.format(host, port)
     json_req = {'signature_name': 'classify_x_to_y', 'examples': [{'x': 2.0}]}
 
     # Send request
@@ -537,15 +554,11 @@ def testClassifyREST(self):
   def testRegressREST(self):
     """Test Regress implementation over REST API."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    rest_api_port = PickUnusedPort()
-    model_server_address = self.RunServer(
-        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
 
     # Prepare request
-    url = 'http://{}:{}/v1/models/default:regress'.format(
-        model_server_address.split(':')[0], rest_api_port)
+    url = 'http://{}:{}/v1/models/default:regress'.format(host, port)
     json_req = {'signature_name': 'regress_x_to_y', 'examples': [{'x': 2.0}]}
 
     # Send request
@@ -561,15 +574,11 @@ def testRegressREST(self):
   def testPredictREST(self):
     """Test Predict implementation over REST API."""
     model_path = self._GetSavedModelBundlePath()
-
-    atexit.register(self.TerminateProcs)
-    rest_api_port = PickUnusedPort()
-    model_server_address = self.RunServer(
-        PickUnusedPort(), 'default', model_path, rest_api_port=rest_api_port)
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
 
     # Prepare request
-    url = 'http://{}:{}/v1/models/default:predict'.format(
-        model_server_address.split(':')[0], rest_api_port)
+    url = 'http://{}:{}/v1/models/default:predict'.format(host, port)
     json_req = {'instances': [2.0, 3.0, 4.0]}
 
     # Send request

From bc36ed149fcc327c14db647275686e17fc1f9b9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 15:01:23 -0700
Subject: [PATCH 0541/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207614551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b6547672e9..c4fac4f1a08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc4bffeb38b8df736a4bea125df8535905f61134679eb7d3445c6fd8d47a0382",
-    git_commit = "598f043fee12daf711cd65f36487483c722a489d",
+    sha256 = "a435a51112f3f81acb4e2b46c0d1e4667d7cd44e019dda2c582ef1b9bd4eb6e9",
+    git_commit = "410094f7d392f3c0a384aa5caa310d9452ef6587",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 40612ed4ac2c68b7cc604a2b9f8a28c4b64e812a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 16:03:04 -0700
Subject: [PATCH 0542/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207624876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4fac4f1a08..78e77e9580c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a435a51112f3f81acb4e2b46c0d1e4667d7cd44e019dda2c582ef1b9bd4eb6e9",
-    git_commit = "410094f7d392f3c0a384aa5caa310d9452ef6587",
+    sha256 = "dc1eeb78461ac83abd2670c9db48951ff6e4c23f36ed892aa2e3188731e93088",
+    git_commit = "9eacf865fac500480f3c2708539e6c6893f2a36a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9d7dcaafe9e5f513abdaf2764c33ac18120ab14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 17:01:50 -0700
Subject: [PATCH 0543/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207633740
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78e77e9580c..4d8aeb521b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc1eeb78461ac83abd2670c9db48951ff6e4c23f36ed892aa2e3188731e93088",
-    git_commit = "9eacf865fac500480f3c2708539e6c6893f2a36a",
+    sha256 = "f2703419c9810dabdccf6c87f920934cef2d6630f1abf8f22a8740497e57d7e3",
+    git_commit = "a802075bf3a54b1d3acf6dfca65ba902befd7bb2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0e79c4c17b1279091d81f79a8d315391c0ed9031 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 18:02:05 -0700
Subject: [PATCH 0544/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207641616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d8aeb521b6..4c377a9cd90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2703419c9810dabdccf6c87f920934cef2d6630f1abf8f22a8740497e57d7e3",
-    git_commit = "a802075bf3a54b1d3acf6dfca65ba902befd7bb2",
+    sha256 = "39b6ff6a9926d724ba0024057074b62a6b9deab46649b481972d6ee91640da48",
+    git_commit = "c9a4414100e4b802ef25ffd5b87a86c7113dfbdf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a342b95e514a59acd319c6b4aac8c516ea20c0c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 19:01:03 -0700
Subject: [PATCH 0545/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207647456
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c377a9cd90..a5690fb4af2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39b6ff6a9926d724ba0024057074b62a6b9deab46649b481972d6ee91640da48",
-    git_commit = "c9a4414100e4b802ef25ffd5b87a86c7113dfbdf",
+    sha256 = "ac911c5f9eed1830123f0b3983b1b67a04237154cb744d56f7aae20a1b2c49c7",
+    git_commit = "56a82b00f461dc8bc2b3e8e63fa768144795a7b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4d65a13b487ee2cc9c06b8550dd14604edbba873 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 20:01:56 -0700
Subject: [PATCH 0546/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207651884
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5690fb4af2..4bf42914ccb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac911c5f9eed1830123f0b3983b1b67a04237154cb744d56f7aae20a1b2c49c7",
-    git_commit = "56a82b00f461dc8bc2b3e8e63fa768144795a7b2",
+    sha256 = "05d755abff7bdcfa3cfb5e513e828aecaf405f411c4ded812eda8ae180ad7795",
+    git_commit = "29b8358f51e2da1df50bc6b896f360994bc5eacf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 271b014308f16e0549a27f2ef54853a43e06e711 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 21:04:20 -0700
Subject: [PATCH 0547/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207656913
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bf42914ccb..ab371e929e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05d755abff7bdcfa3cfb5e513e828aecaf405f411c4ded812eda8ae180ad7795",
-    git_commit = "29b8358f51e2da1df50bc6b896f360994bc5eacf",
+    sha256 = "67ac2c0df7f154449fb1f36229abaf708f6593109220c6f7972c5fdde5b17bb1",
+    git_commit = "69c6ec9c6f4aa3300833d48a9713403e52078007",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 89e5dc6b33ca7b19e3970d5e5943fe5343320d1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Aug 2018 22:01:26 -0700
Subject: [PATCH 0548/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207660863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab371e929e0..7efe8d1c6c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67ac2c0df7f154449fb1f36229abaf708f6593109220c6f7972c5fdde5b17bb1",
-    git_commit = "69c6ec9c6f4aa3300833d48a9713403e52078007",
+    sha256 = "d98e4c35ce6aec683889068faa84be81a9731352342863c1c2b52a08508ef48a",
+    git_commit = "7585a44b0164e234ad6b6c3b99632fb28b7023e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1284ef6ccd31ed0b373878bf3f2d560d264490ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 00:01:20 -0700
Subject: [PATCH 0549/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207668994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7efe8d1c6c0..588ae904836 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d98e4c35ce6aec683889068faa84be81a9731352342863c1c2b52a08508ef48a",
-    git_commit = "7585a44b0164e234ad6b6c3b99632fb28b7023e8",
+    sha256 = "a0d0fc5edf7d88c599bd97302aa4c4bd3c808e6e27711a9618c4c9e99f8d4721",
+    git_commit = "bd3f56b6adcc5303e5fff36bb64c9ef5e0195baf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 01e8b411371e6c34c9703f5a66ddb50278d6459b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 01:04:14 -0700
Subject: [PATCH 0550/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207674650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 588ae904836..6f9afb50633 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0d0fc5edf7d88c599bd97302aa4c4bd3c808e6e27711a9618c4c9e99f8d4721",
-    git_commit = "bd3f56b6adcc5303e5fff36bb64c9ef5e0195baf",
+    sha256 = "9804187b1ad2ceea865cee1fec260c5de2282a6776d72506b04f3876281dd9cd",
+    git_commit = "f055fb23b726baef93b887d378f4539ad524146f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bc0cf7875ba12ff126642e45e09265f373d4dd6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 02:01:15 -0700
Subject: [PATCH 0551/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207680131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f9afb50633..437c00216c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9804187b1ad2ceea865cee1fec260c5de2282a6776d72506b04f3876281dd9cd",
-    git_commit = "f055fb23b726baef93b887d378f4539ad524146f",
+    sha256 = "ea649260aa7b338360e44c19053fd8e54701b200898b9e5f443868a218333a76",
+    git_commit = "3160e12b38fefdae961737a0d8fb0a7993ca4c50",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8555d887e5b2f379616d933c3a78d796fd84cbbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 03:01:54 -0700
Subject: [PATCH 0552/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207687330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 437c00216c3..01c25d84693 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea649260aa7b338360e44c19053fd8e54701b200898b9e5f443868a218333a76",
-    git_commit = "3160e12b38fefdae961737a0d8fb0a7993ca4c50",
+    sha256 = "9289b7b0d0bc7bc596a1693d6cef833061acd6fa631be3cc6e096326e2221b92",
+    git_commit = "256183b62e60ce8814c62bdd84e265ed22166969",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0e25111d1db7ab1e7fb02dda68d8d1e54e8dcad1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 04:02:44 -0700
Subject: [PATCH 0553/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207692634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01c25d84693..159d29ecfbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9289b7b0d0bc7bc596a1693d6cef833061acd6fa631be3cc6e096326e2221b92",
-    git_commit = "256183b62e60ce8814c62bdd84e265ed22166969",
+    sha256 = "9d1fa75b06f0ffb2faf85a3e22b3d584f1257cf6274417558021e94295ea3aba",
+    git_commit = "f126d1d812ae54e3912f50743dd0ed6cfa7f6dfb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f858fe604e7ba0da12ba8918b5b069bce37029cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 05:01:39 -0700
Subject: [PATCH 0554/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207697229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 159d29ecfbb..2eeca1cee43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d1fa75b06f0ffb2faf85a3e22b3d584f1257cf6274417558021e94295ea3aba",
-    git_commit = "f126d1d812ae54e3912f50743dd0ed6cfa7f6dfb",
+    sha256 = "a74375c00da9f01764955073f29b0ab45b37a1f140981e59b39c0c16abb1f8a7",
+    git_commit = "aed8f42bafabf11c5d92ce4109a5e0408b31f9c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 81317123ac9a6c2aa6cdf7626e67a68b407ce9a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 09:02:26 -0700
Subject: [PATCH 0555/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207723858
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2eeca1cee43..aaf4b296a29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a74375c00da9f01764955073f29b0ab45b37a1f140981e59b39c0c16abb1f8a7",
-    git_commit = "aed8f42bafabf11c5d92ce4109a5e0408b31f9c5",
+    sha256 = "7fe02cd327acca9ce84c36dc9cf44eb62825f3caee62fa41febe07a2ce90eb18",
+    git_commit = "a1a370cb8b8ef43996a275b64ada81f9cb32e743",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6e8da5ddfc2cda1529bf85f8485a1eda354b2cc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 10:01:36 -0700
Subject: [PATCH 0556/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207733250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aaf4b296a29..4b59f9e5c9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fe02cd327acca9ce84c36dc9cf44eb62825f3caee62fa41febe07a2ce90eb18",
-    git_commit = "a1a370cb8b8ef43996a275b64ada81f9cb32e743",
+    sha256 = "2db6b1a4e0fce7a898e4593153a73b00edbcbe1c47a2348ba0ce1353e7e1242a",
+    git_commit = "7f666bb652063874134ed60b77edb4ddc85ec488",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 596f8d85a85d081ab48e2be23fb9a295485d393b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 11:01:04 -0700
Subject: [PATCH 0557/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207744984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b59f9e5c9b..46368e54235 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2db6b1a4e0fce7a898e4593153a73b00edbcbe1c47a2348ba0ce1353e7e1242a",
-    git_commit = "7f666bb652063874134ed60b77edb4ddc85ec488",
+    sha256 = "3b1f5c89a92a19e8abbd225167a1ccf875a0e2d799a977715b4eca63f2dfa59b",
+    git_commit = "7446059bc9066b47ee1d1dc0abaa826f39a13aac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 199145beaa5f6f6a222127e32c409eb88ef0a88b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 12:03:39 -0700
Subject: [PATCH 0558/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207756504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46368e54235..1b991d56a24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b1f5c89a92a19e8abbd225167a1ccf875a0e2d799a977715b4eca63f2dfa59b",
-    git_commit = "7446059bc9066b47ee1d1dc0abaa826f39a13aac",
+    sha256 = "a8d6a067d80bd1b08263546cba2803abf077f45f3d3a49bd08a1410e29de1d9d",
+    git_commit = "f545b67f8e250a03e01f1926e1c2429696a7246f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80ca0d2ba4b9240a58d5351a06b228fcdedac376 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 13:01:24 -0700
Subject: [PATCH 0559/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207765124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b991d56a24..ac54f83a3e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8d6a067d80bd1b08263546cba2803abf077f45f3d3a49bd08a1410e29de1d9d",
-    git_commit = "f545b67f8e250a03e01f1926e1c2429696a7246f",
+    sha256 = "552cc6ed4290c9381a99619e94e0d76ff96be815b109d2d2fe43b594c64f7b43",
+    git_commit = "c3d1f4bc30c2cc5e0999ac2b0f04d41d607cb1fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 46c58ec82bc77ac7898bb8990584d5384485c62c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 14:02:37 -0700
Subject: [PATCH 0560/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207775442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac54f83a3e2..64f7ae632cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "552cc6ed4290c9381a99619e94e0d76ff96be815b109d2d2fe43b594c64f7b43",
-    git_commit = "c3d1f4bc30c2cc5e0999ac2b0f04d41d607cb1fe",
+    sha256 = "3b7169ce8dc465ef8138859379660b4725f068b15ec201cb20f5b25b884abd14",
+    git_commit = "2e2486adedb5164b82b0c2fcb8b1d27f987c1428",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aee9b07888c8429b2b437a783128977a05b1990f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 15:02:22 -0700
Subject: [PATCH 0561/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207786289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64f7ae632cb..cae4f087882 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b7169ce8dc465ef8138859379660b4725f068b15ec201cb20f5b25b884abd14",
-    git_commit = "2e2486adedb5164b82b0c2fcb8b1d27f987c1428",
+    sha256 = "dd2fab72e6c92a8cb62263b00605a7cbdc732e85c604c64f603af98e37d28acc",
+    git_commit = "452f995e2c23cbd67c14b15b678bb3a352212633",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1634e437e462563c35b78008032225a13c4cee8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 16:02:02 -0700
Subject: [PATCH 0562/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207796393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cae4f087882..fb85eb9784c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd2fab72e6c92a8cb62263b00605a7cbdc732e85c604c64f603af98e37d28acc",
-    git_commit = "452f995e2c23cbd67c14b15b678bb3a352212633",
+    sha256 = "8c4d4cd14e6d5d055278b130af86827d5b4956aa9825137991ba42dd5726e439",
+    git_commit = "ff8f6371d9670101b5dfc5eb8cef118547d78dcc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3055cc5d2187971540d5978a3baf070e43c3b44a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 17:01:58 -0700
Subject: [PATCH 0563/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207805785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb85eb9784c..e771c5cbd39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c4d4cd14e6d5d055278b130af86827d5b4956aa9825137991ba42dd5726e439",
-    git_commit = "ff8f6371d9670101b5dfc5eb8cef118547d78dcc",
+    sha256 = "1939ad6f1110c9dde93cadb1478bcd3f324e82147e1b4639b807aaa4e7634010",
+    git_commit = "0cae77919613b15ec5ba4db167966ba21e969fd8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 74b53602e4ba2a71f27d28913c823bb6285a7bc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 18:01:24 -0700
Subject: [PATCH 0564/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207813466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e771c5cbd39..29bf1520c8e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1939ad6f1110c9dde93cadb1478bcd3f324e82147e1b4639b807aaa4e7634010",
-    git_commit = "0cae77919613b15ec5ba4db167966ba21e969fd8",
+    sha256 = "9c9a5149eb3e682d94c4905b9f55d1658b78a3f199b3ef353b63b6c6e31a1b62",
+    git_commit = "75ee9f5e9bc04c312363d9c0836dd9c3851ead64",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 591682a77d564843a5ecfa19ed743846bf250963 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 19:01:43 -0700
Subject: [PATCH 0565/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207819462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29bf1520c8e..c2e505eb680 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c9a5149eb3e682d94c4905b9f55d1658b78a3f199b3ef353b63b6c6e31a1b62",
-    git_commit = "75ee9f5e9bc04c312363d9c0836dd9c3851ead64",
+    sha256 = "3cdbdf3a9792cb2b045e7a9e2d93e77f715c2d62bc52c9454bee750c44d567b5",
+    git_commit = "9febcf6927f07ef04febe6625e0a0fff47ad4d3c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 81958802d80471ed64b441a1767fc7ef8b383d4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 20:04:46 -0700
Subject: [PATCH 0566/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207824058
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2e505eb680..0afd370a6aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cdbdf3a9792cb2b045e7a9e2d93e77f715c2d62bc52c9454bee750c44d567b5",
-    git_commit = "9febcf6927f07ef04febe6625e0a0fff47ad4d3c",
+    sha256 = "6044ed81dd0438882b87337a3f8bdfeab1fb625d8e57208567c062dfde64fa7f",
+    git_commit = "be9e098112284611a68b2d4b332f8029d9cbffac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e208ce25de827f8c1cf48d2b68312f79fafdfd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 21:01:03 -0700
Subject: [PATCH 0567/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207828303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0afd370a6aa..84e808a1a94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6044ed81dd0438882b87337a3f8bdfeab1fb625d8e57208567c062dfde64fa7f",
-    git_commit = "be9e098112284611a68b2d4b332f8029d9cbffac",
+    sha256 = "f46594bb6551d3068a6001829702170a38b6a00768bee572284d7297a70be81f",
+    git_commit = "38e507f7666f6be34e6eb58bac3fb9140544f925",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 119cb9666f79e32f0488bde52530569e9924c90e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Aug 2018 22:01:53 -0700
Subject: [PATCH 0568/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207832752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84e808a1a94..ccae9b29d4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f46594bb6551d3068a6001829702170a38b6a00768bee572284d7297a70be81f",
-    git_commit = "38e507f7666f6be34e6eb58bac3fb9140544f925",
+    sha256 = "c7cae5cb7cd2a62a2262215dbea8d1cf3db5de9a8f7610008947a2be578cc4d4",
+    git_commit = "35847b960fe59c0e2e5371db55041a62b65dbb37",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2a5e8d19bc0ab2fd1bac3a07f9b6b2bf07a2b36a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 00:01:31 -0700
Subject: [PATCH 0569/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207840734
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ccae9b29d4e..35e23e29623 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7cae5cb7cd2a62a2262215dbea8d1cf3db5de9a8f7610008947a2be578cc4d4",
-    git_commit = "35847b960fe59c0e2e5371db55041a62b65dbb37",
+    sha256 = "766ecf10a08d412c9765b430c4e7b6d83692c10f579f7ada2fa8c2d956cf3043",
+    git_commit = "9c161fa8e869dd8e982a0b38ee540f251f52c3ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6d7ed80538f9ddc711b1fdfa00c750342ecc7bb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 01:01:40 -0700
Subject: [PATCH 0570/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207845814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35e23e29623..de57a05170d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "766ecf10a08d412c9765b430c4e7b6d83692c10f579f7ada2fa8c2d956cf3043",
-    git_commit = "9c161fa8e869dd8e982a0b38ee540f251f52c3ab",
+    sha256 = "6edc9c25ede3c152332b55ca5f25ca4400f46c12ad7f40f0d4b5b678f12f32c3",
+    git_commit = "2abc4f0fb7fa464a6aa97df91ec5cd1097197376",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5bcb390e195727fe5b8bbc5c19f18538f84f158a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 02:01:14 -0700
Subject: [PATCH 0571/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207851179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de57a05170d..a4424fe97c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6edc9c25ede3c152332b55ca5f25ca4400f46c12ad7f40f0d4b5b678f12f32c3",
-    git_commit = "2abc4f0fb7fa464a6aa97df91ec5cd1097197376",
+    sha256 = "9c775a8eb7406582dd6ad241a83776f168773948bf3945ca7b43c06397e6a2c1",
+    git_commit = "cf9d596881ea4ce2c95a5fe6bbac34e322a2b0ea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3d83f2ecbd64ddc62c28ac68ded236cb1c66739f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 03:01:35 -0700
Subject: [PATCH 0572/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207858203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4424fe97c5..7b3036ec4fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c775a8eb7406582dd6ad241a83776f168773948bf3945ca7b43c06397e6a2c1",
-    git_commit = "cf9d596881ea4ce2c95a5fe6bbac34e322a2b0ea",
+    sha256 = "01ef647dc6fe61c4ae689c3ce5615914abda56df0ee1dab29278a027e7c82ffe",
+    git_commit = "cedefe895e53bd38a624feb55f950cb4a3679de6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa0010a7a49e126bb850399d115a7dde374e7118 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 04:01:45 -0700
Subject: [PATCH 0573/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207863171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b3036ec4fa..1fc7681b64d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01ef647dc6fe61c4ae689c3ce5615914abda56df0ee1dab29278a027e7c82ffe",
-    git_commit = "cedefe895e53bd38a624feb55f950cb4a3679de6",
+    sha256 = "55d4f7ca8c1db95a2f38371727dfa94d2d6a868ee4a1ff7c9f4e62928fe9c390",
+    git_commit = "de537122fbd1a49a44bd71e3a24c7b4d4d23c24c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f8a607a11035732c3a3287cdd1ce2cb46856459b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 05:03:08 -0700
Subject: [PATCH 0574/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207867619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fc7681b64d..3f19bdba775 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55d4f7ca8c1db95a2f38371727dfa94d2d6a868ee4a1ff7c9f4e62928fe9c390",
-    git_commit = "de537122fbd1a49a44bd71e3a24c7b4d4d23c24c",
+    sha256 = "9bb45fb21503db5b71ac0971b9399629b37456ad6cace93c38f4d135b764b0be",
+    git_commit = "15f1fa14a3fd4b63e18539836f6036fef024fce7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a173809f40b81299a79663d757a02ba201381e97 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 8 Aug 2018 07:00:36 -0700
Subject: [PATCH 0575/8103] Add old/beta gRPC API signature and route it to GA
 gRPC API. This prevents breaking existing clients, along with a warning that
 in (near) furture the old API will be removed.

PiperOrigin-RevId: 207878049
---
 .../apis/prediction_service_pb2.py            |  22 +-
 tensorflow_serving/model_servers/BUILD        |  21 +
 .../tensorflow_model_server_beta_grpc_test.py | 380 ++++++++++++++++++
 3 files changed, 421 insertions(+), 2 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py

diff --git a/tensorflow_serving/apis/prediction_service_pb2.py b/tensorflow_serving/apis/prediction_service_pb2.py
index 16d79da857c..0fa8ef05083 100644
--- a/tensorflow_serving/apis/prediction_service_pb2.py
+++ b/tensorflow_serving/apis/prediction_service_pb2.py
@@ -12,11 +12,15 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ==============================================================================
-# Generated by the protocol buffer compiler.  DO NOT EDIT!
-# source: tensorflow_serving/apis/prediction_service.proto
+#
 # To regenerate run
 # python -m grpc.tools.protoc --python_out=. --grpc_python_out=. -I. tensorflow_serving/apis/prediction_service.proto
 
+### @@AUTOGENERATED SECTION STARTS HERE@@
+
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: tensorflow_serving/apis/prediction_service.proto
+
 import sys
 _b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
 from google.protobuf import descriptor as _descriptor
@@ -112,3 +116,17 @@
 DESCRIPTOR.services_by_name['PredictionService'] = _PREDICTIONSERVICE
 
 # @@protoc_insertion_point(module_scope)
+
+### @@AUTOGENERATED SECTION ENDS HERE@@
+
+
+def beta_create_PredictionService_stub(channel):
+  import warnings
+  from tensorflow_serving.apis import prediction_service_pb2_grpc
+  warnings.simplefilter('default')
+  warnings.warn(
+      'beta_create_PredictionService_stub() method is deprecated. '
+      'This method will be removed in near future versions of TF '
+      'Serving. Please switch to GA gRPC API in '
+      'prediction_service_pb2_grpc.', DeprecationWarning)
+  return prediction_service_pb2_grpc.PredictionServiceStub(channel._channel)
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index b47c698e74b..d67e8ed1429 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -343,6 +343,27 @@ py_test(
     ],
 )
 
+py_test(
+    name = "tensorflow_model_server_beta_grpc_test",
+    size = "medium",
+    srcs = ["tensorflow_model_server_beta_grpc_test.py"],
+    data = [
+        ":tensorflow_model_server",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+        #"//tensorflow_serving/servables/tensorflow/testdata:batching_config.txt",
+        "//tensorflow_serving/servables/tensorflow/testdata:good_model_config.txt",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/assets/foo.txt",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/saved_model.pb",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
+    ],
+    tags = ["notsan"],
+    deps = [
+        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
 py_binary(
     name = "tensorflow_model_server_test_client",
     srcs = ["tensorflow_model_server_test_client.py"],
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
new file mode 100644
index 00000000000..00a9b32fb39
--- /dev/null
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
@@ -0,0 +1,380 @@
+# Copyright 2016 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+#!/usr/bin/env python2.7
+"""Minimal sanity tests for tensorflow_model_server with beta gRPC APIs."""
+
+import atexit
+import os
+import shlex
+import socket
+import subprocess
+import sys
+import time
+
+# This is a placeholder for a Google-internal import.
+
+from grpc.beta import implementations
+import tensorflow as tf
+
+from tensorflow.core.framework import types_pb2
+from tensorflow.python.platform import flags
+from tensorflow.python.saved_model import signature_constants
+from tensorflow_serving.apis import classification_pb2
+from tensorflow_serving.apis import inference_pb2
+from tensorflow_serving.apis import predict_pb2
+from tensorflow_serving.apis import prediction_service_pb2
+from tensorflow_serving.apis import regression_pb2
+
+FLAGS = flags.FLAGS
+
+RPC_TIMEOUT = 5.0
+CHANNEL_WAIT_TIMEOUT = 5.0
+WAIT_FOR_SERVER_READY_INT_SECS = 60
+
+
+def PickUnusedPort():
+  s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM)
+  s.bind(('', 0))
+  port = s.getsockname()[1]
+  s.close()
+  return port
+
+
+def WaitForServerReady(port):
+  """Waits for a server on the localhost to become ready."""
+  for _ in range(0, WAIT_FOR_SERVER_READY_INT_SECS):
+    time.sleep(1)
+    request = predict_pb2.PredictRequest()
+    request.model_spec.name = 'intentionally_missing_model'
+
+    try:
+      # Send empty request to missing model
+      channel = implementations.insecure_channel('localhost', port)
+      stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
+      stub.Predict(request, RPC_TIMEOUT)
+    except Exception as e:  # pylint: disable=broad-except
+      # Missing model error will have details containing 'Servable'
+      if 'Servable' in e.details():
+        print 'Server is ready'
+        break
+
+
+class TensorflowModelServerTest(tf.test.TestCase):
+  """This class defines integration test cases for tensorflow_model_server."""
+
+  @staticmethod
+  def __TestSrcDirPath(relative_path=''):
+    return os.path.join(os.environ['TEST_SRCDIR'],
+                        'tf_serving/tensorflow_serving', relative_path)
+
+  @staticmethod
+  def GetArgsKey(*args, **kwargs):
+    return args + tuple(sorted(kwargs.items()))
+
+  # Maps string key -> 2-tuple of 'host:port' string.
+  model_servers_dict = {}
+
+  @staticmethod
+  def RunServer(model_name,
+                model_path,
+                model_config_file=None,
+                batching_parameters_file=None,
+                grpc_channel_arguments='',
+                wait_for_server_ready=True,
+                pipe=None):
+    """Run tensorflow_model_server using test config.
+
+    A unique instance of server is started for each set of arguments.
+    If called with same arguments, handle to an existing server is
+    returned.
+
+    Args:
+      model_name: Name of model.
+      model_path: Path to model.
+      model_config_file: Path to model config file.
+      batching_parameters_file: Path to batching parameters.
+      grpc_channel_arguments: Custom gRPC args for server.
+      wait_for_server_ready: Wait for gRPC port to be ready.
+      pipe: subpipe.PIPE object to read stderr from server.
+
+    Returns:
+      3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
+
+    Raises:
+      ValueError: when both model_path and config_file is empty.
+    """
+    args_key = TensorflowModelServerTest.GetArgsKey(**locals())
+    if args_key in TensorflowModelServerTest.model_servers_dict:
+      return TensorflowModelServerTest.model_servers_dict[args_key]
+    port = PickUnusedPort()
+    print('Starting test server on port: {} for model_name: '
+          '{}/model_config_file: {}'.format(port, model_name,
+                                            model_config_file))
+    command = os.path.join(
+        TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
+        'tensorflow_model_server')
+    command += ' --port=' + str(port)
+
+    if model_config_file:
+      command += ' --model_config_file=' + model_config_file
+    elif model_path:
+      command += ' --model_name=' + model_name
+      command += ' --model_base_path=' + model_path
+    else:
+      raise ValueError('Both model_config_file and model_path cannot be empty!')
+
+    if batching_parameters_file:
+      command += ' --enable_batching'
+      command += ' --batching_parameters_file=' + batching_parameters_file
+    if grpc_channel_arguments:
+      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
+    print command
+    proc = subprocess.Popen(shlex.split(command), stderr=pipe)
+    atexit.register(proc.kill)
+    print 'Server started'
+    if wait_for_server_ready:
+      WaitForServerReady(port)
+    hostports = (proc, 'localhost:' + str(port), None)
+    TensorflowModelServerTest.model_servers_dict[args_key] = hostports
+    return hostports
+
+  def __BuildModelConfigFile(self):
+    """Write a config file to disk for use in tests.
+
+    Substitutes placeholder for test directory with test directory path
+    in the configuration template file and writes it out to another file
+    used by the test.
+    """
+    with open(self._GetGoodModelConfigTemplate(), 'r') as template_file:
+      config = template_file.read().replace('${TEST_HALF_PLUS_TWO_DIR}',
+                                            self._GetSavedModelBundlePath())
+      config = config.replace('${TEST_HALF_PLUS_THREE_DIR}',
+                              self._GetSavedModelHalfPlusThreePath())
+    with open(self._GetGoodModelConfigFile(), 'w') as config_file:
+      config_file.write(config)
+
+  def setUp(self):
+    """Sets up integration test parameters."""
+    self.testdata_dir = TensorflowModelServerTest.__TestSrcDirPath(
+        'servables/tensorflow/testdata')
+    self.temp_dir = tf.test.get_temp_dir()
+    self.server_proc = None
+    self.__BuildModelConfigFile()
+
+  def tearDown(self):
+    """Deletes created configuration file."""
+    os.remove(self._GetGoodModelConfigFile())
+
+  def _MakeStub(self, hostport):
+    """Returns a gRPC stub using beta gRPC API."""
+    host, port = hostport.split(':')
+    channel = implementations.insecure_channel(host, int(port))
+    return prediction_service_pb2.beta_create_PredictionService_stub(channel)
+
+  def VerifyPredictRequest(self,
+                           model_server_address,
+                           expected_output,
+                           expected_version,
+                           model_name='default',
+                           specify_output=True,
+                           signature_name=
+                           signature_constants.
+                           DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+    """Send PredictionService.Predict request and verify output."""
+    print 'Sending Predict request...'
+    # Prepare request
+    request = predict_pb2.PredictRequest()
+    request.model_spec.name = model_name
+    request.inputs['x'].dtype = types_pb2.DT_FLOAT
+    request.inputs['x'].float_val.append(2.0)
+    dim = request.inputs['x'].tensor_shape.dim.add()
+    dim.size = 1
+
+    if specify_output:
+      request.output_filter.append('y')
+    # Send request
+    result = self._MakeStub(model_server_address).Predict(request, RPC_TIMEOUT)
+
+    # Verify response
+    self.assertTrue('y' in result.outputs)
+    self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
+    self.assertEquals(1, len(result.outputs['y'].float_val))
+    self.assertEquals(expected_output, result.outputs['y'].float_val[0])
+    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
+                          signature_name, expected_version)
+
+  def _GetSavedModelBundlePath(self):
+    """Returns a path to a model in SavedModel format."""
+    return os.path.join(os.environ['TEST_SRCDIR'], 'tf_serving/external/org_tensorflow/tensorflow/',
+                        'cc/saved_model/testdata/half_plus_two')
+
+  def _GetModelVersion(self, model_path):
+    """Returns version of SavedModel/SessionBundle in given path.
+
+    This method assumes there is exactly one directory with an 'int' valued
+    directory name under `model_path`.
+
+    Args:
+      model_path: A string representing path to the SavedModel/SessionBundle.
+
+    Returns:
+      version of SavedModel/SessionBundle in given path.
+    """
+    return int(os.listdir(model_path)[0])
+
+  def _GetSavedModelHalfPlusThreePath(self):
+    """Returns a path to a half_plus_three model in SavedModel format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
+
+  def _GetSessionBundlePath(self):
+    """Returns a path to a model in SessionBundle format."""
+    return os.path.join(self.testdata_dir, 'half_plus_two')
+
+  def _GetGoodModelConfigTemplate(self):
+    """Returns a path to a working configuration file template."""
+    return os.path.join(self.testdata_dir, 'good_model_config.txt')
+
+  def _GetGoodModelConfigFile(self):
+    """Returns a path to a working configuration file."""
+    return os.path.join(self.temp_dir, 'good_model_config.conf')
+
+  def _VerifyModelSpec(self,
+                       actual_model_spec,
+                       exp_model_name,
+                       exp_signature_name,
+                       exp_version):
+    """Verifies model_spec matches expected model name, signature, version.
+
+    Args:
+      actual_model_spec: An instance of ModelSpec proto.
+      exp_model_name: A string that represents expected model name.
+      exp_signature_name: A string that represents expected signature.
+      exp_version: An integer that represents expected version.
+
+    Returns:
+      None.
+    """
+    self.assertEquals(actual_model_spec.name, exp_model_name)
+    self.assertEquals(actual_model_spec.signature_name, exp_signature_name)
+    self.assertEquals(actual_model_spec.version.value, exp_version)
+
+  def testClassify(self):
+    """Test PredictionService.Classify implementation."""
+    model_path = self._GetSavedModelBundlePath()
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
+
+    print 'Sending Classify request...'
+    # Prepare request
+    request = classification_pb2.ClassificationRequest()
+    request.model_spec.name = 'default'
+    request.model_spec.signature_name = 'classify_x_to_y'
+
+    example = request.input.example_list.examples.add()
+    example.features.feature['x'].float_list.value.extend([2.0])
+
+    # Send request
+    result = self._MakeStub(model_server_address).Classify(request, RPC_TIMEOUT)
+
+    # Verify response
+    self.assertEquals(1, len(result.result.classifications))
+    self.assertEquals(1, len(result.result.classifications[0].classes))
+    expected_output = 3.0
+    self.assertEquals(expected_output,
+                      result.result.classifications[0].classes[0].score)
+    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
+                          request.model_spec.signature_name,
+                          self._GetModelVersion(model_path))
+
+  def testRegress(self):
+    """Test PredictionService.Regress implementation."""
+    model_path = self._GetSavedModelBundlePath()
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
+
+    print 'Sending Regress request...'
+    # Prepare request
+    request = regression_pb2.RegressionRequest()
+    request.model_spec.name = 'default'
+    request.model_spec.signature_name = 'regress_x_to_y'
+
+    example = request.input.example_list.examples.add()
+    example.features.feature['x'].float_list.value.extend([2.0])
+
+    # Send request
+    result = self._MakeStub(model_server_address).Regress(request, RPC_TIMEOUT)
+
+    # Verify response
+    self.assertEquals(1, len(result.result.regressions))
+    expected_output = 3.0
+    self.assertEquals(expected_output, result.result.regressions[0].value)
+    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
+                          request.model_spec.signature_name,
+                          self._GetModelVersion(model_path))
+
+  def testMultiInference(self):
+    """Test PredictionService.MultiInference implementation."""
+    model_path = self._GetSavedModelBundlePath()
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
+
+    print 'Sending MultiInference request...'
+    # Prepare request
+    request = inference_pb2.MultiInferenceRequest()
+    request.tasks.add().model_spec.name = 'default'
+    request.tasks[0].model_spec.signature_name = 'regress_x_to_y'
+    request.tasks[0].method_name = 'tensorflow/serving/regress'
+    request.tasks.add().model_spec.name = 'default'
+    request.tasks[1].model_spec.signature_name = 'classify_x_to_y'
+    request.tasks[1].method_name = 'tensorflow/serving/classify'
+
+    example = request.input.example_list.examples.add()
+    example.features.feature['x'].float_list.value.extend([2.0])
+
+    # Send request
+    result = self._MakeStub(model_server_address).MultiInference(
+        request, RPC_TIMEOUT)
+
+    # Verify response
+    self.assertEquals(2, len(result.results))
+    expected_output = 3.0
+    self.assertEquals(expected_output,
+                      result.results[0].regression_result.regressions[0].value)
+    self.assertEquals(expected_output, result.results[
+        1].classification_result.classifications[0].classes[0].score)
+    for i in xrange(2):
+      self._VerifyModelSpec(result.results[i].model_spec,
+                            request.tasks[i].model_spec.name,
+                            request.tasks[i].model_spec.signature_name,
+                            self._GetModelVersion(model_path))
+
+  def testPredict(self):
+    """Test PredictionService.Predict implementation with SavedModel."""
+    model_path = self._GetSavedModelBundlePath()
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
+    expected_version = self._GetModelVersion(model_path)
+    signature_name = signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
+    self.VerifyPredictRequest(model_server_address, expected_output=3.0,
+                              expected_version=expected_version,
+                              signature_name=signature_name)
+    self.VerifyPredictRequest(
+        model_server_address, expected_output=3.0, specify_output=False,
+        expected_version=expected_version, signature_name=signature_name)
+
+
+if __name__ == '__main__':
+  tf.test.main()

From 72f47975d98b352359e27d555c0be9d234948429 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 09:01:09 -0700
Subject: [PATCH 0576/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207892694
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f19bdba775..e75412eb51b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bb45fb21503db5b71ac0971b9399629b37456ad6cace93c38f4d135b764b0be",
-    git_commit = "15f1fa14a3fd4b63e18539836f6036fef024fce7",
+    sha256 = "3f0c9c7bc850a344a75fe9fa0e6c3d2a67891649ee92889cb5ee416c09b37f75",
+    git_commit = "a26e1ef08db82be225837b6323fb45062c56caf2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ae28a133d5d942b8bcddee0f668ef1892adaedce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 10:03:16 -0700
Subject: [PATCH 0577/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207902745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e75412eb51b..84bc1ffa1cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f0c9c7bc850a344a75fe9fa0e6c3d2a67891649ee92889cb5ee416c09b37f75",
-    git_commit = "a26e1ef08db82be225837b6323fb45062c56caf2",
+    sha256 = "694b6987ba9dc8fcb03cf2762bd7569f1681b513d786159d75ecc0375cd1a74a",
+    git_commit = "7b0760feae2b0a291b28d7304952b4cf32e8f5a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5becf2d7c5ba66f6f2d2a2bc7e8f872bc6df5a40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 11:01:08 -0700
Subject: [PATCH 0578/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207913399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84bc1ffa1cf..88186db5aa0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "694b6987ba9dc8fcb03cf2762bd7569f1681b513d786159d75ecc0375cd1a74a",
-    git_commit = "7b0760feae2b0a291b28d7304952b4cf32e8f5a1",
+    sha256 = "d1078301eeeaca204a50984a5268093ac38b660decfa8b591d9b7c88e3634729",
+    git_commit = "152c5563ca2474ec9394442086e53b26b41e0773",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 580296a8efb633954c346774bbd8d458823800ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 12:01:06 -0700
Subject: [PATCH 0579/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207923780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88186db5aa0..77a11d382bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1078301eeeaca204a50984a5268093ac38b660decfa8b591d9b7c88e3634729",
-    git_commit = "152c5563ca2474ec9394442086e53b26b41e0773",
+    sha256 = "6bf3204b011a2139c2918f3533b733cbac6bfe67ff8f6b89a380906f215a8429",
+    git_commit = "4a4ae62c75f1de3455c3adea96802d22c7e986e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b58c82a09630bdae0c18859d59cbeb838c01b294 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 13:01:19 -0700
Subject: [PATCH 0580/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207932620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77a11d382bb..c48e4afa9fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bf3204b011a2139c2918f3533b733cbac6bfe67ff8f6b89a380906f215a8429",
-    git_commit = "4a4ae62c75f1de3455c3adea96802d22c7e986e3",
+    sha256 = "98d3585632ebb594b719c63dade5d673e22ec16c39c0fb73b0acd020c05aad3c",
+    git_commit = "42b61fbd380a7b6c3912e5a91ff09738ace7073c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6264241bce9944c5ae23c93a6d6176e98710719d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 14:01:25 -0700
Subject: [PATCH 0581/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207941868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c48e4afa9fa..4bb9d65f5fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98d3585632ebb594b719c63dade5d673e22ec16c39c0fb73b0acd020c05aad3c",
-    git_commit = "42b61fbd380a7b6c3912e5a91ff09738ace7073c",
+    sha256 = "637a87e27d826596413285e88c0608f4ca7b9fc3ea1503bd6b2644ae44e64d5e",
+    git_commit = "054b0463ebd748b7fe41e5ac22337c8df0ed9821",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 31481c7dfc074cac0ec0303c20b5926505e936fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 15:01:51 -0700
Subject: [PATCH 0582/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207951706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bb9d65f5fa..4b0f881eb41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "637a87e27d826596413285e88c0608f4ca7b9fc3ea1503bd6b2644ae44e64d5e",
-    git_commit = "054b0463ebd748b7fe41e5ac22337c8df0ed9821",
+    sha256 = "e40549385c4c15e9fdb1436fb67158e997670b9c53ef016857d0bc2b9019a6f8",
+    git_commit = "99ae68bba52bb6338af06f37bb104128d7af6fb4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5e2bbcd22e62dbc78d491acfb11e35d3b34013f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 16:01:32 -0700
Subject: [PATCH 0583/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207961453
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b0f881eb41..532ae8cfcc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e40549385c4c15e9fdb1436fb67158e997670b9c53ef016857d0bc2b9019a6f8",
-    git_commit = "99ae68bba52bb6338af06f37bb104128d7af6fb4",
+    sha256 = "d1039b16052fa2cb639ed013a9826533d5a55e05f72706a561ff8525319a06b2",
+    git_commit = "8f283eaa394147437bb85aa81b375cc37cb9fab4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 78dfb79cf6c007c31e4d20979abe38fecc955b84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 17:02:34 -0700
Subject: [PATCH 0584/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207970313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 532ae8cfcc2..985e59a9f1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1039b16052fa2cb639ed013a9826533d5a55e05f72706a561ff8525319a06b2",
-    git_commit = "8f283eaa394147437bb85aa81b375cc37cb9fab4",
+    sha256 = "b2f7a82b0ad8f6b336edccaad53077627743c5be401dd8ac2a58c1247efa9eb4",
+    git_commit = "643d809b50127682bf5ef70b8871f929183d5a10",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80d1e7177b6749758f7c075ed5e3922fe035cd1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Aug 2018 18:01:45 -0700
Subject: [PATCH 0585/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 207977325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 985e59a9f1e..df97e2e8fde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2f7a82b0ad8f6b336edccaad53077627743c5be401dd8ac2a58c1247efa9eb4",
-    git_commit = "643d809b50127682bf5ef70b8871f929183d5a10",
+    sha256 = "8b2c1adc1820658e1863e51c5306643fc4082c8c4c5f475e31a5e3c0817dcb5f",
+    git_commit = "aacb29a4ab88f9fa27c3301977e7f2cc289a3976",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2decee2ffff5e13a27fca668ebd0941372d7f4de Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Thu, 9 Aug 2018 17:19:11 -0700
Subject: [PATCH 0586/8103] Add [Classify/Regress/etc.]WithModelSpec() methods,
 which enable passing a different model spec than the one embedded in an
 incoming RPC request.

PiperOrigin-RevId: 208137642
---
 .../model_servers/get_model_status_impl.cc    | 12 ++++++--
 .../model_servers/get_model_status_impl.h     |  6 ++++
 .../get_model_status_impl_test.cc             | 19 ++++++++++++
 .../tensorflow/classification_service.cc      | 14 +++++++--
 .../tensorflow/classification_service.h       |  8 +++++
 .../tensorflow/classification_service_test.cc | 22 ++++++++++++++
 .../tensorflow/get_model_metadata_impl.cc     | 29 ++++++++++++-------
 .../tensorflow/get_model_metadata_impl.h      |  7 +++++
 .../get_model_metadata_impl_test.cc           | 22 ++++++++++++++
 .../tensorflow/multi_inference_helper.cc      | 11 +++++--
 .../tensorflow/multi_inference_helper.h       |  7 +++++
 .../tensorflow/multi_inference_helper_test.cc | 22 ++++++++++++++
 .../servables/tensorflow/predict_impl.cc      | 13 +++++++--
 .../servables/tensorflow/predict_impl.h       |  7 +++++
 .../servables/tensorflow/predict_impl_test.cc | 22 ++++++++++++++
 .../tensorflow/regression_service.cc          | 14 +++++++--
 .../servables/tensorflow/regression_service.h |  8 +++++
 .../tensorflow/regression_service_test.cc     | 22 ++++++++++++++
 18 files changed, 242 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index 4580bd96f37..813e7119627 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -68,13 +68,19 @@ Status GetModelStatusImpl::GetModelStatus(ServerCore* core,
   if (!request.has_model_spec()) {
     return tensorflow::errors::InvalidArgument("Missing ModelSpec");
   }
+  return GetModelStatusWithModelSpec(core, request.model_spec(), request,
+                                     response);
+}
 
-  const string& model_name = request.model_spec().name();
+Status GetModelStatusImpl::GetModelStatusWithModelSpec(
+    ServerCore* core, const ModelSpec& model_spec,
+    const GetModelStatusRequest& request, GetModelStatusResponse* response) {
+  const string& model_name = model_spec.name();
   const ServableStateMonitor& monitor = *core->servable_state_monitor();
 
-  if (request.model_spec().has_version()) {
+  if (model_spec.has_version()) {
     // Only gets status for specified version of specified model.
-    const int64 version = request.model_spec().version().value();
+    const int64 version = model_spec.version().value();
     const ServableId id = {model_name, version};
     const optional<ServableState> opt_servable_state = monitor.GetState(id);
     if (!opt_servable_state) {
diff --git a/tensorflow_serving/model_servers/get_model_status_impl.h b/tensorflow_serving/model_servers/get_model_status_impl.h
index af4743a0727..a814dc685cd 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.h
+++ b/tensorflow_serving/model_servers/get_model_status_impl.h
@@ -32,6 +32,12 @@ class GetModelStatusImpl {
   static Status GetModelStatus(ServerCore* core,
                                const GetModelStatusRequest& request,
                                GetModelStatusResponse* response);
+
+  // Like GetModelStatus(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status GetModelStatusWithModelSpec(
+      ServerCore* core, const ModelSpec& model_spec,
+      const GetModelStatusRequest& request, GetModelStatusResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index f36cb152c51..9f8a22ce3ca 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -172,6 +172,25 @@ TEST_F(GetModelStatusImplTest, SingleVersionSuccess) {
   EXPECT_EQ("", response.model_version_status(0).status().error_message());
 }
 
+// Verifies that GetModelStatusWithModelSpec() uses the model spec override
+// rather than the one in the request.
+TEST_F(GetModelStatusImplTest, ModelSpecOverride) {
+  GetModelStatusRequest request;
+  request.mutable_model_spec()->set_name(kTestModelName);
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  GetModelStatusResponse response;
+  EXPECT_NE(
+      tensorflow::error::NOT_FOUND,
+      GetModelStatusImpl::GetModelStatus(GetServerCore(), request, &response)
+          .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            GetModelStatusImpl::GetModelStatusWithModelSpec(
+                GetServerCore(), model_spec_override, request, &response)
+                .code());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index 9d377c194d8..767280560f1 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -32,16 +32,24 @@ namespace serving {
 Status TensorflowClassificationServiceImpl::Classify(
     const RunOptions& run_options, ServerCore* core,
     const ClassificationRequest& request, ClassificationResponse* response) {
-  TRACELITERAL("TensorflowClassificationServiceImpl::Classify");
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
     return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
                               "Missing ModelSpec");
   }
 
+  return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
+                               response);
+}
+
+Status TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
+    const RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const ClassificationRequest& request,
+    ClassificationResponse* response) {
+  TRACELITERAL("TensorflowClassificationServiceImpl::ClassifyWithModelSpec");
+
   ServableHandle<SavedModelBundle> saved_model_bundle;
-  TF_RETURN_IF_ERROR(
-      core->GetServableHandle(request.model_spec(), &saved_model_bundle));
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &saved_model_bundle));
   return RunClassify(run_options, saved_model_bundle->meta_graph_def,
                      saved_model_bundle.id().version,
                      saved_model_bundle->session.get(), request, response);
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.h b/tensorflow_serving/servables/tensorflow/classification_service.h
index 9e2dab45c4c..94ee3159150 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.h
+++ b/tensorflow_serving/servables/tensorflow/classification_service.h
@@ -31,6 +31,14 @@ class TensorflowClassificationServiceImpl {
   static Status Classify(const RunOptions& run_options, ServerCore* core,
                          const ClassificationRequest& request,
                          ClassificationResponse* response);
+
+  // Like Classify(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status ClassifyWithModelSpec(const RunOptions& run_options,
+                                      ServerCore* core,
+                                      const ModelSpec& model_spec,
+                                      const ClassificationRequest& request,
+                                      ClassificationResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 03b13e02786..86c012d7500 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -168,6 +168,28 @@ TEST_F(ClassificationServiceTest, ClassificationSuccess) {
                   "}"));
 }
 
+// Verifies that ClassifyWithModelSpec() uses the model spec override rather
+// than the one in the request.
+TEST_F(ClassificationServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  ClassificationResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TensorflowClassificationServiceImpl::Classify(
+                RunOptions(), server_core_.get(), request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
+                RunOptions(), server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 508a71f2106..bc960b7c2ba 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -35,10 +35,6 @@ namespace {
 const string kSignatureDef = "signature_def";
 
 Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
-  if (!request.has_model_spec()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "Missing ModelSpec");
-  }
   if (request.metadata_field_size() == 0) {
     return tensorflow::Status(
         tensorflow::error::INVALID_ARGUMENT,
@@ -53,19 +49,19 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   return tensorflow::Status::OK();
 }
 
-Status SavedModelGetSignatureDef(ServerCore* core,
+Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
                                  const GetModelMetadataRequest& request,
                                  GetModelMetadataResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(request.model_spec(), &bundle));
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
   SignatureDefMap signature_def_map;
   for (const auto& signature : bundle->meta_graph_def.signature_def()) {
     (*signature_def_map.mutable_signature_def())[signature.first] =
         signature.second;
   }
-  auto model_spec = response->mutable_model_spec();
-  model_spec->set_name(bundle.id().name);
-  model_spec->mutable_version()->set_value(bundle.id().version);
+  auto response_model_spec = response->mutable_model_spec();
+  response_model_spec->set_name(bundle.id().name);
+  response_model_spec->mutable_version()->set_value(bundle.id().version);
 
   (*response->mutable_metadata())[kSignatureDef].PackFrom(signature_def_map);
   return tensorflow::Status::OK();
@@ -76,10 +72,23 @@ Status SavedModelGetSignatureDef(ServerCore* core,
 Status GetModelMetadataImpl::GetModelMetadata(
     ServerCore* core, const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
+                              "Missing ModelSpec");
+  }
+  return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
+                                       response);
+}
+
+Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
+    ServerCore* core, const ModelSpec& model_spec,
+    const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
   TF_RETURN_IF_ERROR(ValidateGetModelMetadataRequest(request));
   for (const auto& metadata_field : request.metadata_field()) {
     if (metadata_field == kSignatureDef) {
-      TF_RETURN_IF_ERROR(SavedModelGetSignatureDef(core, request, response));
+      TF_RETURN_IF_ERROR(
+          SavedModelGetSignatureDef(core, model_spec, request, response));
     } else {
       return tensorflow::errors::InvalidArgument(
           "MetadataField %s is not supported", metadata_field);
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
index c5cd7d0cae1..6981778935a 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
@@ -28,6 +28,13 @@ class GetModelMetadataImpl {
   static Status GetModelMetadata(ServerCore* core,
                                  const GetModelMetadataRequest& request,
                                  GetModelMetadataResponse* response);
+
+  // Like GetModelMetadata(), but uses 'model_spec' instead of the one embedded
+  // in 'request'.
+  static Status GetModelMetadataWithModelSpec(
+      ServerCore* core, const ModelSpec& model_spec,
+      const GetModelMetadataRequest& request,
+      GetModelMetadataResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index e0f993ccb74..ac761108e4b 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -207,6 +207,28 @@ TEST_P(GetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
           kDefaultServingSignatureDefKey)));
 }
 
+// Verifies that GetModelMetadataWithModelSpec() uses the model spec override
+// rather than the one in the request.
+TEST_P(GetModelMetadataImplTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<GetModelMetadataRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  request.add_metadata_field(kSignatureDef);
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  GetModelMetadataResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                   &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            GetModelMetadataImpl::GetModelMetadataWithModelSpec(
+                GetServerCore(), model_spec_override, request, &response)
+                .code());
+}
+
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
 INSTANTIATE_TEST_CASE_P(UseSavedModel, GetModelMetadataImplTest,
                         ::testing::Bool());
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
index a2beaaa00b2..3090ec771fe 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
@@ -38,9 +38,16 @@ Status RunMultiInferenceWithServerCore(const RunOptions& run_options,
                                        ServerCore* core,
                                        const MultiInferenceRequest& request,
                                        MultiInferenceResponse* response) {
+  return RunMultiInferenceWithServerCoreWithModelSpec(
+      run_options, core, GetModelSpecFromRequest(request), request, response);
+}
+
+Status RunMultiInferenceWithServerCoreWithModelSpec(
+    const RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const MultiInferenceRequest& request,
+    MultiInferenceResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
-  TF_RETURN_IF_ERROR(
-      core->GetServableHandle(GetModelSpecFromRequest(request), &bundle));
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
 
   return RunMultiInference(run_options, bundle->meta_graph_def,
                            bundle.id().version, bundle->session.get(),
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
index 729ca8aae9d..9f31026a5f5 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
@@ -31,6 +31,13 @@ Status RunMultiInferenceWithServerCore(const RunOptions& run_options,
                                        const MultiInferenceRequest& request,
                                        MultiInferenceResponse* response);
 
+// Like RunMultiInferenceWithServerCore(), but uses 'model_spec' instead of the
+// one(s) embedded in 'request'.
+Status RunMultiInferenceWithServerCoreWithModelSpec(
+    const RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const MultiInferenceRequest& request,
+    MultiInferenceResponse* response);
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index a925bc62683..b2a3e15f2ee 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -284,6 +284,28 @@ TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
+// Verifies that RunMultiInferenceWithServerCoreWithModelSpec() uses the model
+// spec override rather than the one in the request.
+TEST_F(MultiInferenceTest, ModelSpecOverride) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  MultiInferenceResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+                                            request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            RunMultiInferenceWithServerCoreWithModelSpec(
+                RunOptions(), GetServerCore(), model_spec_override, request,
+                &response)
+                .code());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index 8c6d7405a97..fd02d15d452 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -135,14 +135,23 @@ Status TensorflowPredictor::Predict(const RunOptions& run_options,
     return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
                               "Missing ModelSpec");
   }
+  return PredictWithModelSpec(run_options, core, request.model_spec(), request,
+                              response);
+}
+
+Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
+                                                 ServerCore* core,
+                                                 const ModelSpec& model_spec,
+                                                 const PredictRequest& request,
+                                                 PredictResponse* response) {
   if (use_saved_model_) {
     ServableHandle<SavedModelBundle> bundle;
-    TF_RETURN_IF_ERROR(core->GetServableHandle(request.model_spec(), &bundle));
+    TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
     return RunPredict(run_options, bundle->meta_graph_def, bundle.id().version,
                       bundle->session.get(), request, response);
   }
   ServableHandle<SessionBundle> bundle;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(request.model_spec(), &bundle));
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
   return SessionBundlePredict(run_options, bundle->meta_graph_def,
                               bundle.id().version, request, response,
                               bundle->session.get());
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.h b/tensorflow_serving/servables/tensorflow/predict_impl.h
index 38bf7398156..d61ddc62aa1 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.h
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.h
@@ -33,6 +33,13 @@ class TensorflowPredictor {
   Status Predict(const RunOptions& run_options, ServerCore* core,
                  const PredictRequest& request, PredictResponse* response);
 
+  // Like Predict(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  Status PredictWithModelSpec(const RunOptions& run_options, ServerCore* core,
+                              const ModelSpec& model_spec,
+                              const PredictRequest& request,
+                              PredictResponse* response);
+
  private:
   // If use_saved_model_ is true, a SavedModelBundle handle will be retrieved
   // from the ServerCore and the new SavedModel SignatureDef format will be
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 6a5f330f361..0c83d3cea33 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -484,6 +484,28 @@ TEST_P(PredictImplTest, PredictionWithCustomizedSignatures) {
   EXPECT_THAT(response, test_util::EqualsProto(expected_incr_counter_by));
 }
 
+// Verifies that PredictWithModelSpec() uses the model spec override rather than
+// the one in the request.
+TEST_P(PredictImplTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<PredictRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  TensorflowPredictor predictor(GetParam());
+  PredictResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            predictor.Predict(RunOptions(), GetServerCore(), request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            predictor
+                .PredictWithModelSpec(RunOptions(), GetServerCore(),
+                                      model_spec_override, request, &response)
+                .code());
+}
+
 // Test all PredictImplTest test cases with both SessionBundle and SavedModel.
 INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
 
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index 5602daeb787..9306015e42a 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -30,16 +30,24 @@ namespace serving {
 Status TensorflowRegressionServiceImpl::Regress(
     const RunOptions& run_options, ServerCore* core,
     const RegressionRequest& request, RegressionResponse* response) {
-  TRACELITERAL("TensorflowRegressionServiceImpl::Regress");
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
     return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
                               "Missing ModelSpec");
   }
 
+  return RegressWithModelSpec(run_options, core, request.model_spec(), request,
+                              response);
+}
+
+Status TensorflowRegressionServiceImpl::RegressWithModelSpec(
+    const RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const RegressionRequest& request,
+    RegressionResponse* response) {
+  TRACELITERAL("TensorflowRegressionServiceImpl::RegressWithModelSpec");
+
   ServableHandle<SavedModelBundle> saved_model_bundle;
-  TF_RETURN_IF_ERROR(
-      core->GetServableHandle(request.model_spec(), &saved_model_bundle));
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &saved_model_bundle));
   return RunRegress(run_options, saved_model_bundle->meta_graph_def,
                     saved_model_bundle.id().version,
                     saved_model_bundle->session.get(), request, response);
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.h b/tensorflow_serving/servables/tensorflow/regression_service.h
index 52770357949..f9f154f60c1 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.h
+++ b/tensorflow_serving/servables/tensorflow/regression_service.h
@@ -31,6 +31,14 @@ class TensorflowRegressionServiceImpl final {
   static Status Regress(const RunOptions& run_options, ServerCore* core,
                         const RegressionRequest& request,
                         RegressionResponse* response);
+
+  // Like Regress(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status RegressWithModelSpec(const RunOptions& run_options,
+                                     ServerCore* core,
+                                     const ModelSpec& model_spec,
+                                     const RegressionRequest& request,
+                                     RegressionResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index f6bdc8a6fc4..37b6ec4a643 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -167,6 +167,28 @@ TEST_F(RegressionServiceTest, RegressionSuccess) {
                                      "}"));
 }
 
+// Verifies that RegressWithModelSpec() uses the model spec override rather than
+// the one in the request.
+TEST_F(RegressionServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  RegressionResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TensorflowRegressionServiceImpl::Regress(
+                RunOptions(), server_core_.get(), request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TensorflowRegressionServiceImpl::RegressWithModelSpec(
+                RunOptions(), server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 2cad85d68e6e387976a1b80a45e4461856f7a187 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 09:01:14 -0700
Subject: [PATCH 0587/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208216862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df97e2e8fde..22c2dff9e35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b2c1adc1820658e1863e51c5306643fc4082c8c4c5f475e31a5e3c0817dcb5f",
-    git_commit = "aacb29a4ab88f9fa27c3301977e7f2cc289a3976",
+    sha256 = "fb7a526f29c92797f245c5ac6b95b7224c4d927010d2b4a8764f76cca57a8fe6",
+    git_commit = "56e4ea405d13125a3dcb6459019a83d12330bf84",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 98cf813610f6710bda6344cf567f9ad3e9315872 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 11:01:12 -0700
Subject: [PATCH 0588/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208236025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22c2dff9e35..02fc9eb373c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb7a526f29c92797f245c5ac6b95b7224c4d927010d2b4a8764f76cca57a8fe6",
-    git_commit = "56e4ea405d13125a3dcb6459019a83d12330bf84",
+    sha256 = "f62adeb2282e81c313077f1f033026b86d64c0b5aa373c08e577743c0e760f20",
+    git_commit = "9e6122e6ed1940909558086a5bb4ec3b1e0d71c2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8b4c1f3af19b1927ea8228dbb42d3f4787a0da47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 12:01:24 -0700
Subject: [PATCH 0589/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208246313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02fc9eb373c..b724f86c608 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f62adeb2282e81c313077f1f033026b86d64c0b5aa373c08e577743c0e760f20",
-    git_commit = "9e6122e6ed1940909558086a5bb4ec3b1e0d71c2",
+    sha256 = "0a4ac9ee67806b110ec54279f932b6bf0b33944971e765aa9230387dfca8f24f",
+    git_commit = "729caa48a34683cd38bb14c48bb63e8cddc88d60",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7eddd91f21cf36cb8fd9269d4a75bf51ecd7d3e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 13:02:46 -0700
Subject: [PATCH 0590/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208255033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b724f86c608..2a7b81b822c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a4ac9ee67806b110ec54279f932b6bf0b33944971e765aa9230387dfca8f24f",
-    git_commit = "729caa48a34683cd38bb14c48bb63e8cddc88d60",
+    sha256 = "45794fc5e8c52eac52f60cfa8dcfa042580d421935ae79eb65484d01d5e5328e",
+    git_commit = "d2bec062040bfa083195c06deef56981c6f0f946",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5b945a6824ccdfdcb9eaec34df9332d406c9bb0d Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 10 Aug 2018 13:44:56 -0700
Subject: [PATCH 0591/8103] Add GPU serving instructions to Docker instructions

PiperOrigin-RevId: 208261230
---
 tensorflow_serving/g3doc/docker.md | 132 ++++++++++++++++++++++++++---
 1 file changed, 120 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 634e67789af..6b0bf44b9f5 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -28,16 +28,16 @@ docker pull tensorflow/serving
 
 This will pull down an minimal Docker image with TensorFlow Serving installed.
 
-See the Docker Hub [tensorflow/serving
-repo](http://hub.docker.com/r/tensorflow/serving/tags/) for other versions of
-images you can pull.
+See the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
+other versions of images you can pull.
 
 ### Serving example
 
 Once you have pulled the serving image, you can try serving an example model.
 
-We will use a toy model called `Half Plus Three`, which will predict values `0.5 * x + 3`
-for the values we provide for prediction.
+We will use a toy model called `Half Plus Two`, which generates `0.5 * x + 2`
+for the values of `x` we provide for prediction.
 
 To get this model, first clone the TensorFlow Serving repo.
 
@@ -52,8 +52,10 @@ the REST API port (8501):
 
 ```shell
 docker run -p 8501:8501 \
--v /tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three:/models/half_plus_three \
--e MODEL_NAME=half_plus_three -t tensorflow/serving &
+--mount type=bind,\
+source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu,\
+target=/models/half_plus_two \
+-e MODEL_NAME=half_plus_two -t tensorflow/serving &
 ```
 
 This will run the docker container and launch the TensorFlow Serving Model
@@ -64,7 +66,7 @@ as an environment variable, which will be important when we query the model.
 To query the model using the predict API, you can run
 
 ```shell
-curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_two:predict
 ```
 
 NOTE: Older versions of Windows and other systems without curl can download it
@@ -73,7 +75,100 @@ NOTE: Older versions of Windows and other systems without curl can download it
 This should return a set of values:
 
 ```json
-{ "predictions": [3.5, 4.0, 5.5] }
+{ "predictions": [2.5, 3.0, 4.5] }
+```
+
+More information on using the RESTful API can be found [here](api_rest.md).
+
+## Serving with Docker using your GPU
+
+### Install nvidia-docker
+
+Before serving with a GPU, in addition to
+[installing Docker](#installing_docker), you will need:
+
+*   Up-to-date [NVIDIA drivers](http://www.nvidia.com/drivers) for your system
+*   `nvidia-docker`: You can follow the
+    [installation instructions here](https://github.com/NVIDIA/nvidia-docker#quick-start)
+
+### Pulling a GPU serving image
+
+Once you have `nvidia-docker` installed, you can pull the latest TensorFlow
+Serving GPU docker image by running:
+
+```shell
+docker pull tensorflow/serving:latest-gpu
+```
+
+This will pull down an minimal Docker image with TensorFlow Serving built for
+running on GPUs installed.
+
+See the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
+other versions of images you can pull.
+
+### GPU Serving example
+
+Once you have pulled the GPU serving image, you can try serving an example
+model.
+
+We will use a toy model called `Half Plus Two`, which generates `0.5 * x + 2`
+for the values of `x` we provide for prediction. This model will have ops bound
+to the GPU device, and will not run on the CPU.
+
+To get this model, first clone the TensorFlow Serving repo.
+
+```shell
+mkdir -p /tmp/tfserving
+cd /tmp/tfserving
+git clone --depth=1 https://github.com/tensorflow/serving
+```
+
+Next, run the TensorFlow Serving container pointing it to this model and opening
+the REST API port (8501):
+
+```shell
+docker run --runtime=nvidia -p 8501:8501 \
+--mount type=bind,\
+source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
+target=/models/half_plus_two \
+-e MODEL_NAME=half_plus_two -t tensorflow/serving:latest-gpu &
+```
+
+This will run the docker container with the GPU build and launch the TensorFlow
+Serving Model Server, bind the REST API port 8501, and map our desired model
+from our host to where models are expected in the container. We also pass the
+name of the model as an environment variable, which will be important when we
+query the model.
+
+TIP: Before querying the model, be sure to wait till you see a message like the
+following, indicating that the server is ready to receive requests:
+
+```shell
+2018-07-27 00:07:20.773693: I tensorflow_serving/model_servers/main.cc:333]
+Exporting HTTP/REST API at:localhost:8501 ...
+```
+
+To query the model using the predict API, you can run
+
+```shell
+$ curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+```
+
+NOTE: Older versions of Windows and other systems without curl can download it
+[here](https://curl.haxx.se/download.html).
+
+This should return a set of values:
+
+```json
+{ "predictions": [2.5, 3.0, 4.5] }
+```
+
+TIP: Trying to run the GPU model on a machine without a GPU or without a working
+GPU build of TensorFlow Model Server will result in an error that looks like:
+
+```shell
+Cannot assign a device for operation 'a': Operation was explicitly assigned to /device:GPU:0
 ```
 
 More information on using the RESTful API can be found [here](api_rest.md).
@@ -96,9 +191,9 @@ support, use:
 docker pull tensorflow/serving:latest-devel-gpu
 ```
 
-See the Docker Hub [tensorflow/serving
-repo](http://hub.docker.com/r/tensorflow/serving/tags/) for other versions of
-images you can pull.
+See the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
+other versions of images you can pull.
 
 ### Development example
 
@@ -132,6 +227,10 @@ We currently maintain the following Dockerfiles:
 *   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
     which is a minimal VM with TensorFlow Serving installed.
 
+*   [`Dockerfile.gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+    which is a minimal VM with TensorFlow Serving with GPU support to be used
+    with `nvidia-docker`.
+
 *   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
     which is a minimal VM with all of the dependencies needed to build
     TensorFlow Serving.
@@ -151,6 +250,12 @@ running the Docker build command:
 docker build --pull -t $USER/tensorflow-serving .
 ```
 
+`Dockerfile.gpu`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-gpu -f Dockerfile.gpu .
+```
+
 `Dockerfile.devel`:
 
 ```shell
@@ -189,5 +294,8 @@ To run the container opening the gRPC port (8500):
 docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
 ```
 
+TIP: If you're running a GPU image, be sure to run using the NVIDIA runtime
+[`--runtime=nvidia`](https://github.com/NVIDIA/nvidia-docker#quick-start).
+
 From here, you can follow the instructions for
 [testing a development environment](#testing-the-development-environment).

From 14cf6dfb1f911057765852c8bfdb5cb335e040f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 14:01:27 -0700
Subject: [PATCH 0592/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208263738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a7b81b822c..5c56a7e807e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45794fc5e8c52eac52f60cfa8dcfa042580d421935ae79eb65484d01d5e5328e",
-    git_commit = "d2bec062040bfa083195c06deef56981c6f0f946",
+    sha256 = "533a2e6e88f8d336ba504f73dfd58b6b6b43356f85632f5fde76da507b9ee50d",
+    git_commit = "e35dc3ad3a0536a0fdacec50ec8aea95e5c087da",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 70a402cca6aeffb8320a068e486eec5d6f03ebb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 15:01:32 -0700
Subject: [PATCH 0593/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208273865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c56a7e807e..a6b92c4c0aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "533a2e6e88f8d336ba504f73dfd58b6b6b43356f85632f5fde76da507b9ee50d",
-    git_commit = "e35dc3ad3a0536a0fdacec50ec8aea95e5c087da",
+    sha256 = "d90fd5dbff74f06b53c8c7101de84f5b4d5ead57c8408ed040dbb39f4269899f",
+    git_commit = "db294c86cc299d5fc8c5cbf089b07e59723a4664",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b02b67226ddb6331e8219548d40b8f8ce9246726 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 16:01:09 -0700
Subject: [PATCH 0594/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208283058
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6b92c4c0aa..0c62bd681fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d90fd5dbff74f06b53c8c7101de84f5b4d5ead57c8408ed040dbb39f4269899f",
-    git_commit = "db294c86cc299d5fc8c5cbf089b07e59723a4664",
+    sha256 = "5804f956d4797f3bc2b7841d532f83967ec8302583c065c2e99ba53645ec91ff",
+    git_commit = "3d0edd130c137088d7815e1f3e67719d05fd9ab1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From be6d01404687c09e3921233846a331bfac08137c Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 10 Aug 2018 16:23:54 -0700
Subject: [PATCH 0595/8103] Update Release Notes

PiperOrigin-RevId: 208286522
---
 RELEASE.md | 31 +++++++++++++++++++++++++++++++
 1 file changed, 31 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 2afa7bd3357..7c71d34790a 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,34 @@
+# Release 1.10.0
+
+# Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* TensorFlow Serving API now uses gRPC's GA release. The beta gRPC API has been deprecated, and will be removed in a future version of TensorFlow Serving. Please update your gRPC client code ([sample](https://github.com/tensorflow/serving/commit/aa35cfdb24016f6d88f82c53d45c8ce9fa550499#diff-e7d756a12c65a8b5ac90229b23523023))
+* Docker images for GPU are built against NCCL 2.2, in following with Tensorflow 1.10.
+
+## Bug Fixes and Other Changes
+
+* Built against TensorFlow 1.10.
+* Added GPU serving Docker image.
+* Repo cloning and shell prompt in example readme.
+* Updated Docker instructions.
+* Updated min Bazel version (0.15.0).
+* Convert TF_CHECK_OKs to TF_ASSERT_OK in some unit tests.
+* Remove error suppression (.IgnoreError()) from BasicManager.
+* Add new bazel_in_docker.sh tool for doing hermetic bazel builds.
+* Fix erroneous formatting of numbers in REST API output that are larger than 6 digits.
+* Add support for Python 3 while also compatible with Python 2.7 in mnist_saved_model.py.
+* Fix an incorrect link to Dockerfile.devel-gpu.
+* Add util for get model status.
+* Adding support for secure channel to ModelServer.
+* Add version output to model server binary.
+* Change ServerRequestLogger::Update to only create new and delete old loggers if needed.
+* Have the Model Server interpret specific hard-coded model version labels "stable" and "canary" as the smallest and largest version#, respectively.
+* Add half_plus_two CPU and GPU models to test data.
+
 # Release 0.4.0
 
 Initial release of TensorFlow Serving.

From 6c8ec3116767d54638b6bffaf0b9edfdbb1cdc5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 17:01:41 -0700
Subject: [PATCH 0596/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208291693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c62bd681fa..92617e5ce99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5804f956d4797f3bc2b7841d532f83967ec8302583c065c2e99ba53645ec91ff",
-    git_commit = "3d0edd130c137088d7815e1f3e67719d05fd9ab1",
+    sha256 = "a3fb1e5058953de6606c8bd8f8bc4390d10a3e0011fcd5af45dd74b20093c4a2",
+    git_commit = "bdc3b303f1ba5b22cac1df0b605ad0e0c45421f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fbab3da1e9c690bbcba82c5b9fb5ff994e39206b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 18:31:12 -0700
Subject: [PATCH 0597/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208300802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92617e5ce99..697665620e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3fb1e5058953de6606c8bd8f8bc4390d10a3e0011fcd5af45dd74b20093c4a2",
-    git_commit = "bdc3b303f1ba5b22cac1df0b605ad0e0c45421f1",
+    sha256 = "d9bd385b9b41cc6318c6af63edb20cd633b0c6962e4d0fa9ebd880cad2dbfd5c",
+    git_commit = "8cfc0a152c4022b17d7d9b286c4cff726f78f7fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5502c1be412550978b42997e6270ae65d74a0fbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 19:56:26 -0700
Subject: [PATCH 0598/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208305562
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 697665620e5..28786eb37f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9bd385b9b41cc6318c6af63edb20cd633b0c6962e4d0fa9ebd880cad2dbfd5c",
-    git_commit = "8cfc0a152c4022b17d7d9b286c4cff726f78f7fd",
+    sha256 = "90c04dc725a45eebfae545a1b5e9cd5ec1fe102f1b7a3cf8b0e68c3d5a7fdd82",
+    git_commit = "fe7430adaa3b51ad17a1f8d0aed0fc7018b1a416",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d748ce57a75243dfa0b02cffe8f6d58ab730f4bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 20:25:13 -0700
Subject: [PATCH 0599/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208307171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28786eb37f9..e3ce42c77aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90c04dc725a45eebfae545a1b5e9cd5ec1fe102f1b7a3cf8b0e68c3d5a7fdd82",
-    git_commit = "fe7430adaa3b51ad17a1f8d0aed0fc7018b1a416",
+    sha256 = "5ad673ba96ece98564e0685e2f6b9f75dc4df2f169bdf91adc93ea700adae2d5",
+    git_commit = "349f9e65fb1c50f57dad53920eb95999fec6b8c2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2ed08fb5e063bb57fc64d98db9e8597d26e52322 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Aug 2018 23:01:19 -0700
Subject: [PATCH 0600/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208314650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3ce42c77aa..c34df5ea68b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ad673ba96ece98564e0685e2f6b9f75dc4df2f169bdf91adc93ea700adae2d5",
-    git_commit = "349f9e65fb1c50f57dad53920eb95999fec6b8c2",
+    sha256 = "a79e38a02c14d9fd92bcde1de70f4fb99420cc60cc80ec618acbbc6eebeb88ea",
+    git_commit = "054b3961f76a12bc8b722af708982949b4e951cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8afc4ddc2b8cacbf816070c60fb2d36ec0d4b4c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 00:01:51 -0700
Subject: [PATCH 0601/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208317356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34df5ea68b..e0e857e1dd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a79e38a02c14d9fd92bcde1de70f4fb99420cc60cc80ec618acbbc6eebeb88ea",
-    git_commit = "054b3961f76a12bc8b722af708982949b4e951cf",
+    sha256 = "8aeb19957aeeaf0380e420f0aa56b6e5a93ac6085f84b0d30bde956b3f4fa6e4",
+    git_commit = "a8e78e2e617b6ca10f4878fe99fdf43ddedfa7c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 93ba723667d93378a429e13baeb7811a7333a422 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 01:05:00 -0700
Subject: [PATCH 0602/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208321128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0e857e1dd9..b78dd11eec1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8aeb19957aeeaf0380e420f0aa56b6e5a93ac6085f84b0d30bde956b3f4fa6e4",
-    git_commit = "a8e78e2e617b6ca10f4878fe99fdf43ddedfa7c6",
+    sha256 = "628c0e41397ec806d62dd16d70f9997375d0cff751869b46996cdb01ed07a272",
+    git_commit = "c160ce2191d41ce7108465004c7b1846aa703ddc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e4ac461ca821d009d99aff3fe461c4916879ca53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 04:01:31 -0700
Subject: [PATCH 0603/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208330400
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b78dd11eec1..93fc4eb8a85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "628c0e41397ec806d62dd16d70f9997375d0cff751869b46996cdb01ed07a272",
-    git_commit = "c160ce2191d41ce7108465004c7b1846aa703ddc",
+    sha256 = "7036ac08d0f541ca6cdfcf1e135d19832a133aa29b9b35704b68fbf3b3935b11",
+    git_commit = "3b061fce8b9a1c867f2798d51b5375ea3a03b385",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f79a1001ca9bb169aca17ff6b6b62639d07b8718 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 11:01:10 -0700
Subject: [PATCH 0604/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208345659
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93fc4eb8a85..56d51914685 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7036ac08d0f541ca6cdfcf1e135d19832a133aa29b9b35704b68fbf3b3935b11",
-    git_commit = "3b061fce8b9a1c867f2798d51b5375ea3a03b385",
+    sha256 = "caf787284c77d877158a685fe1b3d711179d049b132287191a25fed0d948192e",
+    git_commit = "d3b03f86d38ee8da9000f94344ef51b9ff76a790",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 350554814820caec7a1d5169a075f07eb1e83693 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 12:01:14 -0700
Subject: [PATCH 0605/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208347688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56d51914685..720d816cb7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caf787284c77d877158a685fe1b3d711179d049b132287191a25fed0d948192e",
-    git_commit = "d3b03f86d38ee8da9000f94344ef51b9ff76a790",
+    sha256 = "1391479356f637d41d24c3fc93d3f7fc7a8f3979dae80ea5359f5455b0631cbf",
+    git_commit = "937ae7fc1852a9396393130c232b1a8231648345",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 05770758a20b4cd263bec3383e6000915f883ca0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 14:01:14 -0700
Subject: [PATCH 0606/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208352205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 720d816cb7f..1aac5c479d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1391479356f637d41d24c3fc93d3f7fc7a8f3979dae80ea5359f5455b0631cbf",
-    git_commit = "937ae7fc1852a9396393130c232b1a8231648345",
+    sha256 = "21a73bb996a1567a126d467727cb05de91d8ba27565eeaa4675a960318a28dc8",
+    git_commit = "af25771f4418db658ad4b40a635ea5f2a4c2bbe6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63b813e60250a7a56fe2b69dfe0f99dfd9eba258 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 15:01:24 -0700
Subject: [PATCH 0607/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208354593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1aac5c479d5..27fa9f35fe6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21a73bb996a1567a126d467727cb05de91d8ba27565eeaa4675a960318a28dc8",
-    git_commit = "af25771f4418db658ad4b40a635ea5f2a4c2bbe6",
+    sha256 = "687098c97028f124d2e93475d6aa3499acef77f6b089a616659722bcb255b8ce",
+    git_commit = "ebfa84016deceb3a1d01aabed292d369e5e872e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 95811a39ea22e78cf74870c76b13bbd57f062e1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 16:02:20 -0700
Subject: [PATCH 0608/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208356838
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27fa9f35fe6..9d5c245cc9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "687098c97028f124d2e93475d6aa3499acef77f6b089a616659722bcb255b8ce",
-    git_commit = "ebfa84016deceb3a1d01aabed292d369e5e872e4",
+    sha256 = "e6b7a471bc48f714e6fee462ac57e506a32410697126845441d37af793ea2d30",
+    git_commit = "d2981e0f61f5da46b2ab90a0779842565db43519",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d24459900a3cd4a09a68f52d477aa9e306ef0ab9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 17:02:28 -0700
Subject: [PATCH 0609/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208358843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d5c245cc9d..87e5b6916d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6b7a471bc48f714e6fee462ac57e506a32410697126845441d37af793ea2d30",
-    git_commit = "d2981e0f61f5da46b2ab90a0779842565db43519",
+    sha256 = "5b27079c75168bbd85eea498811687c6aa350962e5a3e5d232f724a4bdb37c8f",
+    git_commit = "d8802756db92bbf032c1d8ee6fbed1aaf873c8fa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 67700dc62c6aaf3e1b0d40c64de0aded7874fe5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Aug 2018 21:02:03 -0700
Subject: [PATCH 0610/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208367423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87e5b6916d3..04605f8cecc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b27079c75168bbd85eea498811687c6aa350962e5a3e5d232f724a4bdb37c8f",
-    git_commit = "d8802756db92bbf032c1d8ee6fbed1aaf873c8fa",
+    sha256 = "24aa469ce4a03e40d34c973056b0b06f85c40f44d6a15a5e3c53b49728267a0d",
+    git_commit = "b21590d65ba849d97db0f2e02cff0c874ae562cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 481638c5b400e133c57536eafba7b7eff5e82ead Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Aug 2018 03:01:05 -0700
Subject: [PATCH 0611/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208382634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04605f8cecc..5d180caed0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24aa469ce4a03e40d34c973056b0b06f85c40f44d6a15a5e3c53b49728267a0d",
-    git_commit = "b21590d65ba849d97db0f2e02cff0c874ae562cc",
+    sha256 = "fd94aa51b4a1e94f588280abfd792d97c616f307485651cf7c60145524791b3e",
+    git_commit = "1a22b0b982fa1a953651b98af8f3cd30542048fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f206ababbb04ffe72138666e9676b9ffed78e2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Aug 2018 18:01:55 -0700
Subject: [PATCH 0612/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208417071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d180caed0b..d6cc835f21b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd94aa51b4a1e94f588280abfd792d97c616f307485651cf7c60145524791b3e",
-    git_commit = "1a22b0b982fa1a953651b98af8f3cd30542048fd",
+    sha256 = "46198e3760ba10eff26f3b1e925864cca3193dc0320dffe6e85ab3c028460c3c",
+    git_commit = "087190246b95dc4c188f630ca90880a12e39b557",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a8cce12501566e600a78becdd02e107d86093deb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 04:02:08 -0700
Subject: [PATCH 0613/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208457843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6cc835f21b..0a7a2e438ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46198e3760ba10eff26f3b1e925864cca3193dc0320dffe6e85ab3c028460c3c",
-    git_commit = "087190246b95dc4c188f630ca90880a12e39b557",
+    sha256 = "de05a226223cba1b240b7e865e8ba562ffac107ea4d685d34fe0d8c69fd09274",
+    git_commit = "4dc13f1aa7bdfb9fc21fc0fc4961c69cb8cb1d20",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 18d20bc54fbf86bbcc0fda4a43cce0bbc98cb965 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 05:02:25 -0700
Subject: [PATCH 0614/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208463066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a7a2e438ff..faa7c6b0772 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de05a226223cba1b240b7e865e8ba562ffac107ea4d685d34fe0d8c69fd09274",
-    git_commit = "4dc13f1aa7bdfb9fc21fc0fc4961c69cb8cb1d20",
+    sha256 = "c21ddc95eaa676f203c6a9adf02f8abd41161aaa1ffc792603e6ac6bdfc8a726",
+    git_commit = "9b44e8bd7b116503f9f1fe605d8ff43ef6ee132e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d59ea2087e8ee9f15f7b16d182d5538e3f3b86e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 06:01:47 -0700
Subject: [PATCH 0615/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208468556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index faa7c6b0772..de114d668b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c21ddc95eaa676f203c6a9adf02f8abd41161aaa1ffc792603e6ac6bdfc8a726",
-    git_commit = "9b44e8bd7b116503f9f1fe605d8ff43ef6ee132e",
+    sha256 = "6892e19906841a670c4f3aee51e2b7bb7db799394da21427c559bb7f67b6e37e",
+    git_commit = "2c623eaa7c0dca79d126247393a68d285baeb7f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f7ec5f125126773586a9076ddef60e78cd8492e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 10:01:56 -0700
Subject: [PATCH 0616/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208497605
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de114d668b3..3cbf0207be6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6892e19906841a670c4f3aee51e2b7bb7db799394da21427c559bb7f67b6e37e",
-    git_commit = "2c623eaa7c0dca79d126247393a68d285baeb7f0",
+    sha256 = "a6dcc4232f3a05cd95c4aa4a9a7cdb7f075d79f57c35f39586eed3c6aee488e6",
+    git_commit = "0a60da0a19aed7df4da25876e93c645f26f640c4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b419b4591d45692d03258ef1fe1d32db9eb0e349 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 11:01:10 -0700
Subject: [PATCH 0617/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208508623
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cbf0207be6..b92fe5e27ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6dcc4232f3a05cd95c4aa4a9a7cdb7f075d79f57c35f39586eed3c6aee488e6",
-    git_commit = "0a60da0a19aed7df4da25876e93c645f26f640c4",
+    sha256 = "a416357f28743aada3fcf1bb13b3664186c80d98343fb3b37f89ddbb9558fdc5",
+    git_commit = "bc89890f52a00b6094f2c49ec76a7264680beb8c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b814ea3b541a324ecf3c606308c903ee3cce78fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 12:02:45 -0700
Subject: [PATCH 0618/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208519993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b92fe5e27ff..93b36028f39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a416357f28743aada3fcf1bb13b3664186c80d98343fb3b37f89ddbb9558fdc5",
-    git_commit = "bc89890f52a00b6094f2c49ec76a7264680beb8c",
+    sha256 = "30bef00e5ae10dd96712df331e88a81863545387757ab9d84b581cd5bcaa1a01",
+    git_commit = "dfa844ac95d07ce9584fc841a931aad65d3b4ac8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 153e75ab838c252b3a8f66824754dd4f30519601 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 13:01:24 -0700
Subject: [PATCH 0619/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208529105
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93b36028f39..64ed15c29aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30bef00e5ae10dd96712df331e88a81863545387757ab9d84b581cd5bcaa1a01",
-    git_commit = "dfa844ac95d07ce9584fc841a931aad65d3b4ac8",
+    sha256 = "f22fcd537a87a5dbb2ad474e8b904b8cd4f50a890b60c365cc7a69b255d9c086",
+    git_commit = "881f58d20cc159817eadefa6f8e1b7d87c85d01f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b2d2b87d67ec065ae1e4df4ca5b36c151d6457f6 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 13 Aug 2018 13:40:51 -0700
Subject: [PATCH 0620/8103] Update docker builds

PiperOrigin-RevId: 208535314
---
 .../tools/docker/Dockerfile.devel             | 21 ++++++++++++-------
 .../tools/docker/Dockerfile.devel-gpu         | 19 ++++++++++-------
 tools/bazel_in_docker.sh                      |  5 +++--
 3 files changed, 29 insertions(+), 16 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index b3e0161c784..a264cbd4695 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:16.04
+FROM ubuntu:16.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -46,8 +46,12 @@ RUN apt-get update && apt-get install -y \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# Set up grpc
-RUN pip install mock grpcio
+RUN pip --no-cache-dir install \
+    mock \
+    grpcio \
+    h5py \
+    keras_applications \
+    keras_preprocessing
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
@@ -68,6 +72,8 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     git remote add upstream https://github.com/tensorflow/serving.git && \
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
+
+FROM base_build as binary_build
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
 ARG TF_SERVING_BAZEL_OPTIONS=""
@@ -78,9 +84,10 @@ RUN bazel build -c opt --color=yes --curses=yes \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
-    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
-    bazel clean --expunge --color=yes && \
-    rm -rf /root/.cache
-# Clean up Bazel cache when done.
+    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/
 
+FROM binary_build as clean_build
+# Clean up Bazel cache when done.
+RUN bazel clean --expunge --color=yes && \
+    rm -rf /root/.cache
 CMD ["/bin/bash"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 6d784f531a2..1b2128b54ac 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:9.0-base-ubuntu16.04
+FROM nvidia/cuda:9.0-base-ubuntu16.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -63,10 +63,12 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     find /usr/local/cuda-9.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
-# Set up grpc
-RUN pip  --no-cache-dir install \
+RUN pip --no-cache-dir install \
     mock \
-    grpcio
+    grpcio \
+    h5py \
+    keras_applications \
+    keras_preprocessing
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
@@ -119,6 +121,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     git remote add upstream https://github.com/tensorflow/serving.git && \
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
+FROM base_build as binary_build
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
 ARG TF_SERVING_BAZEL_OPTIONS=""
@@ -131,8 +134,10 @@ RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/lib
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
-    rm /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
-    bazel clean --expunge --color=yes
-# Clean up Bazel cache when done.
+    rm /usr/local/cuda/lib64/stubs/libcuda.so.1
 
+FROM binary_build as clean_build
+# Clean up Bazel cache when done.
+RUN bazel clean --expunge --color=yes && \
+    rm -rf /root/.cache
 CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/tools/bazel_in_docker.sh b/tools/bazel_in_docker.sh
index a7991f3ff78..3f2155aa700 100755
--- a/tools/bazel_in_docker.sh
+++ b/tools/bazel_in_docker.sh
@@ -62,13 +62,14 @@ IMAGE="tensorflow/serving:nightly-devel"
 [[ "$1" = "-d" ]] && IMAGE=$2 && shift 2 || true
 [[ "${IMAGE}" = "" ]] && usage
 
-RUN_OPTS=(--rm -it)
-if [[ "$1" = "bazel" ]]; then
+RUN_OPTS=(--rm -it --network=host)
+if [[ "$1" = "bazel"* ]]; then
   CMD="sh -c '$(get_bazel_cmd) $@'"
   RUN_OPTS+=("-v $(pwd):$(pwd)")
 else
   CMD="$@"
 fi
+
 [[ "${CMD}" = "" ]] && usage
 [[ ! -x $(command -v docker) ]] && echo "ERROR: 'docker' command missing from PATH." && usage
 

From 181865e8dce3d7787f70ffd09e66bb601fb3d1b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 14:01:43 -0700
Subject: [PATCH 0621/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208538586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64ed15c29aa..b4f8a52fb4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f22fcd537a87a5dbb2ad474e8b904b8cd4f50a890b60c365cc7a69b255d9c086",
-    git_commit = "881f58d20cc159817eadefa6f8e1b7d87c85d01f",
+    sha256 = "b7fec2ece23709b981a8e64b043a7f7efd04d9e9036b834ddfedeb63c5ba4460",
+    git_commit = "81494bc9081f871434b5b2fb6e04bc45a330972f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75c544865d17866ce32d4f0f4286eb459b598e8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 15:01:23 -0700
Subject: [PATCH 0622/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208548605
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4f8a52fb4b..191a6c871f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7fec2ece23709b981a8e64b043a7f7efd04d9e9036b834ddfedeb63c5ba4460",
-    git_commit = "81494bc9081f871434b5b2fb6e04bc45a330972f",
+    sha256 = "397fba100632d6cf3e5d33b65a34044c81ab380382fad936af2cf875e0cea55c",
+    git_commit = "de5c8358e831d050bd45d9eaaa1b186513c7ef85",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 57e4fb75f03cd4a108fac18bcde56df32a11bbe2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 16:02:22 -0700
Subject: [PATCH 0623/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208559126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 191a6c871f7..dda3ef9d431 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "397fba100632d6cf3e5d33b65a34044c81ab380382fad936af2cf875e0cea55c",
-    git_commit = "de5c8358e831d050bd45d9eaaa1b186513c7ef85",
+    sha256 = "630e35e1846208af99fb8ec82031e153e106895245d3ff13af8552a07d8b0ea7",
+    git_commit = "e9002c077f14b8048c48e9670879fbe3fb7801e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8a6dc8e2fa9376ede07797f1018393635fb901c0 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 13 Aug 2018 16:32:49 -0700
Subject: [PATCH 0624/8103] Update Inception tutorial

PiperOrigin-RevId: 208563882
---
 tensorflow_serving/example/inception_k8s.yaml |  12 +-
 .../example/inception_saved_model.py          |   5 +-
 tensorflow_serving/g3doc/serving_inception.md | 221 +++++++++++-------
 3 files changed, 137 insertions(+), 101 deletions(-)

diff --git a/tensorflow_serving/example/inception_k8s.yaml b/tensorflow_serving/example/inception_k8s.yaml
index c45c5334ef3..b380cad495c 100644
--- a/tensorflow_serving/example/inception_k8s.yaml
+++ b/tensorflow_serving/example/inception_k8s.yaml
@@ -27,14 +27,8 @@ spec:
       containers:
       - name: inception-container
         image: gcr.io/tensorflow-serving/inception
-        command:
-        - /bin/sh
-        - -c
-        args:
-        - serving/bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server
-          --port=9000 --model_name=inception --model_base_path=serving/inception-export
         ports:
-        - containerPort: 9000
+        - containerPort: 8500
 ---
 apiVersion: v1
 kind: Service
@@ -44,8 +38,8 @@ metadata:
   name: inception-service
 spec:
   ports:
-  - port: 9000
-    targetPort: 9000
+  - port: 8500
+    targetPort: 8500
   selector:
     app: inception-server
   type: LoadBalancer
diff --git a/tensorflow_serving/example/inception_saved_model.py b/tensorflow_serving/example/inception_saved_model.py
index 5224d368baf..0ce19d04eb3 100644
--- a/tensorflow_serving/example/inception_saved_model.py
+++ b/tensorflow_serving/example/inception_saved_model.py
@@ -153,8 +153,6 @@ def export():
               method_name=tf.saved_model.signature_constants.PREDICT_METHOD_NAME
           ))
 
-      legacy_init_op = tf.group(
-          tf.tables_initializer(), name='legacy_init_op')
       builder.add_meta_graph_and_variables(
           sess, [tf.saved_model.tag_constants.SERVING],
           signature_def_map={
@@ -164,7 +162,8 @@ def export():
               DEFAULT_SERVING_SIGNATURE_DEF_KEY:
                   classification_signature,
           },
-          legacy_init_op=legacy_init_op)
+          main_op=tf.tables_initializer(),
+          strip_default_attrs=True)
 
       builder.save()
       print('Successfully exported model to %s' % FLAGS.output_dir)
diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index 43acd972e06..5c9056a13b6 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -11,106 +11,123 @@ To learn more about TensorFlow Serving, we recommend
 To learn more about TensorFlow Inception model, we recommend
 [Inception in TensorFlow](https://github.com/tensorflow/models/tree/master/research/inception).
 
--   [Part 0](#part_0_create_a_docker_image) shows how to create a TensorFlow
-    Serving Docker image for deployment
--   [Part 1](#part_1_run_in_local_docker_container) shows how to run the image
-    in local containers.
+-   [Part 1](#part_1_export_the_inception_model) shows how to export the
+    Inception model
+-   [Part 1](#part_2_run_in_local_docker_container) shows how to run the local
+    Docker serving image
 -   [Part 2](#part_2_deploy_in_kubernetes) shows how to deploy in Kubernetes.
 
-## Part 0: Create a Docker image
+## Part 1: Export the Inception model
 
-Please refer to [Using TensorFlow Serving via Docker](docker.md) for details
-about building a TensorFlow Serving Docker image.
+Before getting started, first [install Docker](docker.md#installing-docker)
 
-### Run container
+### Clone Tensorflow Serving
 
-We build a based image `$USER/tensorflow-serving-devel` using
-[Dockerfile.devel](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/tools/docker/Dockerfile.devel).
-And then start a container locally using the built image.
+First we want to clone the TensorFlow Serving source to our local machine:
 
 ```shell
-$ docker build --pull -t $USER/tensorflow-serving-devel -f tensorflow_serving/tools/docker/Dockerfile.devel .
-$ docker run --name=inception_container -it $USER/tensorflow-serving-devel
+git clone https://github.com/tensorflow/serving
+cd serving
 ```
 
-### Clone, configure, and build TensorFlow Serving in a container
+Clear our local models directory in case we already have one
+
+```shell
+rm -rf ./models/inception
+```
+
+### Build TensorFlow Serving Inception model exporter
+
+Next, we will build the Inception model exporter using a docker container.
 
 Note: All `bazel build` commands below use the standard `-c opt` flag. To
 further optimize the build, refer to the
-[instructions here](setup.md#optimized).
-
-In the running container, we clone, configure and build TensorFlow Serving
-example code.
+[instructions here](setup.md#optimized-build).
 
 ```shell
-root@c97d8e820ced:/# git clone -b r1.6 https://github.com/tensorflow/serving
-root@c97d8e820ced:/# cd serving
-root@c97d8e820ced:/serving# bazel build -c opt tensorflow_serving/example/...
+tools/bazel_in_docker.sh bazel build -c opt \
+  tensorflow_serving/example:inception_saved_model
 ```
 
-Next we can either install a TensorFlow ModelServer with apt-get using the
-[instructions here](setup.md#aptget), or build a ModelServer binary using:
+### Export Inception model
+
+With the inception model built, we run
+[inception_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_saved_model.py)
+to export the Inception model using the released
+[Inception model training checkpoint](http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz).
+Instead of training from scratch, we use the readily available checkpoints of
+well trained variables to restore the inference graph and export it directly.
 
 ```shell
-root@c97d8e820ced:/serving# bazel build -c opt tensorflow_serving/model_servers:tensorflow_model_server
+curl -O http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz
+tar xzf inception-v3-2016-03-01.tar.gz
 ```
 
-The rest of this tutorial assumes you compiled the ModelServer locally, in which
-case the command to run it is
-`bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server`. If however
-you installed the ModelServer using apt-get, simply replace that command with
-`tensorflow_model_server`.
+We can verify we have the checkpoint:
 
-### Export Inception model in container
+```console
+$ ls inception-v3
+README.txt  checkpoint  model.ckpt-157585
+```
 
-In the running container, we run
-[inception_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_saved_model.py)
-to export the inception model using the released
-[Inception model training checkpoint](http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz).
-Instead of training from scratch, we use the readily available checkpoints
-of well trained variables to restore the inference graph and export it
-directly.
+Now let's export the Inception model:
 
 ```shell
-root@c97d8e820ced:/serving# curl -O http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz
-root@c97d8e820ced:/serving# tar xzf inception-v3-2016-03-01.tar.gz
-root@c97d8e820ced:/serving# ls inception-v3
-README.txt  checkpoint  model.ckpt-157585
-root@c97d8e820ced:/serving# bazel-bin/tensorflow_serving/example/inception_saved_model --checkpoint_dir=inception-v3 --output_dir=/tmp/inception-export
+tools/bazel_in_docker.sh \
+  bazel-bin/tensorflow_serving/example/inception_saved_model \
+  --checkpoint_dir=inception-v3 --output_dir=models/inception
+```
+
+This should result in output like:
+
+```console
 Successfully loaded model from inception-v3/model.ckpt-157585 at step=157585.
-Successfully exported model to /tmp/inception-export
-root@c97d8e820ced:/serving# ls /tmp/inception-export
+Exporting trained moedl to models/inception/1
+Successfully exported model to models/inception
+$ ls models/inception
 1
-root@c97d8e820ced:/serving# [Ctrl-p] + [Ctrl-q]
 ```
 
+## Part 2: Run in local Docker container
+
 ### Commit image for deployment
 
-Note that we detach from the container at the end of above instructions
-instead of terminating it, as we want to [commit](https://docs.docker.com/engine/reference/commandline/commit/)
-all changes to a new image `$USER/inception_serving` for Kubernetes deployment.
+Now we want to take a serving image and
+[commit](https://docs.docker.com/engine/reference/commandline/commit/) all
+changes to a new image `$USER/inception_serving` for Kubernetes deployment.
+
+First we run a serving image, but change the entry point to just run `bash`:
 
 ```shell
-$ docker commit inception_container $USER/inception_serving
-$ docker stop inception_container
+docker run -d --name serving_base tensorflow/serving
 ```
 
-## Part 1: Run in local Docker container
+Next, we copy the Inception model data to the container's model folder:
 
-Let's test the serving workflow locally using the built image.
+```shell
+docker cp models/inception serving_base:/models/inception
+```
+
+Finally we commit the container to serving the Inception model:
 
 ```shell
-$ docker run -it $USER/inception_serving
+docker commit --change "ENV MODEL_NAME inception" serving_base \
+  $USER/inception_serving
+```
+
+Now let's stop the serving base container
+
+```shell
+docker kill serving_base
 ```
 
 ### Start the server
 
-Run the [gRPC]( http://www.grpc.io/) `tensorflow_model_server` in the container.
+Now let's start the container with the Inception model so it's ready for
+serving, exposing the gRPC port 8500:
 
 ```shell
-root@f07eec53fd95:/# cd serving
-root@f07eec53fd95:/serving# bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --port=9000 --model_name=inception --model_base_path=/tmp/inception-export &> inception_log &
-[1] 45
+docker run -p 8500:8500 -t $USER/inception_serving &
 ```
 
 ### Query the server
@@ -120,8 +137,19 @@ The client sends an image specified by the command line parameter to the server
 over gRPC for classification into human readable descriptions of the
 [ImageNet](http://www.image-net.org/) categories.
 
+Note: We leave it as an exercise to the reader to find an image of a cat on the
+Internet.
+
 ```shell
-root@f07eec53fd95:/serving# bazel-bin/tensorflow_serving/example/inception_client --server=localhost:9000 --image=/path/to/my_cat_image.jpg
+tools/bazel_in_docker.sh bazel build -c opt \
+  tensorflow_serving/example:inception_client
+tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/inception_client \
+  --server=127.0.0.1:8500 --image=local/path/to/my_cat_image.jpg
+```
+
+This should result in output like:
+
+```console
 outputs {
   key: "classes"
   value {
@@ -160,13 +188,11 @@ outputs {
     float_val: 3.93207240105
   }
 }
-
-root@f07eec53fd95:/serving# exit
 ```
 
 It works! The server successfully classifies your cat image!
 
-## Part 2: Deploy in Kubernetes
+## Part 3: Deploy in Kubernetes
 
 In this section we use the container image built in Part 0 to deploy a serving
 cluster with [Kubernetes](http://kubernetes.io) in the
@@ -180,7 +206,7 @@ Here we assume you have created and logged in a
 `tensorflow-serving`.
 
 ```shell
-$ gcloud auth login --project tensorflow-serving
+gcloud auth login --project tensorflow-serving
 ```
 
 ### Create a container cluster
@@ -191,6 +217,11 @@ for service deployment.
 
 ```shell
 $ gcloud container clusters create inception-serving-cluster --num-nodes 5
+```
+
+Which should output something like:
+
+```console
 Creating cluster inception-serving-cluster...done.
 Created [https://container.googleapis.com/v1/projects/tensorflow-serving/zones/us-central1-f/clusters/inception-serving-cluster].
 kubeconfig entry generated for inception-serving-cluster.
@@ -202,8 +233,13 @@ Set the default cluster for gcloud container command and pass cluster
 credentials to [kubectl](http://kubernetes.io/docs/user-guide/kubectl-overview/).
 
 ```shell
-$ gcloud config set container/cluster inception-serving-cluster
-$ gcloud container clusters get-credentials inception-serving-cluster
+gcloud config set container/cluster inception-serving-cluster
+gcloud container clusters get-credentials inception-serving-cluster
+```
+
+which should result in:
+
+```console
 Fetching cluster endpoint and auth data.
 kubeconfig entry generated for inception-serving-cluster.
 ```
@@ -218,13 +254,13 @@ First we tag the `$USER/inception_serving` image using the Container Registry
 format and our project name,
 
 ```shell
-$ docker tag $USER/inception_serving gcr.io/tensorflow-serving/inception
+docker tag $USER/inception_serving gcr.io/tensorflow-serving/inception
 ```
 
 Next we push the image to the Registry,
 
 ```shell
-$ gcloud docker -- push gcr.io/tensorflow-serving/inception
+gcloud docker -- push gcr.io/tensorflow-serving/inception
 ```
 
 ### Create Kubernetes Deployment and Service
@@ -241,20 +277,25 @@ We create them using the example Kubernetes config
 [inception_k8s.yaml](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_k8s.yaml).
 
 ```shell
-$ kubectl create -f tensorflow_serving/example/inception_k8s.yaml
+kubectl create -f tensorflow_serving/example/inception_k8s.yaml
+```
+
+With output:
+
+```console
 deployment "inception-deployment" created
 service "inception-service" created
 ```
 
 To view status of the deployment and pods:
 
-```shell
+```console
 $ kubectl get deployments
 NAME                    DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
 inception-deployment    3         3         3            3           5s
 ```
 
-```shell
+```console
 $ kubectl get pods
 NAME                         READY     STATUS    RESTARTS   AGE
 inception-deployment-bbcbc   1/1       Running   0          10s
@@ -264,32 +305,32 @@ inception-deployment-t1uep   1/1       Running   0          10s
 
 To view status of the service:
 
-```shell
+```console
 $ kubectl get services
 NAME                    CLUSTER-IP       EXTERNAL-IP       PORT(S)     AGE
-inception-service       10.239.240.227   104.155.184.157   9000/TCP    1m
+inception-service       10.239.240.227   104.155.184.157   8500/TCP    1m
 ```
 
 It can take a while for everything to be up and running.
 
-```shell
+```console
 $ kubectl describe service inception-service
-Name:			inception-service
-Namespace:		default
-Labels:			run=inception-service
-Selector:		run=inception-service
-Type:			LoadBalancer
-IP:			10.239.240.227
-LoadBalancer Ingress:	104.155.184.157
-Port:			<unset>	9000/TCP
-NodePort:		<unset>	30334/TCP
-Endpoints:		<none>
-Session Affinity:	None
+Name:           inception-service
+Namespace:      default
+Labels:         run=inception-service
+Selector:       run=inception-service
+Type:           LoadBalancer
+IP:         10.239.240.227
+LoadBalancer Ingress:   104.155.184.157
+Port:           <unset> 8500/TCP
+NodePort:       <unset> 30334/TCP
+Endpoints:      <none>
+Session Affinity:   None
 Events:
-  FirstSeen	LastSeen	Count	From			SubobjectPath	Type		Reason		Message
-  ---------	--------	-----	----			-------------	--------	------		-------
-  1m		1m		1	{service-controller }			Normal		CreatingLoadBalancer	Creating load balancer
-  1m		1m		1	{service-controller }			Normal		CreatedLoadBalancer	Created load balancer
+  FirstSeen LastSeen    Count   From            SubobjectPath   Type        Reason      Message
+  --------- --------    -----   ----            -------------   --------    ------      -------
+  1m        1m      1   {service-controller }           Normal      CreatingLoadBalancer    Creating load balancer
+  1m        1m      1   {service-controller }           Normal      CreatedLoadBalancer Created load balancer
 ```
 
 The service external IP address is listed next to LoadBalancer Ingress.
@@ -298,8 +339,10 @@ The service external IP address is listed next to LoadBalancer Ingress.
 
 We can now query the service at its external address from our local host.
 
-```shell
-$ bazel-bin/tensorflow_serving/example/inception_client --server=104.155.184.157:9000 --image=/path/to/my_cat_image.jpg
+```console
+$ tools/bazel_in_docker.sh \
+  bazel-bin/tensorflow_serving/example/inception_client \
+  --server=104.155.184.157:8500 --image=local/path/to/my_cat_image.jpg
 outputs {
   key: "classes"
   value {

From 2dd65ff8905ea7a5544f6d0e3b47ed71badbc865 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 17:01:56 -0700
Subject: [PATCH 0625/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208568235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dda3ef9d431..c8d70c5c520 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "630e35e1846208af99fb8ec82031e153e106895245d3ff13af8552a07d8b0ea7",
-    git_commit = "e9002c077f14b8048c48e9670879fbe3fb7801e9",
+    sha256 = "b87abe099f820c450120e1346c95ab34e90947ca1bb171419f7082cf7d0ad225",
+    git_commit = "8202d1c154d21a42ee7343f2bcab64c909c95c76",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dff879b7fcacd7fd0ba6a3baac7c88cf832736b6 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 13 Aug 2018 17:08:01 -0700
Subject: [PATCH 0626/8103] Update setup and serving tutorials

PiperOrigin-RevId: 208569082
---
 .../example/mnist_saved_model.py              |   4 +-
 tensorflow_serving/g3doc/docker.md            |  15 +-
 tensorflow_serving/g3doc/serving_advanced.md  |  88 +++++---
 tensorflow_serving/g3doc/serving_basic.md     | 124 ++++++-----
 tensorflow_serving/g3doc/setup.md             | 199 +++++++++---------
 5 files changed, 235 insertions(+), 195 deletions(-)

diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index a841b54fe58..4397d38ae8f 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -127,7 +127,6 @@ def main(_):
           outputs={'scores': tensor_info_y},
           method_name=tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
 
-  legacy_init_op = tf.group(tf.tables_initializer(), name='legacy_init_op')
   builder.add_meta_graph_and_variables(
       sess, [tf.saved_model.tag_constants.SERVING],
       signature_def_map={
@@ -136,7 +135,8 @@ def main(_):
           tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
               classification_signature,
       },
-      legacy_init_op=legacy_init_op)
+      main_op=tf.tables_initializer(),
+      strip_default_attrs=True)
 
   builder.save()
 
diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 6b0bf44b9f5..5d2395a2d27 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -272,16 +272,17 @@ TIP: Before attempting to build an image, check the Docker Hub
 [tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) to
 make sure an image that meets your needs doesn't already exist.
 
-By default, building TensorFlow Serving from sources consumes a lot of RAM. If
-RAM is an issue on your system, you may limit RAM usage by specifying
-`--local_resources 2048,.5,1.0` while invoking bazel. You can use this same
-mechanism to tweak the optmizations you're building TensorFlow Serving with. For
-example:
+Building from sources consumes a lot of RAM. If RAM is an issue on your system,
+you may limit RAM usage by specifying `--local_resources=2048,.5,1.0` while
+invoking Bazel. See the
+[Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
+for more information. You can use this same mechanism to tweak the optmizations
+you're building TensorFlow Serving with. For example:
 
 ```shell
 docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx \
---cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
-$USER/tensorflow-serving-devel -f Dockerfile.devel .
+  --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
+  $USER/tensorflow-serving-devel -f Dockerfile.devel .
 ```
 
 ### Running a container
diff --git a/tensorflow_serving/g3doc/serving_advanced.md b/tensorflow_serving/g3doc/serving_advanced.md
index c76c366d970..b910ab36277 100644
--- a/tensorflow_serving/g3doc/serving_advanced.md
+++ b/tensorflow_serving/g3doc/serving_advanced.md
@@ -31,32 +31,48 @@ This tutorial steps through the following tasks:
 4.  Serve request with TensorFlow Serving `ServerCore`.
 5.  Run and test the service.
 
-Before getting started, please complete the
-[prerequisites](setup.md#prerequisites).
+Before getting started, first [install Docker](docker.md#installing-docker)
 
 Note: All `bazel build` commands below use the standard `-c opt` flag. To
-further optimize the build, refer to the [instructions
-here](setup.md#optimized).
+further optimize the build, refer to the
+[instructions here](setup.md#optimized-build).
 
-## Train And Export TensorFlow Model
+## Train and export TensorFlow Model
+
+First, if you haven't done so yet, clone this repository to your local machine:
+
+```shell
+git clone https://github.com/tensorflow/serving.git
+cd serving
+```
 
 Clear the export directory if it already exists:
 
 ```shell
-$>rm -rf /tmp/mnist_model
+rm -rf ./models
+```
+
+Build the mnist trainer:
+
+```shell
+tools/bazel_in_docker.sh bazel build -c opt \
+  tensorflow_serving/example:mnist_saved_model
 ```
 
 Train (with 100 iterations) and export the first version of model:
 
 ```shell
-$>bazel build -c opt //tensorflow_serving/example:mnist_saved_model
-$>bazel-bin/tensorflow_serving/example/mnist_saved_model --training_iteration=100 --model_version=1 /tmp/mnist_model
+tools/bazel_in_docker.sh \
+  bazel-bin/tensorflow_serving/example/mnist_saved_model \
+  --training_iteration=100 --model_version=1 models/mnist
 ```
 
 Train (with 2000 iterations) and export the second version of model:
 
 ```shell
-$>bazel-bin/tensorflow_serving/example/mnist_saved_model --training_iteration=2000 --model_version=2 /tmp/mnist_model
+tools/bazel_in_docker.sh \
+  bazel-bin/tensorflow_serving/example/mnist_saved_model \
+  --training_iteration=2000 --model_version=2 models/mnist
 ```
 
 As you can see in `mnist_saved_model.py`, the training and exporting is done the
@@ -68,8 +84,8 @@ expect the latter to achieve better classification accuracy due to more
 intensive training. You should see training data for each training run in your
 `mnist_model` directory:
 
-```shell
-$>ls /tmp/mnist_model
+```console
+$ ls models/mnist_model
 1  2
 ```
 
@@ -259,28 +275,46 @@ To put all these into the context of this tutorial:
   `PredictRequest` to real tensor names and bind values to tensors.
   * Runs inference.
 
-## Test and Run The Server
+## Test and run the server
 
-Copy the first version of the export to the monitored folder and start the
-server.
+Copy the first version of the export to the monitored folder:
 
 ```shell
-$>mkdir /tmp/monitored
-$>cp -r /tmp/mnist_model/1 /tmp/monitored
-$>bazel build -c opt //tensorflow_serving/model_servers:tensorflow_model_server
-$>bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --enable_batching --port=9000 --model_name=mnist --model_base_path=/tmp/monitored
+mkdir models/monitored
+cp -r models/mnist/1 models/monitored
+```
+
+Then start the server:
+
+```shell
+docker run -p 8500:8500 \
+  --mount type=bind,source=$(pwd)/models/monitored,target=/models/mnist \
+  -t --entrypoint=tensorflow_model_server tensorflow/serving  --enable_batching \
+  --port=8500 --model_name=mnist --model_base_path=/models/mnist &
 ```
 
 The server will emit log messages every one second that say
 "Aspiring version for servable ...", which means it has found the export, and is
 tracking its continued existence.
 
-Run the test with `--concurrency=10`. This will send concurrent requests to the
-server and thus trigger your batching logic.
+First let's build the client:
+
+```shell
+tools/bazel_in_docker.sh bazel build -c opt \
+  tensorflow_serving/example:mnist_client
+```
+
+Now run the test with `--concurrency=10`. This will send concurrent requests to
+the server and thus trigger your batching logic.
 
 ```shell
-$>bazel build -c opt //tensorflow_serving/example:mnist_client
-$>bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:9000 --concurrency=10
+tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
+  --num_tests=1000 --server=127.0.0.1:8500 --concurrency=10
+```
+
+Which results in output that looks like:
+
+```console
 ...
 Inference error rate: 13.1%
 ```
@@ -289,8 +323,14 @@ Then we copy the second version of the export to the monitored folder and re-run
 the test:
 
 ```shell
-$>cp -r /tmp/mnist_model/2 /tmp/monitored
-$>bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:9000 --concurrency=10
+cp -r models/mnist/2 models/monitored
+tools/build_in_docker bazel-bin/tensorflow_serving/example/mnist_client \
+  --num_tests=1000 --server=127.0.0.1:8500 --concurrency=10
+```
+
+Which results in output that looks like:
+
+```console
 ...
 Inference error rate: 9.5%
 ```
diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 9a5458c03dc..5931f809f5c 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -18,20 +18,19 @@ The code for this tutorial consists of two parts:
     [mnist_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/mnist_saved_model.py),
     that trains and exports the model.
 
-*   A ModelServer binary which can be either installed using apt-get, or
-    compiled from a C++ file
+*   A ModelServer binary which can be either installed using Apt, or compiled
+    from a C++ file
     ([main.cc](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/model_servers/main.cc)).
     The TensorFlow Serving ModelServer discovers new exported models and runs a
     [gRPC](http://www.grpc.io) service for serving them.
 
-Before getting started, please complete the
-[prerequisites](setup.md#prerequisites).
+Before getting started, first [install Docker](docker.md#installing-docker)
 
 Note: All `bazel build` commands below use the standard `-c opt` flag. To
-further optimize the build, refer to the [instructions
-here](setup.md#optimized).
+further optimize the build, refer to the
+[instructions here](setup.md#optimized-build).
 
-## Train And Export TensorFlow Model
+## Train and export TensorFlow model
 
 As you can see in `mnist_saved_model.py`, the training is done the same way it
 is in the
@@ -145,50 +144,61 @@ def structure and how to set up them up can be found [here](signature_defs.md).
 Let's run it!
 
 First, if you haven't done so yet, clone this repository to your local machine:
+
 ```shell
-$ git clone https://github.com/tensorflow/serving.git
-Cloning into 'serving'...
-[...]
-$ cd serving
+git clone https://github.com/tensorflow/serving.git
+cd serving
 ```
 
 Clear the export directory if it already exists:
 
 ```shell
-$ rm -rf /tmp/mnist_model
+rm -rf models/mnist
 ```
 
 If you would like to install the `tensorflow` and `tensorflow-serving-api` PIP
 packages, you can run all Python code (export and client) using a simple
-`python` command. To install the PIP package, follow the [instructions
-here](setup.md#pip). It's also possible to use Bazel to build the necessary
-dependencies and run all code without installing those packages. The rest of the
-codelab will have instructions for both the Bazel and PIP options.
+`python` command. To install the PIP package, follow the
+[instructions here](setup.md#tensorflow-serving-python-api-pip-package). It's
+also possible to use Bazel to build the necessary dependencies and run all code
+without installing those packages. The rest of the codelab will have
+instructions for both the Bazel and PIP options.
 
-Bazel:
+*   **PIP**:
 
-```shell
-$ bazel build -c opt //tensorflow_serving/example:mnist_saved_model
-$ bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
+    ```shell
+    python tensorflow_serving/example/mnist_saved_model.py models/mnist
+    ```
+
+*   **Bazel**:
+
+    ```shell
+    tools/build_in_docker.sh bazel build -c opt tensorflow_serving/example:mnist_saved_model
+    tools/build_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_saved_model models/mnist
+    ```
+
+    TIP: Building from sources consumes a lot of RAM. If RAM is an issue on your
+    system, you may limit RAM usage by specifying
+    `--local_resources=2048,.5,1.0` while invoking Bazel. See the
+    [Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
+    for more information.
+
+This should result in output that looks like:
+
+```console
 Training model...
 
 ...
 
 Done training!
-Exporting trained model to /tmp/mnist_model
+Exporting trained model to models/mnist
 Done exporting!
 ```
 
-Or if you have `tensorflow-serving-api` installed, you can run:
-
-```shell
-$ python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
-```
-
 Now let's take a look at the export directory.
 
-```shell
-$ ls /tmp/mnist_model
+```console
+$ ls models/mnist
 1
 ```
 
@@ -196,8 +206,8 @@ As mentioned above, a sub-directory will be created for exporting each version
 of the model. `FLAGS.model_version` has the default value of 1, therefore
 the corresponding sub-directory `1` is created.
 
-```shell
-$ ls /tmp/mnist_model/1
+```console
+$ ls models/mnist/1
 saved_model.pb variables
 ```
 
@@ -211,45 +221,45 @@ Each version sub-directory contains the following files:
 
 With that, your TensorFlow model is exported and ready to be loaded!
 
-## Load Exported Model With Standard TensorFlow ModelServer
-
-If you'd like to use a locally compiled ModelServer, run the following:
-
-```shell
-$ bazel build -c opt //tensorflow_serving/model_servers:tensorflow_model_server
-$ bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
-```
+## Load exported model with standard TensorFlow ModelServer
 
-If you'd prefer to skip compilation and install using apt-get, follow the
-[instructions here](setup.md#aptget). Then run the server with the following
-command:
+Use a Docker serving image to easily load the model for serving:
 
 ```shell
-$ tensorflow_model_server --port=9000 --model_name=mnist --model_base_path=/tmp/mnist_model/
+docker run -p 8500:8500 \
+--mount type=bind,source=$(pwd)/models/mnist,target=/models/mnist \
+-e MODEL_NAME=mnist -t tensorflow/serving &
 ```
 
-## Test The Server
+## Test the server
 
 We can use the provided
 [mnist_client](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/mnist_client.py)
 utility to test the server. The client downloads MNIST test data, sends them as
 requests to the server, and calculates the inference error rate.
 
-To run it with Bazel:
+*   **PIP**:
 
-```shell
-$ bazel build -c opt //tensorflow_serving/example:mnist_client
-$ bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:9000
-...
-Inference error rate: 10.5%
-```
+    ```shell
+    python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=127.0.0.1:8500
+    ```
 
-Alternatively if you installed the PIP package, run:
+*   **Bazel**:
 
-```shell
-$ python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:9000
+    ```shell
+    tools/bazel_in_docker.sh bazel build -c opt \
+    tensorflow_serving/example:mnist_client
+    tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
+    --num_tests=1000 --server=127.0.0.1:8500
+    ```
+
+This should output something like
+
+```console
+    ...
+    Inference error rate: 11.13%
 ```
 
-We expect around 91% accuracy for the trained Softmax model and we get
-10.5% inference error rate for the first 1000 test images. This confirms that
-the server loads and runs the trained model successfully!
+We expect around 90% accuracy for the trained Softmax model and we get 11%
+inference error rate for the first 1000 test images. This confirms that the
+server loads and runs the trained model successfully!
diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 52633be4123..c3c818b8f64 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -1,82 +1,16 @@
 # Installation
 
-## Prerequisites
+## Installing ModelServer
 
-To compile and use TensorFlow Serving, you need to set up some prerequisites.
+### Installing using Docker
 
-### Bazel (only if compiling source code)
+The easiest and most straight-forward way of using TensorFlow Serving is via
+[Docker images](docker.md). We highly recommend this route unless you have
+specific needs that are not addressed by running in a container.
 
-TensorFlow Serving requires Bazel 0.5.4 or higher. You can find the Bazel
-installation instructions [here](http://bazel.build/docs/install.html).
+### Installing using APT
 
-If you have the prerequisites for Bazel, those instructions consist of the
-following steps:
-
-1.  Download the relevant binary from
-    [here](https://github.com/bazelbuild/bazel/releases). Let's say you
-    downloaded bazel-0.5.4-installer-linux-x86_64.sh. You would execute:
-
-    <pre>
-    cd ~/Downloads
-    chmod +x bazel-0.5.4-installer-linux-x86_64.sh
-    ./bazel-0.5.4-installer-linux-x86_64.sh --user
-    </pre>
-
-2.  Set up your environment. Put this in your ~/.bashrc.
-
-    <pre>
-    export PATH="$PATH:$HOME/bin"
-    </pre>
-
-### gRPC
-
-Our tutorials use [gRPC](http://www.grpc.io) (1.0.0 or higher) as our RPC
-framework. You can find the installation instructions
-[here](https://github.com/grpc/grpc/tree/master/src/python/grpcio).
-
-### Packages
-
-To install TensorFlow Serving dependencies, execute the following:
-
-```shell
-sudo apt-get update && sudo apt-get install -y \
-        automake \
-        build-essential \
-        curl \
-        libcurl3-dev \
-        git \
-        libtool \
-        libfreetype6-dev \
-        libpng12-dev \
-        libzmq3-dev \
-        pkg-config \
-        python-dev \
-        python-numpy \
-        python-pip \
-        software-properties-common \
-        swig \
-        zip \
-        zlib1g-dev
-```
-
-The list of packages needed to build TensorFlow changes over time, so if you
-encounter any issues, refer TensorFlow's [build
-instructions](https://www.tensorflow.org/install/install_sources). Pay
-particular attention to `apt-get install` and `pip install` commands which you
-may need to run.
-
-### TensorFlow Serving Python API PIP package {#pip}
-
-To run Python client code without the need to install Bazel, you can install the
-`tensorflow-serving-api` PIP package using:
-
-```shell
-pip install tensorflow-serving-api
-```
-
-## Installing using apt-get {#aptget}
-
-### Available binaries
+#### Available binaries
 
 The TensorFlow Serving ModelServer binary is available in two variants:
 
@@ -90,67 +24,92 @@ not all machines out there. Use this if `tensorflow-model-server` does not work
 for you. Note that the binary name is the same for both packages, so if you
 already installed tensorflow-model-server, you should first uninstall it using
 
+<!-- common_typos_disable -->
+
 ```shell
-sudo apt-get remove tensorflow-model-server
+apt-get remove tensorflow-model-server
 ```
 
-### Installing the ModelServer
+<!-- common_typos_enable -->
 
-1.  Add TensorFlow Serving distribution URI as a package source (one time setup)
+#### Installation
 
-    <pre>
-    echo "deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal" | sudo tee /etc/apt/sources.list.d/tensorflow-serving.list
+1.  Add TensorFlow Serving distribution URI as a package source (one time setup)
 
+    ```shell
+    echo "deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal" | sudo tee /etc/apt/sources.list.d/tensorflow-serving.list && \
     curl https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | sudo apt-key add -
-    </pre>
+    ```
 
 2.  Install and update TensorFlow ModelServer
 
-    <pre>
-    sudo apt-get update && sudo apt-get install tensorflow-model-server
-    </pre>
+<!-- common_typos_disable -->
 
-Once installed, the binary can be invoked using the command
-`tensorflow_model_server`.
+    ```shell
+    apt-get install tensorflow-model-server
+    ```
+
+<!-- common_typos_enable -->
+
+    Once installed, the binary can be invoked using the command
+    `tensorflow_model_server`.
 
 You can upgrade to a newer version of tensorflow-model-server with:
 
+<!-- common_typos_disable -->
+
 ```shell
-sudo apt-get upgrade tensorflow-model-server
+apt-get upgrade tensorflow-model-server
 ```
 
+<!-- common_typos_enable -->
+
 Note: In the above commands, replace tensorflow-model-server with
 tensorflow-model-server-universal if your processor does not support AVX
 instructions.
 
-## Installing from source
+## Building from source
+
+The recommended approach to building from source is to use Docker. The
+TensorFlow Serving Docker development images encapsulate all the dependencies
+you need to build your own version of TensorFlow Serving.
+
+For a listing of what these dependencies are, see the TensorFlow Serving
+Development Dockerfiles
+[[CPU](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+[GPU](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu)].
 
-### Clone the TensorFlow Serving repository
+Note: Currently we only support building binaries that run on Linux.
+
+#### Installing Docker
+
+General installation instructions are
+[on the Docker site](https://docs.docker.com/install/).
+
+#### Clone the build script
+
+After installing Docker, we need to get the source we want to build from. We
+will use Git to clone the master branch of TensorFlow Serving:
 
 ```shell
-git clone https://github.com/tensorflow/serving
+git clone https://github.com/tensorflow/serving.git
 cd serving
 ```
 
-Note that these instructions will install the latest master branch of TensorFlow
-Serving. If you want to install a specific branch (such as a release branch),
-pass `-b <branchname>` to the `git clone` command.
-
-### Install prerequisites
-
-Follow the Prerequisites section above to install all dependencies. Consult the
-[TensorFlow install instructions](https://www.tensorflow.org/install/) if you
-encounter any issues with setting up TensorFlow or its dependencies.
+#### Build
 
-### Build
+In order to build in a hermetic environment with all dependencies taken care of,
+we will use the `bazel_in_docker.sh` script. This script passes build commands
+through to a Docker container. By default, the script will build with the latest
+nightly Docker development image.
 
-TensorFlow Serving uses Bazel to build. Use Bazel commands to build individual
-targets or the entire source tree.
+TensorFlow Serving uses Bazel as its build tool. You can use Bazel commands to
+build individual targets or the entire source tree.
 
 To build the entire tree, execute:
 
 ```shell
-bazel build -c opt tensorflow_serving/...
+tools/bazel_in_docker.sh bazel build -c opt tensorflow_serving/...
 ```
 
 Binaries are placed in the bazel-bin directory, and can be run using a command
@@ -160,17 +119,37 @@ like:
 bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server
 ```
 
-To test your installation, execute:
+To test your build, execute:
 
 ```shell
-bazel test -c opt tensorflow_serving/...
+tools/bazel_in_docker.sh bazel test -c opt tensorflow_serving/...
 ```
 
 See the [basic tutorial](serving_basic.md) and [advanced
 tutorial](serving_advanced.md) for more in-depth examples of running TensorFlow
 Serving.
 
-### Optimized build {#optimized}
+##### Building specific versions of TensorFlow Serving
+
+If you want to build from a specific branch (such as a release branch), pass `-b
+<branchname>` to the `git clone` command.
+
+We will also want to match the build environment for that branch of code, by
+passing the `bazel_in_docker.sh` script the Docker development image we'd like
+to use.
+
+For example, to build version 1.10 of TensorFlow Serving:
+
+```console
+$ git clone -b r1.10 https://github.com/tensorflow/serving.git
+...
+$ cd serving
+$ tools/bazel_in_docker.sh -d tensorflow/serving:1.10-devel \
+  bazel build -c opt tensorflow_serving/...
+...
+```
+
+##### Optimized build
 
 It's possible to compile using some platform specific instruction sets (e.g.
 AVX) that can significantly improve performance. Wherever you see 'bazel build'
@@ -180,7 +159,9 @@ in the documentation, you can add the flags `-c opt --copt=-msse4.1
 example:
 
 ```shell
-bazel build -c opt --copt=-msse4.1 --copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3 --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" tensorflow_serving/...
+tools/bazel_in_docker.sh bazel build -c opt --copt=-msse4.1 --copt=-msse4.2 \
+  --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3 \
+  --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" tensorflow_serving/...
 ```
 
 Note: These instruction sets are not available on all machines, especially with
@@ -188,3 +169,11 @@ older processors, so it may not work with all flags. You can try some subset of
 them, or revert to just the basic '-c opt' which is guaranteed to work on all
 machines.
 
+## TensorFlow Serving Python API PIP package
+
+To run Python client code without the need to build the API, you can install the
+`tensorflow-serving-api` PIP package using:
+
+```shell
+pip install tensorflow-serving-api
+```

From 20ba4a228de03da7d8fff0ed53d4147ea0cab501 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 18:03:13 -0700
Subject: [PATCH 0627/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208575742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8d70c5c520..2ac470c6139 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b87abe099f820c450120e1346c95ab34e90947ca1bb171419f7082cf7d0ad225",
-    git_commit = "8202d1c154d21a42ee7343f2bcab64c909c95c76",
+    sha256 = "bc21c41b9de1c1ac000e524fca5bb615a46dcf6160096066ae8b892ed82c5906",
+    git_commit = "f77a5d0df0023b1c72e6fad453fbda2770e10b3d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f9f9eca4dc718ac41768e4f6a4eb6d1178028a91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 19:01:12 -0700
Subject: [PATCH 0628/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208581068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ac470c6139..7b4ba192563 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc21c41b9de1c1ac000e524fca5bb615a46dcf6160096066ae8b892ed82c5906",
-    git_commit = "f77a5d0df0023b1c72e6fad453fbda2770e10b3d",
+    sha256 = "edc08a7de8af0fa577d28d4be473ee15289bf76566d7269e9520a6510ae12333",
+    git_commit = "ab755c94beffc0531ca24b157858b3a10d10f397",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2be87899b4586b3c7b6c1f262f7cd76492617caa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 20:01:09 -0700
Subject: [PATCH 0629/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208585496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b4ba192563..a3fe53ed8b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edc08a7de8af0fa577d28d4be473ee15289bf76566d7269e9520a6510ae12333",
-    git_commit = "ab755c94beffc0531ca24b157858b3a10d10f397",
+    sha256 = "8144de95a88a228740d9a73bcf084c7a0e33e9e0a132f8572e1b9b77fef3eeb5",
+    git_commit = "5326a7fb028d6a66286e9e929dc9454c12e81522",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e490fdf91ba7189c91022bfdc2ad20fa61af1224 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Aug 2018 23:01:17 -0700
Subject: [PATCH 0630/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208598033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3fe53ed8b2..221812cf632 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8144de95a88a228740d9a73bcf084c7a0e33e9e0a132f8572e1b9b77fef3eeb5",
-    git_commit = "5326a7fb028d6a66286e9e929dc9454c12e81522",
+    sha256 = "c4d26819a12cbb47ed219d86222f4f325a464120c87dba80fdc6595c0b68f8ad",
+    git_commit = "e447ae4759317156d31a9421290716f0ffbffcd8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dba6f4f251ecfe0d23841d0075f92d242c9f744a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 01:02:22 -0700
Subject: [PATCH 0631/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208607030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 221812cf632..6a4ddf07402 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4d26819a12cbb47ed219d86222f4f325a464120c87dba80fdc6595c0b68f8ad",
-    git_commit = "e447ae4759317156d31a9421290716f0ffbffcd8",
+    sha256 = "7319d4f521a8d6933a5f26faf66ab09706e7cd91b219d93e333de767281314be",
+    git_commit = "cb53bfaf48588962f5799391d3a7a411dda72b49",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From caa381b8c2a2d592321958b02a2cb9a18b8cafd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 04:03:44 -0700
Subject: [PATCH 0632/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208624738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a4ddf07402..ac4879a9cae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7319d4f521a8d6933a5f26faf66ab09706e7cd91b219d93e333de767281314be",
-    git_commit = "cb53bfaf48588962f5799391d3a7a411dda72b49",
+    sha256 = "1b51915db86c95ef44a47e55875c942e4e6c74bed3f78cef48d6d80961f875f1",
+    git_commit = "9b05ad3798e011202c8a0f094a6507855a0a9f2d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 179fc3dc1fcaccb2b41ecfeb43351e134f826248 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 09:02:16 -0700
Subject: [PATCH 0633/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208655037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac4879a9cae..b922992bc02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b51915db86c95ef44a47e55875c942e4e6c74bed3f78cef48d6d80961f875f1",
-    git_commit = "9b05ad3798e011202c8a0f094a6507855a0a9f2d",
+    sha256 = "29968ffa4c0a727f3ebd6d1f5dc0abd15c85ad20c39631820a451f8078209fef",
+    git_commit = "62db4ac8780f37db2a9c5d18faa755e58e6a0403",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e76667f2b7b04a16a7ed2139896306bd54b20ded Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 10:05:43 -0700
Subject: [PATCH 0634/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208665063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b922992bc02..19e5b43e891 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29968ffa4c0a727f3ebd6d1f5dc0abd15c85ad20c39631820a451f8078209fef",
-    git_commit = "62db4ac8780f37db2a9c5d18faa755e58e6a0403",
+    sha256 = "fcc834349449314377ec2830c23a3ecd3b9343a11f79a44e5e3c68b6a14aeb40",
+    git_commit = "01267485b63d440eb9f3b4061d8e8ceaad5bca79",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 30a958ae7bfcc8f01508ae0583ec02f9b711ec2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 11:01:30 -0700
Subject: [PATCH 0635/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208676066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19e5b43e891..55bc20924a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcc834349449314377ec2830c23a3ecd3b9343a11f79a44e5e3c68b6a14aeb40",
-    git_commit = "01267485b63d440eb9f3b4061d8e8ceaad5bca79",
+    sha256 = "f7fda27a6292ae806b03a50706265c124f12c1465753abf5fcc972e66b6ff934",
+    git_commit = "1eb7db417a39b846d7679346e6a5b219224156ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 22d930ccd234f589c572cc0b962c5cc1ee1d60f2 Mon Sep 17 00:00:00 2001
From: saeta <saeta@google.com>
Date: Tue, 14 Aug 2018 11:09:24 -0700
Subject: [PATCH 0636/8103] Internal-only change.

PiperOrigin-RevId: 208677792
---
 tensorflow_serving/model_servers/BUILD        |  26 +++-
 tensorflow_serving/model_servers/main.cc      | 125 +-----------------
 .../model_servers/prediction_service_impl.cc  | 117 ++++++++++++++++
 .../model_servers/prediction_service_impl.h   |  62 +++++++++
 4 files changed, 205 insertions(+), 125 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/prediction_service_impl.cc
 create mode 100644 tensorflow_serving/model_servers/prediction_service_impl.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d67e8ed1429..aa9cdabb19f 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -201,6 +201,27 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "prediction_service_impl",
+    srcs = ["prediction_service_impl.cc"],
+    hdrs = ["prediction_service_impl.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":grpc_status_util",
+        ":server_core",
+        "//tensorflow_serving/apis:prediction_service_proto",
+        "//tensorflow_serving/servables/tensorflow:classification_service",
+        "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
+        "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
+        "//tensorflow_serving/servables/tensorflow:predict_impl",
+        "//tensorflow_serving/servables/tensorflow:regression_service",
+        "//tensorflow_serving/util:status_util",
+        "@grpc//:grpc++",
+    ],
+)
+
 cc_library(
     name = "grpc_status_util",
     srcs = ["grpc_status_util.cc"],
@@ -287,10 +308,12 @@ cc_library(
         ":http_server",
         ":model_platform_types",
         ":platform_config_util",
+        ":prediction_service_impl",
         ":server_core",
         ":grpc_status_util",
         ":model_service_impl",
         "@protobuf_archive//:cc_wkt_protos",
+        "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
@@ -298,12 +321,9 @@ cc_library(
         "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
         "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "//tensorflow_serving/apis:prediction_service_proto",
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/config:ssl_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
-        "@grpc//:grpc++",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index ef879ad8805..f679f29199b 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -67,8 +67,6 @@ limitations under the License.
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/util/command_line_flags.h"
-#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
-#include "tensorflow_serving/apis/prediction_service.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/ssl_config.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
@@ -77,13 +75,9 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/model_service_impl.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/prediction_service_impl.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/model_servers/version.h"
-#include "tensorflow_serving/servables/tensorflow/classification_service.h"
-#include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
-#include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
-#include "tensorflow_serving/servables/tensorflow/predict_impl.h"
-#include "tensorflow_serving/servables/tensorflow/regression_service.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace grpc {
@@ -96,33 +90,16 @@ using tensorflow::serving::AspiredVersionsManager;
 using tensorflow::serving::AvailabilityPreservingPolicy;
 using tensorflow::serving::BatchingParameters;
 using tensorflow::serving::EventBus;
-using tensorflow::serving::FileSystemStoragePathSourceConfig;
-using tensorflow::serving::GetModelMetadataImpl;
 using tensorflow::serving::ModelServerConfig;
 using tensorflow::serving::ServableState;
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::SessionBundleConfig;
 using tensorflow::serving::SSLConfig;
-using tensorflow::serving::TensorflowClassificationServiceImpl;
-using tensorflow::serving::TensorflowPredictor;
-using tensorflow::serving::TensorflowRegressionServiceImpl;
 using tensorflow::serving::UniquePtrWithDeps;
 
 using grpc::InsecureServerCredentials;
 using grpc::Server;
 using grpc::ServerBuilder;
-using grpc::ServerContext;
-using tensorflow::serving::ClassificationRequest;
-using tensorflow::serving::ClassificationResponse;
-using tensorflow::serving::GetModelMetadataRequest;
-using tensorflow::serving::GetModelMetadataResponse;
-using tensorflow::serving::MultiInferenceRequest;
-using tensorflow::serving::MultiInferenceResponse;
-using tensorflow::serving::PredictRequest;
-using tensorflow::serving::PredictResponse;
-using tensorflow::serving::RegressionRequest;
-using tensorflow::serving::RegressionResponse;
-using tensorflow::serving::PredictionService;
 
 namespace {
 
@@ -173,103 +150,6 @@ ProtoType ReadProtoFromFile(const string& file) {
   return proto;
 }
 
-int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
-  return gpr_time_to_millis(
-      gpr_time_sub(gpr_convert_clock_type(deadline, GPR_CLOCK_MONOTONIC),
-                   gpr_now(GPR_CLOCK_MONOTONIC)));
-}
-
-class PredictionServiceImpl final : public PredictionService::Service {
- public:
-  explicit PredictionServiceImpl(ServerCore* core, bool use_saved_model)
-      : core_(core),
-        predictor_(new TensorflowPredictor(use_saved_model)),
-        use_saved_model_(use_saved_model) {}
-
-  grpc::Status Predict(ServerContext* context, const PredictRequest* request,
-                       PredictResponse* response) override {
-    tensorflow::RunOptions run_options = tensorflow::RunOptions();
-    // By default, this is infinite which is the same default as RunOptions.
-    run_options.set_timeout_in_ms(
-        DeadlineToTimeoutMillis(context->raw_deadline()));
-    const grpc::Status status = tensorflow::serving::ToGRPCStatus(
-        predictor_->Predict(run_options, core_, *request, response));
-    if (!status.ok()) {
-      VLOG(1) << "Predict failed: " << status.error_message();
-    }
-    return status;
-  }
-
-  grpc::Status GetModelMetadata(ServerContext* context,
-                                const GetModelMetadataRequest* request,
-                                GetModelMetadataResponse* response) override {
-    if (!use_saved_model_) {
-      return tensorflow::serving::ToGRPCStatus(
-          tensorflow::errors::InvalidArgument(
-              "GetModelMetadata API is only available when use_saved_model is "
-              "set to true"));
-    }
-    const grpc::Status status = tensorflow::serving::ToGRPCStatus(
-        GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
-    if (!status.ok()) {
-      VLOG(1) << "GetModelMetadata failed: " << status.error_message();
-    }
-    return status;
-  }
-
-  grpc::Status Classify(ServerContext* context,
-                        const ClassificationRequest* request,
-                        ClassificationResponse* response) override {
-    tensorflow::RunOptions run_options = tensorflow::RunOptions();
-    // By default, this is infinite which is the same default as RunOptions.
-    run_options.set_timeout_in_ms(
-        DeadlineToTimeoutMillis(context->raw_deadline()));
-    const grpc::Status status = tensorflow::serving::ToGRPCStatus(
-        TensorflowClassificationServiceImpl::Classify(run_options, core_,
-                                                      *request, response));
-    if (!status.ok()) {
-      VLOG(1) << "Classify request failed: " << status.error_message();
-    }
-    return status;
-  }
-
-  grpc::Status Regress(ServerContext* context, const RegressionRequest* request,
-                       RegressionResponse* response) override {
-    tensorflow::RunOptions run_options = tensorflow::RunOptions();
-    // By default, this is infinite which is the same default as RunOptions.
-    run_options.set_timeout_in_ms(
-        DeadlineToTimeoutMillis(context->raw_deadline()));
-    const grpc::Status status = tensorflow::serving::ToGRPCStatus(
-        TensorflowRegressionServiceImpl::Regress(run_options, core_, *request,
-                                                 response));
-    if (!status.ok()) {
-      VLOG(1) << "Regress request failed: " << status.error_message();
-    }
-    return status;
-  }
-
-  grpc::Status MultiInference(ServerContext* context,
-                              const MultiInferenceRequest* request,
-                              MultiInferenceResponse* response) override {
-    tensorflow::RunOptions run_options = tensorflow::RunOptions();
-    // By default, this is infinite which is the same default as RunOptions.
-    run_options.set_timeout_in_ms(
-        DeadlineToTimeoutMillis(context->raw_deadline()));
-    const grpc::Status status =
-        tensorflow::serving::ToGRPCStatus(RunMultiInferenceWithServerCore(
-            run_options, core_, *request, response));
-    if (!status.ok()) {
-      VLOG(1) << "MultiInference request failed: " << status.error_message();
-    }
-    return status;
-  }
-
- private:
-  ServerCore* core_;
-  std::unique_ptr<TensorflowPredictor> predictor_;
-  bool use_saved_model_;
-};
-
 // gRPC Channel Arguments to be passed from command line to gRPC ServerBuilder.
 struct GrpcChannelArgument {
   string key;
@@ -304,7 +184,8 @@ void RunServer(int port, std::unique_ptr<ServerCore> core, bool use_saved_model,
   // "0.0.0.0" is the way to listen on localhost in gRPC.
   const string server_address = "0.0.0.0:" + std::to_string(port);
   tensorflow::serving::ModelServiceImpl model_service(core.get());
-  PredictionServiceImpl prediction_service(core.get(), use_saved_model);
+  tensorflow::serving::PredictionServiceImpl prediction_service(
+      core.get(), use_saved_model);
   ServerBuilder builder;
   builder.AddListeningPort(server_address, creds);
   builder.RegisterService(&model_service);
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
new file mode 100644
index 00000000000..b347d39eb9b
--- /dev/null
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -0,0 +1,117 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/prediction_service_impl.h"
+#include "grpc/grpc.h"
+#include "tensorflow_serving/model_servers/grpc_status_util.h"
+#include "tensorflow_serving/servables/tensorflow/classification_service.h"
+#include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
+#include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
+#include "tensorflow_serving/servables/tensorflow/regression_service.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace {
+
+int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
+  return gpr_time_to_millis(
+      gpr_time_sub(gpr_convert_clock_type(deadline, GPR_CLOCK_MONOTONIC),
+                   gpr_now(GPR_CLOCK_MONOTONIC)));
+}
+
+}  // namespace
+
+::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
+                                              const PredictRequest *request,
+                                              PredictResponse *response) {
+  tensorflow::RunOptions run_options = tensorflow::RunOptions();
+  run_options.set_timeout_in_ms(
+      DeadlineToTimeoutMillis(context->raw_deadline()));
+
+  const ::grpc::Status status =
+      ToGRPCStatus(predictor_->Predict(run_options, core_, *request, response));
+
+  if (!status.ok()) {
+    VLOG(1) << "Predict failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status PredictionServiceImpl::GetModelMetadata(
+    ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
+    GetModelMetadataResponse *response) {
+  if (!use_saved_model_) {
+    return ToGRPCStatus(
+        errors::InvalidArgument("GetModelMetadata API is only available when "
+                                "use_saved_model is set to true"));
+  }
+  const ::grpc::Status status = ToGRPCStatus(
+      GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
+  if (!status.ok()) {
+    VLOG(1) << "GetModelMetadata failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status PredictionServiceImpl::Classify(
+    ::grpc::ServerContext *context, const ClassificationRequest *request,
+    ClassificationResponse *response) {
+  tensorflow::RunOptions run_options = tensorflow::RunOptions();
+  // By default, this is infinite which is the same default as RunOptions.
+  run_options.set_timeout_in_ms(
+      DeadlineToTimeoutMillis(context->raw_deadline()));
+  const ::grpc::Status status =
+      ToGRPCStatus(TensorflowClassificationServiceImpl::Classify(
+          run_options, core_, *request, response));
+  if (!status.ok()) {
+    VLOG(1) << "Classify request failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
+                                              const RegressionRequest *request,
+                                              RegressionResponse *response) {
+  tensorflow::RunOptions run_options = tensorflow::RunOptions();
+  // By default, this is infinite which is the same default as RunOptions.
+  run_options.set_timeout_in_ms(
+      DeadlineToTimeoutMillis(context->raw_deadline()));
+  const ::grpc::Status status =
+      ToGRPCStatus(TensorflowRegressionServiceImpl::Regress(
+          run_options, core_, *request, response));
+  if (!status.ok()) {
+    VLOG(1) << "Regress request failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status PredictionServiceImpl::MultiInference(
+    ::grpc::ServerContext *context, const MultiInferenceRequest *request,
+    MultiInferenceResponse *response) {
+  tensorflow::RunOptions run_options = tensorflow::RunOptions();
+  // By default, this is infinite which is the same default as RunOptions.
+  run_options.set_timeout_in_ms(
+      DeadlineToTimeoutMillis(context->raw_deadline()));
+  const ::grpc::Status status = ToGRPCStatus(
+      RunMultiInferenceWithServerCore(run_options, core_, *request, response));
+  if (!status.ok()) {
+    VLOG(1) << "MultiInference request failed: " << status.error_message();
+  }
+  return status;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
new file mode 100644
index 00000000000..e23436df41c
--- /dev/null
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -0,0 +1,62 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_IMPL_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_IMPL_H_
+
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/predict_impl.h"
+
+namespace tensorflow {
+namespace serving {
+
+class PredictionServiceImpl final : public PredictionService::Service {
+ public:
+  explicit PredictionServiceImpl(ServerCore* core, bool use_saved_model)
+      : core_(core),
+        predictor_(new TensorflowPredictor(use_saved_model)),
+        use_saved_model_(use_saved_model) {}
+
+  ::grpc::Status Predict(::grpc::ServerContext* context,
+                         const PredictRequest* request,
+                         PredictResponse* response) override;
+
+  ::grpc::Status GetModelMetadata(::grpc::ServerContext* context,
+                                  const GetModelMetadataRequest* request,
+                                  GetModelMetadataResponse* response) override;
+
+  ::grpc::Status Classify(::grpc::ServerContext* context,
+                          const ClassificationRequest* request,
+                          ClassificationResponse* response) override;
+
+  ::grpc::Status Regress(::grpc::ServerContext* context,
+                         const RegressionRequest* request,
+                         RegressionResponse* response) override;
+
+  ::grpc::Status MultiInference(::grpc::ServerContext* context,
+                                const MultiInferenceRequest* request,
+                                MultiInferenceResponse* response) override;
+
+ private:
+  ServerCore* core_;
+  std::unique_ptr<TensorflowPredictor> predictor_;
+  const bool use_saved_model_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_IMPL_H_

From 30d313b48a8011ecd1a07d08ea66b7ca0dc0daec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 12:02:19 -0700
Subject: [PATCH 0637/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208687551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55bc20924a2..d6da2b75729 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7fda27a6292ae806b03a50706265c124f12c1465753abf5fcc972e66b6ff934",
-    git_commit = "1eb7db417a39b846d7679346e6a5b219224156ad",
+    sha256 = "4f51f8474d5242635e7f460d624e4f18d055ff3b0fe83c95b585bf76c335dfbd",
+    git_commit = "f397a0f3d02c6a01c5c21991eb153c82847c1ce5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a3e36cd98e8f4e5554fb276c688f418e9e38b44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 13:02:54 -0700
Subject: [PATCH 0638/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208697426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6da2b75729..d3226698a2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f51f8474d5242635e7f460d624e4f18d055ff3b0fe83c95b585bf76c335dfbd",
-    git_commit = "f397a0f3d02c6a01c5c21991eb153c82847c1ce5",
+    sha256 = "90ef0d0fe64cbd7c471fc45cd799ef6672c226168d288292cfdcc26676701891",
+    git_commit = "425b62a344f18c875f6f024b36ae37749cb00feb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2a3f866d21a2883b4a25fb7153b9847bcc9c39ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 14:01:57 -0700
Subject: [PATCH 0639/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208708489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3226698a2f..30f1506b913 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90ef0d0fe64cbd7c471fc45cd799ef6672c226168d288292cfdcc26676701891",
-    git_commit = "425b62a344f18c875f6f024b36ae37749cb00feb",
+    sha256 = "0b981bc99b7279efda9385fd1fe29297d9e7be01a091f9c1d450c8333c671076",
+    git_commit = "a1df092d60e2c2e6fa0e2de668224b536892c244",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc8c5301125903a3e2ddc8b743f78f0d539bf61b Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 14 Aug 2018 14:53:44 -0700
Subject: [PATCH 0640/8103] Keep pypi package from overwriting TF package

PiperOrigin-RevId: 208718607
---
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 8 --------
 tensorflow_serving/tools/pip_package/setup.py             | 2 +-
 2 files changed, 1 insertion(+), 9 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 2833fc64613..2fba7336489 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -37,7 +37,6 @@ function main() {
   mkdir -p ${TMPDIR}/tensorflow_serving/config
   mkdir -p ${TMPDIR}/tensorflow_serving/sources/storage_path
   mkdir -p ${TMPDIR}/tensorflow_serving/util
-  mkdir -p ${TMPDIR}/tensorflow/core/lib/core
 
   echo "Adding python files"
   cp bazel-genfiles/tensorflow_serving/apis/*_pb2.py \
@@ -58,19 +57,12 @@ function main() {
   cp bazel-genfiles/tensorflow_serving/util/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/util"
 
-  cp bazel-genfiles/external/org_tensorflow/tensorflow/core/lib/core/*.py \
-    "${TMPDIR}/tensorflow/core/lib/core"
-
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/sources/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/sources/storage_path/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/util/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
-  touch "${TMPDIR}/tensorflow/__init__.py"
-  touch "${TMPDIR}/tensorflow/core/__init__.py"
-  touch "${TMPDIR}/tensorflow/core/lib/__init__.py"
-  touch "${TMPDIR}/tensorflow/core/lib/core/__init__.py"
 
   echo "Adding package setup files"
   cp ${PIP_SRC_DIR}/setup.py "${TMPDIR}"
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 051ea45bdcc..f68d4fed340 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -34,7 +34,7 @@
 REQUIRED_PACKAGES = [
     'tensorflow>=1.2.0,<2',
     'grpcio>=1.0<2',
-    'protobuf==3.6.0',
+    'protobuf>=3.6.0',
 ]
 
 setup(

From 5ab680f972d9f2d31c59967019f12130ff7c49d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 15:04:20 -0700
Subject: [PATCH 0641/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208720660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30f1506b913..49afc0616ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b981bc99b7279efda9385fd1fe29297d9e7be01a091f9c1d450c8333c671076",
-    git_commit = "a1df092d60e2c2e6fa0e2de668224b536892c244",
+    sha256 = "e1184a43681709e361d45a35a3872868f1c76923783663f8aac3cd76ad8dd817",
+    git_commit = "af827be63a9d8aff06a438ac9769a6ff6870c60d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5882db73e2e7f48d5faf162e5f1653362dd7ff70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 16:00:41 -0700
Subject: [PATCH 0642/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208730843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49afc0616ca..536a1eb55e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1184a43681709e361d45a35a3872868f1c76923783663f8aac3cd76ad8dd817",
-    git_commit = "af827be63a9d8aff06a438ac9769a6ff6870c60d",
+    sha256 = "54de46d7fe4bc038b86c90cc69a01424bb29b8e2da426a8f2177e521d1ae0d4c",
+    git_commit = "f8c946ceb9fcacd93c2640c65b1a5b74a38002f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cb3165767a7898f44ee5ff18605801b7d0ec4cbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 17:03:04 -0700
Subject: [PATCH 0643/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208741053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 536a1eb55e9..115075c4ffd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54de46d7fe4bc038b86c90cc69a01424bb29b8e2da426a8f2177e521d1ae0d4c",
-    git_commit = "f8c946ceb9fcacd93c2640c65b1a5b74a38002f8",
+    sha256 = "3268be3688ac8052c80326264b3b630140cfc07ffa1447e0d92db5a792982cd1",
+    git_commit = "513b1441b406572bf6435a3af28803d8c00217ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d3d822d81a53ed5ec834808f4f0b519263cb657 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 18:03:01 -0700
Subject: [PATCH 0644/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208749216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 115075c4ffd..f193dd9b8bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3268be3688ac8052c80326264b3b630140cfc07ffa1447e0d92db5a792982cd1",
-    git_commit = "513b1441b406572bf6435a3af28803d8c00217ec",
+    sha256 = "70e880bf519bc0383a17715132fd59473fb9ce84b601cc0ff4db9b975db569ed",
+    git_commit = "1200245073e531c11f56bdf6581dc9e8df8e0597",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f70186fa3927b09704ec7a6748621cad8d6ba92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 19:05:01 -0700
Subject: [PATCH 0645/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208755732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f193dd9b8bf..5226e1a8375 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70e880bf519bc0383a17715132fd59473fb9ce84b601cc0ff4db9b975db569ed",
-    git_commit = "1200245073e531c11f56bdf6581dc9e8df8e0597",
+    sha256 = "4682ff5aa2494903faba23e49d40c00342edb060c1385c1ad805edc031190b1b",
+    git_commit = "63a49c712edd3b2ee990a9f98b766b24190d3ccb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10bb649af1f1b9e96ca33cbbec6e731aadbc886e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 20:00:57 -0700
Subject: [PATCH 0646/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208759577
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5226e1a8375..9f5cc8b3936 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4682ff5aa2494903faba23e49d40c00342edb060c1385c1ad805edc031190b1b",
-    git_commit = "63a49c712edd3b2ee990a9f98b766b24190d3ccb",
+    sha256 = "12938771bd513a7d5d3d8f38f7b1a172e17d0f12b9e6ff5438587b7620fb6ea1",
+    git_commit = "94ba1c4f0eccd234b4e0e5b504ddf1803067f1bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dd01360e49048fadf172f6c2edd87039b4b88241 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 21:02:45 -0700
Subject: [PATCH 0647/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208764383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f5cc8b3936..ac69f1d80ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12938771bd513a7d5d3d8f38f7b1a172e17d0f12b9e6ff5438587b7620fb6ea1",
-    git_commit = "94ba1c4f0eccd234b4e0e5b504ddf1803067f1bc",
+    sha256 = "dd641350fec19730554ef93ef49b1cd772b5a4f693926ee3d5e412f57c3ab38e",
+    git_commit = "c2399dbe405eb8cbdbe0451336f46c6085d9a3c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bcbe2ca921206ec0907e265706e13b2be3e6e296 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 22:00:45 -0700
Subject: [PATCH 0648/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208768511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac69f1d80ca..65a727a83af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd641350fec19730554ef93ef49b1cd772b5a4f693926ee3d5e412f57c3ab38e",
-    git_commit = "c2399dbe405eb8cbdbe0451336f46c6085d9a3c5",
+    sha256 = "58ae7143f23fe3e0acea623d48bdc47579804c7b8a199f00e7fed7c7b38ea5a4",
+    git_commit = "d955bd55bb6138e908fe047152a1e1ac3f278aa9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a8cea24d47c124c3e5883205f195913ca297682d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Aug 2018 23:00:55 -0700
Subject: [PATCH 0649/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208772503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65a727a83af..3ecbf9f8417 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58ae7143f23fe3e0acea623d48bdc47579804c7b8a199f00e7fed7c7b38ea5a4",
-    git_commit = "d955bd55bb6138e908fe047152a1e1ac3f278aa9",
+    sha256 = "fffdfd26ce20e1513ac4e3b43c021f7b45f79728602e82f45b276396fe1029aa",
+    git_commit = "d4b8e21ef9ac66d5871f37303218f47e40a1a02c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af7f70b09eb8d7b0df1eeee4f02dd678d33b53f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 00:04:10 -0700
Subject: [PATCH 0650/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208776904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ecbf9f8417..63f40d62e27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fffdfd26ce20e1513ac4e3b43c021f7b45f79728602e82f45b276396fe1029aa",
-    git_commit = "d4b8e21ef9ac66d5871f37303218f47e40a1a02c",
+    sha256 = "f14c426ade8997a0a6a2e0c300fd061b4fd045b9afddc7fc9608a120b050e594",
+    git_commit = "d623bc479174079134fc5341ca99b2491d0afce7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eb5eb897e1f74f0e2fdc44a263f0525145ac140a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 01:00:53 -0700
Subject: [PATCH 0651/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208781448
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63f40d62e27..707b0a70405 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f14c426ade8997a0a6a2e0c300fd061b4fd045b9afddc7fc9608a120b050e594",
-    git_commit = "d623bc479174079134fc5341ca99b2491d0afce7",
+    sha256 = "e32ae702bb38c28133595ccc0cdfd89eb1ec81556e6c3b072ecbcbd75f84d3d7",
+    git_commit = "1695fed253042122df6d678671f050745b78b09c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c5202bc9133b30a1627bf92b3cc62fc3f53b9269 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 03:03:00 -0700
Subject: [PATCH 0652/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208794025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 707b0a70405..022b04e0514 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e32ae702bb38c28133595ccc0cdfd89eb1ec81556e6c3b072ecbcbd75f84d3d7",
-    git_commit = "1695fed253042122df6d678671f050745b78b09c",
+    sha256 = "f30a565f475827f3d409c7a0b4c0813010fd274d9de8c2871c687d23677b1661",
+    git_commit = "690c4e577921fbd9574da601b53c1f11b828621d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c5e1fd95be700ccd65e5b9f42c290e3804e4d365 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 04:02:19 -0700
Subject: [PATCH 0653/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208798630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 022b04e0514..a7b20bf8ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f30a565f475827f3d409c7a0b4c0813010fd274d9de8c2871c687d23677b1661",
-    git_commit = "690c4e577921fbd9574da601b53c1f11b828621d",
+    sha256 = "c008abd20acd39bf6a93c36d42a3f457fbfe4d5c2e799a3d598ff332e2fd4dee",
+    git_commit = "3437fba39d5bca77fd7627aad15ba76fb75f5731",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb5c951bd5b75ac9bdaa96058cf287454773b086 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 06:02:13 -0700
Subject: [PATCH 0654/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208807429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7b20bf8ea9..76425a6a4f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c008abd20acd39bf6a93c36d42a3f457fbfe4d5c2e799a3d598ff332e2fd4dee",
-    git_commit = "3437fba39d5bca77fd7627aad15ba76fb75f5731",
+    sha256 = "d9660996a6a2d3a1e628d9af45218cf7d04da58edc34f11cfa98772aab57d72f",
+    git_commit = "bf23e5f0f6e75a35521b7765da9863dbc24d8a71",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a2e6608d2d179401608f159f02423f8838f9f932 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 12:02:29 -0700
Subject: [PATCH 0655/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208859330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76425a6a4f0..e567dc6c461 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9660996a6a2d3a1e628d9af45218cf7d04da58edc34f11cfa98772aab57d72f",
-    git_commit = "bf23e5f0f6e75a35521b7765da9863dbc24d8a71",
+    sha256 = "00ad2a7858eb404401a866f8949f0eada07e21218eba644bc0d610c47a9ba541",
+    git_commit = "5f3650f3d3b2306ee8a5360384e052f6a76b778e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bb541a548dd6a5c028b20890d81e7c18ff7fca68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 13:02:43 -0700
Subject: [PATCH 0656/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208868225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e567dc6c461..5c674759128 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00ad2a7858eb404401a866f8949f0eada07e21218eba644bc0d610c47a9ba541",
-    git_commit = "5f3650f3d3b2306ee8a5360384e052f6a76b778e",
+    sha256 = "cfef1683922a2183608ad16ab45c8b66f857967324a1219728af0886e39592ff",
+    git_commit = "982be2b71d08cda624c3d95dfee31271e9829170",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8b567e2d1e011d1d3c1ffca6cc7a4d8ba79c29b0 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 15 Aug 2018 13:04:44 -0700
Subject: [PATCH 0657/8103] Improve documentation for setting up with GPU
 support

PiperOrigin-RevId: 208868501
---
 tensorflow_serving/g3doc/setup.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index c3c818b8f64..68351234ca5 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -8,6 +8,9 @@ The easiest and most straight-forward way of using TensorFlow Serving is via
 [Docker images](docker.md). We highly recommend this route unless you have
 specific needs that are not addressed by running in a container.
 
+TIP: This is also the easiest way to get TensorFlow Serving working with [GPU
+support](docker.md#serving-with-docker-using-your-gpu).
+
 ### Installing using APT
 
 #### Available binaries
@@ -169,6 +172,13 @@ older processors, so it may not work with all flags. You can try some subset of
 them, or revert to just the basic '-c opt' which is guaranteed to work on all
 machines.
 
+##### Building with GPU Support
+
+In order to build a custom version of TensorFlow Serving with GPU support, we
+recommend either building with the [provided Docker images](docker.md#developing-with-docker), or
+following the approach in the
+[GPU Dockerfile](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu).
+
 ## TensorFlow Serving Python API PIP package
 
 To run Python client code without the need to build the API, you can install the

From 5df98696736aa45b9fc7851b0c83348aa12dea5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 14:00:50 -0700
Subject: [PATCH 0658/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208878130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c674759128..f3ecaa52d49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfef1683922a2183608ad16ab45c8b66f857967324a1219728af0886e39592ff",
-    git_commit = "982be2b71d08cda624c3d95dfee31271e9829170",
+    sha256 = "6827420940a48275cf1e47e9bfd6c39a19b519fa40a2c0a0343bf54f0935e929",
+    git_commit = "d2875ea71373d05c645587a83dd870fa8a0ec070",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5a6936324059fcdfedeb2ac9f5f1d53544bbc8ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 15:01:02 -0700
Subject: [PATCH 0659/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208889231
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3ecaa52d49..bd0141ce219 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6827420940a48275cf1e47e9bfd6c39a19b519fa40a2c0a0343bf54f0935e929",
-    git_commit = "d2875ea71373d05c645587a83dd870fa8a0ec070",
+    sha256 = "2a8d5dd452adb3aeb6ca6aff0192ba2c8f64f5ac917f084bc45d6d8f8f7a82c6",
+    git_commit = "b4e6098db6e707bccdb3ea9027365ddd9b38fb72",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aed1ae7e406d511e648709239411fcd0681b5ac0 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 15 Aug 2018 15:10:39 -0700
Subject: [PATCH 0660/8103] Update docker images

PiperOrigin-RevId: 208891157
---
 tensorflow_serving/tools/docker/Dockerfile.devel    | 13 ++++++++-----
 .../tools/docker/Dockerfile.devel-gpu               | 13 ++++++++-----
 2 files changed, 16 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index a264cbd4695..ee09daa58ce 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -35,8 +35,6 @@ RUN apt-get update && apt-get install -y \
         openjdk-8-jre-headless \
         pkg-config \
         python-dev \
-        python-numpy \
-        python-pip \
         software-properties-common \
         swig \
         wget \
@@ -46,12 +44,17 @@ RUN apt-get update && apt-get install -y \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python get-pip.py && \
+    rm get-pip.py
+
 RUN pip --no-cache-dir install \
-    mock \
     grpcio \
     h5py \
-    keras_applications \
-    keras_preprocessing
+    keras_applications==1.0.4 \
+    keras_preprocessing==1.0.2 \
+    mock \
+    numpy==1.14.5
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 1b2128b54ac..c87c88f6f8a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -49,8 +49,6 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         openjdk-8-jre-headless \
         pkg-config \
         python-dev \
-        python-numpy \
-        python-pip \
         software-properties-common \
         swig \
         unzip \
@@ -63,12 +61,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     find /usr/local/cuda-9.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python get-pip.py && \
+    rm get-pip.py
+
 RUN pip --no-cache-dir install \
-    mock \
     grpcio \
     h5py \
-    keras_applications \
-    keras_preprocessing
+    keras_applications==1.0.4 \
+    keras_preprocessing==1.0.2 \
+    mock \
+    numpy==1.14.5
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.

From bc589540de96052b57a2a23ac05d245ab1123fed Mon Sep 17 00:00:00 2001
From: Vamsi Sripathi <vamsi.sripathi@intel.com>
Date: Wed, 15 Aug 2018 15:26:42 -0700
Subject: [PATCH 0661/8103] Rearrange the MKL build config options

---
 tools/bazel.rc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index 137426c324b..ed1a59866a2 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -1,6 +1,8 @@
 build:cuda --crosstool_top=@org_tensorflow//third_party/gpus/crosstool
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 
+build:mkl --define=using_mkl=true
+
 build --force_python=py2
 build --python2_path=/usr/bin/python
 
@@ -18,5 +20,3 @@ build --define=grpc_no_ares=true
 
 # TODO(b/69809703): Remove once no longer required for TensorFlow to build.
 build --copt=-DGEMMLOWP_ALLOW_SLOW_SCALAR_FALLBACK
-
-build:mkl --define=using_mkl=true

From 5037a95f7ef193255472e1906b31a25baac527df Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 15 Aug 2018 15:51:52 -0700
Subject: [PATCH 0662/8103] Refactor main server creation to a library for
 reuse.

PiperOrigin-RevId: 208898044
---
 tensorflow_serving/model_servers/BUILD     |  29 +-
 tensorflow_serving/model_servers/main.cc   | 376 +++------------------
 tensorflow_serving/model_servers/server.cc | 316 +++++++++++++++++
 tensorflow_serving/model_servers/server.h  |  96 ++++++
 4 files changed, 475 insertions(+), 342 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/server.cc
 create mode 100644 tensorflow_serving/model_servers/server.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index aa9cdabb19f..1f80af3a51e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -295,15 +295,12 @@ TENSORFLOW_DEPS = [
 ]
 
 cc_library(
-    name = "tensorflow_model_server_main_lib",
+    name = "server_lib",
     srcs = [
-        "main.cc",
-    ],
-    hdrs = ["version.h"],
-    visibility = [
-        ":tensorflow_model_server_custom_op_clients",
-        "//tensorflow_serving:internal",
+        "server.cc",
     ],
+    hdrs = ["server.h"],
+    visibility = ["//visibility:public"],
     deps = [
         ":http_server",
         ":model_platform_types",
@@ -318,6 +315,7 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
+        "@com_google_absl//absl/memory",
         "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
         "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -328,6 +326,23 @@ cc_library(
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
 
+cc_library(
+    name = "tensorflow_model_server_main_lib",
+    srcs = [
+        "main.cc",
+    ],
+    hdrs = ["version.h"],
+    visibility = [
+        ":tensorflow_model_server_custom_op_clients",
+        "//tensorflow_serving:internal",
+    ],
+    deps = [
+        ":server_lib",
+        "@org_tensorflow//tensorflow/c:c_api",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_binary(
     name = "tensorflow_model_server",
     visibility = ["//tensorflow_serving:internal"],
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index f679f29199b..3bc94d7398e 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -43,297 +43,57 @@ limitations under the License.
 // To enable batching (default disabled): --enable_batching
 // To override the default batching parameters: --batching_parameters_file
 
-#include <unistd.h>
 #include <iostream>
-#include <memory>
-#include <utility>
 #include <vector>
 
-#include "google/protobuf/wrappers.pb.h"
-#include "grpc/grpc.h"
-#include "grpcpp/security/server_credentials.h"
-#include "grpcpp/server.h"
-#include "grpcpp/server_builder.h"
-#include "grpcpp/server_context.h"
-#include "grpcpp/support/status.h"
 #include "tensorflow/c/c_api.h"
-#include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/strings/numbers.h"
-#include "tensorflow/core/lib/strings/str_util.h"
-#include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/init_main.h"
-#include "tensorflow/core/platform/protobuf.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/util/command_line_flags.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/config/ssl_config.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/model_servers/grpc_status_util.h"
-#include "tensorflow_serving/model_servers/http_server.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/model_service_impl.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/prediction_service_impl.h"
-#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/server.h"
 #include "tensorflow_serving/model_servers/version.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-
-namespace grpc {
-class ServerCompletionQueue;
-}  // namespace grpc
-
-using tensorflow::string;
-using tensorflow::serving::AspiredVersionPolicy;
-using tensorflow::serving::AspiredVersionsManager;
-using tensorflow::serving::AvailabilityPreservingPolicy;
-using tensorflow::serving::BatchingParameters;
-using tensorflow::serving::EventBus;
-using tensorflow::serving::ModelServerConfig;
-using tensorflow::serving::ServableState;
-using tensorflow::serving::ServerCore;
-using tensorflow::serving::SessionBundleConfig;
-using tensorflow::serving::SSLConfig;
-using tensorflow::serving::UniquePtrWithDeps;
-
-using grpc::InsecureServerCredentials;
-using grpc::Server;
-using grpc::ServerBuilder;
-
-namespace {
-
-tensorflow::Status ParseProtoTextFile(const string& file,
-                                      google::protobuf::Message* message) {
-  std::unique_ptr<tensorflow::ReadOnlyMemoryRegion> file_data;
-  TF_RETURN_IF_ERROR(
-      tensorflow::Env::Default()->NewReadOnlyMemoryRegionFromFile(file,
-                                                                  &file_data));
-  string file_data_str(static_cast<const char*>(file_data->data()),
-                       file_data->length());
-  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str,
-                                                        message)) {
-    return tensorflow::Status::OK();
-  } else {
-    return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
-                                               "'");
-  }
-}
-
-tensorflow::Status LoadCustomModelConfig(
-    const ::google::protobuf::Any& any,
-    EventBus<ServableState>* servable_event_bus,
-    UniquePtrWithDeps<AspiredVersionsManager>* manager) {
-  LOG(FATAL)  // Crash ok
-      << "ModelServer does not yet support custom model config.";
-}
-
-ModelServerConfig BuildSingleModelConfig(const string& model_name,
-                                         const string& model_base_path) {
-  ModelServerConfig config;
-  LOG(INFO) << "Building single TensorFlow model file config: "
-            << " model_name: " << model_name
-            << " model_base_path: " << model_base_path;
-  tensorflow::serving::ModelConfig* single_model =
-      config.mutable_model_config_list()->add_config();
-  single_model->set_name(model_name);
-  single_model->set_base_path(model_base_path);
-  single_model->set_model_platform(
-      tensorflow::serving::kTensorFlowModelPlatform);
-  return config;
-}
-
-template <typename ProtoType>
-ProtoType ReadProtoFromFile(const string& file) {
-  ProtoType proto;
-  TF_CHECK_OK(ParseProtoTextFile(file, &proto));
-  return proto;
-}
-
-// gRPC Channel Arguments to be passed from command line to gRPC ServerBuilder.
-struct GrpcChannelArgument {
-  string key;
-  string value;
-};
-
-// Parses a comma separated list of gRPC channel arguments into list of
-// ChannelArgument.
-std::vector<GrpcChannelArgument> parseGrpcChannelArgs(
-    const string& channel_arguments_str) {
-  const std::vector<string> channel_arguments =
-      tensorflow::str_util::Split(channel_arguments_str, ",");
-  std::vector<GrpcChannelArgument> result;
-  for (const string& channel_argument : channel_arguments) {
-    const std::vector<string> key_val =
-        tensorflow::str_util::Split(channel_argument, "=");
-    result.push_back({key_val[0], key_val[1]});
-  }
-  return result;
-}
-
-struct HttpServerOptions {
-  tensorflow::int32 port;
-  tensorflow::int32 num_threads;
-  tensorflow::int32 timeout_in_ms;
-};
-
-void RunServer(int port, std::unique_ptr<ServerCore> core, bool use_saved_model,
-               const string& grpc_channel_arguments,
-               const HttpServerOptions& http_options,
-               std::shared_ptr<grpc::ServerCredentials> creds) {
-  // "0.0.0.0" is the way to listen on localhost in gRPC.
-  const string server_address = "0.0.0.0:" + std::to_string(port);
-  tensorflow::serving::ModelServiceImpl model_service(core.get());
-  tensorflow::serving::PredictionServiceImpl prediction_service(
-      core.get(), use_saved_model);
-  ServerBuilder builder;
-  builder.AddListeningPort(server_address, creds);
-  builder.RegisterService(&model_service);
-  builder.RegisterService(&prediction_service);
-  builder.SetMaxMessageSize(tensorflow::kint32max);
-  const std::vector<GrpcChannelArgument> channel_arguments =
-      parseGrpcChannelArgs(grpc_channel_arguments);
-  for (GrpcChannelArgument channel_argument : channel_arguments) {
-    // gRPC accept arguments of two types, int and string. We will attempt to
-    // parse each arg as int and pass it on as such if successful. Otherwise we
-    // will pass it as a string. gRPC will log arguments that were not accepted.
-    tensorflow::int32 value;
-    if (tensorflow::strings::safe_strto32(channel_argument.value, &value)) {
-      builder.AddChannelArgument(channel_argument.key, value);
-    } else {
-      builder.AddChannelArgument(channel_argument.key, channel_argument.value);
-    }
-  }
-  std::unique_ptr<Server> server(builder.BuildAndStart());
-  LOG(INFO) << "Running ModelServer at " << server_address << " ...";
-
-  if (http_options.port != 0) {
-    if (http_options.port != port) {
-      const string server_address =
-          "localhost:" + std::to_string(http_options.port);
-      auto http_server =
-          CreateAndStartHttpServer(http_options.port, http_options.num_threads,
-                                   http_options.timeout_in_ms, core.get());
-      if (http_server != nullptr) {
-        LOG(INFO) << "Exporting HTTP/REST API at:" << server_address << " ...";
-        http_server->WaitForTermination();
-      } else {
-        LOG(ERROR) << "Failed to start HTTP Server at " << server_address;
-      }
-    } else {
-      LOG(ERROR) << "--rest_api_port cannot be same as --port. "
-                 << "Please use a different port for HTTP/REST API. "
-                 << "Skipped exporting HTTP/REST API.";
-    }
-  }
-  server->Wait();
-}
-
-// Parses an ascii PlatformConfigMap protobuf from 'file'.
-tensorflow::serving::PlatformConfigMap ParsePlatformConfigMap(
-    const string& file) {
-  tensorflow::serving::PlatformConfigMap platform_config_map;
-  TF_CHECK_OK(ParseProtoTextFile(file, &platform_config_map));
-  return platform_config_map;
-}
-
-// Parses an ascii SSLConfig protobuf from 'file'.
-SSLConfig ParseSSLConfig(const string& file) {
-  SSLConfig ssl_config;
-  TF_CHECK_OK(ParseProtoTextFile(file, &ssl_config));
-  return ssl_config;
-}
-
-// If 'ssl_config_file' is non-empty, build secure server credentials otherwise
-// insecure channel
-std::shared_ptr<grpc::ServerCredentials>
-BuildServerCredentialsFromSSLConfigFile(const string& ssl_config_file) {
-  if (ssl_config_file.empty()) {
-    return InsecureServerCredentials();
-  }
-
-  SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
-
-  grpc::SslServerCredentialsOptions ssl_ops(
-      ssl_config.client_verify()
-          ? GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY
-          : GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
-
-  ssl_ops.force_client_auth = ssl_config.client_verify();
-
-  if (ssl_config.custom_ca().size() > 0) {
-    ssl_ops.pem_root_certs = ssl_config.custom_ca();
-  }
-
-  grpc::SslServerCredentialsOptions::PemKeyCertPair keycert = {
-      ssl_config.server_key(), ssl_config.server_cert()};
-
-  ssl_ops.pem_key_cert_pairs.push_back(keycert);
-
-  return grpc::SslServerCredentials(ssl_ops);
-}
-
-}  // namespace
 
 int main(int argc, char** argv) {
-  tensorflow::int32 port = 8500;
-  HttpServerOptions http_options;
-  http_options.port = 0;
-  http_options.num_threads = 4 * tensorflow::port::NumSchedulableCPUs();
-  http_options.timeout_in_ms = 30000;  // 30 seconds.
-  bool enable_batching = false;
-  float per_process_gpu_memory_fraction = 0;
-  tensorflow::string batching_parameters_file;
-  tensorflow::string model_name = "default";
-  tensorflow::int32 file_system_poll_wait_seconds = 1;
-  bool flush_filesystem_caches = true;
-  tensorflow::string model_base_path;
-  const bool use_saved_model = true;
-  tensorflow::string saved_model_tags = tensorflow::kSavedModelTagServe;
-  // Tensorflow session parallelism of zero means that both inter and intra op
-  // thread pools will be auto configured.
-  tensorflow::int64 tensorflow_session_parallelism = 0;
-  string platform_config_file = "";
-  string ssl_config_file = "";
-  string model_config_file;
-  std::shared_ptr<grpc::ServerCredentials> creds;
-  string grpc_channel_arguments = "";
-  bool enable_model_warmup = true;
+  tensorflow::serving::main::Server::Options options;
   bool display_version = false;
   std::vector<tensorflow::Flag> flag_list = {
-      tensorflow::Flag("port", &port, "Port to listen on for gRPC API"),
-      tensorflow::Flag("rest_api_port", &http_options.port,
+      tensorflow::Flag("port", &options.grpc_port,
+                       "Port to listen on for gRPC API"),
+      tensorflow::Flag("rest_api_port", &options.http_port,
                        "Port to listen on for HTTP/REST API. If set to zero "
                        "HTTP/REST API will not be exported. This port must be "
                        "different than the one specified in --port."),
-      tensorflow::Flag("rest_api_num_threads", &http_options.num_threads,
+      tensorflow::Flag("rest_api_num_threads", &options.http_num_threads,
                        "Number of threads for HTTP/REST API processing. If not "
                        "set, will be auto set based on number of CPUs."),
-      tensorflow::Flag("rest_api_timeout_in_ms", &http_options.timeout_in_ms,
+      tensorflow::Flag("rest_api_timeout_in_ms", &options.http_timeout_in_ms,
                        "Timeout for HTTP/REST API calls."),
-      tensorflow::Flag("enable_batching", &enable_batching, "enable batching"),
-      tensorflow::Flag("batching_parameters_file", &batching_parameters_file,
+      tensorflow::Flag("enable_batching", &options.enable_batching,
+                       "enable batching"),
+      tensorflow::Flag("batching_parameters_file",
+                       &options.batching_parameters_file,
                        "If non-empty, read an ascii BatchingParameters "
                        "protobuf from the supplied file name and use the "
                        "contained values instead of the defaults."),
-      tensorflow::Flag("model_config_file", &model_config_file,
+      tensorflow::Flag("model_config_file", &options.model_config_file,
                        "If non-empty, read an ascii ModelServerConfig "
                        "protobuf from the supplied file name, and serve the "
                        "models in that file. This config file can be used to "
                        "specify multiple models to serve and other advanced "
                        "parameters including non-default version policy. (If "
                        "used, --model_name, --model_base_path are ignored.)"),
-      tensorflow::Flag("model_name", &model_name,
+      tensorflow::Flag("model_name", &options.model_name,
                        "name of model (ignored "
                        "if --model_config_file flag is set"),
-      tensorflow::Flag("model_base_path", &model_base_path,
+      tensorflow::Flag("model_base_path", &options.model_base_path,
                        "path to export (ignored if --model_config_file flag "
                        "is set, otherwise required)"),
       tensorflow::Flag("file_system_poll_wait_seconds",
-                       &file_system_poll_wait_seconds,
+                       &options.file_system_poll_wait_seconds,
                        "interval in seconds between each poll of the file "
                        "system for new model version"),
-      tensorflow::Flag("flush_filesystem_caches", &flush_filesystem_caches,
+      tensorflow::Flag("flush_filesystem_caches",
+                       &options.flush_filesystem_caches,
                        "If true (the default), filesystem caches will be "
                        "flushed after the initial load of all servables, and "
                        "after each subsequent individual servable reload (if "
@@ -342,119 +102,65 @@ int main(int argc, char** argv) {
                        "of cache misses if model files are accessed after "
                        "servables are loaded."),
       tensorflow::Flag("tensorflow_session_parallelism",
-                       &tensorflow_session_parallelism,
+                       &options.tensorflow_session_parallelism,
                        "Number of threads to use for running a "
                        "Tensorflow session. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
       tensorflow::Flag(
-          "ssl_config_file", &ssl_config_file,
+          "ssl_config_file", &options.ssl_config_file,
           "If non-empty, read an ascii SSLConfig protobuf from "
           "the supplied file name and set up a secure gRPC channel"),
-      tensorflow::Flag("platform_config_file", &platform_config_file,
+      tensorflow::Flag("platform_config_file", &options.platform_config_file,
                        "If non-empty, read an ascii PlatformConfigMap protobuf "
                        "from the supplied file name, and use that platform "
                        "config instead of the Tensorflow platform. (If used, "
                        "--enable_batching is ignored.)"),
       tensorflow::Flag(
-          "per_process_gpu_memory_fraction", &per_process_gpu_memory_fraction,
+          "per_process_gpu_memory_fraction",
+          &options.per_process_gpu_memory_fraction,
           "Fraction that each process occupies of the GPU memory space "
           "the value is between 0.0 and 1.0 (with 0.0 as the default) "
           "If 1.0, the server will allocate all the memory when the server "
           "starts, If 0.0, Tensorflow will automatically select a value."),
-      tensorflow::Flag("saved_model_tags", &saved_model_tags,
+      tensorflow::Flag("saved_model_tags", &options.saved_model_tags,
                        "Comma-separated set of tags corresponding to the meta "
                        "graph def to load from SavedModel."),
-      tensorflow::Flag("grpc_channel_arguments", &grpc_channel_arguments,
+      tensorflow::Flag("grpc_channel_arguments",
+                       &options.grpc_channel_arguments,
                        "A comma separated list of arguments to be passed to "
                        "the grpc server. (e.g. "
                        "grpc.max_connection_age_ms=2000)"),
-      tensorflow::Flag("enable_model_warmup", &enable_model_warmup,
+      tensorflow::Flag("enable_model_warmup", &options.enable_model_warmup,
                        "Enables model warmup, which triggers lazy "
                        "initializations (such as TF optimizations) at load "
                        "time, to reduce first request latency."),
       tensorflow::Flag("version", &display_version, "Display version")};
-  string usage = tensorflow::Flags::Usage(argv[0], flag_list);
-  const bool parse_result = tensorflow::Flags::Parse(&argc, argv, flag_list);
-  if (parse_result && display_version) {
+
+  const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
+  if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
+    std::cout << usage;
+    return -1;
+  }
+
+  if (display_version) {
     std::cout << "TensorFlow ModelServer: " << TF_MODELSERVER_VERSION_STRING
               << "\n"
               << "TensorFlow Library: " << TF_Version() << "\n";
     return 0;
   }
-  if (!parse_result || (model_base_path.empty() && model_config_file.empty())) {
-    std::cout << usage;
-    return -1;
-  }
+
   tensorflow::port::InitMain(argv[0], &argc, &argv);
   if (argc != 1) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }
 
-  creds = BuildServerCredentialsFromSSLConfigFile(ssl_config_file);
-
-  // For ServerCore Options, we leave servable_state_monitor_creator unspecified
-  // so the default servable_state_monitor_creator will be used.
-  ServerCore::Options options;
-
-  // model server config
-  if (model_config_file.empty()) {
-    options.model_server_config =
-        BuildSingleModelConfig(model_name, model_base_path);
-  } else {
-    options.model_server_config =
-        ReadProtoFromFile<ModelServerConfig>(model_config_file);
-  }
-
-  if (platform_config_file.empty()) {
-    SessionBundleConfig session_bundle_config;
-    // Batching config
-    if (enable_batching) {
-      BatchingParameters* batching_parameters =
-          session_bundle_config.mutable_batching_parameters();
-      if (batching_parameters_file.empty()) {
-        batching_parameters->mutable_thread_pool_name()->set_value(
-            "model_server_batch_threads");
-      } else {
-        *batching_parameters =
-            ReadProtoFromFile<BatchingParameters>(batching_parameters_file);
-      }
-    } else if (!batching_parameters_file.empty()) {
-      LOG(FATAL)  // Crash ok
-          << "You supplied --batching_parameters_file without "
-             "--enable_batching";
-    }
-
-    session_bundle_config.mutable_session_config()
-        ->mutable_gpu_options()
-        ->set_per_process_gpu_memory_fraction(per_process_gpu_memory_fraction);
-    session_bundle_config.mutable_session_config()
-        ->set_intra_op_parallelism_threads(tensorflow_session_parallelism);
-    session_bundle_config.mutable_session_config()
-        ->set_inter_op_parallelism_threads(tensorflow_session_parallelism);
-    const std::vector<string> tags =
-        tensorflow::str_util::Split(saved_model_tags, ",");
-    for (const string& tag : tags) {
-      *session_bundle_config.add_saved_model_tags() = tag;
-    }
-    session_bundle_config.set_enable_model_warmup(enable_model_warmup);
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        session_bundle_config, use_saved_model);
-  } else {
-    options.platform_config_map = ParsePlatformConfigMap(platform_config_file);
+  tensorflow::serving::main::Server server;
+  const auto& status = server.BuildAndStart(options);
+  if (!status.ok()) {
+    std::cout << "Failed to start server. Error: " << status << "\n";
+    return -1;
   }
-
-  options.custom_model_config_loader = &LoadCustomModelConfig;
-
-  options.aspired_version_policy =
-      std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-  options.file_system_poll_wait_seconds = file_system_poll_wait_seconds;
-  options.flush_filesystem_caches = flush_filesystem_caches;
-
-  std::unique_ptr<ServerCore> core;
-  TF_CHECK_OK(ServerCore::Create(std::move(options), &core));
-  RunServer(port, std::move(core), use_saved_model, grpc_channel_arguments,
-            http_options, creds);
-
+  server.WaitForTermination();
   return 0;
 }
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
new file mode 100644
index 00000000000..4b654f2520e
--- /dev/null
+++ b/tensorflow_serving/model_servers/server.cc
@@ -0,0 +1,316 @@
+/* Copyright 2016 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/server.h"
+
+#include <unistd.h>
+#include <iostream>
+#include <memory>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "grpc/grpc.h"
+#include "grpcpp/security/server_credentials.h"
+#include "grpcpp/server_builder.h"
+#include "grpcpp/server_context.h"
+#include "grpcpp/support/status.h"
+#include "absl/memory/memory.h"
+#include "tensorflow/c/c_api.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/lib/strings/numbers.h"
+#include "tensorflow/core/lib/strings/str_util.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/protobuf.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/config/ssl_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/grpc_status_util.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace main {
+
+namespace {
+
+tensorflow::Status ParseProtoTextFile(const string& file,
+                                      google::protobuf::Message* message) {
+  std::unique_ptr<tensorflow::ReadOnlyMemoryRegion> file_data;
+  TF_RETURN_IF_ERROR(
+      tensorflow::Env::Default()->NewReadOnlyMemoryRegionFromFile(file,
+                                                                  &file_data));
+  string file_data_str(static_cast<const char*>(file_data->data()),
+                       file_data->length());
+  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str,
+                                                        message)) {
+    return tensorflow::Status::OK();
+  } else {
+    return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
+                                               "'");
+  }
+}
+
+tensorflow::Status LoadCustomModelConfig(
+    const ::google::protobuf::Any& any,
+    EventBus<ServableState>* servable_event_bus,
+    UniquePtrWithDeps<AspiredVersionsManager>* manager) {
+  LOG(FATAL)  // Crash ok
+      << "ModelServer does not yet support custom model config.";
+}
+
+ModelServerConfig BuildSingleModelConfig(const string& model_name,
+                                         const string& model_base_path) {
+  ModelServerConfig config;
+  LOG(INFO) << "Building single TensorFlow model file config: "
+            << " model_name: " << model_name
+            << " model_base_path: " << model_base_path;
+  tensorflow::serving::ModelConfig* single_model =
+      config.mutable_model_config_list()->add_config();
+  single_model->set_name(model_name);
+  single_model->set_base_path(model_base_path);
+  single_model->set_model_platform(
+      tensorflow::serving::kTensorFlowModelPlatform);
+  return config;
+}
+
+template <typename ProtoType>
+ProtoType ReadProtoFromFile(const string& file) {
+  ProtoType proto;
+  TF_CHECK_OK(ParseProtoTextFile(file, &proto));
+  return proto;
+}
+
+// gRPC Channel Arguments to be passed from command line to gRPC ServerBuilder.
+struct GrpcChannelArgument {
+  string key;
+  string value;
+};
+
+// Parses a comma separated list of gRPC channel arguments into list of
+// ChannelArgument.
+std::vector<GrpcChannelArgument> parseGrpcChannelArgs(
+    const string& channel_arguments_str) {
+  const std::vector<string> channel_arguments =
+      tensorflow::str_util::Split(channel_arguments_str, ",");
+  std::vector<GrpcChannelArgument> result;
+  for (const string& channel_argument : channel_arguments) {
+    const std::vector<string> key_val =
+        tensorflow::str_util::Split(channel_argument, "=");
+    result.push_back({key_val[0], key_val[1]});
+  }
+  return result;
+}
+
+// Parses an ascii PlatformConfigMap protobuf from 'file'.
+tensorflow::serving::PlatformConfigMap ParsePlatformConfigMap(
+    const string& file) {
+  tensorflow::serving::PlatformConfigMap platform_config_map;
+  TF_CHECK_OK(ParseProtoTextFile(file, &platform_config_map));
+  return platform_config_map;
+}
+
+// Parses an ascii SSLConfig protobuf from 'file'.
+SSLConfig ParseSSLConfig(const string& file) {
+  SSLConfig ssl_config;
+  TF_CHECK_OK(ParseProtoTextFile(file, &ssl_config));
+  return ssl_config;
+}
+
+// If 'ssl_config_file' is non-empty, build secure server credentials otherwise
+// insecure channel
+std::shared_ptr<::grpc::ServerCredentials>
+BuildServerCredentialsFromSSLConfigFile(const string& ssl_config_file) {
+  if (ssl_config_file.empty()) {
+    return ::grpc::InsecureServerCredentials();
+  }
+
+  SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
+
+  ::grpc::SslServerCredentialsOptions ssl_ops(
+      ssl_config.client_verify()
+          ? GRPC_SSL_REQUEST_AND_REQUIRE_CLIENT_CERTIFICATE_AND_VERIFY
+          : GRPC_SSL_DONT_REQUEST_CLIENT_CERTIFICATE);
+
+  ssl_ops.force_client_auth = ssl_config.client_verify();
+
+  if (ssl_config.custom_ca().size() > 0) {
+    ssl_ops.pem_root_certs = ssl_config.custom_ca();
+  }
+
+  ::grpc::SslServerCredentialsOptions::PemKeyCertPair keycert = {
+      ssl_config.server_key(), ssl_config.server_cert()};
+
+  ssl_ops.pem_key_cert_pairs.push_back(keycert);
+
+  return ::grpc::SslServerCredentials(ssl_ops);
+}
+
+}  // namespace
+
+Server::Options::Options()
+    : model_name("default"),
+      saved_model_tags(tensorflow::kSavedModelTagServe) {}
+
+Server::~Server() { WaitForTermination(); }
+
+Status Server::BuildAndStart(const Options& server_options) {
+  const bool use_saved_model = true;
+
+  if (server_options.grpc_port == 0) {
+    return errors::InvalidArgument("server_options.grpc_port is not set.");
+  }
+
+  if (server_options.model_base_path.empty() &&
+      server_options.model_config_file.empty()) {
+    return errors::InvalidArgument(
+        "Both server_options.model_base_path and "
+        "server_options.model_config_file are empty!");
+  }
+
+  // For ServerCore Options, we leave servable_state_monitor_creator unspecified
+  // so the default servable_state_monitor_creator will be used.
+  ServerCore::Options options;
+
+  // model server config
+  if (server_options.model_config_file.empty()) {
+    options.model_server_config = BuildSingleModelConfig(
+        server_options.model_name, server_options.model_base_path);
+  } else {
+    options.model_server_config =
+        ReadProtoFromFile<ModelServerConfig>(server_options.model_config_file);
+  }
+
+  if (server_options.platform_config_file.empty()) {
+    SessionBundleConfig session_bundle_config;
+    // Batching config
+    if (server_options.enable_batching) {
+      BatchingParameters* batching_parameters =
+          session_bundle_config.mutable_batching_parameters();
+      if (server_options.batching_parameters_file.empty()) {
+        batching_parameters->mutable_thread_pool_name()->set_value(
+            "model_server_batch_threads");
+      } else {
+        *batching_parameters = ReadProtoFromFile<BatchingParameters>(
+            server_options.batching_parameters_file);
+      }
+    } else if (!server_options.batching_parameters_file.empty()) {
+      return errors::InvalidArgument(
+          "server_options.batching_parameters_file is set without setting "
+          "server_options.enable_batching to true.");
+    }
+
+    session_bundle_config.mutable_session_config()
+        ->mutable_gpu_options()
+        ->set_per_process_gpu_memory_fraction(
+            server_options.per_process_gpu_memory_fraction);
+    session_bundle_config.mutable_session_config()
+        ->set_intra_op_parallelism_threads(
+            server_options.tensorflow_session_parallelism);
+    session_bundle_config.mutable_session_config()
+        ->set_inter_op_parallelism_threads(
+            server_options.tensorflow_session_parallelism);
+    const std::vector<string> tags =
+        tensorflow::str_util::Split(server_options.saved_model_tags, ",");
+    for (const string& tag : tags) {
+      *session_bundle_config.add_saved_model_tags() = tag;
+    }
+    session_bundle_config.set_enable_model_warmup(
+        server_options.enable_model_warmup);
+    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
+        session_bundle_config, use_saved_model);
+  } else {
+    options.platform_config_map =
+        ParsePlatformConfigMap(server_options.platform_config_file);
+  }
+
+  options.custom_model_config_loader = &LoadCustomModelConfig;
+  options.aspired_version_policy =
+      std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+  options.file_system_poll_wait_seconds =
+      server_options.file_system_poll_wait_seconds;
+  options.flush_filesystem_caches = server_options.flush_filesystem_caches;
+
+  TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
+
+  // 0.0.0.0" is the way to listen on localhost in gRPC.
+  const string server_address =
+      "0.0.0.0:" + std::to_string(server_options.grpc_port);
+  model_service_ = absl::make_unique<ModelServiceImpl>(server_core_.get());
+  prediction_service_ = absl::make_unique<PredictionServiceImpl>(
+      server_core_.get(), use_saved_model);
+  ::grpc::ServerBuilder builder;
+  builder.AddListeningPort(
+      server_address,
+      BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+  builder.RegisterService(model_service_.get());
+  builder.RegisterService(prediction_service_.get());
+  builder.SetMaxMessageSize(tensorflow::kint32max);
+  const std::vector<GrpcChannelArgument> channel_arguments =
+      parseGrpcChannelArgs(server_options.grpc_channel_arguments);
+  for (GrpcChannelArgument channel_argument : channel_arguments) {
+    // gRPC accept arguments of two types, int and string. We will attempt to
+    // parse each arg as int and pass it on as such if successful. Otherwise we
+    // will pass it as a string. gRPC will log arguments that were not accepted.
+    tensorflow::int32 value;
+    if (tensorflow::strings::safe_strto32(channel_argument.value, &value)) {
+      builder.AddChannelArgument(channel_argument.key, value);
+    } else {
+      builder.AddChannelArgument(channel_argument.key, channel_argument.value);
+    }
+  }
+  grpc_server_ = builder.BuildAndStart();
+  if (grpc_server_ == nullptr) {
+    return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
+  }
+  LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
+
+  if (server_options.http_port != 0) {
+    if (server_options.http_port != server_options.grpc_port) {
+      const string server_address =
+          "localhost:" + std::to_string(server_options.http_port);
+      http_server_ = CreateAndStartHttpServer(
+          server_options.http_port, server_options.http_num_threads,
+          server_options.http_timeout_in_ms, server_core_.get());
+      if (http_server_ != nullptr) {
+        LOG(INFO) << "Exporting HTTP/REST API at:" << server_address << " ...";
+      } else {
+        LOG(ERROR) << "Failed to start HTTP Server at " << server_address;
+      }
+    } else {
+      LOG(ERROR) << "server_options.http_port cannot be same as grpc_port. "
+                 << "Please use a different port for HTTP/REST API. "
+                 << "Skipped exporting HTTP/REST API.";
+    }
+  }
+  return Status::OK();
+}
+
+void Server::WaitForTermination() {
+  if (http_server_ != nullptr) {
+    http_server_->WaitForTermination();
+  }
+  if (grpc_server_ != nullptr) {
+    grpc_server_->Wait();
+  }
+}
+
+}  // namespace main
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
new file mode 100644
index 00000000000..ebc5c7be4b6
--- /dev/null
+++ b/tensorflow_serving/model_servers/server.h
@@ -0,0 +1,96 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_H_
+
+#include <memory>
+
+#include "grpcpp/server.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/cpu_info.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow_serving/model_servers/http_server.h"
+#include "tensorflow_serving/model_servers/model_service_impl.h"
+#include "tensorflow_serving/model_servers/prediction_service_impl.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+
+namespace tensorflow {
+namespace serving {
+namespace main {
+
+class Server {
+ public:
+  struct Options {
+    //
+    // gRPC Server options
+    //
+    tensorflow::int32 grpc_port = 8500;
+    tensorflow::string grpc_channel_arguments;
+
+    //
+    // HTTP Server options.
+    //
+    tensorflow::int32 http_port = 0;
+    tensorflow::int32 http_num_threads = 4.0 * port::NumSchedulableCPUs();
+    tensorflow::int32 http_timeout_in_ms = 30000;  // 30 seconds.
+
+    //
+    // Model Server options.
+    //
+    bool enable_batching = false;
+    float per_process_gpu_memory_fraction = 0;
+    tensorflow::string batching_parameters_file;
+    tensorflow::string model_name;
+    tensorflow::int32 file_system_poll_wait_seconds = 1;
+    bool flush_filesystem_caches = true;
+    tensorflow::string model_base_path;
+    tensorflow::string saved_model_tags;
+    // Tensorflow session parallelism of zero means that both inter and intra op
+    // thread pools will be auto configured.
+    tensorflow::int64 tensorflow_session_parallelism = 0;
+    tensorflow::string platform_config_file;
+    tensorflow::string ssl_config_file;
+    string model_config_file;
+    bool enable_model_warmup = true;
+
+    Options();
+  };
+
+  // Blocks the current thread waiting for servers (if any)
+  // started as part of BuildAndStart() call.
+  ~Server();
+
+  // Build and start gRPC (and optionally HTTP) server, to be ready to
+  // accept and process new requests over gRPC (and optionally HTTP/REST).
+  Status BuildAndStart(const Options& server_options);
+
+  // Wait for servers started in BuildAndStart() above to terminate.
+  // This will block the current thread until termination is successful.
+  void WaitForTermination();
+
+ private:
+  std::unique_ptr<ServerCore> server_core_;
+  std::unique_ptr<ModelServiceImpl> model_service_;
+  std::unique_ptr<PredictionServiceImpl> prediction_service_;
+  std::unique_ptr<::grpc::Server> grpc_server_;
+  std::unique_ptr<net_http::HTTPServerInterface> http_server_;
+};
+
+}  // namespace main
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_H_

From a609f199d751edc4df4850b4e79207032112f8a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 16:02:39 -0700
Subject: [PATCH 0663/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208899578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd0141ce219..aae055eac2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a8d5dd452adb3aeb6ca6aff0192ba2c8f64f5ac917f084bc45d6d8f8f7a82c6",
-    git_commit = "b4e6098db6e707bccdb3ea9027365ddd9b38fb72",
+    sha256 = "76eb3ac252315f24342b90b1c09d62a6bef66669956606ca5cb9cff8a4af6a18",
+    git_commit = "c632892f722eda3de923850e23bfc371f898a8d1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5e6148b75a84f87add329d2fa4f477e272372e82 Mon Sep 17 00:00:00 2001
From: Vamsi Sripathi <vamsi.sripathi@intel.com>
Date: Wed, 15 Aug 2018 16:13:36 -0700
Subject: [PATCH 0664/8103] Match the MKL build config as described at
 https://github.com/tensorflow/tensorflow/blob/master/tools/bazel.rc

---
 tools/bazel.rc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index 4e40bf163cf..9954a2eb30f 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -1,7 +1,11 @@
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 
+# Please note that MKL on MacOS or windows is still not supported.
+# If you would like to use a local MKL instead of downloading, please set the
+# environment variable "TF_MKL_ROOT" every time before build.
 build:mkl --define=using_mkl=true
+build:mkl -c opt
 
 build --action_env PYTHON_BIN_PATH="/usr/bin/python"
 build --define PYTHON_BIN_PATH=/usr/bin/python

From c2fa2a896d34e3d69d78911549ab8a069fbc1467 Mon Sep 17 00:00:00 2001
From: Vamsi Sripathi <vamsi.sripathi@intel.com>
Date: Wed, 15 Aug 2018 16:21:53 -0700
Subject: [PATCH 0665/8103] Add open-source MKL-DNN build option

---
 tools/bazel.rc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index 9954a2eb30f..10bcec750e3 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -7,6 +7,10 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 build:mkl --define=using_mkl=true
 build:mkl -c opt
 
+# This config option is used to enable MKL-DNN open source library only,
+# without depending on MKL binary version.
+build:mkl_open_source_only --define=using_mkl_dnn_only=true
+
 build --action_env PYTHON_BIN_PATH="/usr/bin/python"
 build --define PYTHON_BIN_PATH=/usr/bin/python
 

From 77cec6f1dc9a86b8ec574a2d6e55c3e2fa8b8e39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 17:01:00 -0700
Subject: [PATCH 0666/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208908713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aae055eac2c..008d02ebbd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76eb3ac252315f24342b90b1c09d62a6bef66669956606ca5cb9cff8a4af6a18",
-    git_commit = "c632892f722eda3de923850e23bfc371f898a8d1",
+    sha256 = "96cacbbe83518cf53e85f27649394924e7da9a0bab77e02669e71f4e83b99924",
+    git_commit = "82820a6b6263525781a16c9d5fbf745d3f24ebd7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d94ace0f511d4a4d2cf50df4bd1df9cdab82454f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 18:03:32 -0700
Subject: [PATCH 0667/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208916769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 008d02ebbd7..cd592741a13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96cacbbe83518cf53e85f27649394924e7da9a0bab77e02669e71f4e83b99924",
-    git_commit = "82820a6b6263525781a16c9d5fbf745d3f24ebd7",
+    sha256 = "e8907c5ba55393f388382ad26f865eba1547a8823e73055c3fbad81340c7a1b8",
+    git_commit = "a10219e1de775ca16281f1b597f7bf4d60d0585f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a3befc7eff035167ad855a83369610c89477d52a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 19:03:03 -0700
Subject: [PATCH 0668/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208922188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd592741a13..3d027a2a9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8907c5ba55393f388382ad26f865eba1547a8823e73055c3fbad81340c7a1b8",
-    git_commit = "a10219e1de775ca16281f1b597f7bf4d60d0585f",
+    sha256 = "9df5a41042d34c87e106d17d78fbc739aba2b7e114511e23ef12ec72226885e1",
+    git_commit = "9cf868e4c7da07174b21863cd2afcc5abc80e5ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From db07fd92b9fe27382f2193de8307278b0729c72f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 20:02:57 -0700
Subject: [PATCH 0669/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208926225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d027a2a9e5..3293d735884 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9df5a41042d34c87e106d17d78fbc739aba2b7e114511e23ef12ec72226885e1",
-    git_commit = "9cf868e4c7da07174b21863cd2afcc5abc80e5ad",
+    sha256 = "689f6d77bd10aaef8f33fdd312a81b08394b45c4482e4a151e620dc0824183d8",
+    git_commit = "4e0c56e16da47e57083414c735be0a9640dc7f3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e6a796a401b4dbea7c4b5c756c980f36084a2d2f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 21:02:56 -0700
Subject: [PATCH 0670/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208930825
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3293d735884..40702a09209 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "689f6d77bd10aaef8f33fdd312a81b08394b45c4482e4a151e620dc0824183d8",
-    git_commit = "4e0c56e16da47e57083414c735be0a9640dc7f3e",
+    sha256 = "32b2c7b205c4d5247f1d9a9f12bffa46c5fa6637283f04707fdbd05d9a5d5889",
+    git_commit = "6c3e1f4bc803f2dc8a804f4f15ada0eda6c90a18",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ceb1d61d05df977db595067f1425db33301698c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Aug 2018 22:00:46 -0700
Subject: [PATCH 0671/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208934781
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40702a09209..25dc7f32eab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32b2c7b205c4d5247f1d9a9f12bffa46c5fa6637283f04707fdbd05d9a5d5889",
-    git_commit = "6c3e1f4bc803f2dc8a804f4f15ada0eda6c90a18",
+    sha256 = "d71dbd0c3921ea22bd4e1c11ec7f21b73ba46e5baf39e867b5adc358aa53344b",
+    git_commit = "ff6525acf1bdf8afe65f4fd93047669f08f5e061",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From df9140bc2ea68ee3e659acd84bc7baa010ab684f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 02:02:28 -0700
Subject: [PATCH 0672/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208952592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25dc7f32eab..edf2c87aeb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d71dbd0c3921ea22bd4e1c11ec7f21b73ba46e5baf39e867b5adc358aa53344b",
-    git_commit = "ff6525acf1bdf8afe65f4fd93047669f08f5e061",
+    sha256 = "822c362630d5852216bec3a20d584840421bd3b3b8792ba8e64e3b3b417f36de",
+    git_commit = "70861ee77fb5d0f7e389d00050b9acd6c5b0f851",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 946bd337485bacaf41ad81160d02917ffea18d51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 03:05:14 -0700
Subject: [PATCH 0673/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208958551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edf2c87aeb3..59469950e61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "822c362630d5852216bec3a20d584840421bd3b3b8792ba8e64e3b3b417f36de",
-    git_commit = "70861ee77fb5d0f7e389d00050b9acd6c5b0f851",
+    sha256 = "1439809e01c5b5339d7469ddd7fc727be47b0d0c2e14d0cc8daa45cbca7fe486",
+    git_commit = "49c6df68f66550eca4a1ff0894a2cc562943507e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e792ff6c893699c249506941ea0848539f83a8e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 04:03:02 -0700
Subject: [PATCH 0674/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208962684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59469950e61..05c4bd1df31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1439809e01c5b5339d7469ddd7fc727be47b0d0c2e14d0cc8daa45cbca7fe486",
-    git_commit = "49c6df68f66550eca4a1ff0894a2cc562943507e",
+    sha256 = "9ee6239dcfb245caefb9cd1d112772528860808be4537830859f888b06628a46",
+    git_commit = "3f08f82a7c896d357262a47eda8df80b778a2672",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 20cbf6e9203c6ecc6a429a15281410e7980a8280 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 08:00:47 -0700
Subject: [PATCH 0675/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208984091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05c4bd1df31..c7745ee722b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ee6239dcfb245caefb9cd1d112772528860808be4537830859f888b06628a46",
-    git_commit = "3f08f82a7c896d357262a47eda8df80b778a2672",
+    sha256 = "70e94a0ef27d39bfe9e57a1b7691a8d352b35d91e28b2a2481ca67c2afb431af",
+    git_commit = "938b9a40787028c58fb548fa6ada8c0dd8180f35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8d65634bb2183f06ad7408860989c62cc0ec58c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 09:03:02 -0700
Subject: [PATCH 0676/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 208991898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7745ee722b..519ae84f461 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70e94a0ef27d39bfe9e57a1b7691a8d352b35d91e28b2a2481ca67c2afb431af",
-    git_commit = "938b9a40787028c58fb548fa6ada8c0dd8180f35",
+    sha256 = "1cd365ed4a5e7677de59361054d2a2759a55bf233d410a754526ad4318612fe2",
+    git_commit = "afcf8a0ca10bb618f0a259952a82738fd267348f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75b400e9bf28fda05ffb1c0facab9e4f3c14c4f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 11:03:14 -0700
Subject: [PATCH 0677/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209012596
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 519ae84f461..f9256afbbc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cd365ed4a5e7677de59361054d2a2759a55bf233d410a754526ad4318612fe2",
-    git_commit = "afcf8a0ca10bb618f0a259952a82738fd267348f",
+    sha256 = "f697fcf74b7de083ef4d7c6dc19ce3ea7501d008946a018173e47f7236fc711b",
+    git_commit = "6be42eea4700f1ff35923cee01f170c6dd48184c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6454be3463cacc82cba9ace7116f902a0f5d59af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 12:05:55 -0700
Subject: [PATCH 0678/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209023539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9256afbbc5..ba591d2909b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f697fcf74b7de083ef4d7c6dc19ce3ea7501d008946a018173e47f7236fc711b",
-    git_commit = "6be42eea4700f1ff35923cee01f170c6dd48184c",
+    sha256 = "d46707abe611ceed9ce9cb7b994d766d7dc9184c3052eff3e80c4b765f915d32",
+    git_commit = "394db95965e1d745f08b4eeb550878ddc175af15",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b48a635c7488c9d7d569a7429b682f71c4ef2fce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 13:02:34 -0700
Subject: [PATCH 0679/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209032333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba591d2909b..4d9e4c29249 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d46707abe611ceed9ce9cb7b994d766d7dc9184c3052eff3e80c4b765f915d32",
-    git_commit = "394db95965e1d745f08b4eeb550878ddc175af15",
+    sha256 = "f3bdecaf363dd870ab0cad84af0ab08b00c6e971c2b8e444c5482e0c01d949dc",
+    git_commit = "e4371880b1a50f7b23b2375c9c7c7fcd2dcf1a5b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From add048971040c4c76b71c576e543a31987b8457a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 14:08:05 -0700
Subject: [PATCH 0680/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209044339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d9e4c29249..21b4a4a6dfd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3bdecaf363dd870ab0cad84af0ab08b00c6e971c2b8e444c5482e0c01d949dc",
-    git_commit = "e4371880b1a50f7b23b2375c9c7c7fcd2dcf1a5b",
+    sha256 = "03a7beb49028f71a343717df85642fcfcb91a3d64fa6fbd9d29d965554403fc4",
+    git_commit = "ce3ad57dd94f5b0c16b96768dc2acfca3db5f5ee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87405f70a0b659647647d7a38136ff0619874c98 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Thu, 16 Aug 2018 14:12:08 -0700
Subject: [PATCH 0681/8103] Internal change.

PiperOrigin-RevId: 209045131
---
 tensorflow_serving/model_servers/BUILD | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 1f80af3a51e..fbfc26bbca5 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -314,10 +314,7 @@ cc_library(
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
         "@com_google_absl//absl/memory",
-        "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
-        "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/config:ssl_config_proto",
@@ -340,6 +337,9 @@ cc_library(
         ":server_lib",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
+        "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
+        "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
     ],
 )
 

From dd142d4d2a0f49bed31d4e3487492bb04aae6fc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 15:13:13 -0700
Subject: [PATCH 0682/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209056739
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21b4a4a6dfd..734a008db65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03a7beb49028f71a343717df85642fcfcb91a3d64fa6fbd9d29d965554403fc4",
-    git_commit = "ce3ad57dd94f5b0c16b96768dc2acfca3db5f5ee",
+    sha256 = "045f75753287c399375ce3189c6d79576ab2c1a892d8a9be755a60f21b758e1d",
+    git_commit = "d43820b9eff0cc863de2bbfb142afe92bf5afd00",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 679f2c185b019a75d5dbbb0f60c7c754b1fe1464 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 16:04:23 -0700
Subject: [PATCH 0683/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209066500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 734a008db65..d86b5f8996a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "045f75753287c399375ce3189c6d79576ab2c1a892d8a9be755a60f21b758e1d",
-    git_commit = "d43820b9eff0cc863de2bbfb142afe92bf5afd00",
+    sha256 = "e65318fef2e7091f5408de25c48ddf46ff581af4f465135e606abb46d302dc5e",
+    git_commit = "985cbd7ff220795abc4a50839144c177924d469c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff36a502879a0129477b76fef89432b65990d646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 17:03:02 -0700
Subject: [PATCH 0684/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209075273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d86b5f8996a..583f9f73019 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e65318fef2e7091f5408de25c48ddf46ff581af4f465135e606abb46d302dc5e",
-    git_commit = "985cbd7ff220795abc4a50839144c177924d469c",
+    sha256 = "b68913ad99b18a0dfe3884744e6e3b26172ad3ca7d99ba09491b63dbf8554430",
+    git_commit = "af8cf15167ff97b561b78b4ceace37bb6794bd37",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59616be43a576025cbf329f20de60851ccc612a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 18:01:10 -0700
Subject: [PATCH 0685/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209082331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 583f9f73019..d265e260344 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b68913ad99b18a0dfe3884744e6e3b26172ad3ca7d99ba09491b63dbf8554430",
-    git_commit = "af8cf15167ff97b561b78b4ceace37bb6794bd37",
+    sha256 = "ceab20a6b17fe08a794feb691905ab7ac95b7ce863246f1f02f5efa693e87385",
+    git_commit = "363839e5b53ce42758a5127084e319583b5f3c48",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 18bd166a55bf06ba9c7be7951b8d6af783dfc789 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 19:05:10 -0700
Subject: [PATCH 0686/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209088552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d265e260344..70c574a8e5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ceab20a6b17fe08a794feb691905ab7ac95b7ce863246f1f02f5efa693e87385",
-    git_commit = "363839e5b53ce42758a5127084e319583b5f3c48",
+    sha256 = "30a432623b6da8b5558404f0f0e3d48ec03006b3e71bcb88548e754f95fe9f7c",
+    git_commit = "3e96a135d9650c91e307d1d56c81e5a37078cada",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f72a362a1d86d26c83f61fc97f75b348a668f2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 20:10:25 -0700
Subject: [PATCH 0687/8103] Add a note re gRPC port to the Docker documentation

PiperOrigin-RevId: 209093377
---
 tensorflow_serving/g3doc/docker.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 5d2395a2d27..a64047ccbe0 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -63,6 +63,9 @@ Server, bind the REST API port 8501, and map our desired model from our host to
 where models are expected in the container. We also pass the name of the model
 as an environment variable, which will be important when we query the model.
 
+Note that if you wanted to use the gRPC API, you should instead bind to port
+8500.
+
 To query the model using the predict API, you can run
 
 ```shell

From ec41c4d649bc6733295645952232727f43765f6b Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 16 Aug 2018 21:51:09 -0700
Subject: [PATCH 0688/8103] Update docker instructions

PiperOrigin-RevId: 209100895
---
 tensorflow_serving/g3doc/docker.md            | 172 ++++++++++++++----
 tensorflow_serving/g3doc/serving_inception.md |   2 +-
 2 files changed, 133 insertions(+), 41 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index a64047ccbe0..e7b554b8bda 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -32,19 +32,112 @@ See the Docker Hub
 [tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
 other versions of images you can pull.
 
+### Running a serving image
+
+The serving images (both CPU and GPU) have the following properties:
+
+*   Port 8500 exposed for gRPC
+*   Port 8501 exposed for the REST API
+*   Optional environment variable `MODEL_NAME` (defaults to `model`)
+*   Optional environment variable `MODEL_BASE_PATH` (defaults to `/models`)
+
+When the serving image runs ModelServer, it runs it as follows:
+
+```shell
+tensorflow_model_server --port=8500 --rest_api_port=8501 \
+  --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}
+```
+
+To serve with Docker, you'll need:
+
+*   An open port on your host to serve on
+*   A SavedModel to serve
+*   A name for your model that your client will refer to
+
+What you'll do is
+[run the Docker](https://docs.docker.com/engine/reference/run/) container,
+[publish](https://docs.docker.com/engine/reference/commandline/run/#publish-or-expose-port--p---expose)
+the container's ports to your host's ports, and mounting your host's path to the
+SavedModel to where the container expects models.
+
+Let's look at an example:
+
+```shell
+docker run -p 8501:8501 \
+  --mount type=bind,source=/path/to/my_model/,target=/models/my_model \
+  -e MODEL_NAME=my_model -t tensorflow/serving
+```
+
+In this case, we've started a Docker container, published the REST API port 8501
+to our host's port 8501, and taken a model we named `my_model` and bound it to
+the default model base path (`${MODEL_BASE_PATH}/${MODEL_NAME}` =
+`/models/my_model`). Finally, we've filled in the environment variable
+`MODEL_NAME` with `my_model`, and left `MODEL_BASE_PATH` to its default value.
+
+This will run in the container:
+
+```shell
+tensorflow_model_server --port=8500 --rest_api_port=8501 \
+  --model_name=my_model --model_base_path=/models/my_model
+```
+
+If we wanted to publish the gRPC port, we would use `-p 8500:8500`. You can have
+both gRPC and REST API ports open at the same time, or choose to only open one
+or the other.
+
+### Creating your own serving image
+
+If you want a serving image that has your model built into the container, you
+can create your own image.
+
+First run a serving image as a daemon:
+
+```shell
+docker run -d --name serving_base tensorflow/serving
+```
+
+Next, copy your SavedModel to the container's model folder:
+
+```shell
+docker cp models/<my model> serving_base:/models/<my model>
+```
+
+Finally, commit the container that's serving your model by changing `MODEL_NAME`
+to match your model's name `<my model>':
+
+```shell
+docker commit --change "ENV MODEL_NAME <my model>" serving_base <my container>
+```
+
+You can now stop `serving_base`
+
+```shell
+docker kill serving_base
+```
+
+This will leave you with a Docker image called `<my container>` that you can
+deploy and will load your model for serving on startup.
+
 ### Serving example
 
-Once you have pulled the serving image, you can try serving an example model.
+Let's run through a full example where we load a SavedModel and call it via the
+REST API. First pull the serving image:
+
+```shell
+docker pull tensorflow/serving
+```
+
+This will pull the latest TensorFlow Serving image with ModelServer installed.
 
-We will use a toy model called `Half Plus Two`, which generates `0.5 * x + 2`
-for the values of `x` we provide for prediction.
+Next, we will use a toy model called `Half Plus Two`, which generates `0.5 * x +
+2` for the values of `x` we provide for prediction.
 
 To get this model, first clone the TensorFlow Serving repo.
 
 ```shell
 mkdir -p /tmp/tfserving
 cd /tmp/tfserving
-git clone --depth=1 https://github.com/tensorflow/serving
+git clone https://github.com/tensorflow/serving
 ```
 
 Next, run the TensorFlow Serving container pointing it to this model and opening
@@ -52,10 +145,10 @@ the REST API port (8501):
 
 ```shell
 docker run -p 8501:8501 \
---mount type=bind,\
-source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu,\
-target=/models/half_plus_two \
--e MODEL_NAME=half_plus_two -t tensorflow/serving &
+  --mount type=bind,\
+  source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu,\
+  target=/models/half_plus_two \
+  -e MODEL_NAME=half_plus_two -t tensorflow/serving &
 ```
 
 This will run the docker container and launch the TensorFlow Serving Model
@@ -63,13 +156,11 @@ Server, bind the REST API port 8501, and map our desired model from our host to
 where models are expected in the container. We also pass the name of the model
 as an environment variable, which will be important when we query the model.
 
-Note that if you wanted to use the gRPC API, you should instead bind to port
-8500.
-
 To query the model using the predict API, you can run
 
 ```shell
-curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_two:predict
+curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+  -X POST http://localhost:8501/v1/models/half_plus_two:predict
 ```
 
 NOTE: Older versions of Windows and other systems without curl can download it
@@ -94,37 +185,36 @@ Before serving with a GPU, in addition to
 *   `nvidia-docker`: You can follow the
     [installation instructions here](https://github.com/NVIDIA/nvidia-docker#quick-start)
 
-### Pulling a GPU serving image
+### Running a GPU serving image
 
-Once you have `nvidia-docker` installed, you can pull the latest TensorFlow
-Serving GPU docker image by running:
+Running a GPU serving image is identical to running a CPU image. For more
+details, see [running a serving image](#running-a-serving-image).
 
-```shell
-docker pull tensorflow/serving:latest-gpu
-```
+### GPU Serving example
 
-This will pull down an minimal Docker image with TensorFlow Serving built for
-running on GPUs installed.
+Let's run through a full example where we load a model with GPU-bound ops and
+call it via the REST API.
 
-See the Docker Hub
-[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
-other versions of images you can pull.
+First install [`nvidia-docker`](#install-nvidia-docker). Next you can pull the
+latest TensorFlow Serving GPU docker image by running:
 
-### GPU Serving example
+```shell
+docker pull tensorflow/serving:latest-gpu
+```
 
-Once you have pulled the GPU serving image, you can try serving an example
-model.
+This will pull down an minimal Docker image with ModelServer built for running
+on GPUs installed.
 
-We will use a toy model called `Half Plus Two`, which generates `0.5 * x + 2`
-for the values of `x` we provide for prediction. This model will have ops bound
-to the GPU device, and will not run on the CPU.
+Next, we will use a toy model called `Half Plus Two`, which generates `0.5 * x +
+2` for the values of `x` we provide for prediction. This model will have ops
+bound to the GPU device, and will not run on the CPU.
 
 To get this model, first clone the TensorFlow Serving repo.
 
 ```shell
 mkdir -p /tmp/tfserving
 cd /tmp/tfserving
-git clone --depth=1 https://github.com/tensorflow/serving
+git clone https://github.com/tensorflow/serving
 ```
 
 Next, run the TensorFlow Serving container pointing it to this model and opening
@@ -132,17 +222,17 @@ the REST API port (8501):
 
 ```shell
 docker run --runtime=nvidia -p 8501:8501 \
---mount type=bind,\
-source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
-target=/models/half_plus_two \
--e MODEL_NAME=half_plus_two -t tensorflow/serving:latest-gpu &
+  --mount type=bind,\
+  source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
+  target=/models/half_plus_two \
+  -e MODEL_NAME=half_plus_two -t tensorflow/serving:latest-gpu &
 ```
 
-This will run the docker container with the GPU build and launch the TensorFlow
-Serving Model Server, bind the REST API port 8501, and map our desired model
-from our host to where models are expected in the container. We also pass the
-name of the model as an environment variable, which will be important when we
-query the model.
+This will run the docker container with the `nvidia-docker` runtime, launch the
+TensorFlow Serving Model Server, bind the REST API port 8501, and map our
+desired model from our host to where models are expected in the container. We
+also pass the name of the model as an environment variable, which will be
+important when we query the model.
 
 TIP: Before querying the model, be sure to wait till you see a message like the
 following, indicating that the server is ready to receive requests:
@@ -155,7 +245,8 @@ Exporting HTTP/REST API at:localhost:8501 ...
 To query the model using the predict API, you can run
 
 ```shell
-$ curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+$ curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+  -X POST http://localhost:8501/v1/models/half_plus_three:predict
 ```
 
 NOTE: Older versions of Windows and other systems without curl can download it
@@ -212,6 +303,7 @@ docker run -it -p 8500:8500 tensorflow/serving:latest-devel
 To test a model, from inside the container try:
 
 ```shell
+# build the exporter
 bazel build -c opt //tensorflow_serving/example:mnist_saved_model
 # train the mnist model
 bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index 5c9056a13b6..5d662190543 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -96,7 +96,7 @@ Now we want to take a serving image and
 [commit](https://docs.docker.com/engine/reference/commandline/commit/) all
 changes to a new image `$USER/inception_serving` for Kubernetes deployment.
 
-First we run a serving image, but change the entry point to just run `bash`:
+First we run a serving image as a daemon:
 
 ```shell
 docker run -d --name serving_base tensorflow/serving

From 7453a6181a09b0e5bfee7e9598340dd15ee67573 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Aug 2018 22:03:31 -0700
Subject: [PATCH 0689/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209101710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70c574a8e5e..8adda273d96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30a432623b6da8b5558404f0f0e3d48ec03006b3e71bcb88548e754f95fe9f7c",
-    git_commit = "3e96a135d9650c91e307d1d56c81e5a37078cada",
+    sha256 = "eaca6f569c255614e8991a53c00dbf65b164103e3ca9222573630d19a01b3262",
+    git_commit = "439d8c4809139b163853fe87e8c5cdaba5d832eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 49b19ef9d8ec29c00e3a39f9537acdc2214e5d58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 00:02:37 -0700
Subject: [PATCH 0690/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209109199
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8adda273d96..67adb3b27f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eaca6f569c255614e8991a53c00dbf65b164103e3ca9222573630d19a01b3262",
-    git_commit = "439d8c4809139b163853fe87e8c5cdaba5d832eb",
+    sha256 = "c5f3b583ddf78cc410f189cec367d1720e6c7c06f4fc3eb0661413ef91c1b92d",
+    git_commit = "7e9286a92e244f9cd2e351421c1a639fc57f19f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8e38e0b9c1428e1d0691cadc79e81bdd0ec3ecca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 01:00:47 -0700
Subject: [PATCH 0691/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209114093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67adb3b27f9..222e2bf650e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5f3b583ddf78cc410f189cec367d1720e6c7c06f4fc3eb0661413ef91c1b92d",
-    git_commit = "7e9286a92e244f9cd2e351421c1a639fc57f19f1",
+    sha256 = "acfd9503378a47f8b7796377cbac3330aa13fc1d2ee453807b13028d11d59247",
+    git_commit = "467ab9d9c6081cebbd47d3978dac956b5b575b96",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10fd0fa6d32728451f431d59f8dfb64965a50603 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 04:02:38 -0700
Subject: [PATCH 0692/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209130332
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 222e2bf650e..f6704d228a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "acfd9503378a47f8b7796377cbac3330aa13fc1d2ee453807b13028d11d59247",
-    git_commit = "467ab9d9c6081cebbd47d3978dac956b5b575b96",
+    sha256 = "222ce46ae296c701aeb1651aef8e22968ac9e806aaf2a9eef1c05186cf2f63cc",
+    git_commit = "fa90b3f9173ef315f98416c52a74fc669de60454",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fcd2de0b04e5645b14a755af35d29111d156fbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 06:02:44 -0700
Subject: [PATCH 0693/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209138683
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6704d228a7..12dd66ad54f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "222ce46ae296c701aeb1651aef8e22968ac9e806aaf2a9eef1c05186cf2f63cc",
-    git_commit = "fa90b3f9173ef315f98416c52a74fc669de60454",
+    sha256 = "493cbfb31c11bee0746fc2679b45582124280ae1425204b7d77e6dd52644b2be",
+    git_commit = "97ad4337bcadba3e8fb025906a2a46ea0224e457",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1b738ee170eb501089158d8d99b67151907eeba3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 10:04:03 -0700
Subject: [PATCH 0694/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209164671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12dd66ad54f..94bec648b56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "493cbfb31c11bee0746fc2679b45582124280ae1425204b7d77e6dd52644b2be",
-    git_commit = "97ad4337bcadba3e8fb025906a2a46ea0224e457",
+    sha256 = "c72df4e36bbbc8936b778c73269ae0f4673f45a3c5f5493341deede04f969e77",
+    git_commit = "74c0381978748b3704da43288bb1169d532221b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 701d5adeb9c635f95520fa9f00eaa68500566a3a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 17 Aug 2018 10:12:45 -0700
Subject: [PATCH 0695/8103] Update docker serving image to include
 ca-certificates Fixes #1022

PiperOrigin-RevId: 209165998
---
 tensorflow_serving/tools/docker/Dockerfile           | 6 ++++++
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 +
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 1 +
 4 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index f97c510f620..f2ee814d577 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -25,6 +25,12 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        ca-certificates \
+        && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
 # Install TF Serving pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index ee09daa58ce..b2a81565054 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -20,9 +20,10 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-RUN apt-get update && apt-get install -y \
+RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
+        ca-certificates \
         curl \
         git \
         libcurl3-dev \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c87c88f6f8a..78752610730 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -26,6 +26,7 @@ ENV CUDNN_VERSION=7.1.4.18
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
+        ca-certificates \
         cuda-command-line-tools-9-0 \
         cuda-cublas-dev-9-0 \
         cuda-cudart-dev-9-0 \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 2d2a018a123..51356f959ea 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -27,6 +27,7 @@ LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         libgomp1 \
+        ca-certificates \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*

From 8b6d5306f7bbcd3026b54db23b83cf47e95d7357 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 12:02:45 -0700
Subject: [PATCH 0696/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209185330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94bec648b56..7593372689f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c72df4e36bbbc8936b778c73269ae0f4673f45a3c5f5493341deede04f969e77",
-    git_commit = "74c0381978748b3704da43288bb1169d532221b1",
+    sha256 = "47581b55a38eb3085ae2980cc0aadef23d1688d87c4e38267568dbb215661aed",
+    git_commit = "fe48d9189c74e05be21e928a445a006bcd4a13f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fff82b9a801c88c00ff4eb2a350759396ad26ca Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 17 Aug 2018 12:15:39 -0700
Subject: [PATCH 0697/8103] Fix typos

PiperOrigin-RevId: 209187379
---
 tensorflow_serving/g3doc/serving_inception.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index 5d662190543..06013268f79 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -13,9 +13,9 @@ To learn more about TensorFlow Inception model, we recommend
 
 -   [Part 1](#part_1_export_the_inception_model) shows how to export the
     Inception model
--   [Part 1](#part_2_run_in_local_docker_container) shows how to run the local
+-   [Part 2](#part_2_run_in_local_docker_container) shows how to run the local
     Docker serving image
--   [Part 2](#part_2_deploy_in_kubernetes) shows how to deploy in Kubernetes.
+-   [Part 3](#part_3_deploy_in_kubernetes) shows how to deploy in Kubernetes.
 
 ## Part 1: Export the Inception model
 

From a52e8181144a5d6acc96b3d57328c7f49f113ea9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 13:09:17 -0700
Subject: [PATCH 0698/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209194838
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7593372689f..7f233554984 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47581b55a38eb3085ae2980cc0aadef23d1688d87c4e38267568dbb215661aed",
-    git_commit = "fe48d9189c74e05be21e928a445a006bcd4a13f8",
+    sha256 = "ec87ee873fb6990c65a2f8addf7ecd03009f802928ef59e81417c29726c3b64b",
+    git_commit = "fe12159e60258d0b6cae9b580e248b22e80f3f7b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87e32bb386f156fe208df633c1a7f489b57464e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 15:00:37 -0700
Subject: [PATCH 0699/8103] Fix the reference to the old file name.

PiperOrigin-RevId: 209212508
---
 tensorflow_serving/example/mnist_saved_model.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index 4397d38ae8f..c554f55a0e3 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -45,7 +45,7 @@
 
 def main(_):
   if len(sys.argv) < 2 or sys.argv[-1].startswith('-'):
-    print('Usage: mnist_export.py [--training_iteration=x] '
+    print('Usage: mnist_saved_model.py [--training_iteration=x] '
           '[--model_version=y] export_dir')
     sys.exit(-1)
   if FLAGS.training_iteration <= 0:

From 946ddbdb9bb6008414fb4ad4b3ae1c42f4c3c1c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 15:02:36 -0700
Subject: [PATCH 0700/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209212799
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f233554984..5a1c38e247c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec87ee873fb6990c65a2f8addf7ecd03009f802928ef59e81417c29726c3b64b",
-    git_commit = "fe12159e60258d0b6cae9b580e248b22e80f3f7b",
+    sha256 = "91af0fdd058c36329e4546a6f3811bc9839c287cc71b2f49e22d704f05d51d16",
+    git_commit = "3aed7858222043ca16d177b50d949a9fc3447ba1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 89860ffea812d73860d87e37b04f4e5de56d5137 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 16:03:07 -0700
Subject: [PATCH 0701/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209221439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a1c38e247c..4901fc784ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91af0fdd058c36329e4546a6f3811bc9839c287cc71b2f49e22d704f05d51d16",
-    git_commit = "3aed7858222043ca16d177b50d949a9fc3447ba1",
+    sha256 = "e5dd238887274534387e4840003a2f6d23dcc0540ef80e1e13ff1951197c537f",
+    git_commit = "e2a0700bbf90f0738e43fbc29ec758adc364347c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 95c3d9a6305f685d0c5fd2337486fc7f5ae70f28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 17:05:09 -0700
Subject: [PATCH 0702/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209229489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4901fc784ec..8c60eaaaa69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5dd238887274534387e4840003a2f6d23dcc0540ef80e1e13ff1951197c537f",
-    git_commit = "e2a0700bbf90f0738e43fbc29ec758adc364347c",
+    sha256 = "952ab0332bbfc9a01894baac085273f4240a222cfb0a01840a34e68311b0906c",
+    git_commit = "32e6e608f6329fda19f9eec560a634725303a749",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff90f6af5e516aa541dd3af085c6b027027a18ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 18:03:36 -0700
Subject: [PATCH 0703/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209234879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c60eaaaa69..a8759b89a4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "952ab0332bbfc9a01894baac085273f4240a222cfb0a01840a34e68311b0906c",
-    git_commit = "32e6e608f6329fda19f9eec560a634725303a749",
+    sha256 = "4428c997a8af7d8c3e144b78034c6b13f87830b4ddbe4e0f5b7f66140ab76aa8",
+    git_commit = "e6970f5560de8277fe2ca212d703bc08a3494860",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fe2a39c7fa5ee2a6595cef3e505d3fed164fa2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 19:02:43 -0700
Subject: [PATCH 0704/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209238558
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8759b89a4e..daa84fc4c49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4428c997a8af7d8c3e144b78034c6b13f87830b4ddbe4e0f5b7f66140ab76aa8",
-    git_commit = "e6970f5560de8277fe2ca212d703bc08a3494860",
+    sha256 = "7543db0f446cf1eaf7854e6a3ff411413b5ef9e6318cfb9e7a24d356272bd10f",
+    git_commit = "fd1957d8f6ed223bdc424f0bfbe6bab01a43c828",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 047734413c6acde585b5b96f02cd6a3562466b99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Aug 2018 21:01:23 -0700
Subject: [PATCH 0705/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209244752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daa84fc4c49..b86a25d62cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7543db0f446cf1eaf7854e6a3ff411413b5ef9e6318cfb9e7a24d356272bd10f",
-    git_commit = "fd1957d8f6ed223bdc424f0bfbe6bab01a43c828",
+    sha256 = "0888001325ce506e2bbd5ba5a1791f6eb9dcaa8b62774c4eea7d79cc82f71e24",
+    git_commit = "b7c242475c3d6e38ae864ae06f937c1b29c0a494",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 66fb737ab66e416cf0ff61ee7309f724365d710a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 00:01:44 -0700
Subject: [PATCH 0706/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209252876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b86a25d62cc..9c934553b8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0888001325ce506e2bbd5ba5a1791f6eb9dcaa8b62774c4eea7d79cc82f71e24",
-    git_commit = "b7c242475c3d6e38ae864ae06f937c1b29c0a494",
+    sha256 = "ba7ac0982922e3e835474741449485a6b555c2f53d4dae007e7e3f3fe4d428fd",
+    git_commit = "39b17f9d56d6b9a02a30bfa24ac9e15ab37ca761",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9133d09cfc7612524017cbc1ac604cb092480295 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 01:05:22 -0700
Subject: [PATCH 0707/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209256393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c934553b8c..8f62bec2395 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba7ac0982922e3e835474741449485a6b555c2f53d4dae007e7e3f3fe4d428fd",
-    git_commit = "39b17f9d56d6b9a02a30bfa24ac9e15ab37ca761",
+    sha256 = "3f9c4369e25ec17ec3efb1e788702fa546e31e01862655c25d037f2f3b55c9b0",
+    git_commit = "115f66386f3662a6f10aceaefb2faf12543826b3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 31a3a735d28be44dcf32f426b1d42a30d2f681cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 03:01:24 -0700
Subject: [PATCH 0708/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209263314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f62bec2395..9de1acd461e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f9c4369e25ec17ec3efb1e788702fa546e31e01862655c25d037f2f3b55c9b0",
-    git_commit = "115f66386f3662a6f10aceaefb2faf12543826b3",
+    sha256 = "3eb3f02a3c18c372477fb693cdb965a82883e88402800524405ea70b8bb21dba",
+    git_commit = "1340ed99328939f7a8744249b975b06be10f326b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eb871e9928bd4848e67657af6999c627510ce027 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 04:01:17 -0700
Subject: [PATCH 0709/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209265561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9de1acd461e..096914403f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3eb3f02a3c18c372477fb693cdb965a82883e88402800524405ea70b8bb21dba",
-    git_commit = "1340ed99328939f7a8744249b975b06be10f326b",
+    sha256 = "9f7edb9ba85640ff31c22cd958446403e3d7ca410e17491d21393a7c8c3b2df1",
+    git_commit = "a6d62ffea3526457defffaeefa818f944a6fabd0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a570baa6030487dfa6b77637ffd80a41e6a741e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 13:01:29 -0700
Subject: [PATCH 0710/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209285595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 096914403f0..6b9057e1b4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f7edb9ba85640ff31c22cd958446403e3d7ca410e17491d21393a7c8c3b2df1",
-    git_commit = "a6d62ffea3526457defffaeefa818f944a6fabd0",
+    sha256 = "06f8d31640e964d63b8f52392b39dac2a29f8a26f56efb51e9ef0d9afa3667a0",
+    git_commit = "5b63ee85acc0676a35252c50014a178b55aabaa4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 305b0db596bedea354cafbe00ad1670f734fc182 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 15:01:09 -0700
Subject: [PATCH 0711/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209289986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b9057e1b4e..33680053bea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06f8d31640e964d63b8f52392b39dac2a29f8a26f56efb51e9ef0d9afa3667a0",
-    git_commit = "5b63ee85acc0676a35252c50014a178b55aabaa4",
+    sha256 = "b9dc83cd0cc528d087dcf53529bf7728c07dfe51c8ae201b95558781cf56fad3",
+    git_commit = "424ce99f4357515f0f9e57b7a087194cf46134d6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 46984414244af1fa67b23b837b70a9ed74ea9cee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Aug 2018 21:01:12 -0700
Subject: [PATCH 0712/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209302666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33680053bea..ba4c257cec3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9dc83cd0cc528d087dcf53529bf7728c07dfe51c8ae201b95558781cf56fad3",
-    git_commit = "424ce99f4357515f0f9e57b7a087194cf46134d6",
+    sha256 = "f607444403877fb9ff5b54e0b25db1a31107f18ae948b1fc260ef64a137285a0",
+    git_commit = "51100a8de57ef53e36a8a9f5a9829cbd33fbed04",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b9d09c4905c718026a27135f95f6d058f6d9c65a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Aug 2018 02:01:17 -0700
Subject: [PATCH 0713/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209315060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba4c257cec3..3cc69a3e7da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f607444403877fb9ff5b54e0b25db1a31107f18ae948b1fc260ef64a137285a0",
-    git_commit = "51100a8de57ef53e36a8a9f5a9829cbd33fbed04",
+    sha256 = "93edfc1280a0a60d20aadec5e3ab506faf2d1e61ab42fa2155bc4231bd5c5ebb",
+    git_commit = "47c368bcc8d717ec6624d33152784338b99f6dea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b2a2ce9d2ed80256c255861bc667a4e4262cc7b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Aug 2018 04:01:22 -0700
Subject: [PATCH 0714/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209319809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cc69a3e7da..cd1c455f315 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93edfc1280a0a60d20aadec5e3ab506faf2d1e61ab42fa2155bc4231bd5c5ebb",
-    git_commit = "47c368bcc8d717ec6624d33152784338b99f6dea",
+    sha256 = "c6b9567fc9aa5a7e00b658db0823e8ec69a17988d56b3c2c6e91148cc2b80869",
+    git_commit = "36554abcb58bb673153e585a5995ccf9674f31c9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a12726feab6ac977bdc5b5c75d075e9fd46017e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 04:01:12 -0700
Subject: [PATCH 0715/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209393642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd1c455f315..5a277ec900c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6b9567fc9aa5a7e00b658db0823e8ec69a17988d56b3c2c6e91148cc2b80869",
-    git_commit = "36554abcb58bb673153e585a5995ccf9674f31c9",
+    sha256 = "9aad0e67463acc25571eae852fbd0288ee80b10836d83b7850e3b10d0d13b483",
+    git_commit = "8c111ec9196836617cc93dfeff0567ca37e81eeb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3f6285d226420f6abdf1edbf4c333c86ffac4b4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 07:01:21 -0700
Subject: [PATCH 0716/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209410842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a277ec900c..642210da9b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9aad0e67463acc25571eae852fbd0288ee80b10836d83b7850e3b10d0d13b483",
-    git_commit = "8c111ec9196836617cc93dfeff0567ca37e81eeb",
+    sha256 = "6bec9b95459ab0a2051428d12b4a4a8f575f0d3830413246fd31d2f3c230be4e",
+    git_commit = "94b1f7a8bcdffcafa196f58df6c3714492729696",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e349b43d767aaee27a72619caef25fd4affd0a75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 09:01:43 -0700
Subject: [PATCH 0717/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209426726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 642210da9b5..b69f195656a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bec9b95459ab0a2051428d12b4a4a8f575f0d3830413246fd31d2f3c230be4e",
-    git_commit = "94b1f7a8bcdffcafa196f58df6c3714492729696",
+    sha256 = "c7aeeb91ae4cfac39f739e97a062685e11fdf73dade0a3e1ce465692277d518d",
+    git_commit = "f32afcd244beb255060c3d489f117289a3496efc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 063c334a98a5af4bfb7072a0e69e15c9b39bce43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 10:01:23 -0700
Subject: [PATCH 0718/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209435699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b69f195656a..a149816fd13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7aeeb91ae4cfac39f739e97a062685e11fdf73dade0a3e1ce465692277d518d",
-    git_commit = "f32afcd244beb255060c3d489f117289a3496efc",
+    sha256 = "876f4dc67fb48e233029744ce871d6e68b39db49640eee54041d4e1b96c849ab",
+    git_commit = "c7d36f4fb2e074f76c7a5869d96b9067bead6909",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1f22a5e4440f9ec60e7ad3f5f72a4778dbe4e426 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 20 Aug 2018 10:29:11 -0700
Subject: [PATCH 0719/8103] Add unzip to devel package

PiperOrigin-RevId: 209441638
---
 tensorflow_serving/tools/docker/Dockerfile.devel | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index b2a81565054..334c8233642 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -38,6 +38,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         python-dev \
         software-properties-common \
         swig \
+        unzip \
         wget \
         zip \
         zlib1g-dev \

From 6e25209d4cb6e0b8c0693c0940c5e4e8241e4a26 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Mon, 20 Aug 2018 10:30:07 -0700
Subject: [PATCH 0720/8103] Correct half_plus_two -> half_plus_three in
 docker.md.

PiperOrigin-RevId: 209441832
---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index e7b554b8bda..e5ab7b6ad17 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -246,7 +246,7 @@ To query the model using the predict API, you can run
 
 ```shell
 $ curl -d '{"instances": [1.0, 2.0, 5.0]}' \
-  -X POST http://localhost:8501/v1/models/half_plus_three:predict
+  -X POST http://localhost:8501/v1/models/half_plus_two:predict
 ```
 
 NOTE: Older versions of Windows and other systems without curl can download it

From 928c5f19708275b4dd0c2e4f6e3f670bde1929f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 11:01:14 -0700
Subject: [PATCH 0721/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209448213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a149816fd13..3629c4fb793 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "876f4dc67fb48e233029744ce871d6e68b39db49640eee54041d4e1b96c849ab",
-    git_commit = "c7d36f4fb2e074f76c7a5869d96b9067bead6909",
+    sha256 = "fd6b6ebd91629f753bd07263526e27237cf2257ec4bfffa771801073c52e0534",
+    git_commit = "82a0d16be35eda128792b2aacca938fc459dee43",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b3531270d2a7eea4aeb3167184eebce77f2af3bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 12:01:03 -0700
Subject: [PATCH 0722/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209459701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3629c4fb793..466fe24788a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd6b6ebd91629f753bd07263526e27237cf2257ec4bfffa771801073c52e0534",
-    git_commit = "82a0d16be35eda128792b2aacca938fc459dee43",
+    sha256 = "c21d51632e1eaa0cf9d1c5b7f3896fae2970ed615c84e754b20b0216628fd908",
+    git_commit = "ab15e1eb4e974cf4c37a8e75547bf49b26c9d85d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7bafd9c0ef8879c86def2de0bedc17dbed4a3102 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 13:01:55 -0700
Subject: [PATCH 0723/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209469391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 466fe24788a..99a520a0887 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c21d51632e1eaa0cf9d1c5b7f3896fae2970ed615c84e754b20b0216628fd908",
-    git_commit = "ab15e1eb4e974cf4c37a8e75547bf49b26c9d85d",
+    sha256 = "63af3f24a372206533f73cb08e8e9a32dcf8a90d77b22daf84993ec6d675a3f9",
+    git_commit = "1a6d7f5acd50ed23c38f14e11e563f771a596656",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6122d0c22726288f3d5e08fab90c90bc772f2b42 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 20 Aug 2018 13:21:47 -0700
Subject: [PATCH 0724/8103] Default development Dockerfiles to produce a more
 optimized ModelServer

PiperOrigin-RevId: 209472456
---
 tensorflow_serving/g3doc/docker.md            | 71 +++++++++++++++++++
 .../tools/docker/Dockerfile.devel             |  4 +-
 .../tools/docker/Dockerfile.devel-gpu         |  5 +-
 3 files changed, 78 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index e5ab7b6ad17..03addd7e39b 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -395,3 +395,74 @@ TIP: If you're running a GPU image, be sure to run using the NVIDIA runtime
 
 From here, you can follow the instructions for
 [testing a development environment](#testing-the-development-environment).
+
+### Building an optimized serving binary
+
+When running TensorFlow Serving's ModelServer, you may notice a log message that
+looks like this:
+
+```console
+I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:141]
+Your CPU supports instructions that this TensorFlow binary was not compiled to
+use: AVX2 FMA
+```
+
+This indicates that your ModelServer binary isn't fully optimized for the CPU
+its running on. Depending on the model you are serving, further optimizations
+may not be necessary. However, building an optimized binary is straight-forward.
+
+When building a Docker image from the provided `Dockerfile.devel` or
+`Dockerfile.devel-gpu` files, the ModelServer binary will be built with the flag
+`-march=native`. This will cause Bazel to build a ModelServer binary with all of
+the CPU optimizations the host you're building the Docker image on supports.
+
+To create a serving image that's fully optimized for your host, simply:
+
+1.  Clone the TensorFlow Serving project
+
+    ```shell
+    git clone https://github.com/tensorflow/serving
+    cd serving
+    ```
+
+2.  Build an image with an optimized ModelServer
+
+    *   For CPU:
+
+        ```shell
+        docker build --pull -t $USER/tensorflow-serving-devel \
+          -f tools/docker/Dockerfile.devel .
+        ```
+
+    *   For GPU: `
+
+        ```shell
+        docker build --pull -t $USER/tensorflow-serving-devel-gpu \
+          -f tools/docker/Dockerfile.devel-gpu .
+        ```
+
+3.  Build a serving image with the development image as a base
+
+    *   For CPU:
+
+        ```shell
+        docker build -t $USER/tensorflow-serving \
+          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel \
+          -f tools/docker/Dockerfile .
+        ```
+
+        Your new optimized Docker image is now `$USER/tensorflow-serving`, which
+        you can [use](#running-a-serving-image) just as you would the standard
+        `tensorflow/serving:latest` image.
+
+    *   For GPU:
+
+        ```shell
+        docker build -t $USER/tensorflow-serving-gpu \
+          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel-gpu \
+          -f tools/docker/Dockerfile.gpu .
+        ```
+
+        Your new optimized Docker image is now `$USER/tensorflow-serving-gpu`,
+        which you can [use](#running-a-gpu-serving-image) just as you would the
+        standard `tensorflow/serving:latest-gpu` image.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 334c8233642..cf8e42f5fa7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -80,8 +80,10 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
+RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
 RUN bazel build -c opt --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 78752610730..fd207eb2bb4 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -127,8 +127,11 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-mavx --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
+RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
+
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
     bazel build -c opt --color=yes --curses=yes --config=cuda \

From 715942d586d4ab1bd86668280bd90f758ac053ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 14:01:51 -0700
Subject: [PATCH 0725/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209479375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99a520a0887..c0fd78e9535 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63af3f24a372206533f73cb08e8e9a32dcf8a90d77b22daf84993ec6d675a3f9",
-    git_commit = "1a6d7f5acd50ed23c38f14e11e563f771a596656",
+    sha256 = "69165300d416eadd14ccfbbd653baa97042211e88d768609055ea377dbefbfab",
+    git_commit = "600caf99897e82cd0db8665acca5e7630ec1a292",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 659788f4603debb8b1c43d6a8df3ecd0171998ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 15:01:15 -0700
Subject: [PATCH 0726/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209490489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0fd78e9535..62e2b3eb2ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69165300d416eadd14ccfbbd653baa97042211e88d768609055ea377dbefbfab",
-    git_commit = "600caf99897e82cd0db8665acca5e7630ec1a292",
+    sha256 = "a8eda758b9b3df15b9effb67dfe41a1f15c263d141be9b053c1b956e63d3f64e",
+    git_commit = "e8894bdcda6c7fb899939406ff4f320d2c59b208",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 569b55fd5865404651c241a90785158c89e41c8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 16:05:08 -0700
Subject: [PATCH 0727/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209502117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62e2b3eb2ca..0c94aec055c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8eda758b9b3df15b9effb67dfe41a1f15c263d141be9b053c1b956e63d3f64e",
-    git_commit = "e8894bdcda6c7fb899939406ff4f320d2c59b208",
+    sha256 = "39d92d98819c1eb0e3cbc91e415fdc625a73d19e200db75d5f58b51e901c09a8",
+    git_commit = "135bd2714387eb5285fc9c621d9a8dc042d5f435",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c3945bf4c56488680ea9dfadb2342756eff7966 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 17:00:52 -0700
Subject: [PATCH 0728/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209510969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c94aec055c..8b04f3b072e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39d92d98819c1eb0e3cbc91e415fdc625a73d19e200db75d5f58b51e901c09a8",
-    git_commit = "135bd2714387eb5285fc9c621d9a8dc042d5f435",
+    sha256 = "afbcbe6edcc1a0263c740492b8a5ea4d5d4b6ff18da98a793b9553090c2d8854",
+    git_commit = "0697105430de742c038b3101507cf0788a8434e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7240368c6252019b03da8a8f75909081b5a42226 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 18:01:22 -0700
Subject: [PATCH 0729/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209518990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b04f3b072e..25a57535bf8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afbcbe6edcc1a0263c740492b8a5ea4d5d4b6ff18da98a793b9553090c2d8854",
-    git_commit = "0697105430de742c038b3101507cf0788a8434e4",
+    sha256 = "0fb43316c9ba6f8da399901cc29a81ebc9151811f82aaaabc9d56746b8052404",
+    git_commit = "a0e76ce73c5f095fc61e06c19ff8e653cfd2965c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 41e60bcf6b576de508294817ab29c04f5c23b697 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 20 Aug 2018 18:34:06 -0700
Subject: [PATCH 0730/8103] Update optimization flags recommendations

PiperOrigin-RevId: 209522738
---
 tensorflow_serving/g3doc/setup.md             | 29 ++++++++++++-------
 .../tools/docker/Dockerfile.devel             |  2 +-
 .../tools/docker/Dockerfile.devel-gpu         |  2 +-
 3 files changed, 21 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 68351234ca5..02014a6f2de 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -155,22 +155,31 @@ $ tools/bazel_in_docker.sh -d tensorflow/serving:1.10-devel \
 ##### Optimized build
 
 It's possible to compile using some platform specific instruction sets (e.g.
-AVX) that can significantly improve performance. Wherever you see 'bazel build'
-in the documentation, you can add the flags `-c opt --copt=-msse4.1
---copt=-msse4.2 --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3
---cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0"` (or some subset of these flags). For
-example:
+AVX) that may significantly improve performance. Wherever you see 'bazel build'
+in the documentation, simply add the flags you want.
+
+To optimize for all instruction sets your processor supports, you can use the
+`--copt=-march=native` option.
+
+For example:
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt --copt=-msse4.1 --copt=-msse4.2 \
-  --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-O3 \
+tools/bazel_in_docker.sh bazel build -c opt --copt=-march=native --copt=-O3 \
   --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" tensorflow_serving/...
 ```
 
+For specific instruction sets:
+
+Instruction Set | Flags
+--------------- | ----------------
+AVX             | `--copt=mavx`
+AVX2            | `--copt=mavx2`
+FMA             | `--copt=mfma`
+SSE 4.1         | `--copt=msse4.1`
+SSE 4.2         | `--copt=msse4.2`
+
 Note: These instruction sets are not available on all machines, especially with
-older processors, so it may not work with all flags. You can try some subset of
-them, or revert to just the basic '-c opt' which is guaranteed to work on all
-machines.
+older processors. Use `--copt=-march=native` if you're unsure what you need.
 
 ##### Building with GPU Support
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index cf8e42f5fa7..36f0fd5e81c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -80,7 +80,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --copt=-O3 --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index fd207eb2bb4..b60367ef3be 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -127,7 +127,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --copt=-O3 --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"

From c69f5fc2639fc3965336d8d79a0fbdc84e159894 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 19:06:02 -0700
Subject: [PATCH 0731/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209525370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25a57535bf8..0a0f2b87ea0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fb43316c9ba6f8da399901cc29a81ebc9151811f82aaaabc9d56746b8052404",
-    git_commit = "a0e76ce73c5f095fc61e06c19ff8e653cfd2965c",
+    sha256 = "d4a93694c5cbf910cda771a438c37b0fd3480f008ed585c9c4db6d4016906f68",
+    git_commit = "c5f27df3a5375ae75657e28d5f598e98e9ab1cc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 609515fde6abbada64d3b43650c4ab2fd0e2a84d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 20:02:15 -0700
Subject: [PATCH 0732/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209529568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a0f2b87ea0..c0c2a2f7bea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4a93694c5cbf910cda771a438c37b0fd3480f008ed585c9c4db6d4016906f68",
-    git_commit = "c5f27df3a5375ae75657e28d5f598e98e9ab1cc7",
+    sha256 = "9b84726ebf32387831b55dc63c251f5e9e541c41ff6602da30a268a038036fad",
+    git_commit = "a2a561e7e8305734e75492be961b28197c07c261",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 934c547f6b77703f90d13b6368380453c098946c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 21:02:23 -0700
Subject: [PATCH 0733/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209534560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0c2a2f7bea..ffe9eca539e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b84726ebf32387831b55dc63c251f5e9e541c41ff6602da30a268a038036fad",
-    git_commit = "a2a561e7e8305734e75492be961b28197c07c261",
+    sha256 = "9d150f46df7763ba87af9f115d24330142070b4d1de2d0757632b1c80716a5c8",
+    git_commit = "49115abfd39d30506679d9fdc572ccd2f7c22dbe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08fbc57b98945df25f243382eca66ef29d9dc03d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 22:01:08 -0700
Subject: [PATCH 0734/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209538855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffe9eca539e..8c490626487 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d150f46df7763ba87af9f115d24330142070b4d1de2d0757632b1c80716a5c8",
-    git_commit = "49115abfd39d30506679d9fdc572ccd2f7c22dbe",
+    sha256 = "911bf840a91d833b304a38d5b74852e7399b327173d51dd86dccc49c3bff754e",
+    git_commit = "7de22654844a41575a30cd1ce3a522abd0516fde",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 45010962d664b633577ca9402a11a65dd09c5bf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Aug 2018 23:01:13 -0700
Subject: [PATCH 0735/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209543217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c490626487..bda4dd6e96f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "911bf840a91d833b304a38d5b74852e7399b327173d51dd86dccc49c3bff754e",
-    git_commit = "7de22654844a41575a30cd1ce3a522abd0516fde",
+    sha256 = "8d338fbb301afee04f8d685b96d78a7a30e8e193283fcc8cfd1ba75f71ab0516",
+    git_commit = "1fae2683be3ada987b8f487e96f62b4451df4393",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c35928810db3819d6f8f40be9c7de161c73109ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 01:01:17 -0700
Subject: [PATCH 0736/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209553461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bda4dd6e96f..fdd3f0bcb0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d338fbb301afee04f8d685b96d78a7a30e8e193283fcc8cfd1ba75f71ab0516",
-    git_commit = "1fae2683be3ada987b8f487e96f62b4451df4393",
+    sha256 = "c58af0e243684187ef28101e5a61c00d004ac99c5149fb1b3114bea7a4c0c7b4",
+    git_commit = "4a8d62a17657d3178990d8d19283a2de3828b0f5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e1bb847f7ab7b6e66c1d35d14dd3cd24f257f352 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 02:01:20 -0700
Subject: [PATCH 0737/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209559952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdd3f0bcb0f..42ee60cfcf6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c58af0e243684187ef28101e5a61c00d004ac99c5149fb1b3114bea7a4c0c7b4",
-    git_commit = "4a8d62a17657d3178990d8d19283a2de3828b0f5",
+    sha256 = "6882237aa2decafd66805aa3df1c32e0c391ad045e710c1686129dc162140e45",
+    git_commit = "eaef34c40f2acba3e47b3d630325633a5391d36a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3925f861f9e5fe10bb63d689b1fc52ac01c34b58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 03:01:45 -0700
Subject: [PATCH 0738/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209567477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42ee60cfcf6..65bff241109 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6882237aa2decafd66805aa3df1c32e0c391ad045e710c1686129dc162140e45",
-    git_commit = "eaef34c40f2acba3e47b3d630325633a5391d36a",
+    sha256 = "422e940fc2132525a5c9e90aafefda12b1d55f7e87cb4a62c67a6dfd91aa221a",
+    git_commit = "8d0588485b243166e75fdb94ba2d1bb4f9778ad9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b1223bfafe327248a7d4fff71103fbb381d4fe5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 04:01:40 -0700
Subject: [PATCH 0739/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209572442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65bff241109..db1e36dc8e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "422e940fc2132525a5c9e90aafefda12b1d55f7e87cb4a62c67a6dfd91aa221a",
-    git_commit = "8d0588485b243166e75fdb94ba2d1bb4f9778ad9",
+    sha256 = "1852e7bb31d95b7d01c6b2f6c0c30f95ab0555fb83399ddafb8f7811e91e9703",
+    git_commit = "fd833e87f150a8963de906593f0b0071cd962fcb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63e08dade13edd6d49fd405b1f8aa7f4edac8c6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 08:02:16 -0700
Subject: [PATCH 0740/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209595539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db1e36dc8e1..b8ee36e7b69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1852e7bb31d95b7d01c6b2f6c0c30f95ab0555fb83399ddafb8f7811e91e9703",
-    git_commit = "fd833e87f150a8963de906593f0b0071cd962fcb",
+    sha256 = "a1ef29c4f0d3797aba8a7111032edd8560baf4b643729725d1e8ce51c9b3bb3b",
+    git_commit = "eac93feb41361045c246e6c86621ec9f362d8ef3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f40550949c22e132cdf9be834ef35ccf73aadb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 09:00:31 -0700
Subject: [PATCH 0741/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209603479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8ee36e7b69..6b94f79f673 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1ef29c4f0d3797aba8a7111032edd8560baf4b643729725d1e8ce51c9b3bb3b",
-    git_commit = "eac93feb41361045c246e6c86621ec9f362d8ef3",
+    sha256 = "b47949daba8153602d45386828aa59c17733114d52e29bc38151267ecff77407",
+    git_commit = "aeab291563b0b4cc75c0f5fc73610a6595780570",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fbc7fff99192e7a349c2eb2052bf67a055da0a50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 10:01:55 -0700
Subject: [PATCH 0742/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209612811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b94f79f673..ff920fcb96b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b47949daba8153602d45386828aa59c17733114d52e29bc38151267ecff77407",
-    git_commit = "aeab291563b0b4cc75c0f5fc73610a6595780570",
+    sha256 = "8bcba06343cd4420491c7614048dd2a3684af914f81028d7f35a53989c7f826d",
+    git_commit = "9f59beb67643953d87e7673fa0000cc775562693",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 67b85adbb087dca3630ae6beda3ad8ca011c4b74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 11:01:14 -0700
Subject: [PATCH 0743/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209624218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff920fcb96b..478f3e6bf27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bcba06343cd4420491c7614048dd2a3684af914f81028d7f35a53989c7f826d",
-    git_commit = "9f59beb67643953d87e7673fa0000cc775562693",
+    sha256 = "285e8db7f0cd0b5180f3e821e7f412a1813c5573e331ce9d3138a8578ab80454",
+    git_commit = "fe2826658b758f9a27f9b7a05f8f2e4689bfc5bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c4f3c8792ef36515dbdc251d74454988f4641f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 12:04:08 -0700
Subject: [PATCH 0744/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209635989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 478f3e6bf27..2dc093c00e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "285e8db7f0cd0b5180f3e821e7f412a1813c5573e331ce9d3138a8578ab80454",
-    git_commit = "fe2826658b758f9a27f9b7a05f8f2e4689bfc5bc",
+    sha256 = "f1bd4bb8c9cf9dadadb30ac92059f96f3b3aab49944d269c5553fbe360d62831",
+    git_commit = "c72c36145b01ba71b88731843fc36914f721a0e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e20af46635df7ded0c79ec886833042f50174484 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 13:04:07 -0700
Subject: [PATCH 0745/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209645776
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dc093c00e1..b51d67654d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1bd4bb8c9cf9dadadb30ac92059f96f3b3aab49944d269c5553fbe360d62831",
-    git_commit = "c72c36145b01ba71b88731843fc36914f721a0e8",
+    sha256 = "ab91251297daac4a507cfd4003d9ac16a2ea128988eda1a61ca51012a8b5ba67",
+    git_commit = "81d90de884ad6005e57e0d7d333e8476659d00c2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8d7791ccc9597234f84994e847146fcd3c2bf6d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 14:01:38 -0700
Subject: [PATCH 0746/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209655351
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b51d67654d4..e0a30314b58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab91251297daac4a507cfd4003d9ac16a2ea128988eda1a61ca51012a8b5ba67",
-    git_commit = "81d90de884ad6005e57e0d7d333e8476659d00c2",
+    sha256 = "05979e628d8b4b77e218a8e259ad911b050f9bb880176a7fa78f05ded55c8f8e",
+    git_commit = "fce0a4eaab4b2dfa59ffed3a3d11bb0c82d98263",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From de869c4f2f0449021b4421106b127782471d9093 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 15:00:52 -0700
Subject: [PATCH 0747/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209666113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0a30314b58..1a2c6262adb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05979e628d8b4b77e218a8e259ad911b050f9bb880176a7fa78f05ded55c8f8e",
-    git_commit = "fce0a4eaab4b2dfa59ffed3a3d11bb0c82d98263",
+    sha256 = "8f56efcd9eb04885f0292692a1e162ecfbca5ca08ffa4261d757fbe46f48fc8d",
+    git_commit = "3f24f93c2a32b2eae8951e5b272c3b647c5b9611",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a5b7cfd0e57dcf8af9b6210ef25006f2eb647aad Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 21 Aug 2018 15:02:21 -0700
Subject: [PATCH 0748/8103] Add support to express input and output tensors of
 Predict request in columnar format. This allows expressing named input (or
 output) tensors that do not have the same 0-th dimension.

This change implements the proposal outline here:
https://github.com/tensorflow/serving/issues/1047#issuecomment-413369670

Fixes #1047

PiperOrigin-RevId: 209666367
---
 tensorflow_serving/g3doc/api_rest.md          | 110 ++++++--
 .../http_rest_prediction_handler.cc           |   5 +-
 .../http_rest_prediction_handler_test.cc      |  11 +
 .../tensorflow_model_server_test.py           |  20 ++
 tensorflow_serving/util/json_tensor.cc        | 188 ++++++++++---
 tensorflow_serving/util/json_tensor.h         | 125 +++++++--
 tensorflow_serving/util/json_tensor_test.cc   | 259 +++++++++++++++---
 7 files changed, 577 insertions(+), 141 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 6925ebdb69d..1d18759eaa5 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -134,30 +134,35 @@ The request body for `predict` API must be JSON object formatted as follows:
 
 ```javascript
 {
-  // Optional: serving signature to use.
+  // (Optional) Serving signature to use.
   // If unspecifed default serving signature is used.
   "signature_name": <string>,
 
-  // List of tensors (each element must be of same shape and type)
-  "instances": [ <value>|<(nested)list>|<object>, ... ]
+  // Input Tensors in row ("instances") or columnar ("inputs") format.
+  // A request can have either of them but NOT both.
+  "instances": <value>|<(nested)list>|<list-of-objects>
+  "inputs": <value>|<(nested)list>|<object>
 }
 ```
 
-This format is similar to `PredictRequest` proto of gRPC API and the [CMLE
-predict API](https://cloud.google.com/ml-engine/docs/v1/predict-request).
+#### Specifying input tensors in row format.
+
+This format is similar to `PredictRequest` proto of gRPC API and the
+[CMLE predict API](https://cloud.google.com/ml-engine/docs/v1/predict-request).
+Use this format if all named input tensors have the **same 0-th dimension**. If
+they don't, use the columnar format described later below.
 
-When there is only one named input, the list items are expected to be scalars
-(number/string):
+In the row format, inputs are keyed to **instances** key in the JSON request.
+
+When there is only one named input, specify the value of **instances** key to be
+the value of the input:
 
 ```javascript
 {
+  // List of 3 scalar tensors.
   "instances": [ "foo", "bar", "baz" ]
 }
-```
 
-or lists of these primitive types.
-
-```javascript
 {
   // List of 2 tensors each of [1, 2] shape
   "instances": [ [[1, 2]], [[3, 4]] ]
@@ -176,41 +181,96 @@ tensors:
 {
  "instances": [
    {
-     "tag": ["foo"]
-     "signal": [1, 2, 3, 4, 5]
+     "tag": "foo",
+     "signal": [1, 2, 3, 4, 5],
      "sensor": [[1, 2], [3, 4]]
    },
    {
-     "tag": ["bar"]
-     "signal": [3, 4, 1, 2, 5]]
+     "tag": "bar",
+     "signal": [3, 4, 1, 2, 5]],
      "sensor": [[4, 5], [6, 8]]
-   },
+   }
  ]
 }
 ```
 
-See the [Encoding binary values](#encoding-binary-values) section below for
-details on how to represent a binary (stream of bytes) value.
+Note, each named input ("tag", "signal", "sensor") is implicitly assumed have
+same 0-th dimension (*two* in above example, as there are *two* objects in the
+*instances* list). If you have named inputs that have different 0-th dimension,
+use the columnar format described below.
+
+#### Specifying input tensors in column format.
+
+Use this format to specify your input tensors, if individual named inputs do not
+have the same 0-th dimension or you want a more compact representation. This
+format is similar to the `inputs` field of the gRPC
+[`Predict`](https://github.com/tensorflow/serving/blob/a52e8181144a5d6acc96b3d57328c7f49f113ea9/tensorflow_serving/apis/predict.proto#L21)
+request.
+
+In the columnar format, inputs are keyed to **inputs** key in the JSON request.
+
+The value for **inputs** key can either a single input tensor or a map of input
+name to tensors (listed in their natural nested form). Each input can have
+arbitrary shape and need not share the/ same 0-th dimension (aka batch size) as
+required by the row format described above.
+
+Columnar representation of the previous example is as follows:
+
+```javascript
+{
+ "inputs": {
+   "tag": ["foo", "bar"],
+   "signal": [[1, 2, 3, 4, 5], [3, 4, 1, 2, 5]],
+   "sensor": [[[1, 2], [3, 4]], [[4, 5], [6, 8]]]
+ }
+}
+```
+
+Note, **inputs** is a JSON object and not a list like **instances** (used in the
+row representation). Also, all the named inputs are specified together, as
+opposed to unrolling them into individual rows done in the row format described
+previously. This makes the representation compact (but maybe less readable).
 
 ### Response format
 
-The `predict` request returns a JSON object in response body, formatted as
-follows:
+The `predict` request returns a JSON object in response body.
+
+A request in [row format](#specifying-input-tensors-in-row-format) has response
+formatted as follows:
 
 ```javascript
 {
-  "predictions": [ <value>|<(nested)list>|<object>, ...]
+  "predictions": <value>|<(nested)list>|<list-of-objects>
 }
 ```
 
 If the output of the model contains only one named tensor, we omit the name and
 `predictions` key maps to a list of scalar or list values. If the model outputs
 multiple named tensors, we output a list of objects instead, similar to the
-request format mentioned above.
+request in row-format mentioned above.
 
-Named tensors that have `_bytes` as a suffix in their name are considered to
-have binary values. Such values are encoded differently as described in the
-[encoding binary values](#encoding-binary-values) section below.
+A request in [columnar format](#specifying-input-tensors-in-column-format) has
+response formatted as follows:
+
+```javascript
+{
+  "outputs": <value>|<(nested)list>|<object>
+}
+```
+
+If the output of the model contains only one named tensor, we omit the name and
+`outputs` key maps to a list of scalar or list values. If the model outputs
+multiple named tensors, we output an object instead. Each key of this object
+corresponds to a named output tensor. The format is similar to the request in
+column format mentioned above.
+
+#### Output of binary values
+
+TensorFlow does not distinguish between non-binary and binary strings. All are
+`DT_STRING` type. Named tensors that have **`_bytes`** as a suffix in their name
+are considered to have binary values. Such values are encoded differently as
+described in the [encoding binary values](#encoding-binary-values) section
+below.
 
 ## JSON mapping
 
diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler.cc b/tensorflow_serving/model_servers/http_rest_prediction_handler.cc
index 5274627f228..2e54ca79609 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_prediction_handler.cc
@@ -158,18 +158,19 @@ Status HttpRestPredictionHandler::ProcessPredictRequest(
     request.mutable_model_spec()->mutable_version()->set_value(
         model_version.value());
   }
+  JsonPredictRequestFormat format;
   TF_RETURN_IF_ERROR(FillPredictRequestFromJson(
       request_body,
       [this, &request](const string& sig,
                        ::google::protobuf::Map<string, TensorInfo>* map) {
         return this->GetInfoMap(request.model_spec(), sig, map);
       },
-      &request));
+      &request, &format));
 
   PredictResponse response;
   TF_RETURN_IF_ERROR(
       predictor_->Predict(run_options_, core_, request, &response));
-  TF_RETURN_IF_ERROR(MakeJsonFromTensors(response.outputs(), output));
+  TF_RETURN_IF_ERROR(MakeJsonFromTensors(response.outputs(), format, output));
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc b/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
index f502915c0d8..c79475fa7fb 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
@@ -307,6 +307,17 @@ TEST_F(HttpRestPredictionHandlerTest, Predict) {
   TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [3.5, 4.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions with explicit signature_name and columnar inputs.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
+                   kTestModelVersion1, ":predict"),
+      R"({"signature_name": "serving_default", "inputs": [3.0, 4.0]})",
+      &headers, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "outputs": [3.5, 4.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
 }
 
 TEST_F(HttpRestPredictionHandlerTest, Regress) {
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 4312a86d928..2cf1aeda6a5 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -591,6 +591,26 @@ def testPredictREST(self):
     # Verify response
     self.assertEquals(json.loads(resp_data), {'predictions': [3.0, 3.5, 4.0]})
 
+  def testPredictColumnarREST(self):
+    """Test Predict implementation over REST API with columnar inputs."""
+    model_path = self._GetSavedModelBundlePath()
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default:predict'.format(host, port)
+    json_req = {'inputs': [2.0, 3.0, 4.0]}
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST('Predict', url, json_req)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify response
+    self.assertEquals(json.loads(resp_data), {'outputs': [3.0, 3.5, 4.0]})
+
 
 if __name__ == '__main__':
   tf.test.main()
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index f62f9621f0d..e9505fa789f 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -45,17 +45,27 @@ namespace {
 // Signature name is keyed off this in the JSON request object.
 constexpr char kPredictRequestSignatureKey[] = "signature_name";
 
-// All tensors are keyed off this in the JSON request object.
+// All tensors are keyed off this in the JSON request object,
+// when request format is JsonPredictRequestFormat::kRow.
 constexpr char kPredictRequestInstancesKey[] = "instances";
 
+// All tensors are keyed off this in the JSON request object,
+// when request format is JsonPredictRequestFormat::kColumnar.
+constexpr char kPredictRequestInputsKey[] = "inputs";
+
 // All examples are keyed off this in the JSON request object.
 constexpr char kClassifyRegressRequestContextKey[] = "context";
 
 // All examples are keyed off this in the JSON request object.
 constexpr char kClassifyRegressRequestExamplesKey[] = "examples";
 
-// All tensors are keyed off this in the JSON response object.
-constexpr char kPredictResponseKey[] = "predictions";
+// All tensors are keyed off this in the JSON response object,
+// when request format is JsonPredictRequestFormat::kRow.
+constexpr char kPredictResponsePredictionsKey[] = "predictions";
+
+// All tensors are keyed off this in the JSON response object,
+// when request format is JsonPredictRequestFormat::kColumnar
+constexpr char kPredictResponseOutputsKey[] = "outputs";
 
 // All classification/regression results are keyed off this
 // in the JSON response object.
@@ -133,8 +143,8 @@ Status Base64FormatError(const rapidjson::Value& val) {
 Status FormatError(const rapidjson::Value& val) {
   return errors::InvalidArgument(
       "JSON Value: ", JsonValueToString(val),
-      " not formatted correctly. Expecting object with 'instances' key and a "
-      "list/array as the value.");
+      " not formatted correctly. Expecting object with 'instances' or 'input'"
+      " key and a list/array or object as the value respectively.");
 }
 
 Status FormatSignatureError(const rapidjson::Value& val) {
@@ -399,32 +409,10 @@ Status FillSignature(const rapidjson::Document& doc,
   return Status::OK();
 }
 
-}  // namespace
-
-Status FillPredictRequestFromJson(
-    const absl::string_view json,
-    const std::function<tensorflow::Status(
-        const string&, ::google::protobuf::Map<string, tensorflow::TensorInfo>*)>&
-        get_tensorinfo_map,
-    PredictRequest* request) {
-  rapidjson::Document doc;
-  TF_RETURN_IF_ERROR(ParseJson(json, &doc));
-  TF_RETURN_IF_ERROR(FillSignature(doc, request));
-
-  ::google::protobuf::Map<string, tensorflow::TensorInfo> tensorinfo_map;
-  const string& signame = request->model_spec().signature_name();
-  TF_RETURN_IF_ERROR(get_tensorinfo_map(signame, &tensorinfo_map));
-  if (tensorinfo_map.empty()) {
-    return errors::InvalidArgument("Failed to get input map for signature: ",
-                                   signame.empty() ? "DEFAULT" : signame);
-  }
-
-  // Fill in tensors from (required) "instances" key.
-  auto itr = doc.FindMember(kPredictRequestInstancesKey);
-  if (itr == doc.MemberEnd()) return FormatError(doc);
-  if (!itr->value.IsArray()) return FormatError(doc);
-  if (!itr->value.Capacity()) return FormatError(doc);
-
+Status FillTensorMapFromInstancesList(
+    const rapidjson::Value::MemberIterator& itr,
+    const ::google::protobuf::Map<string, tensorflow::TensorInfo>& tensorinfo_map,
+    ::google::protobuf::Map<string, TensorProto>* tensor_map) {
   // "instances" array can either be a plain list or list of objects (for named
   // tensors) but not a mix of both. Each object must have one key for each
   // named tensor.
@@ -448,7 +436,6 @@ Status FillPredictRequestFromJson(
   // Each element must yield one tensor of same shape and size. All elements get
   // batched into one tensor with the first dimension equal to the number of
   // elements in the instances array.
-  auto* tensor_map = request->mutable_inputs();
   tensor_map->clear();
   ::google::protobuf::Map<string, int> size_map;
   ::google::protobuf::Map<string, TensorShapeProto> shape_map;
@@ -508,9 +495,94 @@ Status FillPredictRequestFromJson(
     for (const auto& d : shape.dim())
       output_shape->add_dim()->set_size(d.size());
   }
+
   return Status::OK();
 }
 
+Status FillTensorMapFromInputsMap(
+    const rapidjson::Value::MemberIterator& itr,
+    const ::google::protobuf::Map<string, tensorflow::TensorInfo>& tensorinfo_map,
+    ::google::protobuf::Map<string, TensorProto>* tensor_map) {
+  // "inputs" key can hold a value that is one of the following:
+  // - a list or base64 object (when there is only one named input)
+  // - a object of key->value pairs (when there are multiple named inputs)
+  const rapidjson::Value& val = itr->value;
+  if (!val.IsObject() || IsValBase64Object(val)) {
+    if (tensorinfo_map.size() > 1) {
+      return errors::InvalidArgument(
+          "inputs is a plain value/list, but expecting an object as multiple "
+          "input tensors required as per tensorinfo_map");
+    }
+
+    auto* tensor = &(*tensor_map)[tensorinfo_map.begin()->first];
+    tensor->set_dtype(tensorinfo_map.begin()->second.dtype());
+    GetDenseTensorShape(val, tensor->mutable_tensor_shape());
+    int unused_size = 0;
+    TF_RETURN_IF_ERROR(FillTensorProto(val, 0 /* level */, tensor->dtype(),
+                                       &unused_size, tensor));
+  } else {
+    for (const auto& kv : tensorinfo_map) {
+      const auto& name = kv.first;
+      auto item = val.FindMember(name.c_str());
+      if (item == val.MemberEnd()) {
+        return errors::InvalidArgument("Missing named input: ", name,
+                                       " in 'inputs' object.");
+      }
+      const auto dtype = kv.second.dtype();
+      auto* tensor = &(*tensor_map)[name];
+      tensor->set_dtype(dtype);
+      tensor->mutable_tensor_shape()->Clear();
+      GetDenseTensorShape(item->value, tensor->mutable_tensor_shape());
+      int unused_size = 0;
+      TF_RETURN_IF_ERROR(FillTensorProto(item->value, 0 /* level */, dtype,
+                                         &unused_size, tensor));
+    }
+  }
+  return Status::OK();
+}
+
+}  // namespace
+
+Status FillPredictRequestFromJson(
+    const absl::string_view json,
+    const std::function<tensorflow::Status(
+        const string&, ::google::protobuf::Map<string, tensorflow::TensorInfo>*)>&
+        get_tensorinfo_map,
+    PredictRequest* request, JsonPredictRequestFormat* format) {
+  rapidjson::Document doc;
+  *format = JsonPredictRequestFormat::kInvalid;
+  TF_RETURN_IF_ERROR(ParseJson(json, &doc));
+  TF_RETURN_IF_ERROR(FillSignature(doc, request));
+
+  ::google::protobuf::Map<string, tensorflow::TensorInfo> tensorinfo_map;
+  const string& signame = request->model_spec().signature_name();
+  TF_RETURN_IF_ERROR(get_tensorinfo_map(signame, &tensorinfo_map));
+  if (tensorinfo_map.empty()) {
+    return errors::InvalidArgument("Failed to get input map for signature: ",
+                                   signame.empty() ? "DEFAULT" : signame);
+  }
+
+  //
+  // Fill in tensors from either "instances" or "inputs" key.
+  //
+  auto itr_instances = doc.FindMember(kPredictRequestInstancesKey);
+  auto itr_inputs = doc.FindMember(kPredictRequestInputsKey);
+  if (itr_instances != doc.MemberEnd()) {
+    if (itr_inputs != doc.MemberEnd()) return FormatError(doc);
+    if (!itr_instances->value.IsArray()) return FormatError(doc);
+    if (!itr_instances->value.Capacity()) return FormatError(doc);
+    *format = JsonPredictRequestFormat::kRow;
+    return FillTensorMapFromInstancesList(itr_instances, tensorinfo_map,
+                                          request->mutable_inputs());
+  } else if (itr_inputs != doc.MemberEnd()) {
+    if (itr_instances != doc.MemberEnd()) return FormatError(doc);
+    *format = JsonPredictRequestFormat::kColumnar;
+    return FillTensorMapFromInputsMap(itr_inputs, tensorinfo_map,
+                                      request->mutable_inputs());
+  }
+  return errors::InvalidArgument("Missing 'inputs' or 'instances' key");
+}
+
 namespace {
 
 bool IsFeatureOfKind(const Feature& feature, Feature::KindCase kind) {
@@ -808,14 +880,8 @@ Status AddTensorValues(const TensorProto& tensor, bool string_as_bytes, int dim,
   return Status::OK();
 }
 
-}  // namespace
-
-Status MakeJsonFromTensors(const ::google::protobuf::Map<string, TensorProto>& tensor_map,
-                           string* json) {
-  if (tensor_map.empty()) {
-    return errors::InvalidArgument("Cannot convert empty tensor map to JSON");
-  }
-
+Status MakeRowFormatJsonFromTensors(
+    const ::google::protobuf::Map<string, TensorProto>& tensor_map, string* json) {
   // Verify if each named tensor has same first dimension. The first dimension
   // is the batchsize and for an output to be consistent, all named tensors must
   // be batched to the same size.
@@ -847,7 +913,7 @@ Status MakeJsonFromTensors(const ::google::protobuf::Map<string, TensorProto>& t
   rapidjson::StringBuffer buffer;
   rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(buffer);
   writer.StartObject();
-  writer.Key(kPredictResponseKey);
+  writer.Key(kPredictResponsePredictionsKey);
   writer.StartArray();
   const bool elements_are_objects = tensor_map.size() > 1;
   for (int item = 0; item < batch_size; item++) {
@@ -871,6 +937,46 @@ Status MakeJsonFromTensors(const ::google::protobuf::Map<string, TensorProto>& t
   return Status::OK();
 }
 
+Status MakeColumnarFormatJsonFromTensors(
+    const ::google::protobuf::Map<string, TensorProto>& tensor_map, string* json) {
+  rapidjson::StringBuffer buffer;
+  rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(buffer);
+  writer.StartObject();
+  writer.Key(kPredictResponseOutputsKey);
+  const bool elements_are_objects = tensor_map.size() > 1;
+  if (elements_are_objects) writer.StartObject();
+  for (const auto& kv : tensor_map) {
+    const auto& name = kv.first;
+    const auto& tensor = kv.second;
+    if (elements_are_objects) writer.Key(name.c_str());
+    int unused_offset = 0;
+    TF_RETURN_IF_ERROR(AddTensorValues(tensor, IsNamedTensorBytes(name, tensor),
+                                       0, &writer, &unused_offset));
+  }
+  if (elements_are_objects) writer.EndObject();
+  writer.EndObject();
+  json->assign(buffer.GetString());
+  return Status::OK();
+}
+
+}  // namespace
+
+Status MakeJsonFromTensors(const ::google::protobuf::Map<string, TensorProto>& tensor_map,
+                           JsonPredictRequestFormat format, string* json) {
+  if (tensor_map.empty()) {
+    return errors::InvalidArgument("Cannot convert empty tensor map to JSON");
+  }
+
+  switch (format) {
+    case JsonPredictRequestFormat::kInvalid:
+      return errors::InvalidArgument("Invalid request format");
+    case JsonPredictRequestFormat::kRow:
+      return MakeRowFormatJsonFromTensors(tensor_map, json);
+    case JsonPredictRequestFormat::kColumnar:
+      return MakeColumnarFormatJsonFromTensors(tensor_map, json);
+  }
+}
+
 Status MakeJsonFromClassificationResult(const ClassificationResult& result,
                                         string* json) {
   if (result.classifications_size() == 0) {
diff --git a/tensorflow_serving/util/json_tensor.h b/tensorflow_serving/util/json_tensor.h
index e57ad91a7cb..1c5f77d5c3e 100644
--- a/tensorflow_serving/util/json_tensor.h
+++ b/tensorflow_serving/util/json_tensor.h
@@ -30,6 +30,14 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+// Format of input tensors in predict request.
+// See comments for FillPredictRequestFromJson() below for more details.
+enum class JsonPredictRequestFormat {
+  kInvalid,
+  kRow,
+  kColumnar,
+};
+
 // Fills PredictRequest proto from a JSON object.
 //
 // `json` string is parsed to create TensorProtos based on the type map returned
@@ -47,15 +55,20 @@ namespace serving {
 //
 // {
 //   "signature_name": <string>
-//   "instances": [ <value>|<(nested)list>|<object>, ... ]
+//   ("instances"|"inputs"): [ <value>|<(nested)list>|<object>, ... ]
 // }
 //
 // The "signature_name" is *optional* (if not specified, default serving
-// signature is used). The "instances" represents list of tensors (read
-// further on the formatting of these tensors below). Any other keys in the
-// top-level JSON object are ignored.
+// signature is used). The "instances" or "inputs" represents list of tensors
+// (read further on the formatting of these tensors below). Any other keys in
+// the top-level JSON object are ignored.
 //
-// === Notes on formatting of "instances" in the JSON ===
+// "instances" is used to format input tensors in "row" format and "inputs"
+// is used to format them in "columnar" format. The former is easy to read
+// but requires all inputs to have same 0-th dimension whereas the latter
+// can represent input tensors with varying sizes.
+//
+// === Notes on formatting of "instances" (row format) in the JSON ===
 //
 // The "instances" represents a list of tensors (all of same shape+type), and
 // this function builds a stack of these tensors (represented as tensor). If the
@@ -78,7 +91,7 @@ namespace serving {
 //   {
 //     "instances": [ "foo", "bar", "baz" ]
 //   }
-//   j
+//
 //   {
 //     "instances": [ [[1, 2]], [[3], [4]] ]
 //   }
@@ -91,15 +104,15 @@ namespace serving {
 //   {
 //     "instances": [
 //       {
-//         "tag": ["foo"]
-//         "signal": [1, 2, 3, 4, 5]
+//         "tag": ["foo"],
+//         "signal": [1, 2, 3, 4, 5],
 //         "sensor": [[1, 2], [3, 4]]
 //       },
 //       {
-//         "tag": ["bar"]
-//         "signal": [3, 4, 1, 2, 5]]
+//         "tag": ["bar"],
+//         "signal": [3, 4, 1, 2, 5],
 //         "sensor": [[4, 5], [6, 8]]
-//       },
+//       }
 //     ]
 //   }
 //
@@ -110,12 +123,31 @@ namespace serving {
 //   {
 //     "instances": [ { "b64" : "aGVsbG8=" }, { "b64": "d29ybGQ=" } ]
 //   }
+//
+// === Notes on formatting of "inputs" (columnar format) in the JSON ===
+//
+// The value for "inputs" key is either a single input tensor or a map
+// of input name to tensor values. Each input can have arbitrary shape
+// and need not share the same 0-th dimension as required by the row
+// format described above.
+//
+// This format is similar to the `inputs` field in request proto of
+// gRPC Predict API. And compact compared to the row format
+//
+// A sample (compare this to "instances" above) is as follows:
+// {
+//   "inputs": {
+//     "tag": ["foo", "bar"],
+//     "signal": [1, 2, 3, 4, 5, 3, 4, 1, 2, 4],
+//     "sensor": [[1, 2], [3, 4], [4, 5], [6, 8]]
+//   }
+// }
 tensorflow::Status FillPredictRequestFromJson(
     const absl::string_view json,
     const std::function<tensorflow::Status(
         const string&, ::google::protobuf::Map<string, tensorflow::TensorInfo>*)>&
         get_tensorinfo_map,
-    PredictRequest* request);
+    PredictRequest* request, JsonPredictRequestFormat* format);
 
 // Fills ClassificationRequest proto from a JSON object.
 //
@@ -167,33 +199,66 @@ tensorflow::Status FillRegressionRequestFromJson(const absl::string_view json,
 //
 // `tensor_map` contains a map of name/alias tensor names (as it appears in the
 // TensorFlow graph) to tensor protos. The output `json` string is JSON object
-// containing all the tensors represented by these tensor protos. The first
-// dimension in each of these tensors is assumed to be the "batch" size and it
-// is expected that all tensors have the *same* batch size -- otherwise we
-// return an error, and the contents of output `json` should not be used.
+// containing all the tensors represented by these tensor protos. The
+// composition of output JSON depends on `format` (read further for details).
 //
-// Tensors appear as list (with "batch" size elements) keyed by "predictions"
-// in the JSON object:
-//
-// {
-//   "predictions": [ <value>|<(nested)list>|<object>, ...]
-// }
-//
-// If `tensor_map` contains only one key/named tensor, the "predictions" key
-// contains a array of <value> or <(nested)list> otherwise it is an array of
-// JSON objects. See comments for MakeTensorsFromJson() above for formatting
-// details (and unit-test of examples).
+// In case of error the contents of output `json` should not be used.
 //
 // Tensors containing binary data (e.g. image bytes) are base64 encoded in the
 // JSON object. The name/alias for these tensors MUST have "_bytes" as suffix,
 // to ensure JSON has correct (base64) encoding, otherwise the resulting JSON
 // may not represent the output correctly and/or may not be parsable.
 //
-// Note, this formatting is similar to CMLE predict API:
-// https://cloud.google.com/ml-engine/docs/v1/predict-request#response-body
+// Formatting when `format` is `kRow`:
+//
+//   Tensors appear as list (with "batch" size elements) keyed by "predictions"
+//   in the JSON object:
+//
+//     {
+//       "predictions": [ <value>|<(nested)list>|<object>, ...]
+//     }
+//
+//   If `tensor_map` contains only one key/named tensor, the "predictions" key
+//   contains a array of <value> or <(nested)list> otherwise it is an array of
+//   JSON objects. See comments for FillPredictRequestFromJson() above for
+//   formatting details (and unit-test of examples).
+//
+//   The first dimension in each of these tensors is assumed to be the "batch"
+//   size and it is expected that all tensors have the *same* batch size --
+//   otherwise we return an error.
+//
+//   Note, this formatting is similar to CMLE predict API:
+//   https://cloud.google.com/ml-engine/docs/v1/predict-request#response-body
+//
+// Formatting when `format` is `kColumnar`
+//
+//   Tensors appear as list (when there is only one named output) or as a JSON
+//   object, with one key-value pair for each named input, keyed by "outputs"
+//   in the JSON object.
+//
+//   Unlike `kRow` format (see above) each named tensor can have different first
+//   dimension. This format is compact and matches closely with the response
+//   proto of the gRPC predict API.
+//
+//   Only one named output:
+//     {
+//       "outputs": [ <value>|<(nested)list> ]
+//     }
+//
+//   Multiple named output:
+//     {
+//       "outputs": {
+//         "named_output_foo": [ <value>|<(nested)list> ],
+//         "named_output_bar": [ <value>|<(nested)list> ],
+//         ...
+//       }
+//     }
+//
+//   See comments for FillPredictRequestFromJson() above for formatting details
+//   (and unit-test of examples).
 tensorflow::Status MakeJsonFromTensors(
     const ::google::protobuf::Map<string, tensorflow::TensorProto>& tensor_map,
-    string* json);
+    JsonPredictRequestFormat format, string* json);
 
 // Make JSON object from ClassificationResult proto.
 //
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 16136d808da..2b4197f39be 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -57,13 +57,15 @@ TEST(JsontensorTest, SingleUnnamedTensor) {
       TextFormat::ParseFromString("dtype: DT_INT32", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "instances": [[1,2],[3,4],[5,6]]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_INT32
     tensor_shape {
@@ -85,15 +87,17 @@ TEST(JsontensorTest, SingleUnnamedTensorWithSignature) {
       TextFormat::ParseFromString("dtype: DT_INT32", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "signature_name": "predict_images",
       "instances": [[1,2]]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
   EXPECT_EQ(req.model_spec().signature_name(), "predict_images");
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_INT32
     tensor_shape {
@@ -113,12 +117,14 @@ TEST(JsontensorTest, TensorFromNonNullTerminatedBuffer) {
   // Note, last character is a 'X' to for non-null termination.
   const string jsonstr = R"({"instances": [[1,2],[3,4],[5,6]]}X)";
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(
       // Process over a buffer that is not null terminated.
       absl::string_view(jsonstr.data(), jsonstr.length() - 1), getmap(infomap),
-      &req));
+      &req, &format));
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_INT32
     tensor_shape {
@@ -140,13 +146,15 @@ TEST(JsontensorTest, SingleUnnamedTensorBase64Scalars) {
       TextFormat::ParseFromString("dtype: DT_STRING", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "instances": [ { "b64" : "aGVsbG8=" }, { "b64": "d29ybGQ=" } ]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_STRING
     tensor_shape {
@@ -163,13 +171,15 @@ TEST(JsontensorTest, SingleUnnamedTensorBase64Lists) {
       TextFormat::ParseFromString("dtype: DT_STRING", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "instances": [ [{ "b64" : "aGVsbG8=" }], [{ "b64": "d29ybGQ=" }] ]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_STRING
     tensor_shape {
@@ -187,6 +197,7 @@ TEST(JsontensorTest, SingleNamedTensorBase64) {
       TextFormat::ParseFromString("dtype: DT_STRING", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "instances": [
@@ -195,9 +206,10 @@ TEST(JsontensorTest, SingleNamedTensorBase64) {
         }
       ]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
     dtype: DT_STRING
     tensor_shape {
@@ -222,6 +234,7 @@ TEST(JsontensorTest, MultipleNamedTensor) {
       TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["float_tensor"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
       "instances": [
@@ -237,10 +250,11 @@ TEST(JsontensorTest, MultipleNamedTensor) {
         }
       ]
     })",
-                                          getmap(infomap), &req));
+                                          getmap(infomap), &req, &format));
 
   auto tmap = req.inputs();
   EXPECT_EQ(tmap.size(), 3);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["int_tensor"], EqualsProto(R"(
     dtype: DT_INT32
     tensor_shape {
@@ -283,14 +297,128 @@ TEST(JsontensorTest, MultipleNamedTensor) {
     )"));
 }
 
+TEST(JsontensorTest, SingleUnnamedTensorColumnarFormat) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_INT32", &infomap["int_tensor"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "inputs": {
+        "int_tensor": [[[1,2],[3,4],[5,6]]]
+      }
+    })",
+                                          getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kColumnar);
+  EXPECT_THAT(tmap["int_tensor"], EqualsProto(R"(
+                dtype: DT_INT32
+                tensor_shape {
+                  dim { size: 1 }
+                  dim { size: 3 }
+                  dim { size: 2 }
+                }
+                int_val: 1
+                int_val: 2
+                int_val: 3
+                int_val: 4
+                int_val: 5
+                int_val: 6
+              )"));
+
+  //
+  // Skip explicitly specifying named input.
+  //
+  req.Clear();
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "inputs": [[[1,2],[3,4],[5,6]]]
+    })",
+                                          getmap(infomap), &req, &format));
+  auto tmap2 = req.inputs();
+  EXPECT_EQ(tmap2.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kColumnar);
+  EXPECT_THAT(tmap2["int_tensor"], EqualsProto(R"(
+                dtype: DT_INT32
+                tensor_shape {
+                  dim { size: 1 }
+                  dim { size: 3 }
+                  dim { size: 2 }
+                }
+                int_val: 1
+                int_val: 2
+                int_val: 3
+                int_val: 4
+                int_val: 5
+                int_val: 6
+              )"));
+}
+
+TEST(JsontensorTest, MultipleNamedTensorColumnarFormat) {
+  TensorInfoMap infomap;
+
+  // 3 named tensors with different types.
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_INT32", &infomap["int_tensor"]));
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_STRING", &infomap["str_tensor"]));
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_STRING", &infomap["bin_tensor"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "inputs": {
+        "int_tensor": [[[1,2],[3,4],[5,6]]],
+        "str_tensor": ["foo", "bar"],
+        "bin_tensor": { "b64" : "aGVsbG8=" }
+      }
+    })",
+                                          getmap(infomap), &req, &format));
+
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 3);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kColumnar);
+  EXPECT_THAT(tmap["int_tensor"], EqualsProto(R"(
+                dtype: DT_INT32
+                tensor_shape {
+                  dim { size: 1 }
+                  dim { size: 3 }
+                  dim { size: 2 }
+                }
+                int_val: 1
+                int_val: 2
+                int_val: 3
+                int_val: 4
+                int_val: 5
+                int_val: 6
+              )"));
+  EXPECT_THAT(tmap["str_tensor"], EqualsProto(R"(
+                dtype: DT_STRING
+                tensor_shape { dim { size: 2 } }
+                string_val: "foo"
+                string_val: "bar"
+              )"));
+  EXPECT_THAT(tmap["bin_tensor"], EqualsProto(R"(
+                dtype: DT_STRING
+                tensor_shape {}
+                string_val: "hello"
+              )"));
+}
+
 TEST(JsontensorTest, SingleUnnamedTensorErrors) {
   TensorInfoMap infomap;
   ASSERT_TRUE(
       TextFormat::ParseFromString("dtype: DT_INT32", &infomap["default"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   Status status;
-  status = FillPredictRequestFromJson("", getmap(infomap), &req);
+  status = FillPredictRequestFromJson("", getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("document is empty"));
 
@@ -299,15 +427,24 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "signature_name": 5,
       "instances": [[1,2],[3,4],[5,6,7]]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("must be a string value"));
 
+  status = FillPredictRequestFromJson(R"(
+    {
+      "instances": [[1,2],[3,4],[5,6,7]],
+      "inputs": [[1,2],[3,4],[5,6,7]]
+    })",
+                                      getmap(infomap), &req, &format);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("not formatted correctly"));
+
   status = FillPredictRequestFromJson(R"(
     {
       "instances": [[1,2],[3,4],[5,6,7]]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Expecting tensor size"));
 
@@ -315,7 +452,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     {
       "instances": [[1,2],[3,4],[[5,6]]]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
 
@@ -323,7 +460,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     {
       "instances": [1, [1]]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
 
@@ -331,7 +468,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     {
       "instances": [[1,2],["a", "b"]]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type"));
 
@@ -340,7 +477,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
   status = FillPredictRequestFromJson(
       absl::Substitute(R"({ "instances": [$0] })",
                        std::numeric_limits<double>::max()),
-      getmap(infomap), &req);
+      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("out of range for float"));
 }
@@ -355,6 +492,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
       TextFormat::ParseFromString("dtype: DT_STRING", &infomap["str_tensor"]));
 
   PredictRequest req;
+  JsonPredictRequestFormat format;
   Status status;
   // Different shapes across int_tensor instances.
   status = FillPredictRequestFromJson(R"(
@@ -370,7 +508,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
         }
       ]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
 
@@ -389,7 +527,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
         }
       ]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Expecting tensor size"));
 
@@ -410,7 +548,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
         }
       ]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(),
               HasSubstr("Expecting object but got list"));
@@ -430,7 +568,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
         }
       ]
     })",
-                                      getmap(infomap), &req);
+                                      getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(),
               HasSubstr("Expecting value/list but got object"));
@@ -496,10 +634,18 @@ TEST(JsontensorTest, FromJsonSingleTensor) {
                                           &tensormap["int_tensor"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJson(json, R"({
     "predictions": [[[1, 2], [3, 4], [5, 6]], [[7, 8], [9, 0], [1, 2]]
     ]})"));
+
+  json.clear();
+  TF_EXPECT_OK(MakeJsonFromTensors(tensormap,
+                                   JsonPredictRequestFormat::kColumnar, &json));
+  TF_EXPECT_OK(CompareJson(json, R"({
+    "outputs": [[[1, 2], [3, 4], [5, 6]], [[7, 8], [9, 0], [1, 2]]
+    ]})"));
 }
 
 TEST(JsontensorTest, FromJsonSingleScalarTensor) {
@@ -518,8 +664,14 @@ TEST(JsontensorTest, FromJsonSingleScalarTensor) {
                                           &tensormap["int_tensor"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJson(json, R"({ "predictions": [1, 2, 3, 4, 5] })"));
+
+  json.clear();
+  TF_EXPECT_OK(MakeJsonFromTensors(tensormap,
+                                   JsonPredictRequestFormat::kColumnar, &json));
+  TF_EXPECT_OK(CompareJson(json, R"({ "outputs": [1, 2, 3, 4, 5] })"));
 }
 
 TEST(JsontensorTest, FromJsonSingleBytesTensor) {
@@ -538,7 +690,8 @@ TEST(JsontensorTest, FromJsonSingleBytesTensor) {
                                           &tensormap["str_tensor_bytes"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJson(json, R"({
     "predictions": [
       [{"b64": "aGVsbG8="}, {"b64": "d29ybGQ="}],
@@ -564,7 +717,8 @@ TEST(JsontensorTest, FromJsonSingleFloatTensorSixDigitPrecision) {
                                           &tensormap["float_tensor"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJsonAllValuesAsStrings(json, R"({
     "predictions": [
       [9e+06, 999999.0],
@@ -588,7 +742,8 @@ TEST(JsontensorTest, FromJsonSingleFloatTensorNonFinite) {
                                           &tensormap["float_tensor"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJsonAllValuesAsStrings(json, R"({
     "predictions": [
       [NaN, Infinity],
@@ -601,7 +756,8 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
   string json;
   Status status;
 
-  status = MakeJsonFromTensors(tensormap, &json);
+  status =
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("empty tensor map"));
 
@@ -614,7 +770,8 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
     scomplex_val: 2.0
     )",
                                           &tensormap["tensor"]));
-  status = MakeJsonFromTensors(tensormap, &json);
+  status =
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("tensor type: complex64"));
 
@@ -623,7 +780,8 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
     int_val: 1
     )",
                                           &tensormap["tensor"]));
-  status = MakeJsonFromTensors(tensormap, &json);
+  status =
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("no shape information"));
 }
@@ -700,24 +858,38 @@ TEST(JsontensorTest, FromJsonMultipleNamedTensors) {
                                           &tensormap["str_tensor_bytes"]));
 
   string json;
-  TF_EXPECT_OK(MakeJsonFromTensors(tensormap, &json));
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJson(json, R"({
     "predictions": [
-        {
-            "double_scalar_tensor": 8.0,
-            "float_tensor": [1.0],
-            "int_tensor": [[1, 2], [3, 4], [5, 6]],
-            "str_tensor": ["foo", "bar"],
-            "str_tensor_bytes": [ {"b64": "aGVsbG8="}, {"b64": "d29ybGQ="} ]
-        },
-        {
-            "double_scalar_tensor": 9.0,
-            "float_tensor": [2.0],
-            "int_tensor": [[7, 8], [9, 0], [1, 2]],
-            "str_tensor": ["baz", "bat"],
-            "str_tensor_bytes": [ {"b64": "dGY="}, {"b64": "c2VydmluZw=="} ]
-        }
+      {
+        "double_scalar_tensor": 8.0,
+        "float_tensor": [1.0],
+        "int_tensor": [[1, 2], [3, 4], [5, 6]],
+        "str_tensor": ["foo", "bar"],
+        "str_tensor_bytes": [ {"b64": "aGVsbG8="}, {"b64": "d29ybGQ="} ]
+      },
+      {
+        "double_scalar_tensor": 9.0,
+        "float_tensor": [2.0],
+        "int_tensor": [[7, 8], [9, 0], [1, 2]],
+        "str_tensor": ["baz", "bat"],
+        "str_tensor_bytes": [ {"b64": "dGY="}, {"b64": "c2VydmluZw=="} ]
+      }
     ]})"));
+
+  json.clear();
+  TF_EXPECT_OK(MakeJsonFromTensors(tensormap,
+                                   JsonPredictRequestFormat::kColumnar, &json));
+  TF_EXPECT_OK(CompareJson(json, R"({
+    "outputs": {
+      "double_scalar_tensor": [8.0, 9.0],
+      "float_tensor": [[1.0], [2.0]],
+      "int_tensor": [[[1, 2], [3, 4], [5, 6]], [[7, 8], [9, 0], [1, 2]]],
+      "str_tensor": [["foo", "bar"], ["baz", "bat"]],
+      "str_tensor_bytes": [[{"b64": "aGVsbG8="}, {"b64": "d29ybGQ="}],
+                           [{"b64": "dGY="}, {"b64": "c2VydmluZw=="}]]
+    }})"));
 }
 
 TEST(JsontensorTest, FromJsonMultipleNamedTensorsErrors) {
@@ -750,7 +922,8 @@ TEST(JsontensorTest, FromJsonMultipleNamedTensorsErrors) {
                                           &tensormap["str_tensor"]));
 
   string json;
-  const auto& status = MakeJsonFromTensors(tensormap, &json);
+  const auto& status =
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("inconsistent batch size"));
 }
@@ -1001,7 +1174,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("list/array as the value"));
+  EXPECT_THAT(status.error_message(), HasSubstr("list/array"));
 
   req.Clear();
   status = this->FillRequest(R"(

From 16ca551f4d0f6aab14345b7caed1673d555648a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 16:01:49 -0700
Subject: [PATCH 0749/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209676286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a2c6262adb..be7fd8f0932 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f56efcd9eb04885f0292692a1e162ecfbca5ca08ffa4261d757fbe46f48fc8d",
-    git_commit = "3f24f93c2a32b2eae8951e5b272c3b647c5b9611",
+    sha256 = "3c0e565aa9aa26102cc6413433092714e4ee5f7a58cfc22557471b364b535779",
+    git_commit = "0f02f05913e03889bbcb85e71a6d005a8519bfb9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79616f6fd9fbefc7e4aa5f4f41891c1b83de4f03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 17:02:25 -0700
Subject: [PATCH 0750/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209685647
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be7fd8f0932..806a814f23c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c0e565aa9aa26102cc6413433092714e4ee5f7a58cfc22557471b364b535779",
-    git_commit = "0f02f05913e03889bbcb85e71a6d005a8519bfb9",
+    sha256 = "cad272fd707b05c8a55db3b080d7e09c87e13d3b687ff963f926fa58e851e26a",
+    git_commit = "62fcb03449c13281935a154e3ea7c11614ffb678",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2a016670cc623708c80cac94afb55c41d9b807eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 18:01:54 -0700
Subject: [PATCH 0751/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209693666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 806a814f23c..244ad20834c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cad272fd707b05c8a55db3b080d7e09c87e13d3b687ff963f926fa58e851e26a",
-    git_commit = "62fcb03449c13281935a154e3ea7c11614ffb678",
+    sha256 = "56dc59dd0d4f6586ae0efa9deedce314ab8f3a0e8367b90937812d51321420d6",
+    git_commit = "95d718a8a41370f31ccb3b32aaac7fd00b0291e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4900774dc8d4ab9949b02753a52883651abeaa25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 19:04:14 -0700
Subject: [PATCH 0752/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209700023
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 244ad20834c..641e4b3240f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56dc59dd0d4f6586ae0efa9deedce314ab8f3a0e8367b90937812d51321420d6",
-    git_commit = "95d718a8a41370f31ccb3b32aaac7fd00b0291e4",
+    sha256 = "a0b80cd40ab4c3bb978f140ec9c463c276476b312c8d4a44771fe89d93074815",
+    git_commit = "d432bd4203e6f255f07c34eea1cc1e2f7e4e4d5c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f4c727225865d119160a9e204edc738b509966d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 20:01:01 -0700
Subject: [PATCH 0753/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209703988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 641e4b3240f..300d49a7159 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0b80cd40ab4c3bb978f140ec9c463c276476b312c8d4a44771fe89d93074815",
-    git_commit = "d432bd4203e6f255f07c34eea1cc1e2f7e4e4d5c",
+    sha256 = "9e80d4ee52c641b577f99f5158a4f411583ab2c0013f12c6f20650a8aacb1b23",
+    git_commit = "34f07dc58afcbddf3c4387cdf7c49ebb5aacf4dd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From be44580d2056b84141ed5e2e2c7d2d4a1ca913d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 21:03:06 -0700
Subject: [PATCH 0754/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209708752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 300d49a7159..3a148b3ea14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e80d4ee52c641b577f99f5158a4f411583ab2c0013f12c6f20650a8aacb1b23",
-    git_commit = "34f07dc58afcbddf3c4387cdf7c49ebb5aacf4dd",
+    sha256 = "7776558985dc61465623c048324e882d265c706ce1ff966ff681e1c8dc270af8",
+    git_commit = "ba9501e0a6c457a0bb051760bf9312d31c6211bf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 68b7f829369d0a09927d02ff5ca0375deb27597a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Aug 2018 22:00:59 -0700
Subject: [PATCH 0755/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209712998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a148b3ea14..52df75011c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7776558985dc61465623c048324e882d265c706ce1ff966ff681e1c8dc270af8",
-    git_commit = "ba9501e0a6c457a0bb051760bf9312d31c6211bf",
+    sha256 = "a38133cf8ed84319b080ebcce975a51375644e510fc72a7975c523a0602e0268",
+    git_commit = "b18cbef5772abd61d841b2b765f3a203f8616f2e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5bce8af913631c7e351c00f795057ae5570163c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 02:00:52 -0700
Subject: [PATCH 0756/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209731825
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52df75011c7..aa2b82a2b27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a38133cf8ed84319b080ebcce975a51375644e510fc72a7975c523a0602e0268",
-    git_commit = "b18cbef5772abd61d841b2b765f3a203f8616f2e",
+    sha256 = "6bb27fd0e59db94c89b45fd263e274e23e368ab57cb88a537871633d0825e2db",
+    git_commit = "05f8ea8e9522a3027d4f3f7a54d716bfafed427a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c6c941a829c2be572374635c39f5fd74b963a73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 03:03:53 -0700
Subject: [PATCH 0757/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209738910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa2b82a2b27..d4352bfb8bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bb27fd0e59db94c89b45fd263e274e23e368ab57cb88a537871633d0825e2db",
-    git_commit = "05f8ea8e9522a3027d4f3f7a54d716bfafed427a",
+    sha256 = "9e7ff49d0a337c6dcff434e49b90d82ce114c2c9b3f33a4af83833905648d010",
+    git_commit = "54c69432c2eb8b138102390cd716047b5d692071",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6ee0465990ccd7ce8e78957e692c4b9683247a63 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Wed, 22 Aug 2018 05:40:44 -0700
Subject: [PATCH 0758/8103] Enable model version labels in the model server.

PiperOrigin-RevId: 209751560
---
 tensorflow_serving/model_servers/server_core.h | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index df864fddfa5..027b8023394 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -142,8 +142,7 @@ class ServerCore : public Manager {
 
     // Whether to permit incoming ModelSpec requests to use the 'version_label'
     // field.
-    // TODO(b/65245500): Flip the default to true.
-    bool allow_version_labels = false;
+    bool allow_version_labels = true;
 
     // Logger used for logging requests hitting the server.
     std::unique_ptr<ServerRequestLogger> server_request_logger;

From 18145b9a9ca3e7b01a11c5f6ca700233fa8e0c1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 06:01:13 -0700
Subject: [PATCH 0759/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209753234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4352bfb8bb..642c3d8ad10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e7ff49d0a337c6dcff434e49b90d82ce114c2c9b3f33a4af83833905648d010",
-    git_commit = "54c69432c2eb8b138102390cd716047b5d692071",
+    sha256 = "39a8146962f52ef696ab565992bb4b1c920d91d4e8a64e575c4aa7a66c5aa4c3",
+    git_commit = "ce40173f61c79af05dcd0e0330cdb80bb179585d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b80e70725ded567b1fc205fc53e8828a1d468ec1 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 22 Aug 2018 10:57:00 -0700
Subject: [PATCH 0760/8103] Add build status badges for continuous+nightly
 builds.

PiperOrigin-RevId: 209792937
---
 README.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1e628c212cf..092a2870a1f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,9 @@
 # TensorFlow Serving
 
-![Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.png)
+![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)
+![Ubuntu TF Head Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.svg)
+![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
+![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
 
 TensorFlow Serving is an open-source software library for serving
 machine learning models. It deals with the *inference* aspect of machine

From 6ee910b5c8e1cec3be176bab141d56223459076b Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 22 Aug 2018 11:30:22 -0700
Subject: [PATCH 0761/8103] Remove status of "TF Head" build. Existing "Ubuntu
 Build" provides enough signal on the state of the gitrepo.

PiperOrigin-RevId: 209799778
---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index 092a2870a1f..9a8b4b57dd8 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,6 @@
 # TensorFlow Serving
 
 ![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)
-![Ubuntu TF Head Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.svg)
 ![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
 ![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
 

From a57f16b9c7e0b9f369472ee51548ded54a07d2ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 12:01:12 -0700
Subject: [PATCH 0762/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209805263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 642c3d8ad10..2d66ea2fd96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39a8146962f52ef696ab565992bb4b1c920d91d4e8a64e575c4aa7a66c5aa4c3",
-    git_commit = "ce40173f61c79af05dcd0e0330cdb80bb179585d",
+    sha256 = "eb21824e33823ec1f4bf02f27aa6d87b854d29823ee91cdc901e244749a563c8",
+    git_commit = "792a367350318a8d695dd626fe1e32a07b1023e1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2abf703f1f4f624d7bd704c16b4e9779d460a1a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 12:09:20 -0700
Subject: [PATCH 0763/8103] Replaced calls to tensorflow::StringPiece::ToString
 with string conversions. That is, instances of sp.ToString() are replaced
 with string(sp).

This will allow tensorflow::StringPiece::ToString to be removed, which is necessary before it can be replaced with absl::string_view.

PiperOrigin-RevId: 209806694
---
 tensorflow_serving/model_servers/server_core_test.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 5e1430a8076..b7bd0eb96eb 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -199,8 +199,8 @@ class RelativePathsServerCoreTest : public ServerCoreTest {
     ModelConfig& relative =
         *result.mutable_model_config_list()->mutable_config(0);
     relative.set_name(strings::StrCat(model_name, "_relative"));
-    const string dirname = Dirname(relative.base_path()).ToString();
-    const string basename = Basename(relative.base_path()).ToString();
+    const string dirname(Dirname(relative.base_path()));
+    const string basename(Basename(relative.base_path()));
     CHECK(!dirname.empty());
     CHECK(!basename.empty());
     relative.set_base_path(basename);

From 7a6e9d06b4d6c99a38b3d31c9569c055a0ba257c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 13:00:34 -0700
Subject: [PATCH 0764/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209814898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d66ea2fd96..1be22db46d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb21824e33823ec1f4bf02f27aa6d87b854d29823ee91cdc901e244749a563c8",
-    git_commit = "792a367350318a8d695dd626fe1e32a07b1023e1",
+    sha256 = "5c613580d70f75fe542c7565d9f142a0b5bf0bc7e3e203adbd024733df6e8a64",
+    git_commit = "36e475ce4d0a3565a81329641e2a95152eb9ebc6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b39feb2696a79be00cfade140ed6d327d3867dd8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 14:01:14 -0700
Subject: [PATCH 0765/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209825089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1be22db46d3..47af92a1949 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c613580d70f75fe542c7565d9f142a0b5bf0bc7e3e203adbd024733df6e8a64",
-    git_commit = "36e475ce4d0a3565a81329641e2a95152eb9ebc6",
+    sha256 = "df228eda215577d63d8baecf355730ebdad1e64dec70eef40e7e1ba33dfc88dd",
+    git_commit = "d45904a6165857a58ce5a82a20bdd38a5d00c5ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f8a4c99d6e6382a3bb65d13d30b2528b2913a8c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 15:01:50 -0700
Subject: [PATCH 0766/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209836354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47af92a1949..b38b111ed82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df228eda215577d63d8baecf355730ebdad1e64dec70eef40e7e1ba33dfc88dd",
-    git_commit = "d45904a6165857a58ce5a82a20bdd38a5d00c5ec",
+    sha256 = "27da89dff35e3690b2834ef4c4618496a9879b9f58cbfc45049990c5a89057d6",
+    git_commit = "21cdc5b13e3eeb873f92648f229ad29b3b7b1129",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b6af27214c9d85a406b86029ab1be0509722d45e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 16:00:52 -0700
Subject: [PATCH 0767/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209845959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b38b111ed82..0c67250c90a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27da89dff35e3690b2834ef4c4618496a9879b9f58cbfc45049990c5a89057d6",
-    git_commit = "21cdc5b13e3eeb873f92648f229ad29b3b7b1129",
+    sha256 = "2e1281068c850fe9992d2c246512f0fd59f2722318a581e39033720c17cfd880",
+    git_commit = "b56e4377687b95014fa8dadc8e99192484fa79a0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e33204e95bb7b543ff13a902146cdd1596948140 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 17:06:52 -0700
Subject: [PATCH 0768/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209856090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c67250c90a..3fc5a7cf587 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e1281068c850fe9992d2c246512f0fd59f2722318a581e39033720c17cfd880",
-    git_commit = "b56e4377687b95014fa8dadc8e99192484fa79a0",
+    sha256 = "bd99b8cb02b1ec0cc0ec05325f8e8234de250132330342da36317e3d3be71ed4",
+    git_commit = "73c7768904554b5b2b6420556b52bfaf43453423",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a98201b50fff1fb2aebb409ae96c6c1e7c98287b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 18:13:42 -0700
Subject: [PATCH 0769/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209863960
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fc5a7cf587..142bc44da0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd99b8cb02b1ec0cc0ec05325f8e8234de250132330342da36317e3d3be71ed4",
-    git_commit = "73c7768904554b5b2b6420556b52bfaf43453423",
+    sha256 = "2e11aa4c765506edef77389851471a64287cd0053f54375ff7171973455c4afc",
+    git_commit = "4f8d296f5f7e149973ce0cda526eb808f4e9b5db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2215e7eb3a1751623445a0d79d777db59c7de50b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 19:30:28 -0700
Subject: [PATCH 0770/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209870287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 142bc44da0a..d9459b308ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e11aa4c765506edef77389851471a64287cd0053f54375ff7171973455c4afc",
-    git_commit = "4f8d296f5f7e149973ce0cda526eb808f4e9b5db",
+    sha256 = "6e2736c57d32df3baccb4e5a59326df6773ed5219235f9edab784e53697945ef",
+    git_commit = "b7b3f571728898c6d822aa1252d20bced15b989d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 628702e1de1fa3d679369e9546e7d74fa91154d3 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 22 Aug 2018 20:35:05 -0700
Subject: [PATCH 0771/8103] Rename class from HttpRestPredictionHandler ->
 HttpRestApiHandler, so it be used to for additional REST API methods and not
 be limited to just prediction APIs.

This class is mostly a router from HTTP endpoints to internal worker
classes, and is expected to stay small even as other REST API endpoints
get added.

PiperOrigin-RevId: 209874946
---
 tensorflow_serving/model_servers/BUILD        | 14 +++++------
 ...on_handler.cc => http_rest_api_handler.cc} | 20 ++++++++--------
 ...tion_handler.h => http_rest_api_handler.h} | 16 ++++++-------
 ..._test.cc => http_rest_api_handler_test.cc} | 24 +++++++++----------
 .../model_servers/http_server.cc              |  8 +++----
 5 files changed, 41 insertions(+), 41 deletions(-)
 rename tensorflow_serving/model_servers/{http_rest_prediction_handler.cc => http_rest_api_handler.cc} (92%)
 rename tensorflow_serving/model_servers/{http_rest_prediction_handler.h => http_rest_api_handler.h} (88%)
 rename tensorflow_serving/model_servers/{http_rest_prediction_handler_test.cc => http_rest_api_handler_test.cc} (95%)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index fbfc26bbca5..44ae85b1d27 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -157,12 +157,12 @@ cc_test(
 )
 
 cc_test(
-    name = "http_rest_prediction_handler_test",
+    name = "http_rest_api_handler_test",
     size = "medium",
-    srcs = ["http_rest_prediction_handler_test.cc"],
+    srcs = ["http_rest_api_handler_test.cc"],
     data = ["@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two"],
     deps = [
-        ":http_rest_prediction_handler",
+        ":http_rest_api_handler",
         ":model_platform_types",
         ":platform_config_util",
         ":server_core",
@@ -241,7 +241,7 @@ cc_library(
     hdrs = ["http_server.h"],
     visibility = ["//tensorflow_serving:internal"],
     deps = [
-        ":http_rest_prediction_handler",
+        ":http_rest_api_handler",
         ":server_core",
         "//tensorflow_serving/util:threadpool_executor",
         "//tensorflow_serving/util/net_http/server/public:http_server",
@@ -254,9 +254,9 @@ cc_library(
 )
 
 cc_library(
-    name = "http_rest_prediction_handler",
-    srcs = ["http_rest_prediction_handler.cc"],
-    hdrs = ["http_rest_prediction_handler.h"],
+    name = "http_rest_api_handler",
+    srcs = ["http_rest_api_handler.cc"],
+    hdrs = ["http_rest_api_handler.h"],
     visibility = ["//visibility:public"],
     deps = [
         ":server_core",
diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
similarity index 92%
rename from tensorflow_serving/model_servers/http_rest_prediction_handler.cc
rename to tensorflow_serving/model_servers/http_rest_api_handler.cc
index 2e54ca79609..25dab960217 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
-#include "tensorflow_serving/model_servers/http_rest_prediction_handler.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 
 #include <string>
 
@@ -39,10 +39,10 @@ namespace serving {
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::TensorflowPredictor;
 
-const char* const HttpRestPredictionHandler::kPathRegex = "(?i)/v1/.*";
+const char* const HttpRestApiHandler::kPathRegex = "(?i)/v1/.*";
 
-HttpRestPredictionHandler::HttpRestPredictionHandler(
-    const RunOptions& run_options, ServerCore* core)
+HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
+                                       ServerCore* core)
     : run_options_(run_options),
       core_(core),
       predictor_(new TensorflowPredictor(true /* use_saved_model */)),
@@ -50,7 +50,7 @@ HttpRestPredictionHandler::HttpRestPredictionHandler(
           R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))") {
 }
 
-HttpRestPredictionHandler::~HttpRestPredictionHandler() {}
+HttpRestApiHandler::~HttpRestApiHandler() {}
 
 namespace {
 
@@ -68,7 +68,7 @@ void FillJsonErrorMsg(const string& errmsg, string* output) {
 
 }  // namespace
 
-Status HttpRestPredictionHandler::ProcessRequest(
+Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
     std::vector<std::pair<string, string>>* headers, string* output) {
@@ -109,7 +109,7 @@ Status HttpRestPredictionHandler::ProcessRequest(
   return status;
 }
 
-Status HttpRestPredictionHandler::ProcessClassifyRequest(
+Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
     const absl::string_view request_body, string* output) {
@@ -129,7 +129,7 @@ Status HttpRestPredictionHandler::ProcessClassifyRequest(
   return Status::OK();
 }
 
-Status HttpRestPredictionHandler::ProcessRegressRequest(
+Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
     const absl::string_view request_body, string* output) {
@@ -148,7 +148,7 @@ Status HttpRestPredictionHandler::ProcessRegressRequest(
   return Status::OK();
 }
 
-Status HttpRestPredictionHandler::ProcessPredictRequest(
+Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
     const absl::string_view request_body, string* output) {
@@ -174,7 +174,7 @@ Status HttpRestPredictionHandler::ProcessPredictRequest(
   return Status::OK();
 }
 
-Status HttpRestPredictionHandler::GetInfoMap(
+Status HttpRestApiHandler::GetInfoMap(
     const ModelSpec& model_spec, const string& signature_name,
     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap) {
   ServableHandle<SavedModelBundle> bundle;
diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
similarity index 88%
rename from tensorflow_serving/model_servers/http_rest_prediction_handler.h
rename to tensorflow_serving/model_servers/http_rest_api_handler.h
index d3ad10184ed..deec9c68107 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -12,8 +12,8 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
-#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_PREDICTION_HANDLER_H_
-#define TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_PREDICTION_HANDLER_H_
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_H_
 
 #include <memory>
 #include <string>
@@ -37,7 +37,7 @@ class ServerCore;
 class TensorflowPredictor;
 class ModelSpec;
 
-// HttpRestPredictionHandler handles HTTP/REST APIs of TF serving.
+// HttpRestApiHandler handles HTTP/REST APIs of TF serving.
 //
 // Currently supported APIs are as follows:
 //
@@ -57,7 +57,7 @@ class ModelSpec;
 // method.
 //
 // This class is thread safe.
-class HttpRestPredictionHandler {
+class HttpRestApiHandler {
  public:
   // Returns a regex that captures all API paths handled by this handler.
   // Typical use of this method is to register request paths with underlying
@@ -65,11 +65,11 @@ class HttpRestPredictionHandler {
   static const char* const kPathRegex;
 
   // API calls are configured to timeout after `run_optons.timeout_in_ms`.
-  // `core` is not owned and is expected to outlive HttpRestPredictionHandler
+  // `core` is not owned and is expected to outlive HttpRestApiHandler
   // instance.
-  HttpRestPredictionHandler(const RunOptions& run_options, ServerCore* core);
+  HttpRestApiHandler(const RunOptions& run_options, ServerCore* core);
 
-  ~HttpRestPredictionHandler();
+  ~HttpRestApiHandler();
 
   // Process a HTTP request.
   //
@@ -111,4 +111,4 @@ class HttpRestPredictionHandler {
 }  // namespace serving
 }  // namespace tensorflow
 
-#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_PREDICTION_HANDLER_H_
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_H_
diff --git a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
similarity index 95%
rename from tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
rename to tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index c79475fa7fb..668132d917f 100644
--- a/tensorflow_serving/model_servers/http_rest_prediction_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
-#include "tensorflow_serving/model_servers/http_rest_prediction_handler.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 
 #include <limits>
 #include <string>
@@ -56,7 +56,7 @@ constexpr int kTestModelVersion1 = 123;
 
 using HeaderList = std::vector<std::pair<string, string>>;
 
-class HttpRestPredictionHandlerTest : public ::testing::Test {
+class HttpRestApiHandlerTest : public ::testing::Test {
  public:
   static void SetUpTestCase() {
     TF_ASSERT_OK(CreateServerCore(&server_core_));
@@ -75,7 +75,7 @@ class HttpRestPredictionHandlerTest : public ::testing::Test {
   static void TearDownTestCase() { server_core_.reset(); }
 
  protected:
-  HttpRestPredictionHandlerTest() : handler_(RunOptions(), GetServerCore()) {}
+  HttpRestApiHandlerTest() : handler_(RunOptions(), GetServerCore()) {}
 
   static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
@@ -131,13 +131,13 @@ class HttpRestPredictionHandlerTest : public ::testing::Test {
 
   ServerCore* GetServerCore() { return server_core_.get(); }
 
-  HttpRestPredictionHandler handler_;
+  HttpRestApiHandler handler_;
 
  private:
   static std::unique_ptr<ServerCore> server_core_;
 };
 
-std::unique_ptr<ServerCore> HttpRestPredictionHandlerTest::server_core_;
+std::unique_ptr<ServerCore> HttpRestApiHandlerTest::server_core_;
 
 Status CompareJson(const string& json1, const string& json2) {
   rapidjson::Document doc1;
@@ -159,13 +159,13 @@ Status CompareJson(const string& json1, const string& json2) {
   return Status::OK();
 }
 
-TEST_F(HttpRestPredictionHandlerTest, kPathRegex) {
+TEST_F(HttpRestApiHandlerTest, kPathRegex) {
   EXPECT_TRUE(RE2::FullMatch("/v1/models", handler_.kPathRegex));
   EXPECT_FALSE(RE2::FullMatch("/statuspage", handler_.kPathRegex));
   EXPECT_FALSE(RE2::FullMatch("/index", handler_.kPathRegex));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, UnsupportedApiCalls) {
+TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   HeaderList headers;
   string output;
   Status status;
@@ -224,7 +224,7 @@ TEST_F(HttpRestPredictionHandlerTest, UnsupportedApiCalls) {
   EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, PredictModelNameVersionErrors) {
+TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   HeaderList headers;
   string output;
   Status status;
@@ -247,7 +247,7 @@ TEST_F(HttpRestPredictionHandlerTest, PredictModelNameVersionErrors) {
   EXPECT_TRUE(errors::IsNotFound(status));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, PredictRequestErrors) {
+TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   HeaderList headers;
   string output;
   Status status;
@@ -274,7 +274,7 @@ TEST_F(HttpRestPredictionHandlerTest, PredictRequestErrors) {
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, Predict) {
+TEST_F(HttpRestApiHandlerTest, Predict) {
   HeaderList headers;
   string output;
   Status status;
@@ -320,7 +320,7 @@ TEST_F(HttpRestPredictionHandlerTest, Predict) {
                            (HeaderList){{"Content-Type", "application/json"}}));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, Regress) {
+TEST_F(HttpRestApiHandlerTest, Regress) {
   HeaderList headers;
   string output;
   Status status;
@@ -345,7 +345,7 @@ TEST_F(HttpRestPredictionHandlerTest, Regress) {
                            (HeaderList){{"Content-Type", "application/json"}}));
 }
 
-TEST_F(HttpRestPredictionHandlerTest, Classify) {
+TEST_F(HttpRestApiHandlerTest, Classify) {
   HeaderList headers;
   string output;
   Status status;
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index ad156fca7a9..4f4ad460516 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -20,7 +20,7 @@ limitations under the License.
 #include "re2/re2.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
-#include "tensorflow_serving/model_servers/http_rest_prediction_handler.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/http_server.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
@@ -93,10 +93,10 @@ class RequestExecutor final : public net_http::EventExecutor {
 class RestApiRequestDispatcher {
  public:
   RestApiRequestDispatcher(int timeout_in_ms, ServerCore* core)
-      : regex_(HttpRestPredictionHandler::kPathRegex) {
+      : regex_(HttpRestApiHandler::kPathRegex) {
     RunOptions run_options = RunOptions();
     run_options.set_timeout_in_ms(timeout_in_ms);
-    handler_.reset(new HttpRestPredictionHandler(run_options, core));
+    handler_.reset(new HttpRestApiHandler(run_options, core));
   }
 
   net_http::RequestHandler Dispatch(net_http::ServerRequestInterface* req) {
@@ -141,7 +141,7 @@ class RestApiRequestDispatcher {
   }
 
   const RE2 regex_;
-  std::unique_ptr<HttpRestPredictionHandler> handler_;
+  std::unique_ptr<HttpRestApiHandler> handler_;
 };
 
 }  // namespace

From 7f58faa3c60fc6a216570bd6a863b92ac0507ab6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 20:46:17 -0700
Subject: [PATCH 0772/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209875736
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9459b308ac..117bfcc35a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e2736c57d32df3baccb4e5a59326df6773ed5219235f9edab784e53697945ef",
-    git_commit = "b7b3f571728898c6d822aa1252d20bced15b989d",
+    sha256 = "66d3197c7c7a7647c43daac022347e64c9a148e40f8612f74bf8eb6c552450f5",
+    git_commit = "8db22dc063e6a6bb16b4676e53446987dac99a49",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c2407bb6f8bff1cc6aae0ba5c941d69ab1a70f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 21:59:00 -0700
Subject: [PATCH 0773/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209880622
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 117bfcc35a5..46269ac1332 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66d3197c7c7a7647c43daac022347e64c9a148e40f8612f74bf8eb6c552450f5",
-    git_commit = "8db22dc063e6a6bb16b4676e53446987dac99a49",
+    sha256 = "6a7776a42ad061ce31cc6450fd178a91b9c638b8cded47ba461c9e8fe171f892",
+    git_commit = "abd64d680b9afa37e8c0a7ce5504c1f7c1a81fbc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 050c5d981298e9edaf7d999a89d9df7bd19877b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Aug 2018 22:49:31 -0700
Subject: [PATCH 0774/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209884317
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46269ac1332..53ad119eea5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a7776a42ad061ce31cc6450fd178a91b9c638b8cded47ba461c9e8fe171f892",
-    git_commit = "abd64d680b9afa37e8c0a7ce5504c1f7c1a81fbc",
+    sha256 = "ca4ee52b6f40188bed0642775af4eec844a73be99339b7a17cdd4d4154b9217f",
+    git_commit = "9599449ed686c3660eb628708146d1f94fcb94eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9187f8dbaa3e401fcaa4d4f9bbc3a2fbc9038490 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 01:03:07 -0700
Subject: [PATCH 0775/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209894876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53ad119eea5..01a0ddb41c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca4ee52b6f40188bed0642775af4eec844a73be99339b7a17cdd4d4154b9217f",
-    git_commit = "9599449ed686c3660eb628708146d1f94fcb94eb",
+    sha256 = "560bfa94e5868f201351e88132daedd6d196772d6e8b16bf35344eebf7e2fd30",
+    git_commit = "5306e10929e8b5aa05c49d32d4a147ca9786ddfa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3bc0c719011fe71f701be9b3d1775e75ed8911a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 02:00:47 -0700
Subject: [PATCH 0776/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209900704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01a0ddb41c0..913c172ddf6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "560bfa94e5868f201351e88132daedd6d196772d6e8b16bf35344eebf7e2fd30",
-    git_commit = "5306e10929e8b5aa05c49d32d4a147ca9786ddfa",
+    sha256 = "62814dce69573bc89bca948df7e9c09ceaadf3fc41076bb2400b8787add6fa18",
+    git_commit = "2455e694e97f2d5101481a8df0e0a9906a69c150",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9335fae6213a6f20fda84e9d717abd12dee3309 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 04:07:30 -0700
Subject: [PATCH 0777/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209913796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 913c172ddf6..02a0faa69d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62814dce69573bc89bca948df7e9c09ceaadf3fc41076bb2400b8787add6fa18",
-    git_commit = "2455e694e97f2d5101481a8df0e0a9906a69c150",
+    sha256 = "d59a05b9183cd4d184b40def248c4e230ace42113f0135611cb3c82c45892e33",
+    git_commit = "d2c36c1b3e84e4e29c2853aa421ada45ff5fd396",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f5d75b47d0ed4a28793e5640d992683a6d37524 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 08:02:09 -0700
Subject: [PATCH 0778/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209936141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02a0faa69d5..60c6cd6eefb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d59a05b9183cd4d184b40def248c4e230ace42113f0135611cb3c82c45892e33",
-    git_commit = "d2c36c1b3e84e4e29c2853aa421ada45ff5fd396",
+    sha256 = "c80e6fefb57b4cd60af4b353a4a2e3d1a2ba237a6d34d5e1d25da48f5d1965ec",
+    git_commit = "9289302ad3d7941ddb9ce2d0dff56b333cbcf208",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 13b8ca571e9fa02cccca0b8689ed710079494c78 Mon Sep 17 00:00:00 2001
From: tianyapiaozi <tianyapiaozi@126.com>
Date: Fri, 24 Aug 2018 00:05:45 +0800
Subject: [PATCH 0779/8103] Add missing dependency to tensorflow-serving-api
 build_pip_package

---
 tensorflow_serving/tools/pip_package/BUILD                | 1 +
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 5 +++++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index c1300e869ad..8450f821fba 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -27,5 +27,6 @@ sh_binary(
         "//tensorflow_serving/config:model_server_config_proto_py_pb2",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto_py_pb2",
         "//tensorflow_serving/util:status_proto_py_pb2",
+        "//tensorflow_serving/core:logging_proto_py_pb2",
     ],
 )
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 2fba7336489..48d9e1184ce 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -35,6 +35,7 @@ function main() {
   echo $(date) : "=== Using tmpdir: ${TMPDIR}"
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
   mkdir -p ${TMPDIR}/tensorflow_serving/config
+  mkdir -p ${TMPDIR}/tensorflow_serving/core
   mkdir -p ${TMPDIR}/tensorflow_serving/sources/storage_path
   mkdir -p ${TMPDIR}/tensorflow_serving/util
 
@@ -51,6 +52,9 @@ function main() {
   cp bazel-genfiles/tensorflow_serving/config/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/config"
 
+  cp bazel-genfiles/tensorflow_serving/core/*_pb2.py \
+    "${TMPDIR}/tensorflow_serving/core"
+
   cp bazel-genfiles/tensorflow_serving/sources/storage_path/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/sources/storage_path"
 
@@ -59,6 +63,7 @@ function main() {
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
+  touch "${TMPDIR}/tensorflow_serving/core/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/sources/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/sources/storage_path/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/util/__init__.py"

From a94542b30d56a0f6ff9d53c4b2f75643b076d6e5 Mon Sep 17 00:00:00 2001
From: Feisan <feisan@outlook.com>
Date: Thu, 23 Aug 2018 10:27:41 -0700
Subject: [PATCH 0780/8103] Meet Alpine Linux requirements for mktemp

mktemp TEMPLATE must end with XXXXXX in Alpine Linux

% docker run --rm -it alpine:3.6 /bin/sh
/ # mktemp -d -t libevent.XXXXX
mktemp: Invalid argument
/ # mktemp -d -t libevent.XXXXXX
/tmp/libevent.jKecLG
/ # mktemp --help
BusyBox v1.26.2 (2017-11-23 08:40:54 GMT) multi-call binary.

Usage: mktemp [-dt] [-p DIR] [TEMPLATE]

Create a temporary file with name based on TEMPLATE and print its name.
TEMPLATE must end with XXXXXX (e.g. [/dir/]nameXXXXXX).
Without TEMPLATE, -t tmp.XXXXXX is assumed.

	-d	Make directory, not file
	-q	Fail silently on errors
	-t	Prepend base directory name to TEMPLATE
	-p DIR	Use DIR as a base directory (implies -t)
	-u	Do not create anything; print a name

Base directory is: -p DIR, else $TMPDIR, else /tmp
---
 third_party/libevent.BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/third_party/libevent.BUILD b/third_party/libevent.BUILD
index 27e0ef2fadd..4083384e512 100644
--- a/third_party/libevent.BUILD
+++ b/third_party/libevent.BUILD
@@ -54,7 +54,7 @@ genrule(
     outs = include_files + lib_files,
     cmd = "\n".join([
         "export INSTALL_DIR=$$(pwd)/$(@D)/libevent",
-        "export TMP_DIR=$$(mktemp -d -t libevent.XXXXX)",
+        "export TMP_DIR=$$(mktemp -d -t libevent.XXXXXX)",
         "mkdir -p $$TMP_DIR",
         "cp -R $$(pwd)/external/com_github_libevent_libevent/* $$TMP_DIR",
         "cd $$TMP_DIR",

From 1c42822bc130c30393aeb679607a37857e10480c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 11:02:03 -0700
Subject: [PATCH 0781/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209964879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60c6cd6eefb..0730480cbb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c80e6fefb57b4cd60af4b353a4a2e3d1a2ba237a6d34d5e1d25da48f5d1965ec",
-    git_commit = "9289302ad3d7941ddb9ce2d0dff56b333cbcf208",
+    sha256 = "bc6c2e31b0b69f5f16ff1b59ab43213dcacb9e58881ef60dda6fedc3f7fd32f5",
+    git_commit = "5da5e8af4650287c9dcde8869ac1158d79c1415f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4168deff0277aab2ae0fc2ae05d3c5365ba5c40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 12:05:48 -0700
Subject: [PATCH 0782/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209976364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0730480cbb4..6e1ef0ccd35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc6c2e31b0b69f5f16ff1b59ab43213dcacb9e58881ef60dda6fedc3f7fd32f5",
-    git_commit = "5da5e8af4650287c9dcde8869ac1158d79c1415f",
+    sha256 = "301ee7db6322a18e10222c8e747f03e2d590acd02825b9078d8ebefc41cc8567",
+    git_commit = "d232dee9f9efab16608e0f08ab82c1f51aff78a0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f46c7a60c3b07dc7d43c16399619d582ac47fb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 13:00:35 -0700
Subject: [PATCH 0783/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209984345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e1ef0ccd35..0a2e25ab3a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "301ee7db6322a18e10222c8e747f03e2d590acd02825b9078d8ebefc41cc8567",
-    git_commit = "d232dee9f9efab16608e0f08ab82c1f51aff78a0",
+    sha256 = "868232548e988a5cd3a79c98a044957b8e54d8ad57b5e9a0c77f2c7cfb8c1c55",
+    git_commit = "51f4489bbbb27956532b09ad7995ba70b0c4f8ce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 43f2ffcb850ebd43b71296fd9b2e52eef745bdb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 14:01:53 -0700
Subject: [PATCH 0784/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 209995175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a2e25ab3a9..c07fc180aea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "868232548e988a5cd3a79c98a044957b8e54d8ad57b5e9a0c77f2c7cfb8c1c55",
-    git_commit = "51f4489bbbb27956532b09ad7995ba70b0c4f8ce",
+    sha256 = "d28bdf2ff27a1076b944b68b262940af47d99e4616ef22863ce3f8581a7d39e5",
+    git_commit = "ca0a848d3673eeb4f6c3f1794b51c64e731fb12c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ee579df5d6920b8e446bb49ebb0727c847c7734 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 15:02:35 -0700
Subject: [PATCH 0785/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210006923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c07fc180aea..9f362b927a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d28bdf2ff27a1076b944b68b262940af47d99e4616ef22863ce3f8581a7d39e5",
-    git_commit = "ca0a848d3673eeb4f6c3f1794b51c64e731fb12c",
+    sha256 = "8007bdeb7ea52a28013da4256a577ba85cf903a25786575f6bf9707565506029",
+    git_commit = "c0d88a5b6c81fc4651cdb9678c6bc9608139e256",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 613df25e2a7a3e8a10458dfeb0c52b578fb9e4a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 16:01:18 -0700
Subject: [PATCH 0786/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210016839
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f362b927a0..c03255d79d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8007bdeb7ea52a28013da4256a577ba85cf903a25786575f6bf9707565506029",
-    git_commit = "c0d88a5b6c81fc4651cdb9678c6bc9608139e256",
+    sha256 = "c34839df0915daf98872c4c3f45379d3e358463af26f72fb241bb52cc1164534",
+    git_commit = "f06551280b27f7fb4e06c4d7ff5fe8e3fd606a9a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2afa7a64f1de827d7ce4e0b9ab7cad8bb8c8beba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 17:02:01 -0700
Subject: [PATCH 0787/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210026153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c03255d79d4..48b4c6ba42d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c34839df0915daf98872c4c3f45379d3e358463af26f72fb241bb52cc1164534",
-    git_commit = "f06551280b27f7fb4e06c4d7ff5fe8e3fd606a9a",
+    sha256 = "9d1a511db78ffc1238b4b1805779e755a0fbaa86bb2106843eef9ff293a007e4",
+    git_commit = "3dd67a1e399505a297bbdd58440b06855c92a35d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 92d37935f165b6070ec104a33afe7a81ebfed756 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 18:00:54 -0700
Subject: [PATCH 0788/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210033704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48b4c6ba42d..23b965cd3f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d1a511db78ffc1238b4b1805779e755a0fbaa86bb2106843eef9ff293a007e4",
-    git_commit = "3dd67a1e399505a297bbdd58440b06855c92a35d",
+    sha256 = "58a2f8a03ba10269b27f3a26bcea14b23de0beb2f8d8def0447d91856f254946",
+    git_commit = "516fb9bd3459b25cf10bb75d0d567b64a29ca4b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 859fe9ffd667c846267b75a6cf23428bff056c61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 19:01:44 -0700
Subject: [PATCH 0789/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210039159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23b965cd3f4..d570636adee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58a2f8a03ba10269b27f3a26bcea14b23de0beb2f8d8def0447d91856f254946",
-    git_commit = "516fb9bd3459b25cf10bb75d0d567b64a29ca4b1",
+    sha256 = "04b030f777d9161d28448fb284822bec2ea79705f265cf11255e2aa54d585890",
+    git_commit = "b38d6575ef8d2cdfcfb1ef22a09743087c00d451",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8872b892a41a36d0b34dd60a7b84c9f43b48fa66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 20:00:58 -0700
Subject: [PATCH 0790/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210043179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d570636adee..c04a0791a7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04b030f777d9161d28448fb284822bec2ea79705f265cf11255e2aa54d585890",
-    git_commit = "b38d6575ef8d2cdfcfb1ef22a09743087c00d451",
+    sha256 = "536fd4b92f091f15b583657f522734b46be523e831788512a4570036f24c5def",
+    git_commit = "9a2dab1f73a8cd765f22b67809f4c7d20f343fab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0d19556aa265d04b572fc0cbd1a23bd36b8c74e5 Mon Sep 17 00:00:00 2001
From: ebrevdo <ebrevdo@google.com>
Date: Thu, 23 Aug 2018 20:06:00 -0700
Subject: [PATCH 0791/8103] Directly import tensor.proto.h (the transitive
 import will be removed from tensor.h soon)

We plan to remove the import variant.h from tensor.h; and variant.h brings in a lot
of transitive imports (including protos like tensor.proto.h).  To prepare, we're
updating folks who this will break.

PiperOrigin-RevId: 210043667
---
 tensorflow_serving/servables/tensorflow/BUILD          | 2 ++
 tensorflow_serving/servables/tensorflow/predict_impl.h | 1 +
 2 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index a8e3ac79d0e..b710cf87633 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -429,6 +429,8 @@ cc_library(
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.h b/tensorflow_serving/servables/tensorflow/predict_impl.h
index d61ddc62aa1..9c9bc3e8bb2 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.h
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_IMPL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_IMPL_H_
 
+#include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"

From e337e2d1fef1429aa1bb5fcd1ebecd3cedf05107 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 21:01:15 -0700
Subject: [PATCH 0792/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210047695
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c04a0791a7a..bd5a7606d0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "536fd4b92f091f15b583657f522734b46be523e831788512a4570036f24c5def",
-    git_commit = "9a2dab1f73a8cd765f22b67809f4c7d20f343fab",
+    sha256 = "e0864aa3f3ba9aa9c2b024fc7b04e3bd41b194092f8eaafc10076b778ede53a2",
+    git_commit = "2bcf90f28b6a71a13468f9deb1fcbb2867fb89ee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9c8d600e3916b5ddd42df9221ce8674f68731d91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Aug 2018 23:01:20 -0700
Subject: [PATCH 0793/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210055731
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd5a7606d0d..8b0ad272a4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0864aa3f3ba9aa9c2b024fc7b04e3bd41b194092f8eaafc10076b778ede53a2",
-    git_commit = "2bcf90f28b6a71a13468f9deb1fcbb2867fb89ee",
+    sha256 = "ddd14296ea9ec8532ca4bb7b45ea4ad2768458651bd6cd20709efd23f34ef677",
+    git_commit = "e24b629d348bb5c4ecf87bacb325a4f1d1e03b4f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6574ebabf0d70a2ef0fcda3dff570e1d6567f91f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 00:01:31 -0700
Subject: [PATCH 0794/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210059511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b0ad272a4f..18dba2a1816 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddd14296ea9ec8532ca4bb7b45ea4ad2768458651bd6cd20709efd23f34ef677",
-    git_commit = "e24b629d348bb5c4ecf87bacb325a4f1d1e03b4f",
+    sha256 = "8aa23b9feb66d96d0d2ae0d6216abb34a12f33922ed03ad059949ae9cab3df60",
+    git_commit = "b06b33cd8c6007f3aa78d2026a12f0d9fb12b274",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 31ff828a8de7f658976ab31cabd1c789ef62d717 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 01:03:53 -0700
Subject: [PATCH 0795/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210064831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18dba2a1816..720d6862875 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8aa23b9feb66d96d0d2ae0d6216abb34a12f33922ed03ad059949ae9cab3df60",
-    git_commit = "b06b33cd8c6007f3aa78d2026a12f0d9fb12b274",
+    sha256 = "f369a54060c2b16bcd94d545fc7b0321de28056b4d7b8754eb68e19b2b31b465",
+    git_commit = "0a1b9ed01e48092f4167e366cf7496c2b111ef6d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 531d2166ca1fdada1451090d2414d883f7f188c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 02:01:35 -0700
Subject: [PATCH 0796/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210069954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 720d6862875..43392261555 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f369a54060c2b16bcd94d545fc7b0321de28056b4d7b8754eb68e19b2b31b465",
-    git_commit = "0a1b9ed01e48092f4167e366cf7496c2b111ef6d",
+    sha256 = "197c07d3579ba33f4dc79373feb7d5688345755e2d9b29415e0b1998812eb552",
+    git_commit = "70ef6c3e50037b39f2c033317721eef1cbde2004",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec981857e3418693b4043fa42161f72209ec131b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 03:02:13 -0700
Subject: [PATCH 0797/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210075301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43392261555..daa6e6221c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "197c07d3579ba33f4dc79373feb7d5688345755e2d9b29415e0b1998812eb552",
-    git_commit = "70ef6c3e50037b39f2c033317721eef1cbde2004",
+    sha256 = "3bddd664641e3d90a072cf4d5c71b218b7491da31aed5cef590f771321e78bfc",
+    git_commit = "4969242f7da3fae4780521df3ca9bfe047264f84",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 46848ea142754e61003a3675d3d5b6e393bae2dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 04:01:40 -0700
Subject: [PATCH 0798/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210079614
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daa6e6221c3..c302e5daa61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bddd664641e3d90a072cf4d5c71b218b7491da31aed5cef590f771321e78bfc",
-    git_commit = "4969242f7da3fae4780521df3ca9bfe047264f84",
+    sha256 = "e35e55b9c81703afa295d2fa8d59c26968a591175b01725b13a2f80451f77a7f",
+    git_commit = "6455940ac7c4ed38b9da42373084c7a2cf39bd80",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7d47fddb060ed87bc46a89c4b69ade4041a8d3e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 05:02:23 -0700
Subject: [PATCH 0799/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210083951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c302e5daa61..b98e4e693a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e35e55b9c81703afa295d2fa8d59c26968a591175b01725b13a2f80451f77a7f",
-    git_commit = "6455940ac7c4ed38b9da42373084c7a2cf39bd80",
+    sha256 = "ef9db592e63af7a8d9bcd0e527db7f83d706a12193e25e12972c0fa6075a045b",
+    git_commit = "2f2141f504f7584e2ac3b6115249e7b190bdeb02",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7bf91376df6c2b37067d0725741e92d813ef7bfe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 06:02:04 -0700
Subject: [PATCH 0800/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210088160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b98e4e693a5..54e5d554d5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef9db592e63af7a8d9bcd0e527db7f83d706a12193e25e12972c0fa6075a045b",
-    git_commit = "2f2141f504f7584e2ac3b6115249e7b190bdeb02",
+    sha256 = "a8abc94e2500573b1b45507a6288c7b5b5142bfa6bfecf768560d325cab4c078",
+    git_commit = "5b495e1623997357b1cdfb0e7e1ae17ec825feac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4da1586d136efbb2a1114d96f9b21afb1d4e24c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 09:01:47 -0700
Subject: [PATCH 0801/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210105879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54e5d554d5b..3c3bfdc60c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8abc94e2500573b1b45507a6288c7b5b5142bfa6bfecf768560d325cab4c078",
-    git_commit = "5b495e1623997357b1cdfb0e7e1ae17ec825feac",
+    sha256 = "973dbbb4fa486381f05bbff4963e3c9646e2357d12e670c90f05ee6cec445531",
+    git_commit = "925cae2cc51f419d36b3438e693cced27b72799d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec95c42e25c0fdcd5e17e0dcfb87a4f79596b150 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 10:03:35 -0700
Subject: [PATCH 0802/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210114079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c3bfdc60c1..666fb172bb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "973dbbb4fa486381f05bbff4963e3c9646e2357d12e670c90f05ee6cec445531",
-    git_commit = "925cae2cc51f419d36b3438e693cced27b72799d",
+    sha256 = "95856afdd1aad3f80f3bb186d12ae86463c7829844496c15bc202255a2bbf353",
+    git_commit = "3e6ed48b1aa06f6ddcb43b001a8fec1e7b46d82e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 559f2f35cd27f0e02ba28e7a2650fd1139f83f19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 11:02:04 -0700
Subject: [PATCH 0803/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210124035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 666fb172bb1..4c822ccf1f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95856afdd1aad3f80f3bb186d12ae86463c7829844496c15bc202255a2bbf353",
-    git_commit = "3e6ed48b1aa06f6ddcb43b001a8fec1e7b46d82e",
+    sha256 = "b6144a4549a2ad506f6aeff4f5efeba5240c9ae9a8dc67c0e7df624118fed8d0",
+    git_commit = "ccb120b4371e059cf8b3e2ff84cb8475932362fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From efb1dc99cd19c7fd176bf63b1731c9030207b79b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 11:20:19 -0700
Subject: [PATCH 0804/8103] Removed redundant std::string -> string
 conversions.

PiperOrigin-RevId: 210127626
---
 tensorflow_serving/core/aspired_versions_manager.cc      | 6 +++---
 tensorflow_serving/core/aspired_versions_manager_test.cc | 2 +-
 tensorflow_serving/core/dynamic_source_router.h          | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 6938fb0641b..b5e1059ecf3 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -240,7 +240,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
     mutex_lock l(pending_aspired_versions_requests_mu_);
     VLOG(1) << "Enqueueing aspired versions request: "
             << ServableVersionsDebugString(versions);
-    pending_aspired_versions_requests_[std::string(servable_name)] =
+    pending_aspired_versions_requests_[string(servable_name)] =
         std::move(versions);
   }
 }
@@ -260,7 +260,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   std::set<int64> current_aspired_versions;
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
-          std::string(servable_name));
+          string(servable_name));
   for (const ServableStateSnapshot<Aspired> state_snapshot : state_snapshots) {
     if (state_snapshot.additional_state->is_aspired) {
       current_aspired_versions.insert(state_snapshot.id.version);
@@ -309,7 +309,7 @@ bool AspiredVersionsManager::ContainsAnyReaspiredVersions(
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) const {
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
-          std::string(servable_name));
+          string(servable_name));
   const std::set<int64> version_numbers = GetVersionNumbers(versions);
   for (const ServableStateSnapshot<Aspired>& state_snapshot : state_snapshots) {
     if (!state_snapshot.additional_state->is_aspired &&
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 95f48f5cada..e216e5f3061 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -569,7 +569,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
   for (const auto& servable_aspired : servable_aspired_list) {
     std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
     for (int i = servable_aspired.start; i <= servable_aspired.end; ++i) {
-      const ServableId id = {std::string(servable_aspired.name), i};
+      const ServableId id = {string(servable_aspired.name), i};
       aspired_versions.push_back(CreateAspiredVersion(id));
     }
     manager_->GetAspiredVersionsCallback()(servable_aspired.name,
diff --git a/tensorflow_serving/core/dynamic_source_router.h b/tensorflow_serving/core/dynamic_source_router.h
index aa36f0acef8..4fc4c4a4a79 100644
--- a/tensorflow_serving/core/dynamic_source_router.h
+++ b/tensorflow_serving/core/dynamic_source_router.h
@@ -107,7 +107,7 @@ int DynamicSourceRouter<T>::Route(
     const StringPiece servable_name,
     const std::vector<ServableData<T>>& versions) {
   mutex_lock l(routes_mu_);
-  auto it = routes_.find(std::string(servable_name));
+  auto it = routes_.find(string(servable_name));
   if (it == routes_.end()) {
     LOG(INFO) << "Routing servable(s) from stream " << servable_name
               << " to default output port " << num_output_ports_ - 1;

From 81823bc22c4175c44aa7a27762e1ce29b4e6d4ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 12:04:18 -0700
Subject: [PATCH 0805/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210135188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c822ccf1f7..3b91c3b3848 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6144a4549a2ad506f6aeff4f5efeba5240c9ae9a8dc67c0e7df624118fed8d0",
-    git_commit = "ccb120b4371e059cf8b3e2ff84cb8475932362fe",
+    sha256 = "dbe2984f633af9ebcef3b7ac223bbdddf6f7e88ec2516a5b521627c0f9047ce1",
+    git_commit = "8925649d62ae24a2c34f74b69ac95a1bed369b44",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4315f48c70d27ad816ca29b7f960aa0cd40dfc06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 13:01:34 -0700
Subject: [PATCH 0806/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210142936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b91c3b3848..39c255c46d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbe2984f633af9ebcef3b7ac223bbdddf6f7e88ec2516a5b521627c0f9047ce1",
-    git_commit = "8925649d62ae24a2c34f74b69ac95a1bed369b44",
+    sha256 = "a0a6f08e259b384e86230abb87f3aa86b4b13e1f40f3277819612d4a0eddc63a",
+    git_commit = "1b2d917a597bfde092ab62a15413aa3eba54f259",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 504ff7248228c7a298668725e7fce69c4093fe87 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 24 Aug 2018 13:40:59 -0700
Subject: [PATCH 0807/8103] Update bazel.rc

PiperOrigin-RevId: 210148896
---
 tools/bazel.rc | 24 ++++++++++++++++++------
 1 file changed, 18 insertions(+), 6 deletions(-)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index 10bcec750e3..cc64156f1bc 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -1,3 +1,8 @@
+# Optimizations used for TF Serving release builds.
+build:release --copt=-mavx
+build:release --copt=-msse4.2
+
+# Options used to build with CUDA.
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 
@@ -5,20 +10,27 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
 build:mkl --define=using_mkl=true
-build:mkl -c opt
 
 # This config option is used to enable MKL-DNN open source library only,
 # without depending on MKL binary version.
 build:mkl_open_source_only --define=using_mkl_dnn_only=true
 
+# Processor native optimizations (depends on build host capabilities).
+build:nativeopt --copt=-march=native
+build:nativeopt --host_copt=-march=native
+build:nativeopt --copt=-O3
+
 build --action_env PYTHON_BIN_PATH="/usr/bin/python"
 build --define PYTHON_BIN_PATH=/usr/bin/python
 
-build --spawn_strategy=standalone --genrule_strategy=standalone
-test --spawn_strategy=standalone --genrule_strategy=standalone
-run --spawn_strategy=standalone --genrule_strategy=standalone
+build --spawn_strategy=standalone
+build --genrule_strategy=standalone
 
 build --define=grpc_no_ares=true
 
-# TODO(b/69809703): Remove once no longer required for TensorFlow to build.
-build --copt=-DGEMMLOWP_ALLOW_SLOW_SCALAR_FALLBACK
+build -c opt
+
+# Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
+# compilation options. It also addresses memory use due to
+# copy-on-write semantics of std::strings of the older ABI.
+build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
\ No newline at end of file

From 86f4f02d4cc55b9529a324e86be5b23e1ada5a41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 14:00:48 -0700
Subject: [PATCH 0808/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210152249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39c255c46d7..40c55e6902f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0a6f08e259b384e86230abb87f3aa86b4b13e1f40f3277819612d4a0eddc63a",
-    git_commit = "1b2d917a597bfde092ab62a15413aa3eba54f259",
+    sha256 = "d512c30f1c9183ee9cff0ba761cfda4cc7b54522855310e6c9bd54a9ac123916",
+    git_commit = "a9e0c06a87857f73fdfc375abf7c69a2c28d87bf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b25e38af351c82bed5bd44312030dd3aed328dbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 15:01:51 -0700
Subject: [PATCH 0809/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210162761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40c55e6902f..72acc96f75f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d512c30f1c9183ee9cff0ba761cfda4cc7b54522855310e6c9bd54a9ac123916",
-    git_commit = "a9e0c06a87857f73fdfc375abf7c69a2c28d87bf",
+    sha256 = "4700d3285cdfcb98718df8adc472276244e8987759ddca62bc02e5be58ba6b0a",
+    git_commit = "73ef9a2f8ad8c1ae6ccab29a45034214e4cf0801",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1a6fc09b4d5e8c5fd4a9fa4a0b020990e0fbb977 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 24 Aug 2018 15:29:59 -0700
Subject: [PATCH 0810/8103] Update implementation of optimization flags

PiperOrigin-RevId: 210167619
---
 tensorflow_serving/g3doc/setup.md             | 33 +++++++++----------
 .../tools/docker/Dockerfile.devel             |  4 +--
 .../tools/docker/Dockerfile.devel-gpu         |  4 +--
 3 files changed, 20 insertions(+), 21 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 02014a6f2de..8bd2f0714a0 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -154,29 +154,28 @@ $ tools/bazel_in_docker.sh -d tensorflow/serving:1.10-devel \
 
 ##### Optimized build
 
-It's possible to compile using some platform specific instruction sets (e.g.
-AVX) that may significantly improve performance. Wherever you see 'bazel build'
-in the documentation, simply add the flags you want.
-
-To optimize for all instruction sets your processor supports, you can use the
-`--copt=-march=native` option.
+If you'd like to apply generally recommended optimizations, including utilizing
+platform-specific instruction sets for your processor, you can add
+`--config=nativeopt` to Bazel build commands when building TensorFlow Serving.
 
 For example:
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt --copt=-march=native --copt=-O3 \
-  --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=0" tensorflow_serving/...
+tools/bazel_in_docker.sh bazel build --config=nativeopt tensorflow_serving/...
 ```
 
-For specific instruction sets:
-
-Instruction Set | Flags
---------------- | ----------------
-AVX             | `--copt=mavx`
-AVX2            | `--copt=mavx2`
-FMA             | `--copt=mfma`
-SSE 4.1         | `--copt=msse4.1`
-SSE 4.2         | `--copt=msse4.2`
+It's also possible to compile using specific instruction sets (e.g. AVX).
+Wherever you see `bazel build` in the documentation, simply add the
+corresponding flag:
+
+Instruction Set            | Flags
+-------------------------- | ----------------------
+AVX                        | `--copt=mavx`
+AVX2                       | `--copt=mavx2`
+FMA                        | `--copt=mfma`
+SSE 4.1                    | `--copt=msse4.1`
+SSE 4.2                    | `--copt=msse4.2`
+All supported by processor | `--copt=-march=native`
 
 Note: These instruction sets are not available on all machines, especially with
 older processors. Use `--copt=-march=native` if you're unsure what you need.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 36f0fd5e81c..f8ee65082c6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -80,12 +80,12 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --copt=-O3 --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--config=nativeopt"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
-RUN bazel build -c opt --color=yes --curses=yes \
+RUN bazel build --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index b60367ef3be..29c58decccb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -127,14 +127,14 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--copt=-march=native --host_copt=-march=native --copt=-O3 --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0"
+ARG TF_SERVING_BUILD_OPTIONS="--config=nativeopt"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
-    bazel build -c opt --color=yes --curses=yes --config=cuda \
+    bazel build --color=yes --curses=yes --config=cuda \
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \

From 521391a5b8167c8e9e82ed08c6955fddbbfccb1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 16:01:42 -0700
Subject: [PATCH 0811/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210172454
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72acc96f75f..fcaf0697011 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4700d3285cdfcb98718df8adc472276244e8987759ddca62bc02e5be58ba6b0a",
-    git_commit = "73ef9a2f8ad8c1ae6ccab29a45034214e4cf0801",
+    sha256 = "3e1a1d0d3a1d43734ba6b2eff7b8efbca193bae4c3b9669d884bebc1aba58858",
+    git_commit = "d8dc2a1cd23db7a6b15083f14042bab272756ae2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c54caf05f01dcc9f5ef7b862fe8e3fcc27755043 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 17:01:29 -0700
Subject: [PATCH 0812/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210180873
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcaf0697011..e212ab558f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e1a1d0d3a1d43734ba6b2eff7b8efbca193bae4c3b9669d884bebc1aba58858",
-    git_commit = "d8dc2a1cd23db7a6b15083f14042bab272756ae2",
+    sha256 = "418aabe7395793a93840387db5f62ac6017f46084fc2939e8e844942ca1cf4c5",
+    git_commit = "6d7261ef22835dc51fb157bdb1db349fd26d8f86",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96238474635ebefa382d2eefe6bf79f2159fd7fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 18:01:40 -0700
Subject: [PATCH 0813/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210187039
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e212ab558f1..280e9fefba8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "418aabe7395793a93840387db5f62ac6017f46084fc2939e8e844942ca1cf4c5",
-    git_commit = "6d7261ef22835dc51fb157bdb1db349fd26d8f86",
+    sha256 = "b96da931c559c73a2d778197f788d2af0950aa9ded634ae8acad4740fa524e78",
+    git_commit = "392ee7aa0b6557ffb1b9261328dd4f533de700d0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc6a19f30353b7509c42452ccd22c187700526af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 19:01:51 -0700
Subject: [PATCH 0814/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210191416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 280e9fefba8..1da6b104c32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b96da931c559c73a2d778197f788d2af0950aa9ded634ae8acad4740fa524e78",
-    git_commit = "392ee7aa0b6557ffb1b9261328dd4f533de700d0",
+    sha256 = "ccdf86e4f5bc47caed047793ff854b944cf64420fcfb06593860aef9165887aa",
+    git_commit = "7805e23c8416fe4ccccb48c37199a5631bee6d51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8ace8e52d9c2430ead7f03b57b49ca8b8e1eb88f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 20:01:29 -0700
Subject: [PATCH 0815/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210194697
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1da6b104c32..158232d1efb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccdf86e4f5bc47caed047793ff854b944cf64420fcfb06593860aef9165887aa",
-    git_commit = "7805e23c8416fe4ccccb48c37199a5631bee6d51",
+    sha256 = "d2fb2d1ac39b99b96210703837b2c4fafcc70f571fc2d5b62ec93ab67911ed93",
+    git_commit = "5afcc0fa269f9b41f1aecd029f4e3ebea35a420b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7d36cb4bddf0fcb7e52d3f22048265f7d955ad66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Aug 2018 21:02:40 -0700
Subject: [PATCH 0816/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210198019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 158232d1efb..230f1bf2fe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2fb2d1ac39b99b96210703837b2c4fafcc70f571fc2d5b62ec93ab67911ed93",
-    git_commit = "5afcc0fa269f9b41f1aecd029f4e3ebea35a420b",
+    sha256 = "abf22cc08af8667600c9068bea01362a983334f2e8d4afbd19f437426a4723a7",
+    git_commit = "ca94990804cf5326c0f6f46d75c96e0f0e240366",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4726c2bc87cedea661853857d20155c4936143d Mon Sep 17 00:00:00 2001
From: naurril <naurril@gmail.com>
Date: Fri, 24 Aug 2018 23:43:06 +0800
Subject: [PATCH 0817/8103] update guide doc for custom source

---
 tensorflow_serving/g3doc/custom_source.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/custom_source.md b/tensorflow_serving/g3doc/custom_source.md
index fcef94d3408..8b45db41efc 100644
--- a/tensorflow_serving/g3doc/custom_source.md
+++ b/tensorflow_serving/g3doc/custom_source.md
@@ -56,7 +56,8 @@ loaded.
 simple way: it periodically inspects the file system (doing an `ls`,
 essentially), and if it finds one or more paths that look like servable
 versions it determines which one is the latest version and invokes the callback
-with a list of size one containing just that version. So, at any given time
+with a list of size one containing just that version
+(under the default configuration). So, at any given time
 `FileSystemStoragePathSource` requests at most one servable to be loaded, and
 its implementation takes advantage of the idempotence of the callback to keep
 itself stateless (there is no harm in invoking the callback repeatedly with the

From a7ba38cc7756e49faafcee4ac4766550d457f06b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Aug 2018 01:01:09 -0700
Subject: [PATCH 0818/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210208499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 230f1bf2fe0..00e89eee136 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abf22cc08af8667600c9068bea01362a983334f2e8d4afbd19f437426a4723a7",
-    git_commit = "ca94990804cf5326c0f6f46d75c96e0f0e240366",
+    sha256 = "5ca4f60bc11aa92aa7d2d895a6f281f7459cf376608651dd9efe533aee507e44",
+    git_commit = "90209afabc187da3ef7157352eea3b901c84e03d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8742e31add40b16c25b4081a270b89d6575a04aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Aug 2018 04:01:02 -0700
Subject: [PATCH 0819/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210216276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00e89eee136..c5dfb2670b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ca4f60bc11aa92aa7d2d895a6f281f7459cf376608651dd9efe533aee507e44",
-    git_commit = "90209afabc187da3ef7157352eea3b901c84e03d",
+    sha256 = "dfb6266b1f838690f0a32dde905d56d897a96daad394b593308ceaa0f7733c57",
+    git_commit = "5c86ae3c8487e776cc2f32c8a99410e729a3ddaf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d19eded86bb369e27b15b6ec003ad21a5c530ee9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Aug 2018 08:01:11 -0700
Subject: [PATCH 0820/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210224900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5dfb2670b0..0af4c3849af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfb6266b1f838690f0a32dde905d56d897a96daad394b593308ceaa0f7733c57",
-    git_commit = "5c86ae3c8487e776cc2f32c8a99410e729a3ddaf",
+    sha256 = "380de766d224788bf9b8b8924c773d9728ea90f1095e983f9b22049e160d9f7d",
+    git_commit = "941da3f759fa7232e11603e49744788d2e86bf1c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cfb8fd0d7ea76d8daec7a5aed0aa9fe31d8bccc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Aug 2018 22:00:38 -0700
Subject: [PATCH 0821/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210256024
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0af4c3849af..eaa4e5c81b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "380de766d224788bf9b8b8924c773d9728ea90f1095e983f9b22049e160d9f7d",
-    git_commit = "941da3f759fa7232e11603e49744788d2e86bf1c",
+    sha256 = "a1a9797017c029954003eac2597a30ae43452cc6316eba69ff10655a0ce87001",
+    git_commit = "0850044c3481fcea6e95122f63db760a53772b40",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f2f7310ce5efa48f4b6d439b724ce6e28a904555 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Aug 2018 23:00:42 -0700
Subject: [PATCH 0822/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210258134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eaa4e5c81b3..64d310d4d0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1a9797017c029954003eac2597a30ae43452cc6316eba69ff10655a0ce87001",
-    git_commit = "0850044c3481fcea6e95122f63db760a53772b40",
+    sha256 = "513d91ae17e33f28749ab2a01aeed8b821378c79c54f5b559367ec0a459b239a",
+    git_commit = "8a05bdf333f34603b33c0f3a029e023deb27ae04",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0505c66e84fb0119789462482c9482f2a96ee8cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Aug 2018 04:02:50 -0700
Subject: [PATCH 0823/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210271455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64d310d4d0e..8015002019e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "513d91ae17e33f28749ab2a01aeed8b821378c79c54f5b559367ec0a459b239a",
-    git_commit = "8a05bdf333f34603b33c0f3a029e023deb27ae04",
+    sha256 = "88bd504e671d35d3ea6ce4ccc236fdaa45c793e47ef7ba85032d187271da40c5",
+    git_commit = "09792df012c22622324f085f46edde33006c7355",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From faf425fc6a9b4289025dd55968bfaf793f2877f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 00:02:43 -0700
Subject: [PATCH 0824/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210322561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8015002019e..86b7e929951 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88bd504e671d35d3ea6ce4ccc236fdaa45c793e47ef7ba85032d187271da40c5",
-    git_commit = "09792df012c22622324f085f46edde33006c7355",
+    sha256 = "568d2b23a340fde1ea4449aea7f7d9092df3c5fb81310a786538a0d0ade67fb0",
+    git_commit = "7bccde15ce0dd29dce62092a5e9d48ffdc772963",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed26c2dbb224fd511a61f8f160c0234355e17deb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 01:05:10 -0700
Subject: [PATCH 0825/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210328210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86b7e929951..4459acf2922 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "568d2b23a340fde1ea4449aea7f7d9092df3c5fb81310a786538a0d0ade67fb0",
-    git_commit = "7bccde15ce0dd29dce62092a5e9d48ffdc772963",
+    sha256 = "f9d1155114a641ac8aff909e87ba295bca8c5e0931021babb9ea3e67cc13730c",
+    git_commit = "632e3d66334ac3718a0fd41524c7dfc499363cab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bc9ba538091c01fd530e2d25579fa5bf2c79820c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 05:03:10 -0700
Subject: [PATCH 0826/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210350983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4459acf2922..2a34ab1d178 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9d1155114a641ac8aff909e87ba295bca8c5e0931021babb9ea3e67cc13730c",
-    git_commit = "632e3d66334ac3718a0fd41524c7dfc499363cab",
+    sha256 = "831e11f2fd20fe86904290a778d50471a201fb5c64c9a21d186e66df1de0ff17",
+    git_commit = "e2c6ec9e86dd86e0dd56e0f11302a5bf5d9ed440",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3949246baf3f46418405060572d368bab37c5c4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 10:04:54 -0700
Subject: [PATCH 0827/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210384280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a34ab1d178..4687b793b3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "831e11f2fd20fe86904290a778d50471a201fb5c64c9a21d186e66df1de0ff17",
-    git_commit = "e2c6ec9e86dd86e0dd56e0f11302a5bf5d9ed440",
+    sha256 = "fab899945b586a3298de40905c7ee6ab007c71a5d518b09e447cb02c27e915ff",
+    git_commit = "514f65a0cab6fb98bba6d69904ba930ff1c46247",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7eed3addf5d004b341c46b0fab37fc6569666ccc Mon Sep 17 00:00:00 2001
From: ebrevdo <ebrevdo@google.com>
Date: Mon, 27 Aug 2018 10:48:34 -0700
Subject: [PATCH 0828/8103] Directly import tensor.proto.h (the transitive
 import will be removed from tensor.h soon)

We plan to remove the import variant.h from tensor.h; and variant.h brings in a lot
of transitive imports (including protos like tensor.proto.h).  To prepare, we're
updating folks who this will break.

PiperOrigin-RevId: 210392614
---
 .../servables/tensorflow/saved_model_warmup_test.cc              | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 5b99db28f93..33d8f1d36b9 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -23,6 +23,7 @@ limitations under the License.
 #include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"

From a39704f6f70b0f037934a4ed6e6d741d1b0a3d9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 11:01:10 -0700
Subject: [PATCH 0829/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210394881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4687b793b3d..fd562d95288 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fab899945b586a3298de40905c7ee6ab007c71a5d518b09e447cb02c27e915ff",
-    git_commit = "514f65a0cab6fb98bba6d69904ba930ff1c46247",
+    sha256 = "e9d7982998900d19c60cbca7b52256f3cac93cbdf3bff3421432eba61ae902a2",
+    git_commit = "176781dca8a310095d00658679a9e4b132bc92a7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6fde93a61a3750f044c89c3062563ea845f80a2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 12:03:09 -0700
Subject: [PATCH 0830/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210406684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd562d95288..83fe1c1b09a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9d7982998900d19c60cbca7b52256f3cac93cbdf3bff3421432eba61ae902a2",
-    git_commit = "176781dca8a310095d00658679a9e4b132bc92a7",
+    sha256 = "5e300742e37de2bc973fb6ca31f302f36ba9f8de3d688c50d2ced72373f0d974",
+    git_commit = "dfa007e4562fb85fd5320a0c7ca8a00e50e8b34d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4d95749853741edf3331d913261cedabf21370d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 15:00:39 -0700
Subject: [PATCH 0831/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210437609
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83fe1c1b09a..8974f98f3b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e300742e37de2bc973fb6ca31f302f36ba9f8de3d688c50d2ced72373f0d974",
-    git_commit = "dfa007e4562fb85fd5320a0c7ca8a00e50e8b34d",
+    sha256 = "16e880a41763313a6f35c2cbce9ba40e8b36282eebf502d81e8247f519b89018",
+    git_commit = "3b4df1b62c5b2c1302ebf23a9040cc749f0dd23d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cfa6f891835b5087b2ddfed3d4fb2ef79c366d5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 16:04:54 -0700
Subject: [PATCH 0832/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210448571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8974f98f3b5..7f033ef836e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16e880a41763313a6f35c2cbce9ba40e8b36282eebf502d81e8247f519b89018",
-    git_commit = "3b4df1b62c5b2c1302ebf23a9040cc749f0dd23d",
+    sha256 = "07f70764bbbcaa992ff8ba396b10567b27d9afddb8723d8a4f9f785a50b734ef",
+    git_commit = "ab8e195d2e0978c21234a5632d4fabf47535eda1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 976b5856ee752e49bbea2485caabb7875ab92655 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 17:02:43 -0700
Subject: [PATCH 0833/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210457512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f033ef836e..e4750f6cf31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07f70764bbbcaa992ff8ba396b10567b27d9afddb8723d8a4f9f785a50b734ef",
-    git_commit = "ab8e195d2e0978c21234a5632d4fabf47535eda1",
+    sha256 = "332e2e0ca4bfe6c6741f2476ae9f0d2508471ead815718e9ec86b1c812115615",
+    git_commit = "3455a9c6dd79c4030f8c1cf06316fffe1795577e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From adbf44d3a5e3f938176a63f4d2d1c328d025a108 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 18:02:02 -0700
Subject: [PATCH 0834/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210464671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4750f6cf31..d0ad57173c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "332e2e0ca4bfe6c6741f2476ae9f0d2508471ead815718e9ec86b1c812115615",
-    git_commit = "3455a9c6dd79c4030f8c1cf06316fffe1795577e",
+    sha256 = "f828b794d66096ecfe270f987f280de205ca28e5465c1e007a78f3fa19063060",
+    git_commit = "34870d54c0e1b505212da6ace722c6d9f9e8891b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4e1a26819865a7a07458d719e7001944d6ec4077 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 19:01:04 -0700
Subject: [PATCH 0835/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210475410
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0ad57173c1..e208565ac14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f828b794d66096ecfe270f987f280de205ca28e5465c1e007a78f3fa19063060",
-    git_commit = "34870d54c0e1b505212da6ace722c6d9f9e8891b",
+    sha256 = "a2a851f89757c2c14307b6ef895cba2f2494ae26987b729c9cc39dfa9894db8a",
+    git_commit = "4a596512be206b28120acd3253d022042fa2ce6d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 82997fbdd52bf21bb0aa0304a1858c592a86866a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 20:00:51 -0700
Subject: [PATCH 0836/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210480709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e208565ac14..9191053b1bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2a851f89757c2c14307b6ef895cba2f2494ae26987b729c9cc39dfa9894db8a",
-    git_commit = "4a596512be206b28120acd3253d022042fa2ce6d",
+    sha256 = "9dbc17b72adb492337d31b5b884f62b14dec6413e2059605e120cdd7ba83124c",
+    git_commit = "c4156ee08bed83ce54ab14a606af498dc8ebdbe6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6bcce8bba540ad115eaafef0751609056fdaee21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 22:01:55 -0700
Subject: [PATCH 0837/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210489481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9191053b1bc..6739233ac44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dbc17b72adb492337d31b5b884f62b14dec6413e2059605e120cdd7ba83124c",
-    git_commit = "c4156ee08bed83ce54ab14a606af498dc8ebdbe6",
+    sha256 = "1acd56d020612b1b9e4f74d8d395cd423242cf8c1396fcafc4c6c7971dd6434f",
+    git_commit = "52ed16ca14cd2db0cba1a33ff6f2d70f56a1bb0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3eb9e1f82a7e8049d2a7814b1368f3bcfc23076d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Aug 2018 23:01:56 -0700
Subject: [PATCH 0838/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210493488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6739233ac44..d7efe382f19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1acd56d020612b1b9e4f74d8d395cd423242cf8c1396fcafc4c6c7971dd6434f",
-    git_commit = "52ed16ca14cd2db0cba1a33ff6f2d70f56a1bb0e",
+    sha256 = "61b3d15ac4a82330c4a778488d161245567aa746d765893db4d1b4eb63aba37f",
+    git_commit = "41948f588ba2852ebae712358117ffa86e32a24b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f1e033e95b267c03463019a7aa807f6230dd397f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 01:02:45 -0700
Subject: [PATCH 0839/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210502178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7efe382f19..e827a4dbff6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61b3d15ac4a82330c4a778488d161245567aa746d765893db4d1b4eb63aba37f",
-    git_commit = "41948f588ba2852ebae712358117ffa86e32a24b",
+    sha256 = "c8db7af9b9665e44d03e06bd9e60dd796af48f6347d33cc06a0899b80e701c78",
+    git_commit = "5da18c4078341b88750507e2e0f3fce9d3ed58e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 75c1d9c7ef73ec1d10560a18bc149ace70a79f5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 03:01:16 -0700
Subject: [PATCH 0840/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210513792
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e827a4dbff6..41e2a65c15e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8db7af9b9665e44d03e06bd9e60dd796af48f6347d33cc06a0899b80e701c78",
-    git_commit = "5da18c4078341b88750507e2e0f3fce9d3ed58e8",
+    sha256 = "fdf2d3f967cf1dd7546a74bc61093a71473c91515de12d02c5032922f225ad27",
+    git_commit = "a6ebb9294a8eb848bcba46905d5f71ccf0da1a18",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1e68cdf8139fe362b1b620e0165f78414fb4e061 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 04:01:32 -0700
Subject: [PATCH 0841/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210518475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41e2a65c15e..fe3e4e4e309 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdf2d3f967cf1dd7546a74bc61093a71473c91515de12d02c5032922f225ad27",
-    git_commit = "a6ebb9294a8eb848bcba46905d5f71ccf0da1a18",
+    sha256 = "2ad6485e728c8f73ad8648ec87ff2e08c393f2ad96495aa90277cf88269164a0",
+    git_commit = "5045a71675fd198b5ae322593ec47ea4327ad348",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c0c66489d9839df11b0c85f91221d36ea8559134 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 09:01:40 -0700
Subject: [PATCH 0842/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210548942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe3e4e4e309..d2082c352c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ad6485e728c8f73ad8648ec87ff2e08c393f2ad96495aa90277cf88269164a0",
-    git_commit = "5045a71675fd198b5ae322593ec47ea4327ad348",
+    sha256 = "fe006f69ef1ee1378ccd614528dea64aa378672b5fe9fa346ddff979bcaccf16",
+    git_commit = "5656c3db01c8d98758c0edeb6934dbd4698f39d1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 00e459f1604c40c073cbb9cb92d72cb6a88be9cd Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 28 Aug 2018 09:34:53 -0700
Subject: [PATCH 0843/8103] Add new REST API to get status of models known to
 the ModelServer.

The API is accessible via GET method on following URL:

  http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]

This closely mirrors `GetModelService.GetModelStatus` gRPC API.
If no ${MODEL_VERSION} is specified, status for all versions of
the model are returned.

PiperOrigin-RevId: 210554222
---
 .../apis/get_model_status.proto               |   3 +-
 tensorflow_serving/g3doc/api_rest.md          | 100 ++++++++++++------
 tensorflow_serving/model_servers/BUILD        |   1 +
 .../model_servers/http_rest_api_handler.cc    |  49 ++++++++-
 .../model_servers/http_rest_api_handler.h     |  24 +++--
 .../http_rest_api_handler_test.cc             |  58 ++++++++--
 .../tensorflow_model_server_test.py           |  47 ++++++--
 tensorflow_serving/util/status.proto          |   4 +-
 8 files changed, 221 insertions(+), 65 deletions(-)

diff --git a/tensorflow_serving/apis/get_model_status.proto b/tensorflow_serving/apis/get_model_status.proto
index f683abfa7b8..535eb9acb68 100644
--- a/tensorflow_serving/apis/get_model_status.proto
+++ b/tensorflow_serving/apis/get_model_status.proto
@@ -63,5 +63,6 @@ message ModelVersionStatus {
 // Response for ModelStatusRequest on successful run.
 message GetModelStatusResponse {
   // Version number and status information for applicable model version(s).
-  repeated ModelVersionStatus model_version_status = 1;
+  repeated ModelVersionStatus model_version_status = 1
+      [json_name = "model_version_status"];
 }
diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 1d18759eaa5..fcf2cbc59d4 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -1,33 +1,9 @@
 # RESTful API
 
-In addition to [gRPC
-APIs](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_service.proto)
-TensorFlow ModelServer also supports RESTful APIs for classification, regression
-and prediction on TensorFlow models. This page describes these API endpoints and
-format of request/response involved in using them.
-
-TensorFlow ModelServer running on `host:port` accepts following REST API
-requests:
-
-```
-POST http://host:port/<URI>:<VERB>
-
-URI: /v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]
-VERB: classify|regress|predict
-```
-
-`/versions/${MODEL_VERSION}` is optional. If omitted the latest version is used.
-
-This API closely follows the gRPC version of
-[`PredictionService`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/prediction_service.proto#L15)
-API.
-
-Examples of request URLs:
-
-```
-http://host:port/v1/models/iris:classify
-http://host:port/v1/models/mnist/versions/314:predict
-```
+In addition to
+[gRPC APIs](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_service.proto)
+TensorFlow ModelServer also supports RESTful APIs. This page describes these API
+endpoints and an end-to-end [example](#example) on usage.
 
 The request and response is a JSON object. The composition of this object
 depends on the request type or verb. See the API specific sections below for
@@ -42,8 +18,41 @@ In case of error, all APIs will return a JSON object in the response body with
 }
 ```
 
+## Model status API
+
+This API closely follows the
+[`ModelService.GetModelStatus`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/model_service.proto#L17)
+gRPC API. It returns the status of a model in the ModelServer.
+
+### URL
+
+```
+GET http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]
+```
+
+`/versions/${MODEL_VERSION}` is optional. If omitted status for all versions is
+returned in the response.
+
+### Response format
+
+If successful, returns a JSON representation of
+[`GetModelStatusResponse`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/get_model_status.proto#L64)
+protobuf.
+
 ## Classify and Regress API
 
+This API closely follows the `Classify` and `Regress` methods of
+[`PredictionService`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/prediction_service.proto#L15)
+gRPC API.
+
+### URL
+
+```
+POST http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]:(classify|regress)
+```
+
+`/versions/${MODEL_VERSION}` is optional. If omitted the latest version is used.
+
 ### Request format
 
 The request body for the `classify` and `regress` APIs must be a JSON object
@@ -128,6 +137,18 @@ Users of gRPC API will notice the similarity of this format with
 
 ## Predict API
 
+This API closely follows the
+[`PredictionService.Predict`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/prediction_service.proto#L23)
+gRPC API.
+
+### URL
+
+```
+POST http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]:predict
+```
+
+`/versions/${MODEL_VERSION}` is optional. If omitted the latest version is used.
+
 ### Request format
 
 The request body for `predict` API must be JSON object formatted as follows:
@@ -377,8 +398,27 @@ $ tensorflow_model_server --rest_api_port=8501 \
 
 ### Make REST API calls to ModelServer
 
-In a different terminal, use the `curl` tool to make REST API calls. A `predict`
-call would look as follows:
+In a different terminal, use the `curl` tool to make REST API calls.
+
+Get status of the model as follows:
+
+```
+$ curl http://localhost:8501/v1/models/half_plus_three
+{
+ "model_version_status": [
+  {
+   "version": "123",
+   "state": "AVAILABLE",
+   "status": {
+    "error_code": "OK",
+    "error_message": ""
+   }
+  }
+ ]
+}
+```
+
+A `predict` call would look as follows:
 
 ```shell
 $ curl -d '{"instances": [1.0,2.0,5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 44ae85b1d27..3aabb9d57db 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -259,6 +259,7 @@ cc_library(
     hdrs = ["http_rest_api_handler.h"],
     visibility = ["//visibility:public"],
     deps = [
+        ":get_model_status_impl",
         ":server_core",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis:predict_proto",
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 25dab960217..620ac0d935d 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -17,9 +17,11 @@ limitations under the License.
 
 #include <string>
 
+#include "google/protobuf/util/json_util.h"
 #include "absl/strings/escaping.h"
 #include "absl/strings/numbers.h"
 #include "absl/strings/str_cat.h"
+#include "absl/strings/str_replace.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
@@ -27,6 +29,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/get_model_status_impl.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
 #include "tensorflow_serving/servables/tensorflow/predict_impl.h"
@@ -36,6 +39,8 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+using protobuf::util::JsonPrintOptions;
+using protobuf::util::MessageToJsonString;
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::TensorflowPredictor;
 
@@ -47,8 +52,9 @@ HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
       core_(core),
       predictor_(new TensorflowPredictor(true /* use_saved_model */)),
       prediction_api_regex_(
-          R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))") {
-}
+          R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))"),
+      modelstatus_api_regex_(
+          R"((?i)/v1/models(?:/([^/:]+))?(?:/versions/(\d+))?)") {}
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
 
@@ -102,7 +108,12 @@ Status HttpRestApiHandler::ProcessRequest(
       status = ProcessPredictRequest(model_name, model_version, request_body,
                                      output);
     }
+  } else if (http_method == "GET" &&
+             RE2::FullMatch(string(request_path), modelstatus_api_regex_,
+                            &model_name, &model_version_str)) {
+    status = ProcessModelStatusRequest(model_name, model_version_str, output);
   }
+
   if (!status.ok()) {
     FillJsonErrorMsg(status.error_message(), output);
   }
@@ -174,6 +185,40 @@ Status HttpRestApiHandler::ProcessPredictRequest(
   return Status::OK();
 }
 
+Status HttpRestApiHandler::ProcessModelStatusRequest(
+    const absl::string_view model_name,
+    const absl::string_view model_version_str, string* output) {
+  GetModelStatusRequest request;
+  // We do not yet support returning status of all models
+  // to be in-sync with the gRPC GetModelStatus API.
+  if (model_name.empty()) {
+    return errors::InvalidArgument("Missing model name in request.");
+  }
+  request.mutable_model_spec()->set_name(string(model_name));
+  if (!model_version_str.empty()) {
+    int64 version;
+    if (!absl::SimpleAtoi(model_version_str, &version)) {
+      return errors::InvalidArgument(
+          "Failed to convert version: ", model_version_str, " to numeric.");
+    }
+    request.mutable_model_spec()->mutable_version()->set_value(version);
+  }
+
+  GetModelStatusResponse response;
+  TF_RETURN_IF_ERROR(
+      GetModelStatusImpl::GetModelStatus(core_, request, &response));
+  JsonPrintOptions opts;
+  opts.add_whitespace = true;
+  opts.always_print_primitive_fields = true;
+  // Note this is protobuf::util::Status (not TF Status) object.
+  const auto& status = MessageToJsonString(response, output, opts);
+  if (!status.ok()) {
+    return errors::Internal("Failed to convert proto to json. Error: ",
+                            status.ToString());
+  }
+  return Status::OK();
+}
+
 Status HttpRestApiHandler::GetInfoMap(
     const ModelSpec& model_spec, const string& signature_name,
     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index deec9c68107..c319a3c7624 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -41,15 +41,18 @@ class ModelSpec;
 //
 // Currently supported APIs are as follows:
 //
-// o Predict
+// o Inference - Classify/Regress/Predict
 //
-//   Paths:
-//   /v1/models/<model_name>:predict (uses 'latest' version of the model).
-//   /v1/models/<model_name>/versions/<version_number>:predict
+//   POST /v1/models/<model_name>:(classify|regress|predict)
+//   POST /v1/models/<model_name>/versions/<ver>:(classify|regress|predict)
 //
-//   Request/Response format:
-//   https://cloud.google.com/ml-engine/docs/v1/predict-request
+// o Model status
 //
+//   GET /v1/models/<model_name> (status of all versions)
+//   GET /v1/models/<model_name>/versions/<ver> (status of specific version)
+//
+// The API is documented here:
+// tensorflow_serving/g3doc/api_rest.md
 //
 // Users of this class should typically create one instance of it at process
 // startup, register paths defined by kPathRegex with the in-process HTTP
@@ -73,10 +76,6 @@ class HttpRestApiHandler {
 
   // Process a HTTP request.
   //
-  // If `http_method` (e.g. POST) and `request_path` (e.g. /v1/models/m:predict)
-  // match one of the supported APIs, the body (JSON object) is processed and
-  // response (JSON object) is returned in `output` along with output `headers`.
-  //
   // In case of errors, the `headers` and `output` are still relevant as they
   // contain detailed error messages, that can be relayed back to the client.
   Status ProcessRequest(const absl::string_view http_method,
@@ -98,7 +97,9 @@ class HttpRestApiHandler {
                                const absl::optional<int64>& model_version,
                                const absl::string_view request_body,
                                string* output);
-
+  Status ProcessModelStatusRequest(const absl::string_view model_name,
+                                   const absl::string_view model_version_str,
+                                   string* output);
   Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
                     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap);
 
@@ -106,6 +107,7 @@ class HttpRestApiHandler {
   ServerCore* core_;
   std::unique_ptr<TensorflowPredictor> predictor_;
   const RE2 prediction_api_regex_;
+  const RE2 modelstatus_api_regex_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 668132d917f..15b2c5001c8 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -179,22 +179,12 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
 
   status = handler_.ProcessRequest("GET", "/v1/models", "", &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.error_message(), HasSubstr("Missing model name"));
 
   status = handler_.ProcessRequest("POST", "/v1/models", "", &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
-  status =
-      handler_.ProcessRequest("GET", "/v1/models/foo", "", &headers, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
-
-  status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50", "",
-                                   &headers, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
-
   status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
                                    &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
@@ -370,6 +360,52 @@ TEST_F(HttpRestApiHandlerTest, Classify) {
                            (HeaderList){{"Content-Type", "application/json"}}));
 }
 
+TEST_F(HttpRestApiHandlerTest, GetStatus) {
+  HeaderList headers;
+  string output;
+  Status status;
+
+  // Get status for all versions.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "GET", absl::StrCat("/v1/models/", kTestModelName), "", &headers,
+      &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
+
+  // Get status of specific version.
+  TF_EXPECT_OK(
+      handler_.ProcessRequest("GET",
+                              absl::StrCat("/v1/models/", kTestModelName,
+                                           "/versions/", kTestModelVersion1),
+                              "", &headers, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 2cf1aeda6a5..e0a24919329 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -77,13 +77,15 @@ def WaitForServerReady(port):
         break
 
 
-def CallREST(name, url, req, max_attempts=60):
+def CallREST(url, req, max_attempts=60):
   """Returns HTTP response body from a REST API call."""
   for attempt in range(max_attempts):
     try:
-      print 'Attempt {}: Sending {} request to {} with data:\n{}'.format(
-          attempt, name, url, req)
-      resp = urllib2.urlopen(urllib2.Request(url, data=json.dumps(req)))
+      print 'Attempt {}: Sending request to {} with data:\n{}'.format(
+          attempt, url, req)
+      resp = urllib2.urlopen(
+          urllib2.Request(
+              url, data=json.dumps(req) if req is not None else None))
       resp_data = resp.read()
       print 'Received response:\n{}'.format(resp_data)
       resp.close()
@@ -544,7 +546,7 @@ def testClassifyREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST('Classify', url, json_req)
+      resp_data = CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -564,7 +566,7 @@ def testRegressREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST('Regress', url, json_req)
+      resp_data = CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -584,7 +586,7 @@ def testPredictREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST('Predict', url, json_req)
+      resp_data = CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -604,13 +606,42 @@ def testPredictColumnarREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST('Predict', url, json_req)
+      resp_data = CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
     self.assertEquals(json.loads(resp_data), {'outputs': [3.0, 3.5, 4.0]})
 
+  def testGetStatusREST(self):
+    """Test ModelStatus implementation over REST API with columnar inputs."""
+    model_path = self._GetSavedModelBundlePath()
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default'.format(host, port)
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST(url, None)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify response
+    self.assertEquals(
+        json.loads(resp_data), {
+            'model_version_status': [{
+                'version': '123',
+                'state': 'AVAILABLE',
+                'status': {
+                    'error_code': 'OK',
+                    'error_message': ''
+                }
+            }]
+        })
+
 
 if __name__ == '__main__':
   tf.test.main()
diff --git a/tensorflow_serving/util/status.proto b/tensorflow_serving/util/status.proto
index 1b27b0cdf14..8588c780226 100644
--- a/tensorflow_serving/util/status.proto
+++ b/tensorflow_serving/util/status.proto
@@ -10,8 +10,8 @@ package tensorflow.serving;
 // third_party/tensorflow/core/lib/core/status.h.
 message StatusProto {
   // Error code.
-  error.Code error_code = 1;
+  error.Code error_code = 1 [json_name = "error_code"];
 
   // Error message. Will only be set if an error was encountered.
-  string error_message = 2;
+  string error_message = 2 [json_name = "error_message"];
 }

From 2ff899f3f8e1616e8289d8145479bce84581865d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 10:01:11 -0700
Subject: [PATCH 0844/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210558462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2082c352c9..1decb10a480 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe006f69ef1ee1378ccd614528dea64aa378672b5fe9fa346ddff979bcaccf16",
-    git_commit = "5656c3db01c8d98758c0edeb6934dbd4698f39d1",
+    sha256 = "b140362bee0ef9d2b31f640f40d8aa7bd1f317883ed8a4bba9afedfaeee7dda5",
+    git_commit = "2cb954e5441605c8668d2aecbf12e324a07b3c89",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62f5e863d094d65a9027596f5774c7dafd289cdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 12:01:45 -0700
Subject: [PATCH 0845/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210580715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1decb10a480..21cd134aa9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b140362bee0ef9d2b31f640f40d8aa7bd1f317883ed8a4bba9afedfaeee7dda5",
-    git_commit = "2cb954e5441605c8668d2aecbf12e324a07b3c89",
+    sha256 = "bb03416cb5dc25fc78a2911c56aa4f061a059b86713a160546dc5cb2eb672485",
+    git_commit = "d8f64b90e6f0bfec5135bdf99e42b8fdaf53788d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 04a0c42a426751ad06622c13d63018fdc9ee3740 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 15:02:01 -0700
Subject: [PATCH 0846/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210613226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21cd134aa9f..e9f75f31806 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb03416cb5dc25fc78a2911c56aa4f061a059b86713a160546dc5cb2eb672485",
-    git_commit = "d8f64b90e6f0bfec5135bdf99e42b8fdaf53788d",
+    sha256 = "d9f54a14203798a8032de1c79cb63a269b125accb5d4a746e5ba3226a817d08b",
+    git_commit = "f8d9f1f2f0843dc9cc5d0c68e2f4460ce19f2d73",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f18b5f864a4f94437372496056c6e97e9f06ed01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 16:04:24 -0700
Subject: [PATCH 0847/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210624649
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9f75f31806..5a9392021c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9f54a14203798a8032de1c79cb63a269b125accb5d4a746e5ba3226a817d08b",
-    git_commit = "f8d9f1f2f0843dc9cc5d0c68e2f4460ce19f2d73",
+    sha256 = "f2d43e624a8cbec2bb5cee18874bde2c265024156dff658be771b8cec78c5e23",
+    git_commit = "af94082f0bb8d665cf20aaa5f86b207e176dd4e0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08011348e830850469e94668946efee34a29e236 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 17:03:56 -0700
Subject: [PATCH 0848/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210634179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a9392021c5..40d1ca29783 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2d43e624a8cbec2bb5cee18874bde2c265024156dff658be771b8cec78c5e23",
-    git_commit = "af94082f0bb8d665cf20aaa5f86b207e176dd4e0",
+    sha256 = "a13a30bd244f96082742c6c28c841fed37a66d97ff747a97a2aa84b5d80d70f8",
+    git_commit = "6729cd7d1c07e547298fa2a02d1e36390dc62f0a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8e6064d52834eda8fac5dc0f5427b04cab6fbe56 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 18:02:03 -0700
Subject: [PATCH 0849/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210642123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40d1ca29783..a4492a17046 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a13a30bd244f96082742c6c28c841fed37a66d97ff747a97a2aa84b5d80d70f8",
-    git_commit = "6729cd7d1c07e547298fa2a02d1e36390dc62f0a",
+    sha256 = "174dd6289f7d7b728beb76bfec6e97a06adbac28987362581d772130f6e71607",
+    git_commit = "de25baba51a7369bbdc5fd8051af0e9deb6a268d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e71994c4c10735897ff5def7dd81c31d2598d2fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 19:00:44 -0700
Subject: [PATCH 0850/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210648215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4492a17046..b5ff658c09b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "174dd6289f7d7b728beb76bfec6e97a06adbac28987362581d772130f6e71607",
-    git_commit = "de25baba51a7369bbdc5fd8051af0e9deb6a268d",
+    sha256 = "5d15b8578e4c1da994b405b20f1f859ad04b2f47ac33147c27354b9cf0fe4096",
+    git_commit = "6eabd59b16c8eb873d7dc5bb8c5fe55677290844",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a80ccf920f8c61a3bcbc26321d0db70e76168d6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 20:02:07 -0700
Subject: [PATCH 0851/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210652892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5ff658c09b..3a16a2de4f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d15b8578e4c1da994b405b20f1f859ad04b2f47ac33147c27354b9cf0fe4096",
-    git_commit = "6eabd59b16c8eb873d7dc5bb8c5fe55677290844",
+    sha256 = "a1adb5455589814da477625909247c392ae4fd802bae7ce12c5943122f5db3e0",
+    git_commit = "2e7352e57c541908cd700bb0fe53a04b456392c9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 793eacdb567203151720deb8e2c8c040d1d0912d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 21:02:59 -0700
Subject: [PATCH 0852/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210657772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a16a2de4f5..8263864a7a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1adb5455589814da477625909247c392ae4fd802bae7ce12c5943122f5db3e0",
-    git_commit = "2e7352e57c541908cd700bb0fe53a04b456392c9",
+    sha256 = "746dacc6f774ccbf97be3aa3944974be807a8858746d0d5e11bf62149a8ab41f",
+    git_commit = "20d5683b826be03776978af3b8108fc3b5dc9cb8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 00cf15902bc67e2cca3d6a35b476e9d4fa872110 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 22:01:36 -0700
Subject: [PATCH 0853/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210662340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8263864a7a2..960c112270c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "746dacc6f774ccbf97be3aa3944974be807a8858746d0d5e11bf62149a8ab41f",
-    git_commit = "20d5683b826be03776978af3b8108fc3b5dc9cb8",
+    sha256 = "5ca1443116b24507861b7662ac88e6ffa08dc80f64bb65371ea9cf825ec1da37",
+    git_commit = "3d35a07179d4d38d0cabac4415c550f1cbce00c0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6485cc66f3f21de74b5b1cc3c0d545a9ce384fb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Aug 2018 23:02:36 -0700
Subject: [PATCH 0854/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210667027
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 960c112270c..d768e6f40ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ca1443116b24507861b7662ac88e6ffa08dc80f64bb65371ea9cf825ec1da37",
-    git_commit = "3d35a07179d4d38d0cabac4415c550f1cbce00c0",
+    sha256 = "b2ad6233df0b849ae23ad78d493df4374ba30fd81b45f317f022e2486f0ec3b1",
+    git_commit = "c010fec6abbe2039febe285ea35de52923eb6d75",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a9d57f23591c45dba06e8e8586428028605015aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 03:03:02 -0700
Subject: [PATCH 0855/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210692176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d768e6f40ee..49678ae055e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2ad6233df0b849ae23ad78d493df4374ba30fd81b45f317f022e2486f0ec3b1",
-    git_commit = "c010fec6abbe2039febe285ea35de52923eb6d75",
+    sha256 = "6e44e305caa6a7e99e282fff67e258f1435d5f8ae5a5e06c31344c26cadf286e",
+    git_commit = "47dee5ba29ac71b1d4f323be96ae17dd77a05b0d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 019615e8be92d89fd984c2d208e8aba3639eb3b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 04:01:33 -0700
Subject: [PATCH 0856/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210697925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49678ae055e..2db56e8b3cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e44e305caa6a7e99e282fff67e258f1435d5f8ae5a5e06c31344c26cadf286e",
-    git_commit = "47dee5ba29ac71b1d4f323be96ae17dd77a05b0d",
+    sha256 = "35b09aada84bbb1b8f559ed2a3e5989d0c2f2f2f2c87d4918f39ae2aa2153c59",
+    git_commit = "5792a67de9a069660c3c409e650058256c221d2b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ea6ee42945b59e7445476cac1e128d5ee6f842e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 07:01:30 -0700
Subject: [PATCH 0857/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210714741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2db56e8b3cd..ef409d6ec85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35b09aada84bbb1b8f559ed2a3e5989d0c2f2f2f2c87d4918f39ae2aa2153c59",
-    git_commit = "5792a67de9a069660c3c409e650058256c221d2b",
+    sha256 = "7fc467d9246065e72701d269e695c1615a95d2390c1a818935ba9fd13e896b01",
+    git_commit = "8dfb7532f8278e53a86a847ba6aa9c441f7b021b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ff21656c867870518db52ec01787f15ff3b4663 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 09:02:23 -0700
Subject: [PATCH 0858/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210730081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef409d6ec85..f985c2d2466 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fc467d9246065e72701d269e695c1615a95d2390c1a818935ba9fd13e896b01",
-    git_commit = "8dfb7532f8278e53a86a847ba6aa9c441f7b021b",
+    sha256 = "73e39bbb069f456db3201a8ccecb5c19e8e36e3ea667c05e1a2a779304caef73",
+    git_commit = "d5d02f078ff8d5f4c5541c9281e1a0e027ce9f0c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 98db92a18908b2574ddf6ced6bd4238794f57f15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 10:00:54 -0700
Subject: [PATCH 0859/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210739779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f985c2d2466..67999c0bd85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73e39bbb069f456db3201a8ccecb5c19e8e36e3ea667c05e1a2a779304caef73",
-    git_commit = "d5d02f078ff8d5f4c5541c9281e1a0e027ce9f0c",
+    sha256 = "560c8b4100a01bb7b76f66ca03db539acceaf5d9c5dcee851c1610bdaafe4373",
+    git_commit = "97fb9a9c7c72c405a790eea698a91654d5184fed",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a84406e0211f1012a566742b8ae06800cf75183b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 11:01:30 -0700
Subject: [PATCH 0860/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210751790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67999c0bd85..4c7d77042e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "560c8b4100a01bb7b76f66ca03db539acceaf5d9c5dcee851c1610bdaafe4373",
-    git_commit = "97fb9a9c7c72c405a790eea698a91654d5184fed",
+    sha256 = "f11ea35f9e0b5fced36638640a54165dbfa9bdc0d77384c3155b9c2371b9aea7",
+    git_commit = "8a22fa7037332fc6066459ce8c6fabcd77c6ece4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 606157884a9714d965434ba9fa49d0f9ce0d7490 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 12:00:48 -0700
Subject: [PATCH 0861/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210763533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c7d77042e2..45aee44d258 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f11ea35f9e0b5fced36638640a54165dbfa9bdc0d77384c3155b9c2371b9aea7",
-    git_commit = "8a22fa7037332fc6066459ce8c6fabcd77c6ece4",
+    sha256 = "0a048f721da3d68951209ed766b907a7eaa97fe7b02e6d28061503399dc9af20",
+    git_commit = "287e82b5624c4ad0f1c81c16127e68ed03b1140e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87b41d6ccfedbcba58b7281864c486c84fc74d3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 14:01:27 -0700
Subject: [PATCH 0862/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210785368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45aee44d258..038e8340248 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a048f721da3d68951209ed766b907a7eaa97fe7b02e6d28061503399dc9af20",
-    git_commit = "287e82b5624c4ad0f1c81c16127e68ed03b1140e",
+    sha256 = "b0d1181cbd7c60844b21592b23f23d8cbeeaf52794b30ee8296b068d7eb55609",
+    git_commit = "52773e6765649b9963985c81fc0612742ffac73b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f49a37dd8059ffdfb374051abbd2fa2e2373a94b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 15:02:15 -0700
Subject: [PATCH 0863/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210797415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 038e8340248..d7b3311e8d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0d1181cbd7c60844b21592b23f23d8cbeeaf52794b30ee8296b068d7eb55609",
-    git_commit = "52773e6765649b9963985c81fc0612742ffac73b",
+    sha256 = "87e9019caee938ce7e8c60e619fd4c57acd483ee6c5c29010fdc8329689b1ae9",
+    git_commit = "91c7cd5676624d8c364d7dc56bb50300bb9d210c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84ba561caa3fd063189b1e7faf21da8fba505cc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 16:01:08 -0700
Subject: [PATCH 0864/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210808778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7b3311e8d0..5861eca96a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87e9019caee938ce7e8c60e619fd4c57acd483ee6c5c29010fdc8329689b1ae9",
-    git_commit = "91c7cd5676624d8c364d7dc56bb50300bb9d210c",
+    sha256 = "16cd8c7b8f23223ba4bac37ecf639ef564d7f9e7d70a4e596ec35ac9131bb394",
+    git_commit = "82491c0930922ee6f8675e0953d6a2a1ef8b9fe5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 824534cbbd5f7089a593b04f77cf6e6174c8e3a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 17:01:32 -0700
Subject: [PATCH 0865/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210818742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5861eca96a0..a47fb42308c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16cd8c7b8f23223ba4bac37ecf639ef564d7f9e7d70a4e596ec35ac9131bb394",
-    git_commit = "82491c0930922ee6f8675e0953d6a2a1ef8b9fe5",
+    sha256 = "f85410897a043b00ed743e5337624b91a62e2fbe9b9315f28d1e2cd6458ce1c7",
+    git_commit = "d68dabb6ce90f19f83f9e3cbf6c88eeaf88b8e35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 24fcfa3a88b6f2ed4dd3a31538419869e6edb38a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 18:00:52 -0700
Subject: [PATCH 0866/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210827189
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a47fb42308c..c1e28893dd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f85410897a043b00ed743e5337624b91a62e2fbe9b9315f28d1e2cd6458ce1c7",
-    git_commit = "d68dabb6ce90f19f83f9e3cbf6c88eeaf88b8e35",
+    sha256 = "cfe0de74c7394b051d92c543298f190142804fc188de69babeac7f3d7724e2dc",
+    git_commit = "7c0da47bbebbac39cc36aa56708c4b7d17fad608",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a7bb9040dbde180c2bb752e7b2894563f0cdc4f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 19:10:24 -0700
Subject: [PATCH 0867/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210834551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1e28893dd4..90a39b085c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfe0de74c7394b051d92c543298f190142804fc188de69babeac7f3d7724e2dc",
-    git_commit = "7c0da47bbebbac39cc36aa56708c4b7d17fad608",
+    sha256 = "bbb0439ecaa6d9267a5c37274061bed70818cbb97878793133bfa12904acc492",
+    git_commit = "fb65d4ce8dbc06452df11891facc654076891488",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3a1f065f4f66700d03665643acacec6c09028ba5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 20:09:47 -0700
Subject: [PATCH 0868/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210840420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90a39b085c0..17a345dd938 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbb0439ecaa6d9267a5c37274061bed70818cbb97878793133bfa12904acc492",
-    git_commit = "fb65d4ce8dbc06452df11891facc654076891488",
+    sha256 = "4b347b7cc32554ff9d0c54e94c978cca023e02f3da716b24ada747de6c715660",
+    git_commit = "b7c2e7872c737dd87e48469fc977237819cb8809",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d8a29663608b1f303276b84832654427d336b63c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 22:03:14 -0700
Subject: [PATCH 0869/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210849745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17a345dd938..8d6e334bb33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b347b7cc32554ff9d0c54e94c978cca023e02f3da716b24ada747de6c715660",
-    git_commit = "b7c2e7872c737dd87e48469fc977237819cb8809",
+    sha256 = "15b3a1b28915eb8776b6bd0d4de81960ec5161658232027be3b7b4f4ee70e11a",
+    git_commit = "729e39b1a4f0f7a6b3e35a04bf8bbba5e921862b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fcbe9b0d6a067d7fd6d9e96062c7c9b22199e24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Aug 2018 23:00:39 -0700
Subject: [PATCH 0870/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210854342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d6e334bb33..576fc0c2a07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15b3a1b28915eb8776b6bd0d4de81960ec5161658232027be3b7b4f4ee70e11a",
-    git_commit = "729e39b1a4f0f7a6b3e35a04bf8bbba5e921862b",
+    sha256 = "ccae1932d7dc1de68067f4545bcca7a1f682b2b15b59c24114fc16b592c03904",
+    git_commit = "3e4ded0232e00341f3b9ba3299dc8c7cb2a9d62f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f9d6463448dd1ca8dabb29b13f883b4f0d31676b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 01:00:40 -0700
Subject: [PATCH 0871/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210864386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 576fc0c2a07..f44df221c43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccae1932d7dc1de68067f4545bcca7a1f682b2b15b59c24114fc16b592c03904",
-    git_commit = "3e4ded0232e00341f3b9ba3299dc8c7cb2a9d62f",
+    sha256 = "96737b754aca25e782eb1f76c3fa1bd600c8c3fc5a9c0117a1e5d4717c405935",
+    git_commit = "c74d0aeecac3f969f07d67763de6a48755db1844",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4ab6b156a0c47956005b996da87fcbbb67bdef3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 02:07:43 -0700
Subject: [PATCH 0872/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210871994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f44df221c43..f74e869d8fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96737b754aca25e782eb1f76c3fa1bd600c8c3fc5a9c0117a1e5d4717c405935",
-    git_commit = "c74d0aeecac3f969f07d67763de6a48755db1844",
+    sha256 = "4c3420ac71156c3be7382f116a05ed94e08ae390a58d4b73d77bc41ec4a3619c",
+    git_commit = "d004f08ee6102b2081a4ae14420e9eb76b1eb669",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ba4d6272e160b33a221b937c991e50cc63021b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 03:07:30 -0700
Subject: [PATCH 0873/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210879339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f74e869d8fd..7e7730eb34b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c3420ac71156c3be7382f116a05ed94e08ae390a58d4b73d77bc41ec4a3619c",
-    git_commit = "d004f08ee6102b2081a4ae14420e9eb76b1eb669",
+    sha256 = "26dedf8083e82dc10703053a4d5f9d5ca65d96d1bbea0ed516c4c072ba3e1bae",
+    git_commit = "c73d4e56eb2ac66e8fb519cbe83c5f7bddbfc80a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dfc9137287909f31060726ad1ec6969c7ff690a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 05:02:00 -0700
Subject: [PATCH 0874/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210890467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e7730eb34b..7a9790139ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26dedf8083e82dc10703053a4d5f9d5ca65d96d1bbea0ed516c4c072ba3e1bae",
-    git_commit = "c73d4e56eb2ac66e8fb519cbe83c5f7bddbfc80a",
+    sha256 = "78b037d4dab3be4aa22cc5d970a207624d026d4e5c11b035eeef7dcb298726fa",
+    git_commit = "ea31ddf21bd23532e272aa29c0a9ba09feeb84e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9d1e51f8c17e94ed8dfec3adb1b5ed1d498a9f0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 06:03:03 -0700
Subject: [PATCH 0875/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210897025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a9790139ba..6aa5478ec83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78b037d4dab3be4aa22cc5d970a207624d026d4e5c11b035eeef7dcb298726fa",
-    git_commit = "ea31ddf21bd23532e272aa29c0a9ba09feeb84e8",
+    sha256 = "d3722b510b26ba7d0577f2623a0ddfe44846a3631507463b0669c0e2c9923622",
+    git_commit = "8032d9f79e2ed5ccdae642257da21a989965c8cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ba297f243b7f1797819a5bd5870ba724dfa619d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 07:26:24 -0700
Subject: [PATCH 0876/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210906669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6aa5478ec83..22e6a37e494 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3722b510b26ba7d0577f2623a0ddfe44846a3631507463b0669c0e2c9923622",
-    git_commit = "8032d9f79e2ed5ccdae642257da21a989965c8cf",
+    sha256 = "521d264981d32cfd83666b0a90e556a456dc1ca1b09fd716c28f9aa6215e41eb",
+    git_commit = "63be4a65a1ba37848d3bfbe72ea2b60184d9979e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f03052b1862965d29973ef8474c011efcf4f0765 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 10:01:24 -0700
Subject: [PATCH 0877/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210929579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22e6a37e494..23a65e59fe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "521d264981d32cfd83666b0a90e556a456dc1ca1b09fd716c28f9aa6215e41eb",
-    git_commit = "63be4a65a1ba37848d3bfbe72ea2b60184d9979e",
+    sha256 = "5553baf555e395bede300021dc84dedc3a3322e4e946679d371f272c7968a687",
+    git_commit = "e8e0b926cfdd25e1235507a4c7636d7d8d478692",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79e90cd1e625e529a31d6e9c4c264e97ee87d269 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 11:21:29 -0700
Subject: [PATCH 0878/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210946384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23a65e59fe0..043b5936813 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5553baf555e395bede300021dc84dedc3a3322e4e946679d371f272c7968a687",
-    git_commit = "e8e0b926cfdd25e1235507a4c7636d7d8d478692",
+    sha256 = "18526d6fe22fbf79a3190f99f3b2666053155a9150a8ed2fa6b3b828f689a8fa",
+    git_commit = "35bae087dce1e88c66007907f9e1b6b5b2958f10",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c1759f5f794cd437e78e3b3eede936f4c6a76a21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 13:01:52 -0700
Subject: [PATCH 0879/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210964552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 043b5936813..d476bdf436a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18526d6fe22fbf79a3190f99f3b2666053155a9150a8ed2fa6b3b828f689a8fa",
-    git_commit = "35bae087dce1e88c66007907f9e1b6b5b2958f10",
+    sha256 = "17320d0334f7e9404aa766385090187c7f4ff70040c0694c286eeec4b3971090",
+    git_commit = "4d0d8c35f06c31706aca55aac9d68e2bd731082b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1fc9349de5793eed9df7fc6eaa54e7fee446460b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 14:10:59 -0700
Subject: [PATCH 0880/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210977583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d476bdf436a..db7e9ef32c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17320d0334f7e9404aa766385090187c7f4ff70040c0694c286eeec4b3971090",
-    git_commit = "4d0d8c35f06c31706aca55aac9d68e2bd731082b",
+    sha256 = "c0a09fa3033c4125093e0401a2074280b496b0114ab3cdbfff382171e58d4f05",
+    git_commit = "36a27b54060bc345b7fe28133912bee7e6fe3191",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dda90065e13b7367350d6f581e31905d6ce48cbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 16:09:45 -0700
Subject: [PATCH 0881/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 210999519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db7e9ef32c5..58c68aae20c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0a09fa3033c4125093e0401a2074280b496b0114ab3cdbfff382171e58d4f05",
-    git_commit = "36a27b54060bc345b7fe28133912bee7e6fe3191",
+    sha256 = "c54f4c407090cc1cf519aa1a88589c83a11cfc9f85495d0f6812256a106247dd",
+    git_commit = "d340f4700ec1eceb2011d1d5620633c60a12da48",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b7b710aa57e7463bf54b0dffcb5c917accbbdb43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 17:07:31 -0700
Subject: [PATCH 0882/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211008596
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58c68aae20c..e642dc94473 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c54f4c407090cc1cf519aa1a88589c83a11cfc9f85495d0f6812256a106247dd",
-    git_commit = "d340f4700ec1eceb2011d1d5620633c60a12da48",
+    sha256 = "b8afc465c86a3043490eaa0e1870377ece842f3bda831e9e226f7216c94937eb",
+    git_commit = "de05ebe296d83607ca0ab1803bd8eed6afa7f74f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f60626c79d211e4b4558fd97ff2631b0aaf19c8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 18:02:12 -0700
Subject: [PATCH 0883/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211015405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e642dc94473..ac1907cd679 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8afc465c86a3043490eaa0e1870377ece842f3bda831e9e226f7216c94937eb",
-    git_commit = "de05ebe296d83607ca0ab1803bd8eed6afa7f74f",
+    sha256 = "64d9969f20d7881b0c1fc1e97572176886d30f1d0425e55b9d03509c3ecd3f20",
+    git_commit = "9d5b6e6627b04abbfecb5c7a95576e70f29dd7cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4860ad828e7655d405a137c357ae068ddbde4be3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 19:04:53 -0700
Subject: [PATCH 0884/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211021634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac1907cd679..56aa2955e2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64d9969f20d7881b0c1fc1e97572176886d30f1d0425e55b9d03509c3ecd3f20",
-    git_commit = "9d5b6e6627b04abbfecb5c7a95576e70f29dd7cf",
+    sha256 = "a79f330515356d1e102b0808b390f692163f9c94d3ef4ced35f7fc621beb2e84",
+    git_commit = "efe922e25f30af02d02ecfff0e4f207245e642d7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5cbe9e9335403e2b17b72240dca303915148885f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 20:01:21 -0700
Subject: [PATCH 0885/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211025361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56aa2955e2c..35fac2705f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a79f330515356d1e102b0808b390f692163f9c94d3ef4ced35f7fc621beb2e84",
-    git_commit = "efe922e25f30af02d02ecfff0e4f207245e642d7",
+    sha256 = "ff197ee8b2074b55737d27cb820b511ac6a686318e88cddbf118b6d863ad0d69",
+    git_commit = "25be987034e268f682abefad6bd86458a981e567",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b28f34f7ae2726c8d70e72030a4e6fbb7124532c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 21:01:44 -0700
Subject: [PATCH 0886/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211030060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35fac2705f2..d47b0254f69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff197ee8b2074b55737d27cb820b511ac6a686318e88cddbf118b6d863ad0d69",
-    git_commit = "25be987034e268f682abefad6bd86458a981e567",
+    sha256 = "75cc6ebed86f2f3cf77d12abde993fdd2fcb4b4643ef993ceb52d74e5a9ce8d9",
+    git_commit = "ae1be44b4fe27f88fc16bc1507f771ca038dc0c1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fd5bc20874204e4c7ad2496887b50bbfb1ed4be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Aug 2018 22:02:11 -0700
Subject: [PATCH 0887/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211034869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d47b0254f69..775508a82a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75cc6ebed86f2f3cf77d12abde993fdd2fcb4b4643ef993ceb52d74e5a9ce8d9",
-    git_commit = "ae1be44b4fe27f88fc16bc1507f771ca038dc0c1",
+    sha256 = "d664482e0cd56d16d82259b49ec63da82eab5e1f52903df4ce164eab2030fbcb",
+    git_commit = "348367a88e02a9e1750738b11a8e0784b2eb6b65",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 77c646c4c7d64336f7f80246c23ed060a7a02f37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 00:02:22 -0700
Subject: [PATCH 0888/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211042744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 775508a82a7..99f419d0f4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d664482e0cd56d16d82259b49ec63da82eab5e1f52903df4ce164eab2030fbcb",
-    git_commit = "348367a88e02a9e1750738b11a8e0784b2eb6b65",
+    sha256 = "79505538f4937fd1a48f3188cc6bbea19805dcd60eafdb3bc5822aa9666bfa11",
+    git_commit = "cb9443831283c2366e3dd91001db6362d6594f66",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7083e427e34bfb2cac0f28ac8a61d1d15ac8ef9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 01:06:48 -0700
Subject: [PATCH 0889/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211047977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99f419d0f4f..96a447efe61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79505538f4937fd1a48f3188cc6bbea19805dcd60eafdb3bc5822aa9666bfa11",
-    git_commit = "cb9443831283c2366e3dd91001db6362d6594f66",
+    sha256 = "3762968f7968455cef62518056164dc00b68aa46be2a2ece3741e29f92fce297",
+    git_commit = "702d0f8d8a72075531c6016f2d6fc6d936cee95e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4ab74b7d90772c5974b0d72b3844e28826d258e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 04:05:09 -0700
Subject: [PATCH 0890/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211065383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96a447efe61..b39ff2a6d75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3762968f7968455cef62518056164dc00b68aa46be2a2ece3741e29f92fce297",
-    git_commit = "702d0f8d8a72075531c6016f2d6fc6d936cee95e",
+    sha256 = "843e643cedf480ae750e1de559b629b98d89f31762ff58d8f8b62930d55895f7",
+    git_commit = "9357b2558adc13c479c8edb66c5002c5c6ec3664",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 489c6c2c5561dc953856c57ba1a128874e4b2a09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 07:00:41 -0700
Subject: [PATCH 0891/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211079529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b39ff2a6d75..0729b2cd4b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "843e643cedf480ae750e1de559b629b98d89f31762ff58d8f8b62930d55895f7",
-    git_commit = "9357b2558adc13c479c8edb66c5002c5c6ec3664",
+    sha256 = "116a9187cda8334c590a64b467dc6735c55953cf21ed514192e28a877dd2b8e8",
+    git_commit = "1251e8c6cee24d9a295c63fa2362b03deef4396b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d575b29613f4a6015b624b774539568d77b7146b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 09:01:43 -0700
Subject: [PATCH 0892/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211092679
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0729b2cd4b3..0d6ae923479 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "116a9187cda8334c590a64b467dc6735c55953cf21ed514192e28a877dd2b8e8",
-    git_commit = "1251e8c6cee24d9a295c63fa2362b03deef4396b",
+    sha256 = "dff12e457f3d2d2a398c89a52dca24286caa57bccf681f13c09463fb5aa35327",
+    git_commit = "371a8dd2e1e18fd35f07ac230c52a471d90d3538",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 65458cce8497a1b062b1ad66b4580c9bc22a660a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 10:05:10 -0700
Subject: [PATCH 0893/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211101314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d6ae923479..c1c44806ff5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dff12e457f3d2d2a398c89a52dca24286caa57bccf681f13c09463fb5aa35327",
-    git_commit = "371a8dd2e1e18fd35f07ac230c52a471d90d3538",
+    sha256 = "8f0b1c83e6fac712cd53d1ea9c081c4482a12f2429a4e426a894c94274fb0178",
+    git_commit = "30ebb9b712b2008525944deb47dee8b653f522a3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bf2534c2a80b7e185f53a415d6f686c066e21398 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 11:02:53 -0700
Subject: [PATCH 0894/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211111559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1c44806ff5..1a040196310 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f0b1c83e6fac712cd53d1ea9c081c4482a12f2429a4e426a894c94274fb0178",
-    git_commit = "30ebb9b712b2008525944deb47dee8b653f522a3",
+    sha256 = "c009c64c35ff16a75ba941ad0cafaaeb111be8bda561d6f208a2478f0ca6fd85",
+    git_commit = "4b3089eadf5f07609b45a0c8b4fe627b9e4767ef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 408740f01a0e5c16b6f1c98d67977ef1f70a3127 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 12:05:07 -0700
Subject: [PATCH 0895/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211122437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a040196310..c7cebc83018 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c009c64c35ff16a75ba941ad0cafaaeb111be8bda561d6f208a2478f0ca6fd85",
-    git_commit = "4b3089eadf5f07609b45a0c8b4fe627b9e4767ef",
+    sha256 = "a5c451af31ee5b00ac2a5fb3adae662443f4464cff4f5ad9acc19aa2809348db",
+    git_commit = "d28a348791cf411dda8053f3cdbdd62852b1e029",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 13d30b67a29ca5bd1a031c7c29ea2f84bf46aa73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 13:01:55 -0700
Subject: [PATCH 0896/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211131001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7cebc83018..e9d0273cfe5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5c451af31ee5b00ac2a5fb3adae662443f4464cff4f5ad9acc19aa2809348db",
-    git_commit = "d28a348791cf411dda8053f3cdbdd62852b1e029",
+    sha256 = "11bdf19c284b9f5f8f58ed303c066e19ddec3e1603faae0e8d44b376ccd58a98",
+    git_commit = "e894ca7c736c58a8e4c71f0c3f1b1f0c327fa924",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3ebfad0e46cbd9c2890f1cc2e7c719f39c2ed0c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 14:01:53 -0700
Subject: [PATCH 0897/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211140391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9d0273cfe5..faff0aa807e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11bdf19c284b9f5f8f58ed303c066e19ddec3e1603faae0e8d44b376ccd58a98",
-    git_commit = "e894ca7c736c58a8e4c71f0c3f1b1f0c327fa924",
+    sha256 = "221f817b48b32d39813c09af7a541efcf45733ed423e27ef971532aa4c26e80c",
+    git_commit = "804a3a6afc2ea7ad23b690b8c61ca0ae8b08cf51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From addcf85629f8e7efdb4b40cad60797cf95a59a26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 15:02:33 -0700
Subject: [PATCH 0898/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211150256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index faff0aa807e..62b067ae693 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "221f817b48b32d39813c09af7a541efcf45733ed423e27ef971532aa4c26e80c",
-    git_commit = "804a3a6afc2ea7ad23b690b8c61ca0ae8b08cf51",
+    sha256 = "e79b2f26b142d254a455114bb34750bddfc5f4c436f3bc0da2d0dbaa7b581904",
+    git_commit = "9d1ff68c97b97da3d28042751e055e296dcb007a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f28b24f0a263d1c15241b6391796d57a5a7e8f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 16:05:58 -0700
Subject: [PATCH 0899/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211159441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62b067ae693..cb88dba7e52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e79b2f26b142d254a455114bb34750bddfc5f4c436f3bc0da2d0dbaa7b581904",
-    git_commit = "9d1ff68c97b97da3d28042751e055e296dcb007a",
+    sha256 = "ec5d91bc74b1ddbe3c9ca017fe912bf79695939b6f15a52c5ece76de16e1dbc5",
+    git_commit = "609af0d56125cf6f6e58252ba71ac89338a6e024",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0ed45735eefd83cc315785905011c381e16811eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 17:02:55 -0700
Subject: [PATCH 0900/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211166367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb88dba7e52..e9837705212 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec5d91bc74b1ddbe3c9ca017fe912bf79695939b6f15a52c5ece76de16e1dbc5",
-    git_commit = "609af0d56125cf6f6e58252ba71ac89338a6e024",
+    sha256 = "763b7260902ccd60137e739c1836ffc23202fe9d821bf3655ec3cb68bdab8f41",
+    git_commit = "ebd70d7b0286cb0aa74f7af1b0e7aa58998bf63e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f0da853d12aa729ef2e5a59136f4f46f41ae010b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 18:23:47 -0700
Subject: [PATCH 0901/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211173793
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9837705212..f8bdf0fd365 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "763b7260902ccd60137e739c1836ffc23202fe9d821bf3655ec3cb68bdab8f41",
-    git_commit = "ebd70d7b0286cb0aa74f7af1b0e7aa58998bf63e",
+    sha256 = "bb158aade0f2402d79259ac1fe02e7ca880b11c6e4fc49bae77f16281896f60d",
+    git_commit = "3e03b4946b05e5ebb5158ec360f120e05c82febd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 64b70e54bb852fa416574f304f88ae1669758800 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 19:05:29 -0700
Subject: [PATCH 0902/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211176461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8bdf0fd365..4aec5211209 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb158aade0f2402d79259ac1fe02e7ca880b11c6e4fc49bae77f16281896f60d",
-    git_commit = "3e03b4946b05e5ebb5158ec360f120e05c82febd",
+    sha256 = "4bfcbd2fc957c24cd6b26209f8350b7f5051dea1162f0c78a6599b32044aec8d",
+    git_commit = "1bc856ba29bd57378d5c1ca08afc255460597f7f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ba5da9ea7153d29283e7a5d50a95616c9a51a96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 20:01:44 -0700
Subject: [PATCH 0903/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211179017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4aec5211209..028ad1d61fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bfcbd2fc957c24cd6b26209f8350b7f5051dea1162f0c78a6599b32044aec8d",
-    git_commit = "1bc856ba29bd57378d5c1ca08afc255460597f7f",
+    sha256 = "977d5e01e0ff34d14c0d48be48d85a05c1149e2247612a2aa3034f5e5bef24a8",
+    git_commit = "c8cdf3b963754ff50ce1238f0eb114787fbe21cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3b37e0a2a02405657caa606497d96d63a46420c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 21:01:54 -0700
Subject: [PATCH 0904/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211182228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 028ad1d61fc..389d5e6db09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "977d5e01e0ff34d14c0d48be48d85a05c1149e2247612a2aa3034f5e5bef24a8",
-    git_commit = "c8cdf3b963754ff50ce1238f0eb114787fbe21cf",
+    sha256 = "daad106a957b6bf48bfc9bff485873b3846bb8460c845371ecd3a92944cd7caf",
+    git_commit = "68452bed16ce2cfee8f962e5abef92d27fb0796f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8c6b50b27e0ef2e13d99a26998f3c2183c6b1e0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Aug 2018 22:05:27 -0700
Subject: [PATCH 0905/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211185271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 389d5e6db09..6cebeaf4c91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "daad106a957b6bf48bfc9bff485873b3846bb8460c845371ecd3a92944cd7caf",
-    git_commit = "68452bed16ce2cfee8f962e5abef92d27fb0796f",
+    sha256 = "6c31477f9cd811adb3abfb8b4d508e8738e2ed6f0e8eba7e81ed109460484786",
+    git_commit = "6212e1cc22fb20a526833172945fa542cdaa9451",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1036ffa03723929c92d6a1cebc1b99f6ea3ec5a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 00:02:01 -0700
Subject: [PATCH 0906/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211189621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cebeaf4c91..23272f65e1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c31477f9cd811adb3abfb8b4d508e8738e2ed6f0e8eba7e81ed109460484786",
-    git_commit = "6212e1cc22fb20a526833172945fa542cdaa9451",
+    sha256 = "bbe4057c2174281f6bab7a76644ca557d1cc17c6f9b91e5479960952a7a90467",
+    git_commit = "9d76f6b2d0de14c03db97e36f8c51632d58701da",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b46d9f7f396091a4351403cc2135085e19cc518 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 01:01:49 -0700
Subject: [PATCH 0907/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211192635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23272f65e1c..7c47b209227 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbe4057c2174281f6bab7a76644ca557d1cc17c6f9b91e5479960952a7a90467",
-    git_commit = "9d76f6b2d0de14c03db97e36f8c51632d58701da",
+    sha256 = "5098b055c96192e41b62cb3cd14ba5a15a7733eb048c9c3c6855eeb9d42ec963",
+    git_commit = "1f9f6878e52454ce761975309a1d0040b9f6deb2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1f9f88225e57a10159ffa331cbb951f807523f99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 04:01:19 -0700
Subject: [PATCH 0908/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211200782
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c47b209227..038e8fe78c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5098b055c96192e41b62cb3cd14ba5a15a7733eb048c9c3c6855eeb9d42ec963",
-    git_commit = "1f9f6878e52454ce761975309a1d0040b9f6deb2",
+    sha256 = "ea84c8cad2eeaa96cf1709db9a3ee89ee6a63837f5817bfb54a9851a7a70e520",
+    git_commit = "c904352fb66b3699f5949c58c7eb664a91b7033e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f899b03312da7357b1be78096fa5863b58b5e96b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 07:01:13 -0700
Subject: [PATCH 0909/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211209265
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 038e8fe78c2..6b493ef8c9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea84c8cad2eeaa96cf1709db9a3ee89ee6a63837f5817bfb54a9851a7a70e520",
-    git_commit = "c904352fb66b3699f5949c58c7eb664a91b7033e",
+    sha256 = "79753e346e5e03a7174132db3a86ef2d63a4915f1364fffb9774db983c4f1a7e",
+    git_commit = "dcbd97c2939ddbfadf9e21f1c0e6aa720b9154d6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5758ba3b22b8e1f2059574d7c509cdb4ecb35518 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 08:01:43 -0700
Subject: [PATCH 0910/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211211166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b493ef8c9a..7f578a2bb24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79753e346e5e03a7174132db3a86ef2d63a4915f1364fffb9774db983c4f1a7e",
-    git_commit = "dcbd97c2939ddbfadf9e21f1c0e6aa720b9154d6",
+    sha256 = "cb349392e1b51bdb922a032eb6825af750803947fc6667d90efd06f862e9c475",
+    git_commit = "543bc6a8b98e8d08ce9c25dcafe629e124f266eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e1a1d7437b1ca14c91db7fc2ee1d75a6115c61f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Sep 2018 16:01:07 -0700
Subject: [PATCH 0911/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211231509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f578a2bb24..0ec01e4f16d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb349392e1b51bdb922a032eb6825af750803947fc6667d90efd06f862e9c475",
-    git_commit = "543bc6a8b98e8d08ce9c25dcafe629e124f266eb",
+    sha256 = "b23d31c2ad4bf99265aa56afd6762e8bef68992f4298330bcc78777dfecbe366",
+    git_commit = "052d46699111d10c00449f1f9e7e26c6b5488f74",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b0b2039803c0695ee26842b3a3dea8187770c87b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Sep 2018 04:02:29 -0700
Subject: [PATCH 0912/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211262324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ec01e4f16d..4a8f410f66b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b23d31c2ad4bf99265aa56afd6762e8bef68992f4298330bcc78777dfecbe366",
-    git_commit = "052d46699111d10c00449f1f9e7e26c6b5488f74",
+    sha256 = "b1dc10a633ead1cfbba48dcba38beda3ccc680728b53946fcc375d72b6060f56",
+    git_commit = "201be3d514d7239aa19496dba4dd0c85303b03f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 767b070a6c1391669fd79e74aa1d3d39916fdf08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Sep 2018 18:01:55 -0700
Subject: [PATCH 0913/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211294882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a8f410f66b..0755ef23dce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1dc10a633ead1cfbba48dcba38beda3ccc680728b53946fcc375d72b6060f56",
-    git_commit = "201be3d514d7239aa19496dba4dd0c85303b03f1",
+    sha256 = "556fe997b1e73f99e33d081d320ff912a170bb55582f5e7bdc920328d1ca83de",
+    git_commit = "655b2afc50a0ee07e80a7e28363e853d2fac97cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd9f43999f5fdebc56e9904d6a062b3ffbf36389 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Sep 2018 03:10:29 -0700
Subject: [PATCH 0914/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211331648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0755ef23dce..be61f6ced0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "556fe997b1e73f99e33d081d320ff912a170bb55582f5e7bdc920328d1ca83de",
-    git_commit = "655b2afc50a0ee07e80a7e28363e853d2fac97cc",
+    sha256 = "ccb74ca1c7490dc3943e8d87b1718a8af05f39294acdb96a15c4f0e7e31a2163",
+    git_commit = "2eb12b5212e318da24d516db2e6fc3c277c79d97",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 796934b6d42f3b82e87bc3b9cd3202793d464242 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Sep 2018 07:03:01 -0700
Subject: [PATCH 0915/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211351934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be61f6ced0a..85d9bff401d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccb74ca1c7490dc3943e8d87b1718a8af05f39294acdb96a15c4f0e7e31a2163",
-    git_commit = "2eb12b5212e318da24d516db2e6fc3c277c79d97",
+    sha256 = "508177d54be002cfd9be74735ee10bd44c6bd61f5f38051a108db86c17d05fd2",
+    git_commit = "50411a6b9344e4a7584468a94d19155089411459",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 32d02910d084285d91a5df4e99f3124d3f56f225 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Sep 2018 16:04:58 -0700
Subject: [PATCH 0916/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211384717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85d9bff401d..ea1e7d093ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "508177d54be002cfd9be74735ee10bd44c6bd61f5f38051a108db86c17d05fd2",
-    git_commit = "50411a6b9344e4a7584468a94d19155089411459",
+    sha256 = "392b80923175f88ba39d4b35e2f8d3e0175c3ba2d558bfe4d7a0822d27405171",
+    git_commit = "ec357afc00c8fb0e9c99754afd78d47fc0ab2116",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 19f91483c07f8c600fe0c7703bc5266b4cf4a1c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Sep 2018 19:04:54 -0700
Subject: [PATCH 0917/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211394512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea1e7d093ff..917d11af1a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "392b80923175f88ba39d4b35e2f8d3e0175c3ba2d558bfe4d7a0822d27405171",
-    git_commit = "ec357afc00c8fb0e9c99754afd78d47fc0ab2116",
+    sha256 = "67b521fef81c7623dc2f0bccefcf10ff911c5dbbd26ec848af2003f231a0f234",
+    git_commit = "0bdb4dd6b67d5bfa91f688e57cb293a617cb4b45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e5b426f5fe4f5a64158ecab3ade2274ac5e65638 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Sep 2018 23:02:44 -0700
Subject: [PATCH 0918/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211408480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 917d11af1a2..0d111b26341 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67b521fef81c7623dc2f0bccefcf10ff911c5dbbd26ec848af2003f231a0f234",
-    git_commit = "0bdb4dd6b67d5bfa91f688e57cb293a617cb4b45",
+    sha256 = "2e32d2a7d64431370484b8ce272d93312e800d85ab24fe0c1b52d489b88bac7f",
+    git_commit = "c1385b0ddf823a6eabee865cc90e5d6147691add",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec17093e779ed874f3ea5b0a4086eaac8d33f667 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 04:01:49 -0700
Subject: [PATCH 0919/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211434220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d111b26341..54559d90a76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e32d2a7d64431370484b8ce272d93312e800d85ab24fe0c1b52d489b88bac7f",
-    git_commit = "c1385b0ddf823a6eabee865cc90e5d6147691add",
+    sha256 = "258c2a0676761d99cc45098ac920c490cc28c16765af1ab4e5397d7b196d5575",
+    git_commit = "d45cd10714906326ab1e27a82260a8dc56028671",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0461c8ff1377640cec52cef614e6d9a9a447e792 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 05:02:17 -0700
Subject: [PATCH 0920/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211438961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54559d90a76..e40111ec4ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "258c2a0676761d99cc45098ac920c490cc28c16765af1ab4e5397d7b196d5575",
-    git_commit = "d45cd10714906326ab1e27a82260a8dc56028671",
+    sha256 = "defe22c33535e00ab36d44a89ad60a85a2c11e627530e76bb421d431de922c19",
+    git_commit = "1c3d02eb3594e9d92cd26562e797142ee34505b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 057f47fa3d6deb781f2f93d28fe39111d05d6802 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 09:14:28 -0700
Subject: [PATCH 0921/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211467049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e40111ec4ec..2bd75f9b761 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "defe22c33535e00ab36d44a89ad60a85a2c11e627530e76bb421d431de922c19",
-    git_commit = "1c3d02eb3594e9d92cd26562e797142ee34505b2",
+    sha256 = "ee92862ba5a52286b96e663e09f963571ca9914f623624a290244b6b40802027",
+    git_commit = "70550f8e2914d3ff677b72db53437e4433ea7250",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4792a91aac7979156fe2806102885bfbc62090e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 11:01:34 -0700
Subject: [PATCH 0922/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211486592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bd75f9b761..b58aaf5952d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee92862ba5a52286b96e663e09f963571ca9914f623624a290244b6b40802027",
-    git_commit = "70550f8e2914d3ff677b72db53437e4433ea7250",
+    sha256 = "bba884f9a6e406b3d892d8f5fbd72d18c78ac79cfbd11ada3a70ee8d3a489f2f",
+    git_commit = "102e0de242eccb2ac4664761183a7771b0a7c7af",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0aec0b6fa260586c49aed6d6cdce7f2f98cf6a06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 12:10:02 -0700
Subject: [PATCH 0923/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211499990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b58aaf5952d..5a437d1a1b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bba884f9a6e406b3d892d8f5fbd72d18c78ac79cfbd11ada3a70ee8d3a489f2f",
-    git_commit = "102e0de242eccb2ac4664761183a7771b0a7c7af",
+    sha256 = "84f3bc9c2d2fc0283cfa6ead55bc8d8add7ba7092200c0211a6060baba1c6f6d",
+    git_commit = "965e3b0ca01ed7cc951131454b38ab638ff44fbf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 02e249bfaf545bae353a7204cc6588353957b021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 13:02:37 -0700
Subject: [PATCH 0924/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211508655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a437d1a1b8..672ac8175c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84f3bc9c2d2fc0283cfa6ead55bc8d8add7ba7092200c0211a6060baba1c6f6d",
-    git_commit = "965e3b0ca01ed7cc951131454b38ab638ff44fbf",
+    sha256 = "c4527f6cd20b22d13b3f39d971a2c09d9dd500384ffd4ec192e95ae439bb70c3",
+    git_commit = "2fcec016cec1ec70ba715c9b2f4c759c71eaafca",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3432435a3066a956ef3aaa1187c8c971f627bd08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 14:03:18 -0700
Subject: [PATCH 0925/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211520459
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 672ac8175c1..731708c6647 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4527f6cd20b22d13b3f39d971a2c09d9dd500384ffd4ec192e95ae439bb70c3",
-    git_commit = "2fcec016cec1ec70ba715c9b2f4c759c71eaafca",
+    sha256 = "e79a711dd46dcf814c3bf89028cb4e5f13a60e3053c2b3d0ce758bbcacf8b054",
+    git_commit = "1a25a8e610db416225e4e7373337a0f47dd6e87e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From efe0dcc195fa954719b0becd7796780271f0755f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 15:12:55 -0700
Subject: [PATCH 0926/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211533217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 731708c6647..f0154343d5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e79a711dd46dcf814c3bf89028cb4e5f13a60e3053c2b3d0ce758bbcacf8b054",
-    git_commit = "1a25a8e610db416225e4e7373337a0f47dd6e87e",
+    sha256 = "22d92c7388da697a8a5f80333c60dc426c7b654c6abd73091ae7ea71d535e9bb",
+    git_commit = "9bea7a8aa991b63f7349514a5a2dc0d04d261f8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f102847f6175def9dbdf764860b87c19402afafa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 16:01:43 -0700
Subject: [PATCH 0927/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211541602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0154343d5e..646140368c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22d92c7388da697a8a5f80333c60dc426c7b654c6abd73091ae7ea71d535e9bb",
-    git_commit = "9bea7a8aa991b63f7349514a5a2dc0d04d261f8f",
+    sha256 = "db5410655b50c4e90cb20c949059ef99d898b05c2a139a9bb274931ae95f0d8a",
+    git_commit = "ee24255e3dddae6c1d1cf44f6cf800883015fc8e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a82d19ecb368ca127c1fdb1b73b5a0e48fd22510 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 17:01:25 -0700
Subject: [PATCH 0928/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211551681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 646140368c9..9129341d15f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db5410655b50c4e90cb20c949059ef99d898b05c2a139a9bb274931ae95f0d8a",
-    git_commit = "ee24255e3dddae6c1d1cf44f6cf800883015fc8e",
+    sha256 = "a4c83682ea4ee1a41a7a4cbcc451841829202e549c93916c26692a0baa08d6ae",
+    git_commit = "0065d3389a63a529469dc71e950c66da2ebdbc24",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4c050355376e813fc4cda4e0e5f75dd194fd90d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 18:04:12 -0700
Subject: [PATCH 0929/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211559626
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9129341d15f..d59635d52b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4c83682ea4ee1a41a7a4cbcc451841829202e549c93916c26692a0baa08d6ae",
-    git_commit = "0065d3389a63a529469dc71e950c66da2ebdbc24",
+    sha256 = "cedefc034347f7509bfafc840deefd75ac47658ecb14a7a4a0c8d737a693f98e",
+    git_commit = "964c1dfcc9e55fbaf9e31efd310385b6fe2563d7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 016de6d1a5a7911ca2320277cdb6f595b5db7bbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 19:01:31 -0700
Subject: [PATCH 0930/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211565612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d59635d52b5..0d8deec677c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cedefc034347f7509bfafc840deefd75ac47658ecb14a7a4a0c8d737a693f98e",
-    git_commit = "964c1dfcc9e55fbaf9e31efd310385b6fe2563d7",
+    sha256 = "6359d695667ea4ba2d9e2d288a5e2e41ff84a10db7411778bee8df2697ab25eb",
+    git_commit = "f3ee2c74e9e3a79266503f5c4275c919303fd568",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d653708f79802cd809166c9817451fabd6586069 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 20:01:48 -0700
Subject: [PATCH 0931/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211569967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d8deec677c..cf3823424fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6359d695667ea4ba2d9e2d288a5e2e41ff84a10db7411778bee8df2697ab25eb",
-    git_commit = "f3ee2c74e9e3a79266503f5c4275c919303fd568",
+    sha256 = "e54a6a559570daa0723f1b3f1ae74e61d22074c7c5f0aaa1ec359925a2699f11",
+    git_commit = "d046dd6501af0ca7d90a6ce7611dfe23a99aa781",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cba12f7158ad171601dceb32e2c6790574f7741b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 22:01:30 -0700
Subject: [PATCH 0932/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211578437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf3823424fc..5152c72cf4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e54a6a559570daa0723f1b3f1ae74e61d22074c7c5f0aaa1ec359925a2699f11",
-    git_commit = "d046dd6501af0ca7d90a6ce7611dfe23a99aa781",
+    sha256 = "2757d1deea4671d0a2b8c1f6d1c4b56c49ceadf7ae1a7f77db8a987d818d2d2c",
+    git_commit = "e9332539bea372f6dbe6ef185f9d8b1f3b6e1fe2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fe7a579535cf07effd01174a6846cd889cc961c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Sep 2018 23:01:37 -0700
Subject: [PATCH 0933/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211582586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5152c72cf4b..faa660328a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2757d1deea4671d0a2b8c1f6d1c4b56c49ceadf7ae1a7f77db8a987d818d2d2c",
-    git_commit = "e9332539bea372f6dbe6ef185f9d8b1f3b6e1fe2",
+    sha256 = "2db50d83a79523ae06b033e1b343f807cedc9c6644dbd1df99b25c2a1db19b43",
+    git_commit = "220a546cfae7459abf7d0e4c50bb9848fa69ff53",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9bd81700f00f85fc558bb0d5fb6d903723be7d35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 00:04:04 -0700
Subject: [PATCH 0934/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211586976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index faa660328a4..b8abe5c50a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2db50d83a79523ae06b033e1b343f807cedc9c6644dbd1df99b25c2a1db19b43",
-    git_commit = "220a546cfae7459abf7d0e4c50bb9848fa69ff53",
+    sha256 = "e99fdcae59b66fea030b010b91df9853c21043cfda4b633530eb8903f8307db0",
+    git_commit = "606ece2a394943e92890b82e53337cb91a749513",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 610de223ca4a2e8f247b1c6a03254343c6943910 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 01:08:22 -0700
Subject: [PATCH 0935/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211593082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8abe5c50a5..cfb04c3db6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e99fdcae59b66fea030b010b91df9853c21043cfda4b633530eb8903f8307db0",
-    git_commit = "606ece2a394943e92890b82e53337cb91a749513",
+    sha256 = "be85f607afc8ec247c0bee3cb38d699b99c45136bd32d1d98d841850db266590",
+    git_commit = "6b89e9ffc991e0683cecd7a62e04cdf4a8c88356",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39416dc62c9c0fb8269a448f720a85785da6c72d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 02:10:22 -0700
Subject: [PATCH 0936/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211599422
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfb04c3db6a..74c6a2592b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be85f607afc8ec247c0bee3cb38d699b99c45136bd32d1d98d841850db266590",
-    git_commit = "6b89e9ffc991e0683cecd7a62e04cdf4a8c88356",
+    sha256 = "134a72c5f41069beb6daea42a02d186ce8cddde75a45b99852b06b739a8f91da",
+    git_commit = "bd8df09cbd43c7244b4b66c62531eae557c1c468",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8e7ffdcfaa97b40a0835f38d692af99dfa808cc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 03:02:56 -0700
Subject: [PATCH 0937/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211604404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74c6a2592b2..8838ccc6465 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "134a72c5f41069beb6daea42a02d186ce8cddde75a45b99852b06b739a8f91da",
-    git_commit = "bd8df09cbd43c7244b4b66c62531eae557c1c468",
+    sha256 = "ce66f8658fff7a530a370c6db6c21254eb2ef26074f6d202565e0f69c89a940d",
+    git_commit = "f15e8613aa42f7f2b1439c652a465438553df219",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87a38df91146f6e429407b0c47d635b794835072 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 08:00:58 -0700
Subject: [PATCH 0938/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211634227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8838ccc6465..d9c687c6cf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce66f8658fff7a530a370c6db6c21254eb2ef26074f6d202565e0f69c89a940d",
-    git_commit = "f15e8613aa42f7f2b1439c652a465438553df219",
+    sha256 = "31aed9383158813c4eaf54fa03aeaf5ad245d3774cd9b53eb9e55095e628cea3",
+    git_commit = "ffaab58cad72e177ada0e7d1d3724de63032928d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8cf48898a04b0ed2d327f6e612a19e19751be9c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 09:01:04 -0700
Subject: [PATCH 0939/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211641979
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9c687c6cf4..9ef0966bd33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31aed9383158813c4eaf54fa03aeaf5ad245d3774cd9b53eb9e55095e628cea3",
-    git_commit = "ffaab58cad72e177ada0e7d1d3724de63032928d",
+    sha256 = "6676622b0a33e6534d280d9231bbd5a5e4aa708f4c673bcd38796b74c67bc962",
+    git_commit = "1f96f9d350726b06a9f44aebcb4c1df54693894a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 415ef29f86b3d0baf458fe8d58246eb328c9dc4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 10:50:41 -0700
Subject: [PATCH 0940/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211659890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ef0966bd33..6899760f202 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6676622b0a33e6534d280d9231bbd5a5e4aa708f4c673bcd38796b74c67bc962",
-    git_commit = "1f96f9d350726b06a9f44aebcb4c1df54693894a",
+    sha256 = "7ca21074ac5e51fdcd0f40e7beb9b450e12f22e3ebcd32d6f1fc0cc233ff979e",
+    git_commit = "11548e0ab987ec3935b1dfb87753c4bbe95f6ad1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6ae1d325e44969b903c6a5b687a7c40ad52267eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 11:36:18 -0700
Subject: [PATCH 0941/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211668438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6899760f202..f240f05da9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ca21074ac5e51fdcd0f40e7beb9b450e12f22e3ebcd32d6f1fc0cc233ff979e",
-    git_commit = "11548e0ab987ec3935b1dfb87753c4bbe95f6ad1",
+    sha256 = "81abc724589545c1cc67774a23c19f551fad5daeaa5c46f01d94a51e26f9bd3a",
+    git_commit = "6aa8abbb17c06fbaeb9cc4396e58b6cfc33d177f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd894cd843a3baa4fd604485e2d2686f4c65a37c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 12:09:45 -0700
Subject: [PATCH 0942/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211674601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f240f05da9a..1d16a5d8a8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81abc724589545c1cc67774a23c19f551fad5daeaa5c46f01d94a51e26f9bd3a",
-    git_commit = "6aa8abbb17c06fbaeb9cc4396e58b6cfc33d177f",
+    sha256 = "50c854e696badb7555196b1389c7cfcb4f8d2baf04c79fcd824c5d623830b285",
+    git_commit = "d3a63ee12b1c8910cf71e87a81e59f998144ce36",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 29b11b8a2233cea0f8b6d0e6a0fa7faaf52bb7d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 12:50:57 -0700
Subject: [PATCH 0943/8103] Removed a dependency on absl internal pkgs.

PiperOrigin-RevId: 211681731
---
 .../util/net_http/internal/BUILD              | 20 ++++
 .../net_http/internal/fixed_thread_pool.h     | 95 +++++++++++++++++++
 .../util/net_http/server/internal/BUILD       |  4 +-
 .../server/internal/evhttp_request_test.cc    | 10 +-
 .../server/internal/evhttp_server_test.cc     | 14 +--
 5 files changed, 129 insertions(+), 14 deletions(-)
 create mode 100644 tensorflow_serving/util/net_http/internal/BUILD
 create mode 100644 tensorflow_serving/util/net_http/internal/fixed_thread_pool.h

diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
new file mode 100644
index 00000000000..6fd24462311
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -0,0 +1,20 @@
+# Description: shared code for net_http
+
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+    features = ["-layering_check"],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+cc_library(
+    name = "fixed_thread_pool",
+    testonly = 1,
+    hdrs = ["fixed_thread_pool.h"],
+    deps = [
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/synchronization",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h b/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h
new file mode 100644
index 00000000000..cc6844030fa
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h
@@ -0,0 +1,95 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_FIXED_THREAD_POOL_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_FIXED_THREAD_POOL_H_
+
+#include <cassert>
+#include <functional>
+#include <queue>
+#include <thread>  // NOLINT(build/c++11)
+#include <vector>
+
+#include "absl/base/thread_annotations.h"
+#include "absl/synchronization/mutex.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// A simple fixed-size ThreadPool implementation for tests.
+// The initial version is copied from
+// absl/synchronization/internal/thread_pool.h
+class FixedThreadPool {
+ public:
+  explicit FixedThreadPool(int num_threads) {
+    for (int i = 0; i < num_threads; ++i) {
+      threads_.push_back(std::thread(&FixedThreadPool::WorkLoop, this));
+    }
+  }
+
+  FixedThreadPool(const FixedThreadPool &) = delete;
+  FixedThreadPool &operator=(const FixedThreadPool &) = delete;
+
+  ~FixedThreadPool() {
+    {
+      absl::MutexLock l(&mu_);
+      for (int i = 0; i < threads_.size(); ++i) {
+        queue_.push(nullptr);  // Shutdown signal.
+      }
+    }
+    for (auto &t : threads_) {
+      t.join();
+    }
+  }
+
+  // Schedule a function to be run on a ThreadPool thread immediately.
+  void Schedule(std::function<void()> func) {
+    assert(func != nullptr);
+    absl::MutexLock l(&mu_);
+    queue_.push(std::move(func));
+  }
+
+ private:
+  bool WorkAvailable() const EXCLUSIVE_LOCKS_REQUIRED(mu_) {
+    return !queue_.empty();
+  }
+
+  void WorkLoop() {
+    while (true) {
+      std::function<void()> func;
+      {
+        absl::MutexLock l(&mu_);
+        mu_.Await(absl::Condition(this, &FixedThreadPool::WorkAvailable));
+        func = std::move(queue_.front());
+        queue_.pop();
+      }
+      if (func == nullptr) {  // Shutdown signal.
+        break;
+      }
+      func();
+    }
+  }
+
+  absl::Mutex mu_;
+  std::queue<std::function<void()>> queue_ GUARDED_BY(mu_);
+  std::vector<std::thread> threads_;
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_FIXED_THREAD_POOL_H_
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 36e12bde3c0..68cec983960 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -38,11 +38,11 @@ cc_test(
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/memory",
         "@com_google_absl//absl/synchronization",
-        "@com_google_absl//absl/synchronization:thread_pool",
     ],
 )
 
@@ -54,9 +54,9 @@ cc_test(
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/memory",
-        "@com_google_absl//absl/synchronization:thread_pool",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 8da6b7f5d61..4275e1bd435 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -21,9 +21,9 @@ limitations under the License.
 #include <gtest/gtest.h>
 
 #include "absl/memory/memory.h"
-#include "absl/synchronization/internal/thread_pool.h"
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
@@ -33,16 +33,16 @@ namespace serving {
 namespace net_http {
 namespace {
 
-class ThreadPool final : public EventExecutor {
+class MyExecutor final : public EventExecutor {
  public:
-  explicit ThreadPool(int num_threads) : thread_pool_(num_threads) {}
+  explicit MyExecutor(int num_threads) : thread_pool_(num_threads) {}
 
   void Schedule(std::function<void()> fn) override {
     thread_pool_.Schedule(fn);
   }
 
  private:
-  absl::synchronization_internal::ThreadPool thread_pool_;
+  FixedThreadPool thread_pool_;
 };
 
 class EvHTTPRequestTest : public ::testing::Test {
@@ -63,7 +63,7 @@ class EvHTTPRequestTest : public ::testing::Test {
   void InitServer() {
     auto options = absl::make_unique<ServerOptions>();
     options->AddPort(0);
-    options->SetExecutor(absl::make_unique<ThreadPool>(4));
+    options->SetExecutor(absl::make_unique<MyExecutor>(4));
 
     server = CreateEvHTTPServer(std::move(options));
 
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index 06015bca985..ffb9c20fc21 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -20,10 +20,10 @@ limitations under the License.
 #include <gtest/gtest.h>
 
 #include "absl/memory/memory.h"
-#include "absl/synchronization/internal/thread_pool.h"
 #include "absl/synchronization/notification.h"
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
@@ -33,16 +33,16 @@ namespace serving {
 namespace net_http {
 namespace {
 
-class ThreadPool final : public EventExecutor {
+class MyExecutor final : public EventExecutor {
  public:
-  explicit ThreadPool(int num_threads) : thread_pool_(num_threads) {}
+  explicit MyExecutor(int num_threads) : thread_pool_(num_threads) {}
 
   void Schedule(std::function<void()> fn) override {
     thread_pool_.Schedule(fn);
   }
 
  private:
-  absl::synchronization_internal::ThreadPool thread_pool_;
+  FixedThreadPool thread_pool_;
 };
 
 class EvHTTPServerTest : public ::testing::Test {
@@ -63,7 +63,7 @@ class EvHTTPServerTest : public ::testing::Test {
   void InitServer() {
     auto options = absl::make_unique<ServerOptions>();
     options->AddPort(0);
-    options->SetExecutor(absl::make_unique<ThreadPool>(4));
+    options->SetExecutor(absl::make_unique<MyExecutor>(4));
 
     server = CreateEvHTTPServer(std::move(options));
 
@@ -277,7 +277,7 @@ TEST_F(EvHTTPServerTest, RequestHandlerInteraction) {
   auto connection =
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
-  connection->SetExecutor(absl::make_unique<ThreadPool>(4));
+  connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
   absl::Notification response_done;
   ClientRequest request = {"/ok", "GET", {}, nullptr};
@@ -320,7 +320,7 @@ TEST_F(EvHTTPServerTest, ActiveRequestCountInShutdown) {
   auto connection =
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
-  connection->SetExecutor(absl::make_unique<ThreadPool>(4));
+  connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
   ClientRequest request = {"/ok", "GET", {}, nullptr};
   ClientResponse response = {};

From d6604e5fa20444ecd77fe7ad6d74364c65d999b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 16:04:09 -0700
Subject: [PATCH 0944/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211716173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d16a5d8a8d..357cc137d9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50c854e696badb7555196b1389c7cfcb4f8d2baf04c79fcd824c5d623830b285",
-    git_commit = "d3a63ee12b1c8910cf71e87a81e59f998144ce36",
+    sha256 = "1c705e7d5654fa8880f4967510429d573d9e2f0f1c549ab54e876e9b29cecd62",
+    git_commit = "75390d4c3568358ea81a072b0ccc94071022c38d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62caf6ac3cbb1ec20c2d924c77d339a2ecd84387 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 17:14:03 -0700
Subject: [PATCH 0945/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211726395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 357cc137d9f..7e4b79a83fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c705e7d5654fa8880f4967510429d573d9e2f0f1c549ab54e876e9b29cecd62",
-    git_commit = "75390d4c3568358ea81a072b0ccc94071022c38d",
+    sha256 = "d6d404aea187323a25fef9f3b014bc26b3bd2b92976c217b123609007a6d668e",
+    git_commit = "7dfc0756439aede05ec471193780a4de9f61874e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 01d6787a40e27fee8f190a9171e27fece23b9a62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 18:03:17 -0700
Subject: [PATCH 0946/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211732092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e4b79a83fd..7f76a392cfe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6d404aea187323a25fef9f3b014bc26b3bd2b92976c217b123609007a6d668e",
-    git_commit = "7dfc0756439aede05ec471193780a4de9f61874e",
+    sha256 = "7bcea7442dc315dd71dfd2c97a77a7fe4d03108e8f1618b8b9592f4d54e02902",
+    git_commit = "e7b37766f53d5d9d976f2ba3046d3df3333c8ebb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84df5e441404f042bf4f7c1665d2273a03e95f46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 19:13:32 -0700
Subject: [PATCH 0947/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211738687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f76a392cfe..489048ab41d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bcea7442dc315dd71dfd2c97a77a7fe4d03108e8f1618b8b9592f4d54e02902",
-    git_commit = "e7b37766f53d5d9d976f2ba3046d3df3333c8ebb",
+    sha256 = "30e39eacf50bcfe51c28a2f462aed40cedbc83cee275e96dbdc7819e3b1f9006",
+    git_commit = "ad5c0c4d091c93ef65e91c55cb4df065d0c7a989",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd3a557a9b84ef802c21ad4ffd73515acd33722b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 22:04:00 -0700
Subject: [PATCH 0948/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211751527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 489048ab41d..108982eebbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30e39eacf50bcfe51c28a2f462aed40cedbc83cee275e96dbdc7819e3b1f9006",
-    git_commit = "ad5c0c4d091c93ef65e91c55cb4df065d0c7a989",
+    sha256 = "81dcd29adcc980078a777ec44a022efacaa9870f47e584643a9ce68f0fbc0a79",
+    git_commit = "f4ae136265d3d3116a008b98ccf21d0791b878fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c6a2f522285edb92243392b50f51849be800b312 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Sep 2018 22:12:05 -0700
Subject: [PATCH 0949/8103] No public changes.

PiperOrigin-RevId: 211752273
---
 tensorflow_serving/util/net_http/client/BUILD          | 3 +--
 tensorflow_serving/util/net_http/client/testing/BUILD  | 5 +----
 tensorflow_serving/util/net_http/internal/BUILD        | 3 +--
 tensorflow_serving/util/net_http/server/internal/BUILD | 5 +++--
 tensorflow_serving/util/net_http/server/public/BUILD   | 2 +-
 tensorflow_serving/util/net_http/server/testing/BUILD  | 6 ++----
 tensorflow_serving/util/net_http/socket/testing/BUILD  | 5 +----
 7 files changed, 10 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/util/net_http/client/BUILD b/tensorflow_serving/util/net_http/client/BUILD
index 8b3469cc103..aef1f876ac4 100644
--- a/tensorflow_serving/util/net_http/client/BUILD
+++ b/tensorflow_serving/util/net_http/client/BUILD
@@ -2,9 +2,8 @@
 
 package(
     default_visibility = [
-        "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
     ],
-    features = ["-layering_check"],
 )
 
 licenses(["notice"])  # Apache 2.0
diff --git a/tensorflow_serving/util/net_http/client/testing/BUILD b/tensorflow_serving/util/net_http/client/testing/BUILD
index d98fd2a7855..7eab2c74567 100644
--- a/tensorflow_serving/util/net_http/client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/testing/BUILD
@@ -1,10 +1,7 @@
 # Description: net_http/client/testing
 
 package(
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-    features = ["-layering_check"],
+    default_visibility = ["//visibility:private"],
 )
 
 licenses(["notice"])  # Apache 2.0
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index 6fd24462311..b3fc8fd9785 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -2,9 +2,8 @@
 
 package(
     default_visibility = [
-        "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
     ],
-    features = ["-layering_check"],
 )
 
 licenses(["notice"])  # Apache 2.0
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 68cec983960..60fa455f9cb 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -2,9 +2,8 @@
 
 package(
     default_visibility = [
-        "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
     ],
-    features = ["-layering_check"],
 )
 
 licenses(["notice"])  # Apache 2.0
@@ -34,6 +33,7 @@ cc_test(
     name = "evhttp_server_test",
     size = "medium",
     srcs = ["evhttp_server_test.cc"],
+    features = ["-layering_check"],
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
@@ -50,6 +50,7 @@ cc_test(
     name = "evhttp_request_test",
     size = "medium",
     srcs = ["evhttp_request_test.cc"],
+    features = ["-layering_check"],
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index faa1d0f3b47..c6a75b8f615 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -3,8 +3,8 @@
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
     ],
-    features = ["-layering_check"],
 )
 
 licenses(["notice"])  # Apache 2.0
diff --git a/tensorflow_serving/util/net_http/server/testing/BUILD b/tensorflow_serving/util/net_http/server/testing/BUILD
index fff8ca0e3af..c65901c2482 100644
--- a/tensorflow_serving/util/net_http/server/testing/BUILD
+++ b/tensorflow_serving/util/net_http/server/testing/BUILD
@@ -1,10 +1,7 @@
 # Description: net_http/server/testing
 
 package(
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-    features = ["-layering_check"],
+    default_visibility = ["//visibility:private"],
 )
 
 licenses(["notice"])  # Apache 2.0
@@ -14,6 +11,7 @@ cc_binary(
     srcs = ["evhttp_echo_server.cc"],
     deps = [
         "//tensorflow_serving/util/net_http/server/public:http_server",
+        "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/memory",
         "@com_google_absl//absl/strings",
     ],
diff --git a/tensorflow_serving/util/net_http/socket/testing/BUILD b/tensorflow_serving/util/net_http/socket/testing/BUILD
index b71754fbbb4..fd1a6e50c9c 100644
--- a/tensorflow_serving/util/net_http/socket/testing/BUILD
+++ b/tensorflow_serving/util/net_http/socket/testing/BUILD
@@ -1,10 +1,7 @@
 # Description: net_http/socket testing utils
 
 package(
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-    features = ["-layering_check"],
+    default_visibility = ["//visibility:private"],
 )
 
 licenses(["notice"])  # Apache 2.0

From 6a56f825c951be384be5e01c3a27d2ba33da255b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 00:04:44 -0700
Subject: [PATCH 0950/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211759707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 108982eebbc..4f23e4bcceb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81dcd29adcc980078a777ec44a022efacaa9870f47e584643a9ce68f0fbc0a79",
-    git_commit = "f4ae136265d3d3116a008b98ccf21d0791b878fd",
+    sha256 = "a224a1e113b049de432263d3e069304b53de4b07d1e184b9ddc05bd0c63a719f",
+    git_commit = "830c8a480a4a65540e60b638cd73b50801408c9b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e425afab84191cefe51439be056eb97cb5136277 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 02:03:59 -0700
Subject: [PATCH 0951/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211770533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f23e4bcceb..cd05be9433e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a224a1e113b049de432263d3e069304b53de4b07d1e184b9ddc05bd0c63a719f",
-    git_commit = "830c8a480a4a65540e60b638cd73b50801408c9b",
+    sha256 = "2256a739b81025424bb41275234decdb514ede413b815bf558262b179fe8719d",
+    git_commit = "c200cecbec679cc9dbb219fd06663232f18470ff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9eeda670ab0164504f8d7ae0161dd8ac0f1f76f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 03:03:36 -0700
Subject: [PATCH 0952/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211776885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd05be9433e..e2e55c7e104 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2256a739b81025424bb41275234decdb514ede413b815bf558262b179fe8719d",
-    git_commit = "c200cecbec679cc9dbb219fd06663232f18470ff",
+    sha256 = "456e41b65e51d13d9f7f29f536c4b1d3ec90648b80a3068f01e4d5307042c575",
+    git_commit = "3b34d4fa50f421022a8eb83f51660d22862557d2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fcc871fb50f8d95288fdc51843824c4d9a162aef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 08:01:05 -0700
Subject: [PATCH 0953/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211807982
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2e55c7e104..4125e01325c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "456e41b65e51d13d9f7f29f536c4b1d3ec90648b80a3068f01e4d5307042c575",
-    git_commit = "3b34d4fa50f421022a8eb83f51660d22862557d2",
+    sha256 = "bff271b8cab44c1c2084493a8b8c83f79a0aa73b94be93d6da800b1129c8d0d8",
+    git_commit = "973780717983b2ee1f4f52b5ab1f8595e6ba4a05",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e745f6e688206653ab5c44b7ca234c80904f5c65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 09:01:43 -0700
Subject: [PATCH 0954/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211816021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4125e01325c..651b06f5b8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bff271b8cab44c1c2084493a8b8c83f79a0aa73b94be93d6da800b1129c8d0d8",
-    git_commit = "973780717983b2ee1f4f52b5ab1f8595e6ba4a05",
+    sha256 = "2ad22dc7c18cafe156fb565267aeec4a271d91767c9de5478339928006d9e7f2",
+    git_commit = "04f3ddac5b69c85558657db5c1b409059716fdb7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 477709c33d3133e26f7faafce81cb751c216acf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 10:02:21 -0700
Subject: [PATCH 0955/8103] Update setup/serving tutorial.

PiperOrigin-RevId: 211824638
---
 tensorflow_serving/g3doc/serving_basic.md | 80 ++++++++++++-----------
 1 file changed, 43 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 5931f809f5c..9b1bbab683a 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -82,43 +82,49 @@ sub-directory under the given path.
 You can add meta graph and variables to the builder using
 `SavedModelBuilder.add_meta_graph_and_variables()` with the following arguments:
 
-* `sess` is the TensorFlow session that holds the trained model you are
-  exporting.
-
-* `tags` is the set of tags with which to save the meta graph. In this case,
-  since we intend to use the graph in serving, we use the `serve` tag from
-  predefined SavedModel tag constants. For more details, see [tag_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/tag_constants.py)
-  and [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/tag_constants).
-
-* `signature_def_map` specifies the map of user-supplied key for a
-  **signature** to a tensorflow::SignatureDef to add to the meta graph.
-  Signature specifies what type of model is being exported, and the
-  input/output tensors to bind to when running inference.
-
-  The special signature key `serving_default` specifies the default serving
-  signature. The default serving signature def key, along with other constants
-  related to signatures, are defined as part of SavedModel signature constants.
-  For more details, see [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
-  and related [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
-
-  Further, to help build signature defs easily, the SavedModel API provides
-  [signature def utils](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils).
-  Specifically, in the `mnist_saved_model.py` code snippet above, we use
-  `signature_def_utils.build_signature_def()` to build `predict_signature` and
-  `classification_signature`.
-
-  As an example for how `predict_signature` is defined, the util takes the
-  following arguments:
-
-  * `inputs={'images': tensor_info_x}` specifies the input tensor info.
-
-  * `outputs={'scores': tensor_info_y}` specifies the scores tensor info.
-
-  * `method_name` is the method used for the inference. For Prediction
-     requests, it should be set to `tensorflow/serving/predict`. For other
-     method names, see [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
-     and related [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
-
+*   `sess` is the TensorFlow session that holds the trained model you are
+    exporting.
+
+*   `tags` is the set of tags with which to save the meta graph. In this case,
+    since we intend to use the graph in serving, we use the `serve` tag from
+    predefined SavedModel tag constants. For more details, see
+    [tag_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/tag_constants.py)
+    and
+    [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/tag_constants).
+
+*   `signature_def_map` specifies the map of user-supplied key for a
+    **signature** to a tensorflow::SignatureDef to add to the meta graph.
+    Signature specifies what type of model is being exported, and the
+    input/output tensors to bind to when running inference.
+
+    The special signature key `serving_default` specifies the default serving
+    signature. The default serving signature def key, along with other constants
+    related to signatures, are defined as part of SavedModel signature
+    constants. For more details, see
+    [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
+    and related
+    [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
+
+    Further, to help build signature defs easily, the SavedModel API provides
+    [signature def utils](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils).
+    Specifically, in the original
+    [mnist_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/mnist_saved_model.py)
+    file, we use `signature_def_utils.build_signature_def()` to build
+    `predict_signature` and `classification_signature`.
+
+    As an example for how `predict_signature` is defined, the util takes the
+    following arguments:
+
+    *   `inputs={'images': tensor_info_x}` specifies the input tensor info.
+
+    *   `outputs={'scores': tensor_info_y}` specifies the scores tensor info.
+
+    *   `method_name` is the method used for the inference. For Prediction
+        requests, it should be set to `tensorflow/serving/predict`. For other
+        method names, see
+        [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
+        and related
+        [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
 
 Note that `tensor_info_x` and `tensor_info_y` have the structure of
 `tensorflow::TensorInfo` protocol buffer defined [here](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/protobuf/meta_graph.proto).

From 7bf6c5c3bd0ecf91dc9a3130207dfc17faa5c43f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 10:16:43 -0700
Subject: [PATCH 0956/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211827236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 651b06f5b8c..106b34e8a2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ad22dc7c18cafe156fb565267aeec4a271d91767c9de5478339928006d9e7f2",
-    git_commit = "04f3ddac5b69c85558657db5c1b409059716fdb7",
+    sha256 = "bdfad5eaffaabc6a8dab8cf5afe6060dac3bbf97085c290014970eb17b681ffe",
+    git_commit = "bfff3425e0938c6bcc635edce2673252c4762a99",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6e95b6f920a104f8ef4d47bbf6744df5f623021e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 11:03:42 -0700
Subject: [PATCH 0957/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211835339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 106b34e8a2f..ceacbdef4e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdfad5eaffaabc6a8dab8cf5afe6060dac3bbf97085c290014970eb17b681ffe",
-    git_commit = "bfff3425e0938c6bcc635edce2673252c4762a99",
+    sha256 = "fee60857d756e552d10d1f0fd95e0dcefffb52e9215be895e3b08c78694f4ca9",
+    git_commit = "84f091dff8e1bcd93ac2d69d2cc11faca3790ac9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 801603e21acf324d9b2458853e92d7ceb9394b64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 12:04:09 -0700
Subject: [PATCH 0958/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211845834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ceacbdef4e7..fe7c019492a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fee60857d756e552d10d1f0fd95e0dcefffb52e9215be895e3b08c78694f4ca9",
-    git_commit = "84f091dff8e1bcd93ac2d69d2cc11faca3790ac9",
+    sha256 = "d74acd681399d0e34351293482b5e0c91ec969dd25af813c93bc4635752ebb0f",
+    git_commit = "ca5952670d98b568fa4ac671cf2310d78474c525",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4b838c8e0f3906755f920c2c118aa4e9ab61bc08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 13:05:43 -0700
Subject: [PATCH 0959/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211855469
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe7c019492a..88941564652 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d74acd681399d0e34351293482b5e0c91ec969dd25af813c93bc4635752ebb0f",
-    git_commit = "ca5952670d98b568fa4ac671cf2310d78474c525",
+    sha256 = "a4d069bb6e3eb0b26cb807cb78484cfcd95e90d60fea6ab4abbe75ef235136f5",
+    git_commit = "de284aecef2ce73c0236a223c1df1995c23395b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f57166fae400a52ffed4acc658c3e0a622070e85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 14:05:06 -0700
Subject: [PATCH 0960/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211865752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88941564652..a067579f4b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4d069bb6e3eb0b26cb807cb78484cfcd95e90d60fea6ab4abbe75ef235136f5",
-    git_commit = "de284aecef2ce73c0236a223c1df1995c23395b9",
+    sha256 = "802c1f724bef046ef31a0429ae702d8680a6fd98141d5ac71145b496bc00a5df",
+    git_commit = "1aabc8beacd27b5577c72329310ce309f2e45eca",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 585e0668ecf6e6c8b61b2bff5c4fdbb32991ec08 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 6 Sep 2018 14:36:01 -0700
Subject: [PATCH 0961/8103] Improve support for supplying additional arguments
 to docker serving containers

PiperOrigin-RevId: 211871368
---
 tensorflow_serving/g3doc/docker.md             | 16 ++++++++++++++++
 tensorflow_serving/tools/docker/Dockerfile     | 11 ++++++++++-
 tensorflow_serving/tools/docker/Dockerfile.gpu | 11 ++++++++++-
 3 files changed, 36 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 03addd7e39b..d681334193d 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -85,6 +85,22 @@ If we wanted to publish the gRPC port, we would use `-p 8500:8500`. You can have
 both gRPC and REST API ports open at the same time, or choose to only open one
 or the other.
 
+#### Passing additional arguments
+
+`tensorflow_model_server` supports many additional arguments that you could pass
+to the serving docker containers. For example, if we wanted to pass a model
+config file instead of specifying the model name, we could do the following:
+
+```shell
+docker run -p 8500:8500 8501:8501 \
+  --mount type=bind,source=/path/to/my_model/,target=/models/my_model \
+  --mount type=bind,source=/path/to/my/models.config,target=/models/models.config \
+  -t tensorflow/serving --model_config_file=/models/models.config
+```
+
+This approach works for any of the other command line arguments that
+`tensorflow_model_server` supports.
+
 ### Creating your own serving image
 
 If you want a serving image that has your model built into the container, you
diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index f2ee814d577..4ba889cb93c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -47,4 +47,13 @@ RUN mkdir -p ${MODEL_BASE_PATH}
 
 # The only required piece is the model name in order to differentiate endpoints
 ENV MODEL_NAME=model
-ENTRYPOINT tensorflow_model_server --port=8500 --rest_api_port=8501 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}
+
+# Create a script that runs the model server so we can use environment variables
+# while also passing in arguments from the docker command line
+RUN echo '#!/bin/bash \n\n\
+tensorflow_model_server --port=8500 --rest_api_port=8501 \
+--model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \
+"$@"' > /usr/bin/tf_serving_entrypoint.sh \
+&& chmod +x /usr/bin/tf_serving_entrypoint.sh
+
+ENTRYPOINT ["/usr/bin/tf_serving_entrypoint.sh"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 51356f959ea..2c159273f44 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -48,4 +48,13 @@ RUN mkdir -p ${MODEL_BASE_PATH}
 
 # The only required piece is the model name in order to differentiate endpoints
 ENV MODEL_NAME=model
-ENTRYPOINT tensorflow_model_server --port=8500 --rest_api_port=8501 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME}
+
+# Create a script that runs the model server so we can use environment variables
+# while also passing in arguments from the docker command line
+RUN echo '#!/bin/bash \n\n\
+tensorflow_model_server --port=8500 --rest_api_port=8501 \
+--model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \
+"$@"' > /usr/bin/tf_serving_entrypoint.sh \
+&& chmod +x /usr/bin/tf_serving_entrypoint.sh
+
+ENTRYPOINT ["/usr/bin/tf_serving_entrypoint.sh"]

From e05ea631223e62381a1475359fc48dfd43804638 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 15:04:02 -0700
Subject: [PATCH 0962/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211876048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a067579f4b6..d5fcdbabf6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "802c1f724bef046ef31a0429ae702d8680a6fd98141d5ac71145b496bc00a5df",
-    git_commit = "1aabc8beacd27b5577c72329310ce309f2e45eca",
+    sha256 = "6aa2be7255158f583ee45eaf84cfb803d2dc94d17a2b9e6a970907ce096210d9",
+    git_commit = "0c6c46dad147769f4b09b9a92e04630bcca82e74",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 26c2a2b6d808de07243360e6cd64b61baac8a558 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 16:00:53 -0700
Subject: [PATCH 0963/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211885354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5fcdbabf6f..08424d5f0d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6aa2be7255158f583ee45eaf84cfb803d2dc94d17a2b9e6a970907ce096210d9",
-    git_commit = "0c6c46dad147769f4b09b9a92e04630bcca82e74",
+    sha256 = "fef386ecbac661a2040e16e42b36513fa37e63c9a1875b1fdf259e23aee4cd93",
+    git_commit = "d76deb208280b36b74b0e240d65e797d93c82722",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e0f7807f6f30031c1af9494253fe01ede136a017 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 17:34:06 -0700
Subject: [PATCH 0964/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211898174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08424d5f0d5..da5d602c945 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fef386ecbac661a2040e16e42b36513fa37e63c9a1875b1fdf259e23aee4cd93",
-    git_commit = "d76deb208280b36b74b0e240d65e797d93c82722",
+    sha256 = "cd446a048ea31696265857e91c31ff620346fc8dc191b996b250acda60024017",
+    git_commit = "c4df798540b83026ccc74d69da38960e43af8f55",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f607276820df4f1e3047599cf7f47bbb94a8418 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 18:26:17 -0700
Subject: [PATCH 0965/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211903571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da5d602c945..2cb014a8ff3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd446a048ea31696265857e91c31ff620346fc8dc191b996b250acda60024017",
-    git_commit = "c4df798540b83026ccc74d69da38960e43af8f55",
+    sha256 = "a3f68d10d1fd1864af708b2d0856999b919d5adc6be6bf799f1f49d43c210d35",
+    git_commit = "3995a2949ed789dd740786e909730850eb176aea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71e0fdc3cf96b62d6a441ab6bde33db3a302e6c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 19:04:32 -0700
Subject: [PATCH 0966/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211906966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cb014a8ff3..aa6afbea3d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3f68d10d1fd1864af708b2d0856999b919d5adc6be6bf799f1f49d43c210d35",
-    git_commit = "3995a2949ed789dd740786e909730850eb176aea",
+    sha256 = "de0bbc945ceb130a4d9409114b6e6d3c75a187edf2383a52e70034986d917f69",
+    git_commit = "ed343f4a05ee16f3b354f647d89f21505ea45912",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ea2f74638eaad4af7fd9f913f7efeb51bf252858 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 20:01:37 -0700
Subject: [PATCH 0967/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211911688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa6afbea3d1..b6ac557d318 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de0bbc945ceb130a4d9409114b6e6d3c75a187edf2383a52e70034986d917f69",
-    git_commit = "ed343f4a05ee16f3b354f647d89f21505ea45912",
+    sha256 = "a3fb1e5d563fbbd613dd24bb12dd4ffa79e188ce8a430bb498e215260ca50a54",
+    git_commit = "ed7dcd42076afe778e3ead8f86708cabd4e8ce10",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39feefff7642811b407e3e003c2e3bb71fce777f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Sep 2018 23:04:05 -0700
Subject: [PATCH 0968/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211927274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6ac557d318..7c480dabb8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3fb1e5d563fbbd613dd24bb12dd4ffa79e188ce8a430bb498e215260ca50a54",
-    git_commit = "ed7dcd42076afe778e3ead8f86708cabd4e8ce10",
+    sha256 = "2a3af912e0b038837d8750b980cc1aadc847097fb07f12552a8395c05ad60eca",
+    git_commit = "debd66dae1c9a49d36ea006c97facf06b4ac25cb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 16359a128f6a35de51d1547e2d0b38efed336783 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 03:01:45 -0700
Subject: [PATCH 0969/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211948620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c480dabb8c..7e7dd8761c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a3af912e0b038837d8750b980cc1aadc847097fb07f12552a8395c05ad60eca",
-    git_commit = "debd66dae1c9a49d36ea006c97facf06b4ac25cb",
+    sha256 = "db3330f22700e7222840504ef10fbf8897b1f4a8706c9b1fda350a954026a8dd",
+    git_commit = "424de2b5279bf3779c27a39403f94281f3460543",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f00da019ef0e94d6f40de32334e10332f8ebfcf4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 04:01:06 -0700
Subject: [PATCH 0970/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211953370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e7dd8761c7..765a0e373ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db3330f22700e7222840504ef10fbf8897b1f4a8706c9b1fda350a954026a8dd",
-    git_commit = "424de2b5279bf3779c27a39403f94281f3460543",
+    sha256 = "6e7a0d95999cb9f1920c989dbcf45a50785ae5a966248d71c8bb7f60261c7ef5",
+    git_commit = "c5267a54a63a08234a0314888f6cfe842647a73b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed57ffa6420b0680411d2728900af6b5e1bc9ca9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 05:01:32 -0700
Subject: [PATCH 0971/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211958066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 765a0e373ef..809f0df0ff0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e7a0d95999cb9f1920c989dbcf45a50785ae5a966248d71c8bb7f60261c7ef5",
-    git_commit = "c5267a54a63a08234a0314888f6cfe842647a73b",
+    sha256 = "a7082a0cf83bdbc947570068194e80920e82997b26851429bd5d1cd5f03f1f3f",
+    git_commit = "40ec9e8e740feec53e9a096da7079bbc9e392604",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From de60f8b53e787349ac90392caa5d601400393d6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 08:02:08 -0700
Subject: [PATCH 0972/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211976822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 809f0df0ff0..597315886f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7082a0cf83bdbc947570068194e80920e82997b26851429bd5d1cd5f03f1f3f",
-    git_commit = "40ec9e8e740feec53e9a096da7079bbc9e392604",
+    sha256 = "6a1254038f26fdb31f53ebfad6dfc3213255032d0df4901c78b7ac73ab9fd157",
+    git_commit = "4588361b6a5b48aad1ead88755d2afef38605af5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62d667fec7f82ff4734caca0302215942e685e62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 10:08:59 -0700
Subject: [PATCH 0973/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 211993071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 597315886f1..5ffadcf81ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a1254038f26fdb31f53ebfad6dfc3213255032d0df4901c78b7ac73ab9fd157",
-    git_commit = "4588361b6a5b48aad1ead88755d2afef38605af5",
+    sha256 = "66091c3db31c884fdfb44be943f18d19966a966d3dfcf2d7f8399ac391de9b55",
+    git_commit = "afb966c4316a60823b584add5cec023d88a88887",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5aeda013ebe5c3c41291103e0ee1c33903786475 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 11:01:26 -0700
Subject: [PATCH 0974/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212002304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ffadcf81ff..39751833c6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66091c3db31c884fdfb44be943f18d19966a966d3dfcf2d7f8399ac391de9b55",
-    git_commit = "afb966c4316a60823b584add5cec023d88a88887",
+    sha256 = "35340d8345d1e17f4e30f60068e75db3c8e4681fadd287dd627b05178058cdc8",
+    git_commit = "9a96685ec3b9ea4c50b1e8739daa15f870167110",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fca3e7324a08b0ae2f552702f418683de66d730a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 12:01:35 -0700
Subject: [PATCH 0975/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212013472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39751833c6b..e9928ea7c6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35340d8345d1e17f4e30f60068e75db3c8e4681fadd287dd627b05178058cdc8",
-    git_commit = "9a96685ec3b9ea4c50b1e8739daa15f870167110",
+    sha256 = "ced4d23fc7b6231312fc7227f5054d64ba48219017e56de8206de66aa21ae8bb",
+    git_commit = "dfd6aba381a7867906ba2d173c1720bb38dec6a8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 172ac756f60a89c24e42afcd6f86ed654e8d266a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 13:01:31 -0700
Subject: [PATCH 0976/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212022530
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9928ea7c6a..10485d84d90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ced4d23fc7b6231312fc7227f5054d64ba48219017e56de8206de66aa21ae8bb",
-    git_commit = "dfd6aba381a7867906ba2d173c1720bb38dec6a8",
+    sha256 = "edd886982f0c8c1c68f470ca62a046797fbda0d8582f2e5eee3056f7963dc89c",
+    git_commit = "0a375d94b6fd4c3cd0bd5d0a301b3acc65b96d78",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From da6eb048886286e4d03d71bba5a2f9379ce16c9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 14:01:46 -0700
Subject: [PATCH 0977/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212031812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10485d84d90..aab857d9d30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edd886982f0c8c1c68f470ca62a046797fbda0d8582f2e5eee3056f7963dc89c",
-    git_commit = "0a375d94b6fd4c3cd0bd5d0a301b3acc65b96d78",
+    sha256 = "b5221c041acd1b3e81f4c679ff59b36d92d53c4473877e36de77e46cc41441be",
+    git_commit = "eb71a1a3afbbe21407b2149d7adc4efa9e557b24",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5aa39dc77346921ffb30b6866b9633b7bc160190 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 15:09:21 -0700
Subject: [PATCH 0978/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212043310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aab857d9d30..e79b588c4c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5221c041acd1b3e81f4c679ff59b36d92d53c4473877e36de77e46cc41441be",
-    git_commit = "eb71a1a3afbbe21407b2149d7adc4efa9e557b24",
+    sha256 = "b7cfd3e028ff3e922032432130adbe7756c59bdd1d4301ddb1d44e3af0c87443",
+    git_commit = "e421c553ea533c508c7fa117d65a4d92d2146e99",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cef8c3af3271b48324e514ac58790d59a74679bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 16:02:18 -0700
Subject: [PATCH 0979/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212051309
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e79b588c4c1..8e041912505 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7cfd3e028ff3e922032432130adbe7756c59bdd1d4301ddb1d44e3af0c87443",
-    git_commit = "e421c553ea533c508c7fa117d65a4d92d2146e99",
+    sha256 = "ae4d0dfe6a5e3a49c88b4ecab40f062263ee12a2d7af42c0931cb9a9bb1ce7d6",
+    git_commit = "0fa21fcfa1ff9ced6b2a2f8a293558ad8845e1d5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4afe9522063f935ce3cdbd0399d2520fa0a96c9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 17:14:56 -0700
Subject: [PATCH 0980/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212061932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e041912505..0b222a8943f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae4d0dfe6a5e3a49c88b4ecab40f062263ee12a2d7af42c0931cb9a9bb1ce7d6",
-    git_commit = "0fa21fcfa1ff9ced6b2a2f8a293558ad8845e1d5",
+    sha256 = "dda9424d068c3cf335cfa35b31511d430872d99a83a87f999aa67b3c3d65e3bd",
+    git_commit = "39b2fb7cfef489424fead18ec5174d8e8b2a9a1a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08ee5ac35960ddcfb869b552e5c0e0455d63246e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 18:08:59 -0700
Subject: [PATCH 0981/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212067887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b222a8943f..702259cb394 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dda9424d068c3cf335cfa35b31511d430872d99a83a87f999aa67b3c3d65e3bd",
-    git_commit = "39b2fb7cfef489424fead18ec5174d8e8b2a9a1a",
+    sha256 = "0c9d182b73f8f062aecf3ed217063dacd27354cddee21aa42e198fc4a7f04fda",
+    git_commit = "35c38c92d0fcb458047282f1e87146ae38c21b57",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5782ff145e402710825448954bcc85dc98564676 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 19:02:44 -0700
Subject: [PATCH 0982/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212072111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 702259cb394..0787efd040c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c9d182b73f8f062aecf3ed217063dacd27354cddee21aa42e198fc4a7f04fda",
-    git_commit = "35c38c92d0fcb458047282f1e87146ae38c21b57",
+    sha256 = "a713356d288a25c16c7f7a723a51222ed38803f158243bb184dafd0485c747da",
+    git_commit = "3ea43a044e7515388ecf322437b08f4ced5674aa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 580d539ac56c7ff776dd0c720a88f65e736aedee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 20:03:12 -0700
Subject: [PATCH 0983/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212076263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0787efd040c..6ad0889c686 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a713356d288a25c16c7f7a723a51222ed38803f158243bb184dafd0485c747da",
-    git_commit = "3ea43a044e7515388ecf322437b08f4ced5674aa",
+    sha256 = "4cf359fb13337612453693a48be7f0d233fcf7c7aef7c70323c64ab976aed52e",
+    git_commit = "4fd48f57cd1dcd960bea1757e1c59032db66b3d0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e001585eda2cde4273985a9b0cd0891148bad689 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Sep 2018 21:02:31 -0700
Subject: [PATCH 0984/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212079846
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ad0889c686..0c91c1b38ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cf359fb13337612453693a48be7f0d233fcf7c7aef7c70323c64ab976aed52e",
-    git_commit = "4fd48f57cd1dcd960bea1757e1c59032db66b3d0",
+    sha256 = "5c0195bfc3ad250850076dd2e3e461c15cc1c240841da773540c681e7e43f889",
+    git_commit = "e970a022ef6a3602dd5c9ea15afa96a2291880b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ac622601b8c316898dc9ba6e4f4d82429dd5a5c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Sep 2018 00:01:54 -0700
Subject: [PATCH 0985/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212089073
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c91c1b38ce..ba47e064c88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c0195bfc3ad250850076dd2e3e461c15cc1c240841da773540c681e7e43f889",
-    git_commit = "e970a022ef6a3602dd5c9ea15afa96a2291880b1",
+    sha256 = "b8365ac644c3e48bad99cd1a2f1bf418636ea84af2e716c1fa287abf60b95569",
+    git_commit = "8284401718fedc0c5ae1cdf19ea399efcca6c03f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 32b0043653a40432357e39da8c556871ee8afecd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Sep 2018 03:04:17 -0700
Subject: [PATCH 0986/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212101953
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba47e064c88..134d0deb777 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8365ac644c3e48bad99cd1a2f1bf418636ea84af2e716c1fa287abf60b95569",
-    git_commit = "8284401718fedc0c5ae1cdf19ea399efcca6c03f",
+    sha256 = "0efef03b8d8ffaae1168a8e0a057adb8426c5651c5e270489a3df74915e367de",
+    git_commit = "bfead6061a6f10c5a3e5d05f8a946443fb9a3218",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 560ef53600b7edd7a4ef162240946e9c30004e69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Sep 2018 11:01:28 -0700
Subject: [PATCH 0987/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212124553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 134d0deb777..ba2faa61f43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0efef03b8d8ffaae1168a8e0a057adb8426c5651c5e270489a3df74915e367de",
-    git_commit = "bfead6061a6f10c5a3e5d05f8a946443fb9a3218",
+    sha256 = "c841822a8141aa0ae14a0428fa5beee5114322fb8ee035087f6d944848d59a22",
+    git_commit = "a6bb25c05c15e39d04baf6dac30200db367e1ef2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bc3ed835122ef9624e0f1f2576604cbf1801583f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Sep 2018 12:01:07 -0700
Subject: [PATCH 0988/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212127323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba2faa61f43..2c88ca7916b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c841822a8141aa0ae14a0428fa5beee5114322fb8ee035087f6d944848d59a22",
-    git_commit = "a6bb25c05c15e39d04baf6dac30200db367e1ef2",
+    sha256 = "2e885d1f71536b2bb87f82ae8ac18f48d3549d05a659dcb059ea9f9ce8fa0b71",
+    git_commit = "31c1d228b15d6bcda2d6bd2172605d3a5f7d2be8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af60fc5ee9b3a55c7bbeb618b535f522f0bb417f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Sep 2018 16:01:10 -0700
Subject: [PATCH 0989/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212138702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c88ca7916b..4113d785c67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e885d1f71536b2bb87f82ae8ac18f48d3549d05a659dcb059ea9f9ce8fa0b71",
-    git_commit = "31c1d228b15d6bcda2d6bd2172605d3a5f7d2be8",
+    sha256 = "71b098f38f9979a5511195f4b1e427cf6b7f6754c596c5946659f03b0864fe69",
+    git_commit = "1bf545492596f1d3dbaf1485de500116a2d2a25b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 542ba1d9793eb407a7ff3c35d4c5cf48b27113da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 03:04:03 -0700
Subject: [PATCH 0990/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212168313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4113d785c67..1938131b7f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71b098f38f9979a5511195f4b1e427cf6b7f6754c596c5946659f03b0864fe69",
-    git_commit = "1bf545492596f1d3dbaf1485de500116a2d2a25b",
+    sha256 = "bb2b03cb9dd1f06075cc939512c25bf0763c5fd8eafffcc82afb51401e566675",
+    git_commit = "a3776a234f555213aafcf41f49a42a8a9448c4ac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 48b342483f10bfc68d658940e5096d1509c78709 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 04:03:16 -0700
Subject: [PATCH 0991/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212170719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1938131b7f1..ae08fe7aed4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb2b03cb9dd1f06075cc939512c25bf0763c5fd8eafffcc82afb51401e566675",
-    git_commit = "a3776a234f555213aafcf41f49a42a8a9448c4ac",
+    sha256 = "4c4f233129d3c1d03d0edf62d5e4400277c921b104de6679f0fd5fdf983640ab",
+    git_commit = "b4d89565fcd73b4f2c4d6aa1ff159006795674b5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a6033281826e514a613ea430f8affda2c3a805fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 09:04:12 -0700
Subject: [PATCH 0992/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212181176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae08fe7aed4..1c978595756 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c4f233129d3c1d03d0edf62d5e4400277c921b104de6679f0fd5fdf983640ab",
-    git_commit = "b4d89565fcd73b4f2c4d6aa1ff159006795674b5",
+    sha256 = "4632c84430f2db5fe4a3110340976365a522291242dc58419cee3e4c4894d7b8",
+    git_commit = "d31f360e1574553ed23b8d483512a2065ac426eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 822955c0271d45b039b96abb1c132c1ee339892c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 12:03:04 -0700
Subject: [PATCH 0993/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212188443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c978595756..c9c37d98729 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4632c84430f2db5fe4a3110340976365a522291242dc58419cee3e4c4894d7b8",
-    git_commit = "d31f360e1574553ed23b8d483512a2065ac426eb",
+    sha256 = "7b13849ed29083b280ce35f5f8742ea94718b736de5f8378cddcf336a85d5257",
+    git_commit = "b40ace8f28315431e3435647ce39cc7b24c20bfd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7eda38803233a93930822c6d75d2f3c2a34f99cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 13:03:27 -0700
Subject: [PATCH 0994/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212190779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9c37d98729..2c85fc7a039 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b13849ed29083b280ce35f5f8742ea94718b736de5f8378cddcf336a85d5257",
-    git_commit = "b40ace8f28315431e3435647ce39cc7b24c20bfd",
+    sha256 = "2aa23e6ffaf6b56a186bb70e7a2912b01b3950f2454783bf2ac1148e5beaae71",
+    git_commit = "515a7f3ccb96b8f1224c4b93e942b81942c4e3d2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d1ee6c95ae30ce3fe54c04d7747277c6e0462875 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 21:00:51 -0700
Subject: [PATCH 0995/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212211703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c85fc7a039..4fdce816a52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2aa23e6ffaf6b56a186bb70e7a2912b01b3950f2454783bf2ac1148e5beaae71",
-    git_commit = "515a7f3ccb96b8f1224c4b93e942b81942c4e3d2",
+    sha256 = "dfa3bead60bf4ff2ab24eb56109ae678f2e2d30301865807214ccdd0c9756153",
+    git_commit = "551123bba011a50a925f27b5f22c49c898bcd978",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4aebdac7b605ca0d32a92b682e199a1a8db96286 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Sep 2018 22:01:34 -0700
Subject: [PATCH 0996/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212215148
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fdce816a52..d527265151f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfa3bead60bf4ff2ab24eb56109ae678f2e2d30301865807214ccdd0c9756153",
-    git_commit = "551123bba011a50a925f27b5f22c49c898bcd978",
+    sha256 = "ad475bf2ed9c0ac8a6b11ee820111a6e4a830cb396f80fe62c4d98d51d2af445",
+    git_commit = "5d62202cb1491cf97f0cd34a9c7b0d691984ff5b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87178f4326c6831dc848281ce3af0260b14a10e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 03:10:33 -0700
Subject: [PATCH 0997/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212240938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d527265151f..b3c6d940b8b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad475bf2ed9c0ac8a6b11ee820111a6e4a830cb396f80fe62c4d98d51d2af445",
-    git_commit = "5d62202cb1491cf97f0cd34a9c7b0d691984ff5b",
+    sha256 = "f6db3c73dea7e15c8bb55927ec321d38fc504b43e6c8e4ca871877aded85ebcb",
+    git_commit = "7624156f03549e1822969d9eb2395b9357f74aa7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 451ec886a8b57bb2f09f85c36fac310b6a735e6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 08:03:46 -0700
Subject: [PATCH 0998/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212267805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3c6d940b8b..2561e81b3c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6db3c73dea7e15c8bb55927ec321d38fc504b43e6c8e4ca871877aded85ebcb",
-    git_commit = "7624156f03549e1822969d9eb2395b9357f74aa7",
+    sha256 = "44383f008e95f4a703329a09219a8e7c3bd069cd08977118e9a971331de2a3c4",
+    git_commit = "192e842e78475310ae0a36287570a1edcb2fbdaf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ac983387a766be12ab937117936e03176a40030 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 09:05:04 -0700
Subject: [PATCH 0999/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212276437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2561e81b3c1..41da2532375 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44383f008e95f4a703329a09219a8e7c3bd069cd08977118e9a971331de2a3c4",
-    git_commit = "192e842e78475310ae0a36287570a1edcb2fbdaf",
+    sha256 = "c928f3140743a44527753fe0f50a6e7be409049f9fe0a76b45a3ed8e399605f8",
+    git_commit = "7ede7c78a1e1fccd6f2c083dad4e2629dfd43714",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 60b50213aeb2e3ac80fa924ca8247e6cf3888052 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 10:15:14 -0700
Subject: [PATCH 1000/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212287576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41da2532375..4af6baa08d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c928f3140743a44527753fe0f50a6e7be409049f9fe0a76b45a3ed8e399605f8",
-    git_commit = "7ede7c78a1e1fccd6f2c083dad4e2629dfd43714",
+    sha256 = "5181962db52e35db62ced03ed404589d9ce2b60a613ad71c17092dec61e062bc",
+    git_commit = "73fd552491252494f71ec1fbf39daa5b41a48749",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e2b0209fd99a3b1f900b2a6ffa704f56a3fb3750 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 11:05:22 -0700
Subject: [PATCH 1001/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212297455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4af6baa08d4..d2b40225f73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5181962db52e35db62ced03ed404589d9ce2b60a613ad71c17092dec61e062bc",
-    git_commit = "73fd552491252494f71ec1fbf39daa5b41a48749",
+    sha256 = "916e053618318d7bc036702a4a53d88e0b64d1e99402a7fb28340106024be592",
+    git_commit = "7d3884bb87dc02c4548f55749f3d6db1b8364ddc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ecbb7f80f7291a77ccaf93de541265d0bded180 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 12:14:12 -0700
Subject: [PATCH 1002/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212310115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2b40225f73..3882f187d58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "916e053618318d7bc036702a4a53d88e0b64d1e99402a7fb28340106024be592",
-    git_commit = "7d3884bb87dc02c4548f55749f3d6db1b8364ddc",
+    sha256 = "0c60c0ea469dfc011aa72c72d50f363c7d74bde7337ffeb6859d47a1a28e390c",
+    git_commit = "c5b14b334e89b9bcb0fd0199481318b8fdd65762",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 95cc2db53bb80f1db2bfd090d5948fc341b8f7d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 16:20:58 -0700
Subject: [PATCH 1003/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212354955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3882f187d58..457427c69e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c60c0ea469dfc011aa72c72d50f363c7d74bde7337ffeb6859d47a1a28e390c",
-    git_commit = "c5b14b334e89b9bcb0fd0199481318b8fdd65762",
+    sha256 = "dc87bae34a0618aacdb1de0028432ed7557add31d007e0776ed49f7b662d2c06",
+    git_commit = "6951e0646d7dc8931b6cbe4388dcc3921249d462",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From be6dee0a9c854e065ee04a77990998a5f9a6a9b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 17:03:25 -0700
Subject: [PATCH 1004/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212361929
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 457427c69e6..42b2919d684 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc87bae34a0618aacdb1de0028432ed7557add31d007e0776ed49f7b662d2c06",
-    git_commit = "6951e0646d7dc8931b6cbe4388dcc3921249d462",
+    sha256 = "29d9ae0a7abe1e0d10aae553143153acca81c6924ec4ff58deb11d7dd5880e90",
+    git_commit = "7b8ffbe4c1da2c53551645fd023df577c43fa16c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ea22956b5a67ab604cd90baf541b46f1e8668b4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 18:03:58 -0700
Subject: [PATCH 1005/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212370769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42b2919d684..0bf36c67254 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29d9ae0a7abe1e0d10aae553143153acca81c6924ec4ff58deb11d7dd5880e90",
-    git_commit = "7b8ffbe4c1da2c53551645fd023df577c43fa16c",
+    sha256 = "8ff45e6d9ba86e01fd079ebd6647e1d3b51a3edc73f01653863d51814eadcee6",
+    git_commit = "c277998e9f82660b1573fd5587780a97db761a65",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 015bc811f90a359cd947e866a4d661c16bbdcfc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 19:03:18 -0700
Subject: [PATCH 1006/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212377198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bf36c67254..184ad98a20f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ff45e6d9ba86e01fd079ebd6647e1d3b51a3edc73f01653863d51814eadcee6",
-    git_commit = "c277998e9f82660b1573fd5587780a97db761a65",
+    sha256 = "2570ecdc4d4cdcb3e8db0f4a071b6fa9f316250572cf57236f248d37c4a168ee",
+    git_commit = "de683c50d039676e36b6a718e4cc7ed2170a8a2f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af94db7562273bcc400c4c92ccb1524f92e5d6e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 20:01:35 -0700
Subject: [PATCH 1007/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212381983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 184ad98a20f..a944f9e8a05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2570ecdc4d4cdcb3e8db0f4a071b6fa9f316250572cf57236f248d37c4a168ee",
-    git_commit = "de683c50d039676e36b6a718e4cc7ed2170a8a2f",
+    sha256 = "edd53526a1d48f0baa7583b35a88edde2bef5fe69247cc0819ae5a9dde9a3906",
+    git_commit = "497715e0a9bbb3c844a1902e319778cc30819f77",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef96e40486618eddb4c1a1dd7a2af5de9df1a47f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 21:02:08 -0700
Subject: [PATCH 1008/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212387383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a944f9e8a05..cc63293adf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edd53526a1d48f0baa7583b35a88edde2bef5fe69247cc0819ae5a9dde9a3906",
-    git_commit = "497715e0a9bbb3c844a1902e319778cc30819f77",
+    sha256 = "d89b58c81940981a2c39fd74ca3f38df9954bc521cc8e04e816bbd460d7c23a6",
+    git_commit = "e6830cdb06efe6f4cea2e4f30aa98f66ee1b305a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2cadf873a4b16959e3a4af2ce5cdc61a8ac83917 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 22:03:31 -0700
Subject: [PATCH 1009/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212392457
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc63293adf7..8780e30ac8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d89b58c81940981a2c39fd74ca3f38df9954bc521cc8e04e816bbd460d7c23a6",
-    git_commit = "e6830cdb06efe6f4cea2e4f30aa98f66ee1b305a",
+    sha256 = "bc8369084cf5ecc9c8b6400cde71a5a9179ac6b7e7acc42c96bfa714f7c51a42",
+    git_commit = "786ebb25ea3cd5d69d04bf63838d8dfbf13e6e37",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 33a482789cb21110b118074a0be2c9e990bc8122 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Sep 2018 23:02:09 -0700
Subject: [PATCH 1010/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212397062
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8780e30ac8f..4a68e6cd663 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc8369084cf5ecc9c8b6400cde71a5a9179ac6b7e7acc42c96bfa714f7c51a42",
-    git_commit = "786ebb25ea3cd5d69d04bf63838d8dfbf13e6e37",
+    sha256 = "2a0649bdbb3f7e9035e5c3957e48cc062607873a17eb4574ef588cf0c6d4636b",
+    git_commit = "34ef46ca948440fa034c7b29cf1a516750eb02d3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ffeed6eb6c027e28316a92aee1a23491fb2f8d02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 01:02:55 -0700
Subject: [PATCH 1011/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212408136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a68e6cd663..f8d7471a936 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a0649bdbb3f7e9035e5c3957e48cc062607873a17eb4574ef588cf0c6d4636b",
-    git_commit = "34ef46ca948440fa034c7b29cf1a516750eb02d3",
+    sha256 = "364d7820d67a3bbe8f70298a62dc3a9ef90dcb02765e10f6195fd9532a50f894",
+    git_commit = "5375f8c48b3087512f7593cf699346cc0b30a27b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b0848ceb5899f4d659e5c50f50a425b7f25345f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 02:03:11 -0700
Subject: [PATCH 1012/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212414374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8d7471a936..49073d804b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "364d7820d67a3bbe8f70298a62dc3a9ef90dcb02765e10f6195fd9532a50f894",
-    git_commit = "5375f8c48b3087512f7593cf699346cc0b30a27b",
+    sha256 = "eb6aa93de433118244c2d77e4b12e331de8e1500b6ffbd7ae0549d68ed5f437d",
+    git_commit = "45965cfd8b54fb113275ffdaced5366e28aa3553",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 594e3b5e14bd4a849ebb4f8da34ac7028335c8e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 03:04:00 -0700
Subject: [PATCH 1013/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212422623
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49073d804b3..cd82bbc6e73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb6aa93de433118244c2d77e4b12e331de8e1500b6ffbd7ae0549d68ed5f437d",
-    git_commit = "45965cfd8b54fb113275ffdaced5366e28aa3553",
+    sha256 = "83bb2cd5ddbbb76154176d9e5b1f2ef87551fbb7edfafba5a72a0452453de365",
+    git_commit = "e18f84a394bcbde62b344a3b32e8d8fd248fea58",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ba47a414595688bfd1d7bf7ec0b0dc2f9a8e5e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 07:03:17 -0700
Subject: [PATCH 1014/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212445147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd82bbc6e73..646430756ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83bb2cd5ddbbb76154176d9e5b1f2ef87551fbb7edfafba5a72a0452453de365",
-    git_commit = "e18f84a394bcbde62b344a3b32e8d8fd248fea58",
+    sha256 = "30f4306aaa027b05413a3e8e0f92e9aa195afa886ee6db2f90e639691a6ce7ff",
+    git_commit = "9fd56039064871a736bb7cff398b2a8e08454bee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2687c942ed58311164346976944eebddabbd037b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 08:01:28 -0700
Subject: [PATCH 1015/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212452323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 646430756ed..64c193b6420 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30f4306aaa027b05413a3e8e0f92e9aa195afa886ee6db2f90e639691a6ce7ff",
-    git_commit = "9fd56039064871a736bb7cff398b2a8e08454bee",
+    sha256 = "45051e35fb3db64f2ba34968218fab2386fe85b5a11f2a0178f5fe959206f679",
+    git_commit = "87d440506547d5c549261922c268aa55badf0bc4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bcd011082f02cf16d3a2506d9011905aa562f8f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 10:04:23 -0700
Subject: [PATCH 1016/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212471439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64c193b6420..0f0ea0488d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45051e35fb3db64f2ba34968218fab2386fe85b5a11f2a0178f5fe959206f679",
-    git_commit = "87d440506547d5c549261922c268aa55badf0bc4",
+    sha256 = "10e6381c89cf09e432adb4ad7cf96e65093b73a404081fdd0bcdb3b780144619",
+    git_commit = "58a42a0e23466a47d636b097b5d665016e9837aa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b319d8e6b04bbe8ab0dfe294bbc73100f26abe0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 11:00:59 -0700
Subject: [PATCH 1017/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212482740
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f0ea0488d6..42704a944aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10e6381c89cf09e432adb4ad7cf96e65093b73a404081fdd0bcdb3b780144619",
-    git_commit = "58a42a0e23466a47d636b097b5d665016e9837aa",
+    sha256 = "2d917a495f4ac66d70502db1049a722694fe683d7d7f8c317e5ea83f616a6321",
+    git_commit = "36568a821a13379b79d74586ff20bdd3e0da102b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc7cf10c5100781ab55c6a4ff20f67c0df517850 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 11 Sep 2018 11:10:09 -0700
Subject: [PATCH 1018/8103] Add link to actual test logs.

PiperOrigin-RevId: 212484783
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9a8b4b57dd8..a6637e03f42 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # TensorFlow Serving
 
-![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)
+[![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.html)
 ![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
 ![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
 

From 95d1641de2e11bc68a3c5772dbc3a4db4cf7840b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 12:02:09 -0700
Subject: [PATCH 1019/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212494468
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42704a944aa..8dbbe40cc86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d917a495f4ac66d70502db1049a722694fe683d7d7f8c317e5ea83f616a6321",
-    git_commit = "36568a821a13379b79d74586ff20bdd3e0da102b",
+    sha256 = "a693d8034c6008980b2cf650d33ea0d467884ba6ac69f1c2e99b794c46dffe4d",
+    git_commit = "36d7b12357df667dcd427c070e21779ed83f4ec9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d54d5fddcf84a712719b28f921c5bca7fd9ac650 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 14:01:44 -0700
Subject: [PATCH 1020/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212515979
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8dbbe40cc86..4cbc9111d94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a693d8034c6008980b2cf650d33ea0d467884ba6ac69f1c2e99b794c46dffe4d",
-    git_commit = "36d7b12357df667dcd427c070e21779ed83f4ec9",
+    sha256 = "ba8d3787449c5f54c295bfa4a7c4ff92010f8b6fcadbb240f2695d9fa81c4455",
+    git_commit = "418c7258687166fc79a04f5a8c903c782a8ad295",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c1d814468826501e0d847d1331a540b67177c149 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 15:03:12 -0700
Subject: [PATCH 1021/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212528386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4cbc9111d94..34df76ab316 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba8d3787449c5f54c295bfa4a7c4ff92010f8b6fcadbb240f2695d9fa81c4455",
-    git_commit = "418c7258687166fc79a04f5a8c903c782a8ad295",
+    sha256 = "e0f7e82187211baa58f6bbfb0f37741256cca02254fb4779570572b52eb21de8",
+    git_commit = "b40ab8d8a024bb934f25ebc3f5260b64c5816ef5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e8691d9503570ba5b3a5025d083c304638ff8e7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 16:03:31 -0700
Subject: [PATCH 1022/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212540011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34df76ab316..5b0ba960f6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0f7e82187211baa58f6bbfb0f37741256cca02254fb4779570572b52eb21de8",
-    git_commit = "b40ab8d8a024bb934f25ebc3f5260b64c5816ef5",
+    sha256 = "50bbe3ae0d9ee6e966deac2c11e2af31ece5d076b985f223d01b087853736841",
+    git_commit = "ba650a5c989106330519dbde0de368f580435a8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0842bbe3e5923750f831947b822ba2b07af1092b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 17:03:51 -0700
Subject: [PATCH 1023/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212550380
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b0ba960f6c..a041f0c778f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50bbe3ae0d9ee6e966deac2c11e2af31ece5d076b985f223d01b087853736841",
-    git_commit = "ba650a5c989106330519dbde0de368f580435a8b",
+    sha256 = "61be8bc475417ad7203c06c742ca047642c273456e86122ed3eb3d37dd02d749",
+    git_commit = "7020d8752554fd54530e2fe799b55d3c0b895696",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4bf7499c72f47a7e2622cbd2f39778ac1625ba5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 20:03:21 -0700
Subject: [PATCH 1024/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212570696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a041f0c778f..c3403560dc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61be8bc475417ad7203c06c742ca047642c273456e86122ed3eb3d37dd02d749",
-    git_commit = "7020d8752554fd54530e2fe799b55d3c0b895696",
+    sha256 = "ca772d8ff3c7e3847bf4a67c97cca3d1df3e9094af67397d67b014e5bb5d3a34",
+    git_commit = "210b4d82cf699ca5e97d9075cd987539571b66e5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 365411f78998c7c8937678ddbe9d6ce6a8812142 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 21:01:36 -0700
Subject: [PATCH 1025/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212575703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3403560dc3..67944fdf2e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca772d8ff3c7e3847bf4a67c97cca3d1df3e9094af67397d67b014e5bb5d3a34",
-    git_commit = "210b4d82cf699ca5e97d9075cd987539571b66e5",
+    sha256 = "c53d6cb22ac46e1d3c8be793f4f4105418341265dba63a4de651c71be8b31bfc",
+    git_commit = "cadd6b42bf6b01c2668420463b0986acd7fd9009",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fcf81db484f9449a293d1a8a81cb0403859ba803 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Sep 2018 23:01:51 -0700
Subject: [PATCH 1026/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212585208
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67944fdf2e2..895f4e88d5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c53d6cb22ac46e1d3c8be793f4f4105418341265dba63a4de651c71be8b31bfc",
-    git_commit = "cadd6b42bf6b01c2668420463b0986acd7fd9009",
+    sha256 = "f76af7423c200cd901d785246642162640b79cbfc40149c6e756175282b2be97",
+    git_commit = "6a21e1386e3e68cf752af861b9b1b950bda8a130",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3dbe1c54d5cb6c97aba51cfc6801989c49153736 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 00:01:39 -0700
Subject: [PATCH 1027/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212589648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 895f4e88d5e..a9163cc34c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f76af7423c200cd901d785246642162640b79cbfc40149c6e756175282b2be97",
-    git_commit = "6a21e1386e3e68cf752af861b9b1b950bda8a130",
+    sha256 = "82a06cdec112c759b5f5458354e227004ec7b4b8370d737c5cc8781f3f13e059",
+    git_commit = "4b2763e6c8e13ff0f8ab699fc7d370fffac1b5f2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 11eddc2479683c1200b9523cb27f1ff578f602e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 01:02:14 -0700
Subject: [PATCH 1028/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212595503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9163cc34c7..897a3f0430d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82a06cdec112c759b5f5458354e227004ec7b4b8370d737c5cc8781f3f13e059",
-    git_commit = "4b2763e6c8e13ff0f8ab699fc7d370fffac1b5f2",
+    sha256 = "d58ef3f0831f6963e32bba3d0197838e21dd03ca4d893eb932632011dacc45a1",
+    git_commit = "a5d649045cf60f8b3dde5ba1ff86285c4bcc1695",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d860ad0625b7e6b7cd6e7d6a050c1e0b741b230c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 02:02:26 -0700
Subject: [PATCH 1029/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212601477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 897a3f0430d..3d51b58b186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d58ef3f0831f6963e32bba3d0197838e21dd03ca4d893eb932632011dacc45a1",
-    git_commit = "a5d649045cf60f8b3dde5ba1ff86285c4bcc1695",
+    sha256 = "6addf82de520151d31d5ffa5093f238aad8d49e0b60e61b50e09c17b565d2816",
+    git_commit = "4c936f1b220676d0d427f5f38b4111cfb9011b5a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e752fd34f43f42a92acb5618b91318fe38d6359a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 03:02:23 -0700
Subject: [PATCH 1030/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212608107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d51b58b186..a40e4c9dad3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6addf82de520151d31d5ffa5093f238aad8d49e0b60e61b50e09c17b565d2816",
-    git_commit = "4c936f1b220676d0d427f5f38b4111cfb9011b5a",
+    sha256 = "4fb995acc053c145f3164929f76d64817a92bfa1fb879d227dfd48a6500cf553",
+    git_commit = "5fe902531ec790ebd25618b7070b5094930f522e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0bb0b12ca5a1594a2ad2215c673cbdacd6297006 Mon Sep 17 00:00:00 2001
From: "joshua.horowitz" <joshua.horowitz@jet.com>
Date: Wed, 12 Sep 2018 10:57:10 -0400
Subject: [PATCH 1031/8103] Updated documentation to reflect script name change

---
 tensorflow_serving/g3doc/serving_advanced.md | 2 +-
 tensorflow_serving/g3doc/serving_basic.md    | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_advanced.md b/tensorflow_serving/g3doc/serving_advanced.md
index b910ab36277..56f5c75d878 100644
--- a/tensorflow_serving/g3doc/serving_advanced.md
+++ b/tensorflow_serving/g3doc/serving_advanced.md
@@ -324,7 +324,7 @@ the test:
 
 ```shell
 cp -r models/mnist/2 models/monitored
-tools/build_in_docker bazel-bin/tensorflow_serving/example/mnist_client \
+tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
   --num_tests=1000 --server=127.0.0.1:8500 --concurrency=10
 ```
 
diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 9b1bbab683a..0210c5d9a34 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -179,8 +179,8 @@ instructions for both the Bazel and PIP options.
 *   **Bazel**:
 
     ```shell
-    tools/build_in_docker.sh bazel build -c opt tensorflow_serving/example:mnist_saved_model
-    tools/build_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_saved_model models/mnist
+    tools/bazel_in_docker.sh bazel build -c opt tensorflow_serving/example:mnist_saved_model
+    tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_saved_model models/mnist
     ```
 
     TIP: Building from sources consumes a lot of RAM. If RAM is an issue on your

From 392af46c93d45eaf8647c67d75304ab2da74182d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 10:03:07 -0700
Subject: [PATCH 1032/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212657857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a40e4c9dad3..f02ce89a092 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fb995acc053c145f3164929f76d64817a92bfa1fb879d227dfd48a6500cf553",
-    git_commit = "5fe902531ec790ebd25618b7070b5094930f522e",
+    sha256 = "7799bc5a15cef8f2f864a58f0bfd731917e8b6caa5f6471afab4866494d91ae2",
+    git_commit = "9333978b4b08e4b3fdc7f63ec0873a7e00dcc4b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff6ccc09ef691010a355695bb0b0cf609e08ebcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 11:04:45 -0700
Subject: [PATCH 1033/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212669336
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f02ce89a092..7e5ef5bb135 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7799bc5a15cef8f2f864a58f0bfd731917e8b6caa5f6471afab4866494d91ae2",
-    git_commit = "9333978b4b08e4b3fdc7f63ec0873a7e00dcc4b7",
+    sha256 = "5a2940675950e492a8b36a4af55ce80c0097edfdb752a7b587f7df4455035118",
+    git_commit = "37ddb13ece32500bf87af5d8b8493be1c77781de",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2151e7cdaae1cc0ac1f3a7ac14ae61b1bbcf9070 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 12:03:20 -0700
Subject: [PATCH 1034/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212679965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e5ef5bb135..03b8fe8af1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a2940675950e492a8b36a4af55ce80c0097edfdb752a7b587f7df4455035118",
-    git_commit = "37ddb13ece32500bf87af5d8b8493be1c77781de",
+    sha256 = "280a44369b916cb6d0993f60d1f5ae18136a92433ecb631aa035fab22cc4c536",
+    git_commit = "10b52cdc92976523e6aa443f83f25a2d7404883f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d859d948b601281b13437b20d367da610ef68c04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 13:03:02 -0700
Subject: [PATCH 1035/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212689717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03b8fe8af1c..cd7c3dbcf8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "280a44369b916cb6d0993f60d1f5ae18136a92433ecb631aa035fab22cc4c536",
-    git_commit = "10b52cdc92976523e6aa443f83f25a2d7404883f",
+    sha256 = "f72696842be8d9e2f093eb567b674eba3c77b5351bcc25464f7f0f9983308101",
+    git_commit = "9c270922715306efefce848b87dee3690cdddd27",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 021efbd3281aa815cab0b35eab6d6d25249c12d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 13:39:22 -0700
Subject: [PATCH 1036/8103] Prometheus exporter for TF metrics.

Metrics are exported via HTTP server on a new endpoint
(defaults to `/monitoring/prometheus/metrics`) that
Prometheus can use to scrape from.

This change adds:
o `MonitoringConfig` proto to configure monitoring.
o `--monitoring_config_file` command line flag to pass config.

PiperOrigin-RevId: 212695523
---
 tensorflow_serving/config/BUILD               |   9 +
 .../config/monitoring_config.proto            |  19 ++
 tensorflow_serving/model_servers/BUILD        |   5 +-
 .../model_servers/http_server.cc              |  49 ++++-
 .../model_servers/http_server.h               |   4 +-
 tensorflow_serving/model_servers/main.cc      |   6 +-
 tensorflow_serving/model_servers/server.cc    |   9 +-
 tensorflow_serving/model_servers/server.h     |   1 +
 .../tensorflow_model_server_test.py           |  30 +++
 .../servables/tensorflow/testdata/BUILD       |   1 +
 .../tensorflow/testdata/monitoring_config.txt |   4 +
 tensorflow_serving/util/BUILD                 |  24 +++
 .../util/prometheus_exporter.cc               | 188 ++++++++++++++++++
 tensorflow_serving/util/prometheus_exporter.h |  49 +++++
 .../util/prometheus_exporter_test.cc          | 146 ++++++++++++++
 15 files changed, 539 insertions(+), 5 deletions(-)
 create mode 100644 tensorflow_serving/config/monitoring_config.proto
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/monitoring_config.txt
 create mode 100644 tensorflow_serving/util/prometheus_exporter.cc
 create mode 100644 tensorflow_serving/util/prometheus_exporter.h
 create mode 100644 tensorflow_serving/util/prometheus_exporter_test.cc

diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 21c198ef4e7..60be85c9ef1 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -88,6 +88,15 @@ serving_proto_library_py(
     ],
 )
 
+serving_proto_library(
+    name = "monitoring_config_proto",
+    srcs = ["monitoring_config.proto"],
+    cc_api_version = 2,
+    java_api_version = 2,
+    deps = [
+    ],
+)
+
 serving_proto_library(
     name = "ssl_config_proto",
     srcs = ["ssl_config.proto"],
diff --git a/tensorflow_serving/config/monitoring_config.proto b/tensorflow_serving/config/monitoring_config.proto
new file mode 100644
index 00000000000..9da3700de46
--- /dev/null
+++ b/tensorflow_serving/config/monitoring_config.proto
@@ -0,0 +1,19 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+option cc_enable_arenas = true;
+
+// Configuration for Prometheus monitoring.
+message PrometheusConfig {
+  // Whether to expose Prometheus metrics.
+  bool enable = 1;
+
+  // The endpoint to expose Prometheus metrics.
+  // If not specified, PrometheusExporter::kPrometheusPath value is used.
+  string path = 2;
+}
+
+// Configuration for monitoring.
+message MonitoringConfig {
+  PrometheusConfig prometheus_config = 1;
+}
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 3aabb9d57db..a6d6eb06d99 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -243,10 +243,11 @@ cc_library(
     deps = [
         ":http_rest_api_handler",
         ":server_core",
+        "//tensorflow_serving/config:monitoring_config_proto",
+        "//tensorflow_serving/util:prometheus_exporter",
         "//tensorflow_serving/util:threadpool_executor",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
-        "@com_google_absl//absl/memory",
         "@com_google_absl//absl/strings",
         "@com_googlesource_code_re2//:re2",
         "@org_tensorflow//tensorflow/core:lib",
@@ -318,6 +319,7 @@ cc_library(
         "@com_google_absl//absl/memory",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "//tensorflow_serving/config:model_server_config_proto",
+        "//tensorflow_serving/config:monitoring_config_proto",
         "//tensorflow_serving/config:ssl_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
@@ -366,6 +368,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/testdata:monitoring_config.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/assets/foo.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 4f4ad460516..584b5db541d 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -14,8 +14,10 @@ limitations under the License.
 ==============================================================================*/
 
 #include <cstdint>
+#include <memory>
 
 #include "absl/strings/str_cat.h"
+#include "absl/strings/str_format.h"
 #include "absl/strings/string_view.h"
 #include "re2/re2.h"
 #include "tensorflow/core/platform/env.h"
@@ -26,6 +28,7 @@ limitations under the License.
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
+#include "tensorflow_serving/util/prometheus_exporter.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
@@ -79,6 +82,35 @@ net_http::HTTPStatusCode ToHTTPStatusCode(const Status& status) {
   }
 }
 
+void ProcessPrometheusRequest(PrometheusExporter* exporter,
+                              const PrometheusConfig& prometheus_config,
+                              net_http::ServerRequestInterface* req) {
+  std::vector<std::pair<string, string>> headers;
+  headers.push_back({"Content-Type", "text/plain"});
+  string output;
+  Status status;
+  // Check if url matches the path.
+  if (req->uri_path() != prometheus_config.path()) {
+    output = absl::StrFormat("Unexpected path: %s. Should be %s",
+                             req->uri_path(), prometheus_config.path());
+    status = Status(error::Code::INVALID_ARGUMENT, output);
+  } else {
+    status = exporter->GeneratePage(&output);
+  }
+  const net_http::HTTPStatusCode http_status = ToHTTPStatusCode(status);
+  // Note: we add headers+output for non successful status too, in case the
+  // output contains details about the error (e.g. error messages).
+  for (const auto& kv : headers) {
+    req->OverwriteResponseHeader(kv.first, kv.second);
+  }
+  req->WriteResponseString(output);
+  if (http_status != net_http::HTTPStatusCode::OK) {
+    VLOG(1) << "Error Processing prometheus metrics request. Error: "
+            << status.ToString();
+  }
+  req->ReplyWithStatus(http_status);
+}
+
 class RequestExecutor final : public net_http::EventExecutor {
  public:
   explicit RequestExecutor(int num_threads)
@@ -147,7 +179,8 @@ class RestApiRequestDispatcher {
 }  // namespace
 
 std::unique_ptr<net_http::HTTPServerInterface> CreateAndStartHttpServer(
-    int port, int num_threads, int timeout_in_ms, ServerCore* core) {
+    int port, int num_threads, int timeout_in_ms,
+    const MonitoringConfig& monitoring_config, ServerCore* core) {
   auto options = absl::make_unique<net_http::ServerOptions>();
   options->AddPort(static_cast<uint32_t>(port));
   options->SetExecutor(absl::make_unique<RequestExecutor>(num_threads));
@@ -157,6 +190,20 @@ std::unique_ptr<net_http::HTTPServerInterface> CreateAndStartHttpServer(
     return nullptr;
   }
 
+  // Register handler for prometheus metric endpoint.
+  if (monitoring_config.prometheus_config().enable()) {
+    std::shared_ptr<PrometheusExporter> exporter =
+        std::make_shared<PrometheusExporter>();
+    net_http::RequestHandlerOptions prometheus_request_options;
+    PrometheusConfig prometheus_config = monitoring_config.prometheus_config();
+    server->RegisterRequestHandler(
+        monitoring_config.prometheus_config().path(),
+        [exporter, prometheus_config](net_http::ServerRequestInterface* req) {
+          ProcessPrometheusRequest(exporter.get(), prometheus_config, req);
+        },
+        prometheus_request_options);
+  }
+
   std::shared_ptr<RestApiRequestDispatcher> dispatcher =
       std::make_shared<RestApiRequestDispatcher>(timeout_in_ms, core);
   net_http::RequestHandlerOptions handler_options;
diff --git a/tensorflow_serving/model_servers/http_server.h b/tensorflow_serving/model_servers/http_server.h
index 5beea8a5d82..f346ff45383 100644
--- a/tensorflow_serving/model_servers/http_server.h
+++ b/tensorflow_serving/model_servers/http_server.h
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <memory>
 
+#include "tensorflow_serving/config/monitoring_config.pb.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 namespace tensorflow {
@@ -30,7 +31,8 @@ class ServerCore;
 //
 // The returned server is in a state of accepting new requests.
 std::unique_ptr<net_http::HTTPServerInterface> CreateAndStartHttpServer(
-    int port, int num_threads, int timeout_in_ms, ServerCore* core);
+    int port, int num_threads, int timeout_in_ms,
+    const MonitoringConfig& monitoring_config, ServerCore* core);
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 3bc94d7398e..4ba9e2c05e3 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -135,7 +135,11 @@ int main(int argc, char** argv) {
                        "Enables model warmup, which triggers lazy "
                        "initializations (such as TF optimizations) at load "
                        "time, to reduce first request latency."),
-      tensorflow::Flag("version", &display_version, "Display version")};
+      tensorflow::Flag("version", &display_version, "Display version"),
+      tensorflow::Flag(
+          "monitoring_config_file", &options.monitoring_config_file,
+          "If non-empty, read an ascii MonitoringConfig protobuf from "
+          "the supplied file name")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 4b654f2520e..92178d55255 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -36,6 +36,7 @@ limitations under the License.
 #include "tensorflow/core/platform/protobuf.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/config/monitoring_config.pb.h"
 #include "tensorflow_serving/config/ssl_config.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
@@ -285,9 +286,15 @@ Status Server::BuildAndStart(const Options& server_options) {
     if (server_options.http_port != server_options.grpc_port) {
       const string server_address =
           "localhost:" + std::to_string(server_options.http_port);
+      MonitoringConfig monitoring_config;
+      if (!server_options.monitoring_config_file.empty()) {
+        monitoring_config = ReadProtoFromFile<MonitoringConfig>(
+            server_options.monitoring_config_file);
+      }
       http_server_ = CreateAndStartHttpServer(
           server_options.http_port, server_options.http_num_threads,
-          server_options.http_timeout_in_ms, server_core_.get());
+          server_options.http_timeout_in_ms, monitoring_config,
+          server_core_.get());
       if (http_server_ != nullptr) {
         LOG(INFO) << "Exporting HTTP/REST API at:" << server_address << " ...";
       } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index ebc5c7be4b6..eae27d6a978 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -65,6 +65,7 @@ class Server {
     tensorflow::string ssl_config_file;
     string model_config_file;
     bool enable_model_warmup = true;
+    tensorflow::string monitoring_config_file;
 
     Options();
   };
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index e0a24919329..090ca0f4245 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -117,6 +117,7 @@ def GetArgsKey(*args, **kwargs):
   def RunServer(model_name,
                 model_path,
                 model_config_file=None,
+                monitoring_config_file=None,
                 batching_parameters_file=None,
                 grpc_channel_arguments='',
                 wait_for_server_ready=True,
@@ -131,6 +132,7 @@ def RunServer(model_name,
       model_name: Name of model.
       model_path: Path to model.
       model_config_file: Path to model config file.
+      monitoring_config_file: Path to the monitoring config file.
       batching_parameters_file: Path to batching parameters.
       grpc_channel_arguments: Custom gRPC args for server.
       wait_for_server_ready: Wait for gRPC port to be ready.
@@ -165,6 +167,9 @@ def RunServer(model_name,
     else:
       raise ValueError('Both model_config_file and model_path cannot be empty!')
 
+    if monitoring_config_file:
+      command += ' --monitoring_config_file=' + monitoring_config_file
+
     if batching_parameters_file:
       command += ' --enable_batching'
       command += ' --batching_parameters_file=' + batching_parameters_file
@@ -287,6 +292,10 @@ def _GetBatchingParametersFile(self):
     """Returns a path to a batching configuration file."""
     return os.path.join(self.testdata_dir, 'batching_config.txt')
 
+  def _GetMonitoringConfigFile(self):
+    """Returns a path to a monitoring configuration file."""
+    return os.path.join(self.testdata_dir, 'monitoring_config.txt')
+
   def _VerifyModelSpec(self,
                        actual_model_spec,
                        exp_model_name,
@@ -642,6 +651,27 @@ def testGetStatusREST(self):
             }]
         })
 
+  def testPrometheusEndpoint(self):
+    """Test ModelStatus implementation over REST API with columnar inputs."""
+    model_path = self._GetSavedModelBundlePath()
+    host, port = TensorflowModelServerTest.RunServer(
+        'default',
+        model_path,
+        monitoring_config_file=self._GetMonitoringConfigFile())[2].split(':')
+
+    # Prepare request
+    url = 'http://{}:{}/monitoring/prometheus/metrics'.format(host, port)
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST(url, None)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    # Verify that there should be some metric type information.
+    self.assertIn('# TYPE', resp_data)
+
 
 if __name__ == '__main__':
   tf.test.main()
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index b2520bafea9..0ed3e6fe0fc 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -86,4 +86,5 @@ exports_files([
     "good_model_config.txt",
     "bad_model_config.txt",
     "batching_config.txt",
+    "monitoring_config.txt",
 ])
diff --git a/tensorflow_serving/servables/tensorflow/testdata/monitoring_config.txt b/tensorflow_serving/servables/tensorflow/testdata/monitoring_config.txt
new file mode 100644
index 00000000000..3ae0fa2b3b9
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/monitoring_config.txt
@@ -0,0 +1,4 @@
+prometheus_config: {
+  enable: true,
+  path: "/monitoring/prometheus/metrics"
+}
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index afb0e21b2a8..5db01916af3 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -62,6 +62,18 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "prometheus_exporter",
+    srcs = ["prometheus_exporter.cc"],
+    hdrs = ["prometheus_exporter.h"],
+    deps = [
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/strings:str_format",
+        "@com_googlesource_code_re2//:re2",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 ###############################################################################
 #                  Internal targets
 ###############################################################################
@@ -87,6 +99,18 @@ cc_test(
     ],
 )
 
+cc_test(
+    name = "prometheus_exporter_test",
+    size = "small",
+    srcs = ["prometheus_exporter_test.cc"],
+    deps = [
+        ":prometheus_exporter",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/strings",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_test(
     name = "event_bus_test",
     size = "small",
diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
new file mode 100644
index 00000000000..78268d9fb1c
--- /dev/null
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -0,0 +1,188 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/prometheus_exporter.h"
+
+#include "absl/strings/match.h"
+#include "absl/strings/str_cat.h"
+#include "absl/strings/str_format.h"
+#include "absl/strings/str_join.h"
+#include "re2/re2.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace {
+
+string SanitizeLabelValue(const string& value) {
+  // Backslash and double quote have to be escaped.
+  string new_value = value;
+  // Replace \ with \\.
+  RE2::GlobalReplace(&new_value, "\\\\", "\\\\\\\\");
+  // Replace " with \".
+  RE2::GlobalReplace(&new_value, "\"", "\\\\\"");
+  return new_value;
+}
+
+string SanatizeLabelName(const string& name) {
+  // Valid format: [a-zA-Z_][a-zA-Z0-9_]*
+  string new_name = name;
+  RE2::GlobalReplace(&new_name, "[^a-zA-Z0-9]", "_");
+  if (RE2::FullMatch(new_name, "^[0-9].*")) {
+    // Start with 0-9, prepend a underscore.
+    new_name = absl::StrCat("_", new_name);
+  }
+  return new_name;
+}
+
+string GetPrometheusMetricName(
+    const monitoring::MetricDescriptor& metric_descriptor) {
+  // Valid format: [a-zA-Z_:][a-zA-Z0-9_:]*
+  string new_name = metric_descriptor.name;
+  RE2::GlobalReplace(&new_name, "[^a-zA-Z0-9_]", ":");
+  if (RE2::FullMatch(new_name, "^[0-9].*")) {
+    // Start with 0-9, prepend a underscore.
+    new_name = absl::StrCat("_", new_name);
+  }
+  return new_name;
+}
+
+void SerializeHistogram(const monitoring::MetricDescriptor& metric_descriptor,
+                        const monitoring::PointSet& point_set,
+                        std::vector<string>* lines) {
+  // For a metric name NAME, we should output:
+  //   NAME_bucket{le=b1} x1
+  //   NAME_bucket{le=b2} x2
+  //   NAME_bucket{le=b3} x3 ...
+  //   NAME_sum xsum
+  //   NAME_count xcount
+  string prom_metric_name = GetPrometheusMetricName(metric_descriptor);
+  // Type definition line.
+  lines->push_back(absl::StrFormat("# TYPE %s histogram", prom_metric_name));
+  for (const auto& point : point_set.points) {
+    // Each points has differnet label values.
+    std::vector<string> labels = {};
+    labels.reserve(point->labels.size());
+    for (const auto& label : point->labels) {
+      labels.push_back(absl::StrFormat("%s=\"%s\"",
+                                       SanatizeLabelName(label.name),
+                                       SanitizeLabelValue(label.value)));
+    }
+    int64 cumulative_count = 0;
+    string bucket_prefix =
+        absl::StrCat(prom_metric_name, "_bucket{", absl::StrJoin(labels, ","));
+    if (!labels.empty()) {
+      absl::StrAppend(&bucket_prefix, ",");
+    }
+    // One bucket per line, last one should be le="Inf".
+    for (int i = 0; i < point->histogram_value.bucket_size(); i++) {
+      cumulative_count += point->histogram_value.bucket(i);
+      string bucket_limit =
+          (i < point->histogram_value.bucket_size() - 1)
+              ? absl::StrCat(point->histogram_value.bucket_limit(i))
+              : "+Inf";
+      lines->push_back(absl::StrCat(
+          bucket_prefix, absl::StrFormat("le=\"%s\"} ", bucket_limit),
+          cumulative_count));
+    }
+    // _sum and _count.
+    lines->push_back(absl::StrCat(prom_metric_name, "_sum{",
+                                  absl::StrJoin(labels, ","), "} ",
+                                  point->histogram_value.sum()));
+    lines->push_back(absl::StrCat(prom_metric_name, "_count{",
+                                  absl::StrJoin(labels, ","), "} ",
+                                  cumulative_count));
+  }
+}
+
+void SerializeScalar(const monitoring::MetricDescriptor& metric_descriptor,
+                     const monitoring::PointSet& point_set,
+                     std::vector<string>* lines) {
+  // A counter or gauge metric.
+  // The format should be:
+  //   NAME{label=value,label=value} x time
+  string prom_metric_name = GetPrometheusMetricName(metric_descriptor);
+  string metric_type_str = "untyped";
+  if (metric_descriptor.metric_kind == monitoring::MetricKind::kCumulative) {
+    metric_type_str = "counter";
+  } else if (metric_descriptor.metric_kind == monitoring::MetricKind::kGauge) {
+    metric_type_str = "gauge";
+  }
+  // Type definition line.
+  lines->push_back(
+      absl::StrFormat("# TYPE %s %s", prom_metric_name, metric_type_str));
+  for (const auto& point : point_set.points) {
+    // Each points has differnet label values.
+    string name_bracket = absl::StrCat(prom_metric_name, "{");
+    std::vector<string> labels = {};
+    labels.reserve(point->labels.size());
+    for (const auto& label : point->labels) {
+      labels.push_back(absl::StrFormat("%s=\"%s\"",
+                                       SanatizeLabelName(label.name),
+                                       SanitizeLabelValue(label.value)));
+    }
+    lines->push_back(absl::StrCat(name_bracket, absl::StrJoin(labels, ","),
+                                  absl::StrFormat("} %d", point->int64_value)));
+  }
+}
+
+void SerializeMetric(const monitoring::MetricDescriptor& metric_descriptor,
+                     const monitoring::PointSet& point_set,
+                     std::vector<string>* lines) {
+  if (metric_descriptor.value_type == monitoring::ValueType::kHistogram) {
+    SerializeHistogram(metric_descriptor, point_set, lines);
+  } else {
+    SerializeScalar(metric_descriptor, point_set, lines);
+  }
+}
+
+}  // namespace
+
+const char* const PrometheusExporter::kPrometheusPath =
+    "/monitoring/prometheus/metrics";
+
+PrometheusExporter::PrometheusExporter()
+    : collection_registry_(monitoring::CollectionRegistry::Default()) {}
+
+Status PrometheusExporter::GeneratePage(string* http_page) {
+  if (http_page == nullptr) {
+    return Status(error::Code::INVALID_ARGUMENT, "Http page pointer is null");
+  }
+  monitoring::CollectionRegistry::CollectMetricsOptions collect_options;
+  collect_options.collect_metric_descriptors = true;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry_->CollectMetrics(collect_options);
+
+  const auto& descriptor_map = collected_metrics->metric_descriptor_map;
+  const auto& metric_map = collected_metrics->point_set_map;
+
+  std::vector<string> lines;
+  for (const auto& name_and_metric_descriptor : descriptor_map) {
+    const string& metric_name = name_and_metric_descriptor.first;
+    auto metric_iterator = metric_map.find(metric_name);
+    if (metric_iterator == metric_map.end()) {
+      // Not found.
+      continue;
+    }
+    SerializeMetric(*name_and_metric_descriptor.second,
+                    *(metric_iterator->second), &lines);
+  }
+  *http_page = absl::StrJoin(lines, "\n");
+  absl::StrAppend(http_page, "\n");
+  return Status::OK();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/prometheus_exporter.h b/tensorflow_serving/util/prometheus_exporter.h
new file mode 100644
index 00000000000..1d485771e37
--- /dev/null
+++ b/tensorflow_serving/util/prometheus_exporter.h
@@ -0,0 +1,49 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_PROMETHEUS_EXPORTER_H_
+#define TENSORFLOW_SERVING_UTIL_PROMETHEUS_EXPORTER_H_
+
+#include <vector>
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/monitoring/collected_metrics.h"
+#include "tensorflow/core/lib/monitoring/collection_registry.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Exports metrics in Prometheus monitoring format.
+class PrometheusExporter {
+ public:
+  // Default path to expose the metrics.
+  static const char* const kPrometheusPath;
+
+  PrometheusExporter();
+
+  // Generates text page in Prometheus format:
+  // https://prometheus.io/docs/instrumenting/exposition_formats/#text-format-example
+  // If an error status returned, http_page is unchanged.
+  Status GeneratePage(string* http_page);
+
+ private:
+  // The metrics registry.
+  monitoring::CollectionRegistry* collection_registry_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_PROMETHEUS_EXPORTER_H_
diff --git a/tensorflow_serving/util/prometheus_exporter_test.cc b/tensorflow_serving/util/prometheus_exporter_test.cc
new file mode 100644
index 00000000000..18d4d82ff3f
--- /dev/null
+++ b/tensorflow_serving/util/prometheus_exporter_test.cc
@@ -0,0 +1,146 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/prometheus_exporter.h"
+
+#include <gtest/gtest.h>
+#include "absl/strings/str_cat.h"
+#include "absl/strings/str_join.h"
+#include "tensorflow/core/lib/monitoring/counter.h"
+#include "tensorflow/core/lib/monitoring/gauge.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(PrometheusExporterTest, Counter) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto counter = absl::WrapUnique(
+      monitoring::Counter<1>::New("/test/path/total", "A counter.", "name"));
+  counter->GetCell("abc")->IncrementBy(2);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+
+  string expected_result = absl::StrJoin(
+      {"# TYPE :test:path:total counter", ":test:path:total{name=\"abc\"} 2"},
+      "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+TEST(PrometheusExporterTest, Gauge) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto gauge = absl::WrapUnique(monitoring::Gauge<int64, 2>::New(
+      "/test/path/gague", "A gauge", "x", "y"));
+  gauge->GetCell("abc", "def")->Set(5);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+  string expected_result =
+      absl::StrJoin({"# TYPE :test:path:gague gauge",
+                     ":test:path:gague{x=\"abc\",y=\"def\"} 5"},
+                    "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+TEST(PrometheusExporterTest, Histogram) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto histogram = absl::WrapUnique(monitoring::Sampler<1>::New(
+      {"/test/path/histogram", "A histogram.", "status"},
+      monitoring::Buckets::Exponential(1, 2, 10)));
+  histogram->GetCell("good")->Add(2);
+  histogram->GetCell("good")->Add(20);
+  histogram->GetCell("good")->Add(200);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+  string expected_result = absl::StrJoin(
+      {"# TYPE :test:path:histogram histogram",
+       ":test:path:histogram_bucket{status=\"good\",le=\"1\"} 0",
+       ":test:path:histogram_bucket{status=\"good\",le=\"2\"} 0",
+       ":test:path:histogram_bucket{status=\"good\",le=\"4\"} 1",
+       ":test:path:histogram_bucket{status=\"good\",le=\"8\"} 1",
+       ":test:path:histogram_bucket{status=\"good\",le=\"16\"} 1",
+       ":test:path:histogram_bucket{status=\"good\",le=\"32\"} 2",
+       ":test:path:histogram_bucket{status=\"good\",le=\"64\"} 2",
+       ":test:path:histogram_bucket{status=\"good\",le=\"128\"} 2",
+       ":test:path:histogram_bucket{status=\"good\",le=\"256\"} 3",
+       ":test:path:histogram_bucket{status=\"good\",le=\"512\"} 3",
+       ":test:path:histogram_bucket{status=\"good\",le=\"+Inf\"} 3",
+       ":test:path:histogram_sum{status=\"good\"} 222",
+       ":test:path:histogram_count{status=\"good\"} 3"},
+      "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+TEST(PrometheusExporterTest, SanitizeLabelValue) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto counter = absl::WrapUnique(
+      monitoring::Counter<1>::New("/test/path/total", "A counter.", "name"));
+  // label value: "abc\"
+  counter->GetCell("\"abc\\\"")->IncrementBy(2);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+
+  string expected_result =
+      absl::StrJoin({"# TYPE :test:path:total counter",
+                     ":test:path:total{name=\"\\\"abc\\\\\\\"\"} 2"},
+                    "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+TEST(PrometheusExporterTest, SanitizeLabelName) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto counter = absl::WrapUnique(monitoring::Counter<1>::New(
+      "/test/path/total", "A counter.", "my-name+1"));
+  counter->GetCell("abc")->IncrementBy(2);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+
+  string expected_result =
+      absl::StrJoin({"# TYPE :test:path:total counter",
+                     ":test:path:total{my_name_1=\"abc\"} 2"},
+                    "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+TEST(PrometheusExporterTest, SanitizeMetricName) {
+  auto exporter = absl::make_unique<PrometheusExporter>();
+  auto counter = absl::WrapUnique(
+      monitoring::Counter<1>::New("0/path-total_count", "A counter.", "name"));
+  counter->GetCell("abc")->IncrementBy(2);
+
+  string http_page;
+  Status status = exporter->GeneratePage(&http_page);
+
+  string expected_result =
+      absl::StrJoin({"# TYPE _0:path:total_count counter",
+                     "_0:path:total_count{name=\"abc\"} 2"},
+                    "\n");
+  absl::StrAppend(&expected_result, "\n");
+  EXPECT_EQ(http_page, expected_result);
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 6c81fc47631ae6971faa9db4c3122e4229508203 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 14:01:58 -0700
Subject: [PATCH 1037/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212699113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd7c3dbcf8f..5f10729bc0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f72696842be8d9e2f093eb567b674eba3c77b5351bcc25464f7f0f9983308101",
-    git_commit = "9c270922715306efefce848b87dee3690cdddd27",
+    sha256 = "e7f9df131d614a0e016fcd4797000e253514cd374be38bbb1580bfa99b00f084",
+    git_commit = "3fb474713b27552eba1943bb4172e54ad2dd13bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69d24c2da5acca67eb394ade0b33bd5df279858f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 15:01:52 -0700
Subject: [PATCH 1038/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212710151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f10729bc0f..96283fafe87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7f9df131d614a0e016fcd4797000e253514cd374be38bbb1580bfa99b00f084",
-    git_commit = "3fb474713b27552eba1943bb4172e54ad2dd13bc",
+    sha256 = "5b0a0b4a137931995ba78247f7c6ed5a1452feda14e5894ef2e3b7caf84d4501",
+    git_commit = "1d95b20a4ebad65c82ea34084f5277241a484f4f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ab37a188283423603276bd70d4fc5aecff1cc170 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 16:01:46 -0700
Subject: [PATCH 1039/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212720006
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96283fafe87..e261c45b1f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b0a0b4a137931995ba78247f7c6ed5a1452feda14e5894ef2e3b7caf84d4501",
-    git_commit = "1d95b20a4ebad65c82ea34084f5277241a484f4f",
+    sha256 = "bef9e7edf9fa4cdcb2d4b0c5692b71ba3955bffd28f738db53f6db13f9ec1520",
+    git_commit = "ce73fa866f421ca9da4763b3d6128a0724265e8c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 52e71f33cd59e25223d2d061c9fc15eafebc09ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 17:02:04 -0700
Subject: [PATCH 1040/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212729436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e261c45b1f5..8fb1bb2224e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef9e7edf9fa4cdcb2d4b0c5692b71ba3955bffd28f738db53f6db13f9ec1520",
-    git_commit = "ce73fa866f421ca9da4763b3d6128a0724265e8c",
+    sha256 = "1d0b942447e73d2d4d2f6fd05ceab142bf39afc5473b266a9bffaaeffdfd2365",
+    git_commit = "2f1f2679dfb4175270defd3ddf176ee8fa9e8c41",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c5b194976efae67dc881acecce87b876dd351889 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 18:03:25 -0700
Subject: [PATCH 1041/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212737361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fb1bb2224e..d1324b70eee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d0b942447e73d2d4d2f6fd05ceab142bf39afc5473b266a9bffaaeffdfd2365",
-    git_commit = "2f1f2679dfb4175270defd3ddf176ee8fa9e8c41",
+    sha256 = "fa4400c7dceee2240c2c869a69a04662da37b22842403f86e38c632bdda3b84c",
+    git_commit = "eff48d062f3a6c6e4f709a1f92b4ccf2c64d300c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 52e12c79643d32e696f669c49699f8b13cd3e6b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 19:02:37 -0700
Subject: [PATCH 1042/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212743167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1324b70eee..1daeaebe9e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa4400c7dceee2240c2c869a69a04662da37b22842403f86e38c632bdda3b84c",
-    git_commit = "eff48d062f3a6c6e4f709a1f92b4ccf2c64d300c",
+    sha256 = "f8b89e448be241f5c5d4041944d25a4088ba28b4174a91a6d11909876fc37019",
+    git_commit = "30b711b07570b12c8880532aede428503c35e310",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8464406a6a31070ee167ac3ff2b6bc2a2469695b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 20:02:03 -0700
Subject: [PATCH 1043/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212747456
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1daeaebe9e4..9c9557b4e53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8b89e448be241f5c5d4041944d25a4088ba28b4174a91a6d11909876fc37019",
-    git_commit = "30b711b07570b12c8880532aede428503c35e310",
+    sha256 = "36785de9da4a3bd447adb9c3beeaddd7025e948e74a81db8c0cead57ef340ecd",
+    git_commit = "28ede9ed7caee0ce2731d95cc0eb9aff7f360105",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a20446e540ba43f0b413e794bbcf6e37f713a0aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 22:01:39 -0700
Subject: [PATCH 1044/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212757852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c9557b4e53..3f394ac5f41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36785de9da4a3bd447adb9c3beeaddd7025e948e74a81db8c0cead57ef340ecd",
-    git_commit = "28ede9ed7caee0ce2731d95cc0eb9aff7f360105",
+    sha256 = "0309d3582125790810969e069e3b38aa5a8a46a84b81896f446d79d16296652e",
+    git_commit = "f4d8442e13356ab645446c9f4a9b3b6cedddcd63",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b3d29acec8a188476ef8b97e28ab29285305e3d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Sep 2018 23:01:23 -0700
Subject: [PATCH 1045/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212762175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f394ac5f41..cd58d0286ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0309d3582125790810969e069e3b38aa5a8a46a84b81896f446d79d16296652e",
-    git_commit = "f4d8442e13356ab645446c9f4a9b3b6cedddcd63",
+    sha256 = "1020b244233ace572495a7bd503b65678ac42edf293170967b6bebd931a1c2d5",
+    git_commit = "725dfe9cd0eef3f4b858eaeda38728813c99a210",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1cd638e9d141ca4ead550ad8f57c701c999671c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 00:01:07 -0700
Subject: [PATCH 1046/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212766308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd58d0286ae..17d9dbbb725 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1020b244233ace572495a7bd503b65678ac42edf293170967b6bebd931a1c2d5",
-    git_commit = "725dfe9cd0eef3f4b858eaeda38728813c99a210",
+    sha256 = "caae8b27d2934ca5f185ac2960da6921e38a06ed0b200fc78a8f30acdefc2645",
+    git_commit = "845aaec5ec2191f2708247a09d9bad37f012f536",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6c5f5354cb76abf135db221b9bf0a5324bf7107b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 01:01:14 -0700
Subject: [PATCH 1047/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212771831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17d9dbbb725..c5f0d7f7e48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caae8b27d2934ca5f185ac2960da6921e38a06ed0b200fc78a8f30acdefc2645",
-    git_commit = "845aaec5ec2191f2708247a09d9bad37f012f536",
+    sha256 = "ccee689613527cec02b221ee3064c2d3c90e8829725cb02fddc4806f39a673f8",
+    git_commit = "626bc997c28e1dfeaa85041e6c5a057fec7e0a02",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From afa44590b095ab33d394b8e48fee71c624f913d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 02:03:12 -0700
Subject: [PATCH 1048/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212777630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5f0d7f7e48..2c59b46e269 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccee689613527cec02b221ee3064c2d3c90e8829725cb02fddc4806f39a673f8",
-    git_commit = "626bc997c28e1dfeaa85041e6c5a057fec7e0a02",
+    sha256 = "0bcd1376598a2641f20a8c118b0aee3d181b4778c968300c2d225db37745a007",
+    git_commit = "7f3938deb393f7688cd364b630afdd9338460299",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0933a0b3baf8445c6fc08b92c4aaed295d260af8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 03:01:50 -0700
Subject: [PATCH 1049/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212783403
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c59b46e269..a1b54af6873 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0bcd1376598a2641f20a8c118b0aee3d181b4778c968300c2d225db37745a007",
-    git_commit = "7f3938deb393f7688cd364b630afdd9338460299",
+    sha256 = "4291a6d1ed37c3d35e456b3c415ffd54e1c40ac2e061e844068e2cf9f5274591",
+    git_commit = "567de999ae29a2cfb30132f82178006fe5688d6b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3b43b99305110d5f0f57f11bac74dd2a063357cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 05:02:15 -0700
Subject: [PATCH 1050/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212795268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1b54af6873..c5e87b2126b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4291a6d1ed37c3d35e456b3c415ffd54e1c40ac2e061e844068e2cf9f5274591",
-    git_commit = "567de999ae29a2cfb30132f82178006fe5688d6b",
+    sha256 = "4e170f7964967edfafc75cb884394c7fa4f0e6b1f3f9d268f83f9343c37457a6",
+    git_commit = "da02a441f4a96ddb47579a52fbbf50d501d72b53",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5d994f9b0b425e002f680d812bba41dd32e0e646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 09:03:25 -0700
Subject: [PATCH 1051/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212821680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5e87b2126b..7901aae7af8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e170f7964967edfafc75cb884394c7fa4f0e6b1f3f9d268f83f9343c37457a6",
-    git_commit = "da02a441f4a96ddb47579a52fbbf50d501d72b53",
+    sha256 = "e5ba62f4eb1cccf72b8824e7dc10b4e40769d0d6e15d7de119f0862ad116b48b",
+    git_commit = "226cc7c47e2df8682b384aef5c54836948caecb3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 91327a31524ef4ebec03c319fc7d352535941678 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 10:01:09 -0700
Subject: [PATCH 1052/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212830065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7901aae7af8..48a0283e86e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5ba62f4eb1cccf72b8824e7dc10b4e40769d0d6e15d7de119f0862ad116b48b",
-    git_commit = "226cc7c47e2df8682b384aef5c54836948caecb3",
+    sha256 = "3040fb9bac0c7f394938aa5af0f14c548f18689ffae2c815f1d980ffa016497d",
+    git_commit = "a4bf3d0935570762e9d60eb917d8f42be7e398b4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fcf94e92043792fa534abb2663b39a2cf691bf4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 11:03:05 -0700
Subject: [PATCH 1053/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212841996
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48a0283e86e..6c101932fe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3040fb9bac0c7f394938aa5af0f14c548f18689ffae2c815f1d980ffa016497d",
-    git_commit = "a4bf3d0935570762e9d60eb917d8f42be7e398b4",
+    sha256 = "272d763e4b0f92f393651f0d13a590c255d59f57116fa2dc912697a2f20b4902",
+    git_commit = "609a84774dfdbf6b54d91f70bed07f8d01f87a66",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39f31e9a12a855ee0399efc1d05e33e8c73ce402 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 12:01:45 -0700
Subject: [PATCH 1054/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212853221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c101932fe0..791a4f71578 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "272d763e4b0f92f393651f0d13a590c255d59f57116fa2dc912697a2f20b4902",
-    git_commit = "609a84774dfdbf6b54d91f70bed07f8d01f87a66",
+    sha256 = "2ef072df2190892969cddfe5c227e3d9e11a1a8f496db18a8bd856863d8bab7c",
+    git_commit = "2f886d17f1990da418366bd093a09fb01fe5e777",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 566aaec15be8abe5c338a69b8b45800263e350f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 13:01:44 -0700
Subject: [PATCH 1055/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212863473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 791a4f71578..bb8fe310080 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ef072df2190892969cddfe5c227e3d9e11a1a8f496db18a8bd856863d8bab7c",
-    git_commit = "2f886d17f1990da418366bd093a09fb01fe5e777",
+    sha256 = "47d888b47765e314e59ffa1d0ea0ecabb3e70432a200c795f938222ec6bea9c1",
+    git_commit = "0fbeac58e098cf0ac8e131617ebb6780e10c9606",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f804f4915b0fe1f54d62c6b684588449e87628e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 14:01:43 -0700
Subject: [PATCH 1056/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212873736
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb8fe310080..820c1ca5dfd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47d888b47765e314e59ffa1d0ea0ecabb3e70432a200c795f938222ec6bea9c1",
-    git_commit = "0fbeac58e098cf0ac8e131617ebb6780e10c9606",
+    sha256 = "ffcbe213a401eac43688b3a2e616bbb809ef7a148b2d2751f3c30111ad63a2d0",
+    git_commit = "f2c23922fc4d977a4fbe4d2353f7b14231d63f6b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 134e12ba6ae3cfc3d93dff497d3e298355f2aa32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 15:02:23 -0700
Subject: [PATCH 1057/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212885150
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 820c1ca5dfd..f01854e36ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffcbe213a401eac43688b3a2e616bbb809ef7a148b2d2751f3c30111ad63a2d0",
-    git_commit = "f2c23922fc4d977a4fbe4d2353f7b14231d63f6b",
+    sha256 = "cdc985fec5b3211bcfc0a790ce1fa32c4d18260db2123b8686f7b6ef251828ca",
+    git_commit = "490e46f29dba0254fa69385d4235ab26854868c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2919db2162ea4d0c8a5b95d012a0b1b62e1ea7bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 16:01:59 -0700
Subject: [PATCH 1058/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212895235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f01854e36ae..54d7a1886b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdc985fec5b3211bcfc0a790ce1fa32c4d18260db2123b8686f7b6ef251828ca",
-    git_commit = "490e46f29dba0254fa69385d4235ab26854868c8",
+    sha256 = "21983341f3759604baade5de1799ad5986017f91c4b177c1eceb2c4d009edaa5",
+    git_commit = "fb50c8e9a3cb2ccfac9cf4a847d5841cba80b524",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dd0092eb9ea69fd2c285cf62b1e3bbd02d729d28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 17:02:04 -0700
Subject: [PATCH 1059/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212903289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54d7a1886b2..1e3abf59017 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21983341f3759604baade5de1799ad5986017f91c4b177c1eceb2c4d009edaa5",
-    git_commit = "fb50c8e9a3cb2ccfac9cf4a847d5841cba80b524",
+    sha256 = "89fb6996c0c39bd34ef0f56fb54d0b309e38347db820d1c9fb8accbfcdc7d086",
+    git_commit = "4292b8107175b3c3223f65c75b3ca091bd0604ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3efb33cc88e8cb59748db67e0e26fb95d4cc3f54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 18:02:26 -0700
Subject: [PATCH 1060/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212910593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e3abf59017..fee7dc4ce88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89fb6996c0c39bd34ef0f56fb54d0b309e38347db820d1c9fb8accbfcdc7d086",
-    git_commit = "4292b8107175b3c3223f65c75b3ca091bd0604ec",
+    sha256 = "9f6ecd645f67ddca6a815413f5054f20205ed47b3352e26d7f6e950511143cee",
+    git_commit = "4b42a284683416ab6159f32c903321af9dc9a591",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e00ca9e5f904f2d2d2ed7b87ee571e460f15617a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 19:01:31 -0700
Subject: [PATCH 1061/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212916312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fee7dc4ce88..87e9c330fb6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f6ecd645f67ddca6a815413f5054f20205ed47b3352e26d7f6e950511143cee",
-    git_commit = "4b42a284683416ab6159f32c903321af9dc9a591",
+    sha256 = "2035fc035bbafa2373b98d4860a6ed42062342625ec49eabec9d6fe29156390a",
+    git_commit = "2e11d827d656a671757d386881e925c97f0b3d9c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bacb76c053fecb6b068f30f6ed84cebee87a9b95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 20:02:41 -0700
Subject: [PATCH 1062/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212921274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87e9c330fb6..8b506e73754 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2035fc035bbafa2373b98d4860a6ed42062342625ec49eabec9d6fe29156390a",
-    git_commit = "2e11d827d656a671757d386881e925c97f0b3d9c",
+    sha256 = "d92c2fd29d7cc4bc8db7fd8d9b2630c9681d73ec8bf922d8688010dfe32de2d7",
+    git_commit = "1831ef73ba693ba7f27a3ecb391b47601e6a3758",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3ac64d4a709a205c32f0d248b719bf17b42869d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 21:01:16 -0700
Subject: [PATCH 1063/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212926157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b506e73754..1d8f15c03f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d92c2fd29d7cc4bc8db7fd8d9b2630c9681d73ec8bf922d8688010dfe32de2d7",
-    git_commit = "1831ef73ba693ba7f27a3ecb391b47601e6a3758",
+    sha256 = "2e3757c0b6f7f138616fcb88771fa8f1971ed9a82cbb74315f80afaa34db0f01",
+    git_commit = "6dd278831a62be829ce6f15039e5b6b368b3727c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3744f5eeb6320b5884d2313f4e4bf4195138ca8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Sep 2018 22:00:59 -0700
Subject: [PATCH 1064/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212930711
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d8f15c03f3..234471b2319 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e3757c0b6f7f138616fcb88771fa8f1971ed9a82cbb74315f80afaa34db0f01",
-    git_commit = "6dd278831a62be829ce6f15039e5b6b368b3727c",
+    sha256 = "62866acea2b922d9cab40e5e7ee3763cf063b7cbd4c43f85451e8f08ee52b16a",
+    git_commit = "40010e6287980f63158807aef163276ed1cce272",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b74b28759a88f5d8c9c0e75d3529d4f33a353337 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 01:02:06 -0700
Subject: [PATCH 1065/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212943795
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 234471b2319..07d05852866 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62866acea2b922d9cab40e5e7ee3763cf063b7cbd4c43f85451e8f08ee52b16a",
-    git_commit = "40010e6287980f63158807aef163276ed1cce272",
+    sha256 = "e06d80808ca8d326f004bdd0649d095c774832cc8545c36d28b1bba80bf1d573",
+    git_commit = "b43aeb053ec440ea5205a09c229339c10a962af4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8aa3a5b5a4ade9725a6e3b58b0ac3e42981a2815 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 03:01:35 -0700
Subject: [PATCH 1066/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212955992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07d05852866..580b27da800 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e06d80808ca8d326f004bdd0649d095c774832cc8545c36d28b1bba80bf1d573",
-    git_commit = "b43aeb053ec440ea5205a09c229339c10a962af4",
+    sha256 = "f2e07ac37c8b3253eee200c5c464e947b8d66608078b6c0d59c467cc148754f9",
+    git_commit = "3a2276ced02b217596080fb34654d2dce5069f81",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 281c665b2eaed9836da313b720611019a1a12c31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 04:01:35 -0700
Subject: [PATCH 1067/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212960722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 580b27da800..ed1e005e30e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2e07ac37c8b3253eee200c5c464e947b8d66608078b6c0d59c467cc148754f9",
-    git_commit = "3a2276ced02b217596080fb34654d2dce5069f81",
+    sha256 = "70f3bd92f552c5773a779f3350d96d59955908ff63a76808cff0c7d7a2d335ec",
+    git_commit = "54cbee5d034af8693aa39cc5877c3dfcd62d3740",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fdf23de9993c0fef83ce5a4029cd2ed8582039a8 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 14 Sep 2018 07:44:08 -0700
Subject: [PATCH 1068/8103] Add missing include.

PiperOrigin-RevId: 212981021
---
 tensorflow_serving/util/BUILD                       | 1 +
 tensorflow_serving/util/prometheus_exporter_test.cc | 1 +
 2 files changed, 2 insertions(+)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 5db01916af3..effbe76307d 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -106,6 +106,7 @@ cc_test(
     deps = [
         ":prometheus_exporter",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/memory",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/util/prometheus_exporter_test.cc b/tensorflow_serving/util/prometheus_exporter_test.cc
index 18d4d82ff3f..847449753c2 100644
--- a/tensorflow_serving/util/prometheus_exporter_test.cc
+++ b/tensorflow_serving/util/prometheus_exporter_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/prometheus_exporter.h"
 
 #include <gtest/gtest.h>
+#include "absl/memory/memory.h"
 #include "absl/strings/str_cat.h"
 #include "absl/strings/str_join.h"
 #include "tensorflow/core/lib/monitoring/counter.h"

From e006c0d1cba8143a5cbd2b973db095bb38cd1c23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 08:01:38 -0700
Subject: [PATCH 1069/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212982985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed1e005e30e..31979cf32de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70f3bd92f552c5773a779f3350d96d59955908ff63a76808cff0c7d7a2d335ec",
-    git_commit = "54cbee5d034af8693aa39cc5877c3dfcd62d3740",
+    sha256 = "fcb22e15d6e214ed923256400f3786b43617c8d27ec8a23b328268058f2b15be",
+    git_commit = "3c283b598f2de0376dfaf63ed50c4625abbf6e03",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f429a4fa1253c3c2a60d9e0fc4a1dfb468eec8de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 10:01:36 -0700
Subject: [PATCH 1070/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 212999262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31979cf32de..0d2330e1734 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcb22e15d6e214ed923256400f3786b43617c8d27ec8a23b328268058f2b15be",
-    git_commit = "3c283b598f2de0376dfaf63ed50c4625abbf6e03",
+    sha256 = "f7e6ddc0276fa5cee1cc91ffbb4020d307262ccddf7d0924f05056e2f6c0fa1c",
+    git_commit = "6aebb0866718cae2c921e875f3fd74573ee9acc8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 85bd884276dea025c58135fa44f09088383afc6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 11:07:42 -0700
Subject: [PATCH 1071/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213011415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d2330e1734..9de47842fa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7e6ddc0276fa5cee1cc91ffbb4020d307262ccddf7d0924f05056e2f6c0fa1c",
-    git_commit = "6aebb0866718cae2c921e875f3fd74573ee9acc8",
+    sha256 = "11b848213893a2c4dc953393bc6ceac527c0702f00cc5d7af2f06d3527209cdf",
+    git_commit = "82e4edc50fb146dbf006cd81aaac6d01f40533a6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa5e16e749c50aa0d5704a27be5ad5c6b2e79e59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 12:03:51 -0700
Subject: [PATCH 1072/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213020999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9de47842fa1..70f688c3046 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11b848213893a2c4dc953393bc6ceac527c0702f00cc5d7af2f06d3527209cdf",
-    git_commit = "82e4edc50fb146dbf006cd81aaac6d01f40533a6",
+    sha256 = "3bf35edc0e7e1b7c336cdd5901e8b37761f23761479186df997f984e6d07ddb8",
+    git_commit = "81a063287a0449cfe2f20a82c036146d6e9356f9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e55c3c52b23a94a260f04b647a1dfea6c07b3784 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 13:04:33 -0700
Subject: [PATCH 1073/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213030150
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70f688c3046..af469c75f3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bf35edc0e7e1b7c336cdd5901e8b37761f23761479186df997f984e6d07ddb8",
-    git_commit = "81a063287a0449cfe2f20a82c036146d6e9356f9",
+    sha256 = "93a677cc317b8959626d00d054fdd35b762ddcd15116575820b806ac7e496e54",
+    git_commit = "39f50af5634b8a4d2132b57bad2152308a0fd41c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 55e4b10a037afec05c885d58079de0cd080f82f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 14:02:28 -0700
Subject: [PATCH 1074/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213039433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af469c75f3a..8e7d44ac1a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93a677cc317b8959626d00d054fdd35b762ddcd15116575820b806ac7e496e54",
-    git_commit = "39f50af5634b8a4d2132b57bad2152308a0fd41c",
+    sha256 = "0416550b511441d460640a25922b89d7b771413a38589eaa360bf05d93feb8a2",
+    git_commit = "91fa9ad89589b7d20200bb19cf3c271d71fa3bdc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 87ad8dd798442bd3da6b568648780a65c201df10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 15:01:03 -0700
Subject: [PATCH 1075/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213049707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e7d44ac1a8..2dcd2ddd231 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0416550b511441d460640a25922b89d7b771413a38589eaa360bf05d93feb8a2",
-    git_commit = "91fa9ad89589b7d20200bb19cf3c271d71fa3bdc",
+    sha256 = "92627f8ac222dbf74c0ca3751e28ad045d93f5228f039fd4d1176ca28e734779",
+    git_commit = "19d66a950e2091bb598c6a2d375e14208f5773b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 35ab1b8d994f83d88cfdb60132d8530cc30647ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 16:02:52 -0700
Subject: [PATCH 1076/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213059164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dcd2ddd231..839d45d794b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92627f8ac222dbf74c0ca3751e28ad045d93f5228f039fd4d1176ca28e734779",
-    git_commit = "19d66a950e2091bb598c6a2d375e14208f5773b2",
+    sha256 = "5b26b133f19849f9660ab9e6229ad36957581116138e60a624196211f330e6a0",
+    git_commit = "84d8423bececc26f127a1c40c00588463d8d1650",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0144a03ce17ba1eda9105a7110da379f5aeb0c64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 17:04:41 -0700
Subject: [PATCH 1077/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213067390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 839d45d794b..298f7fb7aa3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b26b133f19849f9660ab9e6229ad36957581116138e60a624196211f330e6a0",
-    git_commit = "84d8423bececc26f127a1c40c00588463d8d1650",
+    sha256 = "aed39b71578fcb18d0b3dfe89cf2d7c411ea537905b62430e9a1a41e9c0b4311",
+    git_commit = "98342d8bea440c960a3a08bf3f27df737b2b2b11",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb35072fee4fb6497002db0703aa9a2637334c64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 18:02:24 -0700
Subject: [PATCH 1078/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213073256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 298f7fb7aa3..d4e2863c3c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aed39b71578fcb18d0b3dfe89cf2d7c411ea537905b62430e9a1a41e9c0b4311",
-    git_commit = "98342d8bea440c960a3a08bf3f27df737b2b2b11",
+    sha256 = "b6203a7c1ee97baed6ad97d843fdb094c2bf27fe4e61fce82e86238207431e05",
+    git_commit = "2e44b4681a16f4127502b0330228d7d4b33f8ee5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71b1f74cf20bff6fa5af05d50db6944afa099b11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 19:03:41 -0700
Subject: [PATCH 1079/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213077889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4e2863c3c0..b1af871b41f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6203a7c1ee97baed6ad97d843fdb094c2bf27fe4e61fce82e86238207431e05",
-    git_commit = "2e44b4681a16f4127502b0330228d7d4b33f8ee5",
+    sha256 = "9d61fa53461a39fca6996c5f67ac9ba5f980f2f9be95d8deef20cb4c1a2cddbd",
+    git_commit = "0d4cb43a540f08cb73c00fac662c961e4154ac32",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef75ffc8e774700f5578449d25a6249fc9f3cad9 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 14 Sep 2018 20:00:54 -0700
Subject: [PATCH 1080/8103] Update release notes

PiperOrigin-RevId: 213081048
---
 RELEASE.md | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 7c71d34790a..73529e66b92 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,24 @@
+# Release 1.11.0-rc0
+
+# Major Features and Improvements
+
+* No major features or improvements
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Prometheus exporter for TF metrics.=
+* Add new REST API to get status of model(s) from ModelServer
+* Directly import tensor.proto.h (the transitive import will be removed from tensor.h soon)
+* Building optimized TensorFlow Serving binaries is now easier (see https://github.com/tensorflow/serving/g3doc/setup.md)
+* Adds columnar format support for input/output tensors in Predict REST API (fixes #1047)
+* Development Dockerfiles now produce a more optimized ModelServer
+* Fixed TensorFlow Serving API PyPi package overwriting TensorFlow package
+
+
 # Release 1.10.0
 
 # Major Features and Improvements

From 0b3aab4aa7d364bf1a909b6aff124f5dee282f69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Sep 2018 20:03:22 -0700
Subject: [PATCH 1081/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213081296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1af871b41f..607dfa72c79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d61fa53461a39fca6996c5f67ac9ba5f980f2f9be95d8deef20cb4c1a2cddbd",
-    git_commit = "0d4cb43a540f08cb73c00fac662c961e4154ac32",
+    sha256 = "241b1e30f12188216a929837f9c4ef44291e60f2e1b91f26ce2e21ad24b8590c",
+    git_commit = "08589aa0c4447b21dd73183cf5cfafff326324dc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 449a2af279da0906c90ae278ade5fea0d49ea933 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Sep 2018 04:01:06 -0700
Subject: [PATCH 1082/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213105853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 607dfa72c79..193c1733c7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "241b1e30f12188216a929837f9c4ef44291e60f2e1b91f26ce2e21ad24b8590c",
-    git_commit = "08589aa0c4447b21dd73183cf5cfafff326324dc",
+    sha256 = "822107c111bb746a11ac6451e081bd128471d5e699881dcd9c17b1c95a95eba6",
+    git_commit = "e517e2cf49a23d8561bcc5fcacbbb6674064b0e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 477ece64765875c5077451106df7c5b2aaa97370 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Sep 2018 07:01:46 -0700
Subject: [PATCH 1083/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213113465
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 193c1733c7f..d50992797c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "822107c111bb746a11ac6451e081bd128471d5e699881dcd9c17b1c95a95eba6",
-    git_commit = "e517e2cf49a23d8561bcc5fcacbbb6674064b0e9",
+    sha256 = "1d824dd19084f77b2eac055e5d5997705ef48b00979599f616c2d303f251d185",
+    git_commit = "eab14a9303f6268d97fa3b901cc09a71c86bba63",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d7eaca82d5919dde4fcf9fe85f3fa6b7d08f8dbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Sep 2018 15:02:31 -0700
Subject: [PATCH 1084/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213133186
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d50992797c6..29d67a77bc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d824dd19084f77b2eac055e5d5997705ef48b00979599f616c2d303f251d185",
-    git_commit = "eab14a9303f6268d97fa3b901cc09a71c86bba63",
+    sha256 = "91d84ea31d9890ab63043232b814392ad6cd349599a6acc625354d6be9f1c73b",
+    git_commit = "e37baff90ed84faef679bbf1e785e6790fd2739d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f835a39a1729a49656931d4ab2cbaf59dcf4dc26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Sep 2018 04:01:58 -0700
Subject: [PATCH 1085/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213166701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29d67a77bc2..c5c16bc6bc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91d84ea31d9890ab63043232b814392ad6cd349599a6acc625354d6be9f1c73b",
-    git_commit = "e37baff90ed84faef679bbf1e785e6790fd2739d",
+    sha256 = "75b859b59e7607b821dab7bdd3ec3569949e5d82cc05b40406b60a3a1f0a1260",
+    git_commit = "aa2094fc9dc6e67d6e440231828de05a6da3cf78",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c45244e3ab3ba7108f76e2a92b377b11937b947a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Sep 2018 14:02:17 -0700
Subject: [PATCH 1086/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213192814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5c16bc6bc3..ee9eb7ce4af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75b859b59e7607b821dab7bdd3ec3569949e5d82cc05b40406b60a3a1f0a1260",
-    git_commit = "aa2094fc9dc6e67d6e440231828de05a6da3cf78",
+    sha256 = "a96c94477a3d504ff6b7736ccc608cc80815e617426bd9f2b6e2b83111b87fef",
+    git_commit = "92c31bb620b0f8dd6590380dc6a5674f591ce1cb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0fefdc36e1f415a95673d15788eb34807492ee20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Sep 2018 15:02:34 -0700
Subject: [PATCH 1087/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213195338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee9eb7ce4af..847c78e9251 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a96c94477a3d504ff6b7736ccc608cc80815e617426bd9f2b6e2b83111b87fef",
-    git_commit = "92c31bb620b0f8dd6590380dc6a5674f591ce1cb",
+    sha256 = "3d3b1729f4f26251f37900fe499152e25fb86cf0de53dd845de58f6eed8e8cc2",
+    git_commit = "a6ee64cd216b3ac440262e1f4ec7872fe7026df6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b952ffa7d5ce30cdc8d90dfac29e1eebe9ea5eec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Sep 2018 23:01:22 -0700
Subject: [PATCH 1088/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213220576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 847c78e9251..71f6dec5736 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d3b1729f4f26251f37900fe499152e25fb86cf0de53dd845de58f6eed8e8cc2",
-    git_commit = "a6ee64cd216b3ac440262e1f4ec7872fe7026df6",
+    sha256 = "4fbf55df59baedffb9397f4116ae89f811ff287f7fff95696bcfe3ed454fea29",
+    git_commit = "5cf71e75a56a6ec424487492cacde7c9fbc9a5aa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 77b01bb606591fc5b9193f13dededdb0c4c17691 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 02:01:28 -0700
Subject: [PATCH 1089/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213234902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71f6dec5736..998af9943bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fbf55df59baedffb9397f4116ae89f811ff287f7fff95696bcfe3ed454fea29",
-    git_commit = "5cf71e75a56a6ec424487492cacde7c9fbc9a5aa",
+    sha256 = "96785f72ffc44c8890054fef0cd2fe1f1c42281310709c99262345a2e9550069",
+    git_commit = "f1d42c8967410db1e08c0b6d62dc1fc4844165a8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2aad88ca26d99dc772ff55c7be991e666fb04f79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 03:02:18 -0700
Subject: [PATCH 1090/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213242492
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 998af9943bf..64a2e20f5a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96785f72ffc44c8890054fef0cd2fe1f1c42281310709c99262345a2e9550069",
-    git_commit = "f1d42c8967410db1e08c0b6d62dc1fc4844165a8",
+    sha256 = "6c5b873f457b07e75f5f54cc231e5b34ccab5b745da77c21df923676bd9aff94",
+    git_commit = "5ff7f982846bd3f8056c8252a0afeb07e5b3e982",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 22f0f5d32f48fa1deb095a8ab812afd7a334a18f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 04:01:15 -0700
Subject: [PATCH 1091/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213247566
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64a2e20f5a9..e6661ff9a44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c5b873f457b07e75f5f54cc231e5b34ccab5b745da77c21df923676bd9aff94",
-    git_commit = "5ff7f982846bd3f8056c8252a0afeb07e5b3e982",
+    sha256 = "69cc3e48164a5c006312e2485f9225d6c7d7fe6e43d7f7b00cdae7c6330d5db1",
+    git_commit = "b1f4328517851e76cff3d4af8766e7e3446314ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3c9e728518b7b01846a19cb43a9a6b5319934d23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 05:03:26 -0700
Subject: [PATCH 1092/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213254306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6661ff9a44..f5c520d14cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69cc3e48164a5c006312e2485f9225d6c7d7fe6e43d7f7b00cdae7c6330d5db1",
-    git_commit = "b1f4328517851e76cff3d4af8766e7e3446314ba",
+    sha256 = "ded78bffaaa63ef4d34cf4c06da9a23f5ca03440d87f9972e107819099687c68",
+    git_commit = "cac963862be3faa421c559f39033c9bfb3b27a51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd8d40157907e19e740be9ad0a2c1699d8c8c079 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 09:01:20 -0700
Subject: [PATCH 1093/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213280250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5c520d14cf..2d6071b3f88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ded78bffaaa63ef4d34cf4c06da9a23f5ca03440d87f9972e107819099687c68",
-    git_commit = "cac963862be3faa421c559f39033c9bfb3b27a51",
+    sha256 = "384af921f7a77eb99238a5a23e4fb9fd4c886608f2e22eaee3f04279451fa64e",
+    git_commit = "055e5a0f71c83bab3f645d1c2e2cadeff5ff654f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bff9502f3b0a9968809417c900a3d59209a8aa7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 10:01:05 -0700
Subject: [PATCH 1094/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213289407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d6071b3f88..9a3a192ba4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "384af921f7a77eb99238a5a23e4fb9fd4c886608f2e22eaee3f04279451fa64e",
-    git_commit = "055e5a0f71c83bab3f645d1c2e2cadeff5ff654f",
+    sha256 = "c2012ef3ef6ec392f5838055c86239d784d02f01f04c3ea9fa0cbf150fffed04",
+    git_commit = "e0d6830999a6e7c92f047e6e89c3aba20911cc8c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1ef8ba8f3843838c159ce2f5064c88e323be8ee7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 11:00:48 -0700
Subject: [PATCH 1095/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213301177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a3a192ba4a..9a497e1a718 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2012ef3ef6ec392f5838055c86239d784d02f01f04c3ea9fa0cbf150fffed04",
-    git_commit = "e0d6830999a6e7c92f047e6e89c3aba20911cc8c",
+    sha256 = "94e83663d5f9286e826e524d41b99b347d393391b41d36c366b027d505add287",
+    git_commit = "422158776bcd9ffbde485610fdd3af498a2d5669",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0dac531840a8c23414c46c11b15fbbfc66f15ef7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 12:01:56 -0700
Subject: [PATCH 1096/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213312876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a497e1a718..a1ca2f0fd27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94e83663d5f9286e826e524d41b99b347d393391b41d36c366b027d505add287",
-    git_commit = "422158776bcd9ffbde485610fdd3af498a2d5669",
+    sha256 = "dfdf6e302351bf04dc73335cb7b1a1ad163deb638ddda429992f5d56c0430061",
+    git_commit = "531d08bd10125b83030f1165d8562e23b20f4941",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b8d5b5c8370cb9a07a41860c16bd057153e3b955 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 13:01:32 -0700
Subject: [PATCH 1097/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213322783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1ca2f0fd27..59b702a5572 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfdf6e302351bf04dc73335cb7b1a1ad163deb638ddda429992f5d56c0430061",
-    git_commit = "531d08bd10125b83030f1165d8562e23b20f4941",
+    sha256 = "b06417c04bec5ab33063713ceca19dfdca0956b70e15173fabecff73197a1b1d",
+    git_commit = "a1ea2be7ce4d19c5cd098be2ecd1488a30605899",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aacb8b6a989115e514e80d407cef388ff95ef4ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 14:01:15 -0700
Subject: [PATCH 1098/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213333002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59b702a5572..d97c7eaa247 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b06417c04bec5ab33063713ceca19dfdca0956b70e15173fabecff73197a1b1d",
-    git_commit = "a1ea2be7ce4d19c5cd098be2ecd1488a30605899",
+    sha256 = "7bcaf8929040b68099eef68aa62ebf412d24c72f30d1828283dd44e66ebdbbf8",
+    git_commit = "de3fa499bb05c595f9e341c7d507b47b8d44ae90",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 60e9e4637a0cc4039a5606571f359fde0c97cfff Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 17 Sep 2018 14:49:52 -0700
Subject: [PATCH 1099/8103] Minor fixes to release notes.

PiperOrigin-RevId: 213342044
---
 RELEASE.md | 15 +++++++--------
 1 file changed, 7 insertions(+), 8 deletions(-)

diff --git a/RELEASE.md b/RELEASE.md
index 73529e66b92..99452d501dd 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,8 +1,9 @@
 # Release 1.11.0-rc0
 
-# Major Features and Improvements
+## Major Features and Improvements
 
-* No major features or improvements
+* Prometheus exporter for TF metrics (see https://github.com/tensorflow/serving/commit/021efbd3281aa815cab0b35eab6d6d25249c12d4 for details).
+* Added new REST API to [get status of model(s)](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/api_rest.md#model-status-api) from ModelServer.
 
 ## Breaking Changes
 
@@ -10,18 +11,16 @@
 
 ## Bug Fixes and Other Changes
 
-* Prometheus exporter for TF metrics.=
-* Add new REST API to get status of model(s) from ModelServer
+* Built against TensorFlow [1.11.0-rc0](https://github.com/tensorflow/tensorflow/releases/tag/v1.11.0-rc0).
 * Directly import tensor.proto.h (the transitive import will be removed from tensor.h soon)
-* Building optimized TensorFlow Serving binaries is now easier (see https://github.com/tensorflow/serving/g3doc/setup.md)
+* Building optimized TensorFlow Serving binaries is now easier (see [docs](https://github.com/tensorflow/serving/g3doc/setup.md]) for details)
 * Adds columnar format support for input/output tensors in Predict REST API (fixes #1047)
 * Development Dockerfiles now produce a more optimized ModelServer
-* Fixed TensorFlow Serving API PyPi package overwriting TensorFlow package
-
+* Fixed TensorFlow Serving API PyPi package overwriting TensorFlow package.
 
 # Release 1.10.0
 
-# Major Features and Improvements
+## Major Features and Improvements
 
 * No major features or improvements.
 

From 63304b2ccaded60f35c2b6d0b522fde2915acd5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 15:01:52 -0700
Subject: [PATCH 1100/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213344311
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d97c7eaa247..fbd53569630 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bcaf8929040b68099eef68aa62ebf412d24c72f30d1828283dd44e66ebdbbf8",
-    git_commit = "de3fa499bb05c595f9e341c7d507b47b8d44ae90",
+    sha256 = "452234f99434f763f3b3f41923f08054b6cfd7ca3a3e7dbb6390fb1d3039fd54",
+    git_commit = "838d9c859583717a151395ef9c28374e124f1408",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 862f4dd354626822a0f2b8ac5fffa97111561a42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 16:01:47 -0700
Subject: [PATCH 1101/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213355017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbd53569630..4c030efb66f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "452234f99434f763f3b3f41923f08054b6cfd7ca3a3e7dbb6390fb1d3039fd54",
-    git_commit = "838d9c859583717a151395ef9c28374e124f1408",
+    sha256 = "a6a6cc95b8383b67cf24c203738c3df48c5a2581103ae07d382361d0f53c6cc4",
+    git_commit = "2015dc15784e635c40f256ed9f3b9b0b3539daaf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b3b6a20f4067bed47a0aae4ca7002ce87a1154f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 17:01:35 -0700
Subject: [PATCH 1102/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213365085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c030efb66f..8727e931943 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6a6cc95b8383b67cf24c203738c3df48c5a2581103ae07d382361d0f53c6cc4",
-    git_commit = "2015dc15784e635c40f256ed9f3b9b0b3539daaf",
+    sha256 = "039153e8836f7871b923a05874d0b7d1ef01d5ad33655b47d365f6a154fa4f63",
+    git_commit = "f5116dd366a5bb1d679e1682c13b8fa3c4830a84",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6bc82d5bde420b6902accd35d0233ec4f6ba1fec Mon Sep 17 00:00:00 2001
From: christis <christis@google.com>
Date: Mon, 17 Sep 2018 17:04:33 -0700
Subject: [PATCH 1103/8103] Basic SavedModel Warmup documentation.

PiperOrigin-RevId: 213365686
---
 .../g3doc/saved_model_warmup.md               | 57 +++++++++++++++++++
 1 file changed, 57 insertions(+)
 create mode 100644 tensorflow_serving/g3doc/saved_model_warmup.md

diff --git a/tensorflow_serving/g3doc/saved_model_warmup.md b/tensorflow_serving/g3doc/saved_model_warmup.md
new file mode 100644
index 00000000000..1d60b7b587d
--- /dev/null
+++ b/tensorflow_serving/g3doc/saved_model_warmup.md
@@ -0,0 +1,57 @@
+# SavedModel Warmup
+
+## Introduction
+
+The TensorFlow runtime has components that are lazily initialized,
+which can cause high latency for the first request/s sent to a model after it is
+loaded. This latency can be several orders of magnitude higher than that of a
+single inference request.
+
+To reduce the impact of lazy initialization on request latency, it's possible to
+trigger the initialization of the sub-systems and components at model load time
+by providing a sample set of inference requests along with the SavedModel. This
+process is known as "warming up" the model.
+
+## Usage
+
+SavedModel Warmup is supported for Regress, Classify, MultiInference and
+Predict. To trigger warmup of the model at load time, attach a warmup data file
+under the assets.extra subfolder of the SavedModel directory.
+
+Requirements for model warmup to work correctly:
+
+*   Warmup file name: 'tf_serving_warmup_requests'
+*   File location: assets.extra/
+*   File format:
+    [TFRecord](https://www.tensorflow.org/api_guides/python/python_io) with each
+    record as a
+    [PredictionLog](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_log.proto#L40).
+*   Number of warmup records <= 1000.
+*   The warmup data must be representative of the inference requests used at
+    serving.
+
+Example code snippet producing warmup data:
+
+```python
+import tensorflow as tf
+from tensorflow_serving.apis import classification_pb2
+from tensorflow_serving.apis import inference_pb2
+from tensorflow_serving.apis import model_pb2
+from tensorflow_serving.apis import predict_pb2
+from tensorflow_serving.apis import prediction_log_pb2
+from tensorflow_serving.apis import regression_pb2
+
+def main():
+    with tf.python_io.TFRecordWriter("tf_serving_warmup_requests") as writer:
+        # replace <request> with one of:
+        # predict_pb2.PredictRequest(..)
+        # classification_pb2.ClassificationRequest(..)
+        # regression_pb2.RegressionRequest(..)
+        # inference_pb2.MultiInferenceRequest(..)
+        log = prediction_log_pb2.PredictionLog(
+            predict_log=prediction_log_pb2.PredictLog(request=<request>))
+        writer.write(log.SerializeToString())
+
+if __name__ == "__main__":
+    main()
+```

From 701aae40a02ad3784e71a2463f859de5b9cc3bc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 18:01:33 -0700
Subject: [PATCH 1104/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213372849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8727e931943..f43e2fae4d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "039153e8836f7871b923a05874d0b7d1ef01d5ad33655b47d365f6a154fa4f63",
-    git_commit = "f5116dd366a5bb1d679e1682c13b8fa3c4830a84",
+    sha256 = "702ed9714cfab666971e92e7a8a62752991f6169d8a3d51a14c737c754eea8d3",
+    git_commit = "6e8293f1cdf2efe3cec2efdcfa89174893b0bace",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec429a18c9de0cb83f14d57334cfccd1ef0c8764 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 19:01:48 -0700
Subject: [PATCH 1105/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213379091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f43e2fae4d9..552bceaeed6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "702ed9714cfab666971e92e7a8a62752991f6169d8a3d51a14c737c754eea8d3",
-    git_commit = "6e8293f1cdf2efe3cec2efdcfa89174893b0bace",
+    sha256 = "564236887e99ccc955cf5d859a852275bc5a80998406e1dc7acd5e68ea546952",
+    git_commit = "71fab28dc4741dedf13fea732f6b134608719bc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 329f5e5708675316cdafb86d6c7839bc0e6c5e01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 20:01:43 -0700
Subject: [PATCH 1106/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213383951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 552bceaeed6..e85f448da63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "564236887e99ccc955cf5d859a852275bc5a80998406e1dc7acd5e68ea546952",
-    git_commit = "71fab28dc4741dedf13fea732f6b134608719bc7",
+    sha256 = "e020a65a187e7b2ace4bdb5149787c82e4f675d54f47c4c8a6511009048aecae",
+    git_commit = "1bd2804869355a7cd0cbfbe9e6aab7591b8a20de",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5fec1c1f9b09fdcd308e2d60d0384fb2e576de20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 21:01:31 -0700
Subject: [PATCH 1107/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213389243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e85f448da63..8b44b7747f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e020a65a187e7b2ace4bdb5149787c82e4f675d54f47c4c8a6511009048aecae",
-    git_commit = "1bd2804869355a7cd0cbfbe9e6aab7591b8a20de",
+    sha256 = "3e605413f7d05716f06593745774b8677dd233777309d6046c065dd4c74c89b9",
+    git_commit = "bb9958ab69a38cbe57d119947b635a257fa6b802",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 525877b0f7e517f38123319b0dd16ad34a66885e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Sep 2018 22:02:14 -0700
Subject: [PATCH 1108/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213393925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b44b7747f4..c5205e92ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e605413f7d05716f06593745774b8677dd233777309d6046c065dd4c74c89b9",
-    git_commit = "bb9958ab69a38cbe57d119947b635a257fa6b802",
+    sha256 = "97b23ee0ec4ba3ffe0a0767fb61f6dc3ce728624ddb1620b8f1845eab0e46ec1",
+    git_commit = "b91e27a9c33d038af79a0944eb9046b926d483c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f62b75bf78516f55a84dfd37791da9d3fe1d1635 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 00:01:58 -0700
Subject: [PATCH 1109/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213402413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5205e92ea9..0cadd347643 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97b23ee0ec4ba3ffe0a0767fb61f6dc3ce728624ddb1620b8f1845eab0e46ec1",
-    git_commit = "b91e27a9c33d038af79a0944eb9046b926d483c8",
+    sha256 = "a4767b08367c90b578d2424427b6de110942045b8a4d8a78e7ef8a406764585f",
+    git_commit = "9cc7bbe5b476bec556d7dce235996a03775d7492",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f84fe6f7e596dd25d12bb7e29ccd0c2556a3f8b Mon Sep 17 00:00:00 2001
From: tutmann <tutmann@google.com>
Date: Tue, 18 Sep 2018 09:56:03 +0200
Subject: [PATCH 1110/8103] Update index.md

Embed Noah Fiedels Talk from TFDS in serving docs.
---
 tensorflow_serving/g3doc/index.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/index.md b/tensorflow_serving/g3doc/index.md
index 18d0e28c42d..fa24e6b7c01 100644
--- a/tensorflow_serving/g3doc/index.md
+++ b/tensorflow_serving/g3doc/index.md
@@ -12,7 +12,8 @@ To get started with TensorFlow Serving:
 * Read the [overview](architecture_overview.md)
 * [Set up](setup.md) your environment
 * Do the [basic tutorial](serving_basic.md)
-
+* Or watch the Talk from TensorFlow Dev Summit 2017:
+<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/q_IkJcPyNl0?rel=0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
 
 
 ![TensorFlow Serving Diagram](images/tf_diagram.svg){: width="500"}

From 7e52ae0b96e2a6c1ec7bf9b993322cc371fca2d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 01:03:04 -0700
Subject: [PATCH 1111/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213408187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cadd347643..5f438525c48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4767b08367c90b578d2424427b6de110942045b8a4d8a78e7ef8a406764585f",
-    git_commit = "9cc7bbe5b476bec556d7dce235996a03775d7492",
+    sha256 = "4aba22cf8bd892caac85d45d8f35c398b9a8c48c55af4d9799d2306f947030a2",
+    git_commit = "cc054336d93cd1eee1b80679a1b87017fda3d9e5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b5fe5ecb9fca82cd518bfff45dc6d7c652ef0a3a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 04:02:33 -0700
Subject: [PATCH 1112/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213426512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f438525c48..f976633b9bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4aba22cf8bd892caac85d45d8f35c398b9a8c48c55af4d9799d2306f947030a2",
-    git_commit = "cc054336d93cd1eee1b80679a1b87017fda3d9e5",
+    sha256 = "e471a422b9ffbc331bfad4389ac9575d826e3c2dbebf5056a0c01f9fdc38003b",
+    git_commit = "0cf3690400e46bd89b48a206eff8dd08a660aced",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4bd27f668e1c92a8d960bb6cc11afc0be98a87c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 07:03:00 -0700
Subject: [PATCH 1113/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213443099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f976633b9bd..ea33fbaa472 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e471a422b9ffbc331bfad4389ac9575d826e3c2dbebf5056a0c01f9fdc38003b",
-    git_commit = "0cf3690400e46bd89b48a206eff8dd08a660aced",
+    sha256 = "bbc570b0dbac178ad3f7312729c6fe2672d77a4429fc8d6110152dc3f43d95a4",
+    git_commit = "c6a060c83cc56c8c0cc0f1105550def4bff93c0d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2bc0bd09b91feb4940579fbd3d5a1f924b1010bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 08:03:01 -0700
Subject: [PATCH 1114/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213449898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea33fbaa472..5be4c7231ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbc570b0dbac178ad3f7312729c6fe2672d77a4429fc8d6110152dc3f43d95a4",
-    git_commit = "c6a060c83cc56c8c0cc0f1105550def4bff93c0d",
+    sha256 = "1e86b3108e644aede87466378d367a5db40ad1673461e900ad4ae37c88d3b00f",
+    git_commit = "25c99131362f034c3bc3805d741f0c4ab9d0cb8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b70b40995ba46a49af3e6d77d7c8da0ee2584b7e Mon Sep 17 00:00:00 2001
From: tutmann <tutmann@google.com>
Date: Tue, 18 Sep 2018 20:29:33 +0200
Subject: [PATCH 1115/8103] Update index.md

---
 tensorflow_serving/g3doc/index.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/index.md b/tensorflow_serving/g3doc/index.md
index fa24e6b7c01..3adadd13c77 100644
--- a/tensorflow_serving/g3doc/index.md
+++ b/tensorflow_serving/g3doc/index.md
@@ -13,7 +13,7 @@ To get started with TensorFlow Serving:
 * [Set up](setup.md) your environment
 * Do the [basic tutorial](serving_basic.md)
 * Or watch the Talk from TensorFlow Dev Summit 2017:
-<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/q_IkJcPyNl0?rel=0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
+[![Serving Models in Production with TensorFlow Serving](https://img.youtube.com/vi/q_IkJcPyNl0/0.jpg)](http://www.youtube.com/watch?v=q_IkJcPyNl0)
 
 
 ![TensorFlow Serving Diagram](images/tf_diagram.svg){: width="500"}

From a1bf8d726de716c6cc8ff0ad035b18f0e1bfef19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 16:04:55 -0700
Subject: [PATCH 1116/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213535208
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5be4c7231ec..9821fc82a13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e86b3108e644aede87466378d367a5db40ad1673461e900ad4ae37c88d3b00f",
-    git_commit = "25c99131362f034c3bc3805d741f0c4ab9d0cb8b",
+    sha256 = "3b5287c89aa30018b774aa1af5f40a01e6e45ca96e5612d7a7274baf9622f39d",
+    git_commit = "0c8a8289da120ee353c4fba5decb0bea9014e0a7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6c7132edda0a673785b226f94b2e6caaadcc5bd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 17:01:03 -0700
Subject: [PATCH 1117/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213544308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9821fc82a13..1b549494ed8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b5287c89aa30018b774aa1af5f40a01e6e45ca96e5612d7a7274baf9622f39d",
-    git_commit = "0c8a8289da120ee353c4fba5decb0bea9014e0a7",
+    sha256 = "c872227bd7cb4ac186b8f676a81a107c3cc7df89edf259dde38a33d07c718502",
+    git_commit = "e1a32c98210f8ebba42a0397259d948e1433c09e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 456e74af3eee459f5623acf86bf6118214515a23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 18:02:03 -0700
Subject: [PATCH 1118/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213552911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b549494ed8..0747926287f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c872227bd7cb4ac186b8f676a81a107c3cc7df89edf259dde38a33d07c718502",
-    git_commit = "e1a32c98210f8ebba42a0397259d948e1433c09e",
+    sha256 = "eafa4bb6e029865da11f3c8f7d1cb2012b28dbf0f4c6c2cf776cfebcdfc3f8c3",
+    git_commit = "f7b54ae1b4b215b2944e232ca51604aad1356930",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c0c3363ef0d9b88857352b204f884e0a0b0820d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 19:02:09 -0700
Subject: [PATCH 1119/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213558514
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0747926287f..f4f9a8bb514 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eafa4bb6e029865da11f3c8f7d1cb2012b28dbf0f4c6c2cf776cfebcdfc3f8c3",
-    git_commit = "f7b54ae1b4b215b2944e232ca51604aad1356930",
+    sha256 = "4eb3a26b5b0f34230d1639728978a46d9d0868f0e94dcc2c19d120605ff0a0b5",
+    git_commit = "c2dc702159cfccb623b99daf2f9df875a1f3dbfd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9b084f3bbf3abc32765c84be7d06361e92be4213 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 20:05:36 -0700
Subject: [PATCH 1120/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213563760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4f9a8bb514..4f9fc2c99d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4eb3a26b5b0f34230d1639728978a46d9d0868f0e94dcc2c19d120605ff0a0b5",
-    git_commit = "c2dc702159cfccb623b99daf2f9df875a1f3dbfd",
+    sha256 = "476cc7466df8be1b73fed517b5b0ceb588cf78de58b40fcfd1ca8bc4fc8dff67",
+    git_commit = "9ee75bb6e29007b8b5ea4a6d981996d8a4d88373",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08ddb2330d72315bedee2568f8df572bf23ac371 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 21:02:25 -0700
Subject: [PATCH 1121/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213568247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f9fc2c99d1..2b588848791 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "476cc7466df8be1b73fed517b5b0ceb588cf78de58b40fcfd1ca8bc4fc8dff67",
-    git_commit = "9ee75bb6e29007b8b5ea4a6d981996d8a4d88373",
+    sha256 = "89ccee3a1333f93d226166f533c10757ed943f9f7ea4a4b0fbf78026e2563e13",
+    git_commit = "9fe177881224571aff0c267593f747f5fd7a2967",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f9fe31475bcbeddcba7ec0f80403a11094ae838d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 22:01:42 -0700
Subject: [PATCH 1122/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213572440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b588848791..fb584c3a217 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89ccee3a1333f93d226166f533c10757ed943f9f7ea4a4b0fbf78026e2563e13",
-    git_commit = "9fe177881224571aff0c267593f747f5fd7a2967",
+    sha256 = "e577d329d7c374905e1765ed17f1dec6731cd0f790f5398dbbd88f07f4934b2f",
+    git_commit = "50e7f03591a5d2b6b2abc29e5549ea0077259706",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f452f3cab5d0788aadf77ba63134cd1ad30509e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Sep 2018 23:01:41 -0700
Subject: [PATCH 1123/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213576729
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb584c3a217..889635f2db9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e577d329d7c374905e1765ed17f1dec6731cd0f790f5398dbbd88f07f4934b2f",
-    git_commit = "50e7f03591a5d2b6b2abc29e5549ea0077259706",
+    sha256 = "0588aec2e7d82e9174f4c32839090a6178a82f71ae9b95721fc26f9f56b53be1",
+    git_commit = "d7cc73c300b12e7c02507bcfaff146d6c4955f19",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b41139aef14f69274c069ab3fb6ad2785eab7e61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 00:01:56 -0700
Subject: [PATCH 1124/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213580789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 889635f2db9..f6cbb76ff64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0588aec2e7d82e9174f4c32839090a6178a82f71ae9b95721fc26f9f56b53be1",
-    git_commit = "d7cc73c300b12e7c02507bcfaff146d6c4955f19",
+    sha256 = "05a3e683389e75c88756a022f6cfb72bce5371b54794fb517e0a03f1b1b31803",
+    git_commit = "50125bf0d8ee9f47b868211f62cb545c5701a032",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f2940533ffcd4ca32141cba18aadb4c23d841b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 03:00:50 -0700
Subject: [PATCH 1125/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213599542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6cbb76ff64..af61ad939d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05a3e683389e75c88756a022f6cfb72bce5371b54794fb517e0a03f1b1b31803",
-    git_commit = "50125bf0d8ee9f47b868211f62cb545c5701a032",
+    sha256 = "d87b21db7d94a2746ef17b7d2c132350c440b0028e5a2865641ef9c7adf25a5e",
+    git_commit = "0d8942fcbcc9cb3a05be8acc843d1fc4b6dfc9f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 552297414a668a831eee669c3b3b3e3bab3f6d12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 04:03:14 -0700
Subject: [PATCH 1126/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213605352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af61ad939d2..c14324d2903 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d87b21db7d94a2746ef17b7d2c132350c440b0028e5a2865641ef9c7adf25a5e",
-    git_commit = "0d8942fcbcc9cb3a05be8acc843d1fc4b6dfc9f1",
+    sha256 = "f2e1de7b36e8a5e3ec26dde49fb39490d5dccedb552c9b063b729359575e3e2f",
+    git_commit = "0b274dcbe12a9f0ddd96f94cc80c2e66c195fd76",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d7bca07e192ea95fc61dd293a1f1bfb87a14a956 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 05:02:00 -0700
Subject: [PATCH 1127/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213609641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c14324d2903..bcf717a3dfb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2e1de7b36e8a5e3ec26dde49fb39490d5dccedb552c9b063b729359575e3e2f",
-    git_commit = "0b274dcbe12a9f0ddd96f94cc80c2e66c195fd76",
+    sha256 = "0e3e00ee9a8ff7588d324c0dc8f45ff0708c10c2171b84e94402e098ad1c8a0e",
+    git_commit = "227b819d55c3b24103026cdaf1897892422c5cd3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7105d7affbe752e9d577082d564617fa9b5725a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 07:03:07 -0700
Subject: [PATCH 1128/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213620916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcf717a3dfb..b28a2f4dbb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e3e00ee9a8ff7588d324c0dc8f45ff0708c10c2171b84e94402e098ad1c8a0e",
-    git_commit = "227b819d55c3b24103026cdaf1897892422c5cd3",
+    sha256 = "93ea613b8bd48d5ec9bb09d7c469555a45011b6d1f063a51fbf94ea4a60bfc54",
+    git_commit = "22ff5db5d4a86c155e56ec1bdf36de503109abbe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 853d94201fa2a4cd4526ea2e8634ea36822d853e Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Wed, 19 Sep 2018 07:59:26 -0700
Subject: [PATCH 1129/8103] Add user-configured model version labels.

PiperOrigin-RevId: 213627671
---
 .../config/model_server_config.proto          |  13 +++
 .../model_servers/server_core.cc              |  74 ++++++++++--
 .../model_servers/server_core.h               |  24 +++-
 .../model_servers/server_core_test.cc         | 108 ++++++++++++++----
 4 files changed, 182 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/config/model_server_config.proto b/tensorflow_serving/config/model_server_config.proto
index c2c9ed5dd4e..8d3d5543e9f 100644
--- a/tensorflow_serving/config/model_server_config.proto
+++ b/tensorflow_serving/config/model_server_config.proto
@@ -48,6 +48,19 @@ message ModelConfig {
   FileSystemStoragePathSourceConfig.ServableVersionPolicy model_version_policy =
       7;
 
+  // String labels to associate with versions of the model, allowing inference
+  // queries to refer to versions by label instead of number. Multiple labels
+  // can map to the same version, but not vice-versa.
+  //
+  // An envisioned use-case for these labels is canarying tentative versions.
+  // For example, one can assign labels "stable" and "canary" to two specific
+  // versions. Perhaps initially "stable" is assigned to version 0 and "canary"
+  // to version 1. Once version 1 passes canary, one can shift the "stable"
+  // label to refer to version 1 (at that point both labels map to the same
+  // version -- version 1 -- which is fine). Later once version 2 is ready to
+  // canary one can move the "canary" label to version 2. And so on.
+  map<string, int64> version_labels = 8;
+
   // Configures logging requests and responses, to the model.
   //
   // (This can be changed once a model is in serving.)
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 94f90387cf0..7de5114b54c 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -217,9 +217,6 @@ Status UpdateModelConfigListRelativePaths(
 
 }  // namespace
 
-constexpr char ServerCore::kStableVersionLabel[];
-constexpr char ServerCore::kCanaryVersionLabel[];
-
 // ************************************************************************
 // Public Methods.
 // ************************************************************************
@@ -459,6 +456,8 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   }
   config_ = new_config;
 
+  TF_RETURN_IF_ERROR(UpdateModelVersionLabelMap());
+
   LOG(INFO) << "Adding/updating models.";
   switch (config_.config_case()) {
     case ModelServerConfig::kModelConfigList: {
@@ -489,6 +488,46 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   return Status::OK();
 }
 
+Status ServerCore::UpdateModelVersionLabelMap() {
+  std::unique_ptr<std::map<string, std::map<string, int64>>> new_label_map(
+      new std::map<string, std::map<string, int64>>);
+  for (const ModelConfig& model_config : config_.model_config_list().config()) {
+    ServableStateMonitor::VersionMap serving_states =
+        servable_state_monitor_->GetVersionStates(model_config.name());
+
+    for (const auto& entry : model_config.version_labels()) {
+      const string& label = entry.first;
+      const int64 version = entry.second;
+
+      // Verify that the label points to a version that is currently available.
+      auto serving_states_it = serving_states.find(version);
+      if (serving_states_it == serving_states.end() ||
+          serving_states_it->second.state.manager_state !=
+              ServableState::ManagerState::kAvailable) {
+        return errors::FailedPrecondition(strings::StrCat(
+            "Request to assign label to version ", version, " of model ",
+            model_config.name(),
+            ", which is not currently available for inference"));
+      }
+
+      (*new_label_map)[model_config.name()][label] = version;
+    }
+  }
+
+  if (!options_.allow_version_labels) {
+    if (!new_label_map->empty()) {
+      return errors::FailedPrecondition(
+          "Model version labels are not currently allowed by the server.");
+    }
+    return Status::OK();
+  }
+
+  mutex_lock l(model_labels_to_versions_mu_);
+  model_labels_to_versions_.swap(new_label_map);
+
+  return Status::OK();
+}
+
 Status ServerCore::CreateAdapter(
     const string& model_platform,
     std::unique_ptr<StoragePathSourceAdapter>* adapter) const {
@@ -709,14 +748,10 @@ Status ServerCore::ServableRequestFromModelSpec(
             "ModelSpec has 'version_label' set, but it is not currently "
             "allowed by the server.");
       }
-      if (model_spec.version_label() == kStableVersionLabel) {
-        *servable_request = ServableRequest::Earliest(model_spec.name());
-      } else if (model_spec.version_label() == kCanaryVersionLabel) {
-        *servable_request = ServableRequest::Latest(model_spec.name());
-      } else {
-        return errors::InvalidArgument(strings::StrCat(
-            "Unrecognized version label: ", model_spec.version_label()));
-      }
+      int64 version;
+      TF_RETURN_IF_ERROR(GetModelVersionForLabel(
+          model_spec.name(), model_spec.version_label(), &version));
+      *servable_request = ServableRequest::Specific(model_spec.name(), version);
       break;
     }
     case ModelSpec::VERSION_CHOICE_NOT_SET: {
@@ -727,5 +762,22 @@ Status ServerCore::ServableRequestFromModelSpec(
   return Status::OK();
 }
 
+Status ServerCore::GetModelVersionForLabel(const string& model_name,
+                                           const string& label,
+                                           int64* version) const {
+  mutex_lock l(model_labels_to_versions_mu_);
+  auto version_map_it = model_labels_to_versions_->find(model_name);
+  if (version_map_it != model_labels_to_versions_->end()) {
+    const std::map<string, int64>& version_map = version_map_it->second;
+    auto version_it = version_map.find(label);
+    if (version_it != version_map.end()) {
+      *version = version_it->second;
+      return Status::OK();
+    }
+  }
+  return errors::InvalidArgument(
+      strings::StrCat("Unrecognized servable version label: ", label));
+}
+
 }  //  namespace serving
 }  //  namespace tensorflow
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 027b8023394..05b3275fb58 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -186,10 +186,6 @@ class ServerCore : public Manager {
     return servable_state_monitor_.get();
   }
 
-  // Model version labels ServerCore recognizes.
-  static constexpr char kStableVersionLabel[] = "stable";
-  static constexpr char kCanaryVersionLabel[] = "canary";
-
   /// Returns a ServableHandle given a ModelSpec. Returns error if no such
   /// Servable is available -- e.g. not yet loaded, has been quiesced/unloaded,
   /// etc. Callers may assume that an OK status indicates a non-null handle.
@@ -329,6 +325,11 @@ class ServerCore : public Manager {
       ModelServerConfig::ConfigCase config_case)
       EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
+  // Updates 'model_labels_to_versions_' based on 'config_'. Throws an error if
+  // requesting to assign a label to a version not in state kAvailable.
+  Status UpdateModelVersionLabelMap() EXCLUSIVE_LOCKS_REQUIRED(config_mu_)
+      LOCKS_EXCLUDED(model_labels_to_versions_mu_);
+
   // ************************************************************************
   // Request Processing.
   // ************************************************************************
@@ -337,6 +338,11 @@ class ServerCore : public Manager {
   Status ServableRequestFromModelSpec(const ModelSpec& model_spec,
                                       ServableRequest* servable_request) const;
 
+  // Gets the version associated with 'label', for the given model name.
+  Status GetModelVersionForLabel(const string& model_name, const string& label,
+                                 int64* version) const
+      LOCKS_EXCLUDED(model_labels_to_versions_mu_);
+
   Status GetUntypedServableHandle(
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* untyped_handle) override {
@@ -363,6 +369,10 @@ class ServerCore : public Manager {
   // The most recent config supplied to ReloadConfig().
   ModelServerConfig config_ GUARDED_BY(config_mu_);
 
+  // A model_name->label->version# map.
+  std::unique_ptr<std::map<string, std::map<string, int64>>>
+      model_labels_to_versions_ GUARDED_BY(model_labels_to_versions_mu_);
+
   struct StoragePathSourceAndRouter {
     FileSystemStoragePathSource* source;
     DynamicSourceRouter<StoragePath>* router;
@@ -375,7 +385,11 @@ class ServerCore : public Manager {
       GUARDED_BY(config_mu_);
 
   // A mutex for reconfiguration, used by ReloadConfig().
-  mutex config_mu_;
+  mutable mutex config_mu_;
+
+  // A mutex for swapping the model version label map. Should only be held for
+  // a short time (i.e. pointer swap) to avoid holding up inference requests.
+  mutable mutex model_labels_to_versions_mu_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index b7bd0eb96eb..ca9e956c3ac 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -680,48 +680,114 @@ TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
         servable_handle.id());
   }
 
-  // Use ModelSpec::version_label to request the version labeled "stable".
+  // Assign labels to the two versions of the model.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  ModelConfig* model_config =
+      two_version_config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
+  (*model_config->mutable_version_labels())["B"] =
+      test_util::kTestModelLargerVersion;
+  TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
+
+  // Use ModelSpec::version_label to request the version labeled "A".
   {
     ModelSpec model_spec;
     model_spec.set_name(test_util::kTestModelName);
-    model_spec.set_version_label(ServerCore::kStableVersionLabel);
+    model_spec.set_version_label("A");
     ServableHandle<string> servable_handle;
     TF_ASSERT_OK(
         server_core->GetServableHandle<string>(model_spec, &servable_handle));
-    EXPECT_EQ((ServableId{test_util::kTestModelName,
-                          test_util::kTestModelVersion /* smaller version */}),
-              servable_handle.id());
+    EXPECT_EQ(
+        (ServableId{test_util::kTestModelName, test_util::kTestModelVersion}),
+        servable_handle.id());
   }
 
-  // Use ModelSpec::version_label to request the version labeled "canary".
+  // Use ModelSpec::version_label to request the version labeled "B".
   {
     ModelSpec model_spec;
     model_spec.set_name(test_util::kTestModelName);
-    model_spec.set_version_label(ServerCore::kCanaryVersionLabel);
+    model_spec.set_version_label("B");
     ServableHandle<string> servable_handle;
     TF_ASSERT_OK(
         server_core->GetServableHandle<string>(model_spec, &servable_handle));
-    EXPECT_EQ(
-        (ServableId{test_util::kTestModelName,
-                    test_util::kTestModelLargerVersion /* larger version */}),
-        servable_handle.id());
+    EXPECT_EQ((ServableId{test_util::kTestModelName,
+                          test_util::kTestModelLargerVersion}),
+              servable_handle.id());
+  }
+
+  // Use ModelSpec::version_label to request a nonexistent label.
+  {
+    ModelSpec model_spec;
+    model_spec.set_name(test_util::kTestModelName);
+    model_spec.set_version_label("nonexistent label");
+    ServableHandle<string> servable_handle;
+    Status status =
+        server_core->GetServableHandle<string>(model_spec, &servable_handle);
+    ASSERT_FALSE(status.ok());
+    EXPECT_THAT(status.ToString(),
+                ::testing::HasSubstr("Unrecognized servable version label"));
   }
 }
 
-TEST_P(ServerCoreTest, ModelSpecVersionLabelsNotAllowed) {
+TEST_P(ServerCoreTest, AssignLabelToUnavailableVersion) {
+  ModelServerConfig two_version_config =
+      GetTestModelServerConfigForFakePlatform();
+  SwitchToHalfPlusTwoWith2Versions(&two_version_config);
   ServerCore::Options server_core_options = GetDefaultOptions();
-  server_core_options.allow_version_labels = false;
+  server_core_options.allow_version_labels = true;
   std::unique_ptr<ServerCore> server_core;
-  TF_ASSERT_OK(CreateServerCore(GetTestModelServerConfigForFakePlatform(),
+  TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  ModelSpec model_spec;
-  model_spec.set_name(test_util::kTestModelName);
-  model_spec.set_version_label(ServerCore::kStableVersionLabel);
-  ServableHandle<string> servable_handle;
-  EXPECT_FALSE(
-      server_core->GetServableHandle<string>(model_spec, &servable_handle)
-          .ok());
+  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
+                                            test_util::kTestModelLargerVersion};
+  const int64 bogus_version = 777;
+  for (const int64 aspired_version : aspired_versions) {
+    ASSERT_NE(bogus_version, aspired_version);
+  }
+
+  // Wait until both aspired versions of the servable have been loaded.
+  for (const int64 aspired_version : aspired_versions) {
+    const auto servable_id =
+        ServableId{test_util::kTestModelName, aspired_version};
+    test_util::WaitUntilServableManagerStateIsOneOf(
+        *server_core->servable_state_monitor(), servable_id,
+        {ServableState::ManagerState::kAvailable});
+  }
+
+  // Attempt to assign a label to a version that isn't one of the loaded ones.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  ModelConfig* model_config =
+      two_version_config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["nice try"] = bogus_version;
+  Status status = server_core->ReloadConfig(two_version_config);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("not currently available for inference"));
+}
+
+TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = false;
+  ModelServerConfig config = GetTestModelServerConfigForFakePlatform();
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(
+      CreateServerCore(config, std::move(server_core_options), &server_core));
+  const auto servable_id =
+      ServableId{test_util::kTestModelName, test_util::kTestModelVersion};
+  test_util::WaitUntilServableManagerStateIsOneOf(
+      *server_core->servable_state_monitor(), servable_id,
+      {ServableState::ManagerState::kAvailable});
+
+  ASSERT_EQ(1, config.model_config_list().config().size());
+  ModelConfig* model_config =
+      config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
+  Status status = server_core->ReloadConfig(config);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Model version labels are not currently allowed"));
 }
 
 INSTANTIATE_TEST_CASE_P(

From 4ed43bda9ad750ab6924fdcaa10e2190c608a9b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 08:02:17 -0700
Subject: [PATCH 1130/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213628001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b28a2f4dbb5..9f867feb4c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93ea613b8bd48d5ec9bb09d7c469555a45011b6d1f063a51fbf94ea4a60bfc54",
-    git_commit = "22ff5db5d4a86c155e56ec1bdf36de503109abbe",
+    sha256 = "8f3a88fa61ad71dad00aca3e05262cfde2a5313353eb496ac7779a23639a2fff",
+    git_commit = "e1db78697b05be673562fe2b1c9a995d25a71d4c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fe9ec7d1b9096a98ec89f49d24dfd51b57f713d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 09:11:33 -0700
Subject: [PATCH 1131/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213638073
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f867feb4c2..0518ecb73c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f3a88fa61ad71dad00aca3e05262cfde2a5313353eb496ac7779a23639a2fff",
-    git_commit = "e1db78697b05be673562fe2b1c9a995d25a71d4c",
+    sha256 = "28d7acb2527a1977a4a3e3488b90e17272f9066052e9237c8c0b70456d031b38",
+    git_commit = "42832c2d44ae1845354afed2c22841555645ebe8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bec76d47a337ee6865ce0b4fcc9e97d5ab67b38f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 10:01:40 -0700
Subject: [PATCH 1132/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213645346
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0518ecb73c2..6d1f71e8984 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28d7acb2527a1977a4a3e3488b90e17272f9066052e9237c8c0b70456d031b38",
-    git_commit = "42832c2d44ae1845354afed2c22841555645ebe8",
+    sha256 = "7c6a3c1b2d57fada3b34360fda8315cbbe606b4ba7d241ec0ef4718a3839b36c",
+    git_commit = "e8cb8f2ae3122191418c07fd306d3494dcd0d582",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 64469a0da89e314680509df21eb8b2f7efd91060 Mon Sep 17 00:00:00 2001
From: Yu Zheng <bearzheng2011@gmail.com>
Date: Wed, 19 Sep 2018 13:24:26 -0400
Subject: [PATCH 1133/8103] add flags to config max_num_load_retries and
 load_retry_interval_micros

---
 tensorflow_serving/model_servers/main.cc        | 10 ++++++++++
 tensorflow_serving/model_servers/server.cc      |  2 ++
 tensorflow_serving/model_servers/server.h       |  2 ++
 tensorflow_serving/model_servers/server_core.cc |  1 +
 tensorflow_serving/model_servers/server_core.h  |  7 +++++++
 5 files changed, 22 insertions(+)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 4ba9e2c05e3..2a9d00a85cc 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -88,6 +88,16 @@ int main(int argc, char** argv) {
       tensorflow::Flag("model_base_path", &options.model_base_path,
                        "path to export (ignored if --model_config_file flag "
                        "is set, otherwise required)"),
+      tensorflow::Flag("max_num_load_retries", &options.max_num_load_retries,
+                       "maximum number of times it retries loading a model "
+                       "after the first failure, before giving up. "
+                       "If set to 0, a load is attempted only once. "
+                       "Default: 5"),
+      tensorflow::Flag("load_retry_interval_micros",
+                       &options.load_retry_interval_micros,
+                       "The interval, in microseconds, between each servable "
+                       "load retry. If set negative, it doesn't wait. "
+                       "Default: 1 minute"),
       tensorflow::Flag("file_system_poll_wait_seconds",
                        &options.file_system_poll_wait_seconds,
                        "interval in seconds between each poll of the file "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 92178d55255..887e248aee3 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -244,6 +244,8 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.custom_model_config_loader = &LoadCustomModelConfig;
   options.aspired_version_policy =
       std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+  options.max_num_load_retries = server_options.max_num_load_retries;
+  options.load_retry_interval_micros = server_options.load_retry_interval_micros;
   options.file_system_poll_wait_seconds =
       server_options.file_system_poll_wait_seconds;
   options.flush_filesystem_caches = server_options.flush_filesystem_caches;
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index eae27d6a978..5b01ffa9346 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -54,6 +54,8 @@ class Server {
     float per_process_gpu_memory_fraction = 0;
     tensorflow::string batching_parameters_file;
     tensorflow::string model_name;
+    tensorflow::int32 max_num_load_retries = 5;
+    tensorflow::int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
     tensorflow::int32 file_system_poll_wait_seconds = 1;
     bool flush_filesystem_caches = true;
     tensorflow::string model_base_path;
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 94f90387cf0..069c308062c 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -658,6 +658,7 @@ Status ServerCore::CreateAspiredVersionsManager(
   manager_options.num_load_threads = options_.num_load_threads;
   manager_options.num_unload_threads = options_.num_unload_threads;
   manager_options.max_num_load_retries = options_.max_num_load_retries;
+  manager_options.load_retry_interval_micros = options_.load_retry_interval_micros;
   manager_options.pre_load_hook = std::move(options_.pre_load_hook);
   manager_options.flush_filesystem_caches = options_.flush_filesystem_caches;
   const tensorflow::Status status =
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 027b8023394..8120dd8f9d3 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -113,8 +113,15 @@ class ServerCore : public Manager {
 
     // Maximum number of times we retry loading a model, after the first
     // failure, before we give up.
+    //
+    // If set to 0, a load is attempted only once.
     int32 max_num_load_retries = 5;
 
+    // The interval, in microseconds, between each servable load retry. If set
+    // negative, we don't wait.
+    // Default: 1 minute.
+    int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+
     // Time interval between file-system polls, in seconds.
     int32 file_system_poll_wait_seconds = 30;
 

From fff4bc8838e614bb90d3aa63e0fabd30efc6d71a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 11:01:45 -0700
Subject: [PATCH 1134/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213656766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d1f71e8984..29e905cc35a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c6a3c1b2d57fada3b34360fda8315cbbe606b4ba7d241ec0ef4718a3839b36c",
-    git_commit = "e8cb8f2ae3122191418c07fd306d3494dcd0d582",
+    sha256 = "f3fa34f3971aa7dd101b746d3ef48b365d46266b1a472acdcd1fc116212bd252",
+    git_commit = "1d2e3ba88d56c0e76487042365c07a52eaa94424",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd0a3d0bd8d0adc7ce2e52268d11189c4be126fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 12:06:04 -0700
Subject: [PATCH 1135/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213669944
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29e905cc35a..d09d3b5501c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3fa34f3971aa7dd101b746d3ef48b365d46266b1a472acdcd1fc116212bd252",
-    git_commit = "1d2e3ba88d56c0e76487042365c07a52eaa94424",
+    sha256 = "9516513c4f2de4c13ba048cd0d9d1e62b4e604bfdcff6808883495dab048b1f6",
+    git_commit = "1b4999df0c2ef3c8c7d771415924fb58a5476c6a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1277991345f2144f194c6d5b87dc862a02068c5d Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 19 Sep 2018 12:44:15 -0700
Subject: [PATCH 1136/8103] Install TF Serving API in development Docker images

PiperOrigin-RevId: 213676487
---
 tensorflow_serving/tools/docker/Dockerfile.devel  | 15 ++++++++++++++-
 .../tools/docker/Dockerfile.devel-gpu             | 15 ++++++++++++++-
 .../tools/pip_package/build_pip_package.sh        |  5 +++--
 3 files changed, 31 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index f8ee65082c6..ebc8a9c180c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -91,7 +91,20 @@ RUN bazel build --color=yes --curses=yes \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
-    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/
+    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
+    /usr/local/bin/
+
+# Build and install TensorFlow Serving API
+RUN bazel build --color=yes --curses=yes \
+    ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
+    --output_filter=DONT_MATCH_ANYTHING \
+    ${TF_SERVING_BUILD_OPTIONS} \
+    tensorflow_serving/tools/pip_package:build_pip_package && \
+    bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
+    /tmp/pip && \
+    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    rm -rf /tmp/pip
 
 FROM binary_build as clean_build
 # Clean up Bazel cache when done.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 29c58decccb..463e5e260ac 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -140,9 +140,22 @@ RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/lib
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
     tensorflow_serving/model_servers:tensorflow_model_server && \
-    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ && \
+    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
+    /usr/local/bin/ && \
     rm /usr/local/cuda/lib64/stubs/libcuda.so.1
 
+# Build and install TensorFlow Serving API
+RUN bazel build --color=yes --curses=yes \
+    ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
+    --output_filter=DONT_MATCH_ANYTHING \
+    ${TF_SERVING_BUILD_OPTIONS} \
+    tensorflow_serving/tools/pip_package:build_pip_package && \
+    bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
+    /tmp/pip && \
+    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    rm -rf /tmp/pip
+
 FROM binary_build as clean_build
 # Clean up Bazel cache when done.
 RUN bazel clean --expunge --color=yes && \
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 48d9e1184ce..5ddfe37756e 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -28,6 +28,7 @@ function main() {
     exit 1
   fi
 
+  local BAZEL_PROJECT_DIR="bazel-${PWD##*/}"
   DEST="$1"
   TMPDIR="$(mktemp -d)"
   local PIP_SRC_DIR="tensorflow_serving/tools/pip_package"
@@ -43,10 +44,10 @@ function main() {
   cp bazel-genfiles/tensorflow_serving/apis/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
-  cp bazel-serving/tensorflow_serving/apis/*_pb2.py \
+  cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
-  cp bazel-serving/tensorflow_serving/apis/*_grpc.py \
+  cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_grpc.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
   cp bazel-genfiles/tensorflow_serving/config/*_pb2.py \

From a5b895f7f445ff17318557f34ca7444596c5d137 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 13:03:52 -0700
Subject: [PATCH 1137/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213679648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d09d3b5501c..66f75a391a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9516513c4f2de4c13ba048cd0d9d1e62b4e604bfdcff6808883495dab048b1f6",
-    git_commit = "1b4999df0c2ef3c8c7d771415924fb58a5476c6a",
+    sha256 = "c0b01d38e1d1015b8f7159cb7d7309cef8a990c78857fb27f0341840dd546cfb",
+    git_commit = "238424ffcf04c38561ed48ebadb16b3b3a770e2e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 31126fb78b6dfc27891b26698d203c6797de38e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 14:01:26 -0700
Subject: [PATCH 1138/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213690057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66f75a391a5..9bc12c1708e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0b01d38e1d1015b8f7159cb7d7309cef8a990c78857fb27f0341840dd546cfb",
-    git_commit = "238424ffcf04c38561ed48ebadb16b3b3a770e2e",
+    sha256 = "c91ddc2e6448bde1ab1a5b57cb1dafebace8e0bebf4d7df214b05c1dc1ad0b0b",
+    git_commit = "ff11877b101fe9c19021e8d7b43841031eb71cc3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2ef0ffd305899b62e334353a7c4837dac1950912 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 16:01:12 -0700
Subject: [PATCH 1139/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213713754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bc12c1708e..eeb28f4eef9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c91ddc2e6448bde1ab1a5b57cb1dafebace8e0bebf4d7df214b05c1dc1ad0b0b",
-    git_commit = "ff11877b101fe9c19021e8d7b43841031eb71cc3",
+    sha256 = "c36e8a33f7c7f239e62835503a96dd1e002fba2623a1a6af9f9d8867bd8b226a",
+    git_commit = "c3014ec19e23e4aad7286b3fac6b25a5fb4a6326",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08e595fc79844884f2d2b43a75582f3be895248b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 18:01:37 -0700
Subject: [PATCH 1140/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213732398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eeb28f4eef9..8d97a2486e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c36e8a33f7c7f239e62835503a96dd1e002fba2623a1a6af9f9d8867bd8b226a",
-    git_commit = "c3014ec19e23e4aad7286b3fac6b25a5fb4a6326",
+    sha256 = "b69b43751bc88a67a3b9714aa634bed4a76bc1ebf189dc9a92a8a5722feed808",
+    git_commit = "1d78936a3989f6ee5a9945746cd329c37e82287c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 93163d2f4caa8c164f8be2b62ced1f4ec808d907 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 19:03:02 -0700
Subject: [PATCH 1141/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213738578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d97a2486e0..80706c185f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b69b43751bc88a67a3b9714aa634bed4a76bc1ebf189dc9a92a8a5722feed808",
-    git_commit = "1d78936a3989f6ee5a9945746cd329c37e82287c",
+    sha256 = "58275be03964c455ba4ef5938bb5b0434b195e5076a861587d8232b6cfeb07a2",
+    git_commit = "415455b0ef2d65504ab8c9084a6daa2899521212",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79f4569ddc112bfa96fe56faf2ba1fd5221177e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 20:02:21 -0700
Subject: [PATCH 1142/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213742702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80706c185f1..e3b068c9b37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58275be03964c455ba4ef5938bb5b0434b195e5076a861587d8232b6cfeb07a2",
-    git_commit = "415455b0ef2d65504ab8c9084a6daa2899521212",
+    sha256 = "0f8c1e748e5a510d20157b711016e7a2905671d16d1188aeccd45fdfc7089f6c",
+    git_commit = "3cd7354b6e82650ae4977fcb08d0e4f7ac9b4589",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 313d6eda7725afbdf2a0a9cd0630d3ef790dd172 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Sep 2018 23:02:58 -0700
Subject: [PATCH 1143/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213756040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3b068c9b37..febdcb124a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f8c1e748e5a510d20157b711016e7a2905671d16d1188aeccd45fdfc7089f6c",
-    git_commit = "3cd7354b6e82650ae4977fcb08d0e4f7ac9b4589",
+    sha256 = "95f21d609eaa3e1f224a242e092bb3ff042ac6f8ffb63664135d841a35d18559",
+    git_commit = "62e41201e291b241bfad0b902ab6aa785ee06059",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6fc19d0b29d162b33cbd2e3fe6cd83a562103390 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 00:00:53 -0700
Subject: [PATCH 1144/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213759579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index febdcb124a8..97e40984b0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95f21d609eaa3e1f224a242e092bb3ff042ac6f8ffb63664135d841a35d18559",
-    git_commit = "62e41201e291b241bfad0b902ab6aa785ee06059",
+    sha256 = "807fd3fd1f01c0627bbbf122b333e19351d9cac31bb1291b0e1d34f957f24fe7",
+    git_commit = "fcfc5ad738b1521aa70aaad323079eb72493dcad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 317ebe9009268977260ed925df6e026b4b024147 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 01:02:47 -0700
Subject: [PATCH 1145/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213765784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97e40984b0a..b4893f4ff85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "807fd3fd1f01c0627bbbf122b333e19351d9cac31bb1291b0e1d34f957f24fe7",
-    git_commit = "fcfc5ad738b1521aa70aaad323079eb72493dcad",
+    sha256 = "0f4b8375de30c54cc3233bc40e04742dab0ffe007acf8391651c6adb62be89f8",
+    git_commit = "2ea398b12ed18b6c51e09f363021c6aa306c5179",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e459e3374c086ad71dfec8fecb36daf18f671f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 03:02:02 -0700
Subject: [PATCH 1146/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213780246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4893f4ff85..50fbde6523a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f4b8375de30c54cc3233bc40e04742dab0ffe007acf8391651c6adb62be89f8",
-    git_commit = "2ea398b12ed18b6c51e09f363021c6aa306c5179",
+    sha256 = "fcf3675590251e5603dead16541e6c1cbb371fed4dd253a6548d4cb01c311915",
+    git_commit = "a54310b1faa39df94dcef9ad1b5aaa0acc691e35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69864b5e6cd246b57816fd39a23bb1bcb83e9fa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 04:01:32 -0700
Subject: [PATCH 1147/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213786615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50fbde6523a..563d7c1e208 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcf3675590251e5603dead16541e6c1cbb371fed4dd253a6548d4cb01c311915",
-    git_commit = "a54310b1faa39df94dcef9ad1b5aaa0acc691e35",
+    sha256 = "feb2a209eabbe0f6b2322c5b136a0af8ad3b8d01723f03ae991a247137236abd",
+    git_commit = "9604413da7a27f5718bb88d407d13476dbef5b82",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2be55978bc023b3f9dc52af629a911abe641e251 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 05:01:45 -0700
Subject: [PATCH 1148/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213791735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 563d7c1e208..a0c89b38a84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "feb2a209eabbe0f6b2322c5b136a0af8ad3b8d01723f03ae991a247137236abd",
-    git_commit = "9604413da7a27f5718bb88d407d13476dbef5b82",
+    sha256 = "a6674d8c73b88131c6d0807509297b72124154a10bd8e140c63d95365b6a4744",
+    git_commit = "90d084e0c42232043c186e66093b67800fb30fba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0acb3cc4b4ad0678d5a4d71236527698e8bdbddc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 08:01:06 -0700
Subject: [PATCH 1149/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213813191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0c89b38a84..db43854b342 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6674d8c73b88131c6d0807509297b72124154a10bd8e140c63d95365b6a4744",
-    git_commit = "90d084e0c42232043c186e66093b67800fb30fba",
+    sha256 = "6c477fc981bc9fdf842f4c35969f78bddb121fb54bf37ed989aa077665791a6f",
+    git_commit = "32047f490d0892056ae4e0214d2f049887fdcf35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee7fb8d21a62fa1afeb87cfd6974574118478ee4 Mon Sep 17 00:00:00 2001
From: Yu Zheng <bearzheng2011@gmail.com>
Date: Thu, 20 Sep 2018 12:03:33 -0400
Subject: [PATCH 1150/8103] fix wrong path in docker readme

---
 tensorflow_serving/g3doc/docker.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index d681334193d..7190bfebe47 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -447,14 +447,14 @@ To create a serving image that's fully optimized for your host, simply:
 
         ```shell
         docker build --pull -t $USER/tensorflow-serving-devel \
-          -f tools/docker/Dockerfile.devel .
+          -f tensorflow_serving/tools/docker/Dockerfile.devel .
         ```
 
     *   For GPU: `
 
         ```shell
         docker build --pull -t $USER/tensorflow-serving-devel-gpu \
-          -f tools/docker/Dockerfile.devel-gpu .
+          -f tensorflow_serving/tools/docker/Dockerfile.devel-gpu .
         ```
 
 3.  Build a serving image with the development image as a base
@@ -464,7 +464,7 @@ To create a serving image that's fully optimized for your host, simply:
         ```shell
         docker build -t $USER/tensorflow-serving \
           --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel \
-          -f tools/docker/Dockerfile .
+          -f tensorflow_serving/tools/docker/Dockerfile .
         ```
 
         Your new optimized Docker image is now `$USER/tensorflow-serving`, which
@@ -476,7 +476,7 @@ To create a serving image that's fully optimized for your host, simply:
         ```shell
         docker build -t $USER/tensorflow-serving-gpu \
           --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel-gpu \
-          -f tools/docker/Dockerfile.gpu .
+          -f tensorflow_serving/tools/docker/Dockerfile.gpu .
         ```
 
         Your new optimized Docker image is now `$USER/tensorflow-serving-gpu`,

From 74fcda45f33e5e1240324e0b7de4be1d7eb14411 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 11:04:56 -0700
Subject: [PATCH 1151/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213845653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db43854b342..64e8cce17fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c477fc981bc9fdf842f4c35969f78bddb121fb54bf37ed989aa077665791a6f",
-    git_commit = "32047f490d0892056ae4e0214d2f049887fdcf35",
+    sha256 = "452ed50b7f8698d35dec86c357d6ffdf05f5ca7b9a12a8653c67113c9d73223e",
+    git_commit = "06ad4ad47bef99d4a8f6856bbb121387e8edcfa5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 46bf0ad225b9c915ae27fcd87d9d1b679b64e67e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 12:03:58 -0700
Subject: [PATCH 1152/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213857783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64e8cce17fd..77d85e25605 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "452ed50b7f8698d35dec86c357d6ffdf05f5ca7b9a12a8653c67113c9d73223e",
-    git_commit = "06ad4ad47bef99d4a8f6856bbb121387e8edcfa5",
+    sha256 = "e7f64e2b8aab2022f2e3e8868a7b4773a89c9ee89cc532c1c76ba94ad2740872",
+    git_commit = "6b7c84006a73688adf4b8d34ee4afb4921548bc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ed48e574291231d011770919c44d102def0c4ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 13:01:24 -0700
Subject: [PATCH 1153/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213866960
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77d85e25605..dd9b887a348 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7f64e2b8aab2022f2e3e8868a7b4773a89c9ee89cc532c1c76ba94ad2740872",
-    git_commit = "6b7c84006a73688adf4b8d34ee4afb4921548bc7",
+    sha256 = "c6c62655aca9dc721b254ac1bd1fc8ebfcc1b18aae915b855fc27b8ce5f0dc01",
+    git_commit = "30756301bee0de2b1c16a74a710bd7bf29be468d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2cdba4d5933b0596b81c02d9a4b9988fcb569389 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 15:04:39 -0700
Subject: [PATCH 1154/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213889307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd9b887a348..b0199a88e6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6c62655aca9dc721b254ac1bd1fc8ebfcc1b18aae915b855fc27b8ce5f0dc01",
-    git_commit = "30756301bee0de2b1c16a74a710bd7bf29be468d",
+    sha256 = "33dc769b05fe583f6b56ff9a1d3c106b3db7d80c9c52b0d797f9f0456b67c64c",
+    git_commit = "17dbe77f5ad47e8fd71924f12b3bc53c05afbacf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f4ecadd975f5b4e67c66516ffb3e190593555fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 16:06:33 -0700
Subject: [PATCH 1155/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213900572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0199a88e6d..a7570962c65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33dc769b05fe583f6b56ff9a1d3c106b3db7d80c9c52b0d797f9f0456b67c64c",
-    git_commit = "17dbe77f5ad47e8fd71924f12b3bc53c05afbacf",
+    sha256 = "4da0e431c97d61d5656784ec31220f5c7ba32ca0057cacef41612021502609e2",
+    git_commit = "424f0556ad8acde8f912a67e46421957a71dcef2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4800b664656e304f783eb62f6c1fb7ab317ed7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 17:04:15 -0700
Subject: [PATCH 1156/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213910059
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7570962c65..eb4fee9b415 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4da0e431c97d61d5656784ec31220f5c7ba32ca0057cacef41612021502609e2",
-    git_commit = "424f0556ad8acde8f912a67e46421957a71dcef2",
+    sha256 = "6d27aca4831bea05cbdf4b2813f01b7f0f8f4a843c9f0b053e69acadf6f7ac3f",
+    git_commit = "23a88ec5e913ba7086a9aef57875447ccf96e4b5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 572ac081f8c689d8f414eb67109134108aed5045 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 18:03:15 -0700
Subject: [PATCH 1157/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213917356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb4fee9b415..292dc8d2f09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d27aca4831bea05cbdf4b2813f01b7f0f8f4a843c9f0b053e69acadf6f7ac3f",
-    git_commit = "23a88ec5e913ba7086a9aef57875447ccf96e4b5",
+    sha256 = "6f2ec9dc4bb4ccad4e113a89deb8064577ef2a54e5a6fcb9667bb03fa91f2918",
+    git_commit = "863b3bd6bb2214065f95fa20f551a8fc8568e55d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 710baa83f920bdb34fdfae192abdeecf15815d15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 21:04:10 -0700
Subject: [PATCH 1158/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213932120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 292dc8d2f09..eafce51dbb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f2ec9dc4bb4ccad4e113a89deb8064577ef2a54e5a6fcb9667bb03fa91f2918",
-    git_commit = "863b3bd6bb2214065f95fa20f551a8fc8568e55d",
+    sha256 = "928006ba0861866fbd383c1512c3b7a4c07445a3399c3f7340ffe1081609233c",
+    git_commit = "f283f3ac5d7b6de8cadc9c1cee6886b187319afd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9a2f7dba18e712cc178fa7ae8288af2ae27d4fb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Sep 2018 22:02:16 -0700
Subject: [PATCH 1159/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213936351
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eafce51dbb1..22f886a447e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "928006ba0861866fbd383c1512c3b7a4c07445a3399c3f7340ffe1081609233c",
-    git_commit = "f283f3ac5d7b6de8cadc9c1cee6886b187319afd",
+    sha256 = "210586753d358ceeef880333fa18f1c482d92132b3dfecc4ec41195354cf1a8a",
+    git_commit = "f10b00558de87020554c9c0512537dab96dba918",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 55d800aaf201298d939a67cc54153b867954d207 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 00:02:48 -0700
Subject: [PATCH 1160/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213944347
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22f886a447e..5ec4466128c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "210586753d358ceeef880333fa18f1c482d92132b3dfecc4ec41195354cf1a8a",
-    git_commit = "f10b00558de87020554c9c0512537dab96dba918",
+    sha256 = "cba629bee118ceb6e7e4b328cdd2a663de2b9e7e5a8a85dac4f6fb8570ddc36b",
+    git_commit = "23552a8b2f2a92a31710b9339e6ade514ac25996",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 86b13e7e089a7602f156a27d9dbd4f3502d06d65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 01:02:01 -0700
Subject: [PATCH 1161/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213949132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ec4466128c..63bd198476a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cba629bee118ceb6e7e4b328cdd2a663de2b9e7e5a8a85dac4f6fb8570ddc36b",
-    git_commit = "23552a8b2f2a92a31710b9339e6ade514ac25996",
+    sha256 = "7ca427055ea8fb933b3a6f36a3535484c7c28de5ce11d9bbf62c0076d96107c6",
+    git_commit = "2952f5134905af795ba90ae1eb97e39091ba9843",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c1ec880c682b2534dc6ceea0910d254fe354c8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 02:01:25 -0700
Subject: [PATCH 1162/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213954590
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63bd198476a..068e152567d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ca427055ea8fb933b3a6f36a3535484c7c28de5ce11d9bbf62c0076d96107c6",
-    git_commit = "2952f5134905af795ba90ae1eb97e39091ba9843",
+    sha256 = "3fe621e2061e37aabcf0f2a4aa4b7ee4b137598712630c6e104708ae5f0355c9",
+    git_commit = "04d86e99547f21947ca7a88f32fa2a0449ba4a5e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f1f85df52681664f6e38b4a361d2393ee9342ef3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 03:03:03 -0700
Subject: [PATCH 1163/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213960229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 068e152567d..6e38ccea5e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3fe621e2061e37aabcf0f2a4aa4b7ee4b137598712630c6e104708ae5f0355c9",
-    git_commit = "04d86e99547f21947ca7a88f32fa2a0449ba4a5e",
+    sha256 = "060d0dc057b0e7c3e580b756a532c51ef7704a4b35b2e1951eca8a167facf88d",
+    git_commit = "287c73d3ff1df0b064d9028ad0fa59242a18a077",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5416f1a68b560f546a81d9f5f40a150f7100274 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 04:02:58 -0700
Subject: [PATCH 1164/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213964447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e38ccea5e2..a50610478b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "060d0dc057b0e7c3e580b756a532c51ef7704a4b35b2e1951eca8a167facf88d",
-    git_commit = "287c73d3ff1df0b064d9028ad0fa59242a18a077",
+    sha256 = "2f746fd84e9c7b6cf03557a2cea04b1c6acb6f5b98f287ccdd026ee2e4e79687",
+    git_commit = "d1e9a1ed54cae9b0b10ab89c06d6d7f9b53af3a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d36ec5f7ab5754b2349aed387d82587296bd8ad9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 05:02:33 -0700
Subject: [PATCH 1165/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 213969695
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a50610478b5..189c1e35b14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f746fd84e9c7b6cf03557a2cea04b1c6acb6f5b98f287ccdd026ee2e4e79687",
-    git_commit = "d1e9a1ed54cae9b0b10ab89c06d6d7f9b53af3a1",
+    sha256 = "f84e386860dbac0642c360339ea26f5b2ff3ad14cee978ea4f827976671b89b9",
+    git_commit = "200b89761a4665e3de6d0efc4e3e10ab287ad81b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d4f8d4ab697e8d782237495d8a0471138882206 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 11:02:17 -0700
Subject: [PATCH 1166/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214011922
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 189c1e35b14..0ba57fe70fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f84e386860dbac0642c360339ea26f5b2ff3ad14cee978ea4f827976671b89b9",
-    git_commit = "200b89761a4665e3de6d0efc4e3e10ab287ad81b",
+    sha256 = "3a983bfad53937da7f7fd79c38419c3ed7a663034c91fe32e2f5886287caae8b",
+    git_commit = "035a84769de2921667677b5530011bbd558ddf0c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff8713643093f10b34e3fa6df0a6fca3f9ab50c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 11:52:07 -0700
Subject: [PATCH 1167/8103] Add --fail_if_no_model_versions_found option in
 ServerCore (default false) that, if set, will fail
 FileSystemStoragePathSource::Create() and ::UpdateConfig() if, for any
 servables, file system doesn't contain at least one version at base file
 path.

PiperOrigin-RevId: 214020985
---
 tensorflow_serving/model_servers/server_core.cc | 2 ++
 tensorflow_serving/model_servers/server_core.h  | 5 +++++
 2 files changed, 7 insertions(+)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 7de5114b54c..9c8848f3a32 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -552,6 +552,8 @@ FileSystemStoragePathSourceConfig ServerCore::CreateStoragePathSourceConfig(
   FileSystemStoragePathSourceConfig source_config;
   source_config.set_file_system_poll_wait_seconds(
       options_.file_system_poll_wait_seconds);
+  source_config.set_fail_if_zero_versions_at_startup(
+      options_.fail_if_no_model_versions_found);
   for (const auto& model : config.model_config_list().config()) {
     LOG(INFO) << " (Re-)adding model: " << model.name();
     FileSystemStoragePathSourceConfig::ServableToMonitor* servable =
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 05b3275fb58..4e97184f130 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -144,6 +144,11 @@ class ServerCore : public Manager {
     // field.
     bool allow_version_labels = true;
 
+    // If set to true, the server will fail to start up (or fail a config
+    // reload) if, for any configured model, no versions of the model are found
+    // in the file system under the model's base path.
+    bool fail_if_no_model_versions_found = false;
+
     // Logger used for logging requests hitting the server.
     std::unique_ptr<ServerRequestLogger> server_request_logger;
 

From 8bd6441dda3861741b45d62fef313f4c8c81c2ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 12:01:34 -0700
Subject: [PATCH 1168/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214022411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ba57fe70fb..443c2a685a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a983bfad53937da7f7fd79c38419c3ed7a663034c91fe32e2f5886287caae8b",
-    git_commit = "035a84769de2921667677b5530011bbd558ddf0c",
+    sha256 = "690bac3a928401f7d8477fbd82c2f2cea62530af44fa8c28fa942c64f6112207",
+    git_commit = "010e8ed731d0e10c82fccbf6c119180ca1a36efd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 948f3b9fac0351006d073011f5f6f35d4a60e482 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 13:01:42 -0700
Subject: [PATCH 1169/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214031288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 443c2a685a6..d55b9c7b9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "690bac3a928401f7d8477fbd82c2f2cea62530af44fa8c28fa942c64f6112207",
-    git_commit = "010e8ed731d0e10c82fccbf6c119180ca1a36efd",
+    sha256 = "9097ca1e4c28c5dc6a307cd57dd6e481f5866f251bad498fdae225738112d890",
+    git_commit = "61a9623ac31fd363aff8537df6c3b6073d721425",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bc7d560e4fd170f195dfb6e9351f6dda14727d79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 14:01:49 -0700
Subject: [PATCH 1170/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214040081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d55b9c7b9e5..2406ad86967 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9097ca1e4c28c5dc6a307cd57dd6e481f5866f251bad498fdae225738112d890",
-    git_commit = "61a9623ac31fd363aff8537df6c3b6073d721425",
+    sha256 = "0882fdf35651e1df35c6eca13372648ffe137b544eb2bbcfd963fb73a7301be7",
+    git_commit = "ef630974578b2c1185d4c3848836839d91cb3963",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5f6f2f6c52941673d962f02824ba114bc1a93f9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 15:01:52 -0700
Subject: [PATCH 1171/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214049766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2406ad86967..b85848418fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0882fdf35651e1df35c6eca13372648ffe137b544eb2bbcfd963fb73a7301be7",
-    git_commit = "ef630974578b2c1185d4c3848836839d91cb3963",
+    sha256 = "ad4208990fdf1c9e50b2a4bf092db65e7a2f0f49ccf47855a34e8b3b68e96af0",
+    git_commit = "f4de7ec889311c42b3af4d5f34f7d31f56f73177",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b9c904ce470fcc0bb4386e66ff1192a288766324 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 16:03:30 -0700
Subject: [PATCH 1172/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214059033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b85848418fc..e3e915731c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad4208990fdf1c9e50b2a4bf092db65e7a2f0f49ccf47855a34e8b3b68e96af0",
-    git_commit = "f4de7ec889311c42b3af4d5f34f7d31f56f73177",
+    sha256 = "9948fb1887ba78d125251e621f407df43f69ef00005c75f4b1935ee5c9063919",
+    git_commit = "08776e73286651617c0c07785ea1476bfabb962a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d966d7fc8211b2b71df7d8c5aac6713cd1525887 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 17:02:43 -0700
Subject: [PATCH 1173/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214066822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3e915731c6..87a10a9824e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9948fb1887ba78d125251e621f407df43f69ef00005c75f4b1935ee5c9063919",
-    git_commit = "08776e73286651617c0c07785ea1476bfabb962a",
+    sha256 = "5a6c1070acedbb6a303eaacd84d13e6f38aa2d5c2b4e9fdc81c1f931fc214236",
+    git_commit = "e4e036fef21b933171ce382c36f6c730f8322219",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0e53d2195907d60c0ca3f347e250d31e1c83e816 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 18:00:40 -0700
Subject: [PATCH 1174/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214072765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87a10a9824e..9971e947402 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a6c1070acedbb6a303eaacd84d13e6f38aa2d5c2b4e9fdc81c1f931fc214236",
-    git_commit = "e4e036fef21b933171ce382c36f6c730f8322219",
+    sha256 = "a67029c4e82d99fb18ba944c11cf6af5a4ec70add4b39c5c8f96b7582d9cda01",
+    git_commit = "305a392904e6981e935c2a3514394379ba7083b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2a08c4a950bacc5638ebd867e0ca7bb2f15beb6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Sep 2018 20:00:43 -0700
Subject: [PATCH 1175/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214080284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9971e947402..fbec6a82845 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a67029c4e82d99fb18ba944c11cf6af5a4ec70add4b39c5c8f96b7582d9cda01",
-    git_commit = "305a392904e6981e935c2a3514394379ba7083b1",
+    sha256 = "589c3a6f1fa77eb238f346c21d79493fc6f075d85b09afae494d88605dda5e1c",
+    git_commit = "edbd1a9afc31c9a5127ba769db5e1df11249660a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7c67f60be11e6af862e67e6a35ef385694e79fc4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 00:02:04 -0700
Subject: [PATCH 1176/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214092394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbec6a82845..6eaba79b65a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "589c3a6f1fa77eb238f346c21d79493fc6f075d85b09afae494d88605dda5e1c",
-    git_commit = "edbd1a9afc31c9a5127ba769db5e1df11249660a",
+    sha256 = "0ef7060194f0e671b872a527a929edd6cfff4dd8a2f882fcca4515f14051cb7e",
+    git_commit = "94b5ff16ce1530e09bc30c51709b0596ff61103f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f643c09eefd5f4aadc92f38af0dcb19cd2591b38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 01:02:18 -0700
Subject: [PATCH 1177/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214095595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6eaba79b65a..170d7b38ede 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ef7060194f0e671b872a527a929edd6cfff4dd8a2f882fcca4515f14051cb7e",
-    git_commit = "94b5ff16ce1530e09bc30c51709b0596ff61103f",
+    sha256 = "ead45cd5744091233c7a978d73a44f5d3b1f113f0648e90ad7c15ac3b6286f4c",
+    git_commit = "6bfb26e1a3dc6a381829e6e8759cf2d441260738",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From db0c621ed01bbef41ec3d582ee12e5099d621b1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 02:02:33 -0700
Subject: [PATCH 1178/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214099338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 170d7b38ede..94f06df6cd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ead45cd5744091233c7a978d73a44f5d3b1f113f0648e90ad7c15ac3b6286f4c",
-    git_commit = "6bfb26e1a3dc6a381829e6e8759cf2d441260738",
+    sha256 = "d68166ad57222ac60fb1b5948b408d7bbe147f918d2aa4a2e346e2af0807cce8",
+    git_commit = "c6df472e243d6e084dc000022857e08316430b16",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d55a50df1313e72b0ad608f6aedbdc5ba33fc516 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 03:02:22 -0700
Subject: [PATCH 1179/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214103134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94f06df6cd8..3b88050c7d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d68166ad57222ac60fb1b5948b408d7bbe147f918d2aa4a2e346e2af0807cce8",
-    git_commit = "c6df472e243d6e084dc000022857e08316430b16",
+    sha256 = "5b3df3d2e33bcb7c1c92ebb66f4a52b5fa8e49c3f6535a2800138b8633ca0049",
+    git_commit = "e317152dad1aa66bc493abc046a60dbbf650de92",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From acdcee631c155433044429aa74ec78867e984257 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 06:01:52 -0700
Subject: [PATCH 1180/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214110003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b88050c7d2..deebc980bc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b3df3d2e33bcb7c1c92ebb66f4a52b5fa8e49c3f6535a2800138b8633ca0049",
-    git_commit = "e317152dad1aa66bc493abc046a60dbbf650de92",
+    sha256 = "90dd1360865c2085ac7e01daa3a228959a1cf4e07c9a496cd9c8ba1ef97a3edb",
+    git_commit = "ca552d54ac67be8837aeabdb43269846d9df4eb5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d776ad8d3b6325cb9ab78e0d799d1a2c575f751d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 10:01:48 -0700
Subject: [PATCH 1181/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214119241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index deebc980bc2..ecf02ddcc4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90dd1360865c2085ac7e01daa3a228959a1cf4e07c9a496cd9c8ba1ef97a3edb",
-    git_commit = "ca552d54ac67be8837aeabdb43269846d9df4eb5",
+    sha256 = "d693df53a8493bed1b4a84ba9b3f39104b65dffea03970c0f361449b4a3f2187",
+    git_commit = "e692dda4c8b199555e2fa32132a7784e0893c870",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5279346cc5e0df96c5cd4602e6b48e65d0187bf7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 11:02:40 -0700
Subject: [PATCH 1182/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214121862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ecf02ddcc4f..6915ff66154 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d693df53a8493bed1b4a84ba9b3f39104b65dffea03970c0f361449b4a3f2187",
-    git_commit = "e692dda4c8b199555e2fa32132a7784e0893c870",
+    sha256 = "da85e2f5f8ae42ba4d5e31a4aa6df26ebde941109f7499d2db1f6ca4e003823a",
+    git_commit = "1a8dd7910eedfea6ba1917c8055fcd7fed9b157e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e51621255df906bc55315b6e2e3566aad93e382a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 12:02:00 -0700
Subject: [PATCH 1183/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214123887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6915ff66154..bfa1309ea51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da85e2f5f8ae42ba4d5e31a4aa6df26ebde941109f7499d2db1f6ca4e003823a",
-    git_commit = "1a8dd7910eedfea6ba1917c8055fcd7fed9b157e",
+    sha256 = "9b4b4cb6e41a4a5d61a3e17981db8a8e948ef99cb4af6b198893501e72eb621f",
+    git_commit = "425e96f3ae4eb338268e3738260f9d79e4bdd893",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9e12557e52f2d0b031f87e7229ab97609d2ef070 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Sep 2018 17:02:44 -0700
Subject: [PATCH 1184/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214135461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfa1309ea51..53dd9275d22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b4b4cb6e41a4a5d61a3e17981db8a8e948ef99cb4af6b198893501e72eb621f",
-    git_commit = "425e96f3ae4eb338268e3738260f9d79e4bdd893",
+    sha256 = "81fa76c58e0102ce84352b84ae4ed2243655c4596aa99c3d94ed86059fdafb3a",
+    git_commit = "3aa23d30c2e7a675cff8fd0a0ebe9d249dde70a4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71fae823b407f63f24bee8e4a186012493b118f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 03:02:38 -0700
Subject: [PATCH 1185/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214160669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53dd9275d22..f1dce5c745e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81fa76c58e0102ce84352b84ae4ed2243655c4596aa99c3d94ed86059fdafb3a",
-    git_commit = "3aa23d30c2e7a675cff8fd0a0ebe9d249dde70a4",
+    sha256 = "ccf13833bf9e15b440d581922c439d4354d9c81d50281fff2995978e80232717",
+    git_commit = "646b3c237deaddddd087d39ab57130b08375c4c7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dcdee47e6884eae88539442015297af4b15a2b9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 10:02:10 -0700
Subject: [PATCH 1186/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214176759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1dce5c745e..ee7c4fecd7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccf13833bf9e15b440d581922c439d4354d9c81d50281fff2995978e80232717",
-    git_commit = "646b3c237deaddddd087d39ab57130b08375c4c7",
+    sha256 = "15156e4f1d08be558256da87c49c3948b717ec8fe6f5f495abc6c2d771134806",
+    git_commit = "fc0150a7730aa06b825a26e65dfca944609726e7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd85fee84d625df56ea109daeac2b850792af02a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 11:02:24 -0700
Subject: [PATCH 1187/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214179071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee7c4fecd7d..9abb4192f1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15156e4f1d08be558256da87c49c3948b717ec8fe6f5f495abc6c2d771134806",
-    git_commit = "fc0150a7730aa06b825a26e65dfca944609726e7",
+    sha256 = "492b538e60c6e0c3e2089d655fb1044d33d740cacf556fdfb4352b20f17fee75",
+    git_commit = "bb5fbbcb663c795dd7fc16e43a0eaaae53231fd9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 21f0b807a12cfea7e3d013fa8ba4b0d59cb202bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 12:03:35 -0700
Subject: [PATCH 1188/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214181467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9abb4192f1a..c69df0b0d41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "492b538e60c6e0c3e2089d655fb1044d33d740cacf556fdfb4352b20f17fee75",
-    git_commit = "bb5fbbcb663c795dd7fc16e43a0eaaae53231fd9",
+    sha256 = "2f020326378e91141eab35b31e4261a1b17264a885f5d7be96e96c6b77ff8fdc",
+    git_commit = "2862f65fd6e6966ebf8af7cb4fa754b319202b0f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a2985cea3bf3812e9076b2c4ef67bd1b2df37ac2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 18:01:12 -0700
Subject: [PATCH 1189/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214196735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c69df0b0d41..8b84cabc056 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f020326378e91141eab35b31e4261a1b17264a885f5d7be96e96c6b77ff8fdc",
-    git_commit = "2862f65fd6e6966ebf8af7cb4fa754b319202b0f",
+    sha256 = "ee236c357b6211fc1ebb9ed4c658d338b4a22c60b72a1aab301125024161e67a",
+    git_commit = "1f8db608007ae60f89bf38c4c6af98a0248f214e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61ee70d203a0a4976e776fb0e634fc400f6f9c45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Sep 2018 19:01:21 -0700
Subject: [PATCH 1190/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214200780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b84cabc056..042c886d27e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee236c357b6211fc1ebb9ed4c658d338b4a22c60b72a1aab301125024161e67a",
-    git_commit = "1f8db608007ae60f89bf38c4c6af98a0248f214e",
+    sha256 = "3699ed9b3689238d8a784fce3738a4c24fb7650e381af1ca84aa41df37ae3191",
+    git_commit = "fcd7840fbf49802be4bb7f67671465338b7b78a4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 30248e75390cd068af7af37d62ac158304436415 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 00:02:11 -0700
Subject: [PATCH 1191/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214219418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 042c886d27e..51b5eff2c68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3699ed9b3689238d8a784fce3738a4c24fb7650e381af1ca84aa41df37ae3191",
-    git_commit = "fcd7840fbf49802be4bb7f67671465338b7b78a4",
+    sha256 = "e105c82dda425baa55c677e43b8887dcec26bdcc96ef6bb94a0429213b699ad3",
+    git_commit = "03f219c4dcd68127eb417358c9c7216d7a273418",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 03249546479b094915ea3ab3128355a65b6aa2ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 01:01:25 -0700
Subject: [PATCH 1192/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214225072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51b5eff2c68..a78b3bfaf17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e105c82dda425baa55c677e43b8887dcec26bdcc96ef6bb94a0429213b699ad3",
-    git_commit = "03f219c4dcd68127eb417358c9c7216d7a273418",
+    sha256 = "b58ee8ed6888719fc5856428bb358973cae4b7524c985ac3377c5e0d025317e3",
+    git_commit = "905898e08faa2b28d2970cacf2affc244092f09f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f7f8b675929cdc5d3244bfbbb16872b4bbe2a08c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 03:01:40 -0700
Subject: [PATCH 1193/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214237506
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a78b3bfaf17..79e5b252661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b58ee8ed6888719fc5856428bb358973cae4b7524c985ac3377c5e0d025317e3",
-    git_commit = "905898e08faa2b28d2970cacf2affc244092f09f",
+    sha256 = "07b9f0ab3a65c9f313cfbbe00ccf715cbf8ab94bf632dada9910e410f7cd3636",
+    git_commit = "b57bdf414edb27b82a95c5f4e2729fafd4cf2dc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 042605433f960f257102b30f3a1cc528243dad03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 04:01:15 -0700
Subject: [PATCH 1194/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214243015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79e5b252661..e24df2c12b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07b9f0ab3a65c9f313cfbbe00ccf715cbf8ab94bf632dada9910e410f7cd3636",
-    git_commit = "b57bdf414edb27b82a95c5f4e2729fafd4cf2dc7",
+    sha256 = "d7493d4bae8114b74d9bade4e8d7c9be53c6adad41bd4d555b574446b8a7e642",
+    git_commit = "379ca4afe9e31f550cd04451af04150b6bbecf78",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2339b59eb9135941a950cef470ea195bcb39095b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 06:02:18 -0700
Subject: [PATCH 1195/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214254463
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e24df2c12b9..220012b4420 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7493d4bae8114b74d9bade4e8d7c9be53c6adad41bd4d555b574446b8a7e642",
-    git_commit = "379ca4afe9e31f550cd04451af04150b6bbecf78",
+    sha256 = "10920bf069c7f69fe53c6071783d143fd2689f20115f99443c1a4cbff93af8d0",
+    git_commit = "32251dd7793e56130693b33a0c29318b04df8080",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a7ea54a5be0c8cf114ae94c68278532c337c2cbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 08:01:19 -0700
Subject: [PATCH 1196/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214267261
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 220012b4420..8d463df7e86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10920bf069c7f69fe53c6071783d143fd2689f20115f99443c1a4cbff93af8d0",
-    git_commit = "32251dd7793e56130693b33a0c29318b04df8080",
+    sha256 = "374dfd90ddf878a8ba7c819b99be97099b4d122b4d6ae560132f08a299e1aaa6",
+    git_commit = "64498def97852cc359209576703c7b788ba839e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 545560ddfcac6dfcf39aa8200e5bfb9217e8e893 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 09:00:42 -0700
Subject: [PATCH 1197/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214274604
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d463df7e86..0a2edbc9d0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "374dfd90ddf878a8ba7c819b99be97099b4d122b4d6ae560132f08a299e1aaa6",
-    git_commit = "64498def97852cc359209576703c7b788ba839e9",
+    sha256 = "2adb32430fe5c2927a6689632a6050844acd0b81840dd0814ee329e25b038fe9",
+    git_commit = "7f71957f3818eff38671b758915a0a5c819c27e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 50fe84e144d0d2427265a8e704bd8be220ec3dd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 10:00:59 -0700
Subject: [PATCH 1198/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214283645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a2edbc9d0c..4a1347ad17f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2adb32430fe5c2927a6689632a6050844acd0b81840dd0814ee329e25b038fe9",
-    git_commit = "7f71957f3818eff38671b758915a0a5c819c27e6",
+    sha256 = "7db8aaf5e7e494103963f86487d0c4c5c6f02f8debd51b3e77fffa5d5c1ad529",
+    git_commit = "4cf68d9b869c0cb1efe9865e764c997649b7fbc0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9daa8a6fd10c937c190f1e6e7f5b5e69460809f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 11:03:36 -0700
Subject: [PATCH 1199/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214295409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a1347ad17f..e7c27f0f052 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7db8aaf5e7e494103963f86487d0c4c5c6f02f8debd51b3e77fffa5d5c1ad529",
-    git_commit = "4cf68d9b869c0cb1efe9865e764c997649b7fbc0",
+    sha256 = "184ed87cbf89a5249f3740bc983fcb05c2333e33e0e6e34ca811ccb3718373c2",
+    git_commit = "0c48c703c3c1455cf3b2c0e47e2108e053ff83e2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1b4c71645a272874309618a0195d7b12cca2ed04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 12:11:02 -0700
Subject: [PATCH 1200/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214307919
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7c27f0f052..8e2f6bcaf30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "184ed87cbf89a5249f3740bc983fcb05c2333e33e0e6e34ca811ccb3718373c2",
-    git_commit = "0c48c703c3c1455cf3b2c0e47e2108e053ff83e2",
+    sha256 = "cc69295b868f62ef9e7a34d077c0221b605c7dd5a5d31097fa799e77e7016394",
+    git_commit = "28eeda839f124cf5ba648576e86214b38141e4ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61e8dec21dbeb4f44b261f931e5037495f88258f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 13:04:20 -0700
Subject: [PATCH 1201/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214316493
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e2f6bcaf30..f7ba9872b82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc69295b868f62ef9e7a34d077c0221b605c7dd5a5d31097fa799e77e7016394",
-    git_commit = "28eeda839f124cf5ba648576e86214b38141e4ab",
+    sha256 = "10e115186e47d117633998b371aa11c0ffdbb94f1fbbe545090d4984055f08f7",
+    git_commit = "6357554896e8a1a340eb9406204a26e6d3219c4f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4c76231c8e1d040ca63df12e72f57430dce9cd10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 14:02:42 -0700
Subject: [PATCH 1202/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214326351
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7ba9872b82..a435da500bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10e115186e47d117633998b371aa11c0ffdbb94f1fbbe545090d4984055f08f7",
-    git_commit = "6357554896e8a1a340eb9406204a26e6d3219c4f",
+    sha256 = "956f4eb0d281c71592838c79ca42b64c42e8eb3efc94049d7bac8c0db5ef3b9d",
+    git_commit = "cc7525d2c8e44c06685b27e77450cb2114765d72",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 33a514fc0fb3a83cf9f30ee2aa3ef1fc405a7032 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Sep 2018 15:03:14 -0700
Subject: [PATCH 1203/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214337543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a435da500bf..e6b2f492d91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "956f4eb0d281c71592838c79ca42b64c42e8eb3efc94049d7bac8c0db5ef3b9d",
-    git_commit = "cc7525d2c8e44c06685b27e77450cb2114765d72",
+    sha256 = "1101892c13cfad4611c61b9d646a8f71e55042a0424cb7806595c8ac61e9a9ed",
+    git_commit = "7af35581b64b7811b2e70f672d1e824886eac16f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ab798068f4815f2318a0621201e5f493597c7fa Mon Sep 17 00:00:00 2001
From: mikecase <mikecase@google.com>
Date: Tue, 25 Sep 2018 12:03:54 -0700
Subject: [PATCH 1204/8103] Fixes
 https://github.com/tensorflow/serving/issues/1106

PiperOrigin-RevId: 214479846
---
 WORKSPACE                           | 24 ++++++++++++++++++++++--
 tensorflow_serving/requirements.txt |  2 ++
 2 files changed, 24 insertions(+), 2 deletions(-)
 create mode 100644 tensorflow_serving/requirements.txt

diff --git a/WORKSPACE b/WORKSPACE
index e6b2f492d91..adcb8fa9d17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -9,10 +9,29 @@ workspace(name = "tf_serving")
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
+# TensorFlow depends on "io_bazel_rules_python" so we need this here.
+# Needs to be kept in sync with the same target in TensorFlow's WORKSPACE file.
+http_archive(
+    name = "io_bazel_rules_python",
+    strip_prefix = "rules_python-8b5d0683a7d878b28fffe464779c8a53659fc645",
+    urls = [
+        "https://github.com/bazelbuild/rules_python/archive/8b5d0683a7d878b28fffe464779c8a53659fc645.tar.gz",
+    ],
+)
+load("@io_bazel_rules_python//python:pip.bzl", "pip_repositories")
+pip_repositories()
+load("@io_bazel_rules_python//python:pip.bzl", "pip_import")
+pip_import(
+    name = "pip_deps",
+    requirements = "//tensorflow_serving:requirements.txt",
+)
+load("@pip_deps//:requirements.bzl", "pip_install")
+pip_install()
+
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1101892c13cfad4611c61b9d646a8f71e55042a0424cb7806595c8ac61e9a9ed",
-    git_commit = "7af35581b64b7811b2e70f672d1e824886eac16f",
+    sha256 = "983770f59db24b9b0d309c81c9f546b1e9785c9d2e97f8813fb07d30943d92f6",
+    git_commit = "7229d08f0b25e24e6dd4833a94a27f404b27a350",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.
@@ -27,6 +46,7 @@ http_archive(
     ],
 )
 
+
 # Please add all new TensorFlow Serving dependencies in workspace.bzl.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
 
diff --git a/tensorflow_serving/requirements.txt b/tensorflow_serving/requirements.txt
new file mode 100644
index 00000000000..6e111edefc6
--- /dev/null
+++ b/tensorflow_serving/requirements.txt
@@ -0,0 +1,2 @@
+keras_applications >= 1.0.5
+keras_preprocessing >= 1.0.3

From 562df103f655eeb508111703d834e3137efe71fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 13:05:28 -0700
Subject: [PATCH 1205/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214489758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adcb8fa9d17..6809414eda1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "983770f59db24b9b0d309c81c9f546b1e9785c9d2e97f8813fb07d30943d92f6",
-    git_commit = "7229d08f0b25e24e6dd4833a94a27f404b27a350",
+    sha256 = "1575679875c65cdeaab2e45f56df7acf485e5238300c0c78646066afccadf304",
+    git_commit = "df930015230c1195065e2fd01c61f527b8662efb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0fea2af8363562b5cd574652e52df234c1ba37ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 14:01:01 -0700
Subject: [PATCH 1206/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214499162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6809414eda1..d9481616653 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1575679875c65cdeaab2e45f56df7acf485e5238300c0c78646066afccadf304",
-    git_commit = "df930015230c1195065e2fd01c61f527b8662efb",
+    sha256 = "6baaed9aa8ca5704da83fd4c467809a9b6e2b8e66bc647c91c9494efa9a103e9",
+    git_commit = "e51963ead78b3c1c4ab0077a3e43fb9c0f6ab374",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fbd037815780399429fc8c8bd59c96b0a0fb57fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 15:01:59 -0700
Subject: [PATCH 1207/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214510483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9481616653..c57486885b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6baaed9aa8ca5704da83fd4c467809a9b6e2b8e66bc647c91c9494efa9a103e9",
-    git_commit = "e51963ead78b3c1c4ab0077a3e43fb9c0f6ab374",
+    sha256 = "783def476a9a2d425de611f5905b1e32d577d4bb195170868d0501c3ec4237d8",
+    git_commit = "153578f3c90ca423501151adcbaf6b81e05e2440",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c6ed2d48113262aca5bc2287eb2ec3d9c232534f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 18:00:49 -0700
Subject: [PATCH 1208/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214536633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c57486885b5..251e3e00113 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "783def476a9a2d425de611f5905b1e32d577d4bb195170868d0501c3ec4237d8",
-    git_commit = "153578f3c90ca423501151adcbaf6b81e05e2440",
+    sha256 = "53382ef6eaa331b0aebdcd42a317ef70415199e4eace4fc93ac1dec40221235e",
+    git_commit = "4177bc92c3b9301877521ba9b26377b80fa27601",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 53406b8000c2447de93a95766aa45b73fcc6a250 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 21:01:28 -0700
Subject: [PATCH 1209/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214549884
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 251e3e00113..a28c9cb60dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53382ef6eaa331b0aebdcd42a317ef70415199e4eace4fc93ac1dec40221235e",
-    git_commit = "4177bc92c3b9301877521ba9b26377b80fa27601",
+    sha256 = "a6de80663c13f282121cb29b765163b9e9f240e7f8b07ac1d5c4bc2b80369906",
+    git_commit = "3f4b8c138165cc9deb0ed931c5a6bb3d8ab556f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f75294900719d139cd30802e2702b74ad040d511 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 22:03:05 -0700
Subject: [PATCH 1210/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214554017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a28c9cb60dc..511d4f38356 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6de80663c13f282121cb29b765163b9e9f240e7f8b07ac1d5c4bc2b80369906",
-    git_commit = "3f4b8c138165cc9deb0ed931c5a6bb3d8ab556f0",
+    sha256 = "c1936af85f6f02555aab1d05500a71880a5af91af3bd7fe00cdbafe0cd98140b",
+    git_commit = "6666516f390f125ed70ddbd4e6f89b83d953c408",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9893c1be46675cd4ed3f32585dd5ddc1e937ecb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Sep 2018 23:01:43 -0700
Subject: [PATCH 1211/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214557340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 511d4f38356..0ebaa5a3820 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1936af85f6f02555aab1d05500a71880a5af91af3bd7fe00cdbafe0cd98140b",
-    git_commit = "6666516f390f125ed70ddbd4e6f89b83d953c408",
+    sha256 = "6a877c5a3e03f156c900297f6eed13365ca15e230f2ea2ba82ef465e7dc0f143",
+    git_commit = "f2b17b22e12bd743b66945070f338f70b5fa3332",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96261ba09c3c9b8e621580d6cc0a59325e7eab15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 00:01:46 -0700
Subject: [PATCH 1212/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214560869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ebaa5a3820..bf66c4a0cac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a877c5a3e03f156c900297f6eed13365ca15e230f2ea2ba82ef465e7dc0f143",
-    git_commit = "f2b17b22e12bd743b66945070f338f70b5fa3332",
+    sha256 = "2194e2617f4bf0dc0ad73b41ac93f2249c0bbbadd26a4ee664468cc695db6d9e",
+    git_commit = "c63d21b0bfc534b6377b332e9d2ba2abbdb7e0eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 621cd385ed3f9755584f10fab8c8086a220865a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 03:02:22 -0700
Subject: [PATCH 1213/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214578692
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf66c4a0cac..b3039e16576 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2194e2617f4bf0dc0ad73b41ac93f2249c0bbbadd26a4ee664468cc695db6d9e",
-    git_commit = "c63d21b0bfc534b6377b332e9d2ba2abbdb7e0eb",
+    sha256 = "7ff06f354fdcdfcec32a71ff9cf4a10388e0cce65c5a12326d32c05452bed6eb",
+    git_commit = "ffa90fc521c6051addd50236872a4afaa45e0a49",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d3f0de90486a0da1204880c6dd7342515801fc40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 04:01:45 -0700
Subject: [PATCH 1214/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214583165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3039e16576..b7328d8d274 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ff06f354fdcdfcec32a71ff9cf4a10388e0cce65c5a12326d32c05452bed6eb",
-    git_commit = "ffa90fc521c6051addd50236872a4afaa45e0a49",
+    sha256 = "9161ae23a81b3ccb71fa3a327e0c18106ea4e7b772eef885abd935292fae5008",
+    git_commit = "b4ae85234b4f626e4aaee1d2c531a6b534712dbb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84a3b4604fcde1bfc4b7be3e18afd6991ada1c3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 06:01:58 -0700
Subject: [PATCH 1215/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214592865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7328d8d274..b2f5607611d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9161ae23a81b3ccb71fa3a327e0c18106ea4e7b772eef885abd935292fae5008",
-    git_commit = "b4ae85234b4f626e4aaee1d2c531a6b534712dbb",
+    sha256 = "fa4b3dc777f0c52e95b55d02dab7d7357441ba77e6a55ec092066e24d6bbfbae",
+    git_commit = "e45f7ee4182d5e831026f329cff5da2596d6733a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 88ed6b0e968bf3dd24b9da7a34ec3654c3e8893b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 10:02:09 -0700
Subject: [PATCH 1216/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214621848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2f5607611d..9b8ab1fa790 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa4b3dc777f0c52e95b55d02dab7d7357441ba77e6a55ec092066e24d6bbfbae",
-    git_commit = "e45f7ee4182d5e831026f329cff5da2596d6733a",
+    sha256 = "223a7b0ae51e9d65c127eb5dc8e539182bb906e51d948ee616a3d05dc4f00453",
+    git_commit = "5498f24a3385bdd256b8b1e41329c5841996b26d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69ba65ad0cb6dce3c13a978815e16667791c29c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 11:01:23 -0700
Subject: [PATCH 1217/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214632354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b8ab1fa790..c6f2fe559ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -30,8 +30,8 @@ pip_install()
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "223a7b0ae51e9d65c127eb5dc8e539182bb906e51d948ee616a3d05dc4f00453",
-    git_commit = "5498f24a3385bdd256b8b1e41329c5841996b26d",
+    sha256 = "30a481c90506df66a1c5feffe6446a9eeec75efff765c94d8c5c3a22143f39a2",
+    git_commit = "23a07f2c1444509986eece54e486cdcf0b8e32e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1f7f0215045093e32815dd36e99f06cbc288a9d5 Mon Sep 17 00:00:00 2001
From: gunan <gunan@google.com>
Date: Wed, 26 Sep 2018 11:28:37 -0700
Subject: [PATCH 1218/8103] Automated rollback of commit
 5ab798068f4815f2318a0621201e5f493597c7fa

PiperOrigin-RevId: 214638317
---
 WORKSPACE                           | 20 --------------------
 tensorflow_serving/requirements.txt |  2 --
 2 files changed, 22 deletions(-)
 delete mode 100644 tensorflow_serving/requirements.txt

diff --git a/WORKSPACE b/WORKSPACE
index c6f2fe559ba..f5b8ec9d08a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -9,25 +9,6 @@ workspace(name = "tf_serving")
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
-# TensorFlow depends on "io_bazel_rules_python" so we need this here.
-# Needs to be kept in sync with the same target in TensorFlow's WORKSPACE file.
-http_archive(
-    name = "io_bazel_rules_python",
-    strip_prefix = "rules_python-8b5d0683a7d878b28fffe464779c8a53659fc645",
-    urls = [
-        "https://github.com/bazelbuild/rules_python/archive/8b5d0683a7d878b28fffe464779c8a53659fc645.tar.gz",
-    ],
-)
-load("@io_bazel_rules_python//python:pip.bzl", "pip_repositories")
-pip_repositories()
-load("@io_bazel_rules_python//python:pip.bzl", "pip_import")
-pip_import(
-    name = "pip_deps",
-    requirements = "//tensorflow_serving:requirements.txt",
-)
-load("@pip_deps//:requirements.bzl", "pip_install")
-pip_install()
-
 tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "30a481c90506df66a1c5feffe6446a9eeec75efff765c94d8c5c3a22143f39a2",
@@ -46,7 +27,6 @@ http_archive(
     ],
 )
 
-
 # Please add all new TensorFlow Serving dependencies in workspace.bzl.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
 
diff --git a/tensorflow_serving/requirements.txt b/tensorflow_serving/requirements.txt
deleted file mode 100644
index 6e111edefc6..00000000000
--- a/tensorflow_serving/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-keras_applications >= 1.0.5
-keras_preprocessing >= 1.0.3

From a97bbe51fd89f1a0aefdf59985209b8c4ead1cd9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 12:03:18 -0700
Subject: [PATCH 1219/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214645063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5b8ec9d08a..e9af94dafba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30a481c90506df66a1c5feffe6446a9eeec75efff765c94d8c5c3a22143f39a2",
-    git_commit = "23a07f2c1444509986eece54e486cdcf0b8e32e4",
+    sha256 = "cd377809e09e32d69a79f6dd7c5e3eff42d3ca32d90d9c30631b63b1db6af88b",
+    git_commit = "cccace731712ab192448ff9bc3ce7259fd462e74",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2622b85e6630361feb610f5ced9de84f08a8062a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 15:02:32 -0700
Subject: [PATCH 1220/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214675582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9af94dafba..9b3d2b32522 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd377809e09e32d69a79f6dd7c5e3eff42d3ca32d90d9c30631b63b1db6af88b",
-    git_commit = "cccace731712ab192448ff9bc3ce7259fd462e74",
+    sha256 = "aef1297d20898542e647aef7a6e68b56e6eb732c55c256f035785632992fd736",
+    git_commit = "1736e0bbbfdeeba178dff37c970b5a0180ee013f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 541551a42277f374dd820c090ce5fc969137784e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 16:01:32 -0700
Subject: [PATCH 1221/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214685460
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b3d2b32522..c7e2b53dbf6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aef1297d20898542e647aef7a6e68b56e6eb732c55c256f035785632992fd736",
-    git_commit = "1736e0bbbfdeeba178dff37c970b5a0180ee013f",
+    sha256 = "389affd04787b2c295e7423739b915661c45045db9dad3910b6fc95c3b9acf12",
+    git_commit = "dc90d6c486f2ec1741766b0989e6f6e842d94437",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9e8353e94eb40c34f716466167dff5ba88662d5a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 17:01:32 -0700
Subject: [PATCH 1222/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214694901
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7e2b53dbf6..3dfffef392e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "389affd04787b2c295e7423739b915661c45045db9dad3910b6fc95c3b9acf12",
-    git_commit = "dc90d6c486f2ec1741766b0989e6f6e842d94437",
+    sha256 = "bef2352776a3f62d911ffac8037d4f22e05d4325419eb91118503f79901f3772",
+    git_commit = "3ab16ebce6a0a9ce20120c3c2dd1f1a8cf5b2ad8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 743d6c5f973f66306906614c2f3744cbde14cbd8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 18:01:50 -0700
Subject: [PATCH 1223/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214702617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3dfffef392e..b5126aa7125 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef2352776a3f62d911ffac8037d4f22e05d4325419eb91118503f79901f3772",
-    git_commit = "3ab16ebce6a0a9ce20120c3c2dd1f1a8cf5b2ad8",
+    sha256 = "2a77c8c8db9ae091e8bb5041ebfd3c103c31855bb13619714ff71c6485e09c01",
+    git_commit = "69650fff2b0f267162c987f35e2747be033a7d80",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 000bef800a302da9999d6455a60ed5b6a90ae7dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 19:01:41 -0700
Subject: [PATCH 1224/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214708131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5126aa7125..e46338a5d20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a77c8c8db9ae091e8bb5041ebfd3c103c31855bb13619714ff71c6485e09c01",
-    git_commit = "69650fff2b0f267162c987f35e2747be033a7d80",
+    sha256 = "4489cb38199183d5b2544c6955d4ecfdff01bac38bce003c76eaf673fb3c42d7",
+    git_commit = "5d61748f4e9998c9d2017bd01864b8fcb6d2127a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 73eb9511ca32607a4da478ac2124526a308b51f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 20:01:16 -0700
Subject: [PATCH 1225/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214712268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e46338a5d20..845cfe30b13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4489cb38199183d5b2544c6955d4ecfdff01bac38bce003c76eaf673fb3c42d7",
-    git_commit = "5d61748f4e9998c9d2017bd01864b8fcb6d2127a",
+    sha256 = "efc91a7574ea5dc55bbcc232355f6e9a78624c590c43d3d57db3a6ef3f5b8edb",
+    git_commit = "51a6118e5bd85935b1d9ec0e68b92f1f98d14982",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From db206c010712e5d84c15757374b3f76239a2d161 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 21:01:11 -0700
Subject: [PATCH 1226/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214716811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 845cfe30b13..091d0c81baf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efc91a7574ea5dc55bbcc232355f6e9a78624c590c43d3d57db3a6ef3f5b8edb",
-    git_commit = "51a6118e5bd85935b1d9ec0e68b92f1f98d14982",
+    sha256 = "bc5188ee27188df99fda9da6253ace954a4f562431f8ca8c80e0e7f43dbced48",
+    git_commit = "0d5c68e30f4637329fa233df506d7b97802a5e9b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a35833d6ad8b4c8ba5bf00d7fb499356084bcda9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Sep 2018 23:01:04 -0700
Subject: [PATCH 1227/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214725157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 091d0c81baf..e2d9c59e679 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc5188ee27188df99fda9da6253ace954a4f562431f8ca8c80e0e7f43dbced48",
-    git_commit = "0d5c68e30f4637329fa233df506d7b97802a5e9b",
+    sha256 = "db2ed52460338b485515da2deaae87cd3766de97819651d7f5f517577a6ca4bd",
+    git_commit = "a40cfd42e20d7e4520c1306666c9dfee97eb0a2e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 275aa0364917a3307f60b7d0bad6586a24da8b88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 00:01:48 -0700
Subject: [PATCH 1228/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214729243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2d9c59e679..976b90ca027 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db2ed52460338b485515da2deaae87cd3766de97819651d7f5f517577a6ca4bd",
-    git_commit = "a40cfd42e20d7e4520c1306666c9dfee97eb0a2e",
+    sha256 = "cb0a155ca202c600ac64a4ea5b7ced6615b256c8d4d0fd7af0e5d6548aeddfe2",
+    git_commit = "d3f14ef70cdf113f9d330c1f7c638003429a1dc4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 224b1f392cfd719c1e021cb98ee819159ea1a988 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 01:01:56 -0700
Subject: [PATCH 1229/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214734260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 976b90ca027..17329f0058e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb0a155ca202c600ac64a4ea5b7ced6615b256c8d4d0fd7af0e5d6548aeddfe2",
-    git_commit = "d3f14ef70cdf113f9d330c1f7c638003429a1dc4",
+    sha256 = "7f20025a2cd933b9625c58cdb9c0ee802ff7d3035f14f7d2a11a72798068cece",
+    git_commit = "08a6cfed1cf0cccc8ff35448266f44fbc55be0bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a605f075b3723ae13dc47fe02a4e9d1e3d62e29b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 02:04:46 -0700
Subject: [PATCH 1230/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214741194
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17329f0058e..6dacb920399 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f20025a2cd933b9625c58cdb9c0ee802ff7d3035f14f7d2a11a72798068cece",
-    git_commit = "08a6cfed1cf0cccc8ff35448266f44fbc55be0bc",
+    sha256 = "4f7cfd2d5841b371d2cf15e3c0601e68059972429588d0611dd21c9a57589d9f",
+    git_commit = "4e56ea8f9bc398e4cd8bf66abf58cc872c922067",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f02bd2765eca3f05733213258197fd6eeb446fe1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 04:01:22 -0700
Subject: [PATCH 1231/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214751470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dacb920399..d8d038f3480 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f7cfd2d5841b371d2cf15e3c0601e68059972429588d0611dd21c9a57589d9f",
-    git_commit = "4e56ea8f9bc398e4cd8bf66abf58cc872c922067",
+    sha256 = "569b07b499b141edc881777822a862b8a306f8e57c817fc5054414f77fa7c038",
+    git_commit = "19d8963bc0ea64e10ff08ad4e7cc76813a182196",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f429351e939f0ab457534e5e76e62eb110d8ec0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 09:01:40 -0700
Subject: [PATCH 1232/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214782539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8d038f3480..16047ac7dc4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "569b07b499b141edc881777822a862b8a306f8e57c817fc5054414f77fa7c038",
-    git_commit = "19d8963bc0ea64e10ff08ad4e7cc76813a182196",
+    sha256 = "5b96202d9bd3ab417f5e92c85e84816ebc7ab72cb81340601e9832673ed57055",
+    git_commit = "3d30dd424c0404ea5349c0d2acdde2acd4e0aa97",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 504ad4e6f4f84dc6136c60b6ed614ec8f0b3377c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 10:01:23 -0700
Subject: [PATCH 1233/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214791092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16047ac7dc4..5a8f7b1b5ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b96202d9bd3ab417f5e92c85e84816ebc7ab72cb81340601e9832673ed57055",
-    git_commit = "3d30dd424c0404ea5349c0d2acdde2acd4e0aa97",
+    sha256 = "0e1e8bc25a4ac92820f41bbed82a82706c67535a56438cac7c8192c0ec727426",
+    git_commit = "9a68681c3e9bf7e51423dcdbefd25da9c365d256",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a2f860cbb31067e852a85f598e37c7f8ff5e0d55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 11:06:14 -0700
Subject: [PATCH 1234/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214803040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a8f7b1b5ed..0930bbf698a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e1e8bc25a4ac92820f41bbed82a82706c67535a56438cac7c8192c0ec727426",
-    git_commit = "9a68681c3e9bf7e51423dcdbefd25da9c365d256",
+    sha256 = "9cb7271445773bef1827b49c843207cd750bd9afe25e6ab4904989d9befecdd5",
+    git_commit = "941b4e0f226de76f083401842e73bd9efd6db2d0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bc6447410ee9089a2728a78f5c5b9d196e8ee2d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 12:06:31 -0700
Subject: [PATCH 1235/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214814037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0930bbf698a..2b206d4bd32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cb7271445773bef1827b49c843207cd750bd9afe25e6ab4904989d9befecdd5",
-    git_commit = "941b4e0f226de76f083401842e73bd9efd6db2d0",
+    sha256 = "e56aed05002085b3e3967c5635a5a8235938b482e35a3c1406c5adee538e58d6",
+    git_commit = "334244be6864dd1dbec9bc8bb4996cc286a8e3e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 50846fba6fb51efda25519a8daaeec4e6387808f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 15:02:49 -0700
Subject: [PATCH 1236/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214842249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b206d4bd32..79883c73e89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e56aed05002085b3e3967c5635a5a8235938b482e35a3c1406c5adee538e58d6",
-    git_commit = "334244be6864dd1dbec9bc8bb4996cc286a8e3e3",
+    sha256 = "1d399850b25b0d7f2ae47aa86d40e4e669fa7a4b0dcd858003ca2d61a7c5e890",
+    git_commit = "4cedc8b6e738b7a188c9c091cf667bacafae44b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3d0ef76d1497caf8815c60b815f29ea476aed21e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 17:00:50 -0700
Subject: [PATCH 1237/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214860313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79883c73e89..bac73bc5940 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d399850b25b0d7f2ae47aa86d40e4e669fa7a4b0dcd858003ca2d61a7c5e890",
-    git_commit = "4cedc8b6e738b7a188c9c091cf667bacafae44b7",
+    sha256 = "7e7bf21a84fbb5ad76707c884451e5cc6b9a9e3f1e10590f060d9be5cd05a697",
+    git_commit = "b8c86c3bbd8271ed968087f24e7fb704103bc733",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e08b034f3cab3a41557440454cd97d406cfc2a1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 18:01:06 -0700
Subject: [PATCH 1238/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214868085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bac73bc5940..5b151738b0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e7bf21a84fbb5ad76707c884451e5cc6b9a9e3f1e10590f060d9be5cd05a697",
-    git_commit = "b8c86c3bbd8271ed968087f24e7fb704103bc733",
+    sha256 = "7b8144d53dd9d34b20f0652ef49a58d851be1132e29f6e8a31358bf7fa5e6043",
+    git_commit = "a0de15424803bb2688aafd496c30b78c4eb6e1c3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b040913dcf476d816c36172ad458c47d3dc1ee86 Mon Sep 17 00:00:00 2001
From: Kamidi Preetham <kamidipreetham@users.noreply.github.com>
Date: Fri, 28 Sep 2018 14:53:23 +0530
Subject: [PATCH 1239/8103] Update: Corrected http_archive spelling

---
 tensorflow_serving/repo.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/repo.bzl b/tensorflow_serving/repo.bzl
index 25830cd20a3..21fb4cd906a 100644
--- a/tensorflow_serving/repo.bzl
+++ b/tensorflow_serving/repo.bzl
@@ -1,6 +1,6 @@
 """ TensorFlow Http Archive
 
-Modified http_arhive that allows us to override the TensorFlow commit that is
+Modified http_archive that allows us to override the TensorFlow commit that is
 downloaded by setting an environment variable. This override is to be used for
 testing purposes.
 

From e7c8ce45de143a8492905c53dd021db9e0c7fd6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 19:01:49 -0700
Subject: [PATCH 1240/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214874108
---
 WORKSPACE                               | 4 ++--
 tensorflow_serving/g3doc/METADATA       | 6 ------
 tensorflow_serving/util/net_http/OWNERS | 2 --
 3 files changed, 2 insertions(+), 10 deletions(-)
 delete mode 100644 tensorflow_serving/g3doc/METADATA
 delete mode 100644 tensorflow_serving/util/net_http/OWNERS

diff --git a/WORKSPACE b/WORKSPACE
index 5b151738b0f..f73916bb34d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b8144d53dd9d34b20f0652ef49a58d851be1132e29f6e8a31358bf7fa5e6043",
-    git_commit = "a0de15424803bb2688aafd496c30b78c4eb6e1c3",
+    sha256 = "3ba91b8efb87f557e235e5dd30905992a244556f1ac3d149f681d3336f05c07a",
+    git_commit = "4bab3e375b7fffbc8878313089a2bd680952aced",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.
diff --git a/tensorflow_serving/g3doc/METADATA b/tensorflow_serving/g3doc/METADATA
deleted file mode 100644
index 819e6aaf439..00000000000
--- a/tensorflow_serving/g3doc/METADATA
+++ /dev/null
@@ -1,6 +0,0 @@
-name: "TensorFlow Serving"
-g3doc: {
-  include: "/learning/serving/g3doc/METADATA"
-  sitemap_file: "/learning/serving/g3doc/sitemap.md"
-}
-
diff --git a/tensorflow_serving/util/net_http/OWNERS b/tensorflow_serving/util/net_http/OWNERS
deleted file mode 100644
index bb25f9c2c39..00000000000
--- a/tensorflow_serving/util/net_http/OWNERS
+++ /dev/null
@@ -1,2 +0,0 @@
-awk
-wenboz
\ No newline at end of file

From 98dd64998a308e8bb8fbd92e36cc80e65cfe8ea3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 22:02:31 -0700
Subject: [PATCH 1241/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214887193
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f73916bb34d..85e1e255ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ba91b8efb87f557e235e5dd30905992a244556f1ac3d149f681d3336f05c07a",
-    git_commit = "4bab3e375b7fffbc8878313089a2bd680952aced",
+    sha256 = "05e936f5ae25771ebca97be0c94796558bb2db0c98137251576f3061c0098c77",
+    git_commit = "986193d79e00f1780fb3278ed890a72f7285f66e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed68525067f982f4592e138e7cf9b00185f76b36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Sep 2018 23:04:10 -0700
Subject: [PATCH 1242/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214891247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85e1e255ea9..9a54ea490c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05e936f5ae25771ebca97be0c94796558bb2db0c98137251576f3061c0098c77",
-    git_commit = "986193d79e00f1780fb3278ed890a72f7285f66e",
+    sha256 = "39b0e9c3738aad2504849037751d1cf1493b9f731164c3266c7de25402993df8",
+    git_commit = "7fd14feb9cbc690b362633639b27393576472c79",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 726a2d5490e50bbe0f066a07f3623208fed83873 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 00:03:25 -0700
Subject: [PATCH 1243/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214895015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a54ea490c8..67bcfa0a630 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39b0e9c3738aad2504849037751d1cf1493b9f731164c3266c7de25402993df8",
-    git_commit = "7fd14feb9cbc690b362633639b27393576472c79",
+    sha256 = "bb57bbcce488ef02de286bb683eec3cd615684be348994329cbf0caf4521020c",
+    git_commit = "d56c298f1ef14b5a738e1e0b7bbc66fcd736be3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d335909f01514a2ae815d0d3f7763dd589df4b6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 01:02:04 -0700
Subject: [PATCH 1244/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214899711
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67bcfa0a630..b090c220ee9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb57bbcce488ef02de286bb683eec3cd615684be348994329cbf0caf4521020c",
-    git_commit = "d56c298f1ef14b5a738e1e0b7bbc66fcd736be3e",
+    sha256 = "5838e735b7c81e4ba41cbeb9031550da0d1b15d3f780cd1d4f33aa90b67dfd43",
+    git_commit = "6ebe9baae06c06d0a70a424a55c78f5af07b49f7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 307fa36f1964e9ea0a0f3e992fd9bf4c77dc056e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 02:01:42 -0700
Subject: [PATCH 1245/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214904847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b090c220ee9..ff0e75847e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5838e735b7c81e4ba41cbeb9031550da0d1b15d3f780cd1d4f33aa90b67dfd43",
-    git_commit = "6ebe9baae06c06d0a70a424a55c78f5af07b49f7",
+    sha256 = "818d0fdfdc082a7523f3b9d9ffee85504747446b21917427c00efe7107a3cc93",
+    git_commit = "fa8c1eabd06f3043be820bf476e8413818853f17",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8831bb076a99a06476e84df7c2724f55a42beb4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 04:02:07 -0700
Subject: [PATCH 1246/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214914475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff0e75847e4..ac5f6153072 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "818d0fdfdc082a7523f3b9d9ffee85504747446b21917427c00efe7107a3cc93",
-    git_commit = "fa8c1eabd06f3043be820bf476e8413818853f17",
+    sha256 = "71c81f5d4519432774838f1ec767db1cdf9cfcdc94edb4f3978a186821af78f4",
+    git_commit = "19b2383cc0e221262be0780180558cf5bbb3e37e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From be299e11f1fada97bd8699e59586e429cd8764be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 09:02:18 -0700
Subject: [PATCH 1247/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214943472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac5f6153072..4d3fd45387d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71c81f5d4519432774838f1ec767db1cdf9cfcdc94edb4f3978a186821af78f4",
-    git_commit = "19b2383cc0e221262be0780180558cf5bbb3e37e",
+    sha256 = "801418862250eedfc7dec73cae480a4d486c24cbc3a201634f3fecc121ddfe88",
+    git_commit = "32627bfba19606d3c3a34f5d02ae9428675bbc42",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd52f88de9b83e43fcc1b1e2b7bdfd43de90d10c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 10:01:38 -0700
Subject: [PATCH 1248/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214951834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d3fd45387d..db20c21db2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "801418862250eedfc7dec73cae480a4d486c24cbc3a201634f3fecc121ddfe88",
-    git_commit = "32627bfba19606d3c3a34f5d02ae9428675bbc42",
+    sha256 = "42302422022c5eea2150187786108b0f59b6d2fb7298bc956b908015c222c917",
+    git_commit = "c7bb3c3d65e4e064d53630d4b524522eed6f3f44",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d95e0e52ccf327d3e7e465949b3506880e8eac74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 11:03:04 -0700
Subject: [PATCH 1249/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214963079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db20c21db2b..4a785f58ec1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42302422022c5eea2150187786108b0f59b6d2fb7298bc956b908015c222c917",
-    git_commit = "c7bb3c3d65e4e064d53630d4b524522eed6f3f44",
+    sha256 = "2a32bd81954495dd4fd2e2059a5df7013198c7833f1fcacc97b6fb47bbdf477c",
+    git_commit = "4eb53d3e5f7bec3c757a06d186ff31fe52083e6d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e30e28d9d540f817e42e1f48c95ac7ffe01fc74e Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Fri, 28 Sep 2018 11:21:52 -0700
Subject: [PATCH 1250/8103] change TOC format

PiperOrigin-RevId: 214966700
---
 tensorflow_serving/g3doc/_toc.yaml     | 24 ++++++++++++++++++++++++
 tensorflow_serving/g3doc/leftnav_files | 12 ------------
 2 files changed, 24 insertions(+), 12 deletions(-)
 create mode 100644 tensorflow_serving/g3doc/_toc.yaml
 delete mode 100644 tensorflow_serving/g3doc/leftnav_files

diff --git a/tensorflow_serving/g3doc/_toc.yaml b/tensorflow_serving/g3doc/_toc.yaml
new file mode 100644
index 00000000000..b6e1a1c156c
--- /dev/null
+++ b/tensorflow_serving/g3doc/_toc.yaml
@@ -0,0 +1,24 @@
+toc:
+- heading: TensorFlow Serving
+- title: "Introduction"
+  path: /serving/
+- title: "Architecture Overview"
+  path: /serving/architecture_overview
+- title: "Installation"
+  path: /serving/setup
+- title: "Serving a TensorFlow Model"
+  path: /serving/serving_basic
+- title: "RESTful API"
+  path: /serving/api_rest
+- title: "Building Standard TensorFlow ModelServer"
+  path: /serving/serving_advanced
+- title: "Serving Inception Model with TensorFlow Serving and Kubernetes"
+  path: /serving/serving_inception
+- title: "Creating a new kind of servable"
+  path: /serving/custom_servable
+- title: "Creating a module that discovers new servable paths"
+  path: /serving/custom_source
+- title: "SignatureDefs in SavedModel for TensorFlow Serving"
+  path: /serving/signature_defs
+- title: "Using TensorFlow Serving via Docker"
+  path: /serving/docker
diff --git a/tensorflow_serving/g3doc/leftnav_files b/tensorflow_serving/g3doc/leftnav_files
deleted file mode 100644
index 2c7eccc2afc..00000000000
--- a/tensorflow_serving/g3doc/leftnav_files
+++ /dev/null
@@ -1,12 +0,0 @@
-### TensorFlow Serving
-index.md
-architecture_overview.md
-setup.md
-serving_basic.md
-api_rest.md
-serving_advanced.md
-serving_inception.md
-custom_servable.md
-custom_source.md
-signature_defs.md
-docker.md
\ No newline at end of file

From bfaee5f0f4672be242350074191f8f4e035bc8e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 12:02:11 -0700
Subject: [PATCH 1251/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214973219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a785f58ec1..a88917950d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a32bd81954495dd4fd2e2059a5df7013198c7833f1fcacc97b6fb47bbdf477c",
-    git_commit = "4eb53d3e5f7bec3c757a06d186ff31fe52083e6d",
+    sha256 = "c20d90206ac42c5422ad876a58a2baaa54b5ef0cfb52395e579b6cb33c9c9794",
+    git_commit = "301e3043e67493ce3777d2b36b43d0210f7b920c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d2c81eff1957caac88835e6b7b0754db85455cc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 13:02:24 -0700
Subject: [PATCH 1252/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214982324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a88917950d2..ec7557cc6bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c20d90206ac42c5422ad876a58a2baaa54b5ef0cfb52395e579b6cb33c9c9794",
-    git_commit = "301e3043e67493ce3777d2b36b43d0210f7b920c",
+    sha256 = "58d4b20ecb78bddd1d9dcad49ab7e12d2c161f33f950be8df8c6ca758abd3521",
+    git_commit = "90aa10fcf5c80591b31988754e6221d6c2b8bbd0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f918658c996cc8cd654eb0bb7603ad92e088ff6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 13:25:02 -0700
Subject: [PATCH 1253/8103] Cleanup

PiperOrigin-RevId: 214985873
---
 tensorflow_serving/apis/BUILD                 | 13 -------------
 tensorflow_serving/config/BUILD               |  4 ----
 tensorflow_serving/core/BUILD                 |  1 -
 tensorflow_serving/sources/storage_path/BUILD |  1 -
 tensorflow_serving/util/BUILD                 |  1 -
 5 files changed, 20 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b483c5d9d67..2f4862ac0b5 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -27,7 +27,6 @@ serving_proto_library(
     name = "get_model_metadata_proto",
     srcs = ["get_model_metadata.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":model_proto",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -49,7 +48,6 @@ serving_proto_library(
     name = "input_proto",
     srcs = ["input.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     js_api_version = 2,
     deps = [
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -80,7 +78,6 @@ serving_proto_library(
     name = "model_proto",
     srcs = ["model.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     js_api_version = 2,
     deps = [
         "@protobuf_archive//:cc_wkt_protos",
@@ -109,7 +106,6 @@ serving_proto_library(
     name = "predict_proto",
     srcs = ["predict.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":model_proto",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -135,7 +131,6 @@ serving_proto_library(
     name = "prediction_log_proto",
     srcs = ["prediction_log.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":classification_proto",
         ":inference_proto",
@@ -166,7 +161,6 @@ serving_proto_library(
     has_services = 1,
     cc_api_version = 2,
     cc_grpc_version = 1,
-    java_api_version = 2,
     deps = [
         ":classification_proto",
         ":get_model_metadata_proto",
@@ -208,7 +202,6 @@ serving_proto_library(
     name = "model_management_proto",
     srcs = ["model_management.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/util:status_proto",
@@ -229,7 +222,6 @@ serving_proto_library(
     name = "get_model_status_proto",
     srcs = ["get_model_status.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":model_proto",
         "//tensorflow_serving/util:status_proto",
@@ -252,7 +244,6 @@ serving_proto_library(
     has_services = 1,
     cc_api_version = 2,
     cc_grpc_version = 1,
-    java_api_version = 2,
     deps = [
         ":get_model_status_proto",
         ":model_management_proto",
@@ -282,7 +273,6 @@ serving_proto_library(
     name = "classification_proto",
     srcs = ["classification.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":input_proto",
         ":model_proto",
@@ -315,7 +305,6 @@ serving_proto_library(
     name = "inference_proto",
     srcs = ["inference.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":classification_proto",
         ":input_proto",
@@ -346,7 +335,6 @@ serving_proto_library(
     name = "regression_proto",
     srcs = ["regression.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":input_proto",
         ":model_proto",
@@ -374,7 +362,6 @@ serving_proto_library(
     srcs = ["session_service.proto"],
     has_services = 1,
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":model_proto",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 60be85c9ef1..25e34d91d3b 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -25,7 +25,6 @@ serving_proto_library(
     name = "model_server_config_proto",
     srcs = ["model_server_config.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":logging_config_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
@@ -56,7 +55,6 @@ serving_proto_library(
     name = "log_collector_config_proto",
     srcs = ["log_collector_config.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
     ],
 )
@@ -73,7 +71,6 @@ serving_proto_library(
     name = "logging_config_proto",
     srcs = ["logging_config.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
         ":log_collector_config_proto",
     ],
@@ -92,7 +89,6 @@ serving_proto_library(
     name = "monitoring_config_proto",
     srcs = ["monitoring_config.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     deps = [
     ],
 )
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index b11ab0895a4..c4d051551ad 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -739,7 +739,6 @@ serving_proto_library(
     name = "logging_proto",
     srcs = ["logging.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 7a294ddeccc..561f2cd495f 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -85,7 +85,6 @@ serving_proto_library(
     name = "file_system_storage_path_source_proto",
     srcs = ["file_system_storage_path_source.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     visibility = ["//visibility:public"],
 )
 
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index effbe76307d..86d2686ca4e 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -398,7 +398,6 @@ serving_proto_library(
     name = "status_proto",
     srcs = ["status.proto"],
     cc_api_version = 2,
-    java_api_version = 2,
     visibility = ["//visibility:public"],
     deps = [
         "@org_tensorflow//tensorflow/core:protos_all_cc",

From e11bd51540212242911dae00c8507e2852a5ad5a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 28 Sep 2018 14:00:21 -0700
Subject: [PATCH 1254/8103] Update MKL build Fixes
 https://github.com/tensorflow/serving/issues/1113

PiperOrigin-RevId: 214991457
---
 tools/bazel.rc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tools/bazel.rc b/tools/bazel.rc
index cc64156f1bc..3f73cb0b0f5 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -9,11 +9,12 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
-build:mkl --define=using_mkl=true
+build:mkl --define=build_with_mkl=true --define=enable_mkl=true
 
 # This config option is used to enable MKL-DNN open source library only,
 # without depending on MKL binary version.
-build:mkl_open_source_only --define=using_mkl_dnn_only=true
+build:mkl_open_source_only --define=build_with_mkl_dnn_only=true
+build:mkl_open_source_only --define=build_with_mkl=true --define=enable_mkl=true
 
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native

From a4eba1d9c56e68b43ebf165fd5a195f101dfa420 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 14:00:52 -0700
Subject: [PATCH 1255/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 214991545
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec7557cc6bc..5536e9b7893 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58d4b20ecb78bddd1d9dcad49ab7e12d2c161f33f950be8df8c6ca758abd3521",
-    git_commit = "90aa10fcf5c80591b31988754e6221d6c2b8bbd0",
+    sha256 = "2cf6ff5f5556d8abe98b3a3b2c4a7db263387aaedee5bbbf3b4c7ae0167cd8b6",
+    git_commit = "e00954e8626c74b263b90527e0c020cfd64136b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e8665be773ecdf9eb123ecdbc67db71103d2569d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 16:01:14 -0700
Subject: [PATCH 1256/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215010361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5536e9b7893..bcce99acc26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cf6ff5f5556d8abe98b3a3b2c4a7db263387aaedee5bbbf3b4c7ae0167cd8b6",
-    git_commit = "e00954e8626c74b263b90527e0c020cfd64136b2",
+    sha256 = "4cc54b3d0c82e0a0f16a10ce0667037db9fcc41d25d8f71b0519eaa1e4257a00",
+    git_commit = "2f559f2d5f75cf80183ae0d855110809404019f7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6848ab19e4e6851024274af3c7d9ed72e718752a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Sep 2018 20:00:55 -0700
Subject: [PATCH 1257/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215031579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcce99acc26..5bfbcc5c9bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cc54b3d0c82e0a0f16a10ce0667037db9fcc41d25d8f71b0519eaa1e4257a00",
-    git_commit = "2f559f2d5f75cf80183ae0d855110809404019f7",
+    sha256 = "e49fd9bf1aca4d6a84b7cca13df7921e1218541b1c8f9c124da730db9b9dc0eb",
+    git_commit = "d37f771cc5a208cdc88a50a65f491b3c06c9f262",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1597d2faf008c1501aa55c63c64928e4113b607d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 00:00:56 -0700
Subject: [PATCH 1258/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215042101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bfbcc5c9bb..ffd30c930db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e49fd9bf1aca4d6a84b7cca13df7921e1218541b1c8f9c124da730db9b9dc0eb",
-    git_commit = "d37f771cc5a208cdc88a50a65f491b3c06c9f262",
+    sha256 = "f7829a7c23d1317f75c431e679adb17c508b598a0479eaaf4760584df103f277",
+    git_commit = "2e0e934e0b3c00863918c78bf55524eea3f0c0dc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1040c3f01665987f07508979ab7b795fa332206a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 03:00:44 -0700
Subject: [PATCH 1259/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215052358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffd30c930db..bc515710672 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7829a7c23d1317f75c431e679adb17c508b598a0479eaaf4760584df103f277",
-    git_commit = "2e0e934e0b3c00863918c78bf55524eea3f0c0dc",
+    sha256 = "0f2b126c3144cb56b15ca53a4aae5ab5c85d491e58525b4f81ecede20cc3ba53",
+    git_commit = "d78595d333c9b5c8a0705ba6852c08b107d6c462",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 83d867f2f0f143b1ec9c1a54f8897afff3838013 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 04:01:03 -0700
Subject: [PATCH 1260/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215054559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc515710672..5e3c71f0924 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f2b126c3144cb56b15ca53a4aae5ab5c85d491e58525b4f81ecede20cc3ba53",
-    git_commit = "d78595d333c9b5c8a0705ba6852c08b107d6c462",
+    sha256 = "c01e36ecae5f8dcf09b8f64cefee624a9bfb4d763a1a08a49c1392ec955a39a9",
+    git_commit = "d8db18b4201d9d82d1c93ed5453914ff16f1adf4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 190c519bad84ae69fdd5cce2e51a2c907f53ea99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 13:01:02 -0700
Subject: [PATCH 1261/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215076334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e3c71f0924..637c57963f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c01e36ecae5f8dcf09b8f64cefee624a9bfb4d763a1a08a49c1392ec955a39a9",
-    git_commit = "d8db18b4201d9d82d1c93ed5453914ff16f1adf4",
+    sha256 = "75576a4baf5df94906c91e992f388760d8df921023eee5777d4e238ddf7fc57b",
+    git_commit = "639d0dd8c1ba8d2956ccb59604c157de7ba0a7f2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f8fc3d19504ac034a89ddbec33ae1a546acce9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 16:01:01 -0700
Subject: [PATCH 1262/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215083086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 637c57963f1..27b6c074f5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75576a4baf5df94906c91e992f388760d8df921023eee5777d4e238ddf7fc57b",
-    git_commit = "639d0dd8c1ba8d2956ccb59604c157de7ba0a7f2",
+    sha256 = "1e10d3c6346887c17e6a6fba197374faddd4043edec9af81c20bec5c071a47f1",
+    git_commit = "4cf1b45b2e9188086bcb7d12654cd3e130e9b823",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63a5c18cd453b8044917bfa9d89a762a2efe1721 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Sep 2018 18:01:04 -0700
Subject: [PATCH 1263/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215087700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27b6c074f5e..c7cf9e4e9b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e10d3c6346887c17e6a6fba197374faddd4043edec9af81c20bec5c071a47f1",
-    git_commit = "4cf1b45b2e9188086bcb7d12654cd3e130e9b823",
+    sha256 = "aa7aa7319db01e153b1b0821ff197a4c37bb7e20da5ec704f63f7518a34a5734",
+    git_commit = "2538e68a69e585696175bd972cae119e06bde294",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a890891297a7389d2b99f9fb308c74e36d64e301 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Sep 2018 06:01:09 -0700
Subject: [PATCH 1264/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215118825
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7cf9e4e9b1..d5b53f933a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa7aa7319db01e153b1b0821ff197a4c37bb7e20da5ec704f63f7518a34a5734",
-    git_commit = "2538e68a69e585696175bd972cae119e06bde294",
+    sha256 = "1692229dd8b16bee2407e5ba601881cdb2b9dbd4ab85a29ad0d6950968f31691",
+    git_commit = "a00fe72261cf6fe4a00467139e401de14c16224c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9989a98b461a8cebdfd119675605a4d33f62b468 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Sep 2018 08:01:24 -0700
Subject: [PATCH 1265/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215123141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5b53f933a4..74dd2ab674c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1692229dd8b16bee2407e5ba601881cdb2b9dbd4ab85a29ad0d6950968f31691",
-    git_commit = "a00fe72261cf6fe4a00467139e401de14c16224c",
+    sha256 = "88ff53f18f5e03c8bbfc808c390596dd9af6bdaa48ab46f13d16999c99b49ee8",
+    git_commit = "4ecce5aa64587afe1cd07ee4c92bbb5ce2cf85df",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96c82eba9f8ab9ac02504ca7ee9813535f09632f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Sep 2018 14:01:18 -0700
Subject: [PATCH 1266/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215138325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74dd2ab674c..132630351ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88ff53f18f5e03c8bbfc808c390596dd9af6bdaa48ab46f13d16999c99b49ee8",
-    git_commit = "4ecce5aa64587afe1cd07ee4c92bbb5ce2cf85df",
+    sha256 = "11cff0d792b8e62adba5dd6391ee12b37d623aab5d4a29878c73e5771b7b5868",
+    git_commit = "5fa4e1ac928b0512b28e955c588c5a7eab2ea046",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 518470c66859982a66528b6f1306de7905a7d7ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Sep 2018 22:01:02 -0700
Subject: [PATCH 1267/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215160850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 132630351ff..8ddeb0d4946 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11cff0d792b8e62adba5dd6391ee12b37d623aab5d4a29878c73e5771b7b5868",
-    git_commit = "5fa4e1ac928b0512b28e955c588c5a7eab2ea046",
+    sha256 = "f2d426defb16acd69ef7711c164064b2a6759ebcb995da990d32ec3444377807",
+    git_commit = "76c4853b50f201b4a809ac66746c798e049b294c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2936444ba5adbde6798e74814899404402b73e02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Sep 2018 23:01:10 -0700
Subject: [PATCH 1268/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215164063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ddeb0d4946..159da3cfb61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2d426defb16acd69ef7711c164064b2a6759ebcb995da990d32ec3444377807",
-    git_commit = "76c4853b50f201b4a809ac66746c798e049b294c",
+    sha256 = "f3856f41130288f065ea91516433af22e9907276921ee68a7a997e53caae38bc",
+    git_commit = "987954ce50583409e54828a044e0866bcfdbd88a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 605485aa14ab27044f4387dee838ec35b92a17f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 00:02:05 -0700
Subject: [PATCH 1269/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215167368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 159da3cfb61..9f5ca438582 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3856f41130288f065ea91516433af22e9907276921ee68a7a997e53caae38bc",
-    git_commit = "987954ce50583409e54828a044e0866bcfdbd88a",
+    sha256 = "f316698b888e9296836961c8a2657bf5ea46b9ae2108780f96ca205d8c35bd21",
+    git_commit = "b797bfb750504e03a38a988c44e3c52e902e87c4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d10b25c0f0220a5be62d6134919b6f493aab9ac7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 03:00:58 -0700
Subject: [PATCH 1270/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215185570
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f5ca438582..c8fe4c0ec0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f316698b888e9296836961c8a2657bf5ea46b9ae2108780f96ca205d8c35bd21",
-    git_commit = "b797bfb750504e03a38a988c44e3c52e902e87c4",
+    sha256 = "6ad3d6828e356dcb37cf30d4e87a1deaa28737635af252c2ea82daa07b4a9210",
+    git_commit = "03c5f9cdce62f6711b91fe81505e3c085e54a771",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef6bd08f1b54046e2e965107eb972fe95e8f6141 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 05:01:00 -0700
Subject: [PATCH 1271/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215195697
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8fe4c0ec0b..3b1d199e9e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ad3d6828e356dcb37cf30d4e87a1deaa28737635af252c2ea82daa07b4a9210",
-    git_commit = "03c5f9cdce62f6711b91fe81505e3c085e54a771",
+    sha256 = "9ea50080b733a5819d30bf1c2aedfffdd896bd63f1271d915f39b026a05e03e6",
+    git_commit = "9a169bf3ba840af8ab3caae7ea1c69c682be3ab7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1578173c088d29de51f4434ee9b8054d588c97f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 09:01:12 -0700
Subject: [PATCH 1272/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215221876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b1d199e9e4..0448143daba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ea50080b733a5819d30bf1c2aedfffdd896bd63f1271d915f39b026a05e03e6",
-    git_commit = "9a169bf3ba840af8ab3caae7ea1c69c682be3ab7",
+    sha256 = "2ca5b5cd6b3b199a6fcabfaf711c3c8fe4b98fa1003e7eb5560ddcef489d9157",
+    git_commit = "eef9a3e816932b7c34f426d00d7df53c91130402",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6bb32ee0ced800c9afa155594335719df1b1a830 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 10:00:56 -0700
Subject: [PATCH 1273/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215231219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0448143daba..deeb91f078f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ca5b5cd6b3b199a6fcabfaf711c3c8fe4b98fa1003e7eb5560ddcef489d9157",
-    git_commit = "eef9a3e816932b7c34f426d00d7df53c91130402",
+    sha256 = "150df2edf289ba4abb8aa9fea1b1f7a31303b5e5f5eb7ee4a5de47fe7965db1f",
+    git_commit = "9a2f872acd0c38d74d60e4f67701241aa1a26419",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a40cf2176dbdc0454fa9c32e7ab3c0d6da0c738e Mon Sep 17 00:00:00 2001
From: laigd <laigd@google.com>
Date: Mon, 1 Oct 2018 10:48:46 -0700
Subject: [PATCH 1274/8103] Install TensorRT in TF Serving's docker build.

PiperOrigin-RevId: 215241014
---
 .../tools/docker/Dockerfile.devel-gpu         | 23 ++++++++++++++++++-
 .../tools/docker/Dockerfile.gpu               | 17 ++++++++++++++
 2 files changed, 39 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 463e5e260ac..5c04570f27e 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -22,6 +22,7 @@ LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 ENV NCCL_VERSION=2.2.13
 ENV CUDNN_VERSION=7.1.4.18
+ENV TF_TENSORRT_VERSION=4.1.2
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
@@ -62,6 +63,24 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     find /usr/local/cuda-9.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
+# The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0
+# adds a new list which contains libnvinfer library, so it needs another
+# 'apt-get update' to retrieve that list before it can actually install the
+# library.
+RUN apt-get update && \
+    apt-get install --no-install-recommends \
+        nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \
+    apt-get update && \
+    apt-get install --no-install-recommends \
+        libnvinfer4=${TF_TENSORRT_VERSION}-1+cuda9.0 \
+        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda9.0 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvinfer.a && \
+    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvparsers*
+
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python get-pip.py && \
     rm get-pip.py
@@ -91,6 +110,8 @@ RUN mkdir /bazel && \
 ENV CI_BUILD_PYTHON python
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 ENV TF_NEED_CUDA 1
+ENV TF_NEED_TENSORRT 1
+ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
 ENV TF_CUDA_COMPUTE_CAPABILITIES=3.0,3.5,5.2,6.0,6.1,7.0
 ENV TF_CUDA_VERSION=9.0
 ENV TF_CUDNN_VERSION=7
@@ -160,4 +181,4 @@ FROM binary_build as clean_build
 # Clean up Bazel cache when done.
 RUN bazel clean --expunge --color=yes && \
     rm -rf /root/.cache
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 2c159273f44..283f0349963 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -32,6 +32,23 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
+# The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0
+# adds a new list which contains libnvinfer library, so it needs another
+# 'apt-get update' to retrieve that list before it can actually install the
+# library.
+# We don't install libnvinfer-dev since we don't need to build against TensorRT,
+# and libnvinfer4 doesn't contain libnvinfer.a static library.
+RUN apt-get update && \
+    apt-get install --no-install-recommends \
+        nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \
+    apt-get update && \
+    apt-get install --no-install-recommends libnvinfer4=4.1.2-1+cuda9.0 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvparsers*
+
 # Install TF Serving GPU pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
 

From 5b3600391e28f6c6b742afdd3d292034046a77ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 11:00:57 -0700
Subject: [PATCH 1275/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215243802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index deeb91f078f..44b5fbd1042 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "150df2edf289ba4abb8aa9fea1b1f7a31303b5e5f5eb7ee4a5de47fe7965db1f",
-    git_commit = "9a2f872acd0c38d74d60e4f67701241aa1a26419",
+    sha256 = "09b1616f44d3d8772b56b5b2470112ca0535ee5317e747faec21b582355d4f8f",
+    git_commit = "e285dea8d9626b832f34d65159639f294c2d6881",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e8d5a72c5378415b5a79afab6d38a17887a3ba1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 12:01:01 -0700
Subject: [PATCH 1276/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215255196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44b5fbd1042..c901672119a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09b1616f44d3d8772b56b5b2470112ca0535ee5317e747faec21b582355d4f8f",
-    git_commit = "e285dea8d9626b832f34d65159639f294c2d6881",
+    sha256 = "ced733135831d9f654f46bd0eec36a9b5482e471114a8c8fe8e027039234e3a5",
+    git_commit = "2bbf05148ad94928c1c828d40e479afdf34e2ef8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2186473a132c6c346dc334d2d02e271c8c550758 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 14:03:32 -0700
Subject: [PATCH 1277/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215276121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c901672119a..b1bc1a7904d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ced733135831d9f654f46bd0eec36a9b5482e471114a8c8fe8e027039234e3a5",
-    git_commit = "2bbf05148ad94928c1c828d40e479afdf34e2ef8",
+    sha256 = "b7f445465e4cfabf9ac39ce3f444a254b70f6fe4b10ffb7d0436c55cf46b93ae",
+    git_commit = "3c6e6885f32e7638ece306dad3a5081b06137bdc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 837201acf967fa33554cb5aef23553bb98666b35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 15:03:24 -0700
Subject: [PATCH 1278/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215287075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1bc1a7904d..0f72330be90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7f445465e4cfabf9ac39ce3f444a254b70f6fe4b10ffb7d0436c55cf46b93ae",
-    git_commit = "3c6e6885f32e7638ece306dad3a5081b06137bdc",
+    sha256 = "da29c49c0ff88093bff1a168255bca5392a3823f2b474b130ba7cb4045d2f6fd",
+    git_commit = "3aa8b781b342c36302bd500737ab4ce9b2b87a45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From df5ad1540993bda08303436f9b72d8b2547ff1e3 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 1 Oct 2018 16:05:29 -0700
Subject: [PATCH 1279/8103] Default to valid version for wheel file

PiperOrigin-RevId: 215297715
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index f68d4fed340..c68adc73431 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -29,7 +29,7 @@
 DOCLINES = __doc__.split('\n')
 
 # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
-_VERSION = 'undefined'
+_VERSION = '0.0.0'
 
 REQUIRED_PACKAGES = [
     'tensorflow>=1.2.0,<2',

From dc29c2a9908434de37ad946f122bfb18c6399348 Mon Sep 17 00:00:00 2001
From: Lihang Li <licalmer@gmail.com>
Date: Mon, 1 Oct 2018 17:08:37 -0700
Subject: [PATCH 1280/8103] Update docker.md

---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 7190bfebe47..dfbfaba70dd 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -338,7 +338,7 @@ We currently maintain the following Dockerfiles:
 *   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
     which is a minimal VM with TensorFlow Serving installed.
 
-*   [`Dockerfile.gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+*   [`Dockerfile.gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.gpu),
     which is a minimal VM with TensorFlow Serving with GPU support to be used
     with `nvidia-docker`.
 

From 48b71603188701bcfcba24fc3fc2ba86f15f2a0b Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 1 Oct 2018 17:49:29 -0700
Subject: [PATCH 1281/8103] Update to cuDNN 7.2 in Docker images

PiperOrigin-RevId: 215313756
---
 .../tools/docker/Dockerfile.devel-gpu         |  4 ++--
 .../tools/docker/Dockerfile.gpu               | 20 ++++++++++++++++---
 2 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 5c04570f27e..facdcab4349 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -21,7 +21,7 @@ LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 ENV NCCL_VERSION=2.2.13
-ENV CUDNN_VERSION=7.1.4.18
+ENV CUDNN_VERSION=7.2.1.38
 ENV TF_TENSORRT_VERSION=4.1.2
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
@@ -181,4 +181,4 @@ FROM binary_build as clean_build
 # Clean up Bazel cache when done.
 RUN bazel clean --expunge --color=yes && \
     rm -rf /root/.cache
-CMD ["/bin/bash"]
+CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 283f0349963..1d13b5c7214 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:9.0-cudnn7-runtime-ubuntu16.04
+FROM nvidia/cuda:9.0-base-ubuntu16.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -25,9 +25,22 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
+ENV NCCL_VERSION=2.2.13
+ENV CUDNN_VERSION=7.2.1.38
+ENV TF_TENSORRT_VERSION=4.1.2
+
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        libgomp1 \
         ca-certificates \
+        cuda-command-line-tools-9-0 \
+        cuda-command-line-tools-9-0 \
+        cuda-cublas-9-0 \
+        cuda-cufft-9-0 \
+        cuda-curand-9-0 \
+        cuda-cusolver-9-0 \
+        cuda-cusparse-9-0 \
+        libcudnn7=${CUDNN_VERSION}-1+cuda9.0 \
+        libnccl2=${NCCL_VERSION}-1+cuda9.0 \
+        libgomp1 \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
@@ -42,7 +55,8 @@ RUN apt-get update && \
     apt-get install --no-install-recommends \
         nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \
     apt-get update && \
-    apt-get install --no-install-recommends libnvinfer4=4.1.2-1+cuda9.0 && \
+    apt-get install --no-install-recommends \
+        libnvinfer4=${TF_TENSORRT_VERSION}-1+cuda9.0 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
     rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \

From 42c8bfc0cbefcd364cdbf37bb774dd11123916bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 18:00:51 -0700
Subject: [PATCH 1282/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215315188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f72330be90..6d3395a9379 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da29c49c0ff88093bff1a168255bca5392a3823f2b474b130ba7cb4045d2f6fd",
-    git_commit = "3aa8b781b342c36302bd500737ab4ce9b2b87a45",
+    sha256 = "17688c74e9e6de7ee57d8dfdbd1c0df1e9a623276421458ccecc76b00bea6220",
+    git_commit = "b72265dc002e712fc3d0f33434f13c7a36a484b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3c639f223d335f4b883c107e0e6796707e7787df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 19:01:41 -0700
Subject: [PATCH 1283/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215320954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d3395a9379..b513e732d0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17688c74e9e6de7ee57d8dfdbd1c0df1e9a623276421458ccecc76b00bea6220",
-    git_commit = "b72265dc002e712fc3d0f33434f13c7a36a484b2",
+    sha256 = "25a1c4be8178a7bd13c9618932e5b97a368e7ec22add13df0b9bd28a20f14fc6",
+    git_commit = "beede8525be5386451bf0098992c37416d1864db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6654e945dc009635cbd9a0d7e8d8b25706415fe2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 21:01:36 -0700
Subject: [PATCH 1284/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215329959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b513e732d0f..b7119802f75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25a1c4be8178a7bd13c9618932e5b97a368e7ec22add13df0b9bd28a20f14fc6",
-    git_commit = "beede8525be5386451bf0098992c37416d1864db",
+    sha256 = "030abf4209f130df755ee93312b72cc43367362e1728ba60b9de8e6bed738bae",
+    git_commit = "991f06fd50fc73285ce415d57f720994c2b2e861",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From edb52397cd87ed859a8e05f2de8a2e2317934449 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 22:01:39 -0700
Subject: [PATCH 1285/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215334104
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7119802f75..75dd90819e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "030abf4209f130df755ee93312b72cc43367362e1728ba60b9de8e6bed738bae",
-    git_commit = "991f06fd50fc73285ce415d57f720994c2b2e861",
+    sha256 = "aeed7c1fe8e56796ce0933640c09d8b5212e915d4ca1e4261ac31fe8682269de",
+    git_commit = "350388fca9cb9509962ff393a9d21fb2879c9179",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From faa68607962220c7c0ed84c89c59cc703612921c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Oct 2018 23:01:06 -0700
Subject: [PATCH 1286/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215337987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75dd90819e1..c70d5304d55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aeed7c1fe8e56796ce0933640c09d8b5212e915d4ca1e4261ac31fe8682269de",
-    git_commit = "350388fca9cb9509962ff393a9d21fb2879c9179",
+    sha256 = "b26a2f4ecdbb1fbd3c820d86d35d7ea6a644fc195eeb9fc0ebdece5ce8491a4a",
+    git_commit = "6161d8cc4d66b87ba198cb6a16d83ce317c77eff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e6da1df378451154f82e8153742c7bcb49f0e82c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 00:01:14 -0700
Subject: [PATCH 1287/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215341537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c70d5304d55..14af822d218 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b26a2f4ecdbb1fbd3c820d86d35d7ea6a644fc195eeb9fc0ebdece5ce8491a4a",
-    git_commit = "6161d8cc4d66b87ba198cb6a16d83ce317c77eff",
+    sha256 = "eb2a4ec1293f70d69158a3728fb2e2fe8df99d3a6129d9dee3ceca1d7dcb1e72",
+    git_commit = "721ab82745a113fb8cca4ce2b1f22d1d5ab5d546",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54b5c76fd860d5e8c08fdb9bca8e01ab2f04b061 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 01:01:51 -0700
Subject: [PATCH 1288/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215346789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14af822d218..3647f1cbc95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb2a4ec1293f70d69158a3728fb2e2fe8df99d3a6129d9dee3ceca1d7dcb1e72",
-    git_commit = "721ab82745a113fb8cca4ce2b1f22d1d5ab5d546",
+    sha256 = "4c6e71d88dfd8bb598048df9d6afd05e44fb77da0e227e9098ec11527edb2df6",
+    git_commit = "9884cb36290664593682d235ce0d5e1925e3fa23",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4b9c431bb9f601635e27c69d47414da7a6699716 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 05:02:19 -0700
Subject: [PATCH 1289/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215369485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3647f1cbc95..7463784a89e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c6e71d88dfd8bb598048df9d6afd05e44fb77da0e227e9098ec11527edb2df6",
-    git_commit = "9884cb36290664593682d235ce0d5e1925e3fa23",
+    sha256 = "1be7f67b24e9eb262854a97505b89a1caec15756b172aa0179e32992be7e8af1",
+    git_commit = "f22037abf5a6f4581f5fb6013f72f91747f22965",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ec0a3642988cba1db21535eb61be816c3fafd0b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 07:02:33 -0700
Subject: [PATCH 1290/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215381464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7463784a89e..93bcc359cd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1be7f67b24e9eb262854a97505b89a1caec15756b172aa0179e32992be7e8af1",
-    git_commit = "f22037abf5a6f4581f5fb6013f72f91747f22965",
+    sha256 = "79a6e877b5402f1f2656f8df4cc141752e3cf9d875bf5f4f33ea75640d489b3c",
+    git_commit = "35f3046a326daea0179d024044636f2fcbb45f4a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 625fc9cb470bb8b11a617a5e1ba0708bea4d8abf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 09:03:03 -0700
Subject: [PATCH 1291/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215397447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93bcc359cd5..bf60a617b8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79a6e877b5402f1f2656f8df4cc141752e3cf9d875bf5f4f33ea75640d489b3c",
-    git_commit = "35f3046a326daea0179d024044636f2fcbb45f4a",
+    sha256 = "e9d90c0300440693bc575b96c85127a66c9b51d6865f45bbe149339a80042bde",
+    git_commit = "97d515273a1e86a861cdfb338671a42b3b1126a7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 029d4218ddf68029cceac868ad32542e0aeab118 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 10:01:52 -0700
Subject: [PATCH 1292/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215407885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf60a617b8c..d7b21902f04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9d90c0300440693bc575b96c85127a66c9b51d6865f45bbe149339a80042bde",
-    git_commit = "97d515273a1e86a861cdfb338671a42b3b1126a7",
+    sha256 = "084506bfade05567260b65b8774a2722762d2bcfc782868310b1803431e424b2",
+    git_commit = "28757ad658243526d84fd16d53b9eefbf809c6ff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aa559f1aa94549cd298b2c661d863559bfa49aea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 11:01:17 -0700
Subject: [PATCH 1293/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215420319
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7b21902f04..fa4a09b7777 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "084506bfade05567260b65b8774a2722762d2bcfc782868310b1803431e424b2",
-    git_commit = "28757ad658243526d84fd16d53b9eefbf809c6ff",
+    sha256 = "bc8c1c1624c609a6e8bb34fb0e9f202452fe8725ce7d52ee7d2c26b54f049ff2",
+    git_commit = "dd66b78b38b457c7d37527472c4e92a7a07f4b09",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7c41445b350717f117bf2e4ab10a0492d1c84165 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Tue, 2 Oct 2018 12:41:35 -0700
Subject: [PATCH 1294/8103] Shift tensorflow_serving #includes to the new
 non-contrib location of the TF batch_util libraries.

PiperOrigin-RevId: 215440841
---
 tensorflow_serving/batching/BUILD                    | 12 ++++++------
 tensorflow_serving/batching/README.md                |  2 +-
 .../batching/batch_scheduler_retrier.h               |  2 +-
 .../batching/batch_scheduler_retrier_test.cc         |  2 +-
 tensorflow_serving/batching/batching_session.h       |  4 ++--
 .../batching/streaming_batch_scheduler.h             |  2 +-
 .../batching/streaming_batch_scheduler_test.cc       |  2 +-
 tensorflow_serving/batching/test_util/BUILD          |  2 +-
 .../batching/test_util/puppet_batch_scheduler.h      |  2 +-
 tensorflow_serving/core/BUILD                        |  4 ++--
 tensorflow_serving/core/aspired_versions_manager.h   |  2 +-
 .../core/aspired_versions_manager_benchmark.cc       |  2 +-
 .../core/servable_state_monitor_test.cc              |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD        | 10 +++++-----
 .../servables/tensorflow/bundle_factory_util.cc      |  2 +-
 .../servables/tensorflow/bundle_factory_util.h       |  2 +-
 .../servables/tensorflow/bundle_factory_util_test.cc |  2 +-
 .../tensorflow/saved_model_bundle_factory.h          |  2 +-
 .../servables/tensorflow/session_bundle_factory.h    |  2 +-
 tensorflow_serving/sources/storage_path/BUILD        |  2 +-
 .../storage_path/file_system_storage_path_source.h   |  2 +-
 tensorflow_serving/util/BUILD                        |  6 +++---
 tensorflow_serving/util/event_bus_test.cc            |  2 +-
 .../util/fast_read_dynamic_ptr_benchmark.cc          |  2 +-
 tensorflow_serving/util/observer_test.cc             |  2 +-
 25 files changed, 38 insertions(+), 38 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 73e7212e97b..c38502555c1 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -26,8 +26,8 @@ cc_library(
     deps = [
         ":batch_scheduler_retrier",
         "//tensorflow_serving/util:optional",
-        "@org_tensorflow//tensorflow/contrib/batching:batch_scheduler",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
     ],
 )
 
@@ -39,10 +39,10 @@ cc_test(
     deps = [
         ":streaming_batch_scheduler",
         "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/contrib/batching/test_util:fake_clock_env",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
 )
 
@@ -59,12 +59,12 @@ cc_library(
         "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:hash",
         "//tensorflow_serving/util:optional",
-        "@org_tensorflow//tensorflow/contrib/batching:basic_batch_scheduler",
-        "@org_tensorflow//tensorflow/contrib/batching:batch_scheduler",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
     ],
 )
 
@@ -98,8 +98,8 @@ cc_library(
     hdrs = ["batch_scheduler_retrier.h"],
     visibility = ["//visibility:public"],
     deps = [
-        "@org_tensorflow//tensorflow/contrib/batching:batch_scheduler",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
     ],
 )
 
@@ -111,10 +111,10 @@ cc_test(
     deps = [
         ":batch_scheduler_retrier",
         "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/contrib/batching/test_util:fake_clock_env",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
 )
 
diff --git a/tensorflow_serving/batching/README.md b/tensorflow_serving/batching/README.md
index f92e47e04e6..4d584587d13 100644
--- a/tensorflow_serving/batching/README.md
+++ b/tensorflow_serving/batching/README.md
@@ -21,7 +21,7 @@ to simplify exposition). It offers a specific TensorFlow Session API, as well as
 lower-level APIs that can be used to batch at other granularities.
 
 The library is currently split across two locations:
-(1) tensorflow/contrib/batching (core API and implementation), and
+(1) core/kernels/batching_util (core API and implementation), and
 (2) tensorflow_serving/batching (higher-level and experimental code).
 
 The library offers several alternative classes to choose from. The reason for
diff --git a/tensorflow_serving/batching/batch_scheduler_retrier.h b/tensorflow_serving/batching/batch_scheduler_retrier.h
index b65d5960b86..d6fd9452ee7 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier.h
+++ b/tensorflow_serving/batching/batch_scheduler_retrier.h
@@ -21,7 +21,7 @@ limitations under the License.
 #include <memory>
 #include <utility>
 
-#include "tensorflow/contrib/batching/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index 1bbe388993f..9583f2e47a4 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -18,7 +18,7 @@ limitations under the License.
 #include <limits>
 
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/test_util/fake_clock_env.h"
+#include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 0ce8bf34939..9a1f0f583dd 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -26,8 +26,8 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "tensorflow/contrib/batching/basic_batch_scheduler.h"
-#include "tensorflow/contrib/batching/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index a2b3369541f..c9b7fbf44c5 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -23,7 +23,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include "tensorflow/contrib/batching/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
index a7949e948c4..2e49319e6af 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
@@ -19,7 +19,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/test_util/fake_clock_env.h"
+#include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/macros.h"
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index 5673ad23d06..cf79be68122 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -24,8 +24,8 @@ cc_library(
     hdrs = ["puppet_batch_scheduler.h"],
     visibility = ["//visibility:private"],
     deps = [
-        "@org_tensorflow//tensorflow/contrib/batching:batch_scheduler",
         "@org_tensorflow//tensorflow/core:tensorflow",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
     ],
 )
 
diff --git a/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h b/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
index 84df13926e2..a588053663c 100644
--- a/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
+++ b/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
@@ -24,7 +24,7 @@ limitations under the License.
 #include <queue>
 #include <utility>
 
-#include "tensorflow/contrib/batching/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index c4d051551ad..66ba8ee04fc 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -403,7 +403,7 @@ cc_test(
     deps = [
         ":servable_state_monitor",
         "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/contrib/batching/test_util:fake_clock_env",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
 )
 
@@ -503,8 +503,8 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:observer",
         "//tensorflow_serving/util:optional",
-        "@org_tensorflow//tensorflow/contrib/batching/util:periodic_function_dynamic",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
     ],
 )
 
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 505c7a7c073..9c412e2c3e3 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -21,7 +21,7 @@ limitations under the License.
 #include <unordered_map>
 #include <vector>
 
-#include "tensorflow/contrib/batching/util/periodic_function.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/hash/hash.h"
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index 4e109201c2f..fc5dbf8a0a0 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -26,7 +26,7 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "tensorflow/contrib/batching/util/periodic_function.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/threadpool.h"
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index 35f4bf6f8ef..f38d6c7804e 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -17,7 +17,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/test_util/fake_clock_env.h"
+#include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/logging.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index b710cf87633..8bfaaef45ad 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -49,11 +49,11 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/util:file_probing_env",
-        "@org_tensorflow//tensorflow/contrib/batching:batch_scheduler",
-        "@org_tensorflow//tensorflow/contrib/batching:shared_batch_scheduler",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
         "@protobuf_archive//:cc_wkt_protos",
     ],
 )
@@ -72,13 +72,13 @@ cc_test(
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
-        "@org_tensorflow//tensorflow/contrib/batching:shared_batch_scheduler",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
         "@protobuf_archive//:cc_wkt_protos",
     ],
 )
@@ -130,12 +130,12 @@ cc_library(
         ":session_bundle_config_proto",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/resources:resources_proto",
-        "@org_tensorflow//tensorflow/contrib/batching:shared_batch_scheduler",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
     ],
 )
 
@@ -175,11 +175,11 @@ cc_library(
         "//tensorflow_serving/resources:resources_proto",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/contrib/batching:shared_batch_scheduler",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 82dd9701a1c..bdf098a4d4a 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -16,7 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 
 #include "google/protobuf/wrappers.pb.h"
-#include "tensorflow/contrib/batching/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/env.h"
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index ee0ebda5d2a..85e099abaf1 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -16,7 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_BUNDLE_FACTORY_UTIL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_BUNDLE_FACTORY_UTIL_H_
 
-#include "tensorflow/contrib/batching/shared_batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session.h"
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index cd39f31db18..7a73480b8b8 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -23,8 +23,8 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/shared_batch_scheduler.h"
 #include "tensorflow/contrib/session_bundle/session_bundle.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
index df3c3419b20..b3b14e241d3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
@@ -17,7 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_BUNDLE_FACTORY_H_
 
 #include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/contrib/batching/shared_batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/batching/batching_session.h"
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h b/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
index 38f3f830368..fa93c9f43e5 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
@@ -16,8 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
 
-#include "tensorflow/contrib/batching/shared_batch_scheduler.h"
 #include "tensorflow/contrib/session_bundle/session_bundle.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/batching/batching_session.h"
 #include "tensorflow_serving/resources/resources.pb.h"
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 561f2cd495f..ef040c6f710 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -75,9 +75,9 @@ cc_library(
             "//tensorflow_serving/core:servable_id",
             "//tensorflow_serving/core:source",
             "//tensorflow_serving/core:storage_path",
-            "@org_tensorflow//tensorflow/contrib/batching/util:periodic_function_dynamic",
             "@org_tensorflow//tensorflow/core:lib",
             "@org_tensorflow//tensorflow/core:tensorflow",
+            "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
         ],
 )
 
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
index 7cc53dd42a4..fd9af2d57f8 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
@@ -18,7 +18,7 @@ limitations under the License.
 
 #include <memory>
 
-#include "tensorflow/contrib/batching/util/periodic_function.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/types.h"
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 86d2686ca4e..7716baba520 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -94,8 +94,8 @@ cc_test(
     deps = [
         ":observer",
         "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/contrib/batching/util:periodic_function",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function",
     ],
 )
 
@@ -119,7 +119,7 @@ cc_test(
     deps = [
         ":event_bus",
         "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/contrib/batching/test_util:fake_clock_env",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
 )
 
@@ -148,10 +148,10 @@ cc_test(
     srcs = ["fast_read_dynamic_ptr_benchmark.cc"],
     deps = [
         ":fast_read_dynamic_ptr",
-        "@org_tensorflow//tensorflow/contrib/batching/util:periodic_function",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function",
     ],
 )
 
diff --git a/tensorflow_serving/util/event_bus_test.cc b/tensorflow_serving/util/event_bus_test.cc
index 5a815c29b2d..b0e845433b9 100644
--- a/tensorflow_serving/util/event_bus_test.cc
+++ b/tensorflow_serving/util/event_bus_test.cc
@@ -16,7 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/event_bus.h"
 
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/test_util/fake_clock_env.h"
+#include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 2e2987f34ef..5ce49c4d394 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -38,7 +38,7 @@ limitations under the License.
 #include <memory>
 #include <string>
 
-#include "tensorflow/contrib/batching/util/periodic_function.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/platform/env.h"
diff --git a/tensorflow_serving/util/observer_test.cc b/tensorflow_serving/util/observer_test.cc
index 593362419dd..1fb0f1d5c05 100644
--- a/tensorflow_serving/util/observer_test.cc
+++ b/tensorflow_serving/util/observer_test.cc
@@ -16,7 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/observer.h"
 
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/batching/util/periodic_function.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/platform/env.h"
 
 namespace tensorflow {

From 935994a5f7ee56c59048c955b896c38c45a8e7b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 13:06:51 -0700
Subject: [PATCH 1295/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215444937
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa4a09b7777..2fad3927261 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc8c1c1624c609a6e8bb34fb0e9f202452fe8725ce7d52ee7d2c26b54f049ff2",
-    git_commit = "dd66b78b38b457c7d37527472c4e92a7a07f4b09",
+    sha256 = "02a9e80948c0fa3be87b7aa7f70915732dafb300cfff0ce923c301bf624cc4da",
+    git_commit = "b4c23d661228b549186dc82c16ecb22d261becf6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dba55c6f89c6478f775e8bb72b7f8682bb99c06c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 14:01:14 -0700
Subject: [PATCH 1296/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215453821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fad3927261..be0cfe19671 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02a9e80948c0fa3be87b7aa7f70915732dafb300cfff0ce923c301bf624cc4da",
-    git_commit = "b4c23d661228b549186dc82c16ecb22d261becf6",
+    sha256 = "9d3cd373d9ee19231e902536f6b2ad9008615a523a4127646326ed0aa1b6f6bc",
+    git_commit = "8d4ef71f06a06a093419bf0f80562a1941059029",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 739b2065a4bd7f08b6f4b61ba6604124c1513db0 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 2 Oct 2018 14:54:50 -0700
Subject: [PATCH 1297/8103] Fix missing NCCL header path

PiperOrigin-RevId: 215463591
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index facdcab4349..3b8e1880f97 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -126,16 +126,16 @@ RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
 
 # NCCL 2.x
 ENV TF_NCCL_VERSION=2
-ENV NCCL_INSTALL_PATH=/usr/lib/nccl/
+ENV NCCL_INSTALL_PATH=/usr/lib/nccl/lib
+ENV NCCL_HDR_PATH=/usr/lib/nccl/include
 
 # Fix paths so that NCCL can be found
 WORKDIR /
 RUN mkdir -p ${NCCL_INSTALL_PATH} && \
-  mkdir ${NCCL_INSTALL_PATH}include/ && \
-  mkdir ${NCCL_INSTALL_PATH}lib/ && \
-  ln -s /usr/include/nccl.h ${NCCL_INSTALL_PATH}include/nccl.h && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}lib/libnccl.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.${TF_NCCL_VERSION} ${NCCL_INSTALL_PATH}lib/libnccl.so.${TF_NCCL_VERSION}
+  mkdir -p ${NCCL_HDR_PATH} && \
+  ln -s /usr/include/nccl.h ${NCCL_HDR_PATH}/nccl.h && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}/libnccl.so && \
+  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.${TF_NCCL_VERSION} ${NCCL_INSTALL_PATH}/libnccl.so.${TF_NCCL_VERSION}
 
 # Set TMP for nvidia build environment
 ENV TMP="/tmp"

From 462072c2d78124c2769f820f7b63ee086de4e305 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 2 Oct 2018 15:29:25 -0700
Subject: [PATCH 1298/8103] Remove version pinning on pip packages

PiperOrigin-RevId: 215470097
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 6 +++---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index ebc8a9c180c..4415ea12813 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -53,10 +53,10 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
 RUN pip --no-cache-dir install \
     grpcio \
     h5py \
-    keras_applications==1.0.4 \
-    keras_preprocessing==1.0.2 \
+    keras_applications \
+    keras_preprocessing \
     mock \
-    numpy==1.14.5
+    numpy
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 3b8e1880f97..6cfb90066d2 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -88,10 +88,10 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
 RUN pip --no-cache-dir install \
     grpcio \
     h5py \
-    keras_applications==1.0.4 \
-    keras_preprocessing==1.0.2 \
+    keras_applications \
+    keras_preprocessing \
     mock \
-    numpy==1.14.5
+    numpy
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.

From 070e915164211850dd9b56f7ffd52f67ec91d0ef Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Tue, 2 Oct 2018 17:26:03 -0700
Subject: [PATCH 1299/8103] Create subsite for /serving

PiperOrigin-RevId: 215488960
---
 tensorflow_serving/g3doc/_book.yaml           |  42 +++
 tensorflow_serving/g3doc/_config.yml          |  23 --
 .../g3doc/_includes/footer.html               |  50 ----
 tensorflow_serving/g3doc/_includes/head.html  |  12 -
 .../g3doc/_includes/header.html               |   7 -
 .../g3doc/_includes/icon-github.html          |   1 -
 .../g3doc/_includes/icon-github.svg           |   1 -
 .../g3doc/_includes/icon-twitter.html         |   1 -
 .../g3doc/_includes/icon-twitter.svg          |   1 -
 tensorflow_serving/g3doc/_includes/nav.md     |  21 --
 tensorflow_serving/g3doc/_index.yaml          |  55 ++++
 .../g3doc/_layouts/default.html               |  27 --
 tensorflow_serving/g3doc/_project.yaml        |  11 +
 tensorflow_serving/g3doc/_sass/_base.scss     | 225 --------------
 tensorflow_serving/g3doc/_sass/_layout.scss   | 275 ------------------
 .../g3doc/_sass/_syntax-highlighting.scss     |  71 -----
 tensorflow_serving/g3doc/_toc.yaml            |  24 --
 tensorflow_serving/g3doc/css/main.scss        |  55 ----
 tensorflow_serving/g3doc/index.md             |  19 --
 .../{architecture_overview.md => overview.md} |   5 -
 20 files changed, 108 insertions(+), 818 deletions(-)
 create mode 100644 tensorflow_serving/g3doc/_book.yaml
 delete mode 100644 tensorflow_serving/g3doc/_config.yml
 delete mode 100644 tensorflow_serving/g3doc/_includes/footer.html
 delete mode 100644 tensorflow_serving/g3doc/_includes/head.html
 delete mode 100644 tensorflow_serving/g3doc/_includes/header.html
 delete mode 100644 tensorflow_serving/g3doc/_includes/icon-github.html
 delete mode 100644 tensorflow_serving/g3doc/_includes/icon-github.svg
 delete mode 100644 tensorflow_serving/g3doc/_includes/icon-twitter.html
 delete mode 100644 tensorflow_serving/g3doc/_includes/icon-twitter.svg
 delete mode 100644 tensorflow_serving/g3doc/_includes/nav.md
 create mode 100644 tensorflow_serving/g3doc/_index.yaml
 delete mode 100644 tensorflow_serving/g3doc/_layouts/default.html
 create mode 100644 tensorflow_serving/g3doc/_project.yaml
 delete mode 100644 tensorflow_serving/g3doc/_sass/_base.scss
 delete mode 100644 tensorflow_serving/g3doc/_sass/_layout.scss
 delete mode 100644 tensorflow_serving/g3doc/_sass/_syntax-highlighting.scss
 delete mode 100644 tensorflow_serving/g3doc/_toc.yaml
 delete mode 100644 tensorflow_serving/g3doc/css/main.scss
 delete mode 100644 tensorflow_serving/g3doc/index.md
 rename tensorflow_serving/g3doc/{architecture_overview.md => overview.md} (98%)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
new file mode 100644
index 00000000000..36e0f67eaac
--- /dev/null
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -0,0 +1,42 @@
+upper_tabs:
+# Tabs left of dropdown menu
+- include: /_upper_tabs_left.yaml
+- include: /versions/_upper_tabs_versions.yaml
+# Dropdown menu
+- name: Ecosystem
+  path: /ecosystem
+  is_default: true
+  menu:
+  - include: /ecosystem/_menu_toc.yaml
+  lower_tabs:
+    # Subsite tabs
+    other:
+    - name: Guide
+      contents:
+      - title: Overview
+        path: /serving/overview
+      - title: Installation
+        path: /serving/setup
+      - title: Serve a TensorFlow model
+        path: /serving/serving_basic
+      - title: REST API
+        path: /serving/api_rest
+      - title: Build a TensorFlow ModelServer
+        path: /serving/serving_advanced
+      - title: Serve Inception Model with TensorFlow Serving and Kubernetes
+        path: /serving/serving_inception
+      - title: Create a new kind of servable
+        path: /serving/custom_servable
+      - title: Create a module that discovers new servable paths
+        path: /serving/custom_source
+      - title: SignatureDefs in SavedModel for TensorFlow Serving
+        path: /serving/signature_defs
+      - title: Use TensorFlow Serving with Docker
+        path: /serving/docker
+    - name: API
+      skip_translation: true
+      contents:
+      - heading: C++ reference
+      - title: All symbols
+        path: /serving/api_docs/cc/
+      - include: /serving/api_docs/cc/_doxygen.yaml
diff --git a/tensorflow_serving/g3doc/_config.yml b/tensorflow_serving/g3doc/_config.yml
deleted file mode 100644
index 71a84622bd6..00000000000
--- a/tensorflow_serving/g3doc/_config.yml
+++ /dev/null
@@ -1,23 +0,0 @@
-# Jekyll configuration file for Github Pages. If you are running a local
-# Jekyll server, note that his file is *NOT* reloaded automatically when you change it. If
-# you change this file, please restart your local server process.
-
-# Site settings
-title: TensorFlow Serving
-email: discuss@tensorflow.org
-description: > # this means to ignore newlines until "baseurl:"
-  TensorFlow Serving is a flexible, high-performance serving system for
-  machine learning models, designed for production environments.
-baseurl: "/serving" # the subpath of your site, e.g. /blog
-url: "https://tensorflow.github.io" # the base hostname & protocol for your site
-twitter_username: googleresearch
-github_username:  tensorflow
-
-# Build settings
-markdown: kramdown
-defaults:
-  -
-    scope:
-      path: ""
-    values:
-      layout: "default"
diff --git a/tensorflow_serving/g3doc/_includes/footer.html b/tensorflow_serving/g3doc/_includes/footer.html
deleted file mode 100644
index d51240ac00f..00000000000
--- a/tensorflow_serving/g3doc/_includes/footer.html
+++ /dev/null
@@ -1,50 +0,0 @@
-<footer class="site-footer">
-
-  <div class="footer-wrapper">
-
-    <h2 class="footer-heading">{{ site.title }}</h2>
-
-    <div class="footer-col-wrapper">
-      <div class="footer-col footer-col-1">
-        <ul class="contact-list">
-          <li><a href="mailto:{{ site.email }}">{{ site.email }}</a></li>
-          <li><a href="https://github.com/tensorflow/serving/issues">Report
-            a problem</a></li>
-        </ul>
-      </div>
-
-      <div class="footer-col footer-col-2">
-        <ul class="social-media-list">
-          {% if site.github_username %}
-          <li>
-            {% include icon-github.html username=site.github_username %}
-          </li>
-          {% endif %}
-
-          {% if site.twitter_username %}
-          <li>
-            {% include icon-twitter.html username=site.twitter_username %}
-          </li>
-          {% endif %}
-        </ul>
-      </div>
-
-      <div class="footer-col footer-col-3">
-        <p>{{ site.description }}</p>
-      </div>
-    </div>
-
-  </div>
-  <script type="text/javascript">
-    var gaJsHost = (("https:" == document.location.protocol) ?
-      "https://ssl." : "http://www.");
-    document.write(unescape("%3Cscript src='" + gaJsHost +
-      "google-analytics.com/ga.js' type='text/javascript'%3E%3C/script%3E"));
-  </script>
-  <script type="text/javascript">
-    try {
-      var pageTracker = _gat._getTracker("UA-69864048-1");
-    pageTracker._trackPageview();
-    } catch(err) {}
-  </script>
-</footer>
diff --git a/tensorflow_serving/g3doc/_includes/head.html b/tensorflow_serving/g3doc/_includes/head.html
deleted file mode 100644
index 41340ae57b4..00000000000
--- a/tensorflow_serving/g3doc/_includes/head.html
+++ /dev/null
@@ -1,12 +0,0 @@
-<head>
-  <meta charset="utf-8">
-  <meta http-equiv="X-UA-Compatible" content="IE=edge">
-  <meta name="viewport" content="width=device-width, initial-scale=1">
-
-  <title>{% if page.title %}{{ page.title }}{% else %}{{ site.title }}{% endif %}</title>
-  <meta name="description" content="{% if page.excerpt %}{{ page.excerpt | strip_html | strip_newlines | truncate: 160 }}{% else %}{{ site.description }}{% endif %}">
-
-  <link rel="stylesheet" href="{{ "/css/main.css" | prepend: site.baseurl }}">
-  <link rel="canonical" href="{{ page.url | replace:'index.html','' | prepend: site.baseurl | prepend: site.url }}">
-  <link rel="alternate" type="application/rss+xml" title="{{ site.title }}" href="{{ "/feed.xml" | prepend: site.baseurl | prepend: site.url }}">
-</head>
diff --git a/tensorflow_serving/g3doc/_includes/header.html b/tensorflow_serving/g3doc/_includes/header.html
deleted file mode 100644
index 1cc2fd8e3c1..00000000000
--- a/tensorflow_serving/g3doc/_includes/header.html
+++ /dev/null
@@ -1,7 +0,0 @@
-<header class="site-header">
-
-  <div class="wrapper">
-    <a class="site-title" href="{{ site.baseurl }}/">{{ site.title }}</a>
-  </div>
-
-</header>
diff --git a/tensorflow_serving/g3doc/_includes/icon-github.html b/tensorflow_serving/g3doc/_includes/icon-github.html
deleted file mode 100644
index e501a16b187..00000000000
--- a/tensorflow_serving/g3doc/_includes/icon-github.html
+++ /dev/null
@@ -1 +0,0 @@
-<a href="https://github.com/{{ include.username }}"><span class="icon icon--github">{% include icon-github.svg %}</span><span class="username">{{ include.username }}</span></a>
diff --git a/tensorflow_serving/g3doc/_includes/icon-github.svg b/tensorflow_serving/g3doc/_includes/icon-github.svg
deleted file mode 100644
index 4422c4f5dcc..00000000000
--- a/tensorflow_serving/g3doc/_includes/icon-github.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg viewBox="0 0 16 16"><path fill="#828282" d="M7.999,0.431c-4.285,0-7.76,3.474-7.76,7.761 c0,3.428,2.223,6.337,5.307,7.363c0.388,0.071,0.53-0.168,0.53-0.374c0-0.184-0.007-0.672-0.01-1.32 c-2.159,0.469-2.614-1.04-2.614-1.04c-0.353-0.896-0.862-1.135-0.862-1.135c-0.705-0.481,0.053-0.472,0.053-0.472 c0.779,0.055,1.189,0.8,1.189,0.8c0.692,1.186,1.816,0.843,2.258,0.645c0.071-0.502,0.271-0.843,0.493-1.037 C4.86,11.425,3.049,10.76,3.049,7.786c0-0.847,0.302-1.54,0.799-2.082C3.768,5.507,3.501,4.718,3.924,3.65 c0,0,0.652-0.209,2.134,0.796C6.677,4.273,7.34,4.187,8,4.184c0.659,0.003,1.323,0.089,1.943,0.261 c1.482-1.004,2.132-0.796,2.132-0.796c0.423,1.068,0.157,1.857,0.077,2.054c0.497,0.542,0.798,1.235,0.798,2.082 c0,2.981-1.814,3.637-3.543,3.829c0.279,0.24,0.527,0.713,0.527,1.437c0,1.037-0.01,1.874-0.01,2.129 c0,0.208,0.14,0.449,0.534,0.373c3.081-1.028,5.302-3.935,5.302-7.362C15.76,3.906,12.285,0.431,7.999,0.431z"/></svg>
diff --git a/tensorflow_serving/g3doc/_includes/icon-twitter.html b/tensorflow_serving/g3doc/_includes/icon-twitter.html
deleted file mode 100644
index e623dbd6efc..00000000000
--- a/tensorflow_serving/g3doc/_includes/icon-twitter.html
+++ /dev/null
@@ -1 +0,0 @@
-<a href="https://twitter.com/{{ include.username }}"><span class="icon icon--twitter">{% include icon-twitter.svg %}</span><span class="username">{{ include.username }}</span></a>
diff --git a/tensorflow_serving/g3doc/_includes/icon-twitter.svg b/tensorflow_serving/g3doc/_includes/icon-twitter.svg
deleted file mode 100644
index dcf660e7bb3..00000000000
--- a/tensorflow_serving/g3doc/_includes/icon-twitter.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg viewBox="0 0 16 16"><path fill="#828282" d="M15.969,3.058c-0.586,0.26-1.217,0.436-1.878,0.515c0.675-0.405,1.194-1.045,1.438-1.809c-0.632,0.375-1.332,0.647-2.076,0.793c-0.596-0.636-1.446-1.033-2.387-1.033c-1.806,0-3.27,1.464-3.27,3.27 c0,0.256,0.029,0.506,0.085,0.745C5.163,5.404,2.753,4.102,1.14,2.124C0.859,2.607,0.698,3.168,0.698,3.767 c0,1.134,0.577,2.135,1.455,2.722C1.616,6.472,1.112,6.325,0.671,6.08c0,0.014,0,0.027,0,0.041c0,1.584,1.127,2.906,2.623,3.206 C3.02,9.402,2.731,9.442,2.433,9.442c-0.211,0-0.416-0.021-0.615-0.059c0.416,1.299,1.624,2.245,3.055,2.271 c-1.119,0.877-2.529,1.4-4.061,1.4c-0.264,0-0.524-0.015-0.78-0.046c1.447,0.928,3.166,1.469,5.013,1.469 c6.015,0,9.304-4.983,9.304-9.304c0-0.142-0.003-0.283-0.009-0.423C14.976,4.29,15.531,3.714,15.969,3.058z"/></svg>
diff --git a/tensorflow_serving/g3doc/_includes/nav.md b/tensorflow_serving/g3doc/_includes/nav.md
deleted file mode 100644
index 93fabb571b0..00000000000
--- a/tensorflow_serving/g3doc/_includes/nav.md
+++ /dev/null
@@ -1,21 +0,0 @@
-## Get Started
-
-* [Architecture Overview](architecture_overview)
-* [Installation](setup)
-
-## Tutorials
-
-* [TensorFlow Serving Basics](serving_basic)
-* [TensorFlow Serving Advanced](serving_advanced)
-* [Serving Inception Model with TensorFlow Serving and Kubernetes](serving_inception)
-
-## How To
-
-* [Create a Custom Servable](custom_servable)
-* [Create a Custom Source](custom_source)
-
-## Resources
-
-* [Source code](https://github.com/tensorflow/serving)
-* [TensorFlow site](http://tensorflow.org)
-* [Docker images](docker)
diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
new file mode 100644
index 00000000000..5a7f28f6248
--- /dev/null
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -0,0 +1,55 @@
+book_path: /serving/_book.yaml
+project_path: /serving/_project.yaml
+description: <!--no description-->
+landing_page:
+  custom_css_path: /site-assets/css/style.css
+  rows:
+  - heading: TensorFlow Serving for model deployment in production
+    items:
+    - classname: devsite-landing-row-50
+      description: >
+        TensorFlow Serving is a flexible, high-performance serving system for
+        machine learning models, designed for production environments. TensorFlow
+        Serving makes it easy to deploy new algorithms and experiments, while
+        keeping the same server architecture and APIs. TensorFlow Serving
+        provides out-of-the-box integration with TensorFlow models, but can be
+        easily extended to serve other types of models and data.
+      code_block: |
+        <pre class="prettyprint lang-bsh">
+        # Download the TensorFlow Serving Docker image and repo
+        <code class="devsite-terminal">docker pull tensorflow/serving</code><br/>
+        <code class="devsite-terminal">git clone https://github.com/tensorflow/serving</code>
+        # Location of demo models
+        <code class="devsite-terminal">TESTDATA="$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata"</code>
+
+        # Start TensorFlow Serving container and open the REST API port
+        <code class="devsite-terminal">docker run -t --rm -p 8501:8501 \
+           -v "$TESTDATA/saved_model_half_plus_two_cpu:/models/half_plus_two" \
+           -e MODEL_NAME=half_plus_two \
+           tensorflow/serving &</code>
+
+        # Query the model using the predict API
+        <code class="devsite-terminal">curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+           -X POST http://localhost:8501/v1/models/half_plus_two:predict</code><br/>
+        # Returns => { "predictions": [2.5, 3.0, 4.5] }
+        </pre>
+
+  - classname: devsite-landing-row-cards
+    items:
+    - heading: "TensorFlow Serving at the Dev&nbsp;Summit"
+      youtube_id: q_IkJcPyNl0
+      buttons:
+      - label: Watch the video
+        path: https://www.youtube.com/watch?v=q_IkJcPyNl0
+    - heading: Running your models in production with TensorFlow Serving
+      image_path: /ecosystem/images/google-research-card-16x9.png
+      path: https://ai.googleblog.com/2016/02/running-your-models-in-production-with.html
+      buttons:
+      - label: Read on Google Research blog
+        path: https://ai.googleblog.com/2016/02/running-your-models-in-production-with.html
+    - heading: TensorFlow Serving on GitHub
+      image_path: /ecosystem/images/github-card-16x9.png
+      path: https://github.com/tensorflow/serving
+      buttons:
+      - label: View on GitHub
+        path: https://github.com/tensorflow/serving
diff --git a/tensorflow_serving/g3doc/_layouts/default.html b/tensorflow_serving/g3doc/_layouts/default.html
deleted file mode 100644
index 21ef154988d..00000000000
--- a/tensorflow_serving/g3doc/_layouts/default.html
+++ /dev/null
@@ -1,27 +0,0 @@
-<!DOCTYPE html>
-<html>
-
-  {% include head.html %}
-
-  <body>
-
-    {% include header.html %}
-    <div id="page-main">
-      <div class="sidebar">
-        <div class="wrapper">
-          {% capture sidebar %}{% include nav.md %}{% endcapture %}
-          {{ sidebar | markdownify }}
-        </div>
-      </div>
-
-      <div class="page-content">
-        <div class="wrapper">
-          {{ content }}
-        </div>
-      </div>
-    </div>
-    {% include footer.html %}
-
-  </body>
-
-</html>
diff --git a/tensorflow_serving/g3doc/_project.yaml b/tensorflow_serving/g3doc/_project.yaml
new file mode 100644
index 00000000000..62ffe13693f
--- /dev/null
+++ b/tensorflow_serving/g3doc/_project.yaml
@@ -0,0 +1,11 @@
+name: TensorFlow Serving
+breadcrumb_name: Serving
+home_url: /serving/
+parent_project_metadata_path: /_project.yaml
+description: >
+  TensorFlow Serving is a flexible, high-performance serving system for machine
+  learning models, designed for production environments.
+use_site_branding: true
+hide_from_products_list: true
+content_license: cc3-apache2
+buganizer_id: 162465
diff --git a/tensorflow_serving/g3doc/_sass/_base.scss b/tensorflow_serving/g3doc/_sass/_base.scss
deleted file mode 100644
index d2aecc18798..00000000000
--- a/tensorflow_serving/g3doc/_sass/_base.scss
+++ /dev/null
@@ -1,225 +0,0 @@
-// Reset some basic elements
-body,
-h1,
-h2,
-h3,
-h4,
-h5,
-h6,
-p,
-blockquote,
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-hr,
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-  margin: 0;
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-
-
-
-// Basic styling
-body {
-  font: $base-font-weight #{$base-font-size}/#{$base-line-height} $base-font-family;
-  color: $text-color;
-  background-color: $background-color;
-  -webkit-text-size-adjust: 100%;
-  -webkit-font-feature-settings: "kern" 1;
-  -moz-font-feature-settings: "kern" 1;
-  -o-font-feature-settings: "kern" 1;
-  font-feature-settings: "kern" 1;
-  font-kerning: normal;
-}
-
-
-
-// Set `margin-bottom` to maintain vertical rhythm
-h1,
-h2,
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-h4,
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-p,
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-ul,
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-dl,
-figure,
-%vertical-rhythm {
-  margin-bottom: $spacing-unit / 2;
-}
-
-// Links
-a:visited {
-   color: #000;
-}
-
-// Images
-img {
-  max-width: 100%;
-  vertical-align: middle;
-}
-
-
-
-// Figures
-figure > img {
-  display: block;
-}
-
-figcaption {
-  font-size: $small-font-size;
-}
-
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-
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-  margin-left: $spacing-unit;
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-}
-
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-  padding: 8px 12px;
-  overflow-x: auto;
-
-  > code {
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-    padding-right: 0;
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-
-// Wrapper
-.wrapper {
-  max-width: -webkit-calc(#{$content-width} - (#{$spacing-unit} * 2));
-  max-width:     calc(#{$content-width} - (#{$spacing-unit} * 2));
-  margin-right: auto;
-  padding-right: $spacing-unit;
-  padding-left: $spacing-unit;
-  @extend %clearfix;
-
-  @include media-query($on-laptop) {
-    max-width: -webkit-calc(#{$content-width} - (#{$spacing-unit}));
-    max-width:     calc(#{$content-width} - (#{$spacing-unit}));
-    padding-right: $spacing-unit / 2;
-    padding-left: $spacing-unit / 2;
-  }
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-
-.footer-wrapper {
-  max-width: -webkit-calc(#{$content-width} - (#{$spacing-unit} * 2));
-  max-width:     calc(#{$content-width} - (#{$spacing-unit} * 2));
-  margin-left: auto;
-  margin-right: auto;
-  padding-right: $spacing-unit;
-  padding-left: $spacing-unit;
-  @extend %clearfix;
-
-  @include media-query($on-laptop) {
-    max-width: -webkit-calc(#{$content-width} - (#{$spacing-unit}));
-    max-width:     calc(#{$content-width} - (#{$spacing-unit}));
-    padding-right: $spacing-unit / 2;
-    padding-left: $spacing-unit / 2;
-  }
-}
-
-// Clearfix
-%clearfix {
-
-  &:after {
-    content: ''""'';
-    display: table;
-    clear: both;
-  }
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-
-
-// Icons
-.icon {
-
-  > svg {
-    display: inline-block;
-    width: 16px;
-    height: 16px;
-    vertical-align: middle;
-
-    path {
-      fill: $grey-color;
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diff --git a/tensorflow_serving/g3doc/_sass/_layout.scss b/tensorflow_serving/g3doc/_sass/_layout.scss
deleted file mode 100644
index ba1a54107b0..00000000000
--- a/tensorflow_serving/g3doc/_sass/_layout.scss
+++ /dev/null
@@ -1,275 +0,0 @@
-// scss-lint:disable all
-
-/**
- * Site header
- */
-.site-header {
-    //border-top: 5px solid $grey-color-dark;
-    //border-bottom: 1px solid $grey-color-light;
-    height: $header-height;
-    line-height: 80px;
-    background-color: #f6911e;
-    background-image: -webkit-linear-gradient(-360deg, #f6911e,#febd36);
-    background-image: linear-gradient(90deg,#f6911e,#febd36);
-
-    // Positioning context for the mobile navigation icon
-    position: relative;
-}
-
-.site-title {
-    color: #000;
-    font-size: 30px;
-    font-weight: 400;
-    line-height: $header-height; // Equals header height to center.
-    letter-spacing: -1px;
-    margin-bottom: 0;
-    float: left;
-}
-
-a.site-title, a.site-title:visited {
-    color: #ffffff;
-}
-
-.site-nav {
-    float: right;
-    line-height: 56px;
-
-    .menu-icon {
-        display: none;
-    }
-
-    .page-link {
-        color: $text-color;
-        line-height: $base-line-height;
-
-        // Gaps between nav items, but not on the last one
-        &:not(:last-child) {
-            margin-right: 20px;
-        }
-    }
-
-    @include media-query($on-palm) {
-        position: absolute;
-        top: 9px;
-        right: $spacing-unit / 2;
-        background-color: $background-color;
-        border: 1px solid $grey-color-light;
-        border-radius: 5px;
-        text-align: right;
-
-        .menu-icon {
-            display: block;
-            float: right;
-            width: 36px;
-            height: 26px;
-            line-height: 0;
-            padding-top: 10px;
-            text-align: center;
-
-            > svg {
-                width: 18px;
-                height: 15px;
-
-                path {
-                    fill: $grey-color-dark;
-                }
-            }
-        }
-
-        .trigger {
-            clear: both;
-            display: none;
-        }
-
-        &:hover .trigger {
-            display: block;
-            padding-bottom: 5px;
-        }
-
-        .page-link {
-            display: block;
-            padding: 5px 10px;
-
-            &:not(:last-child) {
-                margin-right: 0;
-            }
-            margin-left: 20px;
-        }
-    }
-}
-
-
-
-/**
- * Site footer
- */
-.site-footer {
-    border-top: 1px solid $grey-color-light;
-    padding: $spacing-unit 0;
-}
-
-.footer-heading {
-    font-size: 18px;
-    margin-bottom: $spacing-unit / 2;
-}
-
-.contact-list,
-.social-media-list {
-    list-style: none;
-    margin-left: 0;
-}
-
-.footer-col-wrapper {
-    font-size: 15px;
-    color: $grey-color;
-    margin-left: -$spacing-unit / 2;
-    @extend %clearfix;
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-
-.footer-col {
-    float: left;
-    margin-bottom: $spacing-unit / 2;
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-
-.footer-col-1 {
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-    width:         calc(35% - (#{$spacing-unit} / 2));
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-
-.footer-col-2 {
-    width: -webkit-calc(20% - (#{$spacing-unit} / 2));
-    width:         calc(20% - (#{$spacing-unit} / 2));
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-.footer-col-3 {
-    width: -webkit-calc(45% - (#{$spacing-unit} / 2));
-    width:         calc(45% - (#{$spacing-unit} / 2));
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-
-@include media-query($on-laptop) {
-    .footer-col-1,
-    .footer-col-2 {
-        width: -webkit-calc(50% - (#{$spacing-unit} / 2));
-        width:         calc(50% - (#{$spacing-unit} / 2));
-    }
-
-    .footer-col-3 {
-        width: -webkit-calc(100% - (#{$spacing-unit} / 2));
-        width:         calc(100% - (#{$spacing-unit} / 2));
-    }
-}
-
-@include media-query($on-palm) {
-    .footer-col {
-        float: none;
-        width: -webkit-calc(100% - (#{$spacing-unit} / 2));
-        width:         calc(100% - (#{$spacing-unit} / 2));
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-/**
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- */
-#page-main {
-  clear:both;
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-
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- */
-.sidebar { 
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-  margin-top: 27px;
-  padding:0;
-  vertical-align:top;
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-.page-content {
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-.page-heading {
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-.post-list {
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-.post-meta {
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-.post-link {
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-.post-header {
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-.post-title {
-    font-size: 42px;
-    letter-spacing: -1px;
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-    @include media-query($on-laptop) {
-        font-size: 36px;
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-
-.post-content {
-    margin-bottom: $spacing-unit;
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-    h2 {
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-
-        @include media-query($on-laptop) {
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-        font-size: 26px;
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-        @include media-query($on-laptop) {
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-    h4 {
-        font-size: 20px;
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-        @include media-query($on-laptop) {
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diff --git a/tensorflow_serving/g3doc/_sass/_syntax-highlighting.scss b/tensorflow_serving/g3doc/_sass/_syntax-highlighting.scss
deleted file mode 100644
index 8fac59776d5..00000000000
--- a/tensorflow_serving/g3doc/_sass/_syntax-highlighting.scss
+++ /dev/null
@@ -1,71 +0,0 @@
-/**
- * Syntax highlighting styles
- */
-.highlight {
-    background: #fff;
-    @extend %vertical-rhythm;
-
-    .highlighter-rouge & {
-      background: #eef;
-    }
-
-    .c     { color: #998; font-style: italic } // Comment
-    .err   { color: #a61717; background-color: #e3d2d2 } // Error
-    .k     { font-weight: bold } // Keyword
-    .o     { font-weight: bold } // Operator
-    .cm    { color: #998; font-style: italic } // Comment.Multiline
-    .cp    { color: #999; font-weight: bold } // Comment.Preproc
-    .c1    { color: #998; font-style: italic } // Comment.Single
-    .cs    { color: #999; font-weight: bold; font-style: italic } // Comment.Special
-    .gd    { color: #000; background-color: #fdd } // Generic.Deleted
-    .gd .x { color: #000; background-color: #faa } // Generic.Deleted.Specific
-    .ge    { font-style: italic } // Generic.Emph
-    .gr    { color: #a00 } // Generic.Error
-    .gh    { color: #999 } // Generic.Heading
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-    .gi .x { color: #000; background-color: #afa } // Generic.Inserted.Specific
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-    .gs    { font-weight: bold } // Generic.Strong
-    .gu    { color: #aaa } // Generic.Subheading
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-    .kc    { font-weight: bold } // Keyword.Constant
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-    .kp    { font-weight: bold } // Keyword.Pseudo
-    .kr    { font-weight: bold } // Keyword.Reserved
-    .kt    { color: #458; font-weight: bold } // Keyword.Type
-    .m     { color: #099 } // Literal.Number
-    .s     { color: #d14 } // Literal.String
-    .na    { color: #008080 } // Name.Attribute
-    .nb    { color: #0086B3 } // Name.Builtin
-    .nc    { color: #458; font-weight: bold } // Name.Class
-    .no    { color: #008080 } // Name.Constant
-    .ni    { color: #800080 } // Name.Entity
-    .ne    { color: #900; font-weight: bold } // Name.Exception
-    .nf    { color: #900; font-weight: bold } // Name.Function
-    .nn    { color: #555 } // Name.Namespace
-    .nt    { color: #000080 } // Name.Tag
-    .nv    { color: #008080 } // Name.Variable
-    .ow    { font-weight: bold } // Operator.Word
-    .w     { color: #bbb } // Text.Whitespace
-    .mf    { color: #099 } // Literal.Number.Float
-    .mh    { color: #099 } // Literal.Number.Hex
-    .mi    { color: #099 } // Literal.Number.Integer
-    .mo    { color: #099 } // Literal.Number.Oct
-    .sb    { color: #d14 } // Literal.String.Backtick
-    .sc    { color: #d14 } // Literal.String.Char
-    .sd    { color: #d14 } // Literal.String.Doc
-    .s2    { color: #d14 } // Literal.String.Double
-    .se    { color: #d14 } // Literal.String.Escape
-    .sh    { color: #d14 } // Literal.String.Heredoc
-    .si    { color: #d14 } // Literal.String.Interpol
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-    .s1    { color: #d14 } // Literal.String.Single
-    .ss    { color: #990073 } // Literal.String.Symbol
-    .bp    { color: #999 } // Name.Builtin.Pseudo
-    .vc    { color: #008080 } // Name.Variable.Class
-    .vg    { color: #008080 } // Name.Variable.Global
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-}
diff --git a/tensorflow_serving/g3doc/_toc.yaml b/tensorflow_serving/g3doc/_toc.yaml
deleted file mode 100644
index b6e1a1c156c..00000000000
--- a/tensorflow_serving/g3doc/_toc.yaml
+++ /dev/null
@@ -1,24 +0,0 @@
-toc:
-- heading: TensorFlow Serving
-- title: "Introduction"
-  path: /serving/
-- title: "Architecture Overview"
-  path: /serving/architecture_overview
-- title: "Installation"
-  path: /serving/setup
-- title: "Serving a TensorFlow Model"
-  path: /serving/serving_basic
-- title: "RESTful API"
-  path: /serving/api_rest
-- title: "Building Standard TensorFlow ModelServer"
-  path: /serving/serving_advanced
-- title: "Serving Inception Model with TensorFlow Serving and Kubernetes"
-  path: /serving/serving_inception
-- title: "Creating a new kind of servable"
-  path: /serving/custom_servable
-- title: "Creating a module that discovers new servable paths"
-  path: /serving/custom_source
-- title: "SignatureDefs in SavedModel for TensorFlow Serving"
-  path: /serving/signature_defs
-- title: "Using TensorFlow Serving via Docker"
-  path: /serving/docker
diff --git a/tensorflow_serving/g3doc/css/main.scss b/tensorflow_serving/g3doc/css/main.scss
deleted file mode 100644
index e189b9e4ea8..00000000000
--- a/tensorflow_serving/g3doc/css/main.scss
+++ /dev/null
@@ -1,55 +0,0 @@
----
-# Only the main Sass file needs front matter (the dashes are enough)
----
-@charset "utf-8";
-
-
-
-// Our variables
-$base-font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
-$base-font-size:   16px;
-$base-font-weight: 400;
-$small-font-size:  $base-font-size * 0.875;
-$base-line-height: 1.5;
-
-$header-height: 80px;
-
-$spacing-unit:     30px;
-
-$text-color:       #111;
-$background-color: #fdfdfd;
-$brand-color:      #f6911e;
-
-$grey-color:       #828282;
-$grey-color-light: lighten($grey-color, 40%);
-$grey-color-dark:  darken($grey-color, 25%);
-
-// Width of the content area
-$content-width:    800px;
-
-$on-palm:          600px;
-$on-laptop:        800px;
-
-
-
-// Use media queries like this:
-// @include media-query($on-palm) {
-//     .wrapper {
-//         padding-right: $spacing-unit / 2;
-//         padding-left: $spacing-unit / 2;
-//     }
-// }
-@mixin media-query($device) {
-    @media screen and (max-width: $device) {
-        @content;
-    }
-}
-
-
-
-// Import partials from `sass_dir` (defaults to `_sass`)
-@import
-        "base",
-        "layout",
-        "syntax-highlighting"
-;
diff --git a/tensorflow_serving/g3doc/index.md b/tensorflow_serving/g3doc/index.md
deleted file mode 100644
index 3adadd13c77..00000000000
--- a/tensorflow_serving/g3doc/index.md
+++ /dev/null
@@ -1,19 +0,0 @@
-# Introduction
-
-TensorFlow Serving is a flexible, high-performance serving system for machine
-learning models, designed for production environments. TensorFlow Serving
-makes it easy to deploy new algorithms and experiments, while keeping the same
-server architecture and APIs. TensorFlow Serving provides out-of-the-box
-integration with TensorFlow models, but can be easily extended to serve other
-types of models and data.
-
-To get started with TensorFlow Serving:
-
-* Read the [overview](architecture_overview.md)
-* [Set up](setup.md) your environment
-* Do the [basic tutorial](serving_basic.md)
-* Or watch the Talk from TensorFlow Dev Summit 2017:
-[![Serving Models in Production with TensorFlow Serving](https://img.youtube.com/vi/q_IkJcPyNl0/0.jpg)](http://www.youtube.com/watch?v=q_IkJcPyNl0)
-
-
-![TensorFlow Serving Diagram](images/tf_diagram.svg){: width="500"}
diff --git a/tensorflow_serving/g3doc/architecture_overview.md b/tensorflow_serving/g3doc/overview.md
similarity index 98%
rename from tensorflow_serving/g3doc/architecture_overview.md
rename to tensorflow_serving/g3doc/overview.md
index 06a4c08e419..4a85ae1982b 100644
--- a/tensorflow_serving/g3doc/architecture_overview.md
+++ b/tensorflow_serving/g3doc/overview.md
@@ -220,8 +220,3 @@ widget that lets clients easily batch their type-specific inferences across
 requests into batch requests that algorithm systems can more efficiently
 process. See the [Batching Guide](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/batching/README.md)
 for more information.
-
-## Next Steps
-
-To get started with TensorFlow Serving, try the
-[Basic Tutorial](serving_basic.md).

From 1e6f596ca29e8346559d8d7dda3be556274b0158 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 18:02:12 -0700
Subject: [PATCH 1300/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215493298
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be0cfe19671..a68b52ad6ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d3cd373d9ee19231e902536f6b2ad9008615a523a4127646326ed0aa1b6f6bc",
-    git_commit = "8d4ef71f06a06a093419bf0f80562a1941059029",
+    sha256 = "746f561352201a8a08cad478c5f3de3081fbf4f6cf3b6847851db35d0fa61c85",
+    git_commit = "80821abd6410f47130fc031b15e9ac220de5b1b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f399c020cef81f345f52d21ba234c5ab9e6d2376 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 20:02:37 -0700
Subject: [PATCH 1301/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215503704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a68b52ad6ab..7e8bcea63cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "746f561352201a8a08cad478c5f3de3081fbf4f6cf3b6847851db35d0fa61c85",
-    git_commit = "80821abd6410f47130fc031b15e9ac220de5b1b9",
+    sha256 = "79cb2b5ba38293ad4d726b55a23a667e4beaa9e3cd72a6fdfd876015cd27c011",
+    git_commit = "8dc7bc7764150253c03a666eee84fc48f867d6a2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1a18b724dd24a1bf325182e423efe85cc19db184 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Oct 2018 21:02:12 -0700
Subject: [PATCH 1302/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215508504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e8bcea63cd..336839c9442 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79cb2b5ba38293ad4d726b55a23a667e4beaa9e3cd72a6fdfd876015cd27c011",
-    git_commit = "8dc7bc7764150253c03a666eee84fc48f867d6a2",
+    sha256 = "aa913778d042b080ee85660c95ca08663540e3a4aa76471cfc5c17053421bc0a",
+    git_commit = "9f42ebd5982688511ecc0ef7d23de02b64d8dd1e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8fc4b0d628e1db00bdb8d5e97e8cdcfa6932cbe3 Mon Sep 17 00:00:00 2001
From: demfier <sahu.gaurav719@gmail.com>
Date: Wed, 3 Oct 2018 01:23:41 -0400
Subject: [PATCH 1303/8103] Fix setup documentation

---
 tensorflow_serving/g3doc/setup.md | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 8bd2f0714a0..77e0244b5fc 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -46,14 +46,12 @@ apt-get remove tensorflow-model-server
 
 2.  Install and update TensorFlow ModelServer
 
-<!-- common_typos_disable -->
 
     ```shell
+    apt-get update
     apt-get install tensorflow-model-server
     ```
 
-<!-- common_typos_enable -->
-
     Once installed, the binary can be invoked using the command
     `tensorflow_model_server`.
 

From d6914ba17ff2557ad91809807d61699db18255cd Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 2 Oct 2018 22:45:24 -0700
Subject: [PATCH 1304/8103] Accept integers in input requests where
 float/doubles are allowed, converting them to corresponding decimal type. The
 conversion fails (and so does the request) if the integer is too big to fit
 in the decimal type (and incurring a precision loss).

PiperOrigin-RevId: 215515883
---
 .../http_rest_api_handler_test.cc             |   2 +-
 tensorflow_serving/util/json_tensor.cc        | 134 ++++++++++--------
 tensorflow_serving/util/json_tensor_test.cc   | 109 ++++++++++++--
 3 files changed, 174 insertions(+), 71 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 15b2c5001c8..5c6529fc500 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -259,7 +259,7 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
 
   // Incorrect type.
   status = handler_.ProcessRequest(
-      "POST", req_path, R"({ "instances": [1, 2] })", &headers, &output);
+      "POST", req_path, R"({ "instances": ["x", "y"] })", &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
 }
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index e9505fa789f..ea387a3d72a 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -77,6 +77,8 @@ constexpr char kBase64Key[] = "b64";
 // Suffix for name of tensors that represent bytes (as opposed to strings).
 constexpr char kBytesTensorNameSuffix[] = "_bytes";
 
+using RapidJsonWriter = rapidjson::PrettyWriter<rapidjson::StringBuffer>;
+
 string JsonTypeString(const rapidjson::Value& val) {
   switch (val.GetType()) {
     case rapidjson::kNullType:
@@ -96,12 +98,57 @@ string JsonTypeString(const rapidjson::Value& val) {
   }
 }
 
+template <typename dtype>
+bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
+  static_assert(
+      std::is_same<dtype, float>::value || std::is_same<dtype, double>::value,
+      "Only floating-point value types are supported.");
+  // We do not use native writer->Double() API as float -> double conversion
+  // causes noise digits to be added (due to the way floating point numbers are
+  // generally represented in binary, nothing to do with the API itself). So a
+  // float value of 0.2 can get written out as 0.2000000012322 (or some such).
+  //
+  // To get around this, we write the string representation of the float number
+  // as a raw JSON value (annotated as kNumberType, to ensure JSON does not
+  // quote the string).
+  string decimal_str;
+  if (std::isfinite(val)) {
+    decimal_str = absl::StrCat(val);
+    // Add trailing '.0' for whole numbers and those not in scientific notation.
+    // StrCat() formats numbers in six-digit (printf "%g"), numbers like 9000000
+    // and .00003 get written as 9e+06 and 3e-05 (scientific notation).
+    //
+    // Not adding '.0' can lead to lists containing mix of decimal and whole
+    // numbers -- making it difficult for consumers to pick the correct type to
+    // store these numbers (note, JSON does not have metadata to describe types.
+    // These are inferred from the tokens).
+    if (decimal_str.find('.') == string::npos &&
+        decimal_str.find('e') == string::npos) {
+      absl::StrAppend(&decimal_str, ".0");
+    }
+  } else if (std::isnan(val)) {
+    decimal_str = "NaN";
+  } else if (std::isinf(val)) {
+    decimal_str = std::signbit(val) ? "-Infinity" : "Infinity";
+  }
+  return writer->RawValue(decimal_str.c_str(), decimal_str.size(),
+                          rapidjson::kNumberType);
+}
+
 // Stringify JSON value (only for use in error reporting or debugging).
 string JsonValueToString(const rapidjson::Value& val) {
   // TODO(b/67042542): Truncate large values.
   rapidjson::StringBuffer buffer;
-  rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(buffer);
-  val.Accept(writer);
+  RapidJsonWriter writer(buffer);
+  // Write decimal numbers explicitly so inf/nan's get printed
+  // correctly. RapidJsonWriter() does not write these correctly.
+  if (val.IsFloat()) {
+    WriteDecimal(&writer, val.GetFloat());
+  } else if (val.IsDouble()) {
+    WriteDecimal(&writer, val.GetDouble());
+  } else {
+    val.Accept(writer);
+  }
   return buffer.GetString();
 }
 
@@ -153,19 +200,24 @@ Status FormatSignatureError(const rapidjson::Value& val) {
       " not formatted correctly. 'signature_name' key must be a string value.");
 }
 
-Status FloatRangeError(const rapidjson::Value& val, const string& context) {
-  return errors::InvalidArgument("JSON value: ", val.GetDouble(),
-                                 " is out of range for float. ", context,
-                                 " expects float type.");
+Status LossyDecimalError(const rapidjson::Value& val, const string& target) {
+  return errors::InvalidArgument(
+      "Cannot convert JSON value: ", JsonValueToString(val), " to ", target,
+      " without loss of precision.");
 }
 
-bool OutOfFloatRange(const rapidjson::Value& val) {
-  // Note, JSON specification (RFC4627) does not have a way to represent
-  // non-finite (NaN, -Inf, Inf) numbers unless we loosen the parsing (which
-  // we do not presently). The isfinite() is a defensive check for the parser.
-  return std::isfinite(val.GetDouble()) &&
-         (val.GetDouble() > std::numeric_limits<float>::max() ||
-          val.GetDouble() < std::numeric_limits<float>::lowest());
+template <typename T>
+bool IsLosslessDecimal(const rapidjson::Value& val) {
+  static_assert(std::is_same<T, float>::value || std::is_same<T, double>::value,
+                "Only floating-point value types are supported.");
+
+  // Note, we use GetDouble() for both types as std::isfinite() returns false
+  // for decimal values that do not fit in float (due to the static_cast<> used
+  // in converting double to float in GetFloat() call).
+  if (!std::isfinite(val.GetDouble())) return true;
+
+  if (std::is_same<T, float>::value) return val.IsLosslessFloat();
+  return val.IsLosslessDouble();
 }
 
 // Adds a JSON value to Tensor. Returns error if value cannot be converted
@@ -176,13 +228,18 @@ Status AddValueToTensor(const rapidjson::Value& val, DataType dtype,
                         TensorProto* tensor) {
   switch (dtype) {
     case DT_FLOAT:
-      if (!val.IsDouble()) return TypeError(val, dtype);
-      if (OutOfFloatRange(val)) return FloatRangeError(val, "Tensor");
-      tensor->add_float_val(val.GetDouble());
+      if (!val.IsNumber()) return TypeError(val, dtype);
+      if (!IsLosslessDecimal<float>(val)) {
+        return LossyDecimalError(val, "float");
+      }
+      tensor->add_float_val(val.GetFloat());
       break;
 
     case DT_DOUBLE:
-      if (!val.IsDouble()) return TypeError(val, dtype);
+      if (!val.IsNumber()) return TypeError(val, dtype);
+      if (!IsLosslessDecimal<double>(val)) {
+        return LossyDecimalError(val, "double");
+      }
       tensor->add_double_val(val.GetDouble());
       break;
 
@@ -655,10 +712,10 @@ Status AddValueToFeature(const rapidjson::Value& val,
         if (!IsFeatureOfKind(*feature, Feature::KindCase::kFloatList)) {
           return IncompatibleFeatureKindError(feature_name, *feature);
         }
-        if (OutOfFloatRange(val)) {
-          return FloatRangeError(val, "Example");
+        if (!IsLosslessDecimal<float>(val)) {
+          return LossyDecimalError(val, "float");
         }
-        feature->mutable_float_list()->add_value(val.GetDouble());
+        feature->mutable_float_list()->add_value(val.GetFloat());
       } else {
         if (!IsFeatureOfKind(*feature, Feature::KindCase::kInt64List)) {
           return IncompatibleFeatureKindError(feature_name, *feature);
@@ -744,7 +801,6 @@ Status FillRegressionRequestFromJson(const absl::string_view json,
 
 namespace {
 
-using RapidJsonWriter = rapidjson::PrettyWriter<rapidjson::StringBuffer>;
 
 bool IsNamedTensorBytes(const string& name, const TensorProto& tensor) {
   // TODO(b/67042542): Is DT_STRING the only way to represent bytes?
@@ -756,42 +812,6 @@ bool IsNamedTensorBytes(const string& name, const TensorProto& tensor) {
          absl::EndsWith(name, kBytesTensorNameSuffix);
 }
 
-template <typename dtype>
-bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
-  static_assert(
-      std::is_same<dtype, float>::value || std::is_same<dtype, double>::value,
-      "Only floating-point value types are supported.");
-  // We do not use native writer->Double() API as float -> double conversion
-  // causes noise digits to be added (due to the way floating point numbers are
-  // generally represented in binary, nothing to do with the API itself). So a
-  // float value of 0.2 can get written out as 0.2000000012322 (or some such).
-  //
-  // To get around this, we write the string representation of the float number
-  // as a raw JSON value (annotated as kNumberType, to ensure JSON does not
-  // quote the string).
-  string decimal_str;
-  if (std::isfinite(val)) {
-    decimal_str = absl::StrCat(val);
-    // Add trailing '.0' for whole numbers and those not in scientific notation.
-    // StrCat() formats numbers in six-digit (printf "%g"), numbers like 9000000
-    // and .00003 get written as 9e+06 and 3e-05 (scientific notation).
-    //
-    // Not adding '.0' can lead to lists containing mix of decimal and whole
-    // numbers -- making it difficult for consumers to pick the correct type to
-    // store these numbers (note, JSON does not have metadata to describe types.
-    // These are inferred from the tokens).
-    if (decimal_str.find('.') == string::npos &&
-        decimal_str.find('e') == string::npos) {
-      absl::StrAppend(&decimal_str, ".0");
-    }
-  } else if (std::isnan(val)) {
-    decimal_str = "NaN";
-  } else if (std::isinf(val)) {
-    decimal_str = std::signbit(val) ? "-Infinity" : "Infinity";
-  }
-  return writer->RawValue(decimal_str.c_str(), decimal_str.size(),
-                          rapidjson::kNumberType);
-}
 
 Status AddSingleValueAndAdvance(const TensorProto& tensor, bool string_as_bytes,
                                 RapidJsonWriter* writer, int* offset) {
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 2b4197f39be..1d8edf219f6 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -81,6 +81,58 @@ TEST(JsontensorTest, SingleUnnamedTensor) {
     )"));
 }
 
+TEST(JsontensorTest, IntegerInputForFloatTensor) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "instances": [1, 2, 3, 4, 5]
+    })",
+                                          getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 5 } }
+                float_val: 1
+                float_val: 2
+                float_val: 3
+                float_val: 4
+                float_val: 5
+              )"));
+}
+
+TEST(JsontensorTest, IntegerInputForDoubleTensor) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_DOUBLE", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "instances": [1, 2, 3, 4, 5]
+    })",
+                                          getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_DOUBLE
+                tensor_shape { dim { size: 5 } }
+                double_val: 1
+                double_val: 2
+                double_val: 3
+                double_val: 4
+                double_val: 5
+              )"));
+}
+
 TEST(JsontensorTest, SingleUnnamedTensorWithSignature) {
   TensorInfoMap infomap;
   ASSERT_TRUE(
@@ -232,6 +284,8 @@ TEST(JsontensorTest, MultipleNamedTensor) {
       TextFormat::ParseFromString("dtype: DT_STRING", &infomap["str_tensor"]));
   ASSERT_TRUE(
       TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["float_tensor"]));
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_DOUBLE", &infomap["dbl_tensor"]));
 
   PredictRequest req;
   JsonPredictRequestFormat format;
@@ -241,19 +295,21 @@ TEST(JsontensorTest, MultipleNamedTensor) {
         {
           "int_tensor": [[1,2],[3,4],[5,6]],
           "str_tensor": ["foo", "bar"],
-          "float_tensor": [1.0]
+          "float_tensor": [1.0, NaN],
+          "dbl_tensor": [NaN]
         },
         {
           "int_tensor": [[7,8],[9,0],[1,2]],
           "str_tensor": ["baz", "bat"],
-          "float_tensor": [2.0]
+          "float_tensor": [2.0, Infinity],
+          "dbl_tensor": [2.0]
         }
       ]
     })",
                                           getmap(infomap), &req, &format));
 
   auto tmap = req.inputs();
-  EXPECT_EQ(tmap.size(), 3);
+  EXPECT_EQ(tmap.size(), 4);
   EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["int_tensor"], EqualsProto(R"(
     dtype: DT_INT32
@@ -287,14 +343,25 @@ TEST(JsontensorTest, MultipleNamedTensor) {
     string_val: "bat"
     )"));
   EXPECT_THAT(tmap["float_tensor"], EqualsProto(R"(
-    dtype: DT_FLOAT
-    tensor_shape {
-      dim { size: 2 }
-      dim { size: 1 }
-    }
-    float_val: 1.0
-    float_val: 2.0
-    )"));
+                dtype: DT_FLOAT
+                tensor_shape {
+                  dim { size: 2 }
+                  dim { size: 2 }
+                }
+                float_val: 1.0
+                float_val: NaN
+                float_val: 2.0
+                float_val: Infinity
+              )"));
+  EXPECT_THAT(tmap["dbl_tensor"], EqualsProto(R"(
+                dtype: DT_DOUBLE
+                tensor_shape {
+                  dim { size: 2 }
+                  dim { size: 1 }
+                }
+                double_val: NaN
+                double_val: 2.0
+              )"));
 }
 
 TEST(JsontensorTest, SingleUnnamedTensorColumnarFormat) {
@@ -479,7 +546,23 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
                        std::numeric_limits<double>::max()),
       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("out of range for float"));
+  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
+
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
+  status = FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })", 16777217), getmap(infomap),
+      &req, &format);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
+
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_DOUBLE", &infomap["default"]));
+  status = FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })", 9007199254740993ull),
+      getmap(infomap), &req, &format);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
 }
 
 TEST(JsontensorTest, MultipleNamedTensorErrors) {
@@ -1240,7 +1323,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
                        std::numeric_limits<double>::max()),
       &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("out of range for float"));
+  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
 }
 
 TEST(ClassifyRegressnResultTest, JsonFromClassificationResult) {

From b61510f25618579fda7784afe8ed8dc5ece290d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 00:00:59 -0700
Subject: [PATCH 1305/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215520700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 336839c9442..1f9954363ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa913778d042b080ee85660c95ca08663540e3a4aa76471cfc5c17053421bc0a",
-    git_commit = "9f42ebd5982688511ecc0ef7d23de02b64d8dd1e",
+    sha256 = "0c6d736092e0c8e58c86342be85cedddb134d1270325f076d7d699fe6969942d",
+    git_commit = "bbe15eee6779941c54e145d12e16f6473738857c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b864d5bbed9b8490605b95bd19045b088d833fc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 01:01:23 -0700
Subject: [PATCH 1306/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215526005
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f9954363ad..16d0b4e32b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c6d736092e0c8e58c86342be85cedddb134d1270325f076d7d699fe6969942d",
-    git_commit = "bbe15eee6779941c54e145d12e16f6473738857c",
+    sha256 = "cdffd7906d8217a5dd8260ffeeebee5950fceef558a331496771c14b1464897c",
+    git_commit = "3d452dbcf7e1a71ba449f6acf7342cdd1dd11859",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 25b540f35c85231950076ce7dac3da7f56a753df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 05:01:20 -0700
Subject: [PATCH 1307/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215546628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16d0b4e32b0..d591f691221 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdffd7906d8217a5dd8260ffeeebee5950fceef558a331496771c14b1464897c",
-    git_commit = "3d452dbcf7e1a71ba449f6acf7342cdd1dd11859",
+    sha256 = "c559c8f7b2757874430fbaa6b124125d774febcc751cc2aa3b1d9104743bebdc",
+    git_commit = "c248f458c76df89fa3d608dcbe7c4c5e10962c24",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 27bfc9610785641a2bd72ab4ba177627ed7f21cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 08:03:03 -0700
Subject: [PATCH 1308/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215563216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d591f691221..5b33c19a76d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c559c8f7b2757874430fbaa6b124125d774febcc751cc2aa3b1d9104743bebdc",
-    git_commit = "c248f458c76df89fa3d608dcbe7c4c5e10962c24",
+    sha256 = "49180e08450a73a2148fed6802f41784e6a848256d333be8cb380fec1b3362e6",
+    git_commit = "dd52e1d30702df5dfc805a1f433061dfbb75c814",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5bc6b87b75e4feef71f31922c75a53bfe2810503 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 12:01:33 -0700
Subject: [PATCH 1309/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215601367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b33c19a76d..d78ad458abc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49180e08450a73a2148fed6802f41784e6a848256d333be8cb380fec1b3362e6",
-    git_commit = "dd52e1d30702df5dfc805a1f433061dfbb75c814",
+    sha256 = "f9b94e4d6e0d5b8e815727240486a540e4fab611240e2cdaaee7d3210ac52a06",
+    git_commit = "dc262c9a376004765e7956ff6deb9bc27b045efd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e6559949db3bfcad83a79bd06a5cc187328af6c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 13:01:32 -0700
Subject: [PATCH 1310/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215611899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d78ad458abc..59fa4df5877 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9b94e4d6e0d5b8e815727240486a540e4fab611240e2cdaaee7d3210ac52a06",
-    git_commit = "dc262c9a376004765e7956ff6deb9bc27b045efd",
+    sha256 = "be176827c4953372cda8263732b72b64cdd69f9494f5724941828987051b257c",
+    git_commit = "47eafbaf43c763dc65a2cd3cfd9ecbd8fbbdf668",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c7c6ddaba1433cd45087c242b3b2e8250a25b1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 14:01:21 -0700
Subject: [PATCH 1311/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215623233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59fa4df5877..14156a1b985 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be176827c4953372cda8263732b72b64cdd69f9494f5724941828987051b257c",
-    git_commit = "47eafbaf43c763dc65a2cd3cfd9ecbd8fbbdf668",
+    sha256 = "c73da11dc18157a625073c7f858001090401ce9bf74c116c9120327c80b679a1",
+    git_commit = "808b1dcb318b1feb5a8c9fed5558f95cd05728e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9a04fbd140cd33f39cc326ab881d36350bb246b1 Mon Sep 17 00:00:00 2001
From: netfs <awk@google.com>
Date: Wed, 3 Oct 2018 14:41:24 -0700
Subject: [PATCH 1312/8103] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index a6637e03f42..43f7b604a0f 100644
--- a/README.md
+++ b/README.md
@@ -52,5 +52,5 @@ See [install instructions](tensorflow_serving/g3doc/setup.md).
 
 ## For more information
 
-* [Serving architecture overview](tensorflow_serving/g3doc/architecture_overview.md)
+* [Serving architecture overview](tensorflow_serving/g3doc/overview.md)
 * [TensorFlow website](http://tensorflow.org)

From b26991fbbf2592e2908943df8b0704ec5575603d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 15:03:48 -0700
Subject: [PATCH 1313/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215635617
---
 README.md | 2 +-
 WORKSPACE | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 43f7b604a0f..a6637e03f42 100644
--- a/README.md
+++ b/README.md
@@ -52,5 +52,5 @@ See [install instructions](tensorflow_serving/g3doc/setup.md).
 
 ## For more information
 
-* [Serving architecture overview](tensorflow_serving/g3doc/overview.md)
+* [Serving architecture overview](tensorflow_serving/g3doc/architecture_overview.md)
 * [TensorFlow website](http://tensorflow.org)
diff --git a/WORKSPACE b/WORKSPACE
index 14156a1b985..fe620eebe6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c73da11dc18157a625073c7f858001090401ce9bf74c116c9120327c80b679a1",
-    git_commit = "808b1dcb318b1feb5a8c9fed5558f95cd05728e4",
+    sha256 = "9e2b129e35d707fd84e845b303a42eb48870167f37a261c0885bb0e6b990bb14",
+    git_commit = "ed904611009a74ae530335d3bd16b7070238cec3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 53a265ce92282b7129e0a94d4a8a6bf978343b03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 16:01:04 -0700
Subject: [PATCH 1314/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215645617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe620eebe6d..ce28bf1b6d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e2b129e35d707fd84e845b303a42eb48870167f37a261c0885bb0e6b990bb14",
-    git_commit = "ed904611009a74ae530335d3bd16b7070238cec3",
+    sha256 = "076a3d80c59c5c0c6ec1739a9523a9248fafba10062c2e160d57dd4599e33c99",
+    git_commit = "f5f8dff270b9f2cdf36bba9d671c324a4f7c6fac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d77e412f3baffec4b7c1bb96e2095178837df3e0 Mon Sep 17 00:00:00 2001
From: demfier <sahu.gaurav719@gmail.com>
Date: Wed, 3 Oct 2018 21:59:50 -0400
Subject: [PATCH 1315/8103] Wrap update and install command in one line

---
 tensorflow_serving/g3doc/setup.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 77e0244b5fc..29083d339b5 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -48,8 +48,7 @@ apt-get remove tensorflow-model-server
 
 
     ```shell
-    apt-get update
-    apt-get install tensorflow-model-server
+    apt-get update && apt-get install tensorflow-model-server
     ```
 
     Once installed, the binary can be invoked using the command

From 666a3a4c6a86eaed0da986bb263dbff3fcaad9f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 19:01:41 -0700
Subject: [PATCH 1316/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215668429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce28bf1b6d5..90dba468355 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "076a3d80c59c5c0c6ec1739a9523a9248fafba10062c2e160d57dd4599e33c99",
-    git_commit = "f5f8dff270b9f2cdf36bba9d671c324a4f7c6fac",
+    sha256 = "5922832958f049f8c5c64da9d3f785e62bbe7dea2dffce1619cbd8b1af3763dd",
+    git_commit = "d6e14a53835eed5eed279c83e475440f8f814f0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eba8efad193ba7468ec9a806360a59061f21d709 Mon Sep 17 00:00:00 2001
From: demfier <sahu.gaurav719@gmail.com>
Date: Wed, 3 Oct 2018 22:39:16 -0400
Subject: [PATCH 1317/8103] Add comments for linter

---
 tensorflow_serving/g3doc/setup.md | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 29083d339b5..1568c1be8a6 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -46,14 +46,18 @@ apt-get remove tensorflow-model-server
 
 2.  Install and update TensorFlow ModelServer
 
+    <!-- common_typos_disable -->
 
     ```shell
     apt-get update && apt-get install tensorflow-model-server
     ```
 
-    Once installed, the binary can be invoked using the command
+    <!-- common_typos_enable -->
+
+Once installed, the binary can be invoked using the command
     `tensorflow_model_server`.
 
+
 You can upgrade to a newer version of tensorflow-model-server with:
 
 <!-- common_typos_disable -->

From 19a91a0bf9dbae4971c25a32521ae09505ed35b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 20:01:22 -0700
Subject: [PATCH 1318/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215672876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90dba468355..6df2990d145 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5922832958f049f8c5c64da9d3f785e62bbe7dea2dffce1619cbd8b1af3763dd",
-    git_commit = "d6e14a53835eed5eed279c83e475440f8f814f0e",
+    sha256 = "6f4bc643ea6a0fa1d93d410cd9740afdc6db4bf63cc5b7311ca5e508d68a4785",
+    git_commit = "9bd6f5ed55e533ccac055a5bc7fbb771e2d432c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b00743e3bf5deb02750fe50a3270e8e1b804559 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 22:02:08 -0700
Subject: [PATCH 1319/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215683200
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6df2990d145..ddde82dd7b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f4bc643ea6a0fa1d93d410cd9740afdc6db4bf63cc5b7311ca5e508d68a4785",
-    git_commit = "9bd6f5ed55e533ccac055a5bc7fbb771e2d432c5",
+    sha256 = "c4571eba611f2ebdb9277b5eeeb20c2e8a4d0669e87cdb4327590d9f3cdfb539",
+    git_commit = "8a437200e14c8e09fcc8e952679d489909f175c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 05ef79ecfd21a012860e3769cdd3e839805ffbd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Oct 2018 23:01:59 -0700
Subject: [PATCH 1320/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215687564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ddde82dd7b7..7f28d029b57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4571eba611f2ebdb9277b5eeeb20c2e8a4d0669e87cdb4327590d9f3cdfb539",
-    git_commit = "8a437200e14c8e09fcc8e952679d489909f175c8",
+    sha256 = "57f281ebc5e18c6eb5e9ccc030648f0cfe09ed1ec18cef1227b94573fd2ddb8d",
+    git_commit = "54cde61fbf473270ce19f8b40e9511373fbc12c7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 95eebee4bcea0d8cec7419861b962f5ab2bf3d92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 00:01:09 -0700
Subject: [PATCH 1321/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215691415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f28d029b57..877a161a9e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57f281ebc5e18c6eb5e9ccc030648f0cfe09ed1ec18cef1227b94573fd2ddb8d",
-    git_commit = "54cde61fbf473270ce19f8b40e9511373fbc12c7",
+    sha256 = "a700b863ca7b97c66a60cbc6765839984e31ac19355d67f270a8dd79af48d7c3",
+    git_commit = "e57874169fca3cfdd15cf0dda3717a6374a7dcb9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 332c82b2b1df4524cd402f2c6683b2ec0b2c4247 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 04:01:22 -0700
Subject: [PATCH 1322/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215714381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 877a161a9e1..07765b9c800 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a700b863ca7b97c66a60cbc6765839984e31ac19355d67f270a8dd79af48d7c3",
-    git_commit = "e57874169fca3cfdd15cf0dda3717a6374a7dcb9",
+    sha256 = "9fce12c386d36edab1ff1aa6ef4f0add8baa1748f64ceb14760774e7043b84de",
+    git_commit = "98ea840dabc0c4e9417ebe9a0fd10c9d471cda51",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c194546dc5054cfe57805f6c869c4ba1fb951184 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 07:01:21 -0700
Subject: [PATCH 1323/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215730304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07765b9c800..464e7a15f51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fce12c386d36edab1ff1aa6ef4f0add8baa1748f64ceb14760774e7043b84de",
-    git_commit = "98ea840dabc0c4e9417ebe9a0fd10c9d471cda51",
+    sha256 = "ec9b059032a1312d51750da272c83f10ed438f6e9444640a69dd9caf2ec3570c",
+    git_commit = "28f239fdfa0c94f715fccf0197ab6c3c8df27d28",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ddd1990d9e284a9f4b6e3e28a4b9c6566dc9ba25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 09:00:52 -0700
Subject: [PATCH 1324/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215745698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 464e7a15f51..7da389cc829 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec9b059032a1312d51750da272c83f10ed438f6e9444640a69dd9caf2ec3570c",
-    git_commit = "28f239fdfa0c94f715fccf0197ab6c3c8df27d28",
+    sha256 = "7434d6a8b725812d4deac59a393e682312d825b731c4807e90705b1e4e49e365",
+    git_commit = "82ea80b979768c7fe1daa4b50cf054e5a0968f31",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 990f1fcad3bf8454bfcc04829fd7dc9ec3ed0069 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 10:00:44 -0700
Subject: [PATCH 1325/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215755598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7da389cc829..04dd9559b58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7434d6a8b725812d4deac59a393e682312d825b731c4807e90705b1e4e49e365",
-    git_commit = "82ea80b979768c7fe1daa4b50cf054e5a0968f31",
+    sha256 = "622733659855909d5e627b846946f89ea1a6605971370f4b8f40fdc025b4a326",
+    git_commit = "80c9eec9b2475630f83a596f77a906c8075f8e6c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e0bb5ea7cfdef8ad1f263eed4cf71ec6cfad5d7d Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 4 Oct 2018 12:09:58 -0700
Subject: [PATCH 1326/8103] Add a simple ResNet client

PiperOrigin-RevId: 215780365
---
 tensorflow_serving/example/resnet_client.py | 62 +++++++++++++++++++++
 1 file changed, 62 insertions(+)
 create mode 100644 tensorflow_serving/example/resnet_client.py

diff --git a/tensorflow_serving/example/resnet_client.py b/tensorflow_serving/example/resnet_client.py
new file mode 100644
index 00000000000..955abb7208c
--- /dev/null
+++ b/tensorflow_serving/example/resnet_client.py
@@ -0,0 +1,62 @@
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""A client that performs inferences on a ResNet model using the REST API.
+
+The client downloads a test image of a cat, queries the server over the REST API
+with the test image repeatedly and measures how long it takes to respond.
+
+Typical usage example:
+
+    resnet_client.py
+"""
+
+from __future__ import print_function
+
+import base64
+import requests
+
+SERVER_URL = 'http://localhost:8501/v1/models/resnet:predict'
+IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
+
+
+def main():
+  # Download the image
+  dl_request = requests.get(IMAGE_URL, stream=True)
+  dl_request.raise_for_status()
+
+  # Compose a JSON Predict request (send JPEG image in base64).
+  predict_request = '{"instances" : [{"b64": "%s"}]}' % base64.b64encode(
+      dl_request.content)
+
+  # Send few requests to warm-up the model.
+  for _ in xrange(3):
+    response = requests.post(SERVER_URL, data=predict_request)
+    response.raise_for_status()
+
+  # Send few actual requests and report average latency.
+  total_time = 0
+  num_requests = 10
+  for _ in xrange(num_requests):
+    response = requests.post(SERVER_URL, data=predict_request)
+    response.raise_for_status()
+    total_time += response.elapsed.total_seconds()
+    prediction = response.json()['predictions'][0]
+
+  print('Prediction class: {}, avg latency: {} ms'.format(
+      prediction['classes'], (total_time*1000)/num_requests))
+
+
+if __name__ == '__main__':
+  main()

From dbdf3ce041f8763aa30281da85969438289fa9db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 13:02:02 -0700
Subject: [PATCH 1327/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215788565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04dd9559b58..ea40a6a855a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "622733659855909d5e627b846946f89ea1a6605971370f4b8f40fdc025b4a326",
-    git_commit = "80c9eec9b2475630f83a596f77a906c8075f8e6c",
+    sha256 = "d1b1d4568d1e770fcf6d0c0477553120a515d2176eed84d6e863d0c139e38c2e",
+    git_commit = "2667ed3bf01e7153f466b27c450fc2b662c00bdd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 26a3eee765397785a6d507a97e93d30dbdbba833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 14:02:01 -0700
Subject: [PATCH 1328/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215798760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea40a6a855a..32bf1ad8580 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1b1d4568d1e770fcf6d0c0477553120a515d2176eed84d6e863d0c139e38c2e",
-    git_commit = "2667ed3bf01e7153f466b27c450fc2b662c00bdd",
+    sha256 = "91c06e9044641050d0da771e07da18c1ea07ca0c69dc042983462d14c8f0f441",
+    git_commit = "2c75da86ffdb9d04b2b94ce89891f17a8656da22",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 33a4b052cedc39c21107bc99a090b59ca64ec568 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 4 Oct 2018 14:31:24 -0700
Subject: [PATCH 1329/8103] Update basic serving tutorials

PiperOrigin-RevId: 215804106
---
 tensorflow_serving/g3doc/serving_advanced.md  | 8 ++------
 tensorflow_serving/g3doc/serving_basic.md     | 8 ++------
 tensorflow_serving/g3doc/serving_inception.md | 4 ++--
 3 files changed, 6 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_advanced.md b/tensorflow_serving/g3doc/serving_advanced.md
index 56f5c75d878..5d7978cb96b 100644
--- a/tensorflow_serving/g3doc/serving_advanced.md
+++ b/tensorflow_serving/g3doc/serving_advanced.md
@@ -33,10 +33,6 @@ This tutorial steps through the following tasks:
 
 Before getting started, first [install Docker](docker.md#installing-docker)
 
-Note: All `bazel build` commands below use the standard `-c opt` flag. To
-further optimize the build, refer to the
-[instructions here](setup.md#optimized-build).
-
 ## Train and export TensorFlow Model
 
 First, if you haven't done so yet, clone this repository to your local machine:
@@ -55,7 +51,7 @@ rm -rf ./models
 Build the mnist trainer:
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt \
+tools/bazel_in_docker.sh bazel build \
   tensorflow_serving/example:mnist_saved_model
 ```
 
@@ -289,7 +285,7 @@ Then start the server:
 ```shell
 docker run -p 8500:8500 \
   --mount type=bind,source=$(pwd)/models/monitored,target=/models/mnist \
-  -t --entrypoint=tensorflow_model_server tensorflow/serving  --enable_batching \
+  -t --entrypoint=tensorflow_model_server tensorflow/serving --enable_batching \
   --port=8500 --model_name=mnist --model_base_path=/models/mnist &
 ```
 
diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 0210c5d9a34..b91245479a2 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -26,10 +26,6 @@ The code for this tutorial consists of two parts:
 
 Before getting started, first [install Docker](docker.md#installing-docker)
 
-Note: All `bazel build` commands below use the standard `-c opt` flag. To
-further optimize the build, refer to the
-[instructions here](setup.md#optimized-build).
-
 ## Train and export TensorFlow model
 
 As you can see in `mnist_saved_model.py`, the training is done the same way it
@@ -179,7 +175,7 @@ instructions for both the Bazel and PIP options.
 *   **Bazel**:
 
     ```shell
-    tools/bazel_in_docker.sh bazel build -c opt tensorflow_serving/example:mnist_saved_model
+    tools/bazel_in_docker.sh bazel build tensorflow_serving/example:mnist_saved_model
     tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_saved_model models/mnist
     ```
 
@@ -253,7 +249,7 @@ requests to the server, and calculates the inference error rate.
 *   **Bazel**:
 
     ```shell
-    tools/bazel_in_docker.sh bazel build -c opt \
+    tools/bazel_in_docker.sh bazel build \
     tensorflow_serving/example:mnist_client
     tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
     --num_tests=1000 --server=127.0.0.1:8500
diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index 06013268f79..4700618bbdd 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -45,7 +45,7 @@ further optimize the build, refer to the
 [instructions here](setup.md#optimized-build).
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt \
+tools/bazel_in_docker.sh bazel build \
   tensorflow_serving/example:inception_saved_model
 ```
 
@@ -141,7 +141,7 @@ Note: We leave it as an exercise to the reader to find an image of a cat on the
 Internet.
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt \
+tools/bazel_in_docker.sh bazel build \
   tensorflow_serving/example:inception_client
 tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/inception_client \
   --server=127.0.0.1:8500 --image=local/path/to/my_cat_image.jpg

From 752c270a5687b49eb4d84e258955535fd310a013 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 17:00:41 -0700
Subject: [PATCH 1330/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215829266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32bf1ad8580..12876823b69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91c06e9044641050d0da771e07da18c1ea07ca0c69dc042983462d14c8f0f441",
-    git_commit = "2c75da86ffdb9d04b2b94ce89891f17a8656da22",
+    sha256 = "78f7233b983643f08c270c37478977db46e44ad5d55aadc68e884733735b07fc",
+    git_commit = "cf8e7cf89abb4a7783b9a99f17574ea128fa767a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 15029827e36b17ba6cb033f7d96c2a2db38f1fe0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 18:00:51 -0700
Subject: [PATCH 1331/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215836786
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12876823b69..92bf26ffeff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78f7233b983643f08c270c37478977db46e44ad5d55aadc68e884733735b07fc",
-    git_commit = "cf8e7cf89abb4a7783b9a99f17574ea128fa767a",
+    sha256 = "0f3eed780fa6e1d05f93d560515d6f1527f204f9b3bdcda98996018dbbc5aa3e",
+    git_commit = "4a00f2fc6514ad5ee60ab0a9645863fdf263499f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f2afdc1c4407d02617b40f16f421e14ad5902396 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Oct 2018 21:01:23 -0700
Subject: [PATCH 1332/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215851203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92bf26ffeff..e652a52ec66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f3eed780fa6e1d05f93d560515d6f1527f204f9b3bdcda98996018dbbc5aa3e",
-    git_commit = "4a00f2fc6514ad5ee60ab0a9645863fdf263499f",
+    sha256 = "59027a75ab5c2aff7cb324c1c1d9f3623ffdc3a234790d147e0f4481489371c1",
+    git_commit = "f4cef34fad7b00a3b1f288ff5c95001c5b83c1f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7321dbcfb1f75822ddc27cb17b420a46577a9d46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 01:01:31 -0700
Subject: [PATCH 1333/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215868716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e652a52ec66..d42ee6f9558 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59027a75ab5c2aff7cb324c1c1d9f3623ffdc3a234790d147e0f4481489371c1",
-    git_commit = "f4cef34fad7b00a3b1f288ff5c95001c5b83c1f8",
+    sha256 = "dedba9e2d3f1f3c734b7388e247db9758fc0fe5fe3d319befe4ebc22055e0e40",
+    git_commit = "57d31aa599c83014397a22bbb8f1a27a33b0ade3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 39f73622d5e717a08046eb815a081c687aaf82d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 03:02:40 -0700
Subject: [PATCH 1334/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215881376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d42ee6f9558..641ae6b01c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dedba9e2d3f1f3c734b7388e247db9758fc0fe5fe3d319befe4ebc22055e0e40",
-    git_commit = "57d31aa599c83014397a22bbb8f1a27a33b0ade3",
+    sha256 = "7cdc12bd170b49d373d41b2e3d5b817475db019bce156ade957fb6396a63eec2",
+    git_commit = "3b94d75a9e10ef8ef33760d0ef6aad326e1353ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9614946aafb5c027e506c6b232b8fec833cc63d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 06:02:16 -0700
Subject: [PATCH 1335/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215895081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 641ae6b01c3..8ac107aafe2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7cdc12bd170b49d373d41b2e3d5b817475db019bce156ade957fb6396a63eec2",
-    git_commit = "3b94d75a9e10ef8ef33760d0ef6aad326e1353ba",
+    sha256 = "c660584be0c9f4c25c079dcdf593083fa6d6c5979a2e1c7c288b07da16aef7cd",
+    git_commit = "123de2797a4348c963b597096762085bfa09eab1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a37412d7cac7e12714965fc051299df1ddf4d601 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 13:01:20 -0700
Subject: [PATCH 1336/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215952790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ac107aafe2..447233220eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c660584be0c9f4c25c079dcdf593083fa6d6c5979a2e1c7c288b07da16aef7cd",
-    git_commit = "123de2797a4348c963b597096762085bfa09eab1",
+    sha256 = "380465e382df6a3d5eaa059410070ad9495a472a353de20d162f5d47f4381415",
+    git_commit = "0541a277d5c74cf8e99c9f5a7a015926d1a05214",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a2ac1a78ce8b440a37c6bf2bbcf4c2daf76eba22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 14:01:22 -0700
Subject: [PATCH 1337/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215962019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 447233220eb..0f469cd34ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "380465e382df6a3d5eaa059410070ad9495a472a353de20d162f5d47f4381415",
-    git_commit = "0541a277d5c74cf8e99c9f5a7a015926d1a05214",
+    sha256 = "f1a9ce11edf068b60160cceb7f29bb291b15803815a6f287b9659d72c3c13751",
+    git_commit = "ec451f5ab43467d7cb4ae7736f2de16331441e0b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b83055baad2eff6f1a03073a219ad938e18093b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 15:02:42 -0700
Subject: [PATCH 1338/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215972170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f469cd34ba..17e653da2b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1a9ce11edf068b60160cceb7f29bb291b15803815a6f287b9659d72c3c13751",
-    git_commit = "ec451f5ab43467d7cb4ae7736f2de16331441e0b",
+    sha256 = "942289f60733e8b768a07a4f963ed989e6aca7efcd25b822ba00e0ba1ca4e22e",
+    git_commit = "ae0bc6f006497cc04a2ee75166d4ec71c7154fd8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fe4f221c9d7bc5e5e9649eec983e17488f0b11dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 16:00:58 -0700
Subject: [PATCH 1339/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215981127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17e653da2b6..6db8ba39540 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "942289f60733e8b768a07a4f963ed989e6aca7efcd25b822ba00e0ba1ca4e22e",
-    git_commit = "ae0bc6f006497cc04a2ee75166d4ec71c7154fd8",
+    sha256 = "ef9c143fa21570fccb664ef7cb1becb0d995131e448c9b9755fee1667b23afdc",
+    git_commit = "07921022ddc68aacbf210acc62545a90e3091fb1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e1163aefc82ad7ca4cbb41d4db69057e0c2ce50a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 17:00:55 -0700
Subject: [PATCH 1340/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215989250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6db8ba39540..0a0670cb3c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef9c143fa21570fccb664ef7cb1becb0d995131e448c9b9755fee1667b23afdc",
-    git_commit = "07921022ddc68aacbf210acc62545a90e3091fb1",
+    sha256 = "c8b2f6308cd26d4734f5064b3184691bdab33419e6ebb3e162f23917a5ea91c8",
+    git_commit = "4aad5382f0e7148d8489d24d8355b828b3f7811b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ca944d8526e17112217fc17ff6d76ca262f81fc3 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 5 Oct 2018 17:43:09 -0700
Subject: [PATCH 1341/8103] Fix broken link.

Fixes https://github.com/tensorflow/serving/issues/1124

PiperOrigin-RevId: 215993929
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index a6637e03f42..43f7b604a0f 100644
--- a/README.md
+++ b/README.md
@@ -52,5 +52,5 @@ See [install instructions](tensorflow_serving/g3doc/setup.md).
 
 ## For more information
 
-* [Serving architecture overview](tensorflow_serving/g3doc/architecture_overview.md)
+* [Serving architecture overview](tensorflow_serving/g3doc/overview.md)
 * [TensorFlow website](http://tensorflow.org)

From 8b3b85f198939114eca658a7e7d44fd94191e021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 18:01:36 -0700
Subject: [PATCH 1342/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 215995404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a0670cb3c7..ff2d09523af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8b2f6308cd26d4734f5064b3184691bdab33419e6ebb3e162f23917a5ea91c8",
-    git_commit = "4aad5382f0e7148d8489d24d8355b828b3f7811b",
+    sha256 = "6eeef17b12d3a0e11942841f625ebb9db49ed882b0dc37f49103c3230d0583e5",
+    git_commit = "15d399cd8590c18dc643d979883fe4201c8ea631",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 590358910dd17277e89d95d0e7803d34315148c4 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 5 Oct 2018 18:53:43 -0700
Subject: [PATCH 1343/8103] Update release notes for TF serving 1.11 release.

PiperOrigin-RevId: 215999320
---
 RELEASE.md | 30 ++++++++++++++++++++++++++++++
 1 file changed, 30 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 99452d501dd..d2353683d17 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,33 @@
+# Release 1.11.0
+
+## Major Features and Improvements
+
+* Prometheus exporter for TF metrics (see https://github.com/tensorflow/serving/commit/021efbd3281aa815cab0b35eab6d6d25249c12d4 for details).
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Built against TensorFlow [1.11.0](https://github.com/tensorflow/tensorflow/releases/tag/v1.11.0)
+* Accept integers for float/doubles in JSON REST API requests
+* TF Serving API is now pre-built into Docker development images
+* GPU Docker images are now built against cuDNN 7.2
+* Add `--max_num_load_retries` flag to ModelServer (fixes #1099)
+* Add user-configured model version labels to the stand-alone ModelServer binary.
+* Directly import tensor.proto.h (the transitive import will be removed from tensor.h soon)
+* Building optimized TensorFlow Serving binaries is now easier (see [docs](https://github.com/tensorflow/serving/g3doc/setup.md]) for details)
+* Adds columnar format support for input/output tensors in Predict REST API (fixes #1047)
+* Development Dockerfiles now produce a more optimized ModelServer
+* Fixed TensorFlow Serving API PyPi package overwriting TensorFlow package.
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+Feisan, joshua.horowitz, Prashanth Reddy Basani, tianyapiaozi, Vamsi Sripathi, Yu Zheng
+
 # Release 1.11.0-rc0
 
 ## Major Features and Improvements

From af80c7e22a1550a01c73805888d92b680e66f21b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 20:01:43 -0700
Subject: [PATCH 1344/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216002595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff2d09523af..4270568013a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6eeef17b12d3a0e11942841f625ebb9db49ed882b0dc37f49103c3230d0583e5",
-    git_commit = "15d399cd8590c18dc643d979883fe4201c8ea631",
+    sha256 = "86e99d5a7027f429ebda8475b83b42914c9884ad8220d845a444082689f0fe53",
+    git_commit = "5dcca3baca11de0687747e9b5ad8854b77fd097d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 58cefe6532c9d006254dee46aafd58fc2a56dc94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Oct 2018 22:02:13 -0700
Subject: [PATCH 1345/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216008830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4270568013a..f87bac71516 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86e99d5a7027f429ebda8475b83b42914c9884ad8220d845a444082689f0fe53",
-    git_commit = "5dcca3baca11de0687747e9b5ad8854b77fd097d",
+    sha256 = "4de569d70e1ee6199aa5a79eb70ee0b137b087f2977b6e5526765aeb53a6bcbd",
+    git_commit = "7d3bfc143a74d8e49f138841a07f7f4693b0a911",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1e0c805703e4c0b611a5127c7da98a98216c8036 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 00:02:18 -0700
Subject: [PATCH 1346/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216014159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f87bac71516..cfcf7d0a7d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4de569d70e1ee6199aa5a79eb70ee0b137b087f2977b6e5526765aeb53a6bcbd",
-    git_commit = "7d3bfc143a74d8e49f138841a07f7f4693b0a911",
+    sha256 = "5aeadc6d838ddd49ef8bd7febf4afbe8159276e606a5d80464d8d3e76ea7d8b5",
+    git_commit = "5be206276ca53f887374e3277a018a9348d58e7f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 411e849d353d0986f6495f0bf42669185685ad3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 03:00:50 -0700
Subject: [PATCH 1347/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216023744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfcf7d0a7d3..2b04cadd0a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5aeadc6d838ddd49ef8bd7febf4afbe8159276e606a5d80464d8d3e76ea7d8b5",
-    git_commit = "5be206276ca53f887374e3277a018a9348d58e7f",
+    sha256 = "5f9da5f711cd929e734f360040e20af9d62a9b656e98faefbf118ca64166ee80",
+    git_commit = "fb92d456476c36210cea3b76393f584a306f092b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e0de06e5daf2588663723fac473319a3b7511474 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 12:01:26 -0700
Subject: [PATCH 1348/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216045704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b04cadd0a8..8abf703febe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f9da5f711cd929e734f360040e20af9d62a9b656e98faefbf118ca64166ee80",
-    git_commit = "fb92d456476c36210cea3b76393f584a306f092b",
+    sha256 = "66bd2f802bbd92228a8b30e51da6ecfed75458e63b55c3a4c62418ccb0aeceff",
+    git_commit = "5c0a6bdfeb1848b0146a36706d921dde06ba160a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 727a363336faee0853d0a7b30974f536535d4325 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 14:01:38 -0700
Subject: [PATCH 1349/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216050567
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8abf703febe..ce1f000fbd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66bd2f802bbd92228a8b30e51da6ecfed75458e63b55c3a4c62418ccb0aeceff",
-    git_commit = "5c0a6bdfeb1848b0146a36706d921dde06ba160a",
+    sha256 = "cea61dbc4d7c088d71f7dfc785a288c1a7c11471c3ff8de1c07a02dab4342f38",
+    git_commit = "6471d6bb2e96d87102156c799858ae12752ace60",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 117bbd1ac893c207d0082c1c1e33f5b84f925337 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 15:02:20 -0700
Subject: [PATCH 1350/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216052787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce1f000fbd3..6ffa7fff2ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cea61dbc4d7c088d71f7dfc785a288c1a7c11471c3ff8de1c07a02dab4342f38",
-    git_commit = "6471d6bb2e96d87102156c799858ae12752ace60",
+    sha256 = "7ea7e29d1b45714856b3b90fbf5bf98d73709e927dbd5c35188e549945716219",
+    git_commit = "e93a18954689b6d522560f5273f6d3320d545b2e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b9f3d2a4e6e620727eb4675bb6b1132da2e9fcdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Oct 2018 23:01:56 -0700
Subject: [PATCH 1351/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216071060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ffa7fff2ca..aaac2d894e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ea7e29d1b45714856b3b90fbf5bf98d73709e927dbd5c35188e549945716219",
-    git_commit = "e93a18954689b6d522560f5273f6d3320d545b2e",
+    sha256 = "69c9bc701cd640cff38bfeac95e9cf37a91fca1e0053d8586a61708136fbce22",
+    git_commit = "7fa6a6b42bc9d562e2b1cc765ca78d281b51f734",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c20160667cb3448c1d6911cd864a4a6c762e93e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Oct 2018 04:02:06 -0700
Subject: [PATCH 1352/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216085266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aaac2d894e3..1272912f467 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69c9bc701cd640cff38bfeac95e9cf37a91fca1e0053d8586a61708136fbce22",
-    git_commit = "7fa6a6b42bc9d562e2b1cc765ca78d281b51f734",
+    sha256 = "ea0fa4419384eab3a1263be97d3b53660567753365cd180e2cbfff0f8835047e",
+    git_commit = "367f7d651f19c5b111ea0292243eab81fb4058c7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 425195bd52e74fd624cb8ef94aef28fe5678ef09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 05:01:46 -0700
Subject: [PATCH 1353/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216168571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1272912f467..f9b0e737dea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea0fa4419384eab3a1263be97d3b53660567753365cd180e2cbfff0f8835047e",
-    git_commit = "367f7d651f19c5b111ea0292243eab81fb4058c7",
+    sha256 = "d420cec461a15a6d824f65701bfcc1825c2b6eb1092937e5983164d7b2fe36e6",
+    git_commit = "393a13c1b1a7d51b0871a6d4b3d3413d8e1765bf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1927325a7beadba02b02de72bc3e639fd6ca768b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 10:02:13 -0700
Subject: [PATCH 1354/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216203799
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9b0e737dea..9ba0091d8ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d420cec461a15a6d824f65701bfcc1825c2b6eb1092937e5983164d7b2fe36e6",
-    git_commit = "393a13c1b1a7d51b0871a6d4b3d3413d8e1765bf",
+    sha256 = "b0f2b825404a9378736fa70ead58eb271d3dcc010dceb2f78cf7aaf414abfcf7",
+    git_commit = "75f57a8b7836a1ed3cda8ba81c88f6caf15cf0c6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 917681fce7f0c52db38529da97029ec3c4103cac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 11:01:15 -0700
Subject: [PATCH 1355/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216214564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ba0091d8ca..18191f6eb09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0f2b825404a9378736fa70ead58eb271d3dcc010dceb2f78cf7aaf414abfcf7",
-    git_commit = "75f57a8b7836a1ed3cda8ba81c88f6caf15cf0c6",
+    sha256 = "eeefa9f74c56dde50dd67e42266b12f83a4c88350537f5cafc5d8d979c80f664",
+    git_commit = "5f308cb408eb46ec9af0546be6b9ae1d5166b185",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9332a96af86d40da4a65768a4d9773011f691227 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 12:01:07 -0700
Subject: [PATCH 1356/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216225107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18191f6eb09..1d770cd03c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eeefa9f74c56dde50dd67e42266b12f83a4c88350537f5cafc5d8d979c80f664",
-    git_commit = "5f308cb408eb46ec9af0546be6b9ae1d5166b185",
+    sha256 = "377e58ca0fb54f4e03915d7dbe923d5a885477efeba74764fd0e09e7d4bf7726",
+    git_commit = "96237f7b7ae6b7b8a2cbcf6d64312906b96f060b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 21cd2821411354194898aedde5fd105bc0daf6c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 13:01:33 -0700
Subject: [PATCH 1357/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216234760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d770cd03c0..40902a6cbe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "377e58ca0fb54f4e03915d7dbe923d5a885477efeba74764fd0e09e7d4bf7726",
-    git_commit = "96237f7b7ae6b7b8a2cbcf6d64312906b96f060b",
+    sha256 = "d024ad6628acf02298804398647ce7aeee113f1f343ddba936a257d612fb64f3",
+    git_commit = "dcd3b4307a3095e3f18aef53f5034787e3cc3af6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d5beb086a21ab32559e4c04fe803a5c29b3aa3e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 15:40:42 -0700
Subject: [PATCH 1358/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216262771
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40902a6cbe1..5c0b4c442f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d024ad6628acf02298804398647ce7aeee113f1f343ddba936a257d612fb64f3",
-    git_commit = "dcd3b4307a3095e3f18aef53f5034787e3cc3af6",
+    sha256 = "08b8b8fa1214d112f7513b7f9dfdf858803a55ebcf75be2e70c0cc9f10deef58",
+    git_commit = "9b558126e31d25ec4e82cb4f50033d6eca44349a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 09065b15511e3217589c6f50792a9019e6e39181 Mon Sep 17 00:00:00 2001
From: wenboz <wenboz@google.com>
Date: Mon, 8 Oct 2018 16:47:19 -0700
Subject: [PATCH 1359/8103] Added a zlib based gzip module for net_http
 (httpserver).

PiperOrigin-RevId: 216273954
---
 .../util/net_http/compression/BUILD           |  38 +
 .../util/net_http/compression/README.md       |  11 +
 .../util/net_http/compression/gzip_zlib.cc    | 831 ++++++++++++++++++
 .../util/net_http/compression/gzip_zlib.h     | 343 ++++++++
 .../net_http/compression/gzip_zlib_test.cc    | 599 +++++++++++++
 5 files changed, 1822 insertions(+)
 create mode 100644 tensorflow_serving/util/net_http/compression/BUILD
 create mode 100644 tensorflow_serving/util/net_http/compression/README.md
 create mode 100644 tensorflow_serving/util/net_http/compression/gzip_zlib.cc
 create mode 100644 tensorflow_serving/util/net_http/compression/gzip_zlib.h
 create mode 100644 tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc

diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
new file mode 100644
index 00000000000..93fd60c17e0
--- /dev/null
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -0,0 +1,38 @@
+# Description: compression support libraries
+
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
+    ],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+# C++ lib based on zlib for gzip support
+cc_library(
+    name = "gzip_zlib",
+    srcs = [
+        "gzip_zlib.cc",
+    ],
+    hdrs = [
+        "gzip_zlib.h",
+    ],
+    deps = [
+        "@com_google_absl//absl/base",
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/strings",
+        "@zlib_archive//:zlib",
+    ],
+)
+
+cc_test(
+    name = "gzip_zlib_test",
+    size = "medium",
+    srcs = ["gzip_zlib_test.cc"],
+    features = ["-layering_check"],
+    deps = [
+        ":gzip_zlib",
+        "//tensorflow_serving/core/test_util:test_main",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/compression/README.md b/tensorflow_serving/util/net_http/compression/README.md
new file mode 100644
index 00000000000..588a325dc3b
--- /dev/null
+++ b/tensorflow_serving/util/net_http/compression/README.md
@@ -0,0 +1,11 @@
+Compression support
+===================
+
+This package provides C++ wrappers for compression libraries such as gzip, br.
+
+APIs are subject to change but usage outside net_http is expected.
+
+gzip_zlib.h
+---------------------
+
+Minimum APIs and implementation to support gzip Content-Encoding via zlib.
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
new file mode 100644
index 00000000000..5ce1aeb483d
--- /dev/null
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -0,0 +1,831 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// zlib based C++ wrapper to support gzip compression/uncompression
+
+#include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
+
+#include <algorithm>
+
+#include <cassert>
+#include <cstring>
+
+#include "absl/base/casts.h"
+#include "absl/base/internal/raw_logging.h"
+#include "absl/base/macros.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// TODO(wenboz): disable setting change, free-list (no setting change)
+
+// The GZIP header (see RFC 1952):
+//   +---+---+---+---+---+---+---+---+---+---+
+//   |ID1|ID2|CM |FLG|     MTIME     |XFL|OS |
+//   +---+---+---+---+---+---+---+---+---+---+
+//     ID1     \037
+//     ID2     \213
+//     CM      \010 (compression method == DEFLATE)
+//     FLG     \000 (special flags that we do not support)
+//     MTIME   Unix format modification time (0 means not available)
+//     XFL     2-4? DEFLATE flags
+//     OS      ???? Operating system indicator (255 means unknown)
+
+// gzip header, as a macro for sizeof()
+#define GZIP_HEADER "\037\213\010\000\000\000\000\000\002\377"
+
+constexpr uint8_t kMagicHeader[2] = {0x1f, 0x8b};  // gzip magic header
+
+GZipHeader::Status GZipHeader::ReadMore(const char *inbuf, int inbuf_len,
+                                        const char **header_end) {
+  auto pos = reinterpret_cast<const uint8_t *>(inbuf);
+  const uint8_t *const end = pos + inbuf_len;
+
+  while (pos < end) {
+    switch (state_) {
+      case IN_HEADER_ID1:
+        if (*pos != kMagicHeader[0]) return INVALID_HEADER;
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_ID2:
+        if (*pos != kMagicHeader[1]) return INVALID_HEADER;
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_CM:
+        if (*pos != Z_DEFLATED) return INVALID_HEADER;
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_FLG:
+        flags_ =
+            (*pos) & (FLAG_FHCRC | FLAG_FEXTRA | FLAG_FNAME | FLAG_FCOMMENT);
+        pos++;
+        state_++;
+        break;
+
+      case IN_HEADER_MTIME_BYTE_0:
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_MTIME_BYTE_1:
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_MTIME_BYTE_2:
+        pos++;
+        state_++;
+        break;
+      case IN_HEADER_MTIME_BYTE_3:
+        pos++;
+        state_++;
+        break;
+
+      case IN_HEADER_XFL:
+        pos++;
+        state_++;
+        break;
+
+      case IN_HEADER_OS:
+        pos++;
+        state_++;
+        break;
+
+      case IN_XLEN_BYTE_0:
+        if (!(flags_ & FLAG_FEXTRA)) {
+          state_ = IN_FNAME;
+          break;
+        }
+        // We have a two-byte little-endian length, followed by a
+        // field of that length.
+        extra_length_ = *pos;
+        pos++;
+        state_++;
+        break;
+      case IN_XLEN_BYTE_1:
+        extra_length_ += (*pos) << 8;
+        pos++;
+        state_++;
+        ABSL_FALLTHROUGH_INTENDED;
+        // if we have a zero-length FEXTRA, we want to check
+        // to notice that we're done reading the FEXTRA before we exit the loop.
+
+      case IN_FEXTRA: {
+        // Grab the rest of the bytes in the extra field, or as many
+        // of them as are actually present so far.
+        const int num_extra_bytes =
+            std::min<int>(extra_length_, absl::implicit_cast<int>(end - pos));
+        pos += num_extra_bytes;
+        extra_length_ -= num_extra_bytes;
+        if (extra_length_ == 0) {
+          state_ = IN_FNAME;  // advance when we've seen extra_length_ bytes
+          flags_ &= ~FLAG_FEXTRA;  // we're done with the FEXTRA stuff
+        }
+        break;
+      }
+
+      case IN_FNAME:
+        if (!(flags_ & FLAG_FNAME)) {
+          state_ = IN_FCOMMENT;
+          break;
+        }
+        // See if we can find the end of the \0-terminated FNAME field.
+        pos = reinterpret_cast<const uint8_t *>(memchr(pos, '\0', (end - pos)));
+        if (pos != nullptr) {
+          pos++;                  // advance past the '\0'
+          flags_ &= ~FLAG_FNAME;  // we're done with the FNAME stuff
+          state_ = IN_FCOMMENT;
+        } else {
+          pos = end;  // everything we have so far is part of the FNAME
+        }
+        break;
+
+      case IN_FCOMMENT:
+        if (!(flags_ & FLAG_FCOMMENT)) {
+          state_ = IN_FHCRC_BYTE_0;
+          break;
+        }
+        // See if we can find the end of the \0-terminated FCOMMENT field.
+        pos = reinterpret_cast<const uint8_t *>(memchr(pos, '\0', (end - pos)));
+        if (pos != nullptr) {
+          pos++;                     // advance past the '\0'
+          flags_ &= ~FLAG_FCOMMENT;  // we're done with the FCOMMENT stuff
+          state_ = IN_FHCRC_BYTE_0;
+        } else {
+          pos = end;  // everything we have so far is part of the FNAME
+        }
+        break;
+
+      case IN_FHCRC_BYTE_0:
+        if (!(flags_ & FLAG_FHCRC)) {
+          state_ = IN_DONE;
+          break;
+        }
+        pos++;
+        state_++;
+        break;
+
+      case IN_FHCRC_BYTE_1:
+        pos++;
+        flags_ &= ~FLAG_FHCRC;  // we're done with the FHCRC stuff
+        state_++;
+        break;
+
+      case IN_DONE:
+        *header_end = reinterpret_cast<const char *>(pos);
+        return COMPLETE_HEADER;
+
+      default:
+        break;
+    }
+  }
+
+  if ((state_ > IN_HEADER_OS) && (flags_ == 0)) {
+    *header_end = reinterpret_cast<const char *>(pos);
+    return COMPLETE_HEADER;
+  } else {
+    return INCOMPLETE_HEADER;
+  }
+}
+
+ZLib::ZLib()
+    : comp_init_(false), uncomp_init_(false), gzip_header_(new GZipHeader) {
+  Reinit();
+  init_settings_ = settings_;
+}
+
+ZLib::~ZLib() {
+  if (comp_init_) {
+    deflateEnd(&comp_stream_);
+  }
+  if (uncomp_init_) {
+    inflateEnd(&uncomp_stream_);
+  }
+  delete gzip_header_;
+}
+
+void ZLib::Reinit() {
+  settings_.compression_level_ = Z_DEFAULT_COMPRESSION;
+  settings_.window_bits_ = MAX_WBITS;
+  settings_.mem_level_ = 8;  // DEF_MEM_LEVEL
+  settings_.dont_hide_zstream_end_ = false;
+
+  if (comp_init_) {
+    int err = deflateReset(&comp_stream_);
+    if (err != Z_OK) {
+      deflateEnd(&comp_stream_);
+      comp_init_ = false;
+    }
+  }
+  if (uncomp_init_) {
+    // Use negative window bits size to indicate bare stream with no header.
+    int wbits = -MAX_WBITS;
+    int err = inflateReset2(&uncomp_stream_, wbits);
+    if (err != Z_OK) {
+      inflateEnd(&uncomp_stream_);
+      uncomp_init_ = false;
+    }
+  }
+  crc_ = 0;
+  uncompressed_size_ = 0;
+  gzip_header_->Reset();
+  gzip_footer_bytes_ = -1;
+  first_chunk_ = true;
+}
+
+void ZLib::Reset() {
+  first_chunk_ = true;
+  gzip_header_->Reset();
+}
+
+void ZLib::SetDontHideStreamEnd() { settings_.dont_hide_zstream_end_ = true; }
+
+int ZLib::MinFooterSize() const {
+  int min_footer_size = 2;  // Room for empty chunk.
+  min_footer_size += 8;     // Room for actual footer for gzip
+  return min_footer_size;
+}
+
+// --------- COMPRESS MODE
+
+// Initialization method to be called if we hit an error while
+// compressing. On hitting an error, call this method before returning
+// the error.
+void ZLib::CompressErrorInit() {
+  if (comp_init_) {
+    deflateEnd(&comp_stream_);
+    comp_init_ = false;
+  }
+  Reset();
+}
+
+// These probably return Z_OK, but may return Z_BUF_ERROR if outbuf is full
+int ZLib::WriteGzipHeader() {
+  if (comp_stream_.avail_out < sizeof(GZIP_HEADER)) return Z_BUF_ERROR;
+  memcpy(comp_stream_.next_out, GZIP_HEADER, sizeof(GZIP_HEADER) - 1);
+  comp_stream_.next_out += sizeof(GZIP_HEADER) - 1;
+  comp_stream_.avail_out -= sizeof(GZIP_HEADER) - 1;
+  return Z_OK;
+}
+
+int ZLib::WriteGzipFooter(Bytef *dest, uLongf destLen) {
+  if (destLen < 8)  // not enough space for footer
+    return Z_BUF_ERROR;
+  *dest++ = (crc_ >> 0) & 255;
+  *dest++ = (crc_ >> 8) & 255;
+  *dest++ = (crc_ >> 16) & 255;
+  *dest++ = (crc_ >> 24) & 255;
+  *dest++ = (uncompressed_size_ >> 0) & 255;
+  *dest++ = (uncompressed_size_ >> 8) & 255;
+  *dest++ = (uncompressed_size_ >> 16) & 255;
+  *dest++ = (uncompressed_size_ >> 24) & 255;
+  return Z_OK;
+}
+
+int ZLib::DeflateInit() {
+  int err = deflateInit2(&comp_stream_, settings_.compression_level_,
+                         Z_DEFLATED, -settings_.window_bits_,
+                         settings_.mem_level_, Z_DEFAULT_STRATEGY);
+  if (err == Z_OK) {
+    // Save parameters for later reusability checks
+    init_settings_.compression_level_ = settings_.compression_level_;
+    init_settings_.window_bits_ = settings_.window_bits_;
+    init_settings_.mem_level_ = settings_.mem_level_;
+  }
+  return err;
+}
+
+int ZLib::CompressInit(Bytef *dest, uLongf *destLen, const Bytef *source,
+                       uLong *sourceLen) {
+  int err;
+
+  comp_stream_.next_in = (Bytef *)source;
+  comp_stream_.avail_in = (uInt)*sourceLen;
+  // Check for sourceLen (unsigned long) to fit into avail_in (unsigned int).
+  if ((uLong)comp_stream_.avail_in != *sourceLen) return Z_BUF_ERROR;
+  comp_stream_.next_out = dest;
+  comp_stream_.avail_out = (uInt)*destLen;
+  // Check for destLen (unsigned long) to fit into avail_out (unsigned int).
+  if ((uLong)comp_stream_.avail_out != *destLen) return Z_BUF_ERROR;
+
+  if (!first_chunk_)  // only need to set up stream the first time through
+    return Z_OK;
+
+  // Force full reinit if properties have changed in a way we can't adjust.
+  if (comp_init_ && (init_settings_.window_bits_ != settings_.window_bits_ ||
+                     init_settings_.mem_level_ != settings_.mem_level_)) {
+    deflateEnd(&comp_stream_);
+    comp_init_ = false;
+  }
+
+  // Reuse if we've already initted the object.
+  if (comp_init_) {  // we've already initted it
+    err = deflateReset(&comp_stream_);
+    if (err != Z_OK) {
+      deflateEnd(&comp_stream_);
+      comp_init_ = false;
+    }
+  }
+
+  // If compression level has changed, try to reconfigure instead of reinit
+  if (comp_init_ &&
+      init_settings_.compression_level_ != settings_.compression_level_) {
+    err = deflateParams(&comp_stream_, settings_.compression_level_,
+                        Z_DEFAULT_STRATEGY);
+    if (err == Z_OK) {
+      init_settings_.compression_level_ = settings_.compression_level_;
+    } else {
+      deflateEnd(&comp_stream_);
+      comp_init_ = false;
+    }
+  }
+
+  // First use or previous state was not reusable with current settings.
+  if (!comp_init_) {
+    comp_stream_.zalloc = (alloc_func)0;
+    comp_stream_.zfree = (free_func)0;
+    comp_stream_.opaque = (voidpf)0;
+    err = DeflateInit();
+    if (err != Z_OK) return err;
+    comp_init_ = true;
+  }
+  return Z_OK;
+}
+
+// Supports chunked compression, using the chunked compression features of zlib.
+int ZLib::CompressAtMostOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                              uLong *sourceLen,
+                              int flush_mode) {  // Z_FULL_FLUSH or Z_FINISH
+  int err;
+
+  if ((err = CompressInit(dest, destLen, source, sourceLen)) != Z_OK)
+    return err;
+
+  // This is used to figure out how many bytes we wrote *this chunk*
+  uint64_t compressed_size = comp_stream_.total_out;
+
+  // Some setup happens only for the first chunk we compress in a run
+  if (first_chunk_) {
+    if ((err = WriteGzipHeader()) != Z_OK) return err;
+    compressed_size -= sizeof(GZIP_HEADER) - 1;  // -= is right: adds to size
+    crc_ = crc32(0, nullptr, 0);                 // initialize
+
+    uncompressed_size_ = 0;
+    first_chunk_ = false;  // so we don't do this again
+  }
+
+  // flush_mode is Z_FINISH for all mode, Z_SYNC_FLUSH for incremental
+  // compression.
+  err = deflate(&comp_stream_, flush_mode);
+
+  const uLong source_bytes_consumed = *sourceLen - comp_stream_.avail_in;
+  *sourceLen = comp_stream_.avail_in;
+
+  if ((err == Z_STREAM_END || err == Z_OK) && comp_stream_.avail_in == 0 &&
+      comp_stream_.avail_out != 0) {
+    // we processed everything ok and the output buffer was large enough.
+  } else if (err == Z_STREAM_END && comp_stream_.avail_in > 0) {
+    return Z_BUF_ERROR;  // should never happen
+  } else if (err != Z_OK && err != Z_STREAM_END && err != Z_BUF_ERROR) {
+    // an error happened
+    CompressErrorInit();
+    return err;
+  } else if (comp_stream_.avail_out == 0) {  // not enough space
+    err = Z_BUF_ERROR;
+  }
+
+  assert(err == Z_OK || err == Z_STREAM_END || err == Z_BUF_ERROR);
+  if (err == Z_STREAM_END) err = Z_OK;
+
+  // update the crc and other metadata
+  uncompressed_size_ += source_bytes_consumed;
+  compressed_size = comp_stream_.total_out - compressed_size;  // delta
+  *destLen = compressed_size;
+
+  crc_ = crc32(crc_, source, source_bytes_consumed);
+
+  return err;
+}
+
+int ZLib::CompressChunkOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                             uLong sourceLen,
+                             int flush_mode) {  // Z_FULL_FLUSH or Z_FINISH
+  const int ret =
+      CompressAtMostOrAll(dest, destLen, source, &sourceLen, flush_mode);
+  if (ret == Z_BUF_ERROR) CompressErrorInit();
+  return ret;
+}
+
+int ZLib::CompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
+                        uLong sourceLen) {
+  return CompressChunkOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
+}
+
+int ZLib::CompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
+                         uLong *sourceLen) {
+  return CompressAtMostOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
+}
+
+// This writes the gzip footer info, if necessary.
+// No matter what, we call Reset() so we can compress Chunks again.
+int ZLib::CompressChunkDone(Bytef *dest, uLongf *destLen) {
+  // Make sure our buffer is of reasonable size.
+  if (*destLen < static_cast<uLongf>(MinFooterSize())) {
+    *destLen = 0;
+    return Z_BUF_ERROR;
+  }
+
+  // The underlying zlib library requires a non-NULL source pointer, even if the
+  // source length is zero, otherwise it will generate an (incorrect) zero-
+  // valued CRC checksum.
+  char dummy = '\0';
+  int err;
+
+  assert(!first_chunk_ && comp_init_);
+
+  const uLongf orig_destLen = *destLen;
+  if ((err = CompressChunkOrAll(dest, destLen, (const Bytef *)&dummy, 0,
+                                Z_FINISH)) != Z_OK) {
+    Reset();  // we assume they won't retry on error
+    return err;
+  }
+
+  // Make sure that when we exit, we can start a new round of chunks later
+  // (This must be set after the call to CompressChunkOrAll() above.)
+  Reset();
+
+  // Write gzip footer.  They're explicitly in little-endian order
+  if ((err = WriteGzipFooter(dest + *destLen, orig_destLen - *destLen)) != Z_OK)
+    return err;
+  *destLen += 8;  // zlib footer took up another 8 bytes
+
+  return Z_OK;  // stream_end is ok
+}
+
+// This routine only initializes the compression stream once.  Thereafter, it
+// just does a deflateReset on the stream, which should be faster.
+int ZLib::Compress(Bytef *dest, uLongf *destLen, const Bytef *source,
+                   uLong sourceLen) {
+  int err;
+  const uLongf orig_destLen = *destLen;
+  if ((err = CompressChunkOrAll(dest, destLen, source, sourceLen, Z_FINISH)) !=
+      Z_OK)
+    return err;
+  Reset();  // reset for next call to Compress
+
+  if ((err = WriteGzipFooter(dest + *destLen, orig_destLen - *destLen)) != Z_OK)
+    return err;
+  *destLen += 8;  // zlib footer took up another 8 bytes
+
+  return Z_OK;
+}
+
+// --------- UNCOMPRESS MODE
+
+int ZLib::InflateInit() {
+  // Use negative window bits size to indicate bare stream with no header.
+  int wbits = (-MAX_WBITS);
+  int err = inflateInit2(&uncomp_stream_, wbits);
+  return err;
+}
+
+// Initialization method to be called if we hit an error while
+// uncompressing. On hitting an error, call this method before
+// returning the error.
+void ZLib::UncompressErrorInit() {
+  if (uncomp_init_) {
+    inflateEnd(&uncomp_stream_);
+    uncomp_init_ = false;
+  }
+  Reset();
+}
+
+int ZLib::UncompressInit(Bytef *dest, uLongf *destLen, const Bytef *source,
+                         uLong *sourceLen) {
+  int err;
+
+  uncomp_stream_.next_in = (Bytef *)source;
+  uncomp_stream_.avail_in = (uInt)*sourceLen;
+  // Check for sourceLen (unsigned long) to fit into avail_in (unsigned int).
+  if ((uLong)uncomp_stream_.avail_in != *sourceLen) return Z_BUF_ERROR;
+
+  uncomp_stream_.next_out = dest;
+  uncomp_stream_.avail_out = (uInt)*destLen;
+  // Check for destLen (unsigned long) to fit into avail_out (unsigned int).
+  if ((uLong)uncomp_stream_.avail_out != *destLen) return Z_BUF_ERROR;
+
+  if (!first_chunk_)  // only need to set up stream the first time through
+    return Z_OK;
+
+  // Reuse if we've already initted the object.
+  if (uncomp_init_) {
+    // Use negative window bits size to indicate bare stream with no header.
+    int wbits = -MAX_WBITS;
+    err = inflateReset2(&uncomp_stream_, wbits);
+    if (err != Z_OK) {
+      UncompressErrorInit();
+    }
+  }
+
+  // First use or previous state was not reusable with current settings.
+  if (!uncomp_init_) {
+    uncomp_stream_.zalloc = (alloc_func)0;
+    uncomp_stream_.zfree = (free_func)0;
+    uncomp_stream_.opaque = (voidpf)0;
+    err = InflateInit();
+    if (err != Z_OK) return err;
+    uncomp_init_ = true;
+  }
+  return Z_OK;
+}
+
+// If you compressed your data a chunk at a time, with CompressChunk,
+// you can uncompress it a chunk at a time with UncompressChunk.
+// Only difference bewteen chunked and unchunked uncompression
+// is the flush mode we use: Z_SYNC_FLUSH (chunked) or Z_FINISH (unchunked).
+int ZLib::UncompressAtMostOrAll(Bytef *dest, uLongf *destLen,
+                                const Bytef *source, uLong *sourceLen,
+                                int flush_mode) {  // Z_SYNC_FLUSH or Z_FINISH
+  int err = Z_OK;
+
+  if (first_chunk_) {
+    gzip_footer_bytes_ = -1;
+
+    // If we haven't read our first chunk of actual compressed data,
+    // and we're expecting gzip headers, then parse some more bytes
+    // from the gzip headers.
+    const Bytef *bodyBegin = nullptr;
+    GZipHeader::Status status = gzip_header_->ReadMore(
+        reinterpret_cast<const char *>(source), *sourceLen,
+        reinterpret_cast<const char **>(&bodyBegin));
+    switch (status) {
+      case GZipHeader::INCOMPLETE_HEADER:  // don't have the complete header
+        *destLen = 0;
+        *sourceLen = 0;  // GZipHeader used all the input
+        return Z_OK;
+      case GZipHeader::INVALID_HEADER:  // bogus header
+        Reset();
+        return Z_DATA_ERROR;
+      case GZipHeader::COMPLETE_HEADER:      // we have the full header
+        *sourceLen -= (bodyBegin - source);  // skip past header bytes
+        source = bodyBegin;
+        crc_ = crc32(0, nullptr, 0);  // initialize CRC
+        break;
+      default:
+        ABSL_RAW_LOG(FATAL, "Unexpected gzip header parsing result: %d",
+                     status);
+    }
+  } else if (gzip_footer_bytes_ >= 0) {
+    // We're now just reading the gzip footer. We already read all the data.
+    if (gzip_footer_bytes_ + *sourceLen > sizeof(gzip_footer_)) {
+      Reset();
+      return Z_DATA_ERROR;
+    }
+    uLong len = sizeof(gzip_footer_) - gzip_footer_bytes_;
+    if (len > *sourceLen) len = *sourceLen;
+    if (len > 0) {
+      memcpy(gzip_footer_ + gzip_footer_bytes_, source, len);
+      gzip_footer_bytes_ += len;
+    }
+    *sourceLen -= len;
+    *destLen = 0;
+    return Z_OK;
+  }
+
+  if ((err = UncompressInit(dest, destLen, source, sourceLen)) != Z_OK) {
+    ABSL_RAW_LOG(WARNING,
+                 "UncompressInit: Error: %d "
+                 " SourceLen: %zu",
+                 err, *sourceLen);
+    return err;
+  }
+
+  // This is used to figure out how many output bytes we wrote *this chunk*:
+  const uLong old_total_out = uncomp_stream_.total_out;
+
+  // This is used to figure out how many input bytes we read *this chunk*:
+  const uLong old_total_in = uncomp_stream_.total_in;
+
+  if (first_chunk_) {
+    first_chunk_ = false;  // so we don't do this again
+
+    // For the first chunk *only* (to avoid infinite troubles), we let
+    // there be no actual data to uncompress.  This sometimes triggers
+    // when the input is only the gzip header.
+    if (*sourceLen == 0) {
+      *destLen = 0;
+      return Z_OK;
+    }
+  }
+
+  // We'll uncompress as much as we can.  If we end OK great, otherwise
+  // if we get an error that seems to be the gzip footer, we store the
+  // gzip footer and return OK, otherwise we return the error.
+
+  // flush_mode is Z_SYNC_FLUSH for chunked mode, Z_FINISH for all mode.
+  err = inflate(&uncomp_stream_, flush_mode);
+
+  // Figure out how many bytes of the input zlib slurped up:
+  const uLong bytes_read = uncomp_stream_.total_in - old_total_in;
+  assert((source + bytes_read) <= (source + *sourceLen));
+  *sourceLen = uncomp_stream_.avail_in;
+
+  // Next we look at the footer, if any. Note that we might currently
+  // have just part of the footer (eg, if this data is arriving over a
+  // socket). After looking for a footer, log a warning if there is data.
+  if ((err == Z_STREAM_END) &&
+      ((gzip_footer_bytes_ == -1) ||
+       (static_cast<size_t>(gzip_footer_bytes_) < sizeof(gzip_footer_))) &&
+      (uncomp_stream_.avail_in <= sizeof(gzip_footer_))) {
+    // Store gzip footer bytes so we can check for footer consistency
+    // in UncompressChunkDone(). (If we have the whole footer, we
+    // could do the checking here, but we don't to keep consistency
+    // with CompressChunkDone().)
+    gzip_footer_bytes_ =
+        std::min(absl::implicit_cast<size_t>(uncomp_stream_.avail_in),
+                 sizeof(gzip_footer_));
+    memcpy(gzip_footer_, source + bytes_read, gzip_footer_bytes_);
+    *sourceLen -= gzip_footer_bytes_;
+  } else if ((err == Z_STREAM_END || err == Z_OK)  // everything went ok
+             && uncomp_stream_.avail_in == 0) {    // and we read it all
+  } else if (err == Z_STREAM_END && uncomp_stream_.avail_in > 0) {
+    UncompressErrorInit();
+    return Z_DATA_ERROR;
+  } else if (err != Z_OK && err != Z_STREAM_END && err != Z_BUF_ERROR) {
+    UncompressErrorInit();
+    return err;
+  } else if (uncomp_stream_.avail_out == 0) {
+    err = Z_BUF_ERROR;
+  }
+
+  assert(err == Z_OK || err == Z_BUF_ERROR || err == Z_STREAM_END);
+  if (err == Z_STREAM_END && !settings_.dont_hide_zstream_end_) err = Z_OK;
+
+  // update the crc and other metadata
+  uncompressed_size_ = uncomp_stream_.total_out;
+  *destLen = uncomp_stream_.total_out - old_total_out;  // size for this call
+
+  crc_ = crc32(crc_, dest, *destLen);
+
+  return err;
+}
+
+int ZLib::UncompressChunkOrAll(Bytef *dest, uLongf *destLen,
+                               const Bytef *source, uLong sourceLen,
+                               int flush_mode) {  // Z_SYNC_FLUSH or Z_FINISH
+  const int ret =
+      UncompressAtMostOrAll(dest, destLen, source, &sourceLen, flush_mode);
+  if (ret == Z_BUF_ERROR) UncompressErrorInit();
+  return ret;
+}
+
+int ZLib::UncompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
+                           uLong *sourceLen) {
+  return UncompressAtMostOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
+}
+
+int ZLib::UncompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
+                          uLong sourceLen) {
+  return UncompressChunkOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
+}
+
+// We make sure we've uncompressed everything, that is, the current
+// uncompress stream is at a compressed-buffer-EOF boundary.  In gzip
+// mode, we also check the gzip footer to make sure we pass the gzip
+// consistency checks.  We RETURN true iff both types of checks pass.
+bool ZLib::UncompressChunkDone() {
+  assert(!first_chunk_ && uncomp_init_);
+  // Make sure we're at the end-of-compressed-data point.  This means
+  // if we call inflate with Z_FINISH we won't consume any input or
+  // write any output
+  Bytef dummyin, dummyout;
+  uLongf dummylen = 0;
+  if (UncompressChunkOrAll(&dummyout, &dummylen, &dummyin, 0, Z_FINISH) !=
+      Z_OK) {
+    return false;
+  }
+
+  // Make sure that when we exit, we can start a new round of chunks later
+  Reset();
+
+  // Whether we were hoping for a gzip footer or not, we allow a gzip
+  // footer.  (See the note above about bugs in old zlibwrappers.) But
+  // by the time we've seen all the input, it has to be either a
+  // complete gzip footer, or no footer at all.
+  if ((gzip_footer_bytes_ != -1) && (gzip_footer_bytes_ != 0) &&
+      (static_cast<size_t>(gzip_footer_bytes_) != sizeof(gzip_footer_)))
+    return false;
+
+  return IsGzipFooterValid();
+}
+
+bool ZLib::IsGzipFooterComplete() const {
+  return gzip_footer_bytes_ != -1 &&
+         static_cast<size_t>(gzip_footer_bytes_) >= sizeof(gzip_footer_);
+}
+
+bool ZLib::IsGzipFooterValid() const {
+  if (!IsGzipFooterComplete()) return false;
+
+  // The footer holds the lower four bytes of the length.
+  uLong uncompressed_size = 0;
+  uncompressed_size += static_cast<uLong>(gzip_footer_[7]) << 24;
+  uncompressed_size += gzip_footer_[6] << 16;
+  uncompressed_size += gzip_footer_[5] << 8;
+  uncompressed_size += gzip_footer_[4] << 0;
+  if (uncompressed_size != (uncompressed_size_ & 0xffffffff)) {
+    return false;
+  }
+
+  uLong checksum = 0;
+  checksum += static_cast<uLong>(gzip_footer_[3]) << 24;
+  checksum += gzip_footer_[2] << 16;
+  checksum += gzip_footer_[1] << 8;
+  checksum += gzip_footer_[0] << 0;
+  if (crc_ != checksum) return false;
+
+  return true;
+}
+
+// Uncompresses the source buffer into the destination buffer.
+// The destination buffer must be long enough to hold the entire
+// decompressed contents.
+//
+// We only initialize the uncomp_stream once.  Thereafter, we use
+// inflateReset2, which should be faster.
+//
+// Returns Z_OK on success, otherwise, it returns a zlib error code.
+int ZLib::Uncompress(Bytef *dest, uLongf *destLen, const Bytef *source,
+                     uLong sourceLen) {
+  int err;
+  if ((err = UncompressChunkOrAll(dest, destLen, source, sourceLen,
+                                  Z_FINISH)) != Z_OK) {
+    Reset();  // let us try to compress again
+    return err;
+  }
+  if (!UncompressChunkDone())  // calls Reset()
+    return Z_DATA_ERROR;
+  return Z_OK;  // stream_end is ok
+}
+
+// read uncompress length from gzip footer
+uLongf ZLib::GzipUncompressedLength(const Bytef *source, uLong len) {
+  assert(len > 4);
+  return (static_cast<uLongf>(source[len - 1]) << 24) +
+         (static_cast<uLongf>(source[len - 2]) << 16) +
+         (static_cast<uLongf>(source[len - 3]) << 8) +
+         (static_cast<uLongf>(source[len - 4]) << 0);
+}
+
+int ZLib::UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
+                                    const Bytef *source, uLong sourceLen) {
+  *dest = nullptr;  // until we successfully allocate
+
+  uLongf uncompress_length = GzipUncompressedLength(source, sourceLen);
+
+  // Do not trust the uncompress size reported by the compressed buffer.
+  if (uncompress_length > *destLen) {
+    if (!HasGzipHeader(reinterpret_cast<const char *>(source), sourceLen)) {
+      return Z_DATA_ERROR;
+    }
+    return Z_MEM_ERROR;  // probably a corrupted gzip buffer
+  }
+
+  *destLen = uncompress_length;
+
+  *dest = (Bytef *)malloc(*destLen);
+  if (*dest == nullptr)  // probably a corrupted gzip buffer
+    return Z_MEM_ERROR;
+
+  const int retval = Uncompress(*dest, destLen, source, sourceLen);
+  if (retval != Z_OK) {  // just to make life easier for them
+    free(*dest);
+    *dest = nullptr;
+  }
+  return retval;
+}
+
+// Convenience method to check if a bytestream has a gzip header.
+bool ZLib::HasGzipHeader(const char *source, int sourceLen) {
+  GZipHeader gzh;
+  const char *ptr = nullptr;
+  return gzh.ReadMore(source, sourceLen, &ptr) == GZipHeader::COMPLETE_HEADER;
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.h b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
new file mode 100644
index 00000000000..22e0d9c393d
--- /dev/null
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
@@ -0,0 +1,343 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_COMPRESSION_GZIP_ZLIB_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_COMPRESSION_GZIP_ZLIB_H_
+
+#include <zlib.h>
+
+#include <cstdint>
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+class GZipHeader {
+ public:
+  GZipHeader() { Reset(); }
+  ~GZipHeader() {}
+
+  // Wipe the slate clean and start from scratch.
+  void Reset() {
+    state_ = IN_HEADER_ID1;
+    flags_ = 0;
+    extra_length_ = 0;
+  }
+
+  enum Status {
+    INCOMPLETE_HEADER,
+    COMPLETE_HEADER,
+    INVALID_HEADER,
+  };
+
+  // If the bytes we've seen so far do not yet constitute a complete gzip
+  // header, return INCOMPLETE_HEADER. If these bytes do not constitute a valid
+  // gzip header, return INVALID_HEADER. When we've seen a complete
+  // gzip header, return COMPLETE_HEADER and set the pointer pointed
+  // to by header_end to the first byte beyond the gzip header.
+  Status ReadMore(const char *inbuf, int inbuf_len, const char **header_end);
+
+ private:
+  enum {                   // flags (see RFC)
+    FLAG_FTEXT = 0x01,     // bit 0 set: file probably ascii text
+    FLAG_FHCRC = 0x02,     // bit 1 set: header CRC present
+    FLAG_FEXTRA = 0x04,    // bit 2 set: extra field present
+    FLAG_FNAME = 0x08,     // bit 3 set: original file name present
+    FLAG_FCOMMENT = 0x10,  // bit 4 set: file comment present
+    FLAG_RESERVED = 0xE0,  // bits 5..7: reserved
+  };
+
+  enum State {
+    // The first 10 bytes are the fixed-size header:
+    IN_HEADER_ID1,
+    IN_HEADER_ID2,
+    IN_HEADER_CM,
+    IN_HEADER_FLG,
+    IN_HEADER_MTIME_BYTE_0,
+    IN_HEADER_MTIME_BYTE_1,
+    IN_HEADER_MTIME_BYTE_2,
+    IN_HEADER_MTIME_BYTE_3,
+    IN_HEADER_XFL,
+    IN_HEADER_OS,
+
+    IN_XLEN_BYTE_0,
+    IN_XLEN_BYTE_1,
+    IN_FEXTRA,
+
+    IN_FNAME,
+
+    IN_FCOMMENT,
+
+    IN_FHCRC_BYTE_0,
+    IN_FHCRC_BYTE_1,
+
+    IN_DONE,
+  };
+
+  int state_;      // our current State in the parsing FSM: an int so we can ++
+  uint8_t flags_;  // the flags byte of the header ("FLG" in the RFC)
+  uint16_t extra_length_;  // how much of the "extra field" we have yet to read
+};
+
+class ZLib {
+ public:
+  ZLib();
+  ~ZLib();
+
+  // Wipe a ZLib object to a virgin state.  This differs from Reset()
+  // in that it also breaks any dictionary, gzip, etc, state.
+  void Reinit();
+
+  // Call this to make a zlib buffer as good as new.  Here's the only
+  // case where they differ:
+  //    CompressChunk(a); CompressChunk(b); CompressChunkDone();   vs
+  //    CompressChunk(a); Reset(); CompressChunk(b); CompressChunkDone();
+  // You'll want to use Reset(), then, when you interrupt a compress
+  // (or uncompress) in the middle of a chunk and want to start over.
+  void Reset();
+
+  // By default UncompressAtMostOrAll will return Z_OK upon hitting the end of
+  // the input stream. This function modifies that behavior by returning
+  // Z_STREAM_END instead. This is useful when getting multiple compressed
+  // documents in a single stream. Returning Z_STREAM_END will indicate the end
+  // of a document.
+  void SetDontHideStreamEnd();
+
+  // Sets the compression level to be used
+  void SetCompressionLevel(int level) { settings_.compression_level_ = level; }
+
+  // Sets the size of the window (history buffer) used by the compressor.
+  // The size is expressed in bits (log base 2 of the desired size).
+  void SetCompressionWindowSizeInBits(int bits) {
+    settings_.window_bits_ = bits;
+  }
+
+  // Controls the amount of memory used by the compresser.
+  // Legal value are 1 through 9. See zlib.h for more info.
+  void SetCompressionMemLevel(int level) { settings_.mem_level_ = level; }
+
+  // According to the zlib manual, when you Compress, the destination
+  // buffer must have size at least src + .1%*src + 12.  This function
+  // helps you calculate that.  Augment this to account for a potential
+  // gzip header and footer, plus a few bytes of slack.
+  static uLong MinCompressbufSize(uLong uncompress_size) {
+    return uncompress_size + uncompress_size / 1000 + 40;
+  }
+
+  // The minimum size of footers written by CompressChunkDone().
+  int MinFooterSize() const;
+
+  // Compresses the source buffer into the destination buffer.
+  // sourceLen is the byte length of the source buffer.
+  // Upon entry, destLen is the total size of the destination buffer,
+  // which must be of size at least MinCompressbufSize(sourceLen).
+  // Upon exit, destLen is the actual size of the compressed buffer.
+  //
+  // This function can be used to compress a whole file at once if the
+  // input file is mmap'ed.
+  //
+  // Returns Z_OK if success, Z_MEM_ERROR if there was not
+  // enough memory, Z_BUF_ERROR if there was not enough room in the
+  // output buffer. Note that if the output buffer is exactly the same
+  // size as the compressed result, we still return Z_BUF_ERROR.
+  // (check CL#1936076)
+  //
+  // If the values of *destLen or sourceLen do not fit in an unsigned int,
+  // Z_BUF_ERROR is returned.
+  int Compress(Bytef *dest, uLongf *destLen, const Bytef *source,
+               uLong sourceLen);
+
+  // Uncompresses the source buffer into the destination buffer.
+  // The destination buffer must be long enough to hold the entire
+  // decompressed contents.
+  //
+  // Returns Z_OK on success, otherwise, it returns a zlib error code.
+  //
+  // If the values of *destLen or sourceLen do not fit in an unsigned int,
+  // Z_BUF_ERROR is returned.
+  int Uncompress(Bytef *dest, uLongf *destLen, const Bytef *source,
+                 uLong sourceLen);
+
+  // Get the uncompressed size from the gzip header.
+  uLongf GzipUncompressedLength(const Bytef *source, uLong len);
+
+  // Special helper function to help uncompress gzipped documents:
+  // We'll allocate (with malloc) a destination buffer exactly big
+  // enough to hold the gzipped content.  We set dest and destLen.
+  // If we don't return Z_OK, *dest will be NULL, otherwise you
+  // should free() it when you're done with it.
+  // Returns Z_OK on success, otherwise, it returns a zlib error code.
+  // Its the responsibility of the user to set *destLen to the
+  // expected maximum size of the uncompressed data. The size of the
+  // uncompressed data is read from the compressed buffer gzip footer.
+  // This value cannot be trusted, so we compare it to the expected
+  // maximum size supplied by the user, returning Z_MEM_ERROR if its
+  // greater than the expected maximum size.
+  int UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
+                                const Bytef *source, uLong sourceLen);
+
+  // Streaming compression and decompression methods come in two
+  // variations.  {Unc,C}ompressAtMost() and {Unc,C}ompressChunk().
+  // The former decrements sourceLen by the amount of data that was
+  // consumed: if it returns Z_BUF_ERROR, set the source of the next
+  // {Unc,C}ompressAtMost() to the unconsumed data.
+  // {Unc,C}ompressChunk() is the legacy interface and does not do
+  // this, thus it cannot recover from a Z_BUF_ERROR (except for in
+  // the first chunk).
+
+  // Compresses data one chunk at a time -- ie you can call this more
+  // than once.  This is useful for a webserver, for instance, which
+  // might want to use chunked encoding with compression.  To get this
+  // to work you need to call start and finish routines.
+  //
+  // Returns Z_OK if success, Z_MEM_ERROR if there was not
+  // enough memory, Z_BUF_ERROR if there was not enough room in the
+  // output buffer.
+
+  int CompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
+                     uLong *sourceLen);
+
+  int CompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
+                    uLong sourceLen);
+
+  // Emits gzip footer information, as needed.
+  // destLen should be at least MinFooterSize() long.
+  // Returns Z_OK, Z_MEM_ERROR, and Z_BUF_ERROR as in CompressChunk().
+  int CompressChunkDone(Bytef *dest, uLongf *destLen);
+
+  // Uncompress data one chunk at a time -- ie you can call this
+  // more than once.  To get this to work you need to call per-chunk
+  // and "done" routines.
+  //
+  // Returns Z_OK if success, Z_MEM_ERROR if there was not
+  // enough memory, Z_BUF_ERROR if there was not enough room in the
+  // output buffer.
+
+  int UncompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
+                       uLong *sourceLen);
+  int UncompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
+                      uLong sourceLen);
+
+  // Checks gzip footer information, as needed.  Mostly this just
+  // makes sure the checksums match.  Whenever you call this, it
+  // will assume the last 8 bytes from the previous UncompressChunk
+  // call are the footer.  Returns true iff everything looks ok.
+  bool UncompressChunkDone();
+
+  // Only meaningful for chunked compressing/uncompressing. It's true
+  // after initialization or reset and before the first chunk of
+  // user data is received.
+  bool first_chunk() const { return first_chunk_; }
+
+  // Convenience method to check if a bytestream has a header.  This
+  // is intended as a quick test: "Is this likely a GZip file?"
+  static bool HasGzipHeader(const char *source, int sourceLen);
+
+  // Have we parsed the complete gzip footer? When this result is true, it is
+  // time to call IsGzipFooterValid() / UncompressChunkDone().
+  bool IsGzipFooterComplete() const;
+
+  // Have we parsed the complete gzip footer, and does it match the
+  // length and CRC checksum of the content that we have uncompressed
+  // so far?
+  bool IsGzipFooterValid() const;
+
+  // Accessor for the uncompressed size (first added to address issue #509976)
+  uLong uncompressed_size() const { return uncompressed_size_; }
+
+ private:
+  int InflateInit();  // sets up the zlib inflate structure
+  int DeflateInit();  // sets up the zlib deflate structure
+
+  // These init the zlib data structures for compressing/uncompressing
+  int CompressInit(Bytef *dest, uLongf *destLen, const Bytef *source,
+                   uLong *sourceLen);
+  int UncompressInit(Bytef *dest, uLongf *destLen, const Bytef *source,
+                     uLong *sourceLen);
+  // Initialization method to be called if we hit an error while
+  // uncompressing. On hitting an error, call this method before
+  // returning the error.
+  void UncompressErrorInit();
+  // Helper functions to write gzip-specific data
+  int WriteGzipHeader();
+  int WriteGzipFooter(Bytef *dest, uLongf destLen);
+
+  // Helper function for both Compress and CompressChunk
+  int CompressChunkOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                         uLong sourceLen, int flush_mode);
+  int CompressAtMostOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                          uLong *sourceLen, int flush_mode);
+
+  // Likewise for UncompressAndUncompressChunk
+  int UncompressChunkOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                           uLong sourceLen, int flush_mode);
+
+  int UncompressAtMostOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
+                            uLong *sourceLen, int flush_mode);
+
+  // Initialization method to be called if we hit an error while
+  // compressing. On hitting an error, call this method before
+  // returning the error.
+  void CompressErrorInit();
+
+  struct Settings {
+    // compression level
+    int compression_level_;
+
+    // log base 2 of the window size used in compression
+    int window_bits_;
+
+    // specifies the amount of memory to be used by compressor (1-9)
+    int mem_level_;
+
+    // Controls behavior of UncompressAtMostOrAll with regards to returning
+    // Z_STREAM_END. See comments for SetDontHideStreamEnd.
+    bool dont_hide_zstream_end_;
+  };
+
+  // "Current" settings. These will be used whenever we next configure zlib.
+  // For example changing compression level or header mode will be recorded
+  // in these, but don't usually get applied immediately but on next compress.
+  Settings settings_;
+
+  // Settings last used to initialise and configure zlib. These are needed
+  // to know if the current desired configuration in settings_ is sufficiently
+  // compatible with the previous configuration and we can just reconfigure the
+  // underlying zlib objects, or have to recreate them from scratch.
+  Settings init_settings_;
+
+  z_stream comp_stream_;    // Zlib stream data structure
+  bool comp_init_;          // True if we have initialized comp_stream_
+  z_stream uncomp_stream_;  // Zlib stream data structure
+  bool uncomp_init_;        // True if we have initialized uncomp_stream_
+
+  // These are used only in gzip compression mode
+  uLong crc_;  // stored in gzip footer, fitting 4 bytes
+  uLong uncompressed_size_;
+
+  GZipHeader *gzip_header_;  // our gzip header state
+
+  Byte gzip_footer_[8];    // stored footer, used to uncompress
+  int gzip_footer_bytes_;  // num of footer bytes read so far, or -1
+
+  // These are used only with chunked compression.
+  bool first_chunk_;  // true if we need to emit headers with this chunk
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_COMPRESSION_GZIP_ZLIB_H_
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
new file mode 100644
index 00000000000..394d170531d
--- /dev/null
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
@@ -0,0 +1,599 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
+
+#include <algorithm>
+#include <random>
+#include <string>
+#include <vector>
+
+#include <gtest/gtest.h>
+#include "absl/strings/string_view.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+namespace {
+
+std::random_device rd;
+
+typedef std::mt19937_64 RandomEngine;
+
+int GetUniformRand(RandomEngine* rng, int max) {
+  std::uniform_int_distribution<int> uniform(0, max);
+  return uniform(*rng);
+}
+
+// Take some test headers and pass them to a GZipHeader, fragmenting
+// the headers in many different random ways.
+TEST(GzipHeader, FragmentTest) {
+  RandomEngine rng(rd());
+
+  struct TestCase {
+    const char* str;
+    int len;        // total length of the string
+    int cruft_len;  // length of the gzip header part
+  };
+  TestCase tests[] = {
+      // Basic header:
+      {"\037\213\010\000\216\176\356\075\002\003", 10, 0},
+
+      // Basic headers with crud on the end:
+      {"\037\213\010\000\216\176\356\075\002\003X", 11, 1},
+      {"\037\213\010\000\216\176\356\075\002\003XXX", 13, 3},
+
+      {
+          "\037\213\010\010\321\135\265\100\000\003"
+          "emacs\000",
+          16, 0  // with an FNAME of "emacs"
+      },
+      {
+          "\037\213\010\010\321\135\265\100\000\003"
+          "\000",
+          11, 0  // with an FNAME of zero bytes
+      },
+      {
+          "\037\213\010\020\321\135\265\100\000\003"
+          "emacs\000",
+          16, 0,  // with an FCOMMENT of "emacs"
+      },
+      {
+          "\037\213\010\020\321\135\265\100\000\003"
+          "\000",
+          11, 0,  // with an FCOMMENT of zero bytes
+      },
+      {
+          "\037\213\010\002\321\135\265\100\000\003"
+          "\001\002",
+          12, 0  // with an FHCRC
+      },
+      {
+          "\037\213\010\004\321\135\265\100\000\003"
+          "\003\000foo",
+          15, 0  // with an extra of "foo"
+      },
+      {
+          "\037\213\010\004\321\135\265\100\000\003"
+          "\000\000",
+          12, 0  // with an extra of zero bytes
+      },
+      {
+          "\037\213\010\032\321\135\265\100\000\003"
+          "emacs\000"
+          "emacs\000"
+          "\001\002",
+          24, 0  // with an FNAME of "emacs", FCOMMENT of "emacs", and FHCRC
+      },
+      {
+          "\037\213\010\036\321\135\265\100\000\003"
+          "\003\000foo"
+          "emacs\000"
+          "emacs\000"
+          "\001\002",
+          29, 0  // with an FNAME of "emacs", FCOMMENT of "emacs", FHCRC, "foo"
+      },
+      {
+          "\037\213\010\036\321\135\265\100\000\003"
+          "\003\000foo"
+          "emacs\000"
+          "emacs\000"
+          "\001\002"
+          "XXX",
+          32, 3  // FNAME of "emacs", FCOMMENT of "emacs", FHCRC, "foo", crud
+      },
+  };
+
+  // Test all the headers test cases.
+  for (auto test : tests) {
+    // Test many random ways they might be fragmented.
+    for (int j = 0; j < 1000; ++j) {
+      // Get the test case set up.
+      const char* p = test.str;
+      int bytes_left = test.len;
+      int bytes_read = 0;
+
+      // Pick some random places to fragment the headers.
+      const int num_fragments = GetUniformRand(&rng, bytes_left);
+      std::vector<int> fragment_starts;
+      for (int frag_num = 0; frag_num < num_fragments; ++frag_num) {
+        fragment_starts.push_back(GetUniformRand(&rng, bytes_left));
+      }
+      sort(fragment_starts.begin(), fragment_starts.end());
+
+      GZipHeader gzip_headers;
+      // Go through several fragments and pass them to the headers for parsing.
+      int frag_num = 0;
+      while (bytes_left > 0) {
+        const int fragment_len = (frag_num < num_fragments)
+                                     ? (fragment_starts[frag_num] - bytes_read)
+                                     : (test.len - bytes_read);
+        EXPECT_GE(fragment_len, 0);
+        const char* header_end = nullptr;
+        GZipHeader::Status status =
+            gzip_headers.ReadMore(p, fragment_len, &header_end);
+        bytes_read += fragment_len;
+        bytes_left -= fragment_len;
+        EXPECT_GE(bytes_left, 0);
+        p += fragment_len;
+        frag_num++;
+        if (bytes_left <= test.cruft_len) {
+          EXPECT_EQ(status, GZipHeader::COMPLETE_HEADER);
+          break;
+        } else {
+          EXPECT_EQ(status, GZipHeader::INCOMPLETE_HEADER);
+        }
+      }  // while
+    }    // for many fragmentations
+  }      // for all test case headers
+}
+
+// 1048576 == 2^20 == 1 MB
+#define MAX_BUF_SIZE 1048500
+#define MAX_BUF_FLEX 1048576
+
+void TestCompression(ZLib* zlib, const std::string& uncompbuf,
+                     const char* msg) {
+  uLongf complen = ZLib::MinCompressbufSize(uncompbuf.size());
+  std::string compbuf(complen, '\0');
+  int err = zlib->Compress((Bytef*)compbuf.data(), &complen,
+                           (Bytef*)uncompbuf.data(), uncompbuf.size());
+  EXPECT_EQ(Z_OK, err) << "  " << uncompbuf.size() << " bytes down to "
+                       << complen << " bytes.";
+
+  // Output data size should match input data size.
+  uLongf uncomplen2 = uncompbuf.size();
+  std::string uncompbuf2(uncomplen2, '\0');
+  err = zlib->Uncompress((Bytef*)&uncompbuf2[0], &uncomplen2,
+                         (Bytef*)compbuf.data(), complen);
+  EXPECT_EQ(Z_OK, err);
+
+  if (msg != nullptr) {
+    printf("Orig: %7lu  Compressed: %7lu  %5.3f %s\n", uncomplen2, complen,
+           (float)complen / uncomplen2, msg);
+  }
+
+  EXPECT_EQ(uncompbuf, absl::string_view(uncompbuf2.data(), uncomplen2))
+      << "Uncompression mismatch!";
+}
+
+// Take some test inputs and pass them to zlib, fragmenting the input randomly.
+void TestRandomGzipHeaderUncompress(ZLib* zlib) {
+  RandomEngine rng(rd());
+
+  struct TestCase {
+    const char* str;
+    int len;  // total length of the string
+  };
+  TestCase tests[] = {
+      {
+          // header, body ("hello, world!\n"), footer
+          "\037\213\010\000\216\176\356\075\002\003"
+          "\313\110\315\311\311\327\121\050\317\057\312\111\121\344\002\000"
+          "\300\337\061\266\016\000\000\000",
+          34,
+      },
+  };
+
+  std::string uncompbuf2(MAX_BUF_FLEX, '\0');
+  // Test all the headers test cases.
+  for (uint32_t i = 0; i < ABSL_ARRAYSIZE(tests); ++i) {
+    // Test many random ways they might be fragmented.
+    for (int j = 0; j < 5 * 1000; ++j) {
+      // Get the test case set up.
+      const char* p = tests[i].str;
+      int bytes_left = tests[i].len;
+      int bytes_read = 0;
+      int bytes_uncompressed = 0;
+      zlib->Reset();
+
+      // Pick some random places to fragment the headers.
+      const int num_fragments = GetUniformRand(&rng, bytes_left);
+      std::vector<int> fragment_starts;
+      for (int frag_num = 0; frag_num < num_fragments; ++frag_num) {
+        fragment_starts.push_back(GetUniformRand(&rng, bytes_left));
+      }
+      sort(fragment_starts.begin(), fragment_starts.end());
+
+      // Go through several fragments and pass them in for parsing.
+      int frag_num = 0;
+      while (bytes_left > 0) {
+        const int fragment_len = (frag_num < num_fragments)
+                                     ? (fragment_starts[frag_num] - bytes_read)
+                                     : (tests[i].len - bytes_read);
+        ASSERT_GE(fragment_len, 0);
+        if (fragment_len != 0) {  // zlib doesn't like 0-length buffers
+          uLongf uncomplen2 = uncompbuf2.size() - bytes_uncompressed;
+          int err =
+              zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + bytes_uncompressed,
+                                    &uncomplen2, (const Bytef*)p, fragment_len);
+          ASSERT_EQ(err, Z_OK);
+          bytes_uncompressed += uncomplen2;
+          bytes_read += fragment_len;
+          bytes_left -= fragment_len;
+          ASSERT_GE(bytes_left, 0);
+          p += fragment_len;
+        }
+        frag_num++;
+      }  // while bytes left to uncompress
+
+      ASSERT_TRUE(zlib->UncompressChunkDone());
+      EXPECT_EQ(sizeof("hello, world!\n") - 1, bytes_uncompressed);
+      EXPECT_EQ(
+          0, strncmp(uncompbuf2.data(), "hello, world!\n", bytes_uncompressed))
+          << "Uncompression mismatch, expected 'hello, world!\\n', "
+          << "got '" << absl::string_view(uncompbuf2.data(), bytes_uncompressed)
+          << "'";
+    }  // for many fragmentations
+  }    // for all test case headers
+}
+
+constexpr int32_t kMaxSizeUncompressedData = 10 * 1024 * 1024;  // 10MB
+
+void TestErrors(ZLib* zlib, const std::string& uncompbuf_str) {
+  const char* uncompbuf = uncompbuf_str.data();
+  const uLongf uncomplen = uncompbuf_str.size();
+  std::string compbuf(MAX_BUF_SIZE, '\0');
+  std::string uncompbuf2(MAX_BUF_FLEX, '\0');
+  int err;
+
+  uLongf complen = 23;  // don't give it enough space to compress
+  err = zlib->Compress((Bytef*)compbuf.data(), &complen, (Bytef*)uncompbuf,
+                       uncomplen);
+  EXPECT_EQ(Z_BUF_ERROR, err);
+
+  // OK, now successfully compress
+  complen = compbuf.size();
+  err = zlib->Compress((Bytef*)compbuf.data(), &complen, (Bytef*)uncompbuf,
+                       uncomplen);
+  EXPECT_EQ(Z_OK, err) << "  " << uncomplen << " bytes down to " << complen
+                       << " bytes.";
+
+  uLongf uncomplen2 = 10;  // not enough space to uncompress
+  err = zlib->Uncompress((Bytef*)&uncompbuf2[0], &uncomplen2,
+                         (Bytef*)compbuf.data(), complen);
+  EXPECT_EQ(Z_BUF_ERROR, err);
+
+  // Here we check what happens when we don't try to uncompress enough bytes
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->Uncompress((Bytef*)&uncompbuf2[0], &uncomplen2,
+                         (Bytef*)compbuf.data(), 23);
+  EXPECT_EQ(Z_BUF_ERROR, err);
+
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
+                              (Bytef*)compbuf.data(), 23);
+  EXPECT_EQ(Z_OK, err);  // it's ok if a single chunk is too small
+  if (err == Z_OK) {
+    EXPECT_FALSE(zlib->UncompressChunkDone())
+        << "UncompresDone() was happy with its 3 bytes of compressed data";
+  }
+
+  const int changepos = 0;
+  const char oldval = compbuf[changepos];  // corrupt the input
+  compbuf[changepos]++;
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->Uncompress((Bytef*)&uncompbuf2[0], &uncomplen2,
+                         (Bytef*)compbuf.data(), complen);
+  EXPECT_NE(Z_OK, err);
+
+  compbuf[changepos] = oldval;
+
+  // Make sure our memory-allocating uncompressor deals with problems gracefully
+  char* tmpbuf;
+  char tmp_compbuf[10] = "\255\255\255\255\255\255\255\255\255";
+  uncomplen2 = kMaxSizeUncompressedData;
+  err = zlib->UncompressGzipAndAllocate(
+      (Bytef**)&tmpbuf, &uncomplen2, (Bytef*)tmp_compbuf, sizeof(tmp_compbuf));
+  EXPECT_NE(Z_OK, err);
+  EXPECT_EQ(nullptr, tmpbuf);
+}
+
+void TestBogusGunzipRequest(ZLib* zlib) {
+  const Bytef compbuf[] = "This is not compressed";
+  const uLongf complen = sizeof(compbuf);
+  Bytef* uncompbuf;
+  uLongf uncomplen = 0;
+  int err =
+      zlib->UncompressGzipAndAllocate(&uncompbuf, &uncomplen, compbuf, complen);
+  EXPECT_EQ(Z_DATA_ERROR, err);
+}
+
+void TestGzip(ZLib* zlib, const std::string& uncompbuf_str) {
+  const char* uncompbuf = uncompbuf_str.data();
+  const uLongf uncomplen = uncompbuf_str.size();
+  std::string compbuf(MAX_BUF_SIZE, '\0');
+  std::string uncompbuf2(MAX_BUF_FLEX, '\0');
+
+  uLongf complen = compbuf.size();
+  int err = zlib->Compress((Bytef*)compbuf.data(), &complen, (Bytef*)uncompbuf,
+                           uncomplen);
+  EXPECT_EQ(Z_OK, err) << "  " << uncomplen << " bytes down to " << complen
+                       << " bytes.";
+
+  uLongf uncomplen2 = uncompbuf2.size();
+  err = zlib->Uncompress((Bytef*)&uncompbuf2[0], &uncomplen2,
+                         (Bytef*)compbuf.data(), complen);
+  EXPECT_EQ(Z_OK, err);
+  EXPECT_EQ(uncomplen, uncomplen2) << "Uncompression mismatch!";
+  EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen))
+      << "Uncompression mismatch!";
+
+  // Also try the auto-allocate uncompressor
+  char* tmpbuf;
+  err = zlib->UncompressGzipAndAllocate((Bytef**)&tmpbuf, &uncomplen2,
+                                        (Bytef*)compbuf.data(), complen);
+  EXPECT_EQ(Z_OK, err);
+  EXPECT_EQ(uncomplen, uncomplen2) << "Uncompression mismatch!";
+  EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen))
+      << "Uncompression mismatch!";
+  if (tmpbuf) free(tmpbuf);
+}
+
+void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
+                     int num_chunks) {
+  const char* uncompbuf = uncompbuf_str.data();
+  const uLongf uncomplen = uncompbuf_str.size();
+  std::string compbuf(MAX_BUF_SIZE, '\0');
+  std::string uncompbuf2(MAX_BUF_FLEX, '\0');
+  EXPECT_GT(num_chunks, 2);
+
+  // uncompbuf2 is larger than uncompbuf to test for decoding too much
+  //
+  // Note that it is possible to receive num_chunks+1 total
+  // chunks, due to rounding error.
+  const int chunklen = uncomplen / num_chunks;
+  int chunknum, i, err;
+  int cum_len[100];  // cumulative compressed length, max to 100
+  cum_len[0] = 0;
+  for (chunknum = 0, i = 0; i < uncomplen; i += chunklen, chunknum++) {
+    uLongf complen = compbuf.size() - cum_len[chunknum];
+    // Make sure the last chunk gets the correct chunksize.
+    int chunksize = (uncomplen - i) < chunklen ? (uncomplen - i) : chunklen;
+    err = zlib->CompressChunk((Bytef*)compbuf.data() + cum_len[chunknum],
+                              &complen, (Bytef*)uncompbuf + i, chunksize);
+    ASSERT_EQ(Z_OK, err) << "  " << uncomplen << " bytes down to " << complen
+                         << " bytes.";
+    cum_len[chunknum + 1] = cum_len[chunknum] + complen;
+  }
+  uLongf complen = compbuf.size() - cum_len[chunknum];
+  err = zlib->CompressChunkDone((Bytef*)compbuf.data() + cum_len[chunknum],
+                                &complen);
+  EXPECT_EQ(Z_OK, err);
+  cum_len[chunknum + 1] = cum_len[chunknum] + complen;
+
+  for (chunknum = 0, i = 0; i < uncomplen; i += chunklen, chunknum++) {
+    uLongf uncomplen2 = uncomplen - i;
+    // Make sure the last chunk gets the correct chunksize.
+    int expected = uncomplen2 < chunklen ? uncomplen2 : chunklen;
+    err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + i, &uncomplen2,
+                                (Bytef*)compbuf.data() + cum_len[chunknum],
+                                cum_len[chunknum + 1] - cum_len[chunknum]);
+    EXPECT_EQ(Z_OK, err);
+    EXPECT_EQ(expected, uncomplen2)
+        << "Uncompress size is " << uncomplen2 << ", not " << expected;
+  }
+  // There should be no further uncompressed bytes, after uncomplen bytes.
+  uLongf uncomplen2 = uncompbuf2.size() - uncomplen;
+  EXPECT_NE(0, uncomplen2);
+  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + uncomplen, &uncomplen2,
+                              (Bytef*)compbuf.data() + cum_len[chunknum],
+                              cum_len[chunknum + 1] - cum_len[chunknum]);
+  EXPECT_EQ(Z_OK, err);
+  EXPECT_EQ(0, uncomplen2);
+  EXPECT_TRUE(zlib->UncompressChunkDone());
+
+  // Those uncomplen bytes should match.
+  EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen))
+      << "Uncompression mismatch!";
+
+  // Now test to make sure resetting works properly
+  // (1) First, uncompress the first chunk and make sure it's ok
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
+                              (Bytef*)compbuf.data(), cum_len[1]);
+  EXPECT_EQ(Z_OK, err);
+  EXPECT_EQ(chunklen, uncomplen2) << "Uncompression mismatch!";
+  // The first uncomplen2 bytes should match, where uncomplen2 is the number of
+  // successfully uncompressed bytes by the most recent UncompressChunk call.
+  // The remaining (uncomplen - uncomplen2) bytes would still match if the
+  // uncompression guaranteed not to modify the buffer other than those first
+  // uncomplen2 bytes, but there is no such guarantee.
+  EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen2))
+      << "Uncompression mismatch!";
+
+  // (2) Now, try the first chunk again and see that there's an error
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
+                              (Bytef*)compbuf.data(), cum_len[1]);
+  EXPECT_EQ(Z_DATA_ERROR, err);
+
+  // (3) Now reset it and try again, and see that it's ok
+  zlib->Reset();
+  uncomplen2 = uncompbuf2.size();
+  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
+                              (Bytef*)compbuf.data(), cum_len[1]);
+  EXPECT_EQ(Z_OK, err);
+  EXPECT_EQ(chunklen, uncomplen2) << "Uncompression mismatch!";
+  EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen2))
+      << "Uncompression mismatch!";
+
+  // (4) Make sure we can tackle output buffers that are too small
+  // with the *AtMost() interfaces.
+  uLong source_len = cum_len[2] - cum_len[1];
+  EXPECT_GT(source_len, 1);
+  // uncomplen2 = source_len/2;
+  uncomplen2 = 2;  // fixed as we use fixed strings now
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0], &uncomplen2,
+                               (Bytef*)(compbuf.data() + cum_len[1]),
+                               &source_len);
+  EXPECT_EQ(Z_BUF_ERROR, err);
+
+  EXPECT_EQ(0, memcmp(uncompbuf + chunklen, uncompbuf2.data(), uncomplen2))
+      << "Uncompression mismatch!";
+
+  const int saveuncomplen2 = uncomplen2;
+  uncomplen2 = uncompbuf2.size() - uncomplen2;
+  // Uncompress the rest of the chunk.
+  err = zlib->UncompressAtMost(
+      (Bytef*)&uncompbuf2[0], &uncomplen2,
+      (Bytef*)(compbuf.data() + cum_len[2] - source_len), &source_len);
+
+  EXPECT_EQ(Z_OK, err);
+
+  EXPECT_EQ(0, memcmp(uncompbuf + chunklen + saveuncomplen2, uncompbuf2.data(),
+                      uncomplen2))
+      << "Uncompression mismatch!";
+
+  // (5) Finally, reset again
+  zlib->Reset();
+}
+
+void TestFooterBufferTooSmall(ZLib* zlib) {
+  uLongf footer_len = zlib->MinFooterSize() - 1;
+  ASSERT_EQ(9, footer_len);
+  Bytef footer_buffer[9];
+  int err = zlib->CompressChunkDone(footer_buffer, &footer_len);
+  ASSERT_EQ(Z_BUF_ERROR, err);
+  ASSERT_EQ(0, footer_len);
+}
+
+TEST(ZLibTest, HugeCompression) {
+  // Just big enough to trigger 32 bit overflow in MinCompressbufSize()
+  // calculation.
+  const uLong HUGE_DATA_SIZE = 0x81000000;
+
+  // Construct an easily compressible huge buffer.
+  std::string uncompbuf(HUGE_DATA_SIZE, 'A');
+
+  ZLib zlib;
+  zlib.SetCompressionLevel(6);
+  TestCompression(&zlib, uncompbuf, nullptr);
+}
+
+// TODO(wenboz): random size randm data
+const char kText[] = "1234567890abcdefghijklmnopqrstuvwxyz";
+
+TEST(ZLibTest, Compression) {
+  const std::string uncompbuf = kText;
+  ZLib zlib;
+  zlib.SetCompressionLevel(6);
+
+  TestCompression(&zlib, uncompbuf, "fixed size");
+}
+
+TEST(ZLibTest, OtherErrors) {
+  const std::string uncompbuf = kText;
+  ZLib zlib;
+
+  TestErrors(&zlib, uncompbuf);
+
+  TestBogusGunzipRequest(&zlib);
+}
+
+TEST(ZLibTest, UncompressChunkedHeaders) {
+  // TestGzipHeaderUncompress(&zlib);
+
+  ZLib zlib;
+  TestRandomGzipHeaderUncompress(&zlib);
+}
+
+TEST(ZLibTest, GzipCompression) {
+  const std::string uncompbuf = kText;
+  ZLib zlib;
+
+  TestGzip(&zlib, uncompbuf);
+
+  // Try compressing again using the same ZLib
+  TestGzip(&zlib, uncompbuf);
+}
+
+TEST(ZLibTest, ChunkedCompression) {
+  const std::string uncompbuf = kText;
+  ZLib zlib;
+
+  TestChunkedGzip(&zlib, uncompbuf, 5);
+
+  // Try compressing again using the same ZLib
+  TestChunkedGzip(&zlib, uncompbuf, 6);
+
+  // In theory we can mix and match the type of compression we do
+  TestGzip(&zlib, uncompbuf);
+  TestChunkedGzip(&zlib, uncompbuf, 8);
+
+  // Test writing final chunk and footer into buffer that's too small.
+  TestFooterBufferTooSmall(&zlib);
+
+  TestGzip(&zlib, uncompbuf);
+}
+
+TEST(ZLibTest, BytewiseRead) {
+  std::string text =
+      "v nedrah tundry vydra v getrah tyrit v vedrah yadra kedra";
+  size_t text_len = text.size();
+  size_t archive_len = ZLib::MinCompressbufSize(text_len);
+  std::string archive(archive_len, '\0');
+  size_t decompressed_len = text_len + 1;
+  std::string decompressed(decompressed_len, '\0');
+  size_t decompressed_offset = 0;
+
+  ZLib compressor;
+  int rc = compressor.Compress((Bytef*)archive.data(), &archive_len,
+                               (Bytef*)text.data(), text_len);
+  ASSERT_EQ(rc, Z_OK);
+
+  ZLib zlib;
+  for (size_t i = 0; i < archive_len; ++i) {
+    size_t source_len = 1;
+    size_t dest_len = decompressed_len - decompressed_offset;
+    rc = zlib.UncompressAtMost(
+        (Bytef*)decompressed.data() + decompressed_offset, &dest_len,
+        (Bytef*)archive.data() + i, &source_len);
+    ASSERT_EQ(rc, Z_OK);
+    ASSERT_EQ(source_len, 0);
+    decompressed_offset += dest_len;
+  }
+
+  ASSERT_TRUE(zlib.IsGzipFooterValid());
+  ASSERT_EQ(decompressed_offset, text_len);
+
+  std::string truncated_output(decompressed.data(), text_len);
+  ASSERT_EQ(truncated_output, text);
+}
+
+}  // namespace
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow

From 1a222d96518560e57241290be516ebc21a12576e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 22:01:55 -0700
Subject: [PATCH 1360/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216302442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c0b4c442f2..deeecb294db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08b8b8fa1214d112f7513b7f9dfdf858803a55ebcf75be2e70c0cc9f10deef58",
-    git_commit = "9b558126e31d25ec4e82cb4f50033d6eca44349a",
+    sha256 = "3741643fc6b535588a2581d296feee6fdc2ef6b7e00a413c7e1f0ea408449809",
+    git_commit = "d58712b7fc8de0e1f87fe2ea5221bc3c85230ed3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b1796b4ea846cad9ed8a53f2c279e89deb4afac4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Oct 2018 23:02:29 -0700
Subject: [PATCH 1361/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216306407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index deeecb294db..8931e5bd109 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3741643fc6b535588a2581d296feee6fdc2ef6b7e00a413c7e1f0ea408449809",
-    git_commit = "d58712b7fc8de0e1f87fe2ea5221bc3c85230ed3",
+    sha256 = "410f2864227e234c9872ad93074335dcb7333715649c4a911376b7d40a2dce17",
+    git_commit = "a593c6885bec8c545665ec2f25d794777be55ba9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e94c35253006ec6750ca239b423f5744405758ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 00:02:38 -0700
Subject: [PATCH 1362/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216310403
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8931e5bd109..2eb350badb6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "410f2864227e234c9872ad93074335dcb7333715649c4a911376b7d40a2dce17",
-    git_commit = "a593c6885bec8c545665ec2f25d794777be55ba9",
+    sha256 = "9324938ce5fa1cc9c9455ee2de06c515dd8795c6b478477da412d9309aeb8605",
+    git_commit = "d1f0494b89a31298df7743018c0a3fa388ac16a2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 14b10acef626d26711255a7b87ce060555a22f78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 02:00:51 -0700
Subject: [PATCH 1363/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216321891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2eb350badb6..d37adc8e43d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9324938ce5fa1cc9c9455ee2de06c515dd8795c6b478477da412d9309aeb8605",
-    git_commit = "d1f0494b89a31298df7743018c0a3fa388ac16a2",
+    sha256 = "65199d970c42430a68c82fe48abb983edb8bb3c3c0a29778accb80ce26559d1c",
+    git_commit = "129bb5e845ccb2ab6339e85d39545800dac6ca33",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b3654dee152859a4b32c48423133a9d35994066 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 05:01:41 -0700
Subject: [PATCH 1364/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216338832
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d37adc8e43d..7e856707ce8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65199d970c42430a68c82fe48abb983edb8bb3c3c0a29778accb80ce26559d1c",
-    git_commit = "129bb5e845ccb2ab6339e85d39545800dac6ca33",
+    sha256 = "5f77aae31f0614f112e3fe3c31aa9d189b656f946498b465f28da14b8045303e",
+    git_commit = "69f60d4c8cb5edb6fdc63b837b6db29562d28744",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 12a7eb42632c8c94cbe138472aed18b345d3db32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 08:01:11 -0700
Subject: [PATCH 1365/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216356960
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e856707ce8..da8a24a1c30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f77aae31f0614f112e3fe3c31aa9d189b656f946498b465f28da14b8045303e",
-    git_commit = "69f60d4c8cb5edb6fdc63b837b6db29562d28744",
+    sha256 = "82f6fb453e43701cabbab02801b240eff43119a0ec6039b610918891b2e0b2e2",
+    git_commit = "e730b261f9028b2f3430461b82c30c86b9ece22f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 65ae27519a0b19d88271bd0a9fa69c8a5546a487 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 09:01:01 -0700
Subject: [PATCH 1366/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216365183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da8a24a1c30..1c52a8615dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82f6fb453e43701cabbab02801b240eff43119a0ec6039b610918891b2e0b2e2",
-    git_commit = "e730b261f9028b2f3430461b82c30c86b9ece22f",
+    sha256 = "43a5bdfa9c0390d1b295983c3889de0034b6dbeed68389a1762fdf61288fc569",
+    git_commit = "a9a44b070bf639ee9bd60f0fd21157a297cd7f82",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 842e1e71e4852372ba88d584f3e2a285ce06a842 Mon Sep 17 00:00:00 2001
From: vfdev <vfdev.5@gmail.com>
Date: Tue, 9 Oct 2018 23:30:43 +0200
Subject: [PATCH 1367/8103] Update serving_inception.md

---
 tensorflow_serving/g3doc/serving_inception.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
index 4700618bbdd..c2c5f1fa3a4 100644
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ b/tensorflow_serving/g3doc/serving_inception.md
@@ -82,7 +82,7 @@ This should result in output like:
 
 ```console
 Successfully loaded model from inception-v3/model.ckpt-157585 at step=157585.
-Exporting trained moedl to models/inception/1
+Exporting trained model to models/inception/1
 Successfully exported model to models/inception
 $ ls models/inception
 1

From 845c56d38c3638c12788895a4e4b814bd8696c52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 15:02:27 -0700
Subject: [PATCH 1368/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216429370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c52a8615dc..f06bfc69f1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43a5bdfa9c0390d1b295983c3889de0034b6dbeed68389a1762fdf61288fc569",
-    git_commit = "a9a44b070bf639ee9bd60f0fd21157a297cd7f82",
+    sha256 = "59ac8d21b73a16c028f62d782ae873fcf3da9740fe3dc4eb6c01f193ee350b62",
+    git_commit = "5d9a7fdf4f02c2db487a03e7ad2d520f8847c4e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1eda45183626bd378accf309826077f2369749b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 16:03:09 -0700
Subject: [PATCH 1369/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216439920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f06bfc69f1d..79423c3d955 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59ac8d21b73a16c028f62d782ae873fcf3da9740fe3dc4eb6c01f193ee350b62",
-    git_commit = "5d9a7fdf4f02c2db487a03e7ad2d520f8847c4e3",
+    sha256 = "b46af882bfad1100460e1105e7f27931fbd4b783466a3f9dd9069b49b3b5c495",
+    git_commit = "950cf87104bfee28e2165fe368f66337b8a1336d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From edec3fe2b652c6443236b291f59f2726fea98b23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Oct 2018 22:02:08 -0700
Subject: [PATCH 1370/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216476131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79423c3d955..e584becb2c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b46af882bfad1100460e1105e7f27931fbd4b783466a3f9dd9069b49b3b5c495",
-    git_commit = "950cf87104bfee28e2165fe368f66337b8a1336d",
+    sha256 = "4792e5797d7cef9324daf38728d46dcc5dd32d7cb744f6cdc923164c5a9927de",
+    git_commit = "5d670479c6ea20c510fa46ae1bb45123df75e067",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 250f4c0338e0c6dbd1485934fbc6fdde0db66951 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 00:00:50 -0700
Subject: [PATCH 1371/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216483949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e584becb2c5..5b0a20a9898 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4792e5797d7cef9324daf38728d46dcc5dd32d7cb744f6cdc923164c5a9927de",
-    git_commit = "5d670479c6ea20c510fa46ae1bb45123df75e067",
+    sha256 = "673001d3e03324ac81d76562202016f7bc6b677a62086ef72388b6fc4d91a4fe",
+    git_commit = "dcf641daac0f2fee74eafbb0de1d32f6c8c4c6fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 645363f83d76981e24bddac29796b22e8944983a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 05:01:22 -0700
Subject: [PATCH 1372/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216511759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b0a20a9898..94a008a23f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "673001d3e03324ac81d76562202016f7bc6b677a62086ef72388b6fc4d91a4fe",
-    git_commit = "dcf641daac0f2fee74eafbb0de1d32f6c8c4c6fd",
+    sha256 = "d7d0baa6fc4150bd0756821a9ae0b1d3dad77461a2b4bcb01a8c1993c3ee258c",
+    git_commit = "028ca321cb7b476868dcb39585d5cd361d81f05f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a25b0dad3984d3b154db1144df9d3b447b19aae6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ville=20T=C3=B6rh=C3=B6nen?= <ville@torhonen.fi>
Date: Wed, 10 Oct 2018 18:28:40 +0300
Subject: [PATCH 1373/8103] Add support for listening gRPC over UNIX socket

---
 tensorflow_serving/model_servers/main.cc   |  4 ++++
 tensorflow_serving/model_servers/server.cc | 12 ++++++++++++
 tensorflow_serving/model_servers/server.h  |  1 +
 3 files changed, 17 insertions(+)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2a9d00a85cc..ee00e235f8c 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -59,6 +59,10 @@ int main(int argc, char** argv) {
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &options.grpc_port,
                        "Port to listen on for gRPC API"),
+      tensorflow::Flag("grpc_socket_path", &options.grpc_socket_path,
+                       "If non-empty, listen to a UNIX socket for gRPC API "
+                       "on the given path. Can be either relative or absolute "
+                       "path."),
       tensorflow::Flag("rest_api_port", &options.http_port,
                        "Port to listen on for HTTP/REST API. If set to zero "
                        "HTTP/REST API will not be exported. This port must be "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index f3b75d7132e..ca42b84fab7 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -263,6 +263,14 @@ Status Server::BuildAndStart(const Options& server_options) {
   builder.AddListeningPort(
       server_address,
       BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+  // If defined, listen to a UNIX socket for gRPC.
+  const string grpc_socket_path = server_options.grpc_socket_path;
+  const string grpc_socket_uri = "unix:" + grpc_socket_path;
+  if (!grpc_socket_path.empty()) {
+    builder.AddListeningPort(
+      grpc_socket_uri,
+      BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+  }
   builder.RegisterService(model_service_.get());
   builder.RegisterService(prediction_service_.get());
   builder.SetMaxMessageSize(tensorflow::kint32max);
@@ -284,6 +292,10 @@ Status Server::BuildAndStart(const Options& server_options) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
   LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
+  if (!grpc_socket_path.empty()) {
+    LOG(INFO) << "Running gRPC ModelServer at UNIX socket "
+              << grpc_socket_uri << "...";
+  }
 
   if (server_options.http_port != 0) {
     if (server_options.http_port != server_options.grpc_port) {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 5b01ffa9346..85f177cffe1 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -39,6 +39,7 @@ class Server {
     //
     tensorflow::int32 grpc_port = 8500;
     tensorflow::string grpc_channel_arguments;
+    tensorflow::string grpc_socket_path;
 
     //
     // HTTP Server options.

From f07c2d2ab0a4053bc4e858c9107315d1838dbb21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 09:02:39 -0700
Subject: [PATCH 1374/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216538699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94a008a23f9..a3471906f03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7d0baa6fc4150bd0756821a9ae0b1d3dad77461a2b4bcb01a8c1993c3ee258c",
-    git_commit = "028ca321cb7b476868dcb39585d5cd361d81f05f",
+    sha256 = "be87e637632d28100f3e6341dbc17fcb1dba70cbd6f5be184cba079e2bc99c68",
+    git_commit = "93226f635c5c108b3b501d8bbcf27e64dec49fb9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80047bccdb947393ef173aa065038ccb3fc4e4d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 10:01:43 -0700
Subject: [PATCH 1375/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216547667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3471906f03..107ec6d85d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be87e637632d28100f3e6341dbc17fcb1dba70cbd6f5be184cba079e2bc99c68",
-    git_commit = "93226f635c5c108b3b501d8bbcf27e64dec49fb9",
+    sha256 = "442b7a377af02ba11e1cd7213cf2fc9c5ed235d807b756ce76035a6e640396cf",
+    git_commit = "828e374bfbe788a1c5ddbdbbd36149785ad6d0e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eb1fbbf681ec6f90970df7770a8915bed4e08dad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 11:01:48 -0700
Subject: [PATCH 1376/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216558378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 107ec6d85d2..b417de95abc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "442b7a377af02ba11e1cd7213cf2fc9c5ed235d807b756ce76035a6e640396cf",
-    git_commit = "828e374bfbe788a1c5ddbdbbd36149785ad6d0e6",
+    sha256 = "668601fc5bac344b47971c138d6e83d7d05c9a846de64a9a679b3f9c25dc7fd7",
+    git_commit = "e09ddb4290f74f053c6420d7bc140486b237404b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 998689d05b89b67080f0918f103a3ee62297ca0e Mon Sep 17 00:00:00 2001
From: wenboz <wenboz@google.com>
Date: Wed, 10 Oct 2018 11:50:16 -0700
Subject: [PATCH 1377/8103] No public changes.

PiperOrigin-RevId: 216567292
---
 tensorflow_serving/util/net_http/compression/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index 93fd60c17e0..ef098d140e8 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -28,7 +28,7 @@ cc_library(
 
 cc_test(
     name = "gzip_zlib_test",
-    size = "medium",
+    size = "large",
     srcs = ["gzip_zlib_test.cc"],
     features = ["-layering_check"],
     deps = [

From d7e74e0285b456415b3b20d61b4ad638ea6d59c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 12:01:53 -0700
Subject: [PATCH 1378/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216569304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b417de95abc..2aba5c0a851 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "668601fc5bac344b47971c138d6e83d7d05c9a846de64a9a679b3f9c25dc7fd7",
-    git_commit = "e09ddb4290f74f053c6420d7bc140486b237404b",
+    sha256 = "1b7c1a1e44dd8868e1bbd833e9f17bf1f73837c0ebe7830183d8c83082cb13ed",
+    git_commit = "dbac4acb330663c4a3b8a167b9f83c5b9acc95fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 96fa4b53565f86490b31a01492cdac071ebc3e11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 13:02:06 -0700
Subject: [PATCH 1379/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216578667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2aba5c0a851..8e036e7a3c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b7c1a1e44dd8868e1bbd833e9f17bf1f73837c0ebe7830183d8c83082cb13ed",
-    git_commit = "dbac4acb330663c4a3b8a167b9f83c5b9acc95fe",
+    sha256 = "575d2e08b3eea298899dfc0f6873466f153bf89af53299febb1a95ad2bb96f61",
+    git_commit = "73177c09d6ef3716aa449c1f0d7afd992c91dcd7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 29a81eec05099702cfe068be1af0f14e60c38f60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 14:01:57 -0700
Subject: [PATCH 1380/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216588770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e036e7a3c2..30cac457ab0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "575d2e08b3eea298899dfc0f6873466f153bf89af53299febb1a95ad2bb96f61",
-    git_commit = "73177c09d6ef3716aa449c1f0d7afd992c91dcd7",
+    sha256 = "6fd702e0d1e89cee4dca603c992464b5cfd3ae90c88f13fb020118e98236bf71",
+    git_commit = "dbbb44ec54ea4d8ae028eed6cae9240112d8340c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 73c7f262c784eaaca1e928d91d88ab8a47c0e055 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 15:02:20 -0700
Subject: [PATCH 1381/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216599337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30cac457ab0..8283d7b3535 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fd702e0d1e89cee4dca603c992464b5cfd3ae90c88f13fb020118e98236bf71",
-    git_commit = "dbbb44ec54ea4d8ae028eed6cae9240112d8340c",
+    sha256 = "95d2c6aa888d97abfc4c8358dac84046754c74ae1da84fea0654b7ff30f0f502",
+    git_commit = "3fb4383c772ed8c5dc25bc903d6be694b70bf70a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0037a58c7ce2e97376bfedf81e68b446e4d812e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 16:01:56 -0700
Subject: [PATCH 1382/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216609334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8283d7b3535..52d9830c51f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95d2c6aa888d97abfc4c8358dac84046754c74ae1da84fea0654b7ff30f0f502",
-    git_commit = "3fb4383c772ed8c5dc25bc903d6be694b70bf70a",
+    sha256 = "dd59e525f7893d17ab20abc0249bc9ecf8b7586e2d2fd004a35f16779c5ec8b4",
+    git_commit = "8e468c33d22b8da61b02254d648759860f9426bb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 91f3a94982e8266c0ed0b1fef9e043e2da646c50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 19:01:43 -0700
Subject: [PATCH 1383/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216631580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52d9830c51f..78c1b6c5407 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd59e525f7893d17ab20abc0249bc9ecf8b7586e2d2fd004a35f16779c5ec8b4",
-    git_commit = "8e468c33d22b8da61b02254d648759860f9426bb",
+    sha256 = "41cd3ae1887cd3d986eeb7fefbac5c0cc16bfab8bc2ccf260ae50f4baa1c0b83",
+    git_commit = "d45c30fa4cf35a0cc71c8b18c2b710d1a3559aee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb3d9484a3085fcef688c89398b160ca327665f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 20:02:00 -0700
Subject: [PATCH 1384/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216635744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78c1b6c5407..93a51d4118e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41cd3ae1887cd3d986eeb7fefbac5c0cc16bfab8bc2ccf260ae50f4baa1c0b83",
-    git_commit = "d45c30fa4cf35a0cc71c8b18c2b710d1a3559aee",
+    sha256 = "7a4b6d69ae6c80cc276e97250b29577c36dee64714b67f29592e447a1d87c888",
+    git_commit = "9ef04f539932c286bcf6c9b05c06b5c3981bd892",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd09be4fc07b969015fcb6a864d6e823200ed354 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 21:02:39 -0700
Subject: [PATCH 1385/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216640609
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93a51d4118e..c435783e546 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a4b6d69ae6c80cc276e97250b29577c36dee64714b67f29592e447a1d87c888",
-    git_commit = "9ef04f539932c286bcf6c9b05c06b5c3981bd892",
+    sha256 = "3a3df814ce8f877358621f781f9bfdd5de7c0cb9ae3e5df16bb38df8d1aa686e",
+    git_commit = "905deeaadd41d529461d8a6666e9cf46f0097a8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1369345c24faef1e7da0bf4f077dde9440009552 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Oct 2018 21:45:26 -0700
Subject: [PATCH 1386/8103] PiperOrigin-RevId: 216643785

---
 tensorflow_serving/apis/BUILD | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 2f4862ac0b5..a5a5a6f4242 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -48,7 +48,6 @@ serving_proto_library(
     name = "input_proto",
     srcs = ["input.proto"],
     cc_api_version = 2,
-    js_api_version = 2,
     deps = [
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
@@ -78,7 +77,6 @@ serving_proto_library(
     name = "model_proto",
     srcs = ["model.proto"],
     cc_api_version = 2,
-    js_api_version = 2,
     deps = [
         "@protobuf_archive//:cc_wkt_protos",
     ],

From 4bc5f4410346f7d708fd07a0678c8001b580310c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 01:02:04 -0700
Subject: [PATCH 1387/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216657742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c435783e546..2f125d0496c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a3df814ce8f877358621f781f9bfdd5de7c0cb9ae3e5df16bb38df8d1aa686e",
-    git_commit = "905deeaadd41d529461d8a6666e9cf46f0097a8f",
+    sha256 = "e045c8ee1ed435e987519efd66bf394897c6fec76221c55778610b83c191fd80",
+    git_commit = "96a633367ecd5ae9b31e128c2436b1a3f81b27fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d54b16b0468f65c72fb93886db71baef24f31fec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 05:06:10 -0700
Subject: [PATCH 1388/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216679332
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f125d0496c..fc3c59c8cd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e045c8ee1ed435e987519efd66bf394897c6fec76221c55778610b83c191fd80",
-    git_commit = "96a633367ecd5ae9b31e128c2436b1a3f81b27fd",
+    sha256 = "0c41f2c97f3f3ce29bdba89fb85bd89a74715e5fcbb2d397bec2d4343af28e2f",
+    git_commit = "100f9dee3115d892be1a39ae023bd80e24bf70eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0ce8f77b92d369c18bb582f982f29ee053d9d64f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 09:02:19 -0700
Subject: [PATCH 1389/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216704705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc3c59c8cd9..39e51874670 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c41f2c97f3f3ce29bdba89fb85bd89a74715e5fcbb2d397bec2d4343af28e2f",
-    git_commit = "100f9dee3115d892be1a39ae023bd80e24bf70eb",
+    sha256 = "2babb64685a99b76f2857a7ff2995c89c242a26543266a7eedaa2c1b4b1ee977",
+    git_commit = "4c080129c62d625c3f57c7d9ee6d8dab8e91ca1e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 317dc62342c7eba1b80fc80e58a08fbd509b71fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 12:02:02 -0700
Subject: [PATCH 1390/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216736958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39e51874670..be532fa7e08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2babb64685a99b76f2857a7ff2995c89c242a26543266a7eedaa2c1b4b1ee977",
-    git_commit = "4c080129c62d625c3f57c7d9ee6d8dab8e91ca1e",
+    sha256 = "9ebf2a0ad2cf7dec415fa357b66d4cb119fe17b7dfea69ff654305a6250a1576",
+    git_commit = "2502702e23e448dcef0fdd13d7e3049f6b5c9726",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 28d1c0d7349fe1392c8b7170d5d7dfc64a9d284d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 13:02:21 -0700
Subject: [PATCH 1391/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216746601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be532fa7e08..8e0c6f132d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ebf2a0ad2cf7dec415fa357b66d4cb119fe17b7dfea69ff654305a6250a1576",
-    git_commit = "2502702e23e448dcef0fdd13d7e3049f6b5c9726",
+    sha256 = "deadef48f13c149a46d2f8505efad219a8844b4bac0bdb8008c96310bb13b7da",
+    git_commit = "5c286cf56d6cdd50092ce131a677dd69ab573061",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 89c7ad8fb13ad6ee5805bf8579dddd2eb83b0381 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 14:01:49 -0700
Subject: [PATCH 1392/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216756521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e0c6f132d6..465acc462fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "deadef48f13c149a46d2f8505efad219a8844b4bac0bdb8008c96310bb13b7da",
-    git_commit = "5c286cf56d6cdd50092ce131a677dd69ab573061",
+    sha256 = "f0f894be179a150f068f44ac8447414e74725a3741a221ece663ca140c98e26a",
+    git_commit = "3fd902b26cb09374a19391058ca0b72d997e76b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cec2089c0f3dc29250179b9d2f6e82478066e427 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 15:02:22 -0700
Subject: [PATCH 1393/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216767253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 465acc462fc..f5be795fffe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0f894be179a150f068f44ac8447414e74725a3741a221ece663ca140c98e26a",
-    git_commit = "3fd902b26cb09374a19391058ca0b72d997e76b2",
+    sha256 = "d6e1d075fd6eaa9353ba5f65b2e94f787de5076f1abb94f5c6b7f2f3c98cf220",
+    git_commit = "3f750304649c5928638e13dc96380ab5c1005f0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d84997da0492ffb5fddab2639e78dc13ed502b84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 16:01:57 -0700
Subject: [PATCH 1394/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216776986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5be795fffe..1b129ccaa73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6e1d075fd6eaa9353ba5f65b2e94f787de5076f1abb94f5c6b7f2f3c98cf220",
-    git_commit = "3f750304649c5928638e13dc96380ab5c1005f0e",
+    sha256 = "8eb58adc4689aeff236d67f6be6044ab255a0543ce1b51a5ae38737577abb878",
+    git_commit = "e70b97f778cd19949f80eb72ea115c8fe8cde8fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2bcf5ff5e7cf37c35c0f058dba0bb0a8102ec76e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 17:02:09 -0700
Subject: [PATCH 1395/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216785974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b129ccaa73..36725ee8524 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8eb58adc4689aeff236d67f6be6044ab255a0543ce1b51a5ae38737577abb878",
-    git_commit = "e70b97f778cd19949f80eb72ea115c8fe8cde8fe",
+    sha256 = "833073e191f92055bb3aa570f378a98eb7724e02521e71bfb332f8c1316dac68",
+    git_commit = "15a8a88452041517b7711d099ccd04a130c20d70",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From de0f2725d632f8f20e5a7b9bbc299c6250847bb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 18:01:45 -0700
Subject: [PATCH 1396/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216792748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36725ee8524..46227d603a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "833073e191f92055bb3aa570f378a98eb7724e02521e71bfb332f8c1316dac68",
-    git_commit = "15a8a88452041517b7711d099ccd04a130c20d70",
+    sha256 = "a76f604020bc7443a90ea0cb56c16d52968dd8e9fed742a2168488a01155daf9",
+    git_commit = "cb8f301d8e94a393c9bce4c6e1b96ba163b41603",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd0369acd744ba75a3562c31cad623f7f2a5c3d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 19:01:51 -0700
Subject: [PATCH 1397/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216798281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46227d603a9..373f7085fb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a76f604020bc7443a90ea0cb56c16d52968dd8e9fed742a2168488a01155daf9",
-    git_commit = "cb8f301d8e94a393c9bce4c6e1b96ba163b41603",
+    sha256 = "f0e192f132f71761423e135ec277303fd50dbaedc02c20d7b98df2571d5f68ac",
+    git_commit = "7c2fb35f1ae4fcd74199757bccafb1702221352a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c0960079984732441c63027e2ec5f00f14530574 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 11 Oct 2018 19:10:30 -0700
Subject: [PATCH 1398/8103] Update comments in ResNet client script

PiperOrigin-RevId: 216799189
---
 tensorflow_serving/example/resnet_client.py | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/tensorflow_serving/example/resnet_client.py b/tensorflow_serving/example/resnet_client.py
index 955abb7208c..d4ec0825f7d 100644
--- a/tensorflow_serving/example/resnet_client.py
+++ b/tensorflow_serving/example/resnet_client.py
@@ -17,6 +17,13 @@
 The client downloads a test image of a cat, queries the server over the REST API
 with the test image repeatedly and measures how long it takes to respond.
 
+The client expects a TensorFlow Serving ModelServer running a ResNet SavedModel
+from:
+
+https://github.com/tensorflow/models/tree/master/official/resnet#pre-trained-model
+
+The SavedModel must be one that can take JPEG images as inputs.
+
 Typical usage example:
 
     resnet_client.py
@@ -27,7 +34,11 @@
 import base64
 import requests
 
+# The server URL specifies the endpoint of your server running the ResNet
+# model with the name "resnet" and using the predict interface.
 SERVER_URL = 'http://localhost:8501/v1/models/resnet:predict'
+
+# The image URL is the location of the image we should send to the server
 IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
 
 

From 2f8feb53e9de761cfd872b8905946a99df9203ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 20:01:55 -0700
Subject: [PATCH 1399/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216802424
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 373f7085fb0..f6ced8a7b54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0e192f132f71761423e135ec277303fd50dbaedc02c20d7b98df2571d5f68ac",
-    git_commit = "7c2fb35f1ae4fcd74199757bccafb1702221352a",
+    sha256 = "26a991038e7f6f40ebd2b4c35bf30ae12a65e8ef7a71dbc13a7e3cd63cc6ee5a",
+    git_commit = "8fbed5f43ccac490088679c86d6989afae7d9e1a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aee599e833ba2a6b0b2994985f66e9ff68dacab9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Oct 2018 23:02:03 -0700
Subject: [PATCH 1400/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216815887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6ced8a7b54..a35d964a085 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26a991038e7f6f40ebd2b4c35bf30ae12a65e8ef7a71dbc13a7e3cd63cc6ee5a",
-    git_commit = "8fbed5f43ccac490088679c86d6989afae7d9e1a",
+    sha256 = "fd2a091657ec75bb1d42b2dd4e9643eb829105fbb7e01c8a74fedb4ac5d4a2e3",
+    git_commit = "82249722d239c74b3746c65b3696775c7f100e69",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 97978adfc4fa982d2448a9fc358dffe7a2945c32 Mon Sep 17 00:00:00 2001
From: vfdev <vfdev.5@gmail.com>
Date: Fri, 12 Oct 2018 08:52:39 +0200
Subject: [PATCH 1401/8103] Add `-N` to useradd.

Fixes #1137
---
 tools/bazel_in_docker.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/bazel_in_docker.sh b/tools/bazel_in_docker.sh
index 3f2155aa700..0d615fe956c 100755
--- a/tools/bazel_in_docker.sh
+++ b/tools/bazel_in_docker.sh
@@ -46,7 +46,7 @@ function get_switch_user_cmd() {
   local username=$(id -n -u)
   local groupname=$(id -n -g)
   local cmdline="groupadd -f ${groupname} && groupmod -o -g ${gid} ${groupname}"
-  cmdline+="; id -u ${username} &>/dev/null || useradd ${username} && usermod -o -u ${uid} -g ${gid} ${username}"
+  cmdline+="; id -u ${username} &>/dev/null || useradd -N ${username} && usermod -o -u ${uid} -g ${gid} ${username}"
   cmdline+="; chroot --userspec=${username} / "
   echo "${cmdline}"
 }

From 6463c76090b35abef2b372b9a2b5116f189be747 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 00:02:10 -0700
Subject: [PATCH 1402/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216819591
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a35d964a085..687c048922f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd2a091657ec75bb1d42b2dd4e9643eb829105fbb7e01c8a74fedb4ac5d4a2e3",
-    git_commit = "82249722d239c74b3746c65b3696775c7f100e69",
+    sha256 = "d12097cae3cb1d050ba1226e3b721162f70cbf11f311804827c696948c41e54a",
+    git_commit = "ea5cd0a4a6c1eac892cdf5fa8782bb05ebe2bf98",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 25ddeab643ff9f6760aeeed7b0d27f1865ec41f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 03:03:17 -0700
Subject: [PATCH 1403/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216835314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 687c048922f..898140d140e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d12097cae3cb1d050ba1226e3b721162f70cbf11f311804827c696948c41e54a",
-    git_commit = "ea5cd0a4a6c1eac892cdf5fa8782bb05ebe2bf98",
+    sha256 = "01cbc2cc9567739a6d7cd524296fed8f8bd790bf3f5edb29f08f8734a79ed8fa",
+    git_commit = "690d9e3f465a55cbad43051574dde04189768a0c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fe9b4d914479e9700e0bcfa04a48e833c49c67e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 04:01:48 -0700
Subject: [PATCH 1404/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216839807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 898140d140e..945dff9616d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01cbc2cc9567739a6d7cd524296fed8f8bd790bf3f5edb29f08f8734a79ed8fa",
-    git_commit = "690d9e3f465a55cbad43051574dde04189768a0c",
+    sha256 = "3ad16f4685af9dba9fb5fe8d34d91d5f182266a9c8adfa43289c68258b1f02d6",
+    git_commit = "9e0fa9578638f9147c0b180e6ea89d67d5c0bae3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 861956c12c15cb37319aae2fa273aa55c99a9f5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 09:02:13 -0700
Subject: [PATCH 1405/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216870225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 945dff9616d..06528b229e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ad16f4685af9dba9fb5fe8d34d91d5f182266a9c8adfa43289c68258b1f02d6",
-    git_commit = "9e0fa9578638f9147c0b180e6ea89d67d5c0bae3",
+    sha256 = "1c90e05a312954484427fa9ca1b2920d0793d6cafb54c761c3b70757145a4745",
+    git_commit = "72bf28cd1f2e1a8bd6e4493ef3e2625816235e76",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2fda31f905eefd2d108e9c84b8d7d55e4e482833 Mon Sep 17 00:00:00 2001
From: kathywu <kathywu@google.com>
Date: Fri, 12 Oct 2018 11:59:24 -0700
Subject: [PATCH 1406/8103] Replacing legacy_init_op argument in
 SavedModelBuilder with main_op.

PiperOrigin-RevId: 216898647
---
 tensorflow_serving/g3doc/serving_basic.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index b91245479a2..95512d2a090 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -60,7 +60,7 @@ builder.add_meta_graph_and_variables(
            signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
                classification_signature,
       },
-      legacy_init_op=legacy_init_op)
+      main_op=main_op)
 builder.save()
 ```
 

From e7686ace7c861711340126428f75b8d7d167dfbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 12:01:54 -0700
Subject: [PATCH 1407/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216899005
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06528b229e3..4135d55dde3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c90e05a312954484427fa9ca1b2920d0793d6cafb54c761c3b70757145a4745",
-    git_commit = "72bf28cd1f2e1a8bd6e4493ef3e2625816235e76",
+    sha256 = "262e9644fd53f26a991889e0eb080ed80d8c8b71fcdecfe3b57cbcddc93db5ef",
+    git_commit = "443084eeaff33764271ea025119b1d8c151d6694",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d82fc3699b66799d01ea8ffc4d3e4fb0c2a7d5cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 13:01:57 -0700
Subject: [PATCH 1408/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216908306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4135d55dde3..e8007bc9629 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "262e9644fd53f26a991889e0eb080ed80d8c8b71fcdecfe3b57cbcddc93db5ef",
-    git_commit = "443084eeaff33764271ea025119b1d8c151d6694",
+    sha256 = "ae0a6808b9ef74b768c3fb85bd5fac16f370f70b8fca4fe163de6fc6404e8bab",
+    git_commit = "d30ace44a62a7699b01e567e496906e77cd5e682",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1bd3410573037efc5a2293b1da61ba7e042dba7d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 14:01:49 -0700
Subject: [PATCH 1409/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216917814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8007bc9629..ce39558d0ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae0a6808b9ef74b768c3fb85bd5fac16f370f70b8fca4fe163de6fc6404e8bab",
-    git_commit = "d30ace44a62a7699b01e567e496906e77cd5e682",
+    sha256 = "f90e39d3e837a7dbdd1d980c5116ecd8ca08feffba4634a81f8a01a523c9adbe",
+    git_commit = "2f5e8e189c3b70840d7a835d4e36fd146380abc4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5d2275b428f2991d01e824bc2a6f91f7573f2e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 15:02:16 -0700
Subject: [PATCH 1410/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216928035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce39558d0ed..a4a27dc4fc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f90e39d3e837a7dbdd1d980c5116ecd8ca08feffba4634a81f8a01a523c9adbe",
-    git_commit = "2f5e8e189c3b70840d7a835d4e36fd146380abc4",
+    sha256 = "66f0ffa0e568da56082ef51fde525e6b247061b627775de728a1e08a9aded7cd",
+    git_commit = "2ad4975e11b96b5b9f28c46c1a6d0b5d330b2bcd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 066a50254c126cd1099f7dbb31a3175452f397ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 16:02:11 -0700
Subject: [PATCH 1411/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216937007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4a27dc4fc7..f6094950402 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66f0ffa0e568da56082ef51fde525e6b247061b627775de728a1e08a9aded7cd",
-    git_commit = "2ad4975e11b96b5b9f28c46c1a6d0b5d330b2bcd",
+    sha256 = "f0fbc49bf1e72c7fdfe41f9b44a7723a8c472f94aa8380639176762c83de8db6",
+    git_commit = "d1757bde2551873810149693f5e77620559fbb26",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2f3405eefc26698e5c97c3f645e3a38f293f2d7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 17:02:19 -0700
Subject: [PATCH 1412/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216945169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6094950402..cc037fadd80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0fbc49bf1e72c7fdfe41f9b44a7723a8c472f94aa8380639176762c83de8db6",
-    git_commit = "d1757bde2551873810149693f5e77620559fbb26",
+    sha256 = "b692639076fbe71b8d0b5d146b558239b0aaa99507992dc6aebb680f61b0f47a",
+    git_commit = "df414e1360551dd6783276808b0fc37f7e974876",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e9503214ee55aa18e43c494296056d472e01f4fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 19:02:06 -0700
Subject: [PATCH 1413/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216955431
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc037fadd80..e9b0e625699 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b692639076fbe71b8d0b5d146b558239b0aaa99507992dc6aebb680f61b0f47a",
-    git_commit = "df414e1360551dd6783276808b0fc37f7e974876",
+    sha256 = "870acb315b94dea73e51d12e0e770c149ef228ab5b3b2fc397bb77698c154fad",
+    git_commit = "dc1aab20a12e2d32a10f019a5de3f65f56345fa8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8c0ce1a1ee2420e306b9487e7e9a95c81541e7a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Oct 2018 20:02:05 -0700
Subject: [PATCH 1414/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216958637
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9b0e625699..d3d487526c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "870acb315b94dea73e51d12e0e770c149ef228ab5b3b2fc397bb77698c154fad",
-    git_commit = "dc1aab20a12e2d32a10f019a5de3f65f56345fa8",
+    sha256 = "f18d18ff08d76f1e0f859ae161b3d8476dd425fe364c74c5781901d0cb196404",
+    git_commit = "989b82109f52cf1726b5f02f5fdffc41252cabf6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 698c47a40afb92014aa7fc59edd05df63673c5ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Oct 2018 00:02:48 -0700
Subject: [PATCH 1415/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216970540
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3d487526c0..e73f262fa58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f18d18ff08d76f1e0f859ae161b3d8476dd425fe364c74c5781901d0cb196404",
-    git_commit = "989b82109f52cf1726b5f02f5fdffc41252cabf6",
+    sha256 = "91fbe636484c4b25a61b0a6bc9fbe6e7300665a124032e28eb890ca7a993060b",
+    git_commit = "0f13eb912c48a7d9c5f4122a18a5e617222ae0ce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0d5521e3918bca95fe8f8f43e9b468df1961821f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Oct 2018 03:02:02 -0700
Subject: [PATCH 1416/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 216979535
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e73f262fa58..3258a9c2bfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91fbe636484c4b25a61b0a6bc9fbe6e7300665a124032e28eb890ca7a993060b",
-    git_commit = "0f13eb912c48a7d9c5f4122a18a5e617222ae0ce",
+    sha256 = "15dc1d09e7a12f04be5ebe1f24af912990afde48265eb644846a6184a02541c5",
+    git_commit = "573985cacba7ba36032fe3ac55f4ca9b52e08033",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c44fed919e5767ac056fadbc7c15a62fd73c3521 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Oct 2018 14:01:47 -0700
Subject: [PATCH 1417/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217006106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3258a9c2bfc..0fcc425ee40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15dc1d09e7a12f04be5ebe1f24af912990afde48265eb644846a6184a02541c5",
-    git_commit = "573985cacba7ba36032fe3ac55f4ca9b52e08033",
+    sha256 = "b9aaf256e35036db4bcbb0c12bd17e3c387f894dec21b2adfe36a33bac1d7662",
+    git_commit = "d84bfa45172da3af2b487593fb0cac1756f4fc0d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c00fa260ed11921cb6e492b239380095e0518625 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Oct 2018 18:01:33 -0700
Subject: [PATCH 1418/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217015146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0fcc425ee40..3d79de25b16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9aaf256e35036db4bcbb0c12bd17e3c387f894dec21b2adfe36a33bac1d7662",
-    git_commit = "d84bfa45172da3af2b487593fb0cac1756f4fc0d",
+    sha256 = "6a2d794bbe7d811992dfca65a9f353633153855d1b9e2d73bafe0c9c73782e6e",
+    git_commit = "f667188daefab3650a07eaa578c78af7c96ff14b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 098836c5b2ffe9d7498e0af5e7822aa044198eab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Oct 2018 19:01:53 -0700
Subject: [PATCH 1419/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217017237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d79de25b16..2aa009004b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a2d794bbe7d811992dfca65a9f353633153855d1b9e2d73bafe0c9c73782e6e",
-    git_commit = "f667188daefab3650a07eaa578c78af7c96ff14b",
+    sha256 = "8fca0f3a790e97221a4ab70cdc084770137291a8624afe8f2b5020022084fecb",
+    git_commit = "47b04fdb3ee2491dfb0306ea56617d0e95b38c27",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 99dafe6f657ff68380acd7e30aa61310a3f1cec4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Oct 2018 04:01:49 -0700
Subject: [PATCH 1420/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217040376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2aa009004b8..7496b0b192e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fca0f3a790e97221a4ab70cdc084770137291a8624afe8f2b5020022084fecb",
-    git_commit = "47b04fdb3ee2491dfb0306ea56617d0e95b38c27",
+    sha256 = "64ccf1b2e67468cacc04cea2987c24ec78761c1ba687d13eec08dba0fa02fa09",
+    git_commit = "c9e3160160c013fe9f72e23796d5365b1475e3db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 94f4d4b35473bcc38860d86d634083a77bf6c783 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 03:02:16 -0700
Subject: [PATCH 1421/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217114124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7496b0b192e..7707cb1d1db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64ccf1b2e67468cacc04cea2987c24ec78761c1ba687d13eec08dba0fa02fa09",
-    git_commit = "c9e3160160c013fe9f72e23796d5365b1475e3db",
+    sha256 = "524f6486f9c1a7b8b2766c181d31f0cd506c3bae798975d01b9f4dc7aee8a4c3",
+    git_commit = "6582efdc5e40b9196664878cb20e4f6590fcd0ea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1cceb78579f51a20d07447436180e55ef769774d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 05:02:16 -0700
Subject: [PATCH 1422/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217124153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7707cb1d1db..237a327368c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "524f6486f9c1a7b8b2766c181d31f0cd506c3bae798975d01b9f4dc7aee8a4c3",
-    git_commit = "6582efdc5e40b9196664878cb20e4f6590fcd0ea",
+    sha256 = "19da5b0b3970d5cf005066447d2921c85f1bc648d4228b676f38f4551fd47e4c",
+    git_commit = "63923f0bb1268acb88c0752f8c7f06c821c01094",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 01c2fb804161125bebda0b5880657ad046ab2da7 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 15 Oct 2018 10:34:28 -0700
Subject: [PATCH 1423/8103] Handle range checking of floating point numbers
 correctly.

Underlying rapidjson::IsLosslessFloat() does not work correctly
(e.g. IsLosslessFloat(0.2) returns false!). We now split the
range check into two parts: one to check if a integral value
can fit in float/double without loss and other part to do usual
decimal compare against the defined limits. The latter is used
for non-integer values.

Fixes https://github.com/tensorflow/serving/issues/1136

PiperOrigin-RevId: 217166796
---
 tensorflow_serving/util/json_tensor.cc      | 18 +++++++++++++---
 tensorflow_serving/util/json_tensor_test.cc | 24 ++++++++++++---------
 2 files changed, 29 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index ea387a3d72a..a0870b812df 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/util/json_tensor.h"
 
+#include <cstdlib>
 #include <limits>
 #include <string>
 #include <type_traits>
@@ -209,15 +210,26 @@ Status LossyDecimalError(const rapidjson::Value& val, const string& target) {
 template <typename T>
 bool IsLosslessDecimal(const rapidjson::Value& val) {
   static_assert(std::is_same<T, float>::value || std::is_same<T, double>::value,
-                "Only floating-point value types are supported.");
+                "Only floating point value types are supported.");
+  static_assert(std::numeric_limits<T>::radix == 2,
+                "Floating point type must have base 2.");
 
   // Note, we use GetDouble() for both types as std::isfinite() returns false
   // for decimal values that do not fit in float (due to the static_cast<> used
   // in converting double to float in GetFloat() call).
   if (!std::isfinite(val.GetDouble())) return true;
 
-  if (std::is_same<T, float>::value) return val.IsLosslessFloat();
-  return val.IsLosslessDouble();
+  // Maximum integer value that can be represented by the floating type.
+  static constexpr int64 kMaxInt = (1LL << std::numeric_limits<T>::digits) - 1;
+
+  if (val.IsUint64()) {
+    return val.GetUint64() <= kMaxInt;
+  }
+  if (val.IsInt64()) {
+    return std::abs(val.GetInt64()) <= kMaxInt;
+  }
+  return val.GetDouble() <= std::numeric_limits<T>::max() &&
+         val.GetDouble() >= std::numeric_limits<T>::lowest();
 }
 
 // Adds a JSON value to Tensor. Returns error if value cannot be converted
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 1d8edf219f6..9edc46e1cb1 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -81,7 +81,7 @@ TEST(JsontensorTest, SingleUnnamedTensor) {
     )"));
 }
 
-TEST(JsontensorTest, IntegerInputForFloatTensor) {
+TEST(JsontensorTest, MixedInputForFloatTensor) {
   TensorInfoMap infomap;
   ASSERT_TRUE(
       TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
@@ -90,7 +90,7 @@ TEST(JsontensorTest, IntegerInputForFloatTensor) {
   JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
-      "instances": [1, 2, 3, 4, 5]
+      "instances": [1, 2.0, 3, 4, 5.003, 0.007, 0.0]
     })",
                                           getmap(infomap), &req, &format));
   auto tmap = req.inputs();
@@ -98,16 +98,18 @@ TEST(JsontensorTest, IntegerInputForFloatTensor) {
   EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
                 dtype: DT_FLOAT
-                tensor_shape { dim { size: 5 } }
+                tensor_shape { dim { size: 7 } }
                 float_val: 1
-                float_val: 2
+                float_val: 2.0
                 float_val: 3
                 float_val: 4
-                float_val: 5
+                float_val: 5.003
+                float_val: 0.007
+                float_val: 0.0
               )"));
 }
 
-TEST(JsontensorTest, IntegerInputForDoubleTensor) {
+TEST(JsontensorTest, MixedInputForDoubleTensor) {
   TensorInfoMap infomap;
   ASSERT_TRUE(
       TextFormat::ParseFromString("dtype: DT_DOUBLE", &infomap["default"]));
@@ -116,7 +118,7 @@ TEST(JsontensorTest, IntegerInputForDoubleTensor) {
   JsonPredictRequestFormat format;
   TF_EXPECT_OK(FillPredictRequestFromJson(R"(
     {
-      "instances": [1, 2, 3, 4, 5]
+      "instances": [1.0, 2, 3, 4, 0.662, 0, 0.0]
     })",
                                           getmap(infomap), &req, &format));
   auto tmap = req.inputs();
@@ -124,12 +126,14 @@ TEST(JsontensorTest, IntegerInputForDoubleTensor) {
   EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
   EXPECT_THAT(tmap["default"], EqualsProto(R"(
                 dtype: DT_DOUBLE
-                tensor_shape { dim { size: 5 } }
-                double_val: 1
+                tensor_shape { dim { size: 7 } }
+                double_val: 1.0
                 double_val: 2
                 double_val: 3
                 double_val: 4
-                double_val: 5
+                double_val: 0.662
+                double_val: 0
+                double_val: 0.0
               )"));
 }
 

From 0f0f1ad5690fd33ae9d0c1afb5585fe4942a9d6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 14:01:46 -0700
Subject: [PATCH 1424/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217203100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 237a327368c..4fe68e0db70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19da5b0b3970d5cf005066447d2921c85f1bc648d4228b676f38f4551fd47e4c",
-    git_commit = "63923f0bb1268acb88c0752f8c7f06c821c01094",
+    sha256 = "2f2b54acd4b34a7d536abcf4f5d487497fbd0e2cf588d83b3d8766297d7ac56c",
+    git_commit = "6d84f1ff526bd0d972477799be8edd019073975a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 005cf3c3da0d3696fce4bbaf469c68d2abb1db4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 15:02:35 -0700
Subject: [PATCH 1425/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217213854
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fe68e0db70..c9e53db8838 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f2b54acd4b34a7d536abcf4f5d487497fbd0e2cf588d83b3d8766297d7ac56c",
-    git_commit = "6d84f1ff526bd0d972477799be8edd019073975a",
+    sha256 = "4f63e28a45b499a6b4a04125ca4d7bb90beefec0ec4193a97df33551f4ff82fd",
+    git_commit = "63f4fcd6618b25f6b3a624c5ca8fe12efe84acb3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 06ca7ac223196e4b91f6a38419fd4e5785116d6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 18:01:43 -0700
Subject: [PATCH 1426/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217241679
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9e53db8838..156c0308a11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f63e28a45b499a6b4a04125ca4d7bb90beefec0ec4193a97df33551f4ff82fd",
-    git_commit = "63f4fcd6618b25f6b3a624c5ca8fe12efe84acb3",
+    sha256 = "951dd346d2c32571763929a34d839bd53a9858a9db92298207da9af14c482b96",
+    git_commit = "6194d396864c29b06ef041b92938afae40723848",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9700f30f3026d3aafb3bac2264286407de149132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 19:02:03 -0700
Subject: [PATCH 1427/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217248791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 156c0308a11..372b2c0034c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "951dd346d2c32571763929a34d839bd53a9858a9db92298207da9af14c482b96",
-    git_commit = "6194d396864c29b06ef041b92938afae40723848",
+    sha256 = "022f5eb6040b39afb42c912984f779f2e019053cffa9684356b9ccf20b841eec",
+    git_commit = "f943364eb8df6e56b889432172f0e74cda4ae4b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f8a8462bec1c6cf470ff0d61d0d8563cd3232c5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 20:02:03 -0700
Subject: [PATCH 1428/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217253433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 372b2c0034c..5b81860e695 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "022f5eb6040b39afb42c912984f779f2e019053cffa9684356b9ccf20b841eec",
-    git_commit = "f943364eb8df6e56b889432172f0e74cda4ae4b2",
+    sha256 = "3205072abf2e5bf7f4826c1c30b80c1067b3e27960b25fc7e418528d82a31dbf",
+    git_commit = "adcaf40165e7c0871aafa1c9b36236446c699b7d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2aee61f88f7dbeb888c5a8edde9131b9bef75b32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 21:02:17 -0700
Subject: [PATCH 1429/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217258200
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b81860e695..0008a97acc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3205072abf2e5bf7f4826c1c30b80c1067b3e27960b25fc7e418528d82a31dbf",
-    git_commit = "adcaf40165e7c0871aafa1c9b36236446c699b7d",
+    sha256 = "411bf3a8aa6031bf13446840c097c0c5ef1b6cfd552adb5bffac7480e5e93a5c",
+    git_commit = "6f90abf4a274e700769c927ea8727f59e39cc919",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3799ad4fe2df9dd735d1aa70cbea39f1c944aede Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Oct 2018 22:01:54 -0700
Subject: [PATCH 1430/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217262735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0008a97acc3..96d49c74550 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "411bf3a8aa6031bf13446840c097c0c5ef1b6cfd552adb5bffac7480e5e93a5c",
-    git_commit = "6f90abf4a274e700769c927ea8727f59e39cc919",
+    sha256 = "9829825cfbbbf9b525a829aa02f54cc854f6317cd545838acfece2442d20acff",
+    git_commit = "5473b48a761ee1746686efe697bee7661bbaa612",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c14a80221fa849547cc4bc814968ea3c7052287 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 00:02:02 -0700
Subject: [PATCH 1431/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217271579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96d49c74550..00635110aae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9829825cfbbbf9b525a829aa02f54cc854f6317cd545838acfece2442d20acff",
-    git_commit = "5473b48a761ee1746686efe697bee7661bbaa612",
+    sha256 = "d1874d9f89739569bb9e041852de99d04305f18c1458f566e3fc6e39e7fde9af",
+    git_commit = "903a6399aab19b549fefd0ead836af644f3d00f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 831434474b34e0067a18b3b5bc0161b9e1c7b08b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 15:02:18 -0700
Subject: [PATCH 1432/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217393320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00635110aae..4f54873b440 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1874d9f89739569bb9e041852de99d04305f18c1458f566e3fc6e39e7fde9af",
-    git_commit = "903a6399aab19b549fefd0ead836af644f3d00f8",
+    sha256 = "4cede63f014522b8b2283fbf665607cf42c2282b349daed9c5fee99d654daef8",
+    git_commit = "d4eb6ab275f3db5e5ea116b1a0ac4203ef01db87",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c7740fc3d8d5c017643a8cc40a7202717b10dd6 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 16 Oct 2018 15:56:56 -0700
Subject: [PATCH 1433/8103] Add git hash for version metadata of model server
 and add tags for dev and nightly builds.

PiperOrigin-RevId: 217403451
---
 tensorflow_serving/model_servers/BUILD      |  6 ++-
 tensorflow_serving/model_servers/main.cc    |  3 +-
 tensorflow_serving/model_servers/version.cc | 22 +++++++++++
 tensorflow_serving/model_servers/version.h  | 42 +++++++++++++++------
 tools/bazel.rc                              |  4 +-
 tools/gen_status_stamp.sh                   | 39 +++++++++++++++++++
 6 files changed, 100 insertions(+), 16 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/version.cc
 create mode 100755 tools/gen_status_stamp.sh

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a6d6eb06d99..e0e3670283e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -331,7 +331,10 @@ cc_library(
     srcs = [
         "main.cc",
     ],
-    hdrs = ["version.h"],
+    hdrs = [
+        "version.h",
+    ],
+    linkstamp = "version.cc",
     visibility = [
         ":tensorflow_model_server_custom_op_clients",
         "//tensorflow_serving:internal",
@@ -348,6 +351,7 @@ cc_library(
 
 cc_binary(
     name = "tensorflow_model_server",
+    stamp = 1,
     visibility = ["//tensorflow_serving:internal"],
     deps = [
         ":tensorflow_model_server_main_lib",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2a9d00a85cc..6353c396b8f 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -158,8 +158,7 @@ int main(int argc, char** argv) {
   }
 
   if (display_version) {
-    std::cout << "TensorFlow ModelServer: " << TF_MODELSERVER_VERSION_STRING
-              << "\n"
+    std::cout << "TensorFlow ModelServer: " << TF_Serving_Version() << "\n"
               << "TensorFlow Library: " << TF_Version() << "\n";
     return 0;
   }
diff --git a/tensorflow_serving/model_servers/version.cc b/tensorflow_serving/model_servers/version.cc
new file mode 100644
index 00000000000..96230a6ce9f
--- /dev/null
+++ b/tensorflow_serving/model_servers/version.cc
@@ -0,0 +1,22 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/version.h"
+
+const char kTFS_SCM_Revision[] = TF_MODELSERVER_VERSION_STRING;
+
+extern "C" {
+const char* TF_Serving_Version() { return kTFS_SCM_Revision; }
+}
diff --git a/tensorflow_serving/model_servers/version.h b/tensorflow_serving/model_servers/version.h
index 5aa5b868cb8..5506eba2537 100644
--- a/tensorflow_serving/model_servers/version.h
+++ b/tensorflow_serving/model_servers/version.h
@@ -16,25 +16,43 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_
 
-// TF Serving Model Server uses semantic versioning, see http://semver.org/.
+// TF Serving Model Server uses semantic versioning for releases
+// - see http://semver.org/. For nightlies, a git hash is used to track the
+// build via linkstamping
+#define TF_MODELSERVER_STR_HELPER(x) #x
+#define TF_MODELSERVER_STR(x) TF_MODELSERVER_STR_HELPER(x)
 
-#define TF_MODELSERVER_MAJOR_VERSION 1
-#define TF_MODELSERVER_MINOR_VERSION 10
+#define TF_MODELSERVER_MAJOR_VERSION 0
+#define TF_MODELSERVER_MINOR_VERSION 0
 #define TF_MODELSERVER_PATCH_VERSION 0
-
 // TF_MODELSERVER_VERSION_SUFFIX is non-empty for pre-releases
 // (e.g. "-alpha", "-alpha.1", "-beta", "-rc", "-rc.1")
-#define TF_MODELSERVER_VERSION_SUFFIX "-dev"
-
-#define TF_MODELSERVER_STR_HELPER(x) #x
-#define TF_MODELSERVER_STR(x) TF_MODELSERVER_STR_HELPER(x)
-
-// e.g. "0.5.0" or "0.6.0-alpha".
+#define TF_MODELSERVER_VERSION_SUFFIX ""
+
+#ifndef TF_MODELSERVER_VERSION_NO_META
+// TF_MODELSERVER_BUILD_TAG can be set to be nightly for nightly builds
+#ifndef TF_MODELSERVER_BUILD_TAG
+#define TF_MODELSERVER_META_TAG "+dev"
+#else
+#define TF_MODELSERVER_META_TAG "+" TF_MODELSERVER_STR(TF_MODELSERVER_BUILD_TAG)
+#endif
+#define TF_MODELSERVER_META_SCM_HASH ".sha." BUILD_SCM_REVISION
+#else
+#define TF_MODELSERVER_META_TAG ""
+#define TF_MODELSERVER_META_SCM_HASH ""
+#endif
+
+// e.g. "0.5.0+nightly.sha.a1b2c3d" or "0.6.0-rc1".
 // clang-format off
 #define TF_MODELSERVER_VERSION_STRING \
   (TF_MODELSERVER_STR(TF_MODELSERVER_MAJOR_VERSION) "." TF_MODELSERVER_STR( \
-      TF_MODELSERVER_MINOR_VERSION) "." TF_MODELSERVER_STR( \
-          TF_MODELSERVER_PATCH_VERSION) TF_MODELSERVER_VERSION_SUFFIX)
+    TF_MODELSERVER_MINOR_VERSION) "." TF_MODELSERVER_STR( \
+      TF_MODELSERVER_PATCH_VERSION) TF_MODELSERVER_VERSION_SUFFIX \
+        TF_MODELSERVER_META_TAG TF_MODELSERVER_META_SCM_HASH)
 // clang-format on
 
+extern "C" {
+const char* TF_Serving_Version();
+}
+
 #endif  // TENSORFLOW_SERVING_MODEL_SERVERS_VERSION_H_
diff --git a/tools/bazel.rc b/tools/bazel.rc
index 3f73cb0b0f5..bcc008657e6 100644
--- a/tools/bazel.rc
+++ b/tools/bazel.rc
@@ -34,4 +34,6 @@ build -c opt
 # Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
 # compilation options. It also addresses memory use due to
 # copy-on-write semantics of std::strings of the older ABI.
-build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
\ No newline at end of file
+build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
+
+build --workspace_status_command=/proc/self/cwd/tools/gen_status_stamp.sh
\ No newline at end of file
diff --git a/tools/gen_status_stamp.sh b/tools/gen_status_stamp.sh
new file mode 100755
index 00000000000..f8c840d6d8d
--- /dev/null
+++ b/tools/gen_status_stamp.sh
@@ -0,0 +1,39 @@
+#!/bin/bash
+# Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+# This script will be run by the building process to generate key-value
+# information that represents the status of the workspace. The output should be
+# in the format:
+#
+# KEY1 VALUE1
+# KEY2 VALUE2
+#
+# If the script exits with non-zero code, it's considered as a failure
+# and the output will be discarded.
+
+# if we're inside a git tree
+if [ -d .git ] || git rev-parse --git-dir > /dev/null 2>&1; then
+  git_rev=$(git rev-parse --short HEAD)
+  if [[ $? != 0 ]];
+  then
+      exit 1
+  fi
+  echo "BUILD_SCM_REVISION ${git_rev}"
+else
+  echo "BUILD_SCM_REVISION no_git"
+fi;
+
+

From 2eb8fa0ebbe7b828cfc17aa8c081a730d3011756 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 16:02:07 -0700
Subject: [PATCH 1434/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217404359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f54873b440..be5f84dbdfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cede63f014522b8b2283fbf665607cf42c2282b349daed9c5fee99d654daef8",
-    git_commit = "d4eb6ab275f3db5e5ea116b1a0ac4203ef01db87",
+    sha256 = "929a4f4d1cc9c8bfc4a89532e3abda350892147369e607f303d9dadfb0b424bb",
+    git_commit = "b28c5f471e486d86564669721887f284ed402ff8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f95f194c826cf92f48648238051672daa1df6fc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 17:02:03 -0700
Subject: [PATCH 1435/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217413822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be5f84dbdfc..a75d96d5654 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "929a4f4d1cc9c8bfc4a89532e3abda350892147369e607f303d9dadfb0b424bb",
-    git_commit = "b28c5f471e486d86564669721887f284ed402ff8",
+    sha256 = "e5d169a668f40b635f7f61f897cc9d22a0ba9817892476b64cac980ab72ef0b1",
+    git_commit = "e6440a80c846ef1d29428348356d41f0d7a36eba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f72bdbf27c69cd3c369ff6833e9d8ebfcece8a54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 18:04:23 -0700
Subject: [PATCH 1436/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217421641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a75d96d5654..9a1c62d1931 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5d169a668f40b635f7f61f897cc9d22a0ba9817892476b64cac980ab72ef0b1",
-    git_commit = "e6440a80c846ef1d29428348356d41f0d7a36eba",
+    sha256 = "195085f99e9f3e30167e92e435444185654d886b0e6c8fbe84b292c9b0f8555d",
+    git_commit = "41ba73a1e50361a31c3b845ea61f3df3507cdcde",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 90e1e93e5f0a1a096a90d4ab30d7c7c935e8d067 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 22:01:51 -0700
Subject: [PATCH 1437/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217440667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a1c62d1931..a3199bd48c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "195085f99e9f3e30167e92e435444185654d886b0e6c8fbe84b292c9b0f8555d",
-    git_commit = "41ba73a1e50361a31c3b845ea61f3df3507cdcde",
+    sha256 = "03274388391aa4759d6e262abcc2b63dee4592fe25d48234f3d25e2777c86b89",
+    git_commit = "0f1894de6cfddb3df8a3d6865d97b947af56f995",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63982f76ed5e8a795d81b7a67a4f331fe8ad8e71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Oct 2018 23:02:23 -0700
Subject: [PATCH 1438/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217444836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3199bd48c7..5c7e1632bd2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03274388391aa4759d6e262abcc2b63dee4592fe25d48234f3d25e2777c86b89",
-    git_commit = "0f1894de6cfddb3df8a3d6865d97b947af56f995",
+    sha256 = "91146e22771a0cb5cee3dbb0f4c53c4fe868759d6c346134da3669a15986c8c1",
+    git_commit = "ea718e872df737a6ee69f53a8f9b212c9c8197ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b94f6c89335782a7f175e8973c4f326375c55120 Mon Sep 17 00:00:00 2001
From: wenboz <wenboz@google.com>
Date: Tue, 16 Oct 2018 23:30:47 -0700
Subject: [PATCH 1439/8103] Implemented gzip uncompression support in net_http.

PiperOrigin-RevId: 217447041
---
 .../util/net_http/compression/gzip_zlib.cc    |   7 +-
 .../util/net_http/compression/gzip_zlib.h     |   3 +
 .../util/net_http/server/internal/BUILD       |   4 +
 .../server/internal/evhttp_request.cc         |  60 +++++-
 .../net_http/server/internal/evhttp_request.h |  16 ++
 .../server/internal/evhttp_request_test.cc    | 141 +++++++++++++
 .../net_http/server/internal/evhttp_server.cc |   2 +
 .../util/net_http/server/public/BUILD         |   4 +
 .../net_http/server/public/header_names.cc    | 159 +++++++++++++++
 .../net_http/server/public/header_names.h     | 185 ++++++++++++++++++
 .../server/public/httpserver_interface.h      |  37 +++-
 11 files changed, 606 insertions(+), 12 deletions(-)
 create mode 100644 tensorflow_serving/util/net_http/server/public/header_names.cc
 create mode 100644 tensorflow_serving/util/net_http/server/public/header_names.h

diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
index 5ce1aeb483d..1ce8820f0bd 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -44,9 +44,7 @@ namespace net_http {
 //     XFL     2-4? DEFLATE flags
 //     OS      ???? Operating system indicator (255 means unknown)
 
-// gzip header, as a macro for sizeof()
-#define GZIP_HEADER "\037\213\010\000\000\000\000\000\002\377"
-
+constexpr char GZIP_HEADER[] = "\037\213\010\000\000\000\000\000\002\377";
 constexpr uint8_t kMagicHeader[2] = {0x1f, 0x8b};  // gzip magic header
 
 GZipHeader::Status GZipHeader::ReadMore(const char *inbuf, int inbuf_len,
@@ -808,8 +806,7 @@ int ZLib::UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
   *destLen = uncompress_length;
 
   *dest = (Bytef *)malloc(*destLen);
-  if (*dest == nullptr)  // probably a corrupted gzip buffer
-    return Z_MEM_ERROR;
+  if (*dest == nullptr) return Z_MEM_ERROR;
 
   const int retval = Uncompress(*dest, destLen, source, sourceLen);
   if (retval != Z_OK) {  // just to make life easier for them
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.h b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
index 22e0d9c393d..6ad674d9537 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.h
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
@@ -96,6 +96,9 @@ class ZLib {
   ZLib();
   ~ZLib();
 
+  // The max length of the buffer to store uncompressed data
+  static constexpr int64_t kMaxUncompressedBytes = 10 * 1024 * 1024;  // 10MB
+
   // Wipe a ZLib object to a virgin state.  This differs from Reset()
   // in that it also breaks any dictionary, gzip, etc, state.
   void Reinit();
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 60fa455f9cb..52e8ab2c92b 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -20,12 +20,15 @@ cc_library(
         "server_support.h",
     ],
     deps = [
+        "//tensorflow_serving/util/net_http/compression:gzip_zlib",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
         "@com_google_absl//absl/base",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/memory",
+        "@com_google_absl//absl/strings",
         "@com_google_absl//absl/synchronization",
+        "@zlib_archive//:zlib",
     ],
 )
 
@@ -55,6 +58,7 @@ cc_test(
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/compression:gzip_zlib",
         "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index e30cc615e1d..309353a1a7b 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -17,18 +17,24 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_request.h"
 
+#include <zlib.h>
+
 #include <cassert>
 #include <cstddef>
 #include <cstdint>
 #include <string>
 
 #include "absl/base/internal/raw_logging.h"
+#include "absl/strings/string_view.h"
 
 #include "libevent/include/event2/buffer.h"
 #include "libevent/include/event2/event.h"
 #include "libevent/include/event2/http.h"
 #include "libevent/include/event2/keyvalq_struct.h"
 
+#include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
+#include "tensorflow_serving/util/net_http/server/public/header_names.h"
+
 namespace tensorflow {
 namespace serving {
 namespace net_http {
@@ -145,10 +151,10 @@ std::unique_ptr<char, FreeDeleter> EvHTTPRequest::ReadRequestBytes(
   evbuffer* input_buf =
       evhttp_request_get_input_buffer(parsed_request_->request);
   if (input_buf == nullptr) {
-    return nullptr;  // nobody
+    return nullptr;  // no body
   }
 
-  size_t* buf_size = reinterpret_cast<size_t*>(size);
+  auto buf_size = reinterpret_cast<size_t*>(size);
 
   *buf_size = evbuffer_get_contiguous_space(input_buf);
 
@@ -162,11 +168,59 @@ std::unique_ptr<char, FreeDeleter> EvHTTPRequest::ReadRequestBytes(
   if (ret != *buf_size) {
     ABSL_RAW_LOG(ERROR, "Unexpected: read less than specified num_bytes : %zu",
                  *buf_size);
+    free(block);
+    *buf_size = 0;
+    return nullptr;  // don't return corrupted buffer
+  }
+
+  // Uncompress the entire body
+  if (NeedUncompressGzipContent()) {
+    void* new_block;
+    UncompressGzipContent(block, *buf_size, &new_block, buf_size);
+    free(block);
+    if (new_block != nullptr) {
+      block = new_block;
+    } else {
+      ABSL_RAW_LOG(ERROR, "Failed to uncompress the gzipped body");
+      *buf_size = 0;
+      return nullptr;  // don't return corrupted buffer
+    }
   }
 
   return std::unique_ptr<char, FreeDeleter>(static_cast<char*>(block));
 }
 
+bool EvHTTPRequest::NeedUncompressGzipContent() {
+  if (handler_options_ != nullptr &&
+      handler_options_->auto_uncompress_input()) {
+    auto content_encoding = GetRequestHeader(HTTPHeaders::CONTENT_ENCODING);
+    if (content_encoding != nullptr) {
+      return content_encoding.find("gzip") != absl::string_view::npos;
+    }
+  }
+
+  return false;
+}
+
+void EvHTTPRequest::UncompressGzipContent(void* input, size_t input_size,
+                                          void** uncompressed_input,
+                                          size_t* uncompressed_input_size) {
+  int64_t max = handler_options_->auto_uncompress_max_size() > 0
+                    ? handler_options_->auto_uncompress_max_size()
+                    : ZLib::kMaxUncompressedBytes;
+
+  // our APIs don't need expose the actual content-length
+  *uncompressed_input_size = static_cast<size_t>(max);
+
+  ZLib zlib;
+  int err = zlib.UncompressGzipAndAllocate(
+      reinterpret_cast<Bytef**>(uncompressed_input), uncompressed_input_size,
+      reinterpret_cast<Bytef*>(input), input_size);
+  if (err != Z_OK) {
+    ABSL_RAW_LOG(ERROR, "Got zlib error: %d", err);
+  }
+}
+
 // Note: passing string_view incurs a copy of underlying std::string data
 // (stack)
 absl::string_view EvHTTPRequest::GetRequestHeader(
@@ -182,7 +236,7 @@ std::vector<absl::string_view> EvHTTPRequest::request_headers() const {
 
   for (evkeyval* header = ev_headers->tqh_first; header;
        header = header->next.tqe_next) {
-    result.push_back(absl::string_view(header->key));
+    result.emplace_back(header->key);
   }
 
   return result;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index 7132ff1d450..7894b368a74 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -22,6 +22,7 @@ limitations under the License.
 #include <memory>
 
 #include "tensorflow_serving/util/net_http/server/internal/server_support.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 struct evbuffer;
@@ -100,11 +101,26 @@ class EvHTTPRequest final : public ServerRequestInterface {
   // Initializes the resource and returns false if any error.
   bool Initialize();
 
+  // Keeps a reference to the registered RequestHandlerOptions
+  void SetHandlerOptions(const RequestHandlerOptions& handler_options) {
+    this->handler_options_ = &handler_options;
+  }
+
  private:
   void EvSendReply(HTTPStatusCode status);
 
+  // Returns true if the data needs be uncompressed
+  bool NeedUncompressGzipContent();
+
+  // Must set uncompressed_input to nullptr if uncompression is failed
+  void UncompressGzipContent(void* input, size_t input_size,
+                             void** uncompressed_input,
+                             size_t* uncompressed_input_size);
+
   ServerSupport* server_;
 
+  const RequestHandlerOptions* handler_options_;
+
   std::unique_ptr<ParsedEvRequest> parsed_request_;
 
   evbuffer* output_buf;  // owned by this
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 4275e1bd435..402e5d465c2 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -23,6 +23,7 @@ limitations under the License.
 #include "absl/memory/memory.h"
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
@@ -215,6 +216,146 @@ TEST_F(EvHTTPRequestTest, ResponseHeaders) {
   server->WaitForTermination();
 }
 
+// === gzip support ====
+
+// Test invalid gzip body
+TEST_F(EvHTTPRequestTest, InvalidGzipPost) {
+  auto handler = [](ServerRequestInterface* request) {
+    int64_t num_bytes;
+    auto request_body = request->ReadRequestBytes(&num_bytes);
+    EXPECT_TRUE(request_body == nullptr);
+    EXPECT_EQ(0, num_bytes);
+
+    request->Reply();
+  };
+  server->RegisterRequestHandler("/ok", std::move(handler),
+                                 RequestHandlerOptions());
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  ClientRequest request = {"/ok", "POST", {}, "abcde"};
+  request.headers.emplace_back("Content-Encoding", "my_gzip");
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
+// Test disabled gzip
+TEST_F(EvHTTPRequestTest, DisableGzipPost) {
+  auto handler = [](ServerRequestInterface* request) {
+    int64_t num_bytes;
+    auto request_body = request->ReadRequestBytes(&num_bytes);
+    EXPECT_EQ(5, num_bytes);
+
+    request->Reply();
+  };
+  RequestHandlerOptions options;
+  options.set_auto_uncompress_input(false);
+  server->RegisterRequestHandler("/ok", std::move(handler), options);
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  ClientRequest request = {"/ok", "POST", {}, "abcde"};
+  request.headers.emplace_back("Content-Encoding", "my_gzip");
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
+std::string CompressString(const char* data, size_t size) {
+  ZLib zlib;
+  std::string buf(1000, '\0');
+  size_t compressed_size = buf.size();
+  zlib.Compress((Bytef*)buf.data(), &compressed_size, (Bytef*)data, size);
+
+  return std::string(buf.data(), compressed_size);
+}
+
+// Test valid gzip body
+TEST_F(EvHTTPRequestTest, ValidGzipPost) {
+  constexpr char kBody[] = "abcdefg12345";
+  std::string compressed = CompressString(kBody, sizeof(kBody) - 1);
+
+  auto handler = [&](ServerRequestInterface* request) {
+    int64_t num_bytes;
+    auto request_body = request->ReadRequestBytes(&num_bytes);
+
+    std::string body_str(request_body.get(), static_cast<size_t>(num_bytes));
+    EXPECT_EQ(body_str, std::string(kBody));
+    EXPECT_EQ(sizeof(kBody) - 1, num_bytes);
+
+    request->Reply();
+  };
+  server->RegisterRequestHandler("/ok", std::move(handler),
+                                 RequestHandlerOptions());
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  ClientRequest request = {"/ok", "POST", {}, compressed};
+  request.headers.emplace_back("Content-Encoding", "my_gzip");
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
+// Test gzip exceeding the max uncompressed limit
+TEST_F(EvHTTPRequestTest, GzipExceedingLimit) {
+  constexpr char kBody[] = "abcdefg12345";
+  constexpr int bodySize = sizeof(kBody) - 1;
+  std::string compressed = CompressString(kBody, static_cast<size_t>(bodySize));
+
+  auto handler = [&](ServerRequestInterface* request) {
+    int64_t num_bytes;
+    auto request_body = request->ReadRequestBytes(&num_bytes);
+
+    std::string body_str(request_body.get(), static_cast<size_t>(num_bytes));
+    EXPECT_TRUE(request_body == nullptr);
+    EXPECT_EQ(0, num_bytes);
+
+    request->Reply();
+  };
+
+  RequestHandlerOptions options;
+  options.set_auto_uncompress_max_size(bodySize - 1);  // not enough buffer
+  server->RegisterRequestHandler("/ok", std::move(handler), options);
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  ClientRequest request = {"/ok", "POST", {}, compressed};
+  request.headers.emplace_back("Content-Encoding", "my_gzip");
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
 }  // namespace
 }  // namespace net_http
 }  // namespace serving
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index f2f7770b7d3..8b4cb4216fa 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -139,6 +139,7 @@ void EvHTTPServer::DispatchEvRequest(evhttp_request* req) {
 
     auto handler_map_it = uri_handlers_.find(path);
     if (handler_map_it != uri_handlers_.end()) {
+      ev_request->SetHandlerOptions(handler_map_it->second.options);
       IncOps();
       dispatched = true;
       ScheduleHandlerReference(handler_map_it->second.handler,
@@ -151,6 +152,7 @@ void EvHTTPServer::DispatchEvRequest(evhttp_request* req) {
         if (handler == nullptr) {
           continue;
         }
+        ev_request->SetHandlerOptions(dispatcher.options);
         IncOps();
         dispatched = true;
         ScheduleHandler(std::move(handler), ev_request.release());
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index c6a75b8f615..513c88cbc0a 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -11,7 +11,11 @@ licenses(["notice"])  # Apache 2.0
 
 cc_library(
     name = "http_server_api",
+    srcs = [
+        "header_names.cc",
+    ],
     hdrs = [
+        "header_names.h",
         "httpserver_interface.h",
         "response_code_enum.h",
         "server_request_interface.h",
diff --git a/tensorflow_serving/util/net_http/server/public/header_names.cc b/tensorflow_serving/util/net_http/server/public/header_names.cc
new file mode 100644
index 00000000000..9eaa71cd314
--- /dev/null
+++ b/tensorflow_serving/util/net_http/server/public/header_names.cc
@@ -0,0 +1,159 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/net_http/server/public/header_names.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Standard header names
+
+const char HTTPHeaders::ACCEPT[] = "Accept";
+const char HTTPHeaders::ACCEPT_CHARSET[] = "Accept-Charset";
+const char HTTPHeaders::ACCEPT_ENCODING[] = "Accept-Encoding";
+const char HTTPHeaders::ACCEPT_LANGUAGE[] = "Accept-Language";
+const char HTTPHeaders::ACCEPT_RANGES[] = "Accept-Ranges";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_CREDENTIALS[] =
+    "Access-Control-Allow-Credentials";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_HEADERS[] =
+    "Access-Control-Allow-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_METHODS[] =
+    "Access-Control-Allow-Methods";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_ORIGIN[] =
+    "Access-Control-Allow-Origin";
+const char HTTPHeaders::ACCESS_CONTROL_EXPOSE_HEADERS[] =
+    "Access-Control-Expose-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_MAX_AGE[] = "Access-Control-Max-Age";
+const char HTTPHeaders::ACCESS_CONTROL_REQUEST_HEADERS[] =
+    "Access-Control-Request-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_REQUEST_METHOD[] =
+    "Access-Control-Request-Method";
+const char HTTPHeaders::AGE[] = "Age";
+const char HTTPHeaders::ALLOW[] = "Allow";
+const char HTTPHeaders::AUTHORIZATION[] = "Authorization";
+const char HTTPHeaders::CACHE_CONTROL[] = "Cache-Control";
+const char HTTPHeaders::CONNECTION[] = "Connection";
+const char HTTPHeaders::CONTENT_DISPOSITION[] = "Content-Disposition";
+const char HTTPHeaders::CONTENT_ENCODING[] = "Content-Encoding";
+const char HTTPHeaders::CONTENT_LANGUAGE[] = "Content-Language";
+const char HTTPHeaders::CONTENT_LENGTH[] = "Content-Length";
+const char HTTPHeaders::CONTENT_LOCATION[] = "Content-Location";
+const char HTTPHeaders::CONTENT_RANGE[] = "Content-Range";
+const char HTTPHeaders::CONTENT_SECURITY_POLICY[] = "Content-Security-Policy";
+const char HTTPHeaders::CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
+    "Content-Security-Policy-Report-Only";
+const char HTTPHeaders::X_CONTENT_SECURITY_POLICY[] =
+    "X-Content-Security-Policy";
+const char HTTPHeaders::X_CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
+    "X-Content-Security-Policy-Report-Only";
+const char HTTPHeaders::X_WEBKIT_CSP[] = "X-WebKit-CSP";
+const char HTTPHeaders::X_WEBKIT_CSP_REPORT_ONLY[] = "X-WebKit-CSP-Report-Only";
+const char HTTPHeaders::CONTENT_TYPE[] = "Content-Type";
+const char HTTPHeaders::CONTENT_MD5[] = "Content-MD5";
+const char HTTPHeaders::X_CONTENT_TYPE_OPTIONS[] = "X-Content-Type-Options";
+const char HTTPHeaders::COOKIE[] = "Cookie";
+const char HTTPHeaders::COOKIE2[] = "Cookie2";
+const char HTTPHeaders::DATE[] = "Date";
+const char HTTPHeaders::DAV[] = "DAV";
+const char HTTPHeaders::DEPTH[] = "Depth";
+const char HTTPHeaders::DESTINATION[] = "Destination";
+const char HTTPHeaders::DNT[] = "DNT";
+const char HTTPHeaders::EARLY_DATA[] = "Early-Data";
+const char HTTPHeaders::ETAG[] = "ETag";
+const char HTTPHeaders::EXPECT[] = "Expect";
+const char HTTPHeaders::EXPIRES[] = "Expires";
+const char HTTPHeaders::FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[] =
+    "Follow-Only-When-Prerender-Shown";
+const char HTTPHeaders::FORWARDED[] = "Forwarded";
+const char HTTPHeaders::FROM[] = "From";
+const char HTTPHeaders::HOST[] = "Host";
+const char HTTPHeaders::HTTP2_SETTINGS[] = "HTTP2-Settings";
+const char HTTPHeaders::IF[] = "If";
+const char HTTPHeaders::IF_MATCH[] = "If-Match";
+const char HTTPHeaders::IF_MODIFIED_SINCE[] = "If-Modified-Since";
+const char HTTPHeaders::IF_NONE_MATCH[] = "If-None-Match";
+const char HTTPHeaders::IF_UNMODIFIED_SINCE[] = "If-Unmodified-Since";
+const char HTTPHeaders::IF_RANGE[] = "If-Range";
+const char HTTPHeaders::KEEP_ALIVE[] = "Keep-Alive";
+const char HTTPHeaders::LABEL[] = "Label";
+const char HTTPHeaders::LAST_MODIFIED[] = "Last-Modified";
+const char HTTPHeaders::LINK[] = "Link";
+const char HTTPHeaders::LOCATION[] = "Location";
+const char HTTPHeaders::LOCK_TOKEN[] = "Lock-Token";
+const char HTTPHeaders::MAX_FORWARDS[] = "Max-Forwards";
+const char HTTPHeaders::MS_AUTHOR_VIA[] = "MS-Author-Via";
+const char HTTPHeaders::ORIGIN[] = "Origin";
+const char HTTPHeaders::OVERWRITE_HDR[] = "Overwrite";
+const char HTTPHeaders::PRAGMA[] = "Pragma";
+const char HTTPHeaders::P3P[] = "P3P";
+const char HTTPHeaders::PING_FROM[] = "Ping-From";
+const char HTTPHeaders::PING_TO[] = "Ping-To";
+const char HTTPHeaders::PROXY_CONNECTION[] = "Proxy-Connection";
+const char HTTPHeaders::PROXY_AUTHENTICATE[] = "Proxy-Authenticate";
+const char HTTPHeaders::PROXY_AUTHORIZATION[] = "Proxy-Authorization";
+const char HTTPHeaders::PUBLIC_KEY_PINS[] = "Public-Key-Pins";
+const char HTTPHeaders::PUBLIC_KEY_PINS_REPORT_ONLY[] =
+    "Public-Key-Pins-Report-Only";
+const char HTTPHeaders::RANGE[] = "Range";
+const char HTTPHeaders::REFERER[] = "Referer";
+const char HTTPHeaders::REFERRER_POLICY[] = "Referrer-Policy";
+const char HTTPHeaders::REFERRER_POLICY_NO_REFERRER[] = "no-referrer";
+const char HTTPHeaders::REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[] =
+    "no-referrer-when-downgrade";
+const char HTTPHeaders::REFERRER_POLICY_SAME_ORIGIN[] = "same-origin";
+const char HTTPHeaders::REFERRER_POLICY_ORIGIN[] = "origin";
+const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN[] = "strict-origin";
+const char HTTPHeaders::REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[] =
+    "origin-when-cross-origin";
+const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[] =
+    "strict-origin-when-cross-origin";
+const char HTTPHeaders::REFERRER_POLICY_UNSAFE_URL[] = "unsafe-url";
+const char HTTPHeaders::REFRESH[] = "Refresh";
+const char HTTPHeaders::RETRY_AFTER[] = "Retry-After";
+const char HTTPHeaders::SEC_METADATA[] = "Sec-Metadata";
+const char HTTPHeaders::SEC_TOKEN_BINDING[] = "Sec-Token-Binding";
+const char HTTPHeaders::SEC_PROVIDED_TOKEN_BINDING_ID[] =
+    "Sec-Provided-Token-Binding-ID";
+const char HTTPHeaders::SEC_REFERRED_TOKEN_BINDING_ID[] =
+    "Sec-Referred-Token-Binding-ID";
+const char HTTPHeaders::SERVER[] = "Server";
+const char HTTPHeaders::SERVER_TIMING[] = "Server-Timing";
+const char HTTPHeaders::SERVICE_WORKER[] = "Service-Worker";
+const char HTTPHeaders::SERVICE_WORKER_ALLOWED[] = "Service-Worker-Allowed";
+const char HTTPHeaders::SERVICE_WORKER_NAVIGATION_PRELOAD[] =
+    "Service-Worker-Navigation-Preload";
+const char HTTPHeaders::SET_COOKIE[] = "Set-Cookie";
+const char HTTPHeaders::SET_COOKIE2[] = "Set-Cookie2";
+const char HTTPHeaders::STATUS_URI[] = "Status-URI";
+const char HTTPHeaders::STRICT_TRANSPORT_SECURITY[] =
+    "Strict-Transport-Security";
+const char HTTPHeaders::TIMEOUT[] = "Timeout";
+const char HTTPHeaders::TIMING_ALLOW_ORIGIN[] = "Timing-Allow-Origin";
+const char HTTPHeaders::TK[] = "Tk";
+const char HTTPHeaders::TRAILER[] = "Trailer";
+const char HTTPHeaders::TRAILERS[] = "Trailers";
+const char HTTPHeaders::TRANSFER_ENCODING[] = "Transfer-Encoding";
+const char HTTPHeaders::TRANSFER_ENCODING_ABBRV[] = "TE";
+const char HTTPHeaders::UPGRADE[] = "Upgrade";
+const char HTTPHeaders::USER_AGENT[] = "User-Agent";
+const char HTTPHeaders::VARY[] = "Vary";
+const char HTTPHeaders::VIA[] = "Via";
+const char HTTPHeaders::WARNING[] = "Warning";
+const char HTTPHeaders::WWW_AUTHENTICATE[] = "WWW-Authenticate";
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/server/public/header_names.h b/tensorflow_serving/util/net_http/server/public/header_names.h
new file mode 100644
index 00000000000..34312820d4a
--- /dev/null
+++ b/tensorflow_serving/util/net_http/server/public/header_names.h
@@ -0,0 +1,185 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Standard HTTP Header Names
+//
+// http://www.iana.org/assignments/message-headers
+class HTTPHeaders {
+ public:
+  HTTPHeaders() = delete;
+
+  static const char ACCEPT[];
+  static const char ACCEPT_CHARSET[];
+  static const char ACCEPT_ENCODING[];
+  static const char ACCEPT_LANGUAGE[];
+  static const char ACCEPT_RANGES[];
+  static const char ACCESS_CONTROL_ALLOW_CREDENTIALS[];
+  static const char ACCESS_CONTROL_ALLOW_HEADERS[];
+  static const char ACCESS_CONTROL_ALLOW_METHODS[];
+  static const char ACCESS_CONTROL_ALLOW_ORIGIN[];
+  static const char ACCESS_CONTROL_EXPOSE_HEADERS[];
+  static const char ACCESS_CONTROL_MAX_AGE[];
+  static const char ACCESS_CONTROL_REQUEST_HEADERS[];
+  static const char ACCESS_CONTROL_REQUEST_METHOD[];
+  static const char AGE[];
+  static const char ALLOW[];
+  static const char AUTHORIZATION[];
+  static const char CACHE_CONTROL[];
+  static const char CONNECTION[];
+  static const char CONTENT_DISPOSITION[];
+  static const char CONTENT_ENCODING[];
+  static const char CONTENT_LANGUAGE[];
+  static const char CONTENT_LENGTH[];
+  static const char CONTENT_LOCATION[];
+  static const char CONTENT_RANGE[];
+  // http://w3.org/TR/CSP/#content-security-policy-header-field
+  static const char CONTENT_SECURITY_POLICY[];
+  // http://w3.org/TR/CSP/#content-security-policy-report-only-header-field
+  static const char CONTENT_SECURITY_POLICY_REPORT_ONLY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
+  // version 23 and the Internet Explorer version 10.
+  // Please, use CONTENT_SECURITY_POLICY to pass the CSP.
+  static const char X_CONTENT_SECURITY_POLICY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
+  // version 23 and Internet Explorer version 10.
+  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
+  static const char X_CONTENT_SECURITY_POLICY_REPORT_ONLY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
+  // version 25. Please, use CONTENT_SECURITY_POLICY to pass the CSP.
+  static const char X_WEBKIT_CSP[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
+  // version 25.
+  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
+  static const char X_WEBKIT_CSP_REPORT_ONLY[];
+  static const char CONTENT_TYPE[];
+  static const char CONTENT_MD5[];
+  // A header, introduced by Microsoft, to modify how browsers
+  // interpret Content-Type:
+  // http://blogs.msdn.com/ie/archive/2008/09/02/ie8-security-part-vi-beta-2-update.aspx
+  static const char X_CONTENT_TYPE_OPTIONS[];
+  static const char COOKIE[];
+  static const char COOKIE2[];
+  static const char DATE[];
+  static const char DAV[];
+  static const char DEPTH[];
+  static const char DESTINATION[];
+  static const char DNT[];
+  // https://tools.ietf.org/html/rfc8470
+  static const char EARLY_DATA[];
+  static const char ETAG[];
+  static const char EXPECT[];
+  static const char EXPIRES[];
+  static const char FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[];
+  // Supersedes X-Forwarded-For (https://tools.ietf.org/html/rfc7239).
+  static const char FORWARDED[];
+  static const char FROM[];
+  static const char HOST[];
+  // http://httpwg.org/specs/rfc7540.html#Http2SettingsHeader
+  static const char HTTP2_SETTINGS[];
+  static const char IF[];
+  static const char IF_MATCH[];
+  static const char IF_MODIFIED_SINCE[];
+  static const char IF_NONE_MATCH[];
+  static const char IF_RANGE[];
+  static const char IF_UNMODIFIED_SINCE[];
+  static const char KEEP_ALIVE[];
+  static const char LABEL[];
+  static const char LAST_MODIFIED[];
+  static const char LINK[];
+  static const char LOCATION[];
+  static const char LOCK_TOKEN[];
+  static const char MAX_FORWARDS[];
+  static const char MS_AUTHOR_VIA[];
+  static const char ORIGIN[];
+  static const char OVERWRITE_HDR[];
+  static const char P3P[];
+  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
+  static const char PING_FROM[];
+  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
+  static const char PING_TO[];
+  static const char PRAGMA[];
+  static const char PROXY_CONNECTION[];
+  static const char PROXY_AUTHENTICATE[];
+  static const char PROXY_AUTHORIZATION[];
+  // http://tools.ietf.org/html/draft-ietf-websec-key-pinning
+  static const char PUBLIC_KEY_PINS[];
+  static const char PUBLIC_KEY_PINS_REPORT_ONLY[];
+  static const char RANGE[];
+  static const char REFERER[];
+  // https://www.w3.org/TR/referrer-policy/
+  static const char REFERRER_POLICY[];
+  static const char REFERRER_POLICY_NO_REFERRER[];
+  static const char REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[];
+  static const char REFERRER_POLICY_SAME_ORIGIN[];
+  static const char REFERRER_POLICY_ORIGIN[];
+  static const char REFERRER_POLICY_STRICT_ORIGIN[];
+  static const char REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[];
+  static const char REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[];
+  static const char REFERRER_POLICY_UNSAFE_URL[];
+  static const char REFRESH[];
+  static const char RETRY_AFTER[];
+  // https://github.com/mikewest/sec-metadata
+  static const char SEC_METADATA[];
+  // https://tools.ietf.org/html/draft-ietf-tokbind-https
+  static const char SEC_TOKEN_BINDING[];
+  // https://tools.ietf.org/html/draft-ietf-tokbind-ttrp
+  static const char SEC_PROVIDED_TOKEN_BINDING_ID[];
+  static const char SEC_REFERRED_TOKEN_BINDING_ID[];
+  static const char SERVER[];
+  // https://www.w3.org/TR/server-timing/
+  static const char SERVER_TIMING[];
+  // https://www.w3.org/TR/service-workers/#update-algorithm
+  static const char SERVICE_WORKER[];
+  static const char SERVICE_WORKER_ALLOWED[];
+  // https://developers.google.com/web/updates/2017/02/navigation-preload
+  static const char SERVICE_WORKER_NAVIGATION_PRELOAD[];
+  static const char SET_COOKIE[];
+  static const char SET_COOKIE2[];
+  static const char STATUS_URI[];
+  // HSTS http://tools.ietf.org/html/draft-ietf-websec-strict-transport-sec
+  static const char STRICT_TRANSPORT_SECURITY[];
+  static const char TIMEOUT[];
+  // http://www.w3.org/TR/2011/WD-resource-timing-20110524/#cross-origin-resources
+  static const char TIMING_ALLOW_ORIGIN[];
+  // http://www.w3.org/2011/tracking-protection/drafts/tracking-dnt.html#response-header-field
+  static const char TK[];
+  static const char TRAILER[];
+  static const char TRAILERS[];
+  static const char TRANSFER_ENCODING[];
+  static const char TRANSFER_ENCODING_ABBRV[];
+  static const char UPGRADE[];
+  static const char USER_AGENT[];
+  static const char VARY[];
+  static const char VIA[];
+  static const char WARNING[];
+  static const char WWW_AUTHENTICATE[];
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
diff --git a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
index 5ddcd8a29b3..fe561d755d4 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
@@ -67,9 +67,9 @@ class ServerOptions {
     executor_ = std::move(executor);
   }
 
-  const std::vector<int>& ports() { return ports_; }
+  const std::vector<int>& ports() const { return ports_; }
 
-  EventExecutor* executor() { return executor_.get(); }
+  EventExecutor* executor() const { return executor_.get(); }
 
  private:
   std::vector<int> ports_;
@@ -82,10 +82,39 @@ class RequestHandlerOptions {
  public:
   RequestHandlerOptions() = default;
 
+  RequestHandlerOptions(const RequestHandlerOptions&) = default;
+  RequestHandlerOptions& operator=(const RequestHandlerOptions&) = default;
+
+  // Sets the max length of uncompressed data when uncompressing a request body
+  inline RequestHandlerOptions& set_auto_uncompress_max_size(int64_t size) {
+    auto_uncompress_max_size_ = size;
+    return *this;
+  }
+
+  // The max length of uncompressed data when doing uncompress. Returns 0 if
+  // not set. See Zlib::kMaxUncompressedBytes for the default config.
+  inline int64_t auto_uncompress_max_size() const {
+    return auto_uncompress_max_size_;
+  }
+
+  // The auto_uncompress_input option specifies whether the request
+  // input data should be uncompressed if the request has the
+  // Content-Encoding: .*gzip.* header. The option defaults to true.
+  inline RequestHandlerOptions& set_auto_uncompress_input(
+      bool should_uncompress) {
+    auto_uncompress_input_ = should_uncompress;
+    return *this;
+  }
+
+  inline bool auto_uncompress_input() const { return auto_uncompress_input_; }
+
  private:
-  // Potential options: compression, CORS rules, streaming control
+  // To be added: compression, CORS rules, streaming control
   // thread executor, admission control, limits ...
-  // with public setter/getters.
+
+  bool auto_uncompress_input_ = true;
+
+  int64_t auto_uncompress_max_size_ = 0;
 };
 
 // A request handler is registered by the application to handle a request

From 69ad5b2bb458cf21b856af09f5f33e6a7f5e3c86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 00:02:24 -0700
Subject: [PATCH 1440/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217448984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c7e1632bd2..00c8bcc253f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91146e22771a0cb5cee3dbb0f4c53c4fe868759d6c346134da3669a15986c8c1",
-    git_commit = "ea718e872df737a6ee69f53a8f9b212c9c8197ec",
+    sha256 = "88f48885aa2073ad210e5106ddaf8eacd52b70beceda08f3cac29aa2e40f6c70",
+    git_commit = "24294c62886b6666cf6e60982deccc2a318dfed4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 16b41247eaef618ba1c5bc66ec7b0285503435c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 04:02:02 -0700
Subject: [PATCH 1441/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217491002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00c8bcc253f..0d4a3ca45a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88f48885aa2073ad210e5106ddaf8eacd52b70beceda08f3cac29aa2e40f6c70",
-    git_commit = "24294c62886b6666cf6e60982deccc2a318dfed4",
+    sha256 = "6f3d34b64ff070abe348826d8c05a1a2daf13ec94155684a33e962b183553d56",
+    git_commit = "7bcbcc1392516a2b2d7a7abae2ccce7091c8dae3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 890709ad4fcc022329e743ee734cc2f391c64e38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 12:02:21 -0700
Subject: [PATCH 1442/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217562082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d4a3ca45a6..8e6f3c3fe5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f3d34b64ff070abe348826d8c05a1a2daf13ec94155684a33e962b183553d56",
-    git_commit = "7bcbcc1392516a2b2d7a7abae2ccce7091c8dae3",
+    sha256 = "3f7e20fa2c03352c39c570f251e70aa8d25a00a77cce77f6d10966c2278ce715",
+    git_commit = "9a20e435c5b4b941fd7014342b7a359e5c6cdd6b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 37e6268934c83d36b921b4a2ed4ff1c8d213716b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 12:06:54 -0700
Subject: [PATCH 1443/8103] PiperOrigin-RevId: 217563115

---
 tensorflow_serving/serving.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index a56ea39498b..b9306d1d366 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -5,7 +5,7 @@ def serving_proto_library(name, srcs=[], has_services=False,
                           deps=[], visibility=None, testonly=0,  # pylint: disable=unused-argument
                           cc_grpc_version = None,
                           cc_api_version=2, go_api_version=2,
-                          java_api_version=2, js_api_version=2,
+                          java_api_version=2,
                           py_api_version=2):
   native.filegroup(name=name + "_proto_srcs",
                    srcs=srcs,

From 84412f029d66c7a61aab72ee585bd297c2bb6f36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 13:02:33 -0700
Subject: [PATCH 1444/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217572606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e6f3c3fe5b..eb1fd104a99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f7e20fa2c03352c39c570f251e70aa8d25a00a77cce77f6d10966c2278ce715",
-    git_commit = "9a20e435c5b4b941fd7014342b7a359e5c6cdd6b",
+    sha256 = "cce243522b2af2a6f292f02ceaf624ec89ced53bbc9c570d539a33e654d6377f",
+    git_commit = "75154000c2edf8d67500afba12f0a7b5c410c12f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e8c8ede6f576a4387e5b0e7b0db297aae0d6f1f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 14:01:37 -0700
Subject: [PATCH 1445/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217582976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb1fd104a99..02e9f3cdc06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cce243522b2af2a6f292f02ceaf624ec89ced53bbc9c570d539a33e654d6377f",
-    git_commit = "75154000c2edf8d67500afba12f0a7b5c410c12f",
+    sha256 = "799c996d725f825ea91d48e2482ad23c8e2f4b1fe4e409c71f24e3385d254db0",
+    git_commit = "6cd6115a7be5d9d87ab9ecaa5c75c6270c9061a7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9059fb90c5ad61d5a3fe57f71a71a81c92f6fdc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 15:02:12 -0700
Subject: [PATCH 1446/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217594322
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02e9f3cdc06..6ca6339b49b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "799c996d725f825ea91d48e2482ad23c8e2f4b1fe4e409c71f24e3385d254db0",
-    git_commit = "6cd6115a7be5d9d87ab9ecaa5c75c6270c9061a7",
+    sha256 = "8b314df68046895e129ab1db524fdbda41c5bc621e90508af7c5c43a3ae01dda",
+    git_commit = "0a9f327e2de9522e58480c7420567f6e78f0b6b8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6db2149991cca12bd957e704bed3d28676234bed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 16:02:27 -0700
Subject: [PATCH 1447/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217605729
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ca6339b49b..607991ebc1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b314df68046895e129ab1db524fdbda41c5bc621e90508af7c5c43a3ae01dda",
-    git_commit = "0a9f327e2de9522e58480c7420567f6e78f0b6b8",
+    sha256 = "4ce7e0ed7c13ce08cee1e3d28065277c95ffd06a19399038c525b530948d886c",
+    git_commit = "dc5bf64549c605e59b646379ac88e7d5d5e8f3b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c0394464d606ba68845df00d1f5e38e18bc3f3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 17:02:00 -0700
Subject: [PATCH 1448/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217615594
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 607991ebc1a..4ad1f877636 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ce7e0ed7c13ce08cee1e3d28065277c95ffd06a19399038c525b530948d886c",
-    git_commit = "dc5bf64549c605e59b646379ac88e7d5d5e8f3b9",
+    sha256 = "82acbe552b39cd998d90a9bf08e78e430ae68e429626578298b3fba041bbcc70",
+    git_commit = "1868b6cd16e18e371acc4afc454593f7c1d3ff5e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c1f6f086bb3eb09e0dd7fbc05816b731abb9eb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 18:01:44 -0700
Subject: [PATCH 1449/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217622888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ad1f877636..e06b96fba13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82acbe552b39cd998d90a9bf08e78e430ae68e429626578298b3fba041bbcc70",
-    git_commit = "1868b6cd16e18e371acc4afc454593f7c1d3ff5e",
+    sha256 = "f62c2dd11ebe2eba83627a6db77a0cfcdfad7107a45681ecb6365f83f18dfebd",
+    git_commit = "a54150fe9571c713e45a3f2828fbaf5d18dda3d3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0fb864f0ce383b71431398afb7c4435d576382bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 19:02:06 -0700
Subject: [PATCH 1450/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217628777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e06b96fba13..283852a24db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f62c2dd11ebe2eba83627a6db77a0cfcdfad7107a45681ecb6365f83f18dfebd",
-    git_commit = "a54150fe9571c713e45a3f2828fbaf5d18dda3d3",
+    sha256 = "5ccc638d117308bf1845505929f89a133a51909b74c35af1c2b20370bf61590e",
+    git_commit = "7e0257d953401288bc10dc11d07b418371bbc56d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0eaf90e72915d3ef989da8175dc1cb6bf85ec943 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 20:01:49 -0700
Subject: [PATCH 1451/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217633339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 283852a24db..d1ff3232fca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ccc638d117308bf1845505929f89a133a51909b74c35af1c2b20370bf61590e",
-    git_commit = "7e0257d953401288bc10dc11d07b418371bbc56d",
+    sha256 = "12cc64ce1c2db6cda94e470cd6843333bf3ccafa090fc0b4abeec850a47392d2",
+    git_commit = "aaaf1908758c2c1fadf534b6dccf6fdea1bdc18b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4967933458cba7ff1dc534a0815e3eb49ddc9711 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 22:01:46 -0700
Subject: [PATCH 1452/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217642748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1ff3232fca..b366fe510d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12cc64ce1c2db6cda94e470cd6843333bf3ccafa090fc0b4abeec850a47392d2",
-    git_commit = "aaaf1908758c2c1fadf534b6dccf6fdea1bdc18b",
+    sha256 = "c6ea649d82da19a1037d2baff3c38bc7bd2136230f80de0aac89ce9d338c05d9",
+    git_commit = "2a81cf99d22c3a0d551e68805bb4b021fbfcb860",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7eb323b66a45733f7439322f813c628d5756ce17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Oct 2018 23:02:15 -0700
Subject: [PATCH 1453/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217647272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b366fe510d8..e7903ef8c05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6ea649d82da19a1037d2baff3c38bc7bd2136230f80de0aac89ce9d338c05d9",
-    git_commit = "2a81cf99d22c3a0d551e68805bb4b021fbfcb860",
+    sha256 = "044212bd94ecef136647102f9c8c168147b3d28c75208d61b0778718a2e540a4",
+    git_commit = "c3b42c815ca49461bb667b667546690e0d4200d2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8a5345f5b9744605866250ad15ef45ab18234981 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 00:01:57 -0700
Subject: [PATCH 1454/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217651705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7903ef8c05..c8a887155ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "044212bd94ecef136647102f9c8c168147b3d28c75208d61b0778718a2e540a4",
-    git_commit = "c3b42c815ca49461bb667b667546690e0d4200d2",
+    sha256 = "8da73dfd76876755dc36ecbe1ad8ef9d39da4b8dd78e3f953f2d996a0fa81202",
+    git_commit = "0918aa74153664dbc61604af3cf0d66eb334c7ce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa7410e5660056918a8fd7e5b2203c47437664b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 04:01:57 -0700
Subject: [PATCH 1455/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217675533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8a887155ab..3b3f228ddc0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8da73dfd76876755dc36ecbe1ad8ef9d39da4b8dd78e3f953f2d996a0fa81202",
-    git_commit = "0918aa74153664dbc61604af3cf0d66eb334c7ce",
+    sha256 = "4d5f4c19d843d2d94ddd3da1e98ee3c554d9206079184b70a2a6096955659a9a",
+    git_commit = "14f0af7f4bf2473a75163a7b2412cc462600b5e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c3e6f33dcc9d5b7e95bac2cb9cf08f92541015b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 09:02:03 -0700
Subject: [PATCH 1456/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217709091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b3f228ddc0..4263741290d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d5f4c19d843d2d94ddd3da1e98ee3c554d9206079184b70a2a6096955659a9a",
-    git_commit = "14f0af7f4bf2473a75163a7b2412cc462600b5e9",
+    sha256 = "3f4c5595d35bdf073c253bc7edb282b145bb2db8a69dc98021cbf2d39f0cce62",
+    git_commit = "37080f543c4b85d58cd5173a310995592ecec832",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61b44ed81097a51d9389ad2b18d2a7b36f110f88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 10:01:59 -0700
Subject: [PATCH 1457/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217719667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4263741290d..466d0fbd840 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f4c5595d35bdf073c253bc7edb282b145bb2db8a69dc98021cbf2d39f0cce62",
-    git_commit = "37080f543c4b85d58cd5173a310995592ecec832",
+    sha256 = "52dc0557061ec648a3809189351ca7c6dd5ccc40bd5c5ad5d40e7a4e0d97fbe6",
+    git_commit = "c9598f9b1879af82537cfeaff50d01c8fb04cd79",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a010bd7d7c1f2bbe2c2cbff3b221fc8e0efd9612 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 14:01:52 -0700
Subject: [PATCH 1458/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217764181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 466d0fbd840..2c10a06cfb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52dc0557061ec648a3809189351ca7c6dd5ccc40bd5c5ad5d40e7a4e0d97fbe6",
-    git_commit = "c9598f9b1879af82537cfeaff50d01c8fb04cd79",
+    sha256 = "39d968c1f814f17bb080c3943a6bd4cc7b1a531fa7ed2a5a7ee785ed42e8ee9f",
+    git_commit = "670ecb73f4e2c99ff7804760ac66051319dece74",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 32b0670f43fa8f85cabf98201fe15e9b1b643bdb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 16:01:53 -0700
Subject: [PATCH 1459/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217785536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c10a06cfb3..a92fae1dc92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39d968c1f814f17bb080c3943a6bd4cc7b1a531fa7ed2a5a7ee785ed42e8ee9f",
-    git_commit = "670ecb73f4e2c99ff7804760ac66051319dece74",
+    sha256 = "3062d321eec46558d75983d60348a7ec5a21546357d1ee0407794425a09391d7",
+    git_commit = "441c7775c1266e87fda35aac5faea90a7b324c94",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 32e569faa6fb89d653f266f3e403956ac33c3070 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 17:02:31 -0700
Subject: [PATCH 1460/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217794797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a92fae1dc92..13530f34a05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3062d321eec46558d75983d60348a7ec5a21546357d1ee0407794425a09391d7",
-    git_commit = "441c7775c1266e87fda35aac5faea90a7b324c94",
+    sha256 = "b49c19586afa1c1bbce700d659cb7aa76a1686813972d2fd3cac4b36f06a78d2",
+    git_commit = "55a4b150ec417cd9b771c33a363d6b969294b3eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b14866458a6bc2d31579e18c3081d4d8e9e56d57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 18:01:58 -0700
Subject: [PATCH 1461/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217801761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13530f34a05..8572d13d1b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b49c19586afa1c1bbce700d659cb7aa76a1686813972d2fd3cac4b36f06a78d2",
-    git_commit = "55a4b150ec417cd9b771c33a363d6b969294b3eb",
+    sha256 = "86f6b22153e417430be4acf48153e09b71ea58cd8e10f3c59410ebe192c97e68",
+    git_commit = "11c4c33f51a9154092bed984c8981f2ec73ebd8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7bd1546f911243d581d2fe0d6eab73583639c614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 19:02:16 -0700
Subject: [PATCH 1462/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217807595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8572d13d1b5..3fbe8e0e250 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86f6b22153e417430be4acf48153e09b71ea58cd8e10f3c59410ebe192c97e68",
-    git_commit = "11c4c33f51a9154092bed984c8981f2ec73ebd8f",
+    sha256 = "24197e4f4e6e2df4bbdb02ba1d42b00d014473c3d811bf2be9512f08f3b3c023",
+    git_commit = "6e45e6ae21529ffebd4c0856cb1c2c8a278bf780",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1564fbf8885844b7f0737f5ffe2ebd5a73ab7cb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Oct 2018 20:01:57 -0700
Subject: [PATCH 1463/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217811636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fbe8e0e250..bff46d22bb2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24197e4f4e6e2df4bbdb02ba1d42b00d014473c3d811bf2be9512f08f3b3c023",
-    git_commit = "6e45e6ae21529ffebd4c0856cb1c2c8a278bf780",
+    sha256 = "076cda58385a5a787d27850c8cac879939ad6a70e2299cb1363fbe956acc32f4",
+    git_commit = "cf2c1478026a30c8ccb496fc04efb64da77024b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b2e3d76aae2f3b79036c0389a127ce1706a57ed7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 00:02:13 -0700
Subject: [PATCH 1464/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217828174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bff46d22bb2..c83206eb9c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "076cda58385a5a787d27850c8cac879939ad6a70e2299cb1363fbe956acc32f4",
-    git_commit = "cf2c1478026a30c8ccb496fc04efb64da77024b9",
+    sha256 = "5df45f8f99b0876037a8077152fe159a020b78315e73a3c784a5877f9f894c51",
+    git_commit = "25b1195bae31b1fe379b740b0bf29e86f93c1fb6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61202878ea2fc5b776993e56a092997452fe8ccd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 02:01:43 -0700
Subject: [PATCH 1465/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217840018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c83206eb9c6..b17041fe336 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5df45f8f99b0876037a8077152fe159a020b78315e73a3c784a5877f9f894c51",
-    git_commit = "25b1195bae31b1fe379b740b0bf29e86f93c1fb6",
+    sha256 = "848a0307b76446fcdd5cef22b0163eb09b2ed1715aa59ee621f9f80d7940c256",
+    git_commit = "3a98128fc086432f2b3704e63df640007cc4ec81",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6d752718bd6eba07d69aa679d6373d13615ee097 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 03:02:33 -0700
Subject: [PATCH 1466/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217845521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b17041fe336..2dca6feaa85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "848a0307b76446fcdd5cef22b0163eb09b2ed1715aa59ee621f9f80d7940c256",
-    git_commit = "3a98128fc086432f2b3704e63df640007cc4ec81",
+    sha256 = "679ddd71c948c8f6ea3e2ed4a0f77ab23952f03e72c787726dca1ed37ab153d0",
+    git_commit = "8d475d2e33d056a5f25a482c28c0b7d62d59e40d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6b535aa4f36303ebea2c4b27ce2496010ffe3a4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 09:02:33 -0700
Subject: [PATCH 1467/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217877706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dca6feaa85..c053c0b82e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "679ddd71c948c8f6ea3e2ed4a0f77ab23952f03e72c787726dca1ed37ab153d0",
-    git_commit = "8d475d2e33d056a5f25a482c28c0b7d62d59e40d",
+    sha256 = "793ef03c37cc6c78e17fcf66d769fb042f1448dfb9a27acd2c6383dc793fe144",
+    git_commit = "86d50a4ebc018c793ba626e5a8fcacdbba987198",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 99d32fc8379cfb1082894b1ac4e4602784aa1264 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 10:01:56 -0700
Subject: [PATCH 1468/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217885996
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c053c0b82e4..6b8b8accb34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "793ef03c37cc6c78e17fcf66d769fb042f1448dfb9a27acd2c6383dc793fe144",
-    git_commit = "86d50a4ebc018c793ba626e5a8fcacdbba987198",
+    sha256 = "c218c15d4780f32d2f5447b2e4022a663c6163096709ea68e847762362918851",
+    git_commit = "7a790da2f5431fb07818577aa65e58811cad7caa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From be7c70d779a39fad73a535185a4f4f991c1d859a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 19 Oct 2018 10:29:00 -0700
Subject: [PATCH 1469/8103] Fix GPU build

Fixes https://github.com/tensorflow/serving/issues/1150

PiperOrigin-RevId: 217890974
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 6cfb90066d2..5df4a35e18d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -155,7 +155,7 @@ RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
-    bazel build --color=yes --curses=yes --config=cuda \
+    bazel build --color=yes --curses=yes --config=cuda --copt="-fPIC"\
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \

From ce5a5c93d8573e490a43314d7841d60e5a5bad43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 11:02:32 -0700
Subject: [PATCH 1470/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217897023
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b8b8accb34..954c3298a46 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c218c15d4780f32d2f5447b2e4022a663c6163096709ea68e847762362918851",
-    git_commit = "7a790da2f5431fb07818577aa65e58811cad7caa",
+    sha256 = "277ce1abd0c234ba160731c1594b93e766d65ec88681669499a7c60a68f27f2e",
+    git_commit = "4d0939bb192723cb7aa0f74a584f526153846d99",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 34a52bf2af672fb72e1002723df1928281e3583f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 12:01:56 -0700
Subject: [PATCH 1471/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217908346
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 954c3298a46..2219a61a174 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "277ce1abd0c234ba160731c1594b93e766d65ec88681669499a7c60a68f27f2e",
-    git_commit = "4d0939bb192723cb7aa0f74a584f526153846d99",
+    sha256 = "90a82eb94fbff5a6cad7877e5241c788c11a4bc81de064598b7f89d71ed6c795",
+    git_commit = "1c9ffa14f5034a3e36beec7bbd98636fd1e1cabf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c645c19eba93e4e83ffd5a6ae362e784729c85a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 13:02:10 -0700
Subject: [PATCH 1472/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217917610
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2219a61a174..430ce86ff68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90a82eb94fbff5a6cad7877e5241c788c11a4bc81de064598b7f89d71ed6c795",
-    git_commit = "1c9ffa14f5034a3e36beec7bbd98636fd1e1cabf",
+    sha256 = "0efa111c76752971b247107e4e79e45f10224b73e4d2b0684ae8369f78e0156a",
+    git_commit = "47e56b594d5ed654a934a627e015f0be0f707e2e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2079d1bba2c2b69a6ab3f229a43c21faf75e2b19 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Fri, 19 Oct 2018 13:29:09 -0700
Subject: [PATCH 1473/8103] Remove "experimental" designation for model version
 labels.

PiperOrigin-RevId: 217921645
---
 tensorflow_serving/apis/model.proto | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 9c6427fe7d6..56493f68222 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -24,7 +24,6 @@ message ModelSpec {
     google.protobuf.Int64Value version = 2;
 
     // Use the version associated with the given label.
-    // EXPERIMENTAL. DO NOT USE AT THIS TIME.
     string version_label = 4;
   }
 

From ea80fdc45bf4d8c22339beca2141201636a06d41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 14:01:57 -0700
Subject: [PATCH 1474/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217926821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 430ce86ff68..b37940cf4df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0efa111c76752971b247107e4e79e45f10224b73e4d2b0684ae8369f78e0156a",
-    git_commit = "47e56b594d5ed654a934a627e015f0be0f707e2e",
+    sha256 = "19e26532f50ba267a6a9f8c8a87701e220f2c24bd29752e2fd2e0ddf93a3c98d",
+    git_commit = "34b1c5f6bc22dbb512f5d0462153042ffc6407fa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9345832e6bb766a6d69faff7337ee741e1dc39fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 15:03:00 -0700
Subject: [PATCH 1475/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217937564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b37940cf4df..8849a9f4728 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19e26532f50ba267a6a9f8c8a87701e220f2c24bd29752e2fd2e0ddf93a3c98d",
-    git_commit = "34b1c5f6bc22dbb512f5d0462153042ffc6407fa",
+    sha256 = "baebc5db57c60cbab0991b50cfd1d49f7bf47ead474801a4e49cab7fa3caa694",
+    git_commit = "607d6e0fcb21424ce922715586994468eaf7f2f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 552c40d0028e0e86cc91827c0879096d1f8be176 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 16:02:13 -0700
Subject: [PATCH 1476/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217946545
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8849a9f4728..7d2d21626c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baebc5db57c60cbab0991b50cfd1d49f7bf47ead474801a4e49cab7fa3caa694",
-    git_commit = "607d6e0fcb21424ce922715586994468eaf7f2f0",
+    sha256 = "b3d03a7d7c908485a46eda20618814da9d8798f4fa744611b8a8fc5d9c8427b1",
+    git_commit = "230d0037226a6723c16de58f0ea359be8c6aca7b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 308612dd8d7e6156ba98b8eda8ace9a82f404efd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 17:02:07 -0700
Subject: [PATCH 1477/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217954741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d2d21626c7..89220d07d93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3d03a7d7c908485a46eda20618814da9d8798f4fa744611b8a8fc5d9c8427b1",
-    git_commit = "230d0037226a6723c16de58f0ea359be8c6aca7b",
+    sha256 = "95814411095541e8c3959c51a3c96772754bd9e52a861c0473dda379cb43fde7",
+    git_commit = "a1355299ec71c1f056aa12cfcc11b7cc8960598b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 70a599a09658d8c1474fa7a936545cf3e0547106 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Fri, 19 Oct 2018 17:10:23 -0700
Subject: [PATCH 1478/8103] Automated rollback of commit
 2079d1bba2c2b69a6ab3f229a43c21faf75e2b19

PiperOrigin-RevId: 217955891
---
 tensorflow_serving/apis/model.proto | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 56493f68222..9c6427fe7d6 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -24,6 +24,7 @@ message ModelSpec {
     google.protobuf.Int64Value version = 2;
 
     // Use the version associated with the given label.
+    // EXPERIMENTAL. DO NOT USE AT THIS TIME.
     string version_label = 4;
   }
 

From fcadcba7f91892c13733bf492d8adadd231acd79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 18:02:04 -0700
Subject: [PATCH 1479/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217960938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89220d07d93..9d88af4385d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95814411095541e8c3959c51a3c96772754bd9e52a861c0473dda379cb43fde7",
-    git_commit = "a1355299ec71c1f056aa12cfcc11b7cc8960598b",
+    sha256 = "7414245de3346db4c2aa5ecb8b1c0e6b9c677c5614154e323b700f01223c1a5d",
+    git_commit = "6c3baec9b932dd7a6c692081b5695874c25df63d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f3da4d2511c1db41c48bb48ea3f9ff1d73e4f066 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Oct 2018 22:02:12 -0700
Subject: [PATCH 1480/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 217975797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d88af4385d..6368d22b7e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7414245de3346db4c2aa5ecb8b1c0e6b9c677c5614154e323b700f01223c1a5d",
-    git_commit = "6c3baec9b932dd7a6c692081b5695874c25df63d",
+    sha256 = "d682b11ce17332fd087c17f29d190772de46c0d7745edd5b15fb502720558f39",
+    git_commit = "6802f2908445574a2ba3744dffe5765f55e4fd96",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b31b65681fa83942835909100e2fe564793908f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 06:01:54 -0700
Subject: [PATCH 1481/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218001980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6368d22b7e9..d448c3860af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d682b11ce17332fd087c17f29d190772de46c0d7745edd5b15fb502720558f39",
-    git_commit = "6802f2908445574a2ba3744dffe5765f55e4fd96",
+    sha256 = "50b3d610e4b426d321806060609cb790d768b0121e3805af60aec61fec278239",
+    git_commit = "0b2713a28da0375625d13854aedc78be9954ca9a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c5c3173c0934f9a9b307fb56264d8b246ab8b3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 11:01:51 -0700
Subject: [PATCH 1482/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218015338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d448c3860af..e31d055f6bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50b3d610e4b426d321806060609cb790d768b0121e3805af60aec61fec278239",
-    git_commit = "0b2713a28da0375625d13854aedc78be9954ca9a",
+    sha256 = "daf0c4eb236b1f6364e8b5640326d257f31cbf59a026f144d9cd6ee0af9792f8",
+    git_commit = "165be36baeb9d43198fa6e21a3d82b7012c147c3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8006f77b789323ee3eddf68f601539bb2d23a4a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 14:01:57 -0700
Subject: [PATCH 1483/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218023522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e31d055f6bf..6271699f848 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "daf0c4eb236b1f6364e8b5640326d257f31cbf59a026f144d9cd6ee0af9792f8",
-    git_commit = "165be36baeb9d43198fa6e21a3d82b7012c147c3",
+    sha256 = "f2df6101590df8decfa217b4709808d6fee6e6804dfd81c46cafbf22558578e5",
+    git_commit = "4404cbf5091247bdefe5dbb199d21566629ddc96",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 551c26c05c416df93d6c37f659ca5971a19bc58b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 15:02:27 -0700
Subject: [PATCH 1484/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218026186
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6271699f848..6b9883acbf0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2df6101590df8decfa217b4709808d6fee6e6804dfd81c46cafbf22558578e5",
-    git_commit = "4404cbf5091247bdefe5dbb199d21566629ddc96",
+    sha256 = "0deb81ecf2489d5b33bf22b290c8fdedf059e2a4a7f2b5e713160f8d67fae7cb",
+    git_commit = "9d864b711e7dd29af6b180ba036836d5ffb8773f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3f1a40575a52287074973cccb3a7c007fc99fa9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 17:01:56 -0700
Subject: [PATCH 1485/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218031270
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b9883acbf0..3e7da3f138d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0deb81ecf2489d5b33bf22b290c8fdedf059e2a4a7f2b5e713160f8d67fae7cb",
-    git_commit = "9d864b711e7dd29af6b180ba036836d5ffb8773f",
+    sha256 = "8feffb2209c75f473bcd54fa04269531d52dfdae826f94470e87717c5129f1e7",
+    git_commit = "0b370f71a7dfa7177c4c87686ff2754c2c7aba40",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62adf03ee3acc4319b7a1b73cb39d286249f1d4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Oct 2018 18:01:58 -0700
Subject: [PATCH 1486/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218033738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e7da3f138d..62ffeb8e72a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8feffb2209c75f473bcd54fa04269531d52dfdae826f94470e87717c5129f1e7",
-    git_commit = "0b370f71a7dfa7177c4c87686ff2754c2c7aba40",
+    sha256 = "80c372b96cb59225f12fb872ace3209c7ca7e1d5ed42fdd6dbc6377151827996",
+    git_commit = "1afec5ac1fcf2aacb61d780e0c72777d1de9787a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bbe4496a748ca581bb064121e4e68c5270840955 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Oct 2018 00:02:24 -0700
Subject: [PATCH 1487/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218048600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62ffeb8e72a..73d80d2b745 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80c372b96cb59225f12fb872ace3209c7ca7e1d5ed42fdd6dbc6377151827996",
-    git_commit = "1afec5ac1fcf2aacb61d780e0c72777d1de9787a",
+    sha256 = "1e473867ce9e5c6e4e692e5d6805deb013acf6f2b048713af4d74a5f1b02c12b",
+    git_commit = "35d795eaafa664cfc11a786fe03511e4ba5b9a0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 48fc91bca7ed44d0465b68c6940352f06e828214 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Oct 2018 01:01:57 -0700
Subject: [PATCH 1488/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218051847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73d80d2b745..8cae4cda78a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e473867ce9e5c6e4e692e5d6805deb013acf6f2b048713af4d74a5f1b02c12b",
-    git_commit = "35d795eaafa664cfc11a786fe03511e4ba5b9a0e",
+    sha256 = "a6007e56437da3951346fa75867abfc03c03ae2f809d912f5ad2c350e84c687f",
+    git_commit = "f43d458a318d4d97298710654f1692f6e8364f82",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 355dadaada8a95e3f7d6430d22b8c031a29fb8e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Oct 2018 06:02:06 -0700
Subject: [PATCH 1489/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218066055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cae4cda78a..6a6f59c498d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6007e56437da3951346fa75867abfc03c03ae2f809d912f5ad2c350e84c687f",
-    git_commit = "f43d458a318d4d97298710654f1692f6e8364f82",
+    sha256 = "bc1fc698093496ab1d99fd884de2a69140dcc19d9cf724ef2ab195bf00fd42d9",
+    git_commit = "7eba9315aa7522e516af2de48bd5b5d139ba8d9f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f58953152a6444409fa97819ea4cf967b93e6cd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Oct 2018 20:01:49 -0700
Subject: [PATCH 1490/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218104908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a6f59c498d..7931860d571 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc1fc698093496ab1d99fd884de2a69140dcc19d9cf724ef2ab195bf00fd42d9",
-    git_commit = "7eba9315aa7522e516af2de48bd5b5d139ba8d9f",
+    sha256 = "d0039e2ed2635f2870c3af5f9a98380cf8b4ac5a6af5dae1df57575a01697af0",
+    git_commit = "4a5693e732b80a593bca7bf94ddd5df9e5d78cc0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71f69c031a3f5b708c50ffec2d2cb944c9e111e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 04:01:50 -0700
Subject: [PATCH 1491/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218144038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7931860d571..dc159bf96bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0039e2ed2635f2870c3af5f9a98380cf8b4ac5a6af5dae1df57575a01697af0",
-    git_commit = "4a5693e732b80a593bca7bf94ddd5df9e5d78cc0",
+    sha256 = "7fe3fd584fd8cb94ae4ca5b0d6c05dc6698e05b82c8065a0a84717a40e94c159",
+    git_commit = "0af3d95e40fb04fcff9e9dba86b95775be21440f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a17c89202e68bf19f369b9cbc97db7ced283b874 Mon Sep 17 00:00:00 2001
From: Charles Verge <charles.v@nssearch.com>
Date: Fri, 12 Oct 2018 22:29:29 -0300
Subject: [PATCH 1492/8103] Add error messages for specific cases when json for
 REST requests is not formated correctly to assist in debugging calls.
 Previously error messages return the same error message for  * Both inputs
 and instances existed  * Value was not an array when array expected  * Empty
 array  * When examples key was missing for method classify

---
 tensorflow_serving/util/json_tensor.cc      | 52 +++++++++++++++------
 tensorflow_serving/util/json_tensor_test.cc |  2 +-
 2 files changed, 40 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index a0870b812df..a484aaf057e 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -188,11 +188,10 @@ Status Base64FormatError(const rapidjson::Value& val) {
                                  " not formatted correctly for base64 data");
 }
 
-Status FormatError(const rapidjson::Value& val) {
-  return errors::InvalidArgument(
-      "JSON Value: ", JsonValueToString(val),
-      " not formatted correctly. Expecting object with 'instances' or 'input'"
-      " key and a list/array or object as the value respectively.");
+template <typename... Args>
+Status FormatError(const rapidjson::Value& val, Args&&... args) {
+  return errors::InvalidArgument("JSON Value: ",
+    JsonValueToString(val), " ", std::forward<Args>(args)...);
 }
 
 Status FormatSignatureError(const rapidjson::Value& val) {
@@ -459,7 +458,9 @@ Status ParseJson(const absl::string_view json, rapidjson::Document* doc) {
   //   "instances" : [ <atlest one element> ]
   //   ...
   // }
-  if (!doc->IsObject()) return FormatError(*doc);
+  if (!doc->IsObject()) {
+    return FormatError(*doc, "Is not object");
+  }
   return Status::OK();
 }
 
@@ -637,14 +638,28 @@ Status FillPredictRequestFromJson(
   auto itr_instances = doc.FindMember(kPredictRequestInstancesKey);
   auto itr_inputs = doc.FindMember(kPredictRequestInputsKey);
   if (itr_instances != doc.MemberEnd()) {
-    if (itr_inputs != doc.MemberEnd()) return FormatError(doc);
-    if (!itr_instances->value.IsArray()) return FormatError(doc);
-    if (!itr_instances->value.Capacity()) return FormatError(doc);
+    if (itr_inputs != doc.MemberEnd()) {
+      return FormatError(doc, "Not formatted correctly expecting only",
+        " one of '", kPredictRequestInputsKey, "' or '",
+        kPredictRequestInstancesKey, "' keys to exist ");
+    }
+    if (!itr_instances->value.IsArray()) {
+      return FormatError(doc, "Excepting '",
+        kPredictRequestInstancesKey, "' to be an list/array");
+    }
+    if (!itr_instances->value.Capacity()) {
+      return FormatError(doc, "No values in '",
+        kPredictRequestInstancesKey, "' array");
+    }
     *format = JsonPredictRequestFormat::kRow;
     return FillTensorMapFromInstancesList(itr_instances, tensorinfo_map,
                                           request->mutable_inputs());
   } else if (itr_inputs != doc.MemberEnd()) {
-    if (itr_instances != doc.MemberEnd()) return FormatError(doc);
+    if (itr_instances != doc.MemberEnd()) {
+      return FormatError(doc, "Not formatted correctly expecting only",
+        " one of '", kPredictRequestInputsKey, "' or '",
+        kPredictRequestInstancesKey, "' keys to exist ");
+    }
     *format = JsonPredictRequestFormat::kColumnar;
     return FillTensorMapFromInputsMap(itr_inputs, tensorinfo_map,
                                       request->mutable_inputs());
@@ -786,9 +801,20 @@ Status FillClassifyRegressRequestFromJson(const absl::string_view json,
 
   // Fill in list of Examples.
   itr = doc.FindMember(kClassifyRegressRequestExamplesKey);
-  if (itr == doc.MemberEnd()) return FormatError(doc);
-  if (!itr->value.IsArray()) return FormatError(doc);
-  if (!itr->value.Capacity()) return FormatError(doc);
+  if (itr == doc.MemberEnd()) {
+    return FormatError(doc, "When method is classify, key '",
+      kClassifyRegressRequestExamplesKey,
+      "' is expected and was not found");
+  }
+  if (!itr->value.IsArray()) {
+    return FormatError(doc, "Expecting '",
+      kClassifyRegressRequestExamplesKey,
+      "' value to be an list/array");
+  }
+  if (!itr->value.Capacity()) {
+    return FormatError(doc, "'", kClassifyRegressRequestExamplesKey,
+      "' value is an empty array");
+  }
   for (const auto& val : itr->value.GetArray()) {
     TF_RETURN_IF_ERROR(MakeExampleFromJsonObject(
         val, has_context
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 9edc46e1cb1..7e1c057e81e 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -509,7 +509,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("not formatted correctly"));
+  EXPECT_THAT(status.error_message(), HasSubstr("Not formatted correctly"));
 
   status = FillPredictRequestFromJson(R"(
     {

From 08a98a81d268220b42bde6d736a668e4e7ebf3b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 12:01:54 -0700
Subject: [PATCH 1493/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218207951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc159bf96bd..ee31ff97103 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fe3fd584fd8cb94ae4ca5b0d6c05dc6698e05b82c8065a0a84717a40e94c159",
-    git_commit = "0af3d95e40fb04fcff9e9dba86b95775be21440f",
+    sha256 = "75bd28ee25e8c5c7bf571dfec812ef82808b59a9f3e1ba1f81bb9fbe10af38f5",
+    git_commit = "4a7b57e93d0e21e93cc718920f6e8a6f2ab1cb27",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 25ea2d6d884267b69b236329e211e80860f682d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 13:01:52 -0700
Subject: [PATCH 1494/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218218019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee31ff97103..45b316d465d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75bd28ee25e8c5c7bf571dfec812ef82808b59a9f3e1ba1f81bb9fbe10af38f5",
-    git_commit = "4a7b57e93d0e21e93cc718920f6e8a6f2ab1cb27",
+    sha256 = "a97d722d99d8d72eb25554e2e10626d898485849a0f8c38945f6ec0084936d36",
+    git_commit = "2ee5ee30d69ecf5d38392786db1f54b700cd0b3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2932374f5faa094b97ec83f210805d1de75d1ae8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 14:02:10 -0700
Subject: [PATCH 1495/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218228986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45b316d465d..b427dbb8ef0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a97d722d99d8d72eb25554e2e10626d898485849a0f8c38945f6ec0084936d36",
-    git_commit = "2ee5ee30d69ecf5d38392786db1f54b700cd0b3e",
+    sha256 = "fd0c7b8e03ed2d4f06e088909fda285dc6f3034828a764f35b33be756a4e4c92",
+    git_commit = "71d3161aa4151c2c753c28bc31153c3b7ef5459b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cc08f97bc75396fc8915a05b6e86cdb3374b6c6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 15:03:43 -0700
Subject: [PATCH 1496/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218240647
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b427dbb8ef0..7e452e1b133 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd0c7b8e03ed2d4f06e088909fda285dc6f3034828a764f35b33be756a4e4c92",
-    git_commit = "71d3161aa4151c2c753c28bc31153c3b7ef5459b",
+    sha256 = "0eeeed6a289c33ee51def305abfe41374925ef6b927edc77fc6bd106b432e0cd",
+    git_commit = "5555ad1617d62c8064d9853a9e771802150dfb29",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 040d4ed0f89b8b6d58e20f389a2d75126c260afb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 19:02:11 -0700
Subject: [PATCH 1497/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218272902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e452e1b133..4c1acffb362 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0eeeed6a289c33ee51def305abfe41374925ef6b927edc77fc6bd106b432e0cd",
-    git_commit = "5555ad1617d62c8064d9853a9e771802150dfb29",
+    sha256 = "8b9faf895a502ef348757c3eebc2abe33ad265027ac3915e5e7cc52561c33837",
+    git_commit = "e31663c01094e69ea862c01aa7388d29e4722aec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 694dc5f9af39320813d1458f9686717d946f2595 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Oct 2018 20:01:52 -0700
Subject: [PATCH 1498/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218277203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c1acffb362..6c9638a9167 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b9faf895a502ef348757c3eebc2abe33ad265027ac3915e5e7cc52561c33837",
-    git_commit = "e31663c01094e69ea862c01aa7388d29e4722aec",
+    sha256 = "2e79d66cf73cc02f1ee7dcd96eeec8f053b3114fa8d78982e293aedb517733c3",
+    git_commit = "e4b876eba4f2cc0067bfcc6b5f06d86c310fe77a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eeaa766da28a31f484968d2e70655436c7ac2c8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 02:01:55 -0700
Subject: [PATCH 1499/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218307813
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c9638a9167..ed85cec1b15 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e79d66cf73cc02f1ee7dcd96eeec8f053b3114fa8d78982e293aedb517733c3",
-    git_commit = "e4b876eba4f2cc0067bfcc6b5f06d86c310fe77a",
+    sha256 = "dcafddd34d4c54bfe0bacdea0603b4182f3ae19124ee26fe8de616082abdc9a2",
+    git_commit = "8c072a519e2beed483adb361a9be934a47bee366",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0d367ab008eba9fbb083fe24dd30ffdcd640c444 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 09:02:58 -0700
Subject: [PATCH 1500/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218350089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed85cec1b15..aa005da1db3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcafddd34d4c54bfe0bacdea0603b4182f3ae19124ee26fe8de616082abdc9a2",
-    git_commit = "8c072a519e2beed483adb361a9be934a47bee366",
+    sha256 = "b87f1a5e3e2369fd1656cee6eab06592c255aa71698dd51ca74c5c40d0a52685",
+    git_commit = "c9bfe819a2e53dd2fe836c664135d5685f04af6d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d530fbcb92dca30b0f9cab9ce3e2cf905a932821 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 14:02:01 -0700
Subject: [PATCH 1501/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218402713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa005da1db3..2e849303184 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b87f1a5e3e2369fd1656cee6eab06592c255aa71698dd51ca74c5c40d0a52685",
-    git_commit = "c9bfe819a2e53dd2fe836c664135d5685f04af6d",
+    sha256 = "d000f91761bad942db98a2fe973398990cee38a3cfe714bdd01af807cfa17dea",
+    git_commit = "ce61d388dcc0de859ddda5ed7935d2df6eef977a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0c1257a4d5a741a8b70127759066238aba00e474 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 15:02:10 -0700
Subject: [PATCH 1502/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218413840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e849303184..4bd32d2ef6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d000f91761bad942db98a2fe973398990cee38a3cfe714bdd01af807cfa17dea",
-    git_commit = "ce61d388dcc0de859ddda5ed7935d2df6eef977a",
+    sha256 = "8532cfdcba1233a34eed979647a4a363b044a6e1a11cc830ca01a13861257385",
+    git_commit = "b6476baf0ad3430d2fe02dd605fbf945c12f084d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69289d28f7f688823ac2ebc0d10cba7b6d18c073 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Tue, 23 Oct 2018 15:20:01 -0700
Subject: [PATCH 1503/8103] Update release notes for 1.11.1 release.

PiperOrigin-RevId: 218417084
---
 RELEASE.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index d2353683d17..e1788368dcb 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,18 @@
+# Release 1.11.1
+
+## Bug Fixes and Other Changes
+
+* Fix version of model server binary (Fixes #1134)
+* Range check floating point numbers correctly (Fixes #1136).
+* Fix docker run script for same user and group name (Fixes #1137).
+* Fix GPU build (Fixes #1150)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+vfdev
+
 # Release 1.11.0
 
 ## Major Features and Improvements

From 793fd90ee41ac34fa4c9261eef2d2c908dca9735 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 23 Oct 2018 16:54:29 -0700
Subject: [PATCH 1504/8103] Remove dependence on bazel for python examples

PiperOrigin-RevId: 218431912
---
 tensorflow_serving/example/BUILD              |    61 +-
 .../example/imagenet_lsvrc_2015_synsets.txt   |  1000 -
 .../example/imagenet_metadata.txt             | 21842 ----------------
 .../example/inception_saved_model.py          |   203 -
 .../{inception_client.cc => resnet_client.cc} |     8 +-
 ...eption_client.py => resnet_client_grpc.py} |    36 +-
 .../{inception_k8s.yaml => resnet_k8s.yaml}   |    14 +-
 tensorflow_serving/g3doc/_book.yaml           |     8 +-
 tensorflow_serving/g3doc/serving_advanced.md  |    46 +-
 tensorflow_serving/g3doc/serving_basic.md     |    58 +-
 tensorflow_serving/g3doc/serving_inception.md |   387 -
 .../g3doc/serving_kubernetes.md               |   366 +
 tensorflow_serving/g3doc/setup.md             |    16 +-
 .../tools/docker/Dockerfile.devel             |     3 +-
 .../tools/docker/Dockerfile.devel-gpu         |     3 +-
 .../{bazel_in_docker.sh => run_in_docker.sh}  |    29 +-
 16 files changed, 469 insertions(+), 23611 deletions(-)
 delete mode 100644 tensorflow_serving/example/imagenet_lsvrc_2015_synsets.txt
 delete mode 100644 tensorflow_serving/example/imagenet_metadata.txt
 delete mode 100644 tensorflow_serving/example/inception_saved_model.py
 rename tensorflow_serving/example/{inception_client.cc => resnet_client.cc} (96%)
 rename tensorflow_serving/example/{inception_client.py => resnet_client_grpc.py} (58%)
 rename tensorflow_serving/example/{inception_k8s.yaml => resnet_k8s.yaml} (81%)
 delete mode 100644 tensorflow_serving/g3doc/serving_inception.md
 create mode 100644 tensorflow_serving/g3doc/serving_kubernetes.md
 rename tools/{bazel_in_docker.sh => run_in_docker.sh} (67%)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 823309d11b7..8b9d098a205 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -20,67 +20,10 @@ filegroup(
     ),
 )
 
-py_library(
-    name = "mnist_input_data",
-    srcs = ["mnist_input_data.py"],
-    srcs_version = "PY2AND3",
-)
-
-py_binary(
-    name = "mnist_saved_model",
-    srcs = [
-        "mnist_saved_model.py",
-    ],
-    srcs_version = "PY2AND3",
-    deps = [
-        ":mnist_input_data",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
-py_binary(
-    name = "mnist_client",
-    srcs = [
-        "mnist_client.py",
-    ],
-    srcs_version = "PY2AND3",
-    deps = [
-        ":mnist_input_data",
-        "//tensorflow_serving/apis:predict_proto_py_pb2",
-        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
-py_binary(
-    name = "inception_saved_model",
-    srcs = [
-        "inception_saved_model.py",
-    ],
-    srcs_version = "PY2AND3",
-    deps = [
-        "@inception_model//inception",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
-py_binary(
-    name = "inception_client",
-    srcs = [
-        "inception_client.py",
-    ],
-    srcs_version = "PY2AND3",
-    deps = [
-        "//tensorflow_serving/apis:predict_proto_py_pb2",
-        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
 cc_binary(
-    name = "inception_client_cc",
+    name = "resnet_client_cc",
     srcs = [
-        "inception_client.cc",
+        "resnet_client.cc",
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto",
diff --git a/tensorflow_serving/example/imagenet_lsvrc_2015_synsets.txt b/tensorflow_serving/example/imagenet_lsvrc_2015_synsets.txt
deleted file mode 100644
index 88aa58f966b..00000000000
--- a/tensorflow_serving/example/imagenet_lsvrc_2015_synsets.txt
+++ /dev/null
@@ -1,1000 +0,0 @@
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diff --git a/tensorflow_serving/example/imagenet_metadata.txt b/tensorflow_serving/example/imagenet_metadata.txt
deleted file mode 100644
index 913a237e95d..00000000000
--- a/tensorflow_serving/example/imagenet_metadata.txt
+++ /dev/null
@@ -1,21842 +0,0 @@
-n00004475	organism, being
-n00005787	benthos
-n00006024	heterotroph
-n00006484	cell
-n00007846	person, individual, someone, somebody, mortal, soul
-n00015388	animal, animate being, beast, brute, creature, fauna
-n00017222	plant, flora, plant life
-n00021265	food, nutrient
-n00021939	artifact, artefact
-n00120010	hop
-n00141669	check-in
-n00288000	dressage
-n00288190	curvet, vaulting
-n00288384	piaffe
-n00324978	funambulism, tightrope walking
-n00326094	rock climbing
-n00433458	contact sport
-n00433661	outdoor sport, field sport
-n00433802	gymnastics, gymnastic exercise
-n00434075	acrobatics, tumbling
-n00439826	track and field
-n00440039	track, running
-n00440218	jumping
-n00440382	broad jump, long jump
-n00440509	high jump
-n00440643	Fosbury flop
-n00440747	skiing
-n00440941	cross-country skiing
-n00441073	ski jumping
-n00441824	water sport, aquatics
-n00442115	swimming, swim
-n00442437	bathe
-n00442847	dip, plunge
-n00442981	dive, diving
-n00443231	floating, natation
-n00443375	dead-man's float, prone float
-n00443517	belly flop, belly flopper, belly whop, belly whopper
-n00443692	cliff diving
-n00443803	flip
-n00443917	gainer, full gainer
-n00444142	half gainer
-n00444340	jackknife
-n00444490	swan dive, swallow dive
-n00444651	skin diving, skin-dive
-n00444846	scuba diving
-n00444937	snorkeling, snorkel diving
-n00445055	surfing, surfboarding, surfriding
-n00445226	water-skiing
-n00445351	rowing, row
-n00445685	sculling
-n00445802	boxing, pugilism, fisticuffs
-n00446311	professional boxing
-n00446411	in-fighting
-n00446493	fight
-n00446632	rope-a-dope
-n00446804	spar, sparring
-n00446980	archery
-n00447073	sledding
-n00447221	tobogganing
-n00447361	luging
-n00447463	bobsledding
-n00447540	wrestling, rassling, grappling
-n00447957	Greco-Roman wrestling
-n00448126	professional wrestling
-n00448232	sumo
-n00448466	skating
-n00448640	ice skating
-n00448748	figure skating
-n00448872	rollerblading
-n00448958	roller skating
-n00449054	skateboarding
-n00449168	speed skating
-n00449295	racing
-n00449517	auto racing, car racing
-n00449695	boat racing
-n00449796	hydroplane racing
-n00449892	camel racing
-n00449977	greyhound racing
-n00450070	horse racing
-n00450335	riding, horseback riding, equitation
-n00450700	equestrian sport
-n00450866	pony-trekking
-n00450998	showjumping, stadium jumping
-n00451186	cross-country riding, cross-country jumping
-n00451370	cycling
-n00451563	bicycling
-n00451635	motorcycling
-n00451768	dune cycling
-n00451866	blood sport
-n00452034	bullfighting, tauromachy
-n00452152	cockfighting
-n00452293	hunt, hunting
-n00452734	battue
-n00452864	beagling
-n00453126	coursing
-n00453313	deer hunting, deer hunt
-n00453396	ducking, duck hunting
-n00453478	fox hunting, foxhunt
-n00453631	pigsticking
-n00453935	fishing, sportfishing
-n00454237	angling
-n00454395	fly-fishing
-n00454493	troll, trolling
-n00454624	casting, cast
-n00454855	bait casting
-n00454983	fly casting
-n00455076	overcast
-n00455173	surf casting, surf fishing
-n00456465	day game
-n00463246	athletic game
-n00463543	ice hockey, hockey, hockey game
-n00464277	tetherball
-n00464478	water polo
-n00464651	outdoor game
-n00464894	golf, golf game
-n00466273	professional golf
-n00466377	round of golf, round
-n00466524	medal play, stroke play
-n00466630	match play
-n00466712	miniature golf
-n00466880	croquet
-n00467320	quoits, horseshoes
-n00467536	shuffleboard, shovelboard
-n00467719	field game
-n00467995	field hockey, hockey
-n00468299	shinny, shinney
-n00468480	football, football game
-n00469651	American football, American football game
-n00470554	professional football
-n00470682	touch football
-n00470830	hurling
-n00470966	rugby, rugby football, rugger
-n00471437	ball game, ballgame
-n00471613	baseball, baseball game
-n00474568	ball
-n00474657	professional baseball
-n00474769	hardball
-n00474881	perfect game
-n00475014	no-hit game, no-hitter
-n00475142	one-hitter, 1-hitter
-n00475273	two-hitter, 2-hitter
-n00475403	three-hitter, 3-hitter
-n00475535	four-hitter, 4-hitter
-n00475661	five-hitter, 5-hitter
-n00475787	softball, softball game
-n00476140	rounders
-n00476235	stickball, stickball game
-n00476389	cricket
-n00477392	lacrosse
-n00477639	polo
-n00477827	pushball
-n00478262	soccer, association football
-n00479076	court game
-n00479440	handball
-n00479616	racquetball
-n00479734	fives
-n00479887	squash, squash racquets, squash rackets
-n00480211	volleyball, volleyball game
-n00480366	jai alai, pelota
-n00480508	badminton
-n00480885	battledore, battledore and shuttlecock
-n00480993	basketball, basketball game, hoops
-n00481803	professional basketball
-n00481938	deck tennis
-n00482122	netball
-n00482298	tennis, lawn tennis
-n00483205	professional tennis
-n00483313	singles
-n00483409	singles
-n00483508	doubles
-n00483605	doubles
-n00483705	royal tennis, real tennis, court tennis
-n00483848	pallone
-n00523513	sport, athletics
-n00812526	clasp, clench, clutch, clutches, grasp, grip, hold
-n00825773	judo
-n00887544	team sport
-n01035504	Last Supper, Lord's Supper
-n01035667	Seder, Passover supper
-n01055165	camping, encampment, bivouacking, tenting
-n01314388	pest
-n01314663	critter
-n01314781	creepy-crawly
-n01314910	darter
-n01315213	peeper
-n01315330	homeotherm, homoiotherm, homotherm
-n01315581	poikilotherm, ectotherm
-n01315805	range animal
-n01316422	scavenger
-n01316579	bottom-feeder, bottom-dweller
-n01316734	bottom-feeder
-n01316949	work animal
-n01317089	beast of burden, jument
-n01317294	draft animal
-n01317391	pack animal, sumpter
-n01317541	domestic animal, domesticated animal
-n01317813	feeder
-n01317916	feeder
-n01318053	stocker
-n01318279	hatchling
-n01318381	head
-n01318478	migrator
-n01318660	molter, moulter
-n01318894	pet
-n01319001	stayer
-n01319187	stunt
-n01319467	marine animal, marine creature, sea animal, sea creature
-n01319685	by-catch, bycatch
-n01320872	female
-n01321123	hen
-n01321230	male
-n01321456	adult
-n01321579	young, offspring
-n01321770	orphan
-n01321854	young mammal
-n01322221	baby
-n01322343	pup, whelp
-n01322508	wolf pup, wolf cub
-n01322604	puppy
-n01322685	cub, young carnivore
-n01322898	lion cub
-n01322983	bear cub
-n01323068	tiger cub
-n01323155	kit
-n01323261	suckling
-n01323355	sire
-n01323493	dam
-n01323599	thoroughbred, purebred, pureblood
-n01323781	giant
-n01324305	mutant
-n01324431	carnivore
-n01324610	herbivore
-n01324799	insectivore
-n01324916	acrodont
-n01325060	pleurodont
-n01326291	microorganism, micro-organism
-n01327909	monohybrid
-n01329186	arbovirus, arborvirus
-n01330126	adenovirus
-n01330497	arenavirus
-n01332181	Marburg virus
-n01333082	Arenaviridae
-n01333483	vesiculovirus
-n01333610	Reoviridae
-n01334217	variola major, variola major virus
-n01334690	viroid, virusoid
-n01335218	coliphage
-n01337191	paramyxovirus
-n01337734	poliovirus
-n01338685	herpes, herpes virus
-n01339083	herpes simplex 1, HS1, HSV-1, HSV-I
-n01339336	herpes zoster, herpes zoster virus
-n01339471	herpes varicella zoster, herpes varicella zoster virus
-n01339801	cytomegalovirus, CMV
-n01340014	varicella zoster virus
-n01340522	polyoma, polyoma virus
-n01340785	lyssavirus
-n01340935	reovirus
-n01341090	rotavirus
-n01342269	moneran, moneron
-n01347583	archaebacteria, archaebacterium, archaeobacteria, archeobacteria
-n01349735	bacteroid
-n01350226	Bacillus anthracis, anthrax bacillus
-n01350701	Yersinia pestis
-n01351170	Brucella
-n01351315	spirillum, spirilla
-n01357328	botulinus, botulinum, Clostridium botulinum
-n01357507	clostridium perfringens
-n01358572	cyanobacteria, blue-green algae
-n01359762	trichodesmium
-n01362336	nitric bacteria, nitrobacteria
-n01363719	spirillum
-n01365474	Francisella, genus Francisella
-n01365885	gonococcus, Neisseria gonorrhoeae
-n01366700	Corynebacterium diphtheriae, C. diphtheriae, Klebs-Loeffler bacillus
-n01367772	enteric bacteria, enterobacteria, enterics, entric
-n01368672	klebsiella
-n01369358	Salmonella typhimurium
-n01369484	typhoid bacillus, Salmonella typhosa, Salmonella typhi
-n01374703	nitrate bacterium, nitric bacterium
-n01374846	nitrite bacterium, nitrous bacterium
-n01375204	actinomycete
-n01376237	streptomyces
-n01376437	Streptomyces erythreus
-n01376543	Streptomyces griseus
-n01377278	tubercle bacillus, Mycobacterium tuberculosis
-n01377510	pus-forming bacteria
-n01377694	streptobacillus
-n01378545	myxobacteria, myxobacterium, myxobacter, gliding bacteria, slime bacteria
-n01379389	staphylococcus, staphylococci, staph
-n01380610	diplococcus
-n01380754	pneumococcus, Diplococcus pneumoniae
-n01381044	streptococcus, streptococci, strep
-n01382033	spirochete, spirochaete
-n01384084	planktonic algae
-n01384164	zooplankton
-n01384687	parasite
-n01385017	endoparasite, entoparasite, entozoan, entozoon, endozoan
-n01385330	ectoparasite, ectozoan, ectozoon, epizoan, epizoon
-n01386007	pathogen
-n01386182	commensal
-n01386354	myrmecophile
-n01387065	protoctist
-n01389507	protozoan, protozoon
-n01390123	sarcodinian, sarcodine
-n01390763	heliozoan
-n01392275	endameba
-n01392380	ameba, amoeba
-n01393486	globigerina
-n01394040	testacean
-n01394492	arcella
-n01394771	difflugia
-n01395254	ciliate, ciliated protozoan, ciliophoran
-n01396048	paramecium, paramecia
-n01396617	stentor
-n01397114	alga, algae
-n01397690	arame
-n01397871	seagrass
-n01400247	golden algae
-n01400391	yellow-green algae
-n01402600	brown algae
-n01403457	kelp
-n01404365	fucoid, fucoid algae
-n01404495	fucoid
-n01405007	fucus
-n01405616	bladderwrack, Ascophyllum nodosum
-n01407798	green algae, chlorophyte
-n01410457	pond scum
-n01411450	chlorella
-n01412694	stonewort
-n01413457	desmid
-n01414216	sea moss
-n01415626	eukaryote, eucaryote
-n01415920	prokaryote, procaryote
-n01416213	zooid
-n01418498	Leishmania, genus Leishmania
-n01418620	zoomastigote, zooflagellate
-n01419332	polymastigote
-n01419573	costia, Costia necatrix
-n01419888	giardia
-n01421333	cryptomonad, cryptophyte
-n01421807	sporozoan
-n01422185	sporozoite
-n01422335	trophozoite
-n01422450	merozoite
-n01423302	coccidium, eimeria
-n01423617	gregarine
-n01424420	plasmodium, Plasmodium vivax, malaria parasite
-n01425223	leucocytozoan, leucocytozoon
-n01427399	microsporidian
-n01429172	Ostariophysi, order Ostariophysi
-n01438208	cypriniform fish
-n01438581	loach
-n01439121	cyprinid, cyprinid fish
-n01439514	carp
-n01439808	domestic carp, Cyprinus carpio
-n01440160	leather carp
-n01440242	mirror carp
-n01440467	European bream, Abramis brama
-n01440764	tench, Tinca tinca
-n01441117	dace, Leuciscus leuciscus
-n01441272	chub, Leuciscus cephalus
-n01441425	shiner
-n01441910	common shiner, silversides, Notropis cornutus
-n01442450	roach, Rutilus rutilus
-n01442710	rudd, Scardinius erythrophthalmus
-n01442972	minnow, Phoxinus phoxinus
-n01443243	gudgeon, Gobio gobio
-n01443537	goldfish, Carassius auratus
-n01443831	crucian carp, Carassius carassius, Carassius vulgaris
-n01444339	electric eel, Electrophorus electric
-n01444783	catostomid
-n01445429	buffalo fish, buffalofish
-n01445593	black buffalo, Ictiobus niger
-n01445857	hog sucker, hog molly, Hypentelium nigricans
-n01446152	redhorse, redhorse sucker
-n01446589	cyprinodont
-n01446760	killifish
-n01447139	mummichog, Fundulus heteroclitus
-n01447331	striped killifish, mayfish, may fish, Fundulus majalis
-n01447658	rivulus
-n01447946	flagfish, American flagfish, Jordanella floridae
-n01448291	swordtail, helleri, topminnow, Xyphophorus helleri
-n01448594	guppy, rainbow fish, Lebistes reticulatus
-n01448951	topminnow, poeciliid fish, poeciliid, live-bearer
-n01449374	mosquitofish, Gambusia affinis
-n01449712	platy, Platypoecilus maculatus
-n01449980	mollie, molly
-n01450661	squirrelfish
-n01450950	reef squirrelfish, Holocentrus coruscus
-n01451115	deepwater squirrelfish, Holocentrus bullisi
-n01451295	Holocentrus ascensionis
-n01451426	soldierfish, soldier-fish
-n01451863	anomalops, flashlight fish
-n01452345	flashlight fish, Photoblepharon palpebratus
-n01453087	John Dory, Zeus faber
-n01453475	boarfish, Capros aper
-n01453742	boarfish
-n01454545	cornetfish
-n01454856	stickleback, prickleback
-n01455317	three-spined stickleback, Gasterosteus aculeatus
-n01455461	ten-spined stickleback, Gasterosteus pungitius
-n01455778	pipefish, needlefish
-n01456137	dwarf pipefish, Syngnathus hildebrandi
-n01456454	deepwater pipefish, Cosmocampus profundus
-n01456756	seahorse, sea horse
-n01457082	snipefish, bellows fish
-n01457407	shrimpfish, shrimp-fish
-n01457852	trumpetfish, Aulostomus maculatus
-n01458746	pellicle
-n01458842	embryo, conceptus, fertilized egg
-n01459791	fetus, foetus
-n01460303	abortus
-n01461315	spawn
-n01461646	blastula, blastosphere
-n01462042	blastocyst, blastodermic vessicle
-n01462544	gastrula
-n01462803	morula
-n01464844	yolk, vitellus
-n01466257	chordate
-n01467336	cephalochordate
-n01467804	lancelet, amphioxus
-n01468238	tunicate, urochordate, urochord
-n01468712	ascidian
-n01469103	sea squirt
-n01469723	salp, salpa
-n01470145	doliolum
-n01470479	larvacean
-n01470733	appendicularia
-n01470895	ascidian tadpole
-n01471682	vertebrate, craniate
-n01472303	Amniota
-n01472502	amniote
-n01473806	aquatic vertebrate
-n01474283	jawless vertebrate, jawless fish, agnathan
-n01474864	ostracoderm
-n01475232	heterostracan
-n01475940	anaspid
-n01476418	conodont
-n01477080	cyclostome
-n01477525	lamprey, lamprey eel, lamper eel
-n01477875	sea lamprey, Petromyzon marinus
-n01478511	hagfish, hag, slime eels
-n01478969	Myxine glutinosa
-n01479213	eptatretus
-n01479820	gnathostome
-n01480106	placoderm
-n01480516	cartilaginous fish, chondrichthian
-n01480880	holocephalan, holocephalian
-n01481331	chimaera
-n01481498	rabbitfish, Chimaera monstrosa
-n01482071	elasmobranch, selachian
-n01482330	shark
-n01483021	cow shark, six-gilled shark, Hexanchus griseus
-n01483522	mackerel shark
-n01483830	porbeagle, Lamna nasus
-n01484097	mako, mako shark
-n01484285	shortfin mako, Isurus oxyrhincus
-n01484447	longfin mako, Isurus paucus
-n01484562	bonito shark, blue pointed, Isurus glaucus
-n01484850	great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias
-n01485479	basking shark, Cetorhinus maximus
-n01486010	thresher, thrasher, thresher shark, fox shark, Alopius vulpinus
-n01486540	carpet shark, Orectolobus barbatus
-n01486838	nurse shark, Ginglymostoma cirratum
-n01487506	sand tiger, sand shark, Carcharias taurus, Odontaspis taurus
-n01488038	whale shark, Rhincodon typus
-n01488918	requiem shark
-n01489501	bull shark, cub shark, Carcharhinus leucas
-n01489709	sandbar shark, Carcharhinus plumbeus
-n01489920	blacktip shark, sandbar shark, Carcharhinus limbatus
-n01490112	whitetip shark, oceanic whitetip shark, white-tipped shark, Carcharinus longimanus
-n01490360	dusky shark, Carcharhinus obscurus
-n01490670	lemon shark, Negaprion brevirostris
-n01491006	blue shark, great blue shark, Prionace glauca
-n01491361	tiger shark, Galeocerdo cuvieri
-n01491661	soupfin shark, soupfin, soup-fin, Galeorhinus zyopterus
-n01491874	dogfish
-n01492357	smooth dogfish
-n01492569	smoothhound, smoothhound shark, Mustelus mustelus
-n01492708	American smooth dogfish, Mustelus canis
-n01492860	Florida smoothhound, Mustelus norrisi
-n01493146	whitetip shark, reef whitetip shark, Triaenodon obseus
-n01493541	spiny dogfish
-n01493829	Atlantic spiny dogfish, Squalus acanthias
-n01494041	Pacific spiny dogfish, Squalus suckleyi
-n01494475	hammerhead, hammerhead shark
-n01494757	smooth hammerhead, Sphyrna zygaena
-n01494882	smalleye hammerhead, Sphyrna tudes
-n01495006	shovelhead, bonnethead, bonnet shark, Sphyrna tiburo
-n01495493	angel shark, angelfish, Squatina squatina, monkfish
-n01495701	ray
-n01496331	electric ray, crampfish, numbfish, torpedo
-n01497118	sawfish
-n01497413	smalltooth sawfish, Pristis pectinatus
-n01497738	guitarfish
-n01498041	stingray
-n01498406	roughtail stingray, Dasyatis centroura
-n01498699	butterfly ray
-n01498989	eagle ray
-n01499396	spotted eagle ray, spotted ray, Aetobatus narinari
-n01499732	cownose ray, cow-nosed ray, Rhinoptera bonasus
-n01500091	manta, manta ray, devilfish
-n01500476	Atlantic manta, Manta birostris
-n01500854	devil ray, Mobula hypostoma
-n01501160	skate
-n01501641	grey skate, gray skate, Raja batis
-n01501777	little skate, Raja erinacea
-n01501948	thorny skate, Raja radiata
-n01502101	barndoor skate, Raja laevis
-n01503061	bird
-n01503976	dickeybird, dickey-bird, dickybird, dicky-bird
-n01504179	fledgling, fledgeling
-n01504344	nestling, baby bird
-n01514668	cock
-n01514752	gamecock, fighting cock
-n01514859	hen
-n01514926	nester
-n01515078	night bird
-n01515217	night raven
-n01515303	bird of passage
-n01516212	archaeopteryx, archeopteryx, Archaeopteryx lithographica
-n01517389	archaeornis
-n01517565	ratite, ratite bird, flightless bird
-n01517966	carinate, carinate bird, flying bird
-n01518878	ostrich, Struthio camelus
-n01519563	cassowary
-n01519873	emu, Dromaius novaehollandiae, Emu novaehollandiae
-n01520576	kiwi, apteryx
-n01521399	rhea, Rhea americana
-n01521756	rhea, nandu, Pterocnemia pennata
-n01522450	elephant bird, aepyornis
-n01523105	moa
-n01524359	passerine, passeriform bird
-n01524761	nonpasserine bird
-n01525720	oscine, oscine bird
-n01526521	songbird, songster
-n01526766	honey eater, honeysucker
-n01527194	accentor
-n01527347	hedge sparrow, sparrow, dunnock, Prunella modularis
-n01527617	lark
-n01527917	skylark, Alauda arvensis
-n01528396	wagtail
-n01528654	pipit, titlark, lark
-n01528845	meadow pipit, Anthus pratensis
-n01529672	finch
-n01530439	chaffinch, Fringilla coelebs
-n01530575	brambling, Fringilla montifringilla
-n01531178	goldfinch, Carduelis carduelis
-n01531344	linnet, lintwhite, Carduelis cannabina
-n01531512	siskin, Carduelis spinus
-n01531639	red siskin, Carduelis cucullata
-n01531811	redpoll, Carduelis flammea
-n01531971	redpoll, Carduelis hornemanni
-n01532325	New World goldfinch, goldfinch, yellowbird, Spinus tristis
-n01532511	pine siskin, pine finch, Spinus pinus
-n01532829	house finch, linnet, Carpodacus mexicanus
-n01533000	purple finch, Carpodacus purpureus
-n01533339	canary, canary bird
-n01533481	common canary, Serinus canaria
-n01533651	serin
-n01533893	crossbill, Loxia curvirostra
-n01534155	bullfinch, Pyrrhula pyrrhula
-n01534433	junco, snowbird
-n01534582	dark-eyed junco, slate-colored junco, Junco hyemalis
-n01534762	New World sparrow
-n01535140	vesper sparrow, grass finch, Pooecetes gramineus
-n01535469	white-throated sparrow, whitethroat, Zonotrichia albicollis
-n01535690	white-crowned sparrow, Zonotrichia leucophrys
-n01536035	chipping sparrow, Spizella passerina
-n01536186	field sparrow, Spizella pusilla
-n01536334	tree sparrow, Spizella arborea
-n01536644	song sparrow, Melospiza melodia
-n01536780	swamp sparrow, Melospiza georgiana
-n01537134	bunting
-n01537544	indigo bunting, indigo finch, indigo bird, Passerina cyanea
-n01537895	ortolan, ortolan bunting, Emberiza hortulana
-n01538059	reed bunting, Emberiza schoeniclus
-n01538200	yellowhammer, yellow bunting, Emberiza citrinella
-n01538362	yellow-breasted bunting, Emberiza aureola
-n01538630	snow bunting, snowbird, snowflake, Plectrophenax nivalis
-n01538955	honeycreeper
-n01539272	banana quit
-n01539573	sparrow, true sparrow
-n01539925	English sparrow, house sparrow, Passer domesticus
-n01540090	tree sparrow, Passer montanus
-n01540233	grosbeak, grossbeak
-n01540566	evening grosbeak, Hesperiphona vespertina
-n01540832	hawfinch, Coccothraustes coccothraustes
-n01541102	pine grosbeak, Pinicola enucleator
-n01541386	cardinal, cardinal grosbeak, Richmondena Cardinalis, Cardinalis cardinalis, redbird
-n01541760	pyrrhuloxia, Pyrrhuloxia sinuata
-n01541922	towhee
-n01542168	chewink, cheewink, Pipilo erythrophthalmus
-n01542433	green-tailed towhee, Chlorura chlorura
-n01542786	weaver, weaverbird, weaver finch
-n01543175	baya, Ploceus philippinus
-n01543383	whydah, whidah, widow bird
-n01543632	Java sparrow, Java finch, ricebird, Padda oryzivora
-n01543936	avadavat, amadavat
-n01544208	grassfinch, grass finch
-n01544389	zebra finch, Poephila castanotis
-n01544704	honeycreeper, Hawaiian honeycreeper
-n01545574	lyrebird
-n01546039	scrubbird, scrub-bird, scrub bird
-n01546506	broadbill
-n01546921	tyrannid
-n01547832	New World flycatcher, flycatcher, tyrant flycatcher, tyrant bird
-n01548301	kingbird, Tyrannus tyrannus
-n01548492	Arkansas kingbird, western kingbird
-n01548694	Cassin's kingbird, Tyrannus vociferans
-n01548865	eastern kingbird
-n01549053	grey kingbird, gray kingbird, petchary, Tyrannus domenicensis domenicensis
-n01549430	pewee, peewee, peewit, pewit, wood pewee, Contopus virens
-n01549641	western wood pewee, Contopus sordidulus
-n01549886	phoebe, phoebe bird, Sayornis phoebe
-n01550172	vermillion flycatcher, firebird, Pyrocephalus rubinus mexicanus
-n01550761	cotinga, chatterer
-n01551080	cock of the rock, Rupicola rupicola
-n01551300	cock of the rock, Rupicola peruviana
-n01551711	manakin
-n01552034	bellbird
-n01552333	umbrella bird, Cephalopterus ornatus
-n01552813	ovenbird
-n01553142	antbird, ant bird
-n01553527	ant thrush
-n01553762	ant shrike
-n01554017	spotted antbird, Hylophylax naevioides
-n01554448	woodhewer, woodcreeper, wood-creeper, tree creeper
-n01555004	pitta
-n01555305	scissortail, scissortailed flycatcher, Muscivora-forficata
-n01555809	Old World flycatcher, true flycatcher, flycatcher
-n01556182	spotted flycatcher, Muscicapa striata, Muscicapa grisola
-n01556514	thickhead, whistler
-n01557185	thrush
-n01557962	missel thrush, mistle thrush, mistletoe thrush, Turdus viscivorus
-n01558149	song thrush, mavis, throstle, Turdus philomelos
-n01558307	fieldfare, snowbird, Turdus pilaris
-n01558461	redwing, Turdus iliacus
-n01558594	blackbird, merl, merle, ouzel, ousel, European blackbird, Turdus merula
-n01558765	ring ouzel, ring blackbird, ring thrush, Turdus torquatus
-n01558993	robin, American robin, Turdus migratorius
-n01559160	clay-colored robin, Turdus greyi
-n01559477	hermit thrush, Hylocichla guttata
-n01559639	veery, Wilson's thrush, Hylocichla fuscescens
-n01559804	wood thrush, Hylocichla mustelina
-n01560105	nightingale, Luscinia megarhynchos
-n01560280	thrush nightingale, Luscinia luscinia
-n01560419	bulbul
-n01560636	Old World chat, chat
-n01560793	stonechat, Saxicola torquata
-n01560935	whinchat, Saxicola rubetra
-n01561181	solitaire
-n01561452	redstart, redtail
-n01561732	wheatear
-n01562014	bluebird
-n01562265	robin, redbreast, robin redbreast, Old World robin, Erithacus rubecola
-n01562451	bluethroat, Erithacus svecicus
-n01563128	warbler
-n01563449	gnatcatcher
-n01563746	kinglet
-n01563945	goldcrest, golden-crested kinglet, Regulus regulus
-n01564101	gold-crowned kinglet, Regulus satrata
-n01564217	ruby-crowned kinglet, ruby-crowned wren, Regulus calendula
-n01564394	Old World warbler, true warbler
-n01564773	blackcap, Silvia atricapilla
-n01564914	greater whitethroat, whitethroat, Sylvia communis
-n01565078	lesser whitethroat, whitethroat, Sylvia curruca
-n01565345	wood warbler, Phylloscopus sibilatrix
-n01565599	sedge warbler, sedge bird, sedge wren, reedbird, Acrocephalus schoenobaenus
-n01565930	wren warbler
-n01566207	tailorbird, Orthotomus sutorius
-n01566645	babbler, cackler
-n01567133	New World warbler, wood warbler
-n01567678	parula warbler, northern parula, Parula americana
-n01567879	Wilson's warbler, Wilson's blackcap, Wilsonia pusilla
-n01568132	flycatching warbler
-n01568294	American redstart, redstart, Setophaga ruticilla
-n01568720	Cape May warbler, Dendroica tigrina
-n01568892	yellow warbler, golden warbler, yellowbird, Dendroica petechia
-n01569060	Blackburn, Blackburnian warbler, Dendroica fusca
-n01569262	Audubon's warbler, Audubon warbler, Dendroica auduboni
-n01569423	myrtle warbler, myrtle bird, Dendroica coronata
-n01569566	blackpoll, Dendroica striate
-n01569836	New World chat, chat
-n01569971	yellow-breasted chat, Icteria virens
-n01570267	ovenbird, Seiurus aurocapillus
-n01570421	water thrush
-n01570676	yellowthroat
-n01570839	common yellowthroat, Maryland yellowthroat, Geothlypis trichas
-n01571410	riflebird, Ptloris paradisea
-n01571904	New World oriole, American oriole, oriole
-n01572328	northern oriole, Icterus galbula
-n01572489	Baltimore oriole, Baltimore bird, hangbird, firebird, Icterus galbula galbula
-n01572654	Bullock's oriole, Icterus galbula bullockii
-n01572782	orchard oriole, Icterus spurius
-n01573074	meadowlark, lark
-n01573240	eastern meadowlark, Sturnella magna
-n01573360	western meadowlark, Sturnella neglecta
-n01573627	cacique, cazique
-n01573898	bobolink, ricebird, reedbird, Dolichonyx oryzivorus
-n01574045	New World blackbird, blackbird
-n01574390	grackle, crow blackbird
-n01574560	purple grackle, Quiscalus quiscula
-n01574801	rusty blackbird, rusty grackle, Euphagus carilonus
-n01575117	cowbird
-n01575401	red-winged blackbird, redwing, Agelaius phoeniceus
-n01575745	Old World oriole, oriole
-n01576076	golden oriole, Oriolus oriolus
-n01576358	fig-bird
-n01576695	starling
-n01577035	common starling, Sturnus vulgaris
-n01577458	rose-colored starling, rose-colored pastor, Pastor sturnus, Pastor roseus
-n01577659	myna, mynah, mina, minah, myna bird, mynah bird
-n01577941	crested myna, Acridotheres tristis
-n01578180	hill myna, Indian grackle, grackle, Gracula religiosa
-n01578575	corvine bird
-n01579028	crow
-n01579149	American crow, Corvus brachyrhyncos
-n01579260	raven, Corvus corax
-n01579410	rook, Corvus frugilegus
-n01579578	jackdaw, daw, Corvus monedula
-n01579729	chough
-n01580077	jay
-n01580379	Old World jay
-n01580490	common European jay, Garullus garullus
-n01580772	New World jay
-n01580870	blue jay, jaybird, Cyanocitta cristata
-n01581166	Canada jay, grey jay, gray jay, camp robber, whisker jack, Perisoreus canadensis
-n01581434	Rocky Mountain jay, Perisoreus canadensis capitalis
-n01581730	nutcracker
-n01581874	common nutcracker, Nucifraga caryocatactes
-n01581984	Clark's nutcracker, Nucifraga columbiana
-n01582220	magpie
-n01582398	European magpie, Pica pica
-n01582498	American magpie, Pica pica hudsonia
-n01582856	Australian magpie
-n01583209	butcherbird
-n01583495	currawong, bell magpie
-n01583828	piping crow, piping crow-shrike, Gymnorhina tibicen
-n01584225	wren, jenny wren
-n01584695	winter wren, Troglodytes troglodytes
-n01584853	house wren, Troglodytes aedon
-n01585121	marsh wren
-n01585287	long-billed marsh wren, Cistothorus palustris
-n01585422	sedge wren, short-billed marsh wren, Cistothorus platensis
-n01585715	rock wren, Salpinctes obsoletus
-n01586020	Carolina wren, Thryothorus ludovicianus
-n01586374	cactus wren
-n01586941	mockingbird, mocker, Mimus polyglotktos
-n01587278	blue mockingbird, Melanotis caerulescens
-n01587526	catbird, grey catbird, gray catbird, Dumetella carolinensis
-n01587834	thrasher, mocking thrush
-n01588002	brown thrasher, brown thrush, Toxostoma rufums
-n01588431	New Zealand wren
-n01588725	rock wren, Xenicus gilviventris
-n01588996	rifleman bird, Acanthisitta chloris
-n01589286	creeper, tree creeper
-n01589718	brown creeper, American creeper, Certhia americana
-n01589893	European creeper, Certhia familiaris
-n01590220	wall creeper, tichodrome, Tichodroma muriaria
-n01591005	European nuthatch, Sitta europaea
-n01591123	red-breasted nuthatch, Sitta canadensis
-n01591301	white-breasted nuthatch, Sitta carolinensis
-n01591697	titmouse, tit
-n01592084	chickadee
-n01592257	black-capped chickadee, blackcap, Parus atricapillus
-n01592387	tufted titmouse, Parus bicolor
-n01592540	Carolina chickadee, Parus carolinensis
-n01592694	blue tit, tomtit, Parus caeruleus
-n01593028	bushtit, bush tit
-n01593282	wren-tit, Chamaea fasciata
-n01593553	verdin, Auriparus flaviceps
-n01594004	fairy bluebird, bluebird
-n01594372	swallow
-n01594787	barn swallow, chimney swallow, Hirundo rustica
-n01594968	cliff swallow, Hirundo pyrrhonota
-n01595168	tree swallow, tree martin, Hirundo nigricans
-n01595450	white-bellied swallow, tree swallow, Iridoprocne bicolor
-n01595624	martin
-n01595974	house martin, Delichon urbica
-n01596273	bank martin, bank swallow, sand martin, Riparia riparia
-n01596608	purple martin, Progne subis
-n01597022	wood swallow, swallow shrike
-n01597336	tanager
-n01597737	scarlet tanager, Piranga olivacea, redbird, firebird
-n01597906	western tanager, Piranga ludoviciana
-n01598074	summer tanager, summer redbird, Piranga rubra
-n01598271	hepatic tanager, Piranga flava hepatica
-n01598588	shrike
-n01598988	butcherbird
-n01599159	European shrike, Lanius excubitor
-n01599269	northern shrike, Lanius borealis
-n01599388	white-rumped shrike, Lanius ludovicianus excubitorides
-n01599556	loggerhead shrike, Lanius lucovicianus
-n01599741	migrant shrike, Lanius ludovicianus migrans
-n01600085	bush shrike
-n01600341	black-fronted bush shrike, Chlorophoneus nigrifrons
-n01600657	bowerbird, catbird
-n01601068	satin bowerbird, satin bird, Ptilonorhynchus violaceus
-n01601410	great bowerbird, Chlamydera nuchalis
-n01601694	water ouzel, dipper
-n01602080	European water ouzel, Cinclus aquaticus
-n01602209	American water ouzel, Cinclus mexicanus
-n01602630	vireo
-n01602832	red-eyed vireo, Vireo olivaceous
-n01603000	solitary vireo, Vireo solitarius
-n01603152	blue-headed vireo, Vireo solitarius solitarius
-n01603600	waxwing
-n01603812	cedar waxwing, cedarbird, Bombycilla cedrorun
-n01603953	Bohemian waxwing, Bombycilla garrulus
-n01604330	bird of prey, raptor, raptorial bird
-n01604968	Accipitriformes, order Accipitriformes
-n01605630	hawk
-n01606097	eyas
-n01606177	tiercel, tercel, tercelet
-n01606522	goshawk, Accipiter gentilis
-n01606672	sparrow hawk, Accipiter nisus
-n01606809	Cooper's hawk, blue darter, Accipiter cooperii
-n01606978	chicken hawk, hen hawk
-n01607309	buteonine
-n01607429	redtail, red-tailed hawk, Buteo jamaicensis
-n01607600	rough-legged hawk, roughleg, Buteo lagopus
-n01607812	red-shouldered hawk, Buteo lineatus
-n01607962	buzzard, Buteo buteo
-n01608265	honey buzzard, Pernis apivorus
-n01608432	kite
-n01608814	black kite, Milvus migrans
-n01609062	swallow-tailed kite, swallow-tailed hawk, Elanoides forficatus
-n01609391	white-tailed kite, Elanus leucurus
-n01609751	harrier
-n01609956	marsh harrier, Circus Aeruginosus
-n01610100	Montagu's harrier, Circus pygargus
-n01610226	marsh hawk, northern harrier, hen harrier, Circus cyaneus
-n01610552	harrier eagle, short-toed eagle
-n01610955	falcon
-n01611472	peregrine, peregrine falcon, Falco peregrinus
-n01611674	falcon-gentle, falcon-gentil
-n01611800	gyrfalcon, gerfalcon, Falco rusticolus
-n01611969	kestrel, Falco tinnunculus
-n01612122	sparrow hawk, American kestrel, kestrel, Falco sparverius
-n01612275	pigeon hawk, merlin, Falco columbarius
-n01612476	hobby, Falco subbuteo
-n01612628	caracara
-n01612955	Audubon's caracara, Polyborus cheriway audubonii
-n01613177	carancha, Polyborus plancus
-n01613294	eagle, bird of Jove
-n01613615	young bird
-n01613807	eaglet
-n01614038	harpy, harpy eagle, Harpia harpyja
-n01614343	golden eagle, Aquila chrysaetos
-n01614556	tawny eagle, Aquila rapax
-n01614925	bald eagle, American eagle, Haliaeetus leucocephalus
-n01615121	sea eagle
-n01615303	Kamchatkan sea eagle, Stellar's sea eagle, Haliaeetus pelagicus
-n01615458	ern, erne, grey sea eagle, gray sea eagle, European sea eagle, white-tailed sea eagle, Haliatus albicilla
-n01615703	fishing eagle, Haliaeetus leucorhyphus
-n01616086	osprey, fish hawk, fish eagle, sea eagle, Pandion haliaetus
-n01616318	vulture
-n01616551	Aegypiidae, family Aegypiidae
-n01616764	Old World vulture
-n01617095	griffon vulture, griffon, Gyps fulvus
-n01617443	bearded vulture, lammergeier, lammergeyer, Gypaetus barbatus
-n01617766	Egyptian vulture, Pharaoh's chicken, Neophron percnopterus
-n01618082	black vulture, Aegypius monachus
-n01618503	secretary bird, Sagittarius serpentarius
-n01618922	New World vulture, cathartid
-n01619310	buzzard, turkey buzzard, turkey vulture, Cathartes aura
-n01619536	condor
-n01619835	Andean condor, Vultur gryphus
-n01620135	California condor, Gymnogyps californianus
-n01620414	black vulture, carrion crow, Coragyps atratus
-n01620735	king vulture, Sarcorhamphus papa
-n01621127	owl, bird of Minerva, bird of night, hooter
-n01621635	owlet
-n01622120	little owl, Athene noctua
-n01622352	horned owl
-n01622483	great horned owl, Bubo virginianus
-n01622779	great grey owl, great gray owl, Strix nebulosa
-n01622959	tawny owl, Strix aluco
-n01623110	barred owl, Strix varia
-n01623425	screech owl, Otus asio
-n01623615	screech owl
-n01623706	scops owl
-n01623880	spotted owl, Strix occidentalis
-n01624115	Old World scops owl, Otus scops
-n01624212	Oriental scops owl, Otus sunia
-n01624305	hoot owl
-n01624537	hawk owl, Surnia ulula
-n01624833	long-eared owl, Asio otus
-n01625121	laughing owl, laughing jackass, Sceloglaux albifacies
-n01625562	barn owl, Tyto alba
-n01627424	amphibian
-n01628331	Ichyostega
-n01628770	urodele, caudate
-n01629276	salamander
-n01629819	European fire salamander, Salamandra salamandra
-n01629962	spotted salamander, fire salamander, Salamandra maculosa
-n01630148	alpine salamander, Salamandra atra
-n01630284	newt, triton
-n01630670	common newt, Triturus vulgaris
-n01630901	red eft, Notophthalmus viridescens
-n01631175	Pacific newt
-n01631354	rough-skinned newt, Taricha granulosa
-n01631512	California newt, Taricha torosa
-n01631663	eft
-n01632047	ambystomid, ambystomid salamander
-n01632308	mole salamander, Ambystoma talpoideum
-n01632458	spotted salamander, Ambystoma maculatum
-n01632601	tiger salamander, Ambystoma tigrinum
-n01632777	axolotl, mud puppy, Ambystoma mexicanum
-n01632952	waterdog
-n01633406	hellbender, mud puppy, Cryptobranchus alleganiensis
-n01633781	giant salamander, Megalobatrachus maximus
-n01634227	olm, Proteus anguinus
-n01634522	mud puppy, Necturus maculosus
-n01635027	dicamptodon, dicamptodontid
-n01635176	Pacific giant salamander, Dicamptodon ensatus
-n01635480	olympic salamander, Rhyacotriton olympicus
-n01636127	lungless salamander, plethodont
-n01636352	eastern red-backed salamander, Plethodon cinereus
-n01636510	western red-backed salamander, Plethodon vehiculum
-n01636829	dusky salamander
-n01637112	climbing salamander
-n01637338	arboreal salamander, Aneides lugubris
-n01637615	slender salamander, worm salamander
-n01637932	web-toed salamander
-n01638194	Shasta salamander, Hydromantes shastae
-n01638329	limestone salamander, Hydromantes brunus
-n01638722	amphiuma, congo snake, congo eel, blind eel
-n01639187	siren
-n01639765	frog, toad, toad frog, anuran, batrachian, salientian
-n01640846	true frog, ranid
-n01641206	wood-frog, wood frog, Rana sylvatica
-n01641391	leopard frog, spring frog, Rana pipiens
-n01641577	bullfrog, Rana catesbeiana
-n01641739	green frog, spring frog, Rana clamitans
-n01641930	cascades frog, Rana cascadae
-n01642097	goliath frog, Rana goliath
-n01642257	pickerel frog, Rana palustris
-n01642391	tarahumara frog, Rana tarahumarae
-n01642539	grass frog, Rana temporaria
-n01642943	leptodactylid frog, leptodactylid
-n01643255	robber frog
-n01643507	barking frog, robber frog, Hylactophryne augusti
-n01643896	crapaud, South American bullfrog, Leptodactylus pentadactylus
-n01644373	tree frog, tree-frog
-n01644900	tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui
-n01645466	Liopelma hamiltoni
-n01645776	true toad
-n01646292	bufo
-n01646388	agua, agua toad, Bufo marinus
-n01646555	European toad, Bufo bufo
-n01646648	natterjack, Bufo calamita
-n01646802	American toad, Bufo americanus
-n01646902	Eurasian green toad, Bufo viridis
-n01647033	American green toad, Bufo debilis
-n01647180	Yosemite toad, Bufo canorus
-n01647303	Texas toad, Bufo speciosus
-n01647466	southwestern toad, Bufo microscaphus
-n01647640	western toad, Bufo boreas
-n01648139	obstetrical toad, midwife toad, Alytes obstetricans
-n01648356	midwife toad, Alytes cisternasi
-n01648620	fire-bellied toad, Bombina bombina
-n01649170	spadefoot, spadefoot toad
-n01649412	western spadefoot, Scaphiopus hammondii
-n01649556	southern spadefoot, Scaphiopus multiplicatus
-n01649726	plains spadefoot, Scaphiopus bombifrons
-n01650167	tree toad, tree frog, tree-frog
-n01650690	spring peeper, Hyla crucifer
-n01650901	Pacific tree toad, Hyla regilla
-n01651059	canyon treefrog, Hyla arenicolor
-n01651285	chameleon tree frog
-n01651487	cricket frog
-n01651641	northern cricket frog, Acris crepitans
-n01651778	eastern cricket frog, Acris gryllus
-n01652026	chorus frog
-n01652297	lowland burrowing treefrog, northern casque-headed frog, Pternohyla fodiens
-n01653026	western narrow-mouthed toad, Gastrophryne olivacea
-n01653223	eastern narrow-mouthed toad, Gastrophryne carolinensis
-n01653509	sheep frog
-n01653773	tongueless frog
-n01654083	Surinam toad, Pipa pipa, Pipa americana
-n01654637	African clawed frog, Xenopus laevis
-n01654863	South American poison toad
-n01655344	caecilian, blindworm
-n01661091	reptile, reptilian
-n01661592	anapsid, anapsid reptile
-n01661818	diapsid, diapsid reptile
-n01662060	Diapsida, subclass Diapsida
-n01662622	chelonian, chelonian reptile
-n01662784	turtle
-n01663401	sea turtle, marine turtle
-n01663782	green turtle, Chelonia mydas
-n01664065	loggerhead, loggerhead turtle, Caretta caretta
-n01664369	ridley
-n01664492	Atlantic ridley, bastard ridley, bastard turtle, Lepidochelys kempii
-n01664674	Pacific ridley, olive ridley, Lepidochelys olivacea
-n01664990	hawksbill turtle, hawksbill, hawkbill, tortoiseshell turtle, Eretmochelys imbricata
-n01665541	leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea
-n01665932	snapping turtle
-n01666228	common snapping turtle, snapper, Chelydra serpentina
-n01666585	alligator snapping turtle, alligator snapper, Macroclemys temmincki
-n01667114	mud turtle
-n01667432	musk turtle, stinkpot
-n01667778	terrapin
-n01668091	diamondback terrapin, Malaclemys centrata
-n01668436	red-bellied terrapin, red-bellied turtle, redbelly, Pseudemys rubriventris
-n01668665	slider, yellow-bellied terrapin, Pseudemys scripta
-n01668892	cooter, river cooter, Pseudemys concinna
-n01669191	box turtle, box tortoise
-n01669372	Western box turtle, Terrapene ornata
-n01669654	painted turtle, painted terrapin, painted tortoise, Chrysemys picta
-n01670092	tortoise
-n01670535	European tortoise, Testudo graeca
-n01670802	giant tortoise
-n01671125	gopher tortoise, gopher turtle, gopher, Gopherus polypemus
-n01671479	desert tortoise, Gopherus agassizii
-n01671705	Texas tortoise
-n01672032	soft-shelled turtle, pancake turtle
-n01672432	spiny softshell, Trionyx spiniferus
-n01672611	smooth softshell, Trionyx muticus
-n01673282	tuatara, Sphenodon punctatum
-n01674216	saurian
-n01674464	lizard
-n01674990	gecko
-n01675352	flying gecko, fringed gecko, Ptychozoon homalocephalum
-n01675722	banded gecko
-n01676755	iguanid, iguanid lizard
-n01677366	common iguana, iguana, Iguana iguana
-n01677747	marine iguana, Amblyrhynchus cristatus
-n01678043	desert iguana, Dipsosaurus dorsalis
-n01678343	chuckwalla, Sauromalus obesus
-n01678657	zebra-tailed lizard, gridiron-tailed lizard, Callisaurus draconoides
-n01679005	fringe-toed lizard, Uma notata
-n01679307	earless lizard
-n01679626	collared lizard
-n01679962	leopard lizard
-n01680264	spiny lizard
-n01680478	fence lizard
-n01680655	western fence lizard, swift, blue-belly, Sceloporus occidentalis
-n01680813	eastern fence lizard, pine lizard, Sceloporus undulatus
-n01680983	sagebrush lizard, Sceloporus graciosus
-n01681328	side-blotched lizard, sand lizard, Uta stansburiana
-n01681653	tree lizard, Urosaurus ornatus
-n01681940	horned lizard, horned toad, horny frog
-n01682172	Texas horned lizard, Phrynosoma cornutum
-n01682435	basilisk
-n01682714	American chameleon, anole, Anolis carolinensis
-n01683201	worm lizard
-n01683558	night lizard
-n01684133	skink, scincid, scincid lizard
-n01684578	western skink, Eumeces skiltonianus
-n01684741	mountain skink, Eumeces callicephalus
-n01685439	teiid lizard, teiid
-n01685808	whiptail, whiptail lizard
-n01686044	racerunner, race runner, six-lined racerunner, Cnemidophorus sexlineatus
-n01686220	plateau striped whiptail, Cnemidophorus velox
-n01686403	Chihuahuan spotted whiptail, Cnemidophorus exsanguis
-n01686609	western whiptail, Cnemidophorus tigris
-n01686808	checkered whiptail, Cnemidophorus tesselatus
-n01687128	teju
-n01687290	caiman lizard
-n01687665	agamid, agamid lizard
-n01687978	agama
-n01688243	frilled lizard, Chlamydosaurus kingi
-n01688961	moloch
-n01689081	mountain devil, spiny lizard, Moloch horridus
-n01689411	anguid lizard
-n01689811	alligator lizard
-n01690149	blindworm, slowworm, Anguis fragilis
-n01690466	glass lizard, glass snake, joint snake
-n01691217	legless lizard
-n01691652	Lanthanotus borneensis
-n01691951	venomous lizard
-n01692333	Gila monster, Heloderma suspectum
-n01692523	beaded lizard, Mexican beaded lizard, Heloderma horridum
-n01692864	lacertid lizard, lacertid
-n01693175	sand lizard, Lacerta agilis
-n01693334	green lizard, Lacerta viridis
-n01693783	chameleon, chamaeleon
-n01694178	African chameleon, Chamaeleo chamaeleon
-n01694311	horned chameleon, Chamaeleo oweni
-n01694709	monitor, monitor lizard, varan
-n01694955	African monitor, Varanus niloticus
-n01695060	Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis
-n01696633	crocodilian reptile, crocodilian
-n01697178	crocodile
-n01697457	African crocodile, Nile crocodile, Crocodylus niloticus
-n01697611	Asian crocodile, Crocodylus porosus
-n01697749	Morlett's crocodile
-n01697978	false gavial, Tomistoma schlegeli
-n01698434	alligator, gator
-n01698640	American alligator, Alligator mississipiensis
-n01698782	Chinese alligator, Alligator sinensis
-n01699040	caiman, cayman
-n01699254	spectacled caiman, Caiman sclerops
-n01699675	gavial, Gavialis gangeticus
-n01701551	armored dinosaur
-n01701859	stegosaur, stegosaurus, Stegosaur stenops
-n01702256	ankylosaur, ankylosaurus
-n01702479	Edmontonia
-n01703011	bone-headed dinosaur
-n01703161	pachycephalosaur, pachycephalosaurus
-n01703569	ceratopsian, horned dinosaur
-n01704103	protoceratops
-n01704323	triceratops
-n01704626	styracosaur, styracosaurus
-n01705010	psittacosaur, psittacosaurus
-n01705591	ornithopod, ornithopod dinosaur
-n01705934	hadrosaur, hadrosaurus, duck-billed dinosaur
-n01707294	trachodon, trachodont
-n01708106	saurischian, saurischian dinosaur
-n01708998	sauropod, sauropod dinosaur
-n01709484	apatosaur, apatosaurus, brontosaur, brontosaurus, thunder lizard, Apatosaurus excelsus
-n01709876	barosaur, barosaurus
-n01710177	diplodocus
-n01711160	argentinosaur
-n01712008	theropod, theropod dinosaur, bird-footed dinosaur
-n01712752	ceratosaur, ceratosaurus
-n01713170	coelophysis
-n01713764	tyrannosaur, tyrannosaurus, Tyrannosaurus rex
-n01714231	allosaur, allosaurus
-n01715888	ornithomimid
-n01717016	maniraptor
-n01717229	oviraptorid
-n01717467	velociraptor
-n01718096	deinonychus
-n01718414	utahraptor, superslasher
-n01719403	synapsid, synapsid reptile
-n01721174	dicynodont
-n01721898	pelycosaur
-n01722670	dimetrodon
-n01722998	pterosaur, flying reptile
-n01723579	pterodactyl
-n01724231	ichthyosaur
-n01724840	ichthyosaurus
-n01725086	stenopterygius, Stenopterygius quadrisicissus
-n01725713	plesiosaur, plesiosaurus
-n01726203	nothosaur
-n01726692	snake, serpent, ophidian
-n01727646	colubrid snake, colubrid
-n01728266	hoop snake
-n01728572	thunder snake, worm snake, Carphophis amoenus
-n01728920	ringneck snake, ring-necked snake, ring snake
-n01729322	hognose snake, puff adder, sand viper
-n01729672	leaf-nosed snake
-n01729977	green snake, grass snake
-n01730185	smooth green snake, Opheodrys vernalis
-n01730307	rough green snake, Opheodrys aestivus
-n01730563	green snake
-n01730812	racer
-n01730960	blacksnake, black racer, Coluber constrictor
-n01731137	blue racer, Coluber constrictor flaviventris
-n01731277	horseshoe whipsnake, Coluber hippocrepis
-n01731545	whip-snake, whip snake, whipsnake
-n01731764	coachwhip, coachwhip snake, Masticophis flagellum
-n01731941	California whipsnake, striped racer, Masticophis lateralis
-n01732093	Sonoran whipsnake, Masticophis bilineatus
-n01732244	rat snake
-n01732614	corn snake, red rat snake, Elaphe guttata
-n01732789	black rat snake, blacksnake, pilot blacksnake, mountain blacksnake, Elaphe obsoleta
-n01732989	chicken snake
-n01733214	Indian rat snake, Ptyas mucosus
-n01733466	glossy snake, Arizona elegans
-n01733757	bull snake, bull-snake
-n01733957	gopher snake, Pituophis melanoleucus
-n01734104	pine snake
-n01734418	king snake, kingsnake
-n01734637	common kingsnake, Lampropeltis getulus
-n01734808	milk snake, house snake, milk adder, checkered adder, Lampropeltis triangulum
-n01735189	garter snake, grass snake
-n01735439	common garter snake, Thamnophis sirtalis
-n01735577	ribbon snake, Thamnophis sauritus
-n01735728	Western ribbon snake, Thamnophis proximus
-n01736032	lined snake, Tropidoclonion lineatum
-n01736375	ground snake, Sonora semiannulata
-n01736796	eastern ground snake, Potamophis striatula, Haldea striatula
-n01737021	water snake
-n01737472	common water snake, banded water snake, Natrix sipedon, Nerodia sipedon
-n01737728	water moccasin
-n01737875	grass snake, ring snake, ringed snake, Natrix natrix
-n01738065	viperine grass snake, Natrix maura
-n01738306	red-bellied snake, Storeria occipitamaculata
-n01738601	sand snake
-n01738731	banded sand snake, Chilomeniscus cinctus
-n01739094	black-headed snake
-n01739381	vine snake
-n01739647	lyre snake
-n01739871	Sonoran lyre snake, Trimorphodon lambda
-n01740131	night snake, Hypsiglena torquata
-n01740551	blind snake, worm snake
-n01740885	western blind snake, Leptotyphlops humilis
-n01741232	indigo snake, gopher snake, Drymarchon corais
-n01741442	eastern indigo snake, Drymarchon corais couperi
-n01741562	constrictor
-n01741943	boa
-n01742172	boa constrictor, Constrictor constrictor
-n01742447	rubber boa, tow-headed snake, Charina bottae
-n01742821	rosy boa, Lichanura trivirgata
-n01743086	anaconda, Eunectes murinus
-n01743605	python
-n01743936	carpet snake, Python variegatus, Morelia spilotes variegatus
-n01744100	reticulated python, Python reticulatus
-n01744270	Indian python, Python molurus
-n01744401	rock python, rock snake, Python sebae
-n01744555	amethystine python
-n01745125	elapid, elapid snake
-n01745484	coral snake, harlequin-snake, New World coral snake
-n01745902	eastern coral snake, Micrurus fulvius
-n01746191	western coral snake, Micruroides euryxanthus
-n01746359	coral snake, Old World coral snake
-n01746952	African coral snake, Aspidelaps lubricus
-n01747285	Australian coral snake, Rhynchoelaps australis
-n01747589	copperhead, Denisonia superba
-n01747885	cobra
-n01748264	Indian cobra, Naja naja
-n01748389	asp, Egyptian cobra, Naja haje
-n01748686	black-necked cobra, spitting cobra, Naja nigricollis
-n01748906	hamadryad, king cobra, Ophiophagus hannah, Naja hannah
-n01749244	ringhals, rinkhals, spitting snake, Hemachatus haemachatus
-n01749582	mamba
-n01749742	black mamba, Dendroaspis augusticeps
-n01749939	green mamba
-n01750167	death adder, Acanthophis antarcticus
-n01750437	tiger snake, Notechis scutatus
-n01750743	Australian blacksnake, Pseudechis porphyriacus
-n01751036	krait
-n01751215	banded krait, banded adder, Bungarus fasciatus
-n01751472	taipan, Oxyuranus scutellatus
-n01751748	sea snake
-n01752165	viper
-n01752585	adder, common viper, Vipera berus
-n01752736	asp, asp viper, Vipera aspis
-n01753032	puff adder, Bitis arietans
-n01753180	gaboon viper, Bitis gabonica
-n01753488	horned viper, cerastes, sand viper, horned asp, Cerastes cornutus
-n01753959	pit viper
-n01754370	copperhead, Agkistrodon contortrix
-n01754533	water moccasin, cottonmouth, cottonmouth moccasin, Agkistrodon piscivorus
-n01754876	rattlesnake, rattler
-n01755581	diamondback, diamondback rattlesnake, Crotalus adamanteus
-n01755740	timber rattlesnake, banded rattlesnake, Crotalus horridus horridus
-n01755952	canebrake rattlesnake, canebrake rattler, Crotalus horridus atricaudatus
-n01756089	prairie rattlesnake, prairie rattler, Western rattlesnake, Crotalus viridis
-n01756291	sidewinder, horned rattlesnake, Crotalus cerastes
-n01756508	Western diamondback, Western diamondback rattlesnake, Crotalus atrox
-n01756733	rock rattlesnake, Crotalus lepidus
-n01756916	tiger rattlesnake, Crotalus tigris
-n01757115	Mojave rattlesnake, Crotalus scutulatus
-n01757343	speckled rattlesnake, Crotalus mitchellii
-n01757677	massasauga, massasauga rattler, Sistrurus catenatus
-n01757901	ground rattler, massasauga, Sistrurus miliaris
-n01758141	fer-de-lance, Bothrops atrops
-n01758757	carcase, carcass
-n01758895	carrion
-n01767661	arthropod
-n01768244	trilobite
-n01769347	arachnid, arachnoid
-n01770081	harvestman, daddy longlegs, Phalangium opilio
-n01770393	scorpion
-n01770795	false scorpion, pseudoscorpion
-n01771100	book scorpion, Chelifer cancroides
-n01771417	whip-scorpion, whip scorpion
-n01771766	vinegarroon, Mastigoproctus giganteus
-n01772222	spider
-n01772664	orb-weaving spider
-n01773157	black and gold garden spider, Argiope aurantia
-n01773549	barn spider, Araneus cavaticus
-n01773797	garden spider, Aranea diademata
-n01774097	comb-footed spider, theridiid
-n01774384	black widow, Latrodectus mactans
-n01774750	tarantula
-n01775062	wolf spider, hunting spider
-n01775370	European wolf spider, tarantula, Lycosa tarentula
-n01775730	trap-door spider
-n01776192	acarine
-n01776313	tick
-n01776705	hard tick, ixodid
-n01777304	Ixodes dammini, deer tick
-n01777467	Ixodes neotomae
-n01777649	Ixodes pacificus, western black-legged tick
-n01777909	Ixodes scapularis, black-legged tick
-n01778217	sheep-tick, sheep tick, Ixodes ricinus
-n01778487	Ixodes persulcatus
-n01778621	Ixodes dentatus
-n01778801	Ixodes spinipalpis
-n01779148	wood tick, American dog tick, Dermacentor variabilis
-n01779463	soft tick, argasid
-n01779629	mite
-n01779939	web-spinning mite
-n01780142	acarid
-n01780426	trombidiid
-n01780696	trombiculid
-n01781071	harvest mite, chigger, jigger, redbug
-n01781570	acarus, genus Acarus
-n01781698	itch mite, sarcoptid
-n01781875	rust mite
-n01782209	spider mite, tetranychid
-n01782516	red spider, red spider mite, Panonychus ulmi
-n01783017	myriapod
-n01783706	garden centipede, garden symphilid, symphilid, Scutigerella immaculata
-n01784293	tardigrade
-n01784675	centipede
-n01785667	house centipede, Scutigera coleoptrata
-n01786646	millipede, millepede, milliped
-n01787006	sea spider, pycnogonid
-n01787191	Merostomata, class Merostomata
-n01787835	horseshoe crab, king crab, Limulus polyphemus, Xiphosurus polyphemus
-n01788291	Asian horseshoe crab
-n01788579	eurypterid
-n01788864	tongue worm, pentastomid
-n01789386	gallinaceous bird, gallinacean
-n01789740	domestic fowl, fowl, poultry
-n01790171	Dorking
-n01790304	Plymouth Rock
-n01790398	Cornish, Cornish fowl
-n01790557	Rock Cornish
-n01790711	game fowl
-n01790812	cochin, cochin china
-n01791107	jungle fowl, gallina
-n01791314	jungle cock
-n01791388	jungle hen
-n01791463	red jungle fowl, Gallus gallus
-n01791625	chicken, Gallus gallus
-n01791954	bantam
-n01792042	chick, biddy
-n01792158	cock, rooster
-n01792429	cockerel
-n01792530	capon
-n01792640	hen, biddy
-n01792808	cackler
-n01792955	brood hen, broody, broody hen, setting hen, sitter
-n01793085	mother hen
-n01793159	layer
-n01793249	pullet
-n01793340	spring chicken
-n01793435	Rhode Island red
-n01793565	Dominique, Dominick
-n01793715	Orpington
-n01794158	turkey, Meleagris gallopavo
-n01794344	turkey cock, gobbler, tom, tom turkey
-n01794651	ocellated turkey, Agriocharis ocellata
-n01795088	grouse
-n01795545	black grouse
-n01795735	European black grouse, heathfowl, Lyrurus tetrix
-n01795900	Asian black grouse, Lyrurus mlokosiewiczi
-n01796019	blackcock, black cock
-n01796105	greyhen, grayhen, grey hen, gray hen, heath hen
-n01796340	ptarmigan
-n01796519	red grouse, moorfowl, moorbird, moor-bird, moorgame, Lagopus scoticus
-n01796729	moorhen
-n01797020	capercaillie, capercailzie, horse of the wood, Tetrao urogallus
-n01797307	spruce grouse, Canachites canadensis
-n01797601	sage grouse, sage hen, Centrocercus urophasianus
-n01797886	ruffed grouse, partridge, Bonasa umbellus
-n01798168	sharp-tailed grouse, sprigtail, sprig tail, Pedioecetes phasianellus
-n01798484	prairie chicken, prairie grouse, prairie fowl
-n01798706	greater prairie chicken, Tympanuchus cupido
-n01798839	lesser prairie chicken, Tympanuchus pallidicinctus
-n01798979	heath hen, Tympanuchus cupido cupido
-n01799302	guan
-n01799679	curassow
-n01800195	piping guan
-n01800424	chachalaca
-n01800633	Texas chachalaca, Ortilis vetula macalli
-n01801088	megapode, mound bird, mound-bird, mound builder, scrub fowl
-n01801479	mallee fowl, leipoa, lowan, Leipoa ocellata
-n01801672	mallee hen
-n01801876	brush turkey, Alectura lathami
-n01802159	maleo, Macrocephalon maleo
-n01802721	phasianid
-n01803078	pheasant
-n01803362	ring-necked pheasant, Phasianus colchicus
-n01803641	afropavo, Congo peafowl, Afropavo congensis
-n01803893	argus, argus pheasant
-n01804163	golden pheasant, Chrysolophus pictus
-n01804478	bobwhite, bobwhite quail, partridge
-n01804653	northern bobwhite, Colinus virginianus
-n01804921	Old World quail
-n01805070	migratory quail, Coturnix coturnix, Coturnix communis
-n01805321	monal, monaul
-n01805801	peafowl, bird of Juno
-n01806061	peachick, pea-chick
-n01806143	peacock
-n01806297	peahen
-n01806364	blue peafowl, Pavo cristatus
-n01806467	green peafowl, Pavo muticus
-n01806567	quail
-n01806847	California quail, Lofortyx californicus
-n01807105	tragopan
-n01807496	partridge
-n01807828	Hungarian partridge, grey partridge, gray partridge, Perdix perdix
-n01808140	red-legged partridge, Alectoris ruffa
-n01808291	Greek partridge, rock partridge, Alectoris graeca
-n01808596	mountain quail, mountain partridge, Oreortyx picta palmeri
-n01809106	guinea fowl, guinea, Numida meleagris
-n01809371	guinea hen
-n01809752	hoatzin, hoactzin, stinkbird, Opisthocomus hoazin
-n01810268	tinamou, partridge
-n01810700	columbiform bird
-n01811243	dodo, Raphus cucullatus
-n01811909	pigeon
-n01812187	pouter pigeon, pouter
-n01812337	dove
-n01812662	rock dove, rock pigeon, Columba livia
-n01812866	band-tailed pigeon, band-tail pigeon, bandtail, Columba fasciata
-n01813088	wood pigeon, ringdove, cushat, Columba palumbus
-n01813385	turtledove
-n01813532	Streptopelia turtur
-n01813658	ringdove, Streptopelia risoria
-n01813948	Australian turtledove, turtledove, Stictopelia cuneata
-n01814217	mourning dove, Zenaidura macroura
-n01814370	domestic pigeon
-n01814549	squab
-n01814620	fairy swallow
-n01814755	roller, tumbler, tumbler pigeon
-n01814921	homing pigeon, homer
-n01815036	carrier pigeon
-n01815270	passenger pigeon, Ectopistes migratorius
-n01815601	sandgrouse, sand grouse
-n01816017	painted sandgrouse, Pterocles indicus
-n01816140	pin-tailed sandgrouse, pin-tailed grouse, Pterocles alchata
-n01816474	pallas's sandgrouse, Syrrhaptes paradoxus
-n01816887	parrot
-n01817263	popinjay
-n01817346	poll, poll parrot
-n01817953	African grey, African gray, Psittacus erithacus
-n01818299	amazon
-n01818515	macaw
-n01818832	kea, Nestor notabilis
-n01819115	cockatoo
-n01819313	sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita
-n01819465	pink cockatoo, Kakatoe leadbeateri
-n01819734	cockateel, cockatiel, cockatoo parrot, Nymphicus hollandicus
-n01820052	lovebird
-n01820348	lory
-n01820546	lorikeet
-n01820801	varied Lorikeet, Glossopsitta versicolor
-n01821076	rainbow lorikeet, Trichoglossus moluccanus
-n01821203	parakeet, parrakeet, parroket, paraquet, paroquet, parroquet
-n01821554	Carolina parakeet, Conuropsis carolinensis
-n01821869	budgerigar, budgereegah, budgerygah, budgie, grass parakeet, lovebird, shell parakeet, Melopsittacus undulatus
-n01822300	ring-necked parakeet, Psittacula krameri
-n01822602	cuculiform bird
-n01823013	cuckoo
-n01823414	European cuckoo, Cuculus canorus
-n01823740	black-billed cuckoo, Coccyzus erythropthalmus
-n01824035	roadrunner, chaparral cock, Geococcyx californianus
-n01824344	ani
-n01824575	coucal
-n01824749	crow pheasant, Centropus sinensis
-n01825278	touraco, turaco, turacou, turakoo
-n01825930	coraciiform bird
-n01826364	roller
-n01826680	European roller, Coracias garrulus
-n01826844	ground roller
-n01827403	kingfisher
-n01827793	Eurasian kingfisher, Alcedo atthis
-n01828096	belted kingfisher, Ceryle alcyon
-n01828556	kookaburra, laughing jackass, Dacelo gigas
-n01828970	bee eater
-n01829413	hornbill
-n01829869	hoopoe, hoopoo
-n01830042	Euopean hoopoe, Upupa epops
-n01830479	wood hoopoe
-n01830915	motmot, momot
-n01831360	tody
-n01831712	apodiform bird
-n01832167	swift
-n01832493	European swift, Apus apus
-n01832813	chimney swift, chimney swallow, Chateura pelagica
-n01833112	swiftlet, Collocalia inexpectata
-n01833415	tree swift, crested swift
-n01833805	hummingbird
-n01834177	Archilochus colubris
-n01834540	thornbill
-n01835276	goatsucker, nightjar, caprimulgid
-n01835769	European goatsucker, European nightjar, Caprimulgus europaeus
-n01835918	chuck-will's-widow, Caprimulgus carolinensis
-n01836087	whippoorwill, Caprimulgus vociferus
-n01836673	poorwill, Phalaenoptilus nuttallii
-n01837072	frogmouth
-n01837526	oilbird, guacharo, Steatornis caripensis
-n01838038	piciform bird
-n01838598	woodpecker, peckerwood, pecker
-n01839086	green woodpecker, Picus viridis
-n01839330	downy woodpecker
-n01839598	flicker
-n01839750	yellow-shafted flicker, Colaptes auratus, yellowhammer
-n01839949	gilded flicker, Colaptes chrysoides
-n01840120	red-shafted flicker, Colaptes caper collaris
-n01840412	ivorybill, ivory-billed woodpecker, Campephilus principalis
-n01840775	redheaded woodpecker, redhead, Melanerpes erythrocephalus
-n01841102	sapsucker
-n01841288	yellow-bellied sapsucker, Sphyrapicus varius
-n01841441	red-breasted sapsucker, Sphyrapicus varius ruber
-n01841679	wryneck
-n01841943	piculet
-n01842235	barbet
-n01842504	puffbird
-n01842788	honey guide
-n01843065	jacamar
-n01843383	toucan
-n01843719	toucanet
-n01844231	trogon
-n01844551	quetzal, quetzal bird
-n01844746	resplendent quetzel, resplendent trogon, Pharomacrus mocino
-n01844917	aquatic bird
-n01845132	waterfowl, water bird, waterbird
-n01845477	anseriform bird
-n01846331	duck
-n01847000	drake
-n01847089	quack-quack
-n01847170	duckling
-n01847253	diving duck
-n01847407	dabbling duck, dabbler
-n01847806	mallard, Anas platyrhynchos
-n01847978	black duck, Anas rubripes
-n01848123	teal
-n01848323	greenwing, green-winged teal, Anas crecca
-n01848453	bluewing, blue-winged teal, Anas discors
-n01848555	garganey, Anas querquedula
-n01848648	widgeon, wigeon, Anas penelope
-n01848840	American widgeon, baldpate, Anas americana
-n01848976	shoveler, shoveller, broadbill, Anas clypeata
-n01849157	pintail, pin-tailed duck, Anas acuta
-n01849466	sheldrake
-n01849676	shelduck
-n01849863	ruddy duck, Oxyura jamaicensis
-n01850192	bufflehead, butterball, dipper, Bucephela albeola
-n01850373	goldeneye, whistler, Bucephela clangula
-n01850553	Barrow's goldeneye, Bucephala islandica
-n01850873	canvasback, canvasback duck, Aythya valisineria
-n01851038	pochard, Aythya ferina
-n01851207	redhead, Aythya americana
-n01851375	scaup, scaup duck, bluebill, broadbill
-n01851573	greater scaup, Aythya marila
-n01851731	lesser scaup, lesser scaup duck, lake duck, Aythya affinis
-n01851895	wild duck
-n01852142	wood duck, summer duck, wood widgeon, Aix sponsa
-n01852329	wood drake
-n01852400	mandarin duck, Aix galericulata
-n01852671	muscovy duck, musk duck, Cairina moschata
-n01852861	sea duck
-n01853195	eider, eider duck
-n01853498	scoter, scooter
-n01853666	common scoter, Melanitta nigra
-n01853870	old squaw, oldwife, Clangula hyemalis
-n01854415	merganser, fish duck, sawbill, sheldrake
-n01854700	goosander, Mergus merganser
-n01854838	American merganser, Mergus merganser americanus
-n01855032	red-breasted merganser, Mergus serrator
-n01855188	smew, Mergus albellus
-n01855476	hooded merganser, hooded sheldrake, Lophodytes cucullatus
-n01855672	goose
-n01856072	gosling
-n01856155	gander
-n01856380	Chinese goose, Anser cygnoides
-n01856553	greylag, graylag, greylag goose, graylag goose, Anser anser
-n01856890	blue goose, Chen caerulescens
-n01857079	snow goose
-n01857325	brant, brant goose, brent, brent goose
-n01857512	common brant goose, Branta bernicla
-n01857632	honker, Canada goose, Canadian goose, Branta canadensis
-n01857851	barnacle goose, barnacle, Branta leucopsis
-n01858281	coscoroba
-n01858441	swan
-n01858780	cob
-n01858845	pen
-n01858906	cygnet
-n01859190	mute swan, Cygnus olor
-n01859325	whooper, whooper swan, Cygnus cygnus
-n01859496	tundra swan, Cygnus columbianus
-n01859689	whistling swan, Cygnus columbianus columbianus
-n01859852	Bewick's swan, Cygnus columbianus bewickii
-n01860002	trumpeter, trumpeter swan, Cygnus buccinator
-n01860187	black swan, Cygnus atratus
-n01860497	screamer
-n01860864	horned screamer, Anhima cornuta
-n01861148	crested screamer
-n01861330	chaja, Chauna torquata
-n01861778	mammal, mammalian
-n01862399	female mammal
-n01871265	tusker
-n01871543	prototherian
-n01871875	monotreme, egg-laying mammal
-n01872401	echidna, spiny anteater, anteater
-n01872772	echidna, spiny anteater, anteater
-n01873310	platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus
-n01874434	marsupial, pouched mammal
-n01874928	opossum, possum
-n01875313	common opossum, Didelphis virginiana, Didelphis marsupialis
-n01875610	crab-eating opossum
-n01876034	opossum rat
-n01876326	bandicoot
-n01876667	rabbit-eared bandicoot, rabbit bandicoot, bilby, Macrotis lagotis
-n01877134	kangaroo
-n01877606	giant kangaroo, great grey kangaroo, Macropus giganteus
-n01877812	wallaby, brush kangaroo
-n01878061	common wallaby, Macropus agiles
-n01878335	hare wallaby, kangaroo hare
-n01878639	nail-tailed wallaby, nail-tailed kangaroo
-n01878929	rock wallaby, rock kangaroo
-n01879217	pademelon, paddymelon
-n01879509	tree wallaby, tree kangaroo
-n01879837	musk kangaroo, Hypsiprymnodon moschatus
-n01880152	rat kangaroo, kangaroo rat
-n01880473	potoroo
-n01880716	bettong
-n01880813	jerboa kangaroo, kangaroo jerboa
-n01881171	phalanger, opossum, possum
-n01881564	cuscus
-n01881857	brush-tailed phalanger, Trichosurus vulpecula
-n01882125	flying phalanger, flying opossum, flying squirrel
-n01882714	koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus
-n01883070	wombat
-n01883513	dasyurid marsupial, dasyurid
-n01883920	dasyure
-n01884104	eastern dasyure, Dasyurus quoll
-n01884203	native cat, Dasyurus viverrinus
-n01884476	thylacine, Tasmanian wolf, Tasmanian tiger, Thylacinus cynocephalus
-n01884834	Tasmanian devil, ursine dasyure, Sarcophilus hariisi
-n01885158	pouched mouse, marsupial mouse, marsupial rat
-n01885498	numbat, banded anteater, anteater, Myrmecobius fasciatus
-n01886045	pouched mole, marsupial mole, Notoryctus typhlops
-n01886756	placental, placental mammal, eutherian, eutherian mammal
-n01887474	livestock, stock, farm animal
-n01887623	bull
-n01887787	cow
-n01887896	calf
-n01888045	calf
-n01888181	yearling
-n01888264	buck
-n01888411	doe
-n01889074	insectivore
-n01889520	mole
-n01889849	starnose mole, star-nosed mole, Condylura cristata
-n01890144	brewer's mole, hair-tailed mole, Parascalops breweri
-n01890564	golden mole
-n01890860	shrew mole
-n01891013	Asiatic shrew mole, Uropsilus soricipes
-n01891274	American shrew mole, Neurotrichus gibbsii
-n01891633	shrew, shrewmouse
-n01892030	common shrew, Sorex araneus
-n01892145	masked shrew, Sorex cinereus
-n01892385	short-tailed shrew, Blarina brevicauda
-n01892551	water shrew
-n01892744	American water shrew, Sorex palustris
-n01893021	European water shrew, Neomys fodiens
-n01893164	Mediterranean water shrew, Neomys anomalus
-n01893399	least shrew, Cryptotis parva
-n01893825	hedgehog, Erinaceus europaeus, Erinaceus europeaeus
-n01894207	tenrec, tendrac
-n01894522	tailless tenrec, Tenrec ecaudatus
-n01894956	otter shrew, potamogale, Potamogale velox
-n01896844	eiderdown
-n01897257	aftershaft
-n01897426	sickle feather
-n01897536	contour feather
-n01897667	bastard wing, alula, spurious wing
-n01898593	saddle hackle, saddle feather
-n01899894	encolure
-n01900150	hair
-n01903234	squama
-n01903346	scute
-n01903498	sclerite
-n01904029	plastron
-n01904806	scallop shell
-n01904886	oyster shell
-n01905321	theca
-n01905661	invertebrate
-n01906749	sponge, poriferan, parazoan
-n01907287	choanocyte, collar cell
-n01907738	glass sponge
-n01908042	Venus's flower basket
-n01908958	metazoan
-n01909422	coelenterate, cnidarian
-n01909788	planula
-n01909906	polyp
-n01910252	medusa, medusoid, medusan
-n01910747	jellyfish
-n01911063	scyphozoan
-n01911403	Chrysaora quinquecirrha
-n01911839	hydrozoan, hydroid
-n01912152	hydra
-n01912454	siphonophore
-n01912809	nanomia
-n01913166	Portuguese man-of-war, man-of-war, jellyfish
-n01913346	praya
-n01913440	apolemia
-n01914163	anthozoan, actinozoan
-n01914609	sea anemone, anemone
-n01914830	actinia, actinian, actiniarian
-n01915700	sea pen
-n01915811	coral
-n01916187	gorgonian, gorgonian coral
-n01916388	sea feather
-n01916481	sea fan
-n01916588	red coral
-n01916925	stony coral, madrepore, madriporian coral
-n01917289	brain coral
-n01917611	staghorn coral, stag's-horn coral
-n01917882	mushroom coral
-n01918744	ctenophore, comb jelly
-n01919385	beroe
-n01920051	platyctenean
-n01920438	sea gooseberry
-n01921059	Venus's girdle, Cestum veneris
-n01922303	worm
-n01922717	helminth, parasitic worm
-n01922948	woodworm
-n01923025	woodborer, borer
-n01923404	acanthocephalan, spiny-headed worm
-n01923890	arrowworm, chaetognath
-n01924800	bladder worm
-n01924916	flatworm, platyhelminth
-n01925270	planarian, planaria
-n01925695	fluke, trematode, trematode worm
-n01925916	cercaria
-n01926379	liver fluke, Fasciola hepatica
-n01926689	Fasciolopsis buski
-n01927159	schistosome, blood fluke
-n01927456	tapeworm, cestode
-n01927928	echinococcus
-n01928215	taenia
-n01928517	ribbon worm, nemertean, nemertine, proboscis worm
-n01928865	beard worm, pogonophoran
-n01929186	rotifer
-n01930112	nematode, nematode worm, roundworm
-n01930852	common roundworm, Ascaris lumbricoides
-n01931140	chicken roundworm, Ascaridia galli
-n01931520	pinworm, threadworm, Enterobius vermicularis
-n01931714	eelworm
-n01932151	vinegar eel, vinegar worm, Anguillula aceti, Turbatrix aceti
-n01932936	trichina, Trichinella spiralis
-n01933151	hookworm
-n01933478	filaria
-n01933988	Guinea worm, Dracunculus medinensis
-n01934440	annelid, annelid worm, segmented worm
-n01934844	archiannelid
-n01935176	oligochaete, oligochaete worm
-n01935395	earthworm, angleworm, fishworm, fishing worm, wiggler, nightwalker, nightcrawler, crawler, dew worm, red worm
-n01936391	polychaete, polychete, polychaete worm, polychete worm
-n01936671	lugworm, lug, lobworm
-n01936858	sea mouse
-n01937579	bloodworm
-n01937909	leech, bloodsucker, hirudinean
-n01938454	medicinal leech, Hirudo medicinalis
-n01938735	horseleech
-n01940736	mollusk, mollusc, shellfish
-n01941223	scaphopod
-n01941340	tooth shell, tusk shell
-n01942177	gastropod, univalve
-n01942869	abalone, ear-shell
-n01943087	ormer, sea-ear, Haliotis tuberculata
-n01943541	scorpion shell
-n01943899	conch
-n01944118	giant conch, Strombus gigas
-n01944390	snail
-n01944812	edible snail, Helix pomatia
-n01944955	garden snail
-n01945143	brown snail, Helix aspersa
-n01945340	Helix hortensis
-n01945685	slug
-n01945845	seasnail
-n01946277	neritid, neritid gastropod
-n01946630	nerita
-n01946827	bleeding tooth, Nerita peloronta
-n01947139	neritina
-n01947396	whelk
-n01947997	moon shell, moonshell
-n01948446	periwinkle, winkle
-n01948573	limpet
-n01949085	common limpet, Patella vulgata
-n01949499	keyhole limpet, Fissurella apertura, Diodora apertura
-n01949973	river limpet, freshwater limpet, Ancylus fluviatilis
-n01950731	sea slug, nudibranch
-n01951274	sea hare, Aplysia punctata
-n01951613	Hermissenda crassicornis
-n01952029	bubble shell
-n01952712	physa
-n01953361	cowrie, cowry
-n01953594	money cowrie, Cypraea moneta
-n01953762	tiger cowrie, Cypraea tigris
-n01954516	solenogaster, aplacophoran
-n01955084	chiton, coat-of-mail shell, sea cradle, polyplacophore
-n01955933	bivalve, pelecypod, lamellibranch
-n01956344	spat
-n01956481	clam
-n01956764	seashell
-n01957335	soft-shell clam, steamer, steamer clam, long-neck clam, Mya arenaria
-n01958038	quahog, quahaug, hard-shell clam, hard clam, round clam, Venus mercenaria, Mercenaria mercenaria
-n01958346	littleneck, littleneck clam
-n01958435	cherrystone, cherrystone clam
-n01958531	geoduck
-n01959029	razor clam, jackknife clam, knife-handle
-n01959492	giant clam, Tridacna gigas
-n01959985	cockle
-n01960177	edible cockle, Cardium edule
-n01960459	oyster
-n01961234	Japanese oyster, Ostrea gigas
-n01961600	Virginia oyster
-n01961985	pearl oyster, Pinctada margaritifera
-n01962506	saddle oyster, Anomia ephippium
-n01962788	window oyster, windowpane oyster, capiz, Placuna placenta
-n01963317	ark shell
-n01963479	blood clam
-n01963571	mussel
-n01964049	marine mussel, mytilid
-n01964271	edible mussel, Mytilus edulis
-n01964441	freshwater mussel, freshwater clam
-n01964957	pearly-shelled mussel
-n01965252	thin-shelled mussel
-n01965529	zebra mussel, Dreissena polymorpha
-n01965889	scallop, scollop, escallop
-n01966377	bay scallop, Pecten irradians
-n01966586	sea scallop, giant scallop, Pecten magellanicus
-n01967094	shipworm, teredinid
-n01967308	teredo
-n01967963	piddock
-n01968315	cephalopod, cephalopod mollusk
-n01968897	chambered nautilus, pearly nautilus, nautilus
-n01969726	octopod
-n01970164	octopus, devilfish
-n01970667	paper nautilus, nautilus, Argonaut, Argonauta argo
-n01971094	decapod
-n01971280	squid
-n01971620	loligo
-n01971850	ommastrephes
-n01972131	architeuthis, giant squid
-n01972541	cuttlefish, cuttle
-n01973148	spirula, Spirula peronii
-n01974773	crustacean
-n01975687	malacostracan crustacean
-n01976146	decapod crustacean, decapod
-n01976868	brachyuran
-n01976957	crab
-n01977485	stone crab, Menippe mercenaria
-n01978010	hard-shell crab
-n01978136	soft-shell crab, soft-shelled crab
-n01978287	Dungeness crab, Cancer magister
-n01978455	rock crab, Cancer irroratus
-n01978587	Jonah crab, Cancer borealis
-n01978930	swimming crab
-n01979269	English lady crab, Portunus puber
-n01979526	American lady crab, lady crab, calico crab, Ovalipes ocellatus
-n01979874	blue crab, Callinectes sapidus
-n01980166	fiddler crab
-n01980655	pea crab
-n01981276	king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica
-n01981702	spider crab
-n01982068	European spider crab, king crab, Maja squinado
-n01982347	giant crab, Macrocheira kaempferi
-n01982650	lobster
-n01983048	true lobster
-n01983481	American lobster, Northern lobster, Maine lobster, Homarus americanus
-n01983674	European lobster, Homarus vulgaris
-n01983829	Cape lobster, Homarus capensis
-n01984245	Norway lobster, Nephrops norvegicus
-n01984695	spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish
-n01985128	crayfish, crawfish, crawdad, crawdaddy
-n01985493	Old World crayfish, ecrevisse
-n01985797	American crayfish
-n01986214	hermit crab
-n01986806	shrimp
-n01987076	snapping shrimp, pistol shrimp
-n01987545	prawn
-n01987727	long-clawed prawn, river prawn, Palaemon australis
-n01988203	tropical prawn
-n01988701	krill
-n01988869	Euphausia pacifica
-n01989516	opossum shrimp
-n01989869	stomatopod, stomatopod crustacean
-n01990007	mantis shrimp, mantis crab
-n01990516	squilla, mantis prawn
-n01990800	isopod
-n01991028	woodlouse, slater
-n01991520	pill bug
-n01992262	sow bug
-n01992423	sea louse, sea slater
-n01992773	amphipod
-n01993525	skeleton shrimp
-n01993830	whale louse
-n01994910	daphnia, water flea
-n01995514	fairy shrimp
-n01995686	brine shrimp, Artemia salina
-n01996280	tadpole shrimp
-n01996585	copepod, copepod crustacean
-n01997119	cyclops, water flea
-n01997825	seed shrimp, mussel shrimp, ostracod
-n01998183	barnacle, cirriped, cirripede
-n01998741	acorn barnacle, rock barnacle, Balanus balanoides
-n01999186	goose barnacle, gooseneck barnacle, Lepas fascicularis
-n01999767	onychophoran, velvet worm, peripatus
-n02000954	wading bird, wader
-n02002075	stork
-n02002556	white stork, Ciconia ciconia
-n02002724	black stork, Ciconia nigra
-n02003037	adjutant bird, adjutant, adjutant stork, Leptoptilus dubius
-n02003204	marabou, marabout, marabou stork, Leptoptilus crumeniferus
-n02003577	openbill
-n02003839	jabiru, Jabiru mycteria
-n02004131	saddlebill, jabiru, Ephippiorhynchus senegalensis
-n02004492	policeman bird, black-necked stork, jabiru, Xenorhyncus asiaticus
-n02004855	wood ibis, wood stork, flinthead, Mycteria americana
-n02005399	shoebill, shoebird, Balaeniceps rex
-n02005790	ibis
-n02006063	wood ibis, wood stork, Ibis ibis
-n02006364	sacred ibis, Threskiornis aethiopica
-n02006656	spoonbill
-n02006985	common spoonbill, Platalea leucorodia
-n02007284	roseate spoonbill, Ajaia ajaja
-n02007558	flamingo
-n02008041	heron
-n02008497	great blue heron, Ardea herodius
-n02008643	great white heron, Ardea occidentalis
-n02008796	egret
-n02009229	little blue heron, Egretta caerulea
-n02009380	snowy egret, snowy heron, Egretta thula
-n02009508	little egret, Egretta garzetta
-n02009750	great white heron, Casmerodius albus
-n02009912	American egret, great white heron, Egretta albus
-n02010272	cattle egret, Bubulcus ibis
-n02010453	night heron, night raven
-n02010728	black-crowned night heron, Nycticorax nycticorax
-n02011016	yellow-crowned night heron, Nyctanassa violacea
-n02011281	boatbill, boat-billed heron, broadbill, Cochlearius cochlearius
-n02011460	bittern
-n02011805	American bittern, stake driver, Botaurus lentiginosus
-n02011943	European bittern, Botaurus stellaris
-n02012185	least bittern, Ixobrychus exilis
-n02012849	crane
-n02013177	whooping crane, whooper, Grus americana
-n02013567	courlan, Aramus guarauna
-n02013706	limpkin, Aramus pictus
-n02014237	crested cariama, seriema, Cariama cristata
-n02014524	chunga, seriema, Chunga burmeisteri
-n02014941	rail
-n02015357	weka, maori hen, wood hen
-n02015554	crake
-n02015797	corncrake, land rail, Crex crex
-n02016066	spotted crake, Porzana porzana
-n02016358	gallinule, marsh hen, water hen, swamphen
-n02016659	Florida gallinule, Gallinula chloropus cachinnans
-n02016816	moorhen, Gallinula chloropus
-n02016956	purple gallinule
-n02017213	European gallinule, Porphyrio porphyrio
-n02017475	American gallinule, Porphyrula martinica
-n02017725	notornis, takahe, Notornis mantelli
-n02018027	coot
-n02018207	American coot, marsh hen, mud hen, water hen, Fulica americana
-n02018368	Old World coot, Fulica atra
-n02018795	bustard
-n02019190	great bustard, Otis tarda
-n02019438	plain turkey, Choriotis australis
-n02019929	button quail, button-quail, bustard quail, hemipode
-n02020219	striped button quail, Turnix sylvatica
-n02020578	plain wanderer, Pedionomus torquatus
-n02021050	trumpeter
-n02021281	Brazilian trumpeter, Psophia crepitans
-n02021795	seabird, sea bird, seafowl
-n02022684	shorebird, shore bird, limicoline bird
-n02023341	plover
-n02023855	piping plover, Charadrius melodus
-n02023992	killdeer, kildeer, killdeer plover, Charadrius vociferus
-n02024185	dotterel, dotrel, Charadrius morinellus, Eudromias morinellus
-n02024479	golden plover
-n02024763	lapwing, green plover, peewit, pewit
-n02025043	turnstone
-n02025239	ruddy turnstone, Arenaria interpres
-n02025389	black turnstone, Arenaria-Melanocephala
-n02026059	sandpiper
-n02026629	surfbird, Aphriza virgata
-n02026948	European sandpiper, Actitis hypoleucos
-n02027075	spotted sandpiper, Actitis macularia
-n02027357	least sandpiper, stint, Erolia minutilla
-n02027492	red-backed sandpiper, dunlin, Erolia alpina
-n02027897	greenshank, Tringa nebularia
-n02028035	redshank, Tringa totanus
-n02028175	yellowlegs
-n02028342	greater yellowlegs, Tringa melanoleuca
-n02028451	lesser yellowlegs, Tringa flavipes
-n02028727	pectoral sandpiper, jacksnipe, Calidris melanotos
-n02028900	knot, greyback, grayback, Calidris canutus
-n02029087	curlew sandpiper, Calidris Ferruginea
-n02029378	sanderling, Crocethia alba
-n02029706	upland sandpiper, upland plover, Bartramian sandpiper, Bartramia longicauda
-n02030035	ruff, Philomachus pugnax
-n02030224	reeve
-n02030287	tattler
-n02030568	Polynesian tattler, Heteroscelus incanus
-n02030837	willet, Catoptrophorus semipalmatus
-n02030996	woodcock
-n02031298	Eurasian woodcock, Scolopax rusticola
-n02031585	American woodcock, woodcock snipe, Philohela minor
-n02031934	snipe
-n02032222	whole snipe, Gallinago gallinago
-n02032355	Wilson's snipe, Gallinago gallinago delicata
-n02032480	great snipe, woodcock snipe, Gallinago media
-n02032769	jacksnipe, half snipe, Limnocryptes minima
-n02033041	dowitcher
-n02033208	greyback, grayback, Limnodromus griseus
-n02033324	red-breasted snipe, Limnodromus scolopaceus
-n02033561	curlew
-n02033779	European curlew, Numenius arquata
-n02033882	Eskimo curlew, Numenius borealis
-n02034129	godwit
-n02034295	Hudsonian godwit, Limosa haemastica
-n02034661	stilt, stiltbird, longlegs, long-legs, stilt plover, Himantopus stilt
-n02034971	black-necked stilt, Himantopus mexicanus
-n02035210	black-winged stilt, Himantopus himantopus
-n02035402	white-headed stilt, Himantopus himantopus leucocephalus
-n02035656	kaki, Himantopus novae-zelandiae
-n02036053	stilt, Australian stilt
-n02036228	banded stilt, Cladorhyncus leucocephalum
-n02036711	avocet
-n02037110	oystercatcher, oyster catcher
-n02037464	phalarope
-n02037869	red phalarope, Phalaropus fulicarius
-n02038141	northern phalarope, Lobipes lobatus
-n02038466	Wilson's phalarope, Steganopus tricolor
-n02038993	pratincole, glareole
-n02039171	courser
-n02039497	cream-colored courser, Cursorius cursor
-n02039780	crocodile bird, Pluvianus aegyptius
-n02040266	stone curlew, thick-knee, Burhinus oedicnemus
-n02040505	coastal diving bird
-n02041085	larid
-n02041246	gull, seagull, sea gull
-n02041678	mew, mew gull, sea mew, Larus canus
-n02041875	black-backed gull, great black-backed gull, cob, Larus marinus
-n02042046	herring gull, Larus argentatus
-n02042180	laughing gull, blackcap, pewit, pewit gull, Larus ridibundus
-n02042472	ivory gull, Pagophila eburnea
-n02042759	kittiwake
-n02043063	tern
-n02043333	sea swallow, Sterna hirundo
-n02043808	skimmer
-n02044178	jaeger
-n02044517	parasitic jaeger, arctic skua, Stercorarius parasiticus
-n02044778	skua, bonxie
-n02044908	great skua, Catharacta skua
-n02045369	auk
-n02045596	auklet
-n02045864	razorbill, razor-billed auk, Alca torda
-n02046171	little auk, dovekie, Plautus alle
-n02046759	guillemot
-n02046939	black guillemot, Cepphus grylle
-n02047045	pigeon guillemot, Cepphus columba
-n02047260	murre
-n02047411	common murre, Uria aalge
-n02047517	thick-billed murre, Uria lomvia
-n02047614	puffin
-n02047975	Atlantic puffin, Fratercula arctica
-n02048115	horned puffin, Fratercula corniculata
-n02048353	tufted puffin, Lunda cirrhata
-n02048698	gaviiform seabird
-n02049088	loon, diver
-n02049532	podicipitiform seabird
-n02050004	grebe
-n02050313	great crested grebe, Podiceps cristatus
-n02050442	red-necked grebe, Podiceps grisegena
-n02050586	black-necked grebe, eared grebe, Podiceps nigricollis
-n02050809	dabchick, little grebe, Podiceps ruficollis
-n02051059	pied-billed grebe, Podilymbus podiceps
-n02051474	pelecaniform seabird
-n02051845	pelican
-n02052204	white pelican, Pelecanus erythrorhynchos
-n02052365	Old world white pelican, Pelecanus onocrotalus
-n02052775	frigate bird, man-of-war bird
-n02053083	gannet
-n02053425	solan, solan goose, solant goose, Sula bassana
-n02053584	booby
-n02054036	cormorant, Phalacrocorax carbo
-n02054502	snakebird, anhinga, darter
-n02054711	water turkey, Anhinga anhinga
-n02055107	tropic bird, tropicbird, boatswain bird
-n02055658	sphenisciform seabird
-n02055803	penguin
-n02056228	Adelie, Adelie penguin, Pygoscelis adeliae
-n02056570	king penguin, Aptenodytes patagonica
-n02056728	emperor penguin, Aptenodytes forsteri
-n02057035	jackass penguin, Spheniscus demersus
-n02057330	rock hopper, crested penguin
-n02057731	pelagic bird, oceanic bird
-n02057898	procellariiform seabird
-n02058221	albatross, mollymawk
-n02058594	wandering albatross, Diomedea exulans
-n02058747	black-footed albatross, gooney, gooney bird, goonie, goony, Diomedea nigripes
-n02059162	petrel
-n02059541	white-chinned petrel, Procellaria aequinoctialis
-n02059852	giant petrel, giant fulmar, Macronectes giganteus
-n02060133	fulmar, fulmar petrel, Fulmarus glacialis
-n02060411	shearwater
-n02060569	Manx shearwater, Puffinus puffinus
-n02060889	storm petrel
-n02061217	stormy petrel, northern storm petrel, Hydrobates pelagicus
-n02061560	Mother Carey's chicken, Mother Carey's hen, Oceanites oceanicus
-n02061853	diving petrel
-n02062017	aquatic mammal
-n02062430	cetacean, cetacean mammal, blower
-n02062744	whale
-n02063224	baleen whale, whalebone whale
-n02063662	right whale
-n02064000	bowhead, bowhead whale, Greenland whale, Balaena mysticetus
-n02064338	rorqual, razorback
-n02064816	blue whale, sulfur bottom, Balaenoptera musculus
-n02065026	finback, finback whale, fin whale, common rorqual, Balaenoptera physalus
-n02065263	sei whale, Balaenoptera borealis
-n02065407	lesser rorqual, piked whale, minke whale, Balaenoptera acutorostrata
-n02065726	humpback, humpback whale, Megaptera novaeangliae
-n02066245	grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus
-n02066707	toothed whale
-n02067240	sperm whale, cachalot, black whale, Physeter catodon
-n02067603	pygmy sperm whale, Kogia breviceps
-n02067768	dwarf sperm whale, Kogia simus
-n02068206	beaked whale
-n02068541	bottle-nosed whale, bottlenose whale, bottlenose, Hyperoodon ampullatus
-n02068974	dolphin
-n02069412	common dolphin, Delphinus delphis
-n02069701	bottlenose dolphin, bottle-nosed dolphin, bottlenose
-n02069974	Atlantic bottlenose dolphin, Tursiops truncatus
-n02070174	Pacific bottlenose dolphin, Tursiops gilli
-n02070430	porpoise
-n02070624	harbor porpoise, herring hog, Phocoena phocoena
-n02070776	vaquita, Phocoena sinus
-n02071028	grampus, Grampus griseus
-n02071294	killer whale, killer, orca, grampus, sea wolf, Orcinus orca
-n02071636	pilot whale, black whale, common blackfish, blackfish, Globicephala melaena
-n02072040	river dolphin
-n02072493	narwhal, narwal, narwhale, Monodon monoceros
-n02072798	white whale, beluga, Delphinapterus leucas
-n02073250	sea cow, sirenian mammal, sirenian
-n02073831	manatee, Trichechus manatus
-n02074367	dugong, Dugong dugon
-n02074726	Steller's sea cow, Hydrodamalis gigas
-n02075296	carnivore
-n02075612	omnivore
-n02075927	pinniped mammal, pinniped, pinnatiped
-n02076196	seal
-n02076402	crabeater seal, crab-eating seal
-n02076779	eared seal
-n02077152	fur seal
-n02077384	guadalupe fur seal, Arctocephalus philippi
-n02077658	fur seal
-n02077787	Alaska fur seal, Callorhinus ursinus
-n02077923	sea lion
-n02078292	South American sea lion, Otaria Byronia
-n02078574	California sea lion, Zalophus californianus, Zalophus californicus
-n02078738	Australian sea lion, Zalophus lobatus
-n02079005	Steller sea lion, Steller's sea lion, Eumetopias jubatus
-n02079389	earless seal, true seal, hair seal
-n02079851	harbor seal, common seal, Phoca vitulina
-n02080146	harp seal, Pagophilus groenlandicus
-n02080415	elephant seal, sea elephant
-n02080713	bearded seal, squareflipper square flipper, Erignathus barbatus
-n02081060	hooded seal, bladdernose, Cystophora cristata
-n02081571	walrus, seahorse, sea horse
-n02081798	Atlantic walrus, Odobenus rosmarus
-n02081927	Pacific walrus, Odobenus divergens
-n02082056	Fissipedia
-n02082190	fissiped mammal, fissiped
-n02082791	aardvark, ant bear, anteater, Orycteropus afer
-n02083346	canine, canid
-n02083672	bitch
-n02083780	brood bitch
-n02084071	dog, domestic dog, Canis familiaris
-n02084732	pooch, doggie, doggy, barker, bow-wow
-n02084861	cur, mongrel, mutt
-n02085019	feist, fice
-n02085118	pariah dog, pye-dog, pie-dog
-n02085272	lapdog
-n02085374	toy dog, toy
-n02085620	Chihuahua
-n02085782	Japanese spaniel
-n02085936	Maltese dog, Maltese terrier, Maltese
-n02086079	Pekinese, Pekingese, Peke
-n02086240	Shih-Tzu
-n02086346	toy spaniel
-n02086478	English toy spaniel
-n02086646	Blenheim spaniel
-n02086753	King Charles spaniel
-n02086910	papillon
-n02087046	toy terrier
-n02087122	hunting dog
-n02087314	courser
-n02087394	Rhodesian ridgeback
-n02087551	hound, hound dog
-n02088094	Afghan hound, Afghan
-n02088238	basset, basset hound
-n02088364	beagle
-n02088466	bloodhound, sleuthhound
-n02088632	bluetick
-n02088745	boarhound
-n02088839	coonhound
-n02088992	coondog
-n02089078	black-and-tan coonhound
-n02089232	dachshund, dachsie, badger dog
-n02089468	sausage dog, sausage hound
-n02089555	foxhound
-n02089725	American foxhound
-n02089867	Walker hound, Walker foxhound
-n02089973	English foxhound
-n02090129	harrier
-n02090253	Plott hound
-n02090379	redbone
-n02090475	wolfhound
-n02090622	borzoi, Russian wolfhound
-n02090721	Irish wolfhound
-n02090827	greyhound
-n02091032	Italian greyhound
-n02091134	whippet
-n02091244	Ibizan hound, Ibizan Podenco
-n02091467	Norwegian elkhound, elkhound
-n02091635	otterhound, otter hound
-n02091831	Saluki, gazelle hound
-n02092002	Scottish deerhound, deerhound
-n02092173	staghound
-n02092339	Weimaraner
-n02092468	terrier
-n02093056	bullterrier, bull terrier
-n02093256	Staffordshire bullterrier, Staffordshire bull terrier
-n02093428	American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier
-n02093647	Bedlington terrier
-n02093754	Border terrier
-n02093859	Kerry blue terrier
-n02093991	Irish terrier
-n02094114	Norfolk terrier
-n02094258	Norwich terrier
-n02094433	Yorkshire terrier
-n02094562	rat terrier, ratter
-n02094721	Manchester terrier, black-and-tan terrier
-n02094931	toy Manchester, toy Manchester terrier
-n02095050	fox terrier
-n02095212	smooth-haired fox terrier
-n02095314	wire-haired fox terrier
-n02095412	wirehair, wirehaired terrier, wire-haired terrier
-n02095570	Lakeland terrier
-n02095727	Welsh terrier
-n02095889	Sealyham terrier, Sealyham
-n02096051	Airedale, Airedale terrier
-n02096177	cairn, cairn terrier
-n02096294	Australian terrier
-n02096437	Dandie Dinmont, Dandie Dinmont terrier
-n02096585	Boston bull, Boston terrier
-n02096756	schnauzer
-n02097047	miniature schnauzer
-n02097130	giant schnauzer
-n02097209	standard schnauzer
-n02097298	Scotch terrier, Scottish terrier, Scottie
-n02097474	Tibetan terrier, chrysanthemum dog
-n02097658	silky terrier, Sydney silky
-n02097786	Skye terrier
-n02097967	Clydesdale terrier
-n02098105	soft-coated wheaten terrier
-n02098286	West Highland white terrier
-n02098413	Lhasa, Lhasa apso
-n02098550	sporting dog, gun dog
-n02098806	bird dog
-n02098906	water dog
-n02099029	retriever
-n02099267	flat-coated retriever
-n02099429	curly-coated retriever
-n02099601	golden retriever
-n02099712	Labrador retriever
-n02099849	Chesapeake Bay retriever
-n02099997	pointer, Spanish pointer
-n02100236	German short-haired pointer
-n02100399	setter
-n02100583	vizsla, Hungarian pointer
-n02100735	English setter
-n02100877	Irish setter, red setter
-n02101006	Gordon setter
-n02101108	spaniel
-n02101388	Brittany spaniel
-n02101556	clumber, clumber spaniel
-n02101670	field spaniel
-n02101861	springer spaniel, springer
-n02102040	English springer, English springer spaniel
-n02102177	Welsh springer spaniel
-n02102318	cocker spaniel, English cocker spaniel, cocker
-n02102480	Sussex spaniel
-n02102605	water spaniel
-n02102806	American water spaniel
-n02102973	Irish water spaniel
-n02103181	griffon, wire-haired pointing griffon
-n02103406	working dog
-n02103841	watchdog, guard dog
-n02104029	kuvasz
-n02104184	attack dog
-n02104280	housedog
-n02104365	schipperke
-n02104523	shepherd dog, sheepdog, sheep dog
-n02104882	Belgian sheepdog, Belgian shepherd
-n02105056	groenendael
-n02105162	malinois
-n02105251	briard
-n02105412	kelpie
-n02105505	komondor
-n02105641	Old English sheepdog, bobtail
-n02105855	Shetland sheepdog, Shetland sheep dog, Shetland
-n02106030	collie
-n02106166	Border collie
-n02106382	Bouvier des Flandres, Bouviers des Flandres
-n02106550	Rottweiler
-n02106662	German shepherd, German shepherd dog, German police dog, alsatian
-n02106854	police dog
-n02106966	pinscher
-n02107142	Doberman, Doberman pinscher
-n02107312	miniature pinscher
-n02107420	Sennenhunde
-n02107574	Greater Swiss Mountain dog
-n02107683	Bernese mountain dog
-n02107908	Appenzeller
-n02108000	EntleBucher
-n02108089	boxer
-n02108254	mastiff
-n02108422	bull mastiff
-n02108551	Tibetan mastiff
-n02108672	bulldog, English bulldog
-n02108915	French bulldog
-n02109047	Great Dane
-n02109150	guide dog
-n02109256	Seeing Eye dog
-n02109391	hearing dog
-n02109525	Saint Bernard, St Bernard
-n02109687	seizure-alert dog
-n02109811	sled dog, sledge dog
-n02109961	Eskimo dog, husky
-n02110063	malamute, malemute, Alaskan malamute
-n02110185	Siberian husky
-n02110341	dalmatian, coach dog, carriage dog
-n02110532	liver-spotted dalmatian
-n02110627	affenpinscher, monkey pinscher, monkey dog
-n02110806	basenji
-n02110958	pug, pug-dog
-n02111129	Leonberg
-n02111277	Newfoundland, Newfoundland dog
-n02111500	Great Pyrenees
-n02111626	spitz
-n02111889	Samoyed, Samoyede
-n02112018	Pomeranian
-n02112137	chow, chow chow
-n02112350	keeshond
-n02112497	griffon, Brussels griffon, Belgian griffon
-n02112706	Brabancon griffon
-n02112826	corgi, Welsh corgi
-n02113023	Pembroke, Pembroke Welsh corgi
-n02113186	Cardigan, Cardigan Welsh corgi
-n02113335	poodle, poodle dog
-n02113624	toy poodle
-n02113712	miniature poodle
-n02113799	standard poodle
-n02113892	large poodle
-n02113978	Mexican hairless
-n02114100	wolf
-n02114367	timber wolf, grey wolf, gray wolf, Canis lupus
-n02114548	white wolf, Arctic wolf, Canis lupus tundrarum
-n02114712	red wolf, maned wolf, Canis rufus, Canis niger
-n02114855	coyote, prairie wolf, brush wolf, Canis latrans
-n02115012	coydog
-n02115096	jackal, Canis aureus
-n02115335	wild dog
-n02115641	dingo, warrigal, warragal, Canis dingo
-n02115913	dhole, Cuon alpinus
-n02116185	crab-eating dog, crab-eating fox, Dusicyon cancrivorus
-n02116450	raccoon dog, Nyctereutes procyonides
-n02116738	African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus
-n02117135	hyena, hyaena
-n02117512	striped hyena, Hyaena hyaena
-n02117646	brown hyena, strand wolf, Hyaena brunnea
-n02117900	spotted hyena, laughing hyena, Crocuta crocuta
-n02118176	aardwolf, Proteles cristata
-n02118333	fox
-n02118643	vixen
-n02118707	Reynard
-n02119022	red fox, Vulpes vulpes
-n02119247	black fox
-n02119359	silver fox
-n02119477	red fox, Vulpes fulva
-n02119634	kit fox, prairie fox, Vulpes velox
-n02119789	kit fox, Vulpes macrotis
-n02120079	Arctic fox, white fox, Alopex lagopus
-n02120278	blue fox
-n02120505	grey fox, gray fox, Urocyon cinereoargenteus
-n02120997	feline, felid
-n02121620	cat, true cat
-n02121808	domestic cat, house cat, Felis domesticus, Felis catus
-n02122298	kitty, kitty-cat, puss, pussy, pussycat
-n02122430	mouser
-n02122510	alley cat
-n02122580	stray
-n02122725	tom, tomcat
-n02122810	gib
-n02122878	tabby, queen
-n02122948	kitten, kitty
-n02123045	tabby, tabby cat
-n02123159	tiger cat
-n02123242	tortoiseshell, tortoiseshell-cat, calico cat
-n02123394	Persian cat
-n02123478	Angora, Angora cat
-n02123597	Siamese cat, Siamese
-n02123785	blue point Siamese
-n02123917	Burmese cat
-n02124075	Egyptian cat
-n02124157	Maltese, Maltese cat
-n02124313	Abyssinian, Abyssinian cat
-n02124484	Manx, Manx cat
-n02124623	wildcat
-n02125010	sand cat
-n02125081	European wildcat, catamountain, Felis silvestris
-n02125311	cougar, puma, catamount, mountain lion, painter, panther, Felis concolor
-n02125494	ocelot, panther cat, Felis pardalis
-n02125689	jaguarundi, jaguarundi cat, jaguarondi, eyra, Felis yagouaroundi
-n02125872	kaffir cat, caffer cat, Felis ocreata
-n02126028	jungle cat, Felis chaus
-n02126139	serval, Felis serval
-n02126317	leopard cat, Felis bengalensis
-n02126640	margay, margay cat, Felis wiedi
-n02126787	manul, Pallas's cat, Felis manul
-n02127052	lynx, catamount
-n02127292	common lynx, Lynx lynx
-n02127381	Canada lynx, Lynx canadensis
-n02127482	bobcat, bay lynx, Lynx rufus
-n02127586	spotted lynx, Lynx pardina
-n02127678	caracal, desert lynx, Lynx caracal
-n02127808	big cat, cat
-n02128385	leopard, Panthera pardus
-n02128598	leopardess
-n02128669	panther
-n02128757	snow leopard, ounce, Panthera uncia
-n02128925	jaguar, panther, Panthera onca, Felis onca
-n02129165	lion, king of beasts, Panthera leo
-n02129463	lioness
-n02129530	lionet
-n02129604	tiger, Panthera tigris
-n02129837	Bengal tiger
-n02129923	tigress
-n02129991	liger
-n02130086	tiglon, tigon
-n02130308	cheetah, chetah, Acinonyx jubatus
-n02130545	saber-toothed tiger, sabertooth
-n02130925	Smiledon californicus
-n02131653	bear
-n02132136	brown bear, bruin, Ursus arctos
-n02132320	bruin
-n02132466	Syrian bear, Ursus arctos syriacus
-n02132580	grizzly, grizzly bear, silvertip, silver-tip, Ursus horribilis, Ursus arctos horribilis
-n02132788	Alaskan brown bear, Kodiak bear, Kodiak, Ursus middendorffi, Ursus arctos middendorffi
-n02133161	American black bear, black bear, Ursus americanus, Euarctos americanus
-n02133400	cinnamon bear
-n02133704	Asiatic black bear, black bear, Ursus thibetanus, Selenarctos thibetanus
-n02134084	ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus
-n02134418	sloth bear, Melursus ursinus, Ursus ursinus
-n02134971	viverrine, viverrine mammal
-n02135220	civet, civet cat
-n02135610	large civet, Viverra zibetha
-n02135844	small civet, Viverricula indica, Viverricula malaccensis
-n02136103	binturong, bearcat, Arctictis bintourong
-n02136285	Cryptoprocta, genus Cryptoprocta
-n02136452	fossa, fossa cat, Cryptoprocta ferox
-n02136794	fanaloka, Fossa fossa
-n02137015	genet, Genetta genetta
-n02137302	banded palm civet, Hemigalus hardwickii
-n02137549	mongoose
-n02137722	Indian mongoose, Herpestes nyula
-n02137888	ichneumon, Herpestes ichneumon
-n02138169	palm cat, palm civet
-n02138441	meerkat, mierkat
-n02138647	slender-tailed meerkat, Suricata suricatta
-n02138777	suricate, Suricata tetradactyla
-n02139199	bat, chiropteran
-n02139671	fruit bat, megabat
-n02140049	flying fox
-n02140179	Pteropus capestratus
-n02140268	Pteropus hypomelanus
-n02140491	harpy, harpy bat, tube-nosed bat, tube-nosed fruit bat
-n02140858	Cynopterus sphinx
-n02141306	carnivorous bat, microbat
-n02141611	mouse-eared bat
-n02141713	leafnose bat, leaf-nosed bat
-n02142407	macrotus, Macrotus californicus
-n02142734	spearnose bat
-n02142898	Phyllostomus hastatus
-n02143142	hognose bat, Choeronycteris mexicana
-n02143439	horseshoe bat
-n02143891	horseshoe bat
-n02144251	orange bat, orange horseshoe bat, Rhinonicteris aurantius
-n02144593	false vampire, false vampire bat
-n02144936	big-eared bat, Megaderma lyra
-n02145424	vespertilian bat, vespertilionid
-n02145910	frosted bat, Vespertilio murinus
-n02146201	red bat, Lasiurus borealis
-n02146371	brown bat
-n02146700	little brown bat, little brown myotis, Myotis leucifugus
-n02146879	cave myotis, Myotis velifer
-n02147173	big brown bat, Eptesicus fuscus
-n02147328	serotine, European brown bat, Eptesicus serotinus
-n02147591	pallid bat, cave bat, Antrozous pallidus
-n02147947	pipistrelle, pipistrel, Pipistrellus pipistrellus
-n02148088	eastern pipistrel, Pipistrellus subflavus
-n02148512	jackass bat, spotted bat, Euderma maculata
-n02148835	long-eared bat
-n02148991	western big-eared bat, Plecotus townsendi
-n02149420	freetail, free-tailed bat, freetailed bat
-n02149653	guano bat, Mexican freetail bat, Tadarida brasiliensis
-n02149861	pocketed bat, pocketed freetail bat, Tadirida femorosacca
-n02150134	mastiff bat
-n02150482	vampire bat, true vampire bat
-n02150885	Desmodus rotundus
-n02151230	hairy-legged vampire bat, Diphylla ecaudata
-n02152740	predator, predatory animal
-n02152881	prey, quarry
-n02152991	game
-n02153109	big game
-n02153203	game bird
-n02153809	fossorial mammal
-n02156732	tetrapod
-n02156871	quadruped
-n02157206	hexapod
-n02157285	biped
-n02159955	insect
-n02160947	social insect
-n02161225	holometabola, metabola
-n02161338	defoliator
-n02161457	pollinator
-n02161588	gallfly
-n02162561	scorpion fly
-n02163008	hanging fly
-n02163297	collembolan, springtail
-n02164464	beetle
-n02165105	tiger beetle
-n02165456	ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle
-n02165877	two-spotted ladybug, Adalia bipunctata
-n02166229	Mexican bean beetle, bean beetle, Epilachna varivestis
-n02166567	Hippodamia convergens
-n02166826	vedalia, Rodolia cardinalis
-n02167151	ground beetle, carabid beetle
-n02167505	bombardier beetle
-n02167820	calosoma
-n02167944	searcher, searcher beetle, Calosoma scrutator
-n02168245	firefly, lightning bug
-n02168427	glowworm
-n02168699	long-horned beetle, longicorn, longicorn beetle
-n02169023	sawyer, sawyer beetle
-n02169218	pine sawyer
-n02169497	leaf beetle, chrysomelid
-n02169705	flea beetle
-n02169974	Colorado potato beetle, Colorado beetle, potato bug, potato beetle, Leptinotarsa decemlineata
-n02170400	carpet beetle, carpet bug
-n02170599	buffalo carpet beetle, Anthrenus scrophulariae
-n02170738	black carpet beetle
-n02170993	clerid beetle, clerid
-n02171164	bee beetle
-n02171453	lamellicorn beetle
-n02171869	scarabaeid beetle, scarabaeid, scarabaean
-n02172182	dung beetle
-n02172518	scarab, scarabaeus, Scarabaeus sacer
-n02172678	tumblebug
-n02172761	dorbeetle
-n02172870	June beetle, June bug, May bug, May beetle
-n02173113	green June beetle, figeater
-n02173373	Japanese beetle, Popillia japonica
-n02173784	Oriental beetle, Asiatic beetle, Anomala orientalis
-n02174001	rhinoceros beetle
-n02174355	melolonthid beetle
-n02174659	cockchafer, May bug, May beetle, Melolontha melolontha
-n02175014	rose chafer, rose bug, Macrodactylus subspinosus
-n02175569	rose chafer, rose beetle, Cetonia aurata
-n02175916	stag beetle
-n02176261	elaterid beetle, elater, elaterid
-n02176439	click beetle, skipjack, snapping beetle
-n02176747	firefly, fire beetle, Pyrophorus noctiluca
-n02176916	wireworm
-n02177196	water beetle
-n02177506	whirligig beetle
-n02177775	deathwatch beetle, deathwatch, Xestobium rufovillosum
-n02177972	weevil
-n02178411	snout beetle
-n02178717	boll weevil, Anthonomus grandis
-n02179012	blister beetle, meloid
-n02179192	oil beetle
-n02179340	Spanish fly
-n02179891	Dutch-elm beetle, Scolytus multistriatus
-n02180233	bark beetle
-n02180427	spruce bark beetle, Dendroctonus rufipennis
-n02180875	rove beetle
-n02181235	darkling beetle, darkling groung beetle, tenebrionid
-n02181477	mealworm
-n02181724	flour beetle, flour weevil
-n02182045	seed beetle, seed weevil
-n02182355	pea weevil, Bruchus pisorum
-n02182642	bean weevil, Acanthoscelides obtectus
-n02182930	rice weevil, black weevil, Sitophylus oryzae
-n02183096	Asian longhorned beetle, Anoplophora glabripennis
-n02183507	web spinner
-n02183857	louse, sucking louse
-n02184473	common louse, Pediculus humanus
-n02184589	head louse, Pediculus capitis
-n02184720	body louse, cootie, Pediculus corporis
-n02185167	crab louse, pubic louse, crab, Phthirius pubis
-n02185481	bird louse, biting louse, louse
-n02186153	flea
-n02186717	Pulex irritans
-n02187150	dog flea, Ctenocephalides canis
-n02187279	cat flea, Ctenocephalides felis
-n02187554	chigoe, chigger, chigoe flea, Tunga penetrans
-n02187900	sticktight, sticktight flea, Echidnophaga gallinacea
-n02188699	dipterous insect, two-winged insects, dipteran, dipteron
-n02189363	gall midge, gallfly, gall gnat
-n02189670	Hessian fly, Mayetiola destructor
-n02190166	fly
-n02190790	housefly, house fly, Musca domestica
-n02191273	tsetse fly, tsetse, tzetze fly, tzetze, glossina
-n02191773	blowfly, blow fly
-n02191979	bluebottle, Calliphora vicina
-n02192252	greenbottle, greenbottle fly
-n02192513	flesh fly, Sarcophaga carnaria
-n02192814	tachina fly
-n02193009	gadfly
-n02193163	botfly
-n02194249	human botfly, Dermatobia hominis
-n02194750	sheep botfly, sheep gadfly, Oestrus ovis
-n02195091	warble fly
-n02195526	horsefly, cleg, clegg, horse fly
-n02195819	bee fly
-n02196119	robber fly, bee killer
-n02196344	fruit fly, pomace fly
-n02196896	apple maggot, railroad worm, Rhagoletis pomonella
-n02197185	Mediterranean fruit fly, medfly, Ceratitis capitata
-n02197689	drosophila, Drosophila melanogaster
-n02197877	vinegar fly
-n02198129	leaf miner, leaf-miner
-n02198532	louse fly, hippoboscid
-n02198859	horse tick, horsefly, Hippobosca equina
-n02199170	sheep ked, sheep-tick, sheep tick, Melophagus Ovinus
-n02199502	horn fly, Haematobia irritans
-n02200198	mosquito
-n02200509	wiggler, wriggler
-n02200630	gnat
-n02200850	yellow-fever mosquito, Aedes aegypti
-n02201000	Asian tiger mosquito, Aedes albopictus
-n02201497	anopheline
-n02201626	malarial mosquito, malaria mosquito
-n02202006	common mosquito, Culex pipiens
-n02202124	Culex quinquefasciatus, Culex fatigans
-n02202287	gnat
-n02202678	punkie, punky, punkey, no-see-um, biting midge
-n02203152	midge
-n02203592	fungus gnat
-n02203978	psychodid
-n02204249	sand fly, sandfly, Phlebotomus papatasii
-n02204722	fungus gnat, sciara, sciarid
-n02204907	armyworm
-n02205219	crane fly, daddy longlegs
-n02205673	blackfly, black fly, buffalo gnat
-n02206270	hymenopterous insect, hymenopteran, hymenopteron, hymenopter
-n02206856	bee
-n02207179	drone
-n02207345	queen bee
-n02207449	worker
-n02207647	soldier
-n02207805	worker bee
-n02208280	honeybee, Apis mellifera
-n02208498	Africanized bee, Africanized honey bee, killer bee, Apis mellifera scutellata, Apis mellifera adansonii
-n02208848	black bee, German bee
-n02208979	Carniolan bee
-n02209111	Italian bee
-n02209354	carpenter bee
-n02209624	bumblebee, humblebee
-n02209964	cuckoo-bumblebee
-n02210427	andrena, andrenid, mining bee
-n02210921	Nomia melanderi, alkali bee
-n02211444	leaf-cutting bee, leaf-cutter, leaf-cutter bee
-n02211627	mason bee
-n02211896	potter bee
-n02212062	wasp
-n02212602	vespid, vespid wasp
-n02212958	paper wasp
-n02213107	hornet
-n02213239	giant hornet, Vespa crabro
-n02213543	common wasp, Vespula vulgaris
-n02213663	bald-faced hornet, white-faced hornet, Vespula maculata
-n02213788	yellow jacket, yellow hornet, Vespula maculifrons
-n02214096	Polistes annularis
-n02214341	mason wasp
-n02214499	potter wasp
-n02214660	Mutillidae, family Mutillidae
-n02214773	velvet ant
-n02215161	sphecoid wasp, sphecoid
-n02215621	mason wasp
-n02215770	digger wasp
-n02216211	cicada killer, Sphecius speciosis
-n02216365	mud dauber
-n02216740	gall wasp, gallfly, cynipid wasp, cynipid gall wasp
-n02217563	chalcid fly, chalcidfly, chalcid, chalcid wasp
-n02217839	strawworm, jointworm
-n02218134	chalcis fly
-n02218371	ichneumon fly
-n02218713	sawfly
-n02219015	birch leaf miner, Fenusa pusilla
-n02219486	ant, emmet, pismire
-n02220055	pharaoh ant, pharaoh's ant, Monomorium pharaonis
-n02220225	little black ant, Monomorium minimum
-n02220518	army ant, driver ant, legionary ant
-n02220804	carpenter ant
-n02221083	fire ant
-n02221414	wood ant, Formica rufa
-n02221571	slave ant
-n02221715	Formica fusca
-n02221820	slave-making ant, slave-maker
-n02222035	sanguinary ant, Formica sanguinea
-n02222321	bulldog ant
-n02222582	Amazon ant, Polyergus rufescens
-n02223266	termite, white ant
-n02223520	dry-wood termite
-n02224023	Reticulitermes lucifugus
-n02224713	Mastotermes darwiniensis
-n02225081	Mastotermes electrodominicus
-n02225798	powder-post termite, Cryptotermes brevis
-n02226183	orthopterous insect, orthopteron, orthopteran
-n02226429	grasshopper, hopper
-n02226821	short-horned grasshopper, acridid
-n02226970	locust
-n02227247	migratory locust, Locusta migratoria
-n02227604	migratory grasshopper
-n02227966	long-horned grasshopper, tettigoniid
-n02228341	katydid
-n02228697	mormon cricket, Anabrus simplex
-n02229156	sand cricket, Jerusalem cricket, Stenopelmatus fuscus
-n02229544	cricket
-n02229765	mole cricket
-n02230023	European house cricket, Acheta domestica
-n02230187	field cricket, Acheta assimilis
-n02230480	tree cricket
-n02230634	snowy tree cricket, Oecanthus fultoni
-n02231052	phasmid, phasmid insect
-n02231487	walking stick, walkingstick, stick insect
-n02231803	diapheromera, Diapheromera femorata
-n02232223	walking leaf, leaf insect
-n02233338	cockroach, roach
-n02233943	oriental cockroach, oriental roach, Asiatic cockroach, blackbeetle, Blatta orientalis
-n02234355	American cockroach, Periplaneta americana
-n02234570	Australian cockroach, Periplaneta australasiae
-n02234848	German cockroach, Croton bug, crotonbug, water bug, Blattella germanica
-n02235205	giant cockroach
-n02236044	mantis, mantid
-n02236241	praying mantis, praying mantid, Mantis religioso
-n02236355	bug
-n02236896	hemipterous insect, bug, hemipteran, hemipteron
-n02237424	leaf bug, plant bug
-n02237581	mirid bug, mirid, capsid
-n02237868	four-lined plant bug, four-lined leaf bug, Poecilocapsus lineatus
-n02238235	lygus bug
-n02238358	tarnished plant bug, Lygus lineolaris
-n02238594	lace bug
-n02238887	lygaeid, lygaeid bug
-n02239192	chinch bug, Blissus leucopterus
-n02239528	coreid bug, coreid
-n02239774	squash bug, Anasa tristis
-n02240068	leaf-footed bug, leaf-foot bug
-n02240517	bedbug, bed bug, chinch, Cimex lectularius
-n02241008	backswimmer, Notonecta undulata
-n02241426	true bug
-n02241569	heteropterous insect
-n02241799	water bug
-n02242137	giant water bug
-n02242455	water scorpion
-n02243209	water boatman, boat bug
-n02243562	water strider, pond-skater, water skater
-n02243878	common pond-skater, Gerris lacustris
-n02244173	assassin bug, reduviid
-n02244515	conenose, cone-nosed bug, conenose bug, big bedbug, kissing bug
-n02244797	wheel bug, Arilus cristatus
-n02245111	firebug
-n02245443	cotton stainer
-n02246011	homopterous insect, homopteran
-n02246628	whitefly
-n02246941	citrus whitefly, Dialeurodes citri
-n02247216	greenhouse whitefly, Trialeurodes vaporariorum
-n02247511	sweet-potato whitefly
-n02247655	superbug, Bemisia tabaci, poinsettia strain
-n02248062	cotton strain
-n02248368	coccid insect
-n02248510	scale insect
-n02248887	soft scale
-n02249134	brown soft scale, Coccus hesperidum
-n02249515	armored scale
-n02249809	San Jose scale, Aspidiotus perniciosus
-n02250280	cochineal insect, cochineal, Dactylopius coccus
-n02250822	mealybug, mealy bug
-n02251067	citrophilous mealybug, citrophilus mealybug, Pseudococcus fragilis
-n02251233	Comstock mealybug, Comstock's mealybug, Pseudococcus comstocki
-n02251593	citrus mealybug, Planococcus citri
-n02251775	plant louse, louse
-n02252226	aphid
-n02252799	apple aphid, green apple aphid, Aphis pomi
-n02252972	blackfly, bean aphid, Aphis fabae
-n02253127	greenfly
-n02253264	green peach aphid
-n02253494	ant cow
-n02253715	woolly aphid, woolly plant louse
-n02253913	woolly apple aphid, American blight, Eriosoma lanigerum
-n02254246	woolly alder aphid, Prociphilus tessellatus
-n02254697	adelgid
-n02254901	balsam woolly aphid, Adelges piceae
-n02255023	spruce gall aphid, Adelges abietis
-n02255391	woolly adelgid
-n02256172	jumping plant louse, psylla, psyllid
-n02256656	cicada, cicala
-n02257003	dog-day cicada, harvest fly
-n02257284	seventeen-year locust, periodical cicada, Magicicada septendecim
-n02257715	spittle insect, spittlebug
-n02257985	froghopper
-n02258198	meadow spittlebug, Philaenus spumarius
-n02258508	pine spittlebug
-n02258629	Saratoga spittlebug, Aphrophora saratogensis
-n02259212	leafhopper
-n02259377	plant hopper, planthopper
-n02259708	treehopper
-n02259987	lantern fly, lantern-fly
-n02260421	psocopterous insect
-n02260863	psocid
-n02261063	bark-louse, bark louse
-n02261419	booklouse, book louse, deathwatch, Liposcelis divinatorius
-n02261757	common booklouse, Trogium pulsatorium
-n02262178	ephemerid, ephemeropteran
-n02262449	mayfly, dayfly, shadfly
-n02262803	stonefly, stone fly, plecopteran
-n02263378	neuropteron, neuropteran, neuropterous insect
-n02264021	ant lion, antlion, antlion fly
-n02264232	doodlebug, ant lion, antlion
-n02264363	lacewing, lacewing fly
-n02264591	aphid lion, aphis lion
-n02264885	green lacewing, chrysopid, stink fly
-n02265330	brown lacewing, hemerobiid, hemerobiid fly
-n02266050	dobson, dobsonfly, dobson fly, Corydalus cornutus
-n02266269	hellgrammiate, dobson
-n02266421	fish fly, fish-fly
-n02266864	alderfly, alder fly, Sialis lutaria
-n02267208	snakefly
-n02267483	mantispid
-n02268148	odonate
-n02268443	dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk
-n02268853	damselfly
-n02269196	trichopterous insect, trichopteran, trichopteron
-n02269340	caddis fly, caddis-fly, caddice fly, caddice-fly
-n02269522	caseworm
-n02269657	caddisworm, strawworm
-n02270011	thysanuran insect, thysanuron
-n02270200	bristletail
-n02270623	silverfish, Lepisma saccharina
-n02270945	firebrat, Thermobia domestica
-n02271222	jumping bristletail, machilid
-n02271570	thysanopter, thysanopteron, thysanopterous insect
-n02271897	thrips, thrip, thripid
-n02272286	tobacco thrips, Frankliniella fusca
-n02272552	onion thrips, onion louse, Thrips tobaci
-n02272871	earwig
-n02273392	common European earwig, Forficula auricularia
-n02274024	lepidopterous insect, lepidopteron, lepidopteran
-n02274259	butterfly
-n02274822	nymphalid, nymphalid butterfly, brush-footed butterfly, four-footed butterfly
-n02275560	mourning cloak, mourning cloak butterfly, Camberwell beauty, Nymphalis antiopa
-n02275773	tortoiseshell, tortoiseshell butterfly
-n02276078	painted beauty, Vanessa virginiensis
-n02276258	admiral
-n02276355	red admiral, Vanessa atalanta
-n02276749	white admiral, Limenitis camilla
-n02276902	banded purple, white admiral, Limenitis arthemis
-n02277094	red-spotted purple, Limenitis astyanax
-n02277268	viceroy, Limenitis archippus
-n02277422	anglewing
-n02277742	ringlet, ringlet butterfly
-n02278024	comma, comma butterfly, Polygonia comma
-n02278210	fritillary
-n02278463	silverspot
-n02278839	emperor butterfly, emperor
-n02278980	purple emperor, Apatura iris
-n02279257	peacock, peacock butterfly, Inachis io
-n02279637	danaid, danaid butterfly
-n02279972	monarch, monarch butterfly, milkweed butterfly, Danaus plexippus
-n02280458	pierid, pierid butterfly
-n02280649	cabbage butterfly
-n02281015	small white, Pieris rapae
-n02281136	large white, Pieris brassicae
-n02281267	southern cabbage butterfly, Pieris protodice
-n02281406	sulphur butterfly, sulfur butterfly
-n02281787	lycaenid, lycaenid butterfly
-n02282257	blue
-n02282385	copper
-n02282553	American copper, Lycaena hypophlaeas
-n02282903	hairstreak, hairstreak butterfly
-n02283077	Strymon melinus
-n02283201	moth
-n02283617	moth miller, miller
-n02283951	tortricid, tortricid moth
-n02284224	leaf roller, leaf-roller
-n02284611	tea tortrix, tortrix, Homona coffearia
-n02284884	orange tortrix, tortrix, Argyrotaenia citrana
-n02285179	codling moth, codlin moth, Carpocapsa pomonella
-n02285548	lymantriid, tussock moth
-n02285801	tussock caterpillar
-n02286089	gypsy moth, gipsy moth, Lymantria dispar
-n02286425	browntail, brown-tail moth, Euproctis phaeorrhoea
-n02286654	gold-tail moth, Euproctis chrysorrhoea
-n02287004	geometrid, geometrid moth
-n02287352	Paleacrita vernata
-n02287622	Alsophila pometaria
-n02287799	cankerworm
-n02287987	spring cankerworm
-n02288122	fall cankerworm
-n02288268	measuring worm, inchworm, looper
-n02288789	pyralid, pyralid moth
-n02289307	bee moth, wax moth, Galleria mellonella
-n02289610	corn borer, European corn borer moth, corn borer moth, Pyrausta nubilalis
-n02289988	Mediterranean flour moth, Anagasta kuehniella
-n02290340	tobacco moth, cacao moth, Ephestia elutella
-n02290664	almond moth, fig moth, Cadra cautella
-n02290870	raisin moth, Cadra figulilella
-n02291220	tineoid, tineoid moth
-n02291572	tineid, tineid moth
-n02291748	clothes moth
-n02292085	casemaking clothes moth, Tinea pellionella
-n02292401	webbing clothes moth, webbing moth, Tineola bisselliella
-n02292692	carpet moth, tapestry moth, Trichophaga tapetzella
-n02293352	gelechiid, gelechiid moth
-n02293868	grain moth
-n02294097	angoumois moth, angoumois grain moth, Sitotroga cerealella
-n02294407	potato moth, potato tuber moth, splitworm, Phthorimaea operculella
-n02294577	potato tuberworm, Phthorimaea operculella
-n02295064	noctuid moth, noctuid, owlet moth
-n02295390	cutworm
-n02295870	underwing
-n02296021	red underwing, Catocala nupta
-n02296276	antler moth, Cerapteryx graminis
-n02296612	heliothis moth, Heliothis zia
-n02296912	army cutworm, Chorizagrotis auxiliaris
-n02297294	armyworm, Pseudaletia unipuncta
-n02297442	armyworm, army worm, Pseudaletia unipuncta
-n02297819	Spodoptera exigua
-n02297938	beet armyworm, Spodoptera exigua
-n02298095	Spodoptera frugiperda
-n02298218	fall armyworm, Spodoptera frugiperda
-n02298541	hawkmoth, hawk moth, sphingid, sphinx moth, hummingbird moth
-n02299039	Manduca sexta
-n02299157	tobacco hornworm, tomato worm, Manduca sexta
-n02299378	Manduca quinquemaculata
-n02299505	tomato hornworm, potato worm, Manduca quinquemaculata
-n02299846	death's-head moth, Acherontia atropos
-n02300173	bombycid, bombycid moth, silkworm moth
-n02300554	domestic silkworm moth, domesticated silkworm moth, Bombyx mori
-n02300797	silkworm
-n02301452	saturniid, saturniid moth
-n02301935	emperor, emperor moth, Saturnia pavonia
-n02302244	imperial moth, Eacles imperialis
-n02302459	giant silkworm moth, silkworm moth
-n02302620	silkworm, giant silkworm, wild wilkworm
-n02302969	luna moth, Actias luna
-n02303284	cecropia, cecropia moth, Hyalophora cecropia
-n02303585	cynthia moth, Samia cynthia, Samia walkeri
-n02303777	ailanthus silkworm, Samia cynthia
-n02304036	io moth, Automeris io
-n02304432	polyphemus moth, Antheraea polyphemus
-n02304657	pernyi moth, Antheraea pernyi
-n02304797	tussah, tusseh, tussur, tussore, tusser, Antheraea mylitta
-n02305085	atlas moth, Atticus atlas
-n02305407	arctiid, arctiid moth
-n02305636	tiger moth
-n02305929	cinnabar, cinnabar moth, Callimorpha jacobeae
-n02306433	lasiocampid, lasiocampid moth
-n02306825	eggar, egger
-n02307176	tent-caterpillar moth, Malacosoma americana
-n02307325	tent caterpillar
-n02307515	tent-caterpillar moth, Malacosoma disstria
-n02307681	forest tent caterpillar, Malacosoma disstria
-n02307910	lappet, lappet moth
-n02308033	lappet caterpillar
-n02308139	webworm
-n02308471	webworm moth
-n02308618	Hyphantria cunea
-n02308735	fall webworm, Hyphantria cunea
-n02309120	garden webworm, Loxostege similalis
-n02309242	instar
-n02309337	caterpillar
-n02309841	corn borer, Pyrausta nubilalis
-n02310000	bollworm
-n02310149	pink bollworm, Gelechia gossypiella
-n02310334	corn earworm, cotton bollworm, tomato fruitworm, tobacco budworm, vetchworm, Heliothis zia
-n02310585	cabbageworm, Pieris rapae
-n02310717	woolly bear, woolly bear caterpillar
-n02310941	woolly bear moth
-n02311060	larva
-n02311617	nymph
-n02311748	leptocephalus
-n02312006	grub
-n02312175	maggot
-n02312325	leatherjacket
-n02312427	pupa
-n02312640	chrysalis
-n02312912	imago
-n02313008	queen
-n02313360	phoronid
-n02313709	bryozoan, polyzoan, sea mat, sea moss, moss animal
-n02315487	brachiopod, lamp shell, lampshell
-n02315821	peanut worm, sipunculid
-n02316707	echinoderm
-n02317335	starfish, sea star
-n02317781	brittle star, brittle-star, serpent star
-n02318167	basket star, basket fish
-n02318687	Astrophyton muricatum
-n02319095	sea urchin
-n02319308	edible sea urchin, Echinus esculentus
-n02319555	sand dollar
-n02319829	heart urchin
-n02320127	crinoid
-n02320465	sea lily
-n02321170	feather star, comatulid
-n02321529	sea cucumber, holothurian
-n02322047	trepang, Holothuria edulis
-n02322992	Duplicidentata
-n02323449	lagomorph, gnawing mammal
-n02323902	leporid, leporid mammal
-n02324045	rabbit, coney, cony
-n02324431	rabbit ears
-n02324514	lapin
-n02324587	bunny, bunny rabbit
-n02324850	European rabbit, Old World rabbit, Oryctolagus cuniculus
-n02325366	wood rabbit, cottontail, cottontail rabbit
-n02325722	eastern cottontail, Sylvilagus floridanus
-n02325884	swamp rabbit, canecutter, swamp hare, Sylvilagus aquaticus
-n02326074	marsh hare, swamp rabbit, Sylvilagus palustris
-n02326432	hare
-n02326763	leveret
-n02326862	European hare, Lepus europaeus
-n02327028	jackrabbit
-n02327175	white-tailed jackrabbit, whitetail jackrabbit, Lepus townsendi
-n02327435	blacktail jackrabbit, Lepus californicus
-n02327656	polar hare, Arctic hare, Lepus arcticus
-n02327842	snowshoe hare, snowshoe rabbit, varying hare, Lepus americanus
-n02328009	Belgian hare, leporide
-n02328150	Angora, Angora rabbit
-n02328429	pika, mouse hare, rock rabbit, coney, cony
-n02328820	little chief hare, Ochotona princeps
-n02328942	collared pika, Ochotona collaris
-n02329401	rodent, gnawer
-n02330245	mouse
-n02331046	rat
-n02331309	pocket rat
-n02331842	murine
-n02332156	house mouse, Mus musculus
-n02332447	harvest mouse, Micromyx minutus
-n02332755	field mouse, fieldmouse
-n02332954	nude mouse
-n02333190	European wood mouse, Apodemus sylvaticus
-n02333546	brown rat, Norway rat, Rattus norvegicus
-n02333733	wharf rat
-n02333819	sewer rat
-n02333909	black rat, roof rat, Rattus rattus
-n02334201	bandicoot rat, mole rat
-n02334460	jerboa rat
-n02334728	kangaroo mouse
-n02335127	water rat
-n02335231	beaver rat
-n02336011	New World mouse
-n02336275	American harvest mouse, harvest mouse
-n02336641	wood mouse
-n02336826	white-footed mouse, vesper mouse, Peromyscus leucopus
-n02337001	deer mouse, Peromyscus maniculatus
-n02337171	cactus mouse, Peromyscus eremicus
-n02337332	cotton mouse, Peromyscus gossypinus
-n02337598	pygmy mouse, Baiomys taylori
-n02337902	grasshopper mouse
-n02338145	muskrat, musquash, Ondatra zibethica
-n02338449	round-tailed muskrat, Florida water rat, Neofiber alleni
-n02338722	cotton rat, Sigmodon hispidus
-n02338901	wood rat, wood-rat
-n02339282	dusky-footed wood rat
-n02339376	vole, field mouse
-n02339922	packrat, pack rat, trade rat, bushytail woodrat, Neotoma cinerea
-n02340186	dusky-footed woodrat, Neotoma fuscipes
-n02340358	eastern woodrat, Neotoma floridana
-n02340640	rice rat, Oryzomys palustris
-n02340930	pine vole, pine mouse, Pitymys pinetorum
-n02341288	meadow vole, meadow mouse, Microtus pennsylvaticus
-n02341475	water vole, Richardson vole, Microtus richardsoni
-n02341616	prairie vole, Microtus ochrogaster
-n02341974	water vole, water rat, Arvicola amphibius
-n02342250	red-backed mouse, redback vole
-n02342534	phenacomys
-n02342885	hamster
-n02343058	Eurasian hamster, Cricetus cricetus
-n02343320	golden hamster, Syrian hamster, Mesocricetus auratus
-n02343772	gerbil, gerbille
-n02344175	jird
-n02344270	tamarisk gerbil, Meriones unguiculatus
-n02344408	sand rat, Meriones longifrons
-n02344528	lemming
-n02344918	European lemming, Lemmus lemmus
-n02345078	brown lemming, Lemmus trimucronatus
-n02345340	grey lemming, gray lemming, red-backed lemming
-n02345600	pied lemming
-n02345774	Hudson bay collared lemming, Dicrostonyx hudsonius
-n02345997	southern bog lemming, Synaptomys cooperi
-n02346170	northern bog lemming, Synaptomys borealis
-n02346627	porcupine, hedgehog
-n02346998	Old World porcupine
-n02347274	brush-tailed porcupine, brush-tail porcupine
-n02347573	long-tailed porcupine, Trichys lipura
-n02347744	New World porcupine
-n02348173	Canada porcupine, Erethizon dorsatum
-n02348788	pocket mouse
-n02349205	silky pocket mouse, Perognathus flavus
-n02349390	plains pocket mouse, Perognathus flavescens
-n02349557	hispid pocket mouse, Perognathus hispidus
-n02349847	Mexican pocket mouse, Liomys irroratus
-n02350105	kangaroo rat, desert rat, Dipodomys phillipsii
-n02350357	Ord kangaroo rat, Dipodomys ordi
-n02350670	kangaroo mouse, dwarf pocket rat
-n02350989	jumping mouse
-n02351343	meadow jumping mouse, Zapus hudsonius
-n02351870	jerboa
-n02352002	typical jerboa
-n02352290	Jaculus jaculus
-n02352591	dormouse
-n02352932	loir, Glis glis
-n02353172	hazel mouse, Muscardinus avellanarius
-n02353411	lerot
-n02353861	gopher, pocket gopher, pouched rat
-n02354162	plains pocket gopher, Geomys bursarius
-n02354320	southeastern pocket gopher, Geomys pinetis
-n02354621	valley pocket gopher, Thomomys bottae
-n02354781	northern pocket gopher, Thomomys talpoides
-n02355227	squirrel
-n02355477	tree squirrel
-n02356381	eastern grey squirrel, eastern gray squirrel, cat squirrel, Sciurus carolinensis
-n02356612	western grey squirrel, western gray squirrel, Sciurus griseus
-n02356798	fox squirrel, eastern fox squirrel, Sciurus niger
-n02356977	black squirrel
-n02357111	red squirrel, cat squirrel, Sciurus vulgaris
-n02357401	American red squirrel, spruce squirrel, red squirrel, Sciurus hudsonicus, Tamiasciurus hudsonicus
-n02357585	chickeree, Douglas squirrel, Tamiasciurus douglasi
-n02357911	antelope squirrel, whitetail antelope squirrel, antelope chipmunk, Citellus leucurus
-n02358091	ground squirrel, gopher, spermophile
-n02358390	mantled ground squirrel, Citellus lateralis
-n02358584	suslik, souslik, Citellus citellus
-n02358712	flickertail, Richardson ground squirrel, Citellus richardsoni
-n02358890	rock squirrel, Citellus variegatus
-n02359047	Arctic ground squirrel, parka squirrel, Citellus parryi
-n02359324	prairie dog, prairie marmot
-n02359556	blacktail prairie dog, Cynomys ludovicianus
-n02359667	whitetail prairie dog, Cynomys gunnisoni
-n02359915	eastern chipmunk, hackee, striped squirrel, ground squirrel, Tamias striatus
-n02360282	chipmunk
-n02360480	baronduki, baranduki, barunduki, burunduki, Eutamius asiaticus, Eutamius sibiricus
-n02360781	American flying squirrel
-n02360933	southern flying squirrel, Glaucomys volans
-n02361090	northern flying squirrel, Glaucomys sabrinus
-n02361337	marmot
-n02361587	groundhog, woodchuck, Marmota monax
-n02361706	hoary marmot, whistler, whistling marmot, Marmota caligata
-n02361850	yellowbelly marmot, rockchuck, Marmota flaviventris
-n02362194	Asiatic flying squirrel
-n02363005	beaver
-n02363245	Old World beaver, Castor fiber
-n02363351	New World beaver, Castor canadensis
-n02363996	mountain beaver, sewellel, Aplodontia rufa
-n02364520	cavy
-n02364673	guinea pig, Cavia cobaya
-n02364840	aperea, wild cavy, Cavia porcellus
-n02365108	mara, Dolichotis patagonum
-n02365480	capybara, capibara, Hydrochoerus hydrochaeris
-n02366002	agouti, Dasyprocta aguti
-n02366301	paca, Cuniculus paca
-n02366579	mountain paca
-n02366959	coypu, nutria, Myocastor coypus
-n02367492	chinchilla, Chinchilla laniger
-n02367812	mountain chinchilla, mountain viscacha
-n02368116	viscacha, chinchillon, Lagostomus maximus
-n02368399	abrocome, chinchilla rat, rat chinchilla
-n02368821	mole rat
-n02369293	mole rat
-n02369555	sand rat
-n02369680	naked mole rat
-n02369935	queen, queen mole rat
-n02370137	Damaraland mole rat
-n02370525	Ungulata
-n02370806	ungulate, hoofed mammal
-n02371344	unguiculate, unguiculate mammal
-n02372140	dinoceras, uintathere
-n02372584	hyrax, coney, cony, dassie, das
-n02372952	rock hyrax, rock rabbit, Procavia capensis
-n02373336	odd-toed ungulate, perissodactyl, perissodactyl mammal
-n02374149	equine, equid
-n02374451	horse, Equus caballus
-n02375302	roan
-n02375438	stablemate, stable companion
-n02375757	gee-gee
-n02375862	eohippus, dawn horse
-n02376542	foal
-n02376679	filly
-n02376791	colt
-n02376918	male horse
-n02377063	ridgeling, ridgling, ridgel, ridgil
-n02377181	stallion, entire
-n02377291	stud, studhorse
-n02377388	gelding
-n02377480	mare, female horse
-n02377603	broodmare, stud mare
-n02377703	saddle horse, riding horse, mount
-n02378149	remount
-n02378299	palfrey
-n02378415	warhorse
-n02378541	cavalry horse
-n02378625	charger, courser
-n02378755	steed
-n02378870	prancer
-n02378969	hack
-n02379081	cow pony
-n02379183	quarter horse
-n02379329	Morgan
-n02379430	Tennessee walker, Tennessee walking horse, Walking horse, Plantation walking horse
-n02379630	American saddle horse
-n02379743	Appaloosa
-n02379908	Arabian, Arab
-n02380052	Lippizan, Lipizzan, Lippizaner
-n02380335	pony
-n02380464	polo pony
-n02380583	mustang
-n02380745	bronco, bronc, broncho
-n02380875	bucking bronco
-n02381004	buckskin
-n02381119	crowbait, crow-bait
-n02381261	dun
-n02381364	grey, gray
-n02381460	wild horse
-n02381609	tarpan, Equus caballus gomelini
-n02381831	Przewalski's horse, Przevalski's horse, Equus caballus przewalskii, Equus caballus przevalskii
-n02382039	cayuse, Indian pony
-n02382132	hack
-n02382204	hack, jade, nag, plug
-n02382338	plow horse, plough horse
-n02382437	pony
-n02382635	Shetland pony
-n02382750	Welsh pony
-n02382850	Exmoor
-n02382948	racehorse, race horse, bangtail
-n02383231	thoroughbred
-n02384741	steeplechaser
-n02384858	racer
-n02385002	finisher
-n02385098	pony
-n02385214	yearling
-n02385580	dark horse
-n02385676	mudder
-n02385776	nonstarter
-n02385898	stalking-horse
-n02386014	harness horse
-n02386141	cob
-n02386224	hackney
-n02386310	workhorse
-n02386496	draft horse, draught horse, dray horse
-n02386746	packhorse
-n02386853	carthorse, cart horse, drayhorse
-n02386968	Clydesdale
-n02387093	Percheron
-n02387254	farm horse, dobbin
-n02387346	shire, shire horse
-n02387452	pole horse, poler
-n02387722	post horse, post-horse, poster
-n02387887	coach horse
-n02387983	pacer
-n02388143	pacer, pacemaker, pacesetter
-n02388276	trotting horse, trotter
-n02388453	pole horse
-n02388588	stepper, high stepper
-n02388735	chestnut
-n02388832	liver chestnut
-n02388917	bay
-n02389026	sorrel
-n02389128	palomino
-n02389261	pinto
-n02389346	ass
-n02389559	domestic ass, donkey, Equus asinus
-n02389779	burro
-n02389865	moke
-n02389943	jack, jackass
-n02390015	jennet, jenny, jenny ass
-n02390101	mule
-n02390258	hinny
-n02390454	wild ass
-n02390640	African wild ass, Equus asinus
-n02390738	kiang, Equus kiang
-n02390834	onager, Equus hemionus
-n02390938	chigetai, dziggetai, Equus hemionus hemionus
-n02391049	zebra
-n02391234	common zebra, Burchell's zebra, Equus Burchelli
-n02391373	mountain zebra, Equus zebra zebra
-n02391508	grevy's zebra, Equus grevyi
-n02391617	quagga, Equus quagga
-n02391994	rhinoceros, rhino
-n02392434	Indian rhinoceros, Rhinoceros unicornis
-n02392555	woolly rhinoceros, Rhinoceros antiquitatis
-n02392824	white rhinoceros, Ceratotherium simum, Diceros simus
-n02393161	black rhinoceros, Diceros bicornis
-n02393580	tapir
-n02393807	New World tapir, Tapirus terrestris
-n02393940	Malayan tapir, Indian tapir, Tapirus indicus
-n02394477	even-toed ungulate, artiodactyl, artiodactyl mammal
-n02395003	swine
-n02395406	hog, pig, grunter, squealer, Sus scrofa
-n02395694	piglet, piggy, shoat, shote
-n02395855	sucking pig
-n02395931	porker
-n02396014	boar
-n02396088	sow
-n02396157	razorback, razorback hog, razorbacked hog
-n02396427	wild boar, boar, Sus scrofa
-n02396796	babirusa, babiroussa, babirussa, Babyrousa Babyrussa
-n02397096	warthog
-n02397529	peccary, musk hog
-n02397744	collared peccary, javelina, Tayassu angulatus, Tayassu tajacu, Peccari angulatus
-n02397987	white-lipped peccary, Tayassu pecari
-n02398521	hippopotamus, hippo, river horse, Hippopotamus amphibius
-n02399000	ruminant
-n02401031	bovid
-n02402010	bovine
-n02402175	ox, wild ox
-n02402425	cattle, cows, kine, oxen, Bos taurus
-n02403003	ox
-n02403153	stirk
-n02403231	bullock, steer
-n02403325	bull
-n02403454	cow, moo-cow
-n02403740	heifer
-n02403820	bullock
-n02403920	dogie, dogy, leppy
-n02404028	maverick
-n02404186	beef, beef cattle
-n02404432	longhorn, Texas longhorn
-n02404573	Brahman, Brahma, Brahmin, Bos indicus
-n02404906	zebu
-n02405101	aurochs, urus, Bos primigenius
-n02405302	yak, Bos grunniens
-n02405440	banteng, banting, tsine, Bos banteng
-n02405577	Welsh, Welsh Black
-n02405692	red poll
-n02405799	Santa Gertrudis
-n02405929	Aberdeen Angus, Angus, black Angus
-n02406046	Africander
-n02406174	dairy cattle, dairy cow, milch cow, milk cow, milcher, milker
-n02406432	Ayrshire
-n02406533	Brown Swiss
-n02406647	Charolais
-n02406749	Jersey
-n02406859	Devon
-n02406952	grade
-n02407071	Durham, shorthorn
-n02407172	milking shorthorn
-n02407276	Galloway
-n02407390	Friesian, Holstein, Holstein-Friesian
-n02407521	Guernsey
-n02407625	Hereford, whiteface
-n02407763	cattalo, beefalo
-n02407959	Old World buffalo, buffalo
-n02408429	water buffalo, water ox, Asiatic buffalo, Bubalus bubalis
-n02408660	Indian buffalo
-n02408817	carabao
-n02409038	anoa, dwarf buffalo, Anoa depressicornis
-n02409202	tamarau, tamarao, Bubalus mindorensis, Anoa mindorensis
-n02409508	Cape buffalo, Synercus caffer
-n02409870	Asian wild ox
-n02410011	gaur, Bibos gaurus
-n02410141	gayal, mithan, Bibos frontalis
-n02410509	bison
-n02410702	American bison, American buffalo, buffalo, Bison bison
-n02410900	wisent, aurochs, Bison bonasus
-n02411206	musk ox, musk sheep, Ovibos moschatus
-n02411705	sheep
-n02411999	ewe
-n02412080	ram, tup
-n02412210	wether
-n02412440	lamb
-n02412629	lambkin
-n02412700	baa-lamb
-n02412787	hog, hogget, hogg
-n02412909	teg
-n02412977	Persian lamb
-n02413050	black sheep
-n02413131	domestic sheep, Ovis aries
-n02413484	Cotswold
-n02413593	Hampshire, Hampshire down
-n02413717	Lincoln
-n02413824	Exmoor
-n02413917	Cheviot
-n02414043	broadtail, caracul, karakul
-n02414209	longwool
-n02414290	merino, merino sheep
-n02414442	Rambouillet
-n02414578	wild sheep
-n02414763	argali, argal, Ovis ammon
-n02414904	Marco Polo sheep, Marco Polo's sheep, Ovis poli
-n02415130	urial, Ovis vignei
-n02415253	Dall sheep, Dall's sheep, white sheep, Ovis montana dalli
-n02415435	mountain sheep
-n02415577	bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis
-n02415829	mouflon, moufflon, Ovis musimon
-n02416104	aoudad, arui, audad, Barbary sheep, maned sheep, Ammotragus lervia
-n02416519	goat, caprine animal
-n02416820	kid
-n02416880	billy, billy goat, he-goat
-n02416964	nanny, nanny-goat, she-goat
-n02417070	domestic goat, Capra hircus
-n02417242	Cashmere goat, Kashmir goat
-n02417387	Angora, Angora goat
-n02417534	wild goat
-n02417663	bezoar goat, pasang, Capra aegagrus
-n02417785	markhor, markhoor, Capra falconeri
-n02417914	ibex, Capra ibex
-n02418064	goat antelope
-n02418465	mountain goat, Rocky Mountain goat, Oreamnos americanus
-n02418770	goral, Naemorhedus goral
-n02419056	serow
-n02419336	chamois, Rupicapra rupicapra
-n02419634	takin, gnu goat, Budorcas taxicolor
-n02419796	antelope
-n02420509	blackbuck, black buck, Antilope cervicapra
-n02420828	gerenuk, Litocranius walleri
-n02421136	addax, Addax nasomaculatus
-n02421449	gnu, wildebeest
-n02421792	dik-dik
-n02422106	hartebeest
-n02422391	sassaby, topi, Damaliscus lunatus
-n02422699	impala, Aepyceros melampus
-n02423022	gazelle
-n02423218	Thomson's gazelle, Gazella thomsoni
-n02423362	Gazella subgutturosa
-n02423589	springbok, springbuck, Antidorcas marsupialis, Antidorcas euchore
-n02424085	bongo, Tragelaphus eurycerus, Boocercus eurycerus
-n02424305	kudu, koodoo, koudou
-n02424486	greater kudu, Tragelaphus strepsiceros
-n02424589	lesser kudu, Tragelaphus imberbis
-n02424695	harnessed antelope
-n02424909	nyala, Tragelaphus angasi
-n02425086	mountain nyala, Tragelaphus buxtoni
-n02425228	bushbuck, guib, Tragelaphus scriptus
-n02425532	nilgai, nylghai, nylghau, blue bull, Boselaphus tragocamelus
-n02425887	sable antelope, Hippotragus niger
-n02426176	saiga, Saiga tatarica
-n02426481	steenbok, steinbok, Raphicerus campestris
-n02426813	eland
-n02427032	common eland, Taurotragus oryx
-n02427183	giant eland, Taurotragus derbianus
-n02427470	kob, Kobus kob
-n02427576	lechwe, Kobus leche
-n02427724	waterbuck
-n02428089	puku, Adenota vardoni
-n02428349	oryx, pasang
-n02428508	gemsbok, gemsbuck, Oryx gazella
-n02428842	forest goat, spindle horn, Pseudoryx nghetinhensis
-n02429456	pronghorn, prongbuck, pronghorn antelope, American antelope, Antilocapra americana
-n02430045	deer, cervid
-n02430559	stag
-n02430643	royal, royal stag
-n02430748	pricket
-n02430830	fawn
-n02431122	red deer, elk, American elk, wapiti, Cervus elaphus
-n02431337	hart, stag
-n02431441	hind
-n02431542	brocket
-n02431628	sambar, sambur, Cervus unicolor
-n02431785	wapiti, elk, American elk, Cervus elaphus canadensis
-n02431976	Japanese deer, sika, Cervus nipon, Cervus sika
-n02432291	Virginia deer, white tail, whitetail, white-tailed deer, whitetail deer, Odocoileus Virginianus
-n02432511	mule deer, burro deer, Odocoileus hemionus
-n02432704	black-tailed deer, blacktail deer, blacktail, Odocoileus hemionus columbianus
-n02432983	elk, European elk, moose, Alces alces
-n02433318	fallow deer, Dama dama
-n02433546	roe deer, Capreolus capreolus
-n02433729	roebuck
-n02433925	caribou, reindeer, Greenland caribou, Rangifer tarandus
-n02434190	woodland caribou, Rangifer caribou
-n02434415	barren ground caribou, Rangifer arcticus
-n02434712	brocket
-n02434954	muntjac, barking deer
-n02435216	musk deer, Moschus moschiferus
-n02435517	pere david's deer, elaphure, Elaphurus davidianus
-n02435853	chevrotain, mouse deer
-n02436224	kanchil, Tragulus kanchil
-n02436353	napu, Tragulus Javanicus
-n02436645	water chevrotain, water deer, Hyemoschus aquaticus
-n02437136	camel
-n02437312	Arabian camel, dromedary, Camelus dromedarius
-n02437482	Bactrian camel, Camelus bactrianus
-n02437616	llama
-n02437971	domestic llama, Lama peruana
-n02438173	guanaco, Lama guanicoe
-n02438272	alpaca, Lama pacos
-n02438580	vicuna, Vicugna vicugna
-n02439033	giraffe, camelopard, Giraffa camelopardalis
-n02439398	okapi, Okapia johnstoni
-n02441326	musteline mammal, mustelid, musteline
-n02441942	weasel
-n02442172	ermine, shorttail weasel, Mustela erminea
-n02442336	stoat
-n02442446	New World least weasel, Mustela rixosa
-n02442572	Old World least weasel, Mustela nivalis
-n02442668	longtail weasel, long-tailed weasel, Mustela frenata
-n02442845	mink
-n02443015	American mink, Mustela vison
-n02443114	polecat, fitch, foulmart, foumart, Mustela putorius
-n02443346	ferret
-n02443484	black-footed ferret, ferret, Mustela nigripes
-n02443808	muishond
-n02443959	snake muishond, Poecilogale albinucha
-n02444251	striped muishond, Ictonyx striata
-n02444819	otter
-n02445004	river otter, Lutra canadensis
-n02445171	Eurasian otter, Lutra lutra
-n02445394	sea otter, Enhydra lutris
-n02445715	skunk, polecat, wood pussy
-n02446206	striped skunk, Mephitis mephitis
-n02446352	hooded skunk, Mephitis macroura
-n02446645	hog-nosed skunk, hognosed skunk, badger skunk, rooter skunk, Conepatus leuconotus
-n02447021	spotted skunk, little spotted skunk, Spilogale putorius
-n02447366	badger
-n02447762	American badger, Taxidea taxus
-n02448060	Eurasian badger, Meles meles
-n02448318	ratel, honey badger, Mellivora capensis
-n02448633	ferret badger
-n02448885	hog badger, hog-nosed badger, sand badger, Arctonyx collaris
-n02449183	wolverine, carcajou, skunk bear, Gulo luscus
-n02449350	glutton, Gulo gulo, wolverine
-n02449699	grison, Grison vittatus, Galictis vittatus
-n02450034	marten, marten cat
-n02450295	pine marten, Martes martes
-n02450426	sable, Martes zibellina
-n02450561	American marten, American sable, Martes americana
-n02450677	stone marten, beech marten, Martes foina
-n02450829	fisher, pekan, fisher cat, black cat, Martes pennanti
-n02451125	yellow-throated marten, Charronia flavigula
-n02451415	tayra, taira, Eira barbara
-n02451575	fictional animal
-n02453108	pachyderm
-n02453611	edentate
-n02454379	armadillo
-n02454794	peba, nine-banded armadillo, Texas armadillo, Dasypus novemcinctus
-n02455135	apar, three-banded armadillo, Tolypeutes tricinctus
-n02455428	tatouay, cabassous, Cabassous unicinctus
-n02455720	peludo, poyou, Euphractus sexcinctus
-n02456008	giant armadillo, tatou, tatu, Priodontes giganteus
-n02456275	pichiciago, pichiciego, fairy armadillo, chlamyphore, Chlamyphorus truncatus
-n02456962	sloth, tree sloth
-n02457408	three-toed sloth, ai, Bradypus tridactylus
-n02457945	two-toed sloth, unau, unai, Choloepus didactylus
-n02458135	two-toed sloth, unau, unai, Choloepus hoffmanni
-n02458517	megatherian, megatheriid, megatherian mammal
-n02459190	mylodontid
-n02460009	anteater, New World anteater
-n02460451	ant bear, giant anteater, great anteater, tamanoir, Myrmecophaga jubata
-n02460817	silky anteater, two-toed anteater, Cyclopes didactylus
-n02461128	tamandua, tamandu, lesser anteater, Tamandua tetradactyla
-n02461830	pangolin, scaly anteater, anteater
-n02462213	coronet
-n02469248	scapular
-n02469472	tadpole, polliwog, pollywog
-n02469914	primate
-n02470238	simian
-n02470325	ape
-n02470709	anthropoid
-n02470899	anthropoid ape
-n02471300	hominoid
-n02471762	hominid
-n02472293	homo, man, human being, human
-n02472987	world, human race, humanity, humankind, human beings, humans, mankind, man
-n02473307	Homo erectus
-n02473554	Pithecanthropus, Pithecanthropus erectus, genus Pithecanthropus
-n02473720	Java man, Trinil man
-n02473857	Peking man
-n02473983	Sinanthropus, genus Sinanthropus
-n02474110	Homo soloensis
-n02474282	Javanthropus, genus Javanthropus
-n02474605	Homo habilis
-n02474777	Homo sapiens
-n02475078	Neandertal man, Neanderthal man, Neandertal, Neanderthal, Homo sapiens neanderthalensis
-n02475358	Cro-magnon
-n02475669	Homo sapiens sapiens, modern man
-n02476219	australopithecine
-n02476567	Australopithecus afarensis
-n02476870	Australopithecus africanus
-n02477028	Australopithecus boisei
-n02477187	Zinjanthropus, genus Zinjanthropus
-n02477329	Australopithecus robustus
-n02477516	Paranthropus, genus Paranthropus
-n02477782	Sivapithecus
-n02478239	rudapithecus, Dryopithecus Rudapithecus hungaricus
-n02478875	proconsul
-n02479332	Aegyptopithecus
-n02480153	great ape, pongid
-n02480495	orangutan, orang, orangutang, Pongo pygmaeus
-n02480855	gorilla, Gorilla gorilla
-n02481103	western lowland gorilla, Gorilla gorilla gorilla
-n02481235	eastern lowland gorilla, Gorilla gorilla grauri
-n02481366	mountain gorilla, Gorilla gorilla beringei
-n02481500	silverback
-n02481823	chimpanzee, chimp, Pan troglodytes
-n02482060	western chimpanzee, Pan troglodytes verus
-n02482286	eastern chimpanzee, Pan troglodytes schweinfurthii
-n02482474	central chimpanzee, Pan troglodytes troglodytes
-n02482650	pygmy chimpanzee, bonobo, Pan paniscus
-n02483092	lesser ape
-n02483362	gibbon, Hylobates lar
-n02483708	siamang, Hylobates syndactylus, Symphalangus syndactylus
-n02484322	monkey
-n02484473	Old World monkey, catarrhine
-n02484975	guenon, guenon monkey
-n02485225	talapoin, Cercopithecus talapoin
-n02485371	grivet, Cercopithecus aethiops
-n02485536	vervet, vervet monkey, Cercopithecus aethiops pygerythrus
-n02485688	green monkey, African green monkey, Cercopithecus aethiops sabaeus
-n02485988	mangabey
-n02486261	patas, hussar monkey, Erythrocebus patas
-n02486410	baboon
-n02486657	chacma, chacma baboon, Papio ursinus
-n02486908	mandrill, Mandrillus sphinx
-n02487079	drill, Mandrillus leucophaeus
-n02487347	macaque
-n02487547	rhesus, rhesus monkey, Macaca mulatta
-n02487675	bonnet macaque, bonnet monkey, capped macaque, crown monkey, Macaca radiata
-n02487847	Barbary ape, Macaca sylvana
-n02488003	crab-eating macaque, croo monkey, Macaca irus
-n02488291	langur
-n02488415	entellus, hanuman, Presbytes entellus, Semnopithecus entellus
-n02488702	colobus, colobus monkey
-n02488894	guereza, Colobus guereza
-n02489166	proboscis monkey, Nasalis larvatus
-n02489589	New World monkey, platyrrhine, platyrrhinian
-n02490219	marmoset
-n02490597	true marmoset
-n02490811	pygmy marmoset, Cebuella pygmaea
-n02491107	tamarin, lion monkey, lion marmoset, leoncita
-n02491329	silky tamarin, Leontocebus rosalia
-n02491474	pinche, Leontocebus oedipus
-n02492035	capuchin, ringtail, Cebus capucinus
-n02492356	douroucouli, Aotus trivirgatus
-n02492660	howler monkey, howler
-n02492948	saki
-n02493224	uakari
-n02493509	titi, titi monkey
-n02493793	spider monkey, Ateles geoffroyi
-n02494079	squirrel monkey, Saimiri sciureus
-n02494383	woolly monkey
-n02495242	tree shrew
-n02496052	prosimian
-n02496913	lemur
-n02497673	Madagascar cat, ring-tailed lemur, Lemur catta
-n02498153	aye-aye, Daubentonia madagascariensis
-n02498743	slender loris, Loris gracilis
-n02499022	slow loris, Nycticebus tardigradua, Nycticebus pygmaeus
-n02499316	potto, kinkajou, Perodicticus potto
-n02499568	angwantibo, golden potto, Arctocebus calabarensis
-n02499808	galago, bushbaby, bush baby
-n02500267	indri, indris, Indri indri, Indri brevicaudatus
-n02500596	woolly indris, Avahi laniger
-n02501583	tarsier
-n02501923	Tarsius syrichta
-n02502006	Tarsius glis
-n02502514	flying lemur, flying cat, colugo
-n02502807	Cynocephalus variegatus
-n02503127	proboscidean, proboscidian
-n02503517	elephant
-n02503756	rogue elephant
-n02504013	Indian elephant, Elephas maximus
-n02504458	African elephant, Loxodonta africana
-n02504770	mammoth
-n02505063	woolly mammoth, northern mammoth, Mammuthus primigenius
-n02505238	columbian mammoth, Mammuthus columbi
-n02505485	imperial mammoth, imperial elephant, Archidiskidon imperator
-n02505998	mastodon, mastodont
-n02506947	plantigrade mammal, plantigrade
-n02507148	digitigrade mammal, digitigrade
-n02507649	procyonid
-n02508021	raccoon, racoon
-n02508213	common raccoon, common racoon, coon, ringtail, Procyon lotor
-n02508346	crab-eating raccoon, Procyon cancrivorus
-n02508742	bassarisk, cacomistle, cacomixle, coon cat, raccoon fox, ringtail, ring-tailed cat, civet cat, miner's cat, Bassariscus astutus
-n02509197	kinkajou, honey bear, potto, Potos flavus, Potos caudivolvulus
-n02509515	coati, coati-mondi, coati-mundi, coon cat, Nasua narica
-n02509815	lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens
-n02510455	giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca
-n02511730	twitterer
-n02512053	fish
-n02512752	fingerling
-n02512830	game fish, sport fish
-n02512938	food fish
-n02513248	rough fish
-n02513355	groundfish, bottom fish
-n02513560	young fish
-n02513727	parr
-n02513805	mouthbreeder
-n02513939	spawner
-n02514041	barracouta, snoek
-n02515214	crossopterygian, lobefin, lobe-finned fish
-n02515713	coelacanth, Latimeria chalumnae
-n02516188	lungfish
-n02516776	ceratodus
-n02517442	catfish, siluriform fish
-n02517938	silurid, silurid fish
-n02518324	European catfish, sheatfish, Silurus glanis
-n02518622	electric catfish, Malopterurus electricus
-n02519148	bullhead, bullhead catfish
-n02519340	horned pout, hornpout, pout, Ameiurus Melas
-n02519472	brown bullhead
-n02519686	channel catfish, channel cat, Ictalurus punctatus
-n02519862	blue catfish, blue cat, blue channel catfish, blue channel cat
-n02520147	flathead catfish, mudcat, goujon, shovelnose catfish, spoonbill catfish, Pylodictus olivaris
-n02520525	armored catfish
-n02520810	sea catfish
-n02521646	gadoid, gadoid fish
-n02522399	cod, codfish
-n02522637	codling
-n02522722	Atlantic cod, Gadus morhua
-n02522866	Pacific cod, Alaska cod, Gadus macrocephalus
-n02523110	whiting, Merlangus merlangus, Gadus merlangus
-n02523427	burbot, eelpout, ling, cusk, Lota lota
-n02523877	haddock, Melanogrammus aeglefinus
-n02524202	pollack, pollock, Pollachius pollachius
-n02524524	hake
-n02524659	silver hake, Merluccius bilinearis, whiting
-n02524928	ling
-n02525382	cusk, torsk, Brosme brosme
-n02525703	grenadier, rattail, rattail fish
-n02526121	eel
-n02526425	elver
-n02526818	common eel, freshwater eel
-n02527057	tuna, Anguilla sucklandii
-n02527271	moray, moray eel
-n02527622	conger, conger eel
-n02528163	teleost fish, teleost, teleostan
-n02529293	beaked salmon, sandfish, Gonorhynchus gonorhynchus
-n02529772	clupeid fish, clupeid
-n02530052	whitebait
-n02530188	brit, britt
-n02530421	shad
-n02530637	common American shad, Alosa sapidissima
-n02530831	river shad, Alosa chrysocloris
-n02530999	allice shad, allis shad, allice, allis, Alosa alosa
-n02531114	alewife, Alosa pseudoharengus, Pomolobus pseudoharengus
-n02531625	menhaden, Brevoortia tyrannis
-n02532028	herring, Clupea harangus
-n02532272	Atlantic herring, Clupea harengus harengus
-n02532451	Pacific herring, Clupea harengus pallasii
-n02532602	sardine
-n02532786	sild
-n02532918	brisling, sprat, Clupea sprattus
-n02533209	pilchard, sardine, Sardina pilchardus
-n02533545	Pacific sardine, Sardinops caerulea
-n02533834	anchovy
-n02534165	mediterranean anchovy, Engraulis encrasicholus
-n02534559	salmonid
-n02534734	salmon
-n02535080	parr
-n02535163	blackfish
-n02535258	redfish
-n02535537	Atlantic salmon, Salmo salar
-n02535759	landlocked salmon, lake salmon
-n02536165	sockeye, sockeye salmon, red salmon, blueback salmon, Oncorhynchus nerka
-n02536456	chinook, chinook salmon, king salmon, quinnat salmon, Oncorhynchus tshawytscha
-n02536864	coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch
-n02537085	trout
-n02537319	brown trout, salmon trout, Salmo trutta
-n02537525	rainbow trout, Salmo gairdneri
-n02537716	sea trout
-n02538010	lake trout, salmon trout, Salvelinus namaycush
-n02538216	brook trout, speckled trout, Salvelinus fontinalis
-n02538406	char, charr
-n02538562	Arctic char, Salvelinus alpinus
-n02538985	whitefish
-n02539424	lake whitefish, Coregonus clupeaformis
-n02539573	cisco, lake herring, Coregonus artedi
-n02539894	round whitefish, Menominee whitefish, Prosopium cylindraceum
-n02540412	smelt
-n02540983	sparling, European smelt, Osmerus eperlanus
-n02541257	capelin, capelan, caplin
-n02541687	tarpon, Tarpon atlanticus
-n02542017	ladyfish, tenpounder, Elops saurus
-n02542432	bonefish, Albula vulpes
-n02542958	argentine
-n02543255	lanternfish
-n02543565	lizardfish, snakefish, snake-fish
-n02544274	lancetfish, lancet fish, wolffish
-n02545841	opah, moonfish, Lampris regius
-n02546028	New World opah, Lampris guttatus
-n02546331	ribbonfish
-n02546627	dealfish, Trachipterus arcticus
-n02547014	oarfish, king of the herring, ribbonfish, Regalecus glesne
-n02547733	batfish
-n02548247	goosefish, angler, anglerfish, angler fish, monkfish, lotte, allmouth, Lophius Americanus
-n02548689	toadfish, Opsanus tau
-n02548884	oyster fish, oyster-fish, oysterfish
-n02549248	frogfish
-n02549376	sargassum fish
-n02549989	needlefish, gar, billfish
-n02550203	timucu
-n02550460	flying fish
-n02550655	monoplane flying fish, two-wing flying fish
-n02551134	halfbeak
-n02551668	saury, billfish, Scomberesox saurus
-n02552171	spiny-finned fish, acanthopterygian
-n02553028	lingcod, Ophiodon elongatus
-n02554730	percoid fish, percoid, percoidean
-n02555863	perch
-n02556373	climbing perch, Anabas testudineus, A. testudineus
-n02556846	perch
-n02557182	yellow perch, Perca flavescens
-n02557318	European perch, Perca fluviatilis
-n02557591	pike-perch, pike perch
-n02557749	walleye, walleyed pike, jack salmon, dory, Stizostedion vitreum
-n02557909	blue pike, blue pickerel, blue pikeperch, blue walleye, Strizostedion vitreum glaucum
-n02558206	snail darter, Percina tanasi
-n02558860	cusk-eel
-n02559144	brotula
-n02559383	pearlfish, pearl-fish
-n02559862	robalo
-n02560110	snook
-n02561108	pike
-n02561381	northern pike, Esox lucius
-n02561514	muskellunge, Esox masquinongy
-n02561661	pickerel
-n02561803	chain pickerel, chain pike, Esox niger
-n02561937	redfin pickerel, barred pickerel, Esox americanus
-n02562315	sunfish, centrarchid
-n02562796	crappie
-n02562971	black crappie, Pomoxis nigromaculatus
-n02563079	white crappie, Pomoxis annularis
-n02563182	freshwater bream, bream
-n02563648	pumpkinseed, Lepomis gibbosus
-n02563792	bluegill, Lepomis macrochirus
-n02563949	spotted sunfish, stumpknocker, Lepomis punctatus
-n02564270	freshwater bass
-n02564403	rock bass, rock sunfish, Ambloplites rupestris
-n02564720	black bass
-n02564935	Kentucky black bass, spotted black bass, Micropterus pseudoplites
-n02565072	smallmouth, smallmouth bass, smallmouthed bass, smallmouth black bass, smallmouthed black bass, Micropterus dolomieu
-n02565324	largemouth, largemouth bass, largemouthed bass, largemouth black bass, largemouthed black bass, Micropterus salmoides
-n02565573	bass
-n02566109	serranid fish, serranid
-n02566489	white perch, silver perch, Morone americana
-n02566665	yellow bass, Morone interrupta
-n02567334	blackmouth bass, Synagrops bellus
-n02567633	rock sea bass, rock bass, Centropristis philadelphica
-n02568087	striped bass, striper, Roccus saxatilis, rockfish
-n02568447	stone bass, wreckfish, Polyprion americanus
-n02568959	grouper
-n02569484	hind
-n02569631	rock hind, Epinephelus adscensionis
-n02569905	creole-fish, Paranthias furcifer
-n02570164	jewfish, Mycteroperca bonaci
-n02570484	soapfish
-n02570838	surfperch, surffish, surf fish
-n02571167	rainbow seaperch, rainbow perch, Hipsurus caryi
-n02571652	bigeye
-n02571810	catalufa, Priacanthus arenatus
-n02572196	cardinalfish
-n02572484	flame fish, flamefish, Apogon maculatus
-n02573249	tilefish, Lopholatilus chamaeleonticeps
-n02573704	bluefish, Pomatomus saltatrix
-n02574271	cobia, Rachycentron canadum, sergeant fish
-n02574910	remora, suckerfish, sucking fish
-n02575325	sharksucker, Echeneis naucrates
-n02575590	whale sucker, whalesucker, Remilegia australis
-n02576223	carangid fish, carangid
-n02576575	jack
-n02576906	crevalle jack, jack crevalle, Caranx hippos
-n02577041	yellow jack, Caranx bartholomaei
-n02577164	runner, blue runner, Caranx crysos
-n02577403	rainbow runner, Elagatis bipinnulata
-n02577662	leatherjacket, leatherjack
-n02577952	threadfish, thread-fish, Alectis ciliaris
-n02578233	moonfish, Atlantic moonfish, horsefish, horsehead, horse-head, dollarfish, Selene setapinnis
-n02578454	lookdown, lookdown fish, Selene vomer
-n02578771	amberjack, amberfish
-n02578928	yellowtail, Seriola dorsalis
-n02579303	kingfish, Seriola grandis
-n02579557	pompano
-n02579762	Florida pompano, Trachinotus carolinus
-n02579928	permit, Trachinotus falcatus
-n02580336	scad
-n02580679	horse mackerel, jack mackerel, Spanish mackerel, saurel, Trachurus symmetricus
-n02580830	horse mackerel, saurel, Trachurus trachurus
-n02581108	bigeye scad, big-eyed scad, goggle-eye, Selar crumenophthalmus
-n02581482	mackerel scad, mackerel shad, Decapterus macarellus
-n02581642	round scad, cigarfish, quiaquia, Decapterus punctatus
-n02581957	dolphinfish, dolphin, mahimahi
-n02582220	Coryphaena hippurus
-n02582349	Coryphaena equisetis
-n02582721	pomfret, Brama raii
-n02583567	characin, characin fish, characid
-n02583890	tetra
-n02584145	cardinal tetra, Paracheirodon axelrodi
-n02584449	piranha, pirana, caribe
-n02585872	cichlid, cichlid fish
-n02586238	bolti, Tilapia nilotica
-n02586543	snapper
-n02587051	red snapper, Lutjanus blackfordi
-n02587300	grey snapper, gray snapper, mangrove snapper, Lutjanus griseus
-n02587479	mutton snapper, muttonfish, Lutjanus analis
-n02587618	schoolmaster, Lutjanus apodus
-n02587877	yellowtail, yellowtail snapper, Ocyurus chrysurus
-n02588286	grunt
-n02588794	margate, Haemulon album
-n02588945	Spanish grunt, Haemulon macrostomum
-n02589062	tomtate, Haemulon aurolineatum
-n02589196	cottonwick, Haemulon malanurum
-n02589316	sailor's-choice, sailors choice, Haemulon parra
-n02589623	porkfish, pork-fish, Anisotremus virginicus
-n02589796	pompon, black margate, Anisotremus surinamensis
-n02590094	pigfish, hogfish, Orthopristis chrysopterus
-n02590495	sparid, sparid fish
-n02590702	sea bream, bream
-n02590987	porgy
-n02591330	red porgy, Pagrus pagrus
-n02591613	European sea bream, Pagellus centrodontus
-n02591911	Atlantic sea bream, Archosargus rhomboidalis
-n02592055	sheepshead, Archosargus probatocephalus
-n02592371	pinfish, sailor's-choice, squirrelfish, Lagodon rhomboides
-n02592734	sheepshead porgy, Calamus penna
-n02593019	snapper, Chrysophrys auratus
-n02593191	black bream, Chrysophrys australis
-n02593453	scup, northern porgy, northern scup, Stenotomus chrysops
-n02593679	scup, southern porgy, southern scup, Stenotomus aculeatus
-n02594250	sciaenid fish, sciaenid
-n02594942	striped drum, Equetus pulcher
-n02595056	jackknife-fish, Equetus lanceolatus
-n02595339	silver perch, mademoiselle, Bairdiella chrysoura
-n02595702	red drum, channel bass, redfish, Sciaenops ocellatus
-n02596067	mulloway, jewfish, Sciaena antarctica
-n02596252	maigre, maiger, Sciaena aquila
-n02596381	croaker
-n02596720	Atlantic croaker, Micropogonias undulatus
-n02597004	yellowfin croaker, surffish, surf fish, Umbrina roncador
-n02597367	whiting
-n02597608	kingfish
-n02597818	king whiting, Menticirrhus americanus
-n02597972	northern whiting, Menticirrhus saxatilis
-n02598134	corbina, Menticirrhus undulatus
-n02598573	white croaker, chenfish, kingfish, Genyonemus lineatus
-n02598878	white croaker, queenfish, Seriphus politus
-n02599052	sea trout
-n02599347	weakfish, Cynoscion regalis
-n02599557	spotted weakfish, spotted sea trout, spotted squeateague, Cynoscion nebulosus
-n02599958	mullet
-n02600298	goatfish, red mullet, surmullet, Mullus surmuletus
-n02600503	red goatfish, Mullus auratus
-n02600798	yellow goatfish, Mulloidichthys martinicus
-n02601344	mullet, grey mullet, gray mullet
-n02601767	striped mullet, Mugil cephalus
-n02601921	white mullet, Mugil curema
-n02602059	liza, Mugil liza
-n02602405	silversides, silverside
-n02602760	jacksmelt, Atherinopsis californiensis
-n02603317	barracuda
-n02603540	great barracuda, Sphyraena barracuda
-n02603862	sweeper
-n02604157	sea chub
-n02604480	Bermuda chub, rudderfish, Kyphosus sectatrix
-n02604954	spadefish, angelfish, Chaetodipterus faber
-n02605316	butterfly fish
-n02605703	chaetodon
-n02605936	angelfish
-n02606052	rock beauty, Holocanthus tricolor
-n02606384	damselfish, demoiselle
-n02606751	beaugregory, Pomacentrus leucostictus
-n02607072	anemone fish
-n02607201	clown anemone fish, Amphiprion percula
-n02607470	sergeant major, Abudefduf saxatilis
-n02607862	wrasse
-n02608284	pigfish, giant pigfish, Achoerodus gouldii
-n02608547	hogfish, hog snapper, Lachnolaimus maximus
-n02608860	slippery dick, Halicoeres bivittatus
-n02608996	puddingwife, pudding-wife, Halicoeres radiatus
-n02609302	bluehead, Thalassoma bifasciatum
-n02609823	pearly razorfish, Hemipteronatus novacula
-n02610066	tautog, blackfish, Tautoga onitis
-n02610373	cunner, bergall, Tautogolabrus adspersus
-n02610664	parrotfish, polly fish, pollyfish
-n02610980	threadfin
-n02611561	jawfish
-n02611898	stargazer
-n02612167	sand stargazer
-n02613181	blenny, combtooth blenny
-n02613572	shanny, Blennius pholis
-n02613820	Molly Miller, Scartella cristata
-n02614140	clinid, clinid fish
-n02614482	pikeblenny
-n02614653	bluethroat pikeblenny, Chaenopsis ocellata
-n02614978	gunnel, bracketed blenny
-n02615298	rock gunnel, butterfish, Pholis gunnellus
-n02616128	eelblenny
-n02616397	wrymouth, ghostfish, Cryptacanthodes maculatus
-n02616851	wolffish, wolf fish, catfish
-n02617537	viviparous eelpout, Zoarces viviparus
-n02618094	ocean pout, Macrozoarces americanus
-n02618513	sand lance, sand launce, sand eel, launce
-n02618827	dragonet
-n02619165	goby, gudgeon
-n02619550	mudskipper, mudspringer
-n02619861	sleeper, sleeper goby
-n02620167	flathead
-n02620578	archerfish, Toxotes jaculatrix
-n02621258	surgeonfish
-n02621908	gempylid
-n02622249	snake mackerel, Gempylus serpens
-n02622547	escolar, Lepidocybium flavobrunneum
-n02622712	oilfish, Ruvettus pretiosus
-n02622955	cutlassfish, frost fish, hairtail
-n02623445	scombroid, scombroid fish
-n02624167	mackerel
-n02624551	common mackerel, shiner, Scomber scombrus
-n02624807	Spanish mackerel, Scomber colias
-n02624987	chub mackerel, tinker, Scomber japonicus
-n02625258	wahoo, Acanthocybium solandri
-n02625612	Spanish mackerel
-n02625851	king mackerel, cavalla, cero, Scomberomorus cavalla
-n02626089	Scomberomorus maculatus
-n02626265	cero, pintado, kingfish, Scomberomorus regalis
-n02626471	sierra, Scomberomorus sierra
-n02626762	tuna, tunny
-n02627037	albacore, long-fin tunny, Thunnus alalunga
-n02627292	bluefin, bluefin tuna, horse mackerel, Thunnus thynnus
-n02627532	yellowfin, yellowfin tuna, Thunnus albacares
-n02627835	bonito
-n02628062	skipjack, Atlantic bonito, Sarda sarda
-n02628259	Chile bonito, Chilean bonito, Pacific bonito, Sarda chiliensis
-n02628600	skipjack, skipjack tuna, Euthynnus pelamis
-n02629230	bonito, oceanic bonito, Katsuwonus pelamis
-n02629716	swordfish, Xiphias gladius
-n02630281	sailfish
-n02630615	Atlantic sailfish, Istiophorus albicans
-n02630739	billfish
-n02631041	marlin
-n02631330	blue marlin, Makaira nigricans
-n02631475	black marlin, Makaira mazara, Makaira marlina
-n02631628	striped marlin, Makaira mitsukurii
-n02631775	white marlin, Makaira albida
-n02632039	spearfish
-n02632494	louvar, Luvarus imperialis
-n02633422	dollarfish, Poronotus triacanthus
-n02633677	palometa, California pompano, Palometa simillima
-n02633977	harvestfish, Paprilus alepidotus
-n02634545	driftfish
-n02635154	barrelfish, black rudderfish, Hyperglyphe perciformis
-n02635580	clingfish
-n02636170	tripletail
-n02636405	Atlantic tripletail, Lobotes surinamensis
-n02636550	Pacific tripletail, Lobotes pacificus
-n02636854	mojarra
-n02637179	yellowfin mojarra, Gerres cinereus
-n02637475	silver jenny, Eucinostomus gula
-n02637977	whiting
-n02638596	ganoid, ganoid fish
-n02639087	bowfin, grindle, dogfish, Amia calva
-n02639605	paddlefish, duckbill, Polyodon spathula
-n02639922	Chinese paddlefish, Psephurus gladis
-n02640242	sturgeon
-n02640626	Pacific sturgeon, white sturgeon, Sacramento sturgeon, Acipenser transmontanus
-n02640857	beluga, hausen, white sturgeon, Acipenser huso
-n02641379	gar, garfish, garpike, billfish, Lepisosteus osseus
-n02642107	scorpaenoid, scorpaenoid fish
-n02642644	scorpaenid, scorpaenid fish
-n02643112	scorpionfish, scorpion fish, sea scorpion
-n02643316	plumed scorpionfish, Scorpaena grandicornis
-n02643566	lionfish
-n02643836	stonefish, Synanceja verrucosa
-n02644113	rockfish
-n02644360	copper rockfish, Sebastodes caurinus
-n02644501	vermillion rockfish, rasher, Sebastodes miniatus
-n02644665	red rockfish, Sebastodes ruberrimus
-n02644817	rosefish, ocean perch, Sebastodes marinus
-n02645538	bullhead
-n02645691	miller's-thumb
-n02645953	sea raven, Hemitripterus americanus
-n02646667	lumpfish, Cyclopterus lumpus
-n02646892	lumpsucker
-n02648035	pogge, armed bullhead, Agonus cataphractus
-n02648625	greenling
-n02648916	kelp greenling, Hexagrammos decagrammus
-n02649218	painted greenling, convict fish, convictfish, Oxylebius pictus
-n02649546	flathead
-n02650050	gurnard
-n02650413	tub gurnard, yellow gurnard, Trigla lucerna
-n02650541	sea robin, searobin
-n02651060	northern sea robin, Prionotus carolinus
-n02652132	flying gurnard, flying robin, butterflyfish
-n02652668	plectognath, plectognath fish
-n02653145	triggerfish
-n02653497	queen triggerfish, Bessy cerca, oldwench, oldwife, Balistes vetula
-n02653786	filefish
-n02654112	leatherjacket, leatherfish
-n02654425	boxfish, trunkfish
-n02654745	cowfish, Lactophrys quadricornis
-n02655020	puffer, pufferfish, blowfish, globefish
-n02655523	spiny puffer
-n02655848	porcupinefish, porcupine fish, Diodon hystrix
-n02656032	balloonfish, Diodon holocanthus
-n02656301	burrfish
-n02656670	ocean sunfish, sunfish, mola, headfish
-n02656969	sharptail mola, Mola lanceolata
-n02657368	flatfish
-n02657694	flounder
-n02658079	righteye flounder, righteyed flounder
-n02658531	plaice, Pleuronectes platessa
-n02658811	European flatfish, Platichthys flesus
-n02659176	yellowtail flounder, Limanda ferruginea
-n02659478	winter flounder, blackback flounder, lemon sole, Pseudopleuronectes americanus
-n02659808	lemon sole, Microstomus kitt
-n02660091	American plaice, Hippoglossoides platessoides
-n02660208	halibut, holibut
-n02660519	Atlantic halibut, Hippoglossus hippoglossus
-n02660640	Pacific halibut, Hippoglossus stenolepsis
-n02661017	lefteye flounder, lefteyed flounder
-n02661473	southern flounder, Paralichthys lethostigmus
-n02661618	summer flounder, Paralichthys dentatus
-n02662239	whiff
-n02662397	horned whiff, Citharichthys cornutus
-n02662559	sand dab
-n02662825	windowpane, Scophthalmus aquosus
-n02662993	brill, Scophthalmus rhombus
-n02663211	turbot, Psetta maxima
-n02663485	tonguefish, tongue-fish
-n02663849	sole
-n02664285	European sole, Solea solea
-n02664642	English sole, lemon sole, Parophrys vitulus
-n02665250	hogchoker, Trinectes maculatus
-n02665985	aba
-n02666196	abacus
-n02666501	abandoned ship, derelict
-n02666624	A battery
-n02666943	abattoir, butchery, shambles, slaughterhouse
-n02667093	abaya
-n02667244	Abbe condenser
-n02667379	abbey
-n02667478	abbey
-n02667576	abbey
-n02667693	Abney level
-n02668393	abrader, abradant
-n02668613	abrading stone
-n02669295	abutment
-n02669442	abutment arch
-n02669534	academic costume
-n02669723	academic gown, academic robe, judge's robe
-n02670186	accelerator, throttle, throttle valve
-n02670382	accelerator, particle accelerator, atom smasher
-n02670683	accelerator, accelerator pedal, gas pedal, gas, throttle, gun
-n02670935	accelerometer
-n02671780	accessory, accoutrement, accouterment
-n02672152	accommodating lens implant, accommodating IOL
-n02672371	accommodation
-n02672831	accordion, piano accordion, squeeze box
-n02675077	acetate disk, phonograph recording disk
-n02675219	acetate rayon, acetate
-n02675522	achromatic lens
-n02676097	acoustic delay line, sonic delay line
-n02676261	acoustic device
-n02676566	acoustic guitar
-n02676670	acoustic modem
-n02676938	acropolis
-n02677028	acrylic
-n02677136	acrylic, acrylic paint
-n02677436	actinometer
-n02677718	action, action mechanism
-n02678010	active matrix screen
-n02678384	actuator
-n02678897	adapter, adaptor
-n02679142	adder
-n02679257	adding machine, totalizer, totaliser
-n02679961	addressing machine, Addressograph
-n02680110	adhesive bandage
-n02680512	adit
-n02680638	adjoining room
-n02680754	adjustable wrench, adjustable spanner
-n02681392	adobe, adobe brick
-n02682311	adz, adze
-n02682407	aeolian harp, aeolian lyre, wind harp
-n02682569	aerator
-n02682811	aerial torpedo
-n02682922	aerosol, aerosol container, aerosol can, aerosol bomb, spray can
-n02683183	Aertex
-n02683323	afghan
-n02683454	Afro-wig
-n02683558	afterburner
-n02683791	after-shave, after-shave lotion
-n02684248	agateware
-n02684356	agglomerator
-n02684515	aglet, aiglet, aiguilette
-n02684649	aglet, aiglet
-n02684962	agora, public square
-n02685082	aigrette, aigret
-n02685253	aileron
-n02685365	air bag
-n02685701	airbrake
-n02685995	airbrush
-n02686121	airbus
-n02686227	air compressor
-n02686379	air conditioner, air conditioning
-n02686568	aircraft
-n02687172	aircraft carrier, carrier, flattop, attack aircraft carrier
-n02687423	aircraft engine
-n02687682	air cushion, air spring
-n02687821	airdock, hangar, repair shed
-n02687992	airfield, landing field, flying field, field
-n02688273	air filter, air cleaner
-n02688443	airfoil, aerofoil, control surface, surface
-n02689144	airframe
-n02689274	air gun, airgun, air rifle
-n02689434	air hammer, jackhammer, pneumatic hammer
-n02689748	air horn
-n02689819	airing cupboard
-n02690373	airliner
-n02690715	airmailer
-n02691156	airplane, aeroplane, plane
-n02692086	airplane propeller, airscrew, prop
-n02692232	airport, airdrome, aerodrome, drome
-n02692513	air pump, vacuum pump
-n02692680	air search radar
-n02692877	airship, dirigible
-n02693246	air terminal, airport terminal
-n02693413	air-to-air missile
-n02693540	air-to-ground missile, air-to-surface missile
-n02694045	aisle
-n02694279	Aladdin's lamp
-n02694426	alarm, warning device, alarm system
-n02694662	alarm clock, alarm
-n02694966	alb
-n02695627	alcazar
-n02695762	alcohol thermometer, alcohol-in-glass thermometer
-n02696165	alehouse
-n02696246	alembic
-n02696569	algometer
-n02696843	alidade, alidad
-n02697022	alidade, alidad
-n02697221	A-line
-n02697576	Allen screw
-n02697675	Allen wrench
-n02697876	alligator wrench
-n02698244	alms dish, alms tray
-n02698473	alpaca
-n02698634	alpenstock
-n02699494	altar
-n02699629	altar, communion table, Lord's table
-n02699770	altarpiece, reredos
-n02699915	altazimuth
-n02700064	alternator
-n02700258	altimeter
-n02700895	Amati
-n02701002	ambulance
-n02701260	amen corner
-n02701730	American organ
-n02702989	ammeter
-n02703124	ammonia clock
-n02703275	ammunition, ammo
-n02704645	amphibian, amphibious aircraft
-n02704792	amphibian, amphibious vehicle
-n02704949	amphitheater, amphitheatre, coliseum
-n02705201	amphitheater, amphitheatre
-n02705429	amphora
-n02705944	amplifier
-n02706221	ampulla
-n02706806	amusement arcade
-n02708093	analog clock
-n02708224	analog computer, analogue computer
-n02708433	analog watch
-n02708555	analytical balance, chemical balance
-n02708711	analyzer, analyser
-n02708885	anamorphosis, anamorphism
-n02709101	anastigmat
-n02709367	anchor, ground tackle
-n02709637	anchor chain, anchor rope
-n02709763	anchor light, riding light, riding lamp
-n02709908	AND circuit, AND gate
-n02710044	andiron, firedog, dog, dog-iron
-n02710201	android, humanoid, mechanical man
-n02710324	anechoic chamber
-n02710429	anemometer, wind gauge, wind gage
-n02710600	aneroid barometer, aneroid
-n02711237	angiocardiogram
-n02711780	angioscope
-n02712545	angle bracket, angle iron
-n02712643	angledozer
-n02713003	ankle brace
-n02713218	anklet, anklets, bobbysock, bobbysocks
-n02713364	anklet
-n02713496	ankus
-n02714315	anode
-n02714535	anode
-n02714751	answering machine
-n02715229	antenna, aerial, transmitting aerial
-n02715513	anteroom, antechamber, entrance hall, hall, foyer, lobby, vestibule
-n02715712	antiaircraft, antiaircraft gun, flak, flack, pom-pom, ack-ack, ack-ack gun
-n02716626	antiballistic missile, ABM
-n02720048	antifouling paint
-n02720576	anti-G suit, G suit
-n02721813	antimacassar
-n02723165	antiperspirant
-n02724722	anti-submarine rocket
-n02725872	anvil
-n02726017	ao dai
-n02726210	apadana
-n02726305	apartment, flat
-n02726681	apartment building, apartment house
-n02727016	aperture
-n02727141	aperture
-n02727426	apiary, bee house
-n02727825	apparatus, setup
-n02728440	apparel, wearing apparel, dress, clothes
-n02729222	applecart
-n02729837	appliance
-n02729965	appliance, contraption, contrivance, convenience, gadget, gizmo, gismo, widget
-n02730265	applicator, applier
-n02730568	appointment, fitting
-n02730930	apron
-n02731251	apron string
-n02731398	apse, apsis
-n02731629	aqualung, Aqua-Lung, scuba
-n02731900	aquaplane
-n02732072	aquarium, fish tank, marine museum
-n02732572	arabesque
-n02732827	arbor, arbour, bower, pergola
-n02733213	arcade, colonnade
-n02733524	arch
-n02734725	architecture
-n02734835	architrave
-n02735268	arch support
-n02735361	arc lamp, arc light
-n02735538	arctic, galosh, golosh, rubber, gumshoe
-n02735688	area
-n02736396	areaway
-n02736798	argyle, argyll
-n02737351	ark
-n02737660	arm
-n02738031	armament
-n02738271	armature
-n02738449	armband
-n02738535	armchair
-n02738741	armet
-n02738859	arm guard, arm pad
-n02738978	armhole
-n02739123	armilla
-n02739427	armlet, arm band
-n02739550	armoire
-n02739668	armor, armour
-n02739889	armored car, armoured car
-n02740061	armored car, armoured car
-n02740300	armored personnel carrier, armoured personnel carrier, APC
-n02740533	armored vehicle, armoured vehicle
-n02740764	armor plate, armour plate, armor plating, plate armor, plate armour
-n02741367	armory, armoury, arsenal
-n02741475	armrest
-n02742070	arquebus, harquebus, hackbut, hagbut
-n02742194	array
-n02742322	array, raiment, regalia
-n02742468	arrester, arrester hook
-n02742753	arrow
-n02743426	arsenal, armory, armoury
-n02744323	arterial road
-n02744844	arthrogram
-n02744961	arthroscope
-n02745492	artificial heart
-n02745611	artificial horizon, gyro horizon, flight indicator
-n02745816	artificial joint
-n02746008	artificial kidney, hemodialyzer
-n02746225	artificial skin
-n02746365	artillery, heavy weapon, gun, ordnance
-n02746595	artillery shell
-n02746683	artist's loft
-n02746978	art school
-n02747063	ascot
-n02747177	ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin
-n02747672	ash-pan
-n02747802	ashtray
-n02748183	aspergill, aspersorium
-n02748359	aspersorium
-n02748491	aspirator
-n02749169	aspirin powder, headache powder
-n02749292	assault gun
-n02749479	assault rifle, assault gun
-n02749670	assegai, assagai
-n02749790	assembly
-n02749953	assembly
-n02750070	assembly hall
-n02750169	assembly plant
-n02750320	astatic coils
-n02750652	astatic galvanometer
-n02751067	astrodome
-n02751215	astrolabe
-n02751295	astronomical telescope
-n02751490	astronomy satellite
-n02752199	athenaeum, atheneum
-n02752496	athletic sock, sweat sock, varsity sock
-n02752615	athletic supporter, supporter, suspensor, jockstrap, jock
-n02752810	atlas, telamon
-n02752917	atmometer, evaporometer
-n02753044	atom bomb, atomic bomb, A-bomb, fission bomb, plutonium bomb
-n02753394	atomic clock
-n02753710	atomic pile, atomic reactor, pile, chain reactor
-n02754103	atomizer, atomiser, spray, sprayer, nebulizer, nebuliser
-n02754656	atrium
-n02755140	attache case, attache
-n02755352	attachment, bond
-n02755529	attack submarine
-n02755675	attenuator
-n02755823	attic
-n02755984	attic fan
-n02756098	attire, garb, dress
-n02756854	audio amplifier
-n02756977	audiocassette
-n02757061	audio CD, audio compact disc
-n02757337	audiometer, sonometer
-n02757462	audio system, sound system
-n02757714	audiotape
-n02757810	audiotape
-n02757927	audiovisual, audiovisual aid
-n02758134	auditorium
-n02758490	auger, gimlet, screw auger, wimble
-n02758863	autobahn
-n02758960	autoclave, sterilizer, steriliser
-n02759257	autofocus
-n02759387	autogiro, autogyro, gyroplane
-n02759700	autoinjector
-n02759963	autoloader, self-loader
-n02760099	automat
-n02760199	automat
-n02760298	automatic choke
-n02760429	automatic firearm, automatic gun, automatic weapon
-n02760658	automatic pistol, automatic
-n02760855	automatic rifle, automatic, machine rifle
-n02761034	automatic transmission, automatic drive
-n02761206	automation
-n02761392	automaton, robot, golem
-n02761557	automobile engine
-n02761696	automobile factory, auto factory, car factory
-n02761834	automobile horn, car horn, motor horn, horn, hooter
-n02762169	autopilot, automatic pilot, robot pilot
-n02762371	autoradiograph
-n02762508	autostrada
-n02762725	auxiliary boiler, donkey boiler
-n02762909	auxiliary engine, donkey engine
-n02763083	auxiliary pump, donkey pump
-n02763198	auxiliary research submarine
-n02763306	auxiliary storage, external storage, secondary storage
-n02763604	aviary, bird sanctuary, volary
-n02763714	awl
-n02763901	awning, sunshade, sunblind
-n02764044	ax, axe
-n02764398	ax handle, axe handle
-n02764505	ax head, axe head
-n02764614	axis, axis of rotation
-n02764779	axle
-n02764935	axle bar
-n02765028	axletree
-n02766168	babushka
-n02766320	baby bed, baby's bed
-n02766534	baby buggy, baby carriage, carriage, perambulator, pram, stroller, go-cart, pushchair, pusher
-n02766792	baby grand, baby grand piano, parlor grand, parlor grand piano, parlour grand, parlour grand piano
-n02767038	baby powder
-n02767147	baby shoe
-n02767433	back, backrest
-n02767665	back
-n02767956	backbench
-n02768114	backboard
-n02768226	backboard, basketball backboard
-n02768433	backbone
-n02768655	back brace
-n02768973	backgammon board
-n02769075	background, desktop, screen background
-n02769290	backhoe
-n02769669	backlighting
-n02769748	backpack, back pack, knapsack, packsack, rucksack, haversack
-n02769963	backpacking tent, pack tent
-n02770078	backplate
-n02770211	back porch
-n02770585	backsaw, back saw
-n02770721	backscratcher
-n02770830	backseat
-n02771004	backspace key, backspace, backspacer
-n02771166	backstairs
-n02771286	backstay
-n02771547	backstop
-n02771750	backsword
-n02772101	backup system
-n02772435	badminton court
-n02772554	badminton equipment
-n02772700	badminton racket, badminton racquet, battledore
-n02773037	bag
-n02773838	bag, traveling bag, travelling bag, grip, suitcase
-n02774152	bag, handbag, pocketbook, purse
-n02774630	baggage, luggage
-n02774921	baggage
-n02775039	baggage car, luggage van
-n02775178	baggage claim
-n02775483	bagpipe
-n02775689	bailey
-n02775813	bailey
-n02775897	Bailey bridge
-n02776007	bain-marie
-n02776205	bait, decoy, lure
-n02776505	baize
-n02776631	bakery, bakeshop, bakehouse
-n02776825	balaclava, balaclava helmet
-n02776978	balalaika
-n02777100	balance
-n02777292	balance beam, beam
-n02777402	balance wheel, balance
-n02777638	balbriggan
-n02777734	balcony
-n02777927	balcony
-n02778131	baldachin
-n02778294	baldric, baldrick
-n02778456	bale
-n02778588	baling wire
-n02778669	ball
-n02779435	ball
-n02779609	ball and chain
-n02779719	ball-and-socket joint
-n02779971	ballast, light ballast
-n02780315	ball bearing, needle bearing, roller bearing
-n02780445	ball cartridge
-n02780588	ballcock, ball cock
-n02780704	balldress
-n02780815	ballet skirt, tutu
-n02781121	ball gown
-n02781213	ballistic galvanometer
-n02781338	ballistic missile
-n02781517	ballistic pendulum
-n02781764	ballistocardiograph, cardiograph
-n02782093	balloon
-n02782432	balloon bomb, Fugo
-n02782602	balloon sail
-n02782681	ballot box
-n02782778	ballpark, park
-n02783035	ball-peen hammer
-n02783161	ballpoint, ballpoint pen, ballpen, Biro
-n02783324	ballroom, dance hall, dance palace
-n02783459	ball valve
-n02783900	balsa raft, Kon Tiki
-n02783994	baluster
-n02784124	banana boat
-n02784998	band
-n02785648	bandage, patch
-n02786058	Band Aid
-n02786198	bandanna, bandana
-n02786331	bandbox
-n02786463	banderilla
-n02786611	bandoleer, bandolier
-n02786736	bandoneon
-n02786837	bandsaw, band saw
-n02787120	bandwagon
-n02787269	bangalore torpedo
-n02787435	bangle, bauble, gaud, gewgaw, novelty, fallal, trinket
-n02787622	banjo
-n02788021	banner, streamer
-n02788148	bannister, banister, balustrade, balusters, handrail
-n02788386	banquette
-n02788462	banyan, banian
-n02788572	baptismal font, baptistry, baptistery, font
-n02788689	bar
-n02789487	bar
-n02790669	barbecue, barbeque
-n02790823	barbed wire, barbwire
-n02790996	barbell
-n02791124	barber chair
-n02791270	barbershop
-n02791532	barbette carriage
-n02791665	barbican, barbacan
-n02791795	bar bit
-n02792409	bareboat
-n02792552	barge, flatboat, hoy, lighter
-n02792948	barge pole
-n02793089	baritone, baritone horn
-n02793199	bark, barque
-n02793296	bar magnet
-n02793414	bar mask
-n02793495	barn
-n02793684	barndoor
-n02793842	barn door
-n02793930	barnyard
-n02794008	barograph
-n02794156	barometer
-n02794368	barong
-n02794474	barouche
-n02794664	bar printer
-n02794779	barrack
-n02794972	barrage balloon
-n02795169	barrel, cask
-n02795528	barrel, gun barrel
-n02795670	barrelhouse, honky-tonk
-n02795783	barrel knot, blood knot
-n02795978	barrel organ, grind organ, hand organ, hurdy gurdy, hurdy-gurdy, street organ
-n02796207	barrel vault
-n02796318	barrette
-n02796412	barricade
-n02796623	barrier
-n02796995	barroom, bar, saloon, ginmill, taproom
-n02797295	barrow, garden cart, lawn cart, wheelbarrow
-n02797535	bascule
-n02797692	base, pedestal, stand
-n02797881	base, bag
-n02799071	baseball
-n02799175	baseball bat, lumber
-n02799323	baseball cap, jockey cap, golf cap
-n02799897	baseball equipment
-n02800213	baseball glove, glove, baseball mitt, mitt
-n02800497	basement, cellar
-n02800675	basement
-n02800940	basic point defense missile system
-n02801047	basilica, Roman basilica
-n02801184	basilica
-n02801450	basilisk
-n02801525	basin
-n02801823	basinet
-n02801938	basket, handbasket
-n02802215	basket, basketball hoop, hoop
-n02802426	basketball
-n02802544	basketball court
-n02802721	basketball equipment
-n02802990	basket weave
-n02803349	bass
-n02803539	bass clarinet
-n02803666	bass drum, gran casa
-n02803809	basset horn
-n02803934	bass fiddle, bass viol, bull fiddle, double bass, contrabass, string bass
-n02804123	bass guitar
-n02804252	bass horn, sousaphone, tuba
-n02804414	bassinet
-n02804515	bassinet
-n02804610	bassoon
-n02805283	baster
-n02805845	bastinado
-n02805983	bastion
-n02806088	bastion, citadel
-n02806379	bat
-n02806530	bath
-n02806762	bath chair
-n02806875	bathhouse, bagnio
-n02806992	bathhouse, bathing machine
-n02807133	bathing cap, swimming cap
-n02807523	bath oil
-n02807616	bathrobe
-n02807731	bathroom, bath
-n02808185	bath salts
-n02808304	bath towel
-n02808440	bathtub, bathing tub, bath, tub
-n02808829	bathyscaphe, bathyscaph, bathyscape
-n02808968	bathysphere
-n02809105	batik
-n02809241	batiste
-n02809364	baton, wand
-n02809491	baton
-n02809605	baton
-n02809736	baton
-n02810139	battering ram
-n02810270	batter's box
-n02810471	battery, electric battery
-n02810782	battery, stamp battery
-n02811059	batting cage, cage
-n02811204	batting glove
-n02811350	batting helmet
-n02811468	battle-ax, battle-axe
-n02811618	battle cruiser
-n02811719	battle dress
-n02811936	battlement, crenelation, crenellation
-n02812201	battleship, battlewagon
-n02812342	battle sight, battlesight
-n02812631	bay
-n02812785	bay
-n02812949	bayonet
-n02813252	bay rum
-n02813399	bay window, bow window
-n02813544	bazaar, bazar
-n02813645	bazaar, bazar
-n02813752	bazooka
-n02813981	B battery
-n02814116	BB gun
-n02814338	beach house
-n02814428	beach towel
-n02814533	beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon
-n02814774	beachwear
-n02814860	beacon, lighthouse, beacon light, pharos
-n02815478	beading plane
-n02815749	beaker
-n02815834	beaker
-n02815950	beam
-n02816494	beam balance
-n02816656	beanbag
-n02816768	beanie, beany
-n02817031	bearing
-n02817251	bearing rein, checkrein
-n02817386	bearing wall
-n02817516	bearskin, busby, shako
-n02817650	beater
-n02817799	beating-reed instrument, reed instrument, reed
-n02818135	beaver, castor
-n02818254	beaver
-n02818687	Beckman thermometer
-n02818832	bed
-n02819697	bed
-n02820085	bed and breakfast, bed-and-breakfast
-n02820210	bedclothes, bed clothing, bedding
-n02820556	Bedford cord
-n02820675	bed jacket
-n02821202	bedpan
-n02821415	bedpost
-n02821543	bedroll
-n02821627	bedroom, sleeping room, sleeping accommodation, chamber, bedchamber
-n02821943	bedroom furniture
-n02822064	bedsitting room, bedsitter, bedsit
-n02822220	bedspread, bedcover, bed cover, bed covering, counterpane, spread
-n02822399	bedspring
-n02822579	bedstead, bedframe
-n02822762	beefcake
-n02822865	beehive, hive
-n02823124	beeper, pager
-n02823335	beer barrel, beer keg
-n02823428	beer bottle
-n02823510	beer can
-n02823586	beer garden
-n02823750	beer glass
-n02823848	beer hall
-n02823964	beer mat
-n02824058	beer mug, stein
-n02824152	belaying pin
-n02824319	belfry
-n02824448	bell
-n02825153	bell arch
-n02825240	bellarmine, longbeard, long-beard, greybeard
-n02825442	bellbottom trousers, bell-bottoms, bellbottom pants
-n02825657	bell cote, bell cot
-n02825872	bell foundry
-n02825961	bell gable
-n02826068	bell jar, bell glass
-n02826259	bellows
-n02826459	bellpull
-n02826589	bell push
-n02826683	bell seat, balloon seat
-n02826812	bell tent
-n02826886	bell tower
-n02827148	bellyband
-n02827606	belt
-n02828115	belt, belt ammunition, belted ammunition
-n02828299	belt buckle
-n02828427	belting
-n02828884	bench
-n02829246	bench clamp
-n02829353	bench hook
-n02829510	bench lathe
-n02829596	bench press
-n02830157	bender
-n02831237	beret
-n02831335	berlin
-n02831595	Bermuda shorts, Jamaica shorts
-n02831724	berth, bunk, built in bed
-n02831894	besom
-n02831998	Bessemer converter
-n02833040	bethel
-n02833140	betting shop
-n02833275	bevatron
-n02833403	bevel, bevel square
-n02833793	bevel gear, pinion and crown wheel, pinion and ring gear
-n02834027	B-flat clarinet, licorice stick
-n02834397	bib
-n02834506	bib-and-tucker
-n02834642	bicorn, bicorne
-n02834778	bicycle, bike, wheel, cycle
-n02835271	bicycle-built-for-two, tandem bicycle, tandem
-n02835412	bicycle chain
-n02835551	bicycle clip, trouser clip
-n02835724	bicycle pump
-n02835829	bicycle rack
-n02835915	bicycle seat, saddle
-n02836035	bicycle wheel
-n02836174	bidet
-n02836268	bier
-n02836392	bier
-n02836513	bi-fold door
-n02836607	bifocals
-n02836900	Big Blue, BLU-82
-n02837134	big board
-n02837567	bight
-n02837789	bikini, two-piece
-n02837887	bikini pants
-n02838014	bilge
-n02838178	bilge keel
-n02838345	bilge pump
-n02838577	bilge well
-n02838728	bill, peak, eyeshade, visor, vizor
-n02838958	bill, billhook
-n02839110	billboard, hoarding
-n02839351	billiard ball
-n02839592	billiard room, billiard saloon, billiard parlor, billiard parlour, billiard hall
-n02839910	bin
-n02840134	binder, ligature
-n02840245	binder, ring-binder
-n02840515	bindery
-n02840619	binding, book binding, cover, back
-n02841063	bin liner
-n02841187	binnacle
-n02841315	binoculars, field glasses, opera glasses
-n02841506	binocular microscope
-n02841641	biochip
-n02841847	biohazard suit
-n02842133	bioscope
-n02842573	biplane
-n02842809	birch, birch rod
-n02843029	birchbark canoe, birchbark, birch bark
-n02843158	birdbath
-n02843276	birdcage
-n02843465	birdcall
-n02843553	bird feeder, birdfeeder, feeder
-n02843684	birdhouse
-n02843777	bird shot, buckshot, duck shot
-n02843909	biretta, berretta, birretta
-n02844056	bishop
-n02844214	bistro
-n02844307	bit
-n02844714	bit
-n02845130	bite plate, biteplate
-n02845293	bitewing
-n02845985	bitumastic
-n02846141	black
-n02846260	black
-n02846511	blackboard, chalkboard
-n02846619	blackboard eraser
-n02846733	black box
-n02846874	blackface
-n02847461	blackjack, cosh, sap
-n02847631	black tie
-n02847852	blackwash
-n02848118	bladder
-n02848216	blade
-n02848523	blade, vane
-n02848806	blade
-n02848921	blank, dummy, blank shell
-n02849154	blanket, cover
-n02849885	blast furnace
-n02850060	blasting cap
-n02850358	blazer, sport jacket, sport coat, sports jacket, sports coat
-n02850732	blender, liquidizer, liquidiser
-n02850950	blimp, sausage balloon, sausage
-n02851099	blind, screen
-n02851795	blind curve, blind bend
-n02851939	blindfold
-n02852043	bling, bling bling
-n02852173	blinker, flasher
-n02852360	blister pack, bubble pack
-n02853016	block
-n02853218	blockade
-n02853336	blockade-runner
-n02853745	block and tackle
-n02853870	blockbuster
-n02854378	blockhouse
-n02854532	block plane
-n02854630	bloodmobile
-n02854739	bloomers, pants, drawers, knickers
-n02854926	blouse
-n02855089	blower
-n02855390	blowtorch, torch, blowlamp
-n02855701	blucher
-n02855793	bludgeon
-n02855925	blue
-n02856013	blue chip
-n02856237	blunderbuss
-n02856362	blunt file
-n02857365	boarding
-n02857477	boarding house, boardinghouse
-n02857644	boardroom, council chamber
-n02857907	boards
-n02858304	boat
-n02859184	boater, leghorn, Panama, Panama hat, sailor, skimmer, straw hat
-n02859343	boat hook
-n02859443	boathouse
-n02859557	boatswain's chair, bosun's chair
-n02859729	boat train
-n02859955	boatyard
-n02860415	bobbin, spool, reel
-n02860640	bobby pin, hairgrip, grip
-n02860847	bobsled, bobsleigh, bob
-n02861022	bobsled, bobsleigh
-n02861147	bocce ball, bocci ball, boccie ball
-n02861286	bodega
-n02861387	bodice
-n02861509	bodkin, threader
-n02861658	bodkin
-n02861777	bodkin
-n02861886	body
-n02862048	body armor, body armour, suit of armor, suit of armour, coat of mail, cataphract
-n02862916	body lotion
-n02863014	body stocking
-n02863176	body plethysmograph
-n02863340	body pad
-n02863426	bodywork
-n02863536	Bofors gun
-n02863638	bogy, bogie, bogey
-n02863750	boiler, steam boiler
-n02864122	boiling water reactor, BWR
-n02864504	bolero
-n02864593	bollard, bitt
-n02864987	bolo, bolo knife
-n02865351	bolo tie, bolo, bola tie, bola
-n02865665	bolt
-n02865931	bolt, deadbolt
-n02866106	bolt
-n02866386	bolt cutter
-n02866578	bomb
-n02867401	bombazine
-n02867592	bomb calorimeter, bomb
-n02867715	bomber
-n02867966	bomber jacket
-n02868240	bomblet, cluster bomblet
-n02868429	bomb rack
-n02868546	bombshell
-n02868638	bomb shelter, air-raid shelter, bombproof
-n02868975	bone-ash cup, cupel, refractory pot
-n02869155	bone china
-n02869249	bones, castanets, clappers, finger cymbals
-n02869563	boneshaker
-n02869737	bongo, bongo drum
-n02869837	bonnet, poke bonnet
-n02870526	book
-n02870676	book bag
-n02870772	bookbindery
-n02870880	bookcase
-n02871005	bookend
-n02871147	bookmark, bookmarker
-n02871314	bookmobile
-n02871439	bookshelf
-n02871525	bookshop, bookstore, bookstall
-n02871631	boom
-n02871824	boom, microphone boom
-n02871963	boomerang, throwing stick, throw stick
-n02872333	booster, booster rocket, booster unit, takeoff booster, takeoff rocket
-n02872529	booster, booster amplifier, booster station, relay link, relay station, relay transmitter
-n02872752	boot
-n02873520	boot
-n02873623	boot camp
-n02873733	bootee, bootie
-n02873839	booth, cubicle, stall, kiosk
-n02874086	booth
-n02874214	booth
-n02874336	boothose
-n02874442	bootjack
-n02874537	bootlace
-n02874642	bootleg
-n02874750	bootstrap
-n02875436	bore bit, borer, rock drill, stone drill
-n02875626	boron chamber
-n02875948	borstal
-n02876084	bosom
-n02876326	Boston rocker
-n02876457	bota
-n02876657	bottle
-n02877266	bottle, feeding bottle, nursing bottle
-n02877513	bottle bank
-n02877642	bottlebrush
-n02877765	bottlecap
-n02877962	bottle opener
-n02878107	bottling plant
-n02878222	bottom, freighter, merchantman, merchant ship
-n02878425	boucle
-n02878534	boudoir
-n02878628	boulle, boule, buhl
-n02878796	bouncing betty
-n02879087	bouquet, corsage, posy, nosegay
-n02879309	boutique, dress shop
-n02879422	boutonniere
-n02879517	bow
-n02879718	bow
-n02880189	bow, bowknot
-n02880393	bow and arrow
-n02880546	bowed stringed instrument, string
-n02880842	Bowie knife
-n02880940	bowl
-n02881193	bowl
-n02881546	bowl
-n02881757	bowler hat, bowler, derby hat, derby, plug hat
-n02881906	bowline, bowline knot
-n02882190	bowling alley
-n02882301	bowling ball, bowl
-n02882483	bowling equipment
-n02882647	bowling pin, pin
-n02882894	bowling shoe
-n02883004	bowsprit
-n02883101	bowstring
-n02883205	bow tie, bow-tie, bowtie
-n02883344	box
-n02884225	box, loge
-n02884450	box, box seat
-n02884859	box beam, box girder
-n02884994	box camera, box Kodak
-n02885108	boxcar
-n02885233	box coat
-n02885338	boxing equipment
-n02885462	boxing glove, glove
-n02885882	box office, ticket office, ticket booth
-n02886321	box spring
-n02886434	box wrench, box end wrench
-n02886599	brace, bracing
-n02887079	brace, braces, orthodontic braces
-n02887209	brace
-n02887489	brace, suspender, gallus
-n02887832	brace and bit
-n02887970	bracelet, bangle
-n02888270	bracer, armguard
-n02888429	brace wrench
-n02888569	bracket, wall bracket
-n02888898	bradawl, pricker
-n02889425	brake
-n02889646	brake
-n02889856	brake band
-n02889996	brake cylinder, hydraulic brake cylinder, master cylinder
-n02890188	brake disk
-n02890351	brake drum, drum
-n02890513	brake lining
-n02890662	brake pad
-n02890804	brake pedal
-n02890940	brake shoe, shoe, skid
-n02891188	brake system, brakes
-n02891788	brass, brass instrument
-n02892201	brass, memorial tablet, plaque
-n02892304	brass
-n02892392	brassard
-n02892499	brasserie
-n02892626	brassie
-n02892767	brassiere, bra, bandeau
-n02892948	brass knucks, knucks, brass knuckles, knuckles, knuckle duster
-n02893269	brattice
-n02893418	brazier, brasier
-n02893608	breadbasket
-n02893692	bread-bin, breadbox
-n02893941	bread knife
-n02894024	breakable
-n02894158	breakfast area, breakfast nook
-n02894337	breakfast table
-n02894605	breakwater, groin, groyne, mole, bulwark, seawall, jetty
-n02894847	breast drill
-n02895008	breast implant
-n02895154	breastplate, aegis, egis
-n02895328	breast pocket
-n02895438	breathalyzer, breathalyser
-n02896074	breechblock, breech closer
-n02896294	breechcloth, breechclout, loincloth
-n02896442	breeches, knee breeches, knee pants, knickerbockers, knickers
-n02896694	breeches buoy
-n02896856	breechloader
-n02896949	breeder reactor
-n02897097	Bren, Bren gun
-n02897389	brewpub
-n02897820	brick
-n02898093	brickkiln
-n02898173	bricklayer's hammer
-n02898269	brick trowel, mason's trowel
-n02898369	brickwork
-n02898585	bridal gown, wedding gown, wedding dress
-n02898711	bridge, span
-n02899439	bridge, nosepiece
-n02900160	bridle
-n02900459	bridle path, bridle road
-n02900594	bridoon
-n02900705	briefcase
-n02900857	briefcase bomb
-n02900987	briefcase computer
-n02901114	briefs, Jockey shorts
-n02901259	brig
-n02901377	brig
-n02901481	brigandine
-n02901620	brigantine, hermaphrodite brig
-n02901793	brilliantine
-n02901901	brilliant pebble
-n02902079	brim
-n02902687	bristle brush
-n02902816	britches
-n02902916	broad arrow
-n02903006	broadax, broadaxe
-n02903126	brochette
-n02903204	broadcaster, spreader
-n02903727	broadcloth
-n02903852	broadcloth
-n02904109	broad hatchet
-n02904233	broadloom
-n02904505	broadside
-n02904640	broadsword
-n02904803	brocade
-n02904927	brogan, brogue, clodhopper, work shoe
-n02905036	broiler
-n02905152	broken arch
-n02905886	bronchoscope
-n02906734	broom
-n02906963	broom closet
-n02907082	broomstick, broom handle
-n02907296	brougham
-n02907391	Browning automatic rifle, BAR
-n02907656	Browning machine gun, Peacemaker
-n02907873	brownstone
-n02908123	brunch coat
-n02908217	brush
-n02908773	Brussels carpet
-n02908951	Brussels lace
-n02909053	bubble
-n02909165	bubble chamber
-n02909285	bubble jet printer, bubble-jet printer, bubblejet
-n02909706	buckboard
-n02909870	bucket, pail
-n02910145	bucket seat
-n02910241	bucket shop
-n02910353	buckle
-n02910542	buckram
-n02910701	bucksaw
-n02910864	buckskins
-n02910964	buff, buffer
-n02911332	buffer, polisher
-n02911485	buffer, buffer storage, buffer store
-n02912065	buffet, counter, sideboard
-n02912319	buffing wheel
-n02912557	buggy, roadster
-n02912894	bugle
-n02913152	building, edifice
-n02914991	building complex, complex
-n02915904	bulldog clip, alligator clip
-n02916065	bulldog wrench
-n02916179	bulldozer, dozer
-n02916350	bullet, slug
-n02916936	bulletproof vest
-n02917067	bullet train, bullet
-n02917377	bullhorn, loud hailer, loud-hailer
-n02917521	bullion
-n02917607	bullnose, bullnosed plane
-n02917742	bullpen, detention cell, detention centre
-n02917964	bullpen
-n02918112	bullring
-n02918330	bulwark
-n02918455	bumboat
-n02918595	bumper
-n02918831	bumper
-n02918964	bumper car, Dodgem
-n02919148	bumper guard
-n02919308	bumper jack
-n02919414	bundle, sheaf
-n02919648	bung, spile
-n02919792	bungalow, cottage
-n02919890	bungee, bungee cord
-n02919976	bunghole
-n02920083	bunk
-n02920164	bunk, feed bunk
-n02920259	bunk bed, bunk
-n02920369	bunker, sand trap, trap
-n02920503	bunker, dugout
-n02920658	bunker
-n02921029	bunsen burner, bunsen, etna
-n02921195	bunting
-n02921292	bur, burr
-n02921406	Burberry
-n02921592	burette, buret
-n02921756	burglar alarm
-n02921884	burial chamber, sepulcher, sepulchre, sepulture
-n02922159	burial garment
-n02922292	burial mound, grave mound, barrow, tumulus
-n02922461	burin
-n02922578	burqa, burka
-n02922798	burlap, gunny
-n02922877	burn bag
-n02923129	burner
-n02923535	burnous, burnoose, burnouse
-n02923682	burp gun, machine pistol
-n02923915	burr
-n02924116	bus, autobus, coach, charabanc, double-decker, jitney, motorbus, motorcoach, omnibus, passenger vehicle
-n02925009	bushel basket
-n02925107	bushing, cylindrical lining
-n02925385	bush jacket
-n02925519	business suit
-n02925666	buskin, combat boot, desert boot, half boot, top boot
-n02926426	bustier
-n02926591	bustle
-n02927053	butcher knife
-n02927161	butcher shop, meat market
-n02927764	butter dish
-n02927887	butterfly valve
-n02928049	butter knife
-n02928299	butt hinge
-n02928413	butt joint, butt
-n02928608	button
-n02929184	buttonhook
-n02929289	buttress, buttressing
-n02929462	butt shaft
-n02929582	butt weld, butt-weld
-n02929923	buzz bomb, robot bomb, flying bomb, doodlebug, V-1
-n02930080	buzzer
-n02930214	BVD, BVD's
-n02930339	bypass condenser, bypass capacitor
-n02930645	byway, bypath, byroad
-n02930766	cab, hack, taxi, taxicab
-n02931013	cab, cabriolet
-n02931148	cab
-n02931294	cabana
-n02931417	cabaret, nightclub, night club, club, nightspot
-n02931836	caber
-n02932019	cabin
-n02932400	cabin
-n02932523	cabin car, caboose
-n02932693	cabin class, second class, economy class
-n02932891	cabin cruiser, cruiser, pleasure boat, pleasure craft
-n02933112	cabinet
-n02933340	cabinet, console
-n02933462	cabinet, locker, storage locker
-n02933649	cabinetwork
-n02933750	cabin liner
-n02933990	cable, cable television, cable system, cable television service
-n02934168	cable, line, transmission line
-n02934451	cable car, car
-n02935017	cache, memory cache
-n02935387	caddy, tea caddy
-n02935490	caesium clock
-n02935658	cafe, coffeehouse, coffee shop, coffee bar
-n02935891	cafeteria
-n02936176	cafeteria tray
-n02936281	caff
-n02936402	caftan, kaftan
-n02936570	caftan, kaftan
-n02936714	cage, coop
-n02936921	cage
-n02937010	cagoule
-n02937336	caisson
-n02937958	calash, caleche, calash top
-n02938218	calceus
-n02938321	calcimine
-n02938886	calculator, calculating machine
-n02939185	caldron, cauldron
-n02939763	calico
-n02939866	caliper, calliper
-n02940289	call-board
-n02940385	call center, call centre
-n02940570	caller ID
-n02940706	calliope, steam organ
-n02941095	calorimeter
-n02941228	calpac, calpack, kalpac
-n02941845	camail, aventail, ventail
-n02942015	camber arch
-n02942147	cambric
-n02942349	camcorder
-n02942460	camel's hair, camelhair
-n02942699	camera, photographic camera
-n02943241	camera lens, optical lens
-n02943465	camera lucida
-n02943686	camera obscura
-n02943871	camera tripod
-n02943964	camise
-n02944075	camisole
-n02944146	camisole, underbodice
-n02944256	camlet
-n02944459	camouflage
-n02944579	camouflage, camo
-n02944826	camp, encampment, cantonment, bivouac
-n02945161	camp
-n02945813	camp, refugee camp
-n02945964	campaign hat
-n02946127	campanile, belfry
-n02946270	camp chair
-n02946348	camper, camping bus, motor home
-n02946509	camper trailer
-n02946753	campstool
-n02946824	camshaft
-n02946921	can, tin, tin can
-n02947212	canal
-n02947660	canal boat, narrow boat, narrowboat
-n02947818	candelabrum, candelabra
-n02947977	candid camera
-n02948072	candle, taper, wax light
-n02948293	candlepin
-n02948403	candlesnuffer
-n02948557	candlestick, candle holder
-n02948834	candlewick
-n02948942	candy thermometer
-n02949084	cane
-n02949202	cane
-n02949356	cangue
-n02949542	canister, cannister, tin
-n02950018	cannery
-n02950120	cannikin
-n02950186	cannikin
-n02950256	cannon
-n02950482	cannon
-n02950632	cannon
-n02950826	cannon
-n02950943	cannonball, cannon ball, round shot
-n02951358	canoe
-n02951585	can opener, tin opener
-n02951703	canopic jar, canopic vase
-n02951843	canopy
-n02952109	canopy
-n02952237	canopy
-n02952374	canteen
-n02952485	canteen
-n02952585	canteen
-n02952674	canteen, mobile canteen
-n02952798	canteen
-n02952935	cant hook
-n02953056	cantilever
-n02953197	cantilever bridge
-n02953455	cantle
-n02953552	Canton crepe
-n02953673	canvas, canvass
-n02953850	canvas, canvass
-n02954163	canvas tent, canvas, canvass
-n02954340	cap
-n02954938	cap
-n02955065	cap
-n02955247	capacitor, capacitance, condenser, electrical condenser
-n02955540	caparison, trapping, housing
-n02955767	cape, mantle
-n02956393	capital ship
-n02956699	capitol
-n02956795	cap opener
-n02956883	capote, hooded cloak
-n02957008	capote, hooded coat
-n02957135	cap screw
-n02957252	capstan
-n02957427	capstone, copestone, coping stone, stretcher
-n02957755	capsule
-n02957862	captain's chair
-n02958343	car, auto, automobile, machine, motorcar
-n02959942	car, railcar, railway car, railroad car
-n02960352	car, elevator car
-n02960690	carabiner, karabiner, snap ring
-n02960903	carafe, decanter
-n02961035	caravansary, caravanserai, khan, caravan inn
-n02961225	car battery, automobile battery
-n02961451	carbine
-n02961544	car bomb
-n02961947	carbon arc lamp, carbon arc
-n02962061	carboy
-n02962200	carburetor, carburettor
-n02962414	car carrier
-n02962843	cardcase
-n02962938	cardiac monitor, heart monitor
-n02963159	cardigan
-n02963302	card index, card catalog, card catalogue
-n02963503	cardiograph, electrocardiograph
-n02963692	cardioid microphone
-n02963821	car door
-n02963987	cardroom
-n02964075	card table
-n02964196	card table
-n02964295	car-ferry
-n02964634	cargo area, cargo deck, cargo hold, hold, storage area
-n02964843	cargo container
-n02964934	cargo door
-n02965024	cargo hatch
-n02965122	cargo helicopter
-n02965216	cargo liner
-n02965300	cargo ship, cargo vessel
-n02965529	carillon
-n02965783	car mirror
-n02966068	caroche
-n02966193	carousel, carrousel, merry-go-round, roundabout, whirligig
-n02966545	carpenter's hammer, claw hammer, clawhammer
-n02966687	carpenter's kit, tool kit
-n02966786	carpenter's level
-n02966942	carpenter's mallet
-n02967081	carpenter's rule
-n02967170	carpenter's square
-n02967294	carpetbag
-n02967407	carpet beater, rug beater
-n02967540	carpet loom
-n02967626	carpet pad, rug pad, underlay, underlayment
-n02967782	carpet sweeper, sweeper
-n02967991	carpet tack
-n02968074	carport, car port
-n02968210	carrack, carack
-n02968333	carrel, carrell, cubicle, stall
-n02968473	carriage, equipage, rig
-n02969010	carriage
-n02969163	carriage bolt
-n02969323	carriageway
-n02969527	carriage wrench
-n02969634	carrick bend
-n02969886	carrier
-n02970408	carryall, holdall, tote, tote bag
-n02970534	carrycot
-n02970685	car seat
-n02970849	cart
-n02971167	car tire, automobile tire, auto tire, rubber tire
-n02971356	carton
-n02971473	cartouche, cartouch
-n02971579	car train
-n02971691	cartridge
-n02971940	cartridge, pickup
-n02972397	cartridge belt
-n02972714	cartridge extractor, cartridge remover, extractor
-n02972934	cartridge fuse
-n02973017	cartridge holder, cartridge clip, clip, magazine
-n02973236	cartwheel
-n02973805	carving fork
-n02973904	carving knife
-n02974003	car wheel
-n02974348	caryatid
-n02974454	cascade liquefier
-n02974565	cascade transformer
-n02974697	case
-n02975212	case, display case, showcase, vitrine
-n02975589	case, compositor's case, typesetter's case
-n02975994	casein paint, casein
-n02976123	case knife, sheath knife
-n02976249	case knife
-n02976350	casement
-n02976455	casement window
-n02976552	casern
-n02976641	case shot, canister, canister shot
-n02976815	cash bar
-n02976939	cashbox, money box, till
-n02977058	cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM
-n02977330	cashmere
-n02977438	cash register, register
-n02977619	casing, case
-n02977936	casino, gambling casino
-n02978055	casket, jewel casket
-n02978205	casque
-n02978367	casquet, casquetel
-n02978478	Cassegrainian telescope, Gregorian telescope
-n02978753	casserole
-n02978881	cassette
-n02979074	cassette deck
-n02979186	cassette player
-n02979290	cassette recorder
-n02979399	cassette tape
-n02979516	cassock
-n02979836	cast, plaster cast, plaster bandage
-n02980036	caster, castor
-n02980203	caster, castor
-n02980441	castle
-n02980625	castle, rook
-n02981024	catacomb
-n02981198	catafalque
-n02981321	catalytic converter
-n02981565	catalytic cracker, cat cracker
-n02981792	catamaran
-n02981911	catapult, arbalest, arbalist, ballista, bricole, mangonel, onager, trebuchet, trebucket
-n02982232	catapult, launcher
-n02982416	catboat
-n02982515	cat box
-n02982599	catch
-n02983072	catchall
-n02983189	catcher's mask
-n02983357	catchment
-n02983507	Caterpillar, cat
-n02983904	cathedra, bishop's throne
-n02984061	cathedral
-n02984203	cathedral, duomo
-n02984469	catheter
-n02984699	cathode
-n02985137	cathode-ray tube, CRT
-n02985606	cat-o'-nine-tails, cat
-n02985828	cat's-paw
-n02985963	catsup bottle, ketchup bottle
-n02986066	cattle car
-n02986160	cattle guard, cattle grid
-n02986348	cattleship, cattle boat
-n02987047	cautery, cauterant
-n02987379	cavalier hat, slouch hat
-n02987492	cavalry sword, saber, sabre
-n02987706	cavetto
-n02987823	cavity wall
-n02987950	C battery
-n02988066	C-clamp
-n02988156	CD drive
-n02988304	CD player
-n02988486	CD-R, compact disc recordable, CD-WO, compact disc write-once
-n02988679	CD-ROM, compact disc read-only memory
-n02988963	CD-ROM drive
-n02989099	cedar chest
-n02990373	ceiling
-n02990758	celesta
-n02991048	cell, electric cell
-n02991302	cell, jail cell, prison cell
-n02991847	cellar, wine cellar
-n02992032	cellblock, ward
-n02992211	cello, violoncello
-n02992368	cellophane
-n02992529	cellular telephone, cellular phone, cellphone, cell, mobile phone
-n02992795	cellulose tape, Scotch tape, Sellotape
-n02993194	cenotaph, empty tomb
-n02993368	censer, thurible
-n02993546	center, centre
-n02994573	center punch
-n02994743	Centigrade thermometer
-n02995345	central processing unit, CPU, C.P.U., central processor, processor, mainframe
-n02995871	centrifugal pump
-n02995998	centrifuge, extractor, separator
-n02997391	ceramic
-n02997607	ceramic ware
-n02997910	cereal bowl
-n02998003	cereal box
-n02998107	cerecloth
-n02998563	cesspool, cesspit, sink, sump
-n02998696	chachka, tsatske, tshatshke, tchotchke
-n02998841	chador, chadar, chaddar, chuddar
-n02999138	chafing dish
-n02999410	chain
-n02999936	chain
-n03000134	chainlink fence
-n03000247	chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour
-n03000530	chain printer
-n03000684	chain saw, chainsaw
-n03001115	chain store
-n03001282	chain tongs
-n03001540	chain wrench
-n03001627	chair
-n03002096	chair
-n03002210	chair of state
-n03002341	chairlift, chair lift
-n03002555	chaise, shay
-n03002711	chaise longue, chaise, daybed
-n03002816	chalet
-n03002948	chalice, goblet
-n03003091	chalk
-n03003633	challis
-n03004275	chamberpot, potty, thunder mug
-n03004409	chambray
-n03004531	chamfer bit
-n03004620	chamfer plane
-n03004713	chamois cloth
-n03004824	chancel, sanctuary, bema
-n03005033	chancellery
-n03005147	chancery
-n03005285	chandelier, pendant, pendent
-n03005515	chandlery
-n03005619	chanfron, chamfron, testiere, frontstall, front-stall
-n03006626	chanter, melody pipe
-n03006788	chantry
-n03006903	chap
-n03007130	chapel
-n03007297	chapterhouse, fraternity house, frat house
-n03007444	chapterhouse
-n03007591	character printer, character-at-a-time printer, serial printer
-n03008177	charcuterie
-n03008817	charge-exchange accelerator
-n03008976	charger, battery charger
-n03009111	chariot
-n03009269	chariot
-n03009794	charnel house, charnel
-n03010473	chassis
-n03010656	chassis
-n03010795	chasuble
-n03010915	chateau
-n03011018	chatelaine
-n03011355	checker, chequer
-n03011741	checkout, checkout counter
-n03012013	cheekpiece
-n03012159	cheeseboard, cheese tray
-n03012373	cheesecloth
-n03012499	cheese cutter
-n03012644	cheese press
-n03012734	chemical bomb, gas bomb
-n03012897	chemical plant
-n03013006	chemical reactor
-n03013438	chemise, sack, shift
-n03013580	chemise, shimmy, shift, slip, teddy
-n03013850	chenille
-n03014440	chessman, chess piece
-n03014705	chest
-n03015149	chesterfield
-n03015254	chest of drawers, chest, bureau, dresser
-n03015478	chest protector
-n03015631	cheval-de-frise, chevaux-de-frise
-n03015851	cheval glass
-n03016209	chicane
-n03016389	chicken coop, coop, hencoop, henhouse
-n03016609	chicken wire
-n03016737	chicken yard, hen yard, chicken run, fowl run
-n03016868	chiffon
-n03016953	chiffonier, commode
-n03017070	child's room
-n03017168	chime, bell, gong
-n03017698	chimney breast
-n03017835	chimney corner, inglenook
-n03018209	china
-n03018349	china cabinet, china closet
-n03018614	chinchilla
-n03018712	Chinese lantern
-n03018848	Chinese puzzle
-n03019198	chinning bar
-n03019304	chino
-n03019434	chino
-n03019685	chin rest
-n03019806	chin strap
-n03019938	chintz
-n03020034	chip, microchip, micro chip, silicon chip, microprocessor chip
-n03020416	chip, poker chip
-n03020692	chisel
-n03021228	chlamys
-n03024064	choir
-n03024233	choir loft
-n03024333	choke
-n03024518	choke, choke coil, choking coil
-n03025070	chokey, choky
-n03025165	choo-choo
-n03025250	chopine, platform
-n03025886	chordophone
-n03026506	Christmas stocking
-n03026907	chronograph
-n03027001	chronometer
-n03027108	chronoscope
-n03027250	chuck
-n03027505	chuck wagon
-n03027625	chukka, chukka boot
-n03028079	church, church building
-n03028596	church bell
-n03028785	church hat
-n03029066	church key
-n03029197	church tower
-n03029296	churidars
-n03029445	churn, butter churn
-n03029925	ciderpress
-n03030262	cigar band
-n03030353	cigar box
-n03030557	cigar cutter
-n03030880	cigarette butt
-n03031012	cigarette case
-n03031152	cigarette holder
-n03031422	cigar lighter, cigarette lighter, pocket lighter
-n03031756	cinch, girth
-n03032252	cinema, movie theater, movie theatre, movie house, picture palace
-n03032453	cinquefoil
-n03032811	circle, round
-n03033267	circlet
-n03033362	circuit, electrical circuit, electric circuit
-n03033986	circuit board, circuit card, board, card, plug-in, add-in
-n03034244	circuit breaker, breaker
-n03034405	circuitry
-n03034516	circular plane, compass plane
-n03034663	circular saw, buzz saw
-n03035252	circus tent, big top, round top, top
-n03035510	cistern
-n03035715	cistern, water tank
-n03035832	cittern, cithern, cither, citole, gittern
-n03036022	city hall
-n03036149	cityscape
-n03036244	city university
-n03036341	civies, civvies
-n03036469	civilian clothing, civilian dress, civilian garb, plain clothes
-n03036701	clack valve, clack, clapper valve
-n03036866	clamp, clinch
-n03037108	clamshell, grapple
-n03037228	clapper, tongue
-n03037404	clapperboard
-n03037590	clarence
-n03037709	clarinet
-n03038041	Clark cell, Clark standard cell
-n03038281	clasp
-n03038480	clasp knife, jackknife
-n03038685	classroom, schoolroom
-n03038870	clavichord
-n03039015	clavier, Klavier
-n03039259	clay pigeon
-n03039353	claymore mine, claymore
-n03039493	claymore
-n03039827	cleaners, dry cleaners
-n03039947	cleaning implement, cleaning device, cleaning equipment
-n03040229	cleaning pad
-n03040376	clean room, white room
-n03040836	clearway
-n03041114	cleat
-n03041265	cleat
-n03041449	cleats
-n03041632	cleaver, meat cleaver, chopper
-n03041810	clerestory, clearstory
-n03042139	clevis
-n03042384	clews
-n03042490	cliff dwelling
-n03042697	climbing frame
-n03042829	clinch
-n03042984	clinch, clench
-n03043173	clincher
-n03043274	clinic
-n03043423	clinical thermometer, mercury-in-glass clinical thermometer
-n03043693	clinker, clinker brick
-n03043798	clinometer, inclinometer
-n03043958	clip
-n03044671	clip lead
-n03044801	clip-on
-n03044934	clipper
-n03045074	clipper
-n03045228	clipper, clipper ship
-n03045337	cloak
-n03045698	cloak
-n03045800	cloakroom, coatroom
-n03046029	cloche
-n03046133	cloche
-n03046257	clock
-n03046802	clock pendulum
-n03046921	clock radio
-n03047052	clock tower
-n03047171	clockwork
-n03047690	clog, geta, patten, sabot
-n03047799	cloisonne
-n03047941	cloister
-n03048883	closed circuit, loop
-n03049066	closed-circuit television
-n03049326	closed loop, closed-loop system
-n03049457	closet
-n03049782	closeup lens
-n03049924	cloth cap, flat cap
-n03050026	cloth covering
-n03050453	clothesbrush
-n03050546	clothes closet, clothespress
-n03050655	clothes dryer, clothes drier
-n03050864	clothes hamper, laundry basket, clothes basket, voider
-n03051041	clotheshorse
-n03051249	clothespin, clothes pin, clothes peg
-n03051396	clothes tree, coat tree, coat stand
-n03051540	clothing, article of clothing, vesture, wear, wearable, habiliment
-n03052464	clothing store, haberdashery, haberdashery store, mens store
-n03052917	clout nail, clout
-n03053047	clove hitch
-n03053976	club car, lounge car
-n03054491	clubroom
-n03054605	cluster bomb
-n03054901	clutch
-n03055159	clutch, clutch pedal
-n03055418	clutch bag, clutch
-n03055670	coach, four-in-hand, coach-and-four
-n03055857	coach house, carriage house, remise
-n03056097	coal car
-n03056215	coal chute
-n03056288	coal house
-n03056493	coal shovel
-n03056583	coaming
-n03056873	coaster brake
-n03057021	coat
-n03057541	coat button
-n03057636	coat closet
-n03057724	coatdress
-n03057841	coatee
-n03057920	coat hanger, clothes hanger, dress hanger
-n03058107	coating, coat
-n03058603	coating
-n03058949	coat of paint
-n03059103	coatrack, coat rack, hatrack
-n03059236	coattail
-n03059366	coaxial cable, coax, coax cable
-n03059685	cobweb
-n03059934	cobweb
-n03060728	Cockcroft and Walton accelerator, Cockcroft-Walton accelerator, Cockcroft and Walton voltage multiplier, Cockcroft-Walton voltage multiplier
-n03061050	cocked hat
-n03061211	cockhorse
-n03061345	cockleshell
-n03061505	cockpit
-n03061674	cockpit
-n03061819	cockpit
-n03061893	cockscomb, coxcomb
-n03062015	cocktail dress, sheath
-n03062122	cocktail lounge
-n03062245	cocktail shaker
-n03062336	cocotte
-n03062651	codpiece
-n03062798	coelostat
-n03062985	coffee can
-n03063073	coffee cup
-n03063199	coffee filter
-n03063338	coffee maker
-n03063485	coffee mill, coffee grinder
-n03063599	coffee mug
-n03063689	coffeepot
-n03063834	coffee stall
-n03063968	coffee table, cocktail table
-n03064250	coffee urn
-n03064350	coffer
-n03064562	Coffey still
-n03064758	coffin, casket
-n03064935	cog, sprocket
-n03065243	coif
-n03065424	coil, spiral, volute, whorl, helix
-n03065708	coil
-n03066232	coil
-n03066359	coil spring, volute spring
-n03066464	coin box
-n03066849	colander, cullender
-n03067093	cold cathode
-n03067212	cold chisel, set chisel
-n03067339	cold cream, coldcream, face cream, vanishing cream
-n03067518	cold frame
-n03068181	collar, neckband
-n03068998	collar
-n03069752	college
-n03070059	collet, collet chuck
-n03070193	collider
-n03070396	colliery, pit
-n03070587	collimator
-n03070854	collimator
-n03071021	cologne, cologne water, eau de cologne
-n03071160	colonnade
-n03071288	colonoscope
-n03071552	colorimeter, tintometer
-n03072056	colors, colours
-n03072201	color television, colour television, color television system, colour television system, color TV, colour TV
-n03072440	color tube, colour tube, color television tube, colour television tube, color TV tube, colour TV tube
-n03072682	color wash, colour wash
-n03073296	Colt
-n03073384	colter, coulter
-n03073545	columbarium
-n03073694	columbarium, cinerarium
-n03073977	column, pillar
-n03074380	column, pillar
-n03074855	comb
-n03075097	comb
-n03075248	comber
-n03075370	combination lock
-n03075500	combination plane
-n03075634	combine
-n03075768	comforter, pacifier, baby's dummy, teething ring
-n03075946	command module
-n03076411	commissary
-n03076623	commissary
-n03076708	commodity, trade good, good
-n03077442	common ax, common axe, Dayton ax, Dayton axe
-n03077616	common room
-n03077741	communications satellite
-n03078287	communication system
-n03078506	community center, civic center
-n03078670	commutator
-n03078802	commuter, commuter train
-n03078995	compact, powder compact
-n03079136	compact, compact car
-n03079230	compact disk, compact disc, CD
-n03079494	compact-disk burner, CD burner
-n03079616	companionway
-n03079741	compartment
-n03080309	compartment
-n03080497	compass
-n03080633	compass
-n03080731	compass card, mariner's compass
-n03080904	compass saw
-n03081859	compound
-n03081986	compound lens
-n03082127	compound lever
-n03082280	compound microscope
-n03082450	compress
-n03082656	compression bandage, tourniquet
-n03082807	compressor
-n03082979	computer, computing machine, computing device, data processor, electronic computer, information processing system
-n03084420	computer circuit
-n03084834	computerized axial tomography scanner, CAT scanner
-n03085013	computer keyboard, keypad
-n03085219	computer monitor
-n03085333	computer network
-n03085602	computer screen, computer display
-n03085781	computer store
-n03085915	computer system, computing system, automatic data processing system, ADP system, ADPS
-n03086183	concentration camp, stockade
-n03086457	concert grand, concert piano
-n03086580	concert hall
-n03086670	concertina
-n03086868	concertina
-n03087069	concrete mixer, cement mixer
-n03087245	condensation pump, diffusion pump
-n03087366	condenser, optical condenser
-n03087521	condenser
-n03087643	condenser
-n03087816	condenser microphone, capacitor microphone
-n03088389	condominium
-n03088580	condominium, condo
-n03088707	conductor
-n03089477	cone clutch, cone friction clutch
-n03089624	confectionery, confectionary, candy store
-n03089753	conference center, conference house
-n03089879	conference room
-n03090000	conference table, council table, council board
-n03090172	confessional
-n03090437	conformal projection, orthomorphic projection
-n03090710	congress boot, congress shoe, congress gaiter
-n03090856	conic projection, conical projection
-n03091044	connecting rod
-n03091223	connecting room
-n03091374	connection, connexion, connector, connecter, connective
-n03091907	conning tower
-n03092053	conning tower
-n03092166	conservatory, hothouse, indoor garden
-n03092314	conservatory, conservatoire
-n03092476	console
-n03092656	console
-n03092883	console table, console
-n03093427	consulate
-n03093792	contact, tangency
-n03094159	contact, contact lens
-n03094503	container
-n03095699	container ship, containership, container vessel
-n03095965	containment
-n03096439	contrabassoon, contrafagotto, double bassoon
-n03096960	control, controller
-n03097362	control center
-n03097535	control circuit, negative feedback circuit
-n03097673	control key, command key
-n03098140	control panel, instrument panel, control board, board, panel
-n03098515	control rod
-n03098688	control room
-n03098806	control system
-n03098959	control tower
-n03099147	convector
-n03099274	convenience store
-n03099454	convent
-n03099622	conventicle, meetinghouse
-n03099771	converging lens, convex lens
-n03099945	converter, convertor
-n03100240	convertible
-n03100346	convertible, sofa bed
-n03100490	conveyance, transport
-n03100897	conveyer belt, conveyor belt, conveyer, conveyor, transporter
-n03101156	cooker
-n03101302	cookfire
-n03101375	cookhouse
-n03101517	cookie cutter
-n03101664	cookie jar, cooky jar
-n03101796	cookie sheet, baking tray
-n03101986	cooking utensil, cookware
-n03102371	cookstove
-n03102516	coolant system
-n03102654	cooler, ice chest
-n03102859	cooling system, cooling
-n03103128	cooling system, engine cooling system
-n03103396	cooling tower
-n03103563	coonskin cap, coonskin
-n03103904	cope
-n03104019	coping saw
-n03104512	copperware
-n03105088	copyholder
-n03105214	coquille
-n03105306	coracle
-n03105467	corbel, truss
-n03105645	corbel arch
-n03105810	corbel step, corbie-step, corbiestep, crow step
-n03105974	corbie gable
-n03106722	cord, corduroy
-n03106898	cord, electric cord
-n03107046	cordage
-n03107488	cords, corduroys
-n03107716	core
-n03108455	core bit
-n03108624	core drill
-n03108759	corer
-n03108853	cork, bottle cork
-n03109033	corker
-n03109150	corkscrew, bottle screw
-n03109253	corncrib
-n03109693	corner, quoin
-n03109881	corner, nook
-n03110202	corner post
-n03110669	cornet, horn, trumpet, trump
-n03111041	cornice
-n03111177	cornice
-n03111296	cornice, valance, valance board, pelmet
-n03111690	correctional institution
-n03112240	corrugated fastener, wiggle nail
-n03112719	corselet, corslet
-n03112869	corset, girdle, stays
-n03113152	cosmetic
-n03113505	cosmotron
-n03113657	costume
-n03113835	costume
-n03114041	costume
-n03114236	costume
-n03114379	cosy, tea cosy, cozy, tea cozy
-n03114504	cot, camp bed
-n03114743	cottage tent
-n03114839	cotter, cottar
-n03115014	cotter pin
-n03115180	cotton
-n03115400	cotton flannel, Canton flannel
-n03115663	cotton mill
-n03115762	couch
-n03115897	couch
-n03116008	couchette
-n03116163	coude telescope, coude system
-n03116530	counter
-n03116767	counter, tabulator
-n03117199	counter
-n03117642	counterbore, countersink, countersink bit
-n03118346	counter tube
-n03118969	country house
-n03119203	country store, general store, trading post
-n03119396	coupe
-n03119510	coupling, coupler
-n03120198	court, courtyard
-n03120491	court
-n03120778	court, courtroom
-n03121040	court
-n03121190	Courtelle
-n03121298	courthouse
-n03121431	courthouse
-n03121897	coverall
-n03122073	covered bridge
-n03122202	covered couch
-n03122295	covered wagon, Conestoga wagon, Conestoga, prairie wagon, prairie schooner
-n03122748	covering
-n03123553	coverlet
-n03123666	cover plate
-n03123809	cowbarn, cowshed, cow barn, cowhouse, byre
-n03123917	cowbell
-n03124043	cowboy boot
-n03124170	cowboy hat, ten-gallon hat
-n03124313	cowhide
-n03124474	cowl
-n03124590	cow pen, cattle pen, corral
-n03125057	CPU board, mother board
-n03125588	crackle, crackleware, crackle china
-n03125729	cradle
-n03125870	craft
-n03126090	cramp, cramp iron
-n03126385	crampon, crampoon, climbing iron, climber
-n03126580	crampon, crampoon
-n03126707	crane
-n03126927	craniometer
-n03127024	crank, starter
-n03127203	crankcase
-n03127408	crankshaft
-n03127531	crash barrier
-n03127747	crash helmet
-n03127925	crate
-n03128085	cravat
-n03128248	crayon, wax crayon
-n03128427	crazy quilt
-n03128519	cream, ointment, emollient
-n03129001	cream pitcher, creamer
-n03129471	creche, foundling hospital
-n03129636	creche
-n03129753	credenza, credence
-n03129848	creel
-n03130066	crematory, crematorium, cremation chamber
-n03130233	crematory, crematorium
-n03130563	crepe, crape
-n03130761	crepe de Chine
-n03130866	crescent wrench
-n03131193	cretonne
-n03131574	crib, cot
-n03131669	crib
-n03131967	cricket ball
-n03132076	cricket bat, bat
-n03132261	cricket equipment
-n03132438	cringle, eyelet, loop, grommet, grummet
-n03132666	crinoline
-n03132776	crinoline
-n03133050	crochet needle, crochet hook
-n03133415	crock, earthenware jar
-n03133878	Crock Pot
-n03134118	crook, shepherd's crook
-n03134232	Crookes radiometer
-n03134394	Crookes tube
-n03134739	croquet ball
-n03134853	croquet equipment
-n03135030	croquet mallet
-n03135532	cross
-n03135656	crossbar
-n03135788	crossbar
-n03135917	crossbar
-n03136051	crossbench
-n03136254	cross bit
-n03136369	crossbow
-n03136504	crosscut saw, crosscut handsaw, cutoff saw
-n03137473	crossjack, mizzen course
-n03137579	crosspiece
-n03138128	crotchet
-n03138217	croupier's rake
-n03138344	crowbar, wrecking bar, pry, pry bar
-n03138669	crown, diadem
-n03139089	crown, crownwork, jacket, jacket crown, cap
-n03139464	crown jewels
-n03139640	crown lens
-n03139998	crow's nest
-n03140126	crucible, melting pot
-n03140292	crucifix, rood, rood-tree
-n03140431	cruet, crewet
-n03140546	cruet-stand
-n03140652	cruise control
-n03140771	cruise missile
-n03140900	cruiser
-n03141065	cruiser, police cruiser, patrol car, police car, prowl car, squad car
-n03141327	cruise ship, cruise liner
-n03141455	crupper
-n03141612	cruse
-n03141702	crusher
-n03141823	crutch
-n03142099	cryometer
-n03142205	cryoscope
-n03142325	cryostat
-n03142431	crypt
-n03142679	crystal, watch crystal, watch glass
-n03143400	crystal detector
-n03143572	crystal microphone
-n03143754	crystal oscillator, quartz oscillator
-n03144156	crystal set
-n03144873	cubitiere
-n03144982	cucking stool, ducking stool
-n03145147	cuckoo clock
-n03145277	cuddy
-n03145384	cudgel
-n03145522	cue, cue stick, pool cue, pool stick
-n03145719	cue ball
-n03145843	cuff, turnup
-n03146219	cuirass
-n03146342	cuisse
-n03146449	cul, cul de sac, dead end
-n03146560	culdoscope
-n03146687	cullis
-n03146777	culotte
-n03146846	cultivator, tiller
-n03147084	culverin
-n03147156	culverin
-n03147280	culvert
-n03147509	cup
-n03148324	cupboard, closet
-n03148518	cup hook
-n03148727	cupola
-n03148808	cupola
-n03149135	curb, curb bit
-n03149401	curb roof
-n03149686	curbstone, kerbstone
-n03149810	curette, curet
-n03150232	curler, hair curler, roller, crimper
-n03150511	curling iron
-n03150661	currycomb
-n03150795	cursor, pointer
-n03151077	curtain, drape, drapery, mantle, pall
-n03152303	customhouse, customshouse
-n03152951	cutaway, cutaway drawing, cutaway model
-n03153246	cutlas, cutlass
-n03153585	cutoff
-n03153948	cutout
-n03154073	cutter, cutlery, cutting tool
-n03154316	cutter
-n03154446	cutting implement
-n03154616	cutting room
-n03154745	cutty stool
-n03154895	cutwork
-n03155178	cybercafe
-n03155502	cyclopean masonry
-n03155915	cyclostyle
-n03156071	cyclotron
-n03156279	cylinder
-n03156405	cylinder, piston chamber
-n03156767	cylinder lock
-n03157348	cymbal
-n03158186	dacha
-n03158414	Dacron, Terylene
-n03158668	dado
-n03158796	dado plane
-n03158885	dagger, sticker
-n03159535	dairy, dairy farm
-n03159640	dais, podium, pulpit, rostrum, ambo, stump, soapbox
-n03160001	daisy print wheel, daisy wheel
-n03160186	daisywheel printer
-n03160309	dam, dike, dyke
-n03160740	damask
-n03161016	dampener, moistener
-n03161450	damper, muffler
-n03161893	damper block, piano damper
-n03162297	dark lantern, bull's-eye
-n03162460	darkroom
-n03162556	darning needle, embroidery needle
-n03162714	dart
-n03162818	dart
-n03163222	dashboard, fascia
-n03163381	dashiki, daishiki
-n03163488	dash-pot
-n03163798	data converter
-n03163973	data input device, input device
-n03164192	data multiplexer
-n03164344	data system, information system
-n03164605	davenport
-n03164722	davenport
-n03164929	davit
-n03165096	daybed, divan bed
-n03165211	daybook, ledger
-n03165466	day nursery, day care center
-n03165616	day school
-n03165823	dead axle
-n03165955	deadeye
-n03166120	deadhead
-n03166514	deanery
-n03166600	deathbed
-n03166685	death camp
-n03166809	death house, death row
-n03166951	death knell, death bell
-n03167153	death seat
-n03167978	deck
-n03168107	deck
-n03168217	deck chair, beach chair
-n03168543	deck-house
-n03168663	deckle
-n03168774	deckle edge, deckle
-n03168933	declinometer, transit declinometer
-n03169063	decoder
-n03169176	decolletage
-n03170292	decoupage
-n03170459	dedicated file server
-n03170635	deep-freeze, Deepfreeze, deep freezer, freezer
-n03170872	deerstalker
-n03171228	defense system, defence system
-n03171356	defensive structure, defense, defence
-n03171635	defibrillator
-n03171910	defilade
-n03172038	deflector
-n03172738	delayed action
-n03172965	delay line
-n03173270	delft
-n03173387	delicatessen, deli, food shop
-n03173929	delivery truck, delivery van, panel truck
-n03174079	delta wing
-n03174450	demijohn
-n03174731	demitasse
-n03175081	den
-n03175189	denim, dungaree, jean
-n03175301	densimeter, densitometer
-n03175457	densitometer
-n03175604	dental appliance
-n03175843	dental floss, floss
-n03175983	dental implant
-n03176238	dentist's drill, burr drill
-n03176386	denture, dental plate, plate
-n03176594	deodorant, deodourant
-n03176763	department store, emporium
-n03177059	departure lounge
-n03177165	depilatory, depilator, epilator
-n03177708	depressor
-n03178000	depth finder
-n03178173	depth gauge, depth gage
-n03178430	derrick
-n03178538	derrick
-n03178674	derringer
-n03179701	desk
-n03179910	desk phone
-n03180011	desktop computer
-n03180384	dessert spoon
-n03180504	destroyer, guided missile destroyer
-n03180732	destroyer escort
-n03180865	detached house, single dwelling
-n03180969	detector, sensor, sensing element
-n03181293	detector
-n03181667	detention home, detention house, house of detention, detention camp
-n03182140	detonating fuse
-n03182232	detonator, detonating device, cap
-n03182912	developer
-n03183080	device
-n03185868	Dewar flask, Dewar
-n03186199	dhoti
-n03186285	dhow
-n03186818	dial, telephone dial
-n03187037	dial
-n03187153	dial
-n03187268	dialog box, panel
-n03187595	dial telephone, dial phone
-n03187751	dialyzer, dialysis machine
-n03188290	diamante
-n03188531	diaper, nappy, napkin
-n03188725	diaper
-n03188871	diaphone
-n03189083	diaphragm, stop
-n03189311	diaphragm
-n03189818	diathermy machine
-n03190458	dibble, dibber
-n03191286	dice cup, dice box
-n03191451	dicer
-n03191561	dickey, dickie, dicky, shirtfront
-n03191776	dickey, dickie, dicky, dickey-seat, dickie-seat, dicky-seat
-n03192543	Dictaphone
-n03192907	die
-n03193107	diesel, diesel engine, diesel motor
-n03193260	diesel-electric locomotive, diesel-electric
-n03193423	diesel-hydraulic locomotive, diesel-hydraulic
-n03193597	diesel locomotive
-n03193754	diestock
-n03194170	differential analyzer
-n03194297	differential gear, differential
-n03194812	diffuser, diffusor
-n03194992	diffuser, diffusor
-n03195332	digester
-n03195485	diggings, digs, domiciliation, lodgings, pad
-n03195799	digital-analog converter, digital-to-analog converter
-n03195959	digital audiotape, DAT
-n03196062	digital camera
-n03196217	digital clock
-n03196324	digital computer
-n03196598	digital display, alphanumeric display
-n03196990	digital subscriber line, DSL
-n03197201	digital voltmeter
-n03197337	digital watch
-n03197446	digitizer, digitiser, analog-digital converter, analog-to-digital converter
-n03198223	dilator, dilater
-n03198500	dildo
-n03199358	dimity
-n03199488	dimmer
-n03199647	diner
-n03199775	dinette
-n03199901	dinghy, dory, rowboat
-n03200231	dining area
-n03200357	dining car, diner, dining compartment, buffet car
-n03200539	dining-hall
-n03200701	dining room, dining-room
-n03200906	dining-room furniture
-n03201035	dining-room table
-n03201208	dining table, board
-n03201529	dinner bell
-n03201638	dinner dress, dinner gown, formal, evening gown
-n03201776	dinner jacket, tux, tuxedo, black tie
-n03201895	dinner napkin
-n03201996	dinner pail, dinner bucket
-n03202354	dinner table
-n03202481	dinner theater, dinner theatre
-n03202760	diode, semiconductor diode, junction rectifier, crystal rectifier
-n03202940	diode, rectifying tube, rectifying valve
-n03203089	dip
-n03203806	diplomatic building
-n03204134	dipole, dipole antenna
-n03204306	dipper
-n03204436	dipstick
-n03204558	DIP switch, dual inline package switch
-n03204955	directional antenna
-n03205143	directional microphone
-n03205304	direction finder
-n03205458	dirk
-n03205574	dirndl
-n03205669	dirndl
-n03205903	dirty bomb
-n03206023	discharge lamp
-n03206158	discharge pipe
-n03206282	disco, discotheque
-n03206405	discount house, discount store, discounter, wholesale house
-n03206602	discus, saucer
-n03206718	disguise
-n03206908	dish
-n03207305	dish, dish aerial, dish antenna, saucer
-n03207548	dishpan
-n03207630	dish rack
-n03207743	dishrag, dishcloth
-n03207835	dishtowel, dish towel, tea towel
-n03207941	dishwasher, dish washer, dishwashing machine
-n03208556	disk, disc
-n03208938	disk brake, disc brake
-n03209359	disk clutch
-n03209477	disk controller
-n03209666	disk drive, disc drive, hard drive, Winchester drive
-n03209910	diskette, floppy, floppy disk
-n03210245	disk harrow, disc harrow
-n03210372	dispatch case, dispatch box
-n03210552	dispensary
-n03210683	dispenser
-n03211117	display, video display
-n03211413	display adapter, display adaptor
-n03211616	display panel, display board, board
-n03211789	display window, shop window, shopwindow, show window
-n03212114	disposal, electric pig, garbage disposal
-n03212247	disrupting explosive, bursting explosive
-n03212406	distaff
-n03212811	distillery, still
-n03213014	distributor, distributer, electrical distributor
-n03213361	distributor cam
-n03213538	distributor cap
-n03213715	distributor housing
-n03213826	distributor point, breaker point, point
-n03214253	ditch
-n03214450	ditch spade, long-handled spade
-n03214582	ditty bag
-n03214966	divan
-n03215076	divan, diwan
-n03215191	dive bomber
-n03215337	diverging lens, concave lens
-n03215508	divided highway, dual carriageway
-n03215749	divider
-n03215930	diving bell
-n03216199	divining rod, dowser, dowsing rod, waterfinder, water finder
-n03216402	diving suit, diving dress
-n03216562	dixie
-n03216710	Dixie cup, paper cup
-n03216828	dock, dockage, docking facility
-n03217653	doeskin
-n03217739	dogcart
-n03217889	doggie bag, doggy bag
-n03218198	dogsled, dog sled, dog sleigh
-n03218446	dog wrench
-n03219010	doily, doyley, doyly
-n03219135	doll, dolly
-n03219483	dollhouse, doll's house
-n03219612	dolly
-n03219859	dolman
-n03219966	dolman, dolman jacket
-n03220095	dolman sleeve
-n03220237	dolmen, cromlech, portal tomb
-n03220513	dome
-n03220692	dome, domed stadium, covered stadium
-n03221059	domino, half mask, eye mask
-n03221351	dongle
-n03221540	donkey jacket
-n03221720	door
-n03222176	door
-n03222318	door
-n03222516	doorbell, bell, buzzer
-n03222722	doorframe, doorcase
-n03222857	doorjamb, doorpost
-n03223162	doorlock
-n03223299	doormat, welcome mat
-n03223441	doornail
-n03223553	doorplate
-n03223686	doorsill, doorstep, threshold
-n03223923	doorstop, doorstopper
-n03224490	Doppler radar
-n03224603	dormer, dormer window
-n03224753	dormer window
-n03224893	dormitory, dorm, residence hall, hall, student residence
-n03225108	dormitory, dormitory room, dorm room
-n03225458	dosemeter, dosimeter
-n03225616	dossal, dossel
-n03225777	dot matrix printer, matrix printer, dot printer
-n03225988	double bed
-n03226090	double-bitted ax, double-bitted axe, Western ax, Western axe
-n03226254	double boiler, double saucepan
-n03226375	double-breasted jacket
-n03226538	double-breasted suit
-n03226880	double door
-n03227010	double glazing
-n03227184	double-hung window
-n03227317	double knit
-n03227721	doubler
-n03227856	double reed
-n03228016	double-reed instrument, double reed
-n03228254	doublet
-n03228365	doubletree
-n03228533	douche, douche bag
-n03228692	dovecote, columbarium, columbary
-n03228796	Dover's powder
-n03228967	dovetail, dovetail joint
-n03229115	dovetail plane
-n03229244	dowel, dowel pin, joggle
-n03229526	downstage
-n03231160	drafting instrument
-n03231368	drafting table, drawing table
-n03231819	Dragunov
-n03232309	drainage ditch
-n03232417	drainage system
-n03232543	drain basket
-n03232815	drainplug
-n03232923	drape
-n03233123	drapery
-n03233624	drawbar
-n03233744	drawbridge, lift bridge
-n03233905	drawer
-n03234164	drawers, underdrawers, shorts, boxers, boxershorts
-n03234952	drawing chalk
-n03235042	drawing room, withdrawing room
-n03235180	drawing room
-n03235327	drawknife, drawshave
-n03235796	drawstring bag
-n03235979	dray, camion
-n03236093	dreadnought, dreadnaught
-n03236217	dredge
-n03236423	dredger
-n03236580	dredging bucket
-n03236735	dress, frock
-n03237212	dress blues, dress whites
-n03237340	dresser
-n03237416	dress hat, high hat, opera hat, silk hat, stovepipe, top hat, topper, beaver
-n03237639	dressing, medical dressing
-n03237839	dressing case
-n03237992	dressing gown, robe-de-chambre, lounging robe
-n03238131	dressing room
-n03238286	dressing sack, dressing sacque
-n03238586	dressing table, dresser, vanity, toilet table
-n03238762	dress rack
-n03238879	dress shirt, evening shirt
-n03239054	dress suit, full dress, tailcoat, tail coat, tails, white tie, white tie and tails
-n03239259	dress uniform
-n03239607	drift net
-n03239726	drill
-n03240140	electric drill
-n03240683	drilling platform, offshore rig
-n03240892	drill press
-n03241093	drill rig, drilling rig, oilrig, oil rig
-n03241335	drinking fountain, water fountain, bubbler
-n03241496	drinking vessel
-n03241903	drip loop
-n03242120	drip mat
-n03242264	drip pan
-n03242390	dripping pan, drip pan
-n03242506	drip pot
-n03242995	drive
-n03243218	drive
-n03243625	drive line, drive line system
-n03244047	driver, number one wood
-n03244231	driveshaft
-n03244388	driveway, drive, private road
-n03244775	driving iron, one iron
-n03244919	driving wheel
-n03245271	drogue, drogue chute, drogue parachute
-n03245421	drogue parachute
-n03245724	drone, drone pipe, bourdon
-n03245889	drone, pilotless aircraft, radio-controlled aircraft
-n03246197	drop arch
-n03246312	drop cloth
-n03246454	drop curtain, drop cloth, drop
-n03246653	drop forge, drop hammer, drop press
-n03246933	drop-leaf table
-n03247083	dropper, eye dropper
-n03247351	droshky, drosky
-n03247495	drove, drove chisel
-n03248835	drugget
-n03249342	drugstore, apothecary's shop, chemist's, chemist's shop, pharmacy
-n03249569	drum, membranophone, tympan
-n03249956	drum, metal drum
-n03250089	drum brake
-n03250279	drumhead, head
-n03250405	drum printer
-n03250588	drum sander, electric sander, sander, smoother
-n03250847	drumstick
-n03250952	dry battery
-n03251100	dry-bulb thermometer
-n03251280	dry cell
-n03251533	dry dock, drydock, graving dock
-n03251766	dryer, drier
-n03251932	dry fly
-n03252231	dry kiln
-n03252324	dry masonry
-n03252422	dry point
-n03252637	dry wall, dry-stone wall
-n03252787	dual scan display
-n03253071	duck
-n03253187	duckboard
-n03253279	duckpin
-n03253714	dudeen
-n03253796	duffel, duffle
-n03253886	duffel bag, duffle bag, duffel, duffle
-n03254046	duffel coat, duffle coat
-n03254189	dugout
-n03254374	dugout canoe, dugout, pirogue
-n03254625	dulciana
-n03254737	dulcimer
-n03254862	dulcimer
-n03255030	dumbbell
-n03255167	dumb bomb, gravity bomb
-n03255322	dumbwaiter, food elevator
-n03255488	dumdum, dumdum bullet
-n03255899	dumpcart
-n03256032	Dumpster
-n03256166	dump truck, dumper, tipper truck, tipper lorry, tip truck, tipper
-n03256472	Dumpy level
-n03256631	dunce cap, dunce's cap, fool's cap
-n03256788	dune buggy, beach buggy
-n03256928	dungeon
-n03257065	duplex apartment, duplex
-n03257210	duplex house, duplex, semidetached house
-n03257586	duplicator, copier
-n03258192	dust bag, vacuum bag
-n03258330	dustcloth, dustrag, duster
-n03258456	dust cover
-n03258577	dust cover, dust sheet
-n03258905	dustmop, dust mop, dry mop
-n03259009	dustpan
-n03259280	Dutch oven
-n03259401	Dutch oven
-n03259505	dwelling, home, domicile, abode, habitation, dwelling house
-n03260206	dye-works
-n03260504	dynamo
-n03260733	dynamometer, ergometer
-n03260849	Eames chair
-n03261019	earflap, earlap
-n03261263	early warning radar
-n03261395	early warning system
-n03261603	earmuff
-n03261776	earphone, earpiece, headphone, phone
-n03262072	earplug
-n03262248	earplug
-n03262519	earthenware
-n03262717	earthwork
-n03262809	easel
-n03262932	easy chair, lounge chair, overstuffed chair
-n03263076	eaves
-n03263338	ecclesiastical attire, ecclesiastical robe
-n03263640	echinus
-n03263758	echocardiograph
-n03264906	edger
-n03265032	edge tool
-n03265754	efficiency apartment
-n03266195	egg-and-dart, egg-and-anchor, egg-and-tongue
-n03266371	eggbeater, eggwhisk
-n03266620	egg timer
-n03266749	eiderdown, duvet, continental quilt
-n03267113	eight ball
-n03267468	ejection seat, ejector seat, capsule
-n03267696	elastic
-n03267821	elastic bandage
-n03268142	Elastoplast
-n03268311	elbow
-n03268645	elbow pad
-n03268790	electric, electric automobile, electric car
-n03268918	electrical cable
-n03269073	electrical contact
-n03269203	electrical converter
-n03269401	electrical device
-n03270165	electrical system
-n03270695	electric bell
-n03270854	electric blanket
-n03271030	electric chair, chair, death chair, hot seat
-n03271260	electric clock
-n03271376	electric-discharge lamp, gas-discharge lamp
-n03271574	electric fan, blower
-n03271765	electric frying pan
-n03271865	electric furnace
-n03272010	electric guitar
-n03272125	electric hammer
-n03272239	electric heater, electric fire
-n03272383	electric lamp
-n03272562	electric locomotive
-n03272810	electric meter, power meter
-n03272940	electric mixer
-n03273061	electric motor
-n03273551	electric organ, electronic organ, Hammond organ, organ
-n03273740	electric range
-n03273913	electric refrigerator, fridge
-n03274265	electric toothbrush
-n03274435	electric typewriter
-n03274561	electro-acoustic transducer
-n03274796	electrode
-n03275125	electrodynamometer
-n03275311	electroencephalograph
-n03275566	electrograph
-n03275681	electrolytic, electrolytic capacitor, electrolytic condenser
-n03275864	electrolytic cell
-n03276179	electromagnet
-n03276696	electrometer
-n03276839	electromyograph
-n03277004	electron accelerator
-n03277149	electron gun
-n03277459	electronic balance
-n03277602	electronic converter
-n03277771	electronic device
-n03278248	electronic equipment
-n03278914	electronic fetal monitor, electronic foetal monitor, fetal monitor, foetal monitor
-n03279153	electronic instrument, electronic musical instrument
-n03279364	electronic voltmeter
-n03279508	electron microscope
-n03279804	electron multiplier
-n03279918	electrophorus
-n03280216	electroscope
-n03280394	electrostatic generator, electrostatic machine, Wimshurst machine, Van de Graaff generator
-n03280644	electrostatic printer
-n03281145	elevator, lift
-n03281524	elevator
-n03281673	elevator shaft
-n03282060	embankment
-n03282295	embassy
-n03282401	embellishment
-n03283221	emergency room, ER
-n03283413	emesis basin
-n03283827	emitter
-n03284308	empty
-n03284482	emulsion, photographic emulsion
-n03284743	enamel
-n03284886	enamel
-n03284981	enamelware
-n03285578	encaustic
-n03285730	encephalogram, pneumoencephalogram
-n03285912	enclosure
-n03286572	endoscope
-n03287351	energizer, energiser
-n03287733	engine
-n03288003	engine
-n03288500	engineering, engine room
-n03288643	enginery
-n03288742	English horn, cor anglais
-n03288886	English saddle, English cavalry saddle
-n03289660	enlarger
-n03289985	ensemble
-n03290096	ensign
-n03290195	entablature
-n03290653	entertainment center
-n03291413	entrenching tool, trenching spade
-n03291551	entrenchment, intrenchment
-n03291741	envelope
-n03291819	envelope
-n03291963	envelope, gasbag
-n03292085	eolith
-n03292362	epauliere
-n03292475	epee
-n03292603	epergne
-n03292736	epicyclic train, epicyclic gear train
-n03292960	epidiascope
-n03293095	epilating wax
-n03293741	equalizer, equaliser
-n03293863	equatorial
-n03294048	equipment
-n03294604	erasable programmable read-only memory, EPROM
-n03294833	eraser
-n03295012	erecting prism
-n03295140	erection
-n03295246	Erlenmeyer flask
-n03295928	escape hatch
-n03296081	escapement
-n03296217	escape wheel
-n03296328	escarpment, escarp, scarp, protective embankment
-n03296478	escutcheon, scutcheon
-n03296963	esophagoscope, oesophagoscope
-n03297103	espadrille
-n03297226	espalier
-n03297495	espresso maker
-n03297644	espresso shop
-n03297735	establishment
-n03298089	estaminet
-n03298352	estradiol patch
-n03298716	etagere
-n03298858	etamine, etamin
-n03299406	etching
-n03300216	ethernet
-n03300443	ethernet cable
-n03301175	Eton jacket
-n03301291	etui
-n03301389	eudiometer
-n03301568	euphonium
-n03301833	evaporative cooler
-n03301940	evening bag
-n03302671	exercise bike, exercycle
-n03302790	exercise device
-n03302938	exhaust, exhaust system
-n03303217	exhaust fan
-n03303669	exhaust valve
-n03303831	exhibition hall, exhibition area
-n03304197	Exocet
-n03304323	expansion bit, expansive bit
-n03304465	expansion bolt
-n03305300	explosive detection system, EDS
-n03305522	explosive device
-n03305953	explosive trace detection, ETD
-n03306385	express, limited
-n03306869	extension, telephone extension, extension phone
-n03307037	extension cord
-n03307573	external-combustion engine
-n03307792	external drive
-n03308152	extractor
-n03308481	eyebrow pencil
-n03308614	eyecup, eyebath, eye cup
-n03309110	eyeliner
-n03309356	eyepatch, patch
-n03309465	eyepiece, ocular
-n03309687	eyeshadow
-n03309808	fabric, cloth, material, textile
-n03313333	facade, frontage, frontal
-n03314227	face guard
-n03314378	face mask
-n03314608	faceplate
-n03314780	face powder
-n03314884	face veil
-n03315644	facing, cladding
-n03315805	facing
-n03315990	facing, veneer
-n03316105	facsimile, facsimile machine, fax
-n03316406	factory, mill, manufacturing plant, manufactory
-n03316873	factory ship
-n03317233	fagot, faggot
-n03317510	fagot stitch, faggot stitch
-n03317673	Fahrenheit thermometer
-n03317788	faience
-n03317889	faille
-n03318136	fairlead
-n03318294	fairy light
-n03318865	falchion
-n03318983	fallboard, fall-board
-n03319167	fallout shelter
-n03319457	false face
-n03319576	false teeth
-n03319745	family room
-n03320046	fan
-n03320262	fan belt
-n03320421	fan blade
-n03320519	fancy dress, masquerade, masquerade costume
-n03320845	fanion
-n03320959	fanlight
-n03321103	fanjet, fan-jet, fanjet engine, turbojet, turbojet engine, turbofan, turbofan engine
-n03321419	fanjet, fan-jet, turbofan, turbojet
-n03321563	fanny pack, butt pack
-n03321843	fan tracery
-n03321954	fan vaulting
-n03322570	farm building
-n03322704	farmer's market, green market, greenmarket
-n03322836	farmhouse
-n03322940	farm machine
-n03323096	farmplace, farm-place, farmstead
-n03323211	farmyard
-n03323319	farthingale
-n03323703	fastener, fastening, holdfast, fixing
-n03324629	fast reactor
-n03324814	fat farm
-n03324928	fatigues
-n03325088	faucet, spigot
-n03325288	fauld
-n03325403	fauteuil
-n03325584	feather boa, boa
-n03325691	featheredge
-n03325941	fedora, felt hat, homburg, Stetson, trilby
-n03326073	feedback circuit, feedback loop
-n03326371	feedlot
-n03326475	fell, felled seam
-n03326660	felloe, felly
-n03326795	felt
-n03326948	felt-tip pen, felt-tipped pen, felt tip, Magic Marker
-n03327133	felucca
-n03327234	fence, fencing
-n03327553	fencing mask, fencer's mask
-n03327691	fencing sword
-n03327841	fender, wing
-n03328201	fender, buffer, cowcatcher, pilot
-n03329302	Ferris wheel
-n03329536	ferrule, collet
-n03329663	ferry, ferryboat
-n03330002	ferule
-n03330665	festoon
-n03330792	fetoscope, foetoscope
-n03330947	fetter, hobble
-n03331077	fez, tarboosh
-n03331244	fiber, fibre, vulcanized fiber
-n03331599	fiber optic cable, fibre optic cable
-n03332005	fiberscope
-n03332173	fichu
-n03332271	fiddlestick, violin bow
-n03332393	field artillery, field gun
-n03332591	field coil, field winding
-n03332784	field-effect transistor, FET
-n03332989	field-emission microscope
-n03333129	field glass, glass, spyglass
-n03333252	field hockey ball
-n03333349	field hospital
-n03333610	field house, sports arena
-n03333711	field lens
-n03333851	field magnet
-n03334017	field-sequential color television, field-sequential color TV, field-sequential color television system, field-sequential color TV system
-n03334291	field tent
-n03334382	fieldwork
-n03334492	fife
-n03334912	fifth wheel, spare
-n03335030	fighter, fighter aircraft, attack aircraft
-n03335333	fighting chair
-n03335461	fig leaf
-n03335846	figure eight, figure of eight
-n03336168	figure loom, figured-fabric loom
-n03336282	figure skate
-n03336575	filament
-n03336742	filature
-n03336839	file
-n03337140	file, file cabinet, filing cabinet
-n03337383	file folder
-n03337494	file server
-n03337822	filigree, filagree, fillagree
-n03338287	filling
-n03338821	film, photographic film
-n03339296	film, plastic film
-n03339529	film advance
-n03339643	filter
-n03340009	filter
-n03340723	finder, viewfinder, view finder
-n03340923	finery
-n03341035	fine-tooth comb, fine-toothed comb
-n03341153	finger
-n03341297	fingerboard
-n03341606	finger bowl
-n03342015	finger paint, fingerpaint
-n03342127	finger-painting
-n03342262	finger plate, escutcheon, scutcheon
-n03342432	fingerstall, cot
-n03342657	finish coat, finishing coat
-n03342863	finish coat, finishing coat
-n03342961	finisher
-n03343047	fin keel
-n03343234	fipple
-n03343354	fipple flute, fipple pipe, recorder, vertical flute
-n03343560	fire
-n03343737	fire alarm, smoke alarm
-n03343853	firearm, piece, small-arm
-n03344305	fire bell
-n03344393	fireboat
-n03344509	firebox
-n03344642	firebrick
-n03344784	fire control radar
-n03344935	fire control system
-n03345487	fire engine, fire truck
-n03345837	fire extinguisher, extinguisher, asphyxiator
-n03346135	fire iron
-n03346289	fireman's ax, fireman's axe
-n03346455	fireplace, hearth, open fireplace
-n03347037	fire screen, fireguard
-n03347472	fire tongs, coal tongs
-n03347617	fire tower
-n03348142	firewall
-n03348868	firing chamber, gun chamber
-n03349020	firing pin
-n03349296	firkin
-n03349367	firmer chisel
-n03349469	first-aid kit
-n03349599	first-aid station
-n03349771	first base
-n03349892	first class
-n03350204	fishbowl, fish bowl, goldfish bowl
-n03350352	fisherman's bend
-n03350456	fisherman's knot, true lover's knot, truelove knot
-n03350602	fisherman's lure, fish lure
-n03351151	fishhook
-n03351262	fishing boat, fishing smack, fishing vessel
-n03351434	fishing gear, tackle, fishing tackle, fishing rig, rig
-n03351979	fishing rod, fishing pole
-n03352232	fish joint
-n03352366	fish knife
-n03352628	fishnet, fishing net
-n03352961	fish slice
-n03353281	fitment
-n03353951	fixative
-n03354207	fixer-upper
-n03354903	flag
-n03355468	flageolet, treble recorder, shepherd's pipe
-n03355768	flagon
-n03355925	flagpole, flagstaff
-n03356038	flagship
-n03356279	flail
-n03356446	flambeau
-n03356559	flamethrower
-n03356858	flange, rim
-n03356982	flannel
-n03357081	flannel, gabardine, tweed, white
-n03357267	flannelette
-n03357716	flap, flaps
-n03358172	flash, photoflash, flash lamp, flashgun, flashbulb, flash bulb
-n03358380	flash
-n03358726	flash camera
-n03358841	flasher
-n03359137	flashlight, torch
-n03359285	flashlight battery
-n03359436	flash memory
-n03359566	flask
-n03360133	flat arch, straight arch
-n03360300	flatbed
-n03360431	flatbed press, cylinder press
-n03360622	flat bench
-n03360731	flatcar, flatbed, flat
-n03361109	flat file
-n03361297	flatlet
-n03361380	flat panel display, FPD
-n03361550	flats
-n03361683	flat tip screwdriver
-n03362639	fleece
-n03362771	fleet ballistic missile submarine
-n03362890	fleur-de-lis, fleur-de-lys
-n03363363	flight simulator, trainer
-n03363549	flintlock
-n03363749	flintlock, firelock
-n03364008	flip-flop, thong
-n03364156	flipper, fin
-n03364599	float, plasterer's float
-n03364937	floating dock, floating dry dock
-n03365231	floatplane, pontoon plane
-n03365374	flood, floodlight, flood lamp, photoflood
-n03365592	floor, flooring
-n03365991	floor, level, storey, story
-n03366464	floor
-n03366721	floorboard
-n03366823	floor cover, floor covering
-n03366974	floor joist
-n03367059	floor lamp
-n03367321	flophouse, dosshouse
-n03367410	florist, florist shop, flower store
-n03367545	floss
-n03367875	flotsam, jetsam
-n03367969	flour bin
-n03368048	flour mill
-n03368352	flowerbed, flower bed, bed of flowers
-n03369276	flugelhorn, fluegelhorn
-n03369407	fluid drive
-n03369512	fluid flywheel
-n03369866	flume
-n03370387	fluorescent lamp
-n03370646	fluoroscope, roentgenoscope
-n03371875	flush toilet, lavatory
-n03372029	flute, transverse flute
-n03372549	flute, flute glass, champagne flute
-n03372822	flux applicator
-n03372933	fluxmeter
-n03373237	fly
-n03373611	flying boat
-n03373943	flying buttress, arc-boutant
-n03374102	flying carpet
-n03374282	flying jib
-n03374372	fly rod
-n03374473	fly tent
-n03374570	flytrap
-n03374649	flywheel
-n03374838	fob, watch chain, watch guard
-n03375171	foghorn
-n03375329	foglamp
-n03375575	foil
-n03376159	fold, sheepfold, sheep pen, sheepcote
-n03376279	folder
-n03376595	folding chair
-n03376771	folding door, accordion door
-n03376938	folding saw
-n03378005	food court
-n03378174	food processor
-n03378342	food hamper
-n03378442	foot
-n03378593	footage
-n03378765	football
-n03379051	football helmet
-n03379204	football stadium
-n03379343	footbath
-n03379719	foot brake
-n03379828	footbridge, overcrossing, pedestrian bridge
-n03379989	foothold, footing
-n03380301	footlocker, locker
-n03380647	foot rule
-n03380724	footstool, footrest, ottoman, tuffet
-n03380867	footwear, footgear
-n03381126	footwear
-n03381231	forceps
-n03381450	force pump
-n03381565	fore-and-after
-n03381776	fore-and-aft sail
-n03382104	forecastle, fo'c'sle
-n03382292	forecourt
-n03382413	foredeck
-n03382533	fore edge, foredge
-n03382708	foreground
-n03382856	foremast
-n03382969	fore plane
-n03383099	foresail
-n03383211	forestay
-n03383378	foretop
-n03383468	fore-topmast
-n03383562	fore-topsail
-n03383821	forge
-n03384167	fork
-n03384352	forklift
-n03384891	formalwear, eveningwear, evening dress, evening clothes
-n03385295	Formica
-n03385557	fortification, munition
-n03386011	fortress, fort
-n03386343	forty-five
-n03386544	Foucault pendulum
-n03386726	foulard
-n03386870	foul-weather gear
-n03387323	foundation garment, foundation
-n03387653	foundry, metalworks
-n03388043	fountain
-n03388183	fountain pen
-n03388323	four-in-hand
-n03388549	four-poster
-n03388711	four-pounder
-n03388990	four-stroke engine, four-stroke internal-combustion engine
-n03389611	four-wheel drive, 4WD
-n03389761	four-wheel drive, 4WD
-n03389889	four-wheeler
-n03389983	fowling piece
-n03390075	foxhole, fox hole
-n03390327	fragmentation bomb, antipersonnel bomb, anti-personnel bomb, daisy cutter
-n03390673	frail
-n03390786	fraise
-n03390983	frame, framing
-n03391301	frame
-n03391613	frame buffer
-n03391770	framework
-n03392648	Francis turbine
-n03392741	franking machine
-n03393017	free house
-n03393199	free-reed
-n03393324	free-reed instrument
-n03393761	freewheel
-n03393912	freight car
-n03394149	freight elevator, service elevator
-n03394272	freight liner, liner train
-n03394480	freight train, rattler
-n03394649	French door
-n03394916	French horn, horn
-n03395256	French polish, French polish shellac
-n03395401	French roof
-n03395514	French window
-n03395859	Fresnel lens
-n03396074	fret
-n03396580	friary
-n03396654	friction clutch
-n03396997	frieze
-n03397087	frieze
-n03397266	frigate
-n03397412	frigate
-n03397532	frill, flounce, ruffle, furbelow
-n03397947	Frisbee
-n03398153	frock
-n03398228	frock coat
-n03399579	frontlet, frontal
-n03399677	front porch
-n03399761	front projector
-n03399971	fruit machine
-n03400231	frying pan, frypan, skillet
-n03400972	fuel filter
-n03401129	fuel gauge, fuel indicator
-n03401279	fuel injection, fuel injection system
-n03401721	fuel system
-n03402188	full-dress uniform
-n03402369	full metal jacket
-n03402511	full skirt
-n03402785	fumigator
-n03402941	funeral home, funeral parlor, funeral parlour, funeral chapel, funeral church, funeral-residence
-n03403643	funnel
-n03404012	funny wagon
-n03404149	fur
-n03404251	fur coat
-n03404360	fur hat
-n03404449	furnace
-n03404900	furnace lining, refractory
-n03405111	furnace room
-n03405265	furnishing
-n03405595	furnishing, trappings
-n03405725	furniture, piece of furniture, article of furniture
-n03406759	fur-piece
-n03406966	furrow
-n03407369	fuse, electrical fuse, safety fuse
-n03407865	fusee drive, fusee
-n03408054	fuselage
-n03408264	fusil
-n03408340	fustian
-n03408444	futon
-n03409297	gabardine
-n03409393	gable, gable end, gable wall
-n03409591	gable roof, saddle roof, saddleback, saddleback roof
-n03409920	gadgetry
-n03410022	gaff
-n03410147	gaff
-n03410303	gaff
-n03410423	gaffsail, gaff-headed sail
-n03410571	gaff topsail, fore-and-aft topsail
-n03410740	gag, muzzle
-n03410938	gaiter
-n03411079	gaiter
-n03411208	Galilean telescope
-n03411339	galleon
-n03411927	gallery
-n03412058	gallery, art gallery, picture gallery
-n03412220	galley, ship's galley, caboose, cookhouse
-n03412387	galley
-n03412511	galley
-n03412906	gallows
-n03413124	gallows tree, gallows-tree, gibbet, gallous
-n03413264	galvanometer
-n03413428	gambling house, gambling den, gambling hell, gaming house
-n03413684	gambrel, gambrel roof
-n03413828	game
-n03414029	gamebag
-n03414162	game equipment
-n03414676	gaming table
-n03415252	gamp, brolly
-n03415486	gangplank, gangboard, gangway
-n03415626	gangsaw
-n03415749	gangway
-n03415868	gantlet
-n03416094	gantry, gauntry
-n03416489	garage
-n03416640	garage, service department
-n03416775	Garand rifle, Garand, M-1, M-1 rifle
-n03416900	garbage
-n03417042	garbage truck, dustcart
-n03417202	garboard, garboard plank, garboard strake
-n03417345	garden
-n03417749	garden
-n03417970	garden rake
-n03418158	garden spade
-n03418242	garden tool, lawn tool
-n03418402	garden trowel
-n03418618	gargoyle
-n03418749	garibaldi
-n03418915	garlic press
-n03419014	garment
-n03420345	garment bag
-n03420801	garrison cap, overseas cap
-n03420935	garrote, garotte, garrotte, iron collar
-n03421117	garter, supporter
-n03421324	garter belt, suspender belt
-n03421485	garter stitch
-n03421669	gas guzzler
-n03421768	gas shell
-n03421960	gas bracket
-n03422072	gas burner, gas jet
-n03422484	gas-cooled reactor
-n03422589	gas-discharge tube
-n03422771	gas engine
-n03423099	gas fixture
-n03423224	gas furnace
-n03423306	gas gun
-n03423479	gas heater
-n03423568	gas holder, gasometer
-n03423719	gasket
-n03423877	gas lamp
-n03424204	gas maser
-n03424325	gasmask, respirator, gas helmet
-n03424489	gas meter, gasometer
-n03424630	gasoline engine, petrol engine
-n03424862	gasoline gauge, gasoline gage, gas gauge, gas gage, petrol gauge, petrol gage
-n03425241	gas oven
-n03425325	gas oven
-n03425413	gas pump, gasoline pump, petrol pump, island dispenser
-n03425595	gas range, gas stove, gas cooker
-n03425769	gas ring
-n03426134	gas tank, gasoline tank, petrol tank
-n03426285	gas thermometer, air thermometer
-n03426462	gastroscope
-n03426574	gas turbine
-n03426871	gas-turbine ship
-n03427202	gat, rod
-n03427296	gate
-n03428090	gatehouse
-n03428226	gateleg table
-n03428349	gatepost
-n03429003	gathered skirt
-n03429137	Gatling gun
-n03429288	gauge, gage
-n03429682	gauntlet, gantlet
-n03429771	gauntlet, gantlet, metal glove
-n03429914	gauze, netting, veiling
-n03430091	gauze, gauze bandage
-n03430313	gavel
-n03430418	gazebo, summerhouse
-n03430551	gear, gear wheel, geared wheel, cogwheel
-n03430959	gear, paraphernalia, appurtenance
-n03431243	gear, gear mechanism
-n03431570	gearbox, gear box, gear case
-n03431745	gearing, gear, geartrain, power train, train
-n03432061	gearset
-n03432129	gearshift, gearstick, shifter, gear lever
-n03432360	Geiger counter, Geiger-Muller counter
-n03432509	Geiger tube, Geiger-Muller tube
-n03433247	gene chip, DNA chip
-n03433637	general-purpose bomb, GP bomb
-n03433877	generator
-n03434188	generator
-n03434285	generator
-n03434830	Geneva gown
-n03435593	geodesic dome
-n03435743	georgette
-n03435991	gharry
-n03436075	ghat
-n03436182	ghetto blaster, boom box
-n03436417	gift shop, novelty shop
-n03436549	gift wrapping
-n03436656	gig
-n03436772	gig
-n03436891	gig
-n03436990	gig
-n03437184	gildhall
-n03437295	gill net
-n03437430	gilt, gilding
-n03437581	gimbal
-n03437741	gingham
-n03437829	girandole, girandola
-n03437941	girder
-n03438071	girdle, cincture, sash, waistband, waistcloth
-n03438257	glass, drinking glass
-n03438661	glass
-n03438780	glass cutter
-n03438863	glasses case
-n03439348	glebe house
-n03439631	Glengarry
-n03439814	glider, sailplane
-n03440216	Global Positioning System, GPS
-n03440682	glockenspiel, orchestral bells
-n03440876	glory hole, lazaretto
-n03441112	glove
-n03441345	glove compartment
-n03441465	glow lamp
-n03441582	glow tube
-n03442288	glyptic art, glyptography
-n03442487	glyptics, lithoglyptics
-n03442597	gnomon
-n03442756	goal
-n03443005	goalmouth
-n03443149	goalpost
-n03443371	goblet
-n03443543	godown
-n03443912	goggles
-n03444034	go-kart
-n03445326	gold plate
-n03445617	golf bag
-n03445777	golf ball
-n03445924	golfcart, golf cart
-n03446070	golf club, golf-club, club
-n03446268	golf-club head, club head, club-head, clubhead
-n03446832	golf equipment
-n03447075	golf glove
-n03447358	golliwog, golliwogg
-n03447447	gondola
-n03447721	gong, tam-tam
-n03447894	goniometer
-n03448031	Gordian knot
-n03448590	gorget
-n03448696	gossamer
-n03448956	Gothic arch
-n03449217	gouache
-n03449309	gouge
-n03449451	gourd, calabash
-n03449564	government building
-n03449858	government office
-n03450230	gown
-n03450516	gown, robe
-n03450734	gown, surgical gown, scrubs
-n03450881	grab
-n03450974	grab bag
-n03451120	grab bar
-n03451253	grace cup
-n03451365	grade separation
-n03451711	graduated cylinder
-n03451798	graffito, graffiti
-n03452267	gramophone, acoustic gramophone
-n03452449	granary, garner
-n03452594	grandfather clock, longcase clock
-n03452741	grand piano, grand
-n03453231	graniteware
-n03453320	granny knot, granny
-n03453443	grape arbor, grape arbour
-n03454110	grapnel, grapnel anchor
-n03454211	grapnel, grapple, grappler, grappling hook, grappling iron
-n03454442	grass skirt
-n03454536	grate, grating
-n03454707	grate, grating
-n03454885	grater
-n03455355	graver, graving tool, pointel, pointrel
-n03455488	gravestone, headstone, tombstone
-n03455642	gravimeter, gravity meter
-n03455802	gravure, photogravure, heliogravure
-n03456024	gravy boat, gravy holder, sauceboat, boat
-n03456186	grey, gray
-n03456299	grease-gun, gun
-n03456447	greasepaint
-n03456548	greasy spoon
-n03456665	greatcoat, overcoat, topcoat
-n03457008	great hall
-n03457451	greave, jambeau
-n03457686	greengrocery
-n03457902	greenhouse, nursery, glasshouse
-n03458271	grenade
-n03458422	grid, gridiron
-n03459328	griddle
-n03459591	grill, grille, grillwork
-n03459775	grille, radiator grille
-n03459914	grillroom, grill
-n03460040	grinder
-n03460147	grinding wheel, emery wheel
-n03460297	grindstone
-n03460455	gripsack
-n03460899	gristmill
-n03461288	grocery bag
-n03461385	grocery store, grocery, food market, market
-n03461651	grogram
-n03461882	groined vault
-n03461988	groover
-n03462110	grosgrain
-n03462315	gros point
-n03462747	ground, earth
-n03462972	ground bait
-n03463185	ground control
-n03463381	ground floor, first floor, ground level
-n03463666	groundsheet, ground cloth
-n03464053	G-string, thong
-n03464467	guard, safety, safety device
-n03464628	guard boat
-n03464952	guardroom
-n03465040	guardroom
-n03465151	guard ship
-n03465320	guard's van
-n03465426	gueridon
-n03465500	Guarnerius
-n03465605	guesthouse
-n03465718	guestroom
-n03465818	guidance system, guidance device
-n03466162	guided missile
-n03466493	guided missile cruiser
-n03466600	guided missile frigate
-n03466839	guildhall
-n03466947	guilloche
-n03467068	guillotine
-n03467254	guimpe
-n03467380	guimpe
-n03467517	guitar
-n03467796	guitar pick
-n03467887	gulag
-n03467984	gun
-n03468570	gunboat
-n03468696	gun carriage
-n03468821	gun case
-n03469031	gun emplacement, weapons emplacement
-n03469175	gun enclosure, gun turret, turret
-n03469493	gunlock, firing mechanism
-n03469832	gunnery
-n03469903	gunnysack, gunny sack, burlap bag
-n03470005	gun pendulum
-n03470222	gun room
-n03470387	gunsight, gun-sight
-n03470629	gun trigger, trigger
-n03470948	gurney
-n03471030	gusher
-n03471190	gusset, inset
-n03471347	gusset, gusset plate
-n03471779	guy, guy cable, guy wire, guy rope
-n03472232	gymnastic apparatus, exerciser
-n03472535	gym shoe, sneaker, tennis shoe
-n03472672	gym suit
-n03472796	gymslip
-n03472937	gypsy cab
-n03473078	gyrocompass
-n03473227	gyroscope, gyro
-n03473465	gyrostabilizer, gyrostabiliser
-n03473817	habergeon
-n03473966	habit
-n03474167	habit, riding habit
-n03474352	hacienda
-n03474779	hacksaw, hack saw, metal saw
-n03474896	haft, helve
-n03475581	hairbrush
-n03475674	haircloth, hair
-n03475823	hairdressing, hair tonic, hair oil, hair grease
-n03475961	hairnet
-n03476083	hairpiece, false hair, postiche
-n03476313	hairpin
-n03476542	hair shirt
-n03476684	hair slide
-n03476991	hair spray
-n03477143	hairspring
-n03477303	hair trigger
-n03477410	halberd
-n03477512	half binding
-n03477773	half hatchet
-n03477902	half hitch
-n03478589	half track
-n03478756	hall
-n03478907	hall
-n03479121	hall
-n03479266	Hall of Fame
-n03479397	hall of residence
-n03479502	hallstand
-n03480579	halter
-n03480719	halter, hackamore
-n03480973	hame
-n03481172	hammer
-n03481521	hammer, power hammer
-n03482001	hammer
-n03482128	hammerhead
-n03482252	hammock, sack
-n03482405	hamper
-n03482523	hand
-n03482877	handball
-n03483086	handbarrow
-n03483230	handbell
-n03483316	hand blower, blow dryer, blow drier, hair dryer, hair drier
-n03483531	handbow
-n03483637	hand brake, emergency, emergency brake, parking brake
-n03483823	hand calculator, pocket calculator
-n03483971	handcar
-n03484083	handcart, pushcart, cart, go-cart
-n03484487	hand cream
-n03484576	handcuff, cuff, handlock, manacle
-n03484809	hand drill, handheld drill
-n03484931	hand glass, simple microscope, magnifying glass
-n03485198	hand glass, hand mirror
-n03485309	hand grenade
-n03485407	hand-held computer, hand-held microcomputer
-n03485575	handhold
-n03485794	handkerchief, hankie, hanky, hankey
-n03487090	handlebar
-n03487331	handloom
-n03487444	hand lotion
-n03487533	hand luggage
-n03487642	hand-me-down
-n03487774	hand mower
-n03487886	hand pump
-n03488111	handrest
-n03488188	handsaw, hand saw, carpenter's saw
-n03488438	handset, French telephone
-n03488603	hand shovel
-n03488784	handspike
-n03488887	handstamp, rubber stamp
-n03489048	hand throttle
-n03489162	hand tool
-n03490006	hand towel, face towel
-n03490119	hand truck, truck
-n03490324	handwear, hand wear
-n03490449	handwheel
-n03490649	handwheel
-n03490784	hangar queen
-n03490884	hanger
-n03491032	hang glider
-n03491724	hangman's rope, hangman's halter, halter, hemp, hempen necktie
-n03491988	hank
-n03492087	hansom, hansom cab
-n03492250	harbor, harbour
-n03492542	hard disc, hard disk, fixed disk
-n03492922	hard hat, tin hat, safety hat
-n03493219	hardtop
-n03493792	hardware, ironware
-n03493911	hardware store, ironmonger, ironmonger's shop
-n03494278	harmonica, mouth organ, harp, mouth harp
-n03494537	harmonium, organ, reed organ
-n03494706	harness
-n03495039	harness
-n03495258	harp
-n03495570	harp
-n03495671	harpoon
-n03495941	harpoon gun
-n03496183	harpoon log
-n03496296	harpsichord, cembalo
-n03496486	Harris Tweed
-n03496612	harrow
-n03496892	harvester, reaper
-n03497100	hash house
-n03497352	hasp
-n03497657	hat, chapeau, lid
-n03498441	hatbox
-n03498536	hatch
-n03498662	hatchback, hatchback door
-n03498781	hatchback
-n03498866	hatchel, heckle
-n03498962	hatchet
-n03499354	hatpin
-n03499468	hauberk, byrnie
-n03499907	Hawaiian guitar, steel guitar
-n03500090	hawse, hawsehole, hawsepipe
-n03500209	hawser
-n03500295	hawser bend
-n03500389	hay bale
-n03500457	hayfork
-n03500557	hayloft, haymow, mow
-n03500699	haymaker, hay conditioner
-n03500838	hayrack, hayrig
-n03500971	hayrack
-n03501152	hazard
-n03501288	head
-n03501520	head
-n03501614	head
-n03502200	headboard
-n03502331	head covering, veil
-n03502509	headdress, headgear
-n03502777	header
-n03502897	header
-n03503097	header, coping, cope
-n03503233	header, lintel
-n03503358	headfast
-n03503477	head gasket
-n03503567	head gate
-n03503718	headgear
-n03503997	headlight, headlamp
-n03504205	headpiece
-n03504293	headpin, kingpin
-n03504723	headquarters, central office, main office, home office, home base
-n03505015	headrace
-n03505133	headrest
-n03505383	headsail
-n03505504	headscarf
-n03505667	headset
-n03505764	head shop
-n03506028	headstall, headpiece
-n03506184	headstock
-n03506370	health spa, spa, health club
-n03506560	hearing aid, ear trumpet
-n03506727	hearing aid, deaf-aid
-n03506880	hearse
-n03507241	hearth, fireside
-n03507458	hearthrug
-n03507658	heart-lung machine
-n03507963	heat engine
-n03508101	heater, warmer
-n03508485	heat exchanger
-n03508881	heating pad, hot pad
-n03509394	heat lamp, infrared lamp
-n03509608	heat pump
-n03509843	heat-seeking missile
-n03510072	heat shield
-n03510244	heat sink
-n03510384	heaume
-n03510487	heaver
-n03510583	heavier-than-air craft
-n03510866	heckelphone, basset oboe
-n03510987	hectograph, heliotype
-n03511175	hedge, hedgerow
-n03511333	hedge trimmer
-n03512030	helicon, bombardon
-n03512147	helicopter, chopper, whirlybird, eggbeater
-n03512452	heliograph
-n03512624	heliometer
-n03512911	helm
-n03513137	helmet
-n03513376	helmet
-n03514129	hematocrit, haematocrit
-n03514340	hemming-stitch
-n03514451	hemostat, haemostat
-n03514693	hemstitch, hemstitching
-n03514894	henroost
-n03515338	heraldry
-n03515934	hermitage
-n03516266	herringbone
-n03516367	herringbone, herringbone pattern
-n03516647	Herschelian telescope, off-axis reflector
-n03516844	Hessian boot, hessian, jackboot, Wellington, Wellington boot
-n03516996	heterodyne receiver, superheterodyne receiver, superhet
-n03517509	hibachi
-n03517647	hideaway, retreat
-n03517760	hi-fi, high fidelity sound system
-n03517899	high altar
-n03517982	high-angle gun
-n03518135	highball glass
-n03518230	highboard
-n03518305	highboy, tallboy
-n03518445	highchair, feeding chair
-n03518631	high gear, high
-n03518829	high-hat cymbal, high hat
-n03518943	highlighter
-n03519081	highlighter
-n03519226	high-pass filter
-n03519387	high-rise, tower block
-n03519674	high table
-n03519848	high-warp loom
-n03520493	hijab
-n03521076	hinge, flexible joint
-n03521431	hinging post, swinging post
-n03521544	hip boot, thigh boot
-n03521675	hipflask, pocket flask
-n03521771	hip pad
-n03521899	hip pocket
-n03522003	hippodrome
-n03522100	hip roof, hipped roof
-n03522634	hitch
-n03522863	hitch
-n03522990	hitching post
-n03523134	hitchrack, hitching bar
-n03523398	hob
-n03523506	hobble skirt
-n03523987	hockey skate
-n03524150	hockey stick
-n03524287	hod
-n03524425	hodoscope
-n03524574	hoe
-n03524745	hoe handle
-n03524976	hogshead
-n03525074	hoist
-n03525252	hold, keep
-n03525454	holder
-n03525693	holding cell
-n03525827	holding device
-n03526062	holding pen, holding paddock, holding yard
-n03527149	hollowware, holloware
-n03527444	holster
-n03527565	holster
-n03527675	holy of holies, sanctum sanctorum
-n03528100	home, nursing home, rest home
-n03528263	home appliance, household appliance
-n03528523	home computer
-n03528901	home plate, home base, home, plate
-n03529175	home room, homeroom
-n03529444	homespun
-n03529629	homestead
-n03529860	home theater, home theatre
-n03530189	homing torpedo
-n03530511	hone
-n03530642	honeycomb
-n03530910	hood, bonnet, cowl, cowling
-n03531281	hood
-n03531447	hood
-n03531546	hood, exhaust hood
-n03531691	hood
-n03531982	hood latch
-n03532342	hook
-n03532672	hook, claw
-n03532919	hook
-n03533014	hookah, narghile, nargileh, sheesha, shisha, chicha, calean, kalian, water pipe, hubble-bubble, hubbly-bubbly
-n03533392	hook and eye
-n03533486	hookup, assemblage
-n03533654	hookup
-n03533845	hook wrench, hook spanner
-n03534580	hoopskirt, crinoline
-n03534695	hoosegow, hoosgow
-n03534776	Hoover
-n03535024	hope chest, wedding chest
-n03535284	hopper
-n03535647	hopsacking, hopsack
-n03535780	horizontal bar, high bar
-n03536122	horizontal stabilizer, horizontal stabiliser, tailplane
-n03536568	horizontal tail
-n03536761	horn
-n03537085	horn
-n03537241	horn
-n03537412	horn button
-n03537550	hornpipe, pibgorn, stockhorn
-n03538037	horse, gymnastic horse
-n03538179	horsebox
-n03538300	horsecar
-n03538406	horse cart, horse-cart
-n03538542	horsecloth
-n03538634	horse-drawn vehicle
-n03538817	horsehair
-n03538957	horsehair wig
-n03539103	horseless carriage
-n03539293	horse pistol, horse-pistol
-n03539433	horseshoe, shoe
-n03539546	horseshoe
-n03539678	horse-trail
-n03539754	horsewhip
-n03540090	hose
-n03540267	hosiery, hose
-n03540476	hospice
-n03540595	hospital, infirmary
-n03540914	hospital bed
-n03541091	hospital room
-n03541269	hospital ship
-n03541393	hospital train
-n03541537	hostel, youth hostel, student lodging
-n03541696	hostel, hostelry, inn, lodge, auberge
-n03541923	hot-air balloon
-n03542333	hotel
-n03542605	hotel-casino, casino-hotel
-n03542727	hotel-casino, casino-hotel
-n03542860	hotel room
-n03543012	hot line
-n03543112	hot pants
-n03543254	hot plate, hotplate
-n03543394	hot rod, hot-rod
-n03543511	hot spot, hotspot
-n03543603	hot tub
-n03543735	hot-water bottle, hot-water bag
-n03543945	houndstooth check, hound's-tooth check, dogstooth check, dogs-tooth check, dog's-tooth check
-n03544143	hourglass
-n03544238	hour hand, little hand
-n03544360	house
-n03545150	house
-n03545470	houseboat
-n03545585	houselights
-n03545756	house of cards, cardhouse, card-house, cardcastle
-n03545961	house of correction
-n03546112	house paint, housepaint
-n03546235	housetop
-n03546340	housing, lodging, living accommodations
-n03547054	hovel, hut, hutch, shack, shanty
-n03547229	hovercraft, ground-effect machine
-n03547397	howdah, houdah
-n03547530	huarache, huaraches
-n03547861	hub-and-spoke, hub-and-spoke system
-n03548086	hubcap
-n03548195	huck, huckaback
-n03548320	hug-me-tight
-n03548402	hula-hoop
-n03548533	hulk
-n03548626	hull
-n03548930	humeral veil, veil
-n03549199	Humvee, Hum-Vee
-n03549350	hunter, hunting watch
-n03549473	hunting knife
-n03549589	hurdle
-n03549732	hurricane deck, hurricane roof, promenade deck, awning deck
-n03549897	hurricane lamp, hurricane lantern, tornado lantern, storm lantern, storm lamp
-n03550153	hut, army hut, field hut
-n03550289	hutch
-n03550420	hutment
-n03551084	hydraulic brake, hydraulic brakes
-n03551395	hydraulic press
-n03551582	hydraulic pump, hydraulic ram
-n03551790	hydraulic system
-n03552001	hydraulic transmission, hydraulic transmission system
-n03552449	hydroelectric turbine
-n03552749	hydrofoil, hydroplane
-n03553019	hydrofoil, foil
-n03553248	hydrogen bomb, H-bomb, fusion bomb, thermonuclear bomb
-n03553486	hydrometer, gravimeter
-n03554375	hygrodeik
-n03554460	hygrometer
-n03554645	hygroscope
-n03555006	hyperbaric chamber
-n03555217	hypercoaster
-n03555426	hypermarket
-n03555564	hypodermic needle
-n03555662	hypodermic syringe, hypodermic, hypo
-n03555862	hypsometer
-n03555996	hysterosalpingogram
-n03556173	I-beam
-n03556679	ice ax, ice axe, piolet
-n03556811	iceboat, ice yacht, scooter
-n03556992	icebreaker, iceboat
-n03557270	iced-tea spoon
-n03557360	ice hockey rink, ice-hockey rink
-n03557590	ice machine
-n03557692	ice maker
-n03557840	ice pack, ice bag
-n03558007	icepick, ice pick
-n03558176	ice rink, ice-skating rink, ice
-n03558404	ice skate
-n03558633	ice tongs
-n03558739	icetray
-n03559373	iconoscope
-n03559531	Identikit, Identikit picture
-n03559999	idle pulley, idler pulley, idle wheel
-n03560430	igloo, iglu
-n03560860	ignition coil
-n03561047	ignition key
-n03561169	ignition switch
-n03561573	imaret
-n03562565	immovable bandage
-n03563200	impact printer
-n03563460	impeller
-n03563710	implant
-n03563967	implement
-n03564849	impression
-n03565288	imprint
-n03565565	improvised explosive device, I.E.D., IED
-n03565710	impulse turbine
-n03565830	in-basket, in-tray
-n03565991	incendiary bomb, incendiary, firebomb
-n03566193	incinerator
-n03566329	inclined plane
-n03566555	inclinometer, dip circle
-n03566730	inclinometer
-n03566860	incrustation, encrustation
-n03567066	incubator, brooder
-n03567635	index register
-n03567788	Indiaman
-n03567912	Indian club
-n03568117	indicator
-n03568818	induction coil
-n03569014	inductor, inductance
-n03569174	industrial watercourse
-n03569293	inertial guidance system, inertial navigation system
-n03569494	inflater, inflator
-n03571280	inhaler, inhalator
-n03571439	injector
-n03571625	ink bottle, inkpot
-n03571853	ink eraser
-n03571942	ink-jet printer
-n03572107	inkle
-n03572205	inkstand
-n03572321	inkwell, inkstand
-n03572631	inlay
-n03573574	inside caliper
-n03573848	insole, innersole
-n03574243	instep
-n03574416	instillator
-n03574555	institution
-n03574816	instrument
-n03575958	instrument of punishment
-n03576215	instrument of torture
-n03576443	intaglio, diaglyph
-n03576955	intake valve
-n03577090	integrated circuit, microcircuit
-n03577312	integrator, planimeter
-n03577474	Intelnet
-n03577672	interceptor
-n03577818	interchange
-n03578055	intercommunication system, intercom
-n03578251	intercontinental ballistic missile, ICBM
-n03578656	interface, port
-n03578981	interferometer
-n03579538	interior door
-n03579982	internal-combustion engine, ICE
-n03580518	internal drive
-n03580615	internet, net, cyberspace
-n03580845	interphone
-n03580990	interrupter
-n03581125	intersection, crossroad, crossway, crossing, carrefour
-n03581531	interstice
-n03581897	intraocular lens
-n03582508	intravenous pyelogram, IVP
-n03582959	inverter
-n03583419	ion engine
-n03583621	ionization chamber, ionization tube
-n03584254	iPod
-n03584400	video iPod
-n03584829	iron, smoothing iron
-n03585073	iron
-n03585337	iron, branding iron
-n03585438	irons, chains
-n03585551	ironclad
-n03585682	iron foundry
-n03585778	iron horse
-n03585875	ironing
-n03586219	iron lung
-n03586631	ironmongery
-n03586911	ironworks
-n03587205	irrigation ditch
-n03588216	izar
-n03588841	jabot
-n03588951	jack
-n03589313	jack, jackstones
-n03589513	jack
-n03589672	jack
-n03589791	jacket
-n03590306	jacket
-n03590475	jacket
-n03590588	jack-in-the-box
-n03590841	jack-o'-lantern
-n03590932	jack plane
-n03591116	Jacob's ladder, jack ladder, pilot ladder
-n03591313	jaconet
-n03591592	Jacquard loom, Jacquard
-n03591798	jacquard
-n03591901	jag, dag
-n03592245	jail, jailhouse, gaol, clink, slammer, poky, pokey
-n03592669	jalousie
-n03592773	jamb
-n03592931	jammer
-n03593122	jampot, jamjar
-n03593222	japan
-n03593526	jar
-n03593862	Jarvik heart, Jarvik artificial heart
-n03594010	jaunting car, jaunty car
-n03594148	javelin
-n03594277	jaw
-n03594523	Jaws of Life
-n03594734	jean, blue jean, denim
-n03594945	jeep, landrover
-n03595055	jellaba
-n03595264	jerkin
-n03595409	jeroboam, double-magnum
-n03595523	jersey
-n03595614	jersey, T-shirt, tee shirt
-n03595860	jet, jet plane, jet-propelled plane
-n03596099	jet bridge
-n03596285	jet engine
-n03596543	jetliner
-n03597147	jeweler's glass
-n03597317	jewelled headdress, jeweled headdress
-n03597916	jew's harp, jews' harp, mouth bow
-n03598151	jib
-n03598299	jibboom
-n03598385	jig
-n03598515	jig
-n03598646	jiggermast, jigger
-n03598783	jigsaw, scroll saw, fretsaw
-n03598930	jigsaw puzzle
-n03599486	jinrikisha, ricksha, rickshaw
-n03599964	jobcentre
-n03600285	jodhpurs, jodhpur breeches, riding breeches
-n03600475	jodhpur, jodhpur boot, jodhpur shoe
-n03600722	joinery
-n03600977	joint
-n03601442	Joint Direct Attack Munition, JDAM
-n03601638	jointer, jointer plane, jointing plane, long plane
-n03601840	joist
-n03602081	jolly boat, jolly
-n03602194	jorum
-n03602365	joss house
-n03602686	journal bearing
-n03602790	journal box
-n03602883	joystick
-n03603442	jungle gym
-n03603594	junk
-n03603722	jug
-n03604156	jukebox, nickelodeon
-n03604311	jumbojet, jumbo jet
-n03604400	jumper, pinafore, pinny
-n03604536	jumper
-n03604629	jumper
-n03604763	jumper
-n03604843	jumper cable, jumper lead, lead, booster cable
-n03605417	jump seat
-n03605504	jump suit
-n03605598	jump suit, jumpsuit
-n03605722	junction
-n03605915	junction, conjunction
-n03606106	junction barrier, barrier strip
-n03606251	junk shop
-n03606347	jury box
-n03606465	jury mast
-n03607029	kachina
-n03607186	kaffiyeh
-n03607527	kalansuwa
-n03607659	Kalashnikov
-n03607923	kameez
-n03608504	kanzu
-n03609147	katharometer
-n03609235	kayak
-n03609397	kazoo
-n03609542	keel
-n03609786	keelboat
-n03609959	keelson
-n03610098	keep, donjon, dungeon
-n03610418	keg
-n03610524	kennel, doghouse, dog house
-n03610682	kepi, peaked cap, service cap, yachting cap
-n03610836	keratoscope
-n03610992	kerchief
-n03612010	ketch
-n03612814	kettle, boiler
-n03612965	kettle, kettledrum, tympanum, tympani, timpani
-n03613294	key
-n03613592	key
-n03614007	keyboard
-n03614383	keyboard buffer
-n03614532	keyboard instrument
-n03614782	keyhole
-n03614887	keyhole saw
-n03615300	khadi, khaddar
-n03615406	khaki
-n03615563	khakis
-n03615655	khimar
-n03615790	khukuri
-n03616091	kick pleat
-n03616225	kicksorter, pulse height analyzer
-n03616428	kickstand
-n03616763	kick starter, kick start
-n03616979	kid glove, suede glove
-n03617095	kiln
-n03617312	kilt
-n03617480	kimono
-n03617594	kinescope, picture tube, television tube
-n03617834	Kinetoscope
-n03618101	king
-n03618339	king
-n03618546	kingbolt, kingpin, swivel pin
-n03618678	king post
-n03618797	Kipp's apparatus
-n03618982	kirk
-n03619050	kirpan
-n03619196	kirtle
-n03619275	kirtle
-n03619396	kit, outfit
-n03619650	kit
-n03619793	kitbag, kit bag
-n03619890	kitchen
-n03620052	kitchen appliance
-n03620353	kitchenette
-n03620967	kitchen table
-n03621049	kitchen utensil
-n03621377	kitchenware
-n03621694	kite balloon
-n03622058	klaxon, claxon
-n03622401	klieg light
-n03622526	klystron
-n03622839	knee brace
-n03622931	knee-high, knee-hi
-n03623198	knee pad
-n03623338	knee piece
-n03623556	knife
-n03624134	knife
-n03624400	knife blade
-n03624767	knight, horse
-n03625355	knit
-n03625539	knitting machine
-n03625646	knitting needle
-n03625943	knitwear
-n03626115	knob, boss
-n03626272	knob, pommel
-n03626418	knobble
-n03626502	knobkerrie, knobkerry
-n03626760	knocker, doorknocker, rapper
-n03627232	knot
-n03627954	knuckle joint, hinge joint
-n03628071	kohl
-n03628215	koto
-n03628421	kraal
-n03628511	kremlin
-n03628728	kris, creese, crease
-n03628831	krummhorn, crumhorn, cromorne
-n03628984	Kundt's tube
-n03629100	Kurdistan
-n03629231	kurta
-n03629520	kylix, cylix
-n03629643	kymograph, cymograph
-n03630262	lab bench, laboratory bench
-n03630383	lab coat, laboratory coat
-n03631177	lace
-n03631811	lacquer
-n03631922	lacquerware
-n03632100	lacrosse ball
-n03632577	ladder-back
-n03632729	ladder-back, ladder-back chair
-n03632852	ladder truck, aerial ladder truck
-n03632963	ladies' room, powder room
-n03633091	ladle
-n03633341	lady chapel
-n03633632	lagerphone
-n03633886	lag screw, lag bolt
-n03634034	lake dwelling, pile dwelling
-n03634899	lally, lally column
-n03635032	lamasery
-n03635108	lambrequin
-n03635330	lame
-n03635516	laminar flow clean room
-n03635668	laminate
-n03635932	lamination
-n03636248	lamp
-n03636649	lamp
-n03637027	lamp house, lamphouse, lamp housing
-n03637181	lamppost
-n03637318	lampshade, lamp shade
-n03637480	lanai
-n03637787	lancet arch, lancet
-n03637898	lancet window
-n03638014	landau
-n03638180	lander
-n03638623	landing craft
-n03638743	landing flap
-n03638883	landing gear
-n03639077	landing net
-n03639230	landing skid
-n03639497	land line, landline
-n03639675	land mine, ground-emplaced mine, booby trap
-n03639880	land office
-n03640850	lanolin
-n03640988	lantern
-n03641569	lanyard, laniard
-n03641947	lap, lap covering
-n03642144	laparoscope
-n03642341	lapboard
-n03642444	lapel
-n03642573	lap joint, splice
-n03642806	laptop, laptop computer
-n03643149	laryngoscope
-n03643253	laser, optical maser
-n03643491	laser-guided bomb, LGB
-n03643737	laser printer
-n03643907	lash, thong
-n03644073	lashing
-n03644378	lasso, lariat, riata, reata
-n03644858	latch
-n03645011	latch, door latch
-n03645168	latchet
-n03645290	latchkey
-n03645577	lateen, lateen sail
-n03646020	latex paint, latex, rubber-base paint
-n03646148	lath
-n03646296	lathe
-n03646809	latrine
-n03646916	lattice, latticework, fretwork
-n03647423	launch
-n03647520	launcher, rocket launcher
-n03648219	laundry, wash, washing, washables
-n03648431	laundry cart
-n03648667	laundry truck
-n03649003	lavalava
-n03649161	lavaliere, lavalier, lavalliere
-n03649288	laver
-n03649674	lawn chair, garden chair
-n03649797	lawn furniture
-n03649909	lawn mower, mower
-n03650551	layette
-n03651388	lead-acid battery, lead-acid accumulator
-n03651605	lead-in
-n03651843	leading rein
-n03652100	lead pencil
-n03652389	leaf spring
-n03652729	lean-to
-n03652826	lean-to tent
-n03652932	leash, tether, lead
-n03653110	leatherette, imitation leather
-n03653220	leather strip
-n03653454	Leclanche cell
-n03653583	lectern, reading desk
-n03653740	lecture room
-n03653833	lederhosen
-n03653975	ledger board
-n03654576	leg
-n03654826	leg
-n03655072	legging, leging, leg covering
-n03655470	Leiden jar, Leyden jar
-n03655720	leisure wear
-n03656484	lens, lense, lens system
-n03656957	lens, electron lens
-n03657121	lens cap, lens cover
-n03657239	lens implant, interocular lens implant, IOL
-n03657511	leotard, unitard, body suit, cat suit
-n03658102	letter case
-n03658185	letter opener, paper knife, paperknife
-n03658635	levee
-n03658858	level, spirit level
-n03659292	lever
-n03659686	lever, lever tumbler
-n03659809	lever
-n03659950	lever lock
-n03660124	Levi's, levis
-n03660562	Liberty ship
-n03660909	library
-n03661043	library
-n03661340	lid
-n03662301	Liebig condenser
-n03662452	lie detector
-n03662601	lifeboat
-n03662719	life buoy, lifesaver, life belt, life ring
-n03662887	life jacket, life vest, cork jacket
-n03663433	life office
-n03663531	life preserver, preserver, flotation device
-n03663910	life-support system, life support
-n03664159	life-support system, life support
-n03664675	lifting device
-n03664840	lift pump
-n03664943	ligament
-n03665232	ligature
-n03665366	light, light source
-n03665851	light arm
-n03665924	light bulb, lightbulb, bulb, incandescent lamp, electric light, electric-light bulb
-n03666238	light circuit, lighting circuit
-n03666362	light-emitting diode, LED
-n03666591	lighter, light, igniter, ignitor
-n03666917	lighter-than-air craft
-n03667060	light filter, diffusing screen
-n03667235	lighting
-n03667552	light machine gun
-n03667664	light meter, exposure meter, photometer
-n03667829	light microscope
-n03668067	lightning rod, lightning conductor
-n03668279	light pen, electronic stylus
-n03668488	lightship
-n03668803	Lilo
-n03669245	limber
-n03669534	limekiln
-n03669886	limiter, clipper
-n03670208	limousine, limo
-n03671914	linear accelerator, linac
-n03672521	linen
-n03672827	line printer, line-at-a-time printer
-n03673027	liner, ocean liner
-n03673270	liner, lining
-n03673450	lingerie, intimate apparel
-n03673767	lining, liner
-n03674270	link, data link
-n03674440	linkage
-n03674731	Link trainer
-n03674842	linocut
-n03675076	linoleum knife, linoleum cutter
-n03675235	Linotype, Linotype machine
-n03675445	linsey-woolsey
-n03675558	linstock
-n03675907	lion-jaw forceps
-n03676087	lip-gloss
-n03676483	lipstick, lip rouge
-n03676623	liqueur glass
-n03676759	liquid crystal display, LCD
-n03677115	liquid metal reactor
-n03677682	lisle
-n03677766	lister, lister plow, lister plough, middlebreaker, middle buster
-n03678558	litterbin, litter basket, litter-basket
-n03678729	little theater, little theatre
-n03678879	live axle, driving axle
-n03679384	living quarters, quarters
-n03679712	living room, living-room, sitting room, front room, parlor, parlour
-n03680248	load
-n03680355	Loafer
-n03680512	loaner
-n03680734	lobe
-n03680858	lobster pot
-n03680942	local
-n03681477	local area network, LAN
-n03681813	local oscillator, heterodyne oscillator
-n03682380	Lochaber ax
-n03682487	lock
-n03682877	lock, ignition lock
-n03683079	lock, lock chamber
-n03683341	lock
-n03683457	lockage
-n03683606	locker
-n03683708	locker room
-n03683995	locket
-n03684143	lock-gate
-n03684224	locking pliers
-n03684489	lockring, lock ring, lock washer
-n03684611	lockstitch
-n03684740	lockup
-n03684823	locomotive, engine, locomotive engine, railway locomotive
-n03685307	lodge, indian lodge
-n03685486	lodge, hunting lodge
-n03685640	lodge
-n03685820	lodging house, rooming house
-n03686130	loft, attic, garret
-n03686363	loft, pigeon loft
-n03686470	loft
-n03686924	log cabin
-n03687137	loggia
-n03687928	longbow
-n03688066	long iron
-n03688192	long johns
-n03688405	long sleeve
-n03688504	long tom
-n03688605	long trousers, long pants
-n03688707	long underwear, union suit
-n03688832	looking glass, glass
-n03688943	lookout, observation tower, lookout station, observatory
-n03689157	loom
-n03689570	loop knot
-n03690168	lorgnette
-n03690279	Lorraine cross, cross of Lorraine
-n03690473	lorry, camion
-n03690851	lota
-n03690938	lotion
-n03691459	loudspeaker, speaker, speaker unit, loudspeaker system, speaker system
-n03691817	lounge, waiting room, waiting area
-n03692004	lounger
-n03692136	lounging jacket, smoking jacket
-n03692272	lounging pajama, lounging pyjama
-n03692379	loungewear
-n03692522	loupe, jeweler's loupe
-n03692842	louvered window, jalousie
-n03693293	love knot, lovers' knot, lover's knot, true lovers' knot, true lover's knot
-n03693474	love seat, loveseat, tete-a-tete, vis-a-vis
-n03693707	loving cup
-n03693860	lowboy
-n03694196	low-pass filter
-n03694356	low-warp-loom
-n03694639	LP, L-P
-n03694761	L-plate
-n03694949	lubber's hole
-n03695122	lubricating system, force-feed lubricating system, force feed, pressure-feed lubricating system, pressure feed
-n03695452	luff
-n03695616	lug
-n03695753	luge
-n03695857	Luger
-n03695957	luggage carrier
-n03696065	luggage compartment, automobile trunk, trunk
-n03696301	luggage rack, roof rack
-n03696445	lugger
-n03696568	lugsail, lug
-n03696746	lug wrench
-n03696909	lumberjack, lumber jacket
-n03697007	lumbermill, sawmill
-n03697366	lunar excursion module, lunar module, LEM
-n03697552	lunchroom
-n03697812	lunette
-n03697913	lungi, lungyi, longyi
-n03698123	lunula
-n03698226	lusterware
-n03698360	lute
-n03698604	luxury liner, express luxury liner
-n03698723	lyceum
-n03698815	lychgate, lichgate
-n03699280	lyre
-n03699591	machete, matchet, panga
-n03699754	machicolation
-n03699975	machine
-n03700963	machine, simple machine
-n03701191	machine bolt
-n03701391	machine gun
-n03701640	machinery
-n03701790	machine screw
-n03702248	machine tool
-n03702440	machinist's vise, metalworking vise
-n03702582	machmeter
-n03703075	mackinaw
-n03703203	mackinaw, Mackinaw boat
-n03703463	mackinaw, Mackinaw coat
-n03703590	mackintosh, macintosh
-n03703730	macrame
-n03703862	madras
-n03703945	Mae West, air jacket
-n03704549	magazine rack
-n03704834	magic lantern
-n03705379	magnet
-n03705808	magnetic bottle
-n03706229	magnetic compass
-n03706415	magnetic core memory, core memory
-n03706653	magnetic disk, magnetic disc, disk, disc
-n03706939	magnetic head
-n03707171	magnetic mine
-n03707372	magnetic needle
-n03707597	magnetic recorder
-n03707766	magnetic stripe
-n03708036	magnetic tape, mag tape, tape
-n03708425	magneto, magnetoelectric machine
-n03708843	magnetometer, gaussmeter
-n03708962	magnetron
-n03709206	magnifier
-n03709363	magnum
-n03709545	magnus hitch
-n03709644	mail
-n03709823	mailbag, postbag
-n03709960	mailbag, mail pouch
-n03710079	mailboat, mail boat, packet, packet boat
-n03710193	mailbox, letter box
-n03710294	mail car
-n03710421	maildrop
-n03710528	mailer
-n03710637	maillot
-n03710721	maillot, tank suit
-n03710937	mailsorter
-n03711044	mail train
-n03711711	mainframe, mainframe computer
-n03711999	mainmast
-n03712111	main rotor
-n03712337	mainsail
-n03712444	mainspring
-n03712887	main-topmast
-n03712981	main-topsail
-n03713069	main yard
-n03713151	maisonette, maisonnette
-n03713436	majolica, maiolica
-n03714235	makeup, make-up, war paint
-n03715114	Maksutov telescope
-n03715275	malacca, malacca cane
-n03715386	mallet, beetle
-n03715669	mallet, hammer
-n03715892	mallet
-n03716228	mammogram
-n03716887	mandola
-n03716966	mandolin
-n03717131	manger, trough
-n03717285	mangle
-n03717447	manhole
-n03717622	manhole cover
-n03718212	man-of-war, ship of the line
-n03718335	manometer
-n03718458	manor, manor house
-n03718581	manor hall, hall
-n03718699	MANPAD
-n03718789	mansard, mansard roof
-n03718935	manse
-n03719053	mansion, mansion house, manse, hall, residence
-n03719343	mantel, mantelpiece, mantle, mantlepiece, chimneypiece
-n03719560	mantelet, mantilla
-n03719743	mantilla
-n03720005	Mao jacket
-n03720163	map
-n03720665	maquiladora
-n03720891	maraca
-n03721047	marble
-n03721252	marching order
-n03721384	marimba, xylophone
-n03721590	marina
-n03722007	marker
-n03722288	marketplace, market place, mart, market
-n03722646	marlinespike, marlinspike, marlingspike
-n03722944	marocain, crepe marocain
-n03723153	marquee, marquise
-n03723267	marquetry, marqueterie
-n03723439	marriage bed
-n03723781	martello tower
-n03723885	martingale
-n03724066	mascara
-n03724176	maser
-n03724417	masher
-n03724538	mashie, five iron
-n03724623	mashie niblick, seven iron
-n03724756	masjid, musjid
-n03724870	mask
-n03725035	mask
-n03725506	Masonite
-n03725600	Mason jar
-n03725717	masonry
-n03725869	mason's level
-n03726116	massage parlor
-n03726233	massage parlor
-n03726371	mass spectrograph
-n03726516	mass spectrometer, spectrometer
-n03726760	mast
-n03726993	mast
-n03727067	mastaba, mastabah
-n03727465	master bedroom
-n03727605	masterpiece, chef-d'oeuvre
-n03727837	mat
-n03727946	mat, gym mat
-n03728437	match, lucifer, friction match
-n03728982	match
-n03729131	matchboard
-n03729308	matchbook
-n03729402	matchbox
-n03729482	matchlock
-n03729647	match plane, tonguing and grooving plane
-n03729826	matchstick
-n03729951	material
-n03730153	materiel, equipage
-n03730334	maternity hospital
-n03730494	maternity ward
-n03730655	matrix
-n03730788	Matthew Walker, Matthew Walker knot
-n03730893	matting
-n03731019	mattock
-n03731483	mattress cover
-n03731695	maul, sledge, sledgehammer
-n03731882	maulstick, mahlstick
-n03732020	Mauser
-n03732114	mausoleum
-n03732458	maxi
-n03732543	Maxim gun
-n03732658	maximum and minimum thermometer
-n03733131	maypole
-n03733281	maze, labyrinth
-n03733465	mazer
-n03733547	means
-n03733644	measure
-n03733805	measuring cup
-n03733925	measuring instrument, measuring system, measuring device
-n03735637	measuring stick, measure, measuring rod
-n03735963	meat counter
-n03736064	meat grinder
-n03736147	meat hook
-n03736269	meat house
-n03736372	meat safe
-n03736470	meat thermometer
-n03736970	mechanical device
-n03738066	mechanical piano, Pianola, player piano
-n03738241	mechanical system
-n03738472	mechanism
-n03739518	medical building, health facility, healthcare facility
-n03739693	medical instrument
-n03742019	medicine ball
-n03742115	medicine chest, medicine cabinet
-n03742238	MEDLINE
-n03743016	megalith, megalithic structure
-n03743279	megaphone
-n03743902	memorial, monument
-n03744276	memory, computer memory, storage, computer storage, store, memory board
-n03744684	memory chip
-n03744840	memory device, storage device
-n03745146	menagerie, zoo, zoological garden
-n03745487	mending
-n03745571	menhir, standing stone
-n03746005	menorah
-n03746155	Menorah
-n03746330	man's clothing
-n03746486	men's room, men's
-n03748162	mercantile establishment, retail store, sales outlet, outlet
-n03749504	mercury barometer
-n03749634	mercury cell
-n03749807	mercury thermometer, mercury-in-glass thermometer
-n03750206	mercury-vapor lamp
-n03750437	mercy seat
-n03750614	merlon
-n03751065	mess, mess hall
-n03751269	mess jacket, monkey jacket, shell jacket
-n03751458	mess kit
-n03751590	messuage
-n03751757	metal detector
-n03752071	metallic
-n03752185	metal screw
-n03752398	metal wood
-n03752922	meteorological balloon
-n03753077	meter
-n03753514	meterstick, metrestick
-n03757604	metronome
-n03758089	mezzanine, mezzanine floor, entresol
-n03758220	mezzanine, first balcony
-n03758894	microbalance
-n03758992	microbrewery
-n03759243	microfiche
-n03759432	microfilm
-n03759661	micrometer, micrometer gauge, micrometer caliper
-n03759954	microphone, mike
-n03760310	microprocessor
-n03760671	microscope
-n03760944	microtome
-n03761084	microwave, microwave oven
-n03761588	microwave diathermy machine
-n03761731	microwave linear accelerator
-n03762238	middy, middy blouse
-n03762332	midiron, two iron
-n03762434	mihrab
-n03762602	mihrab
-n03762982	military hospital
-n03763727	military quarters
-n03763968	military uniform
-n03764276	military vehicle
-n03764606	milk bar
-n03764736	milk can
-n03764822	milk float
-n03764995	milking machine
-n03765128	milking stool
-n03765467	milk wagon, milkwagon
-n03765561	mill, grinder, milling machinery
-n03765934	milldam
-n03766044	miller, milling machine
-n03766218	milliammeter
-n03766322	millinery, woman's hat
-n03766508	millinery, hat shop
-n03766600	milling
-n03766697	millivoltmeter
-n03766935	millstone
-n03767112	millstone
-n03767203	millwheel, mill wheel
-n03767459	mimeograph, mimeo, mimeograph machine, Roneo, Roneograph
-n03767745	minaret
-n03767966	mincer, mincing machine
-n03768132	mine
-n03768683	mine detector
-n03768823	minelayer
-n03768916	mineshaft
-n03769610	minibar, cellaret
-n03769722	minibike, motorbike
-n03769881	minibus
-n03770085	minicar
-n03770224	minicomputer
-n03770316	ministry
-n03770439	miniskirt, mini
-n03770520	minisub, minisubmarine
-n03770679	minivan
-n03770834	miniver
-n03770954	mink, mink coat
-n03772077	minster
-n03772269	mint
-n03772584	minute hand, big hand
-n03772674	Minuteman
-n03773035	mirror
-n03773504	missile
-n03773835	missile defense system, missile defence system
-n03774327	miter box, mitre box
-n03774461	miter joint, mitre joint, miter, mitre
-n03775071	mitten
-n03775199	mixer
-n03775388	mixer
-n03775546	mixing bowl
-n03775636	mixing faucet
-n03775747	mizzen, mizen
-n03775847	mizzenmast, mizenmast, mizzen, mizen
-n03776167	mobcap
-n03776460	mobile home, manufactured home
-n03776877	moccasin, mocassin
-n03776997	mock-up
-n03777126	mod con
-n03777568	Model T
-n03777754	modem
-n03778459	modillion
-n03778817	module
-n03779000	module
-n03779128	mohair
-n03779246	moire, watered-silk
-n03779370	mold, mould, cast
-n03779884	moldboard, mouldboard
-n03780047	moldboard plow, mouldboard plough
-n03780799	moleskin
-n03781055	Molotov cocktail, petrol bomb, gasoline bomb
-n03781244	monastery
-n03781467	monastic habit
-n03781594	moneybag
-n03781683	money belt
-n03781787	monitor
-n03782006	monitor
-n03782190	monitor, monitoring device
-n03782794	monkey-wrench, monkey wrench
-n03782929	monk's cloth
-n03783304	monochrome
-n03783430	monocle, eyeglass
-n03783575	monofocal lens implant, monofocal IOL
-n03783873	monoplane
-n03784139	monotype
-n03784270	monstrance, ostensorium
-n03784793	mooring tower, mooring mast
-n03784896	Moorish arch, horseshoe arch
-n03785016	moped
-n03785142	mop handle
-n03785237	moquette
-n03785499	morgue, mortuary, dead room
-n03785721	morion, cabasset
-n03786096	morning dress
-n03786194	morning dress
-n03786313	morning room
-n03786621	Morris chair
-n03786715	mortar, howitzer, trench mortar
-n03786901	mortar
-n03787032	mortarboard
-n03787523	mortise joint, mortise-and-tenon joint
-n03788047	mosaic
-n03788195	mosque
-n03788365	mosquito net
-n03788498	motel
-n03788601	motel room
-n03788914	Mother Hubbard, muumuu
-n03789171	motion-picture camera, movie camera, cine-camera
-n03789400	motion-picture film, movie film, cine-film
-n03789603	motley
-n03789794	motley
-n03789946	motor
-n03790230	motorboat, powerboat
-n03790512	motorcycle, bike
-n03790755	motor hotel, motor inn, motor lodge, tourist court, court
-n03790953	motorized wheelchair
-n03791053	motor scooter, scooter
-n03791235	motor vehicle, automotive vehicle
-n03792048	mound, hill
-n03792334	mound, hill, pitcher's mound
-n03792526	mount, setting
-n03792782	mountain bike, all-terrain bike, off-roader
-n03792972	mountain tent
-n03793489	mouse, computer mouse
-n03793850	mouse button
-n03794056	mousetrap
-n03794136	mousse, hair mousse, hair gel
-n03794798	mouthpiece, embouchure
-n03795123	mouthpiece
-n03795269	mouthpiece, gumshield
-n03795758	movement
-n03795976	movie projector, cine projector, film projector
-n03796181	moving-coil galvanometer
-n03796401	moving van
-n03796522	mud brick
-n03796605	mudguard, splash guard, splash-guard
-n03796848	mudhif
-n03796974	muff
-n03797062	muffle
-n03797182	muffler
-n03797264	mufti
-n03797390	mug
-n03797896	mulch
-n03798061	mule, scuff
-n03798442	multichannel recorder
-n03798610	multiengine airplane, multiengine plane
-n03798982	multiplex
-n03799113	multiplexer
-n03799240	multiprocessor
-n03799375	multistage rocket, step rocket
-n03799610	munition, ordnance, ordnance store
-n03799876	Murphy bed
-n03800371	musette, shepherd's pipe
-n03800485	musette pipe
-n03800563	museum
-n03800772	mushroom anchor
-n03800933	musical instrument, instrument
-n03801353	music box, musical box
-n03801533	music hall, vaudeville theater, vaudeville theatre
-n03801671	music school
-n03801760	music stand, music rack
-n03801880	music stool, piano stool
-n03802007	musket
-n03802228	musket ball, ball
-n03802393	muslin
-n03802643	mustache cup, moustache cup
-n03802800	mustard plaster, sinapism
-n03802973	mute
-n03803116	muzzle loader
-n03803284	muzzle
-n03803780	myelogram
-n03804211	nacelle
-n03804744	nail
-n03805180	nailbrush
-n03805280	nailfile
-n03805374	nailhead
-n03805503	nailhead
-n03805725	nail polish, nail enamel, nail varnish
-n03805933	nainsook
-n03807334	Napier's bones, Napier's rods
-n03809211	nard, spikenard
-n03809312	narrowbody aircraft, narrow-body aircraft, narrow-body
-n03809603	narrow wale
-n03809686	narthex
-n03809802	narthex
-n03810412	nasotracheal tube
-n03810952	national monument
-n03811295	nautilus, nuclear submarine, nuclear-powered submarine
-n03811444	navigational system
-n03811847	naval equipment
-n03811965	naval gun
-n03812263	naval missile
-n03812382	naval radar
-n03812789	naval tactical data system
-n03812924	naval weaponry
-n03813078	nave
-n03813176	navigational instrument
-n03813946	nebuchadnezzar
-n03814528	neckband
-n03814639	neck brace
-n03814727	neckcloth, stock
-n03814817	neckerchief
-n03814906	necklace
-n03815149	necklet
-n03815278	neckline
-n03815482	neckpiece
-n03815615	necktie, tie
-n03816005	neckwear
-n03816136	needle
-n03816394	needle
-n03816530	needlenose pliers
-n03816849	needlework, needlecraft
-n03817191	negative
-n03817331	negative magnetic pole, negative pole, south-seeking pole
-n03817522	negative pole
-n03817647	negligee, neglige, peignoir, wrapper, housecoat
-n03818001	neolith
-n03818343	neon lamp, neon induction lamp, neon tube
-n03819047	nephoscope
-n03819336	nest
-n03819448	nest egg
-n03819595	net, network, mesh, meshing, meshwork
-n03819994	net
-n03820154	net
-n03820318	net
-n03820728	network, electronic network
-n03820950	network
-n03821145	neutron bomb
-n03821424	newel
-n03821518	newel post, newel
-n03822171	newspaper, paper
-n03822361	newsroom
-n03822504	newsroom
-n03822656	newsstand
-n03822767	Newtonian telescope, Newtonian reflector
-n03823111	nib, pen nib
-n03823216	niblick, nine iron
-n03823312	nicad, nickel-cadmium accumulator
-n03823673	nickel-iron battery, nickel-iron accumulator
-n03823906	Nicol prism
-n03824197	night bell
-n03824284	nightcap
-n03824381	nightgown, gown, nightie, night-robe, nightdress
-n03824589	night latch
-n03824713	night-light
-n03824999	nightshirt
-n03825080	nightwear, sleepwear, nightclothes
-n03825271	ninepin, skittle, skittle pin
-n03825442	ninepin ball, skittle ball
-n03825673	ninon
-n03825788	nipple
-n03825913	nipple shield
-n03826039	niqab
-n03826186	Nissen hut, Quonset hut
-n03827420	nogging
-n03827536	noisemaker
-n03828020	nonsmoker, nonsmoking car
-n03829340	non-volatile storage, nonvolatile storage
-n03829857	Norfolk jacket
-n03829954	noria
-n03831203	nosebag, feedbag
-n03831382	noseband, nosepiece
-n03831757	nose flute
-n03832144	nosewheel
-n03832673	notebook, notebook computer
-n03833907	nuclear-powered ship
-n03834040	nuclear reactor, reactor
-n03834472	nuclear rocket
-n03834604	nuclear weapon, atomic weapon
-n03835197	nude, nude painting
-n03835729	numdah, numdah rug, nammad
-n03835941	nun's habit
-n03836062	nursery, baby's room
-n03836451	nut and bolt
-n03836602	nutcracker
-n03836906	nylon
-n03836976	nylons, nylon stocking, rayons, rayon stocking, silk stocking
-n03837422	oar
-n03837606	oast
-n03837698	oast house
-n03837869	obelisk
-n03838024	object ball
-n03838298	objective, objective lens, object lens, object glass
-n03838748	oblique bandage
-n03838899	oboe, hautboy, hautbois
-n03839172	oboe da caccia
-n03839276	oboe d'amore
-n03839424	observation dome
-n03839671	observatory
-n03839795	obstacle
-n03840327	obturator
-n03840681	ocarina, sweet potato
-n03840823	octant
-n03841011	odd-leg caliper
-n03841143	odometer, hodometer, mileometer, milometer
-n03841290	oeil de boeuf
-n03841666	office, business office
-n03842012	office building, office block
-n03842156	office furniture
-n03842276	officer's mess
-n03842377	off-line equipment, auxiliary equipment
-n03842585	ogee, cyma reversa
-n03842754	ogee arch, keel arch
-n03842986	ohmmeter
-n03843092	oil, oil color, oil colour
-n03843316	oilcan
-n03843438	oilcloth
-n03843555	oil filter
-n03843883	oil heater, oilstove, kerosene heater, kerosine heater
-n03844045	oil lamp, kerosene lamp, kerosine lamp
-n03844233	oil paint
-n03844550	oil pump
-n03844673	oil refinery, petroleum refinery
-n03844815	oilskin, slicker
-n03844965	oil slick
-n03845107	oilstone
-n03845190	oil tanker, oiler, tanker, tank ship
-n03845990	old school tie
-n03846100	olive drab
-n03846234	olive drab, olive-drab uniform
-n03846431	Olympian Zeus
-n03846677	omelet pan, omelette pan
-n03846772	omnidirectional antenna, nondirectional antenna
-n03846970	omnirange, omnidirectional range, omnidirectional radio range
-n03847471	onion dome
-n03847823	open-air market, open-air marketplace, market square
-n03848033	open circuit
-n03848168	open-end wrench, tappet wrench
-n03848348	opener
-n03848537	open-hearth furnace
-n03849275	openside plane, rabbet plane
-n03849412	open sight
-n03849679	openwork
-n03849814	opera, opera house
-n03849943	opera cloak, opera hood
-n03850053	operating microscope
-n03850245	operating room, OR, operating theater, operating theatre, surgery
-n03850492	operating table
-n03850613	ophthalmoscope
-n03851341	optical device
-n03851787	optical disk, optical disc
-n03852280	optical instrument
-n03852544	optical pyrometer, pyroscope
-n03852688	optical telescope
-n03853291	orchestra pit, pit
-n03853924	ordinary, ordinary bicycle
-n03854065	organ, pipe organ
-n03854421	organdy, organdie
-n03854506	organic light-emitting diode, OLED
-n03854722	organ loft
-n03854815	organ pipe, pipe, pipework
-n03855214	organza
-n03855333	oriel, oriel window
-n03855464	oriflamme
-n03855604	O ring
-n03855756	Orlon
-n03855908	orlop deck, orlop, fourth deck
-n03856012	orphanage, orphans' asylum
-n03856335	orphrey
-n03856465	orrery
-n03856728	orthicon, image orthicon
-n03857026	orthochromatic film
-n03857156	orthopter, ornithopter
-n03857291	orthoscope
-n03857687	oscillograph
-n03857828	oscilloscope, scope, cathode-ray oscilloscope, CRO
-n03858085	ossuary
-n03858183	otoscope, auriscope, auroscope
-n03858418	ottoman, pouf, pouffe, puff, hassock
-n03858533	oubliette
-n03858837	out-basket, out-tray
-n03859000	outboard motor, outboard
-n03859170	outboard motorboat, outboard
-n03859280	outbuilding
-n03859495	outerwear, overclothes
-n03859608	outfall
-n03859958	outfit, getup, rig, turnout
-n03860234	outfitter
-n03860404	outhouse, privy, earth-closet, jakes
-n03861048	output device
-n03861271	outrigger
-n03861430	outrigger canoe
-n03861596	outside caliper
-n03861842	outside mirror
-n03862379	outwork
-n03862676	oven
-n03862862	oven thermometer
-n03863108	overall
-n03863262	overall, boilersuit, boilers suit
-n03863657	overcoat, overcoating
-n03863783	overdrive
-n03863923	overgarment, outer garment
-n03864139	overhand knot
-n03864356	overhang
-n03864692	overhead projector
-n03865288	overmantel
-n03865371	overnighter, overnight bag, overnight case
-n03865557	overpass, flyover
-n03865820	override
-n03865949	overshoe
-n03866082	overskirt
-n03867854	oxbow
-n03868044	Oxbridge
-n03868242	oxcart
-n03868324	oxeye
-n03868406	oxford
-n03868643	oximeter
-n03868763	oxyacetylene torch
-n03868863	oxygen mask
-n03869838	oyster bar
-n03869976	oyster bed, oyster bank, oyster park
-n03870105	pace car
-n03870290	pacemaker, artificial pacemaker
-n03870546	pack
-n03870672	pack
-n03870980	pack, face pack
-n03871083	package, parcel
-n03871371	package store, liquor store, off-licence
-n03871524	packaging
-n03871628	packet
-n03871724	packing box, packing case
-n03871860	packinghouse, packing plant
-n03872016	packinghouse
-n03872167	packing needle
-n03872273	packsaddle
-n03873416	paddle, boat paddle
-n03873699	paddle
-n03873848	paddle
-n03873996	paddle box, paddle-box
-n03874138	paddle steamer, paddle-wheeler
-n03874293	paddlewheel, paddle wheel
-n03874487	paddock
-n03874599	padlock
-n03874823	page printer, page-at-a-time printer
-n03875218	paint, pigment
-n03875806	paintball
-n03875955	paintball gun
-n03876111	paintbox
-n03876231	paintbrush
-n03877351	paisley
-n03877472	pajama, pyjama, pj's, jammies
-n03877674	pajama, pyjama
-n03877845	palace
-n03878066	palace, castle
-n03878211	palace
-n03878294	palanquin, palankeen
-n03878418	paleolith
-n03878511	palestra, palaestra
-n03878674	palette, pallet
-n03878828	palette knife
-n03878963	palisade
-n03879456	pallet
-n03879705	pallette, palette
-n03880032	pallium
-n03880129	pallium
-n03880323	pan
-n03880531	pan, cooking pan
-n03881305	pancake turner
-n03881404	panchromatic film
-n03881534	panda car
-n03882611	paneling, panelling, pane
-n03882960	panhandle
-n03883054	panic button
-n03883385	pannier
-n03883524	pannier
-n03883664	pannikin
-n03883773	panopticon
-n03883944	panopticon
-n03884397	panpipe, pandean pipe, syrinx
-n03884554	pantaloon
-n03884639	pantechnicon
-n03884778	pantheon
-n03884926	pantheon
-n03885028	pantie, panty, scanty, step-in
-n03885194	panting, trousering
-n03885293	pant leg, trouser leg
-n03885410	pantograph
-n03885535	pantry, larder, buttery
-n03885669	pants suit, pantsuit
-n03885788	panty girdle
-n03885904	pantyhose
-n03886053	panzer
-n03886641	paper chain
-n03886762	paper clip, paperclip, gem clip
-n03886940	paper cutter
-n03887185	paper fastener
-n03887330	paper feed
-n03887512	paper mill
-n03887697	paper towel
-n03887899	parabolic mirror
-n03888022	parabolic reflector, paraboloid reflector
-n03888257	parachute, chute
-n03888605	parallel bars, bars
-n03888808	parallel circuit, shunt circuit
-n03888998	parallel interface, parallel port
-n03889397	parang
-n03889503	parapet, breastwork
-n03889626	parapet
-n03889726	parasail
-n03889871	parasol, sunshade
-n03890093	parer, paring knife
-n03890233	parfait glass
-n03890358	pargeting, pargetting, pargetry
-n03890514	pari-mutuel machine, totalizer, totaliser, totalizator, totalisator
-n03891051	parka, windbreaker, windcheater, anorak
-n03891251	park bench
-n03891332	parking meter
-n03891538	parlor, parlour
-n03892178	parquet, parquet floor
-n03892425	parquetry, parqueterie
-n03892557	parsonage, vicarage, rectory
-n03892728	Parsons table
-n03893935	partial denture
-n03894051	particle detector
-n03894379	partition, divider
-n03894677	parts bin
-n03894933	party line
-n03895038	party wall
-n03895170	parvis
-n03895866	passenger car, coach, carriage
-n03896103	passenger ship
-n03896233	passenger train
-n03896419	passenger van
-n03896526	passe-partout
-n03896628	passive matrix display
-n03896984	passkey, passe-partout, master key, master
-n03897130	pass-through
-n03897634	pastry cart
-n03897943	patch
-n03898129	patchcord
-n03898271	patchouli, patchouly, pachouli
-n03898395	patch pocket
-n03898633	patchwork, patchwork quilt
-n03898787	patent log, screw log, taffrail log
-n03899100	paternoster
-n03899612	patina
-n03899768	patio, terrace
-n03899933	patisserie
-n03900028	patka
-n03900194	patrol boat, patrol ship
-n03900301	patty-pan
-n03900393	pave
-n03900979	pavilion, marquee
-n03901229	pavior, paviour, paving machine
-n03901338	pavis, pavise
-n03901750	pawn
-n03901974	pawnbroker's shop, pawnshop, loan office
-n03902125	pay-phone, pay-station
-n03902220	PC board
-n03902482	peach orchard
-n03902756	pea jacket, peacoat
-n03903133	peavey, peavy, cant dog, dog hook
-n03903290	pectoral, pectoral medallion
-n03903424	pedal, treadle, foot pedal, foot lever
-n03903733	pedal pusher, toreador pants
-n03903868	pedestal, plinth, footstall
-n03904060	pedestal table
-n03904183	pedestrian crossing, zebra crossing
-n03904433	pedicab, cycle rickshaw
-n03904657	pediment
-n03904782	pedometer
-n03904909	peeler
-n03905361	peep sight
-n03905540	peg, nog
-n03905730	peg, pin, thole, tholepin, rowlock, oarlock
-n03905947	peg
-n03906106	peg, wooden leg, leg, pegleg
-n03906224	pegboard
-n03906463	Pelham
-n03906590	pelican crossing
-n03906789	pelisse
-n03906894	pelvimeter
-n03906997	pen
-n03907475	penal colony
-n03907654	penal institution, penal facility
-n03907908	penalty box
-n03908111	pen-and-ink
-n03908204	pencil
-n03908456	pencil
-n03908618	pencil box, pencil case
-n03908714	pencil sharpener
-n03909020	pendant earring, drop earring, eardrop
-n03909160	pendulum
-n03909406	pendulum clock
-n03909516	pendulum watch
-n03909658	penetration bomb
-n03911406	penile implant
-n03911513	penitentiary, pen
-n03911658	penknife
-n03911767	penlight
-n03911866	pennant, pennon, streamer, waft
-n03912218	pennywhistle, tin whistle, whistle
-n03912821	penthouse
-n03913343	pentode
-n03913930	peplos, peplus, peplum
-n03914106	peplum
-n03914337	pepper mill, pepper grinder
-n03914438	pepper shaker, pepper box, pepper pot
-n03914583	pepper spray
-n03914831	percale
-n03915118	percolator
-n03915320	percussion cap
-n03915437	percussion instrument, percussive instrument
-n03915900	perforation
-n03916031	perfume, essence
-n03916289	perfumery
-n03916385	perfumery
-n03916470	perfumery
-n03916720	peripheral, computer peripheral, peripheral device
-n03917048	periscope
-n03917198	peristyle
-n03917327	periwig, peruke
-n03917814	permanent press, durable press
-n03918074	perpetual motion machine
-n03918480	personal computer, PC, microcomputer
-n03918737	personal digital assistant, PDA, personal organizer, personal organiser, organizer, organiser
-n03919096	personnel carrier
-n03919289	pestle
-n03919430	pestle, muller, pounder
-n03919808	petcock
-n03920288	Petri dish
-n03920384	petrolatum gauze
-n03920641	pet shop
-n03920737	petticoat, half-slip, underskirt
-n03920867	pew, church bench
-n03923379	phial, vial, ampule, ampul, ampoule
-n03923564	Phillips screw
-n03923692	Phillips screwdriver
-n03923918	phonograph needle, needle
-n03924069	phonograph record, phonograph recording, record, disk, disc, platter
-n03924407	photocathode
-n03924532	photocoagulator
-n03924679	photocopier
-n03926148	photographic equipment
-n03926412	photographic paper, photographic material
-n03926876	photometer
-n03927091	photomicrograph
-n03927299	Photostat, Photostat machine
-n03927539	photostat
-n03927792	physical pendulum, compound pendulum
-n03928116	piano, pianoforte, forte-piano
-n03928589	piano action
-n03928814	piano keyboard, fingerboard, clavier
-n03928994	piano wire
-n03929091	piccolo
-n03929202	pick, pickax, pickaxe
-n03929443	pick
-n03929660	pick, plectrum, plectron
-n03929855	pickelhaube
-n03930229	picket boat
-n03930313	picket fence, paling
-n03930431	picket ship
-n03930515	pickle barrel
-n03930630	pickup, pickup truck
-n03931765	picture frame
-n03931885	picture hat
-n03931980	picture rail
-n03932080	picture window
-n03932670	piece of cloth, piece of material
-n03933391	pied-a-terre
-n03933933	pier
-n03934042	pier
-n03934229	pier arch
-n03934311	pier glass, pier mirror
-n03934565	pier table
-n03934656	pieta
-n03934890	piezometer
-n03935116	pig bed, pig
-n03935234	piggery, pig farm
-n03935335	piggy bank, penny bank
-n03935883	pilaster
-n03936269	pile, spile, piling, stilt
-n03936466	pile driver
-n03937543	pill bottle
-n03937835	pillbox, toque, turban
-n03937931	pillion
-n03938037	pillory
-n03938244	pillow
-n03938401	pillow block
-n03938522	pillow lace, bobbin lace
-n03938725	pillow sham
-n03939062	pilot bit
-n03939178	pilot boat
-n03939281	pilot burner, pilot light, pilot
-n03939440	pilot cloth
-n03939565	pilot engine
-n03939677	pilothouse, wheelhouse
-n03939844	pilot light, pilot lamp, indicator lamp
-n03940256	pin
-n03940894	pin, flag
-n03941013	pin, pin tumbler
-n03941231	pinata
-n03941417	pinball machine, pin table
-n03941586	pince-nez
-n03941684	pincer, pair of pincers, tweezer, pair of tweezers
-n03941887	pinch bar
-n03942028	pincurl clip
-n03942600	pinfold
-n03942813	ping-pong ball
-n03942920	pinhead
-n03943115	pinion
-n03943266	pinnacle
-n03943623	pinprick
-n03943714	pinstripe
-n03943833	pinstripe
-n03943920	pinstripe
-n03944024	pintle
-n03944138	pinwheel, pinwheel wind collector
-n03944341	pinwheel
-n03945459	tabor pipe
-n03945615	pipe
-n03945817	pipe bomb
-n03945928	pipe cleaner
-n03946076	pipe cutter
-n03946162	pipefitting, pipe fitting
-n03947111	pipet, pipette
-n03947343	pipe vise, pipe clamp
-n03947466	pipe wrench, tube wrench
-n03947798	pique
-n03947888	pirate, pirate ship
-n03948242	piste
-n03948459	pistol, handgun, side arm, shooting iron
-n03948830	pistol grip
-n03948950	piston, plunger
-n03949145	piston ring
-n03949317	piston rod
-n03949761	pit
-n03950228	pitcher, ewer
-n03950359	pitchfork
-n03950537	pitching wedge
-n03950647	pitch pipe
-n03950899	pith hat, pith helmet, sun helmet, topee, topi
-n03951068	piton
-n03951213	Pitot-static tube, Pitot head, Pitot tube
-n03951453	Pitot tube, Pitot
-n03951800	pitsaw
-n03951971	pivot, pin
-n03952150	pivoting window
-n03952576	pizzeria, pizza shop, pizza parlor
-n03953020	place of business, business establishment
-n03953416	place of worship, house of prayer, house of God, house of worship
-n03953901	placket
-n03954393	planchet, coin blank
-n03954731	plane, carpenter's plane, woodworking plane
-n03955296	plane, planer, planing machine
-n03955489	plane seat
-n03955809	planetarium
-n03955941	planetarium
-n03956157	planetarium
-n03956331	planetary gear, epicyclic gear, planet wheel, planet gear
-n03956531	plank-bed
-n03956623	planking
-n03956785	planner
-n03956922	plant, works, industrial plant
-n03957315	planter
-n03957420	plaster, adhesive plaster, sticking plaster
-n03957762	plasterboard, gypsum board
-n03957991	plastering trowel
-n03958227	plastic bag
-n03958338	plastic bomb
-n03958630	plastic laminate
-n03958752	plastic wrap
-n03959014	plastron
-n03959123	plastron
-n03959227	plastron
-n03959701	plate, scale, shell
-n03960374	plate, collection plate
-n03960490	plate
-n03961394	platen
-n03961630	platen
-n03961711	plate rack
-n03961828	plate rail
-n03961939	platform
-n03962525	platform, weapons platform
-n03962685	platform
-n03962852	platform bed
-n03962932	platform rocker
-n03963028	plating, metal plating
-n03963198	platter
-n03963294	playback
-n03963483	playbox, play-box
-n03963645	playground
-n03964495	playpen, pen
-n03964611	playsuit
-n03965456	plaza, mall, center, shopping mall, shopping center, shopping centre
-n03965907	pleat, plait
-n03966206	plenum
-n03966325	plethysmograph
-n03966582	pleximeter, plessimeter
-n03966751	plexor, plessor, percussor
-n03966976	pliers, pair of pliers, plyers
-n03967270	plimsoll
-n03967396	plotter
-n03967562	plow, plough
-n03967942	plug, stopper, stopple
-n03968293	plug, male plug
-n03968479	plug fuse
-n03968581	plughole
-n03968728	plumb bob, plumb, plummet
-n03969510	plumb level
-n03970156	plunger, plumber's helper
-n03970363	plus fours
-n03970546	plush
-n03971218	plywood, plyboard
-n03971321	pneumatic drill
-n03971960	p-n junction
-n03972146	p-n-p transistor
-n03972372	poacher
-n03972524	pocket
-n03973003	pocket battleship
-n03973285	pocketcomb, pocket comb
-n03973402	pocket flap
-n03973520	pocket-handkerchief
-n03973628	pocketknife, pocket knife
-n03973839	pocket watch
-n03973945	pod, fuel pod
-n03974070	pogo stick
-n03974915	point-and-shoot camera
-n03975035	pointed arch
-n03975657	pointing trowel
-n03975788	point lace, needlepoint
-n03975926	poker, stove poker, fire hook, salamander
-n03976105	polarimeter, polariscope
-n03976268	Polaroid
-n03976467	Polaroid camera, Polaroid Land camera
-n03976657	pole
-n03977158	pole
-n03977266	poleax, poleaxe
-n03977430	poleax, poleaxe
-n03977592	police boat
-n03977966	police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria
-n03978421	polling booth
-n03978575	polo ball
-n03978686	polo mallet, polo stick
-n03978815	polonaise
-n03978966	polo shirt, sport shirt
-n03979377	polyester
-n03979492	polygraph
-n03980026	pomade, pomatum
-n03980478	pommel horse, side horse
-n03980874	poncho
-n03980986	pongee
-n03981094	poniard, bodkin
-n03981340	pontifical
-n03981566	pontoon
-n03981760	pontoon bridge, bateau bridge, floating bridge
-n03981924	pony cart, ponycart, donkey cart, tub-cart
-n03982232	pool ball
-n03982331	poolroom
-n03982430	pool table, billiard table, snooker table
-n03982642	poop deck
-n03982767	poor box, alms box, mite box
-n03982895	poorhouse
-n03983396	pop bottle, soda bottle
-n03983499	popgun
-n03983612	poplin
-n03983712	popper
-n03983928	poppet, poppet valve
-n03984125	pop tent
-n03984234	porcelain
-n03984381	porch
-n03984643	porkpie, porkpie hat
-n03984759	porringer
-n03985069	portable
-n03985232	portable computer
-n03985441	portable circular saw, portable saw
-n03985881	portcullis
-n03986071	porte-cochere
-n03986224	porte-cochere
-n03986355	portfolio
-n03986562	porthole
-n03986704	portico
-n03986857	portiere
-n03986949	portmanteau, Gladstone, Gladstone bag
-n03987266	portrait camera
-n03987376	portrait lens
-n03987674	positive pole, positive magnetic pole, north-seeking pole
-n03987865	positive pole
-n03987990	positron emission tomography scanner, PET scanner
-n03988170	post
-n03988758	postage meter
-n03988926	post and lintel
-n03989199	post chaise
-n03989349	postern
-n03989447	post exchange, PX
-n03989665	posthole digger, post-hole digger
-n03989777	post horn
-n03989898	posthouse, post house
-n03990474	pot
-n03991062	pot, flowerpot
-n03991202	potbelly, potbelly stove
-n03991321	Potemkin village
-n03991443	potential divider, voltage divider
-n03991646	potentiometer, pot
-n03991837	potentiometer
-n03992325	potpourri
-n03992436	potsherd
-n03992509	potter's wheel
-n03992703	pottery, clayware
-n03992975	pottle
-n03993053	potty seat, potty chair
-n03993180	pouch
-n03993403	poultice, cataplasm, plaster
-n03993703	pound, dog pound
-n03993878	pound net
-n03994008	powder
-n03994297	powder and shot
-n03994417	powdered mustard, dry mustard
-n03994614	powder horn, powder flask
-n03994757	powder keg
-n03995018	power brake
-n03995265	power cord
-n03995372	power drill
-n03995535	power line, power cable
-n03995661	power loom
-n03995856	power mower, motor mower
-n03996004	power pack
-n03996145	power saw, saw, sawing machine
-n03996416	power shovel, excavator, digger, shovel
-n03996849	power steering, power-assisted steering
-n03997274	power takeoff, PTO
-n03997484	power tool
-n03997875	praetorium, pretorium
-n03998194	prayer rug, prayer mat
-n03998333	prayer shawl, tallith, tallis
-n03998673	precipitator, electrostatic precipitator, Cottrell precipitator
-n03999064	prefab
-n03999160	presbytery
-n03999621	presence chamber
-n03999992	press, mechanical press
-n04000311	press, printing press
-n04000480	press
-n04000592	press box
-n04000716	press gallery
-n04000998	press of sail, press of canvas
-n04001132	pressure cabin
-n04001265	pressure cooker
-n04001397	pressure dome
-n04001499	pressure gauge, pressure gage
-n04001661	pressurized water reactor, PWR
-n04001845	pressure suit
-n04002262	pricket
-n04002371	prie-dieu
-n04002629	primary coil, primary winding, primary
-n04003241	Primus stove, Primus
-n04003359	Prince Albert
-n04003856	print
-n04004099	print buffer
-n04004210	printed circuit
-n04004475	printer, printing machine
-n04004767	printer
-n04004990	printer cable
-n04005197	priory
-n04005630	prison, prison house
-n04005912	prison camp, internment camp, prisoner of war camp, POW camp
-n04006067	privateer
-n04006227	private line
-n04006330	privet hedge
-n04006411	probe
-n04007415	proctoscope
-n04007664	prod, goad
-n04008385	production line, assembly line, line
-n04008634	projectile, missile
-n04009552	projector
-n04009801	projector
-n04009923	prolonge
-n04010057	prolonge knot, sailor's breastplate
-n04010779	prompter, autocue
-n04010927	prong
-n04011827	propeller, propellor
-n04012084	propeller plane
-n04012482	propjet, turboprop, turbo-propeller plane
-n04012665	proportional counter tube, proportional counter
-n04013060	propulsion system
-n04013176	proscenium, proscenium wall
-n04013600	proscenium arch
-n04013729	prosthesis, prosthetic device
-n04014297	protective covering, protective cover, protection
-n04015204	protective garment
-n04015786	proton accelerator
-n04015908	protractor
-n04016240	pruner, pruning hook, lopper
-n04016479	pruning knife
-n04016576	pruning saw
-n04016684	pruning shears
-n04016846	psaltery
-n04017571	psychrometer
-n04017807	PT boat, mosquito boat, mosquito craft, motor torpedo boat
-n04018155	public address system, P.A. system, PA system, P.A., PA
-n04018399	public house, pub, saloon, pothouse, gin mill, taphouse
-n04018667	public toilet, comfort station, public convenience, convenience, public lavatory, restroom, toilet facility, wash room
-n04019101	public transport
-n04019335	public works
-n04019541	puck, hockey puck
-n04019696	pull
-n04019881	pullback, tieback
-n04020087	pull chain
-n04020298	pulley, pulley-block, pulley block, block
-n04020744	pull-off, rest area, rest stop, layby, lay-by
-n04020912	Pullman, Pullman car
-n04021028	pullover, slipover
-n04021164	pull-through
-n04021362	pulse counter
-n04021503	pulse generator
-n04021704	pulse timing circuit
-n04021798	pump
-n04022332	pump
-n04022434	pump action, slide action
-n04022708	pump house, pumping station
-n04022866	pump room
-n04023021	pump-type pliers
-n04023119	pump well
-n04023249	punch, puncher
-n04023422	punchboard
-n04023695	punch bowl
-n04023962	punching bag, punch bag, punching ball, punchball
-n04024137	punch pliers
-n04024274	punch press
-n04024862	punnet
-n04024983	punt
-n04025508	pup tent, shelter tent
-n04025633	purdah
-n04026053	purifier
-n04026180	purl, purl stitch
-n04026417	purse
-n04026813	push-bike
-n04026918	push broom
-n04027023	push button, push, button
-n04027367	push-button radio
-n04027706	pusher, zori
-n04027820	put-put
-n04027935	puttee
-n04028074	putter, putting iron
-n04028221	putty knife
-n04028315	puzzle
-n04028581	pylon, power pylon
-n04028764	pylon
-n04029416	pyramidal tent
-n04029647	pyrograph
-n04029734	pyrometer
-n04029913	pyrometric cone
-n04030054	pyrostat
-n04030161	pyx, pix
-n04030274	pyx, pix, pyx chest, pix chest
-n04030414	pyxis
-n04030518	quad, quadrangle
-n04030846	quadrant
-n04030965	quadraphony, quadraphonic system, quadriphonic system
-n04031884	quartering
-n04032509	quarterstaff
-n04032603	quartz battery, quartz mill
-n04032936	quartz lamp
-n04033287	queen
-n04033425	queen
-n04033557	queen post
-n04033801	quern
-n04033901	quill, quill pen
-n04033995	quilt, comforter, comfort, puff
-n04034262	quilted bedspread
-n04034367	quilting
-n04035231	quipu
-n04035634	quirk molding, quirk moulding
-n04035748	quirt
-n04035836	quiver
-n04035912	quoin, coign, coigne
-n04036155	quoit
-n04036303	QWERTY keyboard
-n04036776	rabbet, rebate
-n04036963	rabbet joint
-n04037076	rabbit ears
-n04037220	rabbit hutch
-n04037298	raceabout
-n04037443	racer, race car, racing car
-n04037873	raceway, race
-n04037964	racing boat
-n04038231	racing gig
-n04038338	racing skiff, single shell
-n04038440	rack, stand
-n04038727	rack
-n04039041	rack, wheel
-n04039209	rack and pinion
-n04039381	racket, racquet
-n04039742	racquetball
-n04039848	radar, microwave radar, radio detection and ranging, radiolocation
-n04040247	radial, radial tire, radial-ply tire
-n04040373	radial engine, rotary engine
-n04040540	radiation pyrometer
-n04040759	radiator
-n04041069	radiator
-n04041243	radiator cap
-n04041408	radiator hose
-n04041544	radio, wireless
-n04041747	radio antenna, radio aerial
-n04042076	radio chassis
-n04042204	radio compass
-n04042358	radiogram, radiograph, shadowgraph, skiagraph, skiagram
-n04042632	radio interferometer
-n04042795	radio link, link
-n04042985	radiometer
-n04043168	radiomicrometer
-n04043411	radio-phonograph, radio-gramophone
-n04043733	radio receiver, receiving set, radio set, radio, tuner, wireless
-n04044307	radiotelegraph, radiotelegraphy, wireless telegraph, wireless telegraphy
-n04044498	radiotelephone, radiophone, wireless telephone
-n04044716	radio telescope, radio reflector
-n04044955	radiotherapy equipment
-n04045085	radio transmitter
-n04045255	radome, radar dome
-n04045397	raft
-n04045644	rafter, balk, baulk
-n04045787	raft foundation
-n04045941	rag, shred, tag, tag end, tatter
-n04046091	ragbag
-n04046277	raglan
-n04046400	raglan sleeve
-n04046590	rail
-n04046974	rail fence
-n04047139	railhead
-n04047401	railing, rail
-n04047733	railing
-n04047834	railroad bed
-n04048441	railroad tunnel
-n04049303	rain barrel
-n04049405	raincoat, waterproof
-n04049585	rain gauge, rain gage, pluviometer, udometer
-n04049753	rain stick
-n04050066	rake
-n04050313	rake handle
-n04050600	RAM disk
-n04050933	ramekin, ramequin
-n04051269	ramjet, ramjet engine, atherodyde, athodyd, flying drainpipe
-n04051439	rammer
-n04051549	ramp, incline
-n04051705	rampant arch
-n04051825	rampart, bulwark, wall
-n04052235	ramrod
-n04052346	ramrod
-n04052442	ranch, spread, cattle ranch, cattle farm
-n04052658	ranch house
-n04052757	random-access memory, random access memory, random memory, RAM, read/write memory
-n04053508	rangefinder, range finder
-n04053677	range hood
-n04053767	range pole, ranging pole, flagpole
-n04054361	rapier, tuck
-n04054566	rariora
-n04054670	rasp, wood file
-n04055180	ratchet, rachet, ratch
-n04055447	ratchet wheel
-n04055700	rathskeller
-n04055861	ratline, ratlin
-n04056073	rat-tail file
-n04056180	rattan, ratan
-n04056413	rattrap
-n04056932	rayon
-n04057047	razor
-n04057215	razorblade
-n04057435	reaction-propulsion engine, reaction engine
-n04057673	reaction turbine
-n04057846	reactor
-n04057981	reading lamp
-n04058096	reading room
-n04058239	read-only memory, ROM, read-only storage, fixed storage
-n04058486	read-only memory chip
-n04058594	readout, read-out
-n04058721	read/write head, head
-n04059157	ready-to-wear
-n04059298	real storage
-n04059399	reamer
-n04059516	reamer, juicer, juice reamer
-n04059947	rearview mirror
-n04060198	Reaumur thermometer
-n04060448	rebozo
-n04060647	receiver, receiving system
-n04060904	receptacle
-n04061681	reception desk
-n04061793	reception room
-n04061969	recess, niche
-n04062179	reciprocating engine
-n04062428	recliner, reclining chair, lounger
-n04062644	reconnaissance plane
-n04062807	reconnaissance vehicle, scout car
-n04063154	record changer, auto-changer, changer
-n04063373	recorder, recording equipment, recording machine
-n04063868	recording
-n04064213	recording system
-n04064401	record player, phonograph
-n04064747	record sleeve, record cover
-n04064862	recovery room
-n04065272	recreational vehicle, RV, R.V.
-n04065464	recreation room, rec room
-n04065789	recycling bin
-n04065909	recycling plant
-n04066023	redbrick university
-n04066270	red carpet
-n04066388	redoubt
-n04066476	redoubt
-n04066767	reduction gear
-n04067143	reed pipe
-n04067231	reed stop
-n04067353	reef knot, flat knot
-n04067472	reel
-n04067658	reel
-n04067818	refectory
-n04067921	refectory table
-n04068441	refinery
-n04068601	reflecting telescope, reflector
-n04069166	reflectometer
-n04069276	reflector
-n04069434	reflex camera
-n04069582	reflux condenser
-n04069777	reformatory, reform school, training school
-n04070003	reformer
-n04070207	refracting telescope
-n04070415	refractometer
-n04070545	refrigeration system
-n04070727	refrigerator, icebox
-n04070964	refrigerator car
-n04071102	refuge, sanctuary, asylum
-n04071263	regalia
-n04071393	regimentals
-n04072193	regulator
-n04072551	rein
-n04072960	relay, electrical relay
-n04073425	release, button
-n04073948	religious residence, cloister
-n04074185	reliquary
-n04074963	remote control, remote
-n04075291	remote terminal, link-attached terminal, remote station, link-attached station
-n04075468	removable disk
-n04075715	rendering
-n04075813	rep, repp
-n04075916	repair shop, fix-it shop
-n04076052	repeater
-n04076284	repeating firearm, repeater
-n04076713	repository, monument
-n04077430	reproducer
-n04077594	rerebrace, upper cannon
-n04077734	rescue equipment
-n04077889	research center, research facility
-n04078002	reseau
-n04078574	reservoir
-n04078955	reset
-n04079106	reset button
-n04079244	residence
-n04079603	resistance pyrometer
-n04079933	resistor, resistance
-n04080138	resonator
-n04080454	resonator, cavity resonator, resonating chamber
-n04080705	resort hotel, spa
-n04080833	respirator, inhalator
-n04081281	restaurant, eating house, eating place, eatery
-n04081699	rest house
-n04081844	restraint, constraint
-n04082344	resuscitator
-n04082562	retainer
-n04082710	retaining wall
-n04082886	reticle, reticule, graticule
-n04083113	reticulation
-n04083309	reticule
-n04083649	retort
-n04083800	retractor
-n04084517	return key, return
-n04084682	reverberatory furnace
-n04084889	revers, revere
-n04085017	reverse, reverse gear
-n04085574	reversible
-n04085873	revetment, revetement, stone facing
-n04086066	revetment
-n04086273	revolver, six-gun, six-shooter
-n04086446	revolving door, revolver
-n04086663	rheometer
-n04086794	rheostat, variable resistor
-n04086937	rhinoscope
-n04087126	rib
-n04087432	riband, ribband
-n04087709	ribbed vault
-n04087826	ribbing
-n04088229	ribbon development
-n04088343	rib joint pliers
-n04088441	ricer
-n04088696	riddle
-n04088797	ride
-n04089152	ridge, ridgepole, rooftree
-n04089376	ridge rope
-n04089666	riding boot
-n04089836	riding crop, hunting crop
-n04089976	riding mower
-n04090263	rifle
-n04090548	rifle ball
-n04090781	rifle grenade
-n04091097	rig
-n04091466	rigger, rigger brush
-n04091584	rigger
-n04091693	rigging, tackle
-n04092168	rigout
-n04093157	ringlet
-n04093223	rings
-n04093625	rink, skating rink
-n04093775	riot gun
-n04093915	ripcord
-n04094060	ripcord
-n04094250	ripping bar
-n04094438	ripping chisel
-n04094608	ripsaw, splitsaw
-n04094720	riser
-n04094859	riser, riser pipe, riser pipeline, riser main
-n04095109	Ritz
-n04095210	river boat
-n04095342	rivet
-n04095577	riveting machine, riveter, rivetter
-n04095938	roach clip, roach holder
-n04096066	road, route
-n04096733	roadbed
-n04096848	roadblock, barricade
-n04097085	roadhouse
-n04097373	roadster, runabout, two-seater
-n04097622	roadway
-n04097760	roaster
-n04097866	robe
-n04098169	robotics equipment
-n04098260	Rochon prism, Wollaston prism
-n04098399	rock bit, roller bit
-n04098513	rocker
-n04098795	rocker, cradle
-n04099003	rocker arm, valve rocker
-n04099175	rocket, rocket engine
-n04099429	rocket, projectile
-n04099969	rocking chair, rocker
-n04100174	rod
-n04100519	rodeo
-n04101375	roll
-n04101497	roller
-n04101701	roller
-n04101860	roller bandage
-n04102037	in-line skate
-n04102162	Rollerblade
-n04102285	roller blind
-n04102406	roller coaster, big dipper, chute-the-chute
-n04102618	roller skate
-n04102760	roller towel
-n04102872	roll film
-n04102962	rolling hitch
-n04103094	rolling mill
-n04103206	rolling pin
-n04103364	rolling stock
-n04103665	roll-on
-n04103769	roll-on
-n04103918	roll-on roll-off
-n04104147	Rolodex
-n04104384	Roman arch, semicircular arch
-n04104500	Roman building
-n04104770	romper, romper suit
-n04104925	rood screen
-n04105068	roof
-n04105438	roof
-n04105704	roofing
-n04105893	room
-n04107598	roomette
-n04107743	room light
-n04107984	roost
-n04108268	rope
-n04108822	rope bridge
-n04108999	rope tow
-n04110068	rose water
-n04110178	rose window, rosette
-n04110281	rosin bag
-n04110439	rotary actuator, positioner
-n04110654	rotary engine
-n04110841	rotary press
-n04110955	rotating mechanism
-n04111190	rotating shaft, shaft
-n04111414	rotisserie
-n04111531	rotisserie
-n04111668	rotor
-n04111962	rotor, rotor coil
-n04112147	rotor
-n04112252	rotor blade, rotary wing
-n04112430	rotor head, rotor shaft
-n04112579	rotunda
-n04112654	rotunda
-n04112752	rouge, paint, blusher
-n04112921	roughcast
-n04113038	rouleau
-n04113194	roulette, toothed wheel
-n04113316	roulette ball
-n04113406	roulette wheel, wheel
-n04113641	round, unit of ammunition, one shot
-n04113765	round arch
-n04113968	round-bottom flask
-n04114069	roundel
-n04114301	round file
-n04114428	roundhouse
-n04114719	router
-n04114844	router
-n04114996	router plane
-n04115144	rowel
-n04115256	row house, town house
-n04115456	rowing boat
-n04115542	rowlock arch
-n04115802	royal
-n04115996	royal mast
-n04116098	rubber band, elastic band, elastic
-n04116294	rubber boot, gum boot
-n04116389	rubber bullet
-n04116512	rubber eraser, rubber, pencil eraser
-n04117216	rudder
-n04117464	rudder
-n04117639	rudder blade
-n04118021	rug, carpet, carpeting
-n04118538	rugby ball
-n04118635	ruin
-n04118776	rule, ruler
-n04119091	rumble
-n04119230	rumble seat
-n04119360	rummer
-n04119478	rumpus room, playroom, game room
-n04119630	runcible spoon
-n04119751	rundle, spoke, rung
-n04120489	running shoe
-n04120695	running suit
-n04120842	runway
-n04121228	rushlight, rush candle
-n04121342	russet
-n04121426	rya, rya rug
-n04121511	saber, sabre
-n04121728	saber saw, jigsaw, reciprocating saw
-n04122262	sable
-n04122349	sable, sable brush, sable's hair pencil
-n04122492	sable coat
-n04122578	sabot, wooden shoe
-n04122685	sachet
-n04122825	sack, poke, paper bag, carrier bag
-n04123026	sack, sacque
-n04123123	sackbut
-n04123228	sackcloth
-n04123317	sackcloth
-n04123448	sack coat
-n04123567	sacking, bagging
-n04123740	saddle
-n04124098	saddlebag
-n04124202	saddle blanket, saddlecloth, horse blanket
-n04124370	saddle oxford, saddle shoe
-n04124488	saddlery
-n04124573	saddle seat
-n04124887	saddle stitch
-n04125021	safe
-n04125116	safe
-n04125257	safe-deposit, safe-deposit box, safety-deposit, safety deposit box, deposit box, lockbox
-n04125541	safe house
-n04125692	safety arch
-n04125853	safety belt, life belt, safety harness
-n04126066	safety bicycle, safety bike
-n04126244	safety bolt, safety lock
-n04126541	safety curtain
-n04126659	safety fuse
-n04126852	safety lamp, Davy lamp
-n04126980	safety match, book matches
-n04127117	safety net
-n04127249	safety pin
-n04127395	safety rail, guardrail
-n04127521	safety razor
-n04127633	safety valve, relief valve, escape valve, escape cock, escape
-n04127904	sail, canvas, canvass, sheet
-n04128413	sail
-n04128499	sailboat, sailing boat
-n04128710	sailcloth
-n04128837	sailing vessel, sailing ship
-n04129490	sailing warship
-n04129688	sailor cap
-n04129766	sailor suit
-n04130143	salad bar
-n04130257	salad bowl
-n04130566	salinometer
-n04130907	sallet, salade
-n04131015	salon
-n04131113	salon
-n04131208	salon, beauty salon, beauty parlor, beauty parlour, beauty shop
-n04131368	saltbox
-n04131499	saltcellar
-n04131690	saltshaker, salt shaker
-n04131811	saltworks
-n04131929	salver
-n04132158	salwar, shalwar
-n04132465	Sam Browne belt
-n04132603	samisen, shamisen
-n04132829	samite
-n04132985	samovar
-n04133114	sampan
-n04133789	sandal
-n04134008	sandbag
-n04134170	sandblaster
-n04134523	sandbox
-n04134632	sandglass
-n04135024	sand wedge
-n04135118	sandwich board
-n04135315	sanitary napkin, sanitary towel, Kotex
-n04135710	cling film, clingfilm, Saran Wrap
-n04135933	sarcenet, sarsenet
-n04136045	sarcophagus
-n04136161	sari, saree
-n04136333	sarong
-n04136510	sash, window sash
-n04136800	sash fastener, sash lock, window lock
-n04137089	sash window
-n04137217	satchel
-n04137355	sateen
-n04137444	satellite, artificial satellite, orbiter
-n04137773	satellite receiver
-n04137897	satellite television, satellite TV
-n04138131	satellite transmitter
-n04138261	satin
-n04138869	Saturday night special
-n04138977	saucepan
-n04139140	saucepot
-n04139395	sauna, sweat room
-n04139859	savings bank, coin bank, money box, bank
-n04140064	saw
-n04140539	sawed-off shotgun
-n04140631	sawhorse, horse, sawbuck, buck
-n04140777	sawmill
-n04140853	saw set
-n04141076	sax, saxophone
-n04141198	saxhorn
-n04141327	scabbard
-n04141712	scaffolding, staging
-n04141838	scale
-n04141975	scale, weighing machine
-n04142175	scaler
-n04142327	scaling ladder
-n04142434	scalpel
-n04142731	scanner, electronic scanner
-n04142999	scanner
-n04143140	scanner, digital scanner, image scanner
-n04143365	scantling, stud
-n04143897	scarf
-n04144241	scarf joint, scarf
-n04144539	scatter rug, throw rug
-n04144651	scauper, scorper
-n04145863	Schmidt telescope, Schmidt camera
-n04146050	school, schoolhouse
-n04146343	schoolbag
-n04146504	school bell
-n04146614	school bus
-n04146862	school ship, training ship
-n04146976	school system
-n04147183	schooner
-n04147291	schooner
-n04147495	scientific instrument
-n04147793	scimitar
-n04147916	scintillation counter
-n04148054	scissors, pair of scissors
-n04148285	sclerometer
-n04148464	scoinson arch, sconcheon arch
-n04148579	sconce
-n04148703	sconce
-n04149083	scoop
-n04149374	scooter
-n04149813	scoreboard
-n04150153	scouring pad
-n04150273	scow
-n04150371	scow
-n04150980	scraper
-n04151108	scratcher
-n04151581	screen
-n04151940	screen, cover, covert, concealment
-n04152387	screen
-n04152593	screen, CRT screen
-n04153025	screen door, screen
-n04153330	screening
-n04153751	screw
-n04154152	screw, screw propeller
-n04154340	screw
-n04154565	screwdriver
-n04154753	screw eye
-n04154854	screw key
-n04154938	screw thread, thread
-n04155068	screwtop
-n04155177	screw wrench
-n04155457	scriber, scribe, scratch awl
-n04155625	scrim
-n04155735	scrimshaw
-n04155889	scriptorium
-n04156040	scrubber
-n04156140	scrub brush, scrubbing brush, scrubber
-n04156297	scrub plane
-n04156411	scuffer
-n04156591	scuffle, scuffle hoe, Dutch hoe
-n04156814	scull
-n04156946	scull
-n04157099	scullery
-n04157320	sculpture
-n04158002	scuttle, coal scuttle
-n04158138	scyphus
-n04158250	scythe
-n04158672	seabag
-n04158807	sea boat
-n04158956	sea chest
-n04160036	sealing wax, seal
-n04160261	sealskin
-n04160372	seam
-n04160586	seaplane, hydroplane
-n04160847	searchlight
-n04161010	searing iron
-n04161358	seat
-n04161981	seat
-n04162433	seat
-n04162706	seat belt, seatbelt
-n04163530	secateurs
-n04164002	secondary coil, secondary winding, secondary
-n04164199	second balcony, family circle, upper balcony, peanut gallery
-n04164406	second base
-n04164757	second hand
-n04164868	secretary, writing table, escritoire, secretaire
-n04165409	sectional
-n04165675	security blanket
-n04165945	security system, security measure, security
-n04166111	security system
-n04166281	sedan, saloon
-n04166436	sedan, sedan chair
-n04167346	seeder
-n04167489	seeker
-n04167661	seersucker
-n04168084	segmental arch
-n04168199	Segway, Segway Human Transporter, Segway HT
-n04168472	seidel
-n04168541	seine
-n04168840	seismograph
-n04169437	selector, selector switch
-n04169597	selenium cell
-n04170037	self-propelled vehicle
-n04170384	self-registering thermometer
-n04170515	self-starter
-n04170694	selsyn, synchro
-n04170933	selvage, selvedge
-n04171208	semaphore
-n04171459	semiautomatic firearm
-n04171629	semiautomatic pistol, semiautomatic
-n04171831	semiconductor device, semiconductor unit, semiconductor
-n04172107	semi-detached house
-n04172230	semigloss
-n04172342	semitrailer, semi
-n04172512	sennit
-n04172607	sensitometer
-n04172776	sentry box
-n04172904	separate
-n04173046	septic tank
-n04173172	sequence, episode
-n04173511	sequencer, sequenator
-n04173907	serape, sarape
-n04174026	serge
-n04174101	serger
-n04174234	serial port
-n04174500	serpent
-n04174705	serration
-n04175039	server
-n04175147	server, host
-n04175574	service club
-n04176068	serving cart
-n04176190	serving dish
-n04176295	servo, servomechanism, servosystem
-n04176528	set
-n04177041	set gun, spring gun
-n04177329	setscrew
-n04177545	setscrew
-n04177654	set square
-n04177755	settee
-n04177820	settle, settee
-n04177931	settlement house
-n04178190	seventy-eight, 78
-n04178329	Seven Wonders of the Ancient World, Seven Wonders of the World
-n04178668	sewage disposal plant, disposal plant
-n04179126	sewer, sewerage, cloaca
-n04179712	sewing basket
-n04179824	sewing kit
-n04179913	sewing machine
-n04180063	sewing needle
-n04180229	sewing room
-n04180888	sextant
-n04181083	sgraffito
-n04181228	shackle, bond, hamper, trammel
-n04181561	shackle
-n04181718	shade
-n04182152	shadow box
-n04182322	shaft
-n04183217	shag rug
-n04183329	shaker
-n04183957	shank
-n04184095	shank, stem
-n04184316	shantung
-n04184435	shaper, shaping machine
-n04184600	shaping tool
-n04184880	sharkskin
-n04185071	sharpener
-n04185529	Sharpie
-n04185804	shaver, electric shaver, electric razor
-n04185946	shaving brush
-n04186051	shaving cream, shaving soap
-n04186268	shaving foam
-n04186455	shawl
-n04186624	shawm
-n04186848	shears
-n04187061	sheath
-n04187233	sheathing, overlay, overlayer
-n04187547	shed
-n04187751	sheep bell
-n04187885	sheepshank
-n04187970	sheepskin coat, afghan
-n04188064	sheepwalk, sheeprun
-n04188179	sheet, bed sheet
-n04189092	sheet bend, becket bend, weaver's knot, weaver's hitch
-n04189282	sheeting
-n04189651	sheet pile, sheath pile, sheet piling
-n04189816	Sheetrock
-n04190052	shelf
-n04190376	shelf bracket
-n04190464	shell
-n04190747	shell, case, casing
-n04190997	shell, racing shell
-n04191150	shellac, shellac varnish
-n04191595	shelter
-n04191943	shelter
-n04192238	shelter
-n04192361	sheltered workshop
-n04192521	Sheraton
-n04192698	shield, buckler
-n04192858	shield
-n04193179	shielding
-n04193377	shift key, shift
-n04193742	shillelagh, shillalah
-n04193883	shim
-n04194009	shingle
-n04194127	shin guard, shinpad
-n04194289	ship
-n04196080	shipboard system
-n04196502	shipping, cargo ships, merchant marine, merchant vessels
-n04196803	shipping room
-n04196925	ship-towed long-range acoustic detection system
-n04197110	shipwreck
-n04197391	shirt
-n04197781	shirt button
-n04197878	shirtdress
-n04198015	shirtfront
-n04198233	shirting
-n04198355	shirtsleeve
-n04198453	shirttail
-n04198562	shirtwaist, shirtwaister
-n04198722	shiv
-n04198797	shock absorber, shock, cushion
-n04199027	shoe
-n04200000	shoe
-n04200258	shoebox
-n04200537	shoehorn
-n04200800	shoe shop, shoe-shop, shoe store
-n04200908	shoetree
-n04201064	shofar, shophar
-n04201297	shoji
-n04201733	shooting brake
-n04202142	shooting lodge, shooting box
-n04202282	shooting stick
-n04202417	shop, store
-n04203356	shop bell
-n04204081	shopping bag
-n04204238	shopping basket
-n04204347	shopping cart
-n04204755	short circuit, short
-n04205062	short iron
-n04205318	short pants, shorts, trunks
-n04205505	short sleeve
-n04205613	shortwave diathermy machine
-n04206070	shot
-n04206225	shot glass, jigger, pony
-n04206356	shotgun, scattergun
-n04206570	shotgun shell
-n04206790	shot tower
-n04207151	shoulder
-n04207343	shoulder bag
-n04207596	shouldered arch
-n04207763	shoulder holster
-n04207903	shoulder pad
-n04208065	shoulder patch
-n04208210	shovel
-n04208427	shovel
-n04208582	shovel hat
-n04208760	showboat
-n04208936	shower
-n04209133	shower cap
-n04209239	shower curtain
-n04209509	shower room
-n04209613	shower stall, shower bath
-n04209811	showroom, salesroom, saleroom
-n04210012	shrapnel
-n04210120	shredder
-n04210288	shrimper
-n04210390	shrine
-n04210591	shrink-wrap
-n04210858	shunt
-n04211001	shunt, electrical shunt, bypass
-n04211219	shunter
-n04211356	shutter
-n04211528	shutter
-n04211857	shuttle
-n04211970	shuttle
-n04212165	shuttle bus
-n04212282	shuttlecock, bird, birdie, shuttle
-n04212467	shuttle helicopter
-n04212810	Sibley tent
-n04213105	sickbay, sick berth
-n04213264	sickbed
-n04213353	sickle, reaping hook, reap hook
-n04213530	sickroom
-n04214046	sideboard
-n04214282	sidecar
-n04214413	side chapel
-n04214649	sidelight, running light
-n04215153	sidesaddle
-n04215402	sidewalk, pavement
-n04215588	sidewall
-n04215800	side-wheeler
-n04215910	sidewinder
-n04216634	sieve, screen
-n04216860	sifter
-n04216963	sights
-n04217387	sigmoidoscope, flexible sigmoidoscope
-n04217546	signal box, signal tower
-n04217718	signaling device
-n04217882	signboard, sign
-n04218564	silencer, muffler
-n04218921	silent butler
-n04219185	Silex
-n04219424	silk
-n04219580	silks
-n04220250	silo
-n04220805	silver plate
-n04221076	silverpoint
-n04221673	simple pendulum
-n04221823	simulator
-n04222210	single bed
-n04222307	single-breasted jacket
-n04222470	single-breasted suit
-n04222723	single prop, single-propeller plane
-n04222847	single-reed instrument, single-reed woodwind
-n04223066	single-rotor helicopter
-n04223170	singlestick, fencing stick, backsword
-n04223299	singlet, vest, undershirt
-n04224395	siren
-n04224543	sister ship
-n04224842	sitar
-n04225031	sitz bath, hip bath
-n04225222	six-pack, six pack, sixpack
-n04225729	skate
-n04225987	skateboard
-n04226322	skeg
-n04226464	skein
-n04226537	skeleton, skeletal frame, frame, underframe
-n04226826	skeleton key
-n04226962	skep
-n04227050	skep
-n04227144	sketch, study
-n04227519	sketcher
-n04227787	skew arch
-n04227900	skewer
-n04228054	ski
-n04228215	ski binding, binding
-n04228422	skibob
-n04228581	ski boot
-n04228693	ski cap, stocking cap, toboggan cap
-n04229007	skidder
-n04229107	skid lid
-n04229480	skiff
-n04229620	ski jump
-n04229737	ski lodge
-n04229816	ski mask
-n04229959	skimmer
-n04230387	ski parka, ski jacket
-n04230487	ski-plane
-n04230603	ski pole
-n04230707	ski rack
-n04230808	skirt
-n04231272	skirt
-n04231693	ski tow, ski lift, lift
-n04231905	Skivvies
-n04232153	skullcap
-n04232312	skybox
-n04232437	skyhook
-n04232800	skylight, fanlight
-n04233027	skysail
-n04233124	skyscraper
-n04233295	skywalk
-n04233715	slacks
-n04233832	slack suit
-n04234160	slasher
-n04234260	slash pocket
-n04234455	slat, spline
-n04234670	slate
-n04234763	slate pencil
-n04234887	slate roof
-n04235291	sled, sledge, sleigh
-n04235646	sleeper
-n04235771	sleeper
-n04235860	sleeping bag
-n04236001	sleeping car, sleeper, wagon-lit
-n04236377	sleeve, arm
-n04236702	sleeve
-n04236809	sleigh bed
-n04236935	sleigh bell, cascabel
-n04237174	slice bar
-n04237287	slicer
-n04237423	slicer
-n04238128	slide, playground slide, sliding board
-n04238321	slide fastener, zip, zipper, zip fastener
-n04238617	slide projector
-n04238763	slide rule, slipstick
-n04238953	slide valve
-n04239074	sliding door
-n04239218	sliding seat
-n04239333	sliding window
-n04239436	sling, scarf bandage, triangular bandage
-n04239639	sling
-n04239786	slingback, sling
-n04239900	slinger ring
-n04240434	slip clutch, slip friction clutch
-n04240752	slipcover
-n04240867	slip-joint pliers
-n04241042	slipknot
-n04241249	slip-on
-n04241394	slipper, carpet slipper
-n04241573	slip ring
-n04242084	slit lamp
-n04242315	slit trench
-n04242408	sloop
-n04242587	sloop of war
-n04242704	slop basin, slop bowl
-n04243003	slop pail, slop jar
-n04243142	slops
-n04243251	slopshop, slopseller's shop
-n04243546	slot, one-armed bandit
-n04243941	slot machine, coin machine
-n04244379	sluice, sluiceway, penstock
-n04244847	smack
-n04244997	small boat
-n04245218	small computer system interface, SCSI
-n04245412	small ship
-n04245508	small stores
-n04245847	smart bomb
-n04246060	smelling bottle
-n04246271	smocking
-n04246459	smoke bomb, smoke grenade
-n04246731	smokehouse, meat house
-n04246855	smoker, smoking car, smoking carriage, smoking compartment
-n04247011	smoke screen, smokescreen
-n04247440	smoking room
-n04247544	smoothbore
-n04247630	smooth plane, smoothing plane
-n04247736	snack bar, snack counter, buffet
-n04247876	snaffle, snaffle bit
-n04248209	snap, snap fastener, press stud
-n04248396	snap brim
-n04248507	snap-brim hat
-n04248851	snare, gin, noose
-n04249415	snare drum, snare, side drum
-n04249582	snatch block
-n04249882	snifter, brandy snifter, brandy glass
-n04250224	sniper rifle, precision rifle
-n04250473	snips, tinsnips
-n04250599	Sno-cat
-n04250692	snood
-n04250850	snorkel, schnorkel, schnorchel, snorkel breather, breather
-n04251144	snorkel
-n04251701	snowbank, snow bank
-n04251791	snowboard
-n04252077	snowmobile
-n04252225	snowplow, snowplough
-n04252331	snowshoe
-n04252560	snowsuit
-n04252653	snow thrower, snow blower
-n04253057	snuffbox
-n04253168	snuffer
-n04253304	snuffers
-n04253931	soapbox
-n04254009	soap dish
-n04254120	soap dispenser
-n04254450	soap pad
-n04254680	soccer ball
-n04254777	sock
-n04255163	socket
-n04255346	socket wrench
-n04255499	socle
-n04255586	soda can
-n04255670	soda fountain
-n04255768	soda fountain
-n04255899	sod house, soddy, adobe house
-n04256318	sodium-vapor lamp, sodium-vapour lamp
-n04256520	sofa, couch, lounge
-n04256758	soffit
-n04256891	softball, playground ball
-n04257223	soft pedal
-n04257684	soil pipe
-n04257790	solar array, solar battery, solar panel
-n04257986	solar cell, photovoltaic cell
-n04258138	solar dish, solar collector, solar furnace
-n04258333	solar heater
-n04258438	solar house
-n04258618	solar telescope
-n04258732	solar thermal system
-n04258859	soldering iron
-n04259202	solenoid
-n04259468	solleret, sabaton
-n04259630	sombrero
-n04260192	sonic depth finder, fathometer
-n04260364	sonogram, echogram
-n04260589	sonograph
-n04261116	sorter
-n04261281	souk
-n04261369	sound bow
-n04261506	soundbox, body
-n04261638	sound camera
-n04261767	sounder
-n04261868	sound film
-n04262161	sounding board, soundboard
-n04262530	sounding rocket
-n04262678	sound recording, audio recording, audio
-n04262869	sound spectrograph
-n04263257	soup bowl
-n04263336	soup ladle
-n04263502	soupspoon, soup spoon
-n04263760	source of illumination
-n04263950	sourdine
-n04264134	soutache
-n04264233	soutane
-n04264361	sou'wester
-n04264485	soybean future
-n04264628	space bar
-n04264765	space capsule, capsule
-n04264914	spacecraft, ballistic capsule, space vehicle
-n04265275	space heater
-n04265428	space helmet
-n04265904	space rocket
-n04266014	space shuttle
-n04266162	space station, space platform, space laboratory
-n04266375	spacesuit
-n04266486	spade
-n04266849	spade bit
-n04266968	spaghetti junction
-n04267091	Spandau
-n04267165	spandex
-n04267246	spandrel, spandril
-n04267435	spanker
-n04267577	spar
-n04267985	sparge pipe
-n04268142	spark arrester, sparker
-n04268275	spark arrester
-n04268418	spark chamber, spark counter
-n04268565	spark coil
-n04268799	spark gap
-n04269086	spark lever
-n04269270	spark plug, sparking plug, plug
-n04269502	sparkplug wrench
-n04269668	spark transmitter
-n04269822	spat, gaiter
-n04269944	spatula
-n04270147	spatula
-n04270371	speakerphone
-n04270576	speaking trumpet
-n04270891	spear, lance, shaft
-n04271148	spear, gig, fizgig, fishgig, lance
-n04271531	specialty store
-n04271793	specimen bottle
-n04271891	spectacle
-n04272054	spectacles, specs, eyeglasses, glasses
-n04272389	spectator pump, spectator
-n04272782	spectrograph
-n04272928	spectrophotometer
-n04273064	spectroscope, prism spectroscope
-n04273285	speculum
-n04273569	speedboat
-n04273659	speed bump
-n04273796	speedometer, speed indicator
-n04273972	speed skate, racing skate
-n04274686	spherometer
-n04274985	sphygmomanometer
-n04275093	spicemill
-n04275175	spice rack
-n04275283	spider
-n04275548	spider web, spider's web
-n04275661	spike
-n04275904	spike
-n04277352	spindle
-n04277493	spindle, mandrel, mandril, arbor
-n04277669	spindle
-n04277826	spin dryer, spin drier
-n04278247	spinet
-n04278353	spinet
-n04278447	spinnaker
-n04278605	spinner
-n04278932	spinning frame
-n04279063	spinning jenny
-n04279172	spinning machine
-n04279353	spinning rod
-n04279462	spinning wheel
-n04279858	spiral bandage
-n04279987	spiral ratchet screwdriver, ratchet screwdriver
-n04280259	spiral spring
-n04280373	spirit lamp
-n04280487	spirit stove
-n04280845	spirometer
-n04280970	spit
-n04281260	spittoon, cuspidor
-n04281375	splashboard, splasher, dashboard
-n04281571	splasher
-n04281998	splice, splicing
-n04282231	splicer
-n04282494	splint
-n04282872	split rail, fence rail
-n04282992	Spode
-n04283096	spoiler
-n04283255	spoiler
-n04283378	spoke, wheel spoke, radius
-n04283585	spokeshave
-n04283784	sponge cloth
-n04283905	sponge mop
-n04284002	spoon
-n04284341	spoon
-n04284438	Spork
-n04284572	sporran
-n04284869	sport kite, stunt kite
-n04285008	sports car, sport car
-n04285146	sports equipment
-n04285622	sports implement
-n04285803	sportswear, athletic wear, activewear
-n04285965	sport utility, sport utility vehicle, S.U.V., SUV
-n04286128	spot
-n04286575	spotlight, spot
-n04286960	spot weld, spot-weld
-n04287351	spouter
-n04287451	sprag
-n04287747	spray gun
-n04287898	spray paint
-n04287986	spreader
-n04288165	sprig
-n04288272	spring
-n04288533	spring balance, spring scale
-n04288673	springboard
-n04289027	sprinkler
-n04289195	sprinkler system
-n04289449	sprit
-n04289576	spritsail
-n04289690	sprocket, sprocket wheel
-n04289827	sprocket
-n04290079	spun yarn
-n04290259	spur, gad
-n04290507	spur gear, spur wheel
-n04290615	sputnik
-n04290762	spy satellite
-n04291069	squad room
-n04291242	square
-n04291759	square knot
-n04291992	square-rigger
-n04292080	square sail
-n04292221	squash ball
-n04292414	squash racket, squash racquet, bat
-n04292572	squawk box, squawker, intercom speaker
-n04292921	squeegee
-n04293119	squeezer
-n04293258	squelch circuit, squelch, squelcher
-n04293744	squinch
-n04294212	stabilizer, stabiliser
-n04294426	stabilizer
-n04294614	stabilizer bar, anti-sway bar
-n04294879	stable, stalls, horse barn
-n04295081	stable gear, saddlery, tack
-n04295353	stabling
-n04295571	stacks
-n04295777	staddle
-n04295881	stadium, bowl, arena, sports stadium
-n04296562	stage
-n04297098	stagecoach, stage
-n04297750	stained-glass window
-n04297847	stair-carpet
-n04298053	stair-rod
-n04298661	stairwell
-n04298765	stake
-n04299215	stall, stand, sales booth
-n04299370	stall
-n04299963	stamp
-n04300358	stamp mill, stamping mill
-n04300509	stamping machine, stamper
-n04300643	stanchion
-n04301000	stand
-n04301242	standard
-n04301474	standard cell
-n04301760	standard transmission, stick shift
-n04302200	standing press
-n04302863	stanhope
-n04302988	Stanley Steamer
-n04303095	staple
-n04303258	staple
-n04303357	staple gun, staplegun, tacker
-n04303497	stapler, stapling machine
-n04304215	starship, spaceship
-n04304375	starter, starter motor, starting motor
-n04304680	starting gate, starting stall
-n04305016	Stassano furnace, electric-arc furnace
-n04305210	Statehouse
-n04305323	stately home
-n04305471	state prison
-n04305572	stateroom
-n04305947	static tube
-n04306080	station
-n04306592	stator, stator coil
-n04306847	statue
-n04307419	stay
-n04307767	staysail
-n04307878	steakhouse, chophouse
-n04307986	steak knife
-n04308084	stealth aircraft
-n04308273	stealth bomber
-n04308397	stealth fighter
-n04308583	steam bath, steam room, vapor bath, vapour bath
-n04308807	steamboat
-n04308915	steam chest
-n04309049	steam engine
-n04309348	steamer, steamship
-n04309548	steamer
-n04309833	steam iron
-n04310018	steam locomotive
-n04310157	steamroller, road roller
-n04310507	steam shovel
-n04310604	steam turbine
-n04310721	steam whistle
-n04310904	steel
-n04311004	steel arch bridge
-n04311174	steel drum
-n04311595	steel mill, steelworks, steel plant, steel factory
-n04312020	steel-wool pad
-n04312154	steelyard, lever scale, beam scale
-n04312432	steeple, spire
-n04312654	steerage
-n04312756	steering gear
-n04312916	steering linkage
-n04313220	steering system, steering mechanism
-n04313503	steering wheel, wheel
-n04313628	stele, stela
-n04314107	stem-winder
-n04314216	stencil
-n04314522	Sten gun
-n04314632	stenograph
-n04314914	step, stair
-n04315342	step-down transformer
-n04315713	step stool
-n04315828	step-up transformer
-n04315948	stereo, stereophony, stereo system, stereophonic system
-n04316498	stereoscope
-n04316815	stern chaser
-n04316924	sternpost
-n04317063	sternwheeler
-n04317175	stethoscope
-n04317325	stewing pan, stewpan
-n04317420	stick
-n04317833	stick
-n04317976	stick, control stick, joystick
-n04318131	stick
-n04318787	stile
-n04318892	stiletto
-n04318982	still
-n04319545	stillroom, still room
-n04319774	Stillson wrench
-n04319937	stilt
-n04320405	Stinger
-n04320598	stink bomb, stench bomb
-n04320871	stirrer
-n04320973	stirrup, stirrup iron
-n04321121	stirrup pump
-n04321453	stob
-n04322026	stock, gunstock
-n04322531	stockade
-n04322692	stockcar
-n04322801	stock car
-n04323519	stockinet, stockinette
-n04323819	stocking
-n04324120	stock-in-trade
-n04324297	stockpot
-n04324387	stockroom, stock room
-n04324515	stocks
-n04325041	stock saddle, Western saddle
-n04325208	stockyard
-n04325704	stole
-n04325804	stomacher
-n04325968	stomach pump
-n04326547	stone wall
-n04326676	stoneware
-n04326799	stonework
-n04326896	stool
-n04327204	stoop, stoep
-n04327544	stop bath, short-stop, short-stop bath
-n04327682	stopcock, cock, turncock
-n04328054	stopper knot
-n04328186	stopwatch, stop watch
-n04328329	storage battery, accumulator
-n04328580	storage cell, secondary cell
-n04328703	storage ring
-n04328946	storage space
-n04329477	storeroom, storage room, stowage
-n04329681	storm cellar, cyclone cellar, tornado cellar
-n04329834	storm door
-n04329958	storm window, storm sash
-n04330109	stoup, stoop
-n04330189	stoup
-n04330267	stove
-n04330340	stove, kitchen stove, range, kitchen range, cooking stove
-n04330669	stove bolt
-n04330746	stovepipe
-n04330896	stovepipe iron
-n04330998	Stradavarius, Strad
-n04331277	straight chair, side chair
-n04331443	straightedge
-n04331639	straightener
-n04331765	straight flute, straight-fluted drill
-n04331892	straight pin
-n04332074	straight razor
-n04332243	strainer
-n04332580	straitjacket, straightjacket
-n04332987	strap
-n04333129	strap
-n04333869	strap hinge, joint hinge
-n04334105	strapless
-n04334365	streamer fly
-n04334504	streamliner
-n04334599	street
-n04335209	street
-n04335435	streetcar, tram, tramcar, trolley, trolley car
-n04335693	street clothes
-n04335886	streetlight, street lamp
-n04336792	stretcher
-n04337157	stretcher
-n04337287	stretch pants
-n04337503	strickle
-n04337650	strickle
-n04338517	stringed instrument
-n04338963	stringer
-n04339062	stringer
-n04339191	string tie
-n04339638	strip
-n04339879	strip lighting
-n04340019	strip mall
-n04340521	stroboscope, strobe, strobe light
-n04340750	strongbox, deedbox
-n04340935	stronghold, fastness
-n04341133	strongroom
-n04341288	strop
-n04341414	structural member
-n04341686	structure, construction
-n04343511	student center
-n04343630	student lamp
-n04343740	student union
-n04344003	stud finder
-n04344734	studio apartment, studio
-n04344873	studio couch, day bed
-n04345028	study
-n04345201	study hall
-n04345787	stuffing nut, packing nut
-n04346003	stump
-n04346157	stun gun, stun baton
-n04346328	stupa, tope
-n04346428	sty, pigsty, pigpen
-n04346511	stylus, style
-n04346679	stylus
-n04346855	sub-assembly
-n04347119	subcompact, subcompact car
-n04347519	submachine gun
-n04347754	submarine, pigboat, sub, U-boat
-n04348070	submarine torpedo
-n04348184	submersible, submersible warship
-n04348359	submersible
-n04348988	subtracter
-n04349189	subway token
-n04349306	subway train
-n04349401	subwoofer
-n04349913	suction cup
-n04350104	suction pump
-n04350235	sudatorium, sudatory
-n04350458	suede cloth, suede
-n04350581	sugar bowl
-n04350688	sugar refinery
-n04350769	sugar spoon, sugar shell
-n04350905	suit, suit of clothes
-n04351550	suite, rooms
-n04351699	suiting
-n04353573	sulky
-n04354026	summer house
-n04354182	sumo ring
-n04354387	sump
-n04354487	sump pump
-n04354589	sunbonnet
-n04355115	Sunday best, Sunday clothes
-n04355267	sun deck
-n04355338	sundial
-n04355511	sundress
-n04355684	sundries
-n04355821	sun gear
-n04355933	sunglass
-n04356056	sunglasses, dark glasses, shades
-n04356595	sunhat, sun hat
-n04356772	sunlamp, sun lamp, sunray lamp, sun-ray lamp
-n04356925	sun parlor, sun parlour, sun porch, sunporch, sunroom, sun lounge, solarium
-n04357121	sunroof, sunshine-roof
-n04357314	sunscreen, sunblock, sun blocker
-n04357531	sunsuit
-n04357930	supercharger
-n04358117	supercomputer
-n04358256	superconducting supercollider
-n04358491	superhighway, information superhighway
-n04358707	supermarket
-n04358874	superstructure
-n04359034	supertanker
-n04359124	supper club
-n04359217	supplejack
-n04359335	supply chamber
-n04359500	supply closet
-n04359589	support
-n04360501	support
-n04360798	support column
-n04360914	support hose, support stocking
-n04361095	supporting structure
-n04361260	supporting tower
-n04361937	surcoat
-n04362624	surface gauge, surface gage, scribing block
-n04362821	surface lift
-n04362972	surface search radar
-n04363082	surface ship
-n04363210	surface-to-air missile, SAM
-n04363412	surface-to-air missile system
-n04363671	surfboat
-n04363777	surcoat
-n04363874	surgeon's knot
-n04363991	surgery
-n04364160	surge suppressor, surge protector, spike suppressor, spike arrester, lightning arrester
-n04364397	surgical dressing
-n04364545	surgical instrument
-n04364827	surgical knife
-n04364994	surplice
-n04365112	surrey
-n04365229	surtout
-n04365328	surveillance system
-n04365484	surveying instrument, surveyor's instrument
-n04365751	surveyor's level
-n04366033	sushi bar
-n04366116	suspension, suspension system
-n04366367	suspension bridge
-n04366832	suspensory, suspensory bandage
-n04367011	sustaining pedal, loud pedal
-n04367371	suture, surgical seam
-n04367480	swab, swob, mop
-n04367746	swab
-n04367950	swaddling clothes, swaddling bands
-n04368109	swag
-n04368235	swage block
-n04368365	swagger stick
-n04368496	swallow-tailed coat, swallowtail, morning coat
-n04368695	swamp buggy, marsh buggy
-n04368840	swan's down
-n04369025	swathe, wrapping
-n04369282	swatter, flyswatter, flyswat
-n04369485	sweat bag
-n04369618	sweatband
-n04370048	sweater, jumper
-n04370288	sweat pants, sweatpants
-n04370456	sweatshirt
-n04370600	sweatshop
-n04370774	sweat suit, sweatsuit, sweats, workout suit
-n04370955	sweep, sweep oar
-n04371050	sweep hand, sweep-second
-n04371430	swimming trunks, bathing trunks
-n04371563	swimsuit, swimwear, bathing suit, swimming costume, bathing costume
-n04371774	swing
-n04371979	swing door, swinging door
-n04372370	switch, electric switch, electrical switch
-n04373089	switchblade, switchblade knife, flick-knife, flick knife
-n04373428	switch engine, donkey engine
-n04373563	swivel
-n04373704	swivel chair
-n04373795	swizzle stick
-n04373894	sword, blade, brand, steel
-n04374315	sword cane, sword stick
-n04374521	S wrench
-n04374735	synagogue, temple, tabernacle
-n04374907	synchrocyclotron
-n04375080	synchroflash
-n04375241	synchromesh
-n04375405	synchronous converter, rotary, rotary converter
-n04375615	synchronous motor
-n04375775	synchrotron
-n04375926	synchroscope, synchronoscope, synchronizer, synchroniser
-n04376400	synthesizer, synthesiser
-n04376876	syringe
-n04377057	system
-n04378489	tabard
-n04378651	Tabernacle
-n04378956	tabi, tabis
-n04379096	tab key, tab
-n04379243	table
-n04379964	table
-n04380255	tablefork
-n04380346	table knife
-n04380533	table lamp
-n04380916	table saw
-n04381073	tablespoon
-n04381450	tablet-armed chair
-n04381587	table-tennis table, ping-pong table, pingpong table
-n04381724	table-tennis racquet, table-tennis bat, pingpong paddle
-n04381860	tabletop
-n04381994	tableware
-n04382334	tabor, tabour
-n04382438	taboret, tabouret
-n04382537	tachistoscope, t-scope
-n04382695	tachograph
-n04382880	tachometer, tach
-n04383015	tachymeter, tacheometer
-n04383130	tack
-n04383301	tack hammer
-n04383839	taffeta
-n04383923	taffrail
-n04384593	tailgate, tailboard
-n04384910	taillight, tail lamp, rear light, rear lamp
-n04385079	tailor-made
-n04385157	tailor's chalk
-n04385536	tailpipe
-n04385799	tail rotor, anti-torque rotor
-n04386051	tailstock
-n04386456	take-up
-n04386664	talaria
-n04386792	talcum, talcum powder
-n04387095	tam, tam-o'-shanter, tammy
-n04387201	tambour
-n04387261	tambour, embroidery frame, embroidery hoop
-n04387400	tambourine
-n04387531	tammy
-n04387706	tamp, tamper, tamping bar
-n04387932	Tampax
-n04388040	tampion, tompion
-n04388162	tampon
-n04388473	tandoor
-n04388574	tangram
-n04388743	tank, storage tank
-n04389033	tank, army tank, armored combat vehicle, armoured combat vehicle
-n04389430	tankard
-n04389521	tank car, tank
-n04389718	tank destroyer
-n04389854	tank engine, tank locomotive
-n04389999	tanker plane
-n04390483	tank shell
-n04390577	tank top
-n04390873	tannoy
-n04390977	tap, spigot
-n04391445	tapa, tappa
-n04391838	tape, tape recording, taping
-n04392113	tape, tapeline, tape measure
-n04392526	tape deck
-n04392764	tape drive, tape transport, transport
-n04392985	tape player
-n04393095	tape recorder, tape machine
-n04393301	taper file
-n04393549	tapestry, tapis
-n04393808	tappet
-n04393913	tap wrench
-n04394031	tare
-n04394261	target, butt
-n04394421	target acquisition system
-n04394630	tarmacadam, tarmac, macadam
-n04395024	tarpaulin, tarp
-n04395106	tartan, plaid
-n04395332	tasset, tasse
-n04395651	tattoo
-n04395875	tavern, tap house
-n04396226	tawse
-n04396335	taximeter
-n04396650	T-bar lift, T-bar, Alpine lift
-n04396808	tea bag
-n04396902	tea ball
-n04397027	tea cart, teacart, tea trolley, tea wagon
-n04397168	tea chest
-n04397261	teaching aid
-n04397452	teacup
-n04397645	tea gown
-n04397768	teakettle
-n04397860	tea maker
-n04398044	teapot
-n04398497	teashop, teahouse, tearoom, tea parlor, tea parlour
-n04398688	teaspoon
-n04398834	tea-strainer
-n04398951	tea table
-n04399046	tea tray
-n04399158	tea urn
-n04399382	teddy, teddy bear
-n04399537	tee, golf tee
-n04399846	tee hinge, T hinge
-n04400109	telecom hotel, telco building
-n04400289	telecommunication system, telecom system, telecommunication equipment, telecom equipment
-n04400499	telegraph, telegraphy
-n04400737	telegraph key
-n04400899	telemeter
-n04401088	telephone, phone, telephone set
-n04401578	telephone bell
-n04401680	telephone booth, phone booth, call box, telephone box, telephone kiosk
-n04401828	telephone cord, phone cord
-n04401949	telephone jack, phone jack
-n04402057	telephone line, phone line, telephone circuit, subscriber line, line
-n04402342	telephone plug, phone plug
-n04402449	telephone pole, telegraph pole, telegraph post
-n04402580	telephone receiver, receiver
-n04402746	telephone system, phone system
-n04402984	telephone wire, telephone line, telegraph wire, telegraph line
-n04403413	telephoto lens, zoom lens
-n04403524	Teleprompter
-n04403638	telescope, scope
-n04403925	telescopic sight, telescope sight
-n04404072	telethermometer
-n04404200	teletypewriter, teleprinter, teletype machine, telex, telex machine
-n04404412	television, television system
-n04404817	television antenna, tv-antenna
-n04404997	television camera, tv camera, camera
-n04405540	television equipment, video equipment
-n04405762	television monitor, tv monitor
-n04405907	television receiver, television, television set, tv, tv set, idiot box, boob tube, telly, goggle box
-n04406239	television room, tv room
-n04406552	television transmitter
-n04406687	telpher, telfer
-n04406817	telpherage, telferage
-n04407257	tempera, poster paint, poster color, poster colour
-n04407435	temple
-n04407686	temple
-n04408871	temporary hookup, patch
-n04409011	tender, supply ship
-n04409128	tender, ship's boat, pinnace, cutter
-n04409279	tender
-n04409384	tenement, tenement house
-n04409515	tennis ball
-n04409625	tennis camp
-n04409806	tennis racket, tennis racquet
-n04409911	tenon
-n04410086	tenor drum, tom-tom
-n04410365	tenoroon
-n04410485	tenpenny nail
-n04410565	tenpin
-n04410663	tensimeter
-n04410760	tensiometer
-n04410886	tensiometer
-n04411019	tensiometer
-n04411264	tent, collapsible shelter
-n04411835	tenter
-n04411966	tenterhook
-n04412097	tent-fly, rainfly, fly sheet, fly, tent flap
-n04412300	tent peg
-n04412416	tepee, tipi, teepee
-n04413151	terminal, pole
-n04413419	terminal
-n04413969	terraced house
-n04414101	terra cotta
-n04414199	terrarium
-n04414319	terra sigillata, Samian ware
-n04414476	terry, terry cloth, terrycloth
-n04414675	Tesla coil
-n04414909	tessera
-n04415257	test equipment
-n04415663	test rocket, research rocket, test instrument vehicle
-n04415815	test room, testing room
-n04416005	testudo
-n04416901	tetraskelion, tetraskele
-n04417086	tetrode
-n04417180	textile machine
-n04417361	textile mill
-n04417672	thatch, thatched roof
-n04417809	theater, theatre, house
-n04418357	theater curtain, theatre curtain
-n04418644	theater light
-n04419073	theodolite, transit
-n04419642	theremin
-n04419868	thermal printer
-n04420024	thermal reactor
-n04420720	thermocouple, thermocouple junction
-n04421083	thermoelectric thermometer, thermel, electric thermometer
-n04421258	thermograph, thermometrograph
-n04421417	thermograph
-n04421582	thermohydrometer, thermogravimeter
-n04421740	thermojunction
-n04421872	thermometer
-n04422409	thermonuclear reactor, fusion reactor
-n04422566	thermopile
-n04422727	thermos, thermos bottle, thermos flask
-n04422875	thermostat, thermoregulator
-n04423552	thigh pad
-n04423687	thill
-n04423845	thimble
-n04424692	thinning shears
-n04425804	third base, third
-n04425977	third gear, third
-n04426184	third rail
-n04426316	thong
-n04426427	thong
-n04427216	three-centered arch, basket-handle arch
-n04427473	three-decker
-n04427559	three-dimensional radar, 3d radar
-n04427715	three-piece suit
-n04427857	three-quarter binding
-n04428008	three-way switch, three-point switch
-n04428191	thresher, thrasher, threshing machine
-n04428382	threshing floor
-n04428634	thriftshop, second-hand store
-n04429038	throat protector
-n04429376	throne
-n04430475	thrust bearing
-n04430605	thruster
-n04430896	thumb
-n04431025	thumbhole
-n04431436	thumbscrew
-n04431648	thumbstall
-n04431745	thumbtack, drawing pin, pushpin
-n04431925	thunderer
-n04432043	thwart, cross thwart
-n04432203	tiara
-n04432662	ticking
-n04432785	tickler coil
-n04433377	tie, tie beam
-n04433585	tie, railroad tie, crosstie, sleeper
-n04434207	tie rack
-n04434531	tie rod
-n04434932	tights, leotards
-n04435180	tile
-n04435552	tile cutter
-n04435653	tile roof
-n04435759	tiller
-n04435870	tilter
-n04436012	tilt-top table, tip-top table, tip table
-n04436185	timber
-n04436329	timber
-n04436401	timber hitch
-n04436542	timbrel
-n04436832	time bomb, infernal machine
-n04436992	time capsule
-n04437276	time clock
-n04437380	time-delay measuring instrument, time-delay measuring system
-n04437670	time-fuse
-n04437953	timepiece, timekeeper, horologe
-n04438304	timer
-n04438507	timer
-n04438643	time-switch
-n04438897	tin
-n04439505	tinderbox
-n04439585	tine
-n04439712	tinfoil, tin foil
-n04440597	tippet
-n04440963	tire chain, snow chain
-n04441093	tire iron, tire tool
-n04441528	titfer
-n04441662	tithe barn
-n04441790	titrator
-n04442312	toaster
-n04442441	toaster oven
-n04442582	toasting fork
-n04442741	toastrack
-n04443164	tobacco pouch
-n04443257	tobacco shop, tobacconist shop, tobacconist
-n04443433	toboggan
-n04443766	toby, toby jug, toby fillpot jug
-n04444121	tocsin, warning bell
-n04444218	toe
-n04444749	toecap
-n04444953	toehold
-n04445040	toga
-n04445154	toga virilis
-n04445327	toggle
-n04445610	toggle bolt
-n04445782	toggle joint
-n04445952	toggle switch, toggle, on-off switch, on/off switch
-n04446162	togs, threads, duds
-n04446276	toilet, lavatory, lav, can, john, privy, bathroom
-n04446844	toilet bag, sponge bag
-n04447028	toilet bowl
-n04447156	toilet kit, travel kit
-n04447276	toilet powder, bath powder, dusting powder
-n04447443	toiletry, toilet articles
-n04447861	toilet seat
-n04448070	toilet water, eau de toilette
-n04448185	tokamak
-n04448361	token
-n04449290	tollbooth, tolbooth, tollhouse
-n04449449	toll bridge
-n04449550	tollgate, tollbar
-n04449700	toll line
-n04449966	tomahawk, hatchet
-n04450133	Tommy gun, Thompson submachine gun
-n04450243	tomograph
-n04450465	tone arm, pickup, pickup arm
-n04450640	toner
-n04450749	tongs, pair of tongs
-n04450994	tongue
-n04451139	tongue and groove joint
-n04451318	tongue depressor
-n04451636	tonometer
-n04451818	tool
-n04452528	tool bag
-n04452615	toolbox, tool chest, tool cabinet, tool case
-n04452757	toolshed, toolhouse
-n04452848	tooth
-n04453037	tooth
-n04453156	toothbrush
-n04453390	toothpick
-n04453666	top
-n04453910	top, cover
-n04454654	topgallant, topgallant mast
-n04454792	topgallant, topgallant sail
-n04454908	topiary
-n04455048	topknot
-n04455250	topmast
-n04455579	topper
-n04455652	topsail
-n04456011	toque
-n04456115	torch
-n04456472	torpedo
-n04456734	torpedo
-n04457157	torpedo
-n04457326	torpedo boat
-n04457474	torpedo-boat destroyer
-n04457638	torpedo tube
-n04457767	torque converter
-n04457910	torque wrench
-n04458201	torture chamber
-n04458633	totem pole
-n04458843	touch screen, touchscreen
-n04459018	toupee, toupe
-n04459122	touring car, phaeton, tourer
-n04459243	tourist class, third class
-n04459362	towel
-n04459610	toweling, towelling
-n04459773	towel rack, towel horse
-n04459909	towel rail, towel bar
-n04460130	tower
-n04461437	town hall
-n04461570	towpath, towing path
-n04461696	tow truck, tow car, wrecker
-n04461879	toy
-n04462011	toy box, toy chest
-n04462240	toyshop
-n04462576	trace detector
-n04463679	track, rail, rails, runway
-n04464125	track
-n04464615	trackball
-n04464852	tracked vehicle
-n04465050	tract house
-n04465203	tract housing
-n04465358	traction engine
-n04465501	tractor
-n04465666	tractor
-n04466871	trail bike, dirt bike, scrambler
-n04467099	trailer, house trailer
-n04467307	trailer
-n04467506	trailer camp, trailer park
-n04467665	trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi
-n04467899	trailing edge
-n04468005	train, railroad train
-n04469003	tramline, tramway, streetcar track
-n04469251	trammel
-n04469514	trampoline
-n04469684	tramp steamer, tramp
-n04469813	tramway, tram, aerial tramway, cable tramway, ropeway
-n04470741	transdermal patch, skin patch
-n04471148	transept
-n04471315	transformer
-n04471632	transistor, junction transistor, electronic transistor
-n04471912	transit instrument
-n04472243	transmission, transmission system
-n04472563	transmission shaft
-n04472726	transmitter, sender
-n04472961	transom, traverse
-n04473108	transom, transom window, fanlight
-n04473275	transponder
-n04473884	transporter
-n04474035	transporter, car transporter
-n04474187	transport ship
-n04474466	trap
-n04475309	trap door
-n04475411	trapeze
-n04475496	trave, traverse, crossbeam, crosspiece
-n04475631	travel iron
-n04475749	trawl, dragnet, trawl net
-n04475900	trawl, trawl line, spiller, setline, trotline
-n04476116	trawler, dragger
-n04476259	tray
-n04476526	tray cloth
-n04476831	tread
-n04476972	tread
-n04477219	treadmill, treadwheel, tread-wheel
-n04477387	treadmill
-n04477548	treasure chest
-n04477725	treasure ship
-n04478066	treenail, trenail, trunnel
-n04478383	trefoil arch
-n04478512	trellis, treillage
-n04478657	trench
-n04479046	trench coat
-n04479287	trench knife
-n04479405	trepan
-n04479526	trepan, trephine
-n04479694	trestle
-n04479823	trestle
-n04479939	trestle bridge
-n04480033	trestle table
-n04480141	trestlework
-n04480303	trews
-n04480527	trial balloon
-n04480853	triangle
-n04480995	triangle
-n04481524	triclinium
-n04481642	triclinium
-n04482177	tricorn, tricorne
-n04482297	tricot
-n04482393	tricycle, trike, velocipede
-n04482975	trident
-n04483073	trigger
-n04483307	trimaran
-n04483925	trimmer
-n04484024	trimmer arch
-n04484432	triode
-n04485082	tripod
-n04485423	triptych
-n04485586	trip wire
-n04485750	trireme
-n04485884	triskelion, triskele
-n04486054	triumphal arch
-n04486213	trivet
-n04486322	trivet
-n04486616	troika
-n04486934	troll
-n04487081	trolleybus, trolley coach, trackless trolley
-n04487394	trombone
-n04487724	troop carrier, troop transport
-n04487894	troopship
-n04488202	trophy case
-n04488427	trough
-n04488530	trouser
-n04488742	trouser cuff
-n04488857	trouser press, pants presser
-n04489008	trouser, pant
-n04489695	trousseau
-n04489817	trowel
-n04490091	truck, motortruck
-n04491312	trumpet arch
-n04491388	truncheon, nightstick, baton, billy, billystick, billy club
-n04491638	trundle bed, trundle, truckle bed, truckle
-n04491769	trunk
-n04491934	trunk hose
-n04492060	trunk lid
-n04492157	trunk line
-n04492375	truss
-n04492749	truss bridge
-n04493109	try square
-n04493259	T-square
-n04493381	tub, vat
-n04494204	tube, vacuum tube, thermionic vacuum tube, thermionic tube, electron tube, thermionic valve
-n04495051	tuck box
-n04495183	tucker
-n04495310	tucker-bag
-n04495450	tuck shop
-n04495555	Tudor arch, four-centered arch
-n04495698	tudung
-n04495843	tugboat, tug, towboat, tower
-n04496614	tulle
-n04496726	tumble-dryer, tumble drier
-n04496872	tumbler
-n04497249	tumbrel, tumbril
-n04497442	tun
-n04497570	tunic
-n04497801	tuning fork
-n04498275	tupik, tupek, sealskin tent
-n04498389	turban
-n04498523	turbine
-n04498873	turbogenerator
-n04499062	tureen
-n04499300	Turkish bath
-n04499446	Turkish towel, terry towel
-n04499554	Turk's head
-n04499810	turnbuckle
-n04500060	turner, food turner
-n04500390	turnery
-n04501127	turnpike
-n04501281	turnspit
-n04501370	turnstile
-n04501550	turntable
-n04501837	turntable, lazy Susan
-n04501947	turret
-n04502059	turret clock
-n04502197	turtleneck, turtle, polo-neck
-n04502502	tweed
-n04502670	tweeter
-n04502851	twenty-two, .22
-n04502989	twenty-two pistol
-n04503073	twenty-two rifle
-n04503155	twill
-n04503269	twill, twill weave
-n04503413	twin bed
-n04503499	twinjet
-n04503593	twist bit, twist drill
-n04503705	two-by-four
-n04504038	two-man tent
-n04504141	two-piece, two-piece suit, lounge suit
-n04504770	typesetting machine
-n04505036	typewriter
-n04505345	typewriter carriage
-n04505470	typewriter keyboard
-n04505888	tyrolean, tirolean
-n04506289	uke, ukulele
-n04506402	ulster
-n04506506	ultracentrifuge
-n04506688	ultramicroscope, dark-field microscope
-n04506895	Ultrasuede
-n04506994	ultraviolet lamp, ultraviolet source
-n04507155	umbrella
-n04507326	umbrella tent
-n04507453	undercarriage
-n04507689	undercoat, underseal
-n04508163	undergarment, unmentionable
-n04508489	underpants
-n04508949	underwear, underclothes, underclothing
-n04509171	undies
-n04509260	uneven parallel bars, uneven bars
-n04509417	unicycle, monocycle
-n04509592	uniform
-n04510706	universal joint, universal
-n04511002	university
-n04513827	upholstery
-n04513998	upholstery material
-n04514095	upholstery needle
-n04514241	uplift
-n04514648	upper berth, upper
-n04515003	upright, upright piano
-n04515444	upset, swage
-n04515729	upstairs
-n04515890	urceole
-n04516116	urn
-n04516214	urn
-n04516354	used-car, secondhand car
-n04516672	utensil
-n04517211	Uzi
-n04517408	vacation home
-n04517823	vacuum, vacuum cleaner
-n04517999	vacuum chamber
-n04518132	vacuum flask, vacuum bottle
-n04518343	vacuum gauge, vacuum gage
-n04518643	Valenciennes, Valenciennes lace
-n04518764	valise
-n04519153	valve
-n04519536	valve
-n04519728	valve-in-head engine
-n04519887	vambrace, lower cannon
-n04520170	van
-n04520382	van, caravan
-n04520784	vane
-n04520962	vaporizer, vaporiser
-n04521571	variable-pitch propeller
-n04521863	variometer
-n04521987	varnish
-n04522168	vase
-n04523525	vault
-n04523831	vault, bank vault
-n04524142	vaulting horse, long horse, buck
-n04524313	vehicle
-n04524594	Velcro
-n04524716	velocipede
-n04524941	velour, velours
-n04525038	velvet
-n04525191	velveteen
-n04525305	vending machine
-n04525417	veneer, veneering
-n04525584	Venetian blind
-n04525821	Venn diagram, Venn's diagram
-n04526520	ventilation, ventilation system, ventilating system
-n04526800	ventilation shaft
-n04526964	ventilator
-n04527648	veranda, verandah, gallery
-n04528079	verdigris
-n04528968	vernier caliper, vernier micrometer
-n04529108	vernier scale, vernier
-n04529681	vertical file
-n04529962	vertical stabilizer, vertical stabiliser, vertical fin, tail fin, tailfin
-n04530283	vertical tail
-n04530456	Very pistol, Verey pistol
-n04530566	vessel, watercraft
-n04531098	vessel
-n04531873	vest, waistcoat
-n04532022	vestiture
-n04532106	vestment
-n04532398	vest pocket
-n04532504	vestry, sacristy
-n04532670	viaduct
-n04532831	vibraphone, vibraharp, vibes
-n04533042	vibrator
-n04533199	vibrator
-n04533499	Victrola
-n04533594	vicuna
-n04533700	videocassette
-n04533802	videocassette recorder, VCR
-n04533946	videodisk, videodisc, DVD
-n04534127	video recording, video
-n04534359	videotape
-n04534520	videotape
-n04534895	vigil light, vigil candle
-n04535252	villa
-n04535370	villa
-n04535524	villa
-n04536153	viol
-n04536335	viola
-n04536465	viola da braccio
-n04536595	viola da gamba, gamba, bass viol
-n04536765	viola d'amore
-n04536866	violin, fiddle
-n04537436	virginal, pair of virginals
-n04538249	viscometer, viscosimeter
-n04538403	viscose rayon, viscose
-n04538552	vise, bench vise
-n04538878	visor, vizor
-n04539053	visual display unit, VDU
-n04539203	vivarium
-n04539407	Viyella
-n04539794	voile
-n04540053	volleyball
-n04540255	volleyball net
-n04540397	voltage regulator
-n04540761	voltaic cell, galvanic cell, primary cell
-n04541136	voltaic pile, pile, galvanic pile
-n04541320	voltmeter
-n04541662	vomitory
-n04541777	von Neumann machine
-n04541987	voting booth
-n04542095	voting machine
-n04542329	voussoir
-n04542474	vox angelica, voix celeste
-n04542595	vox humana
-n04542715	waders
-n04542858	wading pool
-n04542943	waffle iron
-n04543158	wagon, waggon
-n04543509	wagon, coaster wagon
-n04543636	wagon tire
-n04543772	wagon wheel
-n04543924	wain
-n04543996	wainscot, wainscoting, wainscotting
-n04544325	wainscoting, wainscotting
-n04544450	waist pack, belt bag
-n04545305	walker, baby-walker, go-cart
-n04545471	walker, Zimmer, Zimmer frame
-n04545748	walker
-n04545858	walkie-talkie, walky-talky
-n04545984	walk-in
-n04546081	walking shoe
-n04546194	walking stick
-n04546340	Walkman
-n04546595	walk-up apartment, walk-up
-n04546855	wall
-n04547592	wall
-n04548280	wall clock
-n04548362	wallet, billfold, notecase, pocketbook
-n04549028	wall tent
-n04549122	wall unit
-n04549629	wand
-n04549721	Wankel engine, Wankel rotary engine, epitrochoidal engine
-n04549919	ward, hospital ward
-n04550184	wardrobe, closet, press
-n04550676	wardroom
-n04551055	warehouse, storage warehouse
-n04551833	warming pan
-n04552097	war paint
-n04552348	warplane, military plane
-n04552551	war room
-n04552696	warship, war vessel, combat ship
-n04553389	wash
-n04553561	wash-and-wear
-n04553703	washbasin, handbasin, washbowl, lavabo, wash-hand basin
-n04554211	washboard, splashboard
-n04554406	washboard
-n04554684	washer, automatic washer, washing machine
-n04554871	washer
-n04554998	washhouse
-n04555291	washroom
-n04555400	washstand, wash-hand stand
-n04555600	washtub
-n04555700	wastepaper basket, waste-paper basket, wastebasket, waste basket, circular file
-n04555897	watch, ticker
-n04556408	watch cap
-n04556533	watch case
-n04556664	watch glass
-n04556948	watchtower
-n04557308	water-base paint
-n04557522	water bed
-n04557648	water bottle
-n04557751	water butt
-n04558059	water cart
-n04558199	water chute
-n04558478	water closet, closet, W.C., loo
-n04558804	watercolor, water-color, watercolour, water-colour
-n04559023	water-cooled reactor
-n04559166	water cooler
-n04559451	water faucet, water tap, tap, hydrant
-n04559620	water filter
-n04559730	water gauge, water gage, water glass
-n04559910	water glass
-n04559994	water hazard
-n04560113	water heater, hot-water heater, hot-water tank
-n04560292	watering can, watering pot
-n04560502	watering cart
-n04560619	water jacket
-n04560804	water jug
-n04560882	water jump
-n04561010	water level
-n04561287	water meter
-n04561422	water mill
-n04561734	waterproof
-n04561857	waterproofing
-n04561965	water pump
-n04562122	water scooter, sea scooter, scooter
-n04562262	water ski
-n04562496	waterspout
-n04562935	water tower
-n04563020	water wagon, water waggon
-n04563204	waterwheel, water wheel
-n04563413	waterwheel, water wheel
-n04563560	water wings
-n04563790	waterworks
-n04564278	wattmeter
-n04564581	waxwork, wax figure
-n04565039	ways, shipway, slipway
-n04565375	weapon, arm, weapon system
-n04566257	weaponry, arms, implements of war, weapons system, munition
-n04566561	weapons carrier
-n04566756	weathercock
-n04567098	weatherglass
-n04567593	weather satellite, meteorological satellite
-n04567746	weather ship
-n04568069	weathervane, weather vane, vane, wind vane
-n04568557	web, entanglement
-n04568713	web
-n04568841	webbing
-n04569063	webcam
-n04569520	wedge
-n04569822	wedge
-n04570118	wedgie
-n04570214	Wedgwood
-n04570416	weeder, weed-whacker
-n04570532	weeds, widow's weeds
-n04570815	weekender
-n04570958	weighbridge
-n04571292	weight, free weight, exercising weight
-n04571566	weir
-n04571686	weir
-n04571800	welcome wagon
-n04571958	weld
-n04572121	welder's mask
-n04572235	weldment
-n04572935	well
-n04573045	wellhead
-n04573281	welt
-n04573379	Weston cell, cadmium cell
-n04573513	wet bar
-n04573625	wet-bulb thermometer
-n04573832	wet cell
-n04573937	wet fly
-n04574067	wet suit
-n04574348	whaleboat
-n04574471	whaler, whaling ship
-n04574606	whaling gun
-n04574999	wheel
-n04575723	wheel
-n04575824	wheel and axle
-n04576002	wheelchair
-n04576211	wheeled vehicle
-n04576971	wheelwork
-n04577139	wherry
-n04577293	wherry, Norfolk wherry
-n04577426	whetstone
-n04577567	whiffletree, whippletree, swingletree
-n04577769	whip
-n04578112	whipcord
-n04578329	whipping post
-n04578559	whipstitch, whipping, whipstitching
-n04578708	whirler
-n04578801	whisk, whisk broom
-n04578934	whisk
-n04579056	whiskey bottle
-n04579145	whiskey jug
-n04579230	whispering gallery, whispering dome
-n04579432	whistle
-n04579667	whistle
-n04579986	white
-n04580493	white goods
-n04581102	whitewash
-n04581595	whorehouse, brothel, bordello, bagnio, house of prostitution, house of ill repute, bawdyhouse, cathouse, sporting house
-n04581829	wick, taper
-n04582205	wicker, wickerwork, caning
-n04582349	wicker basket
-n04582771	wicket, hoop
-n04582869	wicket
-n04583022	wickiup, wikiup
-n04583212	wide-angle lens, fisheye lens
-n04583620	widebody aircraft, wide-body aircraft, wide-body, twin-aisle airplane
-n04583888	wide wale
-n04583967	widow's walk
-n04584056	Wiffle, Wiffle Ball
-n04584207	wig
-n04584373	wigwam
-n04585128	Wilton, Wilton carpet
-n04585318	wimple
-n04585456	wincey
-n04585626	winceyette
-n04585745	winch, windlass
-n04585980	Winchester
-n04586072	windbreak, shelterbelt
-n04586581	winder, key
-n04586932	wind instrument, wind
-n04587327	windjammer
-n04587404	windmill, aerogenerator, wind generator
-n04587559	windmill
-n04587648	window
-n04588739	window
-n04589190	window blind
-n04589325	window box
-n04589434	window envelope
-n04589593	window frame
-n04589890	window screen
-n04590021	window seat
-n04590129	window shade
-n04590263	windowsill
-n04590553	windshield, windscreen
-n04590746	windshield wiper, windscreen wiper, wiper, wiper blade
-n04590933	Windsor chair
-n04591056	Windsor knot
-n04591157	Windsor tie
-n04591249	wind tee
-n04591359	wind tunnel
-n04591517	wind turbine
-n04591631	wine bar
-n04591713	wine bottle
-n04591887	wine bucket, wine cooler
-n04592005	wine cask, wine barrel
-n04592099	wineglass
-n04592356	winepress
-n04592465	winery, wine maker
-n04592596	wineskin
-n04592741	wing
-n04593077	wing chair
-n04593185	wing nut, wing-nut, wing screw, butterfly nut, thumbnut
-n04593376	wing tip
-n04593524	wing tip
-n04593629	winker, blinker, blinder
-n04593866	wiper, wiper arm, contact arm
-n04594114	wiper motor
-n04594218	wire
-n04594489	wire, conducting wire
-n04594742	wire cloth
-n04594828	wire cutter
-n04594919	wire gauge, wire gage
-n04595028	wireless local area network, WLAN, wireless fidelity, WiFi
-n04595285	wire matrix printer, wire printer, stylus printer
-n04595501	wire recorder
-n04595611	wire stripper
-n04595762	wirework, grillwork
-n04595855	wiring
-n04596116	wishing cap
-n04596492	witness box, witness stand
-n04596742	wok
-n04596852	woman's clothing
-n04597066	wood
-n04597309	woodcarving
-n04597400	wood chisel
-n04597804	woodenware
-n04597913	wooden spoon
-n04598136	woodscrew
-n04598318	woodshed
-n04598416	wood vise, woodworking vise, shoulder vise
-n04598582	woodwind, woodwind instrument, wood
-n04598965	woof, weft, filling, pick
-n04599124	woofer
-n04599235	wool, woolen, woollen
-n04600312	workbasket, workbox, workbag
-n04600486	workbench, work bench, bench
-n04600912	work-clothing, work-clothes
-n04601041	workhouse
-n04601159	workhouse
-n04601938	workpiece
-n04602762	workroom
-n04602840	works, workings
-n04602956	work-shirt
-n04603399	workstation
-n04603729	worktable, work table
-n04603872	workwear
-n04604276	World Wide Web, WWW, web
-n04604644	worm fence, snake fence, snake-rail fence, Virginia fence
-n04604806	worm gear
-n04605057	worm wheel
-n04605163	worsted
-n04605321	worsted, worsted yarn
-n04605446	wrap, wrapper
-n04605572	wraparound
-n04605726	wrapping, wrap, wrapper
-n04606251	wreck
-n04606574	wrench, spanner
-n04607035	wrestling mat
-n04607242	wringer
-n04607640	wrist pad
-n04607759	wrist pin, gudgeon pin
-n04607869	wristwatch, wrist watch
-n04607982	writing arm
-n04608329	writing desk
-n04608435	writing desk
-n04608567	writing implement
-n04608809	xerographic printer
-n04608923	Xerox, xerographic copier, Xerox machine
-n04609531	X-ray film
-n04609651	X-ray machine
-n04609811	X-ray tube
-n04610013	yacht, racing yacht
-n04610176	yacht chair
-n04610274	yagi, Yagi aerial
-n04610503	yard
-n04610676	yard
-n04611351	yardarm
-n04611795	yard marker
-n04611916	yardstick, yard measure
-n04612026	yarmulke, yarmulka, yarmelke
-n04612159	yashmak, yashmac
-n04612257	yataghan
-n04612373	yawl, dandy
-n04612504	yawl
-n04612840	yoke
-n04613015	yoke
-n04613158	yoke, coupling
-n04613696	yurt
-n04613939	Zamboni
-n04614505	zero
-n04614655	ziggurat, zikkurat, zikurat
-n04614844	zill
-n04615149	zip gun
-n04615226	zither, cither, zithern
-n04615644	zoot suit
-n04682018	shading
-n04950713	grain
-n04950952	wood grain, woodgrain, woodiness
-n04951071	graining, woodgraining
-n04951186	marbleization, marbleisation, marbleizing, marbleising
-n04951373	light, lightness
-n04951716	aura, aureole, halo, nimbus, glory, gloriole
-n04951875	sunniness
-n04953296	glint
-n04953678	opalescence, iridescence
-n04955160	polish, gloss, glossiness, burnish
-n04957356	primary color for pigments, primary colour for pigments
-n04957589	primary color for light, primary colour for light
-n04958634	colorlessness, colourlessness, achromatism, achromaticity
-n04958865	mottle
-n04959061	achromia
-n04959230	shade, tint, tincture, tone
-n04959672	chromatic color, chromatic colour, spectral color, spectral colour
-n04960277	black, blackness, inkiness
-n04960582	coal black, ebony, jet black, pitch black, sable, soot black
-n04961062	alabaster
-n04961331	bone, ivory, pearl, off-white
-n04961691	gray, grayness, grey, greyness
-n04962062	ash grey, ash gray, silver, silver grey, silver gray
-n04962240	charcoal, charcoal grey, charcoal gray, oxford grey, oxford gray
-n04963111	sanguine
-n04963307	Turkey red, alizarine red
-n04963588	crimson, ruby, deep red
-n04963740	dark red
-n04964001	claret
-n04964799	fuschia
-n04964878	maroon
-n04965179	orange, orangeness
-n04965451	reddish orange
-n04965661	yellow, yellowness
-n04966543	gamboge, lemon, lemon yellow, maize
-n04966941	pale yellow, straw, wheat
-n04967191	green, greenness, viridity
-n04967561	greenishness
-n04967674	sea green
-n04967801	sage green
-n04967882	bottle green
-n04968056	emerald
-n04968139	olive green, olive-green
-n04968749	jade green, jade
-n04968895	blue, blueness
-n04969242	azure, cerulean, sapphire, lazuline, sky-blue
-n04969540	steel blue
-n04969798	greenish blue, aqua, aquamarine, turquoise, cobalt blue, peacock blue
-n04969952	purplish blue, royal blue
-n04970059	purple, purpleness
-n04970312	Tyrian purple
-n04970398	indigo
-n04970470	lavender
-n04970631	reddish purple, royal purple
-n04970916	pink
-n04971211	carnation
-n04971313	rose, rosiness
-n04972350	chestnut
-n04972451	chocolate, coffee, deep brown, umber, burnt umber
-n04972801	light brown
-n04973020	tan, topaz
-n04973291	beige, ecru
-n04973386	reddish brown, sepia, burnt sienna, Venetian red, mahogany
-n04973585	brick red
-n04973669	copper, copper color
-n04973816	Indian red
-n04974145	puce
-n04974340	olive
-n04974859	ultramarine
-n04975739	complementary color, complementary
-n04976319	pigmentation
-n04976952	complexion, skin color, skin colour
-n04977412	ruddiness, rosiness
-n04978561	nonsolid color, nonsolid colour, dithered color, dithered colour
-n04979002	aposematic coloration, warning coloration
-n04979307	cryptic coloration
-n04981658	ring
-n05102764	center of curvature, centre of curvature
-n05218119	cadaver, corpse, stiff, clay, remains
-n05233741	mandibular notch
-n05235879	rib
-n05238282	skin, tegument, cutis
-n05239437	skin graft
-n05241218	epidermal cell
-n05241485	melanocyte
-n05241662	prickle cell
-n05242070	columnar cell, columnar epithelial cell
-n05242239	spongioblast
-n05242928	squamous cell
-n05244421	amyloid plaque, amyloid protein plaque
-n05244755	dental plaque, bacterial plaque
-n05244934	macule, macula
-n05245192	freckle, lentigo
-n05257476	bouffant
-n05257967	sausage curl
-n05258051	forelock
-n05258627	spit curl, kiss curl
-n05259914	pigtail
-n05260127	pageboy
-n05260240	pompadour
-n05261310	thatch
-n05262422	soup-strainer, toothbrush
-n05262534	mustachio, moustachio, handle-bars
-n05262698	walrus mustache, walrus moustache
-n05263183	stubble
-n05263316	vandyke beard, vandyke
-n05263448	soul patch, Attilio
-n05265736	esophageal smear
-n05266096	paraduodenal smear, duodenal smear
-n05266879	specimen
-n05278922	punctum
-n05279953	glenoid fossa, glenoid cavity
-n05282652	diastema
-n05285623	marrow, bone marrow
-n05302499	mouth, oral cavity, oral fissure, rima oris
-n05314075	canthus
-n05399034	milk
-n05399243	mother's milk
-n05399356	colostrum, foremilk
-n05418717	vein, vena, venous blood vessel
-n05427346	ganglion cell, gangliocyte
-n05442594	X chromosome
-n05447757	embryonic cell, formative cell
-n05448704	myeloblast
-n05448827	sideroblast
-n05449196	osteocyte
-n05449661	megalocyte, macrocyte
-n05449959	leukocyte, leucocyte, white blood cell, white cell, white blood corpuscle, white corpuscle, WBC
-n05450617	histiocyte
-n05451099	fixed phagocyte
-n05451384	lymphocyte, lymph cell
-n05453412	monoblast
-n05453657	neutrophil, neutrophile
-n05453815	microphage
-n05454833	sickle cell
-n05454978	siderocyte
-n05455113	spherocyte
-n05458173	ootid
-n05458576	oocyte
-n05459101	spermatid
-n05459457	Leydig cell, Leydig's cell
-n05459769	striated muscle cell, striated muscle fiber
-n05460759	smooth muscle cell
-n05464534	Ranvier's nodes, nodes of Ranvier
-n05467054	neuroglia, glia
-n05467758	astrocyte
-n05468098	protoplasmic astrocyte
-n05468739	oligodendrocyte
-n05469664	proprioceptor
-n05469861	dendrite
-n05475397	sensory fiber, afferent fiber
-n05482922	subarachnoid space
-n05486510	cerebral cortex, cerebral mantle, pallium, cortex
-n05491154	renal cortex
-n05526957	prepuce, foreskin
-n05538625	head, caput
-n05539947	scalp
-n05541509	frontal eminence
-n05542893	suture, sutura, fibrous joint
-n05545879	foramen magnum
-n05571341	esophagogastric junction, oesophagogastric junction
-n05578095	heel
-n05581932	cuticle
-n05584746	hangnail, agnail
-n05586759	exoskeleton
-n05604434	abdominal wall
-n05716342	lemon
-n06008896	coordinate axis
-n06209940	landscape
-n06254669	medium
-n06255081	vehicle
-n06255613	paper
-n06259898	channel, transmission channel
-n06262567	film, cinema, celluloid
-n06262943	silver screen
-n06263202	free press
-n06263369	press, public press
-n06263609	print media
-n06263762	storage medium, data-storage medium
-n06263895	magnetic storage medium, magnetic medium, magnetic storage
-n06266417	journalism, news media
-n06266633	Fleet Street
-n06266710	photojournalism
-n06266878	news photography
-n06266973	rotogravure
-n06267145	newspaper, paper
-n06267564	daily
-n06267655	gazette
-n06267758	school newspaper, school paper
-n06267893	tabloid, rag, sheet
-n06267991	yellow journalism, tabloid, tab
-n06271778	telecommunication, telecom
-n06272290	telephone, telephony
-n06272612	voice mail, voicemail
-n06272803	call, phone call, telephone call
-n06273207	call-back
-n06273294	collect call
-n06273414	call forwarding
-n06273555	call-in
-n06273743	call waiting
-n06273890	crank call
-n06273986	local call
-n06274092	long distance, long-distance call, trunk call
-n06274292	toll call
-n06274546	wake-up call
-n06274760	three-way calling
-n06274921	telegraphy
-n06275095	cable, cablegram, overseas telegram
-n06275353	wireless
-n06275471	radiotelegraph, radiotelegraphy, wireless telegraphy
-n06276501	radiotelephone, radiotelephony, wireless telephone
-n06276697	broadcasting
-n06276902	Rediffusion
-n06277025	multiplex
-n06277135	radio, radiocommunication, wireless
-n06277280	television, telecasting, TV, video
-n06278338	cable television, cable
-n06278475	high-definition television, HDTV
-n06281040	reception
-n06281175	signal detection, detection
-n06340977	Hakham
-n06359193	web site, website, internet site, site
-n06359467	chat room, chatroom
-n06359657	portal site, portal
-n06415688	jotter
-n06417096	breviary
-n06418693	wordbook
-n06419354	desk dictionary, collegiate dictionary
-n06423496	reckoner, ready reckoner
-n06470073	document, written document, papers
-n06591815	album, record album
-n06592078	concept album
-n06592281	rock opera
-n06592421	tribute album, benefit album
-n06595351	magazine, mag
-n06596179	colour supplement
-n06596364	comic book
-n06596474	news magazine
-n06596607	pulp, pulp magazine
-n06596727	slick, slick magazine, glossy
-n06596845	trade magazine
-n06613686	movie, film, picture, moving picture, moving-picture show, motion picture, motion-picture show, picture show, pic, flick
-n06614901	outtake
-n06616216	shoot-'em-up
-n06618653	spaghetti Western
-n06625062	encyclical, encyclical letter
-n06785654	crossword puzzle, crossword
-n06793231	sign
-n06794110	street sign
-n06874185	traffic light, traffic signal, stoplight
-n06883725	swastika, Hakenkreuz
-n06892775	concert
-n06998748	artwork, art, graphics, nontextual matter
-n07005523	lobe
-n07248320	book jacket, dust cover, dust jacket, dust wrapper
-n07273802	cairn
-n07461050	three-day event
-n07556406	comfort food
-n07556637	comestible, edible, eatable, pabulum, victual, victuals
-n07556872	tuck
-n07556970	course
-n07557165	dainty, delicacy, goody, kickshaw, treat
-n07557434	dish
-n07560193	fast food
-n07560331	finger food
-n07560422	ingesta
-n07560542	kosher
-n07560652	fare
-n07560903	diet
-n07561112	diet
-n07561590	dietary
-n07561848	balanced diet
-n07562017	bland diet, ulcer diet
-n07562172	clear liquid diet
-n07562379	diabetic diet
-n07562495	dietary supplement
-n07562651	carbohydrate loading, carbo loading
-n07562881	fad diet
-n07562984	gluten-free diet
-n07563207	high-protein diet
-n07563366	high-vitamin diet, vitamin-deficiency diet
-n07563642	light diet
-n07563800	liquid diet
-n07564008	low-calorie diet
-n07564101	low-fat diet
-n07564292	low-sodium diet, low-salt diet, salt-free diet
-n07564515	macrobiotic diet
-n07564629	reducing diet, obesity diet
-n07564796	soft diet, pap, spoon food
-n07564971	vegetarianism
-n07565083	menu
-n07565161	chow, chuck, eats, grub
-n07565259	board, table
-n07565608	mess
-n07565725	ration
-n07565945	field ration
-n07566092	K ration
-n07566231	C-ration
-n07566340	foodstuff, food product
-n07566863	starches
-n07567039	breadstuff
-n07567139	coloring, colouring, food coloring, food colouring, food color, food colour
-n07567390	concentrate
-n07567611	tomato concentrate
-n07567707	meal
-n07567980	kibble
-n07568095	cornmeal, Indian meal
-n07568241	farina
-n07568389	matzo meal, matzoh meal, matzah meal
-n07568502	oatmeal, rolled oats
-n07568625	pea flour
-n07568818	roughage, fiber
-n07568991	bran
-n07569106	flour
-n07569423	plain flour
-n07569543	wheat flour
-n07569644	whole wheat flour, graham flour, graham, whole meal flour
-n07569873	soybean meal, soybean flour, soy flour
-n07570021	semolina
-n07570530	corn gluten feed
-n07570720	nutriment, nourishment, nutrition, sustenance, aliment, alimentation, victuals
-n07572353	commissariat, provisions, provender, viands, victuals
-n07572616	larder
-n07572858	frozen food, frozen foods
-n07572957	canned food, canned foods, canned goods, tinned goods
-n07573103	canned meat, tinned meat
-n07573347	Spam
-n07573453	dehydrated food, dehydrated foods
-n07573563	square meal
-n07573696	meal, repast
-n07574176	potluck
-n07574426	refection
-n07574504	refreshment
-n07574602	breakfast
-n07574780	continental breakfast, petit dejeuner
-n07574923	brunch
-n07575076	lunch, luncheon, tiffin, dejeuner
-n07575226	business lunch
-n07575392	high tea
-n07575510	tea, afternoon tea, teatime
-n07575726	dinner
-n07575984	supper
-n07576182	buffet
-n07576438	picnic
-n07576577	cookout
-n07576781	barbecue, barbeque
-n07576969	clambake
-n07577144	fish fry
-n07577374	bite, collation, snack
-n07577538	nosh
-n07577657	nosh-up
-n07577772	ploughman's lunch
-n07577918	coffee break, tea break
-n07578093	banquet, feast, spread
-n07579575	entree, main course
-n07579688	piece de resistance
-n07579787	plate
-n07579917	adobo
-n07580053	side dish, side order, entremets
-n07580253	special
-n07580359	casserole
-n07580470	chicken casserole
-n07580592	chicken cacciatore, chicken cacciatora, hunter's chicken
-n07581249	antipasto
-n07581346	appetizer, appetiser, starter
-n07581607	canape
-n07581775	cocktail
-n07581931	fruit cocktail
-n07582027	crab cocktail
-n07582152	shrimp cocktail
-n07582277	hors d'oeuvre
-n07582441	relish
-n07582609	dip
-n07582811	bean dip
-n07582892	cheese dip
-n07582970	clam dip
-n07583066	guacamole
-n07583197	soup
-n07583865	soup du jour
-n07583978	alphabet soup
-n07584110	consomme
-n07584228	madrilene
-n07584332	bisque
-n07584423	borsch, borsh, borscht, borsht, borshch, bortsch
-n07584593	broth
-n07584859	barley water
-n07584938	bouillon
-n07585015	beef broth, beef stock
-n07585107	chicken broth, chicken stock
-n07585208	broth, stock
-n07585474	stock cube
-n07585557	chicken soup
-n07585644	cock-a-leekie, cocky-leeky
-n07585758	gazpacho
-n07585906	gumbo
-n07585997	julienne
-n07586099	marmite
-n07586179	mock turtle soup
-n07586318	mulligatawny
-n07586485	oxtail soup
-n07586604	pea soup
-n07586718	pepper pot, Philadelphia pepper pot
-n07586894	petite marmite, minestrone, vegetable soup
-n07587023	potage, pottage
-n07587111	pottage
-n07587206	turtle soup, green turtle soup
-n07587331	eggdrop soup
-n07587441	chowder
-n07587618	corn chowder
-n07587700	clam chowder
-n07587819	Manhattan clam chowder
-n07587962	New England clam chowder
-n07588111	fish chowder
-n07588193	won ton, wonton, wonton soup
-n07588299	split-pea soup
-n07588419	green pea soup, potage St. Germain
-n07588574	lentil soup
-n07588688	Scotch broth
-n07588817	vichyssoise
-n07588947	stew
-n07589458	bigos
-n07589543	Brunswick stew
-n07589724	burgoo
-n07589872	burgoo
-n07589967	olla podrida, Spanish burgoo
-n07590068	mulligan stew, mulligan, Irish burgoo
-n07590177	purloo, chicken purloo, poilu
-n07590320	goulash, Hungarian goulash, gulyas
-n07590502	hotchpotch
-n07590611	hot pot, hotpot
-n07590752	beef goulash
-n07590841	pork-and-veal goulash
-n07590974	porkholt
-n07591049	Irish stew
-n07591162	oyster stew
-n07591236	lobster stew
-n07591330	lobscouse, lobscuse, scouse
-n07591473	fish stew
-n07591586	bouillabaisse
-n07591813	matelote
-n07591961	paella
-n07592094	fricassee
-n07592317	chicken stew
-n07592400	turkey stew
-n07592481	beef stew
-n07592656	ragout
-n07592768	ratatouille
-n07592922	salmi
-n07593004	pot-au-feu
-n07593107	slumgullion
-n07593199	smorgasbord
-n07593471	viand
-n07593774	ready-mix
-n07593972	brownie mix
-n07594066	cake mix
-n07594155	lemonade mix
-n07594250	self-rising flour, self-raising flour
-n07594737	choice morsel, tidbit, titbit
-n07594840	savory, savoury
-n07595051	calf's-foot jelly
-n07595180	caramel, caramelized sugar
-n07595368	lump sugar
-n07595649	cane sugar
-n07595751	castor sugar, caster sugar
-n07595914	powdered sugar
-n07596046	granulated sugar
-n07596160	icing sugar
-n07596362	corn sugar
-n07596452	brown sugar
-n07596566	demerara, demerara sugar
-n07596684	sweet, confection
-n07596967	confectionery
-n07597145	confiture
-n07597263	sweetmeat
-n07597365	candy, confect
-n07598256	candy bar
-n07598529	carob bar
-n07598622	hardbake
-n07598734	hard candy
-n07598928	barley-sugar, barley candy
-n07599068	brandyball
-n07599161	jawbreaker
-n07599242	lemon drop
-n07599383	sourball
-n07599468	patty
-n07599554	peppermint patty
-n07599649	bonbon
-n07599783	brittle, toffee, toffy
-n07599911	peanut brittle
-n07599998	chewing gum, gum
-n07600177	gum ball
-n07600285	bubble gum
-n07600394	butterscotch
-n07600506	candied fruit, succade, crystallized fruit
-n07600696	candied apple, candy apple, taffy apple, caramel apple, toffee apple
-n07600895	crystallized ginger
-n07601025	grapefruit peel
-n07601175	lemon peel
-n07601290	orange peel
-n07601407	candied citrus peel
-n07601572	candy cane
-n07601686	candy corn
-n07601809	caramel
-n07602650	center, centre
-n07604956	comfit
-n07605040	cotton candy, spun sugar, candyfloss
-n07605198	dragee
-n07605282	dragee
-n07605380	fondant
-n07605474	fudge
-n07605597	chocolate fudge
-n07605693	divinity, divinity fudge
-n07605804	penuche, penoche, panoche, panocha
-n07605944	gumdrop
-n07606058	jujube
-n07606191	honey crisp
-n07606278	mint, mint candy
-n07606419	horehound
-n07606538	peppermint, peppermint candy
-n07606669	jelly bean, jelly egg
-n07606764	kiss, candy kiss
-n07606933	molasses kiss
-n07607027	meringue kiss
-n07607138	chocolate kiss
-n07607361	licorice, liquorice
-n07607492	Life Saver
-n07607605	lollipop, sucker, all-day sucker
-n07607707	lozenge
-n07607832	cachou
-n07607967	cough drop, troche, pastille, pastil
-n07608098	marshmallow
-n07608245	marzipan, marchpane
-n07608339	nougat
-n07608429	nougat bar
-n07608533	nut bar
-n07608641	peanut bar
-n07608721	popcorn ball
-n07608866	praline
-n07608980	rock candy
-n07609083	rock candy, rock
-n07609215	sugar candy
-n07609316	sugarplum
-n07609407	taffy
-n07609549	molasses taffy
-n07609632	truffle, chocolate truffle
-n07609728	Turkish Delight
-n07609840	dessert, sweet, afters
-n07610295	ambrosia, nectar
-n07610502	ambrosia
-n07610620	baked Alaska
-n07610746	blancmange
-n07610890	charlotte
-n07611046	compote, fruit compote
-n07611148	dumpling
-n07611267	flan
-n07611358	frozen dessert
-n07611733	junket
-n07611839	mousse
-n07611991	mousse
-n07612137	pavlova
-n07612273	peach melba
-n07612367	whip
-n07612530	prune whip
-n07612632	pudding
-n07612996	pudding, pud
-n07613158	syllabub, sillabub
-n07613266	tiramisu
-n07613480	trifle
-n07613671	tipsy cake
-n07613815	jello, Jell-O
-n07614103	apple dumpling
-n07614198	ice, frappe
-n07614348	water ice, sorbet
-n07614500	ice cream, icecream
-n07614730	ice-cream cone
-n07614825	chocolate ice cream
-n07615052	Neapolitan ice cream
-n07615190	peach ice cream
-n07615289	sherbert, sherbet
-n07615460	strawberry ice cream
-n07615569	tutti-frutti
-n07615671	vanilla ice cream
-n07615774	ice lolly, lolly, lollipop, popsicle
-n07615954	ice milk
-n07616046	frozen yogurt
-n07616174	snowball
-n07616265	snowball
-n07616386	parfait
-n07616487	ice-cream sundae, sundae
-n07616590	split
-n07616748	banana split
-n07616906	frozen pudding
-n07617051	frozen custard, soft ice cream
-n07617188	pudding
-n07617344	flummery
-n07617447	fish mousse
-n07617526	chicken mousse
-n07617611	chocolate mousse
-n07617708	plum pudding, Christmas pudding
-n07617839	carrot pudding
-n07617932	corn pudding
-n07618029	steamed pudding
-n07618119	duff, plum duff
-n07618281	vanilla pudding
-n07618432	chocolate pudding
-n07618587	brown Betty
-n07618684	Nesselrode, Nesselrode pudding
-n07618871	pease pudding
-n07619004	custard
-n07619208	creme caramel
-n07619301	creme anglais
-n07619409	creme brulee
-n07619508	fruit custard
-n07619881	tapioca
-n07620047	tapioca pudding
-n07620145	roly-poly, roly-poly pudding
-n07620327	suet pudding
-n07620597	Bavarian cream
-n07620689	maraschino, maraschino cherry
-n07621264	nonpareil
-n07621497	zabaglione, sabayon
-n07621618	garnish
-n07623136	pastry, pastry dough
-n07624466	turnover
-n07624666	apple turnover
-n07624757	knish
-n07624924	pirogi, piroshki, pirozhki
-n07625061	samosa
-n07625324	timbale
-n07627931	puff paste, pate feuillete
-n07628068	phyllo
-n07628181	puff batter, pouf paste, pate a choux
-n07631926	ice-cream cake, icebox cake
-n07639069	doughnut, donut, sinker
-n07641928	fish cake, fish ball
-n07642361	fish stick, fish finger
-n07642471	conserve, preserve, conserves, preserves
-n07642742	apple butter
-n07642833	chowchow
-n07642933	jam
-n07643026	lemon curd, lemon cheese
-n07643200	strawberry jam, strawberry preserves
-n07643306	jelly
-n07643474	apple jelly
-n07643577	crabapple jelly
-n07643679	grape jelly
-n07643764	marmalade
-n07643891	orange marmalade
-n07643981	gelatin, jelly
-n07644244	gelatin dessert
-n07648913	buffalo wing
-n07648997	barbecued wing
-n07650792	mess
-n07650903	mince
-n07651025	puree
-n07654148	barbecue, barbeque
-n07654298	biryani, biriani
-n07655067	escalope de veau Orloff
-n07655263	saute
-n07663899	patty, cake
-n07665438	veal parmesan, veal parmigiana
-n07666176	veal cordon bleu
-n07672914	margarine, margarin, oleo, oleomargarine, marge
-n07678586	mincemeat
-n07678729	stuffing, dressing
-n07678953	turkey stuffing
-n07679034	oyster stuffing, oyster dressing
-n07679140	forcemeat, farce
-n07679356	bread, breadstuff, staff of life
-n07680168	anadama bread
-n07680313	bap
-n07680416	barmbrack
-n07680517	breadstick, bread-stick
-n07680655	grissino
-n07680761	brown bread, Boston brown bread
-n07680932	bun, roll
-n07681264	tea bread
-n07681355	caraway seed bread
-n07681450	challah, hallah
-n07681691	cinnamon bread
-n07681805	cracked-wheat bread
-n07681926	cracker
-n07682197	crouton
-n07682316	dark bread, whole wheat bread, whole meal bread, brown bread
-n07682477	English muffin
-n07682624	flatbread
-n07682808	garlic bread
-n07682952	gluten bread
-n07683039	graham bread
-n07683138	Host
-n07683265	flatbrod
-n07683360	bannock
-n07683490	chapatti, chapati
-n07683617	pita, pocket bread
-n07683786	loaf of bread, loaf
-n07684084	French loaf
-n07684164	matzo, matzoh, matzah, unleavened bread
-n07684289	nan, naan
-n07684422	onion bread
-n07684517	raisin bread
-n07684600	quick bread
-n07684938	banana bread
-n07685031	date bread
-n07685118	date-nut bread
-n07685218	nut bread
-n07685303	oatcake
-n07685399	Irish soda bread
-n07685546	skillet bread, fry bread
-n07685730	rye bread
-n07685918	black bread, pumpernickel
-n07686021	Jewish rye bread, Jewish rye
-n07686202	limpa
-n07686299	Swedish rye bread, Swedish rye
-n07686461	salt-rising bread
-n07686634	simnel
-n07686720	sour bread, sourdough bread
-n07686873	toast
-n07687053	wafer
-n07687211	white bread, light bread
-n07687381	baguet, baguette
-n07687469	French bread
-n07687626	Italian bread
-n07687789	cornbread
-n07688021	corn cake
-n07688130	skillet corn bread
-n07688265	ashcake, ash cake, corn tash
-n07688412	hoecake
-n07688624	cornpone, pone
-n07688757	corn dab, corn dodger, dodger
-n07688898	hush puppy, hushpuppy
-n07689003	johnnycake, johnny cake, journey cake
-n07689217	Shawnee cake
-n07689313	spoon bread, batter bread
-n07689490	cinnamon toast
-n07689624	orange toast
-n07689757	Melba toast
-n07689842	zwieback, rusk, Brussels biscuit, twice-baked bread
-n07690019	frankfurter bun, hotdog bun
-n07690152	hamburger bun, hamburger roll
-n07690273	muffin, gem
-n07690431	bran muffin
-n07690511	corn muffin
-n07690585	Yorkshire pudding
-n07690739	popover
-n07690892	scone
-n07691091	drop scone, griddlecake, Scotch pancake
-n07691237	cross bun, hot cross bun
-n07691539	brioche
-n07691650	crescent roll, croissant
-n07691758	hard roll, Vienna roll
-n07691863	soft roll
-n07691954	kaiser roll
-n07692114	Parker House roll
-n07692248	clover-leaf roll
-n07692405	onion roll
-n07692517	bialy, bialystoker
-n07692614	sweet roll, coffee roll
-n07692887	bear claw, bear paw
-n07693048	cinnamon roll, cinnamon bun, cinnamon snail
-n07693223	honey bun, sticky bun, caramel bun, schnecken
-n07693439	pinwheel roll
-n07693590	danish, danish pastry
-n07693725	bagel, beigel
-n07693889	onion bagel
-n07693972	biscuit
-n07694169	rolled biscuit
-n07694403	baking-powder biscuit
-n07694516	buttermilk biscuit, soda biscuit
-n07694659	shortcake
-n07694839	hardtack, pilot biscuit, pilot bread, sea biscuit, ship biscuit
-n07695187	saltine
-n07695284	soda cracker
-n07695410	oyster cracker
-n07695504	water biscuit
-n07695652	graham cracker
-n07695742	pretzel
-n07695878	soft pretzel
-n07695965	sandwich
-n07696403	sandwich plate
-n07696527	butty
-n07696625	ham sandwich
-n07696728	chicken sandwich
-n07696839	club sandwich, three-decker, triple-decker
-n07696977	open-face sandwich, open sandwich
-n07697100	hamburger, beefburger, burger
-n07697313	cheeseburger
-n07697408	tunaburger
-n07697537	hotdog, hot dog, red hot
-n07697699	Sloppy Joe
-n07697825	bomber, grinder, hero, hero sandwich, hoagie, hoagy, Cuban sandwich, Italian sandwich, poor boy, sub, submarine, submarine sandwich, torpedo, wedge, zep
-n07698250	gyro
-n07698401	bacon-lettuce-tomato sandwich, BLT
-n07698543	Reuben
-n07698672	western, western sandwich
-n07698782	wrap
-n07700003	spaghetti
-n07703889	hasty pudding
-n07704054	gruel
-n07704205	congee, jook
-n07704305	skilly
-n07705931	edible fruit
-n07707451	vegetable, veggie, veg
-n07708124	julienne, julienne vegetable
-n07708398	raw vegetable, rabbit food
-n07708512	crudites
-n07708685	celery stick
-n07708798	legume
-n07709046	pulse
-n07709172	potherb
-n07709333	greens, green, leafy vegetable
-n07709701	chop-suey greens
-n07709881	bean curd, tofu
-n07710007	solanaceous vegetable
-n07710283	root vegetable
-n07710616	potato, white potato, Irish potato, murphy, spud, tater
-n07710952	baked potato
-n07711080	french fries, french-fried potatoes, fries, chips
-n07711232	home fries, home-fried potatoes
-n07711371	jacket potato
-n07711569	mashed potato
-n07711683	potato skin, potato peel, potato peelings
-n07711799	Uruguay potato
-n07711907	yam
-n07712063	sweet potato
-n07712267	yam
-n07712382	snack food
-n07712559	chip, crisp, potato chip, Saratoga chip
-n07712748	corn chip
-n07712856	tortilla chip
-n07712959	nacho
-n07713074	eggplant, aubergine, mad apple
-n07713267	pieplant, rhubarb
-n07713395	cruciferous vegetable
-n07713763	mustard, mustard greens, leaf mustard, Indian mustard
-n07713895	cabbage, chou
-n07714078	kale, kail, cole
-n07714188	collards, collard greens
-n07714287	Chinese cabbage, celery cabbage, Chinese celery
-n07714448	bok choy, bok choi
-n07714571	head cabbage
-n07714802	red cabbage
-n07714895	savoy cabbage, savoy
-n07714990	broccoli
-n07715103	cauliflower
-n07715221	brussels sprouts
-n07715407	broccoli rabe, broccoli raab
-n07715561	squash
-n07715721	summer squash
-n07716034	yellow squash
-n07716203	crookneck, crookneck squash, summer crookneck
-n07716358	zucchini, courgette
-n07716504	marrow, vegetable marrow
-n07716649	cocozelle
-n07716750	pattypan squash
-n07716906	spaghetti squash
-n07717070	winter squash
-n07717410	acorn squash
-n07717556	butternut squash
-n07717714	hubbard squash
-n07717858	turban squash
-n07718068	buttercup squash
-n07718195	cushaw
-n07718329	winter crookneck squash
-n07718472	cucumber, cuke
-n07718671	gherkin
-n07718747	artichoke, globe artichoke
-n07718920	artichoke heart
-n07719058	Jerusalem artichoke, sunchoke
-n07719213	asparagus
-n07719330	bamboo shoot
-n07719437	sprout
-n07719616	bean sprout
-n07719756	alfalfa sprout
-n07719839	beet, beetroot
-n07719980	beet green
-n07720084	sugar beet
-n07720185	mangel-wurzel
-n07720277	chard, Swiss chard, spinach beet, leaf beet
-n07720442	pepper
-n07720615	sweet pepper
-n07720875	bell pepper
-n07721018	green pepper
-n07721118	globe pepper
-n07721195	pimento, pimiento
-n07721325	hot pepper
-n07721456	chili, chili pepper, chilli, chilly, chile
-n07721678	jalapeno, jalapeno pepper
-n07721833	chipotle
-n07721942	cayenne, cayenne pepper
-n07722052	tabasco, red pepper
-n07722217	onion
-n07722390	Bermuda onion
-n07722485	green onion, spring onion, scallion
-n07722666	Vidalia onion
-n07722763	Spanish onion
-n07722888	purple onion, red onion
-n07723039	leek
-n07723177	shallot
-n07723330	salad green, salad greens
-n07723559	lettuce
-n07723753	butterhead lettuce
-n07723968	buttercrunch
-n07724078	Bibb lettuce
-n07724173	Boston lettuce
-n07724269	crisphead lettuce, iceberg lettuce, iceberg
-n07724492	cos, cos lettuce, romaine, romaine lettuce
-n07724654	leaf lettuce, loose-leaf lettuce
-n07724819	celtuce
-n07724943	bean, edible bean
-n07725158	goa bean
-n07725255	lentil
-n07725376	pea
-n07725531	green pea, garden pea
-n07725663	marrowfat pea
-n07725789	snow pea, sugar pea
-n07725888	sugar snap pea
-n07726009	split-pea
-n07726095	chickpea, garbanzo
-n07726230	cajan pea, pigeon pea, dahl
-n07726386	field pea
-n07726525	mushy peas
-n07726672	black-eyed pea, cowpea
-n07726796	common bean
-n07727048	kidney bean
-n07727140	navy bean, pea bean, white bean
-n07727252	pinto bean
-n07727377	frijole
-n07727458	black bean, turtle bean
-n07727578	fresh bean
-n07727741	flageolet, haricot
-n07727868	green bean
-n07728053	snap bean, snap
-n07728181	string bean
-n07728284	Kentucky wonder, Kentucky wonder bean
-n07728391	scarlet runner, scarlet runner bean, runner bean, English runner bean
-n07728585	haricot vert, haricots verts, French bean
-n07728708	wax bean, yellow bean
-n07728804	shell bean
-n07729000	lima bean
-n07729142	Fordhooks
-n07729225	sieva bean, butter bean, butterbean, civet bean
-n07729384	fava bean, broad bean
-n07729485	soy, soybean, soya, soya bean
-n07729828	green soybean
-n07729926	field soybean
-n07730033	cardoon
-n07730207	carrot
-n07730320	carrot stick
-n07730406	celery
-n07730562	pascal celery, Paschal celery
-n07730708	celeriac, celery root
-n07730855	chicory, curly endive
-n07731006	radicchio
-n07731122	coffee substitute
-n07731284	chicory, chicory root
-n07731436	Postum
-n07731587	chicory escarole, endive, escarole
-n07731767	Belgian endive, French endive, witloof
-n07731952	corn, edible corn
-n07732168	sweet corn, green corn
-n07732302	hominy
-n07732433	lye hominy
-n07732525	pearl hominy
-n07732636	popcorn
-n07732747	cress
-n07732904	watercress
-n07733005	garden cress
-n07733124	winter cress
-n07733217	dandelion green
-n07733394	gumbo, okra
-n07733567	kohlrabi, turnip cabbage
-n07733712	lamb's-quarter, pigweed, wild spinach
-n07733847	wild spinach
-n07734017	tomato
-n07734183	beefsteak tomato
-n07734292	cherry tomato
-n07734417	plum tomato
-n07734555	tomatillo, husk tomato, Mexican husk tomato
-n07734744	mushroom
-n07734879	stuffed mushroom
-n07735052	salsify
-n07735179	oyster plant, vegetable oyster
-n07735294	scorzonera, black salsify
-n07735404	parsnip
-n07735510	pumpkin
-n07735687	radish
-n07735803	turnip
-n07735981	white turnip
-n07736087	rutabaga, swede, swedish turnip, yellow turnip
-n07736256	turnip greens
-n07736371	sorrel, common sorrel
-n07736527	French sorrel
-n07736692	spinach
-n07736813	taro, taro root, cocoyam, dasheen, edda
-n07736971	truffle, earthnut
-n07737081	edible nut
-n07737594	bunya bunya
-n07737745	peanut, earthnut, goober, goober pea, groundnut, monkey nut
-n07738105	freestone
-n07738224	cling, clingstone
-n07739035	windfall
-n07739125	apple
-n07739344	crab apple, crabapple
-n07739506	eating apple, dessert apple
-n07739923	Baldwin
-n07740033	Cortland
-n07740115	Cox's Orange Pippin
-n07740220	Delicious
-n07740342	Golden Delicious, Yellow Delicious
-n07740461	Red Delicious
-n07740597	Empire
-n07740744	Grimes' golden
-n07740855	Jonathan
-n07740954	McIntosh
-n07741138	Macoun
-n07741235	Northern Spy
-n07741357	Pearmain
-n07741461	Pippin
-n07741623	Prima
-n07741706	Stayman
-n07741804	Winesap
-n07741888	Stayman Winesap
-n07742012	cooking apple
-n07742224	Bramley's Seedling
-n07742313	Granny Smith
-n07742415	Lane's Prince Albert
-n07742513	Newtown Wonder
-n07742605	Rome Beauty
-n07742704	berry
-n07743224	bilberry, whortleberry, European blueberry
-n07743384	huckleberry
-n07743544	blueberry
-n07743723	wintergreen, boxberry, checkerberry, teaberry, spiceberry
-n07743902	cranberry
-n07744057	lingonberry, mountain cranberry, cowberry, lowbush cranberry
-n07744246	currant
-n07744430	gooseberry
-n07744559	black currant
-n07744682	red currant
-n07744811	blackberry
-n07745046	boysenberry
-n07745197	dewberry
-n07745357	loganberry
-n07745466	raspberry
-n07745661	saskatoon, serviceberry, shadberry, juneberry
-n07745940	strawberry
-n07746038	sugarberry, hackberry
-n07746186	persimmon
-n07746334	acerola, barbados cherry, surinam cherry, West Indian cherry
-n07746551	carambola, star fruit
-n07746749	ceriman, monstera
-n07746910	carissa plum, natal plum
-n07747055	citrus, citrus fruit, citrous fruit
-n07747607	orange
-n07747811	temple orange
-n07747951	mandarin, mandarin orange
-n07748157	clementine
-n07748276	satsuma
-n07748416	tangerine
-n07748574	tangelo, ugli, ugli fruit
-n07748753	bitter orange, Seville orange, sour orange
-n07748912	sweet orange
-n07749095	Jaffa orange
-n07749192	navel orange
-n07749312	Valencia orange
-n07749446	kumquat
-n07749582	lemon
-n07749731	lime
-n07749870	key lime
-n07749969	grapefruit
-n07750146	pomelo, shaddock
-n07750299	citrange
-n07750449	citron
-n07750586	almond
-n07750736	Jordan almond
-n07750872	apricot
-n07751004	peach
-n07751148	nectarine
-n07751280	pitahaya
-n07751451	plum
-n07751737	damson, damson plum
-n07751858	greengage, greengage plum
-n07751977	beach plum
-n07752109	sloe
-n07752264	Victoria plum
-n07752377	dried fruit
-n07752514	dried apricot
-n07752602	prune
-n07752664	raisin
-n07752782	seedless raisin, sultana
-n07752874	seeded raisin
-n07752966	currant
-n07753113	fig
-n07753275	pineapple, ananas
-n07753448	anchovy pear, river pear
-n07753592	banana
-n07753743	passion fruit
-n07753980	granadilla
-n07754155	sweet calabash
-n07754279	bell apple, sweet cup, water lemon, yellow granadilla
-n07754451	breadfruit
-n07754684	jackfruit, jak, jack
-n07754894	cacao bean, cocoa bean
-n07755089	cocoa
-n07755262	canistel, eggfruit
-n07755411	melon
-n07755619	melon ball
-n07755707	muskmelon, sweet melon
-n07755929	cantaloup, cantaloupe
-n07756096	winter melon
-n07756325	honeydew, honeydew melon
-n07756499	Persian melon
-n07756641	net melon, netted melon, nutmeg melon
-n07756838	casaba, casaba melon
-n07756951	watermelon
-n07757132	cherry
-n07757312	sweet cherry, black cherry
-n07757511	bing cherry
-n07757602	heart cherry, oxheart, oxheart cherry
-n07757753	blackheart, blackheart cherry
-n07757874	capulin, Mexican black cherry
-n07757990	sour cherry
-n07758125	amarelle
-n07758260	morello
-n07758407	cocoa plum, coco plum, icaco
-n07758582	gherkin
-n07758680	grape
-n07758950	fox grape
-n07759194	Concord grape
-n07759324	Catawba
-n07759424	muscadine, bullace grape
-n07759576	scuppernong
-n07759691	slipskin grape
-n07759816	vinifera grape
-n07760070	emperor
-n07760153	muscat, muscatel, muscat grape
-n07760297	ribier
-n07760395	sultana
-n07760501	Tokay
-n07760673	flame tokay
-n07760755	Thompson Seedless
-n07760859	custard apple
-n07761141	cherimoya, cherimolla
-n07761309	soursop, guanabana
-n07761611	sweetsop, annon, sugar apple
-n07761777	ilama
-n07761954	pond apple
-n07762114	papaw, pawpaw
-n07762244	papaya
-n07762373	kai apple
-n07762534	ketembilla, kitembilla, kitambilla
-n07762740	ackee, akee
-n07762913	durian
-n07763107	feijoa, pineapple guava
-n07763290	genip, Spanish lime
-n07763483	genipap, genipap fruit
-n07763629	kiwi, kiwi fruit, Chinese gooseberry
-n07763792	loquat, Japanese plum
-n07763987	mangosteen
-n07764155	mango
-n07764315	sapodilla, sapodilla plum, sapota
-n07764486	sapote, mammee, marmalade plum
-n07764630	tamarind, tamarindo
-n07764847	avocado, alligator pear, avocado pear, aguacate
-n07765073	date
-n07765208	elderberry
-n07765361	guava
-n07765517	mombin
-n07765612	hog plum, yellow mombin
-n07765728	hog plum, wild plum
-n07765862	jaboticaba
-n07765999	jujube, Chinese date, Chinese jujube
-n07766173	litchi, litchi nut, litchee, lichi, leechee, lichee, lychee
-n07766409	longanberry, dragon's eye
-n07766530	mamey, mammee, mammee apple
-n07766723	marang
-n07766891	medlar
-n07767002	medlar
-n07767171	mulberry
-n07767344	olive
-n07767549	black olive, ripe olive
-n07767709	green olive
-n07767847	pear
-n07768068	bosc
-n07768139	anjou
-n07768230	bartlett, bartlett pear
-n07768318	seckel, seckel pear
-n07768423	plantain
-n07768590	plumcot
-n07768694	pomegranate
-n07768858	prickly pear
-n07769102	Barbados gooseberry, blade apple
-n07769306	quandong, quandang, quantong, native peach
-n07769465	quandong nut
-n07769584	quince
-n07769731	rambutan, rambotan
-n07769886	pulasan, pulassan
-n07770034	rose apple
-n07770180	sorb, sorb apple
-n07770439	sour gourd, monkey bread
-n07770571	edible seed
-n07770763	pumpkin seed
-n07770869	betel nut, areca nut
-n07771082	beechnut
-n07771212	walnut
-n07771405	black walnut
-n07771539	English walnut
-n07771731	brazil nut, brazil
-n07771891	butternut
-n07772026	souari nut
-n07772147	cashew, cashew nut
-n07772274	chestnut
-n07772413	chincapin, chinkapin, chinquapin
-n07772788	hazelnut, filbert, cobnut, cob
-n07772935	coconut, cocoanut
-n07773428	coconut milk, coconut water
-n07774182	grugru nut
-n07774295	hickory nut
-n07774479	cola extract
-n07774596	macadamia nut
-n07774719	pecan
-n07774842	pine nut, pignolia, pinon nut
-n07775050	pistachio, pistachio nut
-n07775197	sunflower seed
-n07783827	anchovy paste
-n07785487	rollmops
-n07800091	feed, provender
-n07800487	cattle cake
-n07800636	creep feed
-n07800740	fodder
-n07801007	feed grain
-n07801091	eatage, forage, pasture, pasturage, grass
-n07801342	silage, ensilage
-n07801508	oil cake
-n07801709	oil meal
-n07801779	alfalfa
-n07801892	broad bean, horse bean
-n07802026	hay
-n07802152	timothy
-n07802246	stover
-n07802417	grain, food grain, cereal
-n07802767	grist
-n07802863	groats
-n07802963	millet
-n07803093	barley, barleycorn
-n07803213	pearl barley
-n07803310	buckwheat
-n07803408	bulgur, bulghur, bulgur wheat
-n07803545	wheat, wheat berry
-n07803779	cracked wheat
-n07803895	stodge
-n07803992	wheat germ
-n07804152	oat
-n07804323	rice
-n07804543	brown rice
-n07804657	white rice, polished rice
-n07804771	wild rice, Indian rice
-n07804900	paddy
-n07805006	slop, slops, swill, pigswill, pigwash
-n07805254	mash
-n07805389	chicken feed, scratch
-n07805478	cud, rechewed food
-n07805594	bird feed, bird food, birdseed
-n07805731	petfood, pet-food, pet food
-n07805966	dog food
-n07806043	cat food
-n07806120	canary seed
-n07806221	salad
-n07806633	tossed salad
-n07806774	green salad
-n07806879	Caesar salad
-n07807002	salmagundi
-n07807171	salad nicoise
-n07807317	combination salad
-n07807472	chef's salad
-n07807594	potato salad
-n07807710	pasta salad
-n07807834	macaroni salad
-n07807922	fruit salad
-n07808022	Waldorf salad
-n07808166	crab Louis
-n07808268	herring salad
-n07808352	tuna fish salad, tuna salad
-n07808479	chicken salad
-n07808587	coleslaw, slaw
-n07808675	aspic
-n07808806	molded salad
-n07808904	tabbouleh, tabooli
-n07809096	ingredient, fixings
-n07809368	flavorer, flavourer, flavoring, flavouring, seasoner, seasoning
-n07810531	bouillon cube
-n07810907	condiment
-n07811416	herb
-n07812046	fines herbes
-n07812184	spice
-n07812662	spearmint oil
-n07812790	lemon oil
-n07812913	wintergreen oil, oil of wintergreen
-n07813107	salt, table salt, common salt
-n07813324	celery salt
-n07813495	onion salt
-n07813579	seasoned salt
-n07813717	sour salt
-n07813833	five spice powder
-n07814007	allspice
-n07814203	cinnamon
-n07814390	stick cinnamon
-n07814487	clove
-n07814634	cumin, cumin seed
-n07814790	fennel
-n07814925	ginger, gingerroot
-n07815163	ginger, powdered ginger
-n07815294	mace
-n07815424	nutmeg
-n07815588	pepper, peppercorn
-n07815839	black pepper
-n07815956	white pepper
-n07816052	sassafras
-n07816164	basil, sweet basil
-n07816296	bay leaf
-n07816398	borage
-n07816575	hyssop
-n07816726	caraway
-n07816839	chervil
-n07817024	chives
-n07817160	comfrey, healing herb
-n07817315	coriander, Chinese parsley, cilantro
-n07817465	coriander, coriander seed
-n07817599	costmary
-n07817758	fennel, common fennel
-n07817871	fennel, Florence fennel, finocchio
-n07818029	fennel seed
-n07818133	fenugreek, fenugreek seed
-n07818277	garlic, ail
-n07818422	clove, garlic clove
-n07818572	garlic chive
-n07818689	lemon balm
-n07818825	lovage
-n07818995	marjoram, oregano
-n07819166	mint
-n07819303	mustard seed
-n07819480	mustard, table mustard
-n07819682	Chinese mustard
-n07819769	nasturtium
-n07819896	parsley
-n07820036	salad burnet
-n07820145	rosemary
-n07820297	rue
-n07820497	sage
-n07820683	clary sage
-n07820814	savory, savoury
-n07820960	summer savory, summer savoury
-n07821107	winter savory, winter savoury
-n07821260	sweet woodruff, waldmeister
-n07821404	sweet cicely
-n07821610	tarragon, estragon
-n07821758	thyme
-n07821919	turmeric
-n07822053	caper
-n07822197	catsup, ketchup, cetchup, tomato ketchup
-n07822323	cardamom, cardamon, cardamum
-n07822518	cayenne, cayenne pepper, red pepper
-n07822687	chili powder
-n07822845	chili sauce
-n07823105	chutney, Indian relish
-n07823280	steak sauce
-n07823369	taco sauce
-n07823460	salsa
-n07823591	mint sauce
-n07823698	cranberry sauce
-n07823814	curry powder
-n07823951	curry
-n07824191	lamb curry
-n07824268	duck sauce, hoisin sauce
-n07824383	horseradish
-n07824502	marinade
-n07824702	paprika
-n07824863	Spanish paprika
-n07824988	pickle
-n07825194	dill pickle
-n07825399	bread and butter pickle
-n07825496	pickle relish
-n07825597	piccalilli
-n07825717	sweet pickle
-n07825850	applesauce, apple sauce
-n07825972	soy sauce, soy
-n07826091	Tabasco, Tabasco sauce
-n07826250	tomato paste
-n07826340	angelica
-n07826453	angelica
-n07826544	almond extract
-n07826653	anise, aniseed, anise seed
-n07826930	Chinese anise, star anise, star aniseed
-n07827130	juniper berries
-n07827284	saffron
-n07827410	sesame seed, benniseed
-n07827554	caraway seed
-n07827750	poppy seed
-n07827896	dill, dill weed
-n07828041	dill seed
-n07828156	celery seed
-n07828275	lemon extract
-n07828378	monosodium glutamate, MSG
-n07828642	vanilla bean
-n07828987	vinegar, acetum
-n07829248	cider vinegar
-n07829331	wine vinegar
-n07829412	sauce
-n07830493	anchovy sauce
-n07830593	hot sauce
-n07830690	hard sauce
-n07830841	horseradish sauce, sauce Albert
-n07830986	bolognese pasta sauce
-n07831146	carbonara
-n07831267	tomato sauce
-n07831450	tartare sauce, tartar sauce
-n07831663	wine sauce
-n07831821	marchand de vin, mushroom wine sauce
-n07831955	bread sauce
-n07832099	plum sauce
-n07832202	peach sauce
-n07832307	apricot sauce
-n07832416	pesto
-n07832592	ravigote, ravigotte
-n07832741	remoulade sauce
-n07832902	dressing, salad dressing
-n07833333	sauce Louis
-n07833535	bleu cheese dressing, blue cheese dressing
-n07833672	blue cheese dressing, Roquefort dressing
-n07833816	French dressing, vinaigrette, sauce vinaigrette
-n07833951	Lorenzo dressing
-n07834065	anchovy dressing
-n07834160	Italian dressing
-n07834286	half-and-half dressing
-n07834507	mayonnaise, mayo
-n07834618	green mayonnaise, sauce verte
-n07834774	aioli, aioli sauce, garlic sauce
-n07834872	Russian dressing, Russian mayonnaise
-n07835051	salad cream
-n07835173	Thousand Island dressing
-n07835331	barbecue sauce
-n07835457	hollandaise
-n07835547	bearnaise
-n07835701	Bercy, Bercy butter
-n07835823	bordelaise
-n07835921	bourguignon, bourguignon sauce, Burgundy sauce
-n07836077	brown sauce, sauce Espagnole
-n07836269	Espagnole, sauce Espagnole
-n07836456	Chinese brown sauce, brown sauce
-n07836600	blanc
-n07836731	cheese sauce
-n07836838	chocolate sauce, chocolate syrup
-n07837002	hot-fudge sauce, fudge sauce
-n07837110	cocktail sauce, seafood sauce
-n07837234	Colbert, Colbert butter
-n07837362	white sauce, bechamel sauce, bechamel
-n07837545	cream sauce
-n07837630	Mornay sauce
-n07837755	demiglace, demi-glaze
-n07837912	gravy, pan gravy
-n07838073	gravy
-n07838233	spaghetti sauce, pasta sauce
-n07838441	marinara
-n07838551	mole
-n07838659	hunter's sauce, sauce chausseur
-n07838811	mushroom sauce
-n07838905	mustard sauce
-n07839055	Nantua, shrimp sauce
-n07839172	Hungarian sauce, paprika sauce
-n07839312	pepper sauce, Poivrade
-n07839478	roux
-n07839593	Smitane
-n07839730	Soubise, white onion sauce
-n07839864	Lyonnaise sauce, brown onion sauce
-n07840027	veloute
-n07840124	allemande, allemande sauce
-n07840219	caper sauce
-n07840304	poulette
-n07840395	curry sauce
-n07840520	Worcester sauce, Worcestershire, Worcestershire sauce
-n07840672	coconut milk, coconut cream
-n07840804	egg, eggs
-n07841037	egg white, white, albumen, ovalbumin
-n07841345	egg yolk, yolk
-n07841495	boiled egg, coddled egg
-n07841639	hard-boiled egg, hard-cooked egg
-n07841800	Easter egg
-n07841907	Easter egg
-n07842044	chocolate egg
-n07842130	candy egg
-n07842202	poached egg, dropped egg
-n07842308	scrambled eggs
-n07842433	deviled egg, stuffed egg
-n07842605	shirred egg, baked egg, egg en cocotte
-n07842753	omelet, omelette
-n07842972	firm omelet
-n07843117	French omelet
-n07843220	fluffy omelet
-n07843348	western omelet
-n07843464	souffle
-n07843636	fried egg
-n07843775	dairy product
-n07844042	milk
-n07844604	milk
-n07844786	sour milk
-n07844867	soya milk, soybean milk, soymilk
-n07845087	formula
-n07845166	pasteurized milk
-n07845335	cows' milk
-n07845421	yak's milk
-n07845495	goats' milk
-n07845571	acidophilus milk
-n07845702	raw milk
-n07845775	scalded milk
-n07845863	homogenized milk
-n07846014	certified milk
-n07846143	powdered milk, dry milk, dried milk, milk powder
-n07846274	nonfat dry milk
-n07846359	evaporated milk
-n07846471	condensed milk
-n07846557	skim milk, skimmed milk
-n07846688	semi-skimmed milk
-n07846802	whole milk
-n07846938	low-fat milk
-n07847047	buttermilk
-n07847198	cream
-n07847453	clotted cream, Devonshire cream
-n07847585	double creme, heavy whipping cream
-n07847706	half-and-half
-n07847827	heavy cream
-n07847917	light cream, coffee cream, single cream
-n07848093	sour cream, soured cream
-n07848196	whipping cream, light whipping cream
-n07848338	butter
-n07848771	clarified butter, drawn butter
-n07848936	ghee
-n07849026	brown butter, beurre noisette
-n07849186	Meuniere butter, lemon butter
-n07849336	yogurt, yoghurt, yoghourt
-n07849506	blueberry yogurt
-n07849619	raita
-n07849733	whey
-n07849912	curd
-n07850083	curd
-n07850219	clabber
-n07850329	cheese
-n07851054	paring
-n07851298	cream cheese
-n07851443	double cream
-n07851554	mascarpone
-n07851641	triple cream, triple creme
-n07851767	cottage cheese, pot cheese, farm cheese, farmer's cheese
-n07851926	process cheese, processed cheese
-n07852045	bleu, blue cheese
-n07852229	Stilton
-n07852302	Roquefort
-n07852376	gorgonzola
-n07852452	Danish blue
-n07852532	Bavarian blue
-n07852614	Brie
-n07852712	brick cheese
-n07852833	Camembert
-n07852919	cheddar, cheddar cheese, Armerican cheddar, American cheese
-n07853125	rat cheese, store cheese
-n07853232	Cheshire cheese
-n07853345	double Gloucester
-n07853445	Edam
-n07853560	goat cheese, chevre
-n07853648	Gouda, Gouda cheese
-n07853762	grated cheese
-n07853852	hand cheese
-n07853946	Liederkranz
-n07854066	Limburger
-n07854184	mozzarella
-n07854266	Muenster
-n07854348	Parmesan
-n07854455	quark cheese, quark
-n07854614	ricotta
-n07854707	string cheese
-n07854813	Swiss cheese
-n07854982	Emmenthal, Emmental, Emmenthaler, Emmentaler
-n07855105	Gruyere
-n07855188	sapsago
-n07855317	Velveeta
-n07855413	nut butter
-n07855510	peanut butter
-n07855603	marshmallow fluff
-n07855721	onion butter
-n07855812	pimento butter
-n07855907	shrimp butter
-n07856045	lobster butter
-n07856186	yak butter
-n07856270	spread, paste
-n07856756	cheese spread
-n07856895	anchovy butter
-n07856992	fishpaste
-n07857076	garlic butter
-n07857170	miso
-n07857356	wasabi
-n07857598	snail butter
-n07857731	hummus, humus, hommos, hoummos, humous
-n07857959	pate
-n07858114	duck pate
-n07858197	foie gras, pate de foie gras
-n07858336	tapenade
-n07858484	tahini
-n07858595	sweetening, sweetener
-n07858841	aspartame
-n07858978	honey
-n07859142	saccharin
-n07859284	sugar, refined sugar
-n07859583	syrup, sirup
-n07859796	sugar syrup
-n07859951	molasses
-n07860103	sorghum, sorghum molasses
-n07860208	treacle, golden syrup
-n07860331	grenadine
-n07860447	maple syrup
-n07860548	corn syrup
-n07860629	miraculous food, manna, manna from heaven
-n07860805	batter
-n07860988	dough
-n07861158	bread dough
-n07861247	pancake batter
-n07861334	fritter batter
-n07861557	coq au vin
-n07861681	chicken provencale
-n07861813	chicken and rice
-n07861983	moo goo gai pan
-n07862095	arroz con pollo
-n07862244	bacon and eggs
-n07862348	barbecued spareribs, spareribs
-n07862461	beef Bourguignonne, boeuf Bourguignonne
-n07862611	beef Wellington, filet de boeuf en croute
-n07862770	bitok
-n07862946	boiled dinner, New England boiled dinner
-n07863107	Boston baked beans
-n07863229	bubble and squeak
-n07863374	pasta
-n07863547	cannelloni
-n07863644	carbonnade flamande, Belgian beef stew
-n07863802	cheese souffle
-n07863935	chicken Marengo
-n07864065	chicken cordon bleu
-n07864198	Maryland chicken
-n07864317	chicken paprika, chicken paprikash
-n07864475	chicken Tetrazzini
-n07864638	Tetrazzini
-n07864756	chicken Kiev
-n07864934	chili, chili con carne
-n07865105	chili dog
-n07865196	chop suey
-n07865484	chow mein
-n07865575	codfish ball, codfish cake
-n07865700	coquille
-n07865788	coquilles Saint-Jacques
-n07866015	croquette
-n07866151	cottage pie
-n07866277	rissole
-n07866409	dolmas, stuffed grape leaves
-n07866571	egg foo yong, egg fu yung
-n07866723	egg roll, spring roll
-n07866868	eggs Benedict
-n07867021	enchilada
-n07867164	falafel, felafel
-n07867324	fish and chips
-n07867421	fondue, fondu
-n07867616	cheese fondue
-n07867751	chocolate fondue
-n07867883	fondue, fondu
-n07868045	beef fondue, boeuf fondu bourguignon
-n07868200	French toast
-n07868340	fried rice, Chinese fried rice
-n07868508	frittata
-n07868684	frog legs
-n07868830	galantine
-n07868955	gefilte fish, fish ball
-n07869111	haggis
-n07869291	ham and eggs
-n07869391	hash
-n07869522	corned beef hash
-n07869611	jambalaya
-n07869775	kabob, kebab, shish kebab
-n07869937	kedgeree
-n07870069	souvlaki, souvlakia
-n07870167	lasagna, lasagne
-n07870313	seafood Newburg
-n07870478	lobster Newburg, lobster a la Newburg
-n07870620	shrimp Newburg
-n07870734	Newburg sauce
-n07870894	lobster thermidor
-n07871065	lutefisk, lutfisk
-n07871234	macaroni and cheese
-n07871335	macedoine
-n07871436	meatball
-n07871588	porcupine ball, porcupines
-n07871720	Swedish meatball
-n07871810	meat loaf, meatloaf
-n07872593	moussaka
-n07872748	osso buco
-n07873057	marrow, bone marrow
-n07873198	pheasant under glass
-n07873348	pigs in blankets
-n07873464	pilaf, pilaff, pilau, pilaw
-n07873679	bulgur pilaf
-n07873807	pizza, pizza pie
-n07874063	sausage pizza
-n07874159	pepperoni pizza
-n07874259	cheese pizza
-n07874343	anchovy pizza
-n07874441	Sicilian pizza
-n07874531	poi
-n07874674	pork and beans
-n07874780	porridge
-n07874995	oatmeal, burgoo
-n07875086	loblolly
-n07875152	potpie
-n07875267	rijsttaffel, rijstaffel, rijstafel
-n07875436	risotto, Italian rice
-n07875560	roulade
-n07875693	fish loaf
-n07875835	salmon loaf
-n07875926	Salisbury steak
-n07876026	sauerbraten
-n07876189	sauerkraut
-n07876281	scallopine, scallopini
-n07876460	veal scallopini
-n07876550	scampi
-n07876651	Scotch egg
-n07876775	Scotch woodcock
-n07876893	scrapple
-n07877187	spaghetti and meatballs
-n07877299	Spanish rice
-n07877675	steak tartare, tartar steak, cannibal mound
-n07877849	pepper steak
-n07877961	steak au poivre, peppered steak, pepper steak
-n07878145	beef Stroganoff
-n07878283	stuffed cabbage
-n07878479	kishke, stuffed derma
-n07878647	stuffed peppers
-n07878785	stuffed tomato, hot stuffed tomato
-n07878926	stuffed tomato, cold stuffed tomato
-n07879072	succotash
-n07879174	sukiyaki
-n07879350	sashimi
-n07879450	sushi
-n07879560	Swiss steak
-n07879659	tamale
-n07879821	tamale pie
-n07879953	tempura
-n07880080	teriyaki
-n07880213	terrine
-n07880325	Welsh rarebit, Welsh rabbit, rarebit
-n07880458	schnitzel, Wiener schnitzel
-n07880751	taco
-n07880880	chicken taco
-n07880968	burrito
-n07881117	beef burrito
-n07881205	quesadilla
-n07881404	tostada
-n07881525	bean tostada
-n07881625	refried beans, frijoles refritos
-n07881800	beverage, drink, drinkable, potable
-n07882420	wish-wash
-n07882497	concoction, mixture, intermixture
-n07882886	mix, premix
-n07883031	filling
-n07883156	lekvar
-n07883251	potion
-n07883384	elixir
-n07883510	elixir of life
-n07883661	philter, philtre, love-potion, love-philter, love-philtre
-n07884567	alcohol, alcoholic drink, alcoholic beverage, intoxicant, inebriant
-n07885705	proof spirit
-n07886057	home brew, homebrew
-n07886176	hooch, hootch
-n07886317	kava, kavakava
-n07886463	aperitif
-n07886572	brew, brewage
-n07886849	beer
-n07887099	draft beer, draught beer
-n07887192	suds
-n07887304	Munich beer, Munchener
-n07887461	bock, bock beer
-n07887634	lager, lager beer
-n07887967	light beer
-n07888058	Oktoberfest, Octoberfest
-n07888229	Pilsner, Pilsener
-n07888378	shebeen
-n07888465	Weissbier, white beer, wheat beer
-n07888816	Weizenbock
-n07888909	malt
-n07889193	wort
-n07889274	malt, malt liquor
-n07889510	ale
-n07889814	bitter
-n07889990	Burton
-n07890068	pale ale
-n07890226	porter, porter's beer
-n07890352	stout
-n07890540	Guinness
-n07890617	kvass
-n07890750	mead
-n07890890	metheglin
-n07890970	hydromel
-n07891095	oenomel
-n07891189	near beer
-n07891309	ginger beer
-n07891433	sake, saki, rice beer
-n07891726	wine, vino
-n07892418	vintage
-n07892512	red wine
-n07892813	white wine
-n07893253	blush wine, pink wine, rose, rose wine
-n07893425	altar wine, sacramental wine
-n07893528	sparkling wine
-n07893642	champagne, bubbly
-n07893792	cold duck
-n07893891	Burgundy, Burgundy wine
-n07894102	Beaujolais
-n07894298	Medoc
-n07894451	Canary wine
-n07894551	Chablis, white Burgundy
-n07894703	Montrachet
-n07894799	Chardonnay, Pinot Chardonnay
-n07894965	Pinot noir
-n07895100	Pinot blanc
-n07895237	Bordeaux, Bordeaux wine
-n07895435	claret, red Bordeaux
-n07895595	Chianti
-n07895710	Cabernet, Cabernet Sauvignon
-n07895839	Merlot
-n07895962	Sauvignon blanc
-n07896060	California wine
-n07896165	Cotes de Provence
-n07896287	dessert wine
-n07896422	Dubonnet
-n07896560	jug wine
-n07896661	macon, maconnais
-n07896765	Moselle
-n07896893	Muscadet
-n07896994	plonk
-n07897116	retsina
-n07897200	Rhine wine, Rhenish, hock
-n07897438	Riesling
-n07897600	liebfraumilch
-n07897750	Rhone wine
-n07897865	Rioja
-n07897975	sack
-n07898117	Saint Emilion
-n07898247	Soave
-n07898333	zinfandel
-n07898443	Sauterne, Sauternes
-n07898617	straw wine
-n07898745	table wine
-n07898895	Tokay
-n07899003	vin ordinaire
-n07899108	vermouth
-n07899292	sweet vermouth, Italian vermouth
-n07899434	dry vermouth, French vermouth
-n07899533	Chenin blanc
-n07899660	Verdicchio
-n07899769	Vouvray
-n07899899	Yquem
-n07899976	generic, generic wine
-n07900225	varietal, varietal wine
-n07900406	fortified wine
-n07900616	Madeira
-n07900734	malmsey
-n07900825	port, port wine
-n07900958	sherry
-n07901355	Marsala
-n07901457	muscat, muscatel, muscadel, muscadelle
-n07901587	liquor, spirits, booze, hard drink, hard liquor, John Barleycorn, strong drink
-n07902121	neutral spirits, ethyl alcohol
-n07902336	aqua vitae, ardent spirits
-n07902443	eau de vie
-n07902520	moonshine, bootleg, corn liquor
-n07902698	bathtub gin
-n07902799	aquavit, akvavit
-n07902937	arrack, arak
-n07903101	bitters
-n07903208	brandy
-n07903543	applejack
-n07903643	Calvados
-n07903731	Armagnac
-n07903841	Cognac
-n07903962	grappa
-n07904072	kirsch
-n07904293	slivovitz
-n07904395	gin
-n07904637	sloe gin
-n07904760	geneva, Holland gin, Hollands
-n07904865	grog
-n07904934	ouzo
-n07905038	rum
-n07905296	demerara, demerara rum
-n07905386	Jamaica rum
-n07905474	schnapps, schnaps
-n07905618	pulque
-n07905770	mescal
-n07905979	tequila
-n07906111	vodka
-n07906284	whiskey, whisky
-n07906572	blended whiskey, blended whisky
-n07906718	bourbon
-n07906877	corn whiskey, corn whisky, corn
-n07907037	firewater
-n07907161	Irish, Irish whiskey, Irish whisky
-n07907342	poteen
-n07907429	rye, rye whiskey, rye whisky
-n07907548	Scotch, Scotch whiskey, Scotch whisky, malt whiskey, malt whisky, Scotch malt whiskey, Scotch malt whisky
-n07907831	sour mash, sour mash whiskey
-n07907943	liqueur, cordial
-n07908411	absinth, absinthe
-n07908567	amaretto
-n07908647	anisette, anisette de Bordeaux
-n07908812	benedictine
-n07908923	Chartreuse
-n07909129	coffee liqueur
-n07909231	creme de cacao
-n07909362	creme de menthe
-n07909504	creme de fraise
-n07909593	Drambuie
-n07909714	Galliano
-n07909811	orange liqueur
-n07909954	curacao, curacoa
-n07910048	triple sec
-n07910152	Grand Marnier
-n07910245	kummel
-n07910379	maraschino, maraschino liqueur
-n07910538	pastis
-n07910656	Pernod
-n07910799	pousse-cafe
-n07910970	Kahlua
-n07911061	ratafia, ratafee
-n07911249	sambuca
-n07911371	mixed drink
-n07911677	cocktail
-n07912093	Dom Pedro
-n07912211	highball
-n07913180	mixer
-n07913300	bishop
-n07913393	Bloody Mary
-n07913537	Virgin Mary, bloody shame
-n07913644	bullshot
-n07913774	cobbler
-n07913882	collins, Tom Collins
-n07914006	cooler
-n07914128	refresher
-n07914271	smoothie
-n07914413	daiquiri, rum cocktail
-n07914586	strawberry daiquiri
-n07914686	NADA daiquiri
-n07914777	spritzer
-n07914887	flip
-n07914995	gimlet
-n07915094	gin and tonic
-n07915213	grasshopper
-n07915366	Harvey Wallbanger
-n07915491	julep, mint julep
-n07915618	manhattan
-n07915800	Rob Roy
-n07915918	margarita
-n07916041	martini
-n07916183	gin and it
-n07916319	vodka martini
-n07916437	old fashioned
-n07916582	pink lady
-n07917133	Sazerac
-n07917272	screwdriver
-n07917392	sidecar
-n07917507	Scotch and soda
-n07917618	sling
-n07917791	brandy sling
-n07917874	gin sling
-n07917951	rum sling
-n07918028	sour
-n07918193	whiskey sour, whisky sour
-n07918309	stinger
-n07918706	swizzle
-n07918879	hot toddy, toddy
-n07919165	zombie, zombi
-n07919310	fizz
-n07919441	Irish coffee
-n07919572	cafe au lait
-n07919665	cafe noir, demitasse
-n07919787	decaffeinated coffee, decaf
-n07919894	drip coffee
-n07920052	espresso
-n07920222	caffe latte, latte
-n07920349	cappuccino, cappuccino coffee, coffee cappuccino
-n07920540	iced coffee, ice coffee
-n07920663	instant coffee
-n07920872	mocha, mocha coffee
-n07920989	mocha
-n07921090	cassareep
-n07921239	Turkish coffee
-n07921360	chocolate milk
-n07921455	cider, cyder
-n07921615	hard cider
-n07921834	scrumpy
-n07921948	sweet cider
-n07922041	mulled cider
-n07922147	perry
-n07922512	rotgut
-n07922607	slug
-n07922764	cocoa, chocolate, hot chocolate, drinking chocolate
-n07922955	criollo
-n07923748	juice
-n07924033	fruit juice, fruit crush
-n07924276	nectar
-n07924366	apple juice
-n07924443	cranberry juice
-n07924560	grape juice
-n07924655	must
-n07924747	grapefruit juice
-n07924834	orange juice
-n07924955	frozen orange juice, orange-juice concentrate
-n07925116	pineapple juice
-n07925229	lemon juice
-n07925327	lime juice
-n07925423	papaya juice
-n07925500	tomato juice
-n07925608	carrot juice
-n07925708	V-8 juice
-n07925808	koumiss, kumis
-n07925966	fruit drink, ade
-n07926250	lemonade
-n07926346	limeade
-n07926442	orangeade
-n07926540	malted milk
-n07926785	mate
-n07926920	mulled wine
-n07927070	negus
-n07927197	soft drink
-n07927512	pop, soda, soda pop, soda water, tonic
-n07927716	birch beer
-n07927836	bitter lemon
-n07927931	cola, dope
-n07928163	cream soda
-n07928264	egg cream
-n07928367	ginger ale, ginger pop
-n07928488	orange soda
-n07928578	phosphate
-n07928696	Coca Cola, Coke
-n07928790	Pepsi, Pepsi Cola
-n07928887	root beer
-n07928998	sarsaparilla
-n07929172	tonic, tonic water, quinine water
-n07929351	coffee bean, coffee berry, coffee
-n07929519	coffee, java
-n07929940	cafe royale, coffee royal
-n07930062	fruit punch
-n07930205	milk punch
-n07930315	mimosa, buck's fizz
-n07930433	pina colada
-n07930554	punch
-n07930864	cup
-n07931001	champagne cup
-n07931096	claret cup
-n07931280	wassail
-n07931452	planter's punch
-n07931612	White Russian
-n07931733	fish house punch
-n07931870	May wine
-n07932039	eggnog
-n07932323	cassiri
-n07932454	spruce beer
-n07932614	rickey
-n07932762	gin rickey
-n07932841	tea, tea leaf
-n07933154	tea bag
-n07933274	tea
-n07933530	tea-like drink
-n07933652	cambric tea
-n07933799	cuppa, cupper
-n07933891	herb tea, herbal tea, herbal
-n07934032	tisane
-n07934152	camomile tea
-n07934282	ice tea, iced tea
-n07934373	sun tea
-n07934530	black tea
-n07934678	congou, congo, congou tea, English breakfast tea
-n07934800	Darjeeling
-n07934908	orange pekoe, pekoe
-n07935043	souchong, soochong
-n07935152	green tea
-n07935288	hyson
-n07935379	oolong
-n07935504	water
-n07935737	bottled water
-n07935878	branch water
-n07936015	spring water
-n07936093	sugar water
-n07936263	drinking water
-n07936459	ice water
-n07936548	soda water, carbonated water, club soda, seltzer, sparkling water
-n07936745	mineral water
-n07936979	seltzer
-n07937069	Vichy water
-n07937344	perishable, spoilable
-n07937461	couscous
-n07937621	ramekin, ramequin
-n07938007	multivitamin, multivitamin pill
-n07938149	vitamin pill
-n07938313	soul food
-n07938594	mold, mould
-n07942152	people
-n07951464	collection, aggregation, accumulation, assemblage
-n07954211	book, rule book
-n07977870	library
-n08079613	baseball club, ball club, club, nine
-n08182379	crowd
-n08238463	class, form, grade, course
-n08242223	core, nucleus, core group
-n08249459	concert band, military band
-n08253141	dance
-n08256735	wedding, wedding party
-n08376250	chain, concatenation
-n08385989	power breakfast
-n08492354	aerie, aery, eyrie, eyry
-n08492461	agora
-n08494231	amusement park, funfair, pleasure ground
-n08495908	aphelion
-n08496334	apron
-n08500819	interplanetary space
-n08500989	interstellar space
-n08501887	intergalactic space
-n08505018	bush
-n08506347	semidesert
-n08511017	beam-ends
-n08517010	bridgehead
-n08517676	bus stop
-n08518171	campsite, campground, camping site, camping ground, bivouac, encampment, camping area
-n08519299	detention basin
-n08521623	cemetery, graveyard, burial site, burial ground, burying ground, memorial park, necropolis
-n08523340	trichion, crinion
-n08524735	city, metropolis, urban center
-n08539072	business district, downtown
-n08539276	outskirts
-n08540532	borough
-n08547468	cow pasture
-n08547544	crest
-n08551296	eparchy, exarchate
-n08554440	suburb, suburbia, suburban area
-n08555333	stockbroker belt
-n08555710	crawlspace, crawl space
-n08558770	sheikdom, sheikhdom
-n08558963	residence, abode
-n08559155	domicile, legal residence
-n08560295	dude ranch
-n08569482	farmland, farming area
-n08571275	midfield
-n08571642	firebreak, fireguard
-n08571898	flea market
-n08573674	battlefront, front, front line
-n08573842	garbage heap, junk heap, rubbish heap, scrapheap, trash heap, junk pile, trash pile, refuse heap
-n08578517	benthos, benthic division, benthonic zone
-n08579266	goldfield
-n08579352	grainfield, grain field
-n08580944	half-mast, half-staff
-n08583292	hemline
-n08583455	heronry
-n08583554	hipline
-n08583682	hipline
-n08584914	hole-in-the-wall
-n08586978	junkyard
-n08589670	isoclinic line, isoclinal
-n08596076	littoral, litoral, littoral zone, sands
-n08597579	magnetic pole
-n08598301	grassland
-n08598568	mecca
-n08599174	observer's meridian
-n08599292	prime meridian
-n08611339	nombril
-n08611421	no-parking zone
-n08613733	outdoors, out-of-doors, open air, open
-n08614632	fairground
-n08616050	pasture, pastureland, grazing land, lea, ley
-n08618831	perihelion
-n08619112	periselene, perilune
-n08623676	locus of infection
-n08628141	kasbah, casbah
-n08633683	waterfront
-n08640531	resort, resort hotel, holiday resort
-n08640739	resort area, playground, vacation spot
-n08640962	rough
-n08643267	ashram
-n08644045	harborage, harbourage
-n08645104	scrubland
-n08645212	weald
-n08645318	wold
-n08647264	schoolyard
-n08648917	showplace
-n08649711	bedside
-n08651104	sideline, out of bounds
-n08652376	ski resort
-n08658309	soil horizon
-n08658918	geological horizon
-n08659242	coal seam
-n08659331	coalface
-n08659446	field
-n08659861	oilfield
-n08661878	Temperate Zone
-n08662427	terreplein
-n08663051	three-mile limit
-n08663703	desktop
-n08663860	top
-n08673039	kampong, campong
-n08674344	subtropics, semitropics
-n08676253	barrio
-n08677424	veld, veldt
-n08677801	vertex, peak, apex, acme
-n08678783	waterline, water line, water level
-n08679167	high-water mark
-n08679269	low-water mark
-n08679562	continental divide
-n08685188	zodiac
-n08782627	Aegean island
-n08896327	sultanate
-n09032191	Swiss canton
-n09186592	abyssal zone
-n09189157	aerie, aery, eyrie, eyry
-n09191635	air bubble
-n09193551	alluvial flat, alluvial plain
-n09193705	alp
-n09194227	Alpine glacier, Alpine type of glacier
-n09199101	anthill, formicary
-n09201998	aquifer
-n09203827	archipelago
-n09205509	arete
-n09206896	arroyo
-n09206985	ascent, acclivity, rise, raise, climb, upgrade
-n09208496	asterism
-n09209025	asthenosphere
-n09210862	atoll
-n09213434	bank
-n09213565	bank
-n09214060	bar
-n09214269	barbecue pit
-n09214916	barrier reef
-n09215023	baryon, heavy particle
-n09215437	basin
-n09217230	beach
-n09218315	honeycomb
-n09218494	belay
-n09218641	ben
-n09219233	berm
-n09223487	bladder stone, cystolith
-n09224725	bluff
-n09226869	borrow pit
-n09228055	brae
-n09229709	bubble
-n09230041	burrow, tunnel
-n09230202	butte
-n09231117	caldera
-n09233446	canyon, canon
-n09233603	canyonside
-n09238926	cave
-n09239302	cavern
-n09242389	chasm
-n09245515	cirque, corrie, cwm
-n09246464	cliff, drop, drop-off
-n09247410	cloud
-n09248153	coast
-n09248399	coastland
-n09249034	col, gap
-n09249155	collector
-n09251407	comet
-n09255070	continental glacier
-n09256479	coral reef
-n09257843	cove
-n09259025	crag
-n09259219	crater
-n09260907	cultivated land, farmland, plowland, ploughland, tilled land, tillage, tilth
-n09262690	dale
-n09263912	defile, gorge
-n09264803	delta
-n09265620	descent, declivity, fall, decline, declination, declension, downslope
-n09266604	diapir
-n09267854	divot
-n09268007	divot
-n09269341	down
-n09269472	downhill
-n09269882	draw
-n09270160	drey
-n09270657	drumlin
-n09270735	dune, sand dune
-n09274152	escarpment, scarp
-n09274305	esker
-n09279986	fireball
-n09281252	flare star
-n09282208	floor
-n09283193	fomite, vehicle
-n09283405	foothill
-n09283514	footwall
-n09283767	foreland
-n09283866	foreshore
-n09287415	gauge boson
-n09287968	geological formation, formation
-n09288635	geyser
-n09289331	glacier
-n09289596	glen
-n09290350	gopher hole
-n09290444	gorge
-n09294877	grotto, grot
-n09295210	growler
-n09295946	gulch, flume
-n09300306	gully
-n09300905	hail
-n09302616	highland, upland
-n09303008	hill
-n09303528	hillside
-n09304750	hole, hollow
-n09305031	hollow, holler
-n09305898	hot spring, thermal spring
-n09308572	iceberg, berg
-n09308743	icecap, ice cap
-n09309046	ice field
-n09309168	ice floe, floe
-n09309292	ice mass
-n09310616	inclined fault
-n09315159	ion
-n09319604	isthmus
-n09325824	kidney stone, urinary calculus, nephrolith, renal calculus
-n09326662	knoll, mound, hillock, hummock, hammock
-n09327077	kopje, koppie
-n09327538	Kuiper belt, Edgeworth-Kuiper belt
-n09330378	lake bed, lake bottom
-n09331251	lakefront
-n09332890	lakeside, lakeshore
-n09335693	landfall
-n09335809	landfill
-n09336555	lather
-n09337048	leak
-n09337253	ledge, shelf
-n09338013	lepton
-n09339810	lithosphere, geosphere
-n09344198	lowland
-n09344324	lunar crater
-n09344724	maar
-n09348460	massif
-n09349648	meander
-n09351905	mesa, table
-n09352849	meteorite
-n09353815	microfossil
-n09354511	midstream
-n09357346	molehill
-n09357447	monocline
-n09359803	mountain, mount
-n09361517	mountainside, versant
-n09362316	mouth
-n09362945	mull
-n09366017	natural depression, depression
-n09366317	natural elevation, elevation
-n09375606	nullah
-n09376198	ocean
-n09376526	ocean floor, sea floor, ocean bottom, seabed, sea bottom, Davy Jones's locker, Davy Jones
-n09376786	oceanfront
-n09381242	outcrop, outcropping, rock outcrop
-n09382099	oxbow
-n09384106	pallasite
-n09389867	perforation
-n09391386	photosphere
-n09391644	piedmont
-n09391774	Piedmont glacier, Piedmont type of glacier
-n09392402	pinetum
-n09393524	plage
-n09393605	plain, field, champaign
-n09396465	point
-n09396608	polar glacier
-n09398076	pothole, chuckhole
-n09398677	precipice
-n09399592	promontory, headland, head, foreland
-n09400584	ptyalith
-n09400987	pulsar
-n09402944	quicksand
-n09403086	rabbit burrow, rabbit hole
-n09403211	radiator
-n09403427	rainbow
-n09403734	range, mountain range, range of mountains, chain, mountain chain, chain of mountains
-n09405078	rangeland
-n09405787	ravine
-n09406793	reef
-n09409512	ridge
-n09409752	ridge, ridgeline
-n09410224	rift valley
-n09411189	riparian forest
-n09411295	ripple mark
-n09415584	riverbank, riverside
-n09415671	riverbed, river bottom
-n09416076	rock, stone
-n09416890	roof
-n09421031	saltpan
-n09421799	sandbank
-n09421951	sandbar, sand bar
-n09422190	sandpit
-n09422631	sanitary landfill
-n09425019	sawpit
-n09425344	scablands
-n09428293	seashore, coast, seacoast, sea-coast
-n09428628	seaside, seaboard
-n09429630	seif dune
-n09432283	shell
-n09432990	shiner
-n09433312	shoal
-n09433442	shore
-n09433839	shoreline
-n09435739	sinkhole, sink, swallow hole
-n09436444	ski slope
-n09436708	sky
-n09437454	slope, incline, side
-n09438844	snowcap
-n09438940	snowdrift
-n09439032	snowfield
-n09439213	soapsuds, suds, lather
-n09442595	spit, tongue
-n09443281	spoor
-n09443641	spume
-n09444783	star
-n09445008	steep
-n09445289	steppe
-n09447666	strand
-n09448690	streambed, creek bed
-n09450163	sun, Sun
-n09451237	supernova
-n09452291	swale
-n09452395	swamp, swampland
-n09452760	swell
-n09453008	tableland, plateau
-n09454153	talus, scree
-n09454412	tangle
-n09454744	tar pit
-n09456207	terrace, bench
-n09457979	tidal basin
-n09458269	tideland
-n09459979	tor
-n09460046	tor
-n09461069	Trapezium
-n09462600	troposphere
-n09463226	tundra
-n09464486	twinkler
-n09466678	uphill
-n09467696	urolith
-n09468604	valley, vale
-n09470027	vehicle-borne transmission
-n09470222	vein, mineral vein
-n09472413	volcanic crater, crater
-n09472597	volcano
-n09474010	wadi
-n09474412	wall
-n09474765	warren, rabbit warren
-n09475044	wasp's nest, wasps' nest, hornet's nest, hornets' nest
-n09475179	watercourse
-n09475925	waterside
-n09476123	water table, water level, groundwater level
-n09478210	whinstone, whin
-n09480959	wormcast
-n09481120	xenolith
-n09493983	Circe
-n09495962	gryphon, griffin, griffon
-n09505153	spiritual leader
-n09537660	messiah, christ
-n09556121	Rhea Silvia, Rea Silvia
-n09605110	number one
-n09606009	adventurer, venturer
-n09606527	anomaly, unusual person
-n09607630	appointee, appointment
-n09607782	argonaut
-n09607903	Ashkenazi
-n09608709	benefactor, helper
-n09610255	color-blind person
-n09610405	commoner, common man, common person
-n09611722	conservator
-n09612700	contrarian
-n09613118	contadino
-n09613191	contestant
-n09613690	cosigner, cosignatory
-n09615336	discussant
-n09616573	enologist, oenologist, fermentologist
-n09616922	entertainer
-n09617161	eulogist, panegyrist
-n09617435	ex-gambler
-n09617577	experimenter
-n09617696	experimenter
-n09618760	exponent
-n09618880	ex-president
-n09618957	face
-n09619168	female, female person
-n09619452	finisher
-n09620078	inhabitant, habitant, dweller, denizen, indweller
-n09620794	native, indigen, indigene, aborigine, aboriginal
-n09621232	native
-n09622049	juvenile, juvenile person
-n09622302	lover
-n09624168	male, male person
-n09624559	mediator, go-between, intermediator, intermediary, intercessor
-n09624899	mediatrix
-n09625401	national, subject
-n09626238	peer, equal, match, compeer
-n09627807	prize winner, lottery winner
-n09627906	recipient, receiver
-n09629065	religionist
-n09629246	sensualist
-n09629752	traveler, traveller
-n09631129	unwelcome person, persona non grata
-n09632274	unskilled person
-n09632518	worker
-n09633969	wrongdoer, offender
-n09635534	Black African
-n09635635	Afrikaner, Afrikander, Boer
-n09635973	Aryan
-n09636339	Black, Black person, blackamoor, Negro, Negroid
-n09637339	Black woman
-n09638454	mulatto
-n09638875	White, White person, Caucasian
-n09639382	Circassian
-n09639919	Semite
-n09640327	Chaldean, Chaldaean, Chaldee
-n09640715	Elamite
-n09641002	white man
-n09641578	WASP, white Anglo-Saxon Protestant
-n09643799	gook, slant-eye
-n09644152	Mongol, Mongolian
-n09644657	Tatar, Tartar, Mongol Tatar
-n09648743	Nahuatl
-n09648911	Aztec
-n09649067	Olmec
-n09650729	Biloxi
-n09650839	Blackfoot
-n09650989	Brule
-n09651123	Caddo
-n09651968	Cheyenne
-n09652149	Chickasaw
-n09653144	Cocopa, Cocopah
-n09653438	Comanche
-n09654079	Creek
-n09654518	Delaware
-n09654898	Diegueno
-n09655213	Esselen
-n09655466	Eyeish
-n09656077	Havasupai
-n09657206	Hunkpapa
-n09657748	Iowa, Ioway
-n09658254	Kalapooia, Kalapuya, Calapooya, Calapuya
-n09658398	Kamia
-n09658815	Kekchi
-n09658921	Kichai
-n09659039	Kickapoo
-n09659188	Kiliwa, Kiliwi
-n09660010	Malecite
-n09660240	Maricopa
-n09661873	Mohican, Mahican
-n09662038	Muskhogean, Muskogean
-n09662661	Navaho, Navajo
-n09662951	Nootka
-n09663248	Oglala, Ogalala
-n09663786	Osage
-n09663999	Oneida
-n09664556	Paiute, Piute
-n09664908	Passamaquody
-n09665367	Penobscot
-n09665545	Penutian
-n09666349	Potawatomi
-n09666476	Powhatan
-n09666883	kachina
-n09667358	Salish
-n09668199	Shahaptian, Sahaptin, Sahaptino
-n09668437	Shasta
-n09668562	Shawnee
-n09668988	Sihasapa
-n09669631	Teton, Lakota, Teton Sioux, Teton Dakota
-n09670280	Taracahitian
-n09670521	Tarahumara
-n09670909	Tuscarora
-n09671089	Tutelo
-n09672590	Yana
-n09672725	Yavapai
-n09672840	Yokuts
-n09673091	Yuma
-n09674412	Gadaba
-n09674786	Kolam
-n09675045	Kui
-n09675673	Toda
-n09675799	Tulu
-n09675922	Gujarati, Gujerati
-n09676021	Kashmiri
-n09676247	Punjabi, Panjabi
-n09676884	Slav
-n09677427	Anabaptist
-n09678747	Adventist, Second Adventist
-n09679028	gentile, non-Jew, goy
-n09679170	gentile
-n09679925	Catholic
-n09680908	Old Catholic
-n09681107	Uniat, Uniate, Uniate Christian
-n09681234	Copt
-n09681973	Jewess
-n09683180	Jihadist
-n09683757	Buddhist
-n09683924	Zen Buddhist
-n09684082	Mahayanist
-n09684901	swami
-n09685233	Hare Krishna
-n09685806	Shintoist
-n09686262	Eurafrican
-n09686401	Eurasian
-n09688233	Gael
-n09688804	Frank
-n09689435	Afghan, Afghanistani
-n09689958	Albanian
-n09690083	Algerian
-n09690208	Altaic
-n09690496	Andorran
-n09690621	Angolan
-n09690864	Anguillan
-n09691604	Austrian
-n09691729	Bahamian
-n09691858	Bahraini, Bahreini
-n09692125	Basotho
-n09692915	Herero
-n09693244	Luba, Chiluba
-n09693982	Barbadian
-n09694664	Bolivian
-n09694771	Bornean
-n09695019	Carioca
-n09695132	Tupi
-n09695514	Bruneian
-n09695620	Bulgarian
-n09695979	Byelorussian, Belorussian, White Russian
-n09696456	Cameroonian
-n09696585	Canadian
-n09696763	French Canadian
-n09697401	Central American
-n09697986	Chilean
-n09698644	Congolese
-n09699020	Cypriot, Cypriote, Cyprian
-n09699642	Dane
-n09700125	Djiboutian
-n09700964	Britisher, Briton, Brit
-n09701148	English person
-n09701833	Englishwoman
-n09702134	Anglo-Saxon
-n09702673	Angle
-n09703101	West Saxon
-n09703344	Lombard, Langobard
-n09703485	limey, John Bull
-n09703708	Cantabrigian
-n09703809	Cornishman
-n09703932	Cornishwoman
-n09704057	Lancastrian
-n09704157	Lancastrian
-n09704283	Geordie
-n09705003	Oxonian
-n09705124	Ethiopian
-n09705671	Amhara
-n09705784	Eritrean
-n09706029	Finn
-n09706255	Komi
-n09707061	Livonian
-n09707289	Lithuanian
-n09707735	Selkup, Ostyak-Samoyed
-n09708750	Parisian
-n09708889	Parisienne
-n09709531	Creole
-n09709673	Creole
-n09710041	Gabonese
-n09710164	Greek, Hellene
-n09710886	Dorian
-n09711132	Athenian
-n09711435	Laconian
-n09712324	Guyanese
-n09712448	Haitian
-n09712696	Malay, Malayan
-n09712967	Moro
-n09713108	Netherlander, Dutchman, Hollander
-n09714120	Icelander
-n09714694	Iraqi, Iraki
-n09715165	Irishman
-n09715303	Irishwoman
-n09715427	Dubliner
-n09716047	Italian
-n09716933	Roman
-n09717233	Sabine
-n09718217	Japanese, Nipponese
-n09718811	Jordanian
-n09718936	Korean
-n09719309	Kenyan
-n09719794	Lao, Laotian
-n09720033	Lapp, Lapplander, Sami, Saami, Same, Saame
-n09720256	Latin American, Latino
-n09720595	Lebanese
-n09720702	Levantine
-n09720842	Liberian
-n09721244	Luxemburger, Luxembourger
-n09721444	Macedonian
-n09722064	Sabahan
-n09722658	Mexican
-n09722817	Chicano
-n09723067	Mexican-American, Mexicano
-n09723819	Namibian
-n09723944	Nauruan
-n09724234	Gurkha
-n09724533	New Zealander, Kiwi
-n09724656	Nicaraguan
-n09724785	Nigerian
-n09725000	Hausa, Haussa
-n09725229	North American
-n09725546	Nova Scotian, bluenose
-n09725653	Omani
-n09725772	Pakistani
-n09725935	Brahui
-n09726621	South American Indian
-n09726811	Carib, Carib Indian
-n09727440	Filipino
-n09727826	Polynesian
-n09728137	Qatari, Katari
-n09728285	Romanian, Rumanian
-n09729062	Muscovite
-n09729156	Georgian
-n09730077	Sarawakian
-n09730204	Scandinavian, Norse, Northman
-n09730824	Senegalese
-n09731343	Slovene
-n09731436	South African
-n09731571	South American
-n09732170	Sudanese
-n09733459	Syrian
-n09733793	Tahitian
-n09734185	Tanzanian
-n09734450	Tibetan
-n09734535	Togolese
-n09734639	Tuareg
-n09735258	Turki
-n09735654	Chuvash
-n09736485	Turkoman, Turkmen, Turcoman
-n09736798	Uzbek, Uzbeg, Uzbak, Usbek, Usbeg
-n09736945	Ugandan
-n09737050	Ukranian
-n09737161	Yakut
-n09737453	Tungus, Evenk
-n09738121	Igbo
-n09738400	American
-n09740724	Anglo-American
-n09741074	Alaska Native, Alaskan Native, Native Alaskan
-n09741331	Arkansan, Arkansawyer
-n09741722	Carolinian
-n09741816	Coloradan
-n09741904	Connecticuter
-n09741999	Delawarean, Delawarian
-n09742101	Floridian
-n09742315	German American
-n09742927	Illinoisan
-n09743487	Mainer, Down Easter
-n09743601	Marylander
-n09743792	Minnesotan, Gopher
-n09744161	Nebraskan, Cornhusker
-n09744346	New Hampshirite, Granite Stater
-n09744462	New Jerseyan, New Jerseyite, Garden Stater
-n09744679	New Yorker
-n09744834	North Carolinian, Tarheel
-n09745229	Oregonian, Beaver
-n09745324	Pennsylvanian, Keystone Stater
-n09745834	Texan
-n09745933	Utahan
-n09746936	Uruguayan
-n09747191	Vietnamese, Annamese
-n09747495	Gambian
-n09748101	East German
-n09748408	Berliner
-n09748648	Prussian
-n09748889	Ghanian
-n09749386	Guinean
-n09750282	Papuan
-n09750641	Walloon
-n09750770	Yemeni
-n09750891	Yugoslav, Jugoslav, Yugoslavian, Jugoslavian
-n09751076	Serbian, Serb
-n09751496	Xhosa
-n09751622	Zairese, Zairean
-n09751895	Zimbabwean
-n09752023	Zulu
-n09752519	Gemini, Twin
-n09753348	Sagittarius, Archer
-n09753792	Pisces, Fish
-n09754152	abbe
-n09754217	abbess, mother superior, prioress
-n09754633	abnegator
-n09754907	abridger, abbreviator
-n09755086	abstractor, abstracter
-n09755241	absconder
-n09755555	absolver
-n09755788	abecedarian
-n09755893	aberrant
-n09756049	abettor, abetter
-n09756195	abhorrer
-n09756961	abomination
-n09757449	abseiler, rappeller
-n09758173	abstainer, ascetic
-n09758885	academic administrator
-n09759501	academician
-n09760290	accessory before the fact
-n09760609	companion
-n09760913	accompanist, accompanyist
-n09761068	accomplice, confederate
-n09761753	account executive, account representative, registered representative, customer's broker, customer's man
-n09762011	accused
-n09762385	accuser
-n09763272	acid head
-n09763784	acquaintance, friend
-n09764201	acquirer
-n09764598	aerialist
-n09764732	action officer
-n09764900	active
-n09765118	active citizen
-n09765278	actor, histrion, player, thespian, role player
-n09767197	actor, doer, worker
-n09769076	addict, nut, freak, junkie, junky
-n09769525	adducer
-n09769929	adjuster, adjustor, claims adjuster, claims adjustor, claim agent
-n09770179	adjutant, aide, aide-de-camp
-n09770359	adjutant general
-n09771435	admirer, adorer
-n09772330	adoptee
-n09772746	adulterer, fornicator
-n09772930	adulteress, fornicatress, hussy, jade, loose woman, slut, strumpet, trollop
-n09773962	advertiser, advertizer, adman
-n09774167	advisee
-n09774783	advocate, advocator, proponent, exponent
-n09775907	aeronautical engineer
-n09776346	affiliate
-n09776642	affluent
-n09776807	aficionado
-n09777870	buck sergeant
-n09778266	agent-in-place
-n09778537	aggravator, annoyance
-n09778783	agitator, fomenter
-n09778927	agnostic
-n09779124	agnostic, doubter
-n09779280	agonist
-n09779461	agony aunt
-n09779790	agriculturist, agriculturalist, cultivator, grower, raiser
-n09780395	air attache
-n09780828	air force officer, commander
-n09780984	airhead
-n09781398	air traveler, air traveller
-n09781504	alarmist
-n09781650	albino
-n09782167	alcoholic, alky, dipsomaniac, boozer, lush, soaker, souse
-n09782397	alderman
-n09782855	alexic
-n09783537	alienee, grantee
-n09783776	alienor
-n09783884	aliterate, aliterate person
-n09784043	algebraist
-n09784160	allegorizer, allegoriser
-n09784564	alliterator
-n09785236	almoner, medical social worker
-n09785659	alpinist
-n09785891	altar boy
-n09786115	alto
-n09787534	ambassador, embassador
-n09787765	ambassador
-n09788073	ambusher
-n09788237	amicus curiae, friend of the court
-n09789150	amoralist
-n09789566	amputee
-n09789898	analogist
-n09790047	analphabet, analphabetic
-n09790482	analyst
-n09791014	industry analyst
-n09791419	market strategist
-n09791816	anarchist, nihilist, syndicalist
-n09792125	anathema, bete noire
-n09792555	ancestor, ascendant, ascendent, antecedent, root
-n09792969	anchor, anchorman, anchorperson
-n09793141	ancient
-n09793352	anecdotist, raconteur
-n09793946	angler, troller
-n09794550	animator
-n09794668	animist
-n09795010	annotator
-n09795124	announcer
-n09795334	announcer
-n09796809	anti
-n09796974	anti-American
-n09797742	anti-Semite, Jew-baiter
-n09797873	Anzac
-n09797998	ape-man
-n09798096	aphakic
-n09800469	appellant, plaintiff in error
-n09800964	appointee
-n09801102	apprehender
-n09801275	April fool
-n09801533	aspirant, aspirer, hopeful, wannabe, wannabee
-n09802445	appreciator
-n09802641	appropriator
-n09802951	Arabist
-n09804230	archaist
-n09805151	archbishop
-n09805324	archer, bowman
-n09805475	architect, designer
-n09806944	archivist
-n09807075	archpriest, hierarch, high priest, prelate, primate
-n09808080	Aristotelian, Aristotelean, Peripatetic
-n09808591	armiger
-n09809279	army attache
-n09809538	army engineer, military engineer
-n09809749	army officer
-n09809925	arranger, adapter, transcriber
-n09810166	arrival, arriver, comer
-n09811568	arthritic
-n09811712	articulator
-n09811852	artilleryman, cannoneer, gunner, machine gunner
-n09813219	artist's model, sitter
-n09814252	assayer
-n09814381	assemblyman
-n09814488	assemblywoman
-n09814567	assenter
-n09814660	asserter, declarer, affirmer, asseverator, avower
-n09815455	assignee
-n09815790	assistant, helper, help, supporter
-n09816654	assistant professor
-n09816771	associate
-n09817174	associate
-n09817386	associate professor
-n09818022	astronaut, spaceman, cosmonaut
-n09819477	cosmographer, cosmographist
-n09820044	atheist
-n09820263	athlete, jock
-n09821831	attendant, attender, tender
-n09822830	attorney general
-n09823153	auditor
-n09823287	augur, auspex
-n09823502	aunt, auntie, aunty
-n09823832	au pair girl
-n09824135	authoritarian, dictator
-n09824609	authority
-n09825096	authorizer, authoriser
-n09825750	automobile mechanic, auto-mechanic, car-mechanic, mechanic, grease monkey
-n09826204	aviator, aeronaut, airman, flier, flyer
-n09826605	aviatrix, airwoman, aviatress
-n09826821	ayah
-n09827246	babu, baboo
-n09827363	baby, babe, sister
-n09828216	baby
-n09828403	baby boomer, boomer
-n09828988	baby farmer
-n09830194	back
-n09830400	backbencher
-n09830629	backpacker, packer
-n09830759	backroom boy, brain truster
-n09830926	backscratcher
-n09831962	bad person
-n09832456	baggage
-n09832633	bag lady
-n09832978	bailee
-n09833111	bailiff
-n09833275	bailor
-n09833441	bairn
-n09833536	baker, bread maker
-n09833751	balancer
-n09833997	balker, baulker, noncompliant
-n09834258	ball-buster, ball-breaker
-n09834378	ball carrier, runner
-n09834699	ballet dancer
-n09834885	ballet master
-n09835017	ballet mistress
-n09835153	balletomane
-n09835230	ball hawk
-n09835348	balloonist
-n09835506	ballplayer, baseball player
-n09836160	bullfighter, toreador
-n09836343	banderillero
-n09836519	matador
-n09836786	picador
-n09837459	bandsman
-n09837720	banker
-n09838295	bank robber
-n09838370	bankrupt, insolvent
-n09838621	bantamweight
-n09839702	barmaid
-n09840217	baron, big businessman, business leader, king, magnate, mogul, power, top executive, tycoon
-n09840435	baron
-n09840520	baron
-n09841188	bartender, barman, barkeep, barkeeper, mixologist
-n09841515	baseball coach, baseball manager
-n09841696	base runner, runner
-n09842047	basketball player, basketeer, cager
-n09842288	basketweaver, basketmaker
-n09842395	Basket Maker
-n09842528	bass, basso
-n09842823	bastard, by-blow, love child, illegitimate child, illegitimate, whoreson
-n09843443	bat boy
-n09843602	bather
-n09843716	batman
-n09843824	baton twirler, twirler
-n09844457	Bavarian
-n09844898	beadsman, bedesman
-n09845401	beard
-n09845849	beatnik, beat
-n09846142	beauty consultant
-n09846469	Bedouin, Beduin
-n09846586	bedwetter, bed wetter, wetter
-n09846755	beekeeper, apiarist, apiculturist
-n09846894	beer drinker, ale drinker
-n09847267	beggarman
-n09847344	beggarwoman
-n09847543	beldam, beldame
-n09848110	theist
-n09848489	believer, truster
-n09849167	bell founder
-n09849990	benedick, benedict
-n09850760	berserker, berserk
-n09850974	besieger
-n09851165	best, topper
-n09851575	betrothed
-n09853541	Big Brother
-n09853645	bigot
-n09853881	big shot, big gun, big wheel, big cheese, big deal, big enchilada, big fish, head honcho
-n09854218	big sister
-n09854421	billiard player
-n09854915	biochemist
-n09855433	biographer
-n09856401	bird fancier
-n09856671	birth
-n09856827	birth-control campaigner, birth-control reformer
-n09857007	bisexual, bisexual person
-n09858165	black belt
-n09858299	blackmailer, extortioner, extortionist
-n09858733	Black Muslim
-n09859152	blacksmith
-n09859285	blade
-n09859975	blind date
-n09861287	bluecoat
-n09861599	bluestocking, bas bleu
-n09861863	boatbuilder
-n09861946	boatman, boater, waterman
-n09862183	boatswain, bos'n, bo's'n, bosun, bo'sun
-n09862621	bobby
-n09863031	bodyguard, escort
-n09863339	boffin
-n09863749	Bolshevik, Marxist, red, bolshie, bolshy
-n09863936	Bolshevik, Bolshevist
-n09864632	bombshell
-n09864968	bondman, bondsman
-n09865068	bondwoman, bondswoman, bondmaid
-n09865162	bondwoman, bondswoman, bondmaid
-n09865398	bond servant
-n09865672	book agent
-n09865744	bookbinder
-n09866115	bookkeeper
-n09866354	bookmaker
-n09866559	bookworm
-n09866661	booster, shoplifter, lifter
-n09866817	bootblack, shoeblack
-n09866922	bootlegger, moonshiner
-n09867069	bootmaker, boot maker
-n09867154	borderer
-n09867311	border patrolman
-n09868270	botanist, phytologist, plant scientist
-n09868782	bottom feeder
-n09868899	boulevardier
-n09869317	bounty hunter
-n09869447	bounty hunter
-n09869578	Bourbon
-n09870096	bowler
-n09871095	slugger, slogger
-n09871229	cub, lad, laddie, sonny, sonny boy
-n09871681	Boy Scout
-n09871867	boy scout
-n09871952	boy wonder
-n09872066	bragger, braggart, boaster, blowhard, line-shooter, vaunter
-n09872557	brahman, brahmin
-n09873348	brawler
-n09873473	breadwinner
-n09873769	breaststroker
-n09873899	breeder, stock breeder
-n09874428	brick
-n09874725	bride
-n09874862	bridesmaid, maid of honor
-n09875025	bridge agent
-n09875979	broadcast journalist
-n09876701	Brother
-n09877288	brother-in-law
-n09877587	browser
-n09877750	Brummie, Brummy
-n09877951	buddy, brother, chum, crony, pal, sidekick
-n09878921	bull
-n09879552	bully
-n09880189	bunny, bunny girl
-n09880741	burglar
-n09881265	bursar
-n09881358	busboy, waiter's assistant
-n09881895	business editor
-n09883047	business traveler
-n09883452	buster
-n09883807	busybody, nosy-parker, nosey-parker, quidnunc
-n09885059	buttinsky
-n09885866	cabinetmaker, furniture maker
-n09886403	caddie, golf caddie
-n09886540	cadet, plebe
-n09888635	caller, caller-out
-n09889065	call girl
-n09889170	calligrapher, calligraphist
-n09889691	campaigner, candidate, nominee
-n09889941	camper
-n09890192	camp follower
-n09890749	candidate, prospect
-n09891730	canonist
-n09892262	capitalist
-n09892513	captain, headwaiter, maitre d'hotel, maitre d'
-n09892693	captain, senior pilot
-n09893191	captain
-n09893344	captain, chieftain
-n09893502	captive
-n09893600	captive
-n09894143	cardinal
-n09894445	cardiologist, heart specialist, heart surgeon
-n09894654	card player
-n09894909	cardsharp, card sharp, cardsharper, card sharper, sharper, sharpie, sharpy, card shark
-n09895222	careerist
-n09895480	career man
-n09895561	caregiver
-n09895701	caretaker
-n09895902	caretaker
-n09896170	caricaturist
-n09896311	carillonneur
-n09896401	caroler, caroller
-n09896685	carpenter
-n09896826	carper, niggler
-n09898020	Cartesian
-n09899289	cashier
-n09899671	casualty, injured party
-n09899782	casualty
-n09899929	casuist, sophist
-n09901337	catechist
-n09901502	catechumen, neophyte
-n09901642	caterer
-n09901786	Catholicos
-n09901921	cat fancier
-n09902128	Cavalier, Royalist
-n09902353	cavalryman, trooper
-n09902731	caveman, cave man, cave dweller, troglodyte
-n09902851	celebrant
-n09902954	celebrant, celebrator, celebrater
-n09903153	celebrity, famous person
-n09903501	cellist, violoncellist
-n09903639	censor
-n09903936	censor
-n09904208	centenarian
-n09904837	centrist, middle of the roader, moderate, moderationist
-n09905050	centurion
-n09905185	certified public accountant, CPA
-n09905530	chachka, tsatske, tshatshke, tchotchke, tchotchkeleh
-n09906293	chambermaid, fille de chambre
-n09906449	chameleon
-n09906704	champion, champ, title-holder
-n09907804	chandler
-n09908769	prison chaplain
-n09909660	charcoal burner
-n09909929	charge d'affaires
-n09910222	charioteer
-n09910374	charmer, beguiler
-n09910556	chartered accountant
-n09910840	chartist, technical analyst
-n09911226	charwoman, char, cleaning woman, cleaning lady, woman
-n09912431	male chauvinist, sexist
-n09912681	cheapskate, tightwad
-n09912907	Chechen
-n09912995	checker
-n09913329	cheerer
-n09913455	cheerleader
-n09913593	cheerleader
-n09915434	Cheops, Khufu
-n09915651	chess master
-n09916348	chief executive officer, CEO, chief operating officer
-n09917214	chief of staff
-n09917345	chief petty officer
-n09917481	Chief Secretary
-n09917593	child, kid, youngster, minor, shaver, nipper, small fry, tiddler, tike, tyke, fry, nestling
-n09918248	child, kid
-n09918554	child, baby
-n09918867	child prodigy, infant prodigy, wonder child
-n09919061	chimneysweeper, chimneysweep, sweep
-n09919200	chiropractor
-n09919451	chit
-n09919899	choker
-n09920106	choragus
-n09920283	choreographer
-n09920901	chorus girl, showgirl, chorine
-n09921034	chosen
-n09923003	cicerone
-n09923186	cigar smoker
-n09923418	cipher, cypher, nobody, nonentity
-n09923561	circus acrobat
-n09923673	citizen
-n09923996	city editor
-n09924106	city father
-n09924195	city man
-n09924313	city slicker, city boy
-n09924437	civic leader, civil leader
-n09924996	civil rights leader, civil rights worker, civil rights activist
-n09927089	cleaner
-n09927451	clergyman, reverend, man of the cloth
-n09928136	cleric, churchman, divine, ecclesiastic
-n09928451	clerk
-n09928845	clever Dick, clever clogs
-n09929202	climatologist
-n09929298	climber
-n09929577	clinician
-n09930257	closer, finisher
-n09930628	closet queen
-n09930876	clown, buffoon, goof, goofball, merry andrew
-n09931165	clown, buffoon
-n09931418	coach, private instructor, tutor
-n09931640	coach, manager, handler
-n09932098	pitching coach
-n09932336	coachman
-n09932508	coal miner, collier, pitman
-n09932788	coastguardsman
-n09933020	cobber
-n09933098	cobbler, shoemaker
-n09933842	codger, old codger
-n09933972	co-beneficiary
-n09934337	cog
-n09934488	cognitive neuroscientist
-n09934774	coiffeur
-n09935107	coiner
-n09935434	collaborator, cooperator, partner, pardner
-n09936825	colleen
-n09936892	college student, university student
-n09937056	collegian, college man, college boy
-n09937688	colonial
-n09937802	colonialist
-n09937903	colonizer, coloniser
-n09938080	coloratura, coloratura soprano
-n09938449	color guard
-n09938991	colossus, behemoth, giant, heavyweight, titan
-n09940725	comedian
-n09940818	comedienne
-n09941089	comer
-n09941571	commander
-n09941787	commander in chief, generalissimo
-n09941964	commanding officer, commandant, commander
-n09942697	commissar, political commissar
-n09942970	commissioned officer
-n09943239	commissioned military officer
-n09943811	commissioner
-n09944022	commissioner
-n09944160	committee member
-n09944430	committeewoman
-n09945021	commodore
-n09945223	communicant
-n09945319	communist, commie
-n09945603	Communist
-n09945745	commuter
-n09946814	compere
-n09947127	complexifier
-n09950457	compulsive
-n09950728	computational linguist
-n09951070	computer scientist
-n09951274	computer user
-n09951524	Comrade
-n09951616	concert-goer, music lover
-n09952163	conciliator, make-peace, pacifier, peacemaker, reconciler
-n09953052	conductor
-n09953350	confectioner, candymaker
-n09953615	Confederate
-n09954355	confessor
-n09954639	confidant, intimate
-n09955406	Confucian, Confucianist
-n09955944	rep
-n09956578	conqueror, vanquisher
-n09957523	Conservative
-n09958133	Nonconformist, chapelgoer
-n09958292	Anglican
-n09958447	consignee
-n09958569	consigner, consignor
-n09959142	constable
-n09959658	constructivist
-n09960688	contractor
-n09961198	contralto
-n09961331	contributor
-n09961469	control freak
-n09961605	convalescent
-n09961739	convener
-n09962966	convict, con, inmate, yard bird, yardbird
-n09964202	copilot, co-pilot
-n09964411	copycat, imitator, emulator, ape, aper
-n09965515	coreligionist
-n09965787	cornerback
-n09966470	corporatist
-n09966554	correspondent, letter writer
-n09967063	cosmetician
-n09967406	cosmopolitan, cosmopolite
-n09967555	Cossack
-n09967816	cost accountant
-n09967967	co-star
-n09968259	costumier, costumer, costume designer
-n09968652	cotter, cottier
-n09968741	cotter, cottar
-n09968845	counselor, counsellor
-n09970088	counterterrorist
-n09970192	counterspy, mole
-n09970402	countess
-n09970822	compromiser
-n09971273	countrywoman
-n09971385	county agent, agricultural agent, extension agent
-n09971839	courtier
-n09972010	cousin, first cousin, cousin-german, full cousin
-n09972458	cover girl, pin-up, lovely
-n09972587	cow
-n09974648	craftsman, artisan, journeyman, artificer
-n09975425	craftsman, crafter
-n09976024	crapshooter
-n09976283	crazy, loony, looney, nutcase, weirdo
-n09976429	creature, wight
-n09976728	creditor
-n09976917	creep, weirdo, weirdie, weirdy, spook
-n09978442	criminologist
-n09979321	critic
-n09979913	Croesus
-n09980458	cross-examiner, cross-questioner
-n09980805	crossover voter, crossover
-n09980985	croupier
-n09981092	crown prince
-n09981278	crown princess
-n09981540	cryptanalyst, cryptographer, cryptologist
-n09981939	Cub Scout
-n09982152	cuckold
-n09982525	cultist
-n09983314	curandera
-n09983572	curate, minister of religion, minister, parson, pastor, rector
-n09983889	curator, conservator
-n09984960	customer agent
-n09985470	cutter, carver
-n09985809	cyberpunk
-n09985978	cyborg, bionic man, bionic woman
-n09986450	cymbalist
-n09986700	Cynic
-n09986904	cytogeneticist
-n09987045	cytologist
-n09987161	czar
-n09987239	czar, tsar, tzar
-n09988063	dad, dada, daddy, pa, papa, pappa, pop
-n09988311	dairyman
-n09988493	Dalai Lama, Grand Lama
-n09988703	dallier, dillydallier, dilly-dallier, mope, lounger
-n09989502	dancer, professional dancer, terpsichorean
-n09990415	dancer, social dancer
-n09990690	clog dancer
-n09990777	dancing-master, dance master
-n09991740	dark horse
-n09991867	darling, favorite, favourite, pet, dearie, deary, ducky
-n09992538	date, escort
-n09992837	daughter, girl
-n09993252	dawdler, drone, laggard, lagger, trailer, poke
-n09993651	day boarder
-n09994400	day laborer, day labourer
-n09994673	deacon, Protestant deacon
-n09994808	deaconess
-n09994878	deadeye
-n09995829	deipnosophist
-n09996039	dropout
-n09996304	deadhead
-n09996481	deaf person
-n09997622	debtor, debitor
-n09998788	deckhand, roustabout
-n09999135	defamer, maligner, slanderer, vilifier, libeler, backbiter, traducer
-n10000294	defense contractor
-n10000459	deist, freethinker
-n10000787	delegate
-n10001217	deliveryman, delivery boy, deliverer
-n10001481	demagogue, demagog, rabble-rouser
-n10001764	demigod, superman, Ubermensch
-n10002257	demographer, demographist, population scientist
-n10002760	demonstrator, protester
-n10003476	den mother
-n10004718	department head
-n10005006	depositor
-n10005934	deputy
-n10006177	dermatologist, skin doctor
-n10006748	descender
-n10007684	designated hitter
-n10007809	designer, intriguer
-n10007995	desk clerk, hotel desk clerk, hotel clerk
-n10008123	desk officer
-n10008254	desk sergeant, deskman, station keeper
-n10009162	detainee, political detainee
-n10009276	detective, investigator, tec, police detective
-n10009484	detective
-n10009671	detractor, disparager, depreciator, knocker
-n10010062	developer
-n10010243	deviationist
-n10010632	devisee
-n10010767	devisor
-n10010864	devourer
-n10011360	dialectician
-n10011486	diarist, diary keeper, journalist
-n10012484	dietician, dietitian, nutritionist
-n10013811	diocesan
-n10015215	director, theater director, theatre director
-n10015485	director
-n10015792	dirty old man
-n10015897	disbeliever, nonbeliever, unbeliever
-n10017272	disk jockey, disc jockey, dj
-n10017422	dispatcher
-n10018747	distortionist
-n10018861	distributor, distributer
-n10019072	district attorney, DA
-n10019187	district manager
-n10019406	diver, plunger
-n10020366	divorcee, grass widow
-n10020533	ex-wife, ex
-n10020670	divorce lawyer
-n10020807	docent
-n10020890	doctor, doc, physician, MD, Dr., medico
-n10022908	dodo, fogy, fogey, fossil
-n10023264	doge
-n10023506	dog in the manger
-n10023656	dogmatist, doctrinaire
-n10024025	dolichocephalic
-n10024362	domestic partner, significant other, spousal equivalent, spouse equivalent
-n10024937	Dominican
-n10025060	dominus, dominie, domine, dominee
-n10025295	don, father
-n10025391	Donatist
-n10025635	donna
-n10026976	dosser, street person
-n10027246	double, image, look-alike
-n10027590	double-crosser, double-dealer, two-timer, betrayer, traitor
-n10028402	down-and-out
-n10028541	doyenne
-n10029068	draftsman, drawer
-n10030277	dramatist, playwright
-n10032987	dreamer
-n10033412	dressmaker, modiste, needlewoman, seamstress, sempstress
-n10033572	dressmaker's model
-n10033663	dribbler, driveller, slobberer, drooler
-n10033888	dribbler
-n10034201	drinker, imbiber, toper, juicer
-n10034614	drinker
-n10035952	drug addict, junkie, junky
-n10036266	drug user, substance abuser, user
-n10036444	Druid
-n10036692	drum majorette, majorette
-n10036929	drummer
-n10037080	drunk
-n10037385	drunkard, drunk, rummy, sot, inebriate, wino
-n10037588	Druze, Druse
-n10037922	dry, prohibitionist
-n10038119	dry nurse
-n10038409	duchess
-n10038620	duke
-n10039271	duffer
-n10039946	dunker
-n10040240	Dutch uncle
-n10040698	dyspeptic
-n10040945	eager beaver, busy bee, live wire, sharpie, sharpy
-n10041373	earl
-n10041887	earner, wage earner
-n10042690	eavesdropper
-n10042845	eccentric, eccentric person, flake, oddball, geek
-n10043024	eclectic, eclecticist
-n10043491	econometrician, econometrist
-n10043643	economist, economic expert
-n10044682	ectomorph
-n10044879	editor, editor in chief
-n10047199	egocentric, egoist
-n10047459	egotist, egoist, swellhead
-n10048117	ejaculator
-n10048367	elder
-n10048612	elder statesman
-n10048836	elected official
-n10049363	electrician, lineman, linesman
-n10050043	elegist
-n10050880	elocutionist
-n10051026	emancipator, manumitter
-n10051761	embryologist
-n10051861	emeritus
-n10051975	emigrant, emigre, emigree, outgoer
-n10052694	emissary, envoy
-n10053439	empress
-n10053808	employee
-n10054657	employer
-n10055297	enchantress, witch
-n10055410	enchantress, temptress, siren, Delilah, femme fatale
-n10055566	encyclopedist, encyclopaedist
-n10055730	endomorph
-n10055847	enemy, foe, foeman, opposition
-n10056103	energizer, energiser, vitalizer, vitaliser, animator
-n10056611	end man
-n10056719	end man, corner man
-n10057271	endorser, indorser
-n10058411	enjoyer
-n10058962	enlisted woman
-n10059067	enophile, oenophile
-n10060075	entrant
-n10060175	entrant
-n10060352	entrepreneur, enterpriser
-n10061043	envoy, envoy extraordinary, minister plenipotentiary
-n10061195	enzymologist
-n10061431	eparch
-n10061882	epidemiologist
-n10062042	epigone, epigon
-n10062176	epileptic
-n10062275	Episcopalian
-n10062492	equerry
-n10062594	equerry
-n10062716	erotic
-n10062905	escapee
-n10062996	escapist, dreamer, wishful thinker
-n10063635	Eskimo, Esquimau, Inuit
-n10063919	espionage agent
-n10064831	esthetician, aesthetician
-n10064977	etcher
-n10065758	ethnologist
-n10066206	Etonian
-n10066314	etymologist
-n10067011	evangelist, revivalist, gospeler, gospeller
-n10067305	Evangelist
-n10067600	event planner
-n10067968	examiner, inspector
-n10068234	examiner, tester, quizzer
-n10068425	exarch
-n10069296	executant
-n10069981	executive secretary
-n10070108	executive vice president
-n10070377	executrix
-n10070449	exegete
-n10070563	exhibitor, exhibitioner, shower
-n10070711	exhibitionist, show-off
-n10071332	exile, expatriate, expat
-n10071557	existentialist, existentialist philosopher, existential philosopher
-n10072054	exorcist, exorciser
-n10074249	ex-spouse
-n10074578	extern, medical extern
-n10074735	extremist
-n10074841	extrovert, extravert
-n10075299	eyewitness
-n10075693	facilitator
-n10076224	fairy godmother
-n10076483	falangist, phalangist
-n10076604	falconer, hawker
-n10076957	falsifier
-n10077106	familiar
-n10077593	fan, buff, devotee, lover
-n10077879	fanatic, fiend
-n10078131	fancier, enthusiast
-n10078719	farm boy
-n10078806	farmer, husbandman, granger, sodbuster
-n10079399	farmhand, fieldhand, field hand, farm worker
-n10079893	fascist
-n10080117	fascista
-n10080508	fatalist, determinist, predestinarian, predestinationist
-n10080869	father, male parent, begetter
-n10081204	Father, Padre
-n10081842	father-figure
-n10082043	father-in-law
-n10082299	Fauntleroy, Little Lord Fauntleroy
-n10082423	Fauve, fauvist
-n10082562	favorite son
-n10082687	featherweight
-n10082997	federalist
-n10083677	fellow traveler, fellow traveller
-n10083823	female aristocrat
-n10084043	female offspring
-n10084295	female child, girl, little girl
-n10085101	fence
-n10085869	fiance, groom-to-be
-n10086383	fielder, fieldsman
-n10086744	field judge
-n10087434	fighter pilot
-n10087736	filer
-n10088200	film director, director
-n10090745	finder
-n10091349	fire chief, fire marshal
-n10091450	fire-eater, fire-swallower
-n10091564	fire-eater, hothead
-n10091651	fireman, firefighter, fire fighter, fire-eater
-n10091861	fire marshall
-n10091997	fire walker
-n10092488	first baseman, first sacker
-n10092643	firstborn, eldest
-n10092794	first lady
-n10092978	first lieutenant, 1st lieutenant
-n10093167	first offender
-n10093475	first sergeant, sergeant first class
-n10093818	fishmonger, fishwife
-n10094320	flagellant
-n10094584	flag officer
-n10094782	flak catcher, flak, flack catcher, flack
-n10095265	flanker back, flanker
-n10095420	flapper
-n10095769	flatmate
-n10095869	flatterer, adulator
-n10096126	flibbertigibbet, foolish woman
-n10096508	flight surgeon
-n10097262	floorwalker, shopwalker
-n10097477	flop, dud, washout
-n10097590	Florentine
-n10097842	flower girl
-n10097995	flower girl
-n10098245	flutist, flautist, flute player
-n10098388	fly-by-night
-n10098517	flyweight
-n10098624	flyweight
-n10098710	foe, enemy
-n10098862	folk dancer
-n10099002	folk poet
-n10099375	follower
-n10101308	football hero
-n10101634	football player, footballer
-n10101981	footman
-n10102800	forefather, father, sire
-n10103155	foremother
-n10103228	foreign agent
-n10103921	foreigner, outsider
-n10104064	boss
-n10104487	foreman
-n10104756	forester, tree farmer, arboriculturist
-n10104888	forewoman
-n10105085	forger, counterfeiter
-n10105733	forward
-n10105906	foster-brother, foster brother
-n10106387	foster-father, foster father
-n10106509	foster-mother, foster mother
-n10106995	foster-sister, foster sister
-n10107173	foster-son, foster son
-n10107303	founder, beginner, founding father, father
-n10108018	foundress
-n10108089	four-minute man
-n10108464	framer
-n10108832	Francophobe
-n10109443	freak, monster, monstrosity, lusus naturae
-n10109662	free agent, free spirit, freewheeler
-n10109826	free agent
-n10110093	freedom rider
-n10110731	free-liver
-n10110893	freeloader
-n10111358	free trader
-n10111779	Freudian
-n10111903	friar, mendicant
-n10112129	monk, monastic
-n10113249	frontierswoman
-n10113583	front man, front, figurehead, nominal head, straw man, strawman
-n10113869	frotteur
-n10114476	fucker
-n10114550	fucker
-n10114662	fuddy-duddy
-n10115430	fullback
-n10115946	funambulist, tightrope walker
-n10116370	fundamentalist
-n10116478	fundraiser
-n10116702	futurist
-n10117017	gadgeteer
-n10117267	gagman, gagster, gagwriter
-n10117415	gagman, standup comedian
-n10117739	gainer, weight gainer
-n10117851	gal
-n10118301	galoot
-n10118743	gambist
-n10118844	gambler
-n10119609	gamine
-n10120330	garbage man, garbageman, garbage collector, garbage carter, garbage hauler, refuse collector, dustman
-n10120671	gardener
-n10121026	garment cutter
-n10121246	garroter, garrotter, strangler, throttler, choker
-n10121714	gasman
-n10121800	gastroenterologist
-n10122300	gatherer
-n10122531	gawker
-n10123122	gendarme
-n10123844	general, full general
-n10126177	generator, source, author
-n10126424	geneticist
-n10126708	genitor
-n10127186	gent
-n10127689	geologist
-n10128519	geophysicist
-n10128748	ghostwriter, ghost
-n10129338	Gibson girl
-n10129825	girl, miss, missy, young lady, young woman, fille
-n10130686	girlfriend, girl, lady friend
-n10130877	girlfriend
-n10131151	girl wonder
-n10131268	Girondist, Girondin
-n10131590	gitano
-n10131815	gladiator
-n10132035	glassblower
-n10132502	gleaner
-n10134178	goat herder, goatherd
-n10134396	godchild
-n10134760	godfather
-n10134982	godparent
-n10135129	godson
-n10135197	gofer
-n10135297	goffer, gopher
-n10136615	goldsmith, goldworker, gold-worker
-n10136959	golfer, golf player, linksman
-n10137825	gondolier, gondoliere
-n10138369	good guy
-n10138472	good old boy, good ole boy, good ol' boy
-n10139077	good Samaritan
-n10139651	gossip columnist
-n10140051	gouger
-n10140597	governor general
-n10140683	grabber
-n10140783	grader
-n10140929	graduate nurse, trained nurse
-n10141364	grammarian, syntactician
-n10141732	granddaughter
-n10142166	grande dame
-n10142391	grandfather, gramps, granddad, grandad, granddaddy, grandpa
-n10142537	Grand Inquisitor
-n10142747	grandma, grandmother, granny, grannie, gran, nan, nanna
-n10142946	grandmaster
-n10143172	grandparent
-n10143595	grantee
-n10143725	granter
-n10144338	grass widower, divorced man
-n10145239	great-aunt, grandaunt
-n10145340	great grandchild
-n10145480	great granddaughter
-n10145590	great grandmother
-n10145774	great grandparent
-n10145902	great grandson
-n10146002	great-nephew, grandnephew
-n10146104	great-niece, grandniece
-n10146416	Green Beret
-n10146816	grenadier, grenade thrower
-n10146927	greeter, saluter, welcomer
-n10147121	gringo
-n10147262	grinner
-n10147710	grocer
-n10147935	groom, bridegroom
-n10148035	groom, bridegroom
-n10148305	grouch, grump, crank, churl, crosspatch
-n10148825	group captain
-n10149436	grunter
-n10149867	prison guard, jailer, jailor, gaoler, screw, turnkey
-n10150071	guard
-n10150794	guesser
-n10150940	guest, invitee
-n10151133	guest
-n10151261	guest of honor
-n10151367	guest worker, guestworker
-n10151570	guide
-n10151760	guitarist, guitar player
-n10152306	gunnery sergeant
-n10152616	guru
-n10152763	guru
-n10153155	guvnor
-n10153414	guy, cat, hombre, bozo
-n10153594	gymnast
-n10153865	gym rat
-n10154013	gynecologist, gynaecologist, woman's doctor
-n10154186	Gypsy, Gipsy, Romany, Rommany, Romani, Roma, Bohemian
-n10154601	hack, drudge, hacker
-n10155222	hacker, cyber-terrorist, cyberpunk
-n10155600	haggler
-n10155849	hairdresser, hairstylist, stylist, styler
-n10156629	hakim, hakeem
-n10156831	Hakka
-n10157016	halberdier
-n10157128	halfback
-n10157271	half blood
-n10158506	hand
-n10159045	animal trainer, handler
-n10159289	handyman, jack of all trades, odd-job man
-n10159533	hang glider
-n10160188	hardliner
-n10160280	harlequin
-n10160412	harmonizer, harmoniser
-n10161622	hash head
-n10162016	hatchet man, iceman
-n10162194	hater
-n10162354	hatmaker, hatter, milliner, modiste
-n10164025	headman, tribal chief, chieftain, chief
-n10164233	headmaster, schoolmaster, master
-n10164492	head nurse
-n10165448	hearer, listener, auditor, attender
-n10166189	heartbreaker
-n10166394	heathen, pagan, gentile, infidel
-n10167152	heavyweight
-n10167361	heavy
-n10167565	heckler, badgerer
-n10167838	hedger
-n10168012	hedger, equivocator, tergiversator
-n10168183	hedonist, pagan, pleasure seeker
-n10168584	heir, inheritor, heritor
-n10168837	heir apparent
-n10169147	heiress, inheritress, inheritrix
-n10169241	heir presumptive
-n10169419	hellion, heller, devil
-n10169796	helmsman, steersman, steerer
-n10170060	hire
-n10170681	hematologist, haematologist
-n10170866	hemiplegic
-n10171219	herald, trumpeter
-n10171456	herbalist, herb doctor
-n10171567	herder, herdsman, drover
-n10172080	hermaphrodite, intersex, gynandromorph, androgyne, epicene, epicene person
-n10173410	heroine
-n10173579	heroin addict
-n10173665	hero worshiper, hero worshipper
-n10173771	Herr
-n10174253	highbinder
-n10174330	highbrow
-n10174445	high commissioner
-n10174589	highflier, highflyer
-n10174695	Highlander, Scottish Highlander, Highland Scot
-n10174971	high-muck-a-muck, pooh-bah
-n10175248	high priest
-n10175725	highjacker, hijacker
-n10176913	hireling, pensionary
-n10177150	historian, historiographer
-n10178077	hitchhiker
-n10178216	hitter, striker
-n10179069	hobbyist
-n10180580	holdout
-n10180791	holdover, hangover
-n10180923	holdup man, stickup man
-n10181445	homeboy
-n10181547	homeboy
-n10181799	home buyer
-n10181878	homegirl
-n10182190	homeless, homeless person
-n10182402	homeopath, homoeopath
-n10183347	honest woman
-n10183931	honor guard, guard of honor
-n10184505	hooker
-n10185148	hoper
-n10185483	hornist
-n10185793	horseman, equestrian, horseback rider
-n10186068	horse trader
-n10186143	horsewoman
-n10186216	horse wrangler, wrangler
-n10186350	horticulturist, plantsman
-n10186686	hospital chaplain
-n10186774	host, innkeeper, boniface
-n10187130	host
-n10187491	hostess
-n10187990	hotelier, hotelkeeper, hotel manager, hotelman, hosteller
-n10188715	housekeeper
-n10188856	housemaster
-n10188957	housemate
-n10189278	house physician, resident, resident physician
-n10189597	house sitter
-n10190122	housing commissioner
-n10190516	huckster, cheap-jack
-n10191001	hugger
-n10191388	humanist, humanitarian
-n10191613	humanitarian, do-gooder, improver
-n10192839	hunk
-n10193650	huntress
-n10194231	ex-husband, ex
-n10194775	hydrologist
-n10195056	hyperope
-n10195155	hypertensive
-n10195261	hypnotist, hypnotizer, hypnotiser, mesmerist, mesmerizer
-n10195593	hypocrite, dissembler, dissimulator, phony, phoney, pretender
-n10196404	iceman
-n10196725	iconoclast
-n10197392	ideologist, ideologue
-n10198437	idol, matinee idol
-n10198832	idolizer, idoliser
-n10199251	imam, imaum
-n10200246	imperialist
-n10200781	important person, influential person, personage
-n10202225	inamorato
-n10202624	incumbent, officeholder
-n10202763	incurable
-n10203949	inductee
-n10204177	industrialist
-n10204833	infanticide
-n10205231	inferior
-n10205344	infernal
-n10205457	infielder
-n10205714	infiltrator
-n10206173	informer, betrayer, rat, squealer, blabber
-n10206506	ingenue
-n10206629	ingenue
-n10207077	polymath
-n10207169	in-law, relative-in-law
-n10208189	inquiry agent
-n10208847	inspector
-n10208950	inspector general
-n10209082	instigator, initiator
-n10209731	insurance broker, insurance agent, general agent, underwriter
-n10210137	insurgent, insurrectionist, freedom fighter, rebel
-n10210512	intelligence analyst
-n10210648	interior designer, designer, interior decorator, house decorator, room decorator, decorator
-n10210911	interlocutor, conversational partner
-n10211036	interlocutor, middleman
-n10211666	International Grandmaster
-n10211830	internationalist
-n10212231	internist
-n10212501	interpreter, translator
-n10212780	interpreter
-n10213034	intervenor
-n10213429	introvert
-n10214062	invader, encroacher
-n10214390	invalidator, voider, nullifier
-n10215623	investigator
-n10216106	investor
-n10216403	invigilator
-n10217208	irreligionist
-n10218043	Ivy Leaguer
-n10218164	Jack of all trades
-n10218292	Jacksonian
-n10219240	Jane Doe
-n10219453	janissary
-n10219879	Jat
-n10220080	Javanese, Javan
-n10220924	Jekyll and Hyde
-n10221312	jester, fool, motley fool
-n10221520	Jesuit
-n10222170	jezebel
-n10222259	jilt
-n10222497	jobber, middleman, wholesaler
-n10222716	job candidate
-n10223069	Job's comforter
-n10223177	jockey
-n10223606	John Doe
-n10224578	journalist
-n10225219	judge, justice, jurist
-n10225931	judge advocate
-n10226413	juggler
-n10227166	Jungian
-n10227266	junior
-n10227393	junior
-n10227490	Junior, Jr, Jnr
-n10227698	junior lightweight
-n10227793	junior middleweight
-n10227985	jurist, legal expert
-n10228278	juror, juryman, jurywoman
-n10228468	justice of the peace
-n10228592	justiciar, justiciary
-n10228712	kachina
-n10229883	keyboardist
-n10230216	Khedive
-n10233248	kingmaker
-n10235024	king, queen, world-beater
-n10235269	King's Counsel
-n10235385	Counsel to the Crown
-n10236304	kin, kinsperson, family
-n10236521	enate, matrikin, matrilineal kin, matrisib, matrilineal sib
-n10236842	kink
-n10237069	kinswoman
-n10237196	kisser, osculator
-n10237464	kitchen help
-n10237556	kitchen police, KP
-n10237676	Klansman, Ku Kluxer, Kluxer
-n10237799	kleptomaniac
-n10238272	kneeler
-n10238375	knight
-n10239928	knocker
-n10240082	knower, apprehender
-n10240235	know-it-all, know-all
-n10240417	kolkhoznik
-n10240821	Kshatriya
-n10241024	labor coach, birthing coach, doula, monitrice
-n10241300	laborer, manual laborer, labourer, jack
-n10242328	Labourite
-n10243137	lady
-n10243273	lady-in-waiting
-n10243483	lady's maid
-n10243664	lama
-n10243872	lamb, dear
-n10244108	lame duck
-n10244359	lamplighter
-n10244913	land agent
-n10245029	landgrave
-n10245341	landlubber, lubber, landsman
-n10245507	landlubber, landsman, landman
-n10245639	landowner, landholder, property owner
-n10245863	landscape architect, landscape gardener, landscaper, landscapist
-n10246317	langlaufer
-n10246395	languisher
-n10246703	lapidary, lapidarist
-n10247358	lass, lassie, young girl, jeune fille
-n10247880	Latin
-n10248008	Latin
-n10248198	latitudinarian
-n10248377	Jehovah's Witness
-n10249191	law agent
-n10249270	lawgiver, lawmaker
-n10249459	lawman, law officer, peace officer
-n10249869	law student
-n10249950	lawyer, attorney
-n10250712	lay reader
-n10251329	lazybones
-n10251612	leaker
-n10252075	leaseholder, lessee
-n10252222	lector, lecturer, reader
-n10252354	lector, reader
-n10252547	lecturer
-n10253122	left-hander, lefty, southpaw
-n10253296	legal representative
-n10253479	legate, official emissary
-n10253611	legatee
-n10253703	legionnaire, legionary
-n10255459	letterman
-n10257221	liberator
-n10258602	licenser
-n10258786	licentiate
-n10259348	lieutenant
-n10259780	lieutenant colonel, light colonel
-n10259997	lieutenant commander
-n10260473	lieutenant junior grade, lieutenant JG
-n10260706	life
-n10260800	lifeguard, lifesaver
-n10261211	life tenant
-n10261511	light flyweight
-n10261624	light heavyweight, cruiserweight
-n10261862	light heavyweight
-n10262343	light-o'-love, light-of-love
-n10262445	lightweight
-n10262561	lightweight
-n10262655	lightweight
-n10262880	lilliputian
-n10263146	limnologist
-n10263411	lineman
-n10263790	line officer
-n10265281	lion-hunter
-n10265801	lisper
-n10265891	lister
-n10266016	literary critic
-n10266328	literate, literate person
-n10266848	litigant, litigator
-n10267166	litterer, litterbug, litter lout
-n10267311	little brother
-n10267865	little sister
-n10268629	lobbyist
-n10269199	locksmith
-n10269289	locum tenens, locum
-n10271677	Lord, noble, nobleman
-n10272782	loser
-n10272913	loser, also-ran
-n10273064	failure, loser, nonstarter, unsuccessful person
-n10274173	Lothario
-n10274318	loudmouth, blusterer
-n10274815	lowerclassman, underclassman
-n10275249	Lowlander, Scottish Lowlander, Lowland Scot
-n10275395	loyalist, stalwart
-n10275848	Luddite
-n10276045	lumberman, lumberjack, logger, feller, faller
-n10276477	lumper
-n10276942	bedlamite
-n10277027	pyromaniac
-n10277638	lutist, lutanist, lutenist
-n10277815	Lutheran
-n10277912	lyricist, lyrist
-n10278456	macebearer, mace, macer
-n10279018	machinist, mechanic, shop mechanic
-n10279778	madame
-n10280034	maenad
-n10280130	maestro, master
-n10280598	magdalen
-n10280674	magician, prestidigitator, conjurer, conjuror, illusionist
-n10281546	magus
-n10281770	maharani, maharanee
-n10281896	mahatma
-n10282482	maid, maiden
-n10282672	maid, maidservant, housemaid, amah
-n10283170	major
-n10283366	major
-n10283546	major-domo, seneschal
-n10284064	maker, shaper
-n10284871	malahini
-n10284965	malcontent
-n10286282	malik
-n10286539	malingerer, skulker, shammer
-n10286749	Malthusian
-n10288964	adonis
-n10289039	man
-n10289176	man
-n10289462	manageress
-n10289766	mandarin
-n10290422	maneuverer, manoeuvrer
-n10290541	maniac
-n10290813	Manichaean, Manichean, Manichee
-n10290919	manicurist
-n10291110	manipulator
-n10291469	man-at-arms
-n10291822	man of action, man of deeds
-n10291942	man of letters
-n10292316	manufacturer, producer
-n10293332	marcher, parader
-n10293590	marchioness, marquise
-n10293861	margrave
-n10294020	margrave
-n10294139	Marine, devil dog, leatherneck, shipboard soldier
-n10295371	marquess
-n10295479	marquis, marquess
-n10296176	marshal, marshall
-n10296444	martinet, disciplinarian, moralist
-n10297234	mascot
-n10297367	masochist
-n10297531	mason, stonemason
-n10297841	masquerader, masker, masquer
-n10298202	masseur
-n10298271	masseuse
-n10298647	master
-n10298912	master, captain, sea captain, skipper
-n10299125	master-at-arms
-n10299250	master of ceremonies, emcee, host
-n10299700	masturbator, onanist
-n10299875	matchmaker, matcher, marriage broker
-n10300041	mate, first mate
-n10300154	mate
-n10300303	mate
-n10300500	mater
-n10300654	material
-n10300829	materialist
-n10302576	matriarch, materfamilias
-n10302700	matriarch
-n10302905	matriculate
-n10303037	matron
-n10303814	mayor, city manager
-n10304086	mayoress
-n10304650	mechanical engineer
-n10304914	medalist, medallist, medal winner
-n10305635	medical officer, medic
-n10305802	medical practitioner, medical man
-n10306004	medical scientist
-n10306279	medium, spiritualist, sensitive
-n10306496	megalomaniac
-n10306595	melancholic, melancholiac
-n10306890	Melkite, Melchite
-n10307114	melter
-n10308066	nonmember
-n10308168	board member
-n10308275	clansman, clanswoman, clan member
-n10308504	memorizer, memoriser
-n10308653	Mendelian
-n10308732	mender, repairer, fixer
-n10310783	Mesoamerican
-n10311506	messmate
-n10311661	mestiza
-n10312287	meteorologist
-n10312491	meter maid
-n10312600	Methodist
-n10313000	Metis
-n10313239	metropolitan
-n10313441	mezzo-soprano, mezzo
-n10313724	microeconomist, microeconomic expert
-n10314054	middle-aged man
-n10314182	middlebrow
-n10314517	middleweight
-n10314836	midwife, accoucheuse
-n10315217	mikado, tenno
-n10315456	Milanese
-n10315561	miler
-n10315730	miles gloriosus
-n10316360	military attache
-n10316527	military chaplain, padre, Holy Joe, sky pilot
-n10316862	military leader
-n10317007	military officer, officer
-n10317500	military policeman, MP
-n10317963	mill agent
-n10318293	mill-hand, factory worker
-n10318607	millionairess
-n10318686	millwright
-n10319313	minder
-n10320484	mining engineer
-n10320863	minister, government minister
-n10321126	ministrant
-n10321340	minor leaguer, bush leaguer
-n10321632	Minuteman
-n10321882	misanthrope, misanthropist
-n10322238	misfit
-n10323634	mistress
-n10323752	mistress, kept woman, fancy woman
-n10323999	mixed-blood
-n10324560	model, poser
-n10325549	class act
-n10325774	modeler, modeller
-n10326776	modifier
-n10327143	molecular biologist
-n10327987	Monegasque, Monacan
-n10328123	monetarist
-n10328328	moneygrubber
-n10328437	moneymaker
-n10328696	Mongoloid
-n10328941	monolingual
-n10329035	monologist
-n10330593	moonlighter
-n10330931	moralist
-n10331098	morosoph
-n10331167	morris dancer
-n10331258	mortal enemy
-n10331347	mortgagee, mortgage holder
-n10331841	mortician, undertaker, funeral undertaker, funeral director
-n10332110	moss-trooper
-n10332385	mother, female parent
-n10332861	mother
-n10332953	mother
-n10333044	mother figure
-n10333165	mother hen
-n10333317	mother-in-law
-n10333439	mother's boy, mamma's boy, mama's boy
-n10333601	mother's daughter
-n10333838	motorcycle cop, motorcycle policeman, speed cop
-n10334009	motorcyclist
-n10334461	Mound Builder
-n10334782	mountebank, charlatan
-n10335246	mourner, griever, sorrower, lamenter
-n10335801	mouthpiece, mouth
-n10335931	mover
-n10336411	moviegoer, motion-picture fan
-n10336904	muffin man
-n10337488	mugwump, independent, fencesitter
-n10338231	Mullah, Mollah, Mulla
-n10338391	muncher
-n10339179	murderess
-n10339251	murder suspect
-n10339717	musher
-n10340312	musician, instrumentalist, player
-n10341243	musicologist
-n10341343	music teacher
-n10341446	musketeer
-n10341573	Muslimah
-n10341955	mutilator, maimer, mangler
-n10342180	mutineer
-n10342367	mute, deaf-mute, deaf-and-dumb person
-n10342543	mutterer, mumbler, murmurer
-n10342893	muzzler
-n10342992	Mycenaen
-n10343088	mycologist
-n10343355	myope
-n10343449	myrmidon
-n10343554	mystic, religious mystic
-n10343869	mythologist
-n10344121	naif
-n10344203	nailer
-n10344319	namby-pamby
-n10344656	name dropper
-n10344774	namer
-n10345015	nan
-n10345100	nanny, nursemaid, nurse
-n10345302	narc, nark, narcotics agent
-n10345422	narcissist, narcist
-n10345659	nark, copper's nark
-n10346015	nationalist
-n10347204	nautch girl
-n10347446	naval commander
-n10348526	Navy SEAL, SEAL
-n10349243	obstructionist, obstructor, obstructer, resister, thwarter
-n10349750	Nazarene
-n10349836	Nazarene, Ebionite
-n10350220	Nazi, German Nazi
-n10350774	nebbish, nebbech
-n10351064	necker
-n10353016	neonate, newborn, newborn infant, newborn baby
-n10353355	nephew
-n10353928	neurobiologist
-n10354265	neurologist, brain doctor
-n10354754	neurosurgeon, brain surgeon
-n10355142	neutral
-n10355306	neutralist
-n10355449	newcomer, fledgling, fledgeling, starter, neophyte, freshman, newbie, entrant
-n10355688	newcomer
-n10355806	New Dealer
-n10356450	newspaper editor
-n10356877	newsreader, news reader
-n10357012	Newtonian
-n10357613	niece
-n10357737	niggard, skinflint, scrooge, churl
-n10358032	night porter
-n10358124	night rider, nightrider
-n10358575	NIMBY
-n10359117	niqaabi
-n10359422	nitpicker
-n10359546	Nobelist, Nobel Laureate
-n10359659	NOC
-n10360366	noncandidate
-n10360747	noncommissioned officer, noncom, enlisted officer
-n10361060	nondescript
-n10361194	nondriver
-n10361296	nonparticipant
-n10361525	nonperson, unperson
-n10362003	nonresident
-n10362319	nonsmoker
-n10362557	Northern Baptist
-n10363445	noticer
-n10363573	novelist
-n10364198	novitiate, novice
-n10364502	nuclear chemist, radiochemist
-n10365514	nudger
-n10366145	nullipara
-n10366276	number theorist
-n10366966	nurse
-n10368291	nursling, nurseling, suckling
-n10368528	nymph, houri
-n10368624	nymphet
-n10368711	nympholept
-n10368798	nymphomaniac, nympho
-n10369095	oarswoman
-n10369317	oboist
-n10369417	obscurantist
-n10369528	observer, commentator
-n10369699	obstetrician, accoucheur
-n10369955	occupier
-n10370381	occultist
-n10370955	wine lover
-n10371052	offerer, offeror
-n10371221	office-bearer
-n10371330	office boy
-n10371450	officeholder, officer
-n10373390	officiant
-n10373525	Federal, Fed, federal official
-n10374541	oilman
-n10374849	oil tycoon
-n10374943	old-age pensioner
-n10375052	old boy
-n10375314	old lady
-n10375402	old man
-n10376523	oldster, old person, senior citizen, golden ager
-n10376890	old-timer, oldtimer, gaffer, old geezer, antique
-n10377021	old woman
-n10377185	oligarch
-n10377291	Olympian
-n10377542	omnivore
-n10377633	oncologist
-n10378026	onlooker, looker-on
-n10378113	onomancer
-n10378780	operator
-n10379376	opportunist, self-seeker
-n10380126	optimist
-n10380499	Orangeman
-n10380672	orator, speechmaker, rhetorician, public speaker, speechifier
-n10381804	orderly, hospital attendant
-n10381981	orderly
-n10382157	orderly sergeant
-n10382302	ordinand
-n10382480	ordinary
-n10382710	organ-grinder
-n10382825	organist
-n10383094	organization man
-n10383237	organizer, organiser, arranger
-n10383505	organizer, organiser, labor organizer
-n10383816	originator, conceiver, mastermind
-n10384214	ornithologist, bird watcher
-n10384392	orphan
-n10384496	orphan
-n10385566	osteopath, osteopathist
-n10386196	out-and-outer
-n10386754	outdoorswoman
-n10386874	outfielder
-n10386984	outfielder
-n10387196	right fielder
-n10387324	right-handed pitcher, right-hander
-n10387836	outlier
-n10389865	owner-occupier
-n10389976	oyabun
-n10390600	packrat
-n10390698	padrone
-n10390807	padrone
-n10391416	page, pageboy
-n10393909	painter
-n10394434	Paleo-American, Paleo-Amerind, Paleo-Indian
-n10394786	paleontologist, palaeontologist, fossilist
-n10395073	pallbearer, bearer
-n10395209	palmist, palmister, chiromancer
-n10395390	pamperer, spoiler, coddler, mollycoddler
-n10395828	Panchen Lama
-n10396106	panelist, panellist
-n10396337	panhandler
-n10396727	paparazzo
-n10396908	paperboy
-n10397001	paperhanger, paperer
-n10397142	paperhanger
-n10397392	papoose, pappoose
-n10399130	pardoner
-n10400003	paretic
-n10400108	parishioner
-n10400205	park commissioner
-n10400437	Parliamentarian, Member of Parliament
-n10400618	parliamentary agent
-n10400998	parodist, lampooner
-n10401204	parricide
-n10401331	parrot
-n10401639	partaker, sharer
-n10402709	part-timer
-n10402824	party
-n10403633	party man, party liner
-n10403876	passenger, rider
-n10404426	passer
-n10404998	paster
-n10405540	pater
-n10405694	patient
-n10406266	patriarch
-n10406391	patriarch
-n10406765	patriarch, paterfamilias
-n10407310	patriot, nationalist
-n10407954	patron, sponsor, supporter
-n10408809	patternmaker
-n10409459	pawnbroker
-n10409752	payer, remunerator
-n10410246	peacekeeper
-n10410996	peasant
-n10411356	pedant, bookworm, scholastic
-n10411551	peddler, pedlar, packman, hawker, pitchman
-n10411867	pederast, paederast, child molester
-n10414239	penologist
-n10414768	pentathlete
-n10414865	Pentecostal, Pentecostalist
-n10415037	percussionist
-n10416567	periodontist
-n10417288	peshmerga
-n10417424	personality
-n10417551	personal representative
-n10417682	personage
-n10417843	persona grata
-n10417969	persona non grata
-n10418101	personification
-n10418735	perspirer, sweater
-n10419047	pervert, deviant, deviate, degenerate
-n10419472	pessimist
-n10419630	pest, blighter, cuss, pesterer, gadfly
-n10419785	Peter Pan
-n10420031	petitioner, suppliant, supplicant, requester
-n10420277	petit juror, petty juror
-n10420507	pet sitter, critter sitter
-n10420649	petter, fondler
-n10421016	Pharaoh, Pharaoh of Egypt
-n10421470	pharmacist, druggist, chemist, apothecary, pill pusher, pill roller
-n10421956	philanthropist, altruist
-n10422405	philatelist, stamp collector
-n10425946	philosopher
-n10426454	phonetician
-n10426630	phonologist
-n10427223	photojournalist
-n10427359	photometrist, photometrician
-n10427764	physical therapist, physiotherapist
-n10428004	physicist
-n10431122	piano maker
-n10431625	picker, chooser, selector
-n10432189	picnicker, picknicker
-n10432441	pilgrim
-n10432875	pill
-n10432957	pillar, mainstay
-n10433077	pill head
-n10433452	pilot
-n10433610	Piltdown man, Piltdown hoax
-n10433737	pimp, procurer, panderer, pander, pandar, fancy man, ponce
-n10435169	pipe smoker
-n10435251	pip-squeak, squirt, small fry
-n10435716	pisser, urinator
-n10435988	pitcher, hurler, twirler
-n10436334	pitchman
-n10437014	placeman, placeseeker
-n10437137	placer miner
-n10437262	plagiarist, plagiarizer, plagiariser, literary pirate, pirate
-n10437698	plainsman
-n10438172	planner, contriver, deviser
-n10438619	planter, plantation owner
-n10438842	plasterer
-n10439373	platinum blond, platinum blonde
-n10439523	platitudinarian
-n10439727	playboy, man-about-town, Corinthian
-n10439851	player, participant
-n10441037	playmate, playfellow
-n10441124	pleaser
-n10441694	pledger
-n10441962	plenipotentiary
-n10442093	plier, plyer
-n10442232	plodder, slowpoke, stick-in-the-mud, slowcoach
-n10442417	plodder, slogger
-n10442573	plotter, mapper
-n10443032	plumber, pipe fitter
-n10443659	pluralist
-n10443830	pluralist
-n10444194	poet
-n10448322	pointsman
-n10448455	point woman
-n10449664	policyholder
-n10450038	political prisoner
-n10450161	political scientist
-n10450303	politician, politico, pol, political leader
-n10451450	politician
-n10451590	pollster, poll taker, headcounter, canvasser
-n10451858	polluter, defiler
-n10453184	pool player
-n10455619	portraitist, portrait painter, portrayer, limner
-n10456070	poseuse
-n10456138	positivist, rationalist
-n10456696	postdoc, post doc
-n10457214	poster girl
-n10457444	postulator
-n10457903	private citizen
-n10458111	problem solver, solver, convergent thinker
-n10458356	pro-lifer
-n10458596	prosthetist
-n10459882	postulant
-n10460033	potboy, potman
-n10461060	poultryman, poulterer
-n10462588	power user
-n10462751	power worker, power-station worker
-n10462860	practitioner, practician
-n10464052	prayer, supplicant
-n10464542	preceptor, don
-n10464711	predecessor
-n10464870	preemptor, pre-emptor
-n10465002	preemptor, pre-emptor
-n10465451	premature baby, preterm baby, premature infant, preterm infant, preemie, premie
-n10465831	presbyter
-n10466198	presenter, sponsor
-n10466564	presentist
-n10466918	preserver
-n10467179	president
-n10467395	President of the United States, United States President, President, Chief Executive
-n10468750	president, prexy
-n10469611	press agent, publicity man, public relations man, PR man
-n10469874	press photographer
-n10470779	priest
-n10471640	prima ballerina
-n10471732	prima donna, diva
-n10471859	prima donna
-n10472129	primigravida, gravida I
-n10472447	primordial dwarf, hypoplastic dwarf, true dwarf, normal dwarf
-n10473453	prince charming
-n10473562	prince consort
-n10473789	princeling
-n10473917	Prince of Wales
-n10474064	princess
-n10474343	princess royal
-n10474446	principal, dealer
-n10474645	principal, school principal, head teacher, head
-n10475835	print seller
-n10475940	prior
-n10476467	private, buck private, common soldier
-n10477713	probationer, student nurse
-n10477955	processor
-n10478118	process-server
-n10478293	proconsul
-n10478462	proconsul
-n10478827	proctologist
-n10478960	proctor, monitor
-n10479135	procurator
-n10479328	procurer, securer
-n10481167	profit taker
-n10481268	programmer, computer programmer, coder, software engineer
-n10482054	promiser, promisor
-n10482220	promoter, booster, plugger
-n10482587	promulgator
-n10482921	propagandist
-n10483138	propagator, disseminator
-n10483395	property man, propman, property master
-n10483799	prophetess
-n10483890	prophet
-n10484858	prosecutor, public prosecutor, prosecuting officer, prosecuting attorney
-n10485298	prospector
-n10485883	protectionist
-n10486166	protegee
-n10486236	protozoologist
-n10486561	provost marshal
-n10487182	pruner, trimmer
-n10487363	psalmist
-n10487592	psephologist
-n10488016	psychiatrist, head-shrinker, shrink
-n10488309	psychic
-n10488656	psycholinguist
-n10489426	psychophysicist
-n10490421	publican, tavern keeper
-n10491998	pudge
-n10492086	puerpera
-n10492727	punching bag
-n10493199	punter
-n10493419	punter
-n10493685	puppeteer
-n10493835	puppy, pup
-n10493922	purchasing agent
-n10494195	puritan
-n10494373	Puritan
-n10495167	pursuer
-n10495421	pusher, shover
-n10495555	pusher, drug peddler, peddler, drug dealer, drug trafficker
-n10495756	pusher, thruster
-n10496393	putz
-n10496489	Pygmy, Pigmy
-n10497135	qadi
-n10497534	quadriplegic
-n10497645	quadruplet, quad
-n10498046	quaker, trembler
-n10498699	quarter
-n10498816	quarterback, signal caller, field general
-n10498986	quartermaster
-n10499110	quartermaster general
-n10499232	Quebecois
-n10499355	queen, queen regnant, female monarch
-n10499631	Queen of England
-n10499857	queen
-n10500217	queen
-n10500419	queen consort
-n10500603	queen mother
-n10500824	Queen's Counsel
-n10500942	question master, quizmaster
-n10501453	quick study, sponge
-n10501635	quietist
-n10502046	quitter
-n10502329	rabbi
-n10502950	racist, racialist
-n10503818	radiobiologist
-n10504090	radiologic technologist
-n10504206	radiologist, radiotherapist
-n10505347	rainmaker
-n10505613	raiser
-n10505732	raja, rajah
-n10505942	rake, rakehell, profligate, rip, blood, roue
-n10506336	ramrod
-n10506544	ranch hand
-n10506915	ranker
-n10507070	ranter, raver
-n10507380	rape suspect
-n10507482	rapper
-n10507565	rapporteur
-n10507692	rare bird, rara avis
-n10508141	ratepayer
-n10508379	raw recruit
-n10508710	reader
-n10509063	reading teacher
-n10509161	realist
-n10509810	real estate broker, real estate agent, estate agent, land agent, house agent
-n10510245	rear admiral
-n10510974	receiver
-n10511771	reciter
-n10512201	recruit, enlistee
-n10512372	recruit, military recruit
-n10512708	recruiter
-n10512859	recruiting-sergeant
-n10513509	redcap
-n10513823	redhead, redheader, red-header, carrottop
-n10513938	redneck, cracker
-n10514051	reeler
-n10514121	reenactor
-n10514255	referral
-n10514429	referee, ref
-n10514784	refiner
-n10515863	Reform Jew
-n10516527	registered nurse, RN
-n10517137	registrar
-n10517283	Regius professor
-n10518349	reliever, allayer, comforter
-n10519126	anchorite, hermit
-n10519494	religious leader
-n10519984	remover
-n10520286	Renaissance man, generalist
-n10520544	renegade
-n10520964	rentier
-n10521100	repairman, maintenance man, service man
-n10521662	reporter, newsman, newsperson
-n10521853	newswoman
-n10522035	representative
-n10522324	reprobate, miscreant
-n10522759	rescuer, recoverer, saver
-n10523341	reservist
-n10524076	resident commissioner
-n10524223	respecter
-n10524869	restaurateur, restauranter
-n10525134	restrainer, controller
-n10525436	retailer, retail merchant
-n10525617	retiree, retired person
-n10525878	returning officer
-n10526534	revenant
-n10527147	revisionist
-n10527334	revolutionist, revolutionary, subversive, subverter
-n10528023	rheumatologist
-n10528148	Rhodesian man, Homo rhodesiensis
-n10528493	rhymer, rhymester, versifier, poetizer, poetiser
-n10529231	rich person, wealthy person, have
-n10530150	rider
-n10530383	riding master
-n10530571	rifleman
-n10530959	right-hander, right hander, righthander
-n10531109	right-hand man, chief assistant, man Friday
-n10531445	ringer
-n10531838	ringleader
-n10533874	roadman, road mender
-n10533983	roarer, bawler, bellower, screamer, screecher, shouter, yeller
-n10536134	rocket engineer, rocket scientist
-n10536274	rocket scientist
-n10536416	rock star
-n10537708	Romanov, Romanoff
-n10537906	romanticist, romantic
-n10538629	ropemaker, rope-maker, roper
-n10538733	roper
-n10538853	roper
-n10539015	ropewalker, ropedancer
-n10539160	rosebud
-n10539278	Rosicrucian
-n10540114	Mountie
-n10540252	Rough Rider
-n10540656	roundhead
-n10541833	civil authority, civil officer
-n10542608	runner
-n10542761	runner
-n10542888	runner
-n10543161	running back
-n10543937	rusher
-n10544232	rustic
-n10544748	saboteur, wrecker, diversionist
-n10545792	sadist
-n10546428	sailing master, navigator
-n10546633	sailor, crewman
-n10548419	salesgirl, saleswoman, saleslady
-n10548537	salesman
-n10548681	salesperson, sales representative, sales rep
-n10549510	salvager, salvor
-n10550252	sandwichman
-n10550369	sangoma
-n10550468	sannup
-n10551576	sapper
-n10552393	Sassenach
-n10553140	satrap
-n10553235	saunterer, stroller, ambler
-n10554024	Savoyard
-n10554141	sawyer
-n10554846	scalper
-n10555059	scandalmonger
-n10555430	scapegrace, black sheep
-n10556033	scene painter
-n10556518	schemer, plotter
-n10556704	schizophrenic
-n10556825	schlemiel, shlemiel
-n10557246	schlockmeister, shlockmeister
-n10557854	scholar, scholarly person, bookman, student
-n10559009	scholiast
-n10559288	schoolchild, school-age child, pupil
-n10559508	schoolfriend
-n10559683	Schoolman, medieval Schoolman
-n10559996	schoolmaster
-n10560106	schoolmate, classmate, schoolfellow, class fellow
-n10560637	scientist
-n10561222	scion
-n10561320	scoffer, flouter, mocker, jeerer
-n10561736	scofflaw
-n10562135	scorekeeper, scorer
-n10562283	scorer
-n10562509	scourer
-n10562968	scout, talent scout
-n10563314	scoutmaster
-n10563403	scrambler
-n10563711	scratcher
-n10564098	screen actor, movie actor
-n10565502	scrutineer, canvasser
-n10565667	scuba diver
-n10566072	sculptor, sculpturer, carver, statue maker
-n10567613	Sea Scout
-n10567722	seasonal worker, seasonal
-n10567848	seasoner
-n10568200	second baseman, second sacker
-n10568358	second cousin
-n10568443	seconder
-n10568608	second fiddle, second banana
-n10568915	second-in-command
-n10569011	second lieutenant, 2nd lieutenant
-n10569179	second-rater, mediocrity
-n10570019	secretary
-n10570704	Secretary of Agriculture, Agriculture Secretary
-n10571907	Secretary of Health and Human Services
-n10572706	Secretary of State
-n10572889	Secretary of the Interior, Interior Secretary
-n10573957	sectarian, sectary, sectarist
-n10574311	section hand
-n10574538	secularist
-n10574840	security consultant
-n10575463	seeded player, seed
-n10575594	seeder, cloud seeder
-n10575787	seeker, searcher, quester
-n10576223	segregate
-n10576316	segregator, segregationist
-n10576676	selectman
-n10576818	selectwoman
-n10576962	selfish person
-n10577182	self-starter
-n10577284	seller, marketer, vender, vendor, trafficker
-n10577710	selling agent
-n10577820	semanticist, semiotician
-n10578021	semifinalist
-n10578162	seminarian, seminarist
-n10578471	senator
-n10578656	sendee
-n10579062	senior
-n10579549	senior vice president
-n10580030	separatist, separationist
-n10580437	septuagenarian
-n10580535	serf, helot, villein
-n10581648	spree killer
-n10581890	serjeant-at-law, serjeant, sergeant-at-law, sergeant
-n10582604	server
-n10582746	serviceman, military man, man, military personnel
-n10583387	settler, colonist
-n10583790	settler
-n10585077	sex symbol
-n10585217	sexton, sacristan
-n10585628	shaheed
-n10586166	Shakespearian, Shakespearean
-n10586265	shanghaier, seizer
-n10586444	sharecropper, cropper, sharecrop farmer
-n10586903	shaver
-n10586998	Shavian
-n10588074	sheep
-n10588357	sheik, tribal sheik, sheikh, tribal sheikh, Arab chief
-n10588724	shelver
-n10588965	shepherd
-n10589666	ship-breaker
-n10590146	shipmate
-n10590239	shipowner
-n10590452	shipping agent
-n10590903	shirtmaker
-n10591072	shogun
-n10591811	shopaholic
-n10592049	shop girl
-n10592811	shop steward, steward
-n10593521	shot putter
-n10594147	shrew, termagant
-n10594523	shuffler
-n10594857	shyster, pettifogger
-n10595164	sibling, sib
-n10595647	sick person, diseased person, sufferer
-n10596517	sightreader
-n10596899	signaler, signaller
-n10597505	signer
-n10597745	signor, signior
-n10597889	signora
-n10598013	signore
-n10598181	signorina
-n10598459	silent partner, sleeping partner
-n10598904	addle-head, addlehead, loon, birdbrain
-n10599215	simperer
-n10599806	singer, vocalist, vocalizer, vocaliser
-n10601234	Sinologist
-n10601362	sipper
-n10602119	sirrah
-n10602470	Sister
-n10602985	sister, sis
-n10603528	waverer, vacillator, hesitator, hesitater
-n10603851	sitar player
-n10604275	sixth-former
-n10604380	skateboarder
-n10604634	skeptic, sceptic, doubter
-n10604880	sketcher
-n10604979	skidder
-n10605253	skier
-n10605737	skinny-dipper
-n10607291	skin-diver, aquanaut
-n10607478	skinhead
-n10609092	slasher
-n10609198	slattern, slut, slovenly woman, trollop
-n10610465	sleeper, slumberer
-n10610850	sleeper
-n10611267	sleeping beauty
-n10611613	sleuth, sleuthhound
-n10612210	slob, sloven, pig, slovenly person
-n10612373	sloganeer
-n10612518	slopseller, slop-seller
-n10613996	smasher, stunner, knockout, beauty, ravisher, sweetheart, peach, lulu, looker, mantrap, dish
-n10614507	smirker
-n10614629	smith, metalworker
-n10615179	smoothie, smoothy, sweet talker, charmer
-n10615334	smuggler, runner, contrabandist, moon curser, moon-curser
-n10616578	sneezer
-n10617024	snob, prig, snot, snoot
-n10617193	snoop, snooper
-n10617397	snorer
-n10618234	sob sister
-n10618342	soccer player
-n10618465	social anthropologist, cultural anthropologist
-n10618685	social climber, climber
-n10618848	socialist
-n10619492	socializer, socialiser
-n10619642	social scientist
-n10619888	social secretary
-n10620212	Socinian
-n10620586	sociolinguist
-n10620758	sociologist
-n10621294	soda jerk, soda jerker
-n10621400	sodalist
-n10621514	sodomite, sodomist, sod, bugger
-n10622053	soldier
-n10624074	son, boy
-n10624310	songster
-n10624437	songstress
-n10624540	songwriter, songster, ballad maker
-n10625860	sorcerer, magician, wizard, necromancer, thaumaturge, thaumaturgist
-n10626630	sorehead
-n10627252	soul mate
-n10628097	Southern Baptist
-n10628644	sovereign, crowned head, monarch
-n10629329	spacewalker
-n10629647	Spanish American, Hispanic American, Hispanic
-n10629939	sparring partner, sparring mate
-n10630093	spastic
-n10630188	speaker, talker, utterer, verbalizer, verbaliser
-n10631131	native speaker
-n10631309	Speaker
-n10631654	speechwriter
-n10632576	specialist, medical specialist
-n10633298	specifier
-n10633450	spectator, witness, viewer, watcher, looker
-n10634464	speech therapist
-n10634849	speedskater, speed skater
-n10634990	spellbinder
-n10635788	sphinx
-n10636488	spinster, old maid
-n10637483	split end
-n10638922	sport, sportsman, sportswoman
-n10639238	sport, summercater
-n10639359	sporting man, outdoor man
-n10639637	sports announcer, sportscaster, sports commentator
-n10639817	sports editor
-n10641223	sprog
-n10642596	square dancer
-n10642705	square shooter, straight shooter, straight arrow
-n10643095	squatter
-n10643837	squire
-n10643937	squire
-n10644598	staff member, staffer
-n10645017	staff sergeant
-n10645223	stage director
-n10646032	stainer
-n10646140	stakeholder
-n10646433	stalker
-n10646641	stalking-horse
-n10646780	stammerer, stutterer
-n10646942	stamper, stomper, tramper, trampler
-n10647745	standee
-n10648237	stand-in, substitute, relief, reliever, backup, backup man, fill-in
-n10648696	star, principal, lead
-n10649197	starlet
-n10649308	starter, dispatcher
-n10650162	statesman, solon, national leader
-n10652605	state treasurer
-n10652703	stationer, stationery seller
-n10654015	stenographer, amanuensis, shorthand typist
-n10654211	stentor
-n10654321	stepbrother, half-brother, half brother
-n10654827	stepmother
-n10654932	stepparent
-n10655169	stevedore, loader, longshoreman, docker, dockhand, dock worker, dockworker, dock-walloper, lumper
-n10655442	steward
-n10655594	steward, flight attendant
-n10655730	steward
-n10655986	stickler
-n10656120	stiff
-n10656223	stifler, smotherer
-n10656969	stipendiary, stipendiary magistrate
-n10657306	stitcher
-n10657556	stockjobber
-n10657835	stock trader
-n10658304	stockist
-n10659042	stoker, fireman
-n10659762	stooper
-n10660128	store detective
-n10660621	strafer
-n10660883	straight man, second banana
-n10661002	stranger, alien, unknown
-n10661216	stranger
-n10661563	strategist, strategian
-n10661732	straw boss, assistant foreman
-n10663315	streetwalker, street girl, hooker, hustler, floozy, floozie, slattern
-n10663549	stretcher-bearer, litter-bearer
-n10665302	struggler
-n10665587	stud, he-man, macho-man
-n10665698	student, pupil, educatee
-n10666752	stumblebum, palooka
-n10667477	stylist
-n10667709	subaltern
-n10667863	subcontractor
-n10668450	subduer, surmounter, overcomer
-n10668666	subject, case, guinea pig
-n10669991	subordinate, subsidiary, underling, foot soldier
-n10671042	substitute, reserve, second-stringer
-n10671613	successor, heir
-n10671736	successor, replacement
-n10671898	succorer, succourer
-n10672371	Sufi
-n10672540	suffragan, suffragan bishop
-n10672662	suffragette
-n10673296	sugar daddy
-n10673776	suicide bomber
-n10674130	suitor, suer, wooer
-n10674713	sumo wrestler
-n10675010	sunbather
-n10675142	sundowner
-n10675609	super heavyweight
-n10676018	superior, higher-up, superordinate
-n10676434	supermom
-n10676569	supernumerary, spear carrier, extra
-n10678937	supremo
-n10679174	surgeon, operating surgeon, sawbones
-n10679503	Surgeon General
-n10679610	Surgeon General
-n10679723	surpriser
-n10680609	surveyor
-n10680796	surveyor
-n10681194	survivor, subsister
-n10681557	sutler, victualer, victualler, provisioner
-n10682713	sweeper
-n10682953	sweetheart, sweetie, steady, truelove
-n10683675	swinger, tramp
-n10684146	switcher, whipper
-n10684630	swot, grind, nerd, wonk, dweeb
-n10684827	sycophant, toady, crawler, lackey, ass-kisser
-n10685398	sylph
-n10686073	sympathizer, sympathiser, well-wisher
-n10686517	symphonist
-n10686694	syncopator
-n10686885	syndic
-n10688356	tactician
-n10688811	tagger
-n10689306	tailback
-n10690268	tallyman, tally clerk
-n10690421	tallyman
-n10690648	tanker, tank driver
-n10691318	tapper, wiretapper, phone tapper
-n10691937	Tartuffe, Tartufe
-n10692090	Tarzan
-n10692482	taster, taste tester, taste-tester, sampler
-n10692883	tax assessor, assessor
-n10693235	taxer
-n10693334	taxi dancer
-n10693824	taxonomist, taxonomer, systematist
-n10694258	teacher, instructor
-n10694939	teaching fellow
-n10695450	tearaway
-n10696101	technical sergeant
-n10696508	technician
-n10697135	Ted, Teddy boy
-n10697282	teetotaler, teetotaller, teetotalist
-n10698368	television reporter, television newscaster, TV reporter, TV newsman
-n10699558	temporizer, temporiser
-n10699752	tempter
-n10699981	term infant
-n10700105	toiler
-n10700201	tenant, renter
-n10700640	tenant
-n10700963	tenderfoot
-n10701180	tennis player
-n10701644	tennis pro, professional tennis player
-n10701962	tenor saxophonist, tenorist
-n10702167	termer
-n10702615	terror, scourge, threat
-n10703221	tertigravida, gravida III
-n10703336	testator, testate
-n10703480	testatrix
-n10703692	testee, examinee
-n10704238	test-tube baby
-n10704712	Texas Ranger, Ranger
-n10704886	thane
-n10705448	theatrical producer
-n10705615	theologian, theologist, theologizer, theologiser
-n10706812	theorist, theoretician, theorizer, theoriser, idealogue
-n10707134	theosophist
-n10707233	therapist, healer
-n10707707	Thessalonian
-n10708292	thinker, creative thinker, mind
-n10708454	thinker
-n10709529	thrower
-n10710171	thurifer
-n10710259	ticket collector, ticket taker
-n10710778	tight end
-n10710913	tiler
-n10711483	timekeeper, timer
-n10711766	Timorese
-n10712229	tinkerer, fiddler
-n10712374	tinsmith, tinner
-n10712474	tinter
-n10712690	tippler, social drinker
-n10712835	tipster, tout
-n10713254	T-man
-n10713686	toastmaster, symposiarch
-n10713843	toast mistress
-n10714195	tobogganist
-n10715030	tomboy, romp, hoyden
-n10715347	toolmaker
-n10715789	torchbearer
-n10716576	Tory
-n10716864	Tory
-n10717055	tosser
-n10717196	tosser, jerk-off, wanker
-n10717337	totalitarian
-n10718131	tourist, tourer, holidaymaker
-n10718349	tout, touter
-n10718509	tout, ticket tout
-n10718665	tovarich, tovarisch
-n10718952	towhead
-n10719036	town clerk
-n10719132	town crier, crier
-n10719267	townsman, towner
-n10719807	toxicologist
-n10720197	track star
-n10720453	trader, bargainer, dealer, monger
-n10720964	trade unionist, unionist, union member
-n10721124	traditionalist, diehard
-n10721321	traffic cop
-n10721612	tragedian
-n10721708	tragedian
-n10721819	tragedienne
-n10722029	trail boss
-n10722575	trainer
-n10722965	traitor, treasonist
-n10723230	traitress
-n10723597	transactor
-n10724132	transcriber
-n10724372	transfer, transferee
-n10724570	transferee
-n10725280	translator, transcriber
-n10726031	transvestite, cross-dresser
-n10726786	traveling salesman, travelling salesman, commercial traveler, commercial traveller, roadman, bagman
-n10727016	traverser
-n10727171	trawler
-n10727458	Treasury, First Lord of the Treasury
-n10728117	trencher
-n10728233	trend-setter, taste-maker, fashion arbiter
-n10728624	tribesman
-n10728998	trier, attempter, essayer
-n10729330	trifler
-n10730542	trooper
-n10730728	trooper, state trooper
-n10731013	Trotskyite, Trotskyist, Trot
-n10731732	truant, hooky player
-n10732010	trumpeter, cornetist
-n10732521	trusty
-n10732854	Tudor
-n10732967	tumbler
-n10733820	tutee
-n10734394	twin
-n10734741	two-timer
-n10734891	Tyke
-n10734963	tympanist, timpanist
-n10735173	typist
-n10735298	tyrant, autocrat, despot
-n10735984	umpire, ump
-n10737103	understudy, standby
-n10737264	undesirable
-n10738111	unicyclist
-n10738215	unilateralist
-n10738670	Unitarian
-n10738871	Arminian
-n10739135	universal donor
-n10739297	UNIX guru
-n10739391	Unknown Soldier
-n10740594	upsetter
-n10740732	upstager
-n10740868	upstart, parvenu, nouveau-riche, arriviste
-n10741152	upstart
-n10741367	urchin
-n10741493	urologist
-n10742005	usherette
-n10742111	usher, doorkeeper
-n10742546	usurper, supplanter
-n10742997	utility man
-n10743124	utilizer, utiliser
-n10743356	Utopian
-n10744078	uxoricide
-n10744164	vacationer, vacationist
-n10745006	valedictorian, valedictory speaker
-n10745770	valley girl
-n10746931	vaulter, pole vaulter, pole jumper
-n10747119	vegetarian
-n10747424	vegan
-n10747548	venerator
-n10747965	venture capitalist
-n10748142	venturer, merchant-venturer
-n10748506	vermin, varmint
-n10748620	very important person, VIP, high-up, dignitary, panjandrum, high muckamuck
-n10749928	vibist, vibraphonist
-n10750031	vicar
-n10750188	vicar
-n10750640	vicar-general
-n10751026	vice chancellor
-n10751152	vicegerent
-n10751265	vice president, V.P.
-n10751710	vice-regent
-n10752480	victim, dupe
-n10753061	Victorian
-n10753182	victualer, victualler
-n10753339	vigilante, vigilance man
-n10753442	villager
-n10753989	vintager
-n10754189	vintner, wine merchant
-n10754281	violator, debaucher, ravisher
-n10754449	violator, lawbreaker, law offender
-n10755080	violist
-n10755164	virago
-n10755394	virologist
-n10755648	Visayan, Bisayan
-n10756061	viscountess
-n10756148	viscount
-n10756261	Visigoth
-n10756641	visionary
-n10756837	visiting fireman
-n10757050	visiting professor
-n10757492	visualizer, visualiser
-n10758337	vixen, harpy, hellcat
-n10758445	vizier
-n10758949	voicer
-n10759151	volunteer, unpaid worker
-n10759331	volunteer, military volunteer, voluntary
-n10759982	votary
-n10760199	votary
-n10760622	vouchee
-n10760951	vower
-n10761190	voyager
-n10761326	voyeur, Peeping Tom, peeper
-n10761519	vulcanizer, vulcaniser
-n10762212	waffler
-n10762480	Wagnerian
-n10763075	waif, street child
-n10763245	wailer
-n10763383	waiter, server
-n10763620	waitress
-n10764465	walking delegate
-n10764622	walk-on
-n10764719	wallah
-n10765305	wally
-n10765587	waltzer
-n10765679	wanderer, roamer, rover, bird of passage
-n10765885	Wandering Jew
-n10766260	wanton
-n10768148	warrantee
-n10768272	warrantee
-n10768903	washer
-n10769084	washerman, laundryman
-n10769188	washwoman, washerwoman, laundrywoman, laundress
-n10769321	wassailer, carouser
-n10769459	wastrel, waster
-n10771066	Wave
-n10772092	weatherman, weather forecaster
-n10772580	weekend warrior
-n10772937	weeder
-n10773665	welder
-n10773800	welfare case, charity case
-n10774329	westerner
-n10774756	West-sider
-n10775003	wetter
-n10775128	whaler
-n10776052	Whig
-n10776339	whiner, complainer, moaner, sniveller, crybaby, bellyacher, grumbler, squawker
-n10776887	whipper-in
-n10777299	whisperer
-n10778044	whiteface
-n10778148	Carmelite, White Friar
-n10778711	Augustinian
-n10778999	white hope, great white hope
-n10779610	white supremacist
-n10779897	whoremaster, whoremonger
-n10779995	whoremaster, whoremonger, john, trick
-n10780284	widow, widow woman
-n10780632	wife, married woman
-n10781236	wiggler, wriggler, squirmer
-n10781817	wimp, chicken, crybaby
-n10782362	wing commander
-n10782471	winger
-n10782791	winner
-n10782940	winner, victor
-n10783240	window dresser, window trimmer
-n10783539	winker
-n10783646	wiper
-n10783734	wireman, wirer
-n10784113	wise guy, smart aleck, wiseacre, wisenheimer, weisenheimer
-n10784544	witch doctor
-n10784922	withdrawer
-n10785480	withdrawer
-n10787470	woman, adult female
-n10788852	woman
-n10789415	wonder boy, golden boy
-n10789709	wonderer
-n10791115	working girl
-n10791221	workman, workingman, working man, working person
-n10791820	workmate
-n10791890	worldling
-n10792335	worshiper, worshipper
-n10792506	worthy
-n10792856	wrecker
-n10793570	wright
-n10793799	write-in candidate, write-in
-n10794014	writer, author
-n10801561	Wykehamist
-n10801802	yakuza
-n10802507	yard bird, yardbird
-n10802621	yardie
-n10802953	yardman
-n10803031	yardmaster, trainmaster, train dispatcher
-n10803282	yenta
-n10803978	yogi
-n10804287	young buck, young man
-n10804636	young Turk
-n10804732	Young Turk
-n10805501	Zionist
-n10806113	zoo keeper
-n10994097	Genet, Edmund Charles Edouard Genet, Citizen Genet
-n11100798	Kennan, George F. Kennan, George Frost Kennan
-n11196627	Munro, H. H. Munro, Hector Hugh Munro, Saki
-n11242849	Popper, Karl Popper, Sir Karl Raimund Popper
-n11318824	Stoker, Bram Stoker, Abraham Stoker
-n11346873	Townes, Charles Townes, Charles Hard Townes
-n11448153	dust storm, duster, sandstorm, sirocco
-n11487732	parhelion, mock sun, sundog
-n11508382	snow, snowfall
-n11511327	facula
-n11524451	wave
-n11530008	microflora
-n11531193	wilding
-n11531334	semi-climber
-n11532682	volva
-n11533212	basidiocarp
-n11533999	domatium
-n11536567	apomict
-n11536673	aquatic
-n11537327	bryophyte, nonvascular plant
-n11539289	acrocarp, acrocarpous moss
-n11542137	sphagnum, sphagnum moss, peat moss, bog moss
-n11542640	liverwort, hepatic
-n11544015	hepatica, Marchantia polymorpha
-n11545350	pecopteris
-n11545524	pteridophyte, nonflowering plant
-n11545714	fern
-n11547562	fern ally
-n11547855	spore
-n11548728	carpospore
-n11548870	chlamydospore
-n11549009	conidium, conidiospore
-n11549245	oospore
-n11549779	tetraspore
-n11549895	zoospore
-n11552133	cryptogam
-n11552386	spermatophyte, phanerogam, seed plant
-n11552594	seedling
-n11552806	annual
-n11552976	biennial
-n11553240	perennial
-n11553522	hygrophyte
-n11596108	gymnosperm
-n11597657	gnetum, Gnetum gnemon
-n11598287	Catha edulis
-n11598686	ephedra, joint fir
-n11598886	mahuang, Ephedra sinica
-n11599324	welwitschia, Welwitschia mirabilis
-n11600372	cycad
-n11601177	sago palm, Cycas revoluta
-n11601333	false sago, fern palm, Cycas circinalis
-n11601918	zamia
-n11602091	coontie, Florida arrowroot, Seminole bread, Zamia pumila
-n11602478	ceratozamia
-n11602873	dioon
-n11603246	encephalartos
-n11603462	kaffir bread, Encephalartos caffer
-n11603835	macrozamia
-n11604046	burrawong, Macrozamia communis, Macrozamia spiralis
-n11608250	pine, pine tree, true pine
-n11609475	pinon, pinyon
-n11609684	nut pine
-n11609862	pinon pine, Mexican nut pine, Pinus cembroides
-n11610047	Rocky mountain pinon, Pinus edulis
-n11610215	single-leaf, single-leaf pine, single-leaf pinyon, Pinus monophylla
-n11610437	bishop pine, bishop's pine, Pinus muricata
-n11610602	California single-leaf pinyon, Pinus californiarum
-n11610823	Parry's pinyon, Pinus quadrifolia, Pinus parryana
-n11611087	spruce pine, Pinus glabra
-n11611233	black pine, Pinus nigra
-n11611356	pitch pine, northern pitch pine, Pinus rigida
-n11611561	pond pine, Pinus serotina
-n11611758	stone pine, umbrella pine, European nut pine, Pinus pinea
-n11612018	Swiss pine, Swiss stone pine, arolla pine, cembra nut tree, Pinus cembra
-n11612235	cembra nut, cedar nut
-n11612349	Swiss mountain pine, mountain pine, dwarf mountain pine, mugho pine, mugo pine, Pinus mugo
-n11612575	ancient pine, Pinus longaeva
-n11612923	white pine
-n11613219	American white pine, eastern white pine, weymouth pine, Pinus strobus
-n11613459	western white pine, silver pine, mountain pine, Pinus monticola
-n11613692	southwestern white pine, Pinus strobiformis
-n11613867	limber pine, Pinus flexilis
-n11614039	whitebark pine, whitebarked pine, Pinus albicaulis
-n11614250	yellow pine
-n11614420	ponderosa, ponderosa pine, western yellow pine, bull pine, Pinus ponderosa
-n11614713	Jeffrey pine, Jeffrey's pine, black pine, Pinus jeffreyi
-n11615026	shore pine, lodgepole, lodgepole pine, spruce pine, Pinus contorta
-n11615259	Sierra lodgepole pine, Pinus contorta murrayana
-n11615387	loblolly pine, frankincense pine, Pinus taeda
-n11615607	jack pine, Pinus banksiana
-n11615812	swamp pine
-n11615967	longleaf pine, pitch pine, southern yellow pine, Georgia pine, Pinus palustris
-n11616260	shortleaf pine, short-leaf pine, shortleaf yellow pine, Pinus echinata
-n11616486	red pine, Canadian red pine, Pinus resinosa
-n11616662	Scotch pine, Scots pine, Scotch fir, Pinus sylvestris
-n11616852	scrub pine, Virginia pine, Jersey pine, Pinus virginiana
-n11617090	Monterey pine, Pinus radiata
-n11617272	bristlecone pine, Rocky Mountain bristlecone pine, Pinus aristata
-n11617631	table-mountain pine, prickly pine, hickory pine, Pinus pungens
-n11617878	knobcone pine, Pinus attenuata
-n11618079	Japanese red pine, Japanese table pine, Pinus densiflora
-n11618290	Japanese black pine, black pine, Pinus thunbergii
-n11618525	Torrey pine, Torrey's pine, soledad pine, grey-leaf pine, sabine pine, Pinus torreyana
-n11618861	larch, larch tree
-n11619227	American larch, tamarack, black larch, Larix laricina
-n11619455	western larch, western tamarack, Oregon larch, Larix occidentalis
-n11619687	subalpine larch, Larix lyallii
-n11619845	European larch, Larix decidua
-n11620016	Siberian larch, Larix siberica, Larix russica
-n11620389	golden larch, Pseudolarix amabilis
-n11620673	fir, fir tree, true fir
-n11621029	silver fir
-n11621281	amabilis fir, white fir, Pacific silver fir, red silver fir, Christmas tree, Abies amabilis
-n11621547	European silver fir, Christmas tree, Abies alba
-n11621727	white fir, Colorado fir, California white fir, Abies concolor, Abies lowiana
-n11621950	balsam fir, balm of Gilead, Canada balsam, Abies balsamea
-n11622184	Fraser fir, Abies fraseri
-n11622368	lowland fir, lowland white fir, giant fir, grand fir, Abies grandis
-n11622591	Alpine fir, subalpine fir, Abies lasiocarpa
-n11622771	Santa Lucia fir, bristlecone fir, Abies bracteata, Abies venusta
-n11623105	cedar, cedar tree, true cedar
-n11623815	cedar of Lebanon, Cedrus libani
-n11623967	deodar, deodar cedar, Himalayan cedar, Cedrus deodara
-n11624192	Atlas cedar, Cedrus atlantica
-n11624531	spruce
-n11625003	Norway spruce, Picea abies
-n11625223	weeping spruce, Brewer's spruce, Picea breweriana
-n11625391	Engelmann spruce, Engelmann's spruce, Picea engelmannii
-n11625632	white spruce, Picea glauca
-n11625804	black spruce, Picea mariana, spruce pine
-n11626010	Siberian spruce, Picea obovata
-n11626152	Sitka spruce, Picea sitchensis
-n11626409	oriental spruce, Picea orientalis
-n11626585	Colorado spruce, Colorado blue spruce, silver spruce, Picea pungens
-n11626826	red spruce, eastern spruce, yellow spruce, Picea rubens
-n11627168	hemlock, hemlock tree
-n11627512	eastern hemlock, Canadian hemlock, spruce pine, Tsuga canadensis
-n11627714	Carolina hemlock, Tsuga caroliniana
-n11627908	mountain hemlock, black hemlock, Tsuga mertensiana
-n11628087	western hemlock, Pacific hemlock, west coast hemlock, Tsuga heterophylla
-n11628456	douglas fir
-n11628793	green douglas fir, douglas spruce, douglas pine, douglas hemlock, Oregon fir, Oregon pine, Pseudotsuga menziesii
-n11629047	big-cone spruce, big-cone douglas fir, Pseudotsuga macrocarpa
-n11629354	Cathaya
-n11630017	cedar, cedar tree
-n11630489	cypress, cypress tree
-n11631159	gowen cypress, Cupressus goveniana
-n11631405	pygmy cypress, Cupressus pigmaea, Cupressus goveniana pigmaea
-n11631619	Santa Cruz cypress, Cupressus abramsiana, Cupressus goveniana abramsiana
-n11631854	Arizona cypress, Cupressus arizonica
-n11631985	Guadalupe cypress, Cupressus guadalupensis
-n11632167	Monterey cypress, Cupressus macrocarpa
-n11632376	Mexican cypress, cedar of Goa, Portuguese cypress, Cupressus lusitanica
-n11632619	Italian cypress, Mediterranean cypress, Cupressus sempervirens
-n11632929	King William pine, Athrotaxis selaginoides
-n11633284	Chilean cedar, Austrocedrus chilensis
-n11634736	incense cedar, red cedar, Calocedrus decurrens, Libocedrus decurrens
-n11635152	southern white cedar, coast white cedar, Atlantic white cedar, white cypress, white cedar, Chamaecyparis thyoides
-n11635433	Oregon cedar, Port Orford cedar, Lawson's cypress, Lawson's cedar, Chamaecyparis lawsoniana
-n11635830	yellow cypress, yellow cedar, Nootka cypress, Alaska cedar, Chamaecyparis nootkatensis
-n11636204	Japanese cedar, Japan cedar, sugi, Cryptomeria japonica
-n11636835	juniper berry
-n11639084	incense cedar
-n11639306	kawaka, Libocedrus plumosa
-n11639445	pahautea, Libocedrus bidwillii, mountain pine
-n11640132	metasequoia, dawn redwood, Metasequoia glyptostrodoides
-n11643835	arborvitae
-n11644046	western red cedar, red cedar, canoe cedar, Thuja plicata
-n11644226	American arborvitae, northern white cedar, white cedar, Thuja occidentalis
-n11644462	Oriental arborvitae, Thuja orientalis, Platycladus orientalis
-n11644872	hiba arborvitae, Thujopsis dolobrata
-n11645163	keteleeria
-n11645590	Wollemi pine
-n11645914	araucaria
-n11646167	monkey puzzle, chile pine, Araucaria araucana
-n11646344	norfolk island pine, Araucaria heterophylla, Araucaria excelsa
-n11646517	new caledonian pine, Araucaria columnaris
-n11646694	bunya bunya, bunya bunya tree, Araucaria bidwillii
-n11646955	hoop pine, Moreton Bay pine, Araucaria cunninghamii
-n11647306	kauri pine, dammar pine
-n11647703	kauri, kaury, Agathis australis
-n11647868	amboina pine, amboyna pine, Agathis dammara, Agathis alba
-n11648039	dundathu pine, queensland kauri, smooth bark kauri, Agathis robusta
-n11648268	red kauri, Agathis lanceolata
-n11648776	plum-yew
-n11649150	California nutmeg, nutmeg-yew, Torreya californica
-n11649359	stinking cedar, stinking yew, Torrey tree, Torreya taxifolia
-n11649878	celery pine
-n11650160	celery top pine, celery-topped pine, Phyllocladus asplenifolius
-n11650307	tanekaha, Phyllocladus trichomanoides
-n11650430	Alpine celery pine, Phyllocladus alpinus
-n11650558	yellowwood, yellowwood tree
-n11650759	gymnospermous yellowwood
-n11652039	podocarp
-n11652217	yacca, yacca podocarp, Podocarpus coriaceus
-n11652376	brown pine, Rockingham podocarp, Podocarpus elatus
-n11652578	cape yellowwood, African yellowwood, Podocarpus elongatus
-n11652753	South-African yellowwood, Podocarpus latifolius
-n11652966	alpine totara, Podocarpus nivalis
-n11653126	totara, Podocarpus totara
-n11653570	common yellowwood, bastard yellowwood, Afrocarpus falcata
-n11653904	kahikatea, New Zealand Dacryberry, New Zealand white pine, Dacrycarpus dacrydioides, Podocarpus dacrydioides
-n11654293	rimu, imou pine, red pine, Dacrydium cupressinum
-n11654438	tarwood, tar-wood, Dacrydium colensoi
-n11654984	common sickle pine, Falcatifolium falciforme
-n11655152	yellow-leaf sickle pine, Falcatifolium taxoides
-n11655592	tarwood, tar-wood, New Zealand mountain pine, Halocarpus bidwilli, Dacrydium bidwilli
-n11655974	westland pine, silver pine, Lagarostrobus colensoi
-n11656123	huon pine, Lagarostrobus franklinii, Dacrydium franklinii
-n11656549	Chilean rimu, Lepidothamnus fonkii
-n11656771	mountain rimu, Lepidothamnus laxifolius, Dacridium laxifolius
-n11657585	nagi, Nageia nagi
-n11658331	miro, black pine, Prumnopitys ferruginea, Podocarpus ferruginea
-n11658544	matai, black pine, Prumnopitys taxifolia, Podocarpus spicata
-n11658709	plum-fruited yew, Prumnopitys andina, Prumnopitys elegans
-n11659248	Prince Albert yew, Prince Albert's yew, Saxe-gothea conspicua
-n11659627	Sundacarpus amara, Prumnopitys amara, Podocarpus amara
-n11660300	Japanese umbrella pine, Sciadopitys verticillata
-n11661372	yew
-n11661909	Old World yew, English yew, Taxus baccata
-n11662128	Pacific yew, California yew, western yew, Taxus brevifolia
-n11662371	Japanese yew, Taxus cuspidata
-n11662585	Florida yew, Taxus floridana
-n11662937	New Caledonian yew, Austrotaxus spicata
-n11663263	white-berry yew, Pseudotaxus chienii
-n11664418	ginkgo, gingko, maidenhair tree, Ginkgo biloba
-n11665372	angiosperm, flowering plant
-n11666854	dicot, dicotyledon, magnoliopsid, exogen
-n11668117	monocot, monocotyledon, liliopsid, endogen
-n11669786	floret, floweret
-n11669921	flower
-n11672269	bloomer
-n11672400	wildflower, wild flower
-n11674019	apetalous flower
-n11674332	inflorescence
-n11675025	rosebud
-n11675404	gynostegium
-n11675738	pollinium
-n11676500	pistil
-n11676743	gynobase
-n11676850	gynophore
-n11677485	stylopodium
-n11677902	carpophore
-n11678010	cornstalk, corn stalk
-n11678299	petiolule
-n11678377	mericarp
-n11679378	micropyle
-n11680457	germ tube
-n11680596	pollen tube
-n11682659	gemma
-n11683216	galbulus
-n11683838	nectary, honey gland
-n11684264	pericarp, seed vessel
-n11684499	epicarp, exocarp
-n11684654	mesocarp
-n11685091	pip
-n11685621	silique, siliqua
-n11686195	cataphyll
-n11686652	perisperm
-n11686780	monocarp, monocarpic plant, monocarpous plant
-n11686912	sporophyte
-n11687071	gametophyte
-n11687432	megasporangium, macrosporangium
-n11687789	microspore
-n11687964	microsporangium
-n11688069	microsporophyll
-n11688378	archespore, archesporium
-n11689197	bonduc nut, nicker nut, nicker seed
-n11689367	Job's tears
-n11689483	oilseed, oil-rich seed
-n11689678	castor bean
-n11689815	cottonseed
-n11689957	candlenut
-n11690088	peach pit
-n11690254	hypanthium, floral cup, calyx tube
-n11690455	petal, flower petal
-n11691046	corolla
-n11691857	lip
-n11692265	perianth, chlamys, floral envelope, perigone, perigonium
-n11692792	thistledown
-n11693981	custard apple, custard apple tree
-n11694300	cherimoya, cherimoya tree, Annona cherimola
-n11694469	ilama, ilama tree, Annona diversifolia
-n11694664	soursop, prickly custard apple, soursop tree, Annona muricata
-n11694866	bullock's heart, bullock's heart tree, bullock heart, Annona reticulata
-n11695085	sweetsop, sweetsop tree, Annona squamosa
-n11695285	pond apple, pond-apple tree, Annona glabra
-n11695599	pawpaw, papaw, papaw tree, Asimina triloba
-n11695974	ilang-ilang, ylang-ylang, Cananga odorata
-n11696450	lancewood, lancewood tree, Oxandra lanceolata
-n11696935	Guinea pepper, negro pepper, Xylopia aethiopica
-n11697560	barberry
-n11697802	American barberry, Berberis canadensis
-n11698042	common barberry, European barberry, Berberis vulgaris
-n11698245	Japanese barberry, Berberis thunbergii
-n11699442	Oregon grape, Oregon holly grape, hollygrape, mountain grape, holly-leaves barberry, Mahonia aquifolium
-n11699751	Oregon grape, Mahonia nervosa
-n11700058	mayapple, May apple, wild mandrake, Podophyllum peltatum
-n11700279	May apple
-n11700864	allspice
-n11701066	Carolina allspice, strawberry shrub, strawberry bush, sweet shrub, Calycanthus floridus
-n11701302	spicebush, California allspice, Calycanthus occidentalis
-n11702713	katsura tree, Cercidiphyllum japonicum
-n11703669	laurel
-n11704093	true laurel, bay, bay laurel, bay tree, Laurus nobilis
-n11704620	camphor tree, Cinnamomum camphora
-n11704791	cinnamon, Ceylon cinnamon, Ceylon cinnamon tree, Cinnamomum zeylanicum
-n11705171	cassia, cassia-bark tree, Cinnamomum cassia
-n11705387	cassia bark, Chinese cinnamon
-n11705573	Saigon cinnamon, Cinnamomum loureirii
-n11705776	cinnamon bark
-n11706325	spicebush, spice bush, American spicebush, Benjamin bush, Lindera benzoin, Benzoin odoriferum
-n11706761	avocado, avocado tree, Persea Americana
-n11706942	laurel-tree, red bay, Persea borbonia
-n11707229	sassafras, sassafras tree, Sassafras albidum
-n11707827	California laurel, California bay tree, Oregon myrtle, pepperwood, spice tree, sassafras laurel, California olive, mountain laurel, Umbellularia californica
-n11708658	anise tree
-n11708857	purple anise, Illicium floridanum
-n11709045	star anise, Illicium anisatum
-n11709205	star anise, Chinese anise, Illicium verum
-n11709674	magnolia
-n11710136	southern magnolia, evergreen magnolia, large-flowering magnolia, bull bay, Magnolia grandiflora
-n11710393	umbrella tree, umbrella magnolia, elkwood, elk-wood, Magnolia tripetala
-n11710658	earleaved umbrella tree, Magnolia fraseri
-n11710827	cucumber tree, Magnolia acuminata
-n11710987	large-leaved magnolia, large-leaved cucumber tree, great-leaved macrophylla, Magnolia macrophylla
-n11711289	saucer magnolia, Chinese magnolia, Magnolia soulangiana
-n11711537	star magnolia, Magnolia stellata
-n11711764	sweet bay, swamp bay, swamp laurel, Magnolia virginiana
-n11711971	manglietia, genus Manglietia
-n11712282	tulip tree, tulip poplar, yellow poplar, canary whitewood, Liriodendron tulipifera
-n11713164	moonseed
-n11713370	common moonseed, Canada moonseed, yellow parilla, Menispermum canadense
-n11713763	Carolina moonseed, Cocculus carolinus
-n11714382	nutmeg, nutmeg tree, Myristica fragrans
-n11715430	water nymph, fragrant water lily, pond lily, Nymphaea odorata
-n11715678	European white lily, Nymphaea alba
-n11716698	southern spatterdock, Nuphar sagittifolium
-n11717399	lotus, Indian lotus, sacred lotus, Nelumbo nucifera
-n11717577	water chinquapin, American lotus, yanquapin, Nelumbo lutea
-n11718296	water-shield, fanwort, Cabomba caroliniana
-n11718681	water-shield, Brasenia schreberi, water-target
-n11719286	peony, paeony
-n11720353	buttercup, butterflower, butter-flower, crowfoot, goldcup, kingcup
-n11720643	meadow buttercup, tall buttercup, tall crowfoot, tall field buttercup, Ranunculus acris
-n11720891	water crowfoot, water buttercup, Ranunculus aquatilis
-n11721337	lesser celandine, pilewort, Ranunculus ficaria
-n11721642	lesser spearwort, Ranunculus flammula
-n11722036	greater spearwort, Ranunculus lingua
-n11722342	western buttercup, Ranunculus occidentalis
-n11722466	creeping buttercup, creeping crowfoot, Ranunculus repens
-n11722621	cursed crowfoot, celery-leaved buttercup, Ranunculus sceleratus
-n11722982	aconite
-n11723227	monkshood, helmetflower, helmet flower, Aconitum napellus
-n11723452	wolfsbane, wolfbane, wolf's bane, Aconitum lycoctonum
-n11723770	baneberry, cohosh, herb Christopher
-n11723986	baneberry
-n11724109	red baneberry, redberry, red-berry, snakeberry, Actaea rubra
-n11724660	pheasant's-eye, Adonis annua
-n11725015	anemone, windflower
-n11725311	Alpine anemone, mountain anemone, Anemone tetonensis
-n11725480	Canada anemone, Anemone Canadensis
-n11725623	thimbleweed, Anemone cylindrica
-n11725821	wood anemone, Anemone nemorosa
-n11725973	wood anemone, snowdrop, Anemone quinquefolia
-n11726145	longheaded thimbleweed, Anemone riparia
-n11726269	snowdrop anemone, snowdrop windflower, Anemone sylvestris
-n11726433	Virginia thimbleweed, Anemone virginiana
-n11726707	rue anemone, Anemonella thalictroides
-n11727091	columbine, aquilegia, aquilege
-n11727358	meeting house, honeysuckle, Aquilegia canadensis
-n11727540	blue columbine, Aquilegia caerulea, Aquilegia scopulorum calcarea
-n11727738	granny's bonnets, Aquilegia vulgaris
-n11728099	marsh marigold, kingcup, meadow bright, May blob, cowslip, water dragon, Caltha palustris
-n11728769	American bugbane, summer cohosh, Cimicifuga americana
-n11728945	black cohosh, black snakeroot, rattle-top, Cimicifuga racemosa
-n11729142	fetid bugbane, foetid bugbane, Cimicifuga foetida
-n11729478	clematis
-n11729860	pine hyacinth, Clematis baldwinii, Viorna baldwinii
-n11730015	blue jasmine, blue jessamine, curly clematis, marsh clematis, Clematis crispa
-n11730458	golden clematis, Clematis tangutica
-n11730602	scarlet clematis, Clematis texensis
-n11730750	leather flower, Clematis versicolor
-n11730933	leather flower, vase-fine, vase vine, Clematis viorna
-n11731157	virgin's bower, old man's beard, devil's darning needle, Clematis virginiana
-n11731659	purple clematis, purple virgin's bower, mountain clematis, Clematis verticillaris
-n11732052	goldthread, golden thread, Coptis groenlandica, Coptis trifolia groenlandica
-n11732567	rocket larkspur, Consolida ambigua, Delphinium ajacis
-n11733054	delphinium
-n11733312	larkspur
-n11733548	winter aconite, Eranthis hyemalis
-n11734493	lenten rose, black hellebore, Helleborus orientalis
-n11734698	green hellebore, Helleborus viridis
-n11735053	hepatica, liverleaf
-n11735570	goldenseal, golden seal, yellow root, turmeric root, Hydrastis Canadensis
-n11735977	false rue anemone, false rue, Isopyrum biternatum
-n11736362	giant buttercup, Laccopetalum giganteum
-n11736694	nigella
-n11736851	love-in-a-mist, Nigella damascena
-n11737009	fennel flower, Nigella hispanica
-n11737125	black caraway, nutmeg flower, Roman coriander, Nigella sativa
-n11737534	pasqueflower, pasque flower
-n11738547	meadow rue
-n11738997	false bugbane, Trautvetteria carolinensis
-n11739365	globeflower, globe flower
-n11739978	winter's bark, winter's bark tree, Drimys winteri
-n11740414	pepper shrub, Pseudowintera colorata, Wintera colorata
-n11741175	sweet gale, Scotch gale, Myrica gale
-n11741350	wax myrtle
-n11741575	bay myrtle, puckerbush, Myrica cerifera
-n11741797	bayberry, candleberry, swamp candleberry, waxberry, Myrica pensylvanica
-n11742310	sweet fern, Comptonia peregrina, Comptonia asplenifolia
-n11742878	corkwood, corkwood tree, Leitneria floridana
-n11744011	jointed rush, Juncus articulatus
-n11744108	toad rush, Juncus bufonius
-n11744471	slender rush, Juncus tenuis
-n11745817	zebrawood, zebrawood tree
-n11746600	Connarus guianensis
-n11747468	legume, leguminous plant
-n11748002	legume
-n11748811	peanut
-n11749112	granadilla tree, granadillo, Brya ebenus
-n11749603	arariba, Centrolobium robustum
-n11750173	tonka bean, coumara nut
-n11750508	courbaril, Hymenaea courbaril
-n11750989	melilotus, melilot, sweet clover
-n11751765	darling pea, poison bush
-n11751974	smooth darling pea, Swainsona galegifolia
-n11752578	clover, trefoil
-n11752798	alpine clover, Trifolium alpinum
-n11752937	hop clover, shamrock, lesser yellow trefoil, Trifolium dubium
-n11753143	crimson clover, Italian clover, Trifolium incarnatum
-n11753355	red clover, purple clover, Trifolium pratense
-n11753562	buffalo clover, Trifolium reflexum, Trifolium stoloniferum
-n11753700	white clover, dutch clover, shamrock, Trifolium repens
-n11754893	mimosa
-n11756092	acacia
-n11756329	shittah, shittah tree
-n11756669	wattle
-n11756870	black wattle, Acacia auriculiformis
-n11757017	gidgee, stinking wattle, Acacia cambegei
-n11757190	catechu, Jerusalem thorn, Acacia catechu
-n11757653	silver wattle, mimosa, Acacia dealbata
-n11757851	huisache, cassie, mimosa bush, sweet wattle, sweet acacia, scented wattle, flame tree, Acacia farnesiana
-n11758122	lightwood, Acacia melanoxylon
-n11758276	golden wattle, Acacia pycnantha
-n11758483	fever tree, Acacia xanthophloea
-n11758799	coralwood, coral-wood, red sandalwood, Barbados pride, peacock flower fence, Adenanthera pavonina
-n11759224	albizzia, albizia
-n11759404	silk tree, Albizia julibrissin, Albizzia julibrissin
-n11759609	siris, siris tree, Albizia lebbeck, Albizzia lebbeck
-n11759853	rain tree, saman, monkeypod, monkey pod, zaman, zamang, Albizia saman
-n11760785	calliandra
-n11761202	conacaste, elephant's ear, Enterolobium cyclocarpa
-n11761650	inga
-n11761836	ice-cream bean, Inga edulis
-n11762018	guama, Inga laurina
-n11762433	lead tree, white popinac, Leucaena glauca, Leucaena leucocephala
-n11762927	wild tamarind, Lysiloma latisiliqua, Lysiloma bahamensis
-n11763142	sabicu, Lysiloma sabicu
-n11763625	nitta tree
-n11763874	Parkia javanica
-n11764478	manila tamarind, camachile, huamachil, wild tamarind, Pithecellobium dulce
-n11764814	cat's-claw, catclaw, black bead, Pithecellodium unguis-cati
-n11765568	honey mesquite, Western honey mesquite, Prosopis glandulosa
-n11766046	algarroba, algarrobilla, algarobilla
-n11766189	screw bean, screwbean, tornillo, screwbean mesquite, Prosopis pubescens
-n11766432	screw bean
-n11767354	dogbane
-n11767877	Indian hemp, rheumatism weed, Apocynum cannabinum
-n11768816	bushman's poison, ordeal tree, Acocanthera oppositifolia, Acocanthera venenata
-n11769176	impala lily, mock azalia, desert rose, kudu lily, Adenium obesum, Adenium multiflorum
-n11769621	allamanda
-n11769803	common allamanda, golden trumpet, Allamanda cathartica
-n11770256	dita, dita bark, devil tree, Alstonia scholaris
-n11771147	Nepal trumpet flower, Easter lily vine, Beaumontia grandiflora
-n11771539	carissa
-n11771746	hedge thorn, natal plum, Carissa bispinosa
-n11771924	natal plum, amatungulu, Carissa macrocarpa, Carissa grandiflora
-n11772408	periwinkle, rose periwinkle, Madagascar periwinkle, old maid, Cape periwinkle, red periwinkle, cayenne jasmine, Catharanthus roseus, Vinca rosea
-n11772879	ivory tree, conessi, kurchi, kurchee, Holarrhena pubescens, Holarrhena antidysenterica
-n11773408	white dipladenia, Mandevilla boliviensis, Dipladenia boliviensis
-n11773628	Chilean jasmine, Mandevilla laxa
-n11773987	oleander, rose bay, Nerium oleander
-n11774513	frangipani, frangipanni
-n11774972	West Indian jasmine, pagoda tree, Plumeria alba
-n11775340	rauwolfia, rauvolfia
-n11775626	snakewood, Rauwolfia serpentina
-n11776234	Strophanthus kombe
-n11777080	yellow oleander, Thevetia peruviana, Thevetia neriifolia
-n11778092	myrtle, Vinca minor
-n11778257	large periwinkle, Vinca major
-n11779300	arum, aroid
-n11780148	cuckoopint, lords-and-ladies, jack-in-the-pulpit, Arum maculatum
-n11780424	black calla, Arum palaestinum
-n11781176	calamus
-n11782036	alocasia, elephant's ear, elephant ear
-n11782266	giant taro, Alocasia macrorrhiza
-n11782761	amorphophallus
-n11782878	pungapung, telingo potato, elephant yam, Amorphophallus paeonifolius, Amorphophallus campanulatus
-n11783162	devil's tongue, snake palm, umbrella arum, Amorphophallus rivieri
-n11783920	anthurium, tailflower, tail-flower
-n11784126	flamingo flower, flamingo plant, Anthurium andraeanum, Anthurium scherzerianum
-n11784497	jack-in-the-pulpit, Indian turnip, wake-robin, Arisaema triphyllum, Arisaema atrorubens
-n11785276	friar's-cowl, Arisarum vulgare
-n11785668	caladium
-n11785875	Caladium bicolor
-n11786131	wild calla, water arum, Calla palustris
-n11786539	taro, taro plant, dalo, dasheen, Colocasia esculenta
-n11786843	taro, cocoyam, dasheen, eddo
-n11787190	cryptocoryne, water trumpet
-n11788039	dracontium
-n11788727	golden pothos, pothos, ivy arum, Epipremnum aureum, Scindapsus aureus
-n11789066	skunk cabbage, Lysichiton americanum
-n11789438	monstera
-n11789589	ceriman, Monstera deliciosa
-n11789962	nephthytis
-n11790089	Nephthytis afzelii
-n11790788	arrow arum
-n11790936	green arrow arum, tuckahoe, Peltandra virginica
-n11791341	philodendron
-n11791569	pistia, water lettuce, water cabbage, Pistia stratiotes, Pistia stratoites
-n11792029	pothos
-n11792341	spathiphyllum, peace lily, spathe flower
-n11792742	skunk cabbage, polecat weed, foetid pothos, Symplocarpus foetidus
-n11793403	yautia, tannia, spoonflower, malanga, Xanthosoma sagittifolium, Xanthosoma atrovirens
-n11793779	calla lily, calla, arum lily, Zantedeschia aethiopica
-n11794024	pink calla, Zantedeschia rehmanii
-n11794139	golden calla
-n11794519	duckweed
-n11795049	common duckweed, lesser duckweed, Lemna minor
-n11795216	star-duckweed, Lemna trisulca
-n11795580	great duckweed, water flaxseed, Spirodela polyrrhiza
-n11796005	watermeal
-n11796188	common wolffia, Wolffia columbiana
-n11797321	aralia
-n11797508	American angelica tree, devil's walking stick, Hercules'-club, Aralia spinosa
-n11797981	American spikenard, petty morel, life-of-man, Aralia racemosa
-n11798270	bristly sarsaparilla, bristly sarsparilla, dwarf elder, Aralia hispida
-n11798496	Japanese angelica tree, Aralia elata
-n11798688	Chinese angelica, Chinese angelica tree, Aralia stipulata
-n11798978	ivy, common ivy, English ivy, Hedera helix
-n11799331	puka, Meryta sinclairii
-n11799732	ginseng, nin-sin, Panax ginseng, Panax schinseng, Panax pseudoginseng
-n11800236	ginseng
-n11800565	umbrella tree, Schefflera actinophylla, Brassaia actinophylla
-n11801392	birthwort, Aristolochia clematitis
-n11801665	Dutchman's-pipe, pipe vine, Aristolochia macrophylla, Aristolochia durior
-n11801891	Virginia snakeroot, Virginia serpentaria, Virginia serpentary, Aristolochia serpentaria
-n11802410	Canada ginger, black snakeroot, Asarum canadense
-n11802586	heartleaf, heart-leaf, Asarum virginicum
-n11802800	heartleaf, heart-leaf, Asarum shuttleworthii
-n11802995	asarabacca, Asarum europaeum
-n11805255	caryophyllaceous plant
-n11805544	corn cockle, corn campion, crown-of-the-field, Agrostemma githago
-n11805956	sandwort
-n11806219	mountain sandwort, mountain starwort, mountain daisy, Arenaria groenlandica
-n11806369	pine-barren sandwort, longroot, Arenaria caroliniana
-n11806521	seabeach sandwort, Arenaria peploides
-n11806679	rock sandwort, Arenaria stricta
-n11806814	thyme-leaved sandwort, Arenaria serpyllifolia
-n11807108	mouse-ear chickweed, mouse eared chickweed, mouse ear, clammy chickweed, chickweed
-n11807525	snow-in-summer, love-in-a-mist, Cerastium tomentosum
-n11807696	Alpine mouse-ear, Arctic mouse-ear, Cerastium alpinum
-n11807979	pink, garden pink
-n11808299	sweet William, Dianthus barbatus
-n11808468	carnation, clove pink, gillyflower, Dianthus caryophyllus
-n11808721	china pink, rainbow pink, Dianthus chinensis
-n11808932	Japanese pink, Dianthus chinensis heddewigii
-n11809094	maiden pink, Dianthus deltoides
-n11809271	cheddar pink, Diangus gratianopolitanus
-n11809437	button pink, Dianthus latifolius
-n11809594	cottage pink, grass pink, Dianthus plumarius
-n11809754	fringed pink, Dianthus supurbus
-n11810030	drypis
-n11810358	baby's breath, babies'-breath, Gypsophila paniculata
-n11811059	coral necklace, Illecebrum verticullatum
-n11811473	lychnis, catchfly
-n11811706	ragged robin, cuckoo flower, Lychnis flos-cuculi, Lychins floscuculi
-n11811921	scarlet lychnis, maltese cross, Lychins chalcedonica
-n11812094	mullein pink, rose campion, gardener's delight, dusty miller, Lychnis coronaria
-n11812910	sandwort, Moehringia lateriflora
-n11813077	sandwort, Moehringia mucosa
-n11814584	soapwort, hedge pink, bouncing Bet, bouncing Bess, Saponaria officinalis
-n11814996	knawel, knawe, Scleranthus annuus
-n11815491	silene, campion, catchfly
-n11815721	moss campion, Silene acaulis
-n11815918	wild pink, Silene caroliniana
-n11816121	red campion, red bird's eye, Silene dioica, Lychnis dioica
-n11816336	white campion, evening lychnis, white cockle, bladder campion, Silene latifolia, Lychnis alba
-n11816649	fire pink, Silene virginica
-n11816829	bladder campion, Silene uniflora, Silene vulgaris
-n11817160	corn spurry, corn spurrey, Spergula arvensis
-n11817501	sand spurry, sea spurry, Spergularia rubra
-n11817914	chickweed
-n11818069	common chickweed, Stellaria media
-n11818636	cowherb, cow cockle, Vaccaria hispanica, Vaccaria pyramidata, Saponaria vaccaria
-n11819509	Hottentot fig, Hottentot's fig, sour fig, Carpobrotus edulis, Mesembryanthemum edule
-n11819912	livingstone daisy, Dorotheanthus bellidiformis
-n11820965	fig marigold, pebble plant
-n11821184	ice plant, icicle plant, Mesembryanthemum crystallinum
-n11822300	New Zealand spinach, Tetragonia tetragonioides, Tetragonia expansa
-n11823043	amaranth
-n11823305	amaranth
-n11823436	tumbleweed, Amaranthus albus, Amaranthus graecizans
-n11823756	prince's-feather, gentleman's-cane, prince's-plume, red amaranth, purple amaranth, Amaranthus cruentus, Amaranthus hybridus hypochondriacus, Amaranthus hybridus erythrostachys
-n11824146	pigweed, Amaranthus hypochondriacus
-n11824344	thorny amaranth, Amaranthus spinosus
-n11824747	alligator weed, alligator grass, Alternanthera philoxeroides
-n11825351	cockscomb, common cockscomb, Celosia cristata, Celosia argentea cristata
-n11825749	cottonweed
-n11826198	globe amaranth, bachelor's button, Gomphrena globosa
-n11826569	bloodleaf
-n11827541	saltwort, Batis maritima
-n11828577	lamb's-quarters, pigweed, wild spinach, Chenopodium album
-n11828973	good-king-henry, allgood, fat hen, wild spinach, Chenopodium bonus-henricus
-n11829205	Jerusalem oak, feather geranium, Mexican tea, Chenopodium botrys, Atriplex mexicana
-n11829672	oak-leaved goosefoot, oakleaf goosefoot, Chenopodium glaucum
-n11829922	sowbane, red goosefoot, Chenopodium hybridum
-n11830045	nettle-leaved goosefoot, nettleleaf goosefoot, Chenopodium murale
-n11830252	red goosefoot, French spinach, Chenopodium rubrum
-n11830400	stinking goosefoot, Chenopodium vulvaria
-n11830714	orach, orache
-n11830906	saltbush
-n11831100	garden orache, mountain spinach, Atriplex hortensis
-n11831297	desert holly, Atriplex hymenelytra
-n11831521	quail bush, quail brush, white thistle, Atriplex lentiformis
-n11832214	beet, common beet, Beta vulgaris
-n11832480	beetroot, Beta vulgaris rubra
-n11832671	chard, Swiss chard, spinach beet, leaf beet, chard plant, Beta vulgaris cicla
-n11832899	mangel-wurzel, mangold-wurzel, mangold, Beta vulgaris vulgaris
-n11833373	winged pigweed, tumbleweed, Cycloloma atriplicifolium
-n11833749	halogeton, Halogeton glomeratus
-n11834272	glasswort, samphire, Salicornia europaea
-n11834654	saltwort, barilla, glasswort, kali, kelpwort, Salsola kali, Salsola soda
-n11834890	Russian thistle, Russian tumbleweed, Russian cactus, tumbleweed, Salsola kali tenuifolia
-n11835251	greasewood, black greasewood, Sarcobatus vermiculatus
-n11836327	scarlet musk flower, Nyctaginia capitata
-n11836722	sand verbena
-n11837204	sweet sand verbena, Abronia fragrans
-n11837351	yellow sand verbena, Abronia latifolia
-n11837562	beach pancake, Abronia maritima
-n11837743	beach sand verbena, pink sand verbena, Abronia umbellata
-n11837970	desert sand verbena, Abronia villosa
-n11838413	trailing four o'clock, trailing windmills, Allionia incarnata
-n11838916	bougainvillea
-n11839460	umbrellawort
-n11839568	four o'clock
-n11839823	common four-o'clock, marvel-of-Peru, Mirabilis jalapa, Mirabilis uniflora
-n11840067	California four o'clock, Mirabilis laevis, Mirabilis californica
-n11840246	sweet four o'clock, maravilla, Mirabilis longiflora
-n11840476	desert four o'clock, Colorado four o'clock, maravilla, Mirabilis multiflora
-n11840764	mountain four o'clock, Mirabilis oblongifolia
-n11841247	cockspur, Pisonia aculeata
-n11843441	rattail cactus, rat's-tail cactus, Aporocactus flagelliformis
-n11844371	saguaro, sahuaro, Carnegiea gigantea
-n11844892	night-blooming cereus
-n11845557	echinocactus, barrel cactus
-n11845793	hedgehog cactus
-n11845913	golden barrel cactus, Echinocactus grusonii
-n11846312	hedgehog cereus
-n11846425	rainbow cactus
-n11846765	epiphyllum, orchid cactus
-n11847169	barrel cactus
-n11848479	night-blooming cereus
-n11848867	chichipe, Lemaireocereus chichipe
-n11849271	mescal, mezcal, peyote, Lophophora williamsii
-n11849467	mescal button, sacred mushroom, magic mushroom
-n11849871	mammillaria
-n11849983	feather ball, Mammillaria plumosa
-n11850521	garambulla, garambulla cactus, Myrtillocactus geometrizans
-n11850918	Knowlton's cactus, Pediocactus knowltonii
-n11851258	nopal
-n11851578	prickly pear, prickly pear cactus
-n11851839	cholla, Opuntia cholla
-n11852028	nopal, Opuntia lindheimeri
-n11852148	tuna, Opuntia tuna
-n11852531	Barbados gooseberry, Barbados-gooseberry vine, Pereskia aculeata
-n11853079	mistletoe cactus
-n11853356	Christmas cactus, Schlumbergera buckleyi, Schlumbergera baridgesii
-n11853813	night-blooming cereus
-n11854479	crab cactus, Thanksgiving cactus, Zygocactus truncatus, Schlumbergera truncatus
-n11855274	pokeweed
-n11855435	Indian poke, Phytolacca acinosa
-n11855553	poke, pigeon berry, garget, scoke, Phytolacca americana
-n11855842	ombu, bella sombra, Phytolacca dioica
-n11856573	bloodberry, blood berry, rougeberry, rouge plant, Rivina humilis
-n11857696	portulaca
-n11857875	rose moss, sun plant, Portulaca grandiflora
-n11858077	common purslane, pussley, pussly, verdolagas, Portulaca oleracea
-n11858703	rock purslane
-n11858814	red maids, redmaids, Calandrinia ciliata
-n11859275	Carolina spring beauty, Claytonia caroliniana
-n11859472	spring beauty, Clatonia lanceolata
-n11859737	Virginia spring beauty, Claytonia virginica
-n11860208	siskiyou lewisia, Lewisia cotyledon
-n11860555	bitterroot, Lewisia rediviva
-n11861238	broad-leaved montia, Montia cordifolia
-n11861487	blinks, blinking chickweed, water chickweed, Montia lamprosperma
-n11861641	toad lily, Montia chamissoi
-n11861853	winter purslane, miner's lettuce, Cuban spinach, Montia perfoliata
-n11862835	flame flower, flame-flower, flameflower, Talinum aurantiacum
-n11863467	pigmy talinum, Talinum brevifolium
-n11863877	jewels-of-opar, Talinum paniculatum
-n11865071	caper
-n11865276	native pomegranate, Capparis arborea
-n11865429	caper tree, Jamaica caper tree, Capparis cynophallophora
-n11865574	caper tree, bay-leaved caper, Capparis flexuosa
-n11865874	common caper, Capparis spinosa
-n11866248	spiderflower, cleome
-n11866706	Rocky Mountain bee plant, stinking clover, Cleome serrulata
-n11867311	clammyweed, Polanisia graveolens, Polanisia dodecandra
-n11868814	crucifer, cruciferous plant
-n11869351	cress, cress plant
-n11869689	watercress
-n11870044	stonecress, stone cress
-n11870418	garlic mustard, hedge garlic, sauce-alone, jack-by-the-hedge, Alliaria officinalis
-n11870747	alyssum, madwort
-n11871059	rose of Jericho, resurrection plant, Anastatica hierochuntica
-n11871496	Arabidopsis thaliana, mouse-ear cress
-n11871748	Arabidopsis lyrata
-n11872146	rock cress, rockcress
-n11872324	sicklepod, Arabis Canadensis
-n11872658	tower mustard, tower cress, Turritis glabra, Arabis glabra
-n11873182	horseradish, horseradish root
-n11873612	winter cress, St. Barbara's herb, scurvy grass
-n11874081	yellow rocket, rockcress, rocket cress, Barbarea vulgaris, Sisymbrium barbarea
-n11874423	hoary alison, hoary alyssum, Berteroa incana
-n11874878	buckler mustard, Biscutalla laevigata
-n11875523	wild cabbage, Brassica oleracea
-n11875691	cabbage, cultivated cabbage, Brassica oleracea
-n11875938	head cabbage, head cabbage plant, Brassica oleracea capitata
-n11876204	savoy cabbage
-n11876432	brussels sprout, Brassica oleracea gemmifera
-n11876634	cauliflower, Brassica oleracea botrytis
-n11876803	broccoli, Brassica oleracea italica
-n11877193	collard
-n11877283	kohlrabi, Brassica oleracea gongylodes
-n11877473	turnip plant
-n11877646	turnip, white turnip, Brassica rapa
-n11877860	rutabaga, turnip cabbage, swede, Swedish turnip, rutabaga plant, Brassica napus napobrassica
-n11878101	broccoli raab, broccoli rabe, Brassica rapa ruvo
-n11878283	mustard
-n11878633	chinese mustard, indian mustard, leaf mustard, gai choi, Brassica juncea
-n11879054	bok choy, bok choi, pakchoi, pak choi, Chinese white cabbage, Brassica rapa chinensis
-n11879722	rape, colza, Brassica napus
-n11879895	rapeseed
-n11881189	shepherd's purse, shepherd's pouch, Capsella bursa-pastoris
-n11882074	lady's smock, cuckooflower, cuckoo flower, meadow cress, Cardamine pratensis
-n11882237	coral-root bittercress, coralroot, coralwort, Cardamine bulbifera, Dentaria bulbifera
-n11882426	crinkleroot, crinkle-root, crinkle root, pepper root, toothwort, Cardamine diphylla, Dentaria diphylla
-n11882636	American watercress, mountain watercress, Cardamine rotundifolia
-n11882821	spring cress, Cardamine bulbosa
-n11882972	purple cress, Cardamine douglasii
-n11883328	wallflower, Cheiranthus cheiri, Erysimum cheiri
-n11883628	prairie rocket
-n11883945	scurvy grass, common scurvy grass, Cochlearia officinalis
-n11884384	sea kale, sea cole, Crambe maritima
-n11884967	tansy mustard, Descurainia pinnata
-n11885856	draba
-n11887119	wallflower
-n11887310	prairie rocket
-n11887476	Siberian wall flower, Erysimum allionii, Cheiranthus allionii
-n11887750	western wall flower, Erysimum asperum, Cheiranthus asperus, Erysimum arkansanum
-n11888061	wormseed mustard, Erysimum cheiranthoides
-n11888424	heliophila
-n11888800	damask violet, Dame's violet, sweet rocket, Hesperis matronalis
-n11889205	tansy-leaved rocket, Hugueninia tanacetifolia, Sisymbrium tanacetifolia
-n11889619	candytuft
-n11890022	woad
-n11890150	dyer's woad, Isatis tinctoria
-n11890884	bladderpod
-n11891175	sweet alyssum, sweet alison, Lobularia maritima
-n11892029	Malcolm stock, stock
-n11892181	Virginian stock, Virginia stock, Malcolmia maritima
-n11892637	stock, gillyflower
-n11892817	brompton stock, Matthiola incana
-n11893640	bladderpod
-n11893916	chamois cress, Pritzelago alpina, Lepidium alpina
-n11894327	radish plant, radish
-n11894558	jointed charlock, wild radish, wild rape, runch, Raphanus raphanistrum
-n11894770	radish, Raphanus sativus
-n11895092	radish, daikon, Japanese radish, Raphanus sativus longipinnatus
-n11895472	marsh cress, yellow watercress, Rorippa islandica
-n11895714	great yellowcress, Rorippa amphibia, Nasturtium amphibium
-n11896141	schizopetalon, Schizopetalon walkeri
-n11896722	field mustard, wild mustard, charlock, chadlock, Brassica kaber, Sinapis arvensis
-n11897116	hedge mustard, Sisymbrium officinale
-n11897466	desert plume, prince's-plume, Stanleya pinnata, Cleome pinnata
-n11898639	pennycress
-n11898775	field pennycress, French weed, fanweed, penny grass, stinkweed, mithridate mustard, Thlaspi arvense
-n11899223	fringepod, lacepod
-n11899762	bladderpod
-n11899921	wasabi
-n11900569	poppy
-n11901294	Iceland poppy, Papaver alpinum
-n11901452	western poppy, Papaver californicum
-n11901597	prickly poppy, Papaver argemone
-n11901759	Iceland poppy, arctic poppy, Papaver nudicaule
-n11901977	oriental poppy, Papaver orientale
-n11902200	corn poppy, field poppy, Flanders poppy, Papaver rhoeas
-n11902389	opium poppy, Papaver somniferum
-n11902709	prickly poppy, argemone, white thistle, devil's fig
-n11902982	Mexican poppy, Argemone mexicana
-n11903333	bocconia, tree celandine, Bocconia frutescens
-n11903671	celandine, greater celandine, swallowwort, swallow wort, Chelidonium majus
-n11904109	corydalis
-n11904274	climbing corydalis, Corydalis claviculata, Fumaria claviculata
-n11905392	California poppy, Eschscholtzia californica
-n11905749	horn poppy, horned poppy, yellow horned poppy, sea poppy, Glaucium flavum
-n11906127	golden cup, Mexican tulip poppy, Hunnemania fumariifolia
-n11906514	plume poppy, bocconia, Macleaya cordata
-n11906917	blue poppy, Meconopsis betonicifolia
-n11907100	Welsh poppy, Meconopsis cambrica
-n11907405	creamcups, Platystemon californicus
-n11907689	matilija poppy, California tree poppy, Romneya coulteri
-n11908549	wind poppy, flaming poppy, Stylomecon heterophyllum, Papaver heterophyllum
-n11908846	celandine poppy, wood poppy, Stylophorum diphyllum
-n11909864	climbing fumitory, Allegheny vine, Adlumia fungosa, Fumaria fungosa
-n11910271	bleeding heart, lyreflower, lyre-flower, Dicentra spectabilis
-n11910460	Dutchman's breeches, Dicentra cucullaria
-n11910666	squirrel corn, Dicentra canadensis
-n11915214	composite, composite plant
-n11915658	compass plant, compass flower
-n11915899	everlasting, everlasting flower
-n11916467	achillea
-n11916696	yarrow, milfoil, Achillea millefolium
-n11917407	pink-and-white everlasting, pink paper daisy, Acroclinium roseum
-n11917835	white snakeroot, white sanicle, Ageratina altissima, Eupatorium rugosum
-n11918286	ageratum
-n11918473	common ageratum, Ageratum houstonianum
-n11918808	sweet sultan, Amberboa moschata, Centaurea moschata
-n11919447	ragweed, ambrosia, bitterweed
-n11919761	common ragweed, Ambrosia artemisiifolia
-n11919975	great ragweed, Ambrosia trifida
-n11920133	western ragweed, perennial ragweed, Ambrosia psilostachya
-n11920498	ammobium
-n11920663	winged everlasting, Ammobium alatum
-n11920998	pellitory, pellitory-of-Spain, Anacyclus pyrethrum
-n11921395	pearly everlasting, cottonweed, Anaphalis margaritacea
-n11921792	andryala
-n11922661	plantain-leaved pussytoes
-n11922755	field pussytoes
-n11922839	solitary pussytoes
-n11922926	mountain everlasting
-n11923174	mayweed, dog fennel, stinking mayweed, stinking chamomile, Anthemis cotula
-n11923397	yellow chamomile, golden marguerite, dyers' chamomile, Anthemis tinctoria
-n11923637	corn chamomile, field chamomile, corn mayweed, Anthemis arvensis
-n11924014	woolly daisy, dwarf daisy, Antheropeas wallacei, Eriophyllum wallacei
-n11924445	burdock, clotbur
-n11924849	great burdock, greater burdock, cocklebur, Arctium lappa
-n11925303	African daisy
-n11925450	blue-eyed African daisy, Arctotis stoechadifolia, Arctotis venusta
-n11925898	marguerite, marguerite daisy, Paris daisy, Chrysanthemum frutescens, Argyranthemum frutescens
-n11926365	silversword, Argyroxiphium sandwicense
-n11926833	arnica
-n11926976	heartleaf arnica, Arnica cordifolia
-n11927215	Arnica montana
-n11927740	lamb succory, dwarf nipplewort, Arnoseris minima
-n11928352	artemisia
-n11928858	mugwort
-n11929743	sweet wormwood, Artemisia annua
-n11930038	field wormwood, Artemisia campestris
-n11930203	tarragon, estragon, Artemisia dracunculus
-n11930353	sand sage, silvery wormwood, Artemisia filifolia
-n11930571	wormwood sage, prairie sagewort, Artemisia frigida
-n11930788	western mugwort, white sage, cudweed, prairie sage, Artemisia ludoviciana, Artemisia gnaphalodes
-n11930994	Roman wormwood, Artemis pontica
-n11931135	bud brush, bud sagebrush, Artemis spinescens
-n11931540	common mugwort, Artemisia vulgaris
-n11931918	aster
-n11932745	wood aster
-n11932927	whorled aster, Aster acuminatus
-n11933099	heath aster, Aster arenosus
-n11933257	heart-leaved aster, Aster cordifolius
-n11933387	white wood aster, Aster divaricatus
-n11933546	bushy aster, Aster dumosus
-n11933728	heath aster, Aster ericoides
-n11933903	white prairie aster, Aster falcatus
-n11934041	stiff aster, Aster linarifolius
-n11934239	goldilocks, goldilocks aster, Aster linosyris, Linosyris vulgaris
-n11934463	large-leaved aster, Aster macrophyllus
-n11934616	New England aster, Aster novae-angliae
-n11934807	Michaelmas daisy, New York aster, Aster novi-belgii
-n11935027	upland white aster, Aster ptarmicoides
-n11935187	Short's aster, Aster shortii
-n11935330	sea aster, sea starwort, Aster tripolium
-n11935469	prairie aster, Aster turbinellis
-n11935627	annual salt-marsh aster
-n11935715	aromatic aster
-n11935794	arrow leaved aster
-n11935877	azure aster
-n11935953	bog aster
-n11936027	crooked-stemmed aster
-n11936113	Eastern silvery aster
-n11936199	flat-topped white aster
-n11936287	late purple aster
-n11936369	panicled aster
-n11936448	perennial salt marsh aster
-n11936539	purple-stemmed aster
-n11936624	rough-leaved aster
-n11936707	rush aster
-n11936782	Schreiber's aster
-n11936864	small white aster
-n11936946	smooth aster
-n11937023	southern aster
-n11937102	starved aster, calico aster
-n11937195	tradescant's aster
-n11937278	wavy-leaved aster
-n11937360	Western silvery aster
-n11937446	willow aster
-n11937692	ayapana, Ayapana triplinervis, Eupatorium aya-pana
-n11938556	mule fat, Baccharis viminea
-n11939180	balsamroot
-n11939491	daisy
-n11939699	common daisy, English daisy, Bellis perennis
-n11940006	bur marigold, burr marigold, beggar-ticks, beggar's-ticks, sticktight
-n11940349	Spanish needles, Bidens bipinnata
-n11940599	tickseed sunflower, Bidens coronata, Bidens trichosperma
-n11940750	European beggar-ticks, trifid beggar-ticks, trifid bur marigold, Bidens tripartita
-n11941094	slender knapweed
-n11941478	false chamomile
-n11941924	Swan River daisy, Brachycome Iberidifolia
-n11942659	woodland oxeye, Buphthalmum salicifolium
-n11943133	Indian plantain
-n11943407	calendula
-n11943660	common marigold, pot marigold, ruddles, Scotch marigold, Calendula officinalis
-n11943992	China aster, Callistephus chinensis
-n11944196	thistle
-n11944751	welted thistle, Carduus crispus
-n11944954	musk thistle, nodding thistle, Carduus nutans
-n11945367	carline thistle
-n11945514	stemless carline thistle, Carlina acaulis
-n11945783	common carline thistle, Carlina vulgaris
-n11946051	safflower, false saffron, Carthamus tinctorius
-n11946313	safflower seed
-n11946727	catananche
-n11946918	blue succory, cupid's dart, Catananche caerulea
-n11947251	centaury
-n11947629	dusty miller, Centaurea cineraria, Centaurea gymnocarpa
-n11947802	cornflower, bachelor's button, bluebottle, Centaurea cyanus
-n11948044	star-thistle, caltrop, Centauria calcitrapa
-n11948264	knapweed
-n11948469	sweet sultan, Centaurea imperialis
-n11948864	great knapweed, greater knapweed, Centaurea scabiosa
-n11949015	Barnaby's thistle, yellow star-thistle, Centaurea solstitialis
-n11949402	chamomile, camomile, Chamaemelum nobilis, Anthemis nobilis
-n11949857	chaenactis
-n11950345	chrysanthemum
-n11950686	corn marigold, field marigold, Chrysanthemum segetum
-n11950877	crown daisy, Chrysanthemum coronarium
-n11951052	chop-suey greens, tong ho, shun giku, Chrysanthemum coronarium spatiosum
-n11951511	golden aster
-n11951820	Maryland golden aster, Chrysopsis mariana
-n11952346	goldenbush
-n11952541	rabbit brush, rabbit bush, Chrysothamnus nauseosus
-n11953038	chicory, succory, chicory plant, Cichorium intybus
-n11953339	endive, witloof, Cichorium endivia
-n11953610	chicory, chicory root
-n11953884	plume thistle, plumed thistle
-n11954161	Canada thistle, creeping thistle, Cirsium arvense
-n11954345	field thistle, Cirsium discolor
-n11954484	woolly thistle, Cirsium flodmanii
-n11954642	European woolly thistle, Cirsium eriophorum
-n11954798	melancholy thistle, Cirsium heterophylum, Cirsium helenioides
-n11955040	brook thistle, Cirsium rivulare
-n11955153	bull thistle, boar thistle, spear thistle, Cirsium vulgare, Cirsium lanceolatum
-n11955532	blessed thistle, sweet sultan, Cnicus benedictus
-n11955896	mistflower, mist-flower, ageratum, Conoclinium coelestinum, Eupatorium coelestinum
-n11956348	horseweed, Canadian fleabane, fleabane, Conyza canadensis, Erigeron canadensis
-n11956850	coreopsis, tickseed, tickweed, tick-weed
-n11957317	giant coreopsis, Coreopsis gigantea
-n11957514	sea dahlia, Coreopsis maritima
-n11957678	calliopsis, Coreopsis tinctoria
-n11958080	cosmos, cosmea
-n11958499	brass buttons, Cotula coronopifolia
-n11958888	billy buttons
-n11959259	hawk's-beard, hawk's-beards
-n11959632	artichoke, globe artichoke, artichoke plant, Cynara scolymus
-n11959862	cardoon, Cynara cardunculus
-n11960245	dahlia, Dahlia pinnata
-n11960673	German ivy, Delairea odorata, Senecio milkanioides
-n11961100	florist's chrysanthemum, florists' chrysanthemum, mum, Dendranthema grandifloruom, Chrysanthemum morifolium
-n11961446	cape marigold, sun marigold, star of the veldt
-n11961871	leopard's-bane, leopardbane
-n11962272	coneflower
-n11962667	globe thistle
-n11962994	elephant's-foot
-n11963572	tassel flower, Emilia sagitta
-n11963932	brittlebush, brittle bush, incienso, Encelia farinosa
-n11964446	sunray, Enceliopsis nudicaulis
-n11964848	engelmannia
-n11965218	fireweed, Erechtites hieracifolia
-n11965627	fleabane
-n11965962	blue fleabane, Erigeron acer
-n11966083	daisy fleabane, Erigeron annuus
-n11966215	orange daisy, orange fleabane, Erigeron aurantiacus
-n11966385	spreading fleabane, Erigeron divergens
-n11966617	seaside daisy, beach aster, Erigeron glaucous
-n11966896	Philadelphia fleabane, Erigeron philadelphicus
-n11967142	robin's plantain, Erigeron pulchellus
-n11967315	showy daisy, Erigeron speciosus
-n11967744	woolly sunflower
-n11967878	golden yarrow, Eriophyllum lanatum
-n11968519	dog fennel, Eupatorium capillifolium
-n11968704	Joe-Pye weed, spotted Joe-Pye weed, Eupatorium maculatum
-n11968931	boneset, agueweed, thoroughwort, Eupatorium perfoliatum
-n11969166	Joe-Pye weed, purple boneset, trumpet weed, marsh milkweed, Eupatorium purpureum
-n11969607	blue daisy, blue marguerite, Felicia amelloides
-n11969806	kingfisher daisy, Felicia bergeriana
-n11970101	cotton rose, cudweed, filago
-n11970298	herba impia, Filago germanica
-n11970586	gaillardia
-n11971248	gazania
-n11971406	treasure flower, Gazania rigens
-n11971783	African daisy
-n11971927	Barberton daisy, Transvaal daisy, Gerbera jamesonii
-n11972291	desert sunflower, Gerea canescens
-n11972759	cudweed
-n11972959	chafeweed, wood cudweed, Gnaphalium sylvaticum
-n11973341	gumweed, gum plant, tarweed, rosinweed
-n11973634	Grindelia robusta
-n11973749	curlycup gumweed, Grindelia squarrosa
-n11974373	little-head snakeweed, Gutierrezia microcephala
-n11974557	rabbitweed, rabbit-weed, snakeweed, broom snakeweed, broom snakeroot, turpentine weed, Gutierrezia sarothrae
-n11974888	broomweed, broom-weed, Gutierrezia texana
-n11975254	velvet plant, purple velvet plant, royal velvet plant, Gynura aurantiaca
-n11976170	goldenbush
-n11976314	camphor daisy, Haplopappus phyllocephalus
-n11976511	yellow spiny daisy, Haplopappus spinulosus
-n11976933	hoary golden bush, Hazardia cana
-n11977303	sneezeweed
-n11977660	orange sneezeweed, owlclaws, Helenium hoopesii
-n11977887	rosilla, Helenium puberulum
-n11978233	sunflower, helianthus
-n11978551	swamp sunflower, Helianthus angustifolius
-n11978713	common sunflower, mirasol, Helianthus annuus
-n11978961	giant sunflower, tall sunflower, Indian potato, Helianthus giganteus
-n11979187	showy sunflower, Helianthus laetiflorus
-n11979354	Maximilian's sunflower, Helianthus maximilianii
-n11979527	prairie sunflower, Helianthus petiolaris
-n11979715	Jerusalem artichoke, girasol, Jerusalem artichoke sunflower, Helianthus tuberosus
-n11979964	Jerusalem artichoke
-n11980318	strawflower, golden everlasting, yellow paper daisy, Helichrysum bracteatum
-n11980682	heliopsis, oxeye
-n11981192	strawflower
-n11981475	hairy golden aster, prairie golden aster, Heterotheca villosa, Chrysopsis villosa
-n11982115	hawkweed
-n11982545	rattlesnake weed, Hieracium venosum
-n11982939	alpine coltsfoot, Homogyne alpina, Tussilago alpina
-n11983375	alpine gold, alpine hulsea, Hulsea algida
-n11983606	dwarf hulsea, Hulsea nana
-n11984144	cat's-ear, California dandelion, capeweed, gosmore, Hypochaeris radicata
-n11984542	inula
-n11985053	marsh elder, iva
-n11985321	burweed marsh elder, false ragweed, Iva xanthifolia
-n11985739	krigia
-n11985903	dwarf dandelion, Krigia dandelion, Krigia bulbosa
-n11986511	garden lettuce, common lettuce, Lactuca sativa
-n11986729	cos lettuce, romaine lettuce, Lactuca sativa longifolia
-n11987126	leaf lettuce, Lactuca sativa crispa
-n11987349	celtuce, stem lettuce, Lactuca sativa asparagina
-n11987511	prickly lettuce, horse thistle, Lactuca serriola, Lactuca scariola
-n11988132	goldfields, Lasthenia chrysostoma
-n11988596	tidytips, tidy tips, Layia platyglossa
-n11988893	hawkbit
-n11989087	fall dandelion, arnica bud, Leontodon autumnalis
-n11989393	edelweiss, Leontopodium alpinum
-n11989869	oxeye daisy, ox-eyed daisy, marguerite, moon daisy, white daisy, Leucanthemum vulgare, Chrysanthemum leucanthemum
-n11990167	oxeye daisy, Leucanthemum maximum, Chrysanthemum maximum
-n11990313	shasta daisy, Leucanthemum superbum, Chrysanthemum maximum maximum
-n11990627	Pyrenees daisy, Leucanthemum lacustre, Chrysanthemum lacustre
-n11990920	north island edelweiss, Leucogenes leontopodium
-n11991263	blazing star, button snakeroot, gayfeather, gay-feather, snakeroot
-n11991549	dotted gayfeather, Liatris punctata
-n11991777	dense blazing star, Liatris pycnostachya
-n11992479	Texas star, Lindheimera texana
-n11992806	African daisy, yellow ageratum, Lonas inodora, Lonas annua
-n11993203	tahoka daisy, tansy leaf aster, Machaeranthera tanacetifolia
-n11993444	sticky aster, Machaeranthera bigelovii
-n11993675	Mojave aster, Machaeranthera tortifoloia
-n11994150	tarweed
-n11995092	sweet false chamomile, wild chamomile, German chamomile, Matricaria recutita, Matricaria chamomilla
-n11995396	pineapple weed, rayless chamomile, Matricaria matricarioides
-n11996251	climbing hempweed, climbing boneset, wild climbing hempweed, climbing hemp-vine, Mikania scandens
-n11996677	mutisia
-n11997032	rattlesnake root
-n11997160	white lettuce, cankerweed, Nabalus alba, Prenanthes alba
-n11997969	daisybush, daisy-bush, daisy bush
-n11998492	New Zealand daisybush, Olearia haastii
-n11998888	cotton thistle, woolly thistle, Scotch thistle, Onopordum acanthium, Onopordon acanthium
-n11999278	othonna
-n11999656	cascade everlasting, Ozothamnus secundiflorus, Helichrysum secundiflorum
-n12000191	butterweed
-n12001294	American feverfew, wild quinine, prairie dock, Parthenium integrifolium
-n12001707	cineraria, Pericallis cruenta, Senecio cruentus
-n12001924	florest's cineraria, Pericallis hybrida
-n12002428	butterbur, bog rhubarb, Petasites hybridus, Petasites vulgaris
-n12002651	winter heliotrope, sweet coltsfoot, Petasites fragrans
-n12002826	sweet coltsfoot, Petasites sagitattus
-n12003167	oxtongue, bristly oxtongue, bitterweed, bugloss, Picris echioides
-n12003696	hawkweed
-n12004120	mouse-ear hawkweed, Pilosella officinarum, Hieracium pilocella
-n12004547	stevia
-n12004987	rattlesnake root, Prenanthes purpurea
-n12005656	fleabane, feabane mullet, Pulicaria dysenterica
-n12006306	sheep plant, vegetable sheep, Raoulia lutescens, Raoulia australis
-n12006766	coneflower
-n12006930	Mexican hat, Ratibida columnaris
-n12007196	long-head coneflower, prairie coneflower, Ratibida columnifera
-n12007406	prairie coneflower, Ratibida tagetes
-n12007766	Swan River everlasting, rhodanthe, Rhodanthe manglesii, Helipterum manglesii
-n12008252	coneflower
-n12008487	black-eyed Susan, Rudbeckia hirta, Rudbeckia serotina
-n12008749	cutleaved coneflower, Rudbeckia laciniata
-n12009047	golden glow, double gold, hortensia, Rudbeckia laciniata hortensia
-n12009420	lavender cotton, Santolina chamaecyparissus
-n12009792	creeping zinnia, Sanvitalia procumbens
-n12010628	golden thistle
-n12010815	Spanish oyster plant, Scolymus hispanicus
-n12011370	nodding groundsel, Senecio bigelovii
-n12011620	dusty miller, Senecio cineraria, Cineraria maritima
-n12012111	butterweed, ragwort, Senecio glabellus
-n12012253	ragwort, tansy ragwort, ragweed, benweed, Senecio jacobaea
-n12012510	arrowleaf groundsel, Senecio triangularis
-n12013035	black salsify, viper's grass, scorzonera, Scorzonera hispanica
-n12013511	white-topped aster
-n12013701	narrow-leaved white-topped aster
-n12014085	silver sage, silver sagebrush, grey sage, gray sage, Seriphidium canum, Artemisia cana
-n12014355	sea wormwood, Seriphidium maritimum, Artemisia maritima
-n12014923	sawwort, Serratula tinctoria
-n12015221	rosinweed, Silphium laciniatum
-n12015525	milk thistle, lady's thistle, Our Lady's mild thistle, holy thistle, blessed thistle, Silybum marianum
-n12015959	goldenrod
-n12016434	silverrod, Solidago bicolor
-n12016567	meadow goldenrod, Canadian goldenrod, Solidago canadensis
-n12016777	Missouri goldenrod, Solidago missouriensis
-n12016914	alpine goldenrod, Solidago multiradiata
-n12017127	grey goldenrod, gray goldenrod, Solidago nemoralis
-n12017326	Blue Mountain tea, sweet goldenrod, Solidago odora
-n12017511	dyer's weed, Solidago rugosa
-n12017664	seaside goldenrod, beach goldenrod, Solidago sempervirens
-n12017853	narrow goldenrod, Solidago spathulata
-n12018014	Boott's goldenrod
-n12018100	Elliott's goldenrod
-n12018188	Ohio goldenrod
-n12018271	rough-stemmed goldenrod
-n12018363	showy goldenrod
-n12018447	tall goldenrod
-n12018530	zigzag goldenrod, broad leaved goldenrod
-n12018760	sow thistle, milk thistle
-n12019035	milkweed, Sonchus oleraceus
-n12019827	stevia
-n12020184	stokes' aster, cornflower aster, Stokesia laevis
-n12020507	marigold
-n12020736	African marigold, big marigold, Aztec marigold, Tagetes erecta
-n12020941	French marigold, Tagetes patula
-n12022054	painted daisy, pyrethrum, Tanacetum coccineum, Chrysanthemum coccineum
-n12022382	pyrethrum, Dalmatian pyrethrum, Dalmatia pyrethrum, Tanacetum cinerariifolium, Chrysanthemum cinerariifolium
-n12022821	northern dune tansy, Tanacetum douglasii
-n12023108	feverfew, Tanacetum parthenium, Chrysanthemum parthenium
-n12023407	dusty miller, silver-lace, silver lace, Tanacetum ptarmiciflorum, Chrysanthemum ptarmiciflorum
-n12023726	tansy, golden buttons, scented fern, Tanacetum vulgare
-n12024176	dandelion, blowball
-n12024445	common dandelion, Taraxacum ruderalia, Taraxacum officinale
-n12024690	dandelion green
-n12024805	Russian dandelion, kok-saghyz, kok-sagyz, Taraxacum kok-saghyz
-n12025220	stemless hymenoxys, Tetraneuris acaulis, Hymenoxys acaulis
-n12026018	Mexican sunflower, tithonia
-n12026476	Easter daisy, stemless daisy, Townsendia Exscapa
-n12026981	yellow salsify, Tragopogon dubius
-n12027222	salsify, oyster plant, vegetable oyster, Tragopogon porrifolius
-n12027658	meadow salsify, goatsbeard, shepherd's clock, Tragopogon pratensis
-n12028424	scentless camomile, scentless false camomile, scentless mayweed, scentless hayweed, corn mayweed, Tripleurospermum inodorum, Matricaria inodorum
-n12029039	turfing daisy, Tripleurospermum tchihatchewii, Matricaria tchihatchewii
-n12029635	coltsfoot, Tussilago farfara
-n12030092	ursinia
-n12030654	crownbeard, crown-beard, crown beard
-n12030908	wingstem, golden ironweed, yellow ironweed, golden honey plant, Verbesina alternifolia, Actinomeris alternifolia
-n12031139	cowpen daisy, golden crownbeard, golden crown beard, butter daisy, Verbesina encelioides, Ximenesia encelioides
-n12031388	gravelweed, Verbesina helianthoides
-n12031547	Virginia crownbeard, frostweed, frost-weed, Verbesina virginica
-n12031927	ironweed, vernonia
-n12032429	mule's ears, Wyethia amplexicaulis
-n12032686	white-rayed mule's ears, Wyethia helianthoides
-n12033139	cocklebur, cockle-bur, cockleburr, cockle-burr
-n12033504	xeranthemum
-n12033709	immortelle, Xeranthemum annuum
-n12034141	zinnia, old maid, old maid flower
-n12034384	white zinnia, Zinnia acerosa
-n12034594	little golden zinnia, Zinnia grandiflora
-n12035631	blazing star, Mentzelia livicaulis, Mentzelia laevicaulis
-n12035907	bartonia, Mentzelia lindleyi
-n12036067	achene
-n12036226	samara, key fruit, key
-n12036939	campanula, bellflower
-n12037499	creeping bellflower, Campanula rapunculoides
-n12037691	Canterbury bell, cup and saucer, Campanula medium
-n12038038	tall bellflower, Campanula americana
-n12038208	marsh bellflower, Campanula aparinoides
-n12038406	clustered bellflower, Campanula glomerata
-n12038585	peach bells, peach bell, willow bell, Campanula persicifolia
-n12038760	chimney plant, chimney bellflower, Campanula pyramidalis
-n12038898	rampion, rampion bellflower, Campanula rapunculus
-n12039317	tussock bellflower, spreading bellflower, Campanula carpatica
-n12041446	orchid, orchidaceous plant
-n12043444	orchis
-n12043673	male orchis, early purple orchid, Orchis mascula
-n12043836	butterfly orchid, butterfly orchis, Orchis papilionaceae
-n12044041	showy orchis, purple orchis, purple-hooded orchis, Orchis spectabilis
-n12044467	aerides
-n12044784	angrecum
-n12045157	jewel orchid
-n12045514	puttyroot, adam-and-eve, Aplectrum hyemale
-n12045860	arethusa
-n12046028	bog rose, wild pink, dragon's mouth, Arethusa bulbosa
-n12046428	bletia
-n12046815	Bletilla striata, Bletia striata
-n12047345	brassavola
-n12047884	spider orchid, Brassia lawrenceana
-n12048056	spider orchid, Brassia verrucosa
-n12048399	caladenia
-n12048928	calanthe
-n12049282	grass pink, Calopogon pulchellum, Calopogon tuberosum
-n12049562	calypso, fairy-slipper, Calypso bulbosa
-n12050533	cattleya
-n12050959	helleborine
-n12051103	red helleborine, Cephalanthera rubra
-n12051514	spreading pogonia, funnel-crest rosebud orchid, Cleistes divaricata, Pogonia divaricata
-n12051792	rosebud orchid, Cleistes rosea, Pogonia rosea
-n12052267	satyr orchid, Coeloglossum bracteatum
-n12052447	frog orchid, Coeloglossum viride
-n12052787	coelogyne
-n12053405	coral root
-n12053690	spotted coral root, Corallorhiza maculata
-n12053962	striped coral root, Corallorhiza striata
-n12054195	early coral root, pale coral root, Corallorhiza trifida
-n12055073	swan orchid, swanflower, swan-flower, swanneck, swan-neck
-n12055516	cymbid, cymbidium
-n12056099	cypripedia
-n12056217	lady's slipper, lady-slipper, ladies' slipper, slipper orchid
-n12056601	moccasin flower, nerveroot, Cypripedium acaule
-n12056758	common lady's-slipper, showy lady's-slipper, showy lady slipper, Cypripedium reginae, Cypripedium album
-n12056990	ram's-head, ram's-head lady's slipper, Cypripedium arietinum
-n12057211	yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum
-n12057447	large yellow lady's slipper, Cypripedium calceolus pubescens
-n12057660	California lady's slipper, Cypripedium californicum
-n12057895	clustered lady's slipper, Cypripedium fasciculatum
-n12058192	mountain lady's slipper, Cypripedium montanum
-n12058630	marsh orchid
-n12058822	common spotted orchid, Dactylorhiza fuchsii, Dactylorhiza maculata fuchsii
-n12059314	dendrobium
-n12059625	disa
-n12060546	phantom orchid, snow orchid, Eburophyton austinae
-n12061104	tulip orchid, Encyclia citrina, Cattleya citrina
-n12061380	butterfly orchid, Encyclia tampensis, Epidendrum tampense
-n12061614	butterfly orchid, butterfly orchis, Epidendrum venosum, Encyclia venosa
-n12062105	epidendron
-n12062468	helleborine
-n12062626	Epipactis helleborine
-n12062781	stream orchid, chatterbox, giant helleborine, Epipactis gigantea
-n12063211	tongueflower, tongue-flower
-n12063639	rattlesnake plantain, helleborine
-n12064389	fragrant orchid, Gymnadenia conopsea
-n12064591	short-spurred fragrant orchid, Gymnadenia odoratissima
-n12065316	fringed orchis, fringed orchid
-n12065649	frog orchid
-n12065777	rein orchid, rein orchis
-n12066018	bog rein orchid, bog candles, Habenaria dilatata
-n12066261	white fringed orchis, white fringed orchid, Habenaria albiflora
-n12066451	elegant Habenaria, Habenaria elegans
-n12066630	purple-fringed orchid, purple-fringed orchis, Habenaria fimbriata
-n12066821	coastal rein orchid, Habenaria greenei
-n12067029	Hooker's orchid, Habenaria hookeri
-n12067193	ragged orchid, ragged orchis, ragged-fringed orchid, green fringed orchis, Habenaria lacera
-n12067433	prairie orchid, prairie white-fringed orchis, Habenaria leucophaea
-n12067672	snowy orchid, Habenaria nivea
-n12067817	round-leaved rein orchid, Habenaria orbiculata
-n12068138	purple fringeless orchid, purple fringeless orchis, Habenaria peramoena
-n12068432	purple-fringed orchid, purple-fringed orchis, Habenaria psycodes
-n12068615	Alaska rein orchid, Habenaria unalascensis
-n12069009	crested coral root, Hexalectris spicata
-n12069217	Texas purple spike, Hexalectris warnockii
-n12069679	lizard orchid, Himantoglossum hircinum
-n12070016	laelia
-n12070381	liparis
-n12070583	twayblade
-n12070712	fen orchid, fen orchis, Liparis loeselii
-n12071259	broad-leaved twayblade, Listera convallarioides
-n12071477	lesser twayblade, Listera cordata
-n12071744	twayblade, Listera ovata
-n12072210	green adder's mouth, Malaxis-unifolia, Malaxis ophioglossoides
-n12072722	masdevallia
-n12073217	maxillaria
-n12073554	pansy orchid
-n12073991	odontoglossum
-n12074408	oncidium, dancing lady orchid, butterfly plant, butterfly orchid
-n12074867	bee orchid, Ophrys apifera
-n12075010	fly orchid, Ophrys insectifera, Ophrys muscifera
-n12075151	spider orchid
-n12075299	early spider orchid, Ophrys sphegodes
-n12075830	Venus' slipper, Venus's slipper, Venus's shoe
-n12076223	phaius
-n12076577	moth orchid, moth plant
-n12076852	butterfly plant, Phalaenopsis amabilis
-n12077244	rattlesnake orchid
-n12077944	lesser butterfly orchid, Platanthera bifolia, Habenaria bifolia
-n12078172	greater butterfly orchid, Platanthera chlorantha, Habenaria chlorantha
-n12078451	prairie white-fringed orchid, Platanthera leucophea
-n12078747	tangle orchid
-n12079120	Indian crocus
-n12079523	pleurothallis
-n12079963	pogonia
-n12080395	butterfly orchid
-n12080588	Psychopsis krameriana, Oncidium papilio kramerianum
-n12080820	Psychopsis papilio, Oncidium papilio
-n12081215	helmet orchid, greenhood
-n12081649	foxtail orchid
-n12082131	orange-blossom orchid, Sarcochilus falcatus
-n12083113	sobralia
-n12083591	ladies' tresses, lady's tresses
-n12083847	screw augur, Spiranthes cernua
-n12084158	hooded ladies' tresses, Spiranthes romanzoffiana
-n12084400	western ladies' tresses, Spiranthes porrifolia
-n12084555	European ladies' tresses, Spiranthes spiralis
-n12084890	stanhopea
-n12085267	stelis
-n12085664	fly orchid
-n12086012	vanda
-n12086192	blue orchid, Vanda caerulea
-n12086539	vanilla
-n12086778	vanilla orchid, Vanilla planifolia
-n12087961	yam, yam plant
-n12088223	yam
-n12088327	white yam, water yam, Dioscorea alata
-n12088495	cinnamon vine, Chinese yam, Dioscorea batata
-n12088909	elephant's-foot, tortoise plant, Hottentot bread vine, Hottentot's bread vine, Dioscorea elephantipes
-n12089320	wild yam, Dioscorea paniculata
-n12089496	cush-cush, Dioscorea trifida
-n12089846	black bryony, black bindweed, Tamus communis
-n12090890	primrose, primula
-n12091213	English primrose, Primula vulgaris
-n12091377	cowslip, paigle, Primula veris
-n12091550	oxlip, paigle, Primula elatior
-n12091697	Chinese primrose, Primula sinensis
-n12091953	polyanthus, Primula polyantha
-n12092262	pimpernel
-n12092417	scarlet pimpernel, red pimpernel, poor man's weatherglass, Anagallis arvensis
-n12092629	bog pimpernel, Anagallis tenella
-n12092930	chaffweed, bastard pimpernel, false pimpernel
-n12093329	cyclamen, Cyclamen purpurascens
-n12093600	sowbread, Cyclamen hederifolium, Cyclamen neopolitanum
-n12093885	sea milkwort, sea trifoly, black saltwort, Glaux maritima
-n12094244	featherfoil, feather-foil
-n12094401	water gillyflower, American featherfoil, Hottonia inflata
-n12094612	water violet, Hottonia palustris
-n12095020	loosestrife
-n12095281	gooseneck loosestrife, Lysimachia clethroides Duby
-n12095412	yellow pimpernel, Lysimachia nemorum
-n12095543	fringed loosestrife, Lysimachia ciliatum
-n12095647	moneywort, creeping Jenny, creeping Charlie, Lysimachia nummularia
-n12095934	swamp candles, Lysimachia terrestris
-n12096089	whorled loosestrife, Lysimachia quadrifolia
-n12096395	water pimpernel
-n12096563	brookweed, Samolus valerandii
-n12096674	brookweed, Samolus parviflorus, Samolus floribundus
-n12097396	coralberry, spiceberry, Ardisia crenata
-n12097556	marlberry, Ardisia escallonoides, Ardisia paniculata
-n12098403	plumbago
-n12098524	leadwort, Plumbago europaea
-n12098827	thrift
-n12099342	sea lavender, marsh rosemary, statice
-n12100187	barbasco, joewood, Jacquinia keyensis
-n12101870	gramineous plant, graminaceous plant
-n12102133	grass
-n12103680	midgrass
-n12103894	shortgrass, short-grass
-n12104104	sword grass
-n12104238	tallgrass, tall-grass
-n12104501	herbage, pasturage
-n12104734	goat grass, Aegilops triuncalis
-n12105125	wheatgrass, wheat-grass
-n12105353	crested wheatgrass, crested wheat grass, fairway crested wheat grass, Agropyron cristatum
-n12105828	bearded wheatgrass, Agropyron subsecundum
-n12105981	western wheatgrass, bluestem wheatgrass, Agropyron smithii
-n12106134	intermediate wheatgrass, Agropyron intermedium, Elymus hispidus
-n12106323	slender wheatgrass, Agropyron trachycaulum, Agropyron pauciflorum, Elymus trachycaulos
-n12107002	velvet bent, velvet bent grass, brown bent, Rhode Island bent, dog bent, Agrostis canina
-n12107191	cloud grass, Agrostis nebulosa
-n12107710	meadow foxtail, Alopecurus pratensis
-n12107970	foxtail, foxtail grass
-n12108432	broom grass
-n12108613	broom sedge, Andropogon virginicus
-n12108871	tall oat grass, tall meadow grass, evergreen grass, false oat, French rye, Arrhenatherum elatius
-n12109365	toetoe, toitoi, Arundo conspicua, Chionochloa conspicua
-n12109827	oat
-n12110085	cereal oat, Avena sativa
-n12110236	wild oat, wild oat grass, Avena fatua
-n12110352	slender wild oat, Avena barbata
-n12110475	wild red oat, animated oat, Avene sterilis
-n12110778	brome, bromegrass
-n12111238	chess, cheat, Bromus secalinus
-n12111627	field brome, Bromus arvensis
-n12112008	grama, grama grass, gramma, gramma grass
-n12112337	black grama, Bouteloua eriopoda
-n12112609	buffalo grass, Buchloe dactyloides
-n12112918	reed grass
-n12113195	feather reed grass, feathertop, Calamagrostis acutiflora
-n12113323	Australian reed grass, Calamagrostic quadriseta
-n12113657	burgrass, bur grass
-n12114010	buffel grass, Cenchrus ciliaris, Pennisetum cenchroides
-n12114590	Rhodes grass, Chloris gayana
-n12115180	pampas grass, Cortaderia selloana
-n12116058	giant star grass, Cynodon plectostachyum
-n12116429	orchard grass, cocksfoot, cockspur, Dactylis glomerata
-n12116734	Egyptian grass, crowfoot grass, Dactyloctenium aegypticum
-n12117017	crabgrass, crab grass, finger grass
-n12117235	smooth crabgrass, Digitaria ischaemum
-n12117326	large crabgrass, hairy finger grass, Digitaria sanguinalis
-n12117695	barnyard grass, barn grass, barn millet, Echinochloa crusgalli
-n12117912	Japanese millet, billion-dollar grass, Japanese barnyard millet, sanwa millet, Echinochloa frumentacea
-n12118414	yardgrass, yard grass, wire grass, goose grass, Eleusine indica
-n12118661	finger millet, ragi, ragee, African millet, coracan, corakan, kurakkan, Eleusine coracana
-n12119099	lyme grass
-n12119238	wild rye
-n12119390	giant ryegrass, Elymus condensatus, Leymus condensatus
-n12119539	sea lyme grass, European dune grass, Elymus arenarius, Leymus arenaria
-n12119717	Canada wild rye, Elymus canadensis
-n12120347	teff, teff grass, Eragrostis tef, Eragrostic abyssinica
-n12120578	weeping love grass, African love grass, Eragrostis curvula
-n12121033	plume grass
-n12121187	Ravenna grass, wool grass, Erianthus ravennae
-n12121610	fescue, fescue grass, meadow fescue, Festuca elatior
-n12122442	reed meadow grass, Glyceria grandis
-n12122725	velvet grass, Yorkshire fog, Holcus lanatus
-n12122918	creeping soft grass, Holcus mollis
-n12123648	barleycorn
-n12123741	barley grass, wall barley, Hordeum murinum
-n12124172	little barley, Hordeum pusillum
-n12124627	rye grass, ryegrass
-n12124818	perennial ryegrass, English ryegrass, Lolium perenne
-n12125001	Italian ryegrass, Italian rye, Lolium multiflorum
-n12125183	darnel, tare, bearded darnel, cheat, Lolium temulentum
-n12125584	nimblewill, nimble Will, Muhlenbergia schreberi
-n12126084	cultivated rice, Oryza sativa
-n12126360	ricegrass, rice grass
-n12126736	smilo, smilo grass, Oryzopsis miliacea
-n12127460	switch grass, Panicum virgatum
-n12127575	broomcorn millet, hog millet, Panicum miliaceum
-n12127768	goose grass, Texas millet, Panicum Texanum
-n12128071	dallisgrass, dallis grass, paspalum, Paspalum dilatatum
-n12128306	Bahia grass, Paspalum notatum
-n12128490	knotgrass, Paspalum distichum
-n12129134	fountain grass, Pennisetum ruppelii, Pennisetum setaceum
-n12129738	reed canary grass, gardener's garters, lady's laces, ribbon grass, Phalaris arundinacea
-n12129986	canary grass, birdseed grass, Phalaris canariensis
-n12130549	timothy, herd's grass, Phleum pratense
-n12131405	bluegrass, blue grass
-n12131550	meadowgrass, meadow grass
-n12132092	wood meadowgrass, Poa nemoralis, Agrostis alba
-n12132956	noble cane
-n12133151	munj, munja, Saccharum bengalense, Saccharum munja
-n12133462	broom beard grass, prairie grass, wire grass, Andropogon scoparius, Schizachyrium scoparium
-n12133682	bluestem, blue stem, Andropogon furcatus, Andropogon gerardii
-n12134025	rye, Secale cereale
-n12134486	bristlegrass, bristle grass
-n12134695	giant foxtail
-n12134836	yellow bristlegrass, yellow bristle grass, yellow foxtail, glaucous bristlegrass, Setaria glauca
-n12135049	green bristlegrass, green foxtail, rough bristlegrass, bottle-grass, bottle grass, Setaria viridis
-n12135576	Siberian millet, Setaria italica rubrofructa
-n12135729	German millet, golden wonder millet, Setaria italica stramineofructa
-n12135898	millet
-n12136392	rattan, rattan cane
-n12136581	malacca
-n12136720	reed
-n12137120	sorghum
-n12137569	grain sorghum
-n12137791	durra, doura, dourah, Egyptian corn, Indian millet, Guinea corn
-n12137954	feterita, federita, Sorghum vulgare caudatum
-n12138110	hegari
-n12138248	kaoliang
-n12138444	milo, milo maize
-n12138578	shallu, Sorghum vulgare rosburghii
-n12139196	broomcorn, Sorghum vulgare technicum
-n12139575	cordgrass, cord grass
-n12139793	salt reed grass, Spartina cynosuroides
-n12139921	prairie cordgrass, freshwater cordgrass, slough grass, Spartina pectinmata
-n12140511	smut grass, blackseed, carpet grass, Sporobolus poiretii
-n12140759	sand dropseed, Sporobolus cryptandrus
-n12140903	rush grass, rush-grass
-n12141167	St. Augustine grass, Stenotaphrum secundatum, buffalo grass
-n12141385	grain
-n12141495	cereal, cereal grass
-n12142085	wheat
-n12142357	wheat berry
-n12142450	durum, durum wheat, hard wheat, Triticum durum, Triticum turgidum, macaroni wheat
-n12143065	spelt, Triticum spelta, Triticum aestivum spelta
-n12143215	emmer, starch wheat, two-grain spelt, Triticum dicoccum
-n12143405	wild wheat, wild emmer, Triticum dicoccum dicoccoides
-n12143676	corn, maize, Indian corn, Zea mays
-n12144313	mealie
-n12144580	corn
-n12144987	dent corn, Zea mays indentata
-n12145148	flint corn, flint maize, Yankee corn, Zea mays indurata
-n12145477	popcorn, Zea mays everta
-n12146311	zoysia
-n12146488	Manila grass, Japanese carpet grass, Zoysia matrella
-n12146654	Korean lawn grass, Japanese lawn grass, Zoysia japonica
-n12147226	bamboo
-n12147835	common bamboo, Bambusa vulgaris
-n12148757	giant bamboo, kyo-chiku, Dendrocalamus giganteus
-n12150722	umbrella plant, umbrella sedge, Cyperus alternifolius
-n12150969	chufa, yellow nutgrass, earth almond, ground almond, rush nut, Cyperus esculentus
-n12151170	galingale, galangal, Cyperus longus
-n12151615	nutgrass, nut grass, nutsedge, nut sedge, Cyperus rotundus
-n12152031	sand sedge, sand reed, Carex arenaria
-n12152251	cypress sedge, Carex pseudocyperus
-n12152532	cotton grass, cotton rush
-n12152722	common cotton grass, Eriophorum angustifolium
-n12153033	hardstem bulrush, hardstemmed bulrush, Scirpus acutus
-n12153224	wool grass, Scirpus cyperinus
-n12153580	spike rush
-n12153741	water chestnut, Chinese water chestnut, Eleocharis dulcis
-n12153914	needle spike rush, needle rush, slender spike rush, hair grass, Eleocharis acicularis
-n12154114	creeping spike rush, Eleocharis palustris
-n12154773	pandanus, screw pine
-n12155009	textile screw pine, lauhala, Pandanus tectorius
-n12155583	cattail
-n12155773	cat's-tail, bullrush, bulrush, nailrod, reed mace, reedmace, Typha latifolia
-n12156679	bur reed
-n12156819	grain, caryopsis
-n12157056	kernel
-n12157179	rye
-n12157769	gourd, gourd vine
-n12158031	gourd
-n12158443	pumpkin, pumpkin vine, autumn pumpkin, Cucurbita pepo
-n12158798	squash, squash vine
-n12159055	summer squash, summer squash vine, Cucurbita pepo melopepo
-n12159388	yellow squash
-n12159555	marrow, marrow squash, vegetable marrow
-n12159804	zucchini, courgette
-n12159942	cocozelle, Italian vegetable marrow
-n12160125	cymling, pattypan squash
-n12160303	spaghetti squash
-n12160490	winter squash, winter squash plant
-n12160857	acorn squash
-n12161056	hubbard squash, Cucurbita maxima
-n12161285	turban squash, Cucurbita maxima turbaniformis
-n12161577	buttercup squash
-n12161744	butternut squash, Cucurbita maxima
-n12161969	winter crookneck, winter crookneck squash, Cucurbita moschata
-n12162181	cushaw, Cucurbita mixta, Cucurbita argyrosperma
-n12162425	prairie gourd, prairie gourd vine, Missouri gourd, wild pumpkin, buffalo gourd, calabazilla, Cucurbita foetidissima
-n12162758	prairie gourd
-n12163035	bryony, briony
-n12163279	white bryony, devil's turnip, Bryonia alba
-n12164363	sweet melon, muskmelon, sweet melon vine, Cucumis melo
-n12164656	cantaloupe, cantaloup, cantaloupe vine, cantaloup vine, Cucumis melo cantalupensis
-n12164881	winter melon, Persian melon, honeydew melon, winter melon vine, Cucumis melo inodorus
-n12165170	net melon, netted melon, nutmeg melon, Cucumis melo reticulatus
-n12165384	cucumber, cucumber vine, Cucumis sativus
-n12165758	squirting cucumber, exploding cucumber, touch-me-not, Ecballium elaterium
-n12166128	bottle gourd, calabash, Lagenaria siceraria
-n12166424	luffa, dishcloth gourd, sponge gourd, rag gourd, strainer vine
-n12166793	loofah, vegetable sponge, Luffa cylindrica
-n12166929	angled loofah, sing-kwa, Luffa acutangula
-n12167075	loofa, loofah, luffa, loufah sponge
-n12167436	balsam apple, Momordica balsamina
-n12167602	balsam pear, Momordica charantia
-n12168565	lobelia
-n12169099	water lobelia, Lobelia dortmanna
-n12170585	mallow
-n12171098	musk mallow, mus rose, Malva moschata
-n12171316	common mallow, Malva neglecta
-n12171966	okra, gumbo, okra plant, lady's-finger, Abelmoschus esculentus, Hibiscus esculentus
-n12172364	okra
-n12172481	abelmosk, musk mallow, Abelmoschus moschatus, Hibiscus moschatus
-n12172906	flowering maple
-n12173069	velvetleaf, velvet-leaf, velvetweed, Indian mallow, butter-print, China jute, Abutilon theophrasti
-n12173664	hollyhock
-n12173912	rose mallow, Alcea rosea, Althea rosea
-n12174311	althea, althaea, hollyhock
-n12174521	marsh mallow, white mallow, Althea officinalis
-n12174926	poppy mallow
-n12175181	fringed poppy mallow, Callirhoe digitata
-n12175370	purple poppy mallow, Callirhoe involucrata
-n12175598	clustered poppy mallow, Callirhoe triangulata
-n12176453	sea island cotton, tree cotton, Gossypium barbadense
-n12176709	Levant cotton, Gossypium herbaceum
-n12176953	upland cotton, Gossypium hirsutum
-n12177129	Peruvian cotton, Gossypium peruvianum
-n12177455	wild cotton, Arizona wild cotton, Gossypium thurberi
-n12178129	kenaf, kanaf, deccan hemp, bimli, bimli hemp, Indian hemp, Bombay hemp, Hibiscus cannabinus
-n12178780	sorrel tree, Hibiscus heterophyllus
-n12178896	rose mallow, swamp mallow, common rose mallow, swamp rose mallow, Hibiscus moscheutos
-n12179122	cotton rose, Confederate rose, Confederate rose mallow, Hibiscus mutabilis
-n12179632	roselle, rozelle, sorrel, red sorrel, Jamaica sorrel, Hibiscus sabdariffa
-n12180168	mahoe, majagua, mahagua, balibago, purau, Hibiscus tiliaceus
-n12180456	flower-of-an-hour, flowers-of-an-hour, bladder ketmia, black-eyed Susan, Hibiscus trionum
-n12180885	lacebark, ribbonwood, houhere, Hoheria populnea
-n12181352	wild hollyhock, Iliamna remota, Sphaeralcea remota
-n12181612	mountain hollyhock, Iliamna ruvularis, Iliamna acerifolia
-n12182049	seashore mallow
-n12182276	salt marsh mallow, Kosteletzya virginica
-n12183026	chaparral mallow, Malacothamnus fasciculatus, Sphaeralcea fasciculata
-n12183452	malope, Malope trifida
-n12183816	false mallow
-n12184095	waxmallow, wax mallow, sleeping hibiscus
-n12184468	glade mallow, Napaea dioica
-n12184912	pavonia
-n12185254	ribbon tree, ribbonwood, Plagianthus regius, Plagianthus betulinus
-n12185859	bush hibiscus, Radyera farragei, Hibiscus farragei
-n12186352	Virginia mallow, Sida hermaphrodita
-n12186554	Queensland hemp, jellyleaf, Sida rhombifolia
-n12186839	Indian mallow, Sida spinosa
-n12187247	checkerbloom, wild hollyhock, Sidalcea malviflora
-n12187663	globe mallow, false mallow
-n12187891	prairie mallow, red false mallow, Sphaeralcea coccinea, Malvastrum coccineum
-n12188289	tulipwood tree
-n12188635	portia tree, bendy tree, seaside mahoe, Thespesia populnea
-n12189429	red silk-cotton tree, simal, Bombax ceiba, Bombax malabarica
-n12189779	cream-of-tartar tree, sour gourd, Adansonia gregorii
-n12189987	baobab, monkey-bread tree, Adansonia digitata
-n12190410	kapok, ceiba tree, silk-cotton tree, white silk-cotton tree, Bombay ceiba, God tree, Ceiba pentandra
-n12190869	durian, durion, durian tree, Durio zibethinus
-n12191240	Montezuma
-n12192132	shaving-brush tree, Pseudobombax ellipticum
-n12192877	quandong, quandong tree, Brisbane quandong, silver quandong tree, blue fig, Elaeocarpus grandis
-n12193334	quandong, blue fig
-n12193665	makomako, New Zealand wine berry, wineberry, Aristotelia serrata, Aristotelia racemosa
-n12194147	Jamaican cherry, calabur tree, calabura, silk wood, silkwood, Muntingia calabura
-n12194613	breakax, breakaxe, break-axe, Sloanea jamaicensis
-n12195391	sterculia
-n12195533	Panama tree, Sterculia apetala
-n12195734	kalumpang, Java olives, Sterculia foetida
-n12196129	bottle-tree, bottle tree
-n12196336	flame tree, flame durrajong, Brachychiton acerifolius, Sterculia acerifolia
-n12196527	flame tree, broad-leaved bottletree, Brachychiton australis
-n12196694	kurrajong, currajong, Brachychiton populneus
-n12196954	Queensland bottletree, narrow-leaved bottletree, Brachychiton rupestris, Sterculia rupestris
-n12197359	kola, kola nut, kola nut tree, goora nut, Cola acuminata
-n12197601	kola nut, cola nut
-n12198286	Chinese parasol tree, Chinese parasol, Japanese varnish tree, phoenix tree, Firmiana simplex
-n12198793	flannelbush, flannel bush, California beauty
-n12199266	screw tree
-n12199399	nut-leaved screw tree, Helicteres isora
-n12199790	red beech, brown oak, booyong, crow's foot, stave wood, silky elm, Heritiera trifoliolata, Terrietia trifoliolata
-n12199982	looking glass tree, Heritiera macrophylla
-n12200143	looking-glass plant, Heritiera littoralis
-n12200504	honey bell, honeybells, Hermannia verticillata, Mahernia verticillata
-n12200905	mayeng, maple-leaved bayur, Pterospermum acerifolium
-n12201331	silver tree, Tarrietia argyrodendron
-n12201580	cacao, cacao tree, chocolate tree, Theobroma cacao
-n12201938	obeche, obechi, arere, samba, Triplochiton scleroxcylon
-n12202936	linden, linden tree, basswood, lime, lime tree
-n12203529	American basswood, American lime, Tilia americana
-n12203699	small-leaved linden, small-leaved lime, Tilia cordata
-n12203896	white basswood, cottonwood, Tilia heterophylla
-n12204032	Japanese linden, Japanese lime, Tilia japonica
-n12204175	silver lime, silver linden, Tilia tomentosa
-n12204730	corchorus
-n12205460	African hemp, Sparmannia africana
-n12205694	herb, herbaceous plant
-n12214789	protea
-n12215022	honeypot, king protea, Protea cynaroides
-n12215210	honeyflower, honey-flower, Protea mellifera
-n12215579	banksia
-n12215824	honeysuckle, Australian honeysuckle, coast banksia, Banksia integrifolia
-n12216215	smoke bush
-n12216628	Chilean firebush, Chilean flameflower, Embothrium coccineum
-n12216968	Chilean nut, Chile nut, Chile hazel, Chilean hazelnut, Guevina heterophylla, Guevina avellana
-n12217453	grevillea
-n12217851	red-flowered silky oak, Grevillea banksii
-n12218274	silky oak, Grevillea robusta
-n12218490	beefwood, Grevillea striata
-n12218868	cushion flower, pincushion hakea, Hakea laurina
-n12219668	rewa-rewa, New Zealand honeysuckle
-n12220019	honeyflower, honey-flower, mountain devil, Lambertia formosa
-n12220496	silver tree, Leucadendron argenteum
-n12220829	lomatia
-n12221191	macadamia, macadamia tree
-n12221368	Macadamia integrifolia
-n12221522	macadamia nut, macadamia nut tree, Macadamia ternifolia
-n12221801	Queensland nut, Macadamia tetraphylla
-n12222090	prickly ash, Orites excelsa
-n12222493	geebung
-n12222900	wheel tree, firewheel tree, Stenocarpus sinuatus
-n12223160	scrub beefwood, beefwood, Stenocarpus salignus
-n12223569	waratah, Telopea Oreades
-n12223764	waratah, Telopea speciosissima
-n12224978	casuarina
-n12225222	she-oak
-n12225349	beefwood
-n12225563	Australian pine, Casuarina equisetfolia
-n12226932	heath
-n12227658	tree heath, briar, brier, Erica arborea
-n12227909	briarroot
-n12228229	winter heath, spring heath, Erica carnea
-n12228387	bell heather, heather bell, fine-leaved heath, Erica cinerea
-n12228689	Cornish heath, Erica vagans
-n12228886	Spanish heath, Portuguese heath, Erica lusitanica
-n12229111	Prince-of-Wales'-heath, Prince of Wales heath, Erica perspicua
-n12229651	bog rosemary, moorwort, Andromeda glaucophylla
-n12229887	marsh andromeda, common bog rosemary, Andromeda polifolia
-n12230540	madrona, madrono, manzanita, Arbutus menziesii
-n12230794	strawberry tree, Irish strawberry, Arbutus unedo
-n12231192	bearberry
-n12231709	alpine bearberry, black bearberry, Arctostaphylos alpina
-n12232114	heartleaf manzanita, Arctostaphylos andersonii
-n12232280	Parry manzanita, Arctostaphylos manzanita
-n12232851	spike heath, Bruckenthalia spiculifolia
-n12233249	bryanthus
-n12234318	leatherleaf, Chamaedaphne calyculata
-n12234669	Connemara heath, St. Dabeoc's heath, Daboecia cantabrica
-n12235051	trailing arbutus, mayflower, Epigaea repens
-n12235479	creeping snowberry, moxie plum, maidenhair berry, Gaultheria hispidula
-n12236160	salal, shallon, Gaultheria shallon
-n12236546	huckleberry
-n12236768	black huckleberry, Gaylussacia baccata
-n12236977	dangleberry, dangle-berry, Gaylussacia frondosa
-n12237152	box huckleberry, Gaylussacia brachycera
-n12237486	kalmia
-n12237641	mountain laurel, wood laurel, American laurel, calico bush, Kalmia latifolia
-n12237855	swamp laurel, bog laurel, bog kalmia, Kalmia polifolia
-n12238756	trapper's tea, glandular Labrador tea
-n12238913	wild rosemary, marsh tea, Ledum palustre
-n12239240	sand myrtle, Leiophyllum buxifolium
-n12239647	leucothoe
-n12239880	dog laurel, dog hobble, switch-ivy, Leucothoe fontanesiana, Leucothoe editorum
-n12240150	sweet bells, Leucothoe racemosa
-n12240477	alpine azalea, mountain azalea, Loiseleuria procumbens
-n12240965	staggerbush, stagger bush, Lyonia mariana
-n12241192	maleberry, male berry, privet andromeda, he-huckleberry, Lyonia ligustrina
-n12241426	fetterbush, fetter bush, shiny lyonia, Lyonia lucida
-n12241880	false azalea, fool's huckleberry, Menziesia ferruginea
-n12242123	minniebush, minnie bush, Menziesia pilosa
-n12242409	sorrel tree, sourwood, titi, Oxydendrum arboreum
-n12242850	mountain heath, Phyllodoce caerulea, Bryanthus taxifolius
-n12243109	purple heather, Brewer's mountain heather, Phyllodoce breweri
-n12243693	fetterbush, mountain fetterbush, mountain andromeda, Pieris floribunda
-n12244153	rhododendron
-n12244458	coast rhododendron, Rhododendron californicum
-n12244650	rosebay, Rhododendron maxima
-n12244819	swamp azalea, swamp honeysuckle, white honeysuckle, Rhododendron viscosum
-n12245319	azalea
-n12245695	cranberry
-n12245885	American cranberry, large cranberry, Vaccinium macrocarpon
-n12246037	European cranberry, small cranberry, Vaccinium oxycoccus
-n12246232	blueberry, blueberry bush
-n12246773	farkleberry, sparkleberry, Vaccinium arboreum
-n12246941	low-bush blueberry, low blueberry, Vaccinium angustifolium, Vaccinium pennsylvanicum
-n12247202	rabbiteye blueberry, rabbit-eye blueberry, rabbiteye, Vaccinium ashei
-n12247407	dwarf bilberry, dwarf blueberry, Vaccinium caespitosum
-n12247963	evergreen blueberry, Vaccinium myrsinites
-n12248141	evergreen huckleberry, Vaccinium ovatum
-n12248359	bilberry, thin-leaved bilberry, mountain blue berry, Viccinium membranaceum
-n12248574	bilberry, whortleberry, whinberry, blaeberry, Viccinium myrtillus
-n12248780	bog bilberry, bog whortleberry, moor berry, Vaccinium uliginosum alpinum
-n12248941	dryland blueberry, dryland berry, Vaccinium pallidum
-n12249122	grouseberry, grouse-berry, grouse whortleberry, Vaccinium scoparium
-n12249294	deerberry, squaw huckleberry, Vaccinium stamineum
-n12249542	cowberry, mountain cranberry, lingonberry, lingenberry, lingberry, foxberry, Vaccinium vitis-idaea
-n12251001	diapensia
-n12251278	galax, galaxy, wandflower, beetleweed, coltsfoot, Galax urceolata
-n12251740	pyxie, pixie, pixy, Pyxidanthera barbulata
-n12252168	shortia
-n12252383	oconee bells, Shortia galacifolia
-n12252866	Australian heath
-n12253229	epacris
-n12253487	common heath, Epacris impressa
-n12253664	common heath, blunt-leaf heath, Epacris obtusifolia
-n12253835	Port Jackson heath, Epacris purpurascens
-n12254168	native cranberry, groundberry, ground-berry, cranberry heath, Astroloma humifusum, Styphelia humifusum
-n12255225	pink fivecorner, Styphelia triflora
-n12256112	wintergreen, pyrola
-n12256325	false wintergreen, Pyrola americana, Pyrola rotundifolia americana
-n12256522	lesser wintergreen, Pyrola minor
-n12256708	wild lily of the valley, shinleaf, Pyrola elliptica
-n12256920	wild lily of the valley, Pyrola rotundifolia
-n12257570	pipsissewa, prince's pine
-n12257725	love-in-winter, western prince's pine, Chimaphila umbellata, Chimaphila corymbosa
-n12258101	one-flowered wintergreen, one-flowered pyrola, Moneses uniflora, Pyrola uniflora
-n12258885	Indian pipe, waxflower, Monotropa uniflora
-n12259316	pinesap, false beachdrops, Monotropa hypopithys
-n12260799	beech, beech tree
-n12261359	common beech, European beech, Fagus sylvatica
-n12261571	copper beech, purple beech, Fagus sylvatica atropunicea, Fagus purpurea, Fagus sylvatica purpurea
-n12261808	American beech, white beech, red beech, Fagus grandifolia, Fagus americana
-n12262018	weeping beech, Fagus pendula, Fagus sylvatica pendula
-n12262185	Japanese beech
-n12262553	chestnut, chestnut tree
-n12263038	American chestnut, American sweet chestnut, Castanea dentata
-n12263204	European chestnut, sweet chestnut, Spanish chestnut, Castanea sativa
-n12263410	Chinese chestnut, Castanea mollissima
-n12263588	Japanese chestnut, Castanea crenata
-n12263738	Allegheny chinkapin, eastern chinquapin, chinquapin, dwarf chestnut, Castanea pumila
-n12263987	Ozark chinkapin, Ozark chinquapin, chinquapin, Castanea ozarkensis
-n12264512	oak chestnut
-n12264786	giant chinkapin, golden chinkapin, Chrysolepis chrysophylla, Castanea chrysophylla, Castanopsis chrysophylla
-n12265083	dwarf golden chinkapin, Chrysolepis sempervirens
-n12265394	tanbark oak, Lithocarpus densiflorus
-n12265600	Japanese oak, Lithocarpus glabra, Lithocarpus glaber
-n12266217	southern beech, evergreen beech
-n12266528	myrtle beech, Nothofagus cuninghamii
-n12266644	Coigue, Nothofagus dombeyi
-n12266796	New Zealand beech
-n12266984	silver beech, Nothofagus menziesii
-n12267133	roble beech, Nothofagus obliqua
-n12267265	rauli beech, Nothofagus procera
-n12267411	black beech, Nothofagus solanderi
-n12267534	hard beech, Nothofagus truncata
-n12267677	acorn
-n12267931	cupule, acorn cup
-n12268246	oak, oak tree
-n12269241	live oak
-n12269406	coast live oak, California live oak, Quercus agrifolia
-n12269652	white oak
-n12270027	American white oak, Quercus alba
-n12270278	Arizona white oak, Quercus arizonica
-n12270460	swamp white oak, swamp oak, Quercus bicolor
-n12270741	European turkey oak, turkey oak, Quercus cerris
-n12270946	canyon oak, canyon live oak, maul oak, iron oak, Quercus chrysolepis
-n12271187	scarlet oak, Quercus coccinea
-n12271451	jack oak, northern pin oak, Quercus ellipsoidalis
-n12271643	red oak
-n12271933	southern red oak, swamp red oak, turkey oak, Quercus falcata
-n12272239	Oregon white oak, Oregon oak, Garry oak, Quercus garryana
-n12272432	holm oak, holm tree, holly-leaved oak, evergreen oak, Quercus ilex
-n12272735	bear oak, Quercus ilicifolia
-n12272883	shingle oak, laurel oak, Quercus imbricaria
-n12273114	bluejack oak, turkey oak, Quercus incana
-n12273344	California black oak, Quercus kelloggii
-n12273515	American turkey oak, turkey oak, Quercus laevis
-n12273768	laurel oak, pin oak, Quercus laurifolia
-n12273939	California white oak, valley oak, valley white oak, roble, Quercus lobata
-n12274151	overcup oak, Quercus lyrata
-n12274358	bur oak, burr oak, mossy-cup oak, mossycup oak, Quercus macrocarpa
-n12274630	scrub oak
-n12274863	blackjack oak, blackjack, jack oak, Quercus marilandica
-n12275131	swamp chestnut oak, Quercus michauxii
-n12275317	Japanese oak, Quercus mongolica, Quercus grosseserrata
-n12275489	chestnut oak
-n12275675	chinquapin oak, chinkapin oak, yellow chestnut oak, Quercus muehlenbergii
-n12275888	myrtle oak, seaside scrub oak, Quercus myrtifolia
-n12276110	water oak, possum oak, Quercus nigra
-n12276314	Nuttall oak, Nuttall's oak, Quercus nuttalli
-n12276477	durmast, Quercus petraea, Quercus sessiliflora
-n12276628	basket oak, cow oak, Quercus prinus, Quercus montana
-n12276872	pin oak, swamp oak, Quercus palustris
-n12277150	willow oak, Quercus phellos
-n12277334	dwarf chinkapin oak, dwarf chinquapin oak, dwarf oak, Quercus prinoides
-n12277578	common oak, English oak, pedunculate oak, Quercus robur
-n12277800	northern red oak, Quercus rubra, Quercus borealis
-n12278107	Shumard oak, Shumard red oak, Quercus shumardii
-n12278371	post oak, box white oak, brash oak, iron oak, Quercus stellata
-n12278650	cork oak, Quercus suber
-n12278865	Spanish oak, Quercus texana
-n12279060	huckleberry oak, Quercus vaccinifolia
-n12279293	Chinese cork oak, Quercus variabilis
-n12279458	black oak, yellow oak, quercitron, quercitron oak, Quercus velutina
-n12279772	southern live oak, Quercus virginiana
-n12280060	interior live oak, Quercus wislizenii, Quercus wizlizenii
-n12280364	mast
-n12281241	birch, birch tree
-n12281788	yellow birch, Betula alleghaniensis, Betula leutea
-n12281974	American white birch, paper birch, paperbark birch, canoe birch, Betula cordifolia, Betula papyrifera
-n12282235	grey birch, gray birch, American grey birch, American gray birch, Betula populifolia
-n12282527	silver birch, common birch, European white birch, Betula pendula
-n12282737	downy birch, white birch, Betula pubescens
-n12282933	black birch, river birch, red birch, Betula nigra
-n12283147	sweet birch, cherry birch, black birch, Betula lenta
-n12283395	Yukon white birch, Betula neoalaskana
-n12283542	swamp birch, water birch, mountain birch, Western paper birch, Western birch, Betula fontinalis
-n12283790	Newfoundland dwarf birch, American dwarf birch, Betula glandulosa
-n12284262	alder, alder tree
-n12284821	common alder, European black alder, Alnus glutinosa, Alnus vulgaris
-n12285049	grey alder, gray alder, Alnus incana
-n12285195	seaside alder, Alnus maritima
-n12285369	white alder, mountain alder, Alnus rhombifolia
-n12285512	red alder, Oregon alder, Alnus rubra
-n12285705	speckled alder, Alnus rugosa
-n12285900	smooth alder, hazel alder, Alnus serrulata
-n12286068	green alder, Alnus veridis
-n12286197	green alder, Alnus veridis crispa, Alnus crispa
-n12286826	hornbeam
-n12286988	European hornbeam, Carpinus betulus
-n12287195	American hornbeam, Carpinus caroliniana
-n12287642	hop hornbeam
-n12287836	Old World hop hornbeam, Ostrya carpinifolia
-n12288005	Eastern hop hornbeam, ironwood, ironwood tree, Ostrya virginiana
-n12288823	hazelnut, hazel, hazelnut tree
-n12289310	American hazel, Corylus americana
-n12289433	cobnut, filbert, Corylus avellana, Corylus avellana grandis
-n12289585	beaked hazelnut, Corylus cornuta
-n12290748	centaury
-n12290975	rosita, Centaurium calycosum
-n12291143	lesser centaury, Centaurium minus
-n12291459	seaside centaury
-n12291671	slender centaury
-n12291959	prairie gentian, tulip gentian, bluebell, Eustoma grandiflorum
-n12292463	Persian violet, Exacum affine
-n12292877	columbo, American columbo, deer's-ear, deer's-ears, pyramid plant, American gentian
-n12293723	gentian
-n12294124	gentianella, Gentiana acaulis
-n12294331	closed gentian, blind gentian, bottle gentian, Gentiana andrewsii
-n12294542	explorer's gentian, Gentiana calycosa
-n12294723	closed gentian, blind gentian, Gentiana clausa
-n12294871	great yellow gentian, Gentiana lutea
-n12295033	marsh gentian, calathian violet, Gentiana pneumonanthe
-n12295237	soapwort gentian, Gentiana saponaria
-n12295429	striped gentian, Gentiana villosa
-n12295796	agueweed, ague weed, five-flowered gentian, stiff gentian, Gentianella quinquefolia, Gentiana quinquefolia
-n12296045	felwort, gentianella amarella
-n12296432	fringed gentian
-n12296735	Gentianopsis crinita, Gentiana crinita
-n12296929	Gentianopsis detonsa, Gentiana detonsa
-n12297110	Gentianopsid procera, Gentiana procera
-n12297280	Gentianopsis thermalis, Gentiana thermalis
-n12297507	tufted gentian, Gentianopsis holopetala, Gentiana holopetala
-n12297846	spurred gentian
-n12298165	sabbatia
-n12299640	toothbrush tree, mustard tree, Salvadora persica
-n12300840	olive tree
-n12301180	olive, European olive tree, Olea europaea
-n12301445	olive
-n12301613	black maire, Olea cunninghamii
-n12301766	white maire, Olea lanceolata
-n12302071	fringe tree
-n12302248	fringe bush, Chionanthus virginicus
-n12302565	forestiera
-n12303083	forsythia
-n12303462	ash, ash tree
-n12304115	white ash, Fraxinus Americana
-n12304286	swamp ash, Fraxinus caroliniana
-n12304420	flowering ash, Fraxinus cuspidata
-n12304703	European ash, common European ash, Fraxinus excelsior
-n12304899	Oregon ash, Fraxinus latifolia, Fraxinus oregona
-n12305089	black ash, basket ash, brown ash, hoop ash, Fraxinus nigra
-n12305293	manna ash, flowering ash, Fraxinus ornus
-n12305475	red ash, downy ash, Fraxinus pennsylvanica
-n12305654	green ash, Fraxinus pennsylvanica subintegerrima
-n12305819	blue ash, Fraxinus quadrangulata
-n12305986	mountain ash, Fraxinus texensis
-n12306089	pumpkin ash, Fraxinus tomentosa
-n12306270	Arizona ash, Fraxinus velutina
-n12306717	jasmine
-n12306938	primrose jasmine, Jasminum mesnyi
-n12307076	winter jasmine, Jasminum nudiflorum
-n12307240	common jasmine, true jasmine, jessamine, Jasminum officinale
-n12307756	privet
-n12308112	Amur privet, Ligustrum amurense
-n12308447	Japanese privet, Ligustrum japonicum
-n12308907	Ligustrum obtusifolium
-n12309277	common privet, Ligustrum vulgare
-n12309630	devilwood, American olive, Osmanthus americanus
-n12310021	mock privet
-n12310349	lilac
-n12310638	Himalayan lilac, Syringa emodi
-n12311045	Persian lilac, Syringa persica
-n12311224	Japanese tree lilac, Syringa reticulata, Syringa amurensis japonica
-n12311413	Japanese lilac, Syringa villosa
-n12311579	common lilac, Syringa vulgaris
-n12312110	bloodwort
-n12312728	kangaroo paw, kangaroo's paw, kangaroo's-foot, kangaroo-foot plant, Australian sword lily, Anigozanthus manglesii
-n12315060	Virginian witch hazel, Hamamelis virginiana
-n12315245	vernal witch hazel, Hamamelis vernalis
-n12315598	winter hazel, flowering hazel
-n12315999	fothergilla, witch alder
-n12316444	liquidambar
-n12316572	sweet gum, sweet gum tree, bilsted, red gum, American sweet gum, Liquidambar styraciflua
-n12317296	iron tree, iron-tree, ironwood, ironwood tree
-n12318378	walnut, walnut tree
-n12318782	California black walnut, Juglans californica
-n12318965	butternut, butternut tree, white walnut, Juglans cinerea
-n12319204	black walnut, black walnut tree, black hickory, Juglans nigra
-n12319414	English walnut, English walnut tree, Circassian walnut, Persian walnut, Juglans regia
-n12320010	hickory, hickory tree
-n12320414	water hickory, bitter pecan, water bitternut, Carya aquatica
-n12320627	pignut, pignut hickory, brown hickory, black hickory, Carya glabra
-n12320806	bitternut, bitternut hickory, bitter hickory, bitter pignut, swamp hickory, Carya cordiformis
-n12321077	pecan, pecan tree, Carya illinoensis, Carya illinoinsis
-n12321395	big shellbark, big shellbark hickory, big shagbark, king nut, king nut hickory, Carya laciniosa
-n12321669	nutmeg hickory, Carya myristicaeformis, Carya myristiciformis
-n12321873	shagbark, shagbark hickory, shellbark, shellbark hickory, Carya ovata
-n12322099	mockernut, mockernut hickory, black hickory, white-heart hickory, big-bud hickory, Carya tomentosa
-n12322501	wing nut, wing-nut
-n12322699	Caucasian walnut, Pterocarya fraxinifolia
-n12323665	dhawa, dhava
-n12324056	combretum
-n12324222	hiccup nut, hiccough nut, Combretum bracteosum
-n12324388	bush willow, Combretum appiculatum
-n12324558	bush willow, Combretum erythrophyllum
-n12324906	button tree, button mangrove, Conocarpus erectus
-n12325234	white mangrove, Laguncularia racemosa
-n12325787	oleaster
-n12327022	water milfoil
-n12327528	anchovy pear, anchovy pear tree, Grias cauliflora
-n12327846	brazil nut, brazil-nut tree, Bertholletia excelsa
-n12328398	loosestrife
-n12328567	purple loosestrife, spiked loosestrife, Lythrum salicaria
-n12328801	grass poly, hyssop loosestrife, Lythrum hyssopifolia
-n12329260	crape myrtle, crepe myrtle, crepe flower, Lagerstroemia indica
-n12329473	Queen's crape myrtle, pride-of-India, Lagerstroemia speciosa
-n12330239	myrtaceous tree
-n12330469	myrtle
-n12330587	common myrtle, Myrtus communis
-n12330891	bayberry, bay-rum tree, Jamaica bayberry, wild cinnamon, Pimenta acris
-n12331066	allspice, allspice tree, pimento tree, Pimenta dioica
-n12331263	allspice tree, Pimenta officinalis
-n12331655	sour cherry, Eugenia corynantha
-n12331788	nakedwood, Eugenia dicrana
-n12332030	Surinam cherry, pitanga, Eugenia uniflora
-n12332218	rose apple, rose-apple tree, jambosa, Eugenia jambos
-n12332555	feijoa, feijoa bush
-n12333053	jaboticaba, jaboticaba tree, Myrciaria cauliflora
-n12333530	guava, true guava, guava bush, Psidium guajava
-n12333771	guava, strawberry guava, yellow cattley guava, Psidium littorale
-n12333961	cattley guava, purple strawberry guava, Psidium cattleianum, Psidium littorale longipes
-n12334153	Brazilian guava, Psidium guineense
-n12334293	gum tree, gum
-n12334891	eucalyptus, eucalypt, eucalyptus tree
-n12335483	flooded gum
-n12335664	mallee
-n12335800	stringybark
-n12335937	smoothbark
-n12336092	red gum, peppermint, peppermint gum, Eucalyptus amygdalina
-n12336224	red gum, marri, Eucalyptus calophylla
-n12336333	river red gum, river gum, Eucalyptus camaldulensis, Eucalyptus rostrata
-n12336586	mountain swamp gum, Eucalyptus camphora
-n12336727	snow gum, ghost gum, white ash, Eucalyptus coriacea, Eucalyptus pauciflora
-n12336973	alpine ash, mountain oak, Eucalyptus delegatensis
-n12337131	white mallee, congoo mallee, Eucalyptus dumosa
-n12337246	white stringybark, thin-leaved stringybark, Eucalyptusd eugenioides
-n12337391	white mountain ash, Eucalyptus fraxinoides
-n12337617	blue gum, fever tree, Eucalyptus globulus
-n12337800	rose gum, Eucalypt grandis
-n12337922	cider gum, Eucalypt gunnii
-n12338034	swamp gum, Eucalypt ovata
-n12338146	spotted gum, Eucalyptus maculata
-n12338258	lemon-scented gum, Eucalyptus citriodora, Eucalyptus maculata citriodora
-n12338454	black mallee, black sally, black gum, Eucalytus stellulata
-n12338655	forest red gum, Eucalypt tereticornis
-n12338796	mountain ash, Eucalyptus regnans
-n12338979	manna gum, Eucalyptus viminalis
-n12339526	clove, clove tree, Syzygium aromaticum, Eugenia aromaticum, Eugenia caryophyllatum
-n12339831	clove
-n12340383	tupelo, tupelo tree
-n12340581	water gum, Nyssa aquatica
-n12340755	sour gum, black gum, pepperidge, Nyssa sylvatica
-n12341542	enchanter's nightshade
-n12341931	Circaea lutetiana
-n12342299	willowherb
-n12342498	fireweed, giant willowherb, rosebay willowherb, wickup, Epilobium angustifolium
-n12342852	California fuchsia, humming bird's trumpet, Epilobium canum canum, Zauschneria californica
-n12343480	fuchsia
-n12343753	lady's-eardrop, ladies'-eardrop, lady's-eardrops, ladies'-eardrops, Fuchsia coccinea
-n12344283	evening primrose
-n12344483	common evening primrose, German rampion, Oenothera biennis
-n12344700	sundrops, Oenothera fruticosa
-n12344837	Missouri primrose, Ozark sundrops, Oenothera macrocarpa
-n12345280	pomegranate, pomegranate tree, Punica granatum
-n12345899	mangrove, Rhizophora mangle
-n12346578	daphne
-n12346813	garland flower, Daphne cneorum
-n12346986	spurge laurel, wood laurel, Daphne laureola
-n12347158	mezereon, February daphne, Daphne mezereum
-n12349315	Indian rhododendron, Melastoma malabathricum
-n12349711	Medinilla magnifica
-n12350032	deer grass, meadow beauty
-n12350758	canna
-n12351091	achira, indian shot, arrowroot, Canna indica, Canna edulis
-n12351790	arrowroot, American arrowroot, obedience plant, Maranta arundinaceae
-n12352287	banana, banana tree
-n12352639	dwarf banana, Musa acuminata
-n12352844	Japanese banana, Musa basjoo
-n12352990	plantain, plantain tree, Musa paradisiaca
-n12353203	edible banana, Musa paradisiaca sapientum
-n12353431	abaca, Manila hemp, Musa textilis
-n12353754	Abyssinian banana, Ethiopian banana, Ensete ventricosum, Musa ensete
-n12355760	ginger
-n12356023	common ginger, Canton ginger, stem ginger, Zingiber officinale
-n12356395	turmeric, Curcuma longa, Curcuma domestica
-n12356960	galangal, Alpinia galanga
-n12357485	shellflower, shall-flower, shell ginger, Alpinia Zerumbet, Alpinia speciosa, Languas speciosa
-n12357968	grains of paradise, Guinea grains, Guinea pepper, melagueta pepper, Aframomum melegueta
-n12358293	cardamom, cardamon, Elettaria cardamomum
-n12360108	begonia
-n12360534	fibrous-rooted begonia
-n12360684	tuberous begonia
-n12360817	rhizomatous begonia
-n12360958	Christmas begonia, blooming-fool begonia, Begonia cheimantha
-n12361135	angel-wing begonia, Begonia cocchinea
-n12361560	beefsteak begonia, kidney begonia, Begonia erythrophylla, Begonia feastii
-n12361754	star begonia, star-leaf begonia, Begonia heracleifolia
-n12361946	rex begonia, king begonia, painted-leaf begonia, beefsteak geranium, Begonia rex
-n12362274	wax begonia, Begonia semperflorens
-n12362514	Socotra begonia, Begonia socotrana
-n12362668	hybrid tuberous begonia, Begonia tuberhybrida
-n12363301	dillenia
-n12363768	guinea gold vine, guinea flower
-n12364604	poon
-n12364940	calaba, Santa Maria tree, Calophyllum calaba
-n12365158	Maria, Calophyllum longifolium
-n12365285	laurelwood, lancewood tree, Calophyllum candidissimum
-n12365462	Alexandrian laurel, Calophyllum inophyllum
-n12365900	clusia
-n12366053	wild fig, Clusia flava
-n12366186	waxflower, Clusia insignis
-n12366313	pitch apple, strangler fig, Clusia rosea, Clusia major
-n12366675	mangosteen, mangosteen tree, Garcinia mangostana
-n12366870	gamboge tree, Garcinia hanburyi, Garcinia cambogia, Garcinia gummi-gutta
-n12367611	St John's wort
-n12368028	common St John's wort, tutsan, Hypericum androsaemum
-n12368257	great St John's wort, Hypericum ascyron, Hypericum pyramidatum
-n12368451	creeping St John's wort, Hypericum calycinum
-n12369066	low St Andrew's cross, Hypericum hypericoides
-n12369309	klammath weed, Hypericum perforatum
-n12369476	shrubby St John's wort, Hypericum prolificum, Hypericum spathulatum
-n12369665	St Peter's wort, Hypericum tetrapterum, Hypericum maculatum
-n12369845	marsh St-John's wort, Hypericum virginianum
-n12370174	mammee apple, mammee, mamey, mammee tree, Mammea americana
-n12370549	rose chestnut, ironwood, ironwood tree, Mesua ferrea
-n12371202	bower actinidia, tara vine, Actinidia arguta
-n12371439	Chinese gooseberry, kiwi, kiwi vine, Actinidia chinensis, Actinidia deliciosa
-n12371704	silvervine, silver vine, Actinidia polygama
-n12372233	wild cinnamon, white cinnamon tree, Canella winterana, Canella-alba
-n12373100	papaya, papaia, pawpaw, papaya tree, melon tree, Carica papaya
-n12373739	souari, souari nut, souari tree, Caryocar nuciferum
-n12374418	rockrose, rock rose
-n12374705	white-leaved rockrose, Cistus albidus
-n12374862	common gum cistus, Cistus ladanifer, Cistus ladanum
-n12375769	frostweed, frost-weed, frostwort, Helianthemum canadense, Crocanthemum canadense
-n12377198	dipterocarp
-n12377494	red lauan, red lauan tree, Shorea teysmanniana
-n12378249	governor's plum, governor plum, Madagascar plum, ramontchi, batoko palm, Flacourtia indica
-n12378753	kei apple, kei apple bush, Dovyalis caffra
-n12378963	ketembilla, kitembilla, kitambilla, ketembilla tree, Ceylon gooseberry, Dovyalis hebecarpa
-n12379531	chaulmoogra, chaulmoogra tree, chaulmugra, Hydnocarpus kurzii, Taraktagenos kurzii, Taraktogenos kurzii
-n12380761	wild peach, Kiggelaria africana
-n12381511	candlewood
-n12382233	boojum tree, cirio, Fouquieria columnaris, Idria columnaris
-n12382875	bird's-eye bush, Ochna serrulata
-n12383737	granadilla, purple granadillo, Passiflora edulis
-n12383894	granadilla, sweet granadilla, Passiflora ligularis
-n12384037	granadilla, giant granadilla, Passiflora quadrangularis
-n12384227	maypop, Passiflora incarnata
-n12384375	Jamaica honeysuckle, yellow granadilla, Passiflora laurifolia
-n12384569	banana passion fruit, Passiflora mollissima
-n12384680	sweet calabash, Passiflora maliformis
-n12384839	love-in-a-mist, running pop, wild water lemon, Passiflora foetida
-n12385429	reseda
-n12385566	mignonette, sweet reseda, Reseda odorata
-n12385830	dyer's rocket, dyer's mignonette, weld, Reseda luteola
-n12386945	false tamarisk, German tamarisk, Myricaria germanica
-n12387103	halophyte
-n12387633	viola
-n12387839	violet
-n12388143	field pansy, heartsease, Viola arvensis
-n12388293	American dog violet, Viola conspersa
-n12388858	dog violet, heath violet, Viola canina
-n12388989	horned violet, tufted pansy, Viola cornuta
-n12389130	two-eyed violet, heartsease, Viola ocellata
-n12389501	bird's-foot violet, pansy violet, Johnny-jump-up, wood violet, Viola pedata
-n12389727	downy yellow violet, Viola pubescens
-n12389932	long-spurred violet, Viola rostrata
-n12390099	pale violet, striped violet, cream violet, Viola striata
-n12390314	hedge violet, wood violet, Viola sylvatica, Viola reichenbachiana
-n12392070	nettle
-n12392549	stinging nettle, Urtica dioica
-n12392765	Roman nettle, Urtica pipulifera
-n12393269	ramie, ramee, Chinese silk plant, China grass, Boehmeria nivea
-n12394118	wood nettle, Laportea canadensis
-n12394328	Australian nettle, Australian nettle tree
-n12394638	pellitory-of-the-wall, wall pellitory, pellitory, Parietaria difussa
-n12395068	richweed, clearweed, dead nettle, Pilea pumilla
-n12395289	artillery plant, Pilea microphylla
-n12395463	friendship plant, panamica, panamiga, Pilea involucrata
-n12395906	Queensland grass-cloth plant, Pipturus argenteus
-n12396091	Pipturus albidus
-n12396924	cannabis, hemp
-n12397431	Indian hemp, Cannabis indica
-n12399132	mulberry, mulberry tree
-n12399384	white mulberry, Morus alba
-n12399534	black mulberry, Morus nigra
-n12399656	red mulberry, Morus rubra
-n12399899	osage orange, bow wood, mock orange, Maclura pomifera
-n12400489	breadfruit, breadfruit tree, Artocarpus communis, Artocarpus altilis
-n12400720	jackfruit, jackfruit tree, Artocarpus heterophyllus
-n12400924	marang, marang tree, Artocarpus odoratissima
-n12401335	fig tree
-n12401684	fig, common fig, common fig tree, Ficus carica
-n12401893	caprifig, Ficus carica sylvestris
-n12402051	golden fig, Florida strangler fig, strangler fig, wild fig, Ficus aurea
-n12402348	banyan, banyan tree, banian, banian tree, Indian banyan, East Indian fig tree, Ficus bengalensis
-n12402596	pipal, pipal tree, pipul, peepul, sacred fig, bo tree, Ficus religiosa
-n12402840	India-rubber tree, India-rubber plant, India-rubber fig, rubber plant, Assam rubber, Ficus elastica
-n12403075	mistletoe fig, mistletoe rubber plant, Ficus diversifolia, Ficus deltoidea
-n12403276	Port Jackson fig, rusty rig, little-leaf fig, Botany Bay fig, Ficus rubiginosa
-n12403513	sycamore, sycamore fig, mulberry fig, Ficus sycomorus
-n12403994	paper mulberry, Broussonetia papyrifera
-n12404729	trumpetwood, trumpet-wood, trumpet tree, snake wood, imbauba, Cecropia peltata
-n12405714	elm, elm tree
-n12406304	winged elm, wing elm, Ulmus alata
-n12406488	American elm, white elm, water elm, rock elm, Ulmus americana
-n12406715	smooth-leaved elm, European field elm, Ulmus carpinifolia
-n12406902	cedar elm, Ulmus crassifolia
-n12407079	witch elm, wych elm, Ulmus glabra
-n12407222	Dutch elm, Ulmus hollandica
-n12407396	Huntingdon elm, Ulmus hollandica vegetata
-n12407545	water elm, Ulmus laevis
-n12407715	Chinese elm, Ulmus parvifolia
-n12407890	English elm, European elm, Ulmus procera
-n12408077	Siberian elm, Chinese elm, dwarf elm, Ulmus pumila
-n12408280	slippery elm, red elm, Ulmus rubra
-n12408466	Jersey elm, guernsey elm, wheately elm, Ulmus sarniensis, Ulmus campestris sarniensis, Ulmus campestris wheatleyi
-n12408717	September elm, red elm, Ulmus serotina
-n12408873	rock elm, Ulmus thomasii
-n12409231	hackberry, nettle tree
-n12409470	European hackberry, Mediterranean hackberry, Celtis australis
-n12409651	American hackberry, Celtis occidentalis
-n12409840	sugarberry, Celtis laevigata
-n12411461	iridaceous plant
-n12412355	bearded iris
-n12412606	beardless iris
-n12412987	orrisroot, orris
-n12413165	dwarf iris, Iris cristata
-n12413301	Dutch iris, Iris filifolia
-n12413419	Florentine iris, orris, Iris germanica florentina, Iris florentina
-n12413642	stinking iris, gladdon, gladdon iris, stinking gladwyn, roast beef plant, Iris foetidissima
-n12413880	German iris, Iris germanica
-n12414035	Japanese iris, Iris kaempferi
-n12414159	German iris, Iris kochii
-n12414329	Dalmatian iris, Iris pallida
-n12414449	Persian iris, Iris persica
-n12414818	Dutch iris, Iris tingitana
-n12414932	dwarf iris, vernal iris, Iris verna
-n12415595	Spanish iris, xiphium iris, Iris xiphium
-n12416073	blackberry-lily, leopard lily, Belamcanda chinensis
-n12416423	crocus
-n12416703	saffron, saffron crocus, Crocus sativus
-n12417836	corn lily
-n12418221	blue-eyed grass
-n12418507	wandflower, Sparaxis tricolor
-n12419037	amaryllis
-n12419878	salsilla, Bomarea edulis
-n12420124	salsilla, Bomarea salsilla
-n12420535	blood lily
-n12420722	Cape tulip, Haemanthus coccineus
-n12421137	hippeastrum, Hippeastrum puniceum
-n12421467	narcissus
-n12421683	daffodil, Narcissus pseudonarcissus
-n12421917	jonquil, Narcissus jonquilla
-n12422129	jonquil
-n12422559	Jacobean lily, Aztec lily, Strekelia formosissima
-n12425281	liliaceous plant
-n12426623	mountain lily, Lilium auratum
-n12426749	Canada lily, wild yellow lily, meadow lily, wild meadow lily, Lilium canadense
-n12427184	tiger lily, leopard lily, pine lily, Lilium catesbaei
-n12427391	Columbia tiger lily, Oregon lily, Lilium columbianum
-n12427566	tiger lily, devil lily, kentan, Lilium lancifolium
-n12427757	Easter lily, Bermuda lily, white trumpet lily, Lilium longiflorum
-n12427946	coast lily, Lilium maritinum
-n12428076	Turk's-cap, martagon, Lilium martagon
-n12428242	Michigan lily, Lilium michiganense
-n12428412	leopard lily, panther lily, Lilium pardalinum
-n12428747	Turk's-cap, Turk's cap-lily, Lilium superbum
-n12429352	African lily, African tulip, blue African lily, Agapanthus africanus
-n12430198	colicroot, colic root, crow corn, star grass, unicorn root
-n12430471	ague root, ague grass, Aletris farinosa
-n12430675	yellow colicroot, Aletris aurea
-n12431434	alliaceous plant
-n12432069	Hooker's onion, Allium acuminatum
-n12432356	wild leek, Levant garlic, kurrat, Allium ampeloprasum
-n12432574	Canada garlic, meadow leek, rose leek, Allium canadense
-n12432707	keeled garlic, Allium carinatum
-n12433081	onion
-n12433178	shallot, eschalot, multiplier onion, Allium cepa aggregatum, Allium ascalonicum
-n12433769	nodding onion, nodding wild onion, lady's leek, Allium cernuum
-n12433952	Welsh onion, Japanese leek, Allium fistulosum
-n12434106	red-skinned onion, Allium haematochiton
-n12434483	daffodil garlic, flowering onion, Naples garlic, Allium neopolitanum
-n12434634	few-flowered leek, Allium paradoxum
-n12434775	garlic, Allium sativum
-n12434985	sand leek, giant garlic, Spanish garlic, rocambole, Allium scorodoprasum
-n12435152	chives, chive, cive, schnittlaugh, Allium schoenoprasum
-n12435486	crow garlic, false garlic, field garlic, stag's garlic, wild garlic, Allium vineale
-n12435649	wild garlic, wood garlic, Ramsons, Allium ursinum
-n12435777	garlic chive, Chinese chive, Oriental garlic, Allium tuberosum
-n12435965	round-headed leek, Allium sphaerocephalum
-n12436090	three-cornered leek, triquetrous leek, Allium triquetrum
-n12436907	cape aloe, Aloe ferox
-n12437513	kniphofia, tritoma, flame flower, flame-flower, flameflower
-n12437769	poker plant, Kniphofia uvaria
-n12437930	red-hot poker, Kniphofia praecox
-n12439154	fly poison, Amianthum muscaetoxicum, Amianthum muscitoxicum
-n12439830	amber lily, Anthericum torreyi
-n12441183	asparagus, edible asparagus, Asparagus officinales
-n12441390	asparagus fern, Asparagus setaceous, Asparagus plumosus
-n12441552	smilax, Asparagus asparagoides
-n12441958	asphodel
-n12442548	Jacob's rod
-n12443323	aspidistra, cast-iron plant, bar-room plant, Aspidistra elatio
-n12443736	coral drops, Bessera elegans
-n12444095	Christmas bells
-n12444898	climbing onion, Bowiea volubilis
-n12446200	mariposa, mariposa tulip, mariposa lily
-n12446519	globe lily, fairy lantern
-n12446737	cat's-ear
-n12446908	white globe lily, white fairy lantern, Calochortus albus
-n12447121	yellow globe lily, golden fairy lantern, Calochortus amabilis
-n12447346	rose globe lily, Calochortus amoenus
-n12447581	star tulip, elegant cat's ears, Calochortus elegans
-n12447891	desert mariposa tulip, Calochortus kennedyi
-n12448136	yellow mariposa tulip, Calochortus luteus
-n12448361	sagebrush mariposa tulip, Calochortus macrocarpus
-n12448700	sego lily, Calochortus nuttallii
-n12449296	camas, camass, quamash, camosh, camash
-n12449526	common camas, Camassia quamash
-n12449784	Leichtlin's camas, Camassia leichtlinii
-n12449934	wild hyacinth, indigo squill, Camassia scilloides
-n12450344	dogtooth violet, dogtooth, dog's-tooth violet
-n12450607	white dogtooth violet, white dog's-tooth violet, blonde lilian, Erythronium albidum
-n12450840	yellow adder's tongue, trout lily, amberbell, Erythronium americanum
-n12451070	European dogtooth, Erythronium dens-canis
-n12451240	fawn lily, Erythronium californicum
-n12451399	glacier lily, snow lily, Erythronium grandiflorum
-n12451566	avalanche lily, Erythronium montanum
-n12451915	fritillary, checkered lily
-n12452256	mission bells, rice-grain fritillary, Fritillaria affinis, Fritillaria lanceolata, Fritillaria mutica
-n12452480	mission bells, black fritillary, Fritillaria biflora
-n12452673	stink bell, Fritillaria agrestis
-n12452836	crown imperial, Fritillaria imperialis
-n12453018	white fritillary, Fritillaria liliaceae
-n12453186	snake's head fritillary, guinea-hen flower, checkered daffodil, leper lily, Fritillaria meleagris
-n12453714	adobe lily, pink fritillary, Fritillaria pluriflora
-n12453857	scarlet fritillary, Fritillaria recurva
-n12454159	tulip
-n12454436	dwarf tulip, Tulipa armena, Tulipa suaveolens
-n12454556	lady tulip, candlestick tulip, Tulipa clusiana
-n12454705	Tulipa gesneriana
-n12454793	cottage tulip
-n12454949	Darwin tulip
-n12455950	gloriosa, glory lily, climbing lily, creeping lily, Gloriosa superba
-n12457091	lemon lily, Hemerocallis lilio-asphodelus, Hemerocallis flava
-n12458550	common hyacinth, Hyacinthus orientalis
-n12458713	Roman hyacinth, Hyacinthus orientalis albulus
-n12458874	summer hyacinth, cape hyacinth, Hyacinthus candicans, Galtonia candicans
-n12459629	star-of-Bethlehem
-n12460146	bath asparagus, Prussian asparagus, Ornithogalum pyrenaicum
-n12460697	grape hyacinth
-n12460957	common grape hyacinth, Muscari neglectum
-n12461109	tassel hyacinth, Muscari comosum
-n12461466	scilla, squill
-n12461673	spring squill, Scilla verna, sea onion
-n12462032	false asphodel
-n12462221	Scotch asphodel, Tofieldia pusilla
-n12462582	sea squill, sea onion, squill, Urginea maritima
-n12462805	squill
-n12463134	butcher's broom, Ruscus aculeatus
-n12463743	bog asphodel
-n12463975	European bog asphodel, Narthecium ossifragum
-n12464128	American bog asphodel, Narthecium americanum
-n12464476	hellebore, false hellebore
-n12464649	white hellebore, American hellebore, Indian poke, bugbane, Veratrum viride
-n12465557	squaw grass, bear grass, Xerophyllum tenax
-n12466727	death camas, zigadene
-n12467018	alkali grass, Zigadenus elegans
-n12467197	white camas, Zigadenus glaucus
-n12467433	poison camas, Zigadenus nuttalli
-n12467592	grassy death camas, Zigadenus venenosus, Zigadenus venenosus gramineus
-n12468545	prairie wake-robin, prairie trillium, Trillium recurvatum
-n12468719	dwarf-white trillium, snow trillium, early wake-robin
-n12469517	herb Paris, Paris quadrifolia
-n12470092	sarsaparilla
-n12470512	bullbrier, greenbrier, catbrier, horse brier, horse-brier, brier, briar, Smilax rotundifolia
-n12470907	rough bindweed, Smilax aspera
-n12472024	clintonia, Clinton's lily
-n12473608	false lily of the valley, Maianthemum canadense
-n12473840	false lily of the valley, Maianthemum bifolium
-n12474167	Solomon's-seal
-n12474418	great Solomon's-seal, Polygonatum biflorum, Polygonatum commutatum
-n12475035	bellwort, merry bells, wild oats
-n12475242	strawflower, cornflower, Uvularia grandiflora
-n12475774	pia, Indian arrowroot, Tacca leontopetaloides, Tacca pinnatifida
-n12476510	agave, century plant, American aloe
-n12477163	American agave, Agave americana
-n12477401	sisal, Agave sisalana
-n12477583	maguey, cantala, Agave cantala
-n12477747	maguey, Agave atrovirens
-n12477983	Agave tequilana
-n12478768	cabbage tree, grass tree, Cordyline australis
-n12479537	dracaena
-n12480456	tuberose, Polianthes tuberosa
-n12480895	sansevieria, bowstring hemp
-n12481150	African bowstring hemp, African hemp, Sansevieria guineensis
-n12481289	Ceylon bowstring hemp, Sansevieria zeylanica
-n12481458	mother-in-law's tongue, snake plant, Sansevieria trifasciata
-n12482437	Spanish bayonet, Yucca aloifolia
-n12482668	Spanish bayonet, Yucca baccata
-n12482893	Joshua tree, Yucca brevifolia
-n12483282	soapweed, soap-weed, soap tree, Yucca elata
-n12483427	Adam's needle, Adam's needle-and-thread, spoonleaf yucca, needle palm, Yucca filamentosa
-n12483625	bear grass, Yucca glauca
-n12483841	Spanish dagger, Yucca gloriosa
-n12484244	Our Lord's candle, Yucca whipplei
-n12484784	water shamrock, buckbean, bogbean, bog myrtle, marsh trefoil, Menyanthes trifoliata
-n12485653	butterfly bush, buddleia
-n12485981	yellow jasmine, yellow jessamine, Carolina jasmine, evening trumpet flower, Gelsemium sempervirens
-n12486574	flax
-n12487058	calabar bean, ordeal bean
-n12488454	bonduc, bonduc tree, Caesalpinia bonduc, Caesalpinia bonducella
-n12488709	divi-divi, Caesalpinia coriaria
-n12489046	Mysore thorn, Caesalpinia decapetala, Caesalpinia sepiaria
-n12489676	brazilian ironwood, Caesalpinia ferrea
-n12489815	bird of paradise, poinciana, Caesalpinia gilliesii, Poinciana gilliesii
-n12490490	shingle tree, Acrocarpus fraxinifolius
-n12491017	mountain ebony, orchid tree, Bauhinia variegata
-n12491435	msasa, Brachystegia speciformis
-n12491826	cassia
-n12492106	golden shower tree, drumstick tree, purging cassia, pudding pipe tree, canafistola, canafistula, Cassia fistula
-n12492460	pink shower, pink shower tree, horse cassia, Cassia grandis
-n12492682	rainbow shower, Cassia javonica
-n12492900	horse cassia, Cassia roxburghii, Cassia marginata
-n12493208	carob, carob tree, carob bean tree, algarroba, Ceratonia siliqua
-n12493426	carob, carob bean, algarroba bean, algarroba, locust bean, locust pod
-n12493868	paloverde
-n12494794	royal poinciana, flamboyant, flame tree, peacock flower, Delonix regia, Poinciana regia
-n12495146	locust tree, locust
-n12495670	water locust, swamp locust, Gleditsia aquatica
-n12495895	honey locust, Gleditsia triacanthos
-n12496427	Kentucky coffee tree, bonduc, chicot, Gymnocladus dioica
-n12496949	logwood, logwood tree, campeachy, bloodwood tree, Haematoxylum campechianum
-n12497669	Jerusalem thorn, horsebean, Parkinsonia aculeata
-n12498055	palo verde, Parkinsonia florida, Cercidium floridum
-n12498457	Dalmatian laburnum, Petteria ramentacea, Cytisus ramentaceus
-n12499163	senna
-n12499757	avaram, tanner's cassia, Senna auriculata, Cassia auriculata
-n12499979	Alexandria senna, Alexandrian senna, true senna, tinnevelly senna, Indian senna, Senna alexandrina, Cassia acutifolia, Cassia augustifolia
-n12500309	wild senna, Senna marilandica, Cassia marilandica
-n12500518	sicklepod, Senna obtusifolia, Cassia tora
-n12500751	coffee senna, mogdad coffee, styptic weed, stinking weed, Senna occidentalis, Cassia occidentalis
-n12501202	tamarind, tamarind tree, tamarindo, Tamarindus indica
-n12504570	false indigo, bastard indigo, Amorpha californica
-n12504783	false indigo, bastard indigo, Amorpha fruticosa
-n12505253	hog peanut, wild peanut, Amphicarpaea bracteata, Amphicarpa bracteata
-n12506181	angelim, andelmin
-n12506341	cabbage bark, cabbage-bark tree, cabbage tree, Andira inermis
-n12506991	kidney vetch, Anthyllis vulneraria
-n12507379	groundnut, groundnut vine, Indian potato, potato bean, wild bean, Apios americana, Apios tuberosa
-n12507823	rooibos, Aspalathus linearis, Aspalathus cedcarbergensis
-n12508309	milk vetch, milk-vetch
-n12508618	alpine milk vetch, Astragalus alpinus
-n12508762	purple milk vetch, Astragalus danicus
-n12509109	camwood, African sandalwood, Baphia nitida
-n12509476	wild indigo, false indigo
-n12509665	blue false indigo, Baptisia australis
-n12509821	white false indigo, Baptisia lactea
-n12509993	indigo broom, horsefly weed, rattle weed, Baptisia tinctoria
-n12510343	dhak, dak, palas, Butea frondosa, Butea monosperma
-n12510774	pigeon pea, pigeon-pea plant, cajan pea, catjang pea, red gram, dhal, dahl, Cajanus cajan
-n12511488	sword bean, Canavalia gladiata
-n12511856	pea tree, caragana
-n12512095	Siberian pea tree, Caragana arborescens
-n12512294	Chinese pea tree, Caragana sinica
-n12512674	Moreton Bay chestnut, Australian chestnut
-n12513172	butterfly pea, Centrosema virginianum
-n12513613	Judas tree, love tree, Circis siliquastrum
-n12513933	redbud, Cercis canadensis
-n12514138	western redbud, California redbud, Cercis occidentalis
-n12514592	tagasaste, Chamaecytisus palmensis, Cytesis proliferus
-n12514992	weeping tree broom
-n12515393	flame pea
-n12515711	chickpea, chickpea plant, Egyptian pea, Cicer arietinum
-n12515925	chickpea, garbanzo
-n12516165	Kentucky yellowwood, gopherwood, Cladrastis lutea, Cladrastis kentukea
-n12516584	glory pea, clianthus
-n12516828	desert pea, Sturt pea, Sturt's desert pea, Clianthus formosus, Clianthus speciosus
-n12517077	parrot's beak, parrot's bill, Clianthus puniceus
-n12517445	butterfly pea, Clitoria mariana
-n12517642	blue pea, butterfly pea, Clitoria turnatea
-n12518013	telegraph plant, semaphore plant, Codariocalyx motorius, Desmodium motorium, Desmodium gyrans
-n12518481	bladder senna, Colutea arborescens
-n12519089	axseed, crown vetch, Coronilla varia
-n12519563	crotalaria, rattlebox
-n12520406	guar, cluster bean, Cyamopsis tetragonolobus, Cyamopsis psoraloides
-n12521186	white broom, white Spanish broom, Cytisus albus, Cytisus multiflorus
-n12521394	common broom, Scotch broom, green broom, Cytisus scoparius
-n12522188	rosewood, rosewood tree
-n12522678	Indian blackwood, East Indian rosewood, East India rosewood, Indian rosewood, Dalbergia latifolia
-n12522894	sissoo, sissu, sisham, Dalbergia sissoo
-n12523141	kingwood, kingwood tree, Dalbergia cearensis
-n12523475	Brazilian rosewood, caviuna wood, jacaranda, Dalbergia nigra
-n12523850	cocobolo, Dalbergia retusa
-n12524188	blackwood, blackwood tree
-n12525168	bitter pea
-n12525513	derris
-n12525753	derris root, tuba root, Derris elliptica
-n12526178	prairie mimosa, prickle-weed, Desmanthus ilinoensis
-n12526516	tick trefoil, beggar lice, beggar's lice
-n12526754	beggarweed, Desmodium tortuosum, Desmodium purpureum
-n12527081	Australian pea, Dipogon lignosus, Dolichos lignosus
-n12527738	coral tree, erythrina
-n12528109	kaffir boom, Cape kafferboom, Erythrina caffra
-n12528382	coral bean tree, Erythrina corallodendrum
-n12528549	ceibo, crybaby tree, cry-baby tree, common coral tree, Erythrina crista-galli
-n12528768	kaffir boom, Transvaal kafferboom, Erythrina lysistemon
-n12528974	Indian coral tree, Erythrina variegata, Erythrina Indica
-n12529220	cork tree, Erythrina vespertilio
-n12529500	goat's rue, goat rue, Galega officinalis
-n12529905	poison bush, poison pea, gastrolobium
-n12530629	Spanish broom, Spanish gorse, Genista hispanica
-n12530818	woodwaxen, dyer's greenweed, dyer's-broom, dyeweed, greenweed, whin, woadwaxen, Genista tinctoria
-n12531328	chanar, chanal, Geoffroea decorticans
-n12531727	gliricidia
-n12532564	soy, soybean, soya bean
-n12532886	licorice, liquorice, Glycyrrhiza glabra
-n12533190	wild licorice, wild liquorice, American licorice, American liquorice, Glycyrrhiza lepidota
-n12533437	licorice root
-n12534208	Western Australia coral pea, Hardenbergia comnptoniana
-n12534625	sweet vetch, Hedysarum boreale
-n12534862	French honeysuckle, sulla, Hedysarum coronarium
-n12536291	anil, Indigofera suffruticosa, Indigofera anil
-n12537253	scarlet runner, running postman, Kennedia prostrata
-n12537569	hyacinth bean, bonavist, Indian bean, Egyptian bean, Lablab purpureus, Dolichos lablab
-n12538209	Scotch laburnum, Alpine golden chain, Laburnum alpinum
-n12539074	vetchling
-n12539306	wild pea
-n12539832	everlasting pea
-n12540250	beach pea, sea pea, Lathyrus maritimus, Lathyrus japonicus
-n12540647	grass vetch, grass vetchling, Lathyrus nissolia
-n12540966	marsh pea, Lathyrus palustris
-n12541157	common vetchling, meadow pea, yellow vetchling, Lathyrus pratensis
-n12541403	grass pea, Indian pea, khesari, Lathyrus sativus
-n12542043	Tangier pea, Tangier peavine, Lalthyrus tingitanus
-n12542240	heath pea, earth-nut pea, earthnut pea, tuberous vetch, Lathyrus tuberosus
-n12543186	bicolor lespediza, ezo-yama-hagi, Lespedeza bicolor
-n12543455	japanese clover, japan clover, jap clover, Lespedeza striata
-n12543639	Korean lespedeza, Lespedeza stipulacea
-n12543826	sericea lespedeza, Lespedeza sericea, Lespedeza cuneata
-n12544240	lentil, lentil plant, Lens culinaris
-n12544539	lentil
-n12545232	prairie bird's-foot trefoil, compass plant, prairie lotus, prairie trefoil, Lotus americanus
-n12545635	bird's foot trefoil, bird's foot clover, babies' slippers, bacon and eggs, Lotus corniculatus
-n12545865	winged pea, asparagus pea, Lotus tetragonolobus
-n12546183	lupine, lupin
-n12546420	white lupine, field lupine, wolf bean, Egyptian lupine, Lupinus albus
-n12546617	tree lupine, Lupinus arboreus
-n12546962	wild lupine, sundial lupine, Indian beet, old-maid's bonnet, Lupinus perennis
-n12547215	bluebonnet, buffalo clover, Texas bluebonnet, Lupinus subcarnosus
-n12547503	Texas bluebonnet, Lupinus texensis
-n12548280	medic, medick, trefoil
-n12548564	moon trefoil, Medicago arborea
-n12548804	sickle alfalfa, sickle lucerne, sickle medick, Medicago falcata
-n12549005	Calvary clover, Medicago intertexta, Medicago echinus
-n12549192	black medick, hop clover, yellow trefoil, nonesuch clover, Medicago lupulina
-n12549420	alfalfa, lucerne, Medicago sativa
-n12549799	millettia
-n12550210	mucuna
-n12550408	cowage, velvet bean, Bengal bean, Benghal bean, Florida bean, Mucuna pruriens utilis, Mucuna deeringiana, Mucuna aterrima, Stizolobium deeringiana
-n12551173	tolu tree, tolu balsam tree, Myroxylon balsamum, Myroxylon toluiferum
-n12551457	Peruvian balsam, Myroxylon pereirae, Myroxylon balsamum pereirae
-n12552309	sainfoin, sanfoin, holy clover, esparcet, Onobrychis viciifolia, Onobrychis viciaefolia
-n12552893	restharrow, rest-harrow, Ononis repens
-n12553742	bead tree, jumby bean, jumby tree, Ormosia monosperma
-n12554029	jumby bead, jumbie bead, Ormosia coarctata
-n12554526	locoweed, crazyweed, crazy weed
-n12554729	purple locoweed, purple loco, Oxytropis lambertii
-n12554911	tumbleweed
-n12555255	yam bean, Pachyrhizus erosus
-n12555859	shamrock pea, Parochetus communis
-n12556656	pole bean
-n12557064	kidney bean, frijol, frijole
-n12557438	haricot
-n12557556	wax bean
-n12557681	scarlet runner, scarlet runner bean, Dutch case-knife bean, runner bean, Phaseolus coccineus, Phaseolus multiflorus
-n12558230	lima bean, lima bean plant, Phaseolus limensis
-n12558425	sieva bean, butter bean, butter-bean plant, lima bean, Phaseolus lunatus
-n12558680	tepary bean, Phaseolus acutifolius latifolius
-n12559044	chaparral pea, stingaree-bush, Pickeringia montana
-n12559518	Jamaica dogwood, fish fuddle, Piscidia piscipula, Piscidia erythrina
-n12560282	pea
-n12560621	garden pea
-n12560775	edible-pod pea, edible-podded pea, Pisum sativum macrocarpon
-n12561169	sugar snap pea, snap pea
-n12561309	field pea, field-pea plant, Austrian winter pea, Pisum sativum arvense, Pisum arvense
-n12561594	field pea
-n12562141	common flat pea, native holly, Playlobium obtusangulum
-n12562577	quira
-n12562785	roble, Platymiscium trinitatis
-n12563045	Panama redwood tree, Panama redwood, Platymiscium pinnatum
-n12563702	Indian beech, Pongamia glabra
-n12564083	winged bean, winged pea, goa bean, goa bean vine, Manila bean, Psophocarpus tetragonolobus
-n12564613	breadroot, Indian breadroot, pomme blanche, pomme de prairie, Psoralea esculenta
-n12565102	bloodwood tree, kiaat, Pterocarpus angolensis
-n12565912	kino, Pterocarpus marsupium
-n12566331	red sandalwood, red sanders, red sanderswood, red saunders, Pterocarpus santalinus
-n12566954	kudzu, kudzu vine, Pueraria lobata
-n12567950	bristly locust, rose acacia, moss locust, Robinia hispida
-n12568186	black locust, yellow locust, Robinia pseudoacacia
-n12568649	clammy locust, Robinia viscosa
-n12569037	carib wood, Sabinea carinalis
-n12569616	Colorado River hemp, Sesbania exaltata
-n12569851	scarlet wisteria tree, vegetable hummingbird, Sesbania grandiflora
-n12570394	Japanese pagoda tree, Chinese scholartree, Chinese scholar tree, Sophora japonica, Sophora sinensis
-n12570703	mescal bean, coral bean, frijolito, frijolillo, Sophora secundiflora
-n12570972	kowhai, Sophora tetraptera
-n12571781	jade vine, emerald creeper, Strongylodon macrobotrys
-n12572546	hoary pea
-n12572759	bastard indigo, Tephrosia purpurea
-n12572858	catgut, goat's rue, wild sweet pea, Tephrosia virginiana
-n12573256	bush pea
-n12573474	false lupine, golden pea, yellow pea, Thermopsis macrophylla
-n12573647	Carolina lupine, Thermopsis villosa
-n12573911	tipu, tipu tree, yellow jacaranda, pride of Bolivia
-n12574320	bird's foot trefoil, Trigonella ornithopodioides
-n12574470	fenugreek, Greek clover, Trigonella foenumgraecum
-n12574866	gorse, furze, whin, Irish gorse, Ulex europaeus
-n12575322	vetch
-n12575812	tufted vetch, bird vetch, Calnada pea, Vicia cracca
-n12576323	broad bean, fava bean, horsebean
-n12576451	bitter betch, Vicia orobus
-n12576695	bush vetch, Vicia sepium
-n12577362	moth bean, Vigna aconitifolia, Phaseolus aconitifolius
-n12577895	snailflower, snail-flower, snail flower, snail bean, corkscrew flower, Vigna caracalla, Phaseolus caracalla
-n12578255	mung, mung bean, green gram, golden gram, Vigna radiata, Phaseolus aureus
-n12578626	cowpea, cowpea plant, black-eyed pea, Vigna unguiculata, Vigna sinensis
-n12578916	cowpea, black-eyed pea
-n12579038	asparagus bean, yard-long bean, Vigna unguiculata sesquipedalis, Vigna sesquipedalis
-n12579404	swamp oak, Viminaria juncea, Viminaria denudata
-n12579822	keurboom, Virgilia capensis, Virgilia oroboides
-n12580012	keurboom, Virgilia divaricata
-n12580654	Japanese wistaria, Wisteria floribunda
-n12580786	Chinese wistaria, Wisteria chinensis
-n12580896	American wistaria, American wisteria, Wisteria frutescens
-n12581110	silky wisteria, Wisteria venusta
-n12582231	palm, palm tree
-n12582665	sago palm
-n12582846	feather palm
-n12583126	fan palm
-n12583401	palmetto
-n12583681	coyol, coyol palm, Acrocomia vinifera
-n12583855	grugru, gri-gri, grugru palm, macamba, Acrocomia aculeata
-n12584191	areca
-n12584365	betel palm, Areca catechu
-n12584715	sugar palm, gomuti, gomuti palm, Arenga pinnata
-n12585137	piassava palm, pissaba palm, Bahia piassava, bahia coquilla, Attalea funifera
-n12585373	coquilla nut
-n12585629	palmyra, palmyra palm, toddy palm, wine palm, lontar, longar palm, Borassus flabellifer
-n12586298	calamus
-n12586499	rattan, rattan palm, Calamus rotang
-n12586725	lawyer cane, Calamus australis
-n12586989	fishtail palm
-n12587132	wine palm, jaggery palm, kitul, kittul, kitul tree, toddy palm, Caryota urens
-n12587487	wax palm, Ceroxylon andicola, Ceroxylon alpinum
-n12587803	coconut, coconut palm, coco palm, coco, cocoa palm, coconut tree, Cocos nucifera
-n12588320	carnauba, carnauba palm, wax palm, Copernicia prunifera, Copernicia cerifera
-n12588780	caranday, caranda, caranda palm, wax palm, Copernicia australis, Copernicia alba
-n12589142	corozo, corozo palm
-n12589458	gebang palm, Corypha utan, Corypha gebanga
-n12589687	latanier, latanier palm
-n12589841	talipot, talipot palm, Corypha umbraculifera
-n12590232	oil palm
-n12590499	African oil palm, Elaeis guineensis
-n12590600	American oil palm, Elaeis oleifera
-n12590715	palm nut, palm kernel
-n12591017	cabbage palm, Euterpe oleracea
-n12591351	cabbage palm, cabbage tree, Livistona australis
-n12591702	true sago palm, Metroxylon sagu
-n12592058	nipa palm, Nipa fruticans
-n12592544	babassu, babassu palm, coco de macao, Orbignya phalerata, Orbignya spesiosa, Orbignya martiana
-n12592839	babassu nut
-n12593122	cohune palm, Orbignya cohune, cohune
-n12593341	cohune nut
-n12593994	date palm, Phoenix dactylifera
-n12594324	ivory palm, ivory-nut palm, ivory plant, Phytelephas macrocarpa
-n12594989	raffia palm, Raffia farinifera, Raffia ruffia
-n12595699	bamboo palm, Raffia vinifera
-n12595964	lady palm
-n12596148	miniature fan palm, bamboo palm, fern rhapis, Rhapis excelsa
-n12596345	reed rhapis, slender lady palm, Rhapis humilis
-n12596709	royal palm, Roystonea regia
-n12596849	cabbage palm, Roystonea oleracea
-n12597134	cabbage palmetto, cabbage palm, Sabal palmetto
-n12597466	saw palmetto, scrub palmetto, Serenoa repens
-n12597798	thatch palm, thatch tree, silver thatch, broom palm, Thrinax parviflora
-n12598027	key palm, silvertop palmetto, silver thatch, Thrinax microcarpa, Thrinax morrisii, Thrinax keyensis
-n12599185	English plantain, narrow-leaved plantain, ribgrass, ribwort, ripple-grass, buckthorn, Plantago lanceolata
-n12599435	broad-leaved plantain, common plantain, white-man's foot, whiteman's foot, cart-track plant, Plantago major
-n12599661	hoary plantain, Plantago media
-n12599874	fleawort, psyllium, Spanish psyllium, Plantago psyllium
-n12600095	rugel's plantain, broad-leaved plantain, Plantago rugelii
-n12600267	hoary plantain, Plantago virginica
-n12601494	buckwheat, Polygonum fagopyrum, Fagopyrum esculentum
-n12601805	prince's-feather, princess feather, kiss-me-over-the-garden-gate, prince's-plume, Polygonum orientale
-n12602262	eriogonum
-n12602434	umbrella plant, Eriogonum allenii
-n12602612	wild buckwheat, California buckwheat, Erigonum fasciculatum
-n12602980	rhubarb, rhubarb plant
-n12603273	Himalayan rhubarb, Indian rhubarb, red-veined pie plant, Rheum australe, Rheum emodi
-n12603449	pie plant, garden rhubarb, Rheum cultorum, Rheum rhabarbarum, Rheum rhaponticum
-n12603672	Chinese rhubarb, Rheum palmatum
-n12604228	sour dock, garden sorrel, Rumex acetosa
-n12604460	sheep sorrel, sheep's sorrel, Rumex acetosella
-n12604639	bitter dock, broad-leaved dock, yellow dock, Rumex obtusifolius
-n12604845	French sorrel, garden sorrel, Rumex scutatus
-n12605683	yellow-eyed grass
-n12606438	commelina
-n12606545	spiderwort, dayflower
-n12607456	pineapple, pineapple plant, Ananas comosus
-n12609379	pipewort, Eriocaulon aquaticum
-n12610328	water hyacinth, water orchid, Eichhornia crassipes, Eichhornia spesiosa
-n12610740	water star grass, mud plantain, Heteranthera dubia
-n12611640	naiad, water nymph
-n12612170	water plantain, Alisma plantago-aquatica
-n12612811	narrow-leaved water plantain
-n12613706	hydrilla, Hydrilla verticillata
-n12614096	American frogbit, Limnodium spongia
-n12614477	waterweed
-n12614625	Canadian pondweed, Elodea canadensis
-n12615232	tape grass, eelgrass, wild celery, Vallisneria spiralis
-n12615710	pondweed
-n12616248	curled leaf pondweed, curly pondweed, Potamogeton crispus
-n12616630	loddon pondweed, Potamogeton nodosus, Potamogeton americanus
-n12616996	frog's lettuce
-n12617559	arrow grass, Triglochin maritima
-n12618146	horned pondweed, Zannichellia palustris
-n12618727	eelgrass, grass wrack, sea wrack, Zostera marina
-n12620196	rose, rosebush
-n12620546	hip, rose hip, rosehip
-n12620969	banksia rose, Rosa banksia
-n12621410	damask rose, summer damask rose, Rosa damascena
-n12621619	sweetbrier, sweetbriar, brier, briar, eglantine, Rosa eglanteria
-n12621945	Cherokee rose, Rosa laevigata
-n12622297	musk rose, Rosa moschata
-n12622875	agrimonia, agrimony
-n12623077	harvest-lice, Agrimonia eupatoria
-n12623211	fragrant agrimony, Agrimonia procera
-n12623818	alderleaf Juneberry, alder-leaved serviceberry, Amelanchier alnifolia
-n12624381	flowering quince
-n12624568	japonica, maule's quince, Chaenomeles japonica
-n12625003	coco plum, coco plum tree, cocoa plum, icaco, Chrysobalanus icaco
-n12625383	cotoneaster
-n12625670	Cotoneaster dammeri
-n12625823	Cotoneaster horizontalis
-n12626674	parsley haw, parsley-leaved thorn, Crataegus apiifolia, Crataegus marshallii
-n12626878	scarlet haw, Crataegus biltmoreana
-n12627119	blackthorn, pear haw, pear hawthorn, Crataegus calpodendron, Crataegus tomentosa
-n12627347	cockspur thorn, cockspur hawthorn, Crataegus crus-galli
-n12627526	mayhaw, summer haw, Crataegus aestivalis
-n12628356	red haw, downy haw, Crataegus mollis, Crataegus coccinea mollis
-n12628705	red haw, Crataegus pedicellata, Crataegus coccinea
-n12628986	quince, quince bush, Cydonia oblonga
-n12629305	mountain avens, Dryas octopetala
-n12629666	loquat, loquat tree, Japanese medlar, Japanese plum, Eriobotrya japonica
-n12630763	beach strawberry, Chilean strawberry, Fragaria chiloensis
-n12630999	Virginia strawberry, scarlet strawberry, Fragaria virginiana
-n12631331	avens
-n12631637	yellow avens, Geum alleppicum strictum, Geum strictum
-n12631932	yellow avens, Geum macrophyllum
-n12632335	prairie smoke, purple avens, Geum triflorum
-n12632733	bennet, white avens, Geum virginianum
-n12633061	toyon, tollon, Christmasberry, Christmas berry, Heteromeles arbutifolia, Photinia arbutifolia
-n12633638	apple tree
-n12633994	apple, orchard apple tree, Malus pumila
-n12634211	wild apple, crab apple, crabapple
-n12634429	crab apple, crabapple, cultivated crab apple
-n12634734	Siberian crab, Siberian crab apple, cherry apple, cherry crab, Malus baccata
-n12634986	wild crab, Malus sylvestris
-n12635151	American crab apple, garland crab, Malus coronaria
-n12635359	Oregon crab apple, Malus fusca
-n12635532	Southern crab apple, flowering crab, Malus angustifolia
-n12635744	Iowa crab, Iowa crab apple, prairie crab, western crab apple, Malus ioensis
-n12635955	Bechtel crab, flowering crab
-n12636224	medlar, medlar tree, Mespilus germanica
-n12636885	cinquefoil, five-finger
-n12637123	silverweed, goose-tansy, goose grass, Potentilla anserina
-n12637485	salad burnet, burnet bloodwort, pimpernel, Poterium sanguisorba
-n12638218	plum, plum tree
-n12638556	wild plum, wild plum tree
-n12638753	Allegheny plum, Alleghany plum, sloe, Prunus alleghaniensis
-n12638964	American red plum, August plum, goose plum, Prunus americana
-n12639168	chickasaw plum, hog plum, hog plum bush, Prunus angustifolia
-n12639376	beach plum, beach plum bush, Prunus maritima
-n12639584	common plum, Prunus domestica
-n12639736	bullace, Prunus insititia
-n12639910	damson plum, damson plum tree, Prunus domestica insititia
-n12640081	big-tree plum, Prunus mexicana
-n12640284	Canada plum, Prunus nigra
-n12640435	plumcot, plumcot tree
-n12640607	apricot, apricot tree
-n12640839	Japanese apricot, mei, Prunus mume
-n12641007	common apricot, Prunus armeniaca
-n12641180	purple apricot, black apricot, Prunus dasycarpa
-n12641413	cherry, cherry tree
-n12641931	wild cherry, wild cherry tree
-n12642090	wild cherry
-n12642200	sweet cherry, Prunus avium
-n12642435	heart cherry, oxheart, oxheart cherry
-n12642600	gean, mazzard, mazzard cherry
-n12642964	capulin, capulin tree, Prunus capuli
-n12643113	cherry laurel, laurel cherry, mock orange, wild orange, Prunus caroliniana
-n12643313	cherry plum, myrobalan, myrobalan plum, Prunus cerasifera
-n12643473	sour cherry, sour cherry tree, Prunus cerasus
-n12643688	amarelle, Prunus cerasus caproniana
-n12643877	morello, Prunus cerasus austera
-n12644283	marasca
-n12644902	almond tree
-n12645174	almond, sweet almond, Prunus dulcis, Prunus amygdalus, Amygdalus communis
-n12645530	bitter almond, Prunus dulcis amara, Amygdalus communis amara
-n12646072	jordan almond
-n12646197	dwarf flowering almond, Prunus glandulosa
-n12646397	holly-leaved cherry, holly-leaf cherry, evergreen cherry, islay, Prunus ilicifolia
-n12646605	fuji, fuji cherry, Prunus incisa
-n12646740	flowering almond, oriental bush cherry, Prunus japonica
-n12646950	cherry laurel, laurel cherry, Prunus laurocerasus
-n12647231	Catalina cherry, Prunus lyonii
-n12647376	bird cherry, bird cherry tree
-n12647560	hagberry tree, European bird cherry, common bird cherry, Prunus padus
-n12647787	hagberry
-n12647893	pin cherry, Prunus pensylvanica
-n12648045	peach, peach tree, Prunus persica
-n12648196	nectarine, nectarine tree, Prunus persica nectarina
-n12648424	sand cherry, Prunus pumila, Prunus pumilla susquehanae, Prunus susquehanae, Prunus cuneata
-n12648693	Japanese plum, Prunus salicina
-n12648888	black cherry, black cherry tree, rum cherry, Prunus serotina
-n12649065	flowering cherry
-n12649317	oriental cherry, Japanese cherry, Japanese flowering cherry, Prunus serrulata
-n12649539	Japanese flowering cherry, Prunus sieboldii
-n12649866	Sierra plum, Pacific plum, Prunus subcordata
-n12650038	rosebud cherry, winter flowering cherry, Prunus subhirtella
-n12650229	Russian almond, dwarf Russian almond, Prunus tenella
-n12650379	flowering almond, Prunus triloba
-n12650556	chokecherry, chokecherry tree, Prunus virginiana
-n12650805	chokecherry
-n12650915	western chokecherry, Prunus virginiana demissa, Prunus demissa
-n12651229	Pyracantha, pyracanth, fire thorn, firethorn
-n12651611	pear, pear tree, Pyrus communis
-n12651821	fruit tree
-n12653218	bramble bush
-n12653436	lawyerbush, lawyer bush, bush lawyer, Rubus cissoides, Rubus australis
-n12653633	stone bramble, Rubus saxatilis
-n12654227	sand blackberry, Rubus cuneifolius
-n12654857	boysenberry, boysenberry bush
-n12655062	loganberry, Rubus loganobaccus, Rubus ursinus loganobaccus
-n12655245	American dewberry, Rubus canadensis
-n12655351	Northern dewberry, American dewberry, Rubus flagellaris
-n12655498	Southern dewberry, Rubus trivialis
-n12655605	swamp dewberry, swamp blackberry, Rubus hispidus
-n12655726	European dewberry, Rubus caesius
-n12655869	raspberry, raspberry bush
-n12656369	wild raspberry, European raspberry, framboise, Rubus idaeus
-n12656528	American raspberry, Rubus strigosus, Rubus idaeus strigosus
-n12656685	black raspberry, blackcap, blackcap raspberry, thimbleberry, Rubus occidentalis
-n12656909	salmonberry, Rubus spectabilis
-n12657082	salmonberry, salmon berry, thimbleberry, Rubus parviflorus
-n12657755	wineberry, Rubus phoenicolasius
-n12658118	mountain ash
-n12658308	rowan, rowan tree, European mountain ash, Sorbus aucuparia
-n12658481	rowanberry
-n12658603	American mountain ash, Sorbus americana
-n12658715	Western mountain ash, Sorbus sitchensis
-n12658846	service tree, sorb apple, sorb apple tree, Sorbus domestica
-n12659064	wild service tree, Sorbus torminalis
-n12659356	spirea, spiraea
-n12659539	bridal wreath, bridal-wreath, Saint Peter's wreath, St. Peter's wreath, Spiraea prunifolia
-n12660601	madderwort, rubiaceous plant
-n12661045	Indian madder, munjeet, Rubia cordifolia
-n12661227	madder, Rubia tinctorum
-n12661538	woodruff
-n12662074	dagame, lemonwood tree, Calycophyllum candidissimum
-n12662379	blolly, West Indian snowberry, Chiococca alba
-n12662772	coffee, coffee tree
-n12663023	Arabian coffee, Coffea arabica
-n12663254	Liberian coffee, Coffea liberica
-n12663359	robusta coffee, Rio Nunez coffee, Coffea robusta, Coffea canephora
-n12663804	cinchona, chinchona
-n12664005	Cartagena bark, Cinchona cordifolia, Cinchona lancifolia
-n12664187	calisaya, Cinchona officinalis, Cinchona ledgeriana, Cinchona calisaya
-n12664469	cinchona tree, Cinchona pubescens
-n12664710	cinchona, cinchona bark, Peruvian bark, Jesuit's bark
-n12665048	bedstraw
-n12665271	sweet woodruff, waldmeister, woodruff, fragrant bedstraw, Galium odoratum, Asperula odorata
-n12665659	Northern bedstraw, Northern snow bedstraw, Galium boreale
-n12665857	yellow bedstraw, yellow cleavers, Our Lady's bedstraw, Galium verum
-n12666050	wild licorice, Galium lanceolatum
-n12666159	cleavers, clivers, goose grass, catchweed, spring cleavers, Galium aparine
-n12666369	wild madder, white madder, white bedstraw, infant's-breath, false baby's breath, Galium mollugo
-n12666965	cape jasmine, cape jessamine, Gardenia jasminoides, Gardenia augusta
-n12667406	genipa
-n12667582	genipap fruit, jagua, marmalade box, Genipa Americana
-n12667964	hamelia
-n12668131	scarlet bush, scarlet hamelia, coloradillo, Hamelia patens, Hamelia erecta
-n12669803	lemonwood, lemon-wood, lemonwood tree, lemon-wood tree, Psychotria capensis
-n12670334	negro peach, Sarcocephalus latifolius, Sarcocephalus esculentus
-n12670758	wild medlar, wild medlar tree, medlar, Vangueria infausta
-n12670962	Spanish tamarind, Vangueria madagascariensis
-n12671651	abelia
-n12672289	bush honeysuckle, Diervilla sessilifolia
-n12673588	American twinflower, Linnaea borealis americana
-n12674120	honeysuckle
-n12674685	American fly honeysuckle, fly honeysuckle, Lonicera canadensis
-n12674895	Italian honeysuckle, Italian woodbine, Lonicera caprifolium
-n12675299	yellow honeysuckle, Lonicera flava
-n12675515	hairy honeysuckle, Lonicera hirsuta
-n12675876	Japanese honeysuckle, Lonicera japonica
-n12676134	Hall's honeysuckle, Lonicera japonica halliana
-n12676370	Morrow's honeysuckle, Lonicera morrowii
-n12676534	woodbine, Lonicera periclymenum
-n12676703	trumpet honeysuckle, coral honeysuckle, trumpet flower, trumpet vine, Lonicera sempervirens
-n12677120	European fly honeysuckle, European honeysuckle, Lonicera xylosteum
-n12677331	swamp fly honeysuckle
-n12677612	snowberry, common snowberry, waxberry, Symphoricarpos alba
-n12677841	coralberry, Indian currant, Symphoricarpos orbiculatus
-n12678794	blue elder, blue elderberry, Sambucus caerulea
-n12679023	dwarf elder, danewort, Sambucus ebulus
-n12679432	American red elder, red-berried elder, stinking elder, Sambucus pubens
-n12679593	European red elder, red-berried elder, Sambucus racemosa
-n12679876	feverroot, horse gentian, tinker's root, wild coffee, Triostium perfoliatum
-n12680402	cranberry bush, cranberry tree, American cranberry bush, highbush cranberry, Viburnum trilobum
-n12680652	wayfaring tree, twist wood, twistwood, Viburnum lantana
-n12680864	guelder rose, European cranberrybush, European cranberry bush, crampbark, cranberry tree, Viburnum opulus
-n12681376	arrow wood, Viburnum recognitum
-n12681579	black haw, Viburnum prunifolium
-n12681893	weigela, Weigela florida
-n12682411	teasel, teazel, teasle
-n12682668	common teasel, Dipsacus fullonum
-n12682882	fuller's teasel, Dipsacus sativus
-n12683096	wild teasel, Dipsacus sylvestris
-n12683407	scabious, scabiosa
-n12683571	sweet scabious, pincushion flower, mournful widow, Scabiosa atropurpurea
-n12683791	field scabious, Scabiosa arvensis
-n12684379	jewelweed, lady's earrings, orange balsam, celandine, touch-me-not, Impatiens capensis
-n12685431	geranium
-n12685831	cranesbill, crane's bill
-n12686077	wild geranium, spotted cranesbill, Geranium maculatum
-n12686274	meadow cranesbill, Geranium pratense
-n12686496	Richardson's geranium, Geranium richardsonii
-n12686676	herb robert, herbs robert, herb roberts, Geranium robertianum
-n12686877	sticky geranium, Geranium viscosissimum
-n12687044	dove's foot geranium, Geranium molle
-n12687462	rose geranium, sweet-scented geranium, Pelargonium graveolens
-n12687698	fish geranium, bedding geranium, zonal pelargonium, Pelargonium hortorum
-n12687957	ivy geranium, ivy-leaved geranium, hanging geranium, Pelargonium peltatum
-n12688187	apple geranium, nutmeg geranium, Pelargonium odoratissimum
-n12688372	lemon geranium, Pelargonium limoneum
-n12688716	storksbill, heron's bill
-n12689305	musk clover, muskus grass, white-stemmed filaree, Erodium moschatum
-n12690653	incense tree
-n12691428	elephant tree, Bursera microphylla
-n12691661	gumbo-limbo, Bursera simaruba
-n12692024	Boswellia carteri
-n12692160	salai, Boswellia serrata
-n12692521	balm of gilead, Commiphora meccanensis
-n12692714	myrrh tree, Commiphora myrrha
-n12693244	Protium heptaphyllum
-n12693352	Protium guianense
-n12693865	water starwort
-n12694486	barbados cherry, acerola, Surinam cherry, West Indian cherry, Malpighia glabra
-n12695144	mahogany, mahogany tree
-n12695975	chinaberry, chinaberry tree, China tree, Persian lilac, pride-of-India, azederach, azedarach, Melia azederach, Melia azedarach
-n12696492	neem, neem tree, nim tree, margosa, arishth, Azadirachta indica, Melia Azadirachta
-n12696830	neem seed
-n12697152	Spanish cedar, Spanish cedar tree, Cedrela odorata
-n12697514	satinwood, satinwood tree, Chloroxylon swietenia
-n12698027	African scented mahogany, cedar mahogany, sapele mahogany, Entandrophragma cylindricum
-n12698435	silver ash
-n12698598	native beech, flindosa, flindosy, Flindersia australis
-n12698774	bunji-bunji, Flindersia schottiana
-n12699031	African mahogany
-n12699301	lanseh tree, langsat, langset, Lansium domesticum
-n12699922	true mahogany, Cuban mahogany, Dominican mahogany, Swietinia mahogani
-n12700088	Honduras mahogany, Swietinia macrophylla
-n12700357	Philippine mahogany, Philippine cedar, kalantas, Toona calantas, Cedrela calantas
-n12702124	caracolito, Ruptiliocarpon caracolito
-n12703190	common wood sorrel, cuckoo bread, shamrock, Oxalis acetosella
-n12703383	Bermuda buttercup, English-weed, Oxalis pes-caprae, Oxalis cernua
-n12703557	creeping oxalis, creeping wood sorrel, Oxalis corniculata
-n12703716	goatsfoot, goat's foot, Oxalis caprina
-n12703856	violet wood sorrel, Oxalis violacea
-n12704041	oca, oka, Oxalis tuberosa, Oxalis crenata
-n12704343	carambola, carambola tree, Averrhoa carambola
-n12704513	bilimbi, Averrhoa bilimbi
-n12705013	milkwort
-n12705220	senega, Polygala alba
-n12705458	orange milkwort, yellow milkwort, candyweed, yellow bachelor's button, Polygala lutea
-n12705698	flowering wintergreen, gaywings, bird-on-the-wing, fringed polygala, Polygala paucifolia
-n12705978	Seneca snakeroot, Seneka snakeroot, senga root, senega root, senega snakeroot, Polygala senega
-n12706410	common milkwort, gand flower, Polygala vulgaris
-n12707199	rue, herb of grace, Ruta graveolens
-n12707781	citrus, citrus tree
-n12708293	orange, orange tree
-n12708654	sour orange, Seville orange, bitter orange, bitter orange tree, bigarade, marmalade orange, Citrus aurantium
-n12708941	bergamot, bergamot orange, Citrus bergamia
-n12709103	pomelo, pomelo tree, pummelo, shaddock, Citrus maxima, Citrus grandis, Citrus decumana
-n12709349	citron, citron tree, Citrus medica
-n12709688	grapefruit, Citrus paradisi
-n12709901	mandarin, mandarin orange, mandarin orange tree, Citrus reticulata
-n12710295	tangerine, tangerine tree
-n12710415	clementine, clementine tree
-n12710577	satsuma, satsuma tree
-n12710693	sweet orange, sweet orange tree, Citrus sinensis
-n12710917	temple orange, temple orange tree, tangor, king orange, Citrus nobilis
-n12711182	tangelo, tangelo tree, ugli fruit, Citrus tangelo
-n12711398	rangpur, rangpur lime, lemanderin, Citrus limonia
-n12711596	lemon, lemon tree, Citrus limon
-n12711817	sweet lemon, sweet lime, Citrus limetta
-n12711984	lime, lime tree, Citrus aurantifolia
-n12712320	citrange, citrange tree, Citroncirus webberi
-n12712626	fraxinella, dittany, burning bush, gas plant, Dictamnus alba
-n12713063	kumquat, cumquat, kumquat tree
-n12713358	marumi, marumi kumquat, round kumquat, Fortunella japonica
-n12713521	nagami, nagami kumquat, oval kumquat, Fortunella margarita
-n12713866	cork tree, Phellodendron amurense
-n12714254	trifoliate orange, trifoliata, wild orange, Poncirus trifoliata
-n12714755	prickly ash
-n12714949	toothache tree, sea ash, Zanthoxylum americanum, Zanthoxylum fraxineum
-n12715195	Hercules'-club, Hercules'-clubs, Hercules-club, Zanthoxylum clava-herculis
-n12715914	bitterwood tree
-n12716400	marupa, Simarouba amara
-n12716594	paradise tree, bitterwood, Simarouba glauca
-n12717072	ailanthus
-n12717224	tree of heaven, tree of the gods, Ailanthus altissima
-n12717644	wild mango, dika, wild mango tree, Irvingia gabonensis
-n12718074	pepper tree, Kirkia wilmsii
-n12718483	Jamaica quassia, bitterwood, Picrasma excelsa, Picrasma excelsum
-n12718995	quassia, bitterwood, Quassia amara
-n12719684	nasturtium
-n12719944	garden nasturtium, Indian cress, Tropaeolum majus
-n12720200	bush nasturtium, Tropaeolum minus
-n12720354	canarybird flower, canarybird vine, canary creeper, Tropaeolum peregrinum
-n12721122	bean caper, Syrian bean caper, Zygophyllum fabago
-n12721477	palo santo, Bulnesia sarmienti
-n12722071	lignum vitae, Guaiacum officinale
-n12723062	creosote bush, coville, hediondilla, Larrea tridentata
-n12723610	caltrop, devil's weed, Tribulus terestris
-n12724942	willow, willow tree
-n12725521	osier
-n12725738	white willow, Huntingdon willow, Salix alba
-n12725940	silver willow, silky willow, Salix alba sericea, Salix sericea
-n12726159	golden willow, Salix alba vitellina, Salix vitellina
-n12726357	cricket-bat willow, Salix alba caerulea
-n12726528	arctic willow, Salix arctica
-n12726670	weeping willow, Babylonian weeping willow, Salix babylonica
-n12726902	Wisconsin weeping willow, Salix pendulina, Salix blanda, Salix pendulina blanda
-n12727101	pussy willow, Salix discolor
-n12727301	sallow
-n12727518	goat willow, florist's willow, pussy willow, Salix caprea
-n12727729	peachleaf willow, peach-leaved willow, almond-leaves willow, Salix amygdaloides
-n12727960	almond willow, black Hollander, Salix triandra, Salix amygdalina
-n12728164	hoary willow, sage willow, Salix candida
-n12728322	crack willow, brittle willow, snap willow, Salix fragilis
-n12728508	prairie willow, Salix humilis
-n12728656	dwarf willow, Salix herbacea
-n12728864	grey willow, gray willow, Salix cinerea
-n12729023	arroyo willow, Salix lasiolepis
-n12729164	shining willow, Salix lucida
-n12729315	swamp willow, black willow, Salix nigra
-n12729521	bay willow, laurel willow, Salix pentandra
-n12729729	purple willow, red willow, red osier, basket willow, purple osier, Salix purpurea
-n12729950	balsam willow, Salix pyrifolia
-n12730143	creeping willow, Salix repens
-n12730370	Sitka willow, silky willow, Salix sitchensis
-n12730544	dwarf grey willow, dwarf gray willow, sage willow, Salix tristis
-n12730776	bearberry willow, Salix uva-ursi
-n12731029	common osier, hemp willow, velvet osier, Salix viminalis
-n12731401	poplar, poplar tree
-n12731835	balsam poplar, hackmatack, tacamahac, Populus balsamifera
-n12732009	white poplar, white aspen, abele, aspen poplar, silver-leaved poplar, Populus alba
-n12732252	grey poplar, gray poplar, Populus canescens
-n12732491	black poplar, Populus nigra
-n12732605	Lombardy poplar, Populus nigra italica
-n12732756	cottonwood
-n12732966	Eastern cottonwood, necklace poplar, Populus deltoides
-n12733218	black cottonwood, Western balsam poplar, Populus trichocarpa
-n12733428	swamp cottonwood, black cottonwood, downy poplar, swamp poplar, Populus heterophylla
-n12733647	aspen
-n12733870	quaking aspen, European quaking aspen, Populus tremula
-n12734070	American quaking aspen, American aspen, Populus tremuloides
-n12734215	Canadian aspen, bigtooth aspen, bigtoothed aspen, big-toothed aspen, large-toothed aspen, large tooth aspen, Populus grandidentata
-n12735160	sandalwood tree, true sandalwood, Santalum album
-n12736603	quandong, quandang, quandong tree, Eucarya acuminata, Fusanus acuminatus
-n12736999	rabbitwood, buffalo nut, Pyrularia pubera
-n12737383	Loranthaceae, family Loranthaceae, mistletoe family
-n12737898	mistletoe, Loranthus europaeus
-n12738259	American mistletoe, Arceuthobium pusillum
-n12739332	mistletoe, Viscum album, Old World mistletoe
-n12739966	American mistletoe, Phoradendron serotinum, Phoradendron flavescens
-n12740967	aalii
-n12741222	soapberry, soapberry tree
-n12741586	wild China tree, Sapindus drumondii, Sapindus marginatus
-n12741792	China tree, false dogwood, jaboncillo, chinaberry, Sapindus saponaria
-n12742290	akee, akee tree, Blighia sapida
-n12742741	soapberry vine
-n12742878	heartseed, Cardiospermum grandiflorum
-n12743009	balloon vine, heart pea, Cardiospermum halicacabum
-n12743352	longan, lungen, longanberry, Dimocarpus longan, Euphorbia litchi, Nephelium longana
-n12743823	harpullia
-n12743976	harpulla, Harpullia cupanioides
-n12744142	Moreton Bay tulipwood, Harpullia pendula
-n12744387	litchi, lichee, litchi tree, Litchi chinensis, Nephelium litchi
-n12744850	Spanish lime, Spanish lime tree, honey berry, mamoncillo, genip, ginep, Melicocca bijuga, Melicocca bijugatus
-n12745386	rambutan, rambotan, rambutan tree, Nephelium lappaceum
-n12745564	pulasan, pulassan, pulasan tree, Nephelium mutabile
-n12746884	pachysandra
-n12747120	Allegheny spurge, Allegheny mountain spurge, Pachysandra procumbens
-n12748248	bittersweet, American bittersweet, climbing bittersweet, false bittersweet, staff vine, waxwork, shrubby bittersweet, Celastrus scandens
-n12749049	spindle tree, spindleberry, spindleberry tree
-n12749456	winged spindle tree, Euonymous alatus
-n12749679	wahoo, burning bush, Euonymus atropurpureus
-n12749852	strawberry bush, wahoo, Euonymus americanus
-n12750076	evergreen bittersweet, Euonymus fortunei radicans, Euonymus radicans vegetus
-n12750767	cyrilla, leatherwood, white titi, Cyrilla racemiflora
-n12751172	titi, buckwheat tree, Cliftonia monophylla
-n12751675	crowberry
-n12752205	maple
-n12753007	silver maple, Acer saccharinum
-n12753245	sugar maple, rock maple, Acer saccharum
-n12753573	red maple, scarlet maple, swamp maple, Acer rubrum
-n12753762	moosewood, moose-wood, striped maple, striped dogwood, goosefoot maple, Acer pennsylvanicum
-n12754003	Oregon maple, big-leaf maple, Acer macrophyllum
-n12754174	dwarf maple, Rocky-mountain maple, Acer glabrum
-n12754311	mountain maple, mountain alder, Acer spicatum
-n12754468	vine maple, Acer circinatum
-n12754648	hedge maple, field maple, Acer campestre
-n12754781	Norway maple, Acer platanoides
-n12754981	sycamore, great maple, scottish maple, Acer pseudoplatanus
-n12755225	box elder, ash-leaved maple, Acer negundo
-n12755387	California box elder, Acer negundo Californicum
-n12755559	pointed-leaf maple, Acer argutum
-n12755727	Japanese maple, full moon maple, Acer japonicum
-n12755876	Japanese maple, Acer palmatum
-n12756457	holly
-n12757115	Chinese holly, Ilex cornuta
-n12757303	bearberry, possum haw, winterberry, Ilex decidua
-n12757458	inkberry, gallberry, gall-berry, evergreen winterberry, Ilex glabra
-n12757668	mate, Paraguay tea, Ilex paraguariensis
-n12757816	American holly, Christmas holly
-n12757930	low gallberry holly
-n12758014	tall gallberry holly
-n12758099	yaupon holly
-n12758176	deciduous holly
-n12758250	juneberry holly
-n12758325	largeleaf holly
-n12758399	Geogia holly
-n12758471	common winterberry holly
-n12758555	smooth winterberry holly
-n12759273	cashew, cashew tree, Anacardium occidentale
-n12759668	goncalo alves, Astronium fraxinifolium
-n12760539	Venetian sumac, wig tree, Cotinus coggygria
-n12760875	laurel sumac, Malosma laurina, Rhus laurina
-n12761284	mango, mango tree, Mangifera indica
-n12761702	pistachio, Pistacia vera, pistachio tree
-n12761905	terebinth, Pistacia terebinthus
-n12762049	mastic, mastic tree, lentisk, Pistacia lentiscus
-n12762405	Australian sumac, Rhodosphaera rhodanthema, Rhus rhodanthema
-n12762896	sumac, sumach, shumac
-n12763529	smooth sumac, scarlet sumac, vinegar tree, Rhus glabra
-n12764008	sugar-bush, sugar sumac, Rhus ovata
-n12764202	staghorn sumac, velvet sumac, Virginian sumac, vinegar tree, Rhus typhina
-n12764507	squawbush, squaw-bush, skunkbush, Rhus trilobata
-n12764978	aroeira blanca, Schinus chichita
-n12765115	pepper tree, molle, Peruvian mastic tree, Schinus molle
-n12765402	Brazilian pepper tree, Schinus terebinthifolius
-n12765846	hog plum, yellow mombin, yellow mombin tree, Spondias mombin
-n12766043	mombin, mombin tree, jocote, Spondias purpurea
-n12766595	poison ash, poison dogwood, poison sumac, Toxicodendron vernix, Rhus vernix
-n12766869	poison ivy, markweed, poison mercury, poison oak, Toxicodendron radicans, Rhus radicans
-n12767208	western poison oak, Toxicodendron diversilobum, Rhus diversiloba
-n12767423	eastern poison oak, Toxicodendron quercifolium, Rhus quercifolia, Rhus toxicodenedron
-n12767648	varnish tree, lacquer tree, Chinese lacquer tree, Japanese lacquer tree, Japanese varnish tree, Japanese sumac, Toxicodendron vernicifluum, Rhus verniciflua
-n12768369	horse chestnut, buckeye, Aesculus hippocastanum
-n12768682	buckeye, horse chestnut, conker
-n12768809	sweet buckeye
-n12768933	Ohio buckeye
-n12769065	dwarf buckeye, bottlebrush buckeye
-n12769219	red buckeye
-n12769318	particolored buckeye
-n12770529	ebony, ebony tree, Diospyros ebenum
-n12770892	marblewood, marble-wood, Andaman marble, Diospyros kurzii
-n12771085	marblewood, marble-wood
-n12771192	persimmon, persimmon tree
-n12771390	Japanese persimmon, kaki, Diospyros kaki
-n12771597	American persimmon, possumwood, Diospyros virginiana
-n12771890	date plum, Diospyros lotus
-n12772753	buckthorn
-n12772908	southern buckthorn, shittimwood, shittim, mock orange, Bumelia lycioides
-n12773142	false buckthorn, chittamwood, chittimwood, shittimwood, black haw, Bumelia lanuginosa
-n12773651	star apple, caimito, Chrysophyllum cainito
-n12773917	satinleaf, satin leaf, caimitillo, damson plum, Chrysophyllum oliviforme
-n12774299	balata, balata tree, beefwood, bully tree, Manilkara bidentata
-n12774641	sapodilla, sapodilla tree, Manilkara zapota, Achras zapota
-n12775070	gutta-percha tree, Palaquium gutta
-n12775393	gutta-percha tree
-n12775717	canistel, canistel tree, Pouteria campechiana nervosa
-n12775919	marmalade tree, mammee, sapote, Pouteria zapota, Calocarpum zapota
-n12776558	sweetleaf, Symplocus tinctoria
-n12776774	Asiatic sweetleaf, sapphire berry, Symplocus paniculata
-n12777436	styrax
-n12777680	snowbell, Styrax obassia
-n12777778	Japanese snowbell, Styrax japonicum
-n12777892	Texas snowbell, Texas snowbells, Styrax texana
-n12778398	silver-bell tree, silverbell tree, snowdrop tree, opossum wood, Halesia carolina, Halesia tetraptera
-n12778605	carnivorous plant
-n12779603	pitcher plant
-n12779851	common pitcher plant, huntsman's cup, huntsman's cups, Sarracenia purpurea
-n12780325	hooded pitcher plant, Sarracenia minor
-n12780563	huntsman's horn, huntsman's horns, yellow trumpet, yellow pitcher plant, trumpets, Sarracenia flava
-n12781940	tropical pitcher plant
-n12782530	sundew, sundew plant, daily dew
-n12782915	Venus's flytrap, Venus's flytraps, Dionaea muscipula
-n12783316	waterwheel plant, Aldrovanda vesiculosa
-n12783730	Drosophyllum lusitanicum
-n12784371	roridula
-n12784889	Australian pitcher plant, Cephalotus follicularis
-n12785724	sedum
-n12785889	stonecrop
-n12786273	rose-root, midsummer-men, Sedum rosea
-n12786464	orpine, orpin, livelong, live-forever, Sedum telephium
-n12786836	pinwheel, Aeonium haworthii
-n12787364	Christmas bush, Christmas tree, Ceratopetalum gummiferum
-n12788854	hortensia, Hydrangea macrophylla hortensis
-n12789054	fall-blooming hydrangea, Hydrangea paniculata
-n12789554	carpenteria, Carpenteria californica
-n12789977	decumary, Decumaria barbata, Decumaria barbara
-n12790430	deutzia
-n12791064	philadelphus
-n12791329	mock orange, syringa, Philadelphus coronarius
-n12793015	saxifrage, breakstone, rockfoil
-n12793284	yellow mountain saxifrage, Saxifraga aizoides
-n12793494	meadow saxifrage, fair-maids-of-France, Saxifraga granulata
-n12793695	mossy saxifrage, Saxifraga hypnoides
-n12793886	western saxifrage, Saxifraga occidentalis
-n12794135	purple saxifrage, Saxifraga oppositifolia
-n12794367	star saxifrage, starry saxifrage, Saxifraga stellaris
-n12794568	strawberry geranium, strawberry saxifrage, mother-of-thousands, Saxifraga stolonifera, Saxifraga sarmentosam
-n12794985	astilbe
-n12795209	false goatsbeard, Astilbe biternata
-n12795352	dwarf astilbe, Astilbe chinensis pumila
-n12795555	spirea, spiraea, Astilbe japonica
-n12796022	bergenia
-n12796385	coast boykinia, Boykinia elata, Boykinia occidentalis
-n12796849	golden saxifrage, golden spleen
-n12797368	umbrella plant, Indian rhubarb, Darmera peltata, Peltiphyllum peltatum
-n12797860	bridal wreath, bridal-wreath, Francoa ramosa
-n12798284	alumroot, alumbloom
-n12798910	coralbells, Heuchera sanguinea
-n12799269	leatherleaf saxifrage, Leptarrhena pyrolifolia
-n12799776	woodland star, Lithophragma affine, Lithophragma affinis, Tellima affinis
-n12800049	prairie star, Lithophragma parviflorum
-n12800586	miterwort, mitrewort, bishop's cap
-n12801072	five-point bishop's cap, Mitella pentandra
-n12801520	parnassia, grass-of-Parnassus
-n12801781	bog star, Parnassia palustris
-n12801966	fringed grass of Parnassus, Parnassia fimbriata
-n12803226	false alumroot, fringe cups, Tellima grandiflora
-n12803754	foamflower, coolwart, false miterwort, false mitrewort, Tiarella cordifolia
-n12803958	false miterwort, false mitrewort, Tiarella unifoliata
-n12804352	pickaback plant, piggyback plant, youth-on-age, Tolmiea menziesii
-n12805146	currant, currant bush
-n12805561	black currant, European black currant, Ribes nigrum
-n12805762	white currant, Ribes sativum
-n12806015	gooseberry, gooseberry bush, Ribes uva-crispa, Ribes grossularia
-n12806732	plane tree, sycamore, platan
-n12807251	London plane, Platanus acerifolia
-n12807409	American sycamore, American plane, buttonwood, Platanus occidentalis
-n12807624	oriental plane, Platanus orientalis
-n12807773	California sycamore, Platanus racemosa
-n12808007	Arizona sycamore, Platanus wrightii
-n12809868	Greek valerian, Polemonium reptans
-n12810007	northern Jacob's ladder, Polemonium boreale
-n12810151	skunkweed, skunk-weed, Polemonium viscosum
-n12810595	phlox
-n12811027	moss pink, mountain phlox, moss phlox, dwarf phlox, Phlox subulata
-n12811713	evening-snow, Linanthus dichotomus
-n12812235	acanthus
-n12812478	bear's breech, bear's breeches, sea holly, Acanthus mollis
-n12812801	caricature plant, Graptophyllum pictum
-n12813189	black-eyed Susan, black-eyed Susan vine, Thunbergia alata
-n12814643	catalpa, Indian bean
-n12814857	Catalpa bignioides
-n12814960	Catalpa speciosa
-n12815198	desert willow, Chilopsis linearis
-n12815668	calabash, calabash tree, Crescentia cujete
-n12815838	calabash
-n12816508	borage, tailwort, Borago officinalis
-n12816942	common amsinckia, Amsinckia intermedia
-n12817464	anchusa
-n12817694	bugloss, alkanet, Anchusa officinalis
-n12817855	cape forget-me-not, Anchusa capensis
-n12818004	cape forget-me-not, Anchusa riparia
-n12818346	Spanish elm, Equador laurel, salmwood, cypre, princewood, Cordia alliodora
-n12818601	princewood, Spanish elm, Cordia gerascanthus
-n12818966	Chinese forget-me-not, Cynoglossum amabile
-n12819141	hound's-tongue, Cynoglossum officinale
-n12819354	hound's-tongue, Cynoglossum virginaticum
-n12819728	blueweed, blue devil, blue thistle, viper's bugloss, Echium vulgare
-n12820113	beggar's lice, beggar lice
-n12820669	gromwell, Lithospermum officinale
-n12820853	puccoon, Lithospermum caroliniense
-n12821505	Virginia bluebell, Virginia cowslip, Mertensia virginica
-n12821895	garden forget-me-not, Myosotis sylvatica
-n12822115	forget-me-not, mouse ear, Myosotis scorpiodes
-n12822466	false gromwell
-n12822769	comfrey, cumfrey
-n12822955	common comfrey, boneset, Symphytum officinale
-n12823717	convolvulus
-n12823859	bindweed
-n12824053	field bindweed, wild morning-glory, Convolvulus arvensis
-n12824289	scammony, Convolvulus scammonia
-n12824735	silverweed
-n12825497	dodder
-n12826143	dichondra, Dichondra micrantha
-n12827270	cypress vine, star-glory, Indian pink, Ipomoea quamoclit, Quamoclit pennata
-n12827537	moonflower, belle de nuit, Ipomoea alba
-n12827907	wild potato vine, wild sweet potato vine, man-of-the-earth, manroot, scammonyroot, Ipomoea panurata, Ipomoea fastigiata
-n12828220	red morning-glory, star ipomoea, Ipomoea coccinea
-n12828379	man-of-the-earth, Ipomoea leptophylla
-n12828520	scammony, Ipomoea orizabensis
-n12828791	Japanese morning glory, Ipomoea nil
-n12828977	imperial Japanese morning glory, Ipomoea imperialis
-n12829582	gesneriad
-n12829975	gesneria
-n12830222	achimenes, hot water plant
-n12830568	aeschynanthus
-n12831141	lace-flower vine, Alsobia dianthiflora, Episcia dianthiflora
-n12831535	columnea
-n12831932	episcia
-n12832315	gloxinia
-n12832538	Canterbury bell, Gloxinia perennis
-n12832822	kohleria
-n12833149	African violet, Saintpaulia ionantha
-n12833985	streptocarpus
-n12834190	Cape primrose
-n12834798	waterleaf
-n12834938	Virginia waterleaf, Shawnee salad, shawny, Indian salad, John's cabbage, Hydrophyllum virginianum
-n12835331	yellow bells, California yellow bells, whispering bells, Emmanthe penduliflora
-n12835766	yerba santa, Eriodictyon californicum
-n12836212	nemophila
-n12836337	baby blue-eyes, Nemophila menziesii
-n12836508	five-spot, Nemophila maculata
-n12836862	scorpionweed, scorpion weed, phacelia
-n12837052	California bluebell, Phacelia campanularia
-n12837259	California bluebell, whitlavia, Phacelia minor, Phacelia whitlavia
-n12837466	fiddleneck, Phacelia tanacetifolia
-n12837803	fiesta flower, Pholistoma auritum, Nemophila aurita
-n12839574	basil thyme, basil balm, mother of thyme, Acinos arvensis, Satureja acinos
-n12839979	giant hyssop
-n12840168	yellow giant hyssop, Agastache nepetoides
-n12840362	anise hyssop, Agastache foeniculum
-n12840502	Mexican hyssop, Agastache mexicana
-n12840749	bugle, bugleweed
-n12841007	creeping bugle, Ajuga reptans
-n12841193	erect bugle, blue bugle, Ajuga genevensis
-n12841354	pyramid bugle, Ajuga pyramidalis
-n12842302	wood mint
-n12842519	hairy wood mint, Blephilia hirsuta
-n12842642	downy wood mint, Blephilia celiata
-n12842887	calamint
-n12843144	common calamint, Calamintha sylvatica, Satureja calamintha officinalis
-n12843316	large-flowered calamint, Calamintha grandiflora, Clinopodium grandiflorum, Satureja grandiflora
-n12843557	lesser calamint, field balm, Calamintha nepeta, Calamintha nepeta glantulosa, Satureja nepeta, Satureja calamintha glandulosa
-n12843970	wild basil, cushion calamint, Clinopodium vulgare, Satureja vulgaris
-n12844409	horse balm, horseweed, stoneroot, stone-root, richweed, stone root, Collinsonia canadensis
-n12844939	coleus, flame nettle
-n12845187	country borage, Coleus aromaticus, Coleus amboinicus, Plectranthus amboinicus
-n12845413	painted nettle, Joseph's coat, Coleus blumei, Solenostemon blumei, Solenostemon scutellarioides
-n12845908	Apalachicola rosemary, Conradina glabra
-n12846335	dragonhead, dragon's head, Dracocephalum parviflorum
-n12846690	elsholtzia
-n12847008	hemp nettle, dead nettle, Galeopsis tetrahit
-n12847374	ground ivy, alehoof, field balm, gill-over-the-ground, runaway robin, Glechoma hederaceae, Nepeta hederaceae
-n12847927	pennyroyal, American pennyroyal, Hedeoma pulegioides
-n12848499	hyssop, Hyssopus officinalis
-n12849061	dead nettle
-n12849279	white dead nettle, Lamium album
-n12849416	henbit, Lamium amplexicaule
-n12849952	English lavender, Lavandula angustifolia, Lavandula officinalis
-n12850168	French lavender, Lavandula stoechas
-n12850336	spike lavender, French lavender, Lavandula latifolia
-n12850906	dagga, Cape dagga, red dagga, wilde dagga, Leonotis leonurus
-n12851094	lion's-ear, Leonotis nepetaefolia, Leonotis nepetifolia
-n12851469	motherwort, Leonurus cardiaca
-n12851860	pitcher sage, Lepechinia calycina, Sphacele calycina
-n12852234	bugleweed, Lycopus virginicus
-n12852428	water horehound, Lycopus americanus
-n12852570	gipsywort, gypsywort, Lycopus europaeus
-n12853080	origanum
-n12853287	oregano, marjoram, pot marjoram, wild marjoram, winter sweet, Origanum vulgare
-n12853482	sweet marjoram, knotted marjoram, Origanum majorana, Majorana hortensis
-n12854048	horehound
-n12854193	common horehound, white horehound, Marrubium vulgare
-n12854600	lemon balm, garden balm, sweet balm, bee balm, beebalm, Melissa officinalis
-n12855365	corn mint, field mint, Mentha arvensis
-n12855494	water-mint, water mint, Mentha aquatica
-n12855710	bergamot mint, lemon mint, eau de cologne mint, Mentha citrata
-n12855886	horsemint, Mentha longifolia
-n12856091	peppermint, Mentha piperita
-n12856287	spearmint, Mentha spicata
-n12856479	apple mint, applemint, Mentha rotundifolia, Mentha suaveolens
-n12856680	pennyroyal, Mentha pulegium
-n12857204	yerba buena, Micromeria chamissonis, Micromeria douglasii, Satureja douglasii
-n12857779	molucca balm, bells of Ireland, Molucella laevis
-n12858150	monarda, wild bergamot
-n12858397	bee balm, beebalm, bergamot mint, oswego tea, Monarda didyma
-n12858618	horsemint, Monarda punctata
-n12858871	bee balm, beebalm, Monarda fistulosa
-n12858987	lemon mint, horsemint, Monarda citriodora
-n12859153	plains lemon monarda, Monarda pectinata
-n12859272	basil balm, Monarda clinopodia
-n12859679	mustang mint, Monardella lanceolata
-n12859986	catmint, catnip, Nepeta cataria
-n12860365	basil
-n12860978	beefsteak plant, Perilla frutescens crispa
-n12861345	phlomis
-n12861541	Jerusalem sage, Phlomis fruticosa
-n12861892	physostegia
-n12862512	plectranthus
-n12862828	patchouli, patchouly, pachouli, Pogostemon cablin
-n12863234	self-heal, heal all, Prunella vulgaris
-n12863624	mountain mint
-n12864160	rosemary, Rosmarinus officinalis
-n12865037	clary sage, Salvia clarea
-n12865562	purple sage, chaparral sage, Salvia leucophylla
-n12865708	cancerweed, cancer weed, Salvia lyrata
-n12865824	common sage, ramona, Salvia officinalis
-n12866002	meadow clary, Salvia pratensis
-n12866162	clary, Salvia sclarea
-n12866333	pitcher sage, Salvia spathacea
-n12866459	Mexican mint, Salvia divinorum
-n12866635	wild sage, wild clary, vervain sage, Salvia verbenaca
-n12866968	savory
-n12867184	summer savory, Satureja hortensis, Satureia hortensis
-n12867449	winter savory, Satureja montana, Satureia montana
-n12867826	skullcap, helmetflower
-n12868019	blue pimpernel, blue skullcap, mad-dog skullcap, mad-dog weed, Scutellaria lateriflora
-n12868880	hedge nettle, dead nettle, Stachys sylvatica
-n12869061	hedge nettle, Stachys palustris
-n12869478	germander
-n12869668	American germander, wood sage, Teucrium canadense
-n12870048	cat thyme, marum, Teucrium marum
-n12870225	wood sage, Teucrium scorodonia
-n12870535	thyme
-n12870682	common thyme, Thymus vulgaris
-n12870891	wild thyme, creeping thyme, Thymus serpyllum
-n12871272	blue curls
-n12871696	turpentine camphor weed, camphorweed, vinegarweed, Trichostema lanceolatum
-n12871859	bastard pennyroyal, Trichostema dichotomum
-n12872458	bladderwort
-n12872914	butterwort
-n12873341	genlisea
-n12873984	martynia, Martynia annua
-n12875269	common unicorn plant, devil's claw, common devil's claw, elephant-tusk, proboscis flower, ram's horn, Proboscidea louisianica
-n12875697	sand devil's claw, Proboscidea arenaria, Martynia arenaria
-n12875861	sweet unicorn plant, Proboscidea fragrans, Martynia fragrans
-n12876899	figwort
-n12877244	snapdragon
-n12877493	white snapdragon, Antirrhinum coulterianum
-n12877637	yellow twining snapdragon, Antirrhinum filipes
-n12877838	Mediterranean snapdragon, Antirrhinum majus
-n12878169	kitten-tails
-n12878325	Alpine besseya, Besseya alpina
-n12878784	false foxglove, Aureolaria pedicularia, Gerardia pedicularia
-n12879068	false foxglove, Aureolaria virginica, Gerardia virginica
-n12879527	calceolaria, slipperwort
-n12879963	Indian paintbrush, painted cup
-n12880244	desert paintbrush, Castilleja chromosa
-n12880462	giant red paintbrush, Castilleja miniata
-n12880638	great plains paintbrush, Castilleja sessiliflora
-n12880799	sulfur paintbrush, Castilleja sulphurea
-n12881105	shellflower, shell-flower, turtlehead, snakehead, snake-head, Chelone glabra
-n12881913	maiden blue-eyed Mary, Collinsia parviflora
-n12882158	blue-eyed Mary, Collinsia verna
-n12882779	foxglove, digitalis
-n12882945	common foxglove, fairy bell, fingerflower, finger-flower, fingerroot, finger-root, Digitalis purpurea
-n12883265	yellow foxglove, straw foxglove, Digitalis lutea
-n12883628	gerardia
-n12884100	blue toadflax, old-field toadflax, Linaria canadensis
-n12884260	toadflax, butter-and-eggs, wild snapdragon, devil's flax, Linaria vulgaris
-n12885045	golden-beard penstemon, Penstemon barbatus
-n12885265	scarlet bugler, Penstemon centranthifolius
-n12885510	red shrubby penstemon, redwood penstemon
-n12885754	Platte River penstemon, Penstemon cyananthus
-n12886185	hot-rock penstemon, Penstemon deustus
-n12886402	Jones' penstemon, Penstemon dolius
-n12886600	shrubby penstemon, lowbush penstemon, Penstemon fruticosus
-n12886831	narrow-leaf penstemon, Penstemon linarioides
-n12887293	balloon flower, scented penstemon, Penstemon palmeri
-n12887532	Parry's penstemon, Penstemon parryi
-n12887713	rock penstemon, cliff penstemon, Penstemon rupicola
-n12888016	Rydberg's penstemon, Penstemon rydbergii
-n12888234	cascade penstemon, Penstemon serrulatus
-n12888457	Whipple's penstemon, Penstemon whippleanus
-n12889219	moth mullein, Verbascum blattaria
-n12889412	white mullein, Verbascum lychnitis
-n12889579	purple mullein, Verbascum phoeniceum
-n12889713	common mullein, great mullein, Aaron's rod, flannel mullein, woolly mullein, torch, Verbascum thapsus
-n12890265	veronica, speedwell
-n12890490	field speedwell, Veronica agrestis
-n12890685	brooklime, American brooklime, Veronica americana
-n12890928	corn speedwell, Veronica arvensis
-n12891093	brooklime, European brooklime, Veronica beccabunga
-n12891305	germander speedwell, bird's eye, Veronica chamaedrys
-n12891469	water speedwell, Veronica michauxii, Veronica anagallis-aquatica
-n12891643	common speedwell, gypsyweed, Veronica officinalis
-n12891824	purslane speedwell, Veronica peregrina
-n12892013	thyme-leaved speedwell, Veronica serpyllifolia
-n12893463	nightshade
-n12893993	horse nettle, ball nettle, bull nettle, ball nightshade, Solanum carolinense
-n12895298	African holly, Solanum giganteum
-n12895811	potato vine, Solanum jasmoides
-n12896615	garden huckleberry, wonderberry, sunberry, Solanum nigrum guineese, Solanum melanocerasum, Solanum burbankii
-n12897118	naranjilla, Solanum quitoense
-n12897788	potato vine, giant potato creeper, Solanum wendlandii
-n12897999	potato tree, Brazilian potato tree, Solanum wrightii, Solanum macranthum
-n12898342	belladonna, belladonna plant, deadly nightshade, Atropa belladonna
-n12898774	bush violet, browallia
-n12899166	lady-of-the-night, Brunfelsia americana
-n12899537	angel's trumpet, maikoa, Brugmansia arborea, Datura arborea
-n12899752	angel's trumpet, Brugmansia suaveolens, Datura suaveolens
-n12899971	red angel's trumpet, Brugmansia sanguinea, Datura sanguinea
-n12900783	cone pepper, Capsicum annuum conoides
-n12901724	bird pepper, Capsicum frutescens baccatum, Capsicum baccatum
-n12902466	day jessamine, Cestrum diurnum
-n12902662	night jasmine, night jessamine, Cestrum nocturnum
-n12903014	tree tomato, tamarillo
-n12903367	thorn apple
-n12903503	jimsonweed, jimson weed, Jamestown weed, common thorn apple, apple of Peru, Datura stramonium
-n12903964	pichi, Fabiana imbricata
-n12904314	henbane, black henbane, stinking nightshade, Hyoscyamus niger
-n12904562	Egyptian henbane, Hyoscyamus muticus
-n12904938	matrimony vine, boxthorn
-n12905135	common matrimony vine, Duke of Argyll's tea tree, Lycium barbarum, Lycium halimifolium
-n12905412	Christmasberry, Christmas berry, Lycium carolinianum
-n12906214	plum tomato
-n12906498	mandrake, devil's apples, Mandragora officinarum
-n12906771	mandrake root, mandrake
-n12907057	apple of Peru, shoo fly, Nicandra physaloides
-n12907671	flowering tobacco, Jasmine tobacco, Nicotiana alata
-n12907857	common tobacco, Nicotiana tabacum
-n12908093	wild tobacco, Indian tobacco, Nicotiana rustica
-n12908645	cupflower, nierembergia
-n12908854	whitecup, Nierembergia repens, Nierembergia rivularis
-n12909421	petunia
-n12909614	large white petunia, Petunia axillaris
-n12909759	violet-flowered petunia, Petunia integrifolia
-n12909917	hybrid petunia, Petunia hybrida
-n12911079	cape gooseberry, purple ground cherry, Physalis peruviana
-n12911264	strawberry tomato, dwarf cape gooseberry, Physalis pruinosa
-n12911440	tomatillo, jamberry, Mexican husk tomato, Physalis ixocarpa
-n12911673	tomatillo, miltomate, purple ground cherry, jamberry, Physalis philadelphica
-n12911914	yellow henbane, Physalis viscosa
-n12912274	cock's eggs, Salpichroa organifolia, Salpichroa rhomboidea
-n12912670	salpiglossis
-n12912801	painted tongue, Salpiglossis sinuata
-n12913144	butterfly flower, poor man's orchid, schizanthus
-n12913524	Scopolia carniolica
-n12913791	chalice vine, trumpet flower, cupflower, Solandra guttata
-n12914923	verbena, vervain
-n12915140	lantana
-n12915568	black mangrove, Avicennia marina
-n12915811	white mangrove, Avicennia officinalis
-n12916179	black mangrove, Aegiceras majus
-n12916511	teak, Tectona grandis
-n12917901	spurge
-n12918609	sun spurge, wartweed, wartwort, devil's milk, Euphorbia helioscopia
-n12918810	petty spurge, devil's milk, Euphorbia peplus
-n12918991	medusa's head, Euphorbia medusae, Euphorbia caput-medusae
-n12919195	wild spurge, flowering spurge, tramp's spurge, Euphorbia corollata
-n12919403	snow-on-the-mountain, snow-in-summer, ghost weed, Euphorbia marginata
-n12919646	cypress spurge, Euphorbia cyparissias
-n12919847	leafy spurge, wolf's milk, Euphorbia esula
-n12920043	hairy spurge, Euphorbia hirsuta
-n12920204	poinsettia, Christmas star, Christmas flower, lobster plant, Mexican flameleaf, painted leaf, Euphorbia pulcherrima
-n12920521	Japanese poinsettia, mole plant, paint leaf, Euphorbia heterophylla
-n12920719	fire-on-the-mountain, painted leaf, Mexican fire plant, Euphorbia cyathophora
-n12920955	wood spurge, Euphorbia amygdaloides
-n12921315	dwarf spurge, Euphorbia exigua
-n12921499	scarlet plume, Euphorbia fulgens
-n12921660	naboom, cactus euphorbia, Euphorbia ingens
-n12921868	crown of thorns, Christ thorn, Christ plant, Euphorbia milii
-n12922119	toothed spurge, Euphorbia dentata
-n12922458	three-seeded mercury, Acalypha virginica
-n12922763	croton, Croton tiglium
-n12923108	cascarilla, Croton eluteria
-n12923257	cascarilla bark, eleuthera bark, sweetwood bark
-n12924623	castor-oil plant, castor bean plant, palma christi, palma christ, Ricinus communis
-n12925179	spurge nettle, tread-softly, devil nettle, pica-pica, Cnidoscolus urens, Jatropha urens, Jatropha stimulosus
-n12925583	physic nut, Jatropha curcus
-n12926039	Para rubber tree, caoutchouc tree, Hevea brasiliensis
-n12926480	cassava, casava
-n12926689	bitter cassava, manioc, mandioc, mandioca, tapioca plant, gari, Manihot esculenta, Manihot utilissima
-n12927013	cassava, manioc
-n12927194	sweet cassava, Manihot dulcis
-n12927494	candlenut, varnish tree, Aleurites moluccana
-n12927758	tung tree, tung, tung-oil tree, Aleurites fordii
-n12928071	slipper spurge, slipper plant
-n12928307	candelilla, Pedilanthus bracteatus, Pedilanthus pavonis
-n12928491	Jewbush, Jew-bush, Jew bush, redbird cactus, redbird flower, Pedilanthus tithymaloides
-n12928819	jumping bean, jumping seed, Mexican jumping bean
-n12929403	camellia, camelia
-n12929600	japonica, Camellia japonica
-n12930778	umbellifer, umbelliferous plant
-n12930951	wild parsley
-n12931231	fool's parsley, lesser hemlock, Aethusa cynapium
-n12931542	dill, Anethum graveolens
-n12931906	angelica, angelique
-n12932173	garden angelica, archangel, Angelica Archangelica
-n12932365	wild angelica, Angelica sylvestris
-n12932706	chervil, beaked parsley, Anthriscus cereifolium
-n12932966	cow parsley, wild chervil, Anthriscus sylvestris
-n12933274	wild celery, Apium graveolens
-n12934036	astrantia, masterwort
-n12934174	greater masterwort, Astrantia major
-n12934479	caraway, Carum carvi
-n12934685	whorled caraway
-n12934985	water hemlock, Cicuta verosa
-n12935166	spotted cowbane, spotted hemlock, spotted water hemlock
-n12935609	hemlock, poison hemlock, poison parsley, California fern, Nebraska fern, winter fern, Conium maculatum
-n12936155	earthnut, Conopodium denudatum
-n12936826	cumin, Cuminum cyminum
-n12937130	wild carrot, Queen Anne's lace, Daucus carota
-n12938081	eryngo, eringo
-n12938193	sea holly, sea holm, sea eryngium, Eryngium maritimum
-n12938445	button snakeroot, Eryngium aquaticum
-n12938667	rattlesnake master, rattlesnake's master, button snakeroot, Eryngium yuccifolium
-n12939104	fennel
-n12939282	common fennel, Foeniculum vulgare
-n12939479	Florence fennel, Foeniculum dulce, Foeniculum vulgare dulce
-n12939874	cow parsnip, hogweed, Heracleum sphondylium
-n12940226	lovage, Levisticum officinale
-n12940609	sweet cicely, Myrrhis odorata
-n12941220	water fennel, Oenanthe aquatica
-n12941536	parsnip, Pastinaca sativa
-n12941717	cultivated parsnip
-n12942025	wild parsnip, madnep
-n12942395	parsley, Petroselinum crispum
-n12942572	Italian parsley, flat-leaf parsley, Petroselinum crispum neapolitanum
-n12942729	Hamburg parsley, turnip-rooted parsley, Petroselinum crispum tuberosum
-n12943049	anise, anise plant, Pimpinella anisum
-n12943443	sanicle, snakeroot
-n12943912	purple sanicle, Sanicula bipinnatifida
-n12944095	European sanicle, Sanicula Europaea
-n12945177	water parsnip, Sium suave
-n12945366	greater water parsnip, Sium latifolium
-n12945549	skirret, Sium sisarum
-n12946849	dogwood, dogwood tree, cornel
-n12947313	common white dogwood, eastern flowering dogwood, Cornus florida
-n12947544	red osier, red osier dogwood, red dogwood, American dogwood, redbrush, Cornus stolonifera
-n12947756	silky dogwood, Cornus obliqua
-n12947895	silky cornel, silky dogwood, Cornus amomum
-n12948053	common European dogwood, red dogwood, blood-twig, pedwood, Cornus sanguinea
-n12948251	bunchberry, dwarf cornel, crackerberry, pudding berry, Cornus canadensis
-n12948495	cornelian cherry, Cornus mas
-n12949160	puka, Griselinia lucida
-n12949361	kapuka, Griselinia littoralis
-n12950126	valerian
-n12950314	common valerian, garden heliotrope, Valeriana officinalis
-n12950796	common corn salad, lamb's lettuce, Valerianella olitoria, Valerianella locusta
-n12951146	red valerian, French honeysuckle, Centranthus ruber
-n12951835	filmy fern, film fern
-n12952165	bristle fern, filmy fern
-n12952469	hare's-foot bristle fern, Trichomanes boschianum
-n12952590	Killarney fern, Trichomanes speciosum
-n12952717	kidney fern, Trichomanes reniforme
-n12953206	flowering fern, osmund
-n12953484	royal fern, royal osmund, king fern, ditch fern, French bracken, Osmunda regalis
-n12953712	interrupted fern, Osmunda clatonia
-n12954353	crape fern, Prince-of-Wales fern, Prince-of-Wales feather, Prince-of-Wales plume, Leptopteris superba, Todea superba
-n12954799	crepe fern, king fern, Todea barbara
-n12955414	curly grass, curly grass fern, Schizaea pusilla
-n12955840	pine fern, Anemia adiantifolia
-n12956170	climbing fern
-n12956367	creeping fern, Hartford fern, Lygodium palmatum
-n12956588	climbing maidenhair, climbing maidenhair fern, snake fern, Lygodium microphyllum
-n12956922	scented fern, Mohria caffrorum
-n12957608	clover fern, pepperwort
-n12957803	nardoo, nardo, common nardoo, Marsilea drummondii
-n12957924	water clover, Marsilea quadrifolia
-n12958261	pillwort, Pilularia globulifera
-n12958615	regnellidium, Regnellidium diphyllum
-n12959074	floating-moss, Salvinia rotundifolia, Salvinia auriculata
-n12959538	mosquito fern, floating fern, Carolina pond fern, Azolla caroliniana
-n12960378	adder's tongue, adder's tongue fern
-n12960552	ribbon fern, Ophioglossum pendulum
-n12960863	grape fern
-n12961242	daisyleaf grape fern, daisy-leaved grape fern, Botrychium matricariifolium
-n12961393	leathery grape fern, Botrychium multifidum
-n12961536	rattlesnake fern, Botrychium virginianum
-n12961879	flowering fern, Helminthostachys zeylanica
-n12963628	powdery mildew
-n12964920	Dutch elm fungus, Ceratostomella ulmi
-n12965626	ergot, Claviceps purpurea
-n12965951	rye ergot
-n12966804	black root rot fungus, Xylaria mali
-n12966945	dead-man's-fingers, dead-men's-fingers, Xylaria polymorpha
-n12968136	sclerotinia
-n12968309	brown cup
-n12969131	earthball, false truffle, puffball, hard-skinned puffball
-n12969425	Scleroderma citrinum, Scleroderma aurantium
-n12969670	Scleroderma flavidium, star earthball
-n12969927	Scleroderma bovista, smooth earthball
-n12970193	Podaxaceae
-n12970293	stalked puffball
-n12970733	stalked puffball
-n12971400	false truffle
-n12971804	Rhizopogon idahoensis
-n12972136	Truncocolumella citrina
-n12973443	mucor
-n12973791	rhizopus
-n12973937	bread mold, Rhizopus nigricans
-n12974987	slime mold, slime mould
-n12975804	true slime mold, acellular slime mold, plasmodial slime mold, myxomycete
-n12976198	cellular slime mold
-n12976554	dictostylium
-n12978076	pond-scum parasite
-n12979316	potato wart fungus, Synchytrium endobioticum
-n12979829	white fungus, Saprolegnia ferax
-n12980080	water mold
-n12980840	downy mildew, false mildew
-n12981086	blue mold fungus, Peronospora tabacina
-n12981301	onion mildew, Peronospora destructor
-n12981443	tobacco mildew, Peronospora hyoscyami
-n12981954	white rust
-n12982468	pythium
-n12982590	damping off fungus, Pythium debaryanum
-n12982915	Phytophthora citrophthora
-n12983048	Phytophthora infestans
-n12983654	clubroot fungus, Plasmodiophora brassicae
-n12983873	Geglossaceae
-n12983961	Sarcosomataceae
-n12984267	Rufous rubber cup
-n12984489	devil's cigar
-n12984595	devil's urn
-n12985420	truffle, earthnut, earth-ball
-n12985773	club fungus
-n12985857	coral fungus
-n12986227	tooth fungus
-n12987056	lichen
-n12987423	ascolichen
-n12987535	basidiolichen
-n12988158	lecanora
-n12988341	manna lichen
-n12988572	archil, orchil
-n12989007	roccella, Roccella tinctoria
-n12989938	beard lichen, beard moss, Usnea barbata
-n12990597	horsehair lichen, horsetail lichen
-n12991184	reindeer moss, reindeer lichen, arctic moss, Cladonia rangiferina
-n12991837	crottle, crottal, crotal
-n12992177	Iceland moss, Iceland lichen, Cetraria islandica
-n12992868	fungus
-n12994892	promycelium
-n12995601	true fungus
-n12997654	basidiomycete, basidiomycetous fungi
-n12997919	mushroom
-n12998815	agaric
-n13000891	mushroom
-n13001041	mushroom
-n13001206	toadstool
-n13001366	horse mushroom, Agaricus arvensis
-n13001529	meadow mushroom, field mushroom, Agaricus campestris
-n13001930	shiitake, shiitake mushroom, Chinese black mushroom, golden oak mushroom, Oriental black mushroom, Lentinus edodes
-n13002209	scaly lentinus, Lentinus lepideus
-n13002750	royal agaric, Caesar's agaric, Amanita caesarea
-n13002925	false deathcap, Amanita mappa
-n13003061	fly agaric, Amanita muscaria
-n13003254	death cap, death cup, death angel, destroying angel, Amanita phalloides
-n13003522	blushing mushroom, blusher, Amanita rubescens
-n13003712	destroying angel, Amanita verna
-n13004423	chanterelle, chantarelle, Cantharellus cibarius
-n13004640	floccose chanterelle, Cantharellus floccosus
-n13004826	pig's ears, Cantharellus clavatus
-n13004992	cinnabar chanterelle, Cantharellus cinnabarinus
-n13005329	jack-o-lantern fungus, jack-o-lantern, jack-a-lantern, Omphalotus illudens
-n13005984	inky cap, inky-cap mushroom, Coprinus atramentarius
-n13006171	shaggymane, shaggy cap, shaggymane mushroom, Coprinus comatus
-n13006631	milkcap, Lactarius delicioso
-n13006894	fairy-ring mushroom, Marasmius oreades
-n13007034	fairy ring, fairy circle
-n13007417	oyster mushroom, oyster fungus, oyster agaric, Pleurotus ostreatus
-n13007629	olive-tree agaric, Pleurotus phosphoreus
-n13008157	Pholiota astragalina
-n13008315	Pholiota aurea, golden pholiota
-n13008485	Pholiota destruens
-n13008689	Pholiota flammans
-n13008839	Pholiota flavida
-n13009085	nameko, viscid mushroom, Pholiota nameko
-n13009244	Pholiota squarrosa-adiposa
-n13009429	Pholiota squarrosa, scaly pholiota
-n13009656	Pholiota squarrosoides
-n13010694	Stropharia ambigua
-n13010951	Stropharia hornemannii
-n13011221	Stropharia rugoso-annulata
-n13011595	gill fungus
-n13012253	Entoloma lividum, Entoloma sinuatum
-n13012469	Entoloma aprile
-n13012973	Chlorophyllum molybdites
-n13013534	lepiota
-n13013764	parasol mushroom, Lepiota procera
-n13013965	poisonous parasol, Lepiota morgani
-n13014097	Lepiota naucina
-n13014265	Lepiota rhacodes
-n13014409	American parasol, Lepiota americana
-n13014581	Lepiota rubrotincta
-n13014741	Lepiota clypeolaria
-n13014879	onion stem, Lepiota cepaestipes
-n13015509	pink disease fungus, Corticium salmonicolor
-n13015688	bottom rot fungus, Corticium solani
-n13016076	potato fungus, Pellicularia filamentosa, Rhizoctinia solani
-n13016289	coffee fungus, Pellicularia koleroga
-n13017102	blewits, Clitocybe nuda
-n13017240	sandy mushroom, Tricholoma populinum
-n13017439	Tricholoma pessundatum
-n13017610	Tricholoma sejunctum
-n13017789	man-on-a-horse, Tricholoma flavovirens
-n13017979	Tricholoma venenata
-n13018088	Tricholoma pardinum
-n13018232	Tricholoma vaccinum
-n13018407	Tricholoma aurantium
-n13018906	Volvaria bombycina
-n13019496	Pluteus aurantiorugosus
-n13019643	Pluteus magnus, sawdust mushroom
-n13019835	deer mushroom, Pluteus cervinus
-n13020191	straw mushroom, Chinese mushroom, Volvariella volvacea
-n13020481	Volvariella bombycina
-n13020964	Clitocybe clavipes
-n13021166	Clitocybe dealbata
-n13021332	Clitocybe inornata
-n13021543	Clitocybe robusta, Clytocybe alba
-n13021689	Clitocybe irina, Tricholoma irinum, Lepista irina
-n13021867	Clitocybe subconnexa
-n13022210	winter mushroom, Flammulina velutipes
-n13022709	mycelium
-n13022903	sclerotium
-n13023134	sac fungus
-n13024012	ascomycete, ascomycetous fungus
-n13024500	Clavicipitaceae, grainy club mushrooms
-n13024653	grainy club
-n13025647	yeast
-n13025854	baker's yeast, brewer's yeast, Saccharomyces cerevisiae
-n13026015	wine-maker's yeast, Saccharomyces ellipsoides
-n13027557	Aspergillus fumigatus
-n13027879	brown root rot fungus, Thielavia basicola
-n13028611	discomycete, cup fungus
-n13028937	Leotia lubrica
-n13029122	Mitrula elegans
-n13029326	Sarcoscypha coccinea, scarlet cup
-n13029610	Caloscypha fulgens
-n13029760	Aleuria aurantia, orange peel fungus
-n13030337	elf cup
-n13030616	Peziza domicilina
-n13030852	blood cup, fairy cup, Peziza coccinea
-n13031193	Urnula craterium, urn fungus
-n13031323	Galiella rufa
-n13031474	Jafnea semitosta
-n13032115	morel
-n13032381	common morel, Morchella esculenta, sponge mushroom, sponge morel
-n13032618	Disciotis venosa, cup morel
-n13032923	Verpa, bell morel
-n13033134	Verpa bohemica, early morel
-n13033396	Verpa conica, conic Verpa
-n13033577	black morel, Morchella conica, conic morel, Morchella angusticeps, narrowhead morel
-n13033879	Morchella crassipes, thick-footed morel
-n13034062	Morchella semilibera, half-free morel, cow's head
-n13034555	Wynnea americana
-n13034788	Wynnea sparassoides
-n13035241	false morel
-n13035389	lorchel
-n13035707	helvella
-n13035925	Helvella crispa, miter mushroom
-n13036116	Helvella acetabulum
-n13036312	Helvella sulcata
-n13036804	discina
-n13037406	gyromitra
-n13037585	Gyromitra californica, California false morel
-n13037805	Gyromitra sphaerospora, round-spored gyromitra
-n13038068	Gyromitra esculenta, brain mushroom, beefsteak morel
-n13038376	Gyromitra infula, saddled-shaped false morel
-n13038577	Gyromitra fastigiata, Gyromitra brunnea
-n13038744	Gyromitra gigas
-n13039349	gasteromycete, gastromycete
-n13040303	stinkhorn, carrion fungus
-n13040629	common stinkhorn, Phallus impudicus
-n13040796	Phallus ravenelii
-n13041312	dog stinkhorn, Mutinus caninus
-n13041943	Calostoma lutescens
-n13042134	Calostoma cinnabarina
-n13042316	Calostoma ravenelii
-n13042982	stinky squid, Pseudocolus fusiformis
-n13043926	puffball, true puffball
-n13044375	giant puffball, Calvatia gigantea
-n13044778	earthstar
-n13045210	Geastrum coronatum
-n13045594	Radiigera fuscogleba
-n13045975	Astreus pteridis
-n13046130	Astreus hygrometricus
-n13046669	bird's-nest fungus
-n13047862	Gastrocybe lateritia
-n13048447	Macowanites americanus
-n13049953	polypore, pore fungus, pore mushroom
-n13050397	bracket fungus, shelf fungus
-n13050705	Albatrellus dispansus
-n13050940	Albatrellus ovinus, sheep polypore
-n13051346	Neolentinus ponderosus
-n13052014	Oligoporus leucospongia
-n13052248	Polyporus tenuiculus
-n13052670	hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa
-n13052931	Polyporus squamosus, scaly polypore
-n13053608	beefsteak fungus, Fistulina hepatica
-n13054073	agaric, Fomes igniarius
-n13054560	bolete
-n13055423	Boletus chrysenteron
-n13055577	Boletus edulis
-n13055792	Frost's bolete, Boletus frostii
-n13055949	Boletus luridus
-n13056135	Boletus mirabilis
-n13056349	Boletus pallidus
-n13056607	Boletus pulcherrimus
-n13056799	Boletus pulverulentus
-n13057054	Boletus roxanae
-n13057242	Boletus subvelutipes
-n13057422	Boletus variipes
-n13057639	Boletus zelleri
-n13058037	Fuscoboletinus paluster
-n13058272	Fuscoboletinus serotinus
-n13058608	Leccinum fibrillosum
-n13059298	Suillus albivelatus
-n13059657	old-man-of-the-woods, Strobilomyces floccopus
-n13060017	Boletellus russellii
-n13060190	jelly fungus
-n13061172	snow mushroom, Tremella fuciformis
-n13061348	witches' butter, Tremella lutescens
-n13061471	Tremella foliacea
-n13061704	Tremella reticulata
-n13062421	Jew's-ear, Jew's-ears, ear fungus, Auricularia auricula
-n13063269	rust, rust fungus
-n13063514	aecium
-n13064111	flax rust, flax rust fungus, Melampsora lini
-n13064457	blister rust, Cronartium ribicola
-n13065089	wheat rust, Puccinia graminis
-n13065514	apple rust, cedar-apple rust, Gymnosporangium juniperi-virginianae
-n13066129	smut, smut fungus
-n13066448	covered smut
-n13066979	loose smut
-n13067191	cornsmut, corn smut
-n13067330	boil smut, Ustilago maydis
-n13067532	Sphacelotheca, genus Sphacelotheca
-n13067672	head smut, Sphacelotheca reiliana
-n13068255	bunt, Tilletia caries
-n13068434	bunt, stinking smut, Tilletia foetida
-n13068735	onion smut, Urocystis cepulae
-n13068917	flag smut fungus
-n13069224	wheat flag smut, Urocystis tritici
-n13069773	felt fungus, Septobasidium pseudopedicellatum
-n13070308	waxycap
-n13070875	Hygrocybe acutoconica, conic waxycap
-n13071371	Hygrophorus borealis
-n13071553	Hygrophorus caeruleus
-n13071815	Hygrophorus inocybiformis
-n13072031	Hygrophorus kauffmanii
-n13072209	Hygrophorus marzuolus
-n13072350	Hygrophorus purpurascens
-n13072528	Hygrophorus russula
-n13072706	Hygrophorus sordidus
-n13072863	Hygrophorus tennesseensis
-n13073055	Hygrophorus turundus
-n13073703	Neohygrophorus angelesianus
-n13074619	Cortinarius armillatus
-n13074814	Cortinarius atkinsonianus
-n13075020	Cortinarius corrugatus
-n13075272	Cortinarius gentilis
-n13075441	Cortinarius mutabilis, purple-staining Cortinarius
-n13075684	Cortinarius semisanguineus
-n13075847	Cortinarius subfoetidus
-n13076041	Cortinarius violaceus
-n13076405	Gymnopilus spectabilis
-n13076643	Gymnopilus validipes
-n13076831	Gymnopilus ventricosus
-n13077033	mold, mould
-n13077295	mildew
-n13078021	verticillium
-n13079073	monilia
-n13079419	candida
-n13079567	Candida albicans, Monilia albicans
-n13080306	blastomycete
-n13080866	yellow spot fungus, Cercospora kopkei
-n13081229	green smut fungus, Ustilaginoidea virens
-n13081999	dry rot
-n13082568	rhizoctinia
-n13083023	houseplant
-n13083461	bedder, bedding plant
-n13084184	succulent
-n13084834	cultivar
-n13085113	weed
-n13085747	wort
-n13090018	brier
-n13090871	aril
-n13091620	sporophyll, sporophyl
-n13091774	sporangium, spore case, spore sac
-n13091982	sporangiophore
-n13092078	ascus
-n13092240	ascospore
-n13092385	arthrospore
-n13092987	eusporangium
-n13093275	tetrasporangium
-n13093629	gametangium
-n13094145	sorus
-n13094273	sorus
-n13095013	partial veil
-n13096779	lignum
-n13098515	vascular ray, medullary ray
-n13098962	phloem, bast
-n13099833	evergreen, evergreen plant
-n13099999	deciduous plant
-n13100156	poisonous plant
-n13100677	vine
-n13102648	creeper
-n13102775	tendril
-n13103023	root climber
-n13103660	lignosae
-n13103750	arborescent plant
-n13103877	snag
-n13104059	tree
-n13107694	timber tree
-n13107807	treelet
-n13107891	arbor
-n13108131	bean tree
-n13108323	pollard
-n13108481	sapling
-n13108545	shade tree
-n13108662	gymnospermous tree
-n13108841	conifer, coniferous tree
-n13109733	angiospermous tree, flowering tree
-n13110915	nut tree
-n13111174	spice tree
-n13111340	fever tree
-n13111504	stump, tree stump
-n13111881	bonsai
-n13112035	ming tree
-n13112201	ming tree
-n13118330	undershrub
-n13118707	subshrub, suffrutex
-n13119870	bramble
-n13120211	liana
-n13120958	geophyte
-n13121104	desert plant, xerophyte, xerophytic plant, xerophile, xerophilous plant
-n13121349	mesophyte, mesophytic plant
-n13122364	marsh plant, bog plant, swamp plant
-n13123309	hemiepiphyte, semiepiphyte
-n13123431	strangler, strangler tree
-n13123841	lithophyte, lithophytic plant
-n13124358	saprobe
-n13124654	autophyte, autophytic plant, autotroph, autotrophic organism
-n13125117	root
-n13126050	taproot
-n13126856	prop root
-n13127001	prophyll
-n13127303	rootstock
-n13127666	quickset
-n13127843	stolon, runner, offset
-n13128278	tuberous plant
-n13128582	rhizome, rootstock, rootstalk
-n13128976	rachis
-n13129078	caudex
-n13130014	cladode, cladophyll, phylloclad, phylloclade
-n13130161	receptacle
-n13130726	scape, flower stalk
-n13131028	umbel
-n13131618	petiole, leafstalk
-n13132034	peduncle
-n13132156	pedicel, pedicle
-n13132338	flower cluster
-n13132486	raceme
-n13132656	panicle
-n13132756	thyrse, thyrsus
-n13132940	cyme
-n13133140	cymule
-n13133233	glomerule
-n13133316	scorpioid cyme
-n13133613	ear, spike, capitulum
-n13133932	spadix
-n13134302	bulbous plant
-n13134531	bulbil, bulblet
-n13134844	cormous plant
-n13134947	fruit
-n13135692	fruitlet
-n13135832	seed
-n13136316	bean
-n13136556	nut
-n13136781	nutlet
-n13137010	kernel, meat
-n13137225	syconium
-n13137409	berry
-n13137672	aggregate fruit, multiple fruit, syncarp
-n13137951	simple fruit, bacca
-n13138155	acinus
-n13138308	drupe, stone fruit
-n13138658	drupelet
-n13138842	pome, false fruit
-n13139055	pod, seedpod
-n13139321	loment
-n13139482	pyxidium, pyxis
-n13139647	husk
-n13139837	cornhusk
-n13140049	pod, cod, seedcase
-n13140367	accessory fruit, pseudocarp
-n13141141	buckthorn
-n13141415	buckthorn berry, yellow berry
-n13141564	cascara buckthorn, bearberry, bearwood, chittamwood, chittimwood, Rhamnus purshianus
-n13141797	cascara, cascara sagrada, chittam bark, chittem bark
-n13141972	Carolina buckthorn, indian cherry, Rhamnus carolinianus
-n13142182	coffeeberry, California buckthorn, California coffee, Rhamnus californicus
-n13142504	redberry, red-berry, Rhamnus croceus
-n13142907	nakedwood
-n13143285	jujube, jujube bush, Christ's-thorn, Jerusalem thorn, Ziziphus jujuba
-n13143758	Christ's-thorn, Jerusalem thorn, Paliurus spina-christi
-n13144084	hazel, hazel tree, Pomaderris apetala
-n13145040	fox grape, Vitis labrusca
-n13145250	muscadine, Vitis rotundifolia
-n13145444	vinifera, vinifera grape, common grape vine, Vitis vinifera
-n13146403	Pinot blanc
-n13146583	Sauvignon grape
-n13146928	Sauvignon blanc
-n13147153	Muscadet
-n13147270	Riesling
-n13147386	Zinfandel
-n13147532	Chenin blanc
-n13147689	malvasia
-n13147918	Verdicchio
-n13148208	Boston ivy, Japanese ivy, Parthenocissus tricuspidata
-n13148384	Virginia creeper, American ivy, woodbine, Parthenocissus quinquefolia
-n13149296	true pepper, pepper vine
-n13149970	betel, betel pepper, Piper betel
-n13150378	cubeb
-n13150592	schizocarp
-n13150894	peperomia
-n13151082	watermelon begonia, Peperomia argyreia, Peperomia sandersii
-n13152339	yerba mansa, Anemopsis californica
-n13154388	pinna, pinnule
-n13154494	frond
-n13154841	bract
-n13155095	bracteole, bractlet
-n13155305	involucre
-n13155611	glume
-n13156986	palmate leaf
-n13157137	pinnate leaf
-n13157346	bijugate leaf, bijugous leaf, twice-pinnate
-n13157481	decompound leaf
-n13157684	acuminate leaf
-n13157971	deltoid leaf
-n13158167	ensiform leaf
-n13158512	linear leaf, elongate leaf
-n13158605	lyrate leaf
-n13158714	obtuse leaf
-n13158815	oblanceolate leaf
-n13159357	pandurate leaf, panduriform leaf
-n13159691	reniform leaf
-n13159890	spatulate leaf
-n13160116	even-pinnate leaf, abruptly-pinnate leaf
-n13160254	odd-pinnate leaf
-n13160365	pedate leaf
-n13160604	crenate leaf
-n13160831	dentate leaf
-n13160938	denticulate leaf
-n13161151	erose leaf
-n13161254	runcinate leaf
-n13161904	prickly-edged leaf
-n13163553	deadwood
-n13163649	haulm, halm
-n13163991	branchlet, twig, sprig
-n13164501	osier
-n13170840	giant scrambling fern, Diplopterygium longissimum
-n13171210	umbrella fern, fan fern, Sticherus flabellatus, Gleichenia flabellata
-n13171797	floating fern, water sprite, Ceratopteris pteridioides
-n13172923	polypody
-n13173132	licorice fern, Polypodium glycyrrhiza
-n13173259	grey polypody, gray polypody, resurrection fern, Polypodium polypodioides
-n13173488	leatherleaf, leathery polypody, coast polypody, Polypodium scouleri
-n13173697	rock polypody, rock brake, American wall fern, Polypodium virgianum
-n13173882	common polypody, adder's fern, wall fern, golden maidenhair, golden polypody, sweet fern, Polypodium vulgare
-n13174354	bear's-paw fern, Aglaomorpha meyeniana
-n13174670	strap fern
-n13174823	Florida strap fern, cow-tongue fern, hart's-tongue fern
-n13175682	basket fern, Drynaria rigidula
-n13176363	snake polypody, Microgramma-piloselloides
-n13176714	climbing bird's nest fern, Microsorium punctatum
-n13177048	golden polypody, serpent fern, rabbit's-foot fern, Phlebodium aureum, Polypodium aureum
-n13177529	staghorn fern
-n13177768	South American staghorn, Platycerium andinum
-n13177884	common staghorn fern, elkhorn fern, Platycerium bifurcatum, Platycerium alcicorne
-n13178284	felt fern, tongue fern, Pyrrosia lingua, Cyclophorus lingua
-n13178707	potato fern, Solanopteris bifrons
-n13179056	myrmecophyte
-n13179804	grass fern, ribbon fern, Vittaria lineata
-n13180534	spleenwort
-n13180875	black spleenwort, Asplenium adiantum-nigrum
-n13181055	bird's nest fern, Asplenium nidus
-n13181244	ebony spleenwort, Scott's Spleenwort, Asplenium platyneuron
-n13181406	black-stem spleenwort, black-stemmed spleenwort, little ebony spleenwort
-n13181811	walking fern, walking leaf, Asplenium rhizophyllum, Camptosorus rhizophyllus
-n13182164	green spleenwort, Asplenium viride
-n13182338	mountain spleenwort, Asplenium montanum
-n13182799	lobed spleenwort, Asplenium pinnatifidum
-n13182937	lanceolate spleenwort, Asplenium billotii
-n13183056	hart's-tongue, hart's-tongue fern, Asplenium scolopendrium, Phyllitis scolopendrium
-n13183489	scale fern, scaly fern, Asplenium ceterach, Ceterach officinarum
-n13184394	scolopendrium
-n13185269	deer fern, Blechnum spicant
-n13185658	doodia, rasp fern
-n13186388	chain fern
-n13186546	Virginia chain fern, Woodwardia virginica
-n13187367	silver tree fern, sago fern, black tree fern, Cyathea medullaris
-n13188096	davallia
-n13188268	hare's-foot fern
-n13188462	Canary Island hare's foot fern, Davallia canariensis
-n13188767	squirrel's-foot fern, ball fern, Davalia bullata, Davalia bullata mariesii, Davallia Mariesii
-n13190060	bracken, Pteridium esculentum
-n13190747	soft tree fern, Dicksonia antarctica
-n13191148	Scythian lamb, Cibotium barometz
-n13191620	false bracken, Culcita dubia
-n13191884	thyrsopteris, Thyrsopteris elegans
-n13192625	shield fern, buckler fern
-n13193143	broad buckler-fern, Dryopteris dilatata
-n13193269	fragrant cliff fern, fragrant shield fern, fragrant wood fern, Dryopteris fragrans
-n13193466	Goldie's fern, Goldie's shield fern, goldie's wood fern, Dryopteris goldiana
-n13193642	wood fern, wood-fern, woodfern
-n13193856	male fern, Dryopteris filix-mas
-n13194036	marginal wood fern, evergreen wood fern, leatherleaf wood fern, Dryopteris marginalis
-n13194212	mountain male fern, Dryopteris oreades
-n13194572	lady fern, Athyrium filix-femina
-n13194758	Alpine lady fern, Athyrium distentifolium
-n13194918	silvery spleenwort, glade fern, narrow-leaved spleenwort, Athyrium pycnocarpon, Diplazium pycnocarpon
-n13195341	holly fern, Cyrtomium aculeatum, Polystichum aculeatum
-n13195761	bladder fern
-n13196003	brittle bladder fern, brittle fern, fragile fern, Cystopteris fragilis
-n13196234	mountain bladder fern, Cystopteris montana
-n13196369	bulblet fern, bulblet bladder fern, berry fern, Cystopteris bulbifera
-n13196738	silvery spleenwort, Deparia acrostichoides, Athyrium thelypteroides
-n13197274	oak fern, Gymnocarpium dryopteris, Thelypteris dryopteris
-n13197507	limestone fern, northern oak fern, Gymnocarpium robertianum
-n13198054	ostrich fern, shuttlecock fern, fiddlehead, Matteuccia struthiopteris, Pteretis struthiopteris, Onoclea struthiopteris
-n13198482	hart's-tongue, hart's-tongue fern, Olfersia cervina, Polybotrya cervina, Polybotria cervina
-n13198914	sensitive fern, bead fern, Onoclea sensibilis
-n13199717	Christmas fern, canker brake, dagger fern, evergreen wood fern, Polystichum acrostichoides
-n13199970	holly fern
-n13200193	Braun's holly fern, prickly shield fern, Polystichum braunii
-n13200542	western holly fern, Polystichum scopulinum
-n13200651	soft shield fern, Polystichum setiferum
-n13200986	leather fern, leatherleaf fern, ten-day fern, Rumohra adiantiformis, Polystichum adiantiformis
-n13201423	button fern, Tectaria cicutaria
-n13201566	Indian button fern, Tectaria macrodonta
-n13201969	woodsia
-n13202125	rusty woodsia, fragrant woodsia, oblong woodsia, Woodsia ilvensis
-n13202355	Alpine woodsia, northern woodsia, flower-cup fern, Woodsia alpina
-n13202602	smooth woodsia, Woodsia glabella
-n13205058	Boston fern, Nephrolepis exaltata, Nephrolepis exaltata bostoniensis
-n13205249	basket fern, toothed sword fern, Nephrolepis pectinata
-n13206178	golden fern, leather fern, Acrostichum aureum
-n13206817	maidenhair, maidenhair fern
-n13207094	common maidenhair, Venushair, Venus'-hair fern, southern maidenhair, Venus maidenhair, Adiantum capillus-veneris
-n13207335	American maidenhair fern, five-fingered maidenhair fern, Adiantum pedatum
-n13207572	Bermuda maidenhair, Bermuda maidenhair fern, Adiantum bellum
-n13207736	brittle maidenhair, brittle maidenhair fern, Adiantum tenerum
-n13207923	Farley maidenhair, Farley maidenhair fern, Barbados maidenhair, glory fern, Adiantum tenerum farleyense
-n13208302	annual fern, Jersey fern, Anogramma leptophylla
-n13208705	lip fern, lipfern
-n13208965	smooth lip fern, Alabama lip fern, Cheilanthes alabamensis
-n13209129	lace fern, Cheilanthes gracillima
-n13209270	wooly lip fern, hairy lip fern, Cheilanthes lanosa
-n13209460	southwestern lip fern, Cheilanthes eatonii
-n13209808	bamboo fern, Coniogramme japonica
-n13210350	American rock brake, American parsley fern, Cryptogramma acrostichoides
-n13210597	European parsley fern, mountain parsley fern, Cryptogramma crispa
-n13211020	hand fern, Doryopteris pedata
-n13211790	cliff brake, cliff-brake, rock brake
-n13212025	coffee fern, Pellaea andromedifolia
-n13212175	purple rock brake, Pellaea atropurpurea
-n13212379	bird's-foot fern, Pellaea mucronata, Pellaea ornithopus
-n13212559	button fern, Pellaea rotundifolia
-n13213066	silver fern, Pityrogramma argentea
-n13213397	golden fern, Pityrogramma calomelanos aureoflava
-n13213577	gold fern, Pityrogramma chrysophylla
-n13214217	Pteris cretica
-n13214340	spider brake, spider fern, Pteris multifida
-n13214485	ribbon fern, spider fern, Pteris serrulata
-n13215258	potato fern, Marattia salicina
-n13215586	angiopteris, giant fern, Angiopteris evecta
-n13217005	skeleton fork fern, Psilotum nudum
-n13219422	horsetail
-n13219833	common horsetail, field horsetail, Equisetum arvense
-n13219976	swamp horsetail, water horsetail, Equisetum fluviatile
-n13220122	scouring rush, rough horsetail, Equisetum hyemale, Equisetum hyemale robustum, Equisetum robustum
-n13220355	marsh horsetail, Equisetum palustre
-n13220525	wood horsetail, Equisetum Sylvaticum
-n13220663	variegated horsetail, variegated scouring rush, Equisetum variegatum
-n13221529	club moss, club-moss, lycopod
-n13222877	shining clubmoss, Lycopodium lucidulum
-n13222985	alpine clubmoss, Lycopodium alpinum
-n13223090	fir clubmoss, mountain clubmoss, little clubmoss, Lycopodium selago
-n13223588	ground cedar, staghorn moss, Lycopodium complanatum
-n13223710	ground fir, princess pine, tree clubmoss, Lycopodium obscurum
-n13223843	foxtail grass, Lycopodium alopecuroides
-n13224673	spikemoss, spike moss, little club moss
-n13224922	meadow spikemoss, basket spikemoss, Selaginella apoda
-n13225244	desert selaginella, Selaginella eremophila
-n13225365	resurrection plant, rose of Jericho, Selaginella lepidophylla
-n13225617	florida selaginella, Selaginella eatonii
-n13226320	quillwort
-n13226871	earthtongue, earth-tongue
-n13228017	snuffbox fern, meadow fern, Thelypteris palustris pubescens, Dryopteris thelypteris pubescens
-n13228536	christella
-n13229543	mountain fern, Oreopteris limbosperma, Dryopteris oreopteris
-n13229951	New York fern, Parathelypteris novae-boracensis, Dryopteris noveboracensis
-n13230190	Massachusetts fern, Parathelypteris simulata, Thelypteris simulata
-n13230662	beech fern
-n13230843	broad beech fern, southern beech fern, Phegopteris hexagonoptera, Dryopteris hexagonoptera, Thelypteris hexagonoptera
-n13231078	long beech fern, narrow beech fern, northern beech fern, Phegopteris connectilis, Dryopteris phegopteris, Thelypteris phegopteris
-n13231678	shoestring fungus
-n13231919	Armillaria caligata, booted armillaria
-n13232106	Armillaria ponderosa, white matsutake
-n13232363	Armillaria zelleri
-n13232779	honey mushroom, honey fungus, Armillariella mellea
-n13233727	milkweed, silkweed
-n13234114	white milkweed, Asclepias albicans
-n13234519	poke milkweed, Asclepias exaltata
-n13234678	swamp milkweed, Asclepias incarnata
-n13234857	Mead's milkweed, Asclepias meadii, Asclepia meadii
-n13235011	purple silkweed, Asclepias purpurascens
-n13235159	showy milkweed, Asclepias speciosa
-n13235319	poison milkweed, horsetail milkweed, Asclepias subverticillata
-n13235503	butterfly weed, orange milkweed, chigger flower, chiggerflower, pleurisy root, tuber root, Indian paintbrush, Asclepias tuberosa
-n13235766	whorled milkweed, Asclepias verticillata
-n13236100	cruel plant, Araujia sericofera
-n13237188	wax plant, Hoya carnosa
-n13237508	silk vine, Periploca graeca
-n13238375	stapelia, carrion flower, starfish flower
-n13238654	Stapelias asterias
-n13238988	stephanotis
-n13239177	Madagascar jasmine, waxflower, Stephanotis floribunda
-n13239736	negro vine, Vincetoxicum hirsutum, Vincetoxicum negrum
-n13239921	zygospore
-n13240362	tree of knowledge
-n13252672	orangery
-n13354021	pocketbook
-n13555775	shit, dump
-n13579829	cordage
-n13650447	yard, pace
-n13653902	extremum, peak
-n13862407	leaf shape, leaf form
-n13862552	equilateral
-n13862780	figure
-n13863020	pencil
-n13863186	plane figure, two-dimensional figure
-n13863473	solid figure, three-dimensional figure
-n13863771	line
-n13864035	bulb
-n13864153	convex shape, convexity
-n13864965	concave shape, concavity, incurvation, incurvature
-n13865298	cylinder
-n13865483	round shape
-n13865904	heart
-n13866144	polygon, polygonal shape
-n13866626	convex polygon
-n13866827	concave polygon
-n13867005	reentrant polygon, reentering polygon
-n13867492	amorphous shape
-n13868248	closed curve
-n13868371	simple closed curve, Jordan curve
-n13868515	S-shape
-n13868944	wave, undulation
-n13869045	extrados
-n13869547	hook, crotchet
-n13869788	envelope
-n13869896	bight
-n13871717	diameter
-n13872592	cone, conoid, cone shape
-n13872822	funnel, funnel shape
-n13873361	oblong
-n13873502	circle
-n13873917	circle
-n13874073	equator
-n13874558	scallop, crenation, crenature, crenel, crenelle
-n13875392	ring, halo, annulus, doughnut, anchor ring
-n13875571	loop
-n13875884	bight
-n13876561	helix, spiral
-n13877547	element of a cone
-n13877667	element of a cylinder
-n13878306	ellipse, oval
-n13879049	quadrate
-n13879320	triangle, trigon, trilateral
-n13879816	acute triangle, acute-angled triangle
-n13880199	isosceles triangle
-n13880415	obtuse triangle, obtuse-angled triangle
-n13880551	right triangle, right-angled triangle
-n13880704	scalene triangle
-n13880994	parallel
-n13881512	trapezoid
-n13881644	star
-n13882201	pentagon
-n13882276	hexagon
-n13882487	heptagon
-n13882563	octagon
-n13882639	nonagon
-n13882713	decagon
-n13882961	rhombus, rhomb, diamond
-n13883603	spherical polygon
-n13883763	spherical triangle
-n13884261	convex polyhedron
-n13884384	concave polyhedron
-n13884930	cuboid
-n13885011	quadrangular prism
-n13886260	bell, bell shape, campana
-n13888491	angular distance
-n13889066	true anomaly
-n13889331	spherical angle
-n13891547	angle of refraction
-n13891937	acute angle
-n13893786	groove, channel
-n13894154	rut
-n13894434	bulge, bump, hump, swelling, gibbosity, gibbousness, jut, prominence, protuberance, protrusion, extrusion, excrescence
-n13895262	belly
-n13896100	bow, arc
-n13896217	crescent
-n13897198	ellipsoid
-n13897528	hypotenuse
-n13897996	balance, equilibrium, equipoise, counterbalance
-n13898207	conformation
-n13898315	symmetry, proportion
-n13898645	spheroid, ellipsoid of revolution
-n13899735	spherule
-n13900287	toroid
-n13900422	column, tower, pillar
-n13901211	barrel, drum
-n13901321	pipe, tube
-n13901423	pellet
-n13901490	bolus
-n13901858	dewdrop
-n13902048	ridge
-n13902336	rim
-n13902793	taper
-n13903079	boundary, edge, bound
-n13905121	incisure, incisura
-n13905275	notch
-n13905792	wrinkle, furrow, crease, crinkle, seam, line
-n13906484	dermatoglyphic
-n13906669	frown line
-n13906767	line of life, life line, lifeline
-n13906936	line of heart, heart line, love line, mensal line
-n13907272	crevice, cranny, crack, fissure, chap
-n13908201	cleft
-n13908580	roulette, line roulette
-n13911045	node
-n13912260	tree, tree diagram
-n13912540	stemma
-n13914141	brachium
-n13914265	fork, crotch
-n13914608	block, cube
-n13915023	ovoid
-n13915113	tetrahedron
-n13915209	pentahedron
-n13915305	hexahedron
-n13915999	regular polyhedron, regular convex solid, regular convex polyhedron, Platonic body, Platonic solid, ideal solid
-n13916363	polyhedral angle
-n13916721	cube, regular hexahedron
-n13917690	truncated pyramid
-n13917785	truncated cone
-n13918274	tail, tail end
-n13918387	tongue, knife
-n13918717	trapezohedron
-n13919547	wedge, wedge shape, cuneus
-n13919919	keel
-n13926786	place, shoes
-n14131950	herpes
-n14175579	chlamydia
-n14564779	wall
-n14582716	micronutrient
-n14583400	chyme
-n14585392	ragweed pollen
-n14592309	pina cloth
-n14603798	chlorobenzylidenemalononitrile, CS gas
-n14633206	carbon, C, atomic number 6
-n14685296	charcoal, wood coal
-n14696793	rock, stone
-n14698884	gravel, crushed rock
-n14714645	aflatoxin
-n14720833	alpha-tocopheral
-n14765422	leopard
-n14785065	bricks and mortar
-n14786943	lagging
-n14804958	hydraulic cement, Portland cement
-n14810561	choline
-n14820180	concrete
-n14821852	glass wool
-n14844693	soil, dirt
-n14853210	high explosive
-n14858292	litter
-n14867545	fish meal
-n14891255	Greek fire
-n14899328	culture medium, medium
-n14900184	agar, nutrient agar
-n14900342	blood agar
-n14908027	hip tile, hipped tile
-n14909584	hyacinth, jacinth
-n14914945	hydroxide ion, hydroxyl ion
-n14915184	ice, water ice
-n14919819	inositol
-n14938389	linoleum, lino
-n14941787	lithia water
-n14942411	lodestone, loadstone
-n14973585	pantothenic acid, pantothen
-n14974264	paper
-n14975598	papyrus
-n14976759	pantile
-n14976871	blacktop, blacktopping
-n14977188	tarmacadam, tarmac
-n14977504	paving, pavement, paving material
-n14992287	plaster
-n14993378	poison gas
-n15005577	ridge tile
-n15006012	roughcast
-n15019030	sand
-n15048888	spackle, spackling compound
-n15060326	render
-n15060688	wattle and daub
-n15062057	stucco
-n15067877	tear gas, teargas, lacrimator, lachrymator
-n15075141	toilet tissue, toilet paper, bathroom tissue
-n15086247	linseed, flaxseed
-n15089258	vitamin
-n15089472	fat-soluble vitamin
-n15089645	water-soluble vitamin
-n15089803	vitamin A, antiophthalmic factor, axerophthol, A
-n15090065	vitamin A1, retinol
-n15090238	vitamin A2, dehydroretinol
-n15090742	B-complex vitamin, B complex, vitamin B complex, vitamin B, B vitamin, B
-n15091129	vitamin B1, thiamine, thiamin, aneurin, antiberiberi factor
-n15091304	vitamin B12, cobalamin, cyanocobalamin, antipernicious anemia factor
-n15091473	vitamin B2, vitamin G, riboflavin, lactoflavin, ovoflavin, hepatoflavin
-n15091669	vitamin B6, pyridoxine, pyridoxal, pyridoxamine, adermin
-n15091846	vitamin Bc, vitamin M, folate, folic acid, folacin, pteroylglutamic acid, pteroylmonoglutamic acid
-n15092059	niacin, nicotinic acid
-n15092227	vitamin D, calciferol, viosterol, ergocalciferol, cholecalciferol, D
-n15092409	vitamin E, tocopherol, E
-n15092650	biotin, vitamin H
-n15092751	vitamin K, naphthoquinone, antihemorrhagic factor
-n15092942	vitamin K1, phylloquinone, phytonadione
-n15093049	vitamin K3, menadione
-n15093137	vitamin P, bioflavinoid, citrin
-n15093298	vitamin C, C, ascorbic acid
-n15102359	planking
-n15102455	chipboard, hardboard
-n15102894	knothole
diff --git a/tensorflow_serving/example/inception_saved_model.py b/tensorflow_serving/example/inception_saved_model.py
deleted file mode 100644
index 0ce19d04eb3..00000000000
--- a/tensorflow_serving/example/inception_saved_model.py
+++ /dev/null
@@ -1,203 +0,0 @@
-# Copyright 2016 Google Inc. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-
-#!/usr/bin/env python2.7
-"""Export inception model given existing training checkpoints.
-
-The model is exported as SavedModel with proper signatures that can be loaded by
-standard tensorflow_model_server.
-"""
-
-from __future__ import print_function
-
-import os.path
-
-# This is a placeholder for a Google-internal import.
-
-import tensorflow as tf
-
-from inception import inception_model
-
-tf.app.flags.DEFINE_string('checkpoint_dir', '/tmp/inception_train',
-                           """Directory where to read training checkpoints.""")
-tf.app.flags.DEFINE_string('output_dir', '/tmp/inception_output',
-                           """Directory where to export inference model.""")
-tf.app.flags.DEFINE_integer('model_version', 1,
-                            """Version number of the model.""")
-tf.app.flags.DEFINE_integer('image_size', 299,
-                            """Needs to provide same value as in training.""")
-FLAGS = tf.app.flags.FLAGS
-
-NUM_CLASSES = 1000
-NUM_TOP_CLASSES = 5
-
-WORKING_DIR = os.path.dirname(os.path.realpath(__file__))
-SYNSET_FILE = os.path.join(WORKING_DIR, 'imagenet_lsvrc_2015_synsets.txt')
-METADATA_FILE = os.path.join(WORKING_DIR, 'imagenet_metadata.txt')
-
-
-def export():
-  # Create index->synset mapping
-  synsets = []
-  with open(SYNSET_FILE) as f:
-    synsets = f.read().splitlines()
-  # Create synset->metadata mapping
-  texts = {}
-  with open(METADATA_FILE) as f:
-    for line in f.read().splitlines():
-      parts = line.split('\t')
-      assert len(parts) == 2
-      texts[parts[0]] = parts[1]
-
-  with tf.Graph().as_default():
-    # Build inference model.
-    # Please refer to Tensorflow inception model for details.
-
-    # Input transformation.
-    serialized_tf_example = tf.placeholder(tf.string, name='tf_example')
-    feature_configs = {
-        'image/encoded': tf.FixedLenFeature(
-            shape=[], dtype=tf.string),
-    }
-    tf_example = tf.parse_example(serialized_tf_example, feature_configs)
-    jpegs = tf_example['image/encoded']
-    images = tf.map_fn(preprocess_image, jpegs, dtype=tf.float32)
-
-    # Run inference.
-    logits, _ = inception_model.inference(images, NUM_CLASSES + 1)
-
-    # Transform output to topK result.
-    values, indices = tf.nn.top_k(logits, NUM_TOP_CLASSES)
-
-    # Create a constant string Tensor where the i'th element is
-    # the human readable class description for the i'th index.
-    # Note that the 0th index is an unused background class
-    # (see inception model definition code).
-    class_descriptions = ['unused background']
-    for s in synsets:
-      class_descriptions.append(texts[s])
-    class_tensor = tf.constant(class_descriptions)
-
-    table = tf.contrib.lookup.index_to_string_table_from_tensor(class_tensor)
-    classes = table.lookup(tf.to_int64(indices))
-
-    # Restore variables from training checkpoint.
-    variable_averages = tf.train.ExponentialMovingAverage(
-        inception_model.MOVING_AVERAGE_DECAY)
-    variables_to_restore = variable_averages.variables_to_restore()
-    saver = tf.train.Saver(variables_to_restore)
-    with tf.Session() as sess:
-      # Restore variables from training checkpoints.
-      ckpt = tf.train.get_checkpoint_state(FLAGS.checkpoint_dir)
-      if ckpt and ckpt.model_checkpoint_path:
-        saver.restore(sess, ckpt.model_checkpoint_path)
-        # Assuming model_checkpoint_path looks something like:
-        #   /my-favorite-path/imagenet_train/model.ckpt-0,
-        # extract global_step from it.
-        global_step = ckpt.model_checkpoint_path.split('/')[-1].split('-')[-1]
-        print('Successfully loaded model from %s at step=%s.' %
-              (ckpt.model_checkpoint_path, global_step))
-      else:
-        print('No checkpoint file found at %s' % FLAGS.checkpoint_dir)
-        return
-
-      # Export inference model.
-      output_path = os.path.join(
-          tf.compat.as_bytes(FLAGS.output_dir),
-          tf.compat.as_bytes(str(FLAGS.model_version)))
-      print('Exporting trained model to', output_path)
-      builder = tf.saved_model.builder.SavedModelBuilder(output_path)
-
-      # Build the signature_def_map.
-      classify_inputs_tensor_info = tf.saved_model.utils.build_tensor_info(
-          serialized_tf_example)
-      classes_output_tensor_info = tf.saved_model.utils.build_tensor_info(
-          classes)
-      scores_output_tensor_info = tf.saved_model.utils.build_tensor_info(values)
-
-      classification_signature = (
-          tf.saved_model.signature_def_utils.build_signature_def(
-              inputs={
-                  tf.saved_model.signature_constants.CLASSIFY_INPUTS:
-                      classify_inputs_tensor_info
-              },
-              outputs={
-                  tf.saved_model.signature_constants.CLASSIFY_OUTPUT_CLASSES:
-                      classes_output_tensor_info,
-                  tf.saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES:
-                      scores_output_tensor_info
-              },
-              method_name=tf.saved_model.signature_constants.
-              CLASSIFY_METHOD_NAME))
-
-      predict_inputs_tensor_info = tf.saved_model.utils.build_tensor_info(jpegs)
-      prediction_signature = (
-          tf.saved_model.signature_def_utils.build_signature_def(
-              inputs={'images': predict_inputs_tensor_info},
-              outputs={
-                  'classes': classes_output_tensor_info,
-                  'scores': scores_output_tensor_info
-              },
-              method_name=tf.saved_model.signature_constants.PREDICT_METHOD_NAME
-          ))
-
-      builder.add_meta_graph_and_variables(
-          sess, [tf.saved_model.tag_constants.SERVING],
-          signature_def_map={
-              'predict_images':
-                  prediction_signature,
-              tf.saved_model.signature_constants.
-              DEFAULT_SERVING_SIGNATURE_DEF_KEY:
-                  classification_signature,
-          },
-          main_op=tf.tables_initializer(),
-          strip_default_attrs=True)
-
-      builder.save()
-      print('Successfully exported model to %s' % FLAGS.output_dir)
-
-
-def preprocess_image(image_buffer):
-  """Preprocess JPEG encoded bytes to 3D float Tensor."""
-
-  # Decode the string as an RGB JPEG.
-  # Note that the resulting image contains an unknown height and width
-  # that is set dynamically by decode_jpeg. In other words, the height
-  # and width of image is unknown at compile-time.
-  image = tf.image.decode_jpeg(image_buffer, channels=3)
-  # After this point, all image pixels reside in [0,1)
-  # until the very end, when they're rescaled to (-1, 1).  The various
-  # adjust_* ops all require this range for dtype float.
-  image = tf.image.convert_image_dtype(image, dtype=tf.float32)
-  # Crop the central region of the image with an area containing 87.5% of
-  # the original image.
-  image = tf.image.central_crop(image, central_fraction=0.875)
-  # Resize the image to the original height and width.
-  image = tf.expand_dims(image, 0)
-  image = tf.image.resize_bilinear(
-      image, [FLAGS.image_size, FLAGS.image_size], align_corners=False)
-  image = tf.squeeze(image, [0])
-  # Finally, rescale to [-1,1] instead of [0, 1)
-  image = tf.subtract(image, 0.5)
-  image = tf.multiply(image, 2.0)
-  return image
-
-
-def main(unused_argv=None):
-  export()
-
-
-if __name__ == '__main__':
-  tf.app.run()
diff --git a/tensorflow_serving/example/inception_client.cc b/tensorflow_serving/example/resnet_client.cc
similarity index 96%
rename from tensorflow_serving/example/inception_client.cc
rename to tensorflow_serving/example/resnet_client.cc
index 460d1729f68..3a7cb1f1419 100644
--- a/tensorflow_serving/example/inception_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -76,7 +76,7 @@ class ServingClient {
 
     proto.mutable_tensor_shape()->add_dim()->set_size(1);
 
-    inputs["images"] = proto;
+    inputs["image_bytes"] = proto;
 
     Status status = stub_->Predict(&context, predictRequest, &response);
 
@@ -116,10 +116,10 @@ class ServingClient {
 };
 
 int main(int argc, char** argv) {
-  tensorflow::string server_port = "localhost:9000";
+  tensorflow::string server_port = "localhost:8500";
   tensorflow::string image_file = "";
-  tensorflow::string model_name = "inception";
-  tensorflow::string model_signature_name = "predict_images";
+  tensorflow::string model_name = "resnet";
+  tensorflow::string model_signature_name = "serving_default";
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("server_port", &server_port,
                        "the IP and port of the server"),
diff --git a/tensorflow_serving/example/inception_client.py b/tensorflow_serving/example/resnet_client_grpc.py
similarity index 58%
rename from tensorflow_serving/example/inception_client.py
rename to tensorflow_serving/example/resnet_client_grpc.py
index 0a7e0eefe17..df580fa460c 100644
--- a/tensorflow_serving/example/inception_client.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -12,10 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ==============================================================================
+"""Send JPEG image to tensorflow_model_server loaded with ResNet model.
 
-#!/usr/bin/env python2.7
-
-"""Send JPEG image to tensorflow_model_server loaded with inception model.
 """
 
 from __future__ import print_function
@@ -23,32 +21,42 @@
 # This is a placeholder for a Google-internal import.
 
 import grpc
+import requests
 import tensorflow as tf
 
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 
+# The image URL is the location of the image we should send to the server
+IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
 
-tf.app.flags.DEFINE_string('server', 'localhost:9000',
+tf.app.flags.DEFINE_string('server', 'localhost:8500',
                            'PredictionService host:port')
 tf.app.flags.DEFINE_string('image', '', 'path to image in JPEG format')
 FLAGS = tf.app.flags.FLAGS
 
 
 def main(_):
+  if FLAGS.image:
+    with open(FLAGS.image, 'rb') as f:
+      data = f.read()
+  else:
+    # Download the image since we weren't given one
+    dl_request = requests.get(IMAGE_URL, stream=True)
+    dl_request.raise_for_status()
+    data = dl_request.content
+
   channel = grpc.insecure_channel(FLAGS.server)
   stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
   # Send request
-  with open(FLAGS.image, 'rb') as f:
-    # See prediction_service.proto for gRPC request/response details.
-    data = f.read()
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = 'inception'
-    request.model_spec.signature_name = 'predict_images'
-    request.inputs['images'].CopyFrom(
-        tf.contrib.util.make_tensor_proto(data, shape=[1]))
-    result = stub.Predict(request, 10.0)  # 10 secs timeout
-    print(result)
+  # See prediction_service.proto for gRPC request/response details.
+  request = predict_pb2.PredictRequest()
+  request.model_spec.name = 'resnet'
+  request.model_spec.signature_name = 'serving_default'
+  request.inputs['image_bytes'].CopyFrom(
+      tf.contrib.util.make_tensor_proto(data, shape=[1]))
+  result = stub.Predict(request, 10.0)  # 10 secs timeout
+  print(result)
 
 
 if __name__ == '__main__':
diff --git a/tensorflow_serving/example/inception_k8s.yaml b/tensorflow_serving/example/resnet_k8s.yaml
similarity index 81%
rename from tensorflow_serving/example/inception_k8s.yaml
rename to tensorflow_serving/example/resnet_k8s.yaml
index b380cad495c..ed1de3fa78c 100644
--- a/tensorflow_serving/example/inception_k8s.yaml
+++ b/tensorflow_serving/example/resnet_k8s.yaml
@@ -16,17 +16,17 @@
 apiVersion: extensions/v1beta1
 kind: Deployment
 metadata:
-  name: inception-deployment
+  name: resnet-deployment
 spec:
   replicas: 3
   template:
     metadata:
       labels:
-        app: inception-server
+        app: resnet-server
     spec:
       containers:
-      - name: inception-container
-        image: gcr.io/tensorflow-serving/inception
+      - name: resnet-container
+        image: gcr.io/tensorflow-serving/resnet
         ports:
         - containerPort: 8500
 ---
@@ -34,12 +34,12 @@ apiVersion: v1
 kind: Service
 metadata:
   labels:
-    run: inception-service
-  name: inception-service
+    run: resnet-service
+  name: resnet-service
 spec:
   ports:
   - port: 8500
     targetPort: 8500
   selector:
-    app: inception-server
+    app: resnet-server
   type: LoadBalancer
diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 36e0f67eaac..96a7bd24282 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -23,16 +23,16 @@ upper_tabs:
         path: /serving/api_rest
       - title: Build a TensorFlow ModelServer
         path: /serving/serving_advanced
-      - title: Serve Inception Model with TensorFlow Serving and Kubernetes
-        path: /serving/serving_inception
+      - title: Use TensorFlow Serving with Docker
+        path: /serving/docker
+      - title: Use TensorFlow Serving with Kubernetes
+        path: /serving/serving_kubernetes
       - title: Create a new kind of servable
         path: /serving/custom_servable
       - title: Create a module that discovers new servable paths
         path: /serving/custom_source
       - title: SignatureDefs in SavedModel for TensorFlow Serving
         path: /serving/signature_defs
-      - title: Use TensorFlow Serving with Docker
-        path: /serving/docker
     - name: API
       skip_translation: true
       contents:
diff --git a/tensorflow_serving/g3doc/serving_advanced.md b/tensorflow_serving/g3doc/serving_advanced.md
index 5d7978cb96b..81c0435c638 100644
--- a/tensorflow_serving/g3doc/serving_advanced.md
+++ b/tensorflow_serving/g3doc/serving_advanced.md
@@ -45,30 +45,21 @@ cd serving
 Clear the export directory if it already exists:
 
 ```shell
-rm -rf ./models
-```
-
-Build the mnist trainer:
-
-```shell
-tools/bazel_in_docker.sh bazel build \
-  tensorflow_serving/example:mnist_saved_model
+rm -rf /tmp/models
 ```
 
 Train (with 100 iterations) and export the first version of model:
 
 ```shell
-tools/bazel_in_docker.sh \
-  bazel-bin/tensorflow_serving/example/mnist_saved_model \
-  --training_iteration=100 --model_version=1 models/mnist
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_saved_model.py \
+  --training_iteration=100 --model_version=1 /tmp/mnist
 ```
 
 Train (with 2000 iterations) and export the second version of model:
 
 ```shell
-tools/bazel_in_docker.sh \
-  bazel-bin/tensorflow_serving/example/mnist_saved_model \
-  --training_iteration=2000 --model_version=2 models/mnist
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_saved_model.py \
+  --training_iteration=2000 --model_version=2 /tmp/mnist
 ```
 
 As you can see in `mnist_saved_model.py`, the training and exporting is done the
@@ -78,10 +69,10 @@ iterations for the first run and exporting it as v1, while training it normally
 for the second run and exporting it as v2 to the same parent directory -- as we
 expect the latter to achieve better classification accuracy due to more
 intensive training. You should see training data for each training run in your
-`mnist_model` directory:
+`/tmp/mnist` directory:
 
 ```console
-$ ls models/mnist_model
+$ ls /tmp/mnist
 1  2
 ```
 
@@ -276,15 +267,15 @@ To put all these into the context of this tutorial:
 Copy the first version of the export to the monitored folder:
 
 ```shell
-mkdir models/monitored
-cp -r models/mnist/1 models/monitored
+mkdir /tmp/monitored
+cp -r /tmp/mnist/1 /tmp/monitored
 ```
 
 Then start the server:
 
 ```shell
 docker run -p 8500:8500 \
-  --mount type=bind,source=$(pwd)/models/monitored,target=/models/mnist \
+  --mount type=bind,source=/tmp/monitored,target=/models/mnist \
   -t --entrypoint=tensorflow_model_server tensorflow/serving --enable_batching \
   --port=8500 --model_name=mnist --model_base_path=/models/mnist &
 ```
@@ -293,18 +284,11 @@ The server will emit log messages every one second that say
 "Aspiring version for servable ...", which means it has found the export, and is
 tracking its continued existence.
 
-First let's build the client:
-
-```shell
-tools/bazel_in_docker.sh bazel build -c opt \
-  tensorflow_serving/example:mnist_client
-```
-
-Now run the test with `--concurrency=10`. This will send concurrent requests to
-the server and thus trigger your batching logic.
+Let's run the client with `--concurrency=10`. This will send concurrent requests
+to the server and thus trigger your batching logic.
 
 ```shell
-tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_client.py \
   --num_tests=1000 --server=127.0.0.1:8500 --concurrency=10
 ```
 
@@ -319,8 +303,8 @@ Then we copy the second version of the export to the monitored folder and re-run
 the test:
 
 ```shell
-cp -r models/mnist/2 models/monitored
-tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
+cp -r /tmp/mnist/2 /tmp/monitored
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_client.py \
   --num_tests=1000 --server=127.0.0.1:8500 --concurrency=10
 ```
 
diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 95512d2a090..75fff7cdf85 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -24,7 +24,7 @@ The code for this tutorial consists of two parts:
     The TensorFlow Serving ModelServer discovers new exported models and runs a
     [gRPC](http://www.grpc.io) service for serving them.
 
-Before getting started, first [install Docker](docker.md#installing-docker)
+Before getting started, first [install Docker](docker.md#installing-docker).
 
 ## Train and export TensorFlow model
 
@@ -155,35 +155,15 @@ cd serving
 Clear the export directory if it already exists:
 
 ```shell
-rm -rf models/mnist
+rm -rf /tmp/mnist
 ```
 
-If you would like to install the `tensorflow` and `tensorflow-serving-api` PIP
-packages, you can run all Python code (export and client) using a simple
-`python` command. To install the PIP package, follow the
-[instructions here](setup.md#tensorflow-serving-python-api-pip-package). It's
-also possible to use Bazel to build the necessary dependencies and run all code
-without installing those packages. The rest of the codelab will have
-instructions for both the Bazel and PIP options.
+Now let's train the model:
 
-*   **PIP**:
-
-    ```shell
-    python tensorflow_serving/example/mnist_saved_model.py models/mnist
-    ```
-
-*   **Bazel**:
-
-    ```shell
-    tools/bazel_in_docker.sh bazel build tensorflow_serving/example:mnist_saved_model
-    tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_saved_model models/mnist
-    ```
-
-    TIP: Building from sources consumes a lot of RAM. If RAM is an issue on your
-    system, you may limit RAM usage by specifying
-    `--local_resources=2048,.5,1.0` while invoking Bazel. See the
-    [Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
-    for more information.
+```shell
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_saved_model.py \
+  /tmp/mnist
+```
 
 This should result in output that looks like:
 
@@ -200,7 +180,7 @@ Done exporting!
 Now let's take a look at the export directory.
 
 ```console
-$ ls models/mnist
+$ ls /tmp/mnist
 1
 ```
 
@@ -209,7 +189,7 @@ of the model. `FLAGS.model_version` has the default value of 1, therefore
 the corresponding sub-directory `1` is created.
 
 ```console
-$ ls models/mnist/1
+$ ls /tmp/mnist/1
 saved_model.pb variables
 ```
 
@@ -229,7 +209,7 @@ Use a Docker serving image to easily load the model for serving:
 
 ```shell
 docker run -p 8500:8500 \
---mount type=bind,source=$(pwd)/models/mnist,target=/models/mnist \
+--mount type=bind,source=/tmp/mnist,target=/models/mnist \
 -e MODEL_NAME=mnist -t tensorflow/serving &
 ```
 
@@ -240,20 +220,10 @@ We can use the provided
 utility to test the server. The client downloads MNIST test data, sends them as
 requests to the server, and calculates the inference error rate.
 
-*   **PIP**:
-
-    ```shell
-    python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=127.0.0.1:8500
-    ```
-
-*   **Bazel**:
-
-    ```shell
-    tools/bazel_in_docker.sh bazel build \
-    tensorflow_serving/example:mnist_client
-    tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/mnist_client \
-    --num_tests=1000 --server=127.0.0.1:8500
-    ```
+```shell
+tools/run_in_docker.sh python tensorflow_serving/example/mnist_client.py \
+  --num_tests=1000 --server=127.0.0.1:8500
+```
 
 This should output something like
 
diff --git a/tensorflow_serving/g3doc/serving_inception.md b/tensorflow_serving/g3doc/serving_inception.md
deleted file mode 100644
index c2c5f1fa3a4..00000000000
--- a/tensorflow_serving/g3doc/serving_inception.md
+++ /dev/null
@@ -1,387 +0,0 @@
-# Serving Inception Model with TensorFlow Serving and Kubernetes
-
-This tutorial shows how to use TensorFlow Serving components running in Docker
-containers to serve the TensorFlow Inception model and how to deploy the
-serving cluster with Kubernetes.
-
-To learn more about TensorFlow Serving, we recommend
-[TensorFlow Serving basic tutorial](serving_basic.md) and
-[TensorFlow Serving advanced tutorial](serving_advanced.md).
-
-To learn more about TensorFlow Inception model, we recommend
-[Inception in TensorFlow](https://github.com/tensorflow/models/tree/master/research/inception).
-
--   [Part 1](#part_1_export_the_inception_model) shows how to export the
-    Inception model
--   [Part 2](#part_2_run_in_local_docker_container) shows how to run the local
-    Docker serving image
--   [Part 3](#part_3_deploy_in_kubernetes) shows how to deploy in Kubernetes.
-
-## Part 1: Export the Inception model
-
-Before getting started, first [install Docker](docker.md#installing-docker)
-
-### Clone Tensorflow Serving
-
-First we want to clone the TensorFlow Serving source to our local machine:
-
-```shell
-git clone https://github.com/tensorflow/serving
-cd serving
-```
-
-Clear our local models directory in case we already have one
-
-```shell
-rm -rf ./models/inception
-```
-
-### Build TensorFlow Serving Inception model exporter
-
-Next, we will build the Inception model exporter using a docker container.
-
-Note: All `bazel build` commands below use the standard `-c opt` flag. To
-further optimize the build, refer to the
-[instructions here](setup.md#optimized-build).
-
-```shell
-tools/bazel_in_docker.sh bazel build \
-  tensorflow_serving/example:inception_saved_model
-```
-
-### Export Inception model
-
-With the inception model built, we run
-[inception_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_saved_model.py)
-to export the Inception model using the released
-[Inception model training checkpoint](http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz).
-Instead of training from scratch, we use the readily available checkpoints of
-well trained variables to restore the inference graph and export it directly.
-
-```shell
-curl -O http://download.tensorflow.org/models/image/imagenet/inception-v3-2016-03-01.tar.gz
-tar xzf inception-v3-2016-03-01.tar.gz
-```
-
-We can verify we have the checkpoint:
-
-```console
-$ ls inception-v3
-README.txt  checkpoint  model.ckpt-157585
-```
-
-Now let's export the Inception model:
-
-```shell
-tools/bazel_in_docker.sh \
-  bazel-bin/tensorflow_serving/example/inception_saved_model \
-  --checkpoint_dir=inception-v3 --output_dir=models/inception
-```
-
-This should result in output like:
-
-```console
-Successfully loaded model from inception-v3/model.ckpt-157585 at step=157585.
-Exporting trained model to models/inception/1
-Successfully exported model to models/inception
-$ ls models/inception
-1
-```
-
-## Part 2: Run in local Docker container
-
-### Commit image for deployment
-
-Now we want to take a serving image and
-[commit](https://docs.docker.com/engine/reference/commandline/commit/) all
-changes to a new image `$USER/inception_serving` for Kubernetes deployment.
-
-First we run a serving image as a daemon:
-
-```shell
-docker run -d --name serving_base tensorflow/serving
-```
-
-Next, we copy the Inception model data to the container's model folder:
-
-```shell
-docker cp models/inception serving_base:/models/inception
-```
-
-Finally we commit the container to serving the Inception model:
-
-```shell
-docker commit --change "ENV MODEL_NAME inception" serving_base \
-  $USER/inception_serving
-```
-
-Now let's stop the serving base container
-
-```shell
-docker kill serving_base
-```
-
-### Start the server
-
-Now let's start the container with the Inception model so it's ready for
-serving, exposing the gRPC port 8500:
-
-```shell
-docker run -p 8500:8500 -t $USER/inception_serving &
-```
-
-### Query the server
-
-Query the server with [inception_client.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_client.py).
-The client sends an image specified by the command line parameter to the server
-over gRPC for classification into human readable descriptions of the
-[ImageNet](http://www.image-net.org/) categories.
-
-Note: We leave it as an exercise to the reader to find an image of a cat on the
-Internet.
-
-```shell
-tools/bazel_in_docker.sh bazel build \
-  tensorflow_serving/example:inception_client
-tools/bazel_in_docker.sh bazel-bin/tensorflow_serving/example/inception_client \
-  --server=127.0.0.1:8500 --image=local/path/to/my_cat_image.jpg
-```
-
-This should result in output like:
-
-```console
-outputs {
-  key: "classes"
-  value {
-    dtype: DT_STRING
-    tensor_shape {
-      dim {
-        size: 1
-      }
-      dim {
-        size: 5
-      }
-    }
-    string_val: "tiger cat"
-    string_val: "Egyptian cat"
-    string_val: "tabby, tabby cat"
-    string_val: "lynx, catamount"
-    string_val: "Cardigan, Cardigan Welsh corgi"
-  }
-}
-outputs {
-  key: "scores"
-  value {
-    dtype: DT_FLOAT
-    tensor_shape {
-      dim {
-        size: 1
-      }
-      dim {
-        size: 5
-      }
-    }
-    float_val: 9.5486907959
-    float_val: 8.52025032043
-    float_val: 8.05995368958
-    float_val: 4.30645561218
-    float_val: 3.93207240105
-  }
-}
-```
-
-It works! The server successfully classifies your cat image!
-
-## Part 3: Deploy in Kubernetes
-
-In this section we use the container image built in Part 0 to deploy a serving
-cluster with [Kubernetes](http://kubernetes.io) in the
-[Google Cloud Platform](http://cloud.google.com).
-
-
-### GCloud project login
-
-Here we assume you have created and logged in a
-[gcloud](https://cloud.google.com/sdk/gcloud/) project named
-`tensorflow-serving`.
-
-```shell
-gcloud auth login --project tensorflow-serving
-```
-
-### Create a container cluster
-
-First we create a
-[Google Kubernetes Engine](https://cloud.google.com/container-engine/) cluster
-for service deployment.
-
-```shell
-$ gcloud container clusters create inception-serving-cluster --num-nodes 5
-```
-
-Which should output something like:
-
-```console
-Creating cluster inception-serving-cluster...done.
-Created [https://container.googleapis.com/v1/projects/tensorflow-serving/zones/us-central1-f/clusters/inception-serving-cluster].
-kubeconfig entry generated for inception-serving-cluster.
-NAME                       ZONE           MASTER_VERSION  MASTER_IP        MACHINE_TYPE   NODE_VERSION  NUM_NODES  STATUS
-inception-serving-cluster  us-central1-f  1.1.8           104.197.163.119  n1-standard-1  1.1.8         5          RUNNING
-```
-
-Set the default cluster for gcloud container command and pass cluster
-credentials to [kubectl](http://kubernetes.io/docs/user-guide/kubectl-overview/).
-
-```shell
-gcloud config set container/cluster inception-serving-cluster
-gcloud container clusters get-credentials inception-serving-cluster
-```
-
-which should result in:
-
-```console
-Fetching cluster endpoint and auth data.
-kubeconfig entry generated for inception-serving-cluster.
-```
-
-### Upload the Docker image
-
-Let's now push our image to the
-[Google Container Registry](https://cloud.google.com/container-registry/docs/)
-so that we can run it on Google Cloud Platform.
-
-First we tag the `$USER/inception_serving` image using the Container Registry
-format and our project name,
-
-```shell
-docker tag $USER/inception_serving gcr.io/tensorflow-serving/inception
-```
-
-Next we push the image to the Registry,
-
-```shell
-gcloud docker -- push gcr.io/tensorflow-serving/inception
-```
-
-### Create Kubernetes Deployment and Service
-
-The deployment consists of 3 replicas of `inception_inference` server
-controlled by a
-[Kubernetes Deployment](http://kubernetes.io/docs/user-guide/deployments/).
-The replicas are exposed externally by a
-[Kubernetes Service](http://kubernetes.io/docs/user-guide/services/)
-along with an
-[External Load Balancer](http://kubernetes.io/docs/user-guide/load-balancer/).
-
-We create them using the example Kubernetes config
-[inception_k8s.yaml](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/inception_k8s.yaml).
-
-```shell
-kubectl create -f tensorflow_serving/example/inception_k8s.yaml
-```
-
-With output:
-
-```console
-deployment "inception-deployment" created
-service "inception-service" created
-```
-
-To view status of the deployment and pods:
-
-```console
-$ kubectl get deployments
-NAME                    DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
-inception-deployment    3         3         3            3           5s
-```
-
-```console
-$ kubectl get pods
-NAME                         READY     STATUS    RESTARTS   AGE
-inception-deployment-bbcbc   1/1       Running   0          10s
-inception-deployment-cj6l2   1/1       Running   0          10s
-inception-deployment-t1uep   1/1       Running   0          10s
-```
-
-To view status of the service:
-
-```console
-$ kubectl get services
-NAME                    CLUSTER-IP       EXTERNAL-IP       PORT(S)     AGE
-inception-service       10.239.240.227   104.155.184.157   8500/TCP    1m
-```
-
-It can take a while for everything to be up and running.
-
-```console
-$ kubectl describe service inception-service
-Name:           inception-service
-Namespace:      default
-Labels:         run=inception-service
-Selector:       run=inception-service
-Type:           LoadBalancer
-IP:         10.239.240.227
-LoadBalancer Ingress:   104.155.184.157
-Port:           <unset> 8500/TCP
-NodePort:       <unset> 30334/TCP
-Endpoints:      <none>
-Session Affinity:   None
-Events:
-  FirstSeen LastSeen    Count   From            SubobjectPath   Type        Reason      Message
-  --------- --------    -----   ----            -------------   --------    ------      -------
-  1m        1m      1   {service-controller }           Normal      CreatingLoadBalancer    Creating load balancer
-  1m        1m      1   {service-controller }           Normal      CreatedLoadBalancer Created load balancer
-```
-
-The service external IP address is listed next to LoadBalancer Ingress.
-
-### Query the model
-
-We can now query the service at its external address from our local host.
-
-```console
-$ tools/bazel_in_docker.sh \
-  bazel-bin/tensorflow_serving/example/inception_client \
-  --server=104.155.184.157:8500 --image=local/path/to/my_cat_image.jpg
-outputs {
-  key: "classes"
-  value {
-    dtype: DT_STRING
-    tensor_shape {
-      dim {
-        size: 1
-      }
-      dim {
-        size: 5
-      }
-    }
-    string_val: "tiger cat"
-    string_val: "Egyptian cat"
-    string_val: "tabby, tabby cat"
-    string_val: "lynx, catamount"
-    string_val: "Cardigan, Cardigan Welsh corgi"
-  }
-}
-outputs {
-  key: "scores"
-  value {
-    dtype: DT_FLOAT
-    tensor_shape {
-      dim {
-        size: 1
-      }
-      dim {
-        size: 5
-      }
-    }
-    float_val: 9.5486907959
-    float_val: 8.52025032043
-    float_val: 8.05995368958
-    float_val: 4.30645561218
-    float_val: 3.93207240105
-  }
-}
-```
-
-You have successfully deployed Inception model serving as a service in
-Kubernetes!
diff --git a/tensorflow_serving/g3doc/serving_kubernetes.md b/tensorflow_serving/g3doc/serving_kubernetes.md
new file mode 100644
index 00000000000..4022025e328
--- /dev/null
+++ b/tensorflow_serving/g3doc/serving_kubernetes.md
@@ -0,0 +1,366 @@
+# Use TensorFlow Serving with Kubernetes
+
+This tutorial shows how to use TensorFlow Serving components running in Docker
+containers to serve the TensorFlow ResNet model and how to deploy the serving
+cluster with Kubernetes.
+
+To learn more about TensorFlow Serving, we recommend
+[TensorFlow Serving basic tutorial](serving_basic.md) and
+[TensorFlow Serving advanced tutorial](serving_advanced.md).
+
+To learn more about TensorFlow ResNet model, we recommend reading
+[ResNet in TensorFlow](https://github.com/tensorflow/models/tree/master/official/resnet).
+
+-   [Part 1](#part_1_setup) gets your environment setup
+-   [Part 2](#part_2_running_in_docker) shows how to run the local Docker
+    serving image
+-   [Part 3](#part_3_deploy_in_kubernetes) shows how to deploy in Kubernetes.
+
+## Part 1: Setup
+
+Before getting started, first [install Docker](docker.md#installing-docker).
+
+### Download the ResNet SavedModel
+
+Let's clear our local models directory in case we already have one:
+
+```shell
+rm -rf /tmp/resnet
+```
+
+Deep residual networks, or ResNets for short, provided the breakthrough idea of
+identity mappings in order to enable training of very deep convolutional neural
+networks. For our example, we will download a TensorFlow SavedModel of ResNet
+for the ImageNet dataset.
+
+```shell
+mkdir /tmp/resnet
+curl -s http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz| \
+tar --strip-components=2 -C /tmp/resnet -xvz
+```
+
+We can verify we have the SavedModel:
+
+```console
+$ ls /tmp/resnet/*
+saved_model.pb  variables
+```
+
+## Part 2: Running in Docker
+
+### Commit image for deployment
+
+Now we want to take a serving image and
+[commit](https://docs.docker.com/engine/reference/commandline/commit/) all
+changes to a new image `$USER/resnet_serving` for Kubernetes deployment.
+
+First we run a serving image as a daemon:
+
+```shell
+docker run -d --name serving_base tensorflow/serving
+```
+
+Next, we copy the ResNet model data to the container's model folder:
+
+```shell
+docker cp /tmp/resnet serving_base:/models/resnet
+```
+
+Finally we commit the container to serving the ResNet model:
+
+```shell
+docker commit --change "ENV MODEL_NAME resnet" serving_base \
+  $USER/resnet_serving
+```
+
+Now let's stop the serving base container
+
+```shell
+docker kill serving_base
+docker rm serving_base
+```
+
+### Start the server
+
+Now let's start the container with the ResNet model so it's ready for serving,
+exposing the gRPC port 8500:
+
+```shell
+docker run -p 8500:8500 -t $USER/resnet_serving &
+```
+
+### Query the server
+
+For the client, we will need to clone the TensorFlow Serving GitHub repo:
+
+```shell
+git clone https://github.com/tensorflow/serving
+cd serving
+```
+
+Query the server with
+[resnet_client_grpc.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/resnet_client_grpc.py).
+The client downloads an image and sends it over gRPC for classification into
+[ImageNet](http://www.image-net.org/) categories.
+
+```shell
+tools/run_in_docker.sh python tensorflow_serving/example/resnet_client_grpc.py
+```
+
+This should result in output like:
+
+```console
+outputs {
+  key: "classes"
+  value {
+    dtype: DT_INT64
+    tensor_shape {
+      dim {
+        size: 1
+      }
+    }
+    int64_val: 286
+  }
+}
+outputs {
+  key: "probabilities"
+  value {
+    dtype: DT_FLOAT
+    tensor_shape {
+      dim {
+        size: 1
+      }
+      dim {
+        size: 1001
+      }
+    }
+    float_val: 2.41628322328e-06
+    float_val: 1.90121829746e-06
+    float_val: 2.72477100225e-05
+    float_val: 4.42638565801e-07
+    float_val: 8.98362372936e-07
+    float_val: 6.84421956976e-06
+    float_val: 1.66555237229e-05
+...
+    float_val: 1.59407863976e-06
+    float_val: 1.2315689446e-06
+    float_val: 1.17812135159e-06
+    float_val: 1.46365800902e-05
+    float_val: 5.81210713335e-07
+    float_val: 6.59980651108e-05
+    float_val: 0.00129527016543
+  }
+}
+model_spec {
+  name: "resnet"
+  version {
+    value: 1538687457
+  }
+  signature_name: "serving_default"
+}
+```
+
+It works! The server successfully classifies a cat image!
+
+## Part 3: Deploy in Kubernetes
+
+In this section we use the container image built in Part 0 to deploy a serving
+cluster with [Kubernetes](http://kubernetes.io) in the
+[Google Cloud Platform](http://cloud.google.com).
+
+
+### GCloud project login
+
+Here we assume you have created and logged in a
+[gcloud](https://cloud.google.com/sdk/gcloud/) project named
+`tensorflow-serving`.
+
+```shell
+gcloud auth login --project tensorflow-serving
+```
+
+### Create a container cluster
+
+First we create a
+[Google Kubernetes Engine](https://cloud.google.com/container-engine/) cluster
+for service deployment.
+
+```shell
+$ gcloud container clusters create resnet-serving-cluster --num-nodes 5
+```
+
+Which should output something like:
+
+```console
+Creating cluster resnet-serving-cluster...done.
+Created [https://container.googleapis.com/v1/projects/tensorflow-serving/zones/us-central1-f/clusters/resnet-serving-cluster].
+kubeconfig entry generated for resnet-serving-cluster.
+NAME                       ZONE           MASTER_VERSION  MASTER_IP        MACHINE_TYPE   NODE_VERSION  NUM_NODES  STATUS
+resnet-serving-cluster  us-central1-f  1.1.8           104.197.163.119  n1-standard-1  1.1.8         5          RUNNING
+```
+
+Set the default cluster for gcloud container command and pass cluster
+credentials to [kubectl](http://kubernetes.io/docs/user-guide/kubectl-overview/).
+
+```shell
+gcloud config set container/cluster resnet-serving-cluster
+gcloud container clusters get-credentials resnet-serving-cluster
+```
+
+which should result in:
+
+```console
+Fetching cluster endpoint and auth data.
+kubeconfig entry generated for resnet-serving-cluster.
+```
+
+### Upload the Docker image
+
+Let's now push our image to the
+[Google Container Registry](https://cloud.google.com/container-registry/docs/)
+so that we can run it on Google Cloud Platform.
+
+First we tag the `$USER/resnet_serving` image using the Container Registry
+format and our project name,
+
+```shell
+docker tag $USER/resnet_serving gcr.io/tensorflow-serving/resnet
+```
+
+Next we push the image to the Registry,
+
+```shell
+gcloud docker -- push gcr.io/tensorflow-serving/resnet
+```
+
+### Create Kubernetes Deployment and Service
+
+The deployment consists of 3 replicas of `resnet_inference` server controlled by
+a [Kubernetes Deployment](http://kubernetes.io/docs/user-guide/deployments/).
+The replicas are exposed externally by a
+[Kubernetes Service](http://kubernetes.io/docs/user-guide/services/) along with
+an
+[External Load Balancer](http://kubernetes.io/docs/user-guide/load-balancer/).
+
+We create them using the example Kubernetes config
+[resnet_k8s.yaml](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/resnet_k8s.yaml).
+
+```shell
+kubectl create -f tensorflow_serving/example/resnet_k8s.yaml
+```
+
+With output:
+
+```console
+deployment "resnet-deployment" created
+service "resnet-service" created
+```
+
+To view status of the deployment and pods:
+
+```console
+$ kubectl get deployments
+NAME                    DESIRED   CURRENT   UP-TO-DATE   AVAILABLE   AGE
+resnet-deployment    3         3         3            3           5s
+```
+
+```console
+$ kubectl get pods
+NAME                         READY     STATUS    RESTARTS   AGE
+resnet-deployment-bbcbc   1/1       Running   0          10s
+resnet-deployment-cj6l2   1/1       Running   0          10s
+resnet-deployment-t1uep   1/1       Running   0          10s
+```
+
+To view status of the service:
+
+```console
+$ kubectl get services
+NAME                    CLUSTER-IP       EXTERNAL-IP       PORT(S)     AGE
+resnet-service       10.239.240.227   104.155.184.157   8500/TCP    1m
+```
+
+It can take a while for everything to be up and running.
+
+```console
+$ kubectl describe service resnet-service
+Name:           resnet-service
+Namespace:      default
+Labels:         run=resnet-service
+Selector:       run=resnet-service
+Type:           LoadBalancer
+IP:         10.239.240.227
+LoadBalancer Ingress:   104.155.184.157
+Port:           <unset> 8500/TCP
+NodePort:       <unset> 30334/TCP
+Endpoints:      <none>
+Session Affinity:   None
+Events:
+  FirstSeen LastSeen    Count   From            SubobjectPath   Type        Reason      Message
+  --------- --------    -----   ----            -------------   --------    ------      -------
+  1m        1m      1   {service-controller }           Normal      CreatingLoadBalancer    Creating load balancer
+  1m        1m      1   {service-controller }           Normal      CreatedLoadBalancer Created load balancer
+```
+
+The service external IP address is listed next to LoadBalancer Ingress.
+
+### Query the model
+
+We can now query the service at its external address from our local host.
+
+```console
+$ tools/run_in_docker.sh python \
+  tensorflow_serving/example/resnet_client_grpc.py \
+  --server=104.155.184.157:8500
+outputs {
+  key: "classes"
+  value {
+    dtype: DT_INT64
+    tensor_shape {
+      dim {
+        size: 1
+      }
+    }
+    int64_val: 286
+  }
+}
+outputs {
+  key: "probabilities"
+  value {
+    dtype: DT_FLOAT
+    tensor_shape {
+      dim {
+        size: 1
+      }
+      dim {
+        size: 1001
+      }
+    }
+    float_val: 2.41628322328e-06
+    float_val: 1.90121829746e-06
+    float_val: 2.72477100225e-05
+    float_val: 4.42638565801e-07
+    float_val: 8.98362372936e-07
+    float_val: 6.84421956976e-06
+    float_val: 1.66555237229e-05
+...
+    float_val: 1.59407863976e-06
+    float_val: 1.2315689446e-06
+    float_val: 1.17812135159e-06
+    float_val: 1.46365800902e-05
+    float_val: 5.81210713335e-07
+    float_val: 6.59980651108e-05
+    float_val: 0.00129527016543
+  }
+}
+model_spec {
+  name: "resnet"
+  version {
+    value: 1538687457
+  }
+  signature_name: "serving_default"
+}
+```
+
+You have successfully deployed the ResNet model serving as a service in
+Kubernetes!
diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 1568c1be8a6..70429202244 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -103,7 +103,7 @@ cd serving
 #### Build
 
 In order to build in a hermetic environment with all dependencies taken care of,
-we will use the `bazel_in_docker.sh` script. This script passes build commands
+we will use the `run_in_docker.sh` script. This script passes build commands
 through to a Docker container. By default, the script will build with the latest
 nightly Docker development image.
 
@@ -113,7 +113,7 @@ build individual targets or the entire source tree.
 To build the entire tree, execute:
 
 ```shell
-tools/bazel_in_docker.sh bazel build -c opt tensorflow_serving/...
+tools/run_in_docker.sh bazel build -c opt tensorflow_serving/...
 ```
 
 Binaries are placed in the bazel-bin directory, and can be run using a command
@@ -126,7 +126,7 @@ bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server
 To test your build, execute:
 
 ```shell
-tools/bazel_in_docker.sh bazel test -c opt tensorflow_serving/...
+tools/run_in_docker.sh bazel test -c opt tensorflow_serving/...
 ```
 
 See the [basic tutorial](serving_basic.md) and [advanced
@@ -139,8 +139,8 @@ If you want to build from a specific branch (such as a release branch), pass `-b
 <branchname>` to the `git clone` command.
 
 We will also want to match the build environment for that branch of code, by
-passing the `bazel_in_docker.sh` script the Docker development image we'd like
-to use.
+passing the `run_in_docker.sh` script the Docker development image we'd like to
+use.
 
 For example, to build version 1.10 of TensorFlow Serving:
 
@@ -148,8 +148,8 @@ For example, to build version 1.10 of TensorFlow Serving:
 $ git clone -b r1.10 https://github.com/tensorflow/serving.git
 ...
 $ cd serving
-$ tools/bazel_in_docker.sh -d tensorflow/serving:1.10-devel \
-  bazel build -c opt tensorflow_serving/...
+$ tools/run_in_docker.sh -d tensorflow/serving:1.10-devel \
+  bazel build tensorflow_serving/...
 ...
 ```
 
@@ -162,7 +162,7 @@ platform-specific instruction sets for your processor, you can add
 For example:
 
 ```shell
-tools/bazel_in_docker.sh bazel build --config=nativeopt tensorflow_serving/...
+tools/run_in_docker.sh bazel build --config=nativeopt tensorflow_serving/...
 ```
 
 It's also possible to compile using specific instruction sets (e.g. AVX).
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 4415ea12813..601415955ca 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -56,7 +56,8 @@ RUN pip --no-cache-dir install \
     keras_applications \
     keras_preprocessing \
     mock \
-    numpy
+    numpy \
+    requests
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 5df4a35e18d..617a7783c10 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -91,7 +91,8 @@ RUN pip --no-cache-dir install \
     keras_applications \
     keras_preprocessing \
     mock \
-    numpy
+    numpy \
+    requests
 
 # Set up Bazel
 # Need >= 0.15.0 so bazel compiles work with docker bind mounts.
diff --git a/tools/bazel_in_docker.sh b/tools/run_in_docker.sh
similarity index 67%
rename from tools/bazel_in_docker.sh
rename to tools/run_in_docker.sh
index 0d615fe956c..4b9f05af80a 100755
--- a/tools/bazel_in_docker.sh
+++ b/tools/run_in_docker.sh
@@ -14,17 +14,25 @@
 # limitations under the License.
 # ==============================================================================
 #
-# Script to run bazel and do builds in a docker container.
+# Script to run commands (like builds and scripts) in a docker container.
 #
 # Useful to do builds in a hermetic (docker) environment. The script sets
 # up the correct user/group names and docker bind mounts to allow build
-# a source tree.
+# a source tree. Also useful for running python scripts without having to
+# track down dependencies (that are covered by the docker container).
+#
+# Note: This script binds your working directory (via pwd) and /tmp to the
+# Docker container. Any scripts or programs you run will need to have its output
+# routed to one of the above locations in order to persist.
 #
 # Typical usage (to build from lastest upstream source):
 # $ git clone https://github.com/tensorflow/serving.git
 # $ cd serving
-# $ bazel_in_docker.sh bazel build -c opt tensorflow_serving/model_servers:tensorflow_model_server
+# $ ./run_in_docker.sh bazel build tensorflow_serving/model_servers:tensorflow_model_server
 #
+# Running a python script:
+# $ cd tensorflow_serving/example
+# $ ./run_in_docker.sh mnist_saved_model.py /tmp/mnist
 
 set -e
 
@@ -34,8 +42,8 @@ function usage() {
   echo "  ${progname} [-d <docker-image-name>] <command> [args ...]"
   echo ""
   echo "Examples:"
-  echo "  ${progname} bazel build -c opt tensorflow_serving/model_servers:tensorflow_model_server"
-  echo "  ${progname} bazel test tensorflow_serving/..."
+  echo "  ${progname} bazel build tensorflow_serving/model_servers:tensorflow_model_server"
+  echo "  ${progname} python tensorflow_serving/examples/mnist_saved_model.py /tmp/mnist"
   echo "  ${progname} -d tensorflow/serving:latest-devel bazel version"
   exit 1
 }
@@ -55,6 +63,10 @@ function get_bazel_cmd() {
   echo "cd $(pwd); TEST_TMPDIR=.cache"
 }
 
+function get_python_cmd() {
+  echo "cd $(pwd);"
+}
+
 (( $# < 1 )) && usage
 [[ "$1" = "-"* ]] && [[ "$1" != "-d" ]] && usage
 
@@ -63,9 +75,14 @@ IMAGE="tensorflow/serving:nightly-devel"
 [[ "${IMAGE}" = "" ]] && usage
 
 RUN_OPTS=(--rm -it --network=host)
+# Map the working directory and /tmp to allow scripts/binaries to run and also
+# output data that might be used by other scripts/binaries
+RUN_OPTS+=("-v $(pwd):$(pwd)")
+RUN_OPTS+=("-v /tmp:/tmp")
 if [[ "$1" = "bazel"* ]]; then
   CMD="sh -c '$(get_bazel_cmd) $@'"
-  RUN_OPTS+=("-v $(pwd):$(pwd)")
+elif [[ "$1" == "python"* ]]; then
+  CMD="sh -c '$(get_python_cmd) $@'"
 else
   CMD="$@"
 fi

From 94fb1cdecf0fa23031e9dc77d43d55c4656170e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 17:02:11 -0700
Subject: [PATCH 1505/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218432964
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bd32d2ef6d..ace6fcd6757 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8532cfdcba1233a34eed979647a4a363b044a6e1a11cc830ca01a13861257385",
-    git_commit = "b6476baf0ad3430d2fe02dd605fbf945c12f084d",
+    sha256 = "e4f22b9609ffae4bd2597a06c6151c6510685cddf4e641e802963442a6f61508",
+    git_commit = "4d36871a30cac770a483882e577cb813d815f964",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2f39f8248bb23f4362c5c7cf45e98fb56e6b7cb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Oct 2018 23:02:08 -0700
Subject: [PATCH 1506/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218462622
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ace6fcd6757..f06eb2dbc2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4f22b9609ffae4bd2597a06c6151c6510685cddf4e641e802963442a6f61508",
-    git_commit = "4d36871a30cac770a483882e577cb813d815f964",
+    sha256 = "cdc17fb5aeaab70429f806de6f7c765f1949b3cea7ceafce0180c0a1d1a6a76c",
+    git_commit = "4253d46e8d332910dc08e6ce1813e99971decc41",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ac7b4dbed7a46ff209995dd2379323c73d5fc2fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 05:03:18 -0700
Subject: [PATCH 1507/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218494954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f06eb2dbc2a..068c9f98614 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdc17fb5aeaab70429f806de6f7c765f1949b3cea7ceafce0180c0a1d1a6a76c",
-    git_commit = "4253d46e8d332910dc08e6ce1813e99971decc41",
+    sha256 = "b87c2278c33847808733afda173e396117a4623a732c5138e23b3690a440d48e",
+    git_commit = "60c56a4103e9f9239b9b7b104a846619dc4ecc20",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6692f5f1a0c24ec64d2f85933ea636e87ec4f8ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 11:02:16 -0700
Subject: [PATCH 1508/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218541027
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 068c9f98614..645d235b614 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b87c2278c33847808733afda173e396117a4623a732c5138e23b3690a440d48e",
-    git_commit = "60c56a4103e9f9239b9b7b104a846619dc4ecc20",
+    sha256 = "150ca56761604cd919634523d10bb9aa80b2678b131323ace6a94b0d10250fa4",
+    git_commit = "24f3e7315039938c3e806be58d20bc8c1e6e54b8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d63f6a178d35ffc4417ac211aa474dd54a91ea18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 12:01:46 -0700
Subject: [PATCH 1509/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218552018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 645d235b614..cada6b4bf51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "150ca56761604cd919634523d10bb9aa80b2678b131323ace6a94b0d10250fa4",
-    git_commit = "24f3e7315039938c3e806be58d20bc8c1e6e54b8",
+    sha256 = "d68ecd63af915129f3f4716a413e4821ff0c564521e7dce206c76ec00bf1084a",
+    git_commit = "22ed8d0595a54f5ff4799d53631beee2bb02255d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 90e72a4af748a041ad6950d4cd15c0dc71a3446b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 13:01:55 -0700
Subject: [PATCH 1510/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218561185
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cada6b4bf51..a3ff8a20901 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d68ecd63af915129f3f4716a413e4821ff0c564521e7dce206c76ec00bf1084a",
-    git_commit = "22ed8d0595a54f5ff4799d53631beee2bb02255d",
+    sha256 = "1c02664e9c76571aa3546e63f531feb6b33eaf0807f2f4166b1bdaebd0a6a640",
+    git_commit = "7e1aa5098c03731dffce9055ae5b55a60cbd407d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0bff7d1ee8c433470316d8d0766b8689edeaf6cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 17:01:58 -0700
Subject: [PATCH 1511/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218604065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3ff8a20901..d8dad870e25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c02664e9c76571aa3546e63f531feb6b33eaf0807f2f4166b1bdaebd0a6a640",
-    git_commit = "7e1aa5098c03731dffce9055ae5b55a60cbd407d",
+    sha256 = "5007eea5b569ea55a3226b15dee20dea3b2ece4023afdcf8541190fdcb081a24",
+    git_commit = "2a1cbeda4aea4fa0b9199394b742aa46815c97bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2f30f40547529f1c26bedc5d6518241e2fb6f1c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 18:01:41 -0700
Subject: [PATCH 1512/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218611859
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8dad870e25..a05a2231ac6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5007eea5b569ea55a3226b15dee20dea3b2ece4023afdcf8541190fdcb081a24",
-    git_commit = "2a1cbeda4aea4fa0b9199394b742aa46815c97bc",
+    sha256 = "f4cba95e37650e195909f22369ac3b95afa67e0657a48553f684a6ce8d1e2111",
+    git_commit = "7adcbb8049bb873ec169e7b544de46fb4a325648",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 97687024c3b7515d2f2979c35054f44c8f84d146 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 18:15:09 -0700
Subject: [PATCH 1513/8103] Add new REST API to get model metadata known to the
 ModelServer.

The API is accessible via GET method on following URL:

  http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]/metadata

This closely mirrors `PredictionService.GetModelMetadataResponse` gRPC API.
If no ${MODEL_VERSION} is specified, the model metadata based on
the latest version is returned in the response.

Fixes https://github.com/tensorflow/serving/issues/1115

PiperOrigin-RevId: 218613679
---
 tensorflow_serving/g3doc/api_rest.md          |  21 ++
 tensorflow_serving/model_servers/BUILD        |   7 +-
 .../model_servers/http_rest_api_handler.cc    |  91 ++++++-
 .../model_servers/http_rest_api_handler.h     |   3 +
 .../http_rest_api_handler_test.cc             |  25 ++
 .../tensorflow_model_server_test.py           |  29 +++
 tensorflow_serving/servables/tensorflow/BUILD |   1 +
 .../tensorflow/get_model_metadata_impl.cc     |   9 +-
 .../tensorflow/get_model_metadata_impl.h      |   2 +
 .../get_model_metadata_impl_test.cc           |  11 +-
 .../half_plus_two_model_metadata.json         | 232 ++++++++++++++++++
 ...del_half_plus_two_2_versions_metadata.json | 232 ++++++++++++++++++
 12 files changed, 650 insertions(+), 13 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index fcf2cbc59d4..ff7d59e054a 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -39,6 +39,27 @@ If successful, returns a JSON representation of
 [`GetModelStatusResponse`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/get_model_status.proto#L64)
 protobuf.
 
+## Model Metadata API
+
+This API closely follows the
+[`PredictionService.GetModelMetadata`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/prediction_service.proto#L29)
+gRPC API. It returns the metadata of a model in the ModelServer.
+
+### URL
+
+```
+GET http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]/metadata
+```
+
+`/versions/${MODEL_VERSION}` is optional. If omitted the model metadata for
+the latest version is returned in the response.
+
+### Response format
+
+If successful, returns a JSON representation of
+[`GetModelMetadataResponse`](https://github.com/tensorflow/serving/blob/5369880e9143aa00d586ee536c12b04e945a977c/tensorflow_serving/apis/get_model_metadata.proto#L23)
+protobuf.
+
 ## Classify and Regress API
 
 This API closely follows the `Classify` and `Regress` methods of
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e0e3670283e..8d5bc96a02c 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -160,7 +160,10 @@ cc_test(
     name = "http_rest_api_handler_test",
     size = "medium",
     srcs = ["http_rest_api_handler_test.cc"],
-    data = ["@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions_metadata.json",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
     deps = [
         ":http_rest_api_handler",
         ":model_platform_types",
@@ -266,6 +269,7 @@ cc_library(
         "//tensorflow_serving/apis:predict_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/servables/tensorflow:classification_service",
+        "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/util:json_tensor",
@@ -372,6 +376,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_model_metadata.json",
         "//tensorflow_serving/servables/tensorflow/testdata:monitoring_config.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/assets/foo.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/saved_model.pb",
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 620ac0d935d..58e99b37b04 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <string>
 
+#include "google/protobuf/any.pb.h"
 #include "google/protobuf/util/json_util.h"
 #include "absl/strings/escaping.h"
 #include "absl/strings/numbers.h"
@@ -32,6 +33,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/get_model_status_impl.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
+#include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 #include "tensorflow_serving/servables/tensorflow/predict_impl.h"
 #include "tensorflow_serving/servables/tensorflow/regression_service.h"
 #include "tensorflow_serving/util/json_tensor.h"
@@ -54,7 +56,8 @@ HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
       prediction_api_regex_(
           R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))"),
       modelstatus_api_regex_(
-          R"((?i)/v1/models(?:/([^/:]+))?(?:/versions/(\d+))?)") {}
+          R"((?i)/v1/models(?:/([^/:]+))?(?:/versions/(\d+))?(?:\/(metadata))?)") {
+}
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
 
@@ -84,6 +87,7 @@ Status HttpRestApiHandler::ProcessRequest(
   string model_name;
   string model_version_str;
   string method;
+  string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
   if (http_method == "POST" &&
@@ -110,8 +114,14 @@ Status HttpRestApiHandler::ProcessRequest(
     }
   } else if (http_method == "GET" &&
              RE2::FullMatch(string(request_path), modelstatus_api_regex_,
-                            &model_name, &model_version_str)) {
-    status = ProcessModelStatusRequest(model_name, model_version_str, output);
+                            &model_name, &model_version_str,
+                            &model_subresource)) {
+    if (!model_subresource.empty() && model_subresource == "metadata") {
+      status =
+          ProcessModelMetadataRequest(model_name, model_version_str, output);
+    } else {
+      status = ProcessModelStatusRequest(model_name, model_version_str, output);
+    }
   }
 
   if (!status.ok()) {
@@ -219,6 +229,81 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
   return Status::OK();
 }
 
+Status HttpRestApiHandler::ProcessModelMetadataRequest(
+    const absl::string_view model_name,
+    const absl::string_view model_version_str, string* output) {
+  GetModelMetadataRequest request;
+  if (model_name.empty()) {
+    return errors::InvalidArgument("Missing model name in request.");
+  }
+  request.mutable_model_spec()->set_name(string(model_name));
+  // We currently only support the kSignatureDef metadata field
+  request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
+  if (!model_version_str.empty()) {
+    int64 version;
+    if (!absl::SimpleAtoi(model_version_str, &version)) {
+      return errors::InvalidArgument(
+          "Failed to convert version: ", model_version_str, " to numeric.");
+    }
+    request.mutable_model_spec()->mutable_version()->set_value(version);
+  }
+
+  GetModelMetadataResponse response;
+  TF_RETURN_IF_ERROR(
+      GetModelMetadataImpl::GetModelMetadata(core_, request, &response));
+  JsonPrintOptions opts;
+  opts.add_whitespace = true;
+  opts.always_print_primitive_fields = true;
+  // TODO(b/118381513): preserving proto field names on 'Any' fields has been
+  // fixed in the master branch of OSS protobuf but the TF ecosystem is
+  // currently using v3.6.0 where the fix is not present. To resolve the issue
+  // we invoke MessageToJsonString on invididual fields and concatenate the
+  // resulting strings and make it valid JSON that conforms with the response we
+  // expect.
+  opts.preserve_proto_field_names = true;
+
+  string model_spec_output;
+  const auto& status1 =
+      MessageToJsonString(response.model_spec(), &model_spec_output, opts);
+  if (!status1.ok()) {
+    return errors::Internal(
+        "Failed to convert model spec proto to json. Error: ",
+        status1.ToString());
+  }
+
+  tensorflow::serving::SignatureDefMap signature_def_map;
+  if (response.metadata().end() ==
+      response.metadata().find(GetModelMetadataImpl::kSignatureDef)) {
+    return errors::Internal(
+        "Failed to find 'signature_def' key in the GetModelMetadataResponse "
+        "metadata map.");
+  }
+  bool unpack_status = response.metadata()
+                           .at(GetModelMetadataImpl::kSignatureDef)
+                           .UnpackTo(&signature_def_map);
+  if (!unpack_status) {
+    return errors::Internal(
+        "Failed to unpack 'Any' object to 'SignatureDefMap'.");
+  }
+
+  string signature_def_output;
+  const auto& status2 =
+      MessageToJsonString(signature_def_map, &signature_def_output, opts);
+  if (!status2.ok()) {
+    return errors::Internal(
+        "Failed to convert signature def proto to json. Error: ",
+        status2.ToString());
+  }
+
+  // Concatenate the resulting strings into a valid JSON format.
+  absl::StrAppend(output, "{\n");
+  absl::StrAppend(output, "\"model_spec\":", model_spec_output, ",\n");
+  absl::StrAppend(output, "\"metadata\": {");
+  absl::StrAppend(output, "\"signature_def\": ", signature_def_output, "}\n");
+  absl::StrAppend(output, "}\n");
+  return Status::OK();
+}
+
 Status HttpRestApiHandler::GetInfoMap(
     const ModelSpec& model_spec, const string& signature_name,
     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index c319a3c7624..442d3bd9a34 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -100,6 +100,9 @@ class HttpRestApiHandler {
   Status ProcessModelStatusRequest(const absl::string_view model_name,
                                    const absl::string_view model_version_str,
                                    string* output);
+  Status ProcessModelMetadataRequest(const absl::string_view model_name,
+                                     const absl::string_view model_version_str,
+                                     string* output);
   Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
                     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap);
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 5c6529fc500..af729a7bef7 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -32,6 +32,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/env.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
@@ -212,6 +213,11 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
       "", &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
+
+  status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
+                                   &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
@@ -406,6 +412,25 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
     })"));
 }
 
+TEST_F(HttpRestApiHandlerTest, GetModelMetadata) {
+  HeaderList headers;
+  string output;
+  string test_file_contents;
+
+  // Get model metadata without specifying version.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "GET", absl::StrCat("/v1/models/", kTestModelName, "/metadata"), "",
+      &headers, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  const string fname = absl::StrCat(
+      "./tensorflow_serving/servables/tensorflow/testdata",
+      "/saved_model_half_plus_two_2_versions_metadata.json");
+  TF_EXPECT_OK(tensorflow::ReadFileToString(tensorflow::Env::Default(), fname,
+                                            &test_file_contents));
+  TF_EXPECT_OK(CompareJson(output, test_file_contents));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 090ca0f4245..442481133f5 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -292,6 +292,10 @@ def _GetBatchingParametersFile(self):
     """Returns a path to a batching configuration file."""
     return os.path.join(self.testdata_dir, 'batching_config.txt')
 
+  def _GetModelMetadataFile(self):
+    """Returns a path to a sample model metadata file."""
+    return os.path.join(self.testdata_dir, 'half_plus_two_model_metadata.json')
+
   def _GetMonitoringConfigFile(self):
     """Returns a path to a monitoring configuration file."""
     return os.path.join(self.testdata_dir, 'monitoring_config.txt')
@@ -651,6 +655,31 @@ def testGetStatusREST(self):
             }]
         })
 
+  def testGetModelMetadataREST(self):
+    """Test ModelStatus implementation over REST API with columnar inputs."""
+    model_path = self._GetSavedModelBundlePath()
+    host, port = TensorflowModelServerTest.RunServer('default',
+                                                     model_path)[2].split(':')
+
+    # Prepare request
+    url = 'http://{}:{}/v1/models/default/metadata'.format(host, port)
+
+    # Send request
+    resp_data = None
+    try:
+      resp_data = CallREST(url, None)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
+    try:
+      model_metadata_file = self._GetModelMetadataFile()
+      with open(model_metadata_file) as f:
+        expected_metadata = json.load(f)
+        # Verify response
+        self.assertEquals(json.loads(resp_data), expected_metadata)
+    except Exception as e:  # pylint: disable=broad-except
+      self.fail('Request failed with error: {}'.format(e))
+
   def testPrometheusEndpoint(self):
     """Test ModelStatus implementation over REST API with columnar inputs."""
     model_path = self._GetSavedModelBundlePath()
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8bfaaef45ad..3e2c5ee9ea3 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -531,6 +531,7 @@ cc_test(
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index bc960b7c2ba..5b3ddf8e2d4 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -32,8 +32,6 @@ namespace serving {
 
 namespace {
 
-const string kSignatureDef = "signature_def";
-
 Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   if (request.metadata_field_size() == 0) {
     return tensorflow::Status(
@@ -41,7 +39,7 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
         "GetModelMetadataRequest must specify at least one metadata_field");
   }
   for (const auto& metadata_field : request.metadata_field()) {
-    if (metadata_field != kSignatureDef) {
+    if (metadata_field != GetModelMetadataImpl::kSignatureDef) {
       return tensorflow::errors::InvalidArgument(
           "Metadata field %s is not supported", metadata_field);
     }
@@ -63,12 +61,15 @@ Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
   response_model_spec->set_name(bundle.id().name);
   response_model_spec->mutable_version()->set_value(bundle.id().version);
 
-  (*response->mutable_metadata())[kSignatureDef].PackFrom(signature_def_map);
+  (*response->mutable_metadata())[GetModelMetadataImpl::kSignatureDef].PackFrom(
+      signature_def_map);
   return tensorflow::Status::OK();
 }
 
 }  // namespace
 
+constexpr const char GetModelMetadataImpl::kSignatureDef[];
+
 Status GetModelMetadataImpl::GetModelMetadata(
     ServerCore* core, const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
index 6981778935a..1db2d325255 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h
@@ -25,6 +25,8 @@ namespace serving {
 
 class GetModelMetadataImpl {
  public:
+  static constexpr const char kSignatureDef[] = "signature_def";
+
   static Status GetModelMetadata(ServerCore* core,
                                  const GetModelMetadataRequest& request,
                                  GetModelMetadataResponse* response);
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index ac761108e4b..081f5de0a3a 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -50,7 +50,6 @@ namespace {
 
 constexpr char kTestModelName[] = "test_model";
 constexpr int kTestModelVersion = 123;
-const string kSignatureDef = "signature_def";
 
 class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
  public:
@@ -143,7 +142,7 @@ TEST_P(GetModelMetadataImplTest, MissingOrEmptyModelSpec) {
   GetModelMetadataRequest request;
   GetModelMetadataResponse response;
 
-  request.add_metadata_field(kSignatureDef);
+  request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
   EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
@@ -173,7 +172,7 @@ TEST_P(GetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
   ModelSpec* model_spec = request.mutable_model_spec();
   model_spec->set_name(kTestModelName);
   model_spec->mutable_version()->set_value(kTestModelVersion);
-  request.add_metadata_field(kSignatureDef);
+  request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
 
   TF_EXPECT_OK(GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                       &response));
@@ -181,7 +180,9 @@ TEST_P(GetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
               test_util::EqualsProto(request.model_spec()));
   EXPECT_EQ(response.metadata_size(), 1);
   SignatureDefMap received_signature_def_map;
-  response.metadata().at(kSignatureDef).UnpackTo(&received_signature_def_map);
+  response.metadata()
+      .at(GetModelMetadataImpl::kSignatureDef)
+      .UnpackTo(&received_signature_def_map);
 
   SignatureDefMap expected_signature_def_map =
       GetSignatureDefMap(GetServerCore(), request.model_spec());
@@ -214,7 +215,7 @@ TEST_P(GetModelMetadataImplTest, ModelSpecOverride) {
       "model_spec {"
       "  name: \"test_model\""
       "}");
-  request.add_metadata_field(kSignatureDef);
+  request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
   auto model_spec_override =
       test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
new file mode 100644
index 00000000000..a3456c71624
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
@@ -0,0 +1,232 @@
+{
+ "model_spec": {
+  "name": "default",
+  "signature_name": "",
+  "version": "123"
+ },
+ "metadata": {
+  "signature_def": {
+   "signature_def": {
+    "regress_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x2:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y3:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    },
+    "serving_default": {
+     "inputs": {
+      "x": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x:0"
+      }
+     },
+     "outputs": {
+      "y": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "classify_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/classify"
+    },
+    "classify_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x2:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y3:0"
+      }
+     },
+     "method_name": "tensorflow/serving/classify"
+    },
+    "regress_x_to_y2": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y2:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    },
+    "regress_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    }
+   }
+  }
+ }
+}
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json
new file mode 100644
index 00000000000..7fea6552dc1
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json
@@ -0,0 +1,232 @@
+{
+ "model_spec": {
+  "name": "saved_model_half_plus_two_2_versions",
+  "signature_name": "",
+  "version": "123"
+ },
+ "metadata": {
+  "signature_def": {
+   "signature_def": {
+    "regress_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x2:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y3:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    },
+    "serving_default": {
+     "inputs": {
+      "x": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x:0"
+      }
+     },
+     "outputs": {
+      "y": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "classify_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/classify"
+    },
+    "classify_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "x2:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y3:0"
+      }
+     },
+     "method_name": "tensorflow/serving/classify"
+    },
+    "regress_x_to_y2": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y2:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    },
+    "regress_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "tf_example:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "y:0"
+      }
+     },
+     "method_name": "tensorflow/serving/regress"
+    }
+   }
+  }
+ }
+}

From 5f77a62b0c45f876ef278db7af2c144b392bd01a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 20:01:55 -0700
Subject: [PATCH 1514/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218622126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a05a2231ac6..a019afbb1c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4cba95e37650e195909f22369ac3b95afa67e0657a48553f684a6ce8d1e2111",
-    git_commit = "7adcbb8049bb873ec169e7b544de46fb4a325648",
+    sha256 = "32468c26a44f412b8332f6d159a985752193508ab0afec0bfa5724b57feb20a5",
+    git_commit = "e6516003940e57021f8ca8d20723be9ebf343499",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 19e113841655a5b03cd683bd7bfc1a642ce02030 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Oct 2018 23:01:54 -0700
Subject: [PATCH 1515/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218635500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a019afbb1c7..a89dc9e76e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32468c26a44f412b8332f6d159a985752193508ab0afec0bfa5724b57feb20a5",
-    git_commit = "e6516003940e57021f8ca8d20723be9ebf343499",
+    sha256 = "4675a8628ae3b5e78c42af8fc799be3cebf6d44ed8ef76f86943a33a73baaa19",
+    git_commit = "0049a3a42a35e115b121fc585b667b7fe1674e24",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9c82de898de2cf7eb497db7a9663400dff5489c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 02:01:53 -0700
Subject: [PATCH 1516/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218651735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a89dc9e76e6..d8732af2521 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4675a8628ae3b5e78c42af8fc799be3cebf6d44ed8ef76f86943a33a73baaa19",
-    git_commit = "0049a3a42a35e115b121fc585b667b7fe1674e24",
+    sha256 = "30e168fef885b54f18eda2641da1f97a86cd92ede8c839b318a4eda631709cb0",
+    git_commit = "30382d4747e33a130e60e8362348f065085855fc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2e5731dbc70a6731561c82ba7a6ca811341de606 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 03:02:05 -0700
Subject: [PATCH 1517/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218657386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8732af2521..485eb900914 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30e168fef885b54f18eda2641da1f97a86cd92ede8c839b318a4eda631709cb0",
-    git_commit = "30382d4747e33a130e60e8362348f065085855fc",
+    sha256 = "85cf3a5356751fa5ae36f2541e4b3f0821ffd3a19c6e20ea54e837d2c1137023",
+    git_commit = "1d61c46a4a9de61c8701482649c1bb6bd828fdff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 08c87de04fdf2bd73a47291a5bcc301f31ddbda1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 05:01:59 -0700
Subject: [PATCH 1518/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218668330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 485eb900914..99c26cf200b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85cf3a5356751fa5ae36f2541e4b3f0821ffd3a19c6e20ea54e837d2c1137023",
-    git_commit = "1d61c46a4a9de61c8701482649c1bb6bd828fdff",
+    sha256 = "e1e623432eae3be9b93930c461ecb30284c3cfb84c0287f373b8fe4e4937a66a",
+    git_commit = "5d2b7b34c84678c2eebacf37f790094604482377",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bb8792b5a8c0404ade98d958e4deee03181414b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 06:02:02 -0700
Subject: [PATCH 1519/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218673350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99c26cf200b..54b5b41bd58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1e623432eae3be9b93930c461ecb30284c3cfb84c0287f373b8fe4e4937a66a",
-    git_commit = "5d2b7b34c84678c2eebacf37f790094604482377",
+    sha256 = "9486a73e48be6e8a338f23c516a4590d6c96f8087077aa0e6329bc0d11a6392c",
+    git_commit = "670eff0b0f60b9fde8231e927807677a80016904",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 256450779fbef6aafde2461d9db44a62dc30f61c Mon Sep 17 00:00:00 2001
From: llao <llao@google.com>
Date: Thu, 25 Oct 2018 10:29:49 -0700
Subject: [PATCH 1520/8103] Add a comment on why the score in the
 classification result may be missing.

PiperOrigin-RevId: 218709445
---
 tensorflow_serving/apis/classification.proto | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/apis/classification.proto b/tensorflow_serving/apis/classification.proto
index aa81bd8c19b..16a90b15a88 100644
--- a/tensorflow_serving/apis/classification.proto
+++ b/tensorflow_serving/apis/classification.proto
@@ -12,7 +12,8 @@ message Class {
   // Label or name of the class.
   string label = 1;
   // Score for this class (e.g., the probability the item belongs to this
-  // class).
+  // class). As per the proto3 default-value semantics, if the score is missing,
+  // it should be treated as 0.
   float score = 2;
 }
 

From ed3dc5f2764b4025aded960dabd77f9a6968872a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 15:01:54 -0700
Subject: [PATCH 1521/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218756225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54b5b41bd58..525a9ded60a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9486a73e48be6e8a338f23c516a4590d6c96f8087077aa0e6329bc0d11a6392c",
-    git_commit = "670eff0b0f60b9fde8231e927807677a80016904",
+    sha256 = "882a4ffadb10b6ed805853676078443742d939786205c27b68b3452ef9aabbaf",
+    git_commit = "2d46bcb3007b561b6e22399c0e89099afcdea2ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1814bb3af5fc3044b812187577da8793409ba4fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 16:01:56 -0700
Subject: [PATCH 1522/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218766914
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 525a9ded60a..55da52fe18a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "882a4ffadb10b6ed805853676078443742d939786205c27b68b3452ef9aabbaf",
-    git_commit = "2d46bcb3007b561b6e22399c0e89099afcdea2ba",
+    sha256 = "f20c4bd1ceca896b3d4d37c368770c8b5a72fa6836785f586b6385e01c83479e",
+    git_commit = "9a1a8af2735d09a198a0b97c2fbc1693da28bdc3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56680b13b69c2cdf793be72e3931d20a618cd3ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 18:01:47 -0700
Subject: [PATCH 1523/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218783504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55da52fe18a..4e33a10cb36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f20c4bd1ceca896b3d4d37c368770c8b5a72fa6836785f586b6385e01c83479e",
-    git_commit = "9a1a8af2735d09a198a0b97c2fbc1693da28bdc3",
+    sha256 = "ca9cb5111c5a06e5002b76bf1637fed4c88fe4ed7224f9b4beb9e595782b5d93",
+    git_commit = "41550f88d35b52f55043f3a12a3912e485c88b38",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0a06fb88c87f5c6ff594b899092ed2d3a0083fbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 19:01:49 -0700
Subject: [PATCH 1524/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218788965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e33a10cb36..6e93507bbf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca9cb5111c5a06e5002b76bf1637fed4c88fe4ed7224f9b4beb9e595782b5d93",
-    git_commit = "41550f88d35b52f55043f3a12a3912e485c88b38",
+    sha256 = "0a4581956eeab23b02fa3b23912ee4dc8fa7e499694d023192228ab2cffbdcd6",
+    git_commit = "32681ff9a33a1fcc31e7f03e0728c3ac796beb5f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56653e457a650d52eb14d2fa6aae67a0f4697993 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 20:01:49 -0700
Subject: [PATCH 1525/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218794271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e93507bbf7..92dc2454a7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a4581956eeab23b02fa3b23912ee4dc8fa7e499694d023192228ab2cffbdcd6",
-    git_commit = "32681ff9a33a1fcc31e7f03e0728c3ac796beb5f",
+    sha256 = "25195ed5f9d6f1143a57a63f61c42c9e3eac5f5c89bccb3b5da1ff575b45bae6",
+    git_commit = "ba60fcf7121e358b4ffd89d5e67badb6058f3257",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 86e6cd57fa70efa0e0edd8ec636e374b7ea7e6d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 21:01:44 -0700
Subject: [PATCH 1526/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218799477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92dc2454a7f..4c4127a1d75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25195ed5f9d6f1143a57a63f61c42c9e3eac5f5c89bccb3b5da1ff575b45bae6",
-    git_commit = "ba60fcf7121e358b4ffd89d5e67badb6058f3257",
+    sha256 = "201b3073a9a1e6151ccc0b8d3d9d50217310f1459f708249fd9b3e49ce171bcb",
+    git_commit = "bde19b79b3d5e0d4be679f8144acb7f06b1c83ee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2a602b6351be0998cce0893f08c9c308142fefe7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 22:01:38 -0700
Subject: [PATCH 1527/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218803544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c4127a1d75..27cdbe55a41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "201b3073a9a1e6151ccc0b8d3d9d50217310f1459f708249fd9b3e49ce171bcb",
-    git_commit = "bde19b79b3d5e0d4be679f8144acb7f06b1c83ee",
+    sha256 = "947c7a8443b5ff58d5a23010c51ef11418d928c70151e97dab134fbe60bc0cec",
+    git_commit = "bef89e6a153b5e89bc171fe5a399f02fa04d991a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9cd4d00587c7060ddf36f6f99d61f937f5053f90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Oct 2018 23:01:51 -0700
Subject: [PATCH 1528/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218807726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27cdbe55a41..6fe5c018481 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "947c7a8443b5ff58d5a23010c51ef11418d928c70151e97dab134fbe60bc0cec",
-    git_commit = "bef89e6a153b5e89bc171fe5a399f02fa04d991a",
+    sha256 = "7399cdad74ebf37844e63795e35df7feca53fdc7b3a087e499de330bcb688be3",
+    git_commit = "85b85a46c625d0b47cddfa8c7b399f32fe5a3ccc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3a4ed736eb9d5b5b8807104338e0cada3747545e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 06:01:47 -0700
Subject: [PATCH 1529/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218842595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fe5c018481..3404e2085e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7399cdad74ebf37844e63795e35df7feca53fdc7b3a087e499de330bcb688be3",
-    git_commit = "85b85a46c625d0b47cddfa8c7b399f32fe5a3ccc",
+    sha256 = "174d549c4d76b3d0f30d2c675d864deabd58cb43d666a9324429fa69f8da89d1",
+    git_commit = "8fd6bd4af37fd4191b6869099ceff17242d75498",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4940a3f580b75826cad56ef66d575411357c3b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 10:01:46 -0700
Subject: [PATCH 1530/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218869639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3404e2085e4..f02059362ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "174d549c4d76b3d0f30d2c675d864deabd58cb43d666a9324429fa69f8da89d1",
-    git_commit = "8fd6bd4af37fd4191b6869099ceff17242d75498",
+    sha256 = "ad32893a95eae74c65c5d7318df2ee6424973114b32b2e1c9d15de8875dfc0b0",
+    git_commit = "762f422ebb4f521ea5a713c18c5ae6420a9fb74e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6b1c8db01761a7b8ce8c089bee68f970ab229739 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 11:03:50 -0700
Subject: [PATCH 1531/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218881180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f02059362ca..045efda377f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad32893a95eae74c65c5d7318df2ee6424973114b32b2e1c9d15de8875dfc0b0",
-    git_commit = "762f422ebb4f521ea5a713c18c5ae6420a9fb74e",
+    sha256 = "f6efdf0cd30b5b85f9d8a437e08b6d42cc0312139ea317df346fb0c13991e032",
+    git_commit = "a2211a92a91c892598b240e7fb334e8b05bae591",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1be401cfe0fcdf8329e6711cad5e761b1e0faf02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 16:01:55 -0700
Subject: [PATCH 1532/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218927962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 045efda377f..93bd256043b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6efdf0cd30b5b85f9d8a437e08b6d42cc0312139ea317df346fb0c13991e032",
-    git_commit = "a2211a92a91c892598b240e7fb334e8b05bae591",
+    sha256 = "4a209a18b3aa42c8fd3ac20aa43a175fc6dcbfad1161875012708c7163ef489b",
+    git_commit = "f5a99d5272b50e93b340bd2f34a4871139c502be",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 10738e2d95252ac77766b126496c455c27582280 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 17:02:08 -0700
Subject: [PATCH 1533/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218936029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93bd256043b..078305385e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a209a18b3aa42c8fd3ac20aa43a175fc6dcbfad1161875012708c7163ef489b",
-    git_commit = "f5a99d5272b50e93b340bd2f34a4871139c502be",
+    sha256 = "94aaa4f04c073ce727607cd69749dd1de008a54e9a1eafab42d3ab0954962e6e",
+    git_commit = "5e11be225e2160837ea4ccc18ae2470bfa06e55c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ef699a9dd1a85fe1a9790607760334f7d52c1155 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 18:01:45 -0700
Subject: [PATCH 1534/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218941412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 078305385e7..0c34f0a4454 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94aaa4f04c073ce727607cd69749dd1de008a54e9a1eafab42d3ab0954962e6e",
-    git_commit = "5e11be225e2160837ea4ccc18ae2470bfa06e55c",
+    sha256 = "702aa5fc0c977b2d42d2e632ba0cba09d11df626ee905978a02b8510ea48ff8b",
+    git_commit = "8874f6f8b4caabf8e0d5d9eb2e11b4d0d24cfffa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From abbc3eb86987b2ebf61e946ee916fbef25fca25d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Oct 2018 20:01:43 -0700
Subject: [PATCH 1535/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218948643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c34f0a4454..9f0e52da170 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "702aa5fc0c977b2d42d2e632ba0cba09d11df626ee905978a02b8510ea48ff8b",
-    git_commit = "8874f6f8b4caabf8e0d5d9eb2e11b4d0d24cfffa",
+    sha256 = "efc4e2143915adb0bd153603acf52a1e8e4b6086c9a2038964b745bd97e44813",
+    git_commit = "68ebb861e916c094de934b1d10a47d905e596795",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f360fcbff2cd06f2bcaa1a18564747316a0c0e99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Oct 2018 00:02:01 -0700
Subject: [PATCH 1536/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218960115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f0e52da170..6bb6480cacb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efc4e2143915adb0bd153603acf52a1e8e4b6086c9a2038964b745bd97e44813",
-    git_commit = "68ebb861e916c094de934b1d10a47d905e596795",
+    sha256 = "6749db5d3ae2ce52c327f8a839cfd6b2b7047c7e0bd758b335f3f4eaba0a14a3",
+    git_commit = "5529a3267c39ddaa1c283eb7fa99a044e940d56f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c3d45d8f9c79a750e6166979a3af1c4ec76dc90c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Oct 2018 04:01:58 -0700
Subject: [PATCH 1537/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 218973140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bb6480cacb..16990b64c79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6749db5d3ae2ce52c327f8a839cfd6b2b7047c7e0bd758b335f3f4eaba0a14a3",
-    git_commit = "5529a3267c39ddaa1c283eb7fa99a044e940d56f",
+    sha256 = "f5c8ddba6387f7a52e2403a6c5a9218174b0a853aaa494becc5e6b1e88c3fbc8",
+    git_commit = "eddf3635b41fd457b2a36cf17bba40352c4abc57",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4eb7ea8f04d844c75e3b8b6a96fc9d7dfc56b3e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Oct 2018 20:01:51 -0700
Subject: [PATCH 1538/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219011217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16990b64c79..30156a1dc50 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5c8ddba6387f7a52e2403a6c5a9218174b0a853aaa494becc5e6b1e88c3fbc8",
-    git_commit = "eddf3635b41fd457b2a36cf17bba40352c4abc57",
+    sha256 = "352e552bdfbcf725dca3f80279670a7557b31315aebe917feeaf9d8a0e2bb934",
+    git_commit = "ea916c474bb19422cea3cfb17cce5ab6d7552582",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 751d1571ed3b977603d1f90cb97835723acf8e17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Oct 2018 23:01:56 -0700
Subject: [PATCH 1539/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219018881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30156a1dc50..7d90cd84922 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "352e552bdfbcf725dca3f80279670a7557b31315aebe917feeaf9d8a0e2bb934",
-    git_commit = "ea916c474bb19422cea3cfb17cce5ab6d7552582",
+    sha256 = "f968340f9b68900a5e2875a574788423892fc1754094e7d83d13e66bc283a51c",
+    git_commit = "86a7867840d290f6d80b20765b4635c217700bd4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3139adbc8ecf009abc9660aa2ca187b46ce94e17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Oct 2018 07:01:56 -0700
Subject: [PATCH 1540/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219039065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d90cd84922..71ae5c55ffb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f968340f9b68900a5e2875a574788423892fc1754094e7d83d13e66bc283a51c",
-    git_commit = "86a7867840d290f6d80b20765b4635c217700bd4",
+    sha256 = "45621a20cf3510cc80ac8fdeee041f689126781ce7ef4496be8ce15cc8d80efe",
+    git_commit = "11048a0dc9475e2a830735c04e9fdb5b25e1cba1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69a198d7da93bdbcb073f464a7efcce9b2e61bb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Oct 2018 22:01:39 -0700
Subject: [PATCH 1541/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219077307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71ae5c55ffb..7b5310b0d3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45621a20cf3510cc80ac8fdeee041f689126781ce7ef4496be8ce15cc8d80efe",
-    git_commit = "11048a0dc9475e2a830735c04e9fdb5b25e1cba1",
+    sha256 = "335489aff1ee8e6bf05e0d7ae752f57b8022a0554d2b4671552356053946680e",
+    git_commit = "e66aea59e0367618f924ffe3bc3b1140be8eaf45",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 139da97b2615fb5cd926af16e43956f0ad894efa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 01:01:58 -0700
Subject: [PATCH 1542/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219088911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b5310b0d3d..b5075e08213 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "335489aff1ee8e6bf05e0d7ae752f57b8022a0554d2b4671552356053946680e",
-    git_commit = "e66aea59e0367618f924ffe3bc3b1140be8eaf45",
+    sha256 = "89baaefc811db213414d3ab58ef372cd267458d09684712e6acee7ec5e0ef4cf",
+    git_commit = "8efee06786198142bd99bdec0bfacc791d0937ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6cfc4a6fe916b5d2bda4d59f07425d361bbd7f4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 04:02:37 -0700
Subject: [PATCH 1543/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219106764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5075e08213..6f0e1ac6ed2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89baaefc811db213414d3ab58ef372cd267458d09684712e6acee7ec5e0ef4cf",
-    git_commit = "8efee06786198142bd99bdec0bfacc791d0937ab",
+    sha256 = "9255b9966780eef21724fe505bbd36a5da8482e620853c680368f7c069988272",
+    git_commit = "7fa6658a8f82fafc2f7f9226a5bb0f6cfb3d77a6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9e236e09ac2d3fe4e6ce3e7b20f7b27c10d77b9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 09:12:45 -0700
Subject: [PATCH 1544/8103] Internal build specification change

PiperOrigin-RevId: 219137973
---
 tensorflow_serving/serving.bzl | 73 +++++++++++++++++++---------------
 1 file changed, 41 insertions(+), 32 deletions(-)

diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index b9306d1d366..e474842b23e 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,39 +1,48 @@
 load("@protobuf_archive//:protobuf.bzl", "cc_proto_library")
 load("@protobuf_archive//:protobuf.bzl", "py_proto_library")
 
-def serving_proto_library(name, srcs=[], has_services=False,
-                          deps=[], visibility=None, testonly=0,  # pylint: disable=unused-argument
-                          cc_grpc_version = None,
-                          cc_api_version=2, go_api_version=2,
-                          java_api_version=2,
-                          py_api_version=2):
-  native.filegroup(name=name + "_proto_srcs",
-                   srcs=srcs,
-                   testonly=testonly,)
+def serving_proto_library(
+        name,
+        srcs = [],
+        has_services = False,  # pylint: disable=unused-argument
+        deps = [],
+        visibility = None,
+        testonly = 0,
+        cc_grpc_version = None,
+        cc_api_version = 2):  # pylint: disable=unused-argument
+    native.filegroup(
+        name = name + "_proto_srcs",
+        srcs = srcs,
+        testonly = testonly,
+    )
 
-  use_grpc_plugin = None
-  if cc_grpc_version:
-    use_grpc_plugin = True
-  cc_proto_library(name=name,
-                   srcs=srcs,
-                   deps=deps,
-                   cc_libs = ["@protobuf_archive//:protobuf"],
-                   protoc="@protobuf_archive//:protoc",
-                   default_runtime="@protobuf_archive//:protobuf",
-                   use_grpc_plugin=use_grpc_plugin,
-                   testonly=testonly,
-                   visibility=visibility,)
+    use_grpc_plugin = None
+    if cc_grpc_version:
+        use_grpc_plugin = True
+    cc_proto_library(
+        name = name,
+        srcs = srcs,
+        deps = deps,
+        cc_libs = ["@protobuf_archive//:protobuf"],
+        protoc = "@protobuf_archive//:protoc",
+        default_runtime = "@protobuf_archive//:protobuf",
+        use_grpc_plugin = use_grpc_plugin,
+        testonly = testonly,
+        visibility = visibility,
+    )
 
 def serving_go_grpc_library(**kwargs):  # pylint: disable=unused-argument
-  """Build the Go gRPC bindings for a service. Not yet implemented."""
-  return
+    """Build the Go gRPC bindings for a service. Not yet implemented."""
+    return
 
-def serving_proto_library_py(name, proto_library, srcs=[], deps=[], visibility=None, testonly=0):  # pylint: disable=unused-argument
-  py_proto_library(name=name,
-                   srcs=srcs,
-                   srcs_version = "PY2AND3",
-                   deps=["@protobuf_archive//:protobuf_python"] + deps,
-                   default_runtime="@protobuf_archive//:protobuf_python",
-                   protoc="@protobuf_archive//:protoc",
-                   visibility=visibility,
-                   testonly=testonly,)
+def serving_proto_library_py(name, proto_library, srcs = [], deps = [], visibility = None, testonly = 0):  # pylint: disable=unused-argument
+    py_proto_library(
+        name = name,
+        srcs = srcs,
+        srcs_version = "PY2AND3",
+        deps = ["@protobuf_archive//:protobuf_python"] + deps,
+        default_runtime = "@protobuf_archive//:protobuf_python",
+        protoc = "@protobuf_archive//:protoc",
+        visibility = visibility,
+        testonly = testonly,
+    )

From 1dfb9fd42408c0bc763fc2d6e4b77b081164ca4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 15:02:07 -0700
Subject: [PATCH 1545/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219199703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f0e1ac6ed2..2d516359463 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9255b9966780eef21724fe505bbd36a5da8482e620853c680368f7c069988272",
-    git_commit = "7fa6658a8f82fafc2f7f9226a5bb0f6cfb3d77a6",
+    sha256 = "a5e0613f3ec1e9857827c7c57f282daeb5b4fd82a3be993f1e20f9350547f20b",
+    git_commit = "98fb3b92432dbc68e9170d137fc4aedf721bd1b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3b9f701d2ab16b9a91979d1d6ad472930a17aeb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 16:01:44 -0700
Subject: [PATCH 1546/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219209551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d516359463..6d187ccfa9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5e0613f3ec1e9857827c7c57f282daeb5b4fd82a3be993f1e20f9350547f20b",
-    git_commit = "98fb3b92432dbc68e9170d137fc4aedf721bd1b7",
+    sha256 = "4d8a3dc008222b3c9cd08985a1779d49fdbba0c7040e4ca4a66743e9f8f00726",
+    git_commit = "20e7d7db87b41abeb057819c33f247ecfcf2ad5c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56c60bce657745e6aa29c2d9b31f2f41e5088cf0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 18:01:55 -0700
Subject: [PATCH 1547/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219226387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d187ccfa9a..4569e5e5fea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d8a3dc008222b3c9cd08985a1779d49fdbba0c7040e4ca4a66743e9f8f00726",
-    git_commit = "20e7d7db87b41abeb057819c33f247ecfcf2ad5c",
+    sha256 = "96f5bbcdcd1990f459eecb264a75c4781361af3ceb0b2358eab2e868c2caa69b",
+    git_commit = "ce96b12258a2a649ce021c1073c6d77e5fd08171",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4b235ff0c084f5c1dbe2a864375f5cc70fd805a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 19:02:01 -0700
Subject: [PATCH 1548/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219232945
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4569e5e5fea..1e14abfe1c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96f5bbcdcd1990f459eecb264a75c4781361af3ceb0b2358eab2e868c2caa69b",
-    git_commit = "ce96b12258a2a649ce021c1073c6d77e5fd08171",
+    sha256 = "59915027c8ff0707b76e370b02cdb0d44e0c99fd2a85358144c4a483af65535b",
+    git_commit = "c8700f6297eb84eeb65a6a49411f568195687733",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4c326b3128a2faa064e6bbb3f101da6f8b90e92f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Oct 2018 21:01:55 -0700
Subject: [PATCH 1549/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219241709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e14abfe1c3..455b1788570 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59915027c8ff0707b76e370b02cdb0d44e0c99fd2a85358144c4a483af65535b",
-    git_commit = "c8700f6297eb84eeb65a6a49411f568195687733",
+    sha256 = "3a94a06bacab07c2506de9407a2a023bb7804ccc2a69e9590836dbf55ca78264",
+    git_commit = "10f259865ae3ad5703e4b962b99969cd29e4c676",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 17e6dc511517fa3b0fd465f36e7683e5c5ab1221 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 02:01:50 -0700
Subject: [PATCH 1550/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219265174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 455b1788570..924b1d94ba0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a94a06bacab07c2506de9407a2a023bb7804ccc2a69e9590836dbf55ca78264",
-    git_commit = "10f259865ae3ad5703e4b962b99969cd29e4c676",
+    sha256 = "439fbb1262e7bf99b65781e449b00b3591e80f7b2af616e6c67b683fa47c387f",
+    git_commit = "e283ef23d9471882bef8a7f59150459d017fe5e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7237fb54c8d5898713e0bba7573add60cd19c25e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 03:36:28 -0700
Subject: [PATCH 1551/8103] Make error message for input size mismatch even
 more actionable.

PiperOrigin-RevId: 219273777
---
 tensorflow_serving/servables/tensorflow/BUILD |  1 +
 .../servables/tensorflow/predict_util.cc      | 49 +++++++++--------
 .../servables/tensorflow/predict_util_test.cc | 55 ++++++++++++-------
 3 files changed, 62 insertions(+), 43 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3e2c5ee9ea3..fbb153b2506 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -480,6 +480,7 @@ cc_test(
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index b141604516c..afa9710a4a8 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -33,21 +33,6 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
-// Returns the keys in the map as a comma delimited string. Useful for debugging
-// or when returning error messages.
-// e.g. returns "key1, key2, key3".
-string MapKeysToString(const google::protobuf::Map<string, tensorflow::TensorInfo>& map) {
-  string result = "";
-  for (const auto& i : map) {
-    if (result.empty()) {
-      result += i.first;
-    } else {
-      result += ", " + i.first;
-    }
-  }
-  return result;
-}
-
 Status VerifySignature(const SignatureDef& signature) {
   if (signature.method_name() != kPredictMethodName &&
       signature.method_name() != kClassifyMethodName &&
@@ -61,24 +46,40 @@ Status VerifySignature(const SignatureDef& signature) {
 }
 
 template <typename T>
-std::vector<string> get_map_keys(const T& proto_map) {
-  std::vector<string> keys;
+std::set<string> GetMapKeys(const T& proto_map) {
+  std::set<string> keys;
   for (auto it : proto_map) {
-    keys.push_back(it.first);
+    keys.insert(it.first);
   }
   return keys;
 }
 
+// Returns a \ b, i.e. all items that are in `set_a` but not in `set_b`.
+std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b) {
+  std::set<string> result;
+  std::set_difference(set_a.begin(), set_a.end(), set_b.begin(), set_b.end(),
+                      std::inserter(result, result.end()));
+  return result;
+}
+
 Status VerifyRequestInputsSize(const SignatureDef& signature,
                                const PredictRequest& request) {
   if (request.inputs().size() != signature.inputs().size()) {
+    const std::set<string> request_inputs = GetMapKeys(request.inputs());
+    const std::set<string> signature_inputs = GetMapKeys(signature.inputs());
+    const std::set<string> sent_extra =
+        SetDifference(request_inputs, signature_inputs);
+    const std::set<string> missing =
+        SetDifference(signature_inputs, request_inputs);
     return tensorflow::Status(
         tensorflow::error::INVALID_ARGUMENT,
         absl::StrCat(
             "input size does not match signature: ", request.inputs().size(),
-            "!=", signature.inputs().size(), " len([",
-            absl::StrJoin(get_map_keys(request.inputs()), ","), "]) != len([",
-            absl::StrJoin(get_map_keys(signature.inputs()), ","), "])"));
+            "!=", signature.inputs().size(), " len({",
+            absl::StrJoin(request_inputs, ","), "}) != len({",
+            absl::StrJoin(signature_inputs, ","), "}). Sent extra: {",
+            absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
+            absl::StrJoin(missing, ","), "}."));
   }
   return Status::OK();
 }
@@ -100,7 +101,8 @@ Status PreProcessPrediction(const SignatureDef& signature,
           tensorflow::error::INVALID_ARGUMENT,
           strings::StrCat("input tensor alias not found in signature: ", alias,
                           ". Inputs expected to be in the set {",
-                          MapKeysToString(signature.inputs()), "}."));
+                          absl::StrJoin(GetMapKeys(signature.inputs()), ","),
+                          "}."));
     }
     Tensor tensor;
     if (!tensor.FromProto(input.second)) {
@@ -121,7 +123,8 @@ Status PreProcessPrediction(const SignatureDef& signature,
           tensorflow::error::INVALID_ARGUMENT,
           strings::StrCat("output tensor alias not found in signature: ", alias,
                           " Outputs expected to be in the set {",
-                          MapKeysToString(signature.outputs()), "}."));
+                          absl::StrJoin(GetMapKeys(signature.outputs()), ","),
+                          "}."));
     }
     if (seen_outputs.find(alias) != seen_outputs.end()) {
       return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index 6bea09f10a9..47a6809391e 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/strings/str_cat.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/contrib/session_bundle/session_bundle.h"
@@ -167,21 +168,31 @@ TEST_F(PredictImplTest, EmptyInputList) {
 TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   PredictRequest request;
   PredictResponse response;
+  auto inputs = request.mutable_inputs();
 
   ModelSpec* model_spec = request.mutable_model_spec();
   model_spec->set_name(kTestModelName);
   model_spec->mutable_version()->set_value(kTestModelVersion);
 
-  TensorProto tensor_proto;
-  tensor_proto.add_string_val("any_key");
-  tensor_proto.set_dtype(tensorflow::DT_STRING);
-  tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
-
-  auto inputs = request.mutable_inputs();
-  (*inputs)["key"] = tensor_proto;
-  EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
-      CallPredict(GetServerCore(), request, &response).code());
+  TensorProto tensor_proto1;
+  tensor_proto1.add_string_val("any_value");
+  tensor_proto1.set_dtype(tensorflow::DT_STRING);
+  tensor_proto1.mutable_tensor_shape()->add_dim()->set_size(1);
+  (*inputs)["unknown_key1"] = tensor_proto1;
+
+  TensorProto tensor_proto2;
+  tensor_proto2.add_float_val(1.0);
+  tensor_proto2.set_dtype(tensorflow::DT_FLOAT);
+  tensor_proto2.mutable_tensor_shape()->add_dim()->set_size(1);
+  (*inputs)["unknown_key2"] = tensor_proto2;
+
+  Status status = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(),
+              ::testing::HasSubstr("Sent extra: {unknown_key1,unknown_key2}"));
+  EXPECT_THAT(status.error_message(),
+              ::testing::HasSubstr(absl::StrCat("Missing but required: {",
+                                                kInputTensorKey, "}")));
 }
 
 TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
@@ -199,9 +210,11 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   request.add_output_filter("output_filter");
 
   // Output filter like this doesn't exist.
-  EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
-      CallPredict(GetServerCore(), request, &response).code());
+  Status status1 = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status1.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_THAT(status1.error_message(),
+              ::testing::HasSubstr(
+                  "output tensor alias not found in signature: output_filter"));
 
   request.clear_output_filter();
   request.add_output_filter(kOutputTensorKey);
@@ -209,9 +222,10 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   request.add_output_filter(kOutputTensorKey);
 
   // Duplicate output filter specified.
-  EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
-      CallPredict(GetServerCore(), request, &response).code());
+  Status status2 = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status2.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_THAT(status2.error_message(),
+              ::testing::HasSubstr("duplicate output tensor alias: y"));
 }
 
 TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
@@ -223,16 +237,17 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   model_spec->mutable_version()->set_value(kTestModelVersion);
 
   TensorProto tensor_proto;
-  tensor_proto.add_string_val("any_key");
+  tensor_proto.add_string_val("any_value");
   tensor_proto.set_dtype(tensorflow::DT_STRING);
   tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
   (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
   request.add_output_filter(kOutputTensorKey);
 
   // Input tensors are all wrong.
-  EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
-      CallPredict(GetServerCore(), request, &response).code());
+  Status status = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(),
+              ::testing::HasSubstr("to be float but string is provided"));
 }
 
 TEST_F(PredictImplTest, ModelMissingSignatures) {

From b3f5a6ec529e98aa327f58176d1ccd3bc695dbe3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 04:01:42 -0700
Subject: [PATCH 1552/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219275574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 924b1d94ba0..c949500e3ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "439fbb1262e7bf99b65781e449b00b3591e80f7b2af616e6c67b683fa47c387f",
-    git_commit = "e283ef23d9471882bef8a7f59150459d017fe5e6",
+    sha256 = "262326fcfcd3f38c026d590715cc537c11d39533e7e847b336d6c3a250d5822d",
+    git_commit = "bc3eef9ff0f8f36ac5ad163018741a7258e9a99e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dc9e71559c797a8656a75dbea83963c5608c9080 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 07:02:11 -0700
Subject: [PATCH 1553/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219292894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c949500e3ae..a8d4707f283 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "262326fcfcd3f38c026d590715cc537c11d39533e7e847b336d6c3a250d5822d",
-    git_commit = "bc3eef9ff0f8f36ac5ad163018741a7258e9a99e",
+    sha256 = "47c557c04582e7d052ccb37bc06170f533d72d592d1f4f1ed329a1d14a7b9e5e",
+    git_commit = "e21a4cb14795691b8e97a8373eb2d231ef97c3b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7094a0d9a48ca1f0b2f00294ba3722b37cc30fc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 14:02:06 -0700
Subject: [PATCH 1554/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219361416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8d4707f283..b8291878ac3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47c557c04582e7d052ccb37bc06170f533d72d592d1f4f1ed329a1d14a7b9e5e",
-    git_commit = "e21a4cb14795691b8e97a8373eb2d231ef97c3b9",
+    sha256 = "c84519c84266bfa44fd4be852a30b68d90ec8274d9b6eb5dd6edf8d2a3be8dac",
+    git_commit = "56d8aa6cbd862917596cc7a1d9d600ddc6a84a09",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4d227c270090bd4e8e906dac56b5208ed951f169 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 15:02:02 -0700
Subject: [PATCH 1555/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219372654
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8291878ac3..222ea88ec06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c84519c84266bfa44fd4be852a30b68d90ec8274d9b6eb5dd6edf8d2a3be8dac",
-    git_commit = "56d8aa6cbd862917596cc7a1d9d600ddc6a84a09",
+    sha256 = "b5e08a4a62d6906fbf99fba775f77bbd3fc6a3440cd05214c2fafc33eb9bb4ed",
+    git_commit = "ea42e8884392f7dc6a612ed7d316c7947628cd32",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af3e1a9fb5207a673377f86e7bd30eae3f5c244a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 16:02:18 -0700
Subject: [PATCH 1556/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219382915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 222ea88ec06..8ceeb59323a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5e08a4a62d6906fbf99fba775f77bbd3fc6a3440cd05214c2fafc33eb9bb4ed",
-    git_commit = "ea42e8884392f7dc6a612ed7d316c7947628cd32",
+    sha256 = "23765ec28951dbda19b759c7bd285c9e5918cc83217d6f84c5e04f846859bdb7",
+    git_commit = "616f9e466c105288456ee9fb0938d1c86cbb43e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 23c9f45f3f18a4a0f38efa2ce57e349191136cfd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 17:02:25 -0700
Subject: [PATCH 1557/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219392358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ceeb59323a..9c396046c0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23765ec28951dbda19b759c7bd285c9e5918cc83217d6f84c5e04f846859bdb7",
-    git_commit = "616f9e466c105288456ee9fb0938d1c86cbb43e8",
+    sha256 = "4b19448430114da0876b91527fcb1ec25c44e2dba5ac5cd7bebb102630f4e907",
+    git_commit = "6583e2cf2b81940ce052a7317fbcbab12a51bd75",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e9d434c3ead37186925fb71ee055e0425d0ca257 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 18:01:43 -0700
Subject: [PATCH 1558/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219400037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c396046c0f..7383f85785a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b19448430114da0876b91527fcb1ec25c44e2dba5ac5cd7bebb102630f4e907",
-    git_commit = "6583e2cf2b81940ce052a7317fbcbab12a51bd75",
+    sha256 = "958bd14855674cb4216f4ac31f8379e4c58ebcd29ccf63827e497558b4885780",
+    git_commit = "52caf951fb2df23047658c19269c2ada4285bad5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ff03b27312ffca7032edd33468fedd0259c029f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 19:01:47 -0700
Subject: [PATCH 1559/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219406067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7383f85785a..88bf9d03064 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "958bd14855674cb4216f4ac31f8379e4c58ebcd29ccf63827e497558b4885780",
-    git_commit = "52caf951fb2df23047658c19269c2ada4285bad5",
+    sha256 = "d3eaf6d59db67614a84c7bfc28f6cdf67e41b8bc0aebb82b1dc2801083e4dc96",
+    git_commit = "1c65726d45766ff0c4f435ade785f7442b8ac648",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f97a53442ae00b8da9f3810e9080d177a3dbec6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 20:01:58 -0700
Subject: [PATCH 1560/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219410464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88bf9d03064..addba32b408 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3eaf6d59db67614a84c7bfc28f6cdf67e41b8bc0aebb82b1dc2801083e4dc96",
-    git_commit = "1c65726d45766ff0c4f435ade785f7442b8ac648",
+    sha256 = "baa12f0bde3959e2f716578f6defcf5728e562a58f40104d8ec831f921bbc124",
+    git_commit = "95de98b58a35aaac2804716a70979e68596f3dae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62bc7a4a2bfd81cea031f87a2ed742e355bc3fa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Oct 2018 23:01:50 -0700
Subject: [PATCH 1561/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219423552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index addba32b408..7c849c782e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baa12f0bde3959e2f716578f6defcf5728e562a58f40104d8ec831f921bbc124",
-    git_commit = "95de98b58a35aaac2804716a70979e68596f3dae",
+    sha256 = "bf4683ed976014b3ef19ee0a74c836b21143dc87bfec2bd1ffca2036b89d1017",
+    git_commit = "7975807cd8171ffc9f69dd24651d6d7ccb389621",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80e38de8822a619f5c36e0e0c0933a49257130a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 01:01:58 -0700
Subject: [PATCH 1562/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219432407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c849c782e4..9b9000f36f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf4683ed976014b3ef19ee0a74c836b21143dc87bfec2bd1ffca2036b89d1017",
-    git_commit = "7975807cd8171ffc9f69dd24651d6d7ccb389621",
+    sha256 = "b507472c0bd79707a5d7628de5fc760752cef90fa9629c32ab47483ffeb1af12",
+    git_commit = "caff08f7a0863ab73678a9d36f5d97e0e8e9499b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 273a9f5906196a3222072173178618a991d382a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 05:01:51 -0700
Subject: [PATCH 1563/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219455175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b9000f36f0..c0e12da2118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b507472c0bd79707a5d7628de5fc760752cef90fa9629c32ab47483ffeb1af12",
-    git_commit = "caff08f7a0863ab73678a9d36f5d97e0e8e9499b",
+    sha256 = "90b0a70386148c8986e275ddf2655487e479b7743ad7ff2bed77a4bff9473cb0",
+    git_commit = "d053da5dff68869b1fa5ac71f2639cd7d9e73a3a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e196bb06a283ccf2a119b7a2663e364a7b5fbf8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 08:02:49 -0700
Subject: [PATCH 1564/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219473820
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0e12da2118..e2286ef2857 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90b0a70386148c8986e275ddf2655487e479b7743ad7ff2bed77a4bff9473cb0",
-    git_commit = "d053da5dff68869b1fa5ac71f2639cd7d9e73a3a",
+    sha256 = "710ca8985f3fb207a1532e17392d44a7088636f18ca98a54fff7a390a0eb12c7",
+    git_commit = "8e32976fd49c3dd8d823b4eeec649157b98b2a8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 359e14acd5475f57c7341c523452e7b7b8b3d3c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 10:01:57 -0700
Subject: [PATCH 1565/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219491360
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2286ef2857..2d24dbc3dff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "710ca8985f3fb207a1532e17392d44a7088636f18ca98a54fff7a390a0eb12c7",
-    git_commit = "8e32976fd49c3dd8d823b4eeec649157b98b2a8b",
+    sha256 = "3a1529358bae2fe4ca1599f4e051c5dbdf38757508e8ce3214b2eee97f0dc3bf",
+    git_commit = "7e9d19d39fdb8d10cd533bc5018348f973ae68da",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 74d7585bf5bda8da60d99dcdaf5219ec6e515100 Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Wed, 31 Oct 2018 12:52:41 -0700
Subject: [PATCH 1566/8103] Refactor books: - Move _menu_toc.yaml from
 versions/ to api_docs/ - Move _upper_tabs_versions.yaml from versions/ to
 api_docs/ - Consolidate _more_toc.yaml into api_docs/_book.yaml - Add links
 to ecosystem project api docs

PiperOrigin-RevId: 219522643
---
 tensorflow_serving/g3doc/_book.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 96a7bd24282..fb4c806aea8 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -1,7 +1,7 @@
 upper_tabs:
 # Tabs left of dropdown menu
 - include: /_upper_tabs_left.yaml
-- include: /versions/_upper_tabs_versions.yaml
+- include: /api_docs/_upper_tabs_api.yaml
 # Dropdown menu
 - name: Ecosystem
   path: /ecosystem

From 706d4f5e98804edf7cc19e63753385a9522b413b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 16:02:08 -0700
Subject: [PATCH 1567/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219553480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d24dbc3dff..f2f1e0593b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a1529358bae2fe4ca1599f4e051c5dbdf38757508e8ce3214b2eee97f0dc3bf",
-    git_commit = "7e9d19d39fdb8d10cd533bc5018348f973ae68da",
+    sha256 = "cfb80f7d880fd2fd6386d5b548d53261b4917218be16393849cd77b6e91f5d64",
+    git_commit = "ba1e7f71396b54ca4d02161d511c86f84c818ee3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b6d4ddf8baa9b3f942d5169f34aa471c34354d0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 17:01:56 -0700
Subject: [PATCH 1568/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219561795
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2f1e0593b7..a661dc5a794 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfb80f7d880fd2fd6386d5b548d53261b4917218be16393849cd77b6e91f5d64",
-    git_commit = "ba1e7f71396b54ca4d02161d511c86f84c818ee3",
+    sha256 = "3cd89a9db7825587f2915aa541612f231944d15c77003ba9607c48ae934efd21",
+    git_commit = "a22c5594d3a40932cf9a5926284929ae0640426e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 91e396afa42feffa04119ed45fa767b10f96b2d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Oct 2018 20:01:53 -0700
Subject: [PATCH 1569/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219577040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a661dc5a794..f9cb325d5c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cd89a9db7825587f2915aa541612f231944d15c77003ba9607c48ae934efd21",
-    git_commit = "a22c5594d3a40932cf9a5926284929ae0640426e",
+    sha256 = "0f33d78d4c7e35bde7467bca321f883c2ad0ef9130a3d82c7c6430c5405b50ce",
+    git_commit = "bef87d7cd8f68f2ac80330dcf311579038aa89ff",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9c2005972d0b33aa3af7194505b7aae37f9c7ab8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 04:01:49 -0700
Subject: [PATCH 1570/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219613202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9cb325d5c1..1a257874937 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f33d78d4c7e35bde7467bca321f883c2ad0ef9130a3d82c7c6430c5405b50ce",
-    git_commit = "bef87d7cd8f68f2ac80330dcf311579038aa89ff",
+    sha256 = "e6e6ae49d9f1e402913862f03bb0f828b7e29b40731e53d8087c50e39502904c",
+    git_commit = "4b46a399d7a5a5c9cc262d08e0df1217364a5b9f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a08aa2a96001d2be33cb6a1cbe711a9c92a9e55c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 09:02:46 -0700
Subject: [PATCH 1571/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219642855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a257874937..69bc5302a1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6e6ae49d9f1e402913862f03bb0f828b7e29b40731e53d8087c50e39502904c",
-    git_commit = "4b46a399d7a5a5c9cc262d08e0df1217364a5b9f",
+    sha256 = "1e18f681cf30d7aac696cfe91ee40dcdbf1b6d3c8c4d829ff9396dd8f61d2f70",
+    git_commit = "b21a78132f73f68bf636ba8e491d7f52a55523b3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6697a3d99635c3e6e4bc6003594f7c941a5a650a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 11:02:12 -0700
Subject: [PATCH 1572/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219663179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69bc5302a1c..9f381060c27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e18f681cf30d7aac696cfe91ee40dcdbf1b6d3c8c4d829ff9396dd8f61d2f70",
-    git_commit = "b21a78132f73f68bf636ba8e491d7f52a55523b3",
+    sha256 = "79d0e1f63fe519cbec05271cfb502c16e24db4b324ac6a93a1453cb10927ae92",
+    git_commit = "b83f7207a55ac60e9fda2b57a766e6db563a5b88",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 676fa6566dbdc72b5ddadc520b390381f13993c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 12:58:21 -0700
Subject: [PATCH 1573/8103] Removed unnecessary dependency in
 static_source_router.

PiperOrigin-RevId: 219683218
---
 tensorflow_serving/core/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 66ba8ee04fc..a3b15aae43b 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -205,7 +205,6 @@ cc_library(
     deps = [
         ":source_router",
         "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:tensorflow",
     ],
 )
 

From 2446a1c237e8cebb953b8f349060b4dcefe1b2c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 17:02:00 -0700
Subject: [PATCH 1574/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219724387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f381060c27..0d4ea189f12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79d0e1f63fe519cbec05271cfb502c16e24db4b324ac6a93a1453cb10927ae92",
-    git_commit = "b83f7207a55ac60e9fda2b57a766e6db563a5b88",
+    sha256 = "b54b1dc8960305df01460ab322cbcda410763cdc9238e2dc12e5d51159b86c4c",
+    git_commit = "0fe671dd0a14614edbbd50397777def3bff770cc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e81354b30b441f473f7747f74ba9de1e195f8747 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Nov 2018 20:01:57 -0700
Subject: [PATCH 1575/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219741619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d4ea189f12..60aae71cbb2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b54b1dc8960305df01460ab322cbcda410763cdc9238e2dc12e5d51159b86c4c",
-    git_commit = "0fe671dd0a14614edbbd50397777def3bff770cc",
+    sha256 = "01c37be4b7e28c214b1cbc0a2f4f3f14437b5428cbc29432c1095897e4260f37",
+    git_commit = "a61fff3e1291ebc482fd6311bab013129d5fcf9e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee7e02b4e83378e45948a7ad71ad2676c54ffb30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Nov 2018 00:01:53 -0700
Subject: [PATCH 1576/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219757438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60aae71cbb2..a8c70fa50a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01c37be4b7e28c214b1cbc0a2f4f3f14437b5428cbc29432c1095897e4260f37",
-    git_commit = "a61fff3e1291ebc482fd6311bab013129d5fcf9e",
+    sha256 = "f3a372c9a4f90c566926fe6250488fec70dad63090f5ee65308bfccd46c5ebcf",
+    git_commit = "a2f2c7b035fa8023d66146564afcb298fa8a379d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84777e398310e555353aebe191e032d83f5224ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Nov 2018 07:02:33 -0700
Subject: [PATCH 1577/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219792501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8c70fa50a6..8d800955f6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3a372c9a4f90c566926fe6250488fec70dad63090f5ee65308bfccd46c5ebcf",
-    git_commit = "a2f2c7b035fa8023d66146564afcb298fa8a379d",
+    sha256 = "3e44e7a225df55dbf23285660c8a842aef5992ca9f2971e6bfc2e62d35870b36",
+    git_commit = "1626046c80ead2bfce4f399db6db014ee3bbd14e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6e2890cfed0ba6c1e8d02207c451bb17755535f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Nov 2018 11:02:10 -0700
Subject: [PATCH 1578/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219827221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d800955f6c..442d4f897f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e44e7a225df55dbf23285660c8a842aef5992ca9f2971e6bfc2e62d35870b36",
-    git_commit = "1626046c80ead2bfce4f399db6db014ee3bbd14e",
+    sha256 = "8f4a38c077a8a429d01211c39ad351bdb3bdf38691647b193b2efeefe9962b0c",
+    git_commit = "5e2ddbd81c1e48fcdbaf75781a7bd6a52e5718b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0b852e61deb57e24b309849ce3b7e80ac7f2dd13 Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Fri, 2 Nov 2018 11:26:46 -0700
Subject: [PATCH 1579/8103] Add blog post to landing page

PiperOrigin-RevId: 219831953
---
 tensorflow_serving/g3doc/_index.yaml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
index 5a7f28f6248..5936dadff3b 100644
--- a/tensorflow_serving/g3doc/_index.yaml
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -36,17 +36,17 @@ landing_page:
 
   - classname: devsite-landing-row-cards
     items:
+    - heading: "Serving ML Quickly with TensorFlow&nbsp;Serving and Docker"
+      image_path: /ecosystem/images/tf-logo-card-16x9.png
+      path: https://medium.com/tensorflow/serving-ml-quickly-with-tensorflow-serving-and-docker-7df7094aa008
+      buttons:
+      - label: Read on TensorFlow blog
+        path: https://medium.com/tensorflow/serving-ml-quickly-with-tensorflow-serving-and-docker-7df7094aa008
     - heading: "TensorFlow Serving at the Dev&nbsp;Summit"
       youtube_id: q_IkJcPyNl0
       buttons:
       - label: Watch the video
         path: https://www.youtube.com/watch?v=q_IkJcPyNl0
-    - heading: Running your models in production with TensorFlow Serving
-      image_path: /ecosystem/images/google-research-card-16x9.png
-      path: https://ai.googleblog.com/2016/02/running-your-models-in-production-with.html
-      buttons:
-      - label: Read on Google Research blog
-        path: https://ai.googleblog.com/2016/02/running-your-models-in-production-with.html
     - heading: TensorFlow Serving on GitHub
       image_path: /ecosystem/images/github-card-16x9.png
       path: https://github.com/tensorflow/serving

From 312355496fb0f651818bb619337c0df501c622d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Nov 2018 17:01:57 -0700
Subject: [PATCH 1580/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219885284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 442d4f897f1..c6bd164801f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f4a38c077a8a429d01211c39ad351bdb3bdf38691647b193b2efeefe9962b0c",
-    git_commit = "5e2ddbd81c1e48fcdbaf75781a7bd6a52e5718b1",
+    sha256 = "c2ee25559c8ef827a244ad14519b0690a387a24b143d988d77af2ebdbd3cd198",
+    git_commit = "0aef06590ec461e2e52dbf872dde85e64978e8f9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 915108955e7c4afd6b4a2287d6d61c4a6770f2c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Nov 2018 00:01:54 -0700
Subject: [PATCH 1581/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219911346
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6bd164801f..37806038297 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2ee25559c8ef827a244ad14519b0690a387a24b143d988d77af2ebdbd3cd198",
-    git_commit = "0aef06590ec461e2e52dbf872dde85e64978e8f9",
+    sha256 = "50c86490f2ab2ec74e1cf407db3ded74c08b32ded16ed5d20ff2b0aca813ed7d",
+    git_commit = "6aac0dcc8d72b3e5ad74d7d4168e31128f1a18ce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 64832c669cb9918c5f3d1270fb0fd2b76a428a77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Nov 2018 04:01:38 -0700
Subject: [PATCH 1582/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219925849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37806038297..2675bfb7d06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50c86490f2ab2ec74e1cf407db3ded74c08b32ded16ed5d20ff2b0aca813ed7d",
-    git_commit = "6aac0dcc8d72b3e5ad74d7d4168e31128f1a18ce",
+    sha256 = "18fafec1de47221dba00318293189a816e0057cc845d1965d4150222e259fda8",
+    git_commit = "4f2a9acaff04bb81684c2b49c955f296315473ac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3dd66e4f07ddff6eac3d081ee69bbb7234e51564 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Nov 2018 11:02:00 -0700
Subject: [PATCH 1583/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 219942286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2675bfb7d06..03530ea8004 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18fafec1de47221dba00318293189a816e0057cc845d1965d4150222e259fda8",
-    git_commit = "4f2a9acaff04bb81684c2b49c955f296315473ac",
+    sha256 = "2f6039bb0e9790d09e05273e1106fe65cdc0d45ee80f635d9a8b68f1eeb675e9",
+    git_commit = "953ecfd6bb885dc9821b284c103ca6dc279e3888",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61c290f54149aed35eb7ea1eb4e249af7d909aff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Nov 2018 09:01:55 -0800
Subject: [PATCH 1584/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220002923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03530ea8004..224c4204590 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f6039bb0e9790d09e05273e1106fe65cdc0d45ee80f635d9a8b68f1eeb675e9",
-    git_commit = "953ecfd6bb885dc9821b284c103ca6dc279e3888",
+    sha256 = "7be93867b9191f18782b888fd112b476d6d5538dd4b7c3dba8728e42673ad4cf",
+    git_commit = "718e991578752e6c388063c3847d6a56ef713828",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6c684ad0334348e64da695c6a90dd51f1cb7be62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Nov 2018 17:01:42 -0800
Subject: [PATCH 1585/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220024945
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 224c4204590..33d6d7217f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7be93867b9191f18782b888fd112b476d6d5538dd4b7c3dba8728e42673ad4cf",
-    git_commit = "718e991578752e6c388063c3847d6a56ef713828",
+    sha256 = "8cd0694a4f8c06109744f7f89b4868ac5e1a72c42e8139c8eba593e4ae9857ed",
+    git_commit = "50397855a83f166c6d531fb18965d63d633ca021",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f06ca424390b74756b8e28be4ee1563b558c901c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Nov 2018 22:01:44 -0800
Subject: [PATCH 1586/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220042420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33d6d7217f7..bb5c920dcbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cd0694a4f8c06109744f7f89b4868ac5e1a72c42e8139c8eba593e4ae9857ed",
-    git_commit = "50397855a83f166c6d531fb18965d63d633ca021",
+    sha256 = "df80b1ed0b6693607e4d5772f20e6963dd6d70652cfc4fabc3de84600d58a52f",
+    git_commit = "6a0b536a779f485edc25f6a11335b5e640acc8ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 701c6bc2e9b3d1cb2a692d81b4565fb2bdb50bbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 00:02:00 -0800
Subject: [PATCH 1587/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220049582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb5c920dcbc..f259b97a02b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df80b1ed0b6693607e4d5772f20e6963dd6d70652cfc4fabc3de84600d58a52f",
-    git_commit = "6a0b536a779f485edc25f6a11335b5e640acc8ab",
+    sha256 = "6d67bc6e57bef42b2377a415f388bab8f0f4382c8888dd50f08265290f4a3891",
+    git_commit = "aaecc4ec5e1d548d62834ac78da5de910ff58daa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 78ccd3390b3645f9f7f9575bf70240bfd4c13f0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 03:02:08 -0800
Subject: [PATCH 1588/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220069300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f259b97a02b..a4a45bbc11e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d67bc6e57bef42b2377a415f388bab8f0f4382c8888dd50f08265290f4a3891",
-    git_commit = "aaecc4ec5e1d548d62834ac78da5de910ff58daa",
+    sha256 = "2eb69c5e051dfa39bbdcbf45d5e90adb20cb7492e18273258920f85f15f5d9b3",
+    git_commit = "e66dce03cf5159a36434899c4e8a4c1d13bf07cf",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 665b9ed390e179ce2d30437180b1c50f7bdf4fd7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 05:01:47 -0800
Subject: [PATCH 1589/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220080860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4a45bbc11e..0daf4e2757d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2eb69c5e051dfa39bbdcbf45d5e90adb20cb7492e18273258920f85f15f5d9b3",
-    git_commit = "e66dce03cf5159a36434899c4e8a4c1d13bf07cf",
+    sha256 = "32ab7edf5547781a776749cea69cf4380e14ca9cf2f09ebbb854206cc2306edf",
+    git_commit = "b3050e86b8bc15d7c14ef645c0d5869c8b192013",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 161a32f5c012595cd40abd9d88d19ad017be17a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 10:02:06 -0800
Subject: [PATCH 1590/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220122273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0daf4e2757d..3a08158dd39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32ab7edf5547781a776749cea69cf4380e14ca9cf2f09ebbb854206cc2306edf",
-    git_commit = "b3050e86b8bc15d7c14ef645c0d5869c8b192013",
+    sha256 = "e403b80931e516b76bacc84e12e542c601ffca19e6a0650862a36103c54ee6cc",
+    git_commit = "32d73e410769228c78e100bc55242ac40e7875fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 698bb9a72aad3c198675a75de9ded8a98e20a7d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 11:01:51 -0800
Subject: [PATCH 1591/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220134290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a08158dd39..6343b7e6fbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e403b80931e516b76bacc84e12e542c601ffca19e6a0650862a36103c54ee6cc",
-    git_commit = "32d73e410769228c78e100bc55242ac40e7875fe",
+    sha256 = "dd1a8374d0543288346bed962fd666e1a998906d61dbe43e4aae4bb1716bc94f",
+    git_commit = "98f7a6760aab4c40c7eb2aebc14b2a9e96f9269a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa3a491e600e3915677508ea1910bbc78b9f1d55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 13:25:48 -0800
Subject: [PATCH 1592/8103] Adding links to the TensorFlow Serving APIs

PiperOrigin-RevId: 220161315
---
 tensorflow_serving/g3doc/_book.yaml | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index fb4c806aea8..95f253ea06a 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -13,6 +13,12 @@ upper_tabs:
     other:
     - name: Guide
       contents:
+      - heading: Quick Start
+      - title: "Server: Use TensorFlow Serving with Docker"
+        path: /serving/docker
+      - title: "Client: REST API"
+        path: /serving/api_rest
+      - heading: Understanding TensorFlow Serving
       - title: Overview
         path: /serving/overview
       - title: Installation
@@ -36,7 +42,8 @@ upper_tabs:
     - name: API
       skip_translation: true
       contents:
-      - heading: C++ reference
-      - title: All symbols
+      - heading: Serving APIs
+      - title: Server API (C++)
         path: /serving/api_docs/cc/
-      - include: /serving/api_docs/cc/_doxygen.yaml
+      - title: Client API (REST)
+        path: /serving/api_rest/

From 576236e3cf8b2e7f4d222400426098ca204d9952 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 19:01:51 -0800
Subject: [PATCH 1593/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220212265
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6343b7e6fbc..fc50682d390 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd1a8374d0543288346bed962fd666e1a998906d61dbe43e4aae4bb1716bc94f",
-    git_commit = "98f7a6760aab4c40c7eb2aebc14b2a9e96f9269a",
+    sha256 = "2b750a590a1dc5e313040a8fb38447aef9904b22387dee53008105a7dbcb96e0",
+    git_commit = "db473ed111fdb87cd1796ac0c444fcb7254ec0f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b7e607a6d2d54a2b9eeeaee097473b40c1e33bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Nov 2018 20:02:03 -0800
Subject: [PATCH 1594/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220217244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc50682d390..a060ce75a19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b750a590a1dc5e313040a8fb38447aef9904b22387dee53008105a7dbcb96e0",
-    git_commit = "db473ed111fdb87cd1796ac0c444fcb7254ec0f0",
+    sha256 = "c956c0761483d0adfd9325a41d51ee9e196a0db2bf48444314bd3ff4b5c7f0dc",
+    git_commit = "70ccf4212035170c5411c931d5e5957afafc6ff1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b81453e865edc30ceaec47c69ea173a019d064c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 01:01:59 -0800
Subject: [PATCH 1595/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220239799
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a060ce75a19..aec9486e685 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c956c0761483d0adfd9325a41d51ee9e196a0db2bf48444314bd3ff4b5c7f0dc",
-    git_commit = "70ccf4212035170c5411c931d5e5957afafc6ff1",
+    sha256 = "51954a4bf66d4d93b08292aeaea47e3e966c2439f7c67035d7ee2bfc4b35a473",
+    git_commit = "1c73bd639bce5440a542c711f767a32a6b573ba4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 582bb39876453c458f8e4c93ef5a338d9494e48a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 05:01:53 -0800
Subject: [PATCH 1596/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220262992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aec9486e685..37f0caf2ac2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51954a4bf66d4d93b08292aeaea47e3e966c2439f7c67035d7ee2bfc4b35a473",
-    git_commit = "1c73bd639bce5440a542c711f767a32a6b573ba4",
+    sha256 = "56df745acaeab04fdf3e3c84826d2578f416c61c13df62858993452620085dd6",
+    git_commit = "6fc90a958d678c9f79c7761b5df263b95926e10c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3a64efbcd48296c94a33129c647a35971d5c1e29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 07:02:27 -0800
Subject: [PATCH 1597/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220274733
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37f0caf2ac2..41a3c413b16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56df745acaeab04fdf3e3c84826d2578f416c61c13df62858993452620085dd6",
-    git_commit = "6fc90a958d678c9f79c7761b5df263b95926e10c",
+    sha256 = "4c179d4c2bc697e7891d5329d09ab6749a82d3a85099c1ab4e59c3340c40db83",
+    git_commit = "a9b647d2ea65c7bd77deb06b10f1e5e95a6092ef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 048c05bc49040745fdc555fd4b878299811f6841 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 08:02:17 -0800
Subject: [PATCH 1598/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220282563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41a3c413b16..768d3e88ff8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c179d4c2bc697e7891d5329d09ab6749a82d3a85099c1ab4e59c3340c40db83",
-    git_commit = "a9b647d2ea65c7bd77deb06b10f1e5e95a6092ef",
+    sha256 = "b6b681bafa16626a230a8a8f9bdcb7f4ee98f5adf4bd8bb08a0a149866b91ce1",
+    git_commit = "1e7b4eadb0b1ff5fdd0ae8915d558b934d19a168",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4b0d98092ff92965baff59dbe52aafd317b2f47d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 09:02:05 -0800
Subject: [PATCH 1599/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220291585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 768d3e88ff8..04625b0d2f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6b681bafa16626a230a8a8f9bdcb7f4ee98f5adf4bd8bb08a0a149866b91ce1",
-    git_commit = "1e7b4eadb0b1ff5fdd0ae8915d558b934d19a168",
+    sha256 = "2faaa921c1441e993c1f1031645ed7b448a259f6082f2df3cc60c11927f1a3f3",
+    git_commit = "366dd0eabccbf5bf968c16cb985e79efffdf098a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1391fd15ce196899af713c53e26a9a4050dc0113 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 12:01:56 -0800
Subject: [PATCH 1600/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220325520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04625b0d2f3..43636230257 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2faaa921c1441e993c1f1031645ed7b448a259f6082f2df3cc60c11927f1a3f3",
-    git_commit = "366dd0eabccbf5bf968c16cb985e79efffdf098a",
+    sha256 = "4763f3ce3403ec92da8b84ecf6b080faa2d325e41ffa43ba4ea9ded671b47dd7",
+    git_commit = "8cbbc1bc51e78765b02d88702fefa3469cebb2e2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f58e4fb8f8295a6801c640e9915d995f84fcd69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 13:02:18 -0800
Subject: [PATCH 1601/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220336378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43636230257..a85174bdd03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4763f3ce3403ec92da8b84ecf6b080faa2d325e41ffa43ba4ea9ded671b47dd7",
-    git_commit = "8cbbc1bc51e78765b02d88702fefa3469cebb2e2",
+    sha256 = "51b15915c2d3a3b8c7a4267f360b40a989fab617e1aef05aeb7e3200759de8d9",
+    git_commit = "f9e169ee10454138296aa425f336bec4d847c64f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1e417fb034037f41e6d75b43da1b2a1e0bd47e84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Nov 2018 14:02:06 -0800
Subject: [PATCH 1602/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 220347326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a85174bdd03..8e7e539c7de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51b15915c2d3a3b8c7a4267f360b40a989fab617e1aef05aeb7e3200759de8d9",
-    git_commit = "f9e169ee10454138296aa425f336bec4d847c64f",
+    sha256 = "afe81dc3c5f9a3a1ba2ad889f009309694b024e757c0279206543a20289a9f86",
+    git_commit = "0130d4a67a2bf933710a0e575ad9713f1862a8f2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff796b10206de9a8738e792346b1b1dd22c7091c Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Wed, 7 Nov 2018 10:27:03 -0800
Subject: [PATCH 1603/8103] Fix book.yaml Remove 'via'

PiperOrigin-RevId: 220486241
---
 tensorflow_serving/g3doc/_book.yaml         |  4 ----
 tensorflow_serving/g3doc/custom_servable.md |  2 +-
 tensorflow_serving/g3doc/docker.md          | 10 +++++-----
 tensorflow_serving/g3doc/overview.md        |  2 +-
 tensorflow_serving/g3doc/setup.md           |  2 +-
 5 files changed, 8 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 95f253ea06a..8f64a4108be 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -25,12 +25,8 @@ upper_tabs:
         path: /serving/setup
       - title: Serve a TensorFlow model
         path: /serving/serving_basic
-      - title: REST API
-        path: /serving/api_rest
       - title: Build a TensorFlow ModelServer
         path: /serving/serving_advanced
-      - title: Use TensorFlow Serving with Docker
-        path: /serving/docker
       - title: Use TensorFlow Serving with Kubernetes
         path: /serving/serving_kubernetes
       - title: Create a new kind of servable
diff --git a/tensorflow_serving/g3doc/custom_servable.md b/tensorflow_serving/g3doc/custom_servable.md
index 28cce071d0b..a7333871414 100644
--- a/tensorflow_serving/g3doc/custom_servable.md
+++ b/tensorflow_serving/g3doc/custom_servable.md
@@ -30,7 +30,7 @@ document).
 
 In addition to your `Loader`, you will need to define a `SourceAdapter` that
 instantiates a `Loader` from a given storage path. Most simple use-cases can
-specify the two objects concisely via the `SimpleLoaderSourceAdapter` class
+specify the two objects concisely with the `SimpleLoaderSourceAdapter` class
 (in `core/simple_loader.h`). Advanced use-cases may opt to specify `Loader` and
 `SourceAdapter` classes separately using the lower-level APIs, e.g. if the
 `SourceAdapter` needs to retain some state, and/or if state needs to be shared
diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index dfbfaba70dd..456fc82ba44 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -1,6 +1,6 @@
-# Using TensorFlow Serving via Docker
+# Using TensorFlow Serving with Docker
 
-One of the easiest ways to get started using TensorFlow Serving is via
+One of the easiest ways to get started using TensorFlow Serving is with
 [Docker](http://www.docker.com/).
 
 ## Installing Docker
@@ -136,8 +136,8 @@ deploy and will load your model for serving on startup.
 
 ### Serving example
 
-Let's run through a full example where we load a SavedModel and call it via the
-REST API. First pull the serving image:
+Let's run through a full example where we load a SavedModel and call it using
+the REST API. First pull the serving image:
 
 ```shell
 docker pull tensorflow/serving
@@ -209,7 +209,7 @@ details, see [running a serving image](#running-a-serving-image).
 ### GPU Serving example
 
 Let's run through a full example where we load a model with GPU-bound ops and
-call it via the REST API.
+call it using the REST API.
 
 First install [`nvidia-docker`](#install-nvidia-docker). Next you can pull the
 latest TensorFlow Serving GPU docker image by running:
diff --git a/tensorflow_serving/g3doc/overview.md b/tensorflow_serving/g3doc/overview.md
index 4a85ae1982b..c24f59b0d9a 100644
--- a/tensorflow_serving/g3doc/overview.md
+++ b/tensorflow_serving/g3doc/overview.md
@@ -121,7 +121,7 @@ TensorFlow Serving Managers provide a simple, narrow interface --
 
 ### Core
 
-**TensorFlow Serving Core** manages (via standard TensorFlow Serving APIs) the
+Using the standard TensorFlow Serving APis, *TensorFlow Serving Core* manages the
 following aspects of servables:
 
   * lifecycle
diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 70429202244..ccc419e7d45 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -4,7 +4,7 @@
 
 ### Installing using Docker
 
-The easiest and most straight-forward way of using TensorFlow Serving is via
+The easiest and most straight-forward way of using TensorFlow Serving is with
 [Docker images](docker.md). We highly recommend this route unless you have
 specific needs that are not addressed by running in a container.
 

From 79076e629f171ea021374d63b19c104602c789fd Mon Sep 17 00:00:00 2001
From: wenboz <wenboz@google.com>
Date: Wed, 7 Nov 2018 19:45:02 -0800
Subject: [PATCH 1604/8103] No public changes.

PiperOrigin-RevId: 220571517
---
 .../util/net_http/compression/gzip_zlib.cc    |  6 ++++--
 .../util/net_http/compression/gzip_zlib.h     |  2 +-
 .../net_http/compression/gzip_zlib_test.cc    |  6 ++++--
 .../server/internal/evhttp_request.cc         | 16 ++++++++-------
 .../net_http/server/internal/evhttp_request.h |  3 ++-
 .../server/public/server_request_interface.h  | 20 ++++++++++++++-----
 6 files changed, 35 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
index 1ce8820f0bd..a1e54a493b5 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -22,6 +22,8 @@ limitations under the License.
 #include <cassert>
 #include <cstring>
 
+#include <memory>
+
 #include "absl/base/casts.h"
 #include "absl/base/internal/raw_logging.h"
 #include "absl/base/macros.h"
@@ -805,12 +807,12 @@ int ZLib::UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
 
   *destLen = uncompress_length;
 
-  *dest = (Bytef *)malloc(*destLen);
+  *dest = std::allocator<Bytef>().allocate(*destLen);
   if (*dest == nullptr) return Z_MEM_ERROR;
 
   const int retval = Uncompress(*dest, destLen, source, sourceLen);
   if (retval != Z_OK) {  // just to make life easier for them
-    free(*dest);
+    std::allocator<Bytef>().deallocate(*dest, *destLen);
     *dest = nullptr;
   }
   return retval;
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.h b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
index 6ad674d9537..fbec6b0efc2 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.h
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
@@ -177,7 +177,7 @@ class ZLib {
   uLongf GzipUncompressedLength(const Bytef *source, uLong len);
 
   // Special helper function to help uncompress gzipped documents:
-  // We'll allocate (with malloc) a destination buffer exactly big
+  // We'll allocate (via std::allocator) a destination buffer exactly big
   // enough to hold the gzipped content.  We set dest and destLen.
   // If we don't return Z_OK, *dest will be NULL, otherwise you
   // should free() it when you're done with it.
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
index 394d170531d..2aa47452d68 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
@@ -359,7 +359,9 @@ void TestGzip(ZLib* zlib, const std::string& uncompbuf_str) {
   EXPECT_EQ(uncomplen, uncomplen2) << "Uncompression mismatch!";
   EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen))
       << "Uncompression mismatch!";
-  if (tmpbuf) free(tmpbuf);
+  if (tmpbuf) {
+    std::allocator<char>().deallocate(tmpbuf, uncomplen2);
+  }
 }
 
 void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
@@ -499,7 +501,7 @@ TEST(ZLibTest, HugeCompression) {
   std::string uncompbuf(HUGE_DATA_SIZE, 'A');
 
   ZLib zlib;
-  zlib.SetCompressionLevel(6);
+  zlib.SetCompressionLevel(1);  //  as fast as possible
   TestCompression(&zlib, uncompbuf, nullptr);
 }
 
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 309353a1a7b..16dcbbfc640 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -146,7 +146,7 @@ void EvHTTPRequest::WriteResponseString(absl::string_view data) {
   WriteResponseBytes(data.data(), static_cast<int64_t>(data.size()));
 }
 
-std::unique_ptr<char, FreeDeleter> EvHTTPRequest::ReadRequestBytes(
+std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
     int64_t* size) {
   evbuffer* input_buf =
       evhttp_request_get_input_buffer(parsed_request_->request);
@@ -162,22 +162,24 @@ std::unique_ptr<char, FreeDeleter> EvHTTPRequest::ReadRequestBytes(
     return nullptr;  // EOF
   }
 
-  void* block = malloc(*buf_size);
+  char* block = std::allocator<char>().allocate(*buf_size);
   int ret = evbuffer_remove(input_buf, block, *buf_size);
 
   if (ret != *buf_size) {
     ABSL_RAW_LOG(ERROR, "Unexpected: read less than specified num_bytes : %zu",
                  *buf_size);
-    free(block);
+    std::allocator<char>().deallocate(block, *buf_size);
     *buf_size = 0;
     return nullptr;  // don't return corrupted buffer
   }
 
   // Uncompress the entire body
   if (NeedUncompressGzipContent()) {
-    void* new_block;
-    UncompressGzipContent(block, *buf_size, &new_block, buf_size);
-    free(block);
+    char* new_block;
+    size_t orig_size = *buf_size;
+    UncompressGzipContent(block, orig_size,
+                          reinterpret_cast<void**>(&new_block), buf_size);
+    std::allocator<char>().deallocate(block, orig_size);
     if (new_block != nullptr) {
       block = new_block;
     } else {
@@ -187,7 +189,7 @@ std::unique_ptr<char, FreeDeleter> EvHTTPRequest::ReadRequestBytes(
     }
   }
 
-  return std::unique_ptr<char, FreeDeleter>(static_cast<char*>(block));
+  return std::unique_ptr<char[], BlockDeleter>(block, BlockDeleter(*buf_size));
 }
 
 bool EvHTTPRequest::NeedUncompressGzipContent() {
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index 7894b368a74..98d53d99207 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -79,7 +79,8 @@ class EvHTTPRequest final : public ServerRequestInterface {
 
   void WriteResponseString(absl::string_view data) override;
 
-  std::unique_ptr<char, FreeDeleter> ReadRequestBytes(int64_t* size) override;
+  std::unique_ptr<char[], BlockDeleter> ReadRequestBytes(
+      int64_t* size) override;
 
   absl::string_view GetRequestHeader(absl::string_view header) const override;
 
diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index 9fd0c125f1f..e8439c17918 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -40,9 +40,18 @@ namespace tensorflow {
 namespace serving {
 namespace net_http {
 
-// To be used with std::unique_ptr<char>
-struct FreeDeleter {
-  inline void operator()(char* ptr) const { free(ptr); }
+// To be used with memory blocks returned via std::unique_ptr<char[]>
+struct BlockDeleter {
+ public:
+  BlockDeleter() : size_(0) {}  // nullptr
+  explicit BlockDeleter(int64_t size) : size_(size) {}
+  inline void operator()(char* ptr) const {
+    // TODO: c++14 ::operator delete[](ptr, size_t)
+    std::allocator<char>().deallocate(ptr, static_cast<std::size_t>(size_));
+  }
+
+ private:
+  int64_t size_;
 };
 
 class ServerRequestInterface {
@@ -84,11 +93,12 @@ class ServerRequestInterface {
   // to the caller. Returns nullptr when EOF is reached or when there
   // is no request body.
   //
-  // The returned memory will be "free-ed" via the custom Deleter.
+  // The returned memory will be "free-ed" via the custom Deleter. Do not
+  // release the memory manually as its allocator is subject to change.
   //
   // Note this is not a streaming read API in that the complete request body
   // should have already been received.
-  virtual std::unique_ptr<char, FreeDeleter> ReadRequestBytes(
+  virtual std::unique_ptr<char[], BlockDeleter> ReadRequestBytes(
       int64_t* size) = 0;
 
   // Returns the first value, including "", associated with a request

From 3fdaaea69cbd065fa1507e933dffc48de8051676 Mon Sep 17 00:00:00 2001
From: robertcrowe <robertcrowe@google.com>
Date: Thu, 8 Nov 2018 17:22:18 -0800
Subject: [PATCH 1605/8103] Improved navigation for Serving and TFX

PiperOrigin-RevId: 220728732
---
 tensorflow_serving/g3doc/_book.yaml  |  5 ++++
 tensorflow_serving/g3doc/_index.yaml | 35 ++++++++++++++++++++++++++++
 2 files changed, 40 insertions(+)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 8f64a4108be..5bdb3410be3 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -35,6 +35,11 @@ upper_tabs:
         path: /serving/custom_source
       - title: SignatureDefs in SavedModel for TensorFlow Serving
         path: /serving/signature_defs
+    - name: TFX
+      contents:
+      - title: TFX
+        path: /tfx
+        status: external
     - name: API
       skip_translation: true
       contents:
diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
index 5936dadff3b..2b864ddcd92 100644
--- a/tensorflow_serving/g3doc/_index.yaml
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -14,6 +14,41 @@ landing_page:
         keeping the same server architecture and APIs. TensorFlow Serving
         provides out-of-the-box integration with TensorFlow models, but can be
         easily extended to serve other types of models and data.
+        
+        h3 style='margin-top:1.5em; margin-bottom:0.5em'>Create a production pipeline</h3>
+        You can create a production pipeline by adding other components from
+        TensorFlow Extended (TFX) to your TensorFlow Serving deployment.  TFX includes
+        components that enable your production deployment to monitor and validate your
+        data, create engineered features, and analyze your model's results.  Along with
+        TensorFlow Serving, TFX also includes:
+      list:
+      - heading: TensorFlow Data Validation
+        description: >
+          A library for exploring and validating machine learning data.
+        path: /tfx/data_validation
+        icon:
+          icon_name: chevron_right
+          foreground: theme
+          background: grey
+      - heading: TensorFlow Transform
+        description: >
+          Perform full-pass analyze phases over data to create transformation
+          graphs that are consistently applied during training and serving.
+        path: /tfx/transform
+        icon:
+          icon_name: chevron_right
+          foreground: theme
+          background: grey
+      - heading: TensorFlow Model Analysis
+        description: >
+          Libraries and visualization components to compute full-pass and sliced
+          model metrics over large datasets, and analyze them in a notebook.
+        path: /tfx/model_analysis
+        icon:
+          icon_name: chevron_right
+          foreground: theme
+          background: grey
+
       code_block: |
         <pre class="prettyprint lang-bsh">
         # Download the TensorFlow Serving Docker image and repo

From 4c7e072ffee5f8ab1a0f0b1ccfdb2274d77b600e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Nov 2018 22:01:39 -0800
Subject: [PATCH 1606/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 221037359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e7e539c7de..56f38f69e3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afe81dc3c5f9a3a1ba2ad889f009309694b024e757c0279206543a20289a9f86",
-    git_commit = "0130d4a67a2bf933710a0e575ad9713f1862a8f2",
+    sha256 = "4f5a95fdac18fef38565298e4dc300761a7c46cf808dd1bc113b69085d6584b5",
+    git_commit = "19f97dc4bd9507c6c971372d5995f1e81cf045c9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0ab94adcb3ad5efa0b8487dee726b6a500a03b39 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Mon, 12 Nov 2018 13:55:46 -0800
Subject: [PATCH 1607/8103] Automated rollback of commit
 70a599a09658d8c1474fa7a936545cf3e0547106

PiperOrigin-RevId: 221151697
---
 tensorflow_serving/apis/model.proto | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 9c6427fe7d6..56493f68222 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -24,7 +24,6 @@ message ModelSpec {
     google.protobuf.Int64Value version = 2;
 
     // Use the version associated with the given label.
-    // EXPERIMENTAL. DO NOT USE AT THIS TIME.
     string version_label = 4;
   }
 

From 2724bfee911f1d2294a9ceb705bbd09a2701c344 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Tue, 13 Nov 2018 11:00:16 -0800
Subject: [PATCH 1608/8103] Document how to use the version policy to pin a
 specific version, or serve multiple versions, of a model.

PiperOrigin-RevId: 221296310
---
 tensorflow_serving/g3doc/_book.yaml        |  2 +
 tensorflow_serving/g3doc/serving_config.md | 70 ++++++++++++++++++++++
 2 files changed, 72 insertions(+)
 create mode 100644 tensorflow_serving/g3doc/serving_config.md

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 5bdb3410be3..30dbd4b9660 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -25,6 +25,8 @@ upper_tabs:
         path: /serving/setup
       - title: Serve a TensorFlow model
         path: /serving/serving_basic
+      - title: Advanced model server configuration
+        path: /serving/serving_config
       - title: Build a TensorFlow ModelServer
         path: /serving/serving_advanced
       - title: Use TensorFlow Serving with Kubernetes
diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
new file mode 100644
index 00000000000..fc364b62361
--- /dev/null
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -0,0 +1,70 @@
+# How to Configure a Model Server
+
+Create a file containing an ASCII
+[ModelServerConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L76)
+protocol buffer, and pass its path to the server using the --model_config_file
+flag. (Some useful references:
+[what an ASCII protocol buffer looks like](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like);
+[how to pass flags in Docker](docker.md#passing-additional-arguments).)
+
+For all but the most advanced use-cases, you'll want to use the ModelConfigList
+option, which is a list of
+[ModelConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L19)
+protocol buffers. Here's a basic example, before we dive into advanced options
+below.
+
+```proto
+model_config_list {
+  config {
+    name: 'my_first_model'
+    base_path: '/tmp/my_first_model/'
+  }
+  config {
+    name: 'my_second_model'
+    base_path: '/tmp/my_second_model/'
+  }
+}
+```
+
+## Configuring One Model
+
+Each ModelConfig specifies one model to be served, including its name and the
+path where the Model Server should look for versions of the model to serve, as
+seen in the above example. By default the server will serve the version with the
+largest version number. This default can be overridden by changing the
+model_version_policy field.
+
+### Serving a Specific Version of a Model
+
+To serve a specific version of the model, rather than always transitioning to
+the one with the largest version number, set model_version_policy to "specific"
+and provide the version number you would like to serve. For example, to pin
+version 42 as the one to serve:
+
+```proto
+model_version_policy {
+  specific {
+    versions: 42
+  }
+}
+```
+
+This option is useful for rolling back to a know good version, in the event a
+problem is discovered with the latest version(s).
+
+### Serving Multiple Versions of a Model
+
+To serve multiple versions of the model simultaneously, e.g. to enable canarying
+a tentative new version with a slice of traffic, set model_version_policy to
+"specific" and provide multiple version numbers. For example, to serve versions
+42 and 43:
+
+```proto
+model_version_policy {
+  specific {
+    versions: 42
+    versions: 43
+  }
+}
+```
+

From f4890afdc42f10f125cba64c3c2f2c01309ba2e2 Mon Sep 17 00:00:00 2001
From: olston <olston@google.com>
Date: Tue, 13 Nov 2018 15:35:17 -0800
Subject: [PATCH 1609/8103] Document config reloading and model version labels.

PiperOrigin-RevId: 221346741
---
 tensorflow_serving/g3doc/serving_config.md | 65 ++++++++++++++++++++++
 1 file changed, 65 insertions(+)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index fc364b62361..6a115c9b7da 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -7,6 +7,14 @@ flag. (Some useful references:
 [what an ASCII protocol buffer looks like](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like);
 [how to pass flags in Docker](docker.md#passing-additional-arguments).)
 
+You can also reload the model config on the fly, after the server is running,
+via the
+[HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
+RPC endpoint. This will cause models in the new config that are not in the old
+config to be loaded, and models in the old config that are not in the new config
+to be unloaded; (models in both configs will remain in place, and will not be
+transiently unloaded).
+
 For all but the most advanced use-cases, you'll want to use the ModelConfigList
 option, which is a list of
 [ModelConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L19)
@@ -68,3 +76,60 @@ model_version_policy {
 }
 ```
 
+### Assigning String Labels to Model Versions, To Simplify Canary and Rollback
+
+Sometimes it's helpful to add a level of indirection to model versions. Instead
+of letting all of your clients know that they should be querying version 42, you
+can assign an alias such as "stable" to whichever version is currently the one
+clients should query. If you want to redirect a slice of traffic to a tentative
+canary model version, you can use a second alias "canary".
+
+You can configure these model version aliases, or labels, like so:
+
+```proto
+model_version_policy {
+  specific {
+    versions: 42
+    versions: 43
+  }
+}
+version_labels {
+  key: 'stable'
+  value: 42
+}
+version_labels {
+  key: 'canary'
+  value: 43
+}
+```
+
+In the above example, you are serving versions 42 and 43, and associating the
+label "stable" with version 42 and the label "canary" with version 43. You can
+have your clients direct queries to one of "stable" or "canary" (perhaps based
+on hashing the user id) using the version_label field of the
+[ModelSpec](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model.proto#L27)
+protocol buffer, and move forward the label on the server without notifying the
+clients. Once you are done canarying version 43 and are ready to promote it to
+stable, you can update the config to:
+
+```proto
+model_version_policy {
+  specific {
+    versions: 42
+    versions: 43
+  }
+}
+version_labels {
+  key: 'stable'
+  value: 43
+}
+version_labels {
+  key: 'canary'
+  value: 43
+}
+```
+
+If you subsequently need to perform a rollback, you can revert to the old config
+that has version 42 as "stable". Otherwise, you can march forward by unloading
+version 42 and loading the new version 44 when it is ready, and then advancing
+the canary label to 44, and so on.

From 92e2c221c09ded1f57f2d10c17601d75062ea2fc Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Mon, 19 Nov 2018 17:53:39 -0800
Subject: [PATCH 1610/8103] Rename ecosystem to resources

PiperOrigin-RevId: 222170251
---
 tensorflow_serving/g3doc/_book.yaml  | 6 +++---
 tensorflow_serving/g3doc/_index.yaml | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 30dbd4b9660..4d12d3a6a8c 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -3,11 +3,11 @@ upper_tabs:
 - include: /_upper_tabs_left.yaml
 - include: /api_docs/_upper_tabs_api.yaml
 # Dropdown menu
-- name: Ecosystem
-  path: /ecosystem
+- name: Resources
+  path: /resources
   is_default: true
   menu:
-  - include: /ecosystem/_menu_toc.yaml
+  - include: /resources/_menu_toc.yaml
   lower_tabs:
     # Subsite tabs
     other:
diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
index 2b864ddcd92..4cda5dbbcdc 100644
--- a/tensorflow_serving/g3doc/_index.yaml
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -72,7 +72,7 @@ landing_page:
   - classname: devsite-landing-row-cards
     items:
     - heading: "Serving ML Quickly with TensorFlow&nbsp;Serving and Docker"
-      image_path: /ecosystem/images/tf-logo-card-16x9.png
+      image_path: /resources/images/tf-logo-card-16x9.png
       path: https://medium.com/tensorflow/serving-ml-quickly-with-tensorflow-serving-and-docker-7df7094aa008
       buttons:
       - label: Read on TensorFlow blog
@@ -83,7 +83,7 @@ landing_page:
       - label: Watch the video
         path: https://www.youtube.com/watch?v=q_IkJcPyNl0
     - heading: TensorFlow Serving on GitHub
-      image_path: /ecosystem/images/github-card-16x9.png
+      image_path: /resources/images/github-card-16x9.png
       path: https://github.com/tensorflow/serving
       buttons:
       - label: View on GitHub

From bcec7ac87be87689ffba727b24508d3636798b89 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 20 Nov 2018 11:45:42 -0800
Subject: [PATCH 1611/8103] Internal change

PiperOrigin-RevId: 222281176
---
 third_party/libevent.BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/third_party/libevent.BUILD b/third_party/libevent.BUILD
index 4083384e512..4a6dc97805f 100644
--- a/third_party/libevent.BUILD
+++ b/third_party/libevent.BUILD
@@ -72,8 +72,8 @@ cc_library(
         "libevent/lib/libevent_pthreads.a",
     ],
     hdrs = include_files,
-    linkopts = ["-lpthread"],
     includes = ["libevent/include"],
+    linkopts = ["-lpthread"],
     linkstatic = 1,
 )
 

From 1ff8aadf20d75294aa4d496a807320603c6887c6 Mon Sep 17 00:00:00 2001
From: robertcrowe <robertcrowe@google.com>
Date: Mon, 26 Nov 2018 11:18:05 -0800
Subject: [PATCH 1612/8103] New Serving e2e colab!  Training with Keras,
 serving with Serving, and requesting inference with REST

PiperOrigin-RevId: 222855284
---
 tensorflow_serving/g3doc/_book.yaml           |   3 +
 tensorflow_serving/g3doc/tutorials/BUILD      |  34 ++
 .../g3doc/tutorials/Serving_REST_simple.ipynb | 526 ++++++++++++++++++
 3 files changed, 563 insertions(+)
 create mode 100644 tensorflow_serving/g3doc/tutorials/BUILD
 create mode 100644 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index 4d12d3a6a8c..a0b6305185f 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -18,6 +18,9 @@ upper_tabs:
         path: /serving/docker
       - title: "Client: REST API"
         path: /serving/api_rest
+      - heading: Examples
+      - title: Training and serving a model with REST
+        path: /serving/tutorials/Serving_REST_simple.md
       - heading: Understanding TensorFlow Serving
       - title: Overview
         path: /serving/overview
diff --git a/tensorflow_serving/g3doc/tutorials/BUILD b/tensorflow_serving/g3doc/tutorials/BUILD
new file mode 100644
index 00000000000..ffd28e45410
--- /dev/null
+++ b/tensorflow_serving/g3doc/tutorials/BUILD
@@ -0,0 +1,34 @@
+# Description: Test targets for tutorial notebooks.
+
+package(default_visibility = ["//tensorflow_serving:__subpackages__"])
+
+licenses(["notice"])  # Apache 2.0
+
+exports_files(["LICENSE"])
+
+load("//research/colab:build_defs.bzl", "colab_notebook_test")
+load("//research/colab:build_defs.bzl", "colab_binary")
+
+filegroup(
+    name = "files",
+    srcs = [
+    ] + glob(["*"]),
+)
+
+colab_binary(
+    name = "lite_notebook",
+    # Use hermetic python. This is necessary until c/31549734 is resolved
+    launcher = "//devtools/python/launcher",
+    deps = [
+        # We don't use:
+        #    ".../client:notebook_deps",
+        # in order to minimize deps. However this is a good place
+        # from which you can identify additional dependencies to add.
+        "//file/base",
+        "//file/liball",
+        "//file/localfile",
+        "//third_party/py/matplotlib",
+        "//third_party/py/numpy",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
new file mode 100644
index 00000000000..dd9fd27550d
--- /dev/null
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -0,0 +1,526 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "MhoQ0WE77laV"
+      },
+      "source": [
+        "##### Copyright 2018 The TensorFlow Authors."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "cellView": "form",
+        "colab": {},
+        "colab_type": "code",
+        "id": "_ckMIh7O7s6D"
+      },
+      "outputs": [],
+      "source": [
+        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+        "# you may not use this file except in compliance with the License.\n",
+        "# You may obtain a copy of the License at\n",
+        "#\n",
+        "# https://www.apache.org/licenses/LICENSE-2.0\n",
+        "#\n",
+        "# Unless required by applicable law or agreed to in writing, software\n",
+        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+        "# See the License for the specific language governing permissions and\n",
+        "# limitations under the License."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "jYysdyb-CaWM"
+      },
+      "source": [
+        "# Train and serve a TensorFlow model with TensorFlow Serving"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "E6FwTNtl3S4v"
+      },
+      "source": [
+        "Note: You can run this example right now in a Jupyter-style notebook, no setup required!  Just click \"Run in Google Colab\"\n",
+        "\u003cdiv class=\"devsite-table-wrapper\"\u003e\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
+        "\u003ctr\u003e\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://www.tensorflow.org/serving/tutorials/Serving_REST_simple\"\u003e\n",
+        "\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\u003c/td\u003e\n",
+        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/serving/tree/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
+        "\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\"\u003eRun in Google Colab\u003c/a\u003e\u003c/td\u003e\n",
+        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://github.com/tensorflow/serving/tree/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
+        "\u003cimg width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\"\u003eView source on GitHub\u003c/a\u003e\u003c/td\u003e\n",
+        "\u003c/tr\u003e\u003c/table\u003e\u003c/div\u003e"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "FbVhjPpzn6BM"
+      },
+      "source": [
+        "This guide trains a neural network model to classify [images of clothing, like sneakers and shirts](https://github.com/zalandoresearch/fashion-mnist), saves the trained model, and then serves it with [TensorFlow Serving](https://www.tensorflow.org/serving/).  The focus is on TensorFlow Serving, rather than the modeling and training in TensorFlow, so for a complete example which focuses on the modeling and training see the [Basic Classification example](https://www.tensorflow.org/tutorials/keras/basic_classification).\n",
+        "\n",
+        "This guide uses [tf.keras](https://www.tensorflow.org/guide/keras), a high-level API to build and train models in TensorFlow."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "dzLKpmZICaWN"
+      },
+      "outputs": [],
+      "source": [
+        "# TensorFlow and tf.keras\n",
+        "import tensorflow as tf\n",
+        "from tensorflow import keras\n",
+        "\n",
+        "# Helper libraries\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "import os\n",
+        "import subprocess\n",
+        "\n",
+        "print(tf.__version__)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "5jAk1ZXqTJqN"
+      },
+      "source": [
+        "##Create your model"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "yR0EdgrLCaWR"
+      },
+      "source": [
+        "### Import the Fashion MNIST dataset\n",
+        "\n",
+        "This guide uses the [Fashion MNIST](https://github.com/zalandoresearch/fashion-mnist) dataset which contains 70,000 grayscale images in 10 categories. The images show individual articles of clothing at low resolution (28 by 28 pixels), as seen here:\n",
+        "\n",
+        "\u003ctable\u003e\n",
+        "  \u003ctr\u003e\u003ctd\u003e\n",
+        "    \u003cimg src=\"https://tensorflow.org/images/fashion-mnist-sprite.png\"\n",
+        "         alt=\"Fashion MNIST sprite\"  width=\"600\"\u003e\n",
+        "  \u003c/td\u003e\u003c/tr\u003e\n",
+        "  \u003ctr\u003e\u003ctd align=\"center\"\u003e\n",
+        "    \u003cb\u003eFigure 1.\u003c/b\u003e \u003ca href=\"https://github.com/zalandoresearch/fashion-mnist\"\u003eFashion-MNIST samples\u003c/a\u003e (by Zalando, MIT License).\u003cbr/\u003e\u0026nbsp;\n",
+        "  \u003c/td\u003e\u003c/tr\u003e\n",
+        "\u003c/table\u003e\n",
+        "\n",
+        "Fashion MNIST is intended as a drop-in replacement for the classic [MNIST](http://yann.lecun.com/exdb/mnist/) dataset—often used as the \"Hello, World\" of machine learning programs for computer vision. You can access the Fashion MNIST directly from TensorFlow, just import and load the data.\n",
+        "\n",
+        "Note: Although these are really images, they are loaded as NumPy arrays and not binary image objects."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "7MqDQO0KCaWS"
+      },
+      "outputs": [],
+      "source": [
+        "fashion_mnist = keras.datasets.fashion_mnist\n",
+        "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()\n",
+        "\n",
+        "# scale the values to 0.0 to 1.0\n",
+        "train_images = train_images / 255.0\n",
+        "test_images = test_images / 255.0\n",
+        "\n",
+        "# reshape for feeding into the model\n",
+        "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1)\n",
+        "test_images = test_images.reshape(test_images.shape[0], 28, 28, 1)\n",
+        "\n",
+        "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n",
+        "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
+        "\n",
+        "print('\\ntrain_images.shape: {}, of {}'.format(train_images.shape, train_images.dtype))\n",
+        "print('test_images.shape: {}, of {}'.format(test_images.shape, test_images.dtype))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "PDu7OX8Nf5PY"
+      },
+      "source": [
+        "###Train and evaluate your model\n",
+        "\n",
+        "Let's use the simplest possible CNN, since we're not focused on the modeling part."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "LTNN0ANGgA36"
+      },
+      "outputs": [],
+      "source": [
+        "model = keras.Sequential([\n",
+        "  keras.layers.Conv2D(input_shape=(28,28,1), filters=8, kernel_size=3, \n",
+        "                      strides=2, activation='relu', name='Conv1'),\n",
+        "  keras.layers.Flatten(),\n",
+        "  keras.layers.Dense(10, activation=tf.nn.softmax, name='Softmax')\n",
+        "])\n",
+        "model.summary()\n",
+        "\n",
+        "testing = False\n",
+        "epochs = 5\n",
+        "#BEGIN GOOGLE-INTERNAL\n",
+        "testing = os.getenv(\"WEB_TEST_BROWSER\")\n",
+        "if testing:\n",
+        "  epochs = 1 \n",
+        "#END GOOGLE-INTERNAL\n",
+        "\n",
+        "model.compile(optimizer=tf.train.AdamOptimizer(), \n",
+        "              loss='sparse_categorical_crossentropy',\n",
+        "              metrics=['accuracy'])\n",
+        "model.fit(train_images, train_labels, epochs=epochs)\n",
+        "\n",
+        "test_loss, test_acc = model.evaluate(test_images, test_labels)\n",
+        "print('\\nTest accuracy: {}'.format(test_acc))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "AwGPItyphqXT"
+      },
+      "source": [
+        "##Save your model\n",
+        "\n",
+        "To load our trained model into TensorFlow Serving we first need to save it in [SavedModel](https://www.tensorflow.org/api_docs/python/tf/saved_model) format.  This will create a protobuf file in a well-defined directory hierarchy, and will include a version number.  TensorFlow Serving allows us to select [which version of a model, or \"servable\"](../overview) we want to use when we make inference requests.  Each version will be exported to a different sub-directory under the given path."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "0w5Rq8SsgWE6"
+      },
+      "outputs": [],
+      "source": [
+        "# Fetch the Keras session and save the model\n",
+        "# The signature definition is defined by the input and output tensors,\n",
+        "# and stored with the default serving key\n",
+        "import tempfile\n",
+        "\n",
+        "version = 1\n",
+        "export_path = '{}/{}'.format(tempfile.gettempdir(), version)\n",
+        "print('export_path = {}\\n'.format(export_path))\n",
+        "if os.path.isdir(export_path):\n",
+        "  print('\\nAlready saved a model, cleaning up\\n')\n",
+        "  !rm -r {export_path}\n",
+        "\n",
+        "tf.saved_model.simple_save(\n",
+        "    keras.backend.get_session(),\n",
+        "    export_path,\n",
+        "    inputs={'input_image': model.input},\n",
+        "    outputs={t.name:t for t in model.outputs})\n",
+        "\n",
+        "print('\\nSaved model:')\n",
+        "!ls -l {export_path}"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "FM7B_RuDYoIj"
+      },
+      "source": [
+        "##Examine your saved model\n",
+        "\n",
+        "We'll use the command line utility `saved_model_cli` to look at the [MetaGraphDefs](https://www.tensorflow.org/api_docs/python/tf/MetaGraphDef) (the models) and [SignatureDefs](../signature_defs) (the methods you can call) in our SavedModel.  See [this discussion of the SavedModel CLI](https://www.tensorflow.org/guide/saved_model#cli_to_inspect_and_execute_savedmodel) in the TensorFlow Guide."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "LU4GDF_aYtfQ"
+      },
+      "outputs": [],
+      "source": [
+        "!saved_model_cli show --dir {export_path} --all"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "lSPWuegUb7Eo"
+      },
+      "source": [
+        "That tells us a lot about our model!  In this case we just trained our model, so we already know the inputs and outputs, but if we didn't this would be important information.  It doesn't tell us everything, like the fact that this is grayscale image data for example, but it's a great start."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "DBgsyhytS6KD"
+      },
+      "source": [
+        "##Serve your model with TensorFlow Serving\n",
+        "\n",
+        "###Add TensorFlow Serving distribution URI as a package source:\n",
+        "\n",
+        "We're preparing to install TensorFlow Serving using [Aptitude](https://wiki.debian.org/Aptitude) since this Colab runs in a Debian environment.  We'll add the `tensorflow-model-server` package to the list of packages that Aptitude knows about.  Note that we're running as root.\n",
+        "\n",
+        "Note: This example is running TensorFlow Serving natively, but [you can also run it in a Docker container](../docker), which is one of the easiest ways to get started using TensorFlow Serving."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "EWg9X2QHlbGS"
+      },
+      "outputs": [],
+      "source": [
+        "# This is the same as you would do from your command line, but without the [arch=amd64], and no sudo\n",
+        "# You would instead do:\n",
+        "# echo \"deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal\" | sudo tee /etc/apt/sources.list.d/tensorflow-serving.list \u0026\u0026 \\\n",
+        "# curl https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | sudo apt-key add -\n",
+        "\n",
+        "!echo \"deb http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal\" | tee /etc/apt/sources.list.d/tensorflow-serving.list \u0026\u0026 \\\n",
+        "curl https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | apt-key add -\n",
+        "!apt update"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "W1ZVp_VOU7Wu"
+      },
+      "source": [
+        "###Install TensorFlow Serving\n",
+        "\n",
+        "This is all you need - one command line!"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "ygwa9AgRloYy"
+      },
+      "outputs": [],
+      "source": [
+        "!apt-get install tensorflow-model-server"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "k5NrYdQeVm52"
+      },
+      "source": [
+        "###Start running TensorFlow Serving\n",
+        "\n",
+        "This is where we start running TensorFlow Serving and load our model.  After it loads we can start making inference requests using REST.  There are some important parameters:\n",
+        "\n",
+        "* `rest_api_port`: The port that you'll use for REST requests.\n",
+        "* `model_name`: You'll use this in the URL of REST requests.  It can be anything.\n",
+        "* `model_base_path`: This is the path to the directory where you've saved your model.\n",
+        "\n",
+        "Note: This example starts the server using `nohup`, which you would not do when running the server normally.  We only need to do it here because of the Colab environment that we're running in."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "kJDhHNJVnaLN"
+      },
+      "outputs": [],
+      "source": [
+        "if not testing:\n",
+        "  !nohup tensorflow_model_server \\\n",
+        "    --rest_api_port=8501 \\\n",
+        "    --model_name=fashion_model \\\n",
+        "    --model_base_path={tempfile.gettempdir()} \u0026\n",
+        "\n",
+        "  !tail nohup.out"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "vwg1JKaGXWAg"
+      },
+      "source": [
+        "##Make a request to your model in TensorFlow Serving\n",
+        "\n",
+        "First, let's take a look at a random example from our test data."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "Luqm_Jyff9iR"
+      },
+      "outputs": [],
+      "source": [
+        "def show(idx, title):\n",
+        "  plt.figure()\n",
+        "  plt.imshow(test_images[idx].reshape(28,28))\n",
+        "  plt.axis('off')\n",
+        "  plt.title('\\n\\n{}'.format(title), fontdict={'size': 16})\n",
+        "\n",
+        "import random\n",
+        "rando = random.randint(0,len(test_images)-1)\n",
+        "show(rando, 'An Example Image: {}'.format(class_names[test_labels[rando]]))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "TKnEHeTrbh3L"
+      },
+      "source": [
+        "Ok, that looks interesting.  How hard is that for you to recognize? Now let's create the JSON object for a batch of  three inference requests, and see how well our model recognizes things:"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "2dsD7KQG1m-R"
+      },
+      "outputs": [],
+      "source": [
+        "import json\n",
+        "data = json.dumps({\"signature_name\": \"serving_default\", \"instances\": test_images[0:3].tolist()})\n",
+        "print('Data: {} ... {}'.format(data[:50], data[len(data)-52:]))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "iT3J-lHrhOYQ"
+      },
+      "source": [
+        "###Make REST requests\n",
+        "\n",
+        "We'll send a predict request as a POST to our server's REST endpoint, and pass it three examples.  We'll ask our server to give us the latest version of our servable by not specifying a particular version."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "vGvFyuIzW6n6"
+      },
+      "outputs": [],
+      "source": [
+        "if not testing:\n",
+        "  import requests\n",
+        "  headers = {\"content-type\": \"application/json\"}\n",
+        "  json_response = requests.post('http://localhost:8501/v1/models/fashion_model:predict', data=data, headers=headers)\n",
+        "  predictions = json.loads(json_response.text)['predictions']\n",
+        "\n",
+        "  show(0, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
+        "    class_names[np.argmax(predictions[0])], test_labels[0], class_names[np.argmax(predictions[0])], test_labels[0]))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "YJH8LtM4XELp"
+      },
+      "source": [
+        "Now let's specify a particular version of our servable.  Since we only have one, let's select version 1.  We'll also look at all three results."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "zRftRxeR1tZx"
+      },
+      "outputs": [],
+      "source": [
+        "if not testing:\n",
+        "  headers = {\"content-type\": \"application/json\"}\n",
+        "  json_response = requests.post('http://localhost:8501/v1/models/fashion_model/versions/1:predict', data=data, headers=headers)\n",
+        "  predictions = json.loads(json_response.text)['predictions']\n",
+        "\n",
+        "  for i in range(0,3):\n",
+        "    show(i, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
+        "      class_names[np.argmax(predictions[i])], test_labels[i], class_names[np.argmax(predictions[i])], test_labels[i]))"
+      ]
+    }
+  ],
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "collapsed_sections": [],
+      "name": "Serving_REST_simple.ipynb",
+      "private_outputs": true,
+      "provenance": [],
+      "toc_visible": true,
+      "version": "0.3.2"
+    },
+    "kernelspec": {
+      "display_name": "Python 2",
+      "name": "python2"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

From 44318969563f951d91b22f7cb5f827873abd6d99 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 27 Nov 2018 11:50:08 -0800
Subject: [PATCH 1613/8103] Expose unit tests for Docker images as build tests

PiperOrigin-RevId: 223030434
---
 .../servables/tensorflow/testdata/BUILD       |  14 ++
 tensorflow_serving/tools/docker/tests/BUILD   |  79 ++++++++
 .../tools/docker/tests/docker_test_lib.sh     | 170 ++++++++++++++++++
 .../docker/tests/dockerfile_devel_gpu_test.sh |  43 +++++
 .../docker/tests/dockerfile_devel_test.sh     |  43 +++++
 .../tools/docker/tests/dockerfile_gpu_test.sh |  43 +++++
 .../tools/docker/tests/dockerfile_test.sh     |  42 +++++
 7 files changed, 434 insertions(+)
 create mode 100644 tensorflow_serving/tools/docker/tests/BUILD
 create mode 100755 tensorflow_serving/tools/docker/tests/docker_test_lib.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_test.sh

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 0ed3e6fe0fc..b5126e9c2bc 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -68,6 +68,20 @@ py_binary(
     ],
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_cpu",
+    srcs = glob(
+        ["saved_model_half_plus_two_cpu/**"],
+    ),
+)
+
+filegroup(
+    name = "saved_model_half_plus_two_gpu",
+    srcs = glob(
+        ["saved_model_half_plus_two_gpu/**"],
+    ),
+)
+
 # Note: re-generate these files with :export_half_plus_two whenever model
 # changes.
 exports_files([
diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
new file mode 100644
index 00000000000..384774cec62
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -0,0 +1,79 @@
+# Description: Tests for Docker images.
+# These tests bring up a docker container based on a locally installed
+# image (passed via an argument), and verify that the functionality of
+# the docker image is intact. The tests require an environment to have
+# docker installed.
+#
+# Tests are local and manual as they require docker and the image to be
+# installed.
+
+licenses(["notice"])  # Apache 2.0
+
+sh_library(
+    name = "docker_test_lib",
+    srcs = ["docker_test_lib.sh"],
+)
+
+sh_test(
+    name = "unittest_dockerfile",
+    size = "small",
+    srcs = ["dockerfile_test.sh"],
+    args = ["tensorflow/serving:latest"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    tags = [
+        "exclude_from_all",
+        "exclusive",
+        "local",
+    ],
+    deps = [":docker_test_lib"],
+)
+
+sh_test(
+    name = "unittest_dockerfile_devel",
+    size = "small",
+    srcs = ["dockerfile_devel_test.sh"],
+    args = ["tensorflow/serving:latest-devel"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    tags = [
+        "exclude_from_all",
+        "exclusive",
+        "local",
+    ],
+    deps = [":docker_test_lib"],
+)
+
+sh_test(
+    name = "unittest_dockerfile_gpu",
+    size = "medium",
+    srcs = ["dockerfile_gpu_test.sh"],
+    args = ["tensorflow/serving:latest-gpu"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu",
+    ],
+    tags = [
+        "exclude_from_all",
+        "exclusive",
+        "local",
+    ],
+    deps = [":docker_test_lib"],
+)
+
+sh_test(
+    name = "unittest_dockerfile_devel_gpu",
+    size = "medium",
+    srcs = ["dockerfile_devel_gpu_test.sh"],
+    args = ["tensorflow/serving:latest-devel-gpu"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu",
+    ],
+    tags = [
+        "exclude_from_all",
+        "exclusive",
+        "local",
+    ],
+    deps = [":docker_test_lib"],
+)
diff --git a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
new file mode 100755
index 00000000000..6d79e2a689a
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
@@ -0,0 +1,170 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Helper functions for unit testing docker images.
+
+
+declare TMPDIR=""
+declare CONTAINER_ID=""
+declare IMAGE=""
+declare MODEL_FULL_PATH=""
+
+# Set PATH since it's cleared in a hermetic environment
+function _init_path {
+  export PATH=$PATH:/usr/bin/:/bin
+}
+
+# Copies model to a temp dir for mounting from Docker
+function _copy_modeldir {
+  if [[ ! -d ${MODELDIR} ]]; then
+    echo "Failed testing image. Missing model dir: ${MODELDIR}"
+    exit 1
+  fi
+
+  # Copy all data to tmp so it can be mounted by docker
+  TMPDIR="$(mktemp -d)"
+  cp -Lr ${MODELDIR}/${MODELNAME} ${TMPDIR}
+  chmod -R 755 "$TMPDIR"
+  MODEL_FULL_PATH=${TMPDIR}"/"${MODELNAME}
+}
+
+
+# Looks for the docker container when an image is spun up
+function _find_container {
+  local delay=1
+  local attempts=0
+  local max_attempts=60
+  # Wait for container to be loaded (max 60 seconds).
+  while (( attempts++ < max_attempts )) && [[ -z ${CONTAINER_ID} ]]; do
+    sleep $delay
+    echo "Polling for container ID for image ${IMAGE}..."
+    CONTAINER_ID=$(docker ps | grep "${IMAGE}" | awk '{print $1}')
+  done
+  if (( attempts > max_attempts )); then
+    echo "Failed to get container ID for image: ${IMAGE}."
+    echo "Running docker containers:"
+    docker ps
+    exit 1
+  fi
+  echo "Container ${CONTAINER_ID} Details:"
+  docker inspect ${CONTAINER_ID}
+}
+
+# Waits for the model server to indicate that its HTTP endpoint is up
+function _wait_for_http {
+  # Wait for HTTP end-point to be up
+  local delay=5
+  local attempts=0
+  local max_attempts=60
+  # May need to wait up to 5 minutes for the GPU build
+  echo "Waiting for HTTP endpoint"
+  while (( attempts++ < max_attempts )); do
+    sleep $delay
+    echo "Polling for HTTP endpoint for image ${IMAGE}..."
+    if [[ ! -z $(docker logs ${CONTAINER_ID} | grep "Exporting HTTP/REST API") ]]; then
+      break
+    fi
+  done
+  if (( attempts > max_attempts )); then
+    echo "HTTP endpoint never came up for image: ${IMAGE}."
+    echo "Docker logs:"
+    docker logs ${CONTAINER_ID}
+    exit 1
+  fi
+}
+
+# Queries the model server to validate the docker image
+function _query_model {
+  # Try querying model few times.
+  local delay=5
+  local attempts=0
+  local max_attempts=3
+  echo "Will query ModelServer for $max_attempts (max) attempts..."
+  while (( attempts++ < max_attempts )); do
+    echo "Querying TF ModelServer (attempt: ${attempts})"
+    result=$(curl -s -d "${REQUEST}" \
+      -X POST http://localhost:8501/v1/models/${MODELNAME}:predict)
+    if echo "$result" | tr -d '\n ' \
+      | grep -q -s -F "${RESPONSE}"; then
+      break
+    fi
+    echo -e "Unexpected response:\n${result}"
+
+    if (( attempts < max_attempts )); then
+      echo "Sleeping for $delay seconds and retrying again..."
+      sleep $delay
+    fi
+  done
+  if (( attempts > max_attempts )); then
+    echo "Failed to query model."
+    exit 1
+  fi
+  echo "Successfully queries model. Response:\n${result}"
+}
+
+# Cleans up test artifacts
+function _cleanup_test {
+  echo "Stopping TF ModelServer"
+  docker stop -t0 ${CONTAINER_ID}
+
+  echo "Clean up TMPDIR:${TMPDIR}"
+  [[ -z ${TMPDIR} ]] || rm -rf ${TMPDIR}
+}
+
+# Main test function
+# Args:
+#   $1: Docker image name
+function test_docker_image {
+  _init_path
+
+  IMAGE="$1"
+  _copy_modeldir
+
+  local rest_port="8501"
+  local model_base_path="/models/${MODELNAME}"
+  local docker_opts=" --privileged=true --rm -t -p ${rest_port}:${rest_port}"
+  docker_opts+=" -v ${MODEL_FULL_PATH}:${model_base_path}"
+  if [ "$USE_NVIDIA_RUNTIME" = true ] ; then
+      docker_opts+=" --runtime=nvidia"
+  fi
+
+  if [ -z $(docker images -q ${IMAGE}) ]; then
+    echo "Docker image ${IMAGE} doesn't exist, please create or pull"
+    exit 1
+  fi
+
+  echo "Starting TF ModelServer in Docker container from image:${IMAGE} ..."
+  if [[ "$IS_DEVEL_IMAGE" = true ]]; then
+    echo "Starting TF ModelServer in Docker container from image:${image} ..."
+    # Devel images do not run ModelServer but rather start interative shell.
+    # Hence we need to explicitly set entrypoint to modelserver and pass the
+    # required commandline options to serve the model.
+    docker run ${docker_opts} \
+      --entrypoint /usr/local/bin/tensorflow_model_server -- ${IMAGE} \
+      --rest_api_port=${rest_port} \
+      --model_name=${MODELNAME} --model_base_path=${model_base_path} &
+  else
+    docker run ${docker_opts} -e MODEL_NAME=${MODELNAME} ${IMAGE} &
+  fi
+  _find_container
+  _wait_for_http
+
+  _query_model
+
+  _cleanup_test
+}
+
+
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
new file mode 100755
index 00000000000..4f48121fdff
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
@@ -0,0 +1,43 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.devel-gpu basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response. This model will only load on a GPU.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile.devel-gpu \
+#         --test_arg=tensorflow/serving:latest-devel-gpu \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_DEVEL_IMAGE=true
+declare -r MODELNAME="saved_model_half_plus_two_gpu"
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
new file mode 100755
index 00000000000..919830863fa
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
@@ -0,0 +1,43 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.devel basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile.devel \
+#         --test_arg=tensorflow/serving:latest-devel \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_DEVEL_IMAGE=true
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r MODELNAME="saved_model_half_plus_two_cpu"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
new file mode 100755
index 00000000000..7182e201dbe
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
@@ -0,0 +1,43 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.gpu basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response. This model will only load on a GPU.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile.gpu \
+#         --test_arg=tensorflow/serving:latest-gpu \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_DEVEL_IMAGE=false
+declare -r MODELNAME="saved_model_half_plus_two_gpu"
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_test.sh
new file mode 100755
index 00000000000..d3a9485a8db
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_test.sh
@@ -0,0 +1,42 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile --test_arg=tensorflow/serving \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_DEVEL_IMAGE=false
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r MODELNAME="saved_model_half_plus_two_cpu"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}

From 1baf77dc72768bfea050017059b225259e9b9d9e Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Tue, 27 Nov 2018 13:39:20 -0800
Subject: [PATCH 1614/8103] Delete broken build file.

PiperOrigin-RevId: 223049314
---
 tensorflow_serving/g3doc/tutorials/BUILD      | 34 -------------------
 .../g3doc/tutorials/Serving_REST_simple.ipynb |  2 +-
 2 files changed, 1 insertion(+), 35 deletions(-)
 delete mode 100644 tensorflow_serving/g3doc/tutorials/BUILD

diff --git a/tensorflow_serving/g3doc/tutorials/BUILD b/tensorflow_serving/g3doc/tutorials/BUILD
deleted file mode 100644
index ffd28e45410..00000000000
--- a/tensorflow_serving/g3doc/tutorials/BUILD
+++ /dev/null
@@ -1,34 +0,0 @@
-# Description: Test targets for tutorial notebooks.
-
-package(default_visibility = ["//tensorflow_serving:__subpackages__"])
-
-licenses(["notice"])  # Apache 2.0
-
-exports_files(["LICENSE"])
-
-load("//research/colab:build_defs.bzl", "colab_notebook_test")
-load("//research/colab:build_defs.bzl", "colab_binary")
-
-filegroup(
-    name = "files",
-    srcs = [
-    ] + glob(["*"]),
-)
-
-colab_binary(
-    name = "lite_notebook",
-    # Use hermetic python. This is necessary until c/31549734 is resolved
-    launcher = "//devtools/python/launcher",
-    deps = [
-        # We don't use:
-        #    ".../client:notebook_deps",
-        # in order to minimize deps. However this is a good place
-        # from which you can identify additional dependencies to add.
-        "//file/base",
-        "//file/liball",
-        "//file/localfile",
-        "//third_party/py/matplotlib",
-        "//third_party/py/numpy",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index dd9fd27550d..4f1d7fa133a 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -55,7 +55,7 @@
         "\u003cdiv class=\"devsite-table-wrapper\"\u003e\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
         "\u003ctr\u003e\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://www.tensorflow.org/serving/tutorials/Serving_REST_simple\"\u003e\n",
         "\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\u003c/td\u003e\n",
-        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/serving/tree/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
+        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/serving/blob/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
         "\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\"\u003eRun in Google Colab\u003c/a\u003e\u003c/td\u003e\n",
         "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://github.com/tensorflow/serving/tree/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
         "\u003cimg width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\"\u003eView source on GitHub\u003c/a\u003e\u003c/td\u003e\n",

From 6f75dbe060d20fff200502aef127d2efe237afee Mon Sep 17 00:00:00 2001
From: robertcrowe <robertcrowe@google.com>
Date: Tue, 27 Nov 2018 14:29:15 -0800
Subject: [PATCH 1615/8103] Serving Colab - Adding local Jupyter warning and
 misc cleanup

PiperOrigin-RevId: 223058408
---
 .../g3doc/tutorials/Serving_REST_simple.ipynb | 37 +++++++++++++------
 1 file changed, 26 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 4f1d7fa133a..9a2d9850377 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -51,7 +51,10 @@
         "id": "E6FwTNtl3S4v"
       },
       "source": [
+        "Warning: **This notebook is designed to be run in a Google Colab only**.  It installs packages on the system and requires root access.  If you want to run it in a local Jupyter notebook, please proceed with caution.\n",
+        "\n",
         "Note: You can run this example right now in a Jupyter-style notebook, no setup required!  Just click \"Run in Google Colab\"\n",
+        "\n",
         "\u003cdiv class=\"devsite-table-wrapper\"\u003e\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
         "\u003ctr\u003e\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://www.tensorflow.org/serving/tutorials/Serving_REST_simple\"\u003e\n",
         "\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\u003c/td\u003e\n",
@@ -104,7 +107,7 @@
         "id": "5jAk1ZXqTJqN"
       },
       "source": [
-        "##Create your model"
+        "## Create your model"
       ]
     },
     {
@@ -168,7 +171,7 @@
         "id": "PDu7OX8Nf5PY"
       },
       "source": [
-        "###Train and evaluate your model\n",
+        "### Train and evaluate your model\n",
         "\n",
         "Let's use the simplest possible CNN, since we're not focused on the modeling part."
       ]
@@ -215,7 +218,7 @@
         "id": "AwGPItyphqXT"
       },
       "source": [
-        "##Save your model\n",
+        "## Save your model\n",
         "\n",
         "To load our trained model into TensorFlow Serving we first need to save it in [SavedModel](https://www.tensorflow.org/api_docs/python/tf/saved_model) format.  This will create a protobuf file in a well-defined directory hierarchy, and will include a version number.  TensorFlow Serving allows us to select [which version of a model, or \"servable\"](../overview) we want to use when we make inference requests.  Each version will be exported to a different sub-directory under the given path."
       ]
@@ -236,7 +239,7 @@
         "import tempfile\n",
         "\n",
         "version = 1\n",
-        "export_path = '{}/{}'.format(tempfile.gettempdir(), version)\n",
+        "export_path = os.path.join(tempfile.gettempdir(), version)\n",
         "print('export_path = {}\\n'.format(export_path))\n",
         "if os.path.isdir(export_path):\n",
         "  print('\\nAlready saved a model, cleaning up\\n')\n",
@@ -259,7 +262,7 @@
         "id": "FM7B_RuDYoIj"
       },
       "source": [
-        "##Examine your saved model\n",
+        "## Examine your saved model\n",
         "\n",
         "We'll use the command line utility `saved_model_cli` to look at the [MetaGraphDefs](https://www.tensorflow.org/api_docs/python/tf/MetaGraphDef) (the models) and [SignatureDefs](../signature_defs) (the methods you can call) in our SavedModel.  See [this discussion of the SavedModel CLI](https://www.tensorflow.org/guide/saved_model#cli_to_inspect_and_execute_savedmodel) in the TensorFlow Guide."
       ]
@@ -294,9 +297,9 @@
         "id": "DBgsyhytS6KD"
       },
       "source": [
-        "##Serve your model with TensorFlow Serving\n",
+        "## Serve your model with TensorFlow Serving\n",
         "\n",
-        "###Add TensorFlow Serving distribution URI as a package source:\n",
+        "### Add TensorFlow Serving distribution URI as a package source:\n",
         "\n",
         "We're preparing to install TensorFlow Serving using [Aptitude](https://wiki.debian.org/Aptitude) since this Colab runs in a Debian environment.  We'll add the `tensorflow-model-server` package to the list of packages that Aptitude knows about.  Note that we're running as root.\n",
         "\n",
@@ -330,7 +333,7 @@
         "id": "W1ZVp_VOU7Wu"
       },
       "source": [
-        "###Install TensorFlow Serving\n",
+        "### Install TensorFlow Serving\n",
         "\n",
         "This is all you need - one command line!"
       ]
@@ -355,7 +358,7 @@
         "id": "k5NrYdQeVm52"
       },
       "source": [
-        "###Start running TensorFlow Serving\n",
+        "### Start running TensorFlow Serving\n",
         "\n",
         "This is where we start running TensorFlow Serving and load our model.  After it loads we can start making inference requests using REST.  There are some important parameters:\n",
         "\n",
@@ -392,7 +395,7 @@
         "id": "vwg1JKaGXWAg"
       },
       "source": [
-        "##Make a request to your model in TensorFlow Serving\n",
+        "## Make a request to your model in TensorFlow Serving\n",
         "\n",
         "First, let's take a look at a random example from our test data."
       ]
@@ -443,6 +446,16 @@
         "print('Data: {} ... {}'.format(data[:50], data[len(data)-52:]))"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "colab_type": "text",
+        "id": "ReQd4QESIwXN"
+      },
+      "source": [
+        "### Make REST requests"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -450,7 +463,7 @@
         "id": "iT3J-lHrhOYQ"
       },
       "source": [
-        "###Make REST requests\n",
+        "#### Newest version of the servable\n",
         "\n",
         "We'll send a predict request as a POST to our server's REST endpoint, and pass it three examples.  We'll ask our server to give us the latest version of our servable by not specifying a particular version."
       ]
@@ -482,6 +495,8 @@
         "id": "YJH8LtM4XELp"
       },
       "source": [
+        "#### A particular version of the servable\n",
+        "\n",
         "Now let's specify a particular version of our servable.  Since we only have one, let's select version 1.  We'll also look at all three results."
       ]
     },

From 65d99b61e262ce3d8dd2538f3daba99efae90801 Mon Sep 17 00:00:00 2001
From: Daniel Shi <xianshanmingshi@msn.com>
Date: Tue, 27 Nov 2018 21:40:17 -0500
Subject: [PATCH 1616/8103] Update the code snippet in the tutorial to reflect
 the latest version of mnist_saved_model.py

---
 tensorflow_serving/g3doc/serving_basic.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 75fff7cdf85..9928ee4bf6d 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -53,7 +53,7 @@ export_path = os.path.join(
 print 'Exporting trained model to', export_path
 builder = tf.saved_model.builder.SavedModelBuilder(export_path)
 builder.add_meta_graph_and_variables(
-      sess, [tag_constants.SERVING],
+      sess, [tf.saved_model.tag_constants.SERVING],
       signature_def_map={
            'predict_images':
                prediction_signature,

From 5446fd973de228693c1652acd4922dc4b177f77a Mon Sep 17 00:00:00 2001
From: wenboz <wenboz@google.com>
Date: Wed, 28 Nov 2018 06:53:29 -0800
Subject: [PATCH 1617/8103] Fix the compile error on ARM-32 in net_http/server.

Fixes https://github.com/tensorflow/serving/issues/1188

PiperOrigin-RevId: 223158998
---
 .../util/net_http/server/internal/evhttp_request.cc          | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 16dcbbfc640..905b28d6f82 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -216,8 +216,9 @@ void EvHTTPRequest::UncompressGzipContent(void* input, size_t input_size,
 
   ZLib zlib;
   int err = zlib.UncompressGzipAndAllocate(
-      reinterpret_cast<Bytef**>(uncompressed_input), uncompressed_input_size,
-      reinterpret_cast<Bytef*>(input), input_size);
+      reinterpret_cast<Bytef**>(uncompressed_input),
+      reinterpret_cast<uLongf*>(uncompressed_input_size),
+      static_cast<Bytef*>(input), static_cast<uLong>(input_size));
   if (err != Z_OK) {
     ABSL_RAW_LOG(ERROR, "Got zlib error: %d", err);
   }

From 9c3d4303f79641aba856058f5705c93c19ba0d81 Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Wed, 28 Nov 2018 13:39:08 -0800
Subject: [PATCH 1618/8103] You can't pass an int as a path component.

PiperOrigin-RevId: 223227315
---
 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 9a2d9850377..12f12320c3c 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -239,7 +239,7 @@
         "import tempfile\n",
         "\n",
         "version = 1\n",
-        "export_path = os.path.join(tempfile.gettempdir(), version)\n",
+        "export_path = os.path.join(tempfile.gettempdir(), str(version))\n",
         "print('export_path = {}\\n'.format(export_path))\n",
         "if os.path.isdir(export_path):\n",
         "  print('\\nAlready saved a model, cleaning up\\n')\n",

From 535604455509267c1bc6b52eeef3ead05da0980d Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Wed, 28 Nov 2018 15:20:50 -0800
Subject: [PATCH 1619/8103] Use `%%bash -bg` for jupyter/ipython compatibility.

PiperOrigin-RevId: 223245715
---
 .../g3doc/tutorials/Serving_REST_simple.ipynb | 71 ++++++++++++-------
 1 file changed, 46 insertions(+), 25 deletions(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 12f12320c3c..449441ba9e8 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -238,8 +238,9 @@
         "# and stored with the default serving key\n",
         "import tempfile\n",
         "\n",
+        "MODEL_DIR = tempfile.gettempdir()\n",
         "version = 1\n",
-        "export_path = os.path.join(tempfile.gettempdir(), str(version))\n",
+        "export_path = os.path.join(MODEL_DIR, str(version))\n",
         "print('export_path = {}\\n'.format(export_path))\n",
         "if os.path.isdir(export_path):\n",
         "  print('\\nAlready saved a model, cleaning up\\n')\n",
@@ -364,9 +365,20 @@
         "\n",
         "* `rest_api_port`: The port that you'll use for REST requests.\n",
         "* `model_name`: You'll use this in the URL of REST requests.  It can be anything.\n",
-        "* `model_base_path`: This is the path to the directory where you've saved your model.\n",
-        "\n",
-        "Note: This example starts the server using `nohup`, which you would not do when running the server normally.  We only need to do it here because of the Colab environment that we're running in."
+        "* `model_base_path`: This is the path to the directory where you've saved your model.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "aUgp3vUdU5GS"
+      },
+      "outputs": [],
+      "source": [
+        "os.environ[\"MODEL_DIR\"] = MODEL_DIR"
       ]
     },
     {
@@ -379,13 +391,24 @@
       },
       "outputs": [],
       "source": [
-        "if not testing:\n",
-        "  !nohup tensorflow_model_server \\\n",
-        "    --rest_api_port=8501 \\\n",
-        "    --model_name=fashion_model \\\n",
-        "    --model_base_path={tempfile.gettempdir()} \u0026\n",
-        "\n",
-        "  !tail nohup.out"
+        "%%bash --bg \n",
+        "nohup tensorflow_model_server \\\n",
+        "  --rest_api_port=8501 \\\n",
+        "  --model_name=fashion_model \\\n",
+        "  --model_base_path=\"${MODEL_DIR}\" \u003eserver.log 2\u003e\u00261\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "IxbeiOCUUs2z"
+      },
+      "outputs": [],
+      "source": [
+        "!tail server.log"
       ]
     },
     {
@@ -478,14 +501,13 @@
       },
       "outputs": [],
       "source": [
-        "if not testing:\n",
-        "  import requests\n",
-        "  headers = {\"content-type\": \"application/json\"}\n",
-        "  json_response = requests.post('http://localhost:8501/v1/models/fashion_model:predict', data=data, headers=headers)\n",
-        "  predictions = json.loads(json_response.text)['predictions']\n",
+        "import requests\n",
+        "headers = {\"content-type\": \"application/json\"}\n",
+        "json_response = requests.post('http://localhost:8501/v1/models/fashion_model:predict', data=data, headers=headers)\n",
+        "predictions = json.loads(json_response.text)['predictions']\n",
         "\n",
-        "  show(0, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
-        "    class_names[np.argmax(predictions[0])], test_labels[0], class_names[np.argmax(predictions[0])], test_labels[0]))"
+        "show(0, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
+        "  class_names[np.argmax(predictions[0])], test_labels[0], class_names[np.argmax(predictions[0])], test_labels[0]))"
       ]
     },
     {
@@ -510,14 +532,13 @@
       },
       "outputs": [],
       "source": [
-        "if not testing:\n",
-        "  headers = {\"content-type\": \"application/json\"}\n",
-        "  json_response = requests.post('http://localhost:8501/v1/models/fashion_model/versions/1:predict', data=data, headers=headers)\n",
-        "  predictions = json.loads(json_response.text)['predictions']\n",
+        "headers = {\"content-type\": \"application/json\"}\n",
+        "json_response = requests.post('http://localhost:8501/v1/models/fashion_model/versions/1:predict', data=data, headers=headers)\n",
+        "predictions = json.loads(json_response.text)['predictions']\n",
         "\n",
-        "  for i in range(0,3):\n",
-        "    show(i, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
-        "      class_names[np.argmax(predictions[i])], test_labels[i], class_names[np.argmax(predictions[i])], test_labels[i]))"
+        "for i in range(0,3):\n",
+        "  show(i, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
+        "    class_names[np.argmax(predictions[i])], test_labels[i], class_names[np.argmax(predictions[i])], test_labels[i]))"
       ]
     }
   ],

From 525c1af73ca543ce0165b3d22f0bbf21094fc443 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Wed, 28 Nov 2018 16:28:10 -0800
Subject: [PATCH 1620/8103] Release a "GPU" version of TensorFlow Serving APIs.
 This depends on the tensorflow-gpu instead of tensorflow PIP package, but is
 otherwise identical.

Fixes https://github.com/tensorflow/serving/issues/1142

PiperOrigin-RevId: 223256799
---
 .../tools/pip_package/build_pip_package.sh    | 10 +++++---
 tensorflow_serving/tools/pip_package/setup.py | 23 ++++++++++++++++---
 2 files changed, 27 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 5ddfe37756e..2569420ef7b 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -23,7 +23,7 @@ function main() {
   fi
 
   if [[ ! -d "bazel-bin/tensorflow_serving" ]]; then
-    echo "Could not find bazel-bin. Did you run from the root of the build "\
+    echo "Could not find bazel-bin. Did you run from the root of the build"\
       "tree?"
     exit 1
   fi
@@ -74,8 +74,12 @@ function main() {
   cp ${PIP_SRC_DIR}/setup.py "${TMPDIR}"
 
   pushd "${TMPDIR}"
-  echo $(date) : "=== Building wheel"
-  python setup.py bdist_wheel --universal # >/dev/null
+  echo $(date) : "=== Building wheel (CPU)"
+  python setup.py bdist_wheel --universal \
+    --project_name tensorflow-serving-api # >/dev/null
+  echo $(date) : "=== Building wheel (GPU)"
+  python setup.py bdist_wheel --universal \
+    --project_name tensorflow-serving-api-gpu # >/dev/null
   mkdir -p "${DEST}"
   cp dist/* "${DEST}"
   popd
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index c68adc73431..73d42e56c14 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -23,6 +23,8 @@
 This package contains the TensorFlow Serving Python APIs.
 """
 
+import sys
+
 from setuptools import find_packages
 from setuptools import setup
 
@@ -31,14 +33,29 @@
 # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
 _VERSION = '0.0.0'
 
+project_name = 'tensorflow-serving-api'
+# Set when building the pip package
+if '--project_name' in sys.argv:
+  project_name_idx = sys.argv.index('--project_name')
+  project_name = sys.argv[project_name_idx + 1]
+  sys.argv.remove('--project_name')
+  sys.argv.pop(project_name_idx)
+
+_TF_REQ = ['tensorflow>=1.2.0,<2']
+
+# GPU build (note: the only difference is we depend on tensorflow-gpu so
+# pip doesn't overwrite it with the CPU build)
+if 'tensorflow-serving-api-gpu' in project_name:
+  _TF_REQ = ['tensorflow-gpu>=1.2.0,<2']
+
+
 REQUIRED_PACKAGES = [
-    'tensorflow>=1.2.0,<2',
     'grpcio>=1.0<2',
     'protobuf>=3.6.0',
-]
+] + _TF_REQ
 
 setup(
-    name='tensorflow-serving-api',
+    name=project_name,
     version=_VERSION.replace('-', ''),
     author='Google Inc.',
     author_email='tensorflow-serving-dev@googlegroups.com',

From 9e48d0cb5f42184c70d7b02a382aede4d46be67e Mon Sep 17 00:00:00 2001
From: robertcrowe <robertcrowe@google.com>
Date: Thu, 29 Nov 2018 11:07:23 -0800
Subject: [PATCH 1621/8103] Adding requests install for rendering

PiperOrigin-RevId: 223376182
---
 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 449441ba9e8..914318e1bfa 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -501,6 +501,8 @@
       },
       "outputs": [],
       "source": [
+        "!pip install -q requests\n",
+        "\n",
         "import requests\n",
         "headers = {\"content-type\": \"application/json\"}\n",
         "json_response = requests.post('http://localhost:8501/v1/models/fashion_model:predict', data=data, headers=headers)\n",

From ff3167717201d32ebb805d5f324027a5ef858ed4 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 29 Nov 2018 11:56:02 -0800
Subject: [PATCH 1622/8103] Internal change

PiperOrigin-RevId: 223385304
---
 tensorflow_serving/tools/docker/tests/BUILD | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index 384774cec62..7075f06a6af 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -23,9 +23,9 @@ sh_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
     ],
     tags = [
-        "exclude_from_all",
         "exclusive",
         "local",
+        "manual",
     ],
     deps = [":docker_test_lib"],
 )
@@ -39,9 +39,9 @@ sh_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
     ],
     tags = [
-        "exclude_from_all",
         "exclusive",
         "local",
+        "manual",
     ],
     deps = [":docker_test_lib"],
 )
@@ -55,9 +55,9 @@ sh_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu",
     ],
     tags = [
-        "exclude_from_all",
         "exclusive",
         "local",
+        "manual",
     ],
     deps = [":docker_test_lib"],
 )
@@ -71,9 +71,9 @@ sh_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu",
     ],
     tags = [
-        "exclude_from_all",
         "exclusive",
         "local",
+        "manual",
     ],
     deps = [":docker_test_lib"],
 )

From cd7345b2d2924892abd0847f45817c7d7369a723 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 29 Nov 2018 12:52:22 -0800
Subject: [PATCH 1623/8103] Docker GPU Devel image should install
 tensorflow-serving-api-gpu package

PiperOrigin-RevId: 223394699
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 601415955ca..9d27cccbe71 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -104,7 +104,8 @@ RUN bazel build --color=yes --curses=yes \
     tensorflow_serving/tools/pip_package:build_pip_package && \
     bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
     /tmp/pip && \
-    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    pip --no-cache-dir install --upgrade \
+    /tmp/pip/tensorflow_serving_api-*.whl && \
     rm -rf /tmp/pip
 
 FROM binary_build as clean_build
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 617a7783c10..8cbfe5e34e3 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -175,7 +175,8 @@ RUN bazel build --color=yes --curses=yes \
     tensorflow_serving/tools/pip_package:build_pip_package && \
     bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
     /tmp/pip && \
-    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    pip --no-cache-dir install --upgrade \
+    /tmp/pip/tensorflow_serving_api_gpu-*.whl && \
     rm -rf /tmp/pip
 
 FROM binary_build as clean_build

From 7386928d1212ad5c2fcf333e5188fdeb17cc3890 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 13:02:07 -0800
Subject: [PATCH 1624/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223396229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56f38f69e3b..d40dbd65dab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f5a95fdac18fef38565298e4dc300761a7c46cf808dd1bc113b69085d6584b5",
-    git_commit = "19f97dc4bd9507c6c971372d5995f1e81cf045c9",
+    sha256 = "0e1101166b6ca2ee4c970422bf450c44eea2a32f7d899b2ca521c18296cb5196",
+    git_commit = "20179793c2c96bbcbbaaf400b247e35aa81d9deb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ccddf3f582400b3633510bdbcadd5c7847861b91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 14:02:16 -0800
Subject: [PATCH 1625/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223406941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d40dbd65dab..5d17f3ba635 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e1101166b6ca2ee4c970422bf450c44eea2a32f7d899b2ca521c18296cb5196",
-    git_commit = "20179793c2c96bbcbbaaf400b247e35aa81d9deb",
+    sha256 = "6062dbf2c648dd14283f36dc03dfcee22cb5c3f19e33f70c736aab410f4dc4f0",
+    git_commit = "886fab08090cb9048e5cb6169b1e8ab260f650a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8c759ced61b83192b50a3dddb70902e48e574c6a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 29 Nov 2018 14:08:21 -0800
Subject: [PATCH 1626/8103] Remove circular link

Fixes https://github.com/tensorflow/serving/issues/1192

PiperOrigin-RevId: 223408194
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 8cbfe5e34e3..088fd01faf0 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -120,7 +120,6 @@ ENV TF_CUDNN_VERSION=7
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
 WORKDIR /
 RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
-  ln -s /usr/lib/x86_64-linux-gnu/include/cudnn.h /usr/lib/x86_64-linux-gnu/include/cudnn.h && \
   ln -s /usr/include/cudnn.h /usr/local/cuda/include/cudnn.h && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/local/cuda/lib64/libcudnn.so && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.${TF_CUDNN_VERSION} /usr/local/cuda/lib64/libcudnn.so.${TF_CUDNN_VERSION}

From 5bacc84d1a37c04a301f6c7df1036f185ca10356 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 15:01:57 -0800
Subject: [PATCH 1627/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223417702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d17f3ba635..71682b234df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6062dbf2c648dd14283f36dc03dfcee22cb5c3f19e33f70c736aab410f4dc4f0",
-    git_commit = "886fab08090cb9048e5cb6169b1e8ab260f650a1",
+    sha256 = "3ba252479dc8064125c55dcfd91174852bbc65f2a6ffe11647837c9c4550da04",
+    git_commit = "29574450f8701385b821f8b6701e19df1d41dbe5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 995e017f8521cf8ec40d558fe3ae910120d51247 Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Thu, 29 Nov 2018 15:15:14 -0800
Subject: [PATCH 1628/8103] remove .md in _book.yaml

PiperOrigin-RevId: 223420178
---
 tensorflow_serving/g3doc/_book.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index a0b6305185f..eca2c81eda0 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -20,7 +20,7 @@ upper_tabs:
         path: /serving/api_rest
       - heading: Examples
       - title: Training and serving a model with REST
-        path: /serving/tutorials/Serving_REST_simple.md
+        path: /serving/tutorials/Serving_REST_simple
       - heading: Understanding TensorFlow Serving
       - title: Overview
         path: /serving/overview

From f2328395d2f9123fe703d32a2b244581e79c1316 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 16:02:50 -0800
Subject: [PATCH 1629/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223428510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71682b234df..3eb14f819f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ba252479dc8064125c55dcfd91174852bbc65f2a6ffe11647837c9c4550da04",
-    git_commit = "29574450f8701385b821f8b6701e19df1d41dbe5",
+    sha256 = "295a983fc22a656707b09f6f0848ba32fda159c46900d10490cc293e9cb9b561",
+    git_commit = "ee5f4ebbf4b93283372ba708925318a2a8ce83a5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61b6dd3c9ec4d2b15b1df328cad67b038e70a7ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 17:01:57 -0800
Subject: [PATCH 1630/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223437812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3eb14f819f6..118e6cb0799 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "295a983fc22a656707b09f6f0848ba32fda159c46900d10490cc293e9cb9b561",
-    git_commit = "ee5f4ebbf4b93283372ba708925318a2a8ce83a5",
+    sha256 = "fe103840edeca8b9599efa06e1770349cdfa92919c367ae053eb1a64fd1eab6d",
+    git_commit = "0ec0dbe21a74956ec3a31d775e7679b9e8d2d03e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54a3813f4e7420a882f65c68a40a2886fab11686 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 18:02:16 -0800
Subject: [PATCH 1631/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223445081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 118e6cb0799..4a52fa7ab9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe103840edeca8b9599efa06e1770349cdfa92919c367ae053eb1a64fd1eab6d",
-    git_commit = "0ec0dbe21a74956ec3a31d775e7679b9e8d2d03e",
+    sha256 = "3b80cb402c4b1b080f6386faf6bf4353fcf74162767ee85e8ceb6953673a6330",
+    git_commit = "771f3a4385a2f054f6747acffd3217aff224fd50",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8c7370686668deeb33475283eb4c58b96853895d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 19:02:16 -0800
Subject: [PATCH 1632/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223450700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a52fa7ab9a..067ca2ad373 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b80cb402c4b1b080f6386faf6bf4353fcf74162767ee85e8ceb6953673a6330",
-    git_commit = "771f3a4385a2f054f6747acffd3217aff224fd50",
+    sha256 = "fe2e0ab770a1176375b24da4e679707cd813da28ef311716d509ee9b6ad91607",
+    git_commit = "48714769a1df93198fecddb39e809871b89e210b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From da9e28820dc670515b09f680d6ec691ea62a8391 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 20:02:01 -0800
Subject: [PATCH 1633/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223455238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 067ca2ad373..8cfba5d81e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe2e0ab770a1176375b24da4e679707cd813da28ef311716d509ee9b6ad91607",
-    git_commit = "48714769a1df93198fecddb39e809871b89e210b",
+    sha256 = "a416f1bf2294f32ce0a1c75f422605923f20357b7e53c0d93064ba963fc64e73",
+    git_commit = "af4417be821c1e0e1af2d4324fd3e5cac2ac9887",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 021265e70fe30e65a73c406c448ac3b074bce524 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 21:02:02 -0800
Subject: [PATCH 1634/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223459885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cfba5d81e5..9dc3b8cc21d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a416f1bf2294f32ce0a1c75f422605923f20357b7e53c0d93064ba963fc64e73",
-    git_commit = "af4417be821c1e0e1af2d4324fd3e5cac2ac9887",
+    sha256 = "baabdd00eda97d87b62c0401067f72e912bdc6bbd1cdf6ac131cb1bec4a6b7df",
+    git_commit = "19a1dd5268a67bb2fb0c1b034e9c0d6f63db230b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62d053a5b389ec7da00eab6b5bdc1c8536d23e21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 22:02:22 -0800
Subject: [PATCH 1635/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223464455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9dc3b8cc21d..8ca391e5903 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baabdd00eda97d87b62c0401067f72e912bdc6bbd1cdf6ac131cb1bec4a6b7df",
-    git_commit = "19a1dd5268a67bb2fb0c1b034e9c0d6f63db230b",
+    sha256 = "adbef7826eb61b8bdcc77c9d75def5185cf33bf4f1ab8b59717b1917393a30d6",
+    git_commit = "ecf27945d551bea2ebccb1262d28f2b89ecd61bd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a6b6d2d0d6323b4be71f5c22db62f106d0b37a54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Nov 2018 23:02:02 -0800
Subject: [PATCH 1636/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223468847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ca391e5903..5f358a81ecd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "adbef7826eb61b8bdcc77c9d75def5185cf33bf4f1ab8b59717b1917393a30d6",
-    git_commit = "ecf27945d551bea2ebccb1262d28f2b89ecd61bd",
+    sha256 = "bf2dce2c79fb03eaedac57385e9217d6f10e09dc3f4ad60cde98a0e693d3eb13",
+    git_commit = "ba14318eee9d2bf11d49eadde9a525b5b2cfea02",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 49216ba92aa3f4a3a021697cf1c36c298769856d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 00:02:20 -0800
Subject: [PATCH 1637/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223473046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f358a81ecd..54de84195c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf2dce2c79fb03eaedac57385e9217d6f10e09dc3f4ad60cde98a0e693d3eb13",
-    git_commit = "ba14318eee9d2bf11d49eadde9a525b5b2cfea02",
+    sha256 = "298bb33d776ca8ff6da066b72e433dcb3347b3f9b15be4d1742bdbf8a03df9ac",
+    git_commit = "9bed21b402bba91254e341b0645c8a1d3d399f5a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1a03c8512fd5ab35c1df2f46dbe3e6775cb2ea98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 03:02:16 -0800
Subject: [PATCH 1638/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223490015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54de84195c2..76c4b252bed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "298bb33d776ca8ff6da066b72e433dcb3347b3f9b15be4d1742bdbf8a03df9ac",
-    git_commit = "9bed21b402bba91254e341b0645c8a1d3d399f5a",
+    sha256 = "2b9d0f427aabc166f740349f302bd9762b474a80d9cac26a5a3d8fcb13100cd9",
+    git_commit = "9ac3f6152458c762a620e61d9fbc248b2357dfb6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af13144bcbd99ec49a08f3f49b891562027ac1a6 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 30 Nov 2018 08:59:21 -0800
Subject: [PATCH 1639/8103] Internal change

PiperOrigin-RevId: 223523050
---
 tensorflow_serving/workspace.bzl | 99 ++++++++++++++------------------
 1 file changed, 44 insertions(+), 55 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 6af90cf3c24..5d055628dbc 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -1,60 +1,49 @@
 # TensorFlow Serving external dependencies that can be loaded in WORKSPACE
 # files.
 
-load('@org_tensorflow//tensorflow:workspace.bzl', 'tf_workspace')
+load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
 
 def tf_serving_workspace():
-  '''All TensorFlow Serving external dependencies.'''
-  # The inception model's BUILD file is written as if it is the root BUILD
-  # file. We use strip_prefix to make the inception model directory the root.
-  native.http_archive(
-      name = "inception_model",
-      urls = [
-          "https://mirror.bazel.build/github.com/tensorflow/models/archive/6fc65ee60ac39be0445e5a311b40dc7ccce214d0.tar.gz",
-          "https://github.com/tensorflow/models/archive/6fc65ee60ac39be0445e5a311b40dc7ccce214d0.tar.gz",
-      ],
-      sha256 = "7a908017d60fca54c80405527576f08dbf8d130efe6a53791639ff3b26afffbc",
-      strip_prefix = "models-6fc65ee60ac39be0445e5a311b40dc7ccce214d0/research/inception",
-  )
-
-  tf_workspace(path_prefix = "", tf_repo_name = "org_tensorflow")
-
-  # ===== gRPC dependencies =====
-  native.bind(
-      name = "libssl",
-      actual = "@boringssl//:ssl",
-  )
-
-  native.bind(
-      name = "zlib",
-      actual = "@zlib_archive//:zlib",
-  )
-
-  # gRPC wants the existence of a cares dependence but its contents are not
-  # actually important since we have set GRPC_ARES=0 in tools/bazel.rc
-  native.bind(
-      name = "cares",
-      actual = "@grpc//third_party/nanopb:nanopb",
-  )
-
-  # ===== RapidJSON (rapidjson.org) dependencies =====
-  native.new_http_archive(
-      name = "com_github_tencent_rapidjson",
-      urls = [
-          "https://github.com/Tencent/rapidjson/archive/v1.1.0.zip",
-      ],
-      sha256 = "8e00c38829d6785a2dfb951bb87c6974fa07dfe488aa5b25deec4b8bc0f6a3ab",
-      strip_prefix = "rapidjson-1.1.0",
-      build_file = "third_party/rapidjson.BUILD"
-  )
-
-  # ===== libevent (libevent.org) dependencies =====
-  native.new_http_archive(
-      name = "com_github_libevent_libevent",
-      urls = [
-          "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip"
-      ],
-      sha256 = "70158101eab7ed44fd9cc34e7f247b3cae91a8e4490745d9d6eb7edc184e4d96",
-      strip_prefix = "libevent-release-2.1.8-stable",
-      build_file = "third_party/libevent.BUILD"
-  )
+    """All TensorFlow Serving external dependencies."""
+
+    tf_workspace(path_prefix = "", tf_repo_name = "org_tensorflow")
+
+    # ===== gRPC dependencies =====
+    native.bind(
+        name = "libssl",
+        actual = "@boringssl//:ssl",
+    )
+
+    native.bind(
+        name = "zlib",
+        actual = "@zlib_archive//:zlib",
+    )
+
+    # gRPC wants the existence of a cares dependence but its contents are not
+    # actually important since we have set GRPC_ARES=0 in tools/bazel.rc
+    native.bind(
+        name = "cares",
+        actual = "@grpc//third_party/nanopb:nanopb",
+    )
+
+    # ===== RapidJSON (rapidjson.org) dependencies =====
+    native.new_http_archive(
+        name = "com_github_tencent_rapidjson",
+        urls = [
+            "https://github.com/Tencent/rapidjson/archive/v1.1.0.zip",
+        ],
+        sha256 = "8e00c38829d6785a2dfb951bb87c6974fa07dfe488aa5b25deec4b8bc0f6a3ab",
+        strip_prefix = "rapidjson-1.1.0",
+        build_file = "third_party/rapidjson.BUILD",
+    )
+
+    # ===== libevent (libevent.org) dependencies =====
+    native.new_http_archive(
+        name = "com_github_libevent_libevent",
+        urls = [
+            "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip",
+        ],
+        sha256 = "70158101eab7ed44fd9cc34e7f247b3cae91a8e4490745d9d6eb7edc184e4d96",
+        strip_prefix = "libevent-release-2.1.8-stable",
+        build_file = "third_party/libevent.BUILD",
+    )

From 80aac94a1aa99f589e2a43ddb8e887bd16888012 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 10:01:49 -0800
Subject: [PATCH 1640/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223531987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76c4b252bed..c3152b76d6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b9d0f427aabc166f740349f302bd9762b474a80d9cac26a5a3d8fcb13100cd9",
-    git_commit = "9ac3f6152458c762a620e61d9fbc248b2357dfb6",
+    sha256 = "c2dd306e60fb556fa6273aef93aed5be8c521be6ca79977f1e0a4bb946fb3ae9",
+    git_commit = "5d45c7e715eb1ea8b69133da52228b34ccb3d29d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8023fba48c5b47a81fec25c17ba385a720650ef8 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 30 Nov 2018 10:29:00 -0800
Subject: [PATCH 1641/8103] Update non-GPU images to Ubuntu 18.04

PiperOrigin-RevId: 223536597
---
 tensorflow_serving/tools/docker/Dockerfile       | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index 4ba889cb93c..48e5fa5ee25 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM ubuntu:16.04
+FROM ubuntu:18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 9d27cccbe71..e47460f2be0 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:16.04 as base_build
+FROM ubuntu:18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -28,7 +28,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         git \
         libcurl3-dev \
         libfreetype6-dev \
-        libpng12-dev \
+        libpng-dev \
         libtool \
         libzmq3-dev \
         mlocate \

From bcdb87f0ea2cb331c7b99aa65488f39f5e6eb2a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 11:14:27 -0800
Subject: [PATCH 1642/8103] No op

PiperOrigin-RevId: 223544804
---
 tensorflow_serving/model_servers/BUILD | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8d5bc96a02c..3f4c7aae2d9 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -15,6 +15,14 @@ licenses(["notice"])  # Apache 2.0
 # or other implementation details.
 package_group(name = "tensorflow_model_server_custom_op_clients")
 
+package_group(
+    name = "testing",
+    packages = [
+        # tensorflow_transform for testing only
+        "//third_party/py/tensorflow_transform/examples/...",
+    ],
+)
+
 filegroup(
     name = "all_files",
     srcs = glob(
@@ -356,7 +364,10 @@ cc_library(
 cc_binary(
     name = "tensorflow_model_server",
     stamp = 1,
-    visibility = ["//tensorflow_serving:internal"],
+    visibility = [
+        ":testing",
+        "//tensorflow_serving:internal",
+    ],
     deps = [
         ":tensorflow_model_server_main_lib",
     ],

From cb24c96cbc9d2ebe292457f466521cd3dbbc8038 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 12:03:51 -0800
Subject: [PATCH 1643/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223553553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3152b76d6f..aca95207419 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2dd306e60fb556fa6273aef93aed5be8c521be6ca79977f1e0a4bb946fb3ae9",
-    git_commit = "5d45c7e715eb1ea8b69133da52228b34ccb3d29d",
+    sha256 = "7d081cf522eec21566f43e7a3c6eb325d191c8e20229d8ba7d38d3dfdc548167",
+    git_commit = "5b14577d42842871f1cb0eb8dfe77d32db1eb654",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c658524725f7d0c6d38904ab065260e0b6a2ebba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 13:01:45 -0800
Subject: [PATCH 1644/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223561883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aca95207419..3447a85ba05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d081cf522eec21566f43e7a3c6eb325d191c8e20229d8ba7d38d3dfdc548167",
-    git_commit = "5b14577d42842871f1cb0eb8dfe77d32db1eb654",
+    sha256 = "7f049bc9d9f1dbeeb395462a9f3e7643ed3867a246b695fd680cd209e76cf0fc",
+    git_commit = "a46412b9384b82593f69df04df49bfbe2c7f245c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8166fb7e4d0ab0541c1df95e3d2c6aa488e89361 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 15:01:46 -0800
Subject: [PATCH 1645/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223581076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3447a85ba05..c39b75f06de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f049bc9d9f1dbeeb395462a9f3e7643ed3867a246b695fd680cd209e76cf0fc",
-    git_commit = "a46412b9384b82593f69df04df49bfbe2c7f245c",
+    sha256 = "472336f315ec48e7175a6e2c54325b09a6fc9ae57d5843311ce98d9ce610e49e",
+    git_commit = "32715d16b4d810d8fe711855ee68a5279481e252",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ad0a0ec5d9b3bf172de9ee1110bf2c2380949550 Mon Sep 17 00:00:00 2001
From: markdaoust <markdaoust@google.com>
Date: Fri, 30 Nov 2018 15:55:23 -0800
Subject: [PATCH 1646/8103] Remove test block

PiperOrigin-RevId: 223589068
---
 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 914318e1bfa..52ea4bf5ddb 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -196,11 +196,6 @@
         "\n",
         "testing = False\n",
         "epochs = 5\n",
-        "#BEGIN GOOGLE-INTERNAL\n",
-        "testing = os.getenv(\"WEB_TEST_BROWSER\")\n",
-        "if testing:\n",
-        "  epochs = 1 \n",
-        "#END GOOGLE-INTERNAL\n",
         "\n",
         "model.compile(optimizer=tf.train.AdamOptimizer(), \n",
         "              loss='sparse_categorical_crossentropy',\n",

From d588092fe19aa3d98d24d61e91f6e00ce67c61ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 16:02:31 -0800
Subject: [PATCH 1647/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223590049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c39b75f06de..7cf00296887 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "472336f315ec48e7175a6e2c54325b09a6fc9ae57d5843311ce98d9ce610e49e",
-    git_commit = "32715d16b4d810d8fe711855ee68a5279481e252",
+    sha256 = "0feca2a43f9f3472b56cb39b2578a4210ba02b0db914ce2b3d90db0dfca05dc3",
+    git_commit = "767631fbcb3890d4d42b84bcac12682fb2e8a79a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 58a22637ef5e3c50153eb42eff652137eb18c94a Mon Sep 17 00:00:00 2001
From: haiming <haiming@google.com>
Date: Fri, 30 Nov 2018 16:03:27 -0800
Subject: [PATCH 1648/8103] Adds ModelSpec to SessionRunResponse.

PiperOrigin-RevId: 223590212
---
 tensorflow_serving/apis/session_service.proto | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/apis/session_service.proto b/tensorflow_serving/apis/session_service.proto
index 0c42131cf58..cda4bad868c 100644
--- a/tensorflow_serving/apis/session_service.proto
+++ b/tensorflow_serving/apis/session_service.proto
@@ -30,6 +30,9 @@ message SessionRunRequest {
 }
 
 message SessionRunResponse {
+  // Effective Model Specification used for session run.
+  ModelSpec model_spec = 3;
+
   // NOTE: The order of the returned tensors may or may not match
   // the fetch order specified in RunRequest.
   repeated NamedTensorProto tensor = 1;

From 95932972affb3514fa855565087c8010410489b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 17:01:51 -0800
Subject: [PATCH 1649/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223598378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cf00296887..20e7b558e37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0feca2a43f9f3472b56cb39b2578a4210ba02b0db914ce2b3d90db0dfca05dc3",
-    git_commit = "767631fbcb3890d4d42b84bcac12682fb2e8a79a",
+    sha256 = "816a87ee4a6b37ccadcc6f823fed532a3edbe1babc9af6100c404b4482f66eed",
+    git_commit = "644e58cd69263cd87f678d1d90ca7b7d4bfc9634",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9616196519c64bc9935b0203e0cf89cb72a9efe9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 18:02:25 -0800
Subject: [PATCH 1650/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223604083
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20e7b558e37..5c4ee5029e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "816a87ee4a6b37ccadcc6f823fed532a3edbe1babc9af6100c404b4482f66eed",
-    git_commit = "644e58cd69263cd87f678d1d90ca7b7d4bfc9634",
+    sha256 = "990698e13bf9c25024126117b9753ba10cdcaf02417d850d511857c436dd87f6",
+    git_commit = "4f3d18dc2fa32e9714a1da3118a1c0402809315c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a33d2e5c9d437987091edd615bf579811934897e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 19:02:53 -0800
Subject: [PATCH 1651/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223608413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c4ee5029e0..a5671a01009 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "990698e13bf9c25024126117b9753ba10cdcaf02417d850d511857c436dd87f6",
-    git_commit = "4f3d18dc2fa32e9714a1da3118a1c0402809315c",
+    sha256 = "40549c02340d5d9cd581cf4225aa6894892b9370349a3b6bae51abf9bd8fcb94",
+    git_commit = "32f729c59e8ebae55b6c460cf863eec3bbe51256",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fbd63912c84ed2f7500de4b10eeed7e74e9b3eed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 20:02:06 -0800
Subject: [PATCH 1652/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223611672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5671a01009..3b1ddcb85da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40549c02340d5d9cd581cf4225aa6894892b9370349a3b6bae51abf9bd8fcb94",
-    git_commit = "32f729c59e8ebae55b6c460cf863eec3bbe51256",
+    sha256 = "46735cf9f85e36f61557462806d7bd34926f1b1a57dd35332f398a312e469ecf",
+    git_commit = "3d02e033aab4ba988025056d633b2aa9414c1a04",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ae06e8330d83a5369b5bb993e988081fd96df2b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 21:01:55 -0800
Subject: [PATCH 1653/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223614749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b1ddcb85da..8325ee81e83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46735cf9f85e36f61557462806d7bd34926f1b1a57dd35332f398a312e469ecf",
-    git_commit = "3d02e033aab4ba988025056d633b2aa9414c1a04",
+    sha256 = "718789ce5e9c8f489a312ad897aae811e495f7a5c775f2583bc8ad0fb1de970b",
+    git_commit = "e9158f0268e71b1c5e3384e6552e6083263aa4a8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fef45e977db674665230dd6b519b5218ab48e440 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Nov 2018 22:01:52 -0800
Subject: [PATCH 1654/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223617489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8325ee81e83..023837e86b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "718789ce5e9c8f489a312ad897aae811e495f7a5c775f2583bc8ad0fb1de970b",
-    git_commit = "e9158f0268e71b1c5e3384e6552e6083263aa4a8",
+    sha256 = "185cd150864d92b7f9cf7438d8100b9c554a996eaaad5368249c4f97b51c041b",
+    git_commit = "b69dce1d9fd31ed88abff8bf8bbbf87023655533",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 76340ac4bcc305429b2288ca42ca0b1db3eefc55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Dec 2018 03:01:54 -0800
Subject: [PATCH 1655/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223632081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 023837e86b3..859d42f9359 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "185cd150864d92b7f9cf7438d8100b9c554a996eaaad5368249c4f97b51c041b",
-    git_commit = "b69dce1d9fd31ed88abff8bf8bbbf87023655533",
+    sha256 = "8eb4fa6e7e48ed5ae7a5511a07ff93e1caafbffe8701c43489c8957fab869d46",
+    git_commit = "d15b49732f9bec02571f20b2c8c3a0b62d9888fb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7abcc2ff6b3a81024887857e0accd86a157d01e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Dec 2018 10:02:01 -0800
Subject: [PATCH 1656/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223648240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 859d42f9359..80bb36e9859 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8eb4fa6e7e48ed5ae7a5511a07ff93e1caafbffe8701c43489c8957fab869d46",
-    git_commit = "d15b49732f9bec02571f20b2c8c3a0b62d9888fb",
+    sha256 = "e496e31d481453ea8975e6a31288ab47028b4fea2bbac997c27ccbc9df4b929e",
+    git_commit = "35c19c850a2c0cfb13cda56a493fa9163936d66c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 29631fc6796dd4fc2fcc656c24221e540d150857 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Dec 2018 11:01:49 -0800
Subject: [PATCH 1657/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223650134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80bb36e9859..3d4a9d4982d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e496e31d481453ea8975e6a31288ab47028b4fea2bbac997c27ccbc9df4b929e",
-    git_commit = "35c19c850a2c0cfb13cda56a493fa9163936d66c",
+    sha256 = "a5757d57d8dc82814387f3bc48845117df2c8cf37422ae5bc2afcb37c563e3f6",
+    git_commit = "f1edf205b290c7fdeefe0b73d27c50a3cab67dcb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5fe4bba90a5712066a22b5f9386f353683fc8ad1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Dec 2018 14:01:46 -0800
Subject: [PATCH 1658/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223656667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d4a9d4982d..8a5671f5ec7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5757d57d8dc82814387f3bc48845117df2c8cf37422ae5bc2afcb37c563e3f6",
-    git_commit = "f1edf205b290c7fdeefe0b73d27c50a3cab67dcb",
+    sha256 = "0e94887b7f058f42dc959bd7e0cbbbd3cf5e29f09e4850b085ae886f53042f15",
+    git_commit = "a4f06947c61ef6f69057f1207c2532a3551ff4f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 43187c06dbf343b3c1a5a7c072a4ab60557be7b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Dec 2018 20:01:48 -0800
Subject: [PATCH 1659/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223671303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a5671f5ec7..6368b421755 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e94887b7f058f42dc959bd7e0cbbbd3cf5e29f09e4850b085ae886f53042f15",
-    git_commit = "a4f06947c61ef6f69057f1207c2532a3551ff4f0",
+    sha256 = "fc5fff8a728c8c496e17cd41144f9dfdbe79116a58c4a8edbea834117bb184eb",
+    git_commit = "e81ef04a628aceb78571b3ef5e784253e2d15501",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b259b99fb5289cc9eb0267de9b3853960ddf5b85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 03:01:58 -0800
Subject: [PATCH 1660/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223690711
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6368b421755..885bfeb2fd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc5fff8a728c8c496e17cd41144f9dfdbe79116a58c4a8edbea834117bb184eb",
-    git_commit = "e81ef04a628aceb78571b3ef5e784253e2d15501",
+    sha256 = "f5f6a1bd5fb2209016d2411fcfff074d9d4843a277dc0bdecc53d12127914e51",
+    git_commit = "c297ff16bc798fb78e06460d00bcef52853601fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b00c3d95a3a26cdfcb339faffb3e5d76cb4914fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 05:02:00 -0800
Subject: [PATCH 1661/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223695921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 885bfeb2fd8..29c3ddebeb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5f6a1bd5fb2209016d2411fcfff074d9d4843a277dc0bdecc53d12127914e51",
-    git_commit = "c297ff16bc798fb78e06460d00bcef52853601fd",
+    sha256 = "7bc0f89efbf9dbce5093dd14ae8ffe7eed268f60ad5aa600fe2be8e00760e6e5",
+    git_commit = "3188c2a38b9327e58940e7040a4ba7c72c014718",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f1aa9ec26e64651de847f328f3f2e517e12d40cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 13:01:47 -0800
Subject: [PATCH 1662/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223715749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29c3ddebeb8..68cdd7a92f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bc0f89efbf9dbce5093dd14ae8ffe7eed268f60ad5aa600fe2be8e00760e6e5",
-    git_commit = "3188c2a38b9327e58940e7040a4ba7c72c014718",
+    sha256 = "c5d9ab11f13b9ef14d81af2a967f7b662c87c66df5f54437e8daafcca4eeb36b",
+    git_commit = "e4e93916658de21aa4b22ca37e2629a664585852",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fef35bccf8f84f3430845ab40a1349001cf4a99b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 14:02:02 -0800
Subject: [PATCH 1663/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223718657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68cdd7a92f9..a3cc37a070c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5d9ab11f13b9ef14d81af2a967f7b662c87c66df5f54437e8daafcca4eeb36b",
-    git_commit = "e4e93916658de21aa4b22ca37e2629a664585852",
+    sha256 = "d7b728adf1f6f15975a0b9d8775be3e42f9fbc46dbb3241adb1f1cb5ccd2e761",
+    git_commit = "bd962d8cdfcda01a23c7051fa05e3db86dd9c30f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5d49744b413664270e849fefa664cd579580c69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 21:01:40 -0800
Subject: [PATCH 1664/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223739268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3cc37a070c..734d442c6e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7b728adf1f6f15975a0b9d8775be3e42f9fbc46dbb3241adb1f1cb5ccd2e761",
-    git_commit = "bd962d8cdfcda01a23c7051fa05e3db86dd9c30f",
+    sha256 = "87a81f0980d46e0e1b36bf5efeb477eb52264840c394470d4011c275f2553d37",
+    git_commit = "bb058ae291d565aa985e3fa8437ee026ad5c10f6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ab83b4cc8dd1124144327e89851f483f913218b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Dec 2018 23:01:55 -0800
Subject: [PATCH 1665/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223746390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 734d442c6e6..a5bb9b0cdb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87a81f0980d46e0e1b36bf5efeb477eb52264840c394470d4011c275f2553d37",
-    git_commit = "bb058ae291d565aa985e3fa8437ee026ad5c10f6",
+    sha256 = "f3a6f61d975558fe4b55e41109a3b9b3e9fedcea7a72774c25c2cbead0dddd41",
+    git_commit = "2e2f34b0922f98798befbceb14a150f816390ed3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c1edd85482e3eacf64438533b8d4b0923796c969 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 01:01:53 -0800
Subject: [PATCH 1666/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223756163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5bb9b0cdb1..83f87c2f71e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3a6f61d975558fe4b55e41109a3b9b3e9fedcea7a72774c25c2cbead0dddd41",
-    git_commit = "2e2f34b0922f98798befbceb14a150f816390ed3",
+    sha256 = "9c6667ee838e9be5341ceaeead6feb20d1b8fa4a5b6fce20e606faf4cf53a1e7",
+    git_commit = "2ce0bec9da49d1848ff72233e187b2d12e59b182",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fd75184f32c5c2a99ecff58b2274daae404f38d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 02:01:53 -0800
Subject: [PATCH 1667/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223762357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83f87c2f71e..deb42315df5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c6667ee838e9be5341ceaeead6feb20d1b8fa4a5b6fce20e606faf4cf53a1e7",
-    git_commit = "2ce0bec9da49d1848ff72233e187b2d12e59b182",
+    sha256 = "5cf57c034105b4342cfccf4b5d9555f837f28343d0c086a7bf087c0c004bf117",
+    git_commit = "d8b89170d98d200d3538a6435159f561aa888015",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 98f70f8c692786438f77560274c99937397b8938 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 04:01:57 -0800
Subject: [PATCH 1668/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223773190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index deb42315df5..c86050b1f44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cf57c034105b4342cfccf4b5d9555f837f28343d0c086a7bf087c0c004bf117",
-    git_commit = "d8b89170d98d200d3538a6435159f561aa888015",
+    sha256 = "c0b197373258cd11632b4b209558086e6a7636242559dda1d661a4e9f6e213cf",
+    git_commit = "6798656ce64201afe7d8d9ed5445cd5114bfd9b4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bb14df7095f93f8e93727899a4c13bd38bc6e63a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 09:01:45 -0800
Subject: [PATCH 1669/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223804399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c86050b1f44..2715e2dbd75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0b197373258cd11632b4b209558086e6a7636242559dda1d661a4e9f6e213cf",
-    git_commit = "6798656ce64201afe7d8d9ed5445cd5114bfd9b4",
+    sha256 = "f8b6442c5f3de27f940eab9945033f232ace0344b314f59536f72372f54f9ea7",
+    git_commit = "caabd16692077c7e1e705c6bf5b5e0606b680a00",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc3fa4044e556827dfd1659cf2b878c85bce257f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 10:01:48 -0800
Subject: [PATCH 1670/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223813989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2715e2dbd75..acfe84fe3f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8b6442c5f3de27f940eab9945033f232ace0344b314f59536f72372f54f9ea7",
-    git_commit = "caabd16692077c7e1e705c6bf5b5e0606b680a00",
+    sha256 = "a7b5ebc10d67e0d35df5bc8a2e3768e2d735e3e6573be78bbf549cac1096e99c",
+    git_commit = "244da6a4ffa5ff8de80d18baceedcf947ef6b68e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From df76261f38fc4ef8bbe4cd581a1912235c0ec460 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 11:02:17 -0800
Subject: [PATCH 1671/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223825076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acfe84fe3f3..8dc3c1c205f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7b5ebc10d67e0d35df5bc8a2e3768e2d735e3e6573be78bbf549cac1096e99c",
-    git_commit = "244da6a4ffa5ff8de80d18baceedcf947ef6b68e",
+    sha256 = "c928ffc084a18faae775b4e4f087d3523e1e7a76733d8719c3c1a455c8b45a93",
+    git_commit = "686b8afd8ba74b95d0533076e215c8708ddec422",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bcae8638b77854e93fb052f3169ca3df8781cc3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Dec 2018 12:02:26 -0800
Subject: [PATCH 1672/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 223837113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8dc3c1c205f..a53ad7a2b54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c928ffc084a18faae775b4e4f087d3523e1e7a76733d8719c3c1a455c8b45a93",
-    git_commit = "686b8afd8ba74b95d0533076e215c8708ddec422",
+    sha256 = "06c16235bc49694052b035ba146429e71db229058cd6b43c02dbaa25101d25d0",
+    git_commit = "dab4e7a725b0c92d5bad8dca683ba055d4a66584",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From da94f0ac054b8b71f9e7fbe66f34be7328db17fa Mon Sep 17 00:00:00 2001
From: robertcrowe <robertcrowe@google.com>
Date: Mon, 3 Dec 2018 15:32:59 -0800
Subject: [PATCH 1673/8103] Fixing typo on Serving index page

PiperOrigin-RevId: 223875253
---
 tensorflow_serving/g3doc/_index.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
index 4cda5dbbcdc..62c8d6b5a20 100644
--- a/tensorflow_serving/g3doc/_index.yaml
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -15,7 +15,7 @@ landing_page:
         provides out-of-the-box integration with TensorFlow models, but can be
         easily extended to serve other types of models and data.
         
-        h3 style='margin-top:1.5em; margin-bottom:0.5em'>Create a production pipeline</h3>
+        <h3 style='margin-top:1.5em; margin-bottom:0.5em'>Create a production pipeline</h3>
         You can create a production pipeline by adding other components from
         TensorFlow Extended (TFX) to your TensorFlow Serving deployment.  TFX includes
         components that enable your production deployment to monitor and validate your

From 5702caf341c675e1c613d3ecbbbbe96211b0c66b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Dec 2018 19:02:13 -0800
Subject: [PATCH 1674/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224086305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a53ad7a2b54..dc59b819a58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06c16235bc49694052b035ba146429e71db229058cd6b43c02dbaa25101d25d0",
-    git_commit = "dab4e7a725b0c92d5bad8dca683ba055d4a66584",
+    sha256 = "ff1921608f2be24d760a9cf8bc6eb06ed0585c64c7b75a448c77b6d82bce073d",
+    git_commit = "8c764edcf80351e1d6a5392e9f5cfe0391556f9b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aafbf19b1337374d0c45ba986fa70c6ef0afd1e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Dec 2018 20:02:17 -0800
Subject: [PATCH 1675/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224090992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc59b819a58..4e78c470534 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff1921608f2be24d760a9cf8bc6eb06ed0585c64c7b75a448c77b6d82bce073d",
-    git_commit = "8c764edcf80351e1d6a5392e9f5cfe0391556f9b",
+    sha256 = "ef4e33fe61c6046d25515bc86111d39eab2ed8988077a9d30cc0666c87dc790c",
+    git_commit = "be68e120ccd8c1034760e0b52d5421a93d22a366",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 654a2e45412f1f84f5a0bfe232a36eb33b1aef15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Dec 2018 23:01:43 -0800
Subject: [PATCH 1676/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224103931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e78c470534..ad7c3633048 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef4e33fe61c6046d25515bc86111d39eab2ed8988077a9d30cc0666c87dc790c",
-    git_commit = "be68e120ccd8c1034760e0b52d5421a93d22a366",
+    sha256 = "c5802c781fef7f7f63697da9bc7db262081be7835be20c037c4d050e1b8206c2",
+    git_commit = "2114ed7447c8239531aae073336140c8ca861303",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f87665e32c1303ba579f556abac53df7e07a3954 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 01:02:05 -0800
Subject: [PATCH 1677/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224113656
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad7c3633048..6c19a22a165 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5802c781fef7f7f63697da9bc7db262081be7835be20c037c4d050e1b8206c2",
-    git_commit = "2114ed7447c8239531aae073336140c8ca861303",
+    sha256 = "07a0b1649430dc42814ae1fffabdce6af0acbb6455894ce4f9c39555e9774568",
+    git_commit = "7c7ed2b64c6eeee3f92a215e872046c95d722020",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d01a8caa56d9b92f487b2812bcd199e99ae112fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 02:01:46 -0800
Subject: [PATCH 1678/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224120045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c19a22a165..b1aaa0ed3b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07a0b1649430dc42814ae1fffabdce6af0acbb6455894ce4f9c39555e9774568",
-    git_commit = "7c7ed2b64c6eeee3f92a215e872046c95d722020",
+    sha256 = "5c939f4917c6e08f7c089202e43d1fa178e9b68ba01bfe4e151734d50fecef45",
+    git_commit = "f821b6aac05d24917efa985fdde9293bc1534470",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0485a8f4d6e2e2f3e18210daea2761b1c84659b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 04:02:19 -0800
Subject: [PATCH 1679/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224130997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1aaa0ed3b3..90d21b6a99f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c939f4917c6e08f7c089202e43d1fa178e9b68ba01bfe4e151734d50fecef45",
-    git_commit = "f821b6aac05d24917efa985fdde9293bc1534470",
+    sha256 = "d016fdc35466cbc14759b872e5385064d2fafbc7ec890615cfdd8209a1ecd875",
+    git_commit = "3a6181ae34e73301247553983b406c8e01539b01",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b6a347aabb5e63d270001de838b29817dc3f3015 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 09:02:28 -0800
Subject: [PATCH 1680/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224162888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90d21b6a99f..384d9b038ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d016fdc35466cbc14759b872e5385064d2fafbc7ec890615cfdd8209a1ecd875",
-    git_commit = "3a6181ae34e73301247553983b406c8e01539b01",
+    sha256 = "0b23240557d014252abad20d20e41f06bc55c485053e3d1a426a7996a74e33e2",
+    git_commit = "264e6520c56f588a7e0f222f657f291e4620965d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4f9a86bef708b6aefdf1c0b7c9c6db5b5e3f5e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 10:01:51 -0800
Subject: [PATCH 1681/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224172242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 384d9b038ac..45677042231 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b23240557d014252abad20d20e41f06bc55c485053e3d1a426a7996a74e33e2",
-    git_commit = "264e6520c56f588a7e0f222f657f291e4620965d",
+    sha256 = "198f019ebf078c11741b29da5d462b4268106b9f30d8fd082831e234d342f084",
+    git_commit = "56a5b2a87cc1782ee26da5a3535a61b5afd7bb8d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4cd49448719ae741573e84e1db2473661e766a18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 11:02:13 -0800
Subject: [PATCH 1682/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224184926
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45677042231..69f425a699d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "198f019ebf078c11741b29da5d462b4268106b9f30d8fd082831e234d342f084",
-    git_commit = "56a5b2a87cc1782ee26da5a3535a61b5afd7bb8d",
+    sha256 = "7fc9a59d76591e6fc22c1c48abae4b8d79e613d265a6027a4709d14928108cea",
+    git_commit = "3f172b5db576d548007230c385db9e8be76d540c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5031527261d62b1ef6388d4f7cac6e78a3c2c99a Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Wed, 5 Dec 2018 11:43:09 -0800
Subject: [PATCH 1683/8103] Move Community upper-tab to right.

PiperOrigin-RevId: 224193154
---
 tensorflow_serving/g3doc/_book.yaml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
index eca2c81eda0..a836f825748 100644
--- a/tensorflow_serving/g3doc/_book.yaml
+++ b/tensorflow_serving/g3doc/_book.yaml
@@ -40,11 +40,13 @@ upper_tabs:
         path: /serving/custom_source
       - title: SignatureDefs in SavedModel for TensorFlow Serving
         path: /serving/signature_defs
+
     - name: TFX
       contents:
       - title: TFX
         path: /tfx
         status: external
+
     - name: API
       skip_translation: true
       contents:
@@ -53,3 +55,5 @@ upper_tabs:
         path: /serving/api_docs/cc/
       - title: Client API (REST)
         path: /serving/api_rest/
+
+- include: /_upper_tabs_right.yaml

From 884d8c9cc655fcc6efec7e12d274fc4550dca60f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 12:03:04 -0800
Subject: [PATCH 1684/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224196902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69f425a699d..287d025f9e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fc9a59d76591e6fc22c1c48abae4b8d79e613d265a6027a4709d14928108cea",
-    git_commit = "3f172b5db576d548007230c385db9e8be76d540c",
+    sha256 = "d4467fd7d89fbf4ce960a683607196bfb5d73a5491dd0d4f6062d1485f77a5a4",
+    git_commit = "dd6b19f3667e7f09de0e0552e76a53eece7fa281",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9fbc00e9174a872a4488fd46661bd59d416a3c95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 13:01:57 -0800
Subject: [PATCH 1685/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224206577
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 287d025f9e2..05c1b293504 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4467fd7d89fbf4ce960a683607196bfb5d73a5491dd0d4f6062d1485f77a5a4",
-    git_commit = "dd6b19f3667e7f09de0e0552e76a53eece7fa281",
+    sha256 = "ae46228fccb13d27c0f2d1e8778a74d809ee801201cd6cb13e7468c64e6e52fb",
+    git_commit = "c95ca05536144451ef78ca6e2c15f0f65ebaaf95",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f6c3982340e8c673f28f2fba2bef78a76e5ec131 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 14:02:24 -0800
Subject: [PATCH 1686/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224217069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05c1b293504..f691355b934 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae46228fccb13d27c0f2d1e8778a74d809ee801201cd6cb13e7468c64e6e52fb",
-    git_commit = "c95ca05536144451ef78ca6e2c15f0f65ebaaf95",
+    sha256 = "d73bb73509a0d7ea363b490398728db6b699b994c67b2539d3774de3a00b6723",
+    git_commit = "7474ffa1a67d111eb71c77da324cfc19fadbfbd7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6b7081bcb8cf7c3de66c05287cabe856c9282dca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 15:01:53 -0800
Subject: [PATCH 1687/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224227720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f691355b934..33f2f2e5ba1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d73bb73509a0d7ea363b490398728db6b699b994c67b2539d3774de3a00b6723",
-    git_commit = "7474ffa1a67d111eb71c77da324cfc19fadbfbd7",
+    sha256 = "26f839553c291fd7b9d6979cbb88e6b18262edd1cf1e7bf91daf4b5201604275",
+    git_commit = "249fc1e331fdee277b0b1ce0b0ef4d0ff7e47fcb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c651eae4494f292ca1386ae5e8569559b0888d30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 16:03:09 -0800
Subject: [PATCH 1688/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224237931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33f2f2e5ba1..7b4fb351f12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26f839553c291fd7b9d6979cbb88e6b18262edd1cf1e7bf91daf4b5201604275",
-    git_commit = "249fc1e331fdee277b0b1ce0b0ef4d0ff7e47fcb",
+    sha256 = "ae6e771d5147e256c306d9dfd4e742883ef1def2962c0ab984223998c14518f7",
+    git_commit = "c5d064bd4b1e15d811550023a17f6ac3eadbadc9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5b5e2610d6c67b1723b8fff33044ceadcb0d9435 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 17:01:36 -0800
Subject: [PATCH 1689/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224246821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b4fb351f12..f43877a87ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae6e771d5147e256c306d9dfd4e742883ef1def2962c0ab984223998c14518f7",
-    git_commit = "c5d064bd4b1e15d811550023a17f6ac3eadbadc9",
+    sha256 = "873f87a45c555a4ca6666a6716ac3a3e9e5ce6bd15898d2ead861906e446bdbb",
+    git_commit = "f102c3c0515ac1f5e714420b780961dbcd17d058",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From caa747194ff465b4460da3594228be5e3a9a50bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 18:02:11 -0800
Subject: [PATCH 1690/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224254822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f43877a87ee..6986a259e37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "873f87a45c555a4ca6666a6716ac3a3e9e5ce6bd15898d2ead861906e446bdbb",
-    git_commit = "f102c3c0515ac1f5e714420b780961dbcd17d058",
+    sha256 = "989fceadb586d586ce54fc63040504c33bc93c7b448f1612a83174f1423557df",
+    git_commit = "0c17cac8c2ce8a29c25ad23358e77b5463231abc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9329cf42ec5b02dcd536f8a8be4540713a65a97a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 19:01:58 -0800
Subject: [PATCH 1691/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224261200
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6986a259e37..a9b9b76b535 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "989fceadb586d586ce54fc63040504c33bc93c7b448f1612a83174f1423557df",
-    git_commit = "0c17cac8c2ce8a29c25ad23358e77b5463231abc",
+    sha256 = "d09f5b1ef5d0ccc2ae59aac7463079509b6eb85b80fafd7830f3b96da008f627",
+    git_commit = "b5ca1e4ab42a1b08770d54ff06c4f6b481e79ff3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c8ecda7fdaff1675152f4d6225655b1427ffb464 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 20:01:47 -0800
Subject: [PATCH 1692/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224266017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9b9b76b535..1f0810cfc60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d09f5b1ef5d0ccc2ae59aac7463079509b6eb85b80fafd7830f3b96da008f627",
-    git_commit = "b5ca1e4ab42a1b08770d54ff06c4f6b481e79ff3",
+    sha256 = "a0d5a2924e0ca4826d8a41eefafc05ebd33187d6bfa568d5549580fbbca71350",
+    git_commit = "7165d2bcec13e18760aa68f3295fb6795fc995bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 963bedacc3288742b45d8451e01a7b0f34705df1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Dec 2018 23:01:57 -0800
Subject: [PATCH 1693/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224280315
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f0810cfc60..04234e6f35c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0d5a2924e0ca4826d8a41eefafc05ebd33187d6bfa568d5549580fbbca71350",
-    git_commit = "7165d2bcec13e18760aa68f3295fb6795fc995bc",
+    sha256 = "c5f292fd93559b14557c2c178295ba8a5cbbc102cf6fd3d2cdd4c4dcff81c234",
+    git_commit = "21e223fb76cef1bcaedfcd1eac44df646da66abb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d51ce823fcfe81044048878898a437d9f5c91284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 00:01:53 -0800
Subject: [PATCH 1694/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224284536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04234e6f35c..f2798cd7024 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5f292fd93559b14557c2c178295ba8a5cbbc102cf6fd3d2cdd4c4dcff81c234",
-    git_commit = "21e223fb76cef1bcaedfcd1eac44df646da66abb",
+    sha256 = "8a5f3f7326cd36041d37e05e9f72295cc0cb846deaf019079c6d8ef3be88f20c",
+    git_commit = "8599c9722f677e6d94c9d287a996e9cb66d148e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e68c04fbb902899a698c9e1b70c4b1cf2a7be49e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 02:02:03 -0800
Subject: [PATCH 1695/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224297965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2798cd7024..5df21ad8778 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a5f3f7326cd36041d37e05e9f72295cc0cb846deaf019079c6d8ef3be88f20c",
-    git_commit = "8599c9722f677e6d94c9d287a996e9cb66d148e8",
+    sha256 = "6436e8021038610438abdc1924aa3d14b07397c596e09c65bb393cb8c87039c3",
+    git_commit = "eaf2b9cc3edaf16855dc26f1c8947631a1680992",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d9cac8cf7099c0f7f215ddcbb38cde626fbb57f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 03:02:13 -0800
Subject: [PATCH 1696/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224304425
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5df21ad8778..d16f22ce913 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6436e8021038610438abdc1924aa3d14b07397c596e09c65bb393cb8c87039c3",
-    git_commit = "eaf2b9cc3edaf16855dc26f1c8947631a1680992",
+    sha256 = "38be76ac535c0be7136aedd0d3568e52d81b7c0ff9181765951d1576afad5aec",
+    git_commit = "a34ba5855ea8ddcceeac5f70ff4c7693cd9ca411",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4854080c2a13f432be559cbe794444d642797776 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 05:01:54 -0800
Subject: [PATCH 1697/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224316540
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d16f22ce913..eddfc11751b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38be76ac535c0be7136aedd0d3568e52d81b7c0ff9181765951d1576afad5aec",
-    git_commit = "a34ba5855ea8ddcceeac5f70ff4c7693cd9ca411",
+    sha256 = "50470e26a490fa4a4e96719928393b80ba1c4c6d9481378dd5ec1a441af504fd",
+    git_commit = "2c382ef260e75b399541690b9d53fc96a87fb955",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 82b33becbab805ed8407c01a3de964491752933f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 07:02:13 -0800
Subject: [PATCH 1698/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224330785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eddfc11751b..8e137a6b416 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50470e26a490fa4a4e96719928393b80ba1c4c6d9481378dd5ec1a441af504fd",
-    git_commit = "2c382ef260e75b399541690b9d53fc96a87fb955",
+    sha256 = "8a87ad0b33ae59954e9b72235e206b3409a73527755a8702eed41976f8786cac",
+    git_commit = "60a23f7ee0b54aa6d2a99607ec927b6e0e687e5c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8becfcef6048a57e3b316919da7da0d30be11ae1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 08:02:31 -0800
Subject: [PATCH 1699/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224338550
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e137a6b416..c35d18cb88b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a87ad0b33ae59954e9b72235e206b3409a73527755a8702eed41976f8786cac",
-    git_commit = "60a23f7ee0b54aa6d2a99607ec927b6e0e687e5c",
+    sha256 = "dccd52030b173ee803191134215f712df7b18ee97a7c7d00437014002d29c26b",
+    git_commit = "8ccf1ebdbf4475bc7af6d79b2fa7e1fd8221e3fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b97040d195a5c4d7091d32f6714803130b739413 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 09:02:17 -0800
Subject: [PATCH 1700/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224347073
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c35d18cb88b..b5c64aca119 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dccd52030b173ee803191134215f712df7b18ee97a7c7d00437014002d29c26b",
-    git_commit = "8ccf1ebdbf4475bc7af6d79b2fa7e1fd8221e3fd",
+    sha256 = "3b70737b7114d89637888229619a2335ceffed1d96b40951003a29ef0e0672c5",
+    git_commit = "1f40e575745e1d110aa8be6c7409c209bc17408d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af821955786678d7d4e048abb5dfbfe176680654 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 10:02:15 -0800
Subject: [PATCH 1701/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224357558
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5c64aca119..96a83708887 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b70737b7114d89637888229619a2335ceffed1d96b40951003a29ef0e0672c5",
-    git_commit = "1f40e575745e1d110aa8be6c7409c209bc17408d",
+    sha256 = "13ff2533a76417bd9cc6d607a4b91fc2bcdcd54a2ee63bf336448456491e0b79",
+    git_commit = "be4b5c34ecc0a99929b590cc6f956a4dc4eece55",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4203a8903b56d7b355f6185e8730764131818512 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 11:02:06 -0800
Subject: [PATCH 1702/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224369262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96a83708887..e503585365c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13ff2533a76417bd9cc6d607a4b91fc2bcdcd54a2ee63bf336448456491e0b79",
-    git_commit = "be4b5c34ecc0a99929b590cc6f956a4dc4eece55",
+    sha256 = "47735ee8902404e819e4c05cfeaea3e58afb9b1e39937a8eec7e8bdf11cfa02b",
+    git_commit = "322254f7e00bb739ded8611a925cca450f214ec2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7df9401d128cbb9bf58f787b102f0bb9212dd3b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 12:02:02 -0800
Subject: [PATCH 1703/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224381527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e503585365c..fd49d031d06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47735ee8902404e819e4c05cfeaea3e58afb9b1e39937a8eec7e8bdf11cfa02b",
-    git_commit = "322254f7e00bb739ded8611a925cca450f214ec2",
+    sha256 = "3733ad21051d156971059e916249d86048a16691076183bc8829b9a8b6fef99d",
+    git_commit = "d3106e4138e28f62179cd6a7b8041729f5163190",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From faf55a3316576317dd335f457d00f490a86d2c9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 13:02:31 -0800
Subject: [PATCH 1704/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224391952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd49d031d06..b7703a66c6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3733ad21051d156971059e916249d86048a16691076183bc8829b9a8b6fef99d",
-    git_commit = "d3106e4138e28f62179cd6a7b8041729f5163190",
+    sha256 = "c8b8381171389bdfdad46d42ad5c64734ee77b0acf331e81741d547ed492fd92",
+    git_commit = "2947a2851011782a020d59ef8624d191bef5c279",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4dfab7db98a628532cd96a2b882a87257c13298 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 14:02:23 -0800
Subject: [PATCH 1705/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224402999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7703a66c6a..7ff24e991a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8b8381171389bdfdad46d42ad5c64734ee77b0acf331e81741d547ed492fd92",
-    git_commit = "2947a2851011782a020d59ef8624d191bef5c279",
+    sha256 = "a3236dcb7bfe3cf51780343d5db4b6b239fff8af92b1694584b038e3eb65f7ed",
+    git_commit = "7a9363e16590c3a713ce06dbf5857149b460b8aa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 71c0a2b3aa312ffa1accbf3092fc7a6a84f58a33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 15:02:03 -0800
Subject: [PATCH 1706/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224414401
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ff24e991a7..31fcf7703a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3236dcb7bfe3cf51780343d5db4b6b239fff8af92b1694584b038e3eb65f7ed",
-    git_commit = "7a9363e16590c3a713ce06dbf5857149b460b8aa",
+    sha256 = "3fac08970b81312e558b0b1c8afce5501a5f861eb7c917e8d1b8ab5012fce8a8",
+    git_commit = "3c257d337439f863759d1884c88d17c2b0d685b5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e13ce7b612250be2172735420d0966ae2edd6fa5 Mon Sep 17 00:00:00 2001
From: lapolonio <apolonio.leonardo@gmail.com>
Date: Thu, 6 Dec 2018 18:56:53 -0500
Subject: [PATCH 1707/8103] Need space after curl `filename`

Added space to bash command to allow for copy pasting
---
 tensorflow_serving/g3doc/serving_kubernetes.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_kubernetes.md b/tensorflow_serving/g3doc/serving_kubernetes.md
index 4022025e328..2d44f464389 100644
--- a/tensorflow_serving/g3doc/serving_kubernetes.md
+++ b/tensorflow_serving/g3doc/serving_kubernetes.md
@@ -35,7 +35,7 @@ for the ImageNet dataset.
 
 ```shell
 mkdir /tmp/resnet
-curl -s http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz| \
+curl -s http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz | \
 tar --strip-components=2 -C /tmp/resnet -xvz
 ```
 

From b5ad917acb632409789a4bb47f2c426ecdae1eda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 16:02:54 -0800
Subject: [PATCH 1708/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224425133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31fcf7703a0..fd122645568 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3fac08970b81312e558b0b1c8afce5501a5f861eb7c917e8d1b8ab5012fce8a8",
-    git_commit = "3c257d337439f863759d1884c88d17c2b0d685b5",
+    sha256 = "706aab39584c339ae2826a9c6e0c85ad278fd9d998eb775fac9b9f64f8e21b3f",
+    git_commit = "ac7864268b480abf216e437d64c1311c7d1362b5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 78615cf9c2c70ff01d6bd73afa43e9280a48530f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 17:02:02 -0800
Subject: [PATCH 1709/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224434467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd122645568..9cd292f7c7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "706aab39584c339ae2826a9c6e0c85ad278fd9d998eb775fac9b9f64f8e21b3f",
-    git_commit = "ac7864268b480abf216e437d64c1311c7d1362b5",
+    sha256 = "e3e077949d1eb1bfcc764d4cf6f1ab450bf9008c543003fa1f4462746ba7b307",
+    git_commit = "d3cf56c7280629bccfd4a1015d60dd4f2fda3ac7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3250768b07eceb0c8a48f2dd139469075f219963 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 18:02:06 -0800
Subject: [PATCH 1710/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224441791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9cd292f7c7b..b1ff387b0a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3e077949d1eb1bfcc764d4cf6f1ab450bf9008c543003fa1f4462746ba7b307",
-    git_commit = "d3cf56c7280629bccfd4a1015d60dd4f2fda3ac7",
+    sha256 = "c40004608da20cf81c67aa84d2f3550a279b757884b4a80cf5fb1bd155b4add6",
+    git_commit = "fe2799dfb0e92eab722d52dd8b54e8256a290753",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a46904dbdd2d21fae43bea0df928a0e3601a102 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 19:02:16 -0800
Subject: [PATCH 1711/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224447909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1ff387b0a3..18dfeaf91a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c40004608da20cf81c67aa84d2f3550a279b757884b4a80cf5fb1bd155b4add6",
-    git_commit = "fe2799dfb0e92eab722d52dd8b54e8256a290753",
+    sha256 = "874d3114d50ad86fb498e5ed53c0ad22c1846a134991a923e50421a3affcdfaa",
+    git_commit = "24cd8686127694c5fadc1abc3e5183c7f8e2bb87",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f7973c95015b54c45eb2faa4527d5aa99cc5d96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Dec 2018 20:01:51 -0800
Subject: [PATCH 1712/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224452613
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18dfeaf91a8..d173af3813e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "874d3114d50ad86fb498e5ed53c0ad22c1846a134991a923e50421a3affcdfaa",
-    git_commit = "24cd8686127694c5fadc1abc3e5183c7f8e2bb87",
+    sha256 = "67489a499c9a5c567699409f6afb99fca2aaabc4a688d43b3dfb9d0088255287",
+    git_commit = "3640da49c3731807a3dbc27d813e8ab68a86328a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 15405ab0540e0a9cfdc552f0a0395f4eeff30522 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 00:02:23 -0800
Subject: [PATCH 1713/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224470084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d173af3813e..3eaf8d3e6d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67489a499c9a5c567699409f6afb99fca2aaabc4a688d43b3dfb9d0088255287",
-    git_commit = "3640da49c3731807a3dbc27d813e8ab68a86328a",
+    sha256 = "93d2ba89e60abbefdd52f4d831f8133589959e0647928e707e6ce86547d34d8c",
+    git_commit = "faa7db2df4b467cc97fab6184faa6de5ea88f7f0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fb39cfaeae14beb7571bde1858a5c349d05fa5bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 01:02:22 -0800
Subject: [PATCH 1714/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224475911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3eaf8d3e6d8..68915f0a4f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93d2ba89e60abbefdd52f4d831f8133589959e0647928e707e6ce86547d34d8c",
-    git_commit = "faa7db2df4b467cc97fab6184faa6de5ea88f7f0",
+    sha256 = "a401e22c5f87993b42aa38038d838ae471e4a6e6cd93bf4a943a17eb7d26aaf8",
+    git_commit = "f18170fa7ab54ed7ad486d0744bcc5e19fca44c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 85ca8eeea4d9a2859496c941fc3a06fbc391c6b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 02:02:02 -0800
Subject: [PATCH 1715/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224482855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68915f0a4f5..ac8f543ff91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a401e22c5f87993b42aa38038d838ae471e4a6e6cd93bf4a943a17eb7d26aaf8",
-    git_commit = "f18170fa7ab54ed7ad486d0744bcc5e19fca44c5",
+    sha256 = "a23da32ffd216098e739604d1dc81084ec3f0951bdcf0f7110f46e0d7f7d1f67",
+    git_commit = "c2e2ecedfef715b8f756c5e2df4dab3b88531253",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 65af743d52af050dcd20dfc6ec79d89f5bd28863 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 05:01:37 -0800
Subject: [PATCH 1716/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224498314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac8f543ff91..927c1d9aeda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a23da32ffd216098e739604d1dc81084ec3f0951bdcf0f7110f46e0d7f7d1f67",
-    git_commit = "c2e2ecedfef715b8f756c5e2df4dab3b88531253",
+    sha256 = "f8a20732234cf7a3fa31fa5078ba1356fb0045009f7e308e17715633bd75b4f4",
+    git_commit = "3bd4a240020d1c62d84c1c940e8b1f5b3d838d3d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b9928101ff00831115307e9c64c10eaaafe0f537 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 06:02:18 -0800
Subject: [PATCH 1717/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224503171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 927c1d9aeda..1df892884ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8a20732234cf7a3fa31fa5078ba1356fb0045009f7e308e17715633bd75b4f4",
-    git_commit = "3bd4a240020d1c62d84c1c940e8b1f5b3d838d3d",
+    sha256 = "63771c0ef86d0f251e7824f683841cb50734e1e5f73b8f7fd0f4e18fdd49d97b",
+    git_commit = "0d3b58cfe91c6b865a14701345d7a84ce949c0e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 771889a27e15852222ec9bea9ff6cd9d21fb4170 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 09:02:10 -0800
Subject: [PATCH 1718/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224523806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1df892884ff..3b7c4d67195 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63771c0ef86d0f251e7824f683841cb50734e1e5f73b8f7fd0f4e18fdd49d97b",
-    git_commit = "0d3b58cfe91c6b865a14701345d7a84ce949c0e3",
+    sha256 = "56ee4b036c6b72473c05de3f171a5e4acc283b8fbcddc61bf85965b033243e5f",
+    git_commit = "9109842678c385b4ab31825c53bf4373fcadf15e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d4fa04fc0d3ae13b25b541005acfcbe56cff15c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 10:01:46 -0800
Subject: [PATCH 1719/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224532559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b7c4d67195..494ba4beba2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56ee4b036c6b72473c05de3f171a5e4acc283b8fbcddc61bf85965b033243e5f",
-    git_commit = "9109842678c385b4ab31825c53bf4373fcadf15e",
+    sha256 = "254a45f294617a30c5165393b4199f794510fdf25cd57b94ef6546ae80c08548",
+    git_commit = "840be3029ce5ee97b345a8c317a76a68eb4e5374",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9e71a4fef5f631a1c5af12ed845e44eb5a040a09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 11:02:12 -0800
Subject: [PATCH 1720/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224543783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 494ba4beba2..347294f5e50 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "254a45f294617a30c5165393b4199f794510fdf25cd57b94ef6546ae80c08548",
-    git_commit = "840be3029ce5ee97b345a8c317a76a68eb4e5374",
+    sha256 = "f1a1178a23f4dd18df8dc36d41dc7e59e9f406df7abda5ee9ac4dc6a18ac2fc8",
+    git_commit = "19b07482d6a80943c832d167df6f49c0a4008462",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c5c814db0af2b49258f0a418050fea1518c99232 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 12:02:31 -0800
Subject: [PATCH 1721/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224555041
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 347294f5e50..8935da15228 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1a1178a23f4dd18df8dc36d41dc7e59e9f406df7abda5ee9ac4dc6a18ac2fc8",
-    git_commit = "19b07482d6a80943c832d167df6f49c0a4008462",
+    sha256 = "398bb5252b67171d282a18f4e4a8caf97fb16ac85e5242a6bf0ff6b55324b118",
+    git_commit = "629834552e79edf13dbdf2306420698b3d64def2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b0df2cade120e3287635e4195d5389d6b9aed2fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 13:01:48 -0800
Subject: [PATCH 1722/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224564036
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8935da15228..85b631d8f89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "398bb5252b67171d282a18f4e4a8caf97fb16ac85e5242a6bf0ff6b55324b118",
-    git_commit = "629834552e79edf13dbdf2306420698b3d64def2",
+    sha256 = "491bfa3630a35604c7b6938e56372905b327c737c12302d85d6dde81a60546b3",
+    git_commit = "49aa21b5b6468309e0acef82a6a15314ba8f5a8f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c98c1acd837b2c713ef7f1b3279b297696281c72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 14:02:11 -0800
Subject: [PATCH 1723/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224573557
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85b631d8f89..99436b3ecb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "491bfa3630a35604c7b6938e56372905b327c737c12302d85d6dde81a60546b3",
-    git_commit = "49aa21b5b6468309e0acef82a6a15314ba8f5a8f",
+    sha256 = "23761e2e281f41e31026421cd861f01fe8225fefa3c1265ba71a11f03246da0f",
+    git_commit = "32b16083085c0bf954228e8c9160561a576ec405",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c484f95e5054d0a264693cba295812ea06acce13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 15:01:55 -0800
Subject: [PATCH 1724/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224583813
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99436b3ecb0..72164c9d06b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23761e2e281f41e31026421cd861f01fe8225fefa3c1265ba71a11f03246da0f",
-    git_commit = "32b16083085c0bf954228e8c9160561a576ec405",
+    sha256 = "042bffd4076906c17a4f6dbada324a2531195fef630a37dd8103a3ced8c1b2c1",
+    git_commit = "3377ad3dd4cb1aeb95f77b1fcfeac997ddac8959",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c060735546eb024af4e591b90ec3fc246dd00d9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 16:03:03 -0800
Subject: [PATCH 1725/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224593206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72164c9d06b..286609d2496 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "042bffd4076906c17a4f6dbada324a2531195fef630a37dd8103a3ced8c1b2c1",
-    git_commit = "3377ad3dd4cb1aeb95f77b1fcfeac997ddac8959",
+    sha256 = "903b24939067eb05564e780e66d1f9634099797d73d9526f75a24efb49eada40",
+    git_commit = "cd231a62a664e577aa5171d7b3a44a04867f2035",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ebf59debada1cdb5999ff64ca21970f69265a1e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 17:02:10 -0800
Subject: [PATCH 1726/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224600835
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 286609d2496..4e110df9118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "903b24939067eb05564e780e66d1f9634099797d73d9526f75a24efb49eada40",
-    git_commit = "cd231a62a664e577aa5171d7b3a44a04867f2035",
+    sha256 = "912e0d310bfbe517f099b97d5ed127d707b53556a23f3af30c63e2e15acd71b6",
+    git_commit = "294ad7140234fb383e28bd059d6d761ba879c09e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c48f524656119d3d41152df64b715bfabeca9f3a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 18:02:12 -0800
Subject: [PATCH 1727/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224606750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e110df9118..d282e851f5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "912e0d310bfbe517f099b97d5ed127d707b53556a23f3af30c63e2e15acd71b6",
-    git_commit = "294ad7140234fb383e28bd059d6d761ba879c09e",
+    sha256 = "a935a713ced2e1f16a3f86c3392961390e98a3bd82cc8f63a7bea8a9616e5720",
+    git_commit = "bcd4d48cee1ec070f00a401107a85ae416c57abc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ae8fc676a4e7bc484c414dda7f5d0db64b8d2499 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 19:01:54 -0800
Subject: [PATCH 1728/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224610892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d282e851f5d..d4dc1aff7c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a935a713ced2e1f16a3f86c3392961390e98a3bd82cc8f63a7bea8a9616e5720",
-    git_commit = "bcd4d48cee1ec070f00a401107a85ae416c57abc",
+    sha256 = "7fe259c99fdc941b616c8da6145d4d3d118a54404917f67086bcc775fab04a64",
+    git_commit = "1881396166c56fb04963683998e6a1569ebf3b19",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 822782e806d0e2c7d0ef052ab8f3e50c5df30743 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Dec 2018 22:02:08 -0800
Subject: [PATCH 1729/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224621070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4dc1aff7c6..d777f22dd13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fe259c99fdc941b616c8da6145d4d3d118a54404917f67086bcc775fab04a64",
-    git_commit = "1881396166c56fb04963683998e6a1569ebf3b19",
+    sha256 = "99874891d4c0e67aaf792fcb9f609372dfd0bdb586278de218a919639a23a0d5",
+    git_commit = "237851c57093edd5126561b2651f216d1726487b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dc98f9af4501b9b266a43df05ec76e541e839746 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Dec 2018 01:01:43 -0800
Subject: [PATCH 1730/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224631382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d777f22dd13..37450f3d093 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99874891d4c0e67aaf792fcb9f609372dfd0bdb586278de218a919639a23a0d5",
-    git_commit = "237851c57093edd5126561b2651f216d1726487b",
+    sha256 = "f209cd5cc0ab4269241f27eb554bc4caa3ead70c7c07cc04d1608269c94427a4",
+    git_commit = "a3f24855d6697c37f1842e097a4563d6613d906b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 97a0ff3bd6563adc951e6f9b296be28c64c24ef3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Dec 2018 02:01:53 -0800
Subject: [PATCH 1731/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224635915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37450f3d093..32590b6e39e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f209cd5cc0ab4269241f27eb554bc4caa3ead70c7c07cc04d1608269c94427a4",
-    git_commit = "a3f24855d6697c37f1842e097a4563d6613d906b",
+    sha256 = "d4898c4352e3eadfe5af546ea86ca1f3e80b24724d95ddec10987883ca498d29",
+    git_commit = "ee0f5b839d47ef35b1c42321ffb7ddecc3c8a4ba",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c287919e5b5cda1e384c20f453292e473f5966bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Dec 2018 06:02:13 -0800
Subject: [PATCH 1732/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224646008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32590b6e39e..9e610d3f9ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4898c4352e3eadfe5af546ea86ca1f3e80b24724d95ddec10987883ca498d29",
-    git_commit = "ee0f5b839d47ef35b1c42321ffb7ddecc3c8a4ba",
+    sha256 = "85cd79225f7a5bff739d3ef9f0a74cba702ddda502682fab032b519174dc7076",
+    git_commit = "e5bb37762ea4597b1d855e89009041b94dcc30dc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 17735352dd89af06ee937c0af47500144d2f069a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Dec 2018 13:01:37 -0800
Subject: [PATCH 1733/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224664458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e610d3f9ec..3672517437c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85cd79225f7a5bff739d3ef9f0a74cba702ddda502682fab032b519174dc7076",
-    git_commit = "e5bb37762ea4597b1d855e89009041b94dcc30dc",
+    sha256 = "6c7160be194490fad50c1c2bab1d0035e1efc4851af4953d8c35cf1e3d5c7580",
+    git_commit = "01ecd5b53121be09de84f9e3e0a09f033bd2a3ca",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d5bbf946a476f05d8da8bf19216bd1a66b380f39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Dec 2018 03:02:36 -0800
Subject: [PATCH 1734/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224704034
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3672517437c..f4fff004bef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c7160be194490fad50c1c2bab1d0035e1efc4851af4953d8c35cf1e3d5c7580",
-    git_commit = "01ecd5b53121be09de84f9e3e0a09f033bd2a3ca",
+    sha256 = "8da5ef34c2fc4b40da9f758173f058d2f6719aa2b6d1df5f0faf6a216b21e32f",
+    git_commit = "766eb63f2f3e43cd8b23c1cbb05fe63dd918ffa3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6856ccea6db49ff204f9430987d8ab6c998e63cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Dec 2018 13:02:11 -0800
Subject: [PATCH 1735/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224731095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4fff004bef..6db88e6df0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8da5ef34c2fc4b40da9f758173f058d2f6719aa2b6d1df5f0faf6a216b21e32f",
-    git_commit = "766eb63f2f3e43cd8b23c1cbb05fe63dd918ffa3",
+    sha256 = "13ee5d5227113d7760995a4750d09ed6b859370005a4675c3305e3f3e2fe6801",
+    git_commit = "160ad88c3a247cea08644f59d9494b45acc09af5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dfd8f20ac635d0cf5a8d6c6476d361e53f3abe68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Dec 2018 22:02:14 -0800
Subject: [PATCH 1736/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224758076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6db88e6df0b..3024c4b92c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13ee5d5227113d7760995a4750d09ed6b859370005a4675c3305e3f3e2fe6801",
-    git_commit = "160ad88c3a247cea08644f59d9494b45acc09af5",
+    sha256 = "47c06d2489d0aca21bc0d1c05dd4eae42e5bd26211ae2549f7daa0f8bbbc858e",
+    git_commit = "36999ac8c0d3854e1637381e689c7c0016c11364",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6ed5aa38923102b5718c5e6b99e914d825fdaacf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Dec 2018 23:01:49 -0800
Subject: [PATCH 1737/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224761230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3024c4b92c7..1e6b58ee64c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47c06d2489d0aca21bc0d1c05dd4eae42e5bd26211ae2549f7daa0f8bbbc858e",
-    git_commit = "36999ac8c0d3854e1637381e689c7c0016c11364",
+    sha256 = "5c81ab2cf89291cc0673899f5ea05a97c648408d59be3ddab8181d15a3491e1d",
+    git_commit = "54b110ae4369f86518f3950f11be749df2507c29",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6470eea9c849403a18d94c11f4a268fc1cda37af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 03:02:54 -0800
Subject: [PATCH 1738/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224783876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e6b58ee64c..f348e7fbc5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c81ab2cf89291cc0673899f5ea05a97c648408d59be3ddab8181d15a3491e1d",
-    git_commit = "54b110ae4369f86518f3950f11be749df2507c29",
+    sha256 = "ec72645065904855cddfd633342582706af3d82a9085f694110626824086c7aa",
+    git_commit = "2ae0b450a741c37959a9fb9322f79e4ad476e8b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7ba46d69fe6eb236294f655b7f8f39cf5cbb4b73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 06:01:56 -0800
Subject: [PATCH 1739/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224798929
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f348e7fbc5f..2ed7ba90dde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec72645065904855cddfd633342582706af3d82a9085f694110626824086c7aa",
-    git_commit = "2ae0b450a741c37959a9fb9322f79e4ad476e8b7",
+    sha256 = "4ae63c2ead54165f14b86781b53f5be7b0670a81aacb56875472da62b7ca16ef",
+    git_commit = "18e98e57a7b9db07017d2f4f953e3b820b2e01e6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b2231dff06ce00c6b33179c5b5767c228debe3af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 07:02:23 -0800
Subject: [PATCH 1740/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224805582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ed7ba90dde..cd958216b6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ae63c2ead54165f14b86781b53f5be7b0670a81aacb56875472da62b7ca16ef",
-    git_commit = "18e98e57a7b9db07017d2f4f953e3b820b2e01e6",
+    sha256 = "a3cc06bc509c6365e453044eb21c1ef1f350387173c7e93c193033bdda6a6902",
+    git_commit = "8855358cff24b8b29296a01eabf3bf9bbff3509c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 101ee2a90b6bb0d2da3b9de9543af7571accea66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 11:03:06 -0800
Subject: [PATCH 1741/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224844955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd958216b6f..b96b29bc814 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3cc06bc509c6365e453044eb21c1ef1f350387173c7e93c193033bdda6a6902",
-    git_commit = "8855358cff24b8b29296a01eabf3bf9bbff3509c",
+    sha256 = "5c4f404b37e0a31bf38dde9db57b0d7eb8e152908ee8b55c899a7778bb2aa201",
+    git_commit = "1d850778ac31dfe4a6fdb0846739f3294e47b8c4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cfef5236e7bb4cebb0cc6cd072414eb0c063ea9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 12:02:12 -0800
Subject: [PATCH 1742/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224856408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b96b29bc814..fd225d601a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c4f404b37e0a31bf38dde9db57b0d7eb8e152908ee8b55c899a7778bb2aa201",
-    git_commit = "1d850778ac31dfe4a6fdb0846739f3294e47b8c4",
+    sha256 = "f6962238f2908b4899db98039b97d0d67e04db6914cba692ea8cdf451e1f49ef",
+    git_commit = "b5cbac921ea41197faa97ec2031650cb008e0832",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 857695521f1bea5eebe2469177cecf9fa2566573 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 13:02:02 -0800
Subject: [PATCH 1743/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224867203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd225d601a1..0e7575803d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6962238f2908b4899db98039b97d0d67e04db6914cba692ea8cdf451e1f49ef",
-    git_commit = "b5cbac921ea41197faa97ec2031650cb008e0832",
+    sha256 = "9262f94dc570600e8d35fe90ab37b2b6eaa0b505ec319b1c3a979f293fb07cc8",
+    git_commit = "95358d2da35254bd0bcef84faf5094522178f4ea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc5262297d5770672edeb6d53da17c21085a22d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 14:02:12 -0800
Subject: [PATCH 1744/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224878519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e7575803d9..632a0c82a45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9262f94dc570600e8d35fe90ab37b2b6eaa0b505ec319b1c3a979f293fb07cc8",
-    git_commit = "95358d2da35254bd0bcef84faf5094522178f4ea",
+    sha256 = "f0deffbe8ccedad932f400f46b54d9b15d1ce87a32fad48db70aed081b026741",
+    git_commit = "c0627e1f71de4cc1473899dfa5fad1c1666327f8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5653be78d3091502989e83708d2961a8f98360c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 15:02:14 -0800
Subject: [PATCH 1745/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224890132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 632a0c82a45..6c9c0565d96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0deffbe8ccedad932f400f46b54d9b15d1ce87a32fad48db70aed081b026741",
-    git_commit = "c0627e1f71de4cc1473899dfa5fad1c1666327f8",
+    sha256 = "47cdbd36fa1dbe82a2a051a398482bb19487e99e945c15150c71c2e814625201",
+    git_commit = "341452772c51cf66fc8785081437cddc38ce1081",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9fe6240194f5550470c01fe6dc174bf3dc16919b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 16:02:29 -0800
Subject: [PATCH 1746/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224901032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c9c0565d96..3c15b0f449f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47cdbd36fa1dbe82a2a051a398482bb19487e99e945c15150c71c2e814625201",
-    git_commit = "341452772c51cf66fc8785081437cddc38ce1081",
+    sha256 = "7eedebd7871b6afb696f99592603c6d02dee0e36c0d0c8a3e67b84eaac377c2a",
+    git_commit = "a571aba264f9cc2e8273a4411b193229efce34cb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ffa5c88ca4f0a606dc72618fe4ae95fb2e77c52c Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 10 Dec 2018 16:13:19 -0800
Subject: [PATCH 1747/8103] Update release notes

PiperOrigin-RevId: 224903015
---
 RELEASE.md | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index e1788368dcb..f64e8bed6bc 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,30 @@
+# Release 1.12.0
+
+## Major Features and Improvements
+* Add new REST API to [get model status](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/api_rest.md#model-status-api) from ModelServer (commit: 00e459f1604c40c073cbb9cb92d72cb6a88be9cd)
+* Add new REST API to [get model metadata](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/api_rest.md#model-metadata-api) from ModelServer (fixes #1115) (commit: 97687024c3b7515d2f2979c35054f44c8f84d146)
+* Support accepting gzipped REST API requests (fixes #1091) (commit: b94f6c89335782a7f175e8973c4f326375c55120)
+
+## Breaking Changes
+
+None
+
+## Bug Fixes and Other Changes
+
+* Update MKL build (commit: e11bd51540212242911dae00c8507e2852a5ad5a)
+* Remove version pinning on pip packages (commit: 462072c2d78124c2769f820f7b63ee086de4e305)
+* Update basic serving tutorials (commit: 33a4b052cedc39c21107bc99a090b59ca64ec568)
+* Replacing legacy_init_op argument in SavedModelBuilder with main_op. (commit: 2fda31f905eefd2d108e9c84b8d7d55e4e482833)
+* Add git hash for version metadata of model server and add tags for dev and nightly builds. (commit: 5c7740fc3d8d5c017643a8cc40a7202717b10dd6)
+* Add error messages for specific cases when json for REST requests (commit: a17c89202e68bf19f369b9cbc97db7ced283b874)
+* Python examples now run in a hermetic environment with all required dependencies (commit: 793fd90ee41ac34fa4c9261eef2d2c908dca9735)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+Charles Verge, demfier, Kamidi Preetham, Lihang Li, naurril, vfdev, Yu Zheng
+
 # Release 1.11.1
 
 ## Bug Fixes and Other Changes

From ab6f1c5ab411a9b002289b8b80d02620a28aec87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 17:02:23 -0800
Subject: [PATCH 1748/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224911279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c15b0f449f..6cec8db3660 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7eedebd7871b6afb696f99592603c6d02dee0e36c0d0c8a3e67b84eaac377c2a",
-    git_commit = "a571aba264f9cc2e8273a4411b193229efce34cb",
+    sha256 = "9a5ce76d6abce46aecd215dd9cf982b7e10c6e351b369a396680d0d179154e73",
+    git_commit = "97ea1e6c5e9c1881edc7f2c1aa25d4f66ea46be9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59b40173a6e5dd2e178d4baa4ac994342b8207a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 18:02:13 -0800
Subject: [PATCH 1749/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224919279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cec8db3660..a0f238f5bb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a5ce76d6abce46aecd215dd9cf982b7e10c6e351b369a396680d0d179154e73",
-    git_commit = "97ea1e6c5e9c1881edc7f2c1aa25d4f66ea46be9",
+    sha256 = "e280ef6d34999934e74afbe590a1f9e8603e5fcab8685c5e59bc6178ae2a0d63",
+    git_commit = "c136aa8255c2abfc068db18fff7c043e9da324db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d87f21ced1c22403f261943157601d7a4067ebf4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 19:02:16 -0800
Subject: [PATCH 1750/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224925988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0f238f5bb1..25c36247520 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e280ef6d34999934e74afbe590a1f9e8603e5fcab8685c5e59bc6178ae2a0d63",
-    git_commit = "c136aa8255c2abfc068db18fff7c043e9da324db",
+    sha256 = "aa9e8f9ca48457340240c405cdf957e13572bbb37100dee533114a4b5ae90f64",
+    git_commit = "e5165302eb1593b8f52eb15c8668e1c81cc771ae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bd29888fa9b66b9dd28300e12af6c9dc7cedf297 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 20:02:53 -0800
Subject: [PATCH 1751/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224930994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25c36247520..77071eceb4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa9e8f9ca48457340240c405cdf957e13572bbb37100dee533114a4b5ae90f64",
-    git_commit = "e5165302eb1593b8f52eb15c8668e1c81cc771ae",
+    sha256 = "84df33512d8faeaaf4fa17aa1398ec5e70a64df1b61a7bb89554b3bc85ddf3b2",
+    git_commit = "ce6087616869670e0331cd4c873a0eb3d2296e0e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7cc2db854d5cf992c467a60c6bdf66796f0aeca6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 21:01:44 -0800
Subject: [PATCH 1752/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224935547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77071eceb4e..a17fdc9e3e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84df33512d8faeaaf4fa17aa1398ec5e70a64df1b61a7bb89554b3bc85ddf3b2",
-    git_commit = "ce6087616869670e0331cd4c873a0eb3d2296e0e",
+    sha256 = "2208b8296a0fb53a97c9c12b9ca0eabdb45f3d4c90ae2edea7b3f5c1e9ef3673",
+    git_commit = "0d822c01e54126dd7e38e9c5bb186039b736121b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5273a23c37a7980f5fc897a7d09bfc69c97c16a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Dec 2018 22:01:54 -0800
Subject: [PATCH 1753/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224940404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a17fdc9e3e3..4578c803cde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2208b8296a0fb53a97c9c12b9ca0eabdb45f3d4c90ae2edea7b3f5c1e9ef3673",
-    git_commit = "0d822c01e54126dd7e38e9c5bb186039b736121b",
+    sha256 = "79399d50573d0e9accbf14b3cf3b4a88f824164ac87de178788c0cbba75a777d",
+    git_commit = "68834966daf6bd27add401f6d9402b5a0e3da5ec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bf0c8dc0af6cbd4bcfc61448536e053d632c537d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 01:02:29 -0800
Subject: [PATCH 1754/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224956635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4578c803cde..9bcb2cde276 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79399d50573d0e9accbf14b3cf3b4a88f824164ac87de178788c0cbba75a777d",
-    git_commit = "68834966daf6bd27add401f6d9402b5a0e3da5ec",
+    sha256 = "d61099656dd21e56b3730e6995d54b76c3d200727558ca5198ac893544453fb7",
+    git_commit = "c2255b0f32991813a4bfbcc3e1ee178a5b5eeecd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 312e633d2f398fe128a98d7a95faaa77aec7379b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 02:02:02 -0800
Subject: [PATCH 1755/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224964648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bcb2cde276..c7afec20ab9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d61099656dd21e56b3730e6995d54b76c3d200727558ca5198ac893544453fb7",
-    git_commit = "c2255b0f32991813a4bfbcc3e1ee178a5b5eeecd",
+    sha256 = "f1921bc8635e4fc8d0adccb014ae02114686e4d1f8af3ac64b92ed6307c8ab44",
+    git_commit = "f5aed4f8f10fdd3c3910bdb544c882a0dc96ba14",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5661cb267294335c1ee5ff803a5b232e5ba3f496 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 03:02:08 -0800
Subject: [PATCH 1756/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224970860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7afec20ab9..89b26fe87db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1921bc8635e4fc8d0adccb014ae02114686e4d1f8af3ac64b92ed6307c8ab44",
-    git_commit = "f5aed4f8f10fdd3c3910bdb544c882a0dc96ba14",
+    sha256 = "312b5fc86ed47961945846719ec5b7874dcf812791ce4c42ebbaa3266f25d380",
+    git_commit = "221f4d23c6cffa2ad5fb492a300fafda2a640cd8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4d85b25eef420efca88df7995a26c9059263bdc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 07:02:07 -0800
Subject: [PATCH 1757/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 224995502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89b26fe87db..bb3ff429eb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "312b5fc86ed47961945846719ec5b7874dcf812791ce4c42ebbaa3266f25d380",
-    git_commit = "221f4d23c6cffa2ad5fb492a300fafda2a640cd8",
+    sha256 = "e8d28e8f719de1f005c8cfc98925f96a4fec14d82eaba4ac8cca2978cb459fd2",
+    git_commit = "0f2e0d1037be7f8423700e1d8dd455ef969cfbec",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84299d39bdfa52d6c064b159e17c762985859108 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 11:02:16 -0800
Subject: [PATCH 1758/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225034071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb3ff429eb7..790cacb6baa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8d28e8f719de1f005c8cfc98925f96a4fec14d82eaba4ac8cca2978cb459fd2",
-    git_commit = "0f2e0d1037be7f8423700e1d8dd455ef969cfbec",
+    sha256 = "106fdb48289f155a5fd7fda6e1c644a8151bfcd46ab2bd5e344fa8fee5884ad4",
+    git_commit = "73b5a64e38c0fb03eb1b860464ea48f5eb03e288",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 84fee300042291a7955d7ab8eb471ef2783924d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 12:02:06 -0800
Subject: [PATCH 1759/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225045471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 790cacb6baa..9f8dc9b345b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "106fdb48289f155a5fd7fda6e1c644a8151bfcd46ab2bd5e344fa8fee5884ad4",
-    git_commit = "73b5a64e38c0fb03eb1b860464ea48f5eb03e288",
+    sha256 = "f8341e9447e6ab1b1712005e6d1214f6ea5ac9dc5325ed3c308adb81d608aac2",
+    git_commit = "c99ecfa992eaa09a799e841fcdcfadd60b98f0c2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5384b71b385efb13fba1e723e733b044c1ea4b41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 13:02:03 -0800
Subject: [PATCH 1760/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225055713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f8dc9b345b..740e2a6c289 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8341e9447e6ab1b1712005e6d1214f6ea5ac9dc5325ed3c308adb81d608aac2",
-    git_commit = "c99ecfa992eaa09a799e841fcdcfadd60b98f0c2",
+    sha256 = "eef300e7ae0bbfdfca329cdb231e4ff9bf08aef561450dcad4c406625e070236",
+    git_commit = "06c60fb179befb6011ad85cf8632315c70ddcba1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c4f9343aa26831cb13758c8c178f2cba0bb1f524 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 14:02:22 -0800
Subject: [PATCH 1761/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225066549
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 740e2a6c289..d1685187e81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eef300e7ae0bbfdfca329cdb231e4ff9bf08aef561450dcad4c406625e070236",
-    git_commit = "06c60fb179befb6011ad85cf8632315c70ddcba1",
+    sha256 = "63d704578cbdf1f5512d03ea9eed443cddc83688982cb53438fa11296d9b6be7",
+    git_commit = "f9dbe98610790fff9ccec148e3ec088bc779460f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3be6381b1f7de35dcbfa320c93f0b21320a06e19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 15:02:24 -0800
Subject: [PATCH 1762/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225077253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1685187e81..67d2e3b3311 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63d704578cbdf1f5512d03ea9eed443cddc83688982cb53438fa11296d9b6be7",
-    git_commit = "f9dbe98610790fff9ccec148e3ec088bc779460f",
+    sha256 = "092693a36baf4149725ab8d6eadd780dc0be4f8f672825a8c0a165fc384cea9e",
+    git_commit = "5dd912f2d734342441d9649a7b5259150d197f23",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ae92c23da149d5d3183f1432eafc9c30032a4aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 16:02:52 -0800
Subject: [PATCH 1763/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225087805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67d2e3b3311..3e06b1c3dd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "092693a36baf4149725ab8d6eadd780dc0be4f8f672825a8c0a165fc384cea9e",
-    git_commit = "5dd912f2d734342441d9649a7b5259150d197f23",
+    sha256 = "cf5e43c8e23ed7a7e0093b80cdd5d8a2614074995562e6a3f349ee2df9899211",
+    git_commit = "3dfe44784dcfdc8cca87e59ce8eb1a47b9d95bfd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 06b604d307d8154fb7a63d2e36d2c4fa280dfd07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 17:02:01 -0800
Subject: [PATCH 1764/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225097477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e06b1c3dd9..dabf75658eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf5e43c8e23ed7a7e0093b80cdd5d8a2614074995562e6a3f349ee2df9899211",
-    git_commit = "3dfe44784dcfdc8cca87e59ce8eb1a47b9d95bfd",
+    sha256 = "ed6ad2245eec639cd23a52967c7e91d13dad0a8e3c6d3f2d43b4e7577872d5fc",
+    git_commit = "9748092a5dbc67f59983f9361c932530bbfdfe68",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 40ca4d14e4a9ebb19cf5a49a27f8637597412d49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 18:02:35 -0800
Subject: [PATCH 1765/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225105295
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dabf75658eb..2f3ebd96a13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed6ad2245eec639cd23a52967c7e91d13dad0a8e3c6d3f2d43b4e7577872d5fc",
-    git_commit = "9748092a5dbc67f59983f9361c932530bbfdfe68",
+    sha256 = "442902c13d3438cf1ce523e3a9284db6a2f26dc682451b9689896eecc416e2c1",
+    git_commit = "5269f8acf996052f8fcf2587f4f929d9de67b6e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b42339460f95ee48082a532a70ad6d2805eb9af3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 19:02:44 -0800
Subject: [PATCH 1766/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225111363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f3ebd96a13..3c89a7c2719 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "442902c13d3438cf1ce523e3a9284db6a2f26dc682451b9689896eecc416e2c1",
-    git_commit = "5269f8acf996052f8fcf2587f4f929d9de67b6e4",
+    sha256 = "0d890748f4e98b78b44ee4368c99ba660e8130c58e60ac5257646657150ecbe7",
+    git_commit = "0bdd941c2adca373b91b74925ccd3528a565b8bc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2f2e944eb98c73d01f923cc15d7b8cd8dd7a0f38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 20:02:06 -0800
Subject: [PATCH 1767/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225116342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c89a7c2719..65330666ab6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d890748f4e98b78b44ee4368c99ba660e8130c58e60ac5257646657150ecbe7",
-    git_commit = "0bdd941c2adca373b91b74925ccd3528a565b8bc",
+    sha256 = "a4e3c15bff5a32bf9ddc385f41c8f85540829be00cfc74537bea1b190e49a365",
+    git_commit = "8ac99aa0ec18f65f9976af0eb0e3fc2fef6536c4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 298fc94e11541b1901f66ccf3e3e6fb079d192b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 21:01:46 -0800
Subject: [PATCH 1768/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225121421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65330666ab6..294a5230fdd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4e3c15bff5a32bf9ddc385f41c8f85540829be00cfc74537bea1b190e49a365",
-    git_commit = "8ac99aa0ec18f65f9976af0eb0e3fc2fef6536c4",
+    sha256 = "d3057aec9310b6475b2b4ec5cff9171e725f4d17f77792a80d351d8f752e7af3",
+    git_commit = "c6245fa0b4efaf5e75b12e8aea4588c0d25c5519",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 123b891e97c5f05d7f793921cae62ca79716124b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 22:01:55 -0800
Subject: [PATCH 1769/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225126060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 294a5230fdd..8d0c13b5500 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3057aec9310b6475b2b4ec5cff9171e725f4d17f77792a80d351d8f752e7af3",
-    git_commit = "c6245fa0b4efaf5e75b12e8aea4588c0d25c5519",
+    sha256 = "cdfbe5904425e04a176eeb1e99835dbb48ba6274113b9ac687ba22d15700b275",
+    git_commit = "23810678737d40c00227252e5efffaaaa8fc94d6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9b8ebdfa5d30203e77476f282345a00e5a66d56a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Dec 2018 23:02:05 -0800
Subject: [PATCH 1770/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225130279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d0c13b5500..ea6861ba3b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdfbe5904425e04a176eeb1e99835dbb48ba6274113b9ac687ba22d15700b275",
-    git_commit = "23810678737d40c00227252e5efffaaaa8fc94d6",
+    sha256 = "6ac7d053f0bdaea88cdfc206cbcf88469431028937f6e83e081c017013988511",
+    git_commit = "92f67536b78895c47065fb9b35f775ee4326f9e1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e5d15f0dcbb94f86b7de5b24e49115c24f818a06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 00:02:15 -0800
Subject: [PATCH 1771/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225134752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea6861ba3b9..5b4083c2621 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ac7d053f0bdaea88cdfc206cbcf88469431028937f6e83e081c017013988511",
-    git_commit = "92f67536b78895c47065fb9b35f775ee4326f9e1",
+    sha256 = "5ac6197d78b70b5104af2c4c299fd1ce0e0cb7f13f9adaec87e5ff049eebf949",
+    git_commit = "b4c28561416e97f8029ad0c009cbe15e4fb75563",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 151fb85ead6737e111a7e70d7dd2691568d48637 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 01:02:16 -0800
Subject: [PATCH 1772/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225140488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b4083c2621..3278e5a242a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ac6197d78b70b5104af2c4c299fd1ce0e0cb7f13f9adaec87e5ff049eebf949",
-    git_commit = "b4c28561416e97f8029ad0c009cbe15e4fb75563",
+    sha256 = "0556c04d62cd4219ec649d4418c44ea9b9e2510b5027eb774fb2f6c5ef3baddc",
+    git_commit = "9585202ed095ec63c1a6f947a0197fce852e9036",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 67af5f046daf79556dfc80fef5f60009d3798800 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 02:01:59 -0800
Subject: [PATCH 1773/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225147967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3278e5a242a..477d93cf762 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0556c04d62cd4219ec649d4418c44ea9b9e2510b5027eb774fb2f6c5ef3baddc",
-    git_commit = "9585202ed095ec63c1a6f947a0197fce852e9036",
+    sha256 = "413b2a398c51d5764eb7fb7ce12ce9b095c42de4287ee26e24e13f8b68892f9d",
+    git_commit = "25337d2065bd3ef79b9018714c0cb5af46ca06dc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d1f668577e925b5f151f74f1c0f4c177c52ccc86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 09:01:51 -0800
Subject: [PATCH 1774/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225195028
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 477d93cf762..7ad4df668dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "413b2a398c51d5764eb7fb7ce12ce9b095c42de4287ee26e24e13f8b68892f9d",
-    git_commit = "25337d2065bd3ef79b9018714c0cb5af46ca06dc",
+    sha256 = "29e784a954d0d110176a973af605a9e7c516d843b1123bff7af44f2175aaf78d",
+    git_commit = "bf16a7511a2d29c460d4e1a771d53ef692a2d32b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7ba150023d487b6911ae58744f67b0cffc814e5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 10:01:54 -0800
Subject: [PATCH 1775/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225204642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ad4df668dc..37d211d5832 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29e784a954d0d110176a973af605a9e7c516d843b1123bff7af44f2175aaf78d",
-    git_commit = "bf16a7511a2d29c460d4e1a771d53ef692a2d32b",
+    sha256 = "07ea81099f74d63daf7005659e2fcdc3762959c577fbb96e3eeeb8287a5cecf6",
+    git_commit = "51900856e93d9708a602c01e877c1eb6488aa6f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fa2ed951e3ec3a560f0a284708570489394d07c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 11:02:01 -0800
Subject: [PATCH 1776/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225216652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37d211d5832..f92097fe6ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07ea81099f74d63daf7005659e2fcdc3762959c577fbb96e3eeeb8287a5cecf6",
-    git_commit = "51900856e93d9708a602c01e877c1eb6488aa6f1",
+    sha256 = "155907b8d91013e22672819bac51586f683cdd1338527eb7017be8ba010667b0",
+    git_commit = "4a2abacb2ab8c53245ff293f23b58468f9f52db5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 272177430453925108e974e272718d47905f2e77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 12:01:58 -0800
Subject: [PATCH 1777/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225227751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f92097fe6ae..8f93d19cda6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "155907b8d91013e22672819bac51586f683cdd1338527eb7017be8ba010667b0",
-    git_commit = "4a2abacb2ab8c53245ff293f23b58468f9f52db5",
+    sha256 = "39ba4468ea1e15c4834c295ac311afd680acb50adad302a33a875fe45a2d99b0",
+    git_commit = "3ae0654d41b74538920d1d1cf812f83e35895fc6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 94e9503e59d6e9769f73ebb476b063306a35747d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 13:02:15 -0800
Subject: [PATCH 1778/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225237910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f93d19cda6..0ffd960d338 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39ba4468ea1e15c4834c295ac311afd680acb50adad302a33a875fe45a2d99b0",
-    git_commit = "3ae0654d41b74538920d1d1cf812f83e35895fc6",
+    sha256 = "5deaacaef7c263294a1b792ca0ac6b8cea233663817cf7f60f1d6391211d3df6",
+    git_commit = "16069bf8745b029a82ee8eae194909f578b3dea0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 61fca86d83a0dd5ebcedadbaf1cf4ac7fccaee0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 14:01:56 -0800
Subject: [PATCH 1779/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225249446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ffd960d338..e25d84c3179 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5deaacaef7c263294a1b792ca0ac6b8cea233663817cf7f60f1d6391211d3df6",
-    git_commit = "16069bf8745b029a82ee8eae194909f578b3dea0",
+    sha256 = "7eabb7009214be800a2dd8e3de4b4fab12a3d0eef91bdd5588b35fac149ea421",
+    git_commit = "06f9c2e7021c1154ccf1439b137172479455f5a0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fe316b8dea8112de2c912f1d55c82b0189300a47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 15:02:38 -0800
Subject: [PATCH 1780/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225261520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e25d84c3179..a98fa71202e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7eabb7009214be800a2dd8e3de4b4fab12a3d0eef91bdd5588b35fac149ea421",
-    git_commit = "06f9c2e7021c1154ccf1439b137172479455f5a0",
+    sha256 = "1bdd05dc19fcd7c98b25568254bb680ed79e9ed701a7482e31c0fd50a0827dc0",
+    git_commit = "686ba58692349a8f414d9a48ec1ee6ea296a9a6e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1bc7948e576883e635e4242e270ed4f7f99143d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 16:02:33 -0800
Subject: [PATCH 1781/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225272235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a98fa71202e..2bcf3cb2b9e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1bdd05dc19fcd7c98b25568254bb680ed79e9ed701a7482e31c0fd50a0827dc0",
-    git_commit = "686ba58692349a8f414d9a48ec1ee6ea296a9a6e",
+    sha256 = "32ba32a5d9a589171fae039a3c902dfe29121d8f49cae1902171405da3fb853c",
+    git_commit = "515f9575629a2521fe4d0e7fef3e1f252d8b8f6e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c69b116b7ed793880d74c70172b600c0b2c5bd64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 17:01:59 -0800
Subject: [PATCH 1782/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225282056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bcf3cb2b9e..f00e1940926 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32ba32a5d9a589171fae039a3c902dfe29121d8f49cae1902171405da3fb853c",
-    git_commit = "515f9575629a2521fe4d0e7fef3e1f252d8b8f6e",
+    sha256 = "9f1b61309326a2cea3737946752a143a9964a90cd1ed03a9f8f691b6ac8b5e59",
+    git_commit = "8b8adf8598b53503675447f391fdca7d0ed4f30a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4ab5a21375c5c548680796aadf55e18670fd148c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 18:02:35 -0800
Subject: [PATCH 1783/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225290239
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f00e1940926..16548dcb967 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f1b61309326a2cea3737946752a143a9964a90cd1ed03a9f8f691b6ac8b5e59",
-    git_commit = "8b8adf8598b53503675447f391fdca7d0ed4f30a",
+    sha256 = "c865913a71dc96be1262ef3472a5a3454d3a6172db70cbc826ff41e27201432c",
+    git_commit = "00d91e7bc3111b00c2e679627362ec21dab64833",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 94ba9692c13844e970cc0b494cf9ad7434182a2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 19:02:13 -0800
Subject: [PATCH 1784/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225296242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16548dcb967..7507cfc41b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c865913a71dc96be1262ef3472a5a3454d3a6172db70cbc826ff41e27201432c",
-    git_commit = "00d91e7bc3111b00c2e679627362ec21dab64833",
+    sha256 = "bd4f36232670c8b928430b32c9f1b3d0734583e589a2c60fc2ab1911ed5628bb",
+    git_commit = "3eb7616b5459aec3dabaa4152a00de14a1fa0914",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d125798a4d9230012be9e3e00ecc14bee586b567 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 20:02:03 -0800
Subject: [PATCH 1785/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225301379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7507cfc41b2..92e0406d1b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd4f36232670c8b928430b32c9f1b3d0734583e589a2c60fc2ab1911ed5628bb",
-    git_commit = "3eb7616b5459aec3dabaa4152a00de14a1fa0914",
+    sha256 = "e3ff1ca4caf0c4bd37c1a7227718205850f4e21eaf7edeb434c65ef35e1d09d1",
+    git_commit = "306cf4b2834cca1f1fc1fc58ba16c3248516dfd9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7a4fa6e8d566c6a7b1bb494e08e429dab50764fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 21:01:51 -0800
Subject: [PATCH 1786/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225306382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92e0406d1b2..306d5f72eff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3ff1ca4caf0c4bd37c1a7227718205850f4e21eaf7edeb434c65ef35e1d09d1",
-    git_commit = "306cf4b2834cca1f1fc1fc58ba16c3248516dfd9",
+    sha256 = "4abd34f1452946d7317f0f243b61b1f556ab6c24351f61f5388eebef99f477ce",
+    git_commit = "7b9f418c374b3e919fe88e22ddcaf5528222eef7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 483620743e1f29aaf002823870e606f0305dd059 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 22:01:54 -0800
Subject: [PATCH 1787/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225311477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 306d5f72eff..29d479fa76e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4abd34f1452946d7317f0f243b61b1f556ab6c24351f61f5388eebef99f477ce",
-    git_commit = "7b9f418c374b3e919fe88e22ddcaf5528222eef7",
+    sha256 = "fad312aca53da6e2255a42a61b04ab532af450447827c1f678291364d614ec73",
+    git_commit = "c2cb414e546556b887e28c9d0b1e4e6a2f918479",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 30b656b4f6aa851871a1402380b6ddc02e2156d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Dec 2018 23:01:59 -0800
Subject: [PATCH 1788/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225316192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29d479fa76e..6cc470158e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fad312aca53da6e2255a42a61b04ab532af450447827c1f678291364d614ec73",
-    git_commit = "c2cb414e546556b887e28c9d0b1e4e6a2f918479",
+    sha256 = "739bfcca04bd1f25192bf7c4be683614ab568adb164ad40a940b1ff6076ed478",
+    git_commit = "ad26fe7015ce03a08862a69b3556215b3d62911b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a44a519a25f0e0196ce0104a6c67f9ead2c84581 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 01:02:05 -0800
Subject: [PATCH 1789/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225327596
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cc470158e4..d291b7a154d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "739bfcca04bd1f25192bf7c4be683614ab568adb164ad40a940b1ff6076ed478",
-    git_commit = "ad26fe7015ce03a08862a69b3556215b3d62911b",
+    sha256 = "954d556874efa2e837afe837b611cf133ae4532948d9b8da2a3f118ec1ab34e3",
+    git_commit = "b99d914cfc1122eab717999324032a60cc0204db",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7c008279261e70426afb28efebe885eea73b798d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 02:03:32 -0800
Subject: [PATCH 1790/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225336162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d291b7a154d..de181b32113 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "954d556874efa2e837afe837b611cf133ae4532948d9b8da2a3f118ec1ab34e3",
-    git_commit = "b99d914cfc1122eab717999324032a60cc0204db",
+    sha256 = "a4ff58df240273d34c8b5a97b01ee98bcf1f60b03849ab0bb5ceecb7b8b73c25",
+    git_commit = "5dfb096b53315e3b4768d570e0ff31f5340a587f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9b69eef6ed18f1765c22adb475938a7c08d0ce9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 05:02:01 -0800
Subject: [PATCH 1791/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225353483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de181b32113..0484b91141c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4ff58df240273d34c8b5a97b01ee98bcf1f60b03849ab0bb5ceecb7b8b73c25",
-    git_commit = "5dfb096b53315e3b4768d570e0ff31f5340a587f",
+    sha256 = "3ede341a52c8bb6e3347fd78ebae0dd0b497e9b50a435e16c05fd8aa6d1fe7f3",
+    git_commit = "045ac6c3ca349a5aa289fec7e0f0282283112c17",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 37d7d1f09aeb528c8e952915658e8fe16f12b9b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 06:02:31 -0800
Subject: [PATCH 1792/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225358641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0484b91141c..d5adb344452 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ede341a52c8bb6e3347fd78ebae0dd0b497e9b50a435e16c05fd8aa6d1fe7f3",
-    git_commit = "045ac6c3ca349a5aa289fec7e0f0282283112c17",
+    sha256 = "a87e3bc1d2b14a6fb1441297324c8d40b0d38b8475929d4b1d63887079fdf6f4",
+    git_commit = "67d2144c6b3118730090883fb7b598ba30191ab4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d592b5bc65a4bd99f699d22d4e8b547eec1ea5d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 07:02:15 -0800
Subject: [PATCH 1793/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225364865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5adb344452..34cc4a76144 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a87e3bc1d2b14a6fb1441297324c8d40b0d38b8475929d4b1d63887079fdf6f4",
-    git_commit = "67d2144c6b3118730090883fb7b598ba30191ab4",
+    sha256 = "9d4b6aeae909bbaa7cac00bf3e8200f561219f478f80f44e073443032184becc",
+    git_commit = "3169f3295a9b1956c069e8708902dcdc4913cdb3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 56ac676dec07538bb554de9a9177afbc3ed245d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 08:02:33 -0800
Subject: [PATCH 1794/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225372133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34cc4a76144..463e0b4af09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d4b6aeae909bbaa7cac00bf3e8200f561219f478f80f44e073443032184becc",
-    git_commit = "3169f3295a9b1956c069e8708902dcdc4913cdb3",
+    sha256 = "cd470f16117e07434fd4652af5d35d22d8e4d0d3e4e5e6e56d5de3f277ba0613",
+    git_commit = "199fe84d7432ad6371ea6cd5169cb604b7dc5dac",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a61f9f9de648e958245116bacddb517d41323bce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 09:01:57 -0800
Subject: [PATCH 1795/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225379759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 463e0b4af09..720f152d7cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd470f16117e07434fd4652af5d35d22d8e4d0d3e4e5e6e56d5de3f277ba0613",
-    git_commit = "199fe84d7432ad6371ea6cd5169cb604b7dc5dac",
+    sha256 = "811ac88a2f5d7f8bdf0565b5471dd565ffc4b65b05c0f219d063b0b32fdf4b1f",
+    git_commit = "04f51da57eb77486368c223412df2487c0f8f423",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a24f4da61bcc84167e56143757b531183bbbc4b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 10:02:09 -0800
Subject: [PATCH 1796/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225388882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 720f152d7cd..ee093877716 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "811ac88a2f5d7f8bdf0565b5471dd565ffc4b65b05c0f219d063b0b32fdf4b1f",
-    git_commit = "04f51da57eb77486368c223412df2487c0f8f423",
+    sha256 = "6be6b5449e91e0dbb4e7976af0d518ebb5b5e7ae4bc28beaedd579aa9b79c981",
+    git_commit = "e3f1e41ac6e5dc529b6d40730a0e0298223b3cc8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 60a62b1eae1ceb1e297a88283748ae067a7cdc3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 11:02:21 -0800
Subject: [PATCH 1797/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225400376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee093877716..9c19cefc187 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6be6b5449e91e0dbb4e7976af0d518ebb5b5e7ae4bc28beaedd579aa9b79c981",
-    git_commit = "e3f1e41ac6e5dc529b6d40730a0e0298223b3cc8",
+    sha256 = "04ecd04178c477f3ba98b416bbfc6c7647b2715fae3b3de50688ebb4d81d7cf2",
+    git_commit = "a1ff9d7a2e4170af288e69934fd33980f9e5e40f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc5ebc51e03942f89c4abd031cd465eae643b234 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 12:03:10 -0800
Subject: [PATCH 1798/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225411692
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c19cefc187..b89c329224b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04ecd04178c477f3ba98b416bbfc6c7647b2715fae3b3de50688ebb4d81d7cf2",
-    git_commit = "a1ff9d7a2e4170af288e69934fd33980f9e5e40f",
+    sha256 = "a4d9ff256c2cf7b4ddc7b032714d09aee4cb597c38993d275bf863bd2855a199",
+    git_commit = "4b83eaab63f3082cbee21a35dac1a2f89821b7f3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80ee7c97ec8011d9a1f0f14db353696bf98d2dac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 13:02:22 -0800
Subject: [PATCH 1799/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225421587
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b89c329224b..bc8fd649fd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4d9ff256c2cf7b4ddc7b032714d09aee4cb597c38993d275bf863bd2855a199",
-    git_commit = "4b83eaab63f3082cbee21a35dac1a2f89821b7f3",
+    sha256 = "64692a38c7295d0daacae5c3025fbf5925bb0ea8530689a63e1da39ed8647fbd",
+    git_commit = "bd1aaf9f95497671e43fa9436844bab2da5e0d64",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bd331b98325189d6bfce6edffdd22b2acdd99873 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Thu, 13 Dec 2018 13:34:51 -0800
Subject: [PATCH 1800/8103] Move Half Plus Two example to TF Serving

PiperOrigin-RevId: 225426867
---
 .../servables/tensorflow/testdata/BUILD       |  11 +
 .../testdata/saved_model_half_plus_two.py     | 272 ++++++++++++++++++
 2 files changed, 283 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index b5126e9c2bc..9066165b70a 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -68,6 +68,17 @@ py_binary(
     ],
 )
 
+py_binary(
+    name = "saved_model_half_plus_two",
+    srcs = [
+        "saved_model_half_plus_two.py",
+    ],
+    srcs_version = "PY2AND3",
+    deps = [
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
 filegroup(
     name = "saved_model_half_plus_two_cpu",
     srcs = glob(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
new file mode 100644
index 00000000000..9aa635e088d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -0,0 +1,272 @@
+## Copyright 2015 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Exports an example linear regression inference graph.
+
+Exports a TensorFlow graph to `/tmp/saved_model/half_plus_two/` based on the
+`SavedModel` format.
+
+This graph calculates,
+
+\\(
+  y = a*x + b
+\\)
+
+and/or, independently,
+
+\\(
+  y2 = a*x2 + c
+\\)
+
+where `a`, `b` and `c` are variables with `a=0.5` and `b=2` and `c=3`.
+
+Output from this program is typically used to exercise SavedModel load and
+execution code.
+
+To create a CPU model:
+  bazel run -c opt saved_model_half_plus_two -- --device=cpu
+
+To create GPU model:
+  bazel run --config=cuda -c opt saved_model_half_plus_two -- \
+  --device=gpu
+"""
+
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import argparse
+import os
+import sys
+
+# This is a placeholder for a Google-internal import.
+import tensorflow as tf
+
+from tensorflow.python.lib.io import file_io
+
+FLAGS = None
+
+
+def _write_assets(assets_directory, assets_filename):
+  """Writes asset files to be used with SavedModel for half plus two.
+
+  Args:
+    assets_directory: The directory to which the assets should be written.
+    assets_filename: Name of the file to which the asset contents should be
+        written.
+
+  Returns:
+    The path to which the assets file was written.
+  """
+  if not file_io.file_exists(assets_directory):
+    file_io.recursive_create_dir(assets_directory)
+
+  path = os.path.join(
+      tf.compat.as_bytes(assets_directory), tf.compat.as_bytes(assets_filename))
+  file_io.write_string_to_file(path, "asset-file-contents")
+  return path
+
+
+def _build_regression_signature(input_tensor, output_tensor):
+  """Helper function for building a regression SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {
+      tf.saved_model.signature_constants.REGRESS_INPUTS: input_tensor_info
+  }
+  output_tensor_info = tf.saved_model.utils.build_tensor_info(output_tensor)
+  signature_outputs = {
+      tf.saved_model.signature_constants.REGRESS_OUTPUTS: output_tensor_info
+  }
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.REGRESS_METHOD_NAME)
+
+
+# Possibly extend this to allow passing in 'classes', but for now this is
+# sufficient for testing purposes.
+def _build_classification_signature(input_tensor, scores_tensor):
+  """Helper function for building a classification SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {
+      tf.saved_model.signature_constants.CLASSIFY_INPUTS: input_tensor_info
+  }
+  output_tensor_info = tf.saved_model.utils.build_tensor_info(scores_tensor)
+  signature_outputs = {
+      tf.saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES:
+          output_tensor_info
+  }
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME)
+
+
+def _generate_saved_model_for_half_plus_two(export_dir,
+                                            as_text=False,
+                                            use_main_op=False,
+                                            device_type="cpu"):
+  """Generates SavedModel for half plus two.
+
+  Args:
+    export_dir: The directory to which the SavedModel should be written.
+    as_text: Writes the SavedModel protocol buffer in text format to disk.
+    use_main_op: Whether to supply a main op during SavedModel build time.
+    device_name: Device to force ops to run on.
+  """
+  builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
+
+  device_name = "/cpu:0"
+  if device_type == "gpu":
+    device_name = "/gpu:0"
+
+  with tf.Session(
+      graph=tf.Graph(),
+      config=tf.ConfigProto(log_device_placement=True)) as sess:
+    with tf.device(device_name):
+      # Set up the model parameters as variables to exercise variable loading
+      # functionality upon restore.
+      a = tf.Variable(0.5, name="a")
+      b = tf.Variable(2.0, name="b")
+      c = tf.Variable(3.0, name="c")
+
+      # Create a placeholder for serialized tensorflow.Example messages to be
+      # fed.
+      serialized_tf_example = tf.placeholder(tf.string, name="tf_example")
+
+      # Parse the tensorflow.Example looking for a feature named "x" with a
+      # single floating point value.
+      feature_configs = {
+          "x": tf.FixedLenFeature([1], dtype=tf.float32),
+          "x2": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0])
+      }
+      # parse_example only works on CPU
+      with tf.device("/cpu:0"):
+        tf_example = tf.parse_example(serialized_tf_example, feature_configs)
+      # Use tf.identity() to assign name
+      x = tf.identity(tf_example["x"], name="x")
+      y = tf.add(tf.multiply(a, x), b)
+      y = tf.identity(y, name="y")
+      y2 = tf.add(tf.multiply(a, x), c)
+      y2 = tf.identity(y2, name="y2")
+
+      x2 = tf.identity(tf_example["x2"], name="x2")
+      y3 = tf.add(tf.multiply(a, x2), c)
+      y3 = tf.identity(y3, name="y3")
+
+    # Create an assets file that can be saved and restored as part of the
+    # SavedModel.
+    original_assets_directory = "/tmp/original/export/assets"
+    original_assets_filename = "foo.txt"
+    original_assets_filepath = _write_assets(original_assets_directory,
+                                             original_assets_filename)
+
+    # Set up the assets collection.
+    assets_filepath = tf.constant(original_assets_filepath)
+    tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
+    filename_tensor = tf.Variable(
+        original_assets_filename,
+        name="filename_tensor",
+        trainable=False,
+        collections=[])
+    assign_filename_op = filename_tensor.assign(original_assets_filename)
+
+    # Set up the signature for Predict with input and output tensor
+    # specification.
+    predict_input_tensor = tf.saved_model.utils.build_tensor_info(x)
+    predict_signature_inputs = {"x": predict_input_tensor}
+
+    predict_output_tensor = tf.saved_model.utils.build_tensor_info(y)
+    predict_signature_outputs = {"y": predict_output_tensor}
+    predict_signature_def = (
+        tf.saved_model.signature_def_utils.build_signature_def(
+            predict_signature_inputs, predict_signature_outputs,
+            tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
+
+    signature_def_map = {
+        "regress_x_to_y":
+            _build_regression_signature(serialized_tf_example, y),
+        "regress_x_to_y2":
+            _build_regression_signature(serialized_tf_example, y2),
+        "regress_x2_to_y3":
+            _build_regression_signature(x2, y3),
+        "classify_x_to_y":
+            _build_classification_signature(serialized_tf_example, y),
+        tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
+            predict_signature_def
+    }
+    # Initialize all variables and then save the SavedModel.
+    sess.run(tf.global_variables_initializer())
+
+    if use_main_op:
+      builder.add_meta_graph_and_variables(
+          sess, [tf.saved_model.tag_constants.SERVING],
+          signature_def_map=signature_def_map,
+          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+          main_op=tf.group(tf.saved_model.main_op.main_op(),
+                           assign_filename_op))
+    else:
+      builder.add_meta_graph_and_variables(
+          sess, [tf.saved_model.tag_constants.SERVING],
+          signature_def_map=signature_def_map,
+          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+          main_op=tf.group(assign_filename_op))
+  builder.save(as_text)
+
+
+def main(_):
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s" % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir
+  })
+
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_pbtxt, as_text=True, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s" % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_pbtxt
+  })
+
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_main_op, use_main_op=True, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s " % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_main_op
+  })
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser()
+  parser.add_argument(
+      "--output_dir",
+      type=str,
+      default="/tmp/saved_model_half_plus_two",
+      help="Directory where to output SavedModel.")
+  parser.add_argument(
+      "--output_dir_pbtxt",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_pbtxt",
+      help="Directory where to output the text format of SavedModel.")
+  parser.add_argument(
+      "--output_dir_main_op",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_main_op",
+      help="Directory where to output the SavedModel with a main op.")
+  parser.add_argument(
+      "--device",
+      type=str,
+      default="cpu",
+      help="Force model to run on 'cpu' or 'gpu'")
+  FLAGS, unparsed = parser.parse_known_args()
+  tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)

From 373da3d047bf7c40a1537848bc5506ba556cde90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 14:02:01 -0800
Subject: [PATCH 1801/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225431576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc8fd649fd1..f28f0d83064 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64692a38c7295d0daacae5c3025fbf5925bb0ea8530689a63e1da39ed8647fbd",
-    git_commit = "bd1aaf9f95497671e43fa9436844bab2da5e0d64",
+    sha256 = "e47b69accb9a788e9932ede6d64de385e09fa8f79264e09ea81eded327ccabfb",
+    git_commit = "9a24e6be709eed3bad45c8a9ef0a00d9a49dd180",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c20366dbdc56b561d7e58e9ccd8a4a5bad820c05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 15:02:18 -0800
Subject: [PATCH 1802/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225441828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f28f0d83064..574f4b6dde1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e47b69accb9a788e9932ede6d64de385e09fa8f79264e09ea81eded327ccabfb",
-    git_commit = "9a24e6be709eed3bad45c8a9ef0a00d9a49dd180",
+    sha256 = "39c3c9e6c9da407aeec9a55e646c802332a250d33554d3fca94cd9fed826cb42",
+    git_commit = "99f853f3fb695b3757287409a3256ce6b9426da0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 124f3e888040000f1fd9e7d865871af3c36acaf8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 16:03:01 -0800
Subject: [PATCH 1803/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225452765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 574f4b6dde1..2fc91363af0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39c3c9e6c9da407aeec9a55e646c802332a250d33554d3fca94cd9fed826cb42",
-    git_commit = "99f853f3fb695b3757287409a3256ce6b9426da0",
+    sha256 = "fce9a63a460164520077d3f61b8ffb4d141fc8c40cf297a7625dc1aa090c2e3c",
+    git_commit = "23b92345f4f6e049b702399a34398cc690bff7c3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a731714ad6269d253d816108d75c76393561d306 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 17:02:00 -0800
Subject: [PATCH 1804/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225461275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fc91363af0..6a7c422da08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fce9a63a460164520077d3f61b8ffb4d141fc8c40cf297a7625dc1aa090c2e3c",
-    git_commit = "23b92345f4f6e049b702399a34398cc690bff7c3",
+    sha256 = "95b3379fc0cf3d11867fa06310ee30cd6e4b3faca77d9336132785c9e618d3c2",
+    git_commit = "47b5a7e3e1b1b8a122536a16a463f0cc5df8d9ea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aeb66b66167776c945d44a1ab5b15935b39360c4 Mon Sep 17 00:00:00 2001
From: Daniel Shi <xianshanmingshi@msn.com>
Date: Thu, 13 Dec 2018 20:25:20 -0500
Subject: [PATCH 1805/8103] Update the tutorial code snippet to match the
 latest mnist_saved_model.py

---
 tensorflow_serving/g3doc/serving_basic.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 9928ee4bf6d..64e099ed3c9 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -60,7 +60,7 @@ builder.add_meta_graph_and_variables(
            signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
                classification_signature,
       },
-      main_op=main_op)
+      main_op=tf.tables_initializer())
 builder.save()
 ```
 

From e2a6dc8345888d00c90a4309146e08ef9b536afb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 18:02:24 -0800
Subject: [PATCH 1806/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225468391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a7c422da08..b86d93406fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95b3379fc0cf3d11867fa06310ee30cd6e4b3faca77d9336132785c9e618d3c2",
-    git_commit = "47b5a7e3e1b1b8a122536a16a463f0cc5df8d9ea",
+    sha256 = "ec687fed2d9049c2c512c6af641e8f67186646f7e807780f8ddc46548c4b491f",
+    git_commit = "97fe55e68bca159f1e2e7d5d5925f560edeac24e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a944dbe2688174e98389e65abadce08216f67934 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 19:02:23 -0800
Subject: [PATCH 1807/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225474231
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b86d93406fa..437b421b7c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec687fed2d9049c2c512c6af641e8f67186646f7e807780f8ddc46548c4b491f",
-    git_commit = "97fe55e68bca159f1e2e7d5d5925f560edeac24e",
+    sha256 = "d6779a9706eecdd53a5aeb4c11f43b8477986f0a4f79c9f363f3b4e514b0c77b",
+    git_commit = "45a6f48469023f1c7615f80e6d026f85350fa051",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 095824dd9819ff9b0a0d0d8f2da0aa4c5727b2ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 20:01:59 -0800
Subject: [PATCH 1808/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225479079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 437b421b7c4..b219a9236d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6779a9706eecdd53a5aeb4c11f43b8477986f0a4f79c9f363f3b4e514b0c77b",
-    git_commit = "45a6f48469023f1c7615f80e6d026f85350fa051",
+    sha256 = "5819dd456aa44c97496957f5552499ac6b0c52f4aa1cad77228ad1ad1f48bc74",
+    git_commit = "0b0dea8cf10801e8786008bccf3269a6776ca811",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d41a9ff7582e5101bc035cc2afd053d0829ee64 Mon Sep 17 00:00:00 2001
From: Siju <siju.samuel@huawei.com>
Date: Fri, 14 Dec 2018 10:14:43 +0530
Subject: [PATCH 1809/8103] Update run_in_docker.sh

Wrong path fixed
---
 tools/run_in_docker.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tools/run_in_docker.sh b/tools/run_in_docker.sh
index 4b9f05af80a..54a912be7f5 100755
--- a/tools/run_in_docker.sh
+++ b/tools/run_in_docker.sh
@@ -43,7 +43,7 @@ function usage() {
   echo ""
   echo "Examples:"
   echo "  ${progname} bazel build tensorflow_serving/model_servers:tensorflow_model_server"
-  echo "  ${progname} python tensorflow_serving/examples/mnist_saved_model.py /tmp/mnist"
+  echo "  ${progname} python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist"
   echo "  ${progname} -d tensorflow/serving:latest-devel bazel version"
   exit 1
 }

From 41b662fc226da29feaa9168e45862fbe53b4f8fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 21:02:02 -0800
Subject: [PATCH 1810/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225483600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b219a9236d1..95c6cdb9efb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5819dd456aa44c97496957f5552499ac6b0c52f4aa1cad77228ad1ad1f48bc74",
-    git_commit = "0b0dea8cf10801e8786008bccf3269a6776ca811",
+    sha256 = "1cf5c22b5438b20abc1eb25bb9ed0cf3ffcbe08d7f26f6ed2a05f083c225ebb0",
+    git_commit = "f0c4d5814ad6ecbba06bd813d94a2fefb2caba3d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b9522f0b13d45735cf731ef95ec8fb0f3354a409 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 22:02:11 -0800
Subject: [PATCH 1811/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225488158
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95c6cdb9efb..69f66a65368 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf5c22b5438b20abc1eb25bb9ed0cf3ffcbe08d7f26f6ed2a05f083c225ebb0",
-    git_commit = "f0c4d5814ad6ecbba06bd813d94a2fefb2caba3d",
+    sha256 = "4775400554ebf8b69cbb91f09776e67c6b847a4aa03b60dce35796117b488077",
+    git_commit = "d050d65a63085ebb1ce9980098e5b1b3fde583e7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From af1b0d0190620e3879abaf016ae81e8c6e6c6f5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Dec 2018 23:02:12 -0800
Subject: [PATCH 1812/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225492039
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69f66a65368..6a0a6c20ac6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4775400554ebf8b69cbb91f09776e67c6b847a4aa03b60dce35796117b488077",
-    git_commit = "d050d65a63085ebb1ce9980098e5b1b3fde583e7",
+    sha256 = "6873f43febae695738c8d45adddb8b799723aac510059502ddaa715cd9ff8e03",
+    git_commit = "16f68575b53e7528e7d8fd2d6449fc8369259ab7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 57bccb6c5acfa69848070e54cbf4020afd12a65f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 01:02:12 -0800
Subject: [PATCH 1813/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225502320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a0a6c20ac6..15dc8d2b4d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6873f43febae695738c8d45adddb8b799723aac510059502ddaa715cd9ff8e03",
-    git_commit = "16f68575b53e7528e7d8fd2d6449fc8369259ab7",
+    sha256 = "1989382f0cef7b47ffd1ae9a4ec6c654eb7cd260b345b0cdd22b9ef376420ab2",
+    git_commit = "040ee45aa83607fd057b21251407d20c7eb8bf18",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 950abd5f2be2c027af8fb1a49896acd5d34a348b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 02:01:52 -0800
Subject: [PATCH 1814/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225508867
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15dc8d2b4d8..c7ed9eee3a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1989382f0cef7b47ffd1ae9a4ec6c654eb7cd260b345b0cdd22b9ef376420ab2",
-    git_commit = "040ee45aa83607fd057b21251407d20c7eb8bf18",
+    sha256 = "c2ab8ebe33c03649c817505129c347487c807d87843b9efb381843cf0b2574c9",
+    git_commit = "c364a5d786335e2993893a6789aeec4ca6879810",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4b5de51364c39938a73acce221aa1264119f02d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 03:02:06 -0800
Subject: [PATCH 1815/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225514683
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7ed9eee3a4..f04520e4e6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2ab8ebe33c03649c817505129c347487c807d87843b9efb381843cf0b2574c9",
-    git_commit = "c364a5d786335e2993893a6789aeec4ca6879810",
+    sha256 = "942a690d9d62277ad4b6cf3e03ed30116a9d779526e4084dd26deed84ec87e02",
+    git_commit = "61e9a72b112f93461f83e868db732d30ad6665e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fbf476d3833f92bf9af120efa20e68ddcd09fbb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 07:02:59 -0800
Subject: [PATCH 1816/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225535520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f04520e4e6b..3b824b049c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "942a690d9d62277ad4b6cf3e03ed30116a9d779526e4084dd26deed84ec87e02",
-    git_commit = "61e9a72b112f93461f83e868db732d30ad6665e8",
+    sha256 = "a85e2d7fcda2b1d9cc564f4291ad458066d23959b1a55a6613519c453a34b411",
+    git_commit = "d65c7fea40861351882626a6b42e281e11f35792",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 086f997e2973f9938826402b4a838ef82a049f62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 08:02:41 -0800
Subject: [PATCH 1817/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225542333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b824b049c5..1b0f371db46 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a85e2d7fcda2b1d9cc564f4291ad458066d23959b1a55a6613519c453a34b411",
-    git_commit = "d65c7fea40861351882626a6b42e281e11f35792",
+    sha256 = "0cefe4a209a6bac1c1869609987d74d58b9670a525ac2924de9125b4e55ae8a8",
+    git_commit = "7979eff9bfaf1001e4b916c9ee4c7744587e36a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 969001fcc105987e10d84a7dafae2cc592f1b144 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 09:02:30 -0800
Subject: [PATCH 1818/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225550455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b0f371db46..86024f6529a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cefe4a209a6bac1c1869609987d74d58b9670a525ac2924de9125b4e55ae8a8",
-    git_commit = "7979eff9bfaf1001e4b916c9ee4c7744587e36a1",
+    sha256 = "81423733f993307e9a434feeab82b3fec510c26d31d7f786bf0f2dc8c7217f0c",
+    git_commit = "13187e1566e74a1f9434f5bb16c0cddc076ac497",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee9778158b1faeb07e43b3488b95efd0e3e7120c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 10:01:57 -0800
Subject: [PATCH 1819/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225559090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86024f6529a..015a1cf5ba9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81423733f993307e9a434feeab82b3fec510c26d31d7f786bf0f2dc8c7217f0c",
-    git_commit = "13187e1566e74a1f9434f5bb16c0cddc076ac497",
+    sha256 = "4b80c0831c92b07326a64f487c544a58074a8a8b3755805f187e749963cfdc69",
+    git_commit = "b02f50c0ee8ca37f05cc21fe1f8e9c2d9b65d6e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3018e37743f45def3b76f56d0597c876fb4cf949 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 11:02:30 -0800
Subject: [PATCH 1820/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225570067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 015a1cf5ba9..3cb3141735d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b80c0831c92b07326a64f487c544a58074a8a8b3755805f187e749963cfdc69",
-    git_commit = "b02f50c0ee8ca37f05cc21fe1f8e9c2d9b65d6e4",
+    sha256 = "eda372e571a3de48758cbd22d48fc95941f08500dc16a615a202f787d9f1499e",
+    git_commit = "1c6491126ba6d961cc367a19018a877ca3803222",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f792532bea10d82fd3c3b126412d0546f54ae28 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Wed, 24 Oct 2018 12:29:03 -0700
Subject: [PATCH 1821/8103] Add MKL support

Comment out installing tfserving api

Update feedback changes

Add back tensorflow serving api

Add comments for -march flag

Remove cloning of MKL, copying mkl libraries from cache

Remove tensorflow session parallelism env

export settings

Fix arg issue

Add comments

Add envs

Add unit tests

Add MKL library paths

update example bazel test

update .gitignore

safe delete

Add MKL support

Comment out installing tfserving api

Update feedback changes

Add back tensorflow serving api

Add comments for -march flag

Remove cloning of MKL, copying mkl libraries from cache

Remove tensorflow session parallelism env

export settings

Fix arg issue

Add comments

Add envs

Add unit tests

Add MKL library paths

update example bazel test

update .gitignore

Add feedbackc changes

Roll back to 16.04 version of ubuntu

change to libping12

Add saved_model_half_plus_two_mkl testdata and fix unit tests

undo

update mkl saved model and files

Remove redundant unit tests

Add feedbackc changes

Remove comment

Update saved_model_half_plus_two with mkl switch
---
 .../servables/tensorflow/testdata/BUILD       |   8 +
 .../generate_saved_model_half_plus_two_mkl.py | 291 ++++++++++++++++++
 .../testdata/saved_model_half_plus_two.py     |  42 ++-
 .../00000123/assets/foo.txt                   |   1 +
 .../00000123/saved_model.pb                   | Bin 0 -> 29084 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 36 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 349 bytes
 .../tools/docker/Dockerfile.devel-mkl         | 128 ++++++++
 .../tools/docker/Dockerfile.mkl               |  98 ++++++
 tensorflow_serving/tools/docker/tests/BUILD   |  32 ++
 .../tools/docker/tests/docker_test_lib.sh     |  20 +-
 .../docker/tests/dockerfile_devel_gpu_test.sh |   1 +
 .../docker/tests/dockerfile_devel_mkl_test.sh |  44 +++
 .../docker/tests/dockerfile_devel_test.sh     |   1 +
 .../tools/docker/tests/dockerfile_gpu_test.sh |   1 +
 .../tools/docker/tests/dockerfile_mkl_test.sh |  43 +++
 .../tools/docker/tests/dockerfile_test.sh     |   1 +
 17 files changed, 699 insertions(+), 12 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/assets/foo.txt
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/tools/docker/Dockerfile.devel-mkl
 create mode 100644 tensorflow_serving/tools/docker/Dockerfile.mkl
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_devel_mkl_test.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_mkl_test.sh

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 9066165b70a..0a7fade4d38 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -93,6 +93,14 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_mkl",
+    srcs = glob(
+        ["saved_model_half_plus_two_mkl/**"],
+    ),
+)
+
+
 # Note: re-generate these files with :export_half_plus_two whenever model
 # changes.
 exports_files([
diff --git a/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py b/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py
new file mode 100644
index 00000000000..643f3852c87
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py
@@ -0,0 +1,291 @@
+## Copyright 2015 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Exports an example linear regression inference graph.
+
+Exports a TensorFlow graph to `/tmp/saved_model/half_plus_two/` based on the
+`SavedModel` format.
+
+This graph calculates,
+
+\\(
+  y = a*x + b
+\\)
+
+and/or, independently,
+
+\\(
+  y2 = a*x2 + c
+\\)
+
+where `a`, `b` and `c` are variables with `a=0.5` and `b=2` and `c=3`.
+
+Output from this program is typically used to exercise SavedModel load and
+execution code.
+
+To create a model to use MKL optimizations:
+  python generate_saved_model_half_plus_two_mkl.py
+
+This will generate saved models in 3 different formats in /tmp directory.
+"""
+
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import argparse
+import os
+import sys
+
+import tensorflow as tf
+
+from tensorflow.python.lib.io import file_io
+
+FLAGS = None
+
+
+def _write_assets(assets_directory, assets_filename):
+  """Writes asset files to be used with SavedModel for half plus two.
+
+  Args:
+    assets_directory: The directory to which the assets should be written.
+    assets_filename: Name of the file to which the asset contents should be
+        written.
+
+  Returns:
+    The path to which the assets file was written.
+  """
+  if not file_io.file_exists(assets_directory):
+    file_io.recursive_create_dir(assets_directory)
+
+  path = os.path.join(
+      tf.compat.as_bytes(assets_directory), tf.compat.as_bytes(assets_filename))
+  file_io.write_string_to_file(path, "asset-file-contents")
+  return path
+
+
+def _build_regression_signature(input_tensor, output_tensor):
+  """Helper function for building a regression SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {
+      tf.saved_model.signature_constants.REGRESS_INPUTS: input_tensor_info
+  }
+  output_tensor_info = tf.saved_model.utils.build_tensor_info(output_tensor)
+  signature_outputs = {
+      tf.saved_model.signature_constants.REGRESS_OUTPUTS: output_tensor_info
+  }
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.REGRESS_METHOD_NAME)
+
+
+# Possibly extend this to allow passing in 'classes', but for now this is
+# sufficient for testing purposes.
+def _build_classification_signature(input_tensor, scores_tensor):
+  """Helper function for building a classification SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {
+      tf.saved_model.signature_constants.CLASSIFY_INPUTS: input_tensor_info
+  }
+  output_tensor_info = tf.saved_model.utils.build_tensor_info(scores_tensor)
+  signature_outputs = {
+      tf.saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES:
+          output_tensor_info
+  }
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME)
+
+
+def _generate_saved_model_for_half_plus_two(export_dir,
+                                            as_text=False,
+                                            use_main_op=False,
+                                            device_type="cpu"):
+  """Generates SavedModel for half plus two.
+
+  Args:
+    export_dir: The directory to which the SavedModel should be written.
+    as_text: Writes the SavedModel protocol buffer in text format to disk.
+    use_main_op: Whether to supply a main op during SavedModel build time.
+    device_name: Device to force ops to run on.
+  """
+  builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
+
+  device_name = "/cpu:0"
+  if device_type == "gpu":
+    device_name = "/gpu:0"
+
+  with tf.Session(
+      graph=tf.Graph(),
+      config=tf.ConfigProto(log_device_placement=True)) as sess:
+    with tf.device(device_name):
+      # Set up the model parameters as variables to exercise variable loading
+      # functionality upon restore.
+      a = tf.Variable(0.5, name="a")
+      b = tf.Variable(2.0, name="b")
+      c = tf.Variable(3.0, name="c")
+
+      # Create a placeholder for serialized tensorflow.Example messages to be
+      # fed.
+      serialized_tf_example = tf.placeholder(tf.string, name="tf_example")
+
+      # Parse the tensorflow.Example looking for a feature named "x" with a
+      # single floating point value.
+      feature_configs = {
+          "x": tf.FixedLenFeature([1], dtype=tf.float32),
+          "x2": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0])
+      }
+      # parse_example only works on CPU
+      with tf.device("/cpu:0"):
+        tf_example = tf.parse_example(serialized_tf_example, feature_configs)
+      # Use tf.identity() to assign name
+
+      x = tf.identity(tf_example["x"], name="x")
+
+      # This operation just performs a convolution
+      # but the output is zero. This way we can keep
+      # the same output as the original code but trigger MKL-DNN.
+      o1 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
+      o2 = o1[0,0,0,0]
+
+      y = o2 + tf.add(tf.multiply(a, x), b)
+      y = tf.identity(y, name="y")
+
+      # This operation just performs a convolution
+      # but the output is zero. This way we can keep
+      # the same output as the original code but trigger MKL-DNN.
+      o3 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
+      o4 = o3[0,0,0,0]
+
+      y2 = o3 + tf.add(tf.multiply(a, x), c)
+      y2 = tf.identity(y2, name="y2")
+
+      x2 = tf.identity(tf_example["x2"], name="x2")
+
+      # This operation just performs a convolution
+      # but the output is zero. This way we can keep
+      # the same output as the original code but trigger MKL-DNN.
+      o6 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
+      o7 = o6[0,0,0,0]
+
+      y3 = o6 + tf.add(tf.multiply(a, x2), c)
+      y3 = tf.identity(y3, name="y3")
+
+    # Create an assets file that can be saved and restored as part of the
+    # SavedModel.
+    original_assets_directory = "/tmp/original/export/assets"
+    original_assets_filename = "foo.txt"
+    original_assets_filepath = _write_assets(original_assets_directory,
+                                             original_assets_filename)
+
+    # Set up the assets collection.
+    assets_filepath = tf.constant(original_assets_filepath)
+    tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
+    filename_tensor = tf.Variable(
+        original_assets_filename,
+        name="filename_tensor",
+        trainable=False,
+        collections=[])
+    assign_filename_op = filename_tensor.assign(original_assets_filename)
+
+    # Set up the signature for Predict with input and output tensor
+    # specification.
+    predict_input_tensor = tf.saved_model.utils.build_tensor_info(x)
+    predict_signature_inputs = {"x": predict_input_tensor}
+
+    predict_output_tensor = tf.saved_model.utils.build_tensor_info(y)
+    predict_signature_outputs = {"y": predict_output_tensor}
+    predict_signature_def = (
+        tf.saved_model.signature_def_utils.build_signature_def(
+            predict_signature_inputs, predict_signature_outputs,
+            tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
+
+    signature_def_map = {
+        "regress_x_to_y":
+            _build_regression_signature(serialized_tf_example, y),
+        "regress_x_to_y2":
+            _build_regression_signature(serialized_tf_example, y2),
+        "regress_x2_to_y3":
+            _build_regression_signature(x2, y3),
+        "classify_x_to_y":
+            _build_classification_signature(serialized_tf_example, y),
+        tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
+            predict_signature_def
+    }
+    # Initialize all variables and then save the SavedModel.
+    sess.run(tf.global_variables_initializer())
+
+    if use_main_op:
+      builder.add_meta_graph_and_variables(
+          sess, [tf.saved_model.tag_constants.SERVING],
+          signature_def_map=signature_def_map,
+          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+          main_op=tf.group(tf.saved_model.main_op.main_op(),
+                           assign_filename_op))
+    else:
+      builder.add_meta_graph_and_variables(
+          sess, [tf.saved_model.tag_constants.SERVING],
+          signature_def_map=signature_def_map,
+          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+          main_op=tf.group(assign_filename_op))
+  builder.save(as_text)
+
+
+def main(_):
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s" % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir
+  })
+
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_pbtxt, as_text=True, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s" % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_pbtxt
+  })
+
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_main_op, use_main_op=True, device_type=FLAGS.device)
+  print("SavedModel generated for %(device)s at: %(dir)s " % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_main_op
+  })
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser()
+  parser.add_argument(
+      "--output_dir",
+      type=str,
+      default="/tmp/saved_model_half_plus_two",
+      help="Directory where to output SavedModel.")
+  parser.add_argument(
+      "--output_dir_pbtxt",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_pbtxt",
+      help="Directory where to output the text format of SavedModel.")
+  parser.add_argument(
+      "--output_dir_main_op",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_main_op",
+      help="Directory where to output the SavedModel with a main op.")
+  parser.add_argument(
+      "--device",
+      type=str,
+      default="cpu",
+      help="Force model to run on 'cpu' or 'gpu'")
+  FLAGS, unparsed = parser.parse_known_args()
+  tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 9aa635e088d..7a84169109c 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -35,10 +35,13 @@
 execution code.
 
 To create a CPU model:
-  bazel run -c opt saved_model_half_plus_two -- --device=cpu
+  bazel run -c opt saved_half_plus_two -- --device=cpu
+
+To create a CPU model with Intel MKL-DNN optimizations:
+  bazel run -c opt saved_half_plus_two -- --device=mkl
 
 To create GPU model:
-  bazel run --config=cuda -c opt saved_model_half_plus_two -- \
+  bazel run --config=cuda -c opt saved_half_plus_two -- \
   --device=gpu
 """
 
@@ -50,7 +53,6 @@
 import os
 import sys
 
-# This is a placeholder for a Google-internal import.
 import tensorflow as tf
 
 from tensorflow.python.lib.io import file_io
@@ -154,13 +156,39 @@ def _generate_saved_model_for_half_plus_two(export_dir,
         tf_example = tf.parse_example(serialized_tf_example, feature_configs)
       # Use tf.identity() to assign name
       x = tf.identity(tf_example["x"], name="x")
-      y = tf.add(tf.multiply(a, x), b)
+      if device_type == "mkl":
+          # Create a small convolution op to trigger MKL
+          # The op will return 0s so this won't affect the
+          # resulting calculation.
+          o1 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,16,16,1)))
+          y = o1[0,0,0,0] + tf.add(tf.multiply(a, x), b)
+      else:
+          y = tf.add(tf.multiply(a, x), b)
+
       y = tf.identity(y, name="y")
-      y2 = tf.add(tf.multiply(a, x), c)
+
+      if device_type == "mkl":
+          # Create a small convolution op to trigger MKL
+          # The op will return 0s so this won't affect the
+          # resulting calculation.
+          o2 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,16,16,1)))
+          y2 = o2[0,0,0,0] + tf.add(tf.multiply(a, x), c)
+      else:
+          y2 = tf.add(tf.multiply(a, x), c)
+
       y2 = tf.identity(y2, name="y2")
 
       x2 = tf.identity(tf_example["x2"], name="x2")
-      y3 = tf.add(tf.multiply(a, x2), c)
+
+      if device_type == "mkl":
+          # Create a small convolution op to trigger MKL
+          # The op will return 0s so this won't affect the
+          # resulting calculation.
+          o3 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,16,16,1)))
+          y3 = o3[0,0,0,0] + tf.add(tf.multiply(a, x2), c)
+      else:
+          y3 = tf.add(tf.multiply(a, x2), c)
+
       y3 = tf.identity(y3, name="y3")
 
     # Create an assets file that can be saved and restored as part of the
@@ -267,6 +295,6 @@ def main(_):
       "--device",
       type=str,
       default="cpu",
-      help="Force model to run on 'cpu' or 'gpu'")
+      help="Force model to run on 'cpu', 'mkl', or 'gpu'")
   FLAGS, unparsed = parser.parse_known_args()
   tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/assets/foo.txt b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/assets/foo.txt
new file mode 100644
index 00000000000..f9ff0366880
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mkl/00000123/saved_model.pb
new file mode 100644
index 0000000000000000000000000000000000000000..5389e6345fe0380d42abf684cba3e380763f589a
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diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
new file mode 100644
index 00000000000..6a1ec25b3b5
--- /dev/null
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -0,0 +1,128 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+FROM ubuntu:16.04 as base_build
+
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
+LABEL maintainer="Karthik Vadla <karthik.vadla@intel.com>"
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        automake \
+        build-essential \
+        ca-certificates \
+        curl \
+        git \
+        libcurl3-dev \
+        libfreetype6-dev \
+        libpng12-dev \
+        libtool \
+        libzmq3-dev \
+        mlocate \
+        openjdk-8-jdk\
+        openjdk-8-jre-headless \
+        pkg-config \
+        python-dev \
+        software-properties-common \
+        swig \
+        unzip \
+        wget \
+        zip \
+        zlib1g-dev \
+        && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python get-pip.py && \
+    rm get-pip.py
+
+RUN pip --no-cache-dir install \
+    grpcio \
+    h5py \
+    keras_applications \
+    keras_preprocessing \
+    mock \
+    numpy \
+    requests
+
+# Set up Bazel
+# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
+ENV BAZEL_VERSION 0.15.0
+WORKDIR /
+RUN mkdir /bazel && \
+    cd /bazel && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
+    curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \
+    chmod +x bazel-*.sh && \
+    ./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \
+    cd / && \
+    rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh
+
+# Download TF Serving sources (optionally at specific commit).
+WORKDIR /tensorflow-serving
+RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
+    git remote add upstream https://github.com/tensorflow/serving.git && \
+    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
+
+
+FROM base_build as binary_build
+
+# Build, and install TensorFlow Serving
+# Use --copt=-march values to get optimized builds appropriate for the hardware
+#   platform of your choice.
+# For ivy-bridge or sandy-bridge
+# --copt=-march="avx" \
+# For haswell, broadwell, or skylake
+# --copt=-march="avx2" \
+ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=nativeopt"
+RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
+
+ARG TF_SERVING_BAZEL_OPTIONS=""
+RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
+
+RUN bazel build --color=yes --curses=yes \
+    ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
+    --output_filter=DONT_MATCH_ANYTHING \
+    ${TF_SERVING_BUILD_OPTIONS} \
+    tensorflow_serving/model_servers:tensorflow_model_server && \
+    cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
+    /usr/local/bin/
+
+# Build and install TensorFlow Serving API
+RUN bazel build --color=yes --curses=yes \
+    ${TF_SERVING_BAZEL_OPTIONS} \
+    --verbose_failures \
+    --output_filter=DONT_MATCH_ANYTHING \
+    ${TF_SERVING_BUILD_OPTIONS} \
+    tensorflow_serving/tools/pip_package:build_pip_package && \
+    bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
+    /tmp/pip && \
+    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    rm -rf /tmp/pip
+
+# Copy MKL libraries
+RUN cp /root/.cache/bazel/_bazel_root/*/external/mkl_linux/lib/* /usr/local/lib
+
+ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
+ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'
+
+FROM binary_build as clean_build
+# Clean up Bazel cache when done.
+RUN bazel clean --expunge --color=yes && \
+    rm -rf /root/.cache
+CMD ["/bin/bash"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
new file mode 100644
index 00000000000..f3706b245a4
--- /dev/null
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -0,0 +1,98 @@
+# Copyright 2018 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+ARG TF_SERVING_VERSION=latest
+ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-mkl
+
+FROM ${TF_SERVING_BUILD_IMAGE} as build_image
+FROM ubuntu:16.04
+
+ARG TF_SERVING_VERSION_GIT_BRANCH=master
+ARG TF_SERVING_VERSION_GIT_COMMIT=head
+
+LABEL maintainer="Karthik Vadla <karthik.vadla@intel.com>"
+LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
+LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        ca-certificates htop \
+        && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# Install TF Serving pkg
+COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
+
+# Install MKL libraries
+COPY --from=build_image /usr/local/lib/libiomp5.so /usr/local/lib
+COPY --from=build_image /usr/local/lib/libmklml_gnu.so /usr/local/lib
+COPY --from=build_image /usr/local/lib/libmklml_intel.so /usr/local/lib
+
+ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
+ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'
+
+
+# Expose ports
+# gRPC
+EXPOSE 8500
+
+# REST
+EXPOSE 8501
+
+# Set where models should be stored in the container
+ENV MODEL_BASE_PATH=/models
+RUN mkdir -p ${MODEL_BASE_PATH}
+
+# The only required piece is the model name in order to differentiate endpoints
+ENV MODEL_NAME=model
+
+# Create a script that runs the model server so we can use environment variables
+# while also passing in arguments from the docker command line
+
+# Setting MKL environment variables gave better performance.
+# https://www.tensorflow.org/guide/performance/overview
+# Read about Tuning MKL for the best performance
+# Add export MKLDNN_VERBOSE=1 to the below script,
+# to see MKL messages in the docker logs when you send predict request.
+
+# Based on our observations during experiments,
+# setting tensorflow_session_parallelism=<1/4th of physical cores> and
+# setting OMP_NUM_THREADS=<Total physical cores>
+# gave optimal performance results with MKL
+# KMP_BLOCKTIME=<Varies based on your model>
+
+# NOTE: We don't gurantee same settings to give optimal peformance across all hardwares
+# please tune variables as required.
+
+ENV OMP_NUM_THREADS=2
+ENV KMP_BLOCKTIME=1
+ENV KMP_SETTINGS=1
+ENV KMP_AFFINITY='granularity=fine,verbose,compact,1,0'
+ENV MKLDNN_VERBOSE=0
+
+ENV TENSORFLOW_SESSION_PARALLELISM=2
+
+RUN echo '#!/bin/bash \n\n\
+export OMP_NUM_THREADS=${OMP_NUM_THREADS} \n\
+export KMP_BLOCKTIME=${KMP_BLOCKTIME} \n\
+export KMP_SETTINGS=${KMP_SETTINGS} \n\
+export KMP_AFFINITY=${KMP_AFFINITY} \n\
+export MKLDNN_VERBOSE=${MKLDNN_VERBOSE} \n\
+tensorflow_model_server --port=8500 --rest_api_port=8501 \
+--tensorflow_session_parallelism=${TENSORFLOW_SESSION_PARALLELISM} \
+--model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \
+"$@"' > /usr/bin/tf_serving_entrypoint.sh \
+&& chmod +x /usr/bin/tf_serving_entrypoint.sh
+
+ENTRYPOINT ["/usr/bin/tf_serving_entrypoint.sh"]
diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index 7075f06a6af..f0aaf26a233 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -46,6 +46,38 @@ sh_test(
     deps = [":docker_test_lib"],
 )
 
+sh_test(
+    name = "unittest_dockerfile_mkl",
+    size = "small",
+    srcs = ["dockerfile_mkl_test.sh"],
+    args = ["tensorflow/serving:latest-mkl"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mkl",
+    ],
+    tags = [
+        "exclusive",
+        "local",
+        "manual",
+    ],
+    deps = [":docker_test_lib"],
+)
+
+sh_test(
+    name = "unittest_dockerfile_devel_mkl",
+    size = "small",
+    srcs = ["dockerfile_devel_mkl_test.sh"],
+    args = ["tensorflow/serving:latest-devel-mkl"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mkl",
+    ],
+    tags = [
+        "exclusive",
+        "local",
+        "manual",
+    ],
+    deps = [":docker_test_lib"],
+)
+
 sh_test(
     name = "unittest_dockerfile_gpu",
     size = "medium",
diff --git a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
index 6d79e2a689a..c0d8ed25d76 100755
--- a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
+++ b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
@@ -141,13 +141,17 @@ function test_docker_image {
       docker_opts+=" --runtime=nvidia"
   fi
 
-  if [ -z $(docker images -q ${IMAGE}) ]; then
+  if [[ "$IS_MKL_IMAGE" = true ]] ; then
+      docker_opts+=" -e MKLDNN_VERBOSE=1"
+  fi
+
+  if [ -z $(docker images -q ${IMAGE}) ] ; then
     echo "Docker image ${IMAGE} doesn't exist, please create or pull"
     exit 1
   fi
 
   echo "Starting TF ModelServer in Docker container from image:${IMAGE} ..."
-  if [[ "$IS_DEVEL_IMAGE" = true ]]; then
+  if [[ "$IS_DEVEL_IMAGE" = true ]] ; then
     echo "Starting TF ModelServer in Docker container from image:${image} ..."
     # Devel images do not run ModelServer but rather start interative shell.
     # Hence we need to explicitly set entrypoint to modelserver and pass the
@@ -161,10 +165,16 @@ function test_docker_image {
   fi
   _find_container
   _wait_for_http
-
   _query_model
 
-  _cleanup_test
-}
+  if [[ "$IS_MKL_IMAGE" = true ]] ; then
+    echo "Checking for mkldnn_verbose in logs of container: ${CONTAINER_ID}"
+    if [[ -z $(docker logs --tail 1 ${CONTAINER_ID} | grep "mkldnn_verbose") ]]; then
+        echo "${IMAGE}: does not use MKL optimizations"
+        exit 1
+    fi
+  fi
 
+  _cleanup_test
 
+}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
index 4f48121fdff..da0f0b6db52 100755
--- a/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_test.sh
@@ -31,6 +31,7 @@ source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
 # Values to fill in for test
 # ------------------------------------------------------------------------------
 declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_MKL_IMAGE=false
 declare -r IS_DEVEL_IMAGE=true
 declare -r MODELNAME="saved_model_half_plus_two_gpu"
 declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_mkl_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_mkl_test.sh
new file mode 100755
index 00000000000..036926068f8
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_mkl_test.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.devel basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_dockerfile_devel_mkl \
+#         --test_arg=tensorflow/serving:latest-devel-mkl \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_MKL_IMAGE=true
+declare -r IS_DEVEL_IMAGE=true
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r MODELNAME="saved_model_half_plus_two_mkl"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
index 919830863fa..24e15a81180 100755
--- a/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_test.sh
@@ -31,6 +31,7 @@ source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
 # Values to fill in for test
 # ------------------------------------------------------------------------------
 declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_MKL_IMAGE=false
 declare -r IS_DEVEL_IMAGE=true
 declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
 declare -r MODELNAME="saved_model_half_plus_two_cpu"
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
index 7182e201dbe..d15da79e82f 100755
--- a/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_test.sh
@@ -31,6 +31,7 @@ source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
 # Values to fill in for test
 # ------------------------------------------------------------------------------
 declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_MKL_IMAGE=false
 declare -r IS_DEVEL_IMAGE=false
 declare -r MODELNAME="saved_model_half_plus_two_gpu"
 declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_mkl_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_mkl_test.sh
new file mode 100755
index 00000000000..fa724779609
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_mkl_test.sh
@@ -0,0 +1,43 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_dockerfile_mkl --test_arg=tensorflow/serving:latest-mkl \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_MKL_IMAGE=true
+declare -r IS_DEVEL_IMAGE=false
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+declare -r MODELNAME="saved_model_half_plus_two_mkl"
+declare -r REQUEST='{"instances": [1.0,2.0,5.0]}'
+declare -r RESPONSE='{"predictions":[2.5,3.0,4.5]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_test.sh
index d3a9485a8db..5ed4641c6f7 100755
--- a/tensorflow_serving/tools/docker/tests/dockerfile_test.sh
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_test.sh
@@ -30,6 +30,7 @@ source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
 # Values to fill in for test
 # ------------------------------------------------------------------------------
 declare -r USE_NVIDIA_RUNTIME=false
+declare -r IS_MKL_IMAGE=false
 declare -r IS_DEVEL_IMAGE=false
 declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
 declare -r MODELNAME="saved_model_half_plus_two_cpu"

From 83f64a90674c77e37277e0bef2f28290f07e2996 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Fri, 14 Dec 2018 11:33:51 -0800
Subject: [PATCH 1822/8103] Remove redundant file

---
 .../generate_saved_model_half_plus_two_mkl.py | 291 ------------------
 1 file changed, 291 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py

diff --git a/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py b/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py
deleted file mode 100644
index 643f3852c87..00000000000
--- a/tensorflow_serving/servables/tensorflow/testdata/generate_saved_model_half_plus_two_mkl.py
+++ /dev/null
@@ -1,291 +0,0 @@
-## Copyright 2015 The TensorFlow Authors. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-r"""Exports an example linear regression inference graph.
-
-Exports a TensorFlow graph to `/tmp/saved_model/half_plus_two/` based on the
-`SavedModel` format.
-
-This graph calculates,
-
-\\(
-  y = a*x + b
-\\)
-
-and/or, independently,
-
-\\(
-  y2 = a*x2 + c
-\\)
-
-where `a`, `b` and `c` are variables with `a=0.5` and `b=2` and `c=3`.
-
-Output from this program is typically used to exercise SavedModel load and
-execution code.
-
-To create a model to use MKL optimizations:
-  python generate_saved_model_half_plus_two_mkl.py
-
-This will generate saved models in 3 different formats in /tmp directory.
-"""
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import argparse
-import os
-import sys
-
-import tensorflow as tf
-
-from tensorflow.python.lib.io import file_io
-
-FLAGS = None
-
-
-def _write_assets(assets_directory, assets_filename):
-  """Writes asset files to be used with SavedModel for half plus two.
-
-  Args:
-    assets_directory: The directory to which the assets should be written.
-    assets_filename: Name of the file to which the asset contents should be
-        written.
-
-  Returns:
-    The path to which the assets file was written.
-  """
-  if not file_io.file_exists(assets_directory):
-    file_io.recursive_create_dir(assets_directory)
-
-  path = os.path.join(
-      tf.compat.as_bytes(assets_directory), tf.compat.as_bytes(assets_filename))
-  file_io.write_string_to_file(path, "asset-file-contents")
-  return path
-
-
-def _build_regression_signature(input_tensor, output_tensor):
-  """Helper function for building a regression SignatureDef."""
-  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
-  signature_inputs = {
-      tf.saved_model.signature_constants.REGRESS_INPUTS: input_tensor_info
-  }
-  output_tensor_info = tf.saved_model.utils.build_tensor_info(output_tensor)
-  signature_outputs = {
-      tf.saved_model.signature_constants.REGRESS_OUTPUTS: output_tensor_info
-  }
-  return tf.saved_model.signature_def_utils.build_signature_def(
-      signature_inputs, signature_outputs,
-      tf.saved_model.signature_constants.REGRESS_METHOD_NAME)
-
-
-# Possibly extend this to allow passing in 'classes', but for now this is
-# sufficient for testing purposes.
-def _build_classification_signature(input_tensor, scores_tensor):
-  """Helper function for building a classification SignatureDef."""
-  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
-  signature_inputs = {
-      tf.saved_model.signature_constants.CLASSIFY_INPUTS: input_tensor_info
-  }
-  output_tensor_info = tf.saved_model.utils.build_tensor_info(scores_tensor)
-  signature_outputs = {
-      tf.saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES:
-          output_tensor_info
-  }
-  return tf.saved_model.signature_def_utils.build_signature_def(
-      signature_inputs, signature_outputs,
-      tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME)
-
-
-def _generate_saved_model_for_half_plus_two(export_dir,
-                                            as_text=False,
-                                            use_main_op=False,
-                                            device_type="cpu"):
-  """Generates SavedModel for half plus two.
-
-  Args:
-    export_dir: The directory to which the SavedModel should be written.
-    as_text: Writes the SavedModel protocol buffer in text format to disk.
-    use_main_op: Whether to supply a main op during SavedModel build time.
-    device_name: Device to force ops to run on.
-  """
-  builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
-
-  device_name = "/cpu:0"
-  if device_type == "gpu":
-    device_name = "/gpu:0"
-
-  with tf.Session(
-      graph=tf.Graph(),
-      config=tf.ConfigProto(log_device_placement=True)) as sess:
-    with tf.device(device_name):
-      # Set up the model parameters as variables to exercise variable loading
-      # functionality upon restore.
-      a = tf.Variable(0.5, name="a")
-      b = tf.Variable(2.0, name="b")
-      c = tf.Variable(3.0, name="c")
-
-      # Create a placeholder for serialized tensorflow.Example messages to be
-      # fed.
-      serialized_tf_example = tf.placeholder(tf.string, name="tf_example")
-
-      # Parse the tensorflow.Example looking for a feature named "x" with a
-      # single floating point value.
-      feature_configs = {
-          "x": tf.FixedLenFeature([1], dtype=tf.float32),
-          "x2": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0])
-      }
-      # parse_example only works on CPU
-      with tf.device("/cpu:0"):
-        tf_example = tf.parse_example(serialized_tf_example, feature_configs)
-      # Use tf.identity() to assign name
-
-      x = tf.identity(tf_example["x"], name="x")
-
-      # This operation just performs a convolution
-      # but the output is zero. This way we can keep
-      # the same output as the original code but trigger MKL-DNN.
-      o1 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
-      o2 = o1[0,0,0,0]
-
-      y = o2 + tf.add(tf.multiply(a, x), b)
-      y = tf.identity(y, name="y")
-
-      # This operation just performs a convolution
-      # but the output is zero. This way we can keep
-      # the same output as the original code but trigger MKL-DNN.
-      o3 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
-      o4 = o3[0,0,0,0]
-
-      y2 = o3 + tf.add(tf.multiply(a, x), c)
-      y2 = tf.identity(y2, name="y2")
-
-      x2 = tf.identity(tf_example["x2"], name="x2")
-
-      # This operation just performs a convolution
-      # but the output is zero. This way we can keep
-      # the same output as the original code but trigger MKL-DNN.
-      o6 = tf.keras.layers.Conv2D(1,[1,1])(tf.zeros((1,10,10,1)))
-      o7 = o6[0,0,0,0]
-
-      y3 = o6 + tf.add(tf.multiply(a, x2), c)
-      y3 = tf.identity(y3, name="y3")
-
-    # Create an assets file that can be saved and restored as part of the
-    # SavedModel.
-    original_assets_directory = "/tmp/original/export/assets"
-    original_assets_filename = "foo.txt"
-    original_assets_filepath = _write_assets(original_assets_directory,
-                                             original_assets_filename)
-
-    # Set up the assets collection.
-    assets_filepath = tf.constant(original_assets_filepath)
-    tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
-    filename_tensor = tf.Variable(
-        original_assets_filename,
-        name="filename_tensor",
-        trainable=False,
-        collections=[])
-    assign_filename_op = filename_tensor.assign(original_assets_filename)
-
-    # Set up the signature for Predict with input and output tensor
-    # specification.
-    predict_input_tensor = tf.saved_model.utils.build_tensor_info(x)
-    predict_signature_inputs = {"x": predict_input_tensor}
-
-    predict_output_tensor = tf.saved_model.utils.build_tensor_info(y)
-    predict_signature_outputs = {"y": predict_output_tensor}
-    predict_signature_def = (
-        tf.saved_model.signature_def_utils.build_signature_def(
-            predict_signature_inputs, predict_signature_outputs,
-            tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
-
-    signature_def_map = {
-        "regress_x_to_y":
-            _build_regression_signature(serialized_tf_example, y),
-        "regress_x_to_y2":
-            _build_regression_signature(serialized_tf_example, y2),
-        "regress_x2_to_y3":
-            _build_regression_signature(x2, y3),
-        "classify_x_to_y":
-            _build_classification_signature(serialized_tf_example, y),
-        tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
-            predict_signature_def
-    }
-    # Initialize all variables and then save the SavedModel.
-    sess.run(tf.global_variables_initializer())
-
-    if use_main_op:
-      builder.add_meta_graph_and_variables(
-          sess, [tf.saved_model.tag_constants.SERVING],
-          signature_def_map=signature_def_map,
-          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
-          main_op=tf.group(tf.saved_model.main_op.main_op(),
-                           assign_filename_op))
-    else:
-      builder.add_meta_graph_and_variables(
-          sess, [tf.saved_model.tag_constants.SERVING],
-          signature_def_map=signature_def_map,
-          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
-          main_op=tf.group(assign_filename_op))
-  builder.save(as_text)
-
-
-def main(_):
-  _generate_saved_model_for_half_plus_two(
-      FLAGS.output_dir, device_type=FLAGS.device)
-  print("SavedModel generated for %(device)s at: %(dir)s" % {
-      "device": FLAGS.device,
-      "dir": FLAGS.output_dir
-  })
-
-  _generate_saved_model_for_half_plus_two(
-      FLAGS.output_dir_pbtxt, as_text=True, device_type=FLAGS.device)
-  print("SavedModel generated for %(device)s at: %(dir)s" % {
-      "device": FLAGS.device,
-      "dir": FLAGS.output_dir_pbtxt
-  })
-
-  _generate_saved_model_for_half_plus_two(
-      FLAGS.output_dir_main_op, use_main_op=True, device_type=FLAGS.device)
-  print("SavedModel generated for %(device)s at: %(dir)s " % {
-      "device": FLAGS.device,
-      "dir": FLAGS.output_dir_main_op
-  })
-
-
-if __name__ == "__main__":
-  parser = argparse.ArgumentParser()
-  parser.add_argument(
-      "--output_dir",
-      type=str,
-      default="/tmp/saved_model_half_plus_two",
-      help="Directory where to output SavedModel.")
-  parser.add_argument(
-      "--output_dir_pbtxt",
-      type=str,
-      default="/tmp/saved_model_half_plus_two_pbtxt",
-      help="Directory where to output the text format of SavedModel.")
-  parser.add_argument(
-      "--output_dir_main_op",
-      type=str,
-      default="/tmp/saved_model_half_plus_two_main_op",
-      help="Directory where to output the SavedModel with a main op.")
-  parser.add_argument(
-      "--device",
-      type=str,
-      default="cpu",
-      help="Force model to run on 'cpu' or 'gpu'")
-  FLAGS, unparsed = parser.parse_known_args()
-  tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)

From 0950412b41244612118eb35ebe5722f03b339633 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 12:07:22 -0800
Subject: [PATCH 1823/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225582082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cb3141735d..2132ee0a5b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eda372e571a3de48758cbd22d48fc95941f08500dc16a615a202f787d9f1499e",
-    git_commit = "1c6491126ba6d961cc367a19018a877ca3803222",
+    sha256 = "a2db08160c0c8ad9fc24a23d0f7e0222e1f93a6fedf79bdf09960d041f26ce6c",
+    git_commit = "0b1086a6f8cc51c5a230a299ee26c5353a7600cd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a5c06959853fb421f4c8e7ddf58763c8feccdde5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 13:02:12 -0800
Subject: [PATCH 1824/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225590808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2132ee0a5b5..7b9ac15bacc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2db08160c0c8ad9fc24a23d0f7e0222e1f93a6fedf79bdf09960d041f26ce6c",
-    git_commit = "0b1086a6f8cc51c5a230a299ee26c5353a7600cd",
+    sha256 = "713e9ea3051b30069aef3f2aec26f4b99dcd295d05e8d92624d30941694fe9b1",
+    git_commit = "690bd62639abc6638d3de9e5c9300d368fea49c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 09ac9383f64e0323034b0c60c9dab8dd824d6700 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 14:02:26 -0800
Subject: [PATCH 1825/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225600413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b9ac15bacc..95f5c0095e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "713e9ea3051b30069aef3f2aec26f4b99dcd295d05e8d92624d30941694fe9b1",
-    git_commit = "690bd62639abc6638d3de9e5c9300d368fea49c8",
+    sha256 = "655d13d64f12a9c24f5449f6e6be5092128b8a353e3d9250c2780732772dff4e",
+    git_commit = "e9e534f3239d7cb7e2a815b49c1c3520d9566d70",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1d213bd408bdebd2fb66bf21a1bf1d32435a505f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 15:02:37 -0800
Subject: [PATCH 1826/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225610192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95f5c0095e9..d79bae010f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "655d13d64f12a9c24f5449f6e6be5092128b8a353e3d9250c2780732772dff4e",
-    git_commit = "e9e534f3239d7cb7e2a815b49c1c3520d9566d70",
+    sha256 = "72bc2dbc8e9c02da1f503d2312c170f0d1853bddaccbca6578d4207e341c701e",
+    git_commit = "f75043367565fb071329580568e2b06b63bc7777",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7cc9647b3b1f30d6688912c641a6b42ec4035a42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 16:02:16 -0800
Subject: [PATCH 1827/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225618834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d79bae010f8..42754ed7817 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72bc2dbc8e9c02da1f503d2312c170f0d1853bddaccbca6578d4207e341c701e",
-    git_commit = "f75043367565fb071329580568e2b06b63bc7777",
+    sha256 = "288b857e7805243f53a78d53f13769e85fd25d374ae859dbc5edd13179f2b0bc",
+    git_commit = "e2acc3dfd9e4757a1a4be894428e3f3683e30348",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1706e9a4e8f33f0eec4124979805daa303dd8e9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 17:02:06 -0800
Subject: [PATCH 1828/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225626460
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42754ed7817..2f57562484a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "288b857e7805243f53a78d53f13769e85fd25d374ae859dbc5edd13179f2b0bc",
-    git_commit = "e2acc3dfd9e4757a1a4be894428e3f3683e30348",
+    sha256 = "f65af00d8cdbf29d6a273db7850188ff362ccc30091181202dc2a1cf2f78f629",
+    git_commit = "c152e8c1a8a27dda8d733493a64c3598d196053d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f46e5fa391fe356acb07af56d8d0036112981e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 18:02:21 -0800
Subject: [PATCH 1829/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225632120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f57562484a..c94b5ce2704 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f65af00d8cdbf29d6a273db7850188ff362ccc30091181202dc2a1cf2f78f629",
-    git_commit = "c152e8c1a8a27dda8d733493a64c3598d196053d",
+    sha256 = "c4b789dfcfb76afd11fb18310f280eaa2b0de16f35c9e1c46f813cedda662703",
+    git_commit = "2a0561d6875e43410275b8b9d3edb99e1bb14fab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a62ed409b10f922e09a3b5a16e5ff1b54211c25d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 19:02:22 -0800
Subject: [PATCH 1830/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225636211
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c94b5ce2704..f32d9574c8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4b789dfcfb76afd11fb18310f280eaa2b0de16f35c9e1c46f813cedda662703",
-    git_commit = "2a0561d6875e43410275b8b9d3edb99e1bb14fab",
+    sha256 = "3ba10a215f01786bccffe434e6ac63b17c1f63cea69aed74944ae3eedc5d532b",
+    git_commit = "c7c0a76f1d6b8ac2057434fbf638b77993c6b88e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e5b101b1dc4ffabeee8d3d8801629baa7da76e25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 20:02:00 -0800
Subject: [PATCH 1831/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225639576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f32d9574c8a..27a49c947bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ba10a215f01786bccffe434e6ac63b17c1f63cea69aed74944ae3eedc5d532b",
-    git_commit = "c7c0a76f1d6b8ac2057434fbf638b77993c6b88e",
+    sha256 = "154101ca037720130257a1a2dd4ff20e9f39701f16e6187ee95a193d51bfd246",
+    git_commit = "5138caa12031a953ff877b0a785233b957e0993a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8bad5ffab1cf4294923f754b1af95ebb315f6770 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 21:01:59 -0800
Subject: [PATCH 1832/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225642676
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27a49c947bd..bdeb9828528 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "154101ca037720130257a1a2dd4ff20e9f39701f16e6187ee95a193d51bfd246",
-    git_commit = "5138caa12031a953ff877b0a785233b957e0993a",
+    sha256 = "85378046a2fff9d1d65d444a880ce41a83988ca56619e63bbca6c8b9545e5039",
+    git_commit = "65470e7364d9566accafc9df52349533cdc3ea0a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4a9c59ea04de6a561164ee3c384a590a09c64ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Dec 2018 22:02:21 -0800
Subject: [PATCH 1833/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225645557
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdeb9828528..80ae75406c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85378046a2fff9d1d65d444a880ce41a83988ca56619e63bbca6c8b9545e5039",
-    git_commit = "65470e7364d9566accafc9df52349533cdc3ea0a",
+    sha256 = "408eaad149d07bcc779f7b8d43e254cbdbd78230c1cf6ed91bca6f6484dbd5b7",
+    git_commit = "65a0a3a05b53477e09cff1bd027d4942231893c3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e4645975de07ca0d5fb131ffecb5272b848dcf9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Dec 2018 03:02:48 -0800
Subject: [PATCH 1834/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225661967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80ae75406c7..9f3c9388ad4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "408eaad149d07bcc779f7b8d43e254cbdbd78230c1cf6ed91bca6f6484dbd5b7",
-    git_commit = "65a0a3a05b53477e09cff1bd027d4942231893c3",
+    sha256 = "f37f229b2c8fddef3bc423f7cd52215dae0ca5c5e7172987d942774c8f0ae6eb",
+    git_commit = "b37a329a6fc4aaf94767ebf5158689a3ee233b89",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4cde384b07bb1ddda6bb115a764adcc7add36dd6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Dec 2018 19:02:00 -0800
Subject: [PATCH 1835/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225700210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f3c9388ad4..abc3c60cf99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f37f229b2c8fddef3bc423f7cd52215dae0ca5c5e7172987d942774c8f0ae6eb",
-    git_commit = "b37a329a6fc4aaf94767ebf5158689a3ee233b89",
+    sha256 = "cc5e48fe9f5924882f6b68263d7e40771e48349c42431a436f7af7777bd17b53",
+    git_commit = "39d9c9e0a28231085fb86090c853de4535fecd1b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1724c41f15abdc0868a40769ed792dbc3ea3d5f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Dec 2018 03:02:18 -0800
Subject: [PATCH 1836/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225721653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abc3c60cf99..025fdc49de6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc5e48fe9f5924882f6b68263d7e40771e48349c42431a436f7af7777bd17b53",
-    git_commit = "39d9c9e0a28231085fb86090c853de4535fecd1b",
+    sha256 = "390ca15e1bb4afe017e18207204e46918f49c85fb028c7b39eec52c5faef613f",
+    git_commit = "ebe98d94a5340386429da4b6e930b8cda9c7e854",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f8caef10f84d75686c4b92c1ef5c5c23a4d540a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Dec 2018 23:01:57 -0800
Subject: [PATCH 1837/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225775322
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 025fdc49de6..947f3cc89a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "390ca15e1bb4afe017e18207204e46918f49c85fb028c7b39eec52c5faef613f",
-    git_commit = "ebe98d94a5340386429da4b6e930b8cda9c7e854",
+    sha256 = "5849afe8165155a3b8773361ff05bd239f41534d2053e8525ee5ea80f038df20",
+    git_commit = "feaaa82259a204b037eb9bd72ab2f74f9f4fe431",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0663f1f3ee31ac5a0ea617af28d039d2c44c4452 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 03:02:25 -0800
Subject: [PATCH 1838/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225797098
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 947f3cc89a1..2bedf231a6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5849afe8165155a3b8773361ff05bd239f41534d2053e8525ee5ea80f038df20",
-    git_commit = "feaaa82259a204b037eb9bd72ab2f74f9f4fe431",
+    sha256 = "3aa0123f745774d71e99586435fd87019e3e081ad2893880fe340c535a751798",
+    git_commit = "1a85cf6170cdcf86c8a88595e07d237bc24ac3ea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aeca8a4295045763bce63b8a28b4a5d98618b65b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 04:02:45 -0800
Subject: [PATCH 1839/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225802343
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bedf231a6e..79ae46011ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3aa0123f745774d71e99586435fd87019e3e081ad2893880fe340c535a751798",
-    git_commit = "1a85cf6170cdcf86c8a88595e07d237bc24ac3ea",
+    sha256 = "7db442af628f0974d3b9b212c584905837213e0d4218e6bc278baf6d3edf494f",
+    git_commit = "6decf0842b1f7ec17c7d8957d453cd5132b7a128",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f04d03dc1d86180629a5ac28ab462ad6a6f32a05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 09:01:56 -0800
Subject: [PATCH 1840/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225834621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79ae46011ef..591d18a7f3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7db442af628f0974d3b9b212c584905837213e0d4218e6bc278baf6d3edf494f",
-    git_commit = "6decf0842b1f7ec17c7d8957d453cd5132b7a128",
+    sha256 = "2ef2e0be02195d5f033394b27e58a6a5d9d1337931c58b24caeb38858358dbdd",
+    git_commit = "5f1c0c1c8d85ec0a4b9746e61ccf3dcb6c4a4220",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e31dcdd0c814ef82f8067d35d44011641547d2ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 10:01:45 -0800
Subject: [PATCH 1841/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225843708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 591d18a7f3d..2cca916d7aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ef2e0be02195d5f033394b27e58a6a5d9d1337931c58b24caeb38858358dbdd",
-    git_commit = "5f1c0c1c8d85ec0a4b9746e61ccf3dcb6c4a4220",
+    sha256 = "60a305104a6b0ec691eee194c3047f190c80568e19d9359f5fce8bf8bf7a1c2a",
+    git_commit = "9fd825312972ad2f4235432b4b4e7b46b1068bbc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ecf3f9709a86b6d04207645584f0c4fa733bf1db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 11:02:45 -0800
Subject: [PATCH 1842/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225855015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cca916d7aa..b4637689324 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60a305104a6b0ec691eee194c3047f190c80568e19d9359f5fce8bf8bf7a1c2a",
-    git_commit = "9fd825312972ad2f4235432b4b4e7b46b1068bbc",
+    sha256 = "47b6482d1428dd83813a6a953ac9c43e0b1b8565c9c2f0042e7261fb9cd1198d",
+    git_commit = "fa7b38a5eae1e0818c8a1ac6a099fbbefa53727e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bec7bb0049766226e103dc7b54668aa2b81410ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 12:02:27 -0800
Subject: [PATCH 1843/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225865843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4637689324..b7ecc4fd799 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47b6482d1428dd83813a6a953ac9c43e0b1b8565c9c2f0042e7261fb9cd1198d",
-    git_commit = "fa7b38a5eae1e0818c8a1ac6a099fbbefa53727e",
+    sha256 = "e54b70320e042b43a495b798e8e573efcc89f68e54161684af398618e45d2891",
+    git_commit = "86a9610e8ac3340fdfbd5fceab5a6b3f402edc93",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 804bbc1aa5c307629b51a802c33182df4386c2f4 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Mon, 17 Dec 2018 13:01:24 -0800
Subject: [PATCH 1844/8103] Update to 18.04 and fix typos

---
 .../tensorflow/testdata/saved_model_half_plus_two.py        | 6 +++---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl        | 4 ++--
 tensorflow_serving/tools/docker/Dockerfile.mkl              | 2 +-
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 7a84169109c..db3377eb564 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -35,13 +35,13 @@
 execution code.
 
 To create a CPU model:
-  bazel run -c opt saved_half_plus_two -- --device=cpu
+  bazel run -c opt saved_model_half_plus_two -- --device=cpu
 
 To create a CPU model with Intel MKL-DNN optimizations:
-  bazel run -c opt saved_half_plus_two -- --device=mkl
+  bazel run -c opt saved_model_half_plus_two -- --device=mkl
 
 To create GPU model:
-  bazel run --config=cuda -c opt saved_half_plus_two -- \
+  bazel run --config=cuda -c opt saved_model_half_plus_two -- \
   --device=gpu
 """
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 6a1ec25b3b5..e3d65da6763 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:16.04 as base_build
+FROM ubuntu:18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -28,7 +28,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         git \
         libcurl3-dev \
         libfreetype6-dev \
-        libpng12-dev \
+        libpng-dev \
         libtool \
         libzmq3-dev \
         mlocate \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index f3706b245a4..6f27d291754 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-mkl
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM ubuntu:16.04
+FROM ubuntu:18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head

From c93fe82b9dd990c2731f4a9ea4e8b8b34eaeeef7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 13:02:11 -0800
Subject: [PATCH 1845/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225875065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7ecc4fd799..549fef10ab8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e54b70320e042b43a495b798e8e573efcc89f68e54161684af398618e45d2891",
-    git_commit = "86a9610e8ac3340fdfbd5fceab5a6b3f402edc93",
+    sha256 = "1ef36490f91bc1f9b4f0917d6bf1e82ec26bf4f07c3eb5061a315827669ecd4a",
+    git_commit = "dc0aa75a0514ca51c1c70c27a37c77f893439561",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b06509141d14c19b8694d6cb41ee3f571a797e91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 14:03:11 -0800
Subject: [PATCH 1846/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225885741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 549fef10ab8..777d481f19a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ef36490f91bc1f9b4f0917d6bf1e82ec26bf4f07c3eb5061a315827669ecd4a",
-    git_commit = "dc0aa75a0514ca51c1c70c27a37c77f893439561",
+    sha256 = "875e967d9812cf5b4cde8c7714327d84f9e74c62467c01ae3063b948d895b23e",
+    git_commit = "66f83978fed9a9292a5e4524206328734d006ac7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8d5589e8b899825b3e1319c2c250c9b7caf6d139 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 15:02:23 -0800
Subject: [PATCH 1847/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225896788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 777d481f19a..edfa67af76c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "875e967d9812cf5b4cde8c7714327d84f9e74c62467c01ae3063b948d895b23e",
-    git_commit = "66f83978fed9a9292a5e4524206328734d006ac7",
+    sha256 = "d6ce22f29f43062b2cfb1d3eff583a294baf53e6c723271b67b69d7c742e0a8b",
+    git_commit = "f7e1f72cf63e3df0698ab1ce471cc014e057544f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d331bfc4a88b94e75dc49a3fa7288a63cebcd3d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 16:03:00 -0800
Subject: [PATCH 1848/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225906449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edfa67af76c..f97d7a0ebd0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6ce22f29f43062b2cfb1d3eff583a294baf53e6c723271b67b69d7c742e0a8b",
-    git_commit = "f7e1f72cf63e3df0698ab1ce471cc014e057544f",
+    sha256 = "25707e6e53029f8217af994e4d8dabca53567d567faf0a2dfd90b7a3a86f92ab",
+    git_commit = "36304bc4ceb6140e470420b65ce470092fc47ab2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2ab8008f54e1cba5bf15ee01283a69b45dda1baf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 17:02:24 -0800
Subject: [PATCH 1849/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225915103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f97d7a0ebd0..2b34dcfe0b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25707e6e53029f8217af994e4d8dabca53567d567faf0a2dfd90b7a3a86f92ab",
-    git_commit = "36304bc4ceb6140e470420b65ce470092fc47ab2",
+    sha256 = "3dc002728ed5def626b4f35b0667de4f80b5296256d9b38dc4378cc398d2c3f3",
+    git_commit = "43fb1b497d2488e1460a50a3bffce9f3ead6df09",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e4484e29b7fd9e7e73ceb868d12cb6db33e4c502 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 18:01:54 -0800
Subject: [PATCH 1850/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225921993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b34dcfe0b0..756e56fd215 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dc002728ed5def626b4f35b0667de4f80b5296256d9b38dc4378cc398d2c3f3",
-    git_commit = "43fb1b497d2488e1460a50a3bffce9f3ead6df09",
+    sha256 = "aa1fe44edd66a8c44bf03f9b5d7d3ce01892620d0136ea6c52462173ba2039d7",
+    git_commit = "8854a473a625ab59c66101573d770f0710a3076f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9f1254e19523b51eeb165d17da01c4c43b3654a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 19:01:58 -0800
Subject: [PATCH 1851/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225927354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 756e56fd215..955117f4288 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa1fe44edd66a8c44bf03f9b5d7d3ce01892620d0136ea6c52462173ba2039d7",
-    git_commit = "8854a473a625ab59c66101573d770f0710a3076f",
+    sha256 = "d04ca84e2d39d2fe6c90745edf21f4a5e029a42a117f228d0b40e65d70a9b7e5",
+    git_commit = "601a65952851d4ddb959a8481d9ea6e00c76bb04",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5e547c5586b5f37ce7c91938eff27df5f052a49a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 20:01:48 -0800
Subject: [PATCH 1852/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225931910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 955117f4288..0d6e0bf831a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d04ca84e2d39d2fe6c90745edf21f4a5e029a42a117f228d0b40e65d70a9b7e5",
-    git_commit = "601a65952851d4ddb959a8481d9ea6e00c76bb04",
+    sha256 = "40ec6f6cd47043b7a2e0d9f6372016e2217f5475457a79155499f3402708a90b",
+    git_commit = "b447374e6646498b18e9fe945af633dc28d566e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e4845d91507af024cac951b20d602f5cfae17fdc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 21:01:56 -0800
Subject: [PATCH 1853/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225936352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d6e0bf831a..9ddf9dd1990 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40ec6f6cd47043b7a2e0d9f6372016e2217f5475457a79155499f3402708a90b",
-    git_commit = "b447374e6646498b18e9fe945af633dc28d566e3",
+    sha256 = "36688d200e368d9a63fe58d8ca7d5be05552d9c62f54b04297259fbfa42928f2",
+    git_commit = "d32dee99a1e0ed31e24ea7f0d6a08fcf69d3a474",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9d05b0c17be47d3260ab58c2b9ac97e202699b96 Mon Sep 17 00:00:00 2001
From: Shintaro Murakami <mrkm4ntr@gmail.com>
Date: Fri, 9 Nov 2018 20:06:14 +0900
Subject: [PATCH 1854/8103] Fix default path of metrics endpoint

---
 tensorflow_serving/model_servers/http_server.cc | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 584b5db541d..259b278897c 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -83,16 +83,16 @@ net_http::HTTPStatusCode ToHTTPStatusCode(const Status& status) {
 }
 
 void ProcessPrometheusRequest(PrometheusExporter* exporter,
-                              const PrometheusConfig& prometheus_config,
+                              const string& path,
                               net_http::ServerRequestInterface* req) {
   std::vector<std::pair<string, string>> headers;
   headers.push_back({"Content-Type", "text/plain"});
   string output;
   Status status;
   // Check if url matches the path.
-  if (req->uri_path() != prometheus_config.path()) {
+  if (req->uri_path() != path) {
     output = absl::StrFormat("Unexpected path: %s. Should be %s",
-                             req->uri_path(), prometheus_config.path());
+                             req->uri_path(), path);
     status = Status(error::Code::INVALID_ARGUMENT, output);
   } else {
     status = exporter->GeneratePage(&output);
@@ -196,10 +196,11 @@ std::unique_ptr<net_http::HTTPServerInterface> CreateAndStartHttpServer(
         std::make_shared<PrometheusExporter>();
     net_http::RequestHandlerOptions prometheus_request_options;
     PrometheusConfig prometheus_config = monitoring_config.prometheus_config();
+    auto path = prometheus_config.path().empty() ? PrometheusExporter::kPrometheusPath : prometheus_config.path();
     server->RegisterRequestHandler(
-        monitoring_config.prometheus_config().path(),
-        [exporter, prometheus_config](net_http::ServerRequestInterface* req) {
-          ProcessPrometheusRequest(exporter.get(), prometheus_config, req);
+        path,
+        [exporter, path](net_http::ServerRequestInterface* req) {
+          ProcessPrometheusRequest(exporter.get(), path, req);
         },
         prometheus_request_options);
   }

From a06401d2f8e55ff1b7898392c80b15b5c6d5f60e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 22:01:56 -0800
Subject: [PATCH 1855/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225940842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ddf9dd1990..65e3720e09b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36688d200e368d9a63fe58d8ca7d5be05552d9c62f54b04297259fbfa42928f2",
-    git_commit = "d32dee99a1e0ed31e24ea7f0d6a08fcf69d3a474",
+    sha256 = "71358db441a2481580890f8ed2ee1f36156c656b31b53ebcfe41dca6c7b9c863",
+    git_commit = "27cb1211103f5962d984c71c16b1655dee92fc0a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d5831b20df320b31984ad9adaa4b76dfa5c2742a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Dec 2018 23:02:09 -0800
Subject: [PATCH 1856/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225944851
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65e3720e09b..bf46b905ddb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71358db441a2481580890f8ed2ee1f36156c656b31b53ebcfe41dca6c7b9c863",
-    git_commit = "27cb1211103f5962d984c71c16b1655dee92fc0a",
+    sha256 = "8976061421566e6d8e0e8738d1cadb32a3273e3e0f921b31296c2083fb703c7a",
+    git_commit = "e4d5cde00cde622794cfd375f19e1556870607d0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 073a737bce4f6aad93af6211391ae5562f21cc2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 01:02:35 -0800
Subject: [PATCH 1857/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225954936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf46b905ddb..a31d24c5954 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8976061421566e6d8e0e8738d1cadb32a3273e3e0f921b31296c2083fb703c7a",
-    git_commit = "e4d5cde00cde622794cfd375f19e1556870607d0",
+    sha256 = "dc7501ec5b5cc49bcd8385cb13c788d230c57b3c4dc6450839e2f03ae4a395dc",
+    git_commit = "a4bb2859cfa8f92fc0318b70116eb7cd02eaaae8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5b3d409487eacf242ff259ad7548c7ef64501c8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 02:02:06 -0800
Subject: [PATCH 1858/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225961696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a31d24c5954..8cb4c72af84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc7501ec5b5cc49bcd8385cb13c788d230c57b3c4dc6450839e2f03ae4a395dc",
-    git_commit = "a4bb2859cfa8f92fc0318b70116eb7cd02eaaae8",
+    sha256 = "f87e240fd918198fb72eac251a15b737485dee8d8e80dc434915d728966138e5",
+    git_commit = "a5b6dcd084b76714d104492b49bf2a7c512a13c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4f601c9e36bdfb887e52426603747f800b084fa0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 03:02:36 -0800
Subject: [PATCH 1859/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225968674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cb4c72af84..0c1aa84150f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f87e240fd918198fb72eac251a15b737485dee8d8e80dc434915d728966138e5",
-    git_commit = "a5b6dcd084b76714d104492b49bf2a7c512a13c8",
+    sha256 = "55c72ba4b448d0953423b0c89e86d61ef4b0d71cf4856acca92447671c840b59",
+    git_commit = "15fa7c49e27963df5304d7f827e6c4459079cc18",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8b03361ae60640d73c18f6e7a63ccc37280a45c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 04:03:38 -0800
Subject: [PATCH 1860/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225974023
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c1aa84150f..e368b446092 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55c72ba4b448d0953423b0c89e86d61ef4b0d71cf4856acca92447671c840b59",
-    git_commit = "15fa7c49e27963df5304d7f827e6c4459079cc18",
+    sha256 = "8f878404a5322e63a21999d039a936081372f5d26b797855668a80ee90503466",
+    git_commit = "868a11a8de788134caeadc895625583e8b44b660",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dff4826d2dd7edc36acdf8a64826444ba4af5d14 Mon Sep 17 00:00:00 2001
From: Tom Forbes <tom@tomforb.es>
Date: Tue, 18 Dec 2018 15:00:42 +0000
Subject: [PATCH 1861/8103] Correct docker command in tutorial

---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 456fc82ba44..0e575d80e28 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -92,7 +92,7 @@ to the serving docker containers. For example, if we wanted to pass a model
 config file instead of specifying the model name, we could do the following:
 
 ```shell
-docker run -p 8500:8500 8501:8501 \
+docker run -p 8500:8500 -p 8501:8501 \
   --mount type=bind,source=/path/to/my_model/,target=/models/my_model \
   --mount type=bind,source=/path/to/my/models.config,target=/models/models.config \
   -t tensorflow/serving --model_config_file=/models/models.config

From 180277654870b5a322be7cb2b4f8e45b45c40c9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 08:02:23 -0800
Subject: [PATCH 1862/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 225997032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e368b446092..d8ba33ab674 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f878404a5322e63a21999d039a936081372f5d26b797855668a80ee90503466",
-    git_commit = "868a11a8de788134caeadc895625583e8b44b660",
+    sha256 = "7fe6e2bb7b544113223bd27d51364d9c28313a728385060e04247862733183f3",
+    git_commit = "23c920fd443d160913976b3b75254c9023aa8791",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3fb2fd0e21582fffc3f6d338f0bda7917a731c91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 09:02:08 -0800
Subject: [PATCH 1863/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226004862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8ba33ab674..98a8a85d7d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fe6e2bb7b544113223bd27d51364d9c28313a728385060e04247862733183f3",
-    git_commit = "23c920fd443d160913976b3b75254c9023aa8791",
+    sha256 = "97b17c84387acd26a33f41ac2c717d8fa0f8bb14a338d1a4cc0394c0471a89f7",
+    git_commit = "b1801cd34cf6a77efc37dd4e25a62a9f69f8732c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 54ba75ebd1686894b053b8c112c69cf7dae8e34e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 10:02:05 -0800
Subject: [PATCH 1864/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226014012
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98a8a85d7d8..bf13cabf9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97b17c84387acd26a33f41ac2c717d8fa0f8bb14a338d1a4cc0394c0471a89f7",
-    git_commit = "b1801cd34cf6a77efc37dd4e25a62a9f69f8732c",
+    sha256 = "0510c5bc654e50cca42e9a1824006e4b28927bdfa7024084a2c16a08c35ce256",
+    git_commit = "7ed1c1e26303e78cbddc11283fd193e4e49c4e3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 858f0ccd785e25e7e23b6a4059c21cd212b9a32f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 11:02:08 -0800
Subject: [PATCH 1865/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226024936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf13cabf9e5..4e5f4a85386 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0510c5bc654e50cca42e9a1824006e4b28927bdfa7024084a2c16a08c35ce256",
-    git_commit = "7ed1c1e26303e78cbddc11283fd193e4e49c4e3f",
+    sha256 = "e280e3f27e842a7b6f6916a81aa165e7175c7a80ad89bd7befa96722e7687856",
+    git_commit = "cdc14f67360a11452490252bd4742ee862b0dc60",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1dd4055e6a8f7a71b814b18fa2a61bf479110fe5 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Tue, 18 Dec 2018 11:08:19 -0800
Subject: [PATCH 1866/8103] Add feedback changes

---
 .../tensorflow/testdata/saved_model_half_plus_two.py        | 2 ++
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl        | 6 ------
 tensorflow_serving/tools/docker/Dockerfile.mkl              | 6 +++---
 3 files changed, 5 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index db3377eb564..8bf4a51eabc 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -53,6 +53,8 @@
 import os
 import sys
 
+# This is a placeholder for a Google-internal import.
+
 import tensorflow as tf
 
 from tensorflow.python.lib.io import file_io
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index e3d65da6763..a91370f4382 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -82,12 +82,6 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 FROM base_build as binary_build
 
 # Build, and install TensorFlow Serving
-# Use --copt=-march values to get optimized builds appropriate for the hardware
-#   platform of your choice.
-# For ivy-bridge or sandy-bridge
-# --copt=-march="avx" \
-# For haswell, broadwell, or skylake
-# --copt=-march="avx2" \
 ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=nativeopt"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 6f27d291754..d03f9feca39 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -26,7 +26,7 @@ LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        ca-certificates htop \
+        ca-certificates \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
@@ -60,7 +60,7 @@ ENV MODEL_NAME=model
 # Create a script that runs the model server so we can use environment variables
 # while also passing in arguments from the docker command line
 
-# Setting MKL environment variables gave better performance.
+# Setting MKL environment variables can improve performance.
 # https://www.tensorflow.org/guide/performance/overview
 # Read about Tuning MKL for the best performance
 # Add export MKLDNN_VERBOSE=1 to the below script,
@@ -72,7 +72,7 @@ ENV MODEL_NAME=model
 # gave optimal performance results with MKL
 # KMP_BLOCKTIME=<Varies based on your model>
 
-# NOTE: We don't gurantee same settings to give optimal peformance across all hardwares
+# NOTE: We don't guarantee same settings to give optimal peformance across all hardware
 # please tune variables as required.
 
 ENV OMP_NUM_THREADS=2

From c2a4716d8874fac274a51478ff8f1ed6f8a0ae1f Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Tue, 18 Dec 2018 12:01:58 -0800
Subject: [PATCH 1867/8103] Remove extra line and exports

---
 .../tensorflow/testdata/saved_model_half_plus_two.py         | 1 -
 tensorflow_serving/tools/docker/Dockerfile.mkl               | 5 -----
 2 files changed, 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 8bf4a51eabc..d15d52246b9 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -54,7 +54,6 @@
 import sys
 
 # This is a placeholder for a Google-internal import.
-
 import tensorflow as tf
 
 from tensorflow.python.lib.io import file_io
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index d03f9feca39..16a244a5d03 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -84,11 +84,6 @@ ENV MKLDNN_VERBOSE=0
 ENV TENSORFLOW_SESSION_PARALLELISM=2
 
 RUN echo '#!/bin/bash \n\n\
-export OMP_NUM_THREADS=${OMP_NUM_THREADS} \n\
-export KMP_BLOCKTIME=${KMP_BLOCKTIME} \n\
-export KMP_SETTINGS=${KMP_SETTINGS} \n\
-export KMP_AFFINITY=${KMP_AFFINITY} \n\
-export MKLDNN_VERBOSE=${MKLDNN_VERBOSE} \n\
 tensorflow_model_server --port=8500 --rest_api_port=8501 \
 --tensorflow_session_parallelism=${TENSORFLOW_SESSION_PARALLELISM} \
 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \

From 0f0ec4d969074f22c11870dd53eb72d51c7e4869 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 12:02:26 -0800
Subject: [PATCH 1868/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226035601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e5f4a85386..82739f8515b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e280e3f27e842a7b6f6916a81aa165e7175c7a80ad89bd7befa96722e7687856",
-    git_commit = "cdc14f67360a11452490252bd4742ee862b0dc60",
+    sha256 = "959dea3b861fb1191745d3e934d9918d73783c3adb0714928b6f628ffa3e0180",
+    git_commit = "507b30a43ad8c5fee7a21c9abcb0c99fc183ec83",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bba4fe581685743165bc0bf24b3ab1975f366724 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 13:01:59 -0800
Subject: [PATCH 1869/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226044993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82739f8515b..e5f442424c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "959dea3b861fb1191745d3e934d9918d73783c3adb0714928b6f628ffa3e0180",
-    git_commit = "507b30a43ad8c5fee7a21c9abcb0c99fc183ec83",
+    sha256 = "f10fbc64cc4cd5ada4ebddcdd26f8f76cd97e6aff8e25956172ee18f98a705ea",
+    git_commit = "787c2a684e39d9c21525c07da3e56bc68621e9b7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 88e6b2c14ced41b8978af964e2dad34ba6c50bb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 14:02:17 -0800
Subject: [PATCH 1870/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226055157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5f442424c7..a73b2a73a8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f10fbc64cc4cd5ada4ebddcdd26f8f76cd97e6aff8e25956172ee18f98a705ea",
-    git_commit = "787c2a684e39d9c21525c07da3e56bc68621e9b7",
+    sha256 = "825b0cbd8fd53036e14c5427f4b9c0d9a44d13cb068a5d67208a1f3e3d10be8c",
+    git_commit = "28e306d6c1e7146e0c9eb73842a116607b4391fd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7331adc1cfde65aa2c602e87efeb723cc4c86874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 15:02:29 -0800
Subject: [PATCH 1871/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226066297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a73b2a73a8d..c7cd9616eab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "825b0cbd8fd53036e14c5427f4b9c0d9a44d13cb068a5d67208a1f3e3d10be8c",
-    git_commit = "28e306d6c1e7146e0c9eb73842a116607b4391fd",
+    sha256 = "79ada82145bcafa6f3499519aa6a546a18982fd60ffe3ca0b6b0efcbaedb42fc",
+    git_commit = "13fce1e3bea288bf08c695a078ac42853e69182a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3d7ed91c4cfe0bec5465285c39cc91b05274f684 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Tue, 18 Dec 2018 15:38:29 -0800
Subject: [PATCH 1872/8103] Remove extra line

---
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 0a7fade4d38..cc23480778d 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -100,7 +100,6 @@ filegroup(
     ),
 )
 
-
 # Note: re-generate these files with :export_half_plus_two whenever model
 # changes.
 exports_files([

From 27a1462893d1c9c590200a45291bcc80656e60d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 16:03:23 -0800
Subject: [PATCH 1873/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226075670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7cd9616eab..3fde0a677c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79ada82145bcafa6f3499519aa6a546a18982fd60ffe3ca0b6b0efcbaedb42fc",
-    git_commit = "13fce1e3bea288bf08c695a078ac42853e69182a",
+    sha256 = "6ee9da0e4c6d5ce53670f13071ba5c1b31a22226fedf9e12f5d5de7e36c08638",
+    git_commit = "8d1099b51f7ff8a5ac0bae8cad5bd91fc0b43815",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 47b7bef00574e1ee224f8e7b2d969cac92d14732 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 17:01:42 -0800
Subject: [PATCH 1874/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226085377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fde0a677c2..70a515f2f70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ee9da0e4c6d5ce53670f13071ba5c1b31a22226fedf9e12f5d5de7e36c08638",
-    git_commit = "8d1099b51f7ff8a5ac0bae8cad5bd91fc0b43815",
+    sha256 = "bc8f10d632097584daaf78532dd3d04db179a0127ecb78efaa25ab75bb05ad1d",
+    git_commit = "a2bf042d36b7b1abe3dc2b81e074aa9f0abea03d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c507bc77b25b6156ff0f1140e1c92171fbdf3d03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 18:02:28 -0800
Subject: [PATCH 1875/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226093921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70a515f2f70..a2f4a09a552 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc8f10d632097584daaf78532dd3d04db179a0127ecb78efaa25ab75bb05ad1d",
-    git_commit = "a2bf042d36b7b1abe3dc2b81e074aa9f0abea03d",
+    sha256 = "9749e8b2fdd061937a7b317256abf462f798b9ce5033da7a9d63a1c0d0f38eed",
+    git_commit = "09feb6963d691ce12c41fd20ff7638daa89aea11",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0bfacd34cab4cdbbf1dca9dbc3cbc72f1632d2d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 19:02:57 -0800
Subject: [PATCH 1876/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226100496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2f4a09a552..c37b9d6b7a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9749e8b2fdd061937a7b317256abf462f798b9ce5033da7a9d63a1c0d0f38eed",
-    git_commit = "09feb6963d691ce12c41fd20ff7638daa89aea11",
+    sha256 = "db3aaa325ba677ba206d63aeadf897277f9898bf1ab0918d581eee9eb853b13f",
+    git_commit = "433fc205600e725365430c07a04eaa292a6cc1a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 44561476cb3175060298f1d5a8e42e25298ea230 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 20:02:08 -0800
Subject: [PATCH 1877/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226105390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c37b9d6b7a3..fad0bb8655d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db3aaa325ba677ba206d63aeadf897277f9898bf1ab0918d581eee9eb853b13f",
-    git_commit = "433fc205600e725365430c07a04eaa292a6cc1a1",
+    sha256 = "b7924bc9a93b7601fa5d9824252e1bf63b240a82294bd6752f8b7b92a151e6c1",
+    git_commit = "eb1d13e031069994b9deb55b79f704e2c840dcde",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e9be2862fcc893cffb91468c73450744a6992d90 Mon Sep 17 00:00:00 2001
From: Siju <siju.samuel@huawei.com>
Date: Wed, 19 Dec 2018 10:28:02 +0530
Subject: [PATCH 1878/8103] Update api_rest.md

documentation issue 'Inifinity'
---
 tensorflow_serving/g3doc/api_rest.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index ff7d59e054a..058f58dfbbb 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -382,7 +382,7 @@ such values. This implies that requests like the following one are valid:
 ```
 
 A (strict) standards compliant JSON parser will reject this with a parse error
-(due to `NaN` and `Inifinity` tokens mixed with actual numbers). To correctly
+(due to `NaN` and `Infinity` tokens mixed with actual numbers). To correctly
 handle requests/responses in your code, use a JSON parser that supports these
 tokens.
 

From 7dc7d7929dcb5dfa0fcac48d13d83aa33b9cad95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 21:01:54 -0800
Subject: [PATCH 1879/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226110380
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fad0bb8655d..ec176e2bf96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7924bc9a93b7601fa5d9824252e1bf63b240a82294bd6752f8b7b92a151e6c1",
-    git_commit = "eb1d13e031069994b9deb55b79f704e2c840dcde",
+    sha256 = "8e52bc6513097c3b0ee20ba37caf9e16aa04c6d33c2244347e15b43b9bbfad52",
+    git_commit = "f73a4f9951d065c3586994b0850b4d2ce843a252",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1ad2815576886991c3ea6982d0dff3844d970753 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 22:02:08 -0800
Subject: [PATCH 1880/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226115181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec176e2bf96..e482f0125b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e52bc6513097c3b0ee20ba37caf9e16aa04c6d33c2244347e15b43b9bbfad52",
-    git_commit = "f73a4f9951d065c3586994b0850b4d2ce843a252",
+    sha256 = "39ca11f491528537400033459322daf582277c0ef6745e8cf9d9f1a56710d0b5",
+    git_commit = "0e1f4418b84170533b3d388ac29042fe486403ee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fcc7cde2812d77d8505bb11950fed123ee4e7d87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Dec 2018 23:02:09 -0800
Subject: [PATCH 1881/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226119718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e482f0125b7..ac4eba3f372 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39ca11f491528537400033459322daf582277c0ef6745e8cf9d9f1a56710d0b5",
-    git_commit = "0e1f4418b84170533b3d388ac29042fe486403ee",
+    sha256 = "19ff24e00d593df7bd71cfee51a43423d0bc8af278482c11df32d48a45f07f09",
+    git_commit = "af92068a66f0f089be46d40ca00b4c3ce2e7c5ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b7ef40a774b6fcf9284f5d207353ec7515fd308d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 00:02:29 -0800
Subject: [PATCH 1882/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226124563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac4eba3f372..6885839d2e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19ff24e00d593df7bd71cfee51a43423d0bc8af278482c11df32d48a45f07f09",
-    git_commit = "af92068a66f0f089be46d40ca00b4c3ce2e7c5ab",
+    sha256 = "3e5b24dd5243629aab85e8fc00f2e69534282d6b47b13f4cb51c4d79091b0d08",
+    git_commit = "627fd023a0899d43f1129d9852b4ece72567c8b9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79f5c95ddd21530320e5c2b3fe4e32cd8fc85b97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 01:02:30 -0800
Subject: [PATCH 1883/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226130983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6885839d2e4..d33d8d0765b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e5b24dd5243629aab85e8fc00f2e69534282d6b47b13f4cb51c4d79091b0d08",
-    git_commit = "627fd023a0899d43f1129d9852b4ece72567c8b9",
+    sha256 = "3d088214ba8bdb0901c7ab98be11c5962d0debf50afbf67dc1365520d601fe4b",
+    git_commit = "1fc046c3a8eb62690cd78a6da1b62463e9133f6d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eedb19ed55d82351723475213eba8dfde39db564 Mon Sep 17 00:00:00 2001
From: Siju <siju.samuel@huawei.com>
Date: Wed, 19 Dec 2018 17:11:11 +0530
Subject: [PATCH 1884/8103] Update README.md

typo numbrer->number
---
 tensorflow_serving/batching/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/README.md b/tensorflow_serving/batching/README.md
index 4d584587d13..f152fa72e7b 100644
--- a/tensorflow_serving/batching/README.md
+++ b/tensorflow_serving/batching/README.md
@@ -74,7 +74,7 @@ some number of times with a delay; again, see below.
 
 A final configuration parameter is `allowed_batch_sizes`. This parameter is
 optional. If unset, then batch sizes can vary freely between 1 and the maximum
-allowed size, say 1024. Depending on your environment, having a large numbrer
+allowed size, say 1024. Depending on your environment, having a large number
 of possible batch sizes may cause problems. The `allowed_batch_sizes` parameter
 lets you limit the batch sizes to a fixed set, say 128, 256, 512, 1024.
 `BatchingSession` adheres to this restriction by padding invalid-size batches

From 04ada4652dbff8f8124b632b184d848ca98f7c65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 17:02:42 -0800
Subject: [PATCH 1885/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226257765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d33d8d0765b..4dbae0ce42f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d088214ba8bdb0901c7ab98be11c5962d0debf50afbf67dc1365520d601fe4b",
-    git_commit = "1fc046c3a8eb62690cd78a6da1b62463e9133f6d",
+    sha256 = "8bf9fb4bc821aeb1df81793928ace797a20782464e4a8922832a91d0bf895cb3",
+    git_commit = "23057a683adb1b5af4d202c44001bf0aa66c982c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d2f5b0724cd505beca84d82bf60a528679aebdfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 18:02:04 -0800
Subject: [PATCH 1886/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226264482
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4dbae0ce42f..a8596d2e018 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bf9fb4bc821aeb1df81793928ace797a20782464e4a8922832a91d0bf895cb3",
-    git_commit = "23057a683adb1b5af4d202c44001bf0aa66c982c",
+    sha256 = "6bb67c05b89135614d3622f7264536df72bbebdcfec760ca0f280a5486426464",
+    git_commit = "5df47b8808bf29d9b9ae9d7a56448dd70a5687be",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 43954f0f6cb85257fefba84878a295df59ae9df0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 19:01:57 -0800
Subject: [PATCH 1887/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226269780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8596d2e018..42e32dcbd6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bb67c05b89135614d3622f7264536df72bbebdcfec760ca0f280a5486426464",
-    git_commit = "5df47b8808bf29d9b9ae9d7a56448dd70a5687be",
+    sha256 = "f561d8434de5a444443a41bd4bc4229cedaf4bff1e65ca59257cba19c81a6274",
+    git_commit = "43aa760a71c7da8f2f89c988849a1116acd34b38",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c2ac60aa4f71c7a2c5191834160d12e0524485e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 20:02:03 -0800
Subject: [PATCH 1888/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226274368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42e32dcbd6f..9f59b21bdc4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f561d8434de5a444443a41bd4bc4229cedaf4bff1e65ca59257cba19c81a6274",
-    git_commit = "43aa760a71c7da8f2f89c988849a1116acd34b38",
+    sha256 = "bdc976916fe2287085392202157d357fc5ead55bcd26c8c69f220cbecaa93897",
+    git_commit = "9b46c486fd50eb44a3403f16e68a661e9273ef59",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed1f09624d727cadeb82e8e6563d18491e05a0e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 21:01:55 -0800
Subject: [PATCH 1889/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226278360
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f59b21bdc4..7f8e2ab9618 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdc976916fe2287085392202157d357fc5ead55bcd26c8c69f220cbecaa93897",
-    git_commit = "9b46c486fd50eb44a3403f16e68a661e9273ef59",
+    sha256 = "b3f68dec54cae97438752f1c0a8839803fee7977a8153e93dd036ca9aaa6723a",
+    git_commit = "31c0a32740d70bb0f4c1787e1087d4bd70d59dfe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From aa1b35c8d121af9656afda5d71487d5648d8e0d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 22:01:50 -0800
Subject: [PATCH 1890/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226282142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f8e2ab9618..662cdf1aa44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3f68dec54cae97438752f1c0a8839803fee7977a8153e93dd036ca9aaa6723a",
-    git_commit = "31c0a32740d70bb0f4c1787e1087d4bd70d59dfe",
+    sha256 = "f79d6de41e13995d1073e30713e62def94661f2914f6ffa3175d0671f2915002",
+    git_commit = "67cd0544a60a7b018e2adb18293855f156d18c25",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4553e273517099a74054375653845343528c1b24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Dec 2018 23:02:24 -0800
Subject: [PATCH 1891/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226285962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 662cdf1aa44..3e364bb1903 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f79d6de41e13995d1073e30713e62def94661f2914f6ffa3175d0671f2915002",
-    git_commit = "67cd0544a60a7b018e2adb18293855f156d18c25",
+    sha256 = "90f251ed38ccd4862e5a9731598c7fecafa88a8498d41ae5469e21c9f013350d",
+    git_commit = "01b5dfc86cfc0ff341caf39724b9c48499c076b1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 804fbeda4dfa7112693a453b6d02c0b93b99b836 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 03:02:27 -0800
Subject: [PATCH 1892/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226308047
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e364bb1903..d114af997b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90f251ed38ccd4862e5a9731598c7fecafa88a8498d41ae5469e21c9f013350d",
-    git_commit = "01b5dfc86cfc0ff341caf39724b9c48499c076b1",
+    sha256 = "b180575a9fbdb90e2401b1262e933a780a723857277caa97d092403721b5075a",
+    git_commit = "a5e8aac5fb85101ab8aa96bfa14a32d85c1c7d7b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f7a9f6868ea369b1345f06ffb12b23df84e51dd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 04:02:24 -0800
Subject: [PATCH 1893/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226312531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d114af997b5..dd812f46af7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b180575a9fbdb90e2401b1262e933a780a723857277caa97d092403721b5075a",
-    git_commit = "a5e8aac5fb85101ab8aa96bfa14a32d85c1c7d7b",
+    sha256 = "314669350bbb63a3c2b5ee459ac88d2395ae0e86ca82ccc3ec146814c0fa62af",
+    git_commit = "7cd0a903f69628ca8dd758f6dfad96c3b84fdeee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2fbf3bf8b52d2981699881edb2320f706aa9d9f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 07:02:04 -0800
Subject: [PATCH 1894/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226329926
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd812f46af7..164341962d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "314669350bbb63a3c2b5ee459ac88d2395ae0e86ca82ccc3ec146814c0fa62af",
-    git_commit = "7cd0a903f69628ca8dd758f6dfad96c3b84fdeee",
+    sha256 = "1435dbff08815f3d451ffb9a7471b15adf2f2199be7c6fba33696c72ba586bcf",
+    git_commit = "90524712e34b568e5c2ae57ae36a21a72f4b43f1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ac5569464945c909278d957f1a2e43e43894437e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 09:01:56 -0800
Subject: [PATCH 1895/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226343665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 164341962d3..bb878b32e9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1435dbff08815f3d451ffb9a7471b15adf2f2199be7c6fba33696c72ba586bcf",
-    git_commit = "90524712e34b568e5c2ae57ae36a21a72f4b43f1",
+    sha256 = "bd853d278f73ab90b7c9d6fc7bc233c2a69dd7b26815f8376427822ea9091030",
+    git_commit = "fe84b75a8c30792b404d5cd81a8fdb2dd4d16732",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 63634ccad177fab070eb424f161670b80f47b712 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 11:01:47 -0800
Subject: [PATCH 1896/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226361531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb878b32e9c..d36309c1cc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd853d278f73ab90b7c9d6fc7bc233c2a69dd7b26815f8376427822ea9091030",
-    git_commit = "fe84b75a8c30792b404d5cd81a8fdb2dd4d16732",
+    sha256 = "7eb2f63527be7cf9271289bafe4da46efe534bf5f6949966e2ac66bb4183c30e",
+    git_commit = "b0667edeb9b444c95299bef1e754f8c83b08d68c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 35d01e80cf9d9976cbb875924fb126b65591dcab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 12:03:10 -0800
Subject: [PATCH 1897/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226371950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d36309c1cc6..10895cd5d6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7eb2f63527be7cf9271289bafe4da46efe534bf5f6949966e2ac66bb4183c30e",
-    git_commit = "b0667edeb9b444c95299bef1e754f8c83b08d68c",
+    sha256 = "16137a44bb9428fe7052e335a1d74ef79961b4a75d68767c5b714f058469437e",
+    git_commit = "56c0758d5eb48772793a1e05473c6a6b4b266a62",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 506ac523e1bbbde08a5d39a1ca0d2fdad085f949 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 13:02:15 -0800
Subject: [PATCH 1898/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226380582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10895cd5d6e..d2fb62aa1f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16137a44bb9428fe7052e335a1d74ef79961b4a75d68767c5b714f058469437e",
-    git_commit = "56c0758d5eb48772793a1e05473c6a6b4b266a62",
+    sha256 = "1d4b33167065452536dbd18a3ed94b87681f9335eab3f6767949992095467f14",
+    git_commit = "d969cd8ff9a337503963c8f4a02f56b7d776171e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a58956adc7a05d0a7ddb2601c6456bebd994620e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 14:02:21 -0800
Subject: [PATCH 1899/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226389785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2fb62aa1f9..926eafc60e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d4b33167065452536dbd18a3ed94b87681f9335eab3f6767949992095467f14",
-    git_commit = "d969cd8ff9a337503963c8f4a02f56b7d776171e",
+    sha256 = "9c3a3eaacf16f736271a329591e77397d2b1c410f77e7d1bd83a2a0da29637c5",
+    git_commit = "d573107b32371d28bce06ffb041d01c23c34a6d2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 281e53b1daade529d5a287a5864769415220d7c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 15:02:49 -0800
Subject: [PATCH 1900/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226399388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 926eafc60e6..8347e02460a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c3a3eaacf16f736271a329591e77397d2b1c410f77e7d1bd83a2a0da29637c5",
-    git_commit = "d573107b32371d28bce06ffb041d01c23c34a6d2",
+    sha256 = "1aa8f9c2096e391943526cfdc41287b6d0b1448f36f9a19ba01950b24b64e365",
+    git_commit = "43cb5e8be4e954dba9abe74c472f732b5a7604d6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 20be1d9d2cce7d925bc0474b660b5134dfd95782 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 16:02:27 -0800
Subject: [PATCH 1901/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226408729
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8347e02460a..0339c3fbd66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1aa8f9c2096e391943526cfdc41287b6d0b1448f36f9a19ba01950b24b64e365",
-    git_commit = "43cb5e8be4e954dba9abe74c472f732b5a7604d6",
+    sha256 = "a00a6f9e90d80549919d33556f78a1413499a5e9964c5e430e09d4883fd2a079",
+    git_commit = "23178bd4985caa7a2ad3c1dcb0c876874f70dd19",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d319793f2aa4b58261ff52b57350917dc41f839e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 17:02:09 -0800
Subject: [PATCH 1902/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226417079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0339c3fbd66..0c92a306cff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a00a6f9e90d80549919d33556f78a1413499a5e9964c5e430e09d4883fd2a079",
-    git_commit = "23178bd4985caa7a2ad3c1dcb0c876874f70dd19",
+    sha256 = "8992976545d0d1d8b14162a3801b6465187491198db926510e50b1064ea99516",
+    git_commit = "cb92d9f3aafa65796737ccf834f254c719147ffc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6c95f6c0a853795a8b5b175ede65f68271088702 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 18:02:22 -0800
Subject: [PATCH 1903/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226423847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c92a306cff..d0853b4b384 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8992976545d0d1d8b14162a3801b6465187491198db926510e50b1064ea99516",
-    git_commit = "cb92d9f3aafa65796737ccf834f254c719147ffc",
+    sha256 = "dad18afde76d3f1c84d3412e39df2e654ecc5dd824f75f151b02827871d2ca45",
+    git_commit = "01b7f2441e7549b97c1a2228bd6f79c6fd61bed2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5377a9e3436c6c211b3a432a1e927665438bcb71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 19:02:14 -0800
Subject: [PATCH 1904/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226429284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0853b4b384..743a50c8087 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dad18afde76d3f1c84d3412e39df2e654ecc5dd824f75f151b02827871d2ca45",
-    git_commit = "01b7f2441e7549b97c1a2228bd6f79c6fd61bed2",
+    sha256 = "32a108d26806dec01986307ce3bda609ac4fe2406a032fe24d46e16d36be9694",
+    git_commit = "83dbe37b4be4cb289da6d1a4d92e17c583e2668e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dda0a47bb7a6f9a848cb4b7240da62583a591065 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 20:01:46 -0800
Subject: [PATCH 1905/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226433663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 743a50c8087..191a3282985 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32a108d26806dec01986307ce3bda609ac4fe2406a032fe24d46e16d36be9694",
-    git_commit = "83dbe37b4be4cb289da6d1a4d92e17c583e2668e",
+    sha256 = "8d9ea8e4f0b2a661c5b4af8b9efc20656aa07af11250ef9a9632fda1d1e3cef3",
+    git_commit = "03d9c44ed47510f8a7c0f00153b314b419379bf4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d8f193af60acc90a4daedaa36ee01c14881a4680 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 21:02:13 -0800
Subject: [PATCH 1906/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226437861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 191a3282985..c1e59a648ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d9ea8e4f0b2a661c5b4af8b9efc20656aa07af11250ef9a9632fda1d1e3cef3",
-    git_commit = "03d9c44ed47510f8a7c0f00153b314b419379bf4",
+    sha256 = "5a758b8ea52056239b4f0ce5f3cd6ac4160bc299c3212fdf667350b533e9c421",
+    git_commit = "1b2c81745d87c956b156dfd85d69cc89523e86eb",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b75127c1bbdf327aa298e652b1a53f7b98722ed2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 22:02:06 -0800
Subject: [PATCH 1907/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226441925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1e59a648ef..222fbba4e0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a758b8ea52056239b4f0ce5f3cd6ac4160bc299c3212fdf667350b533e9c421",
-    git_commit = "1b2c81745d87c956b156dfd85d69cc89523e86eb",
+    sha256 = "a085bcdcb210d8146f7aad016cd891e6a89c4d9968c9d7f9c0f04178d296c704",
+    git_commit = "bb479118c9fed7be0186f98a3939ec28b162f2fe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8708cb16b265d4a5b53b704f6910ef01a01c5283 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Dec 2018 23:02:01 -0800
Subject: [PATCH 1908/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226445876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 222fbba4e0f..284c8ad0eb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a085bcdcb210d8146f7aad016cd891e6a89c4d9968c9d7f9c0f04178d296c704",
-    git_commit = "bb479118c9fed7be0186f98a3939ec28b162f2fe",
+    sha256 = "a859c3d48f2ecbcd08d53b7cb4539cc1a5effa11f6e9ae84491384ea4296b962",
+    git_commit = "d4ddccd3cca4fc837c66ae1dfa190739420ad122",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5e5e8dab69e8104b02c6d14a217f8afa45c5d254 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 03:02:42 -0800
Subject: [PATCH 1909/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226465627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 284c8ad0eb4..b9069f648f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a859c3d48f2ecbcd08d53b7cb4539cc1a5effa11f6e9ae84491384ea4296b962",
-    git_commit = "d4ddccd3cca4fc837c66ae1dfa190739420ad122",
+    sha256 = "2cdbe6b2be3832c47c7bb207eb4f20d7770bdb2a863057386efdbd4f284316dd",
+    git_commit = "69803fb6f8d142c1d78b1c423a53ee797444fdf1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 59176f8bca7e37942e1691b8583264353d04de20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 05:02:26 -0800
Subject: [PATCH 1910/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226474715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9069f648f7..51fdac9061f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cdbe6b2be3832c47c7bb207eb4f20d7770bdb2a863057386efdbd4f284316dd",
-    git_commit = "69803fb6f8d142c1d78b1c423a53ee797444fdf1",
+    sha256 = "4e61ef8e413e94cb525523c87c02ca1a7fd381acbc9811eaed0c87f32026bea5",
+    git_commit = "9972577e17c14e1526f59d18f9e17bea1c3eec22",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 82594977c65a3dd6f4656b4c354dd3e0d2105d75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 06:02:27 -0800
Subject: [PATCH 1911/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226479473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51fdac9061f..215edbd354f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e61ef8e413e94cb525523c87c02ca1a7fd381acbc9811eaed0c87f32026bea5",
-    git_commit = "9972577e17c14e1526f59d18f9e17bea1c3eec22",
+    sha256 = "6c95875a877ffd9d5ddb588056a5a7ebd1fa2d111ac782f13e6431210174a8f1",
+    git_commit = "c016d41682895ee3a61bc0946ecf2ca421d17655",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7b02a45fa0f81fb307005c5c19104ef5839a1d1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 08:02:13 -0800
Subject: [PATCH 1912/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226490725
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 215edbd354f..42b0ec8b3d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c95875a877ffd9d5ddb588056a5a7ebd1fa2d111ac782f13e6431210174a8f1",
-    git_commit = "c016d41682895ee3a61bc0946ecf2ca421d17655",
+    sha256 = "fa7a301a90d009bde6186c4d5cebddc90edfdfad6305575b9363ecbda20b8015",
+    git_commit = "2a240b1d1319842bf360bf08d7fc5cb8458bbb0a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 72326a2310f76074298992b0785762e351fd8752 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 09:02:02 -0800
Subject: [PATCH 1913/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226497132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42b0ec8b3d8..e8c530753da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa7a301a90d009bde6186c4d5cebddc90edfdfad6305575b9363ecbda20b8015",
-    git_commit = "2a240b1d1319842bf360bf08d7fc5cb8458bbb0a",
+    sha256 = "31c7644ab9d76893482463af869de152d31925093b75982dd0e5498f650737bd",
+    git_commit = "64812d4ca383552453a8269e8bc011fe2a0e47ca",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b87d52ca4261394e97b4a678963d18d44d5d5313 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 10:01:50 -0800
Subject: [PATCH 1914/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226504304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8c530753da..efcb4b34654 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31c7644ab9d76893482463af869de152d31925093b75982dd0e5498f650737bd",
-    git_commit = "64812d4ca383552453a8269e8bc011fe2a0e47ca",
+    sha256 = "8f4a9592f01c51666678f17e5b1ffa301095663ccb79f6683600437f88ad7e21",
+    git_commit = "8aa05f01046dddcfca29faa0714789e2be31fbc4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6f0510dddcc37a28d038b87283c01ca41f49d0a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 11:01:56 -0800
Subject: [PATCH 1915/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226513486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efcb4b34654..44d9f53defd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f4a9592f01c51666678f17e5b1ffa301095663ccb79f6683600437f88ad7e21",
-    git_commit = "8aa05f01046dddcfca29faa0714789e2be31fbc4",
+    sha256 = "a6168511ea93f8943ce7e5f59d95b562cd3c1573944fad5690cc70d2d7fd8587",
+    git_commit = "5c06cceb449da594e439ea16c78b075ef09de31c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c9c910cd29777fb205e414082907e5de2aba03a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 12:02:46 -0800
Subject: [PATCH 1916/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226522717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44d9f53defd..bb28d954a27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6168511ea93f8943ce7e5f59d95b562cd3c1573944fad5690cc70d2d7fd8587",
-    git_commit = "5c06cceb449da594e439ea16c78b075ef09de31c",
+    sha256 = "b20ba763d01e3b952e7751f563b1b7cf5bbeffccd6fec7833fec8ee4d622acdd",
+    git_commit = "a4fc501faa66dbf2584b0fdb2810407df935f84c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5fd65f3d4b12f9983cc2c539bf1a054590cd3173 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 13:01:53 -0800
Subject: [PATCH 1917/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226530699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb28d954a27..da94cbdb9d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b20ba763d01e3b952e7751f563b1b7cf5bbeffccd6fec7833fec8ee4d622acdd",
-    git_commit = "a4fc501faa66dbf2584b0fdb2810407df935f84c",
+    sha256 = "b7edffa0199874d7b6aa523cc720f27221e5fba09a69c5719de432a9a17429f1",
+    git_commit = "6a194ad3a1c2f4b3f471833edb4d3dd7a1996f8d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 80c14f00c15b8aa9e2d17190ef5c952f21989e09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 14:02:03 -0800
Subject: [PATCH 1918/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226539292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da94cbdb9d2..e29220f3e3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7edffa0199874d7b6aa523cc720f27221e5fba09a69c5719de432a9a17429f1",
-    git_commit = "6a194ad3a1c2f4b3f471833edb4d3dd7a1996f8d",
+    sha256 = "2e332508c0ec2e2301cfffb3b8caa154d0d45604cd68442c3ceebfe0570daf3b",
+    git_commit = "88a88a6f02ca199d0edb41b7937b0dedad772f66",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2955e8f1eca0006995a77935b15866eba46e5d66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 15:02:37 -0800
Subject: [PATCH 1919/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226547461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e29220f3e3f..4dbbd7bd5f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e332508c0ec2e2301cfffb3b8caa154d0d45604cd68442c3ceebfe0570daf3b",
-    git_commit = "88a88a6f02ca199d0edb41b7937b0dedad772f66",
+    sha256 = "9e9bd8fbe3d05c805241237e0f953ec4e489c2fe80ae6ec9fa232b0b83c9979b",
+    git_commit = "a15adadb7cc945b6a142d2454a02d98c44d1325b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 099d96c917d6d1aaf3b79fada50d17cd06b7fe88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 16:03:23 -0800
Subject: [PATCH 1920/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226555101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4dbbd7bd5f2..31fe904c39b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e9bd8fbe3d05c805241237e0f953ec4e489c2fe80ae6ec9fa232b0b83c9979b",
-    git_commit = "a15adadb7cc945b6a142d2454a02d98c44d1325b",
+    sha256 = "f9f3e53841ee2bd40f311e1c64da882d5e557c46d1f75a7dae3a5179f27967c4",
+    git_commit = "c2f188866e5ffe0f4abac4f305cd32a86ddbec58",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6dac4e0e1c399ed75825c5de1c13034ff2a2be2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 17:02:42 -0800
Subject: [PATCH 1921/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226561313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31fe904c39b..5222c1e7726 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9f3e53841ee2bd40f311e1c64da882d5e557c46d1f75a7dae3a5179f27967c4",
-    git_commit = "c2f188866e5ffe0f4abac4f305cd32a86ddbec58",
+    sha256 = "7b1e36edabdf083dee69909cdb3c49777d06ebefd34d18dc94e7c9bf08ff3c6c",
+    git_commit = "9a486811ca07b5ca3f60f6fd96e69fc1df889818",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6085ed8d2f3b7dfbc52f4bdba7d703fe4ed0fd7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 18:02:18 -0800
Subject: [PATCH 1922/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226565947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5222c1e7726..9753f149685 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b1e36edabdf083dee69909cdb3c49777d06ebefd34d18dc94e7c9bf08ff3c6c",
-    git_commit = "9a486811ca07b5ca3f60f6fd96e69fc1df889818",
+    sha256 = "238900d10b0b4d7dbc4de33fef7e842fe50dd0185fbb19dbdacc984a7c2cf324",
+    git_commit = "4132f1ed08e4780f0f8f2da73f1bef9bcf3acfc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b41231a60e5e819273a194a42c029f767e907807 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 19:02:53 -0800
Subject: [PATCH 1923/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226570100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9753f149685..60559523028 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "238900d10b0b4d7dbc4de33fef7e842fe50dd0185fbb19dbdacc984a7c2cf324",
-    git_commit = "4132f1ed08e4780f0f8f2da73f1bef9bcf3acfc7",
+    sha256 = "6ab55a71cd926a76e1d324f749357f3bcc2ba340e3a37465c6ead73624344036",
+    git_commit = "2be34049dd9d2c89b1eb30f0096586fbb4b6a6ae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 92a524624f6cb0cfe00b22a9177ea3aecbeb81ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Dec 2018 20:02:02 -0800
Subject: [PATCH 1924/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226573595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60559523028..de76bff4cda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ab55a71cd926a76e1d324f749357f3bcc2ba340e3a37465c6ead73624344036",
-    git_commit = "2be34049dd9d2c89b1eb30f0096586fbb4b6a6ae",
+    sha256 = "bf9e68be8ca9392f1c9d633e70060059b181138b20eeece4b46e8311e0a46abc",
+    git_commit = "6f81b31a7feceff27089c681e33f549e7b777561",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 264776e04fd77878ad8670cd5646a4f52ef0262d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 00:02:46 -0800
Subject: [PATCH 1925/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226586916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de76bff4cda..8fdcb98aa05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf9e68be8ca9392f1c9d633e70060059b181138b20eeece4b46e8311e0a46abc",
-    git_commit = "6f81b31a7feceff27089c681e33f549e7b777561",
+    sha256 = "6281542d7715e56a1ac5ab4dcc5703c663ca4d802f9dd13dd764600780947a43",
+    git_commit = "b13f1e5b690e1784bc84ec118814baa9c29e1cb8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 25b912606e267013a2adec2748b4d1a23979881c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 01:01:57 -0800
Subject: [PATCH 1926/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226590664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fdcb98aa05..488eb1d9981 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6281542d7715e56a1ac5ab4dcc5703c663ca4d802f9dd13dd764600780947a43",
-    git_commit = "b13f1e5b690e1784bc84ec118814baa9c29e1cb8",
+    sha256 = "87583e4f8c8fed9ec49728575fc0c0c4e73c95959f9be24b76d2bbb2ce88a6f6",
+    git_commit = "fa7685879360b8c23a603dbba8875fd4c00508e9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From dedf6ef4be9893044d4785cb5d210a92f545f8ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 02:02:05 -0800
Subject: [PATCH 1927/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226594564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 488eb1d9981..ee5dec5090f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87583e4f8c8fed9ec49728575fc0c0c4e73c95959f9be24b76d2bbb2ce88a6f6",
-    git_commit = "fa7685879360b8c23a603dbba8875fd4c00508e9",
+    sha256 = "39626238e5c875846b0703c722fbd38d1f3b3d58756722ab48f4b1571a59dacf",
+    git_commit = "bc8170639bc5ed0419ed2cf25eaede3f5616a0dd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 161092854c4517978e750b23d7ce4ec2b2dcae6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 03:02:22 -0800
Subject: [PATCH 1928/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226598032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee5dec5090f..401c1653cf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39626238e5c875846b0703c722fbd38d1f3b3d58756722ab48f4b1571a59dacf",
-    git_commit = "bc8170639bc5ed0419ed2cf25eaede3f5616a0dd",
+    sha256 = "0f6842d135a6c6ee1c69a1f92348e9b530dcfe1790c1ac6024df1fb47dff7c6c",
+    git_commit = "cd8c6c995e0b29e793854e712d2fbd683b5cbd3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f708d5de46ba7179d173ae0e3f4face182529e4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 15:02:08 -0800
Subject: [PATCH 1929/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226632306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 401c1653cf5..263cb3272fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f6842d135a6c6ee1c69a1f92348e9b530dcfe1790c1ac6024df1fb47dff7c6c",
-    git_commit = "cd8c6c995e0b29e793854e712d2fbd683b5cbd3f",
+    sha256 = "04840c50ebea3cdf2f9fe7d81ff305a1cb2c4f8aa0cc1cd44c928882dbe4379c",
+    git_commit = "b27d50f234e88ff2aea90c085dcac4b47c0d4cea",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4a677a5e4590bfce705401f64764772e1634d6eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 20:02:16 -0800
Subject: [PATCH 1930/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226645947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 263cb3272fa..34d0f1d96a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04840c50ebea3cdf2f9fe7d81ff305a1cb2c4f8aa0cc1cd44c928882dbe4379c",
-    git_commit = "b27d50f234e88ff2aea90c085dcac4b47c0d4cea",
+    sha256 = "d3bbe726f9a6d3121cd72bd0b05705558879fd007ea7da48d46e8a0eea06cbd9",
+    git_commit = "3785cffbdbcf91901996f61a2fddd5107b16da06",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8bedc2006d7af641ca0697a8dd68278bae5b6c0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Dec 2018 23:01:59 -0800
Subject: [PATCH 1931/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226654290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34d0f1d96a5..c61872e79b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3bbe726f9a6d3121cd72bd0b05705558879fd007ea7da48d46e8a0eea06cbd9",
-    git_commit = "3785cffbdbcf91901996f61a2fddd5107b16da06",
+    sha256 = "bec557517c6c8e72b892377b6d11d57a132199d0a49cd6ada54a3c4eb0b971b7",
+    git_commit = "0a708f8da4afc5099cae1493dfb60a5680dadf2f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3af0dc82f2fe690283ebc725142a9b20ba6264cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Dec 2018 03:02:02 -0800
Subject: [PATCH 1932/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226668118
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c61872e79b8..0866edac077 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bec557517c6c8e72b892377b6d11d57a132199d0a49cd6ada54a3c4eb0b971b7",
-    git_commit = "0a708f8da4afc5099cae1493dfb60a5680dadf2f",
+    sha256 = "b40c01b712b0a843e0b85eda93ef183ccb9ee9a7d7814d6d710acfcf8875eae4",
+    git_commit = "ad6d0cb82ba92594cf443183111bb87f59a8895c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cd9ce8981232cf504cb47d29f9ec5b88e68ec9cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Dec 2018 11:02:17 -0800
Subject: [PATCH 1933/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226691377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0866edac077..90552eb4846 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b40c01b712b0a843e0b85eda93ef183ccb9ee9a7d7814d6d710acfcf8875eae4",
-    git_commit = "ad6d0cb82ba92594cf443183111bb87f59a8895c",
+    sha256 = "1f5500b856797c8c25ad224cb63ed31215ee5ea128e0d18047f1ed17fdb74abb",
+    git_commit = "1853b08d9cdbc6178099c666a508427f67d42887",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 537544bb2826099c1124283d38e4781e30cd9e8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Dec 2018 16:02:13 -0800
Subject: [PATCH 1934/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226707108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90552eb4846..d5d20932b65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f5500b856797c8c25ad224cb63ed31215ee5ea128e0d18047f1ed17fdb74abb",
-    git_commit = "1853b08d9cdbc6178099c666a508427f67d42887",
+    sha256 = "53149f7a4c2660787aeb05efaecdb416b8dd6a15314751cb708444a1c6b130f6",
+    git_commit = "6e304fadf83e8b75c113cfac46e879df672e1803",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e7be8dbf0e10088f20b3b459f40f48c47d1be675 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Dec 2018 20:02:00 -0800
Subject: [PATCH 1935/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226718742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5d20932b65..8397b0c054f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53149f7a4c2660787aeb05efaecdb416b8dd6a15314751cb708444a1c6b130f6",
-    git_commit = "6e304fadf83e8b75c113cfac46e879df672e1803",
+    sha256 = "e6d99ebada74bbee08d49cb6bfa3dd16938bb40680c398eae137a2def2e0653f",
+    git_commit = "9f23c56c7ed3bbbce31a22af61e87aa559c2bafe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4797398b44ffc62b09f6d23cbe4b3d28040cd819 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Dec 2018 03:02:37 -0800
Subject: [PATCH 1936/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226745815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8397b0c054f..1786c59c64b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6d99ebada74bbee08d49cb6bfa3dd16938bb40680c398eae137a2def2e0653f",
-    git_commit = "9f23c56c7ed3bbbce31a22af61e87aa559c2bafe",
+    sha256 = "e0e6e40ca8669d51c98513f0f34ff57f4c385a1f2ef55b2e65ac758ac2033317",
+    git_commit = "c6f3c5dc482d8f052c37ecf99accee28d1be86a9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 69c9c7dc347dcabd336ad20e24792c413d919714 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Dec 2018 03:02:06 -0800
Subject: [PATCH 1937/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226825442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1786c59c64b..dc880a7fd22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0e6e40ca8669d51c98513f0f34ff57f4c385a1f2ef55b2e65ac758ac2033317",
-    git_commit = "c6f3c5dc482d8f052c37ecf99accee28d1be86a9",
+    sha256 = "6806f16a496bcb550e6b523a4043fa74ca76518fde47bcf0693a997bf3c3638d",
+    git_commit = "432f4e90686258dd40ebfb9f2b8da993c9d6009d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0f15587f8d8e5de30b2d8a1be876127974c40693 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Dec 2018 23:02:36 -0800
Subject: [PATCH 1938/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226884197
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc880a7fd22..b6b81bd8d06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6806f16a496bcb550e6b523a4043fa74ca76518fde47bcf0693a997bf3c3638d",
-    git_commit = "432f4e90686258dd40ebfb9f2b8da993c9d6009d",
+    sha256 = "ee5f6ed5b606897e1217a96e04882ad9735b0d8ff0950470b183ba109a7a9fa0",
+    git_commit = "c343196842202fc4b270b57780b8951b38184310",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5175266200294a5f3efec3b3cb46ca7cccfcb7cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 03:02:50 -0800
Subject: [PATCH 1939/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226901016
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6b81bd8d06..2492d1e16f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee5f6ed5b606897e1217a96e04882ad9735b0d8ff0950470b183ba109a7a9fa0",
-    git_commit = "c343196842202fc4b270b57780b8951b38184310",
+    sha256 = "fc04e5bc98662795516504e42959624c8393171f8e6d394249cfb9099418b1eb",
+    git_commit = "2fc6decf7bbedadda0e41aa8f185bd9394a0c311",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 07db332ef5bcea65c153383e7872820898c27d5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 11:01:52 -0800
Subject: [PATCH 1940/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226934361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2492d1e16f2..d28b4176f53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc04e5bc98662795516504e42959624c8393171f8e6d394249cfb9099418b1eb",
-    git_commit = "2fc6decf7bbedadda0e41aa8f185bd9394a0c311",
+    sha256 = "af1815ded5c13bd4937dc210fd4568d8eb367c40109115646d1f000d28066fa9",
+    git_commit = "2696015d8539ea68f27a519ac908ed538f8085ae",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5f9aa6fbb0d5a12eb809ad02a9d0dfa46683bf54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 12:01:59 -0800
Subject: [PATCH 1941/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226940551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28b4176f53..aa7032d1de3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af1815ded5c13bd4937dc210fd4568d8eb367c40109115646d1f000d28066fa9",
-    git_commit = "2696015d8539ea68f27a519ac908ed538f8085ae",
+    sha256 = "932b234b9f29ffc3f62b8fcc24149b2060106cac4b7b66d62c47a552e373373c",
+    git_commit = "b58527bd2d5c7c3b072a629616ecefd27c4cdcce",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 97e474821afe380845bfc329a0a75807ecb85ee7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 13:02:20 -0800
Subject: [PATCH 1942/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226946378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa7032d1de3..979189e45bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "932b234b9f29ffc3f62b8fcc24149b2060106cac4b7b66d62c47a552e373373c",
-    git_commit = "b58527bd2d5c7c3b072a629616ecefd27c4cdcce",
+    sha256 = "f842a54362c6026d109cc63f67798c255e38c1f8c3888d5faaa8bd9bab6b6ac1",
+    git_commit = "48f2893491fdc7352590a7d93b9ec317f2850c64",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 076cb10cc2268924f6e677a985b92a533a0d1b65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 14:02:00 -0800
Subject: [PATCH 1943/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226951853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 979189e45bc..a251d17fe1f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f842a54362c6026d109cc63f67798c255e38c1f8c3888d5faaa8bd9bab6b6ac1",
-    git_commit = "48f2893491fdc7352590a7d93b9ec317f2850c64",
+    sha256 = "87fbdf9566f5965b8a92c7427034da0c71822a1a3fca3be640e8de7ed771cb76",
+    git_commit = "83cb1f1c5ebf47793ad594f0ed368f9c1cc9e28d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79a74e77acd6abfca70df95721aaf5d0ae198461 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 15:01:53 -0800
Subject: [PATCH 1944/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226957379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a251d17fe1f..ccaf2eb3304 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87fbdf9566f5965b8a92c7427034da0c71822a1a3fca3be640e8de7ed771cb76",
-    git_commit = "83cb1f1c5ebf47793ad594f0ed368f9c1cc9e28d",
+    sha256 = "4f7ef53993424f2054ef51c33a663f4aa6162af76cf34d4d4e1bae1d0764bf43",
+    git_commit = "97acfa47fac0ced993951cac267a69cdea3c2321",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b84630e3459f3ab1498fea3e36b3a463387b239e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 16:02:32 -0800
Subject: [PATCH 1945/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226962994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ccaf2eb3304..e0a45ae3f17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f7ef53993424f2054ef51c33a663f4aa6162af76cf34d4d4e1bae1d0764bf43",
-    git_commit = "97acfa47fac0ced993951cac267a69cdea3c2321",
+    sha256 = "65e789bbf4452ab37b3d12d804b1b569d5fa586989521433494fd8f69b661585",
+    git_commit = "bc7d032d4f3d6fb0bb75d0ba61718395b02f9556",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 834f8766810c4861ee37139d652d17e6668bddc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 17:02:02 -0800
Subject: [PATCH 1946/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226967734
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0a45ae3f17..db6a934d502 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65e789bbf4452ab37b3d12d804b1b569d5fa586989521433494fd8f69b661585",
-    git_commit = "bc7d032d4f3d6fb0bb75d0ba61718395b02f9556",
+    sha256 = "5599d325d6e0eea4abaaa1eba67ce3789ae319c26488742b7026c25bda649d11",
+    git_commit = "42846f59790db989054fc6cf2f8ea52cc3effc1f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b265a5a72b94dfd76e17af0c288280c8eaf18b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 18:02:00 -0800
Subject: [PATCH 1947/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226971920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db6a934d502..ba4e91f3f55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5599d325d6e0eea4abaaa1eba67ce3789ae319c26488742b7026c25bda649d11",
-    git_commit = "42846f59790db989054fc6cf2f8ea52cc3effc1f",
+    sha256 = "7a1fb4a3694bdf00f96340a9a907aa9a4987615617ef9a47b0aebcb369c0d42d",
+    git_commit = "259072f5f77a5e7b5aecf6108cb4d1429e3113ef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 943c18bf8c5038de1496b4ae85af300763d5d053 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 19:02:19 -0800
Subject: [PATCH 1948/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226975981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba4e91f3f55..9bee353bbc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a1fb4a3694bdf00f96340a9a907aa9a4987615617ef9a47b0aebcb369c0d42d",
-    git_commit = "259072f5f77a5e7b5aecf6108cb4d1429e3113ef",
+    sha256 = "f0be367cb5cfe3b370149611f204e777565a38eb12cae5a977f6523de73a5ecc",
+    git_commit = "1ec7cf635319bde3de4510d26ff7bfa27fea68c8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c2b852650aeeecaaddd5bc4e6b26fa1d5fd99469 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 20:02:47 -0800
Subject: [PATCH 1949/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226979662
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bee353bbc7..be2d98a19e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0be367cb5cfe3b370149611f204e777565a38eb12cae5a977f6523de73a5ecc",
-    git_commit = "1ec7cf635319bde3de4510d26ff7bfa27fea68c8",
+    sha256 = "cc8e3380416280b072f742e003bd5d116328f746f38136c137d5ccd2537a7cfa",
+    git_commit = "8674eeeda61a51b3e5e3693f7bd7281813467a15",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c806c8098956dab359efe02dadd971c86c3df114 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 21:02:06 -0800
Subject: [PATCH 1950/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226983069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be2d98a19e0..defd2e2ebf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc8e3380416280b072f742e003bd5d116328f746f38136c137d5ccd2537a7cfa",
-    git_commit = "8674eeeda61a51b3e5e3693f7bd7281813467a15",
+    sha256 = "01991f6621e113472c3554ed43906ce48a975787d3116a8879bec881b4031c23",
+    git_commit = "a9624a5c257bcc37c7af47e6d0da986f53133423",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e20c8b32bee7961ea9ac090990fe583d5c0dc1f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Dec 2018 22:02:08 -0800
Subject: [PATCH 1951/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226986774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index defd2e2ebf5..d85fca223c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01991f6621e113472c3554ed43906ce48a975787d3116a8879bec881b4031c23",
-    git_commit = "a9624a5c257bcc37c7af47e6d0da986f53133423",
+    sha256 = "c71663e448b4d09e71a313559ce6d85fbcf4608058b67dcf3143c5f31f2fb26c",
+    git_commit = "f1ac8dba0c7506d4382d4edc88217eff7ed5ac62",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c2e75f94a20d5abb1d2da78d088cc8b458c43811 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 01:02:18 -0800
Subject: [PATCH 1952/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 226998728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d85fca223c5..3db17940d28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c71663e448b4d09e71a313559ce6d85fbcf4608058b67dcf3143c5f31f2fb26c",
-    git_commit = "f1ac8dba0c7506d4382d4edc88217eff7ed5ac62",
+    sha256 = "7bd5a2c72cf2c0e674054e93bdfe70a99015f1dd510ac4cb56ad39eb3f7b486d",
+    git_commit = "8d95234db405f3a5b7d59ba95f561b71ac537811",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9580af3359f731cea998660e66b3a8bf448a06f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 02:01:55 -0800
Subject: [PATCH 1953/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227003600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3db17940d28..a1f60a13d27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bd5a2c72cf2c0e674054e93bdfe70a99015f1dd510ac4cb56ad39eb3f7b486d",
-    git_commit = "8d95234db405f3a5b7d59ba95f561b71ac537811",
+    sha256 = "b77226afdb46bd861078bb1ed93c45a568da31f2c6155222707c91c308207fc7",
+    git_commit = "9fe0cb41cedd0ddd1b5c28488be5f4d62916bf62",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c05084cff2dc41dd05173bb784d05c1ddd90115d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 06:02:04 -0800
Subject: [PATCH 1954/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227019494
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1f60a13d27..268e1baabfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b77226afdb46bd861078bb1ed93c45a568da31f2c6155222707c91c308207fc7",
-    git_commit = "9fe0cb41cedd0ddd1b5c28488be5f4d62916bf62",
+    sha256 = "e34aca7a9f3cdbfab9acfa169313edad6d308834a6f2d54cd3636ec07726da99",
+    git_commit = "b1480635fbb3c89b8c0335955546c3a1af04e598",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0d24ffc7af72692c1cae316f5d24ca72dd09aa75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 10:02:02 -0800
Subject: [PATCH 1955/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227037967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 268e1baabfc..4dee946cc42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e34aca7a9f3cdbfab9acfa169313edad6d308834a6f2d54cd3636ec07726da99",
-    git_commit = "b1480635fbb3c89b8c0335955546c3a1af04e598",
+    sha256 = "7f0d7c042d505fac011b7e17a946b669e12a5fce7c01bebdb9eee0c72c24a6c1",
+    git_commit = "5f09bc6050226cbdfc67bda19396f9708805e299",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 126ab51533945d5c14bb1beb62af7ec07e5e8c6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 11:01:53 -0800
Subject: [PATCH 1956/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227043645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4dee946cc42..57cd3b852ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f0d7c042d505fac011b7e17a946b669e12a5fce7c01bebdb9eee0c72c24a6c1",
-    git_commit = "5f09bc6050226cbdfc67bda19396f9708805e299",
+    sha256 = "afc7aa73ceba594e7349122126735bae8603c1c427cb41501740edc544cce2f8",
+    git_commit = "c46e8af38cffc348eb73dd9ac6d92204dc7d8d35",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9ec8a8ce3ab80dff73ee80efe1173a8ab3d93f5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 12:02:12 -0800
Subject: [PATCH 1957/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227049632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57cd3b852ae..1b46e192ba0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afc7aa73ceba594e7349122126735bae8603c1c427cb41501740edc544cce2f8",
-    git_commit = "c46e8af38cffc348eb73dd9ac6d92204dc7d8d35",
+    sha256 = "b5fe58dc6bed42899be565d6608d5d9ca78113cb291eafc2f1d0edae8d032f92",
+    git_commit = "6645134ec093407dff43c6e78b3b3de313136f6c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a02b69f5f56b3d7df593117b0ba6921edc86ef33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 13:02:12 -0800
Subject: [PATCH 1958/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227055374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b46e192ba0..a8f8e705b3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5fe58dc6bed42899be565d6608d5d9ca78113cb291eafc2f1d0edae8d032f92",
-    git_commit = "6645134ec093407dff43c6e78b3b3de313136f6c",
+    sha256 = "2317191add910948f5959148ba263121237d108b7b91b7c0f04ed572b6adfc2c",
+    git_commit = "8f4567a13902fcc095c443f73643d2f8a3b9e952",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc577e9d16310a3b08971f81c4e5868a7bab5da2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 14:01:55 -0800
Subject: [PATCH 1959/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227061124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8f8e705b3f..1c83aba3b20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2317191add910948f5959148ba263121237d108b7b91b7c0f04ed572b6adfc2c",
-    git_commit = "8f4567a13902fcc095c443f73643d2f8a3b9e952",
+    sha256 = "d1b5ed43e19ab886f8678ff541a01c9842242ecbbb87b4dfb3e8b4178c9d626d",
+    git_commit = "331bf7a11ab6c41cbe84c5b2a515359ced97864b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 98b9a3a2792876a7201deb45ec040ee4d1a84775 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 15:02:05 -0800
Subject: [PATCH 1960/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227067032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c83aba3b20..a91e8e8e0f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1b5ed43e19ab886f8678ff541a01c9842242ecbbb87b4dfb3e8b4178c9d626d",
-    git_commit = "331bf7a11ab6c41cbe84c5b2a515359ced97864b",
+    sha256 = "99edea8d30cf4f9a4cd182a0bc7e99097b56513b51f6aedd8578f76f2563d23b",
+    git_commit = "b97698834d03e70c3b331e3a7842cdcf890decb8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 984cb440de219070fb689a94ac37a68d22823dbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 16:02:33 -0800
Subject: [PATCH 1961/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227072593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a91e8e8e0f0..d55bfb2d82b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99edea8d30cf4f9a4cd182a0bc7e99097b56513b51f6aedd8578f76f2563d23b",
-    git_commit = "b97698834d03e70c3b331e3a7842cdcf890decb8",
+    sha256 = "2ae54998da5203282323ce1e2392f8b063abfbc061c5026eee18f2d2120d975d",
+    git_commit = "9ce461cdc0602221e39f57b2b68f7f772ec7366c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c3545d3e25d74dff02612714f0fafeaa72c71ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 17:02:21 -0800
Subject: [PATCH 1962/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227077501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d55bfb2d82b..44196c21245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ae54998da5203282323ce1e2392f8b063abfbc061c5026eee18f2d2120d975d",
-    git_commit = "9ce461cdc0602221e39f57b2b68f7f772ec7366c",
+    sha256 = "37c5970bd5315ba3e44c94356db076b739b51f767a45ad007aa1f12effb88a1b",
+    git_commit = "6d5095a052deba4eb8db2d2a90534a52e454a5c5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6e3b111a57b2915d52ab546e1b4a27270178894f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 18:02:00 -0800
Subject: [PATCH 1963/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227081397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44196c21245..d73afa73250 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37c5970bd5315ba3e44c94356db076b739b51f767a45ad007aa1f12effb88a1b",
-    git_commit = "6d5095a052deba4eb8db2d2a90534a52e454a5c5",
+    sha256 = "999f329dfad6016d87110516b8f341725fa161695b53d4b86c974a0bed9f543e",
+    git_commit = "3d0e65ade7c073e278ae1f1e95f76bcc628f706f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2adcc554d512f3ffa811a1c5eaefa9656dd503c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 19:01:46 -0800
Subject: [PATCH 1964/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227085094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d73afa73250..d9d57a772c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "999f329dfad6016d87110516b8f341725fa161695b53d4b86c974a0bed9f543e",
-    git_commit = "3d0e65ade7c073e278ae1f1e95f76bcc628f706f",
+    sha256 = "e8b93beb4f5d53aee47c49eef6ece4088453d0a56a6e3c8ce1f559e2c1e55ac5",
+    git_commit = "770b26ea0844b4b20d022ddd622bcce98f5c9f0a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a4d795ec23c9d323d2d9e9d3349db38ec5f98756 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 20:02:12 -0800
Subject: [PATCH 1965/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227088876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9d57a772c0..68b8a401465 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8b93beb4f5d53aee47c49eef6ece4088453d0a56a6e3c8ce1f559e2c1e55ac5",
-    git_commit = "770b26ea0844b4b20d022ddd622bcce98f5c9f0a",
+    sha256 = "a2a1816c4d74fad597a404776d5faa3cfdb8ed60522bf18089f71b76b029ae81",
+    git_commit = "add19e0e569601fba9294950399d77f5ffb3824d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9247c8c570f92f287e958cb86fc9c68ea928e5ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 21:01:54 -0800
Subject: [PATCH 1966/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227092379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68b8a401465..4b7b74c730f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2a1816c4d74fad597a404776d5faa3cfdb8ed60522bf18089f71b76b029ae81",
-    git_commit = "add19e0e569601fba9294950399d77f5ffb3824d",
+    sha256 = "96db0101e75d4c5ec98118aa015be91f6183c56d346dc4f6b962a959c5f49c53",
+    git_commit = "c0e5ac795e01dc266a42f72f96407c6d68bfcaee",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c5ecdc0d00cb47f18d89a9f7c9e5d2deff28416a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Dec 2018 22:02:21 -0800
Subject: [PATCH 1967/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227096104
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b7b74c730f..4f59975481c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96db0101e75d4c5ec98118aa015be91f6183c56d346dc4f6b962a959c5f49c53",
-    git_commit = "c0e5ac795e01dc266a42f72f96407c6d68bfcaee",
+    sha256 = "4b7b8504b0585094df4e2b51f241c94a6c13e1870421f0857700beb2da3246d9",
+    git_commit = "796305b0b7810260f7b606bf5da875026fb5c10a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c37e14d41687894781e6c8dacc4b4f18019d2d06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 03:01:59 -0800
Subject: [PATCH 1968/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227116522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f59975481c..3398e01b020 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b7b8504b0585094df4e2b51f241c94a6c13e1870421f0857700beb2da3246d9",
-    git_commit = "796305b0b7810260f7b606bf5da875026fb5c10a",
+    sha256 = "354e1a7d0e034df14e1cf5448c7962728c60497e8ae1568feac2fc36f3f9b07c",
+    git_commit = "ab795aebe033f1faa69808599706f88c27b2f54f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b6f76ce70536d781e575f7bc9e657977757cde75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 11:02:02 -0800
Subject: [PATCH 1969/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227150896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3398e01b020..40478a2432e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "354e1a7d0e034df14e1cf5448c7962728c60497e8ae1568feac2fc36f3f9b07c",
-    git_commit = "ab795aebe033f1faa69808599706f88c27b2f54f",
+    sha256 = "af76be172fc3410773dfc8e093e14023882e2c841a36d2384cd45338de37b3a5",
+    git_commit = "12721dc8ad78c6beb9b0e4868d9409854d1ea8dd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f496d831a3f49a4e41201827d57f9c0a36fce8f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 12:02:26 -0800
Subject: [PATCH 1970/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227156833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40478a2432e..21d2bee7268 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af76be172fc3410773dfc8e093e14023882e2c841a36d2384cd45338de37b3a5",
-    git_commit = "12721dc8ad78c6beb9b0e4868d9409854d1ea8dd",
+    sha256 = "b1b223fa555e96e1b7879578a94717c24698d22847de08914a461c4fccb8d2aa",
+    git_commit = "25c536db0876c4f1f2ec8c492ae6ca978e10a7a9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ab67d993828d6b8bfdbc79280e5420368061f5a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 13:02:02 -0800
Subject: [PATCH 1971/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227162406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21d2bee7268..ce1e62e40ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1b223fa555e96e1b7879578a94717c24698d22847de08914a461c4fccb8d2aa",
-    git_commit = "25c536db0876c4f1f2ec8c492ae6ca978e10a7a9",
+    sha256 = "641fa6ace363ba9f02a2ea8a6b18592968ad0d9322a6109f90dddb097d4efb59",
+    git_commit = "00fd6acd0b80cbc2be73e8b89cfebc01cb4cf9e8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4765dfd75862f9b3c8c524e4d761cced1e785c33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 15:02:00 -0800
Subject: [PATCH 1972/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227172988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce1e62e40ca..734c10bffea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "641fa6ace363ba9f02a2ea8a6b18592968ad0d9322a6109f90dddb097d4efb59",
-    git_commit = "00fd6acd0b80cbc2be73e8b89cfebc01cb4cf9e8",
+    sha256 = "59b152c5c49b814a3570e8e333dc4d227b1d4facb3fc0db742d267305c20c0fd",
+    git_commit = "cd2f18ff27fc2a9b502c80bf1d4a0abfc3577460",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6073ec581860c197d54307c530039a4a8fed6b7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 16:02:18 -0800
Subject: [PATCH 1973/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227177828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 734c10bffea..9a850f8ee43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59b152c5c49b814a3570e8e333dc4d227b1d4facb3fc0db742d267305c20c0fd",
-    git_commit = "cd2f18ff27fc2a9b502c80bf1d4a0abfc3577460",
+    sha256 = "e4202a28799a6965b053e32b97000a431517a9435c97711105b21df9a22872ca",
+    git_commit = "35f2d889bc136094c6f6b200f3b2913950ed9bbe",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From db612d675b8c1d37ea8023e53ab42b28f8e7df98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 17:02:22 -0800
Subject: [PATCH 1974/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227182299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a850f8ee43..a69c2132a3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4202a28799a6965b053e32b97000a431517a9435c97711105b21df9a22872ca",
-    git_commit = "35f2d889bc136094c6f6b200f3b2913950ed9bbe",
+    sha256 = "e3fbc3895a4bba87efdf995e0e8d45e40c1fc0c34d437599f7aba2cd180e26a6",
+    git_commit = "a4781da6b85f9b1e327dcdf8cd35b6a6385c600f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0a873df0bcc1662de4aab698725b3712282b53d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 18:02:33 -0800
Subject: [PATCH 1975/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227185930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a69c2132a3f..c790c423c33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3fbc3895a4bba87efdf995e0e8d45e40c1fc0c34d437599f7aba2cd180e26a6",
-    git_commit = "a4781da6b85f9b1e327dcdf8cd35b6a6385c600f",
+    sha256 = "9754af889fb0117f84ad2a2e5868f4af2d01cb2589eab01cbf16eecd323e724a",
+    git_commit = "447b5edf2acb49a0b4fbaa4d37b099f0304894a1",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 607ef47901d437fd168b6132ff67e8b9b69c1ab7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Dec 2018 20:01:54 -0800
Subject: [PATCH 1976/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227191866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c790c423c33..dfcd4b48fe2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9754af889fb0117f84ad2a2e5868f4af2d01cb2589eab01cbf16eecd323e724a",
-    git_commit = "447b5edf2acb49a0b4fbaa4d37b099f0304894a1",
+    sha256 = "277669721b4edf9ebf13a22ca720efa3b31fc1f8c908ced01a544a6ca615e4e4",
+    git_commit = "3aaebcbcada0bb861ebfee0eea6068de0c7f37be",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c12f7f212c0d562292fbcd1668327fbd9cb8ec3a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Dec 2018 03:02:07 -0800
Subject: [PATCH 1977/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227212812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfcd4b48fe2..c7a563a4acd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "277669721b4edf9ebf13a22ca720efa3b31fc1f8c908ced01a544a6ca615e4e4",
-    git_commit = "3aaebcbcada0bb861ebfee0eea6068de0c7f37be",
+    sha256 = "bec4c024c58a10e29f14cad8dcf909919e8f2400b571d51552c7f0fb001b4d37",
+    git_commit = "e0aa9387258df040e296f18c6b6fdb560bce6fcc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8069e0a896d53747bcfa81608585831cd6bc8167 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Dec 2018 11:01:55 -0800
Subject: [PATCH 1978/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227233005
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7a563a4acd..6d96f471b55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bec4c024c58a10e29f14cad8dcf909919e8f2400b571d51552c7f0fb001b4d37",
-    git_commit = "e0aa9387258df040e296f18c6b6fdb560bce6fcc",
+    sha256 = "8efbb2d696a14970e2a8312f40b16dffb7ae548a09fd75264b39a72993d73154",
+    git_commit = "d2dd369f9dadb5dd3220ababa299ad89cd8e8574",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5f0d07b2158cf7868c8cab3267c62a8c5b11c120 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2019 00:01:59 -0800
Subject: [PATCH 1979/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227264284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d96f471b55..8e9951dbd5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8efbb2d696a14970e2a8312f40b16dffb7ae548a09fd75264b39a72993d73154",
-    git_commit = "d2dd369f9dadb5dd3220ababa299ad89cd8e8574",
+    sha256 = "400f66b643703e6aa41a0ac167140de80838458320bd57109156e6d6dc016bba",
+    git_commit = "1fadc3b6fc51b0d93bb9ebed32bc9d8e30f563d0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ffc54e4300dea764a815654ed4d01fce2d01e9de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2019 03:02:26 -0800
Subject: [PATCH 1980/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227274103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e9951dbd5e..dd44d7d4a9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "400f66b643703e6aa41a0ac167140de80838458320bd57109156e6d6dc016bba",
-    git_commit = "1fadc3b6fc51b0d93bb9ebed32bc9d8e30f563d0",
+    sha256 = "d48878b23ac1ab55767980d7bf2d52daa0b09ef51394b3e8350d05bd1b0c89eb",
+    git_commit = "bbc8c15b85358b9df029f16e31bc663b8f9d1fef",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b8380bf26ada5c1fe5a1521b29114e4a7af7b3ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2019 04:02:56 -0800
Subject: [PATCH 1981/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227276999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd44d7d4a9f..d40d3c676d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d48878b23ac1ab55767980d7bf2d52daa0b09ef51394b3e8350d05bd1b0c89eb",
-    git_commit = "bbc8c15b85358b9df029f16e31bc663b8f9d1fef",
+    sha256 = "1d95d1c0cac8292251dfb7e47bd70bf4cab8e292a04cd35805816e3da534ccfc",
+    git_commit = "c985bd0dce0f8a7ccf334c9782d051c81ad00f1d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 12677a09ab45d7776ff4f698c50be5b65eb5a95a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2019 08:02:06 -0800
Subject: [PATCH 1982/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227287384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d40d3c676d7..7594a4d9cad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d95d1c0cac8292251dfb7e47bd70bf4cab8e292a04cd35805816e3da534ccfc",
-    git_commit = "c985bd0dce0f8a7ccf334c9782d051c81ad00f1d",
+    sha256 = "7167f8973050b98622934cd1b7fb1b63ff31f333ee88d50e6fedd60457a5098e",
+    git_commit = "44bb7adf1d04f090817f008fc47e4d81a23b1049",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6911291da3b14c5cc07f3b845e6fd1648320dc0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2019 11:02:10 -0800
Subject: [PATCH 1983/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227294805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7594a4d9cad..e1a35856dbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7167f8973050b98622934cd1b7fb1b63ff31f333ee88d50e6fedd60457a5098e",
-    git_commit = "44bb7adf1d04f090817f008fc47e4d81a23b1049",
+    sha256 = "abb66f52af5cfc3c3d73d24cbac2dbc427e55f59c293a74352962d4e422b5177",
+    git_commit = "8f60a381d210478f21762a6cf14f547a05e98878",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cf272c2c3304fe46e509c29f0794310ab6709f62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Dec 2019 03:02:38 -0800
Subject: [PATCH 1984/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227344188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1a35856dbe..a3b608374ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abb66f52af5cfc3c3d73d24cbac2dbc427e55f59c293a74352962d4e422b5177",
-    git_commit = "8f60a381d210478f21762a6cf14f547a05e98878",
+    sha256 = "2729dfd25e009d263d012c1c798a6a60433b6d1fdef028f8ef5b7be5c0b7b4c8",
+    git_commit = "75557c1e21c89cddb23c66c661655075371ac28b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ab85a7782f4b4fb7c2b3eb0a9febf996eb1b8599 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Dec 2019 04:02:13 -0800
Subject: [PATCH 1985/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227347933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3b608374ac..7b94e9a7af8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2729dfd25e009d263d012c1c798a6a60433b6d1fdef028f8ef5b7be5c0b7b4c8",
-    git_commit = "75557c1e21c89cddb23c66c661655075371ac28b",
+    sha256 = "04771e58ae5d117b4491a63e33abe0a7c77d3f3f0a150e03ddf56e987e13e008",
+    git_commit = "a36fc1c38b9cf0541cffc8ea053dfb8bf01c58e0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 6faf1a5968479a49a2d19b3366bb8bbd9fac717d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Dec 2019 05:02:05 -0800
Subject: [PATCH 1986/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227351325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b94e9a7af8..83bc8ceca27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04771e58ae5d117b4491a63e33abe0a7c77d3f3f0a150e03ddf56e987e13e008",
-    git_commit = "a36fc1c38b9cf0541cffc8ea053dfb8bf01c58e0",
+    sha256 = "283e21e89e798eef57346e076ad9bd9789cc10445d53d54c2d585d1d89a4a677",
+    git_commit = "853d417a891ecdc893bc2c448d426833df74c7e0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 611e6a9c9b1c0ea046f4d3bcca6167cb3eb65034 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Dec 2019 08:02:12 -0800
Subject: [PATCH 1987/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227361815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83bc8ceca27..d4287656793 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "283e21e89e798eef57346e076ad9bd9789cc10445d53d54c2d585d1d89a4a677",
-    git_commit = "853d417a891ecdc893bc2c448d426833df74c7e0",
+    sha256 = "3344f7d0e3f445698cfd0dea4865af2e2c9f6a7f8f27e3d4cac8a65799ceaec2",
+    git_commit = "7914dbf7a2b9c2b555e3e55423905bdb22c6d759",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4a9ddda6ca535eda559b44d429004674a2bc32e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Dec 2019 14:02:08 -0800
Subject: [PATCH 1988/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227379219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4287656793..13e431f6b94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3344f7d0e3f445698cfd0dea4865af2e2c9f6a7f8f27e3d4cac8a65799ceaec2",
-    git_commit = "7914dbf7a2b9c2b555e3e55423905bdb22c6d759",
+    sha256 = "c2c7606257a161071407566c393ec38e0d4a2dd347ac1c32b680ee7de9317f1c",
+    git_commit = "3ae375aa92fbb6155f82393735d0b98d8fb9c1b2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 776e028bfc36125fa8a4e3e21391f57eb54936a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 03:02:06 -0800
Subject: [PATCH 1989/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227418328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13e431f6b94..b25069e3269 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2c7606257a161071407566c393ec38e0d4a2dd347ac1c32b680ee7de9317f1c",
-    git_commit = "3ae375aa92fbb6155f82393735d0b98d8fb9c1b2",
+    sha256 = "1c46e1855753994400a24f75654608cbb1fd829f5ba64c99ddff147b0b3a5311",
+    git_commit = "d60d04b68a91ac3086b93d8a83c148db8e84edc6",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From e8d676f0a8fd6e928464d6b80d1382189defefb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 06:01:59 -0800
Subject: [PATCH 1990/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227427914
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b25069e3269..6434ac3f224 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c46e1855753994400a24f75654608cbb1fd829f5ba64c99ddff147b0b3a5311",
-    git_commit = "d60d04b68a91ac3086b93d8a83c148db8e84edc6",
+    sha256 = "ec0fc939178963af920198bc8d00602380695ef939eb5b11febd11c197f9289d",
+    git_commit = "c9de778aa12004428ae99186965655c97c8a1c5a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9d3cf76f690d4069905f89cc522428336fb55705 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 07:02:21 -0800
Subject: [PATCH 1991/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227431219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6434ac3f224..e0fd78262da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec0fc939178963af920198bc8d00602380695ef939eb5b11febd11c197f9289d",
-    git_commit = "c9de778aa12004428ae99186965655c97c8a1c5a",
+    sha256 = "904210d5e46d585169123f4d7cdffebbbb198f754a9f9e932f53ef24770a8349",
+    git_commit = "dd06c3959737752fe84cd133e0b5137a8ee2d956",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a171fb07099636f281242d0db716a669a81d2436 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 11:02:32 -0800
Subject: [PATCH 1992/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227442890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0fd78262da..a6e84db2f30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "904210d5e46d585169123f4d7cdffebbbb198f754a9f9e932f53ef24770a8349",
-    git_commit = "dd06c3959737752fe84cd133e0b5137a8ee2d956",
+    sha256 = "c25acbf2efdaf0ebadc453aef2c7dbec5b319d6e336275743d2101f80e9fac0f",
+    git_commit = "07ab5fa7f9dab3fb644a0261382c95e5be072741",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 26c7f5291e949e2cc400c65e01064a203a68f9c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 15:02:31 -0800
Subject: [PATCH 1993/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227453763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6e84db2f30..f67eff7f056 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c25acbf2efdaf0ebadc453aef2c7dbec5b319d6e336275743d2101f80e9fac0f",
-    git_commit = "07ab5fa7f9dab3fb644a0261382c95e5be072741",
+    sha256 = "74c02064a8f27a81d3278efe809b7271270d709de3e0b6daf9b1d2901ad18e01",
+    git_commit = "d1959dddd107c79db8c8d33d0a37ebc9fe8b0a21",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2470aa7cf3777b3df175901c7d0006478f42863e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jan 2019 20:02:02 -0800
Subject: [PATCH 1994/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227468630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f67eff7f056..526c96cec2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74c02064a8f27a81d3278efe809b7271270d709de3e0b6daf9b1d2901ad18e01",
-    git_commit = "d1959dddd107c79db8c8d33d0a37ebc9fe8b0a21",
+    sha256 = "9bfdfbbdac727a1529b223aeecc94038ee6d339df57c9a6ba36cfc8416292a1e",
+    git_commit = "efb14346f9344db2f07c94428ee86f86100720b0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7f02d663a207b42054eaa976da6653f8ed9eb505 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 02:02:02 -0800
Subject: [PATCH 1995/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227492713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 526c96cec2c..1062eee3fe5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bfdfbbdac727a1529b223aeecc94038ee6d339df57c9a6ba36cfc8416292a1e",
-    git_commit = "efb14346f9344db2f07c94428ee86f86100720b0",
+    sha256 = "9e803fcce5da114a9ea154fc1a35953a03540bb35790e15d7a8d49a7be0babec",
+    git_commit = "b277e326766ac3a0eff3e72e9e53dadcc31674e2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From a2727f2ee6eaf7fd979416998d2a51f523b3f6fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 03:02:13 -0800
Subject: [PATCH 1996/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227497687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1062eee3fe5..531c7a66806 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e803fcce5da114a9ea154fc1a35953a03540bb35790e15d7a8d49a7be0babec",
-    git_commit = "b277e326766ac3a0eff3e72e9e53dadcc31674e2",
+    sha256 = "4b084e9e51f9df19e01634f245f1920328a241cc5415cae86e74619df7eba8b7",
+    git_commit = "5ed6676c75192429132bbc0da179ad3e3367089c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From db99603b8309e72c597e9da656081049dadf1f1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 04:02:13 -0800
Subject: [PATCH 1997/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227502079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 531c7a66806..82ad0e6f2f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b084e9e51f9df19e01634f245f1920328a241cc5415cae86e74619df7eba8b7",
-    git_commit = "5ed6676c75192429132bbc0da179ad3e3367089c",
+    sha256 = "0943336f3125727214c776f47cb8797684d71420dffbc678857226cd78ef3875",
+    git_commit = "26d81c48681c17fbfe1c586b54512d8a89062183",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c2b0b8c06b70580d4a0406f00d4f568fa66626c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 06:02:00 -0800
Subject: [PATCH 1998/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227510725
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82ad0e6f2f8..481fa324c70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0943336f3125727214c776f47cb8797684d71420dffbc678857226cd78ef3875",
-    git_commit = "26d81c48681c17fbfe1c586b54512d8a89062183",
+    sha256 = "332520bba6715ee3b4ec2a2140e449836c163533fce9e45182d16dd7af9c413d",
+    git_commit = "2b5cbcdd8d84d9673c9f17b4400ec6d70e2c8d73",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1204955e56caef885e86c574d89c5147f7b64901 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 07:02:08 -0800
Subject: [PATCH 1999/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227516112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 481fa324c70..190d89064c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "332520bba6715ee3b4ec2a2140e449836c163533fce9e45182d16dd7af9c413d",
-    git_commit = "2b5cbcdd8d84d9673c9f17b4400ec6d70e2c8d73",
+    sha256 = "bb8c8d9c16817fe5f5d881691fff18468868aa43f25d7be44acbd88b6a5fcd2a",
+    git_commit = "44442969c0596728dbdb98035bffc2baf1790f13",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 692daa9f73615d3a779bcd49e059f0200565285e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 11:01:55 -0800
Subject: [PATCH 2000/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227547607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 190d89064c8..4ab0a3f69b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb8c8d9c16817fe5f5d881691fff18468868aa43f25d7be44acbd88b6a5fcd2a",
-    git_commit = "44442969c0596728dbdb98035bffc2baf1790f13",
+    sha256 = "ddd646e243754e346a10951080e36d7b5d4288273f54e9f540f5bcb8f360e7e8",
+    git_commit = "b978ad9b3c0327d406301f1b32f6d6d11688ec6e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From defa122ba8012192bee24795b5259f852c8d9cde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 12:02:19 -0800
Subject: [PATCH 2001/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227558226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ab0a3f69b5..72ba0918611 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddd646e243754e346a10951080e36d7b5d4288273f54e9f540f5bcb8f360e7e8",
-    git_commit = "b978ad9b3c0327d406301f1b32f6d6d11688ec6e",
+    sha256 = "35913b6e054dafdbb481d329c5e660328d16822c5127f9e744e2651466f28816",
+    git_commit = "e859bba35844942f1c60e3ea9f3d82bd574ed7e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 506095589dfae6cbfd8eb5b63aa5bc9e2a300c5a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 13:02:21 -0800
Subject: [PATCH 2002/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227567521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72ba0918611..4633d9ac209 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35913b6e054dafdbb481d329c5e660328d16822c5127f9e744e2651466f28816",
-    git_commit = "e859bba35844942f1c60e3ea9f3d82bd574ed7e4",
+    sha256 = "297efb46a9b4c80779ec6ca4c60b6d0e1c683a43735aa86ef79cb7f0c1fcd325",
+    git_commit = "39ce126739b88ed6ecfe65bf4b765f32fb0e1e8a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From df8171babb1546b9be101e6ddd6ace7f3c705c46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 14:02:36 -0800
Subject: [PATCH 2003/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227577590
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4633d9ac209..3ccd46fef41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "297efb46a9b4c80779ec6ca4c60b6d0e1c683a43735aa86ef79cb7f0c1fcd325",
-    git_commit = "39ce126739b88ed6ecfe65bf4b765f32fb0e1e8a",
+    sha256 = "78412458c3860e27303afcee5fecb81b716abe7fbfdcfc7fc93a3d44ce9e0834",
+    git_commit = "e6bcd45dd01ce2bbcf58a9444a669e2c127d79ab",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f1db990735186be8d4e148441ca93ba55389e4b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 15:02:35 -0800
Subject: [PATCH 2004/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227587831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ccd46fef41..6c7080feb98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78412458c3860e27303afcee5fecb81b716abe7fbfdcfc7fc93a3d44ce9e0834",
-    git_commit = "e6bcd45dd01ce2bbcf58a9444a669e2c127d79ab",
+    sha256 = "e708d6c49068cc90149155fd85583d2a7cee02041ba7fb2716c3d4439ccff8cf",
+    git_commit = "869f7cc28f6078e2dd7db759e0249cdfc27f5419",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0589677d60eeca884c715a5a849ac1180cfc31d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 16:02:55 -0800
Subject: [PATCH 2005/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227597565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c7080feb98..182b2b563ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e708d6c49068cc90149155fd85583d2a7cee02041ba7fb2716c3d4439ccff8cf",
-    git_commit = "869f7cc28f6078e2dd7db759e0249cdfc27f5419",
+    sha256 = "0aac2db442b364da9f9cf18da013ae1f7253e45e9758274a082c9d36ad53e846",
+    git_commit = "26d8486baa67d2c545aa4384f9d666dc7b9ad530",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5290c3c94deadab857263ae60a5919e5cb4c4687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 17:02:10 -0800
Subject: [PATCH 2006/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227605813
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 182b2b563ae..5f0e604abdc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0aac2db442b364da9f9cf18da013ae1f7253e45e9758274a082c9d36ad53e846",
-    git_commit = "26d8486baa67d2c545aa4384f9d666dc7b9ad530",
+    sha256 = "177972bf15079b3d83ed9bb367a0e88a5e5526a71da37ac359a34120e35b661e",
+    git_commit = "4435d81822bef10437b3ec7a73300db62a5a53ad",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From bf6dcaa7b4418fe63cd20b5805884a4a79501363 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 18:03:19 -0800
Subject: [PATCH 2007/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227612282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f0e604abdc..a7e929147c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "177972bf15079b3d83ed9bb367a0e88a5e5526a71da37ac359a34120e35b661e",
-    git_commit = "4435d81822bef10437b3ec7a73300db62a5a53ad",
+    sha256 = "b4b760c047f1aa20b84d49484077c3df25debad670a6f1600584576027aed6a0",
+    git_commit = "563ff22e7f6c9431072d2d9af6e876b3b4843920",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9e5335d1a05e604e7530af4e13dd62f7be246826 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jan 2019 19:01:57 -0800
Subject: [PATCH 2008/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227617116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7e929147c2..a61da7a7517 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4b760c047f1aa20b84d49484077c3df25debad670a6f1600584576027aed6a0",
-    git_commit = "563ff22e7f6c9431072d2d9af6e876b3b4843920",
+    sha256 = "61690b98aaa2ba0f03185fb4345bb6257d488ca682561a892ed8e3add2006e2c",
+    git_commit = "894278658bf6da29831371670862688f46153be0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 22bafabfdd6f3d332889f22765dab78eb2144785 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 00:02:13 -0800
Subject: [PATCH 2009/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227639645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a61da7a7517..a8d96eb1f1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61690b98aaa2ba0f03185fb4345bb6257d488ca682561a892ed8e3add2006e2c",
-    git_commit = "894278658bf6da29831371670862688f46153be0",
+    sha256 = "3236bdaeecb401b342a7612f1a80958e8f08d5bcea4de693af2ce426569c5476",
+    git_commit = "a8bf983c60f3684220996cd518d2b86e31dd6e1e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 9fea6858da5e64932bcae5e492e9236b1aefba88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 02:02:10 -0800
Subject: [PATCH 2010/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227653581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8d96eb1f1c..991f6fcf77f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3236bdaeecb401b342a7612f1a80958e8f08d5bcea4de693af2ce426569c5476",
-    git_commit = "a8bf983c60f3684220996cd518d2b86e31dd6e1e",
+    sha256 = "a5541dabe0e2d71598947dbb66b5b1d1952d9e5af3f9d8d21c36255cbb2a44e4",
+    git_commit = "df0bd2904e2ace75c53e0e7663a2f9cff23f261d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ed465f09971edd805b5daf195b5a093553287220 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 03:02:31 -0800
Subject: [PATCH 2011/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227659961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 991f6fcf77f..6c9885be966 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5541dabe0e2d71598947dbb66b5b1d1952d9e5af3f9d8d21c36255cbb2a44e4",
-    git_commit = "df0bd2904e2ace75c53e0e7663a2f9cff23f261d",
+    sha256 = "f08d0c27dea00c20cea14e0adeea1cfeefa6d49e6d6f493b540da21aaa7104db",
+    git_commit = "37326d1497de6de3ea32a1b121f99b2e50ac2dbc",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 44dd81cecbe8c3c2ad95e0f4f974ce7c357d9aa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 04:02:45 -0800
Subject: [PATCH 2012/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227665416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c9885be966..96ba709e573 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f08d0c27dea00c20cea14e0adeea1cfeefa6d49e6d6f493b540da21aaa7104db",
-    git_commit = "37326d1497de6de3ea32a1b121f99b2e50ac2dbc",
+    sha256 = "6ceccc2b8dbba6655fc253aa136a90081ef50809012552454b8cb2ed781a6ec6",
+    git_commit = "eb54349cb4274ab797917a9e0699decec0b9794c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 217a128a9cfed3ed6db2301a3590e02e6063bf40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 09:02:01 -0800
Subject: [PATCH 2013/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227696935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96ba709e573..a2aa7e54c75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ceccc2b8dbba6655fc253aa136a90081ef50809012552454b8cb2ed781a6ec6",
-    git_commit = "eb54349cb4274ab797917a9e0699decec0b9794c",
+    sha256 = "75a87e2988651eafb0c77d8aa2deeeca09c3643ae44ec78d16d5026fd8bc7fed",
+    git_commit = "31cf2b97f0f3b1a90d26a56016c4b984f62dea3e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 82b5d85916d2f11eb87b152d020bfc9c70c80f1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 10:02:03 -0800
Subject: [PATCH 2014/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227705361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2aa7e54c75..3fda9252144 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75a87e2988651eafb0c77d8aa2deeeca09c3643ae44ec78d16d5026fd8bc7fed",
-    git_commit = "31cf2b97f0f3b1a90d26a56016c4b984f62dea3e",
+    sha256 = "125025699f15a539ee979e6754d2bf83091aa07f4e35e6c1cc8e8b3e3e89d9bb",
+    git_commit = "dfad4e97b2d00df768e9e8df16179a6f7ceda43c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c7b3d944f6b5b6398f90384221e5f303b48dedcb Mon Sep 17 00:00:00 2001
From: laigd <laigd@google.com>
Date: Thu, 3 Jan 2019 10:10:18 -0800
Subject: [PATCH 2015/8103] Add half_plus_two SavedModel for TRT and
 corresponding docker image test. Related changes include:

- the test input shape is changed to two-dimensional since TRT requires input to
  be of at least two dimensional.
- the python script to generate the half_plus_two SavedModel is changed, so
  that the constants are not shared between the paths to compute y/y2 and y3,
  and it won't fuse the two paths into single node when applying optimizations
  like TF-TRT, which will break the 'serving_default' signature.

PiperOrigin-RevId: 227706980
---
 .../servables/tensorflow/testdata/BUILD       |   7 +++
 .../testdata/saved_model_half_plus_two.py     |   6 ++-
 .../00000123/saved_model.pb                   | Bin 0 -> 13551 bytes
 tensorflow_serving/tools/docker/tests/BUILD   |  32 +++++++++++++
 .../tests/dockerfile_devel_gpu_trt_test.sh    |  44 ++++++++++++++++++
 .../docker/tests/dockerfile_gpu_trt_test.sh   |  44 ++++++++++++++++++
 6 files changed, 132 insertions(+), 1 deletion(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/saved_model.pb
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_trt_test.sh
 create mode 100755 tensorflow_serving/tools/docker/tests/dockerfile_gpu_trt_test.sh

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index cc23480778d..0381e2b2fd8 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -100,6 +100,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_gpu_trt",
+    srcs = glob(
+        ["saved_model_half_plus_two_gpu_trt/**"],
+    ),
+)
+
 # Note: re-generate these files with :export_half_plus_two whenever model
 # changes.
 exports_files([
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index b793a8e58ff..b06ee1e007b 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -188,7 +188,11 @@ def _generate_saved_model_for_half_plus_two(export_dir,
         o3 = tf.keras.layers.Conv2D(1, [1, 1])(tf.zeros((1, 16, 16, 1)))
         y3 = o3[0, 0, 0, 0] + tf.add(tf.multiply(a, x2), c)
       else:
-        y3 = tf.add(tf.multiply(a, x2), c)
+        # Add separate constants for x2, to prevent optimizers like TF-TRT from
+        # fusing the paths to compute y/y2 and y3 together.
+        a2 = tf.Variable(0.5, name="a2")
+        c2 = tf.Variable(3.0, name="c2")
+        y3 = tf.add(tf.multiply(a2, x2), c2)
 
       y3 = tf.identity(y3, name="y3")
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/saved_model.pb
new file mode 100644
index 0000000000000000000000000000000000000000..5a25a431f6ba3328f8af80bd3bcd8a1bee6e91be
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diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index f0aaf26a233..4d60def5caa 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -109,3 +109,35 @@ sh_test(
     ],
     deps = [":docker_test_lib"],
 )
+
+sh_test(
+    name = "unittest_dockerfile_gpu_trt",
+    size = "medium",
+    srcs = ["dockerfile_gpu_trt_test.sh"],
+    args = ["tensorflow/serving:latest-gpu"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu_trt",
+    ],
+    tags = [
+        "exclusive",
+        "local",
+        "manual",
+    ],
+    deps = [":docker_test_lib"],
+)
+
+sh_test(
+    name = "unittest_dockerfile_devel_gpu_trt",
+    size = "medium",
+    srcs = ["dockerfile_devel_gpu_trt_test.sh"],
+    args = ["tensorflow/serving:latest-devel-gpu"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_gpu_trt",
+    ],
+    tags = [
+        "exclusive",
+        "local",
+        "manual",
+    ],
+    deps = [":docker_test_lib"],
+)
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_trt_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_trt_test.sh
new file mode 100755
index 00000000000..2c097f01bdd
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_devel_gpu_trt_test.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.devel-gpu basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response. This model will only load on a GPU.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile.devel-gpu \
+#         --test_arg=tensorflow/serving:latest-devel-gpu \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_DEVEL_IMAGE=true
+declare -r MODELNAME="saved_model_half_plus_two_gpu_trt"
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+# TF-TRT requires input to be at minimum two dimentional.
+declare -r REQUEST='{"instances": [[1.0],[2.0],[5.0]]}'
+declare -r RESPONSE='{"predictions":[[2.5],[3.0],[4.5]]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}
diff --git a/tensorflow_serving/tools/docker/tests/dockerfile_gpu_trt_test.sh b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_trt_test.sh
new file mode 100755
index 00000000000..ed474f89dde
--- /dev/null
+++ b/tensorflow_serving/tools/docker/tests/dockerfile_gpu_trt_test.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+# Copyright 2018 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+#
+# Tests if a Docker image built from Dockerfile.gpu basically functions.
+#
+# It does this by loading up a half plus two toy model in the Docker image
+# and querying it, validating the response. This model will only load on a GPU.
+#
+# The image passed to this test must be already available locally.
+#
+# Ex: $ bazel test :unittest_Dockerfile.gpu \
+#         --test_arg=tensorflow/serving:latest-gpu \
+#         --test_output=streamed --verbose_failures
+
+declare -r PROJDIR=$(pwd)/tensorflow_serving
+source ${PROJDIR}/tools/docker/tests/docker_test_lib.sh || exit 1
+
+# Values to fill in for test
+# ------------------------------------------------------------------------------
+declare -r USE_NVIDIA_RUNTIME=true
+declare -r IS_DEVEL_IMAGE=false
+declare -r MODELNAME="saved_model_half_plus_two_gpu_trt"
+declare -r MODELDIR="${PROJDIR}/servables/tensorflow/testdata"
+# TF-TRT requires input to be at minimum two dimentional.
+declare -r REQUEST='{"instances": [[1.0],[2.0],[5.0]]}'
+declare -r RESPONSE='{"predictions":[[2.5],[3.0],[4.5]]}'
+# ------------------------------------------------------------------------------
+
+# Grab the last argument as the image, so we can override the test arg in
+# the BUILD file
+test_docker_image ${@: -1}

From d8a3a0bcf7991a6d0f50112dd419eacaa798fc34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 11:02:12 -0800
Subject: [PATCH 2016/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227715781
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fda9252144..dd8c9006727 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "125025699f15a539ee979e6754d2bf83091aa07f4e35e6c1cc8e8b3e3e89d9bb",
-    git_commit = "dfad4e97b2d00df768e9e8df16179a6f7ceda43c",
+    sha256 = "8933ae9281c6f0bf8cbe7cf1d05e26c42775f1b85c91d7f2e9e176c440a3e5ff",
+    git_commit = "c2ec7217a8b122d6a561da5d7d96b94ede9b7684",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 557a9076e40519a5865dbd251d639c8a46ff696e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 12:02:52 -0800
Subject: [PATCH 2017/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227726449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd8c9006727..507f0045bfe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8933ae9281c6f0bf8cbe7cf1d05e26c42775f1b85c91d7f2e9e176c440a3e5ff",
-    git_commit = "c2ec7217a8b122d6a561da5d7d96b94ede9b7684",
+    sha256 = "2443c458b4ba86f7af8be6380bc8f1ef3fbee8834950f6c515e298e5b19c6d8e",
+    git_commit = "e018e12b4c18b8ce3d683100ddedde5481cd8c1c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From f5613882bd7d498c3484972347fde7a11914cdc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 13:02:18 -0800
Subject: [PATCH 2018/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227735489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 507f0045bfe..08ee9836861 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2443c458b4ba86f7af8be6380bc8f1ef3fbee8834950f6c515e298e5b19c6d8e",
-    git_commit = "e018e12b4c18b8ce3d683100ddedde5481cd8c1c",
+    sha256 = "23592c0da389f4c30fc50a50096ee06c9f99d71e878a02775b987449c9e29645",
+    git_commit = "41c30afbfb6a752f09f9b26db807b1a1ac494e8a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 60c22e5a9302ed7596b427983bc0c9e426605aa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 14:02:39 -0800
Subject: [PATCH 2019/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227746122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08ee9836861..b30e3cd6c82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23592c0da389f4c30fc50a50096ee06c9f99d71e878a02775b987449c9e29645",
-    git_commit = "41c30afbfb6a752f09f9b26db807b1a1ac494e8a",
+    sha256 = "be225bbe6447738211dd414cfcbc0dfc4da6c1ab2f32f568cfeae36f64ade0fc",
+    git_commit = "7e2d53c1c371f38c7f0ef13c1c06336b22a195c0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3e90bab1afa82e75585050cf8cb8457e429c0d22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 15:02:08 -0800
Subject: [PATCH 2020/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227756321
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b30e3cd6c82..f747ba52d65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be225bbe6447738211dd414cfcbc0dfc4da6c1ab2f32f568cfeae36f64ade0fc",
-    git_commit = "7e2d53c1c371f38c7f0ef13c1c06336b22a195c0",
+    sha256 = "4b4b69acc43c6887a6d8d586d740034bf1cf7963317c076d293b35e7a9c9e240",
+    git_commit = "4ee52f8b0751004e76164464938cafed9f1f3623",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2c280b017b5f3bfdc8e4c12581cb42d10651b40e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 16:03:28 -0800
Subject: [PATCH 2021/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227766395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f747ba52d65..f8f2aeab452 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b4b69acc43c6887a6d8d586d740034bf1cf7963317c076d293b35e7a9c9e240",
-    git_commit = "4ee52f8b0751004e76164464938cafed9f1f3623",
+    sha256 = "0571ed1d35c977850df878d69819be3c35c93a262f610556c3fa9e57be498cb8",
+    git_commit = "8f1e280350d1a0a6b4134327ecd029195438e767",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 1c44b44b720a0b12729dda9d7ed81b964685510a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 17:02:09 -0800
Subject: [PATCH 2022/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227775114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8f2aeab452..6993d437b07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0571ed1d35c977850df878d69819be3c35c93a262f610556c3fa9e57be498cb8",
-    git_commit = "8f1e280350d1a0a6b4134327ecd029195438e767",
+    sha256 = "f1aaa231bde748172adfc63a758ee3f3f7a8f582ec1e8e64339f3a07a0d8aaa7",
+    git_commit = "6932e795621a76a7e520bee529d915265b40e9bd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5c566693fe911e95f532060ac7a868b5ca2fea55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 18:02:27 -0800
Subject: [PATCH 2023/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227782015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6993d437b07..22f86dbb22d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1aaa231bde748172adfc63a758ee3f3f7a8f582ec1e8e64339f3a07a0d8aaa7",
-    git_commit = "6932e795621a76a7e520bee529d915265b40e9bd",
+    sha256 = "0e369a7c0f8efa77616a770c3ea8fd9bded4d1e5bb74fe69351af5e05dafb82a",
+    git_commit = "03258acbf396a1241dee813e86848dc768394afd",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c7caedb1c201168e8aa187bcff405bc88b082268 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 19:02:02 -0800
Subject: [PATCH 2024/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227787470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22f86dbb22d..7e0f5912431 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e369a7c0f8efa77616a770c3ea8fd9bded4d1e5bb74fe69351af5e05dafb82a",
-    git_commit = "03258acbf396a1241dee813e86848dc768394afd",
+    sha256 = "3dbbd01086167734d12065c8e9070a561b01083829c24e453d13265f4867419c",
+    git_commit = "846dba8e81fde8a47196c9b04d31f847e5cc336f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 27b88de8bd0e0213830ad9e13bb17fb6375f597a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 20:02:26 -0800
Subject: [PATCH 2025/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227792647
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e0f5912431..e5ec8fecab0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dbbd01086167734d12065c8e9070a561b01083829c24e453d13265f4867419c",
-    git_commit = "846dba8e81fde8a47196c9b04d31f847e5cc336f",
+    sha256 = "3eee8cb987688e743eebc59ef76cb75ba3fe3f7a51f1e51594dafa44aee6bd8e",
+    git_commit = "31c6f4b71526db08ba895f7f2c61f30d0eb3475c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 4cdb133f9653ad46de267eaefc84a831687e1d05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jan 2019 21:02:03 -0800
Subject: [PATCH 2026/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227797310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5ec8fecab0..266a065a78c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3eee8cb987688e743eebc59ef76cb75ba3fe3f7a51f1e51594dafa44aee6bd8e",
-    git_commit = "31c6f4b71526db08ba895f7f2c61f30d0eb3475c",
+    sha256 = "89882ac60bf51e15202b22212aa00d2307cb7318dec4093ae3b4c98deecf2407",
+    git_commit = "a2f7f39d982682fa8de050e001522581570c510f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 99dd95fc75a3af016e8508e7e153c644f4991146 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 02:01:51 -0800
Subject: [PATCH 2027/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227824181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 266a065a78c..9a428c72cad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89882ac60bf51e15202b22212aa00d2307cb7318dec4093ae3b4c98deecf2407",
-    git_commit = "a2f7f39d982682fa8de050e001522581570c510f",
+    sha256 = "4f3b7416bf62805d2f16bfe192e30a9aad3c8ff4d4d34e39bd7f92acdd8b7957",
+    git_commit = "72f0dadfffd8c2f635ec58ded5c38154644c6f3f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 78ffe52cd0761b763f0c49672b7af99d57135b29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 03:02:53 -0800
Subject: [PATCH 2028/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227830123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a428c72cad..62121ae1d0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f3b7416bf62805d2f16bfe192e30a9aad3c8ff4d4d34e39bd7f92acdd8b7957",
-    git_commit = "72f0dadfffd8c2f635ec58ded5c38154644c6f3f",
+    sha256 = "14ea4370beee6e200e664d19347b898b4a9f5e9f66873e35d3bcecc3608e0746",
+    git_commit = "6965d80c135a7c0008d2e17ce74529ab5798a5e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ff668676c6f03673d7a45709c70b546c7040e9a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 06:02:21 -0800
Subject: [PATCH 2029/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227844804
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62121ae1d0d..a2ec9f6c9a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "14ea4370beee6e200e664d19347b898b4a9f5e9f66873e35d3bcecc3608e0746",
-    git_commit = "6965d80c135a7c0008d2e17ce74529ab5798a5e4",
+    sha256 = "5364f6dd7e49394840edb8fa198d846a8a30a68c43827f6edc9d1f71e25bc63a",
+    git_commit = "8e4ca33c8b5861526bcdc43eb1af6d73e1670e92",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ea1c637d9b45a046cbbc0fb206335f6babb5f7bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 09:02:18 -0800
Subject: [PATCH 2030/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227864115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2ec9f6c9a4..d94df565256 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5364f6dd7e49394840edb8fa198d846a8a30a68c43827f6edc9d1f71e25bc63a",
-    git_commit = "8e4ca33c8b5861526bcdc43eb1af6d73e1670e92",
+    sha256 = "b9e9e85d2a9c6bb7096d6c1b86cba7d34784f87d7c395b21098632c6c2e835ab",
+    git_commit = "0bc20afeec2b06437a7196b0d191d61f181cd81a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 354e43a39386a54656c124e204f1a9de805e5acf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 10:02:01 -0800
Subject: [PATCH 2031/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227871914
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d94df565256..8cb7283ce7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9e9e85d2a9c6bb7096d6c1b86cba7d34784f87d7c395b21098632c6c2e835ab",
-    git_commit = "0bc20afeec2b06437a7196b0d191d61f181cd81a",
+    sha256 = "5a366089abfee9b1dd41caa699684588a7f12bc9f1eae6ddfbb4e4a5dd20ff4f",
+    git_commit = "bd2f78fd205faa739c657d26156bd27e02223df0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 15164d27fd4abaaa60974ec1f1c2b0961d7d2941 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 11:02:54 -0800
Subject: [PATCH 2032/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227881885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cb7283ce7d..917ea8e8f0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a366089abfee9b1dd41caa699684588a7f12bc9f1eae6ddfbb4e4a5dd20ff4f",
-    git_commit = "bd2f78fd205faa739c657d26156bd27e02223df0",
+    sha256 = "fe84b36924996c3573bd8c4fb005ea92f489b1524a966682594c0756e93a33ed",
+    git_commit = "2a3d6401a3f21e4c9d043d90da48444d6e24e057",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 79890973d73497d9ec5aff2955f0d69d8cbee95e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 12:03:13 -0800
Subject: [PATCH 2033/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227892161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 917ea8e8f0d..a5e3d712dc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe84b36924996c3573bd8c4fb005ea92f489b1524a966682594c0756e93a33ed",
-    git_commit = "2a3d6401a3f21e4c9d043d90da48444d6e24e057",
+    sha256 = "b7285beae081f2bd31b3f22cc48936b4c50896202bfd53058b2f518e73a7a894",
+    git_commit = "d76c2d0a570495854617c318a2708636f5530f27",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2f2c21db403bc57d28677d04061e46d36629bd5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 13:02:38 -0800
Subject: [PATCH 2034/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227900956
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5e3d712dc6..969586d9ede 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7285beae081f2bd31b3f22cc48936b4c50896202bfd53058b2f518e73a7a894",
-    git_commit = "d76c2d0a570495854617c318a2708636f5530f27",
+    sha256 = "b9e12a5fc8131dc0348609c56ff79b058653e4f5af1692d6f9abaec19d3f4ce8",
+    git_commit = "37afc40b6f33073193114c081bcda939289deca0",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From ee74536c4c40a10e767da74f07c02ee5839d2e7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 14:02:12 -0800
Subject: [PATCH 2035/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227910155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 969586d9ede..b41225b162b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9e12a5fc8131dc0348609c56ff79b058653e4f5af1692d6f9abaec19d3f4ce8",
-    git_commit = "37afc40b6f33073193114c081bcda939289deca0",
+    sha256 = "b6119a586d85f8baab8ddf6b34ef152d8e961cfa8db50ebcd850e86eff35a7b9",
+    git_commit = "e2071f6a0502a5bc81abd0cb533f3b52ba0e7855",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c30ddd357ed9b7b6c8d7d9bdba598d636250da42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 15:02:16 -0800
Subject: [PATCH 2036/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227919829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b41225b162b..0e9755fa58a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6119a586d85f8baab8ddf6b34ef152d8e961cfa8db50ebcd850e86eff35a7b9",
-    git_commit = "e2071f6a0502a5bc81abd0cb533f3b52ba0e7855",
+    sha256 = "091d8f9a043485ce27526cd858716c53fa60848119fec55ee3a4c0aa48515153",
+    git_commit = "efe565bc0981e80a52a97f3961cfba3e87023b42",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b60b02d64ece1248b623e71905f3f6fee57ae099 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 16:03:26 -0800
Subject: [PATCH 2037/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227928868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e9755fa58a..ed9b12ce4ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "091d8f9a043485ce27526cd858716c53fa60848119fec55ee3a4c0aa48515153",
-    git_commit = "efe565bc0981e80a52a97f3961cfba3e87023b42",
+    sha256 = "6481e807781a76eae009604352560f74df2f2e501ca3932c5caf22c495b6f068",
+    git_commit = "07777005d9b3feff4c8d74348739ad17de510131",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From eae3707a7bc2f5c7d852fd70d2197d1883813e75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 17:02:07 -0800
Subject: [PATCH 2038/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227935983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed9b12ce4ed..35a22b4e4fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6481e807781a76eae009604352560f74df2f2e501ca3932c5caf22c495b6f068",
-    git_commit = "07777005d9b3feff4c8d74348739ad17de510131",
+    sha256 = "42d85c3ba4e8c85f885807346cda34e169e9464c08103944f55cb0731dded604",
+    git_commit = "571d0114eda553e2d1b5c9c71f77c2211b5914e3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 24c7d9cd3e4bea0fe84b9d9d37a63834f2783f9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 18:02:28 -0800
Subject: [PATCH 2039/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227941738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35a22b4e4fe..08f7f04ec30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42d85c3ba4e8c85f885807346cda34e169e9464c08103944f55cb0731dded604",
-    git_commit = "571d0114eda553e2d1b5c9c71f77c2211b5914e3",
+    sha256 = "bdf4e059cbfdb274d0a9a187452c9ae25e867859651a4beda97c1ad8c39e845b",
+    git_commit = "774ede5790c6cf11da05ca1082e9870db7b843f9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 14d9f10c5dadf04e2bd6567a1c2d9f464bdc8a02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 19:02:14 -0800
Subject: [PATCH 2040/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227946067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08f7f04ec30..c1d67dcde30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdf4e059cbfdb274d0a9a187452c9ae25e867859651a4beda97c1ad8c39e845b",
-    git_commit = "774ede5790c6cf11da05ca1082e9870db7b843f9",
+    sha256 = "2ab60d37d5da32e413f4af1406d25fe4b102a4af858d5e310800b0374f9e5483",
+    git_commit = "1814e22d3cf78fd6e5b172c6de1a44cd6abc25f3",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b3a6889e27f0b28679f9cff8b6425559a929e150 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 20:03:07 -0800
Subject: [PATCH 2041/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227949971
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1d67dcde30..0ba9b6f082f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ab60d37d5da32e413f4af1406d25fe4b102a4af858d5e310800b0374f9e5483",
-    git_commit = "1814e22d3cf78fd6e5b172c6de1a44cd6abc25f3",
+    sha256 = "36591c40a722c9ec0b6cf11bec8dd7a14a8abb440c193e55f256f76c76dd3682",
+    git_commit = "d93409b9dfc3bfaacfa452fab603a089931b3335",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 32b6497bff3b0a975d4fa0a14c5107282bade632 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 21:02:48 -0800
Subject: [PATCH 2042/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227953614
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ba9b6f082f..861be4aa292 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36591c40a722c9ec0b6cf11bec8dd7a14a8abb440c193e55f256f76c76dd3682",
-    git_commit = "d93409b9dfc3bfaacfa452fab603a089931b3335",
+    sha256 = "e6d3d5b58e454bced3f4586f309499a0f0c2885a535c0a6871e5375e4b9c3438",
+    git_commit = "47c68e37dee827d9c3fe95f39e5fb49d07a573a5",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 776054246282770fd25ca9024c3d71f2cba63576 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jan 2019 23:02:02 -0800
Subject: [PATCH 2043/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227960155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 861be4aa292..998b0b1e6e8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6d3d5b58e454bced3f4586f309499a0f0c2885a535c0a6871e5375e4b9c3438",
-    git_commit = "47c68e37dee827d9c3fe95f39e5fb49d07a573a5",
+    sha256 = "736754358c137244ebcea162c1bfa7fc4e6e1250cddb58d2d88205a8685b9474",
+    git_commit = "20dc97f0f11534adca40d66e5268eb74e012e254",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8aaea5bdc92f5bbb33a73b8d2c58e4e5da631f59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jan 2019 00:02:13 -0800
Subject: [PATCH 2044/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227963600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 998b0b1e6e8..5179dc095cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "736754358c137244ebcea162c1bfa7fc4e6e1250cddb58d2d88205a8685b9474",
-    git_commit = "20dc97f0f11534adca40d66e5268eb74e012e254",
+    sha256 = "aefcf27625ebbc96914d5d1c7b17d5197ab4a1d39b029340717497c0dfe8c92e",
+    git_commit = "058bb7c3512455d2d83d2094a6f6e60b0ca6ee05",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 53da0763b7b026dbd86c34b4a441994c98c976c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jan 2019 03:02:17 -0800
Subject: [PATCH 2045/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 227976045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5179dc095cf..78156b60deb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aefcf27625ebbc96914d5d1c7b17d5197ab4a1d39b029340717497c0dfe8c92e",
-    git_commit = "058bb7c3512455d2d83d2094a6f6e60b0ca6ee05",
+    sha256 = "9a8fa8e7062b5ab09e9e87f6d4cec020e25dc25e958b743203e37e585c66bef3",
+    git_commit = "9e8962b78b3c514cb1163c01fa7ab767592f952f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 16f6443586013bf9b4089795f72ee3256f9aab5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jan 2019 15:02:18 -0800
Subject: [PATCH 2046/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228010778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78156b60deb..816175d6758 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a8fa8e7062b5ab09e9e87f6d4cec020e25dc25e958b743203e37e585c66bef3",
-    git_commit = "9e8962b78b3c514cb1163c01fa7ab767592f952f",
+    sha256 = "17ddc2c718af7b4797f3b7360c02c83f8f8ac320b3cd82f2393d6f0cff2506c1",
+    git_commit = "f69eca8cef2e8536364bb5a6e5f966a5e071812f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 62eaa73c961ac232e2bc2dce8f2805c27a231eee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 03:01:58 -0800
Subject: [PATCH 2047/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228044869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 816175d6758..3da2ddc0d92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17ddc2c718af7b4797f3b7360c02c83f8f8ac320b3cd82f2393d6f0cff2506c1",
-    git_commit = "f69eca8cef2e8536364bb5a6e5f966a5e071812f",
+    sha256 = "c140655251a65dc9b41b4685a08ee924afefd86bc52641b6a002f37450ff5154",
+    git_commit = "933109e06a36d1e85daa59214ee37f0e3d170cc8",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b5aaa3c5f77c38573c73d1da613eaf023cf21d3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 04:02:13 -0800
Subject: [PATCH 2048/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228047942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3da2ddc0d92..c9da1213b9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c140655251a65dc9b41b4685a08ee924afefd86bc52641b6a002f37450ff5154",
-    git_commit = "933109e06a36d1e85daa59214ee37f0e3d170cc8",
+    sha256 = "7b5045a11e5356ba56f261bc2ab1189a839e7df5032dfea9ce7ec85c87d36f33",
+    git_commit = "a0804de99207eb89b38a315b7baa0eb2976931c7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 51aa6d7355eb4b9f9883cdb7a7e4cb8e47e09f1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 05:02:32 -0800
Subject: [PATCH 2049/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228051038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9da1213b9f..a7f1535acd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b5045a11e5356ba56f261bc2ab1189a839e7df5032dfea9ce7ec85c87d36f33",
-    git_commit = "a0804de99207eb89b38a315b7baa0eb2976931c7",
+    sha256 = "36ab58f5888da5f65d379fafaa8f16c46ca2abe3fdaa780f6cb6d16c5c339ddb",
+    git_commit = "92985e67564c119203f0aaca94b5a334d87c35e4",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3524d48830de6cec40937acd5193001dced925f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 16:03:18 -0800
Subject: [PATCH 2050/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228083373
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7f1535acd3..733fdc23757 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36ab58f5888da5f65d379fafaa8f16c46ca2abe3fdaa780f6cb6d16c5c339ddb",
-    git_commit = "92985e67564c119203f0aaca94b5a334d87c35e4",
+    sha256 = "9f9d11ab54d81714b0eb485a5118ffdbfdf2a2465c09ca38864cec8002de73f0",
+    git_commit = "1c7de3473c6b9eb6c5b3bd63ee75c203f7a5296c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c8aedaa040799d0b509f6a5ff5a5d2902334b1b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 18:02:26 -0800
Subject: [PATCH 2051/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228089629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 733fdc23757..ced8643e158 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f9d11ab54d81714b0eb485a5118ffdbfdf2a2465c09ca38864cec8002de73f0",
-    git_commit = "1c7de3473c6b9eb6c5b3bd63ee75c203f7a5296c",
+    sha256 = "2434ae2aebbf681534fca88f3ec547f49bab3968fb838b6589c3f1ccbde617ee",
+    git_commit = "38c91321421694432117b077294df43aa31d1193",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 081a2639777c9074f354d637fee00884b89b0b4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jan 2019 21:02:15 -0800
Subject: [PATCH 2052/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228101459
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ced8643e158..8213b957488 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2434ae2aebbf681534fca88f3ec547f49bab3968fb838b6589c3f1ccbde617ee",
-    git_commit = "38c91321421694432117b077294df43aa31d1193",
+    sha256 = "eb2f0b9241d1b74959c3aa42c8dc498ebc10db7b7393293a2796ef256aa77c0d",
+    git_commit = "187a8cba72aae56ed8dfbe5c2d5779664b7683f2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5ba1b45f56cd739b3fc4221da94dc2b1492c8c5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 02:02:17 -0800
Subject: [PATCH 2053/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228126888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8213b957488..f4442ae1fbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb2f0b9241d1b74959c3aa42c8dc498ebc10db7b7393293a2796ef256aa77c0d",
-    git_commit = "187a8cba72aae56ed8dfbe5c2d5779664b7683f2",
+    sha256 = "8413e1e240479bf8c12d5d3e3a24e48878ed90caff59e3221eea5431f18c7aab",
+    git_commit = "b8f2207ead5c6ce6e7e98479a88a08e4977aa83d",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 47547050fcc53fa817ea1966371933eef5293a76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 03:02:44 -0800
Subject: [PATCH 2054/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228133388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4442ae1fbb..c36c6c6192e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8413e1e240479bf8c12d5d3e3a24e48878ed90caff59e3221eea5431f18c7aab",
-    git_commit = "b8f2207ead5c6ce6e7e98479a88a08e4977aa83d",
+    sha256 = "40940639295e6ed56e0c6ec172638c52062bde0c01e5962848417e5ab1c21cbe",
+    git_commit = "48d0e4d813b914fc480c51de5c48903b9bcc4cc7",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 8f21caa269c01066c903ce1509c46a2a11f9c61f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 04:02:23 -0800
Subject: [PATCH 2055/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228139342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c36c6c6192e..a54be99d5b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40940639295e6ed56e0c6ec172638c52062bde0c01e5962848417e5ab1c21cbe",
-    git_commit = "48d0e4d813b914fc480c51de5c48903b9bcc4cc7",
+    sha256 = "7b6393db1e7b41f324e6a04693a8fe8cb847eb1bbe0789bbd3f9e0c7789cb67c",
+    git_commit = "f64f7f787d3596cb7c9228f131f06c159a0ec188",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c10ecab595f6781f70bf893a3074bb8659b4411c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 09:01:55 -0800
Subject: [PATCH 2056/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228175251
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a54be99d5b5..13d6cf05e61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b6393db1e7b41f324e6a04693a8fe8cb847eb1bbe0789bbd3f9e0c7789cb67c",
-    git_commit = "f64f7f787d3596cb7c9228f131f06c159a0ec188",
+    sha256 = "45d2c99be9bd7a0a4e0eb6eddc8c5920feab874bd2a41e1e0a11acc1f80f53b3",
+    git_commit = "2703d8e84aced78a05ec7ad1ea0e5f4d0fe70f9f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5fcc63302b182de2d99c4ae4f7a4ad858bd892d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 13:01:57 -0800
Subject: [PATCH 2057/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228220212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13d6cf05e61..e260928488c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45d2c99be9bd7a0a4e0eb6eddc8c5920feab874bd2a41e1e0a11acc1f80f53b3",
-    git_commit = "2703d8e84aced78a05ec7ad1ea0e5f4d0fe70f9f",
+    sha256 = "5702f9344bec4b150c36fae1cdb5b1f61d8aa37fc8443e900e97bf191f061fab",
+    git_commit = "2c0a8c16477999cc791705112f501d4530649938",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2bfbf6d40fbb722efecb34a1df7c6600aadd97b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 14:02:03 -0800
Subject: [PATCH 2058/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228231255
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e260928488c..fbbc53a41f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5702f9344bec4b150c36fae1cdb5b1f61d8aa37fc8443e900e97bf191f061fab",
-    git_commit = "2c0a8c16477999cc791705112f501d4530649938",
+    sha256 = "d76da29b193f3c8375e9f92b53128b65bc5300c747b3eb4b96d97ad4300adf63",
+    git_commit = "021a8fe8a70b880031958f596b6c96e819e14386",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 7e5de6b8b05ed8bde63b800806d1f78dd76fedfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 15:03:03 -0800
Subject: [PATCH 2059/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228242933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbbc53a41f1..b2d7bc288cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d76da29b193f3c8375e9f92b53128b65bc5300c747b3eb4b96d97ad4300adf63",
-    git_commit = "021a8fe8a70b880031958f596b6c96e819e14386",
+    sha256 = "08c15d23868f590e60160e0ca63c0c265fb7ae01dea7c221b9a7a0a5048c3090",
+    git_commit = "95d708d7b9e3f22c09ca77004e68f2cadb295226",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 23b2438600468a67843ce408d26c9e87175fe78f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 16:02:43 -0800
Subject: [PATCH 2060/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228253337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2d7bc288cf..dc199bd817b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08c15d23868f590e60160e0ca63c0c265fb7ae01dea7c221b9a7a0a5048c3090",
-    git_commit = "95d708d7b9e3f22c09ca77004e68f2cadb295226",
+    sha256 = "4d53db734ce11c83cb7f91384f94378683c4af578a25f230ee6343f929573c3b",
+    git_commit = "0c0046922a1b06de7431179e4e7b79d96e9091c2",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 155c58fcdbb9b11da6d035d0e6f527dc2659ca8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 17:02:49 -0800
Subject: [PATCH 2061/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228261451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc199bd817b..a57178d62db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d53db734ce11c83cb7f91384f94378683c4af578a25f230ee6343f929573c3b",
-    git_commit = "0c0046922a1b06de7431179e4e7b79d96e9091c2",
+    sha256 = "60d18f3a8dbe05af13034065ea9b7e7b121c13ecace5e8a72db669cc3f7c52fd",
+    git_commit = "6d26622733a3f55861c135b857b2cbce981b2467",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 2b05bc2fabf83b51896f3bc38bee82a6c3a8c346 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 18:02:05 -0800
Subject: [PATCH 2062/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228267924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a57178d62db..fa046dea4cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60d18f3a8dbe05af13034065ea9b7e7b121c13ecace5e8a72db669cc3f7c52fd",
-    git_commit = "6d26622733a3f55861c135b857b2cbce981b2467",
+    sha256 = "4ed3cfd17b04809b91c471843a827cf38d95af3f345047bf0832da3bbca649da",
+    git_commit = "a253b9eab582307315567ba36d2b25033ad29b8b",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From cef769a690a67b5d093425a7e66db91de28db3c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 19:02:31 -0800
Subject: [PATCH 2063/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228272745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa046dea4cb..1cc26919d75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ed3cfd17b04809b91c471843a827cf38d95af3f345047bf0832da3bbca649da",
-    git_commit = "a253b9eab582307315567ba36d2b25033ad29b8b",
+    sha256 = "6bf3b21eea20e4a078e5952d9d2e373e8e650f7d5abef6bc647ee603967168d7",
+    git_commit = "fbbecc81be3b1eab0c15020ce3b0566e60e25c7f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 92adcee773b269323bbe5fbe63351f6aa06020cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 20:02:52 -0800
Subject: [PATCH 2064/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228276492
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1cc26919d75..d7c1f1cf2f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bf3b21eea20e4a078e5952d9d2e373e8e650f7d5abef6bc647ee603967168d7",
-    git_commit = "fbbecc81be3b1eab0c15020ce3b0566e60e25c7f",
+    sha256 = "4911517c9ba74048b46b89022ebddaf6526747a1476c81622fbb14926a020658",
+    git_commit = "5ed2c498eddc0b95ae43d6f4c39e29011cd97694",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 644a1c19e2fd72532c50dbb8b4ec9e0cdcfe113c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 21:02:51 -0800
Subject: [PATCH 2065/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228279776
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7c1f1cf2f0..8f72e62fd65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4911517c9ba74048b46b89022ebddaf6526747a1476c81622fbb14926a020658",
-    git_commit = "5ed2c498eddc0b95ae43d6f4c39e29011cd97694",
+    sha256 = "3bbdb4c4ffc77feaf24183f8ae01d39530081f0f54bfabf7fee37d95d9c224eb",
+    git_commit = "4cff2f464cf195fedd8165a11319e8379746456f",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c83d556468e355cd496c99e7682b10b26789f573 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 22:02:07 -0800
Subject: [PATCH 2066/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228283403
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f72e62fd65..3da930dbd67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bbdb4c4ffc77feaf24183f8ae01d39530081f0f54bfabf7fee37d95d9c224eb",
-    git_commit = "4cff2f464cf195fedd8165a11319e8379746456f",
+    sha256 = "12f899723f6b00d3f1a29c698192be071a958de8759537dff6130d35dd76a367",
+    git_commit = "35c4a0c9b970ba6afcd19f21d6c69a112f6df09a",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 44a877b59736bb9fd7879c82e824529111b37d90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jan 2019 23:01:53 -0800
Subject: [PATCH 2067/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228286648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3da930dbd67..9e3d4dca61d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12f899723f6b00d3f1a29c698192be071a958de8759537dff6130d35dd76a367",
-    git_commit = "35c4a0c9b970ba6afcd19f21d6c69a112f6df09a",
+    sha256 = "7a6654d60b479b0e24233b4ba05f96d757e50db47795daab37c76d44c5d34394",
+    git_commit = "246780be77509fa4bea195d05fa73faa99467c58",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 5f2dccabaee433dea738af61d612b365cac75d22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 00:02:39 -0800
Subject: [PATCH 2068/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228290086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e3d4dca61d..2f7eda7e3d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a6654d60b479b0e24233b4ba05f96d757e50db47795daab37c76d44c5d34394",
-    git_commit = "246780be77509fa4bea195d05fa73faa99467c58",
+    sha256 = "70995d5b27e42cc7a6c56b454fd7943cd900280c179b96b4aefd3bd901451704",
+    git_commit = "2ca0bf7cf4e16cbed6affd7dd844fea4ed3a62df",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 3b1399a69f37a88ff1d143fe2149d3faa647e514 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 01:02:33 -0800
Subject: [PATCH 2069/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228294282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f7eda7e3d7..112f0862f2d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70995d5b27e42cc7a6c56b454fd7943cd900280c179b96b4aefd3bd901451704",
-    git_commit = "2ca0bf7cf4e16cbed6affd7dd844fea4ed3a62df",
+    sha256 = "58b8247ad6ee5035023fd02d582dfb6f77bb8d208ea9ea1c31e0b10a65cc7790",
+    git_commit = "94c604bdd72717b0c18a1648927529b27aeea320",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 548adf1a0d44f284dff57bc797e15bb6ec8cc325 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 02:01:59 -0800
Subject: [PATCH 2070/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228298896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 112f0862f2d..f3f8fdac51c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58b8247ad6ee5035023fd02d582dfb6f77bb8d208ea9ea1c31e0b10a65cc7790",
-    git_commit = "94c604bdd72717b0c18a1648927529b27aeea320",
+    sha256 = "e5efa97f47a6895bfd8f06f641caa5ce56e8e592ff36a1e6c69bf34c4372986f",
+    git_commit = "b504d86ca21f9ce57700d017ab8f6d411ca5afde",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From d65b410ce5eb93a2f7ecd4c02a4d92e42a96bedc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 03:02:26 -0800
Subject: [PATCH 2071/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228302952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3f8fdac51c..9cba4e2bc91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5efa97f47a6895bfd8f06f641caa5ce56e8e592ff36a1e6c69bf34c4372986f",
-    git_commit = "b504d86ca21f9ce57700d017ab8f6d411ca5afde",
+    sha256 = "7508a05f762c8927e0c6d718362a8446c264502a0e77d921631ef94d59f4f3d6",
+    git_commit = "f09a6224bac04fd8b45d72b5babee08212dcf836",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 03cfa3ed0fa41a058a9b3e11b45117413fad3912 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 04:02:27 -0800
Subject: [PATCH 2072/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228307010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9cba4e2bc91..145ddb23602 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7508a05f762c8927e0c6d718362a8446c264502a0e77d921631ef94d59f4f3d6",
-    git_commit = "f09a6224bac04fd8b45d72b5babee08212dcf836",
+    sha256 = "5743e6563517c47c76c181a2e57d722773346a72552bc58e00af10195658963d",
+    git_commit = "0ef4b190443a2f7b3b2330f053df5503af6b0191",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From 0bea824db85321580ec6e0edadf51dd9c228319b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 05:02:38 -0800
Subject: [PATCH 2073/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228310603
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 145ddb23602..45b59ef4ed1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5743e6563517c47c76c181a2e57d722773346a72552bc58e00af10195658963d",
-    git_commit = "0ef4b190443a2f7b3b2330f053df5503af6b0191",
+    sha256 = "955972652f3ffe489808627c99783a6fab49f16131177bcdbfc82dde39ccc54b",
+    git_commit = "137c142341c9f10a1e105403fbfb1123a1802eb9",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From b4d4f1bc855f933d95db44785bfcc73773a50aae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 06:02:14 -0800
Subject: [PATCH 2074/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228315439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45b59ef4ed1..25488010636 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "955972652f3ffe489808627c99783a6fab49f16131177bcdbfc82dde39ccc54b",
-    git_commit = "137c142341c9f10a1e105403fbfb1123a1802eb9",
+    sha256 = "d1053739eb12e9c3e7a39d72cee1a3d88549aee523b886ae991ab893fea7d9cb",
+    git_commit = "c503c6254608a622b06340f1f7ddd8f31565ab5e",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From c01e64713f68bb49836da579d0874614510cdeb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 07:01:56 -0800
Subject: [PATCH 2075/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228322705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25488010636..6a9766a28bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1053739eb12e9c3e7a39d72cee1a3d88549aee523b886ae991ab893fea7d9cb",
-    git_commit = "c503c6254608a622b06340f1f7ddd8f31565ab5e",
+    sha256 = "146370a33620b4aba9eac11d46fa11886e1bc0e09dd06371ae4d236bee5abad4",
+    git_commit = "114f0d81404e7f9a93297f11ebc2fbceee8dbf7c",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fdc5bdf51c001e9301cc36c11934379d24e1ce40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 09:02:01 -0800
Subject: [PATCH 2076/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228339433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a9766a28bb..c886c0048c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "146370a33620b4aba9eac11d46fa11886e1bc0e09dd06371ae4d236bee5abad4",
-    git_commit = "114f0d81404e7f9a93297f11ebc2fbceee8dbf7c",
+    sha256 = "12ed8036746a82eb91055c2fa9fb57f3b0a87ab650f13344066c070a59e97f95",
+    git_commit = "7fa90cddf07c6aac532306dac15e02216a83b9fa",
 )
 
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.

From fc0b75f2e325a187794bf437ff3227510d261afb Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 8 Jan 2019 10:38:51 -0800
Subject: [PATCH 2077/8103] Upgrade to Bazel 0.20.0

PiperOrigin-RevId: 228356571
---
 tools/bazel.rc => .bazelrc                           | 0
 WORKSPACE                                            | 4 +++-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 +--
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 +--
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 3 +--
 tensorflow_serving/workspace.bzl                     | 9 +++++----
 third_party/{libevent.BUILD => libevent/BUILD}       | 0
 third_party/{rapidjson.BUILD => rapidjson/BUILD}     | 0
 8 files changed, 11 insertions(+), 11 deletions(-)
 rename tools/bazel.rc => .bazelrc (100%)
 rename third_party/{libevent.BUILD => libevent/BUILD} (100%)
 rename third_party/{rapidjson.BUILD => rapidjson/BUILD} (100%)

diff --git a/tools/bazel.rc b/.bazelrc
similarity index 100%
rename from tools/bazel.rc
rename to .bazelrc
diff --git a/WORKSPACE b/WORKSPACE
index c886c0048c2..2f6defb1c43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,6 +15,8 @@ tensorflow_http_archive(
     git_commit = "7fa90cddf07c6aac532306dac15e02216a83b9fa",
 )
 
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
+
 # TensorFlow depends on "io_bazel_rules_closure" so we need this here.
 # Needs to be kept in sync with the same target in TensorFlow's WORKSPACE file.
 http_archive(
@@ -35,4 +37,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.15.0")
+check_bazel_version_at_least("0.20.0")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index e47460f2be0..edccb909310 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -60,8 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
-ENV BAZEL_VERSION 0.15.0
+ENV BAZEL_VERSION 0.20.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 088fd01faf0..ab988983cb1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -95,8 +95,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
-ENV BAZEL_VERSION 0.15.0
+ENV BAZEL_VERSION 0.20.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index a91370f4382..d59d6273f54 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -60,8 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-# Need >= 0.15.0 so bazel compiles work with docker bind mounts.
-ENV BAZEL_VERSION 0.15.0
+ENV BAZEL_VERSION 0.20.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 5d055628dbc..7c6ab3308b5 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -2,6 +2,7 @@
 # files.
 
 load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
 def tf_serving_workspace():
     """All TensorFlow Serving external dependencies."""
@@ -27,23 +28,23 @@ def tf_serving_workspace():
     )
 
     # ===== RapidJSON (rapidjson.org) dependencies =====
-    native.new_http_archive(
+    http_archive(
         name = "com_github_tencent_rapidjson",
         urls = [
             "https://github.com/Tencent/rapidjson/archive/v1.1.0.zip",
         ],
         sha256 = "8e00c38829d6785a2dfb951bb87c6974fa07dfe488aa5b25deec4b8bc0f6a3ab",
         strip_prefix = "rapidjson-1.1.0",
-        build_file = "third_party/rapidjson.BUILD",
+        build_file = "@//third_party/rapidjson:BUILD",
     )
 
     # ===== libevent (libevent.org) dependencies =====
-    native.new_http_archive(
+    http_archive(
         name = "com_github_libevent_libevent",
         urls = [
             "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip",
         ],
         sha256 = "70158101eab7ed44fd9cc34e7f247b3cae91a8e4490745d9d6eb7edc184e4d96",
         strip_prefix = "libevent-release-2.1.8-stable",
-        build_file = "third_party/libevent.BUILD",
+        build_file = "@//third_party/libevent:BUILD",
     )
diff --git a/third_party/libevent.BUILD b/third_party/libevent/BUILD
similarity index 100%
rename from third_party/libevent.BUILD
rename to third_party/libevent/BUILD
diff --git a/third_party/rapidjson.BUILD b/third_party/rapidjson/BUILD
similarity index 100%
rename from third_party/rapidjson.BUILD
rename to third_party/rapidjson/BUILD

From 2c38c215be297be65c157a9c76e20711e9f5966f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 11:02:16 -0800
Subject: [PATCH 2078/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228361486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f6defb1c43..096f9e69553 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12ed8036746a82eb91055c2fa9fb57f3b0a87ab650f13344066c070a59e97f95",
-    git_commit = "7fa90cddf07c6aac532306dac15e02216a83b9fa",
+    sha256 = "34f9c78e3fbc0c315c8c24a75b4111b79ab334cb6552b3c5418570432b7cbee3",
+    git_commit = "aa5e17a2dc94ba47d41a74021d6701a8c10de4a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 828c9e7fd45e940b4339d2b2c56e3a9494dd3e00 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 12:02:14 -0800
Subject: [PATCH 2079/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228373580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 096f9e69553..acb733ba1ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34f9c78e3fbc0c315c8c24a75b4111b79ab334cb6552b3c5418570432b7cbee3",
-    git_commit = "aa5e17a2dc94ba47d41a74021d6701a8c10de4a5",
+    sha256 = "327339280868f3f9dbdc97ec76ec0dbeadaf97f189f26095c66d93948c821577",
+    git_commit = "2ce3e3758d0fc1eea31b3e16c94321198c121953",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28a76406951c6b7e15c1cebc758fa7c00981b1a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 13:02:17 -0800
Subject: [PATCH 2080/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228383714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acb733ba1ea..e5f5a73f84c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "327339280868f3f9dbdc97ec76ec0dbeadaf97f189f26095c66d93948c821577",
-    git_commit = "2ce3e3758d0fc1eea31b3e16c94321198c121953",
+    sha256 = "678071539d3652d561a00d1885203732b0c5fb5905f8466ae106011b2518f23c",
+    git_commit = "989c8b40a9b3b7bd45aedef43315675b0d4baf8d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a84f1a62f852c38fb41ad1b32d3064357d25a75c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 14:02:01 -0800
Subject: [PATCH 2081/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228394981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5f5a73f84c..544dc9711cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "678071539d3652d561a00d1885203732b0c5fb5905f8466ae106011b2518f23c",
-    git_commit = "989c8b40a9b3b7bd45aedef43315675b0d4baf8d",
+    sha256 = "5c92844d54e81869981d9af34bb165ccf19a50e7025e7efd911341ffc08acb2d",
+    git_commit = "495b3eeef0386b1b89b7aa9df42f2cf438de6ebc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0483a73b7ad3d00fb92a96f28d24d19dafdc76a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 15:02:15 -0800
Subject: [PATCH 2082/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228406310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 544dc9711cf..fb75ffecb85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c92844d54e81869981d9af34bb165ccf19a50e7025e7efd911341ffc08acb2d",
-    git_commit = "495b3eeef0386b1b89b7aa9df42f2cf438de6ebc",
+    sha256 = "49a121f6e88a2a68985fad06ab1e683558a911d7972b470aef4a3803eab8578d",
+    git_commit = "fd54d400ba60e57daf431afe209133226e03acfc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 66ca16ee374790516c6d2e04be7ca76ceaaa4865 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 16:03:23 -0800
Subject: [PATCH 2083/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228417304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb75ffecb85..01c7aefa3dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49a121f6e88a2a68985fad06ab1e683558a911d7972b470aef4a3803eab8578d",
-    git_commit = "fd54d400ba60e57daf431afe209133226e03acfc",
+    sha256 = "3bf3035a70f8b137c3fbf99e7e54e95b20e9490950d6906a5093bcdef7c489c4",
+    git_commit = "9f0ab258f7d715171f878080e6ed5c880aea004c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bbd0d91c92a66c435a81db43f45b1182f47ee72b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 17:02:02 -0800
Subject: [PATCH 2084/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228426631
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01c7aefa3dc..8308303ff5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bf3035a70f8b137c3fbf99e7e54e95b20e9490950d6906a5093bcdef7c489c4",
-    git_commit = "9f0ab258f7d715171f878080e6ed5c880aea004c",
+    sha256 = "3b2dc50d392b3ebc6474677e6bfc0c926799486185739f2390866d0e96febff0",
+    git_commit = "0b53b291f31d9ac9d1bb9cffbc037fe978f593fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3e8ccebc8341dfbe4d39e4e8858067d9daa91fd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 18:02:20 -0800
Subject: [PATCH 2085/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228434491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8308303ff5f..89e685aa548 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b2dc50d392b3ebc6474677e6bfc0c926799486185739f2390866d0e96febff0",
-    git_commit = "0b53b291f31d9ac9d1bb9cffbc037fe978f593fd",
+    sha256 = "431290f11460f0f5c2cd8b2ebe837d3eeabd5f04caab96003a4c99fe44db9c2e",
+    git_commit = "c842394896de32c4160fc0f5f94dabf06890476d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9673728d1bdfca8611168962f936a3f2d06f0023 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 19:02:20 -0800
Subject: [PATCH 2086/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228440592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89e685aa548..57d2628cf88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "431290f11460f0f5c2cd8b2ebe837d3eeabd5f04caab96003a4c99fe44db9c2e",
-    git_commit = "c842394896de32c4160fc0f5f94dabf06890476d",
+    sha256 = "4e4703271c0327e5d4e4b9e3ba1617f72511db4fd32425607950c929e9243355",
+    git_commit = "fb8a14fde29f2dc19331d73795c2ead0e8ef0e8e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4471072e08d2c2dc86487e92109e5b59b9a05c78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 20:02:17 -0800
Subject: [PATCH 2087/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228445625
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57d2628cf88..67d54ef13d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e4703271c0327e5d4e4b9e3ba1617f72511db4fd32425607950c929e9243355",
-    git_commit = "fb8a14fde29f2dc19331d73795c2ead0e8ef0e8e",
+    sha256 = "2da181bbf5bfb6170bd9ccbdf7b9384c9bbb1308096b15b0c509fd3986c88c0e",
+    git_commit = "e3b8fedc923d03fd5f388daf444b42b22dd909b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f5ece315bbf1966d281175cfef751c0ad3db849 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jan 2019 21:01:46 -0800
Subject: [PATCH 2088/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228450347
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67d54ef13d8..2ce90570696 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2da181bbf5bfb6170bd9ccbdf7b9384c9bbb1308096b15b0c509fd3986c88c0e",
-    git_commit = "e3b8fedc923d03fd5f388daf444b42b22dd909b8",
+    sha256 = "85981ba8dd2a41709c3c5e1f1ee3dc21e8a10e0521354c6f3fc62e369518a292",
+    git_commit = "8d4893d6efa971b35db9f4eb654adb1559b7186c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0caebd472e264cbed10b2ed9879cba83d7090495 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 03:02:33 -0800
Subject: [PATCH 2089/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228486504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ce90570696..82e42abff80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85981ba8dd2a41709c3c5e1f1ee3dc21e8a10e0521354c6f3fc62e369518a292",
-    git_commit = "8d4893d6efa971b35db9f4eb654adb1559b7186c",
+    sha256 = "ef2f4970bbdb6671ac75419be382a6ffc5d7b50a885b4e1347f66ff694aa3a25",
+    git_commit = "746a9750f49d98b975a4cd0ee8c0f353426ffbc0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8bd650178904f84b41b11da3601951cc2059b7c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 04:02:20 -0800
Subject: [PATCH 2090/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228492222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82e42abff80..d8b58b6f036 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef2f4970bbdb6671ac75419be382a6ffc5d7b50a885b4e1347f66ff694aa3a25",
-    git_commit = "746a9750f49d98b975a4cd0ee8c0f353426ffbc0",
+    sha256 = "8e6e77fd7ea46bf804b2d95beb63958d08469f5acf8119f9a93ecfbabed7f9f5",
+    git_commit = "41b0fb94457c0de1688ed595e5ff2ada068fc93f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 31cc14f40cb615a3c7e65c2b7d08bba4742636c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 05:01:52 -0800
Subject: [PATCH 2091/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228497861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8b58b6f036..187cea29fec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e6e77fd7ea46bf804b2d95beb63958d08469f5acf8119f9a93ecfbabed7f9f5",
-    git_commit = "41b0fb94457c0de1688ed595e5ff2ada068fc93f",
+    sha256 = "24704cc8deedbd4e57f34192d2f390c6816e4f695a60625504a194c7ed878e87",
+    git_commit = "964e3d0bd8bcfbfc8bcc1de16f32df8190cd7b75",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 019d526a35309f165ec5bf04b2895a7a8fb4d287 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 06:02:25 -0800
Subject: [PATCH 2092/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228504052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 187cea29fec..9ae32a13098 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24704cc8deedbd4e57f34192d2f390c6816e4f695a60625504a194c7ed878e87",
-    git_commit = "964e3d0bd8bcfbfc8bcc1de16f32df8190cd7b75",
+    sha256 = "b28bad4ed7770886f2fea9b6c53341c106afae5f8514f6fec73ba22a99aa92e1",
+    git_commit = "6e6d7aad7300294425933bd053afce55107ccd35",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 40875e7c17b6a1b07ff4b6d8b37d94ed947c983c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 09:02:03 -0800
Subject: [PATCH 2093/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228526749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ae32a13098..88a7e147410 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b28bad4ed7770886f2fea9b6c53341c106afae5f8514f6fec73ba22a99aa92e1",
-    git_commit = "6e6d7aad7300294425933bd053afce55107ccd35",
+    sha256 = "b916da3cc2e6bd3aa561093368ac9be76a4802d7f587c4cdcde9166f4d1ea4b8",
+    git_commit = "b5fdd811998d495950c4b736879454be39acf163",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3ea28987a4d59db122199d6550924e2bd40b54b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 10:02:17 -0800
Subject: [PATCH 2094/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228536850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88a7e147410..d37a53c1398 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b916da3cc2e6bd3aa561093368ac9be76a4802d7f587c4cdcde9166f4d1ea4b8",
-    git_commit = "b5fdd811998d495950c4b736879454be39acf163",
+    sha256 = "91a26177441c3548f9778dca5c4fd1d5a9607588bc6dd215f2d09f7208648593",
+    git_commit = "beae80428e5a7d67417dc18561b8ed74724fe4bf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a83206a37ae184be4f5f81123df6ef281c3d765f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 11:02:15 -0800
Subject: [PATCH 2095/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228549300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d37a53c1398..064f7985ab0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91a26177441c3548f9778dca5c4fd1d5a9607588bc6dd215f2d09f7208648593",
-    git_commit = "beae80428e5a7d67417dc18561b8ed74724fe4bf",
+    sha256 = "1169456fbd030cb4333f533f18dfb3c2d55b54928f623a417303d8b2230242bf",
+    git_commit = "1ee193a2563d51ee45b401f2cff91f6e480e21db",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10f3b1476fa9c5f297809d79ffe52f9083aedf8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 12:02:12 -0800
Subject: [PATCH 2096/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228561309
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 064f7985ab0..8fcaf4acfe3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1169456fbd030cb4333f533f18dfb3c2d55b54928f623a417303d8b2230242bf",
-    git_commit = "1ee193a2563d51ee45b401f2cff91f6e480e21db",
+    sha256 = "46d0743eb837a393a3a94f051c88f27fe0849eb2d1a93a78afb86df60b4fb032",
+    git_commit = "65cfc6a54bc76912dd16c25b9e13610c4359a6d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ab94fc0c04357831a6600d0ee4e5d0c24b8bb560 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 13:02:04 -0800
Subject: [PATCH 2097/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228572059
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fcaf4acfe3..41486fb07bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46d0743eb837a393a3a94f051c88f27fe0849eb2d1a93a78afb86df60b4fb032",
-    git_commit = "65cfc6a54bc76912dd16c25b9e13610c4359a6d9",
+    sha256 = "a9e76fd9e6f9cfe48eb7f42597280f6558ba98e0b7c69a414b9e4e5ece6c373c",
+    git_commit = "01d9a34786ea0da087855f88ac32d0d7085c8266",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5afed9b030d940d41186445ad7fed2740207cc04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 14:01:50 -0800
Subject: [PATCH 2098/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228583395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41486fb07bf..0c6272a880b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9e76fd9e6f9cfe48eb7f42597280f6558ba98e0b7c69a414b9e4e5ece6c373c",
-    git_commit = "01d9a34786ea0da087855f88ac32d0d7085c8266",
+    sha256 = "f30f3c28886c0dcf6e4c2f08b95b28fc7f7103d3a050a30116e291cc24902c0a",
+    git_commit = "8fefcf7b8b236baf94674ca8fcb0777fd48c2ccd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 68fc6aa61d1ef83689848e8255489687af3a777f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 15:02:11 -0800
Subject: [PATCH 2099/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228595361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c6272a880b..bddcd44cc69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f30f3c28886c0dcf6e4c2f08b95b28fc7f7103d3a050a30116e291cc24902c0a",
-    git_commit = "8fefcf7b8b236baf94674ca8fcb0777fd48c2ccd",
+    sha256 = "20acdc8da692830e5bc4b173e906121e4e93122408e9dc3c95c0decf664d4fdd",
+    git_commit = "0a88318ac73a3d30dfee4ab1541070cbf82fe05c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fddf74820f61053e76a495b96ef24a09708b3b5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 16:02:24 -0800
Subject: [PATCH 2100/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228605609
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bddcd44cc69..f34e83ebe12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20acdc8da692830e5bc4b173e906121e4e93122408e9dc3c95c0decf664d4fdd",
-    git_commit = "0a88318ac73a3d30dfee4ab1541070cbf82fe05c",
+    sha256 = "1f2fba5073466bb7849067f30882ddac1dd292e225a36eab5618209267238c1f",
+    git_commit = "4b2b456ea4353864478e608a587ea9b5f7eb696c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e011b90a9546b68ea9759074a73d049500e81be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 17:02:04 -0800
Subject: [PATCH 2101/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228615960
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f34e83ebe12..5c1cea7a7ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f2fba5073466bb7849067f30882ddac1dd292e225a36eab5618209267238c1f",
-    git_commit = "4b2b456ea4353864478e608a587ea9b5f7eb696c",
+    sha256 = "931652e05dbc3875948d92feefb1f438c0d77b5b8884e712a0b3d01d7f2d3d93",
+    git_commit = "615182adb3d01fd8357e574bd8920c0995c6bbb8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1633a7ab57a35eb03581861b39f1433c0529af2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 18:02:20 -0800
Subject: [PATCH 2102/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228624338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c1cea7a7ce..02346b7e504 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "931652e05dbc3875948d92feefb1f438c0d77b5b8884e712a0b3d01d7f2d3d93",
-    git_commit = "615182adb3d01fd8357e574bd8920c0995c6bbb8",
+    sha256 = "fff8fb6fafc40a6f4b583befa8ef05fd4157b4f6323d1945c87c6cb792dffe1c",
+    git_commit = "7f9c7afd8829d20df25ee04f1999074290d7a45a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a9cfca57bbd74a8ec1bcc5a8cc4e139f09f69648 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 19:01:53 -0800
Subject: [PATCH 2103/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228630755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02346b7e504..5f539b26016 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fff8fb6fafc40a6f4b583befa8ef05fd4157b4f6323d1945c87c6cb792dffe1c",
-    git_commit = "7f9c7afd8829d20df25ee04f1999074290d7a45a",
+    sha256 = "62f493aac5eec2f020e19691f2d9bbfc82899978d3aa01c4e9b39864e20e1b3a",
+    git_commit = "d852dec831a4a4c30c3018187e52e25010bf9711",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b7c8d782d2a38f4954e9308d3ff458c2e37e118f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jan 2019 20:01:52 -0800
Subject: [PATCH 2104/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228635836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f539b26016..00467629e4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62f493aac5eec2f020e19691f2d9bbfc82899978d3aa01c4e9b39864e20e1b3a",
-    git_commit = "d852dec831a4a4c30c3018187e52e25010bf9711",
+    sha256 = "20dffb90568142c56208483e2d3a10b036f49bc93e7429b9b3245f824dfc2645",
+    git_commit = "767a1fe74600fadee070fbaa88cbb5f5917170bd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 350ad4a4f4aa8751a64c7a9aad5a401586b1d0ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 03:02:18 -0800
Subject: [PATCH 2105/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228676913
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00467629e4f..53a9511be9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20dffb90568142c56208483e2d3a10b036f49bc93e7429b9b3245f824dfc2645",
-    git_commit = "767a1fe74600fadee070fbaa88cbb5f5917170bd",
+    sha256 = "ecb8f911af9a2ebe4a18291096136953b1d11454f6e1265b336eb85affc3c644",
+    git_commit = "439d4ec9568a259f665efd878791530a6f5ca8f2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f891e78ee0476bc6eea6ffaedcb2736eda720f8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 04:02:17 -0800
Subject: [PATCH 2106/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228683164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53a9511be9c..8b0f50f0f09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecb8f911af9a2ebe4a18291096136953b1d11454f6e1265b336eb85affc3c644",
-    git_commit = "439d4ec9568a259f665efd878791530a6f5ca8f2",
+    sha256 = "b0761be0dc070df8a61fd7174b36983d708676e0961f81d5f4807275fa022a0a",
+    git_commit = "2f7e56a65104aeca0a7fcc98a7b10fb2cff9b1a3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f07e06fae1d87dc45b3c38f86eb261f03c65692 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 06:02:51 -0800
Subject: [PATCH 2107/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228696713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b0f50f0f09..8db4de505a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0761be0dc070df8a61fd7174b36983d708676e0961f81d5f4807275fa022a0a",
-    git_commit = "2f7e56a65104aeca0a7fcc98a7b10fb2cff9b1a3",
+    sha256 = "bdf2248bb5c203fa07ac195f3cc1923ddc8016850eb5e87bdfe50b7646b3901d",
+    git_commit = "ef088e54734e0412bc47e4f33d1df7c0672fdd87",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a15d238147a85e95db35977be14f54b26dc83c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 12:02:14 -0800
Subject: [PATCH 2108/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228751241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8db4de505a6..8f07320a83d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdf2248bb5c203fa07ac195f3cc1923ddc8016850eb5e87bdfe50b7646b3901d",
-    git_commit = "ef088e54734e0412bc47e4f33d1df7c0672fdd87",
+    sha256 = "f8ad8fd9ba510594b8f3bc66bf0f67337f12792032917a23b7c5421c0368b4b8",
+    git_commit = "1210b6506dbde52a5bf5c33d56f3c52dfbd505e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fa3beb1a2fbcf16b45e169d597df2b953df2f49e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 13:02:25 -0800
Subject: [PATCH 2109/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228761621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f07320a83d..eb2027a37c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8ad8fd9ba510594b8f3bc66bf0f67337f12792032917a23b7c5421c0368b4b8",
-    git_commit = "1210b6506dbde52a5bf5c33d56f3c52dfbd505e7",
+    sha256 = "06f86163f088c12c3a59597cd676e055c96c6c1313c7dcde97431d8255c88a9c",
+    git_commit = "1095ed8fe6808a70edb66d7970e9462db791e690",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 24ece4046168e7c063fb96196b38474c5dad672d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 14:01:59 -0800
Subject: [PATCH 2110/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228772466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb2027a37c2..4320042160e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06f86163f088c12c3a59597cd676e055c96c6c1313c7dcde97431d8255c88a9c",
-    git_commit = "1095ed8fe6808a70edb66d7970e9462db791e690",
+    sha256 = "2953247aa7c88e768b7fb3ecdfdfb1e51e13d54e3c678298d9dbe06e7b6571ab",
+    git_commit = "0418e820833f88bc3545644d0aed81f51022a359",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3ad53c6a05769aaa812aa039500fea0aef5f36f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 15:02:15 -0800
Subject: [PATCH 2111/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228783739
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4320042160e..855258cd204 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2953247aa7c88e768b7fb3ecdfdfb1e51e13d54e3c678298d9dbe06e7b6571ab",
-    git_commit = "0418e820833f88bc3545644d0aed81f51022a359",
+    sha256 = "9ec78050c00dc99906345ffc4501b01111ac56d93ed9275aab711d0455bfdaf0",
+    git_commit = "80e29253740b251d7632f613ceb414205248ce93",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9ad3a13f114c39c58dfc027a0b2258ea6cbd5f0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 16:02:45 -0800
Subject: [PATCH 2112/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228795015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 855258cd204..bb1674f8e6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ec78050c00dc99906345ffc4501b01111ac56d93ed9275aab711d0455bfdaf0",
-    git_commit = "80e29253740b251d7632f613ceb414205248ce93",
+    sha256 = "7f1ad0a6154157ddf4ff68fedcd635e9408a5399d819c57de742b5bb7e903a34",
+    git_commit = "7e3077a22530e253ab31417abb18de5bb60779ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2f035c8088602a1483bfb75d7b0b699112787d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 17:01:51 -0800
Subject: [PATCH 2113/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228804058
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb1674f8e6e..2c76d8d0811 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f1ad0a6154157ddf4ff68fedcd635e9408a5399d819c57de742b5bb7e903a34",
-    git_commit = "7e3077a22530e253ab31417abb18de5bb60779ef",
+    sha256 = "6857c07cf4fd7b46070e9061dc449964905c20c556225f239ecb95dbe6261c23",
+    git_commit = "d6623c9341cda24851827e5069fec810860f1616",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 57e2eecac0b65b18285001c91a44d25f0bbf765c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 18:01:55 -0800
Subject: [PATCH 2114/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228811499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c76d8d0811..bd538a5d8bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6857c07cf4fd7b46070e9061dc449964905c20c556225f239ecb95dbe6261c23",
-    git_commit = "d6623c9341cda24851827e5069fec810860f1616",
+    sha256 = "9e1ca109216d4737a77a106240e6100a29e7a95fe4a0a630e7786abf4ebf6f78",
+    git_commit = "3fc2b09b601e9d2c3e1bdd80d299c31b3adb0c0d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d7ab401a522e3b8675003bc52c151ac9b4750876 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 19:02:10 -0800
Subject: [PATCH 2115/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228817268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd538a5d8bf..a11ce4e6858 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e1ca109216d4737a77a106240e6100a29e7a95fe4a0a630e7786abf4ebf6f78",
-    git_commit = "3fc2b09b601e9d2c3e1bdd80d299c31b3adb0c0d",
+    sha256 = "a3cadd92fb628ca90f5a850ea21cecc4c4482ddd3e6fd3bad545a86ccd1bf0ea",
+    git_commit = "bdd76e2f04b17512d5c64a294975e7feb1231fab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c6a0494cb13c1d755c9014f9b91588ac30b1dc7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 20:02:59 -0800
Subject: [PATCH 2116/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228821794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a11ce4e6858..a7f20c73223 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3cadd92fb628ca90f5a850ea21cecc4c4482ddd3e6fd3bad545a86ccd1bf0ea",
-    git_commit = "bdd76e2f04b17512d5c64a294975e7feb1231fab",
+    sha256 = "bf508887fd525516851aa58112bbaa204dea912d12234fb090a05dc123d0eee2",
+    git_commit = "03fb5daa9cc0c84c52ab800843dcef22580f64c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7dc4311e62a7e71f3ceb6650400cb87a665df34d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 22:02:08 -0800
Subject: [PATCH 2117/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228830938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7f20c73223..ebc5f0acb2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf508887fd525516851aa58112bbaa204dea912d12234fb090a05dc123d0eee2",
-    git_commit = "03fb5daa9cc0c84c52ab800843dcef22580f64c2",
+    sha256 = "ca46551eb50891f9f96bb233976e4960dc0d910379694ed6a6956ad487c8fb2d",
+    git_commit = "764109a35299f55f7da5cbf6d3d8fc01a06668b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c87948f208ee002a538e24beb4182fdda9ec64cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jan 2019 23:02:01 -0800
Subject: [PATCH 2118/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228834850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebc5f0acb2c..f4e6e1b34fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca46551eb50891f9f96bb233976e4960dc0d910379694ed6a6956ad487c8fb2d",
-    git_commit = "764109a35299f55f7da5cbf6d3d8fc01a06668b6",
+    sha256 = "ccd700bcf75df5486b440104ddca79a3b1fd8a7fdeec03cc95df3ebd46e3528f",
+    git_commit = "489f1dc4573eabbff59c149031984ea8319a7bf8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1985504028f7b2bdbed8e5b6719bf6435c38e648 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 00:02:28 -0800
Subject: [PATCH 2119/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228838745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4e6e1b34fa..09577ac874c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccd700bcf75df5486b440104ddca79a3b1fd8a7fdeec03cc95df3ebd46e3528f",
-    git_commit = "489f1dc4573eabbff59c149031984ea8319a7bf8",
+    sha256 = "91656c273c86a952a202fc1bf429f0ae482cebc2bcfbe1ce67af45b7930fb104",
+    git_commit = "30afb286a47474dc68b61e572028e3b96b43af6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10adf48d82eaa4d327a144b1777a3f350be7c4a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 01:01:59 -0800
Subject: [PATCH 2120/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228843974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09577ac874c..ba4f519f50e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91656c273c86a952a202fc1bf429f0ae482cebc2bcfbe1ce67af45b7930fb104",
-    git_commit = "30afb286a47474dc68b61e572028e3b96b43af6a",
+    sha256 = "b4df7babc0089275b36a49bf08eab08cc8c27a16ffa3d0283c1943bbd7bbb459",
+    git_commit = "cfe3f839c852bb590f7b349376a2c3bfeb0a031f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 81af1c67c6ea27e743de793aed5279c75b6b8977 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 02:01:48 -0800
Subject: [PATCH 2121/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228850615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba4f519f50e..50709f3f1d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4df7babc0089275b36a49bf08eab08cc8c27a16ffa3d0283c1943bbd7bbb459",
-    git_commit = "cfe3f839c852bb590f7b349376a2c3bfeb0a031f",
+    sha256 = "39b792ed7f97954eee756c24d6680f2c57e808e4eabcdee21a47054fbd787cf7",
+    git_commit = "bac29e41394d029e94659b6d1df833237056b764",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8bd34d071987e5576000743227eea7ad3b4b6503 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 03:02:15 -0800
Subject: [PATCH 2122/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228855947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50709f3f1d7..fceee680027 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39b792ed7f97954eee756c24d6680f2c57e808e4eabcdee21a47054fbd787cf7",
-    git_commit = "bac29e41394d029e94659b6d1df833237056b764",
+    sha256 = "849973ab91cf68ad6ca24e384e3537bf602dc837cdb53859facb71d5ec255662",
+    git_commit = "c2ab6dc7a19cb121d22f36e03107315aeb5e3513",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3d2387ae74a6028e41856735d51fc61d1aa1af6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 04:01:54 -0800
Subject: [PATCH 2123/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228860363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fceee680027..f5631e236c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "849973ab91cf68ad6ca24e384e3537bf602dc837cdb53859facb71d5ec255662",
-    git_commit = "c2ab6dc7a19cb121d22f36e03107315aeb5e3513",
+    sha256 = "aacb11d72b93e13bb06ef66b1b593ef48cc342779b2972ab93e4ff06a96c4499",
+    git_commit = "cdbaf19b7bb6b6ccfc1f4123f5121448683cbfa3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 173654108d6082265af43a09f62c6735965535c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 08:02:03 -0800
Subject: [PATCH 2124/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228882706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5631e236c6..e83ca8c2d3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aacb11d72b93e13bb06ef66b1b593ef48cc342779b2972ab93e4ff06a96c4499",
-    git_commit = "cdbaf19b7bb6b6ccfc1f4123f5121448683cbfa3",
+    sha256 = "d4d63a324b683d9b571e47d020ed8706570920dbcac6680811f8241b6cda58e6",
+    git_commit = "b044b5977e6c0425d4eab66d7f9daa11e161e3ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6cf266ae12ed5a30389e11bb7faf0206f56331b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 11:03:46 -0800
Subject: [PATCH 2125/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228910269
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e83ca8c2d3e..444dee3d849 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4d63a324b683d9b571e47d020ed8706570920dbcac6680811f8241b6cda58e6",
-    git_commit = "b044b5977e6c0425d4eab66d7f9daa11e161e3ee",
+    sha256 = "0a0e3e4c4815496444b1520635a7fdd543f914ad704e15dd9a83e7d1cfa9bc86",
+    git_commit = "196715b526a695678891ec11d13b7290b3f6861a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e5801239e5f7bf30be84dd34641b20be21451fe8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 12:02:06 -0800
Subject: [PATCH 2126/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228921283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 444dee3d849..100f1c303a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a0e3e4c4815496444b1520635a7fdd543f914ad704e15dd9a83e7d1cfa9bc86",
-    git_commit = "196715b526a695678891ec11d13b7290b3f6861a",
+    sha256 = "b336b616074baa4e33b197a8208fc8c965d882075d9cf60fb23cec9fba9f65a5",
+    git_commit = "99ed07a8e162e2c30b591ee6f7dcc8e5fb57838d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2abc9ef99594bd70dee59937cf9fea930fd4ab8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 13:01:48 -0800
Subject: [PATCH 2127/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228930868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 100f1c303a7..b56eeba6a71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b336b616074baa4e33b197a8208fc8c965d882075d9cf60fb23cec9fba9f65a5",
-    git_commit = "99ed07a8e162e2c30b591ee6f7dcc8e5fb57838d",
+    sha256 = "bbd5a2cff89ec42690836e9df7da55587771b77e2a98839485f1bb9496c11517",
+    git_commit = "d2d8584845253fe30e1a43394f281d045b23492c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2bfa9cd6b60f48d7b0d5fa3161e1a378d6ff1cee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 14:02:17 -0800
Subject: [PATCH 2128/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228941025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b56eeba6a71..3309a9bb90a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbd5a2cff89ec42690836e9df7da55587771b77e2a98839485f1bb9496c11517",
-    git_commit = "d2d8584845253fe30e1a43394f281d045b23492c",
+    sha256 = "f8be1160bff1ebfe802faf67c1d5218d0ff86eaab561e379110735dd7070cdb3",
+    git_commit = "5bc8f987097b9cccc63c3aa310595f719edd1344",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddd454523df8a0f4dbed0b64ecb0fd3b17c76604 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 15:02:22 -0800
Subject: [PATCH 2129/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228951720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3309a9bb90a..f661b8c1f23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8be1160bff1ebfe802faf67c1d5218d0ff86eaab561e379110735dd7070cdb3",
-    git_commit = "5bc8f987097b9cccc63c3aa310595f719edd1344",
+    sha256 = "7dbb0281ba6eb7a6b2e35c12f4ac889a49042f238bfb2a4cb3434047bb9829f8",
+    git_commit = "b6e1f16f12ad9408fb8c983bc98bd62234ed8e39",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a8b1cedf94acb6faef4545b38c97ecd54746ef0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 16:02:47 -0800
Subject: [PATCH 2130/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228961655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f661b8c1f23..684960ab9f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7dbb0281ba6eb7a6b2e35c12f4ac889a49042f238bfb2a4cb3434047bb9829f8",
-    git_commit = "b6e1f16f12ad9408fb8c983bc98bd62234ed8e39",
+    sha256 = "e1c99f1aefaee00f00ca0b97a619192c0c701e97c26945e070b397ccc635c03b",
+    git_commit = "67c18c4f8be9544dac4f65e932327872228b8cec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e25907d1e252b4059c5abe38d6a3199fc9e52c75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 17:01:58 -0800
Subject: [PATCH 2131/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228969672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 684960ab9f5..1334f2e753a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1c99f1aefaee00f00ca0b97a619192c0c701e97c26945e070b397ccc635c03b",
-    git_commit = "67c18c4f8be9544dac4f65e932327872228b8cec",
+    sha256 = "c1019d4f4317784fe0f4d8d3f2be60a2e6330d51c5f01e1db2ec8d8f408abfcb",
+    git_commit = "5704143a6790225f7f08533fa0225136095688b1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8471d584d289dbf34e1ae2bc2a00d3b9aa788a65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 18:02:04 -0800
Subject: [PATCH 2132/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228975717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1334f2e753a..e36480c9b1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1019d4f4317784fe0f4d8d3f2be60a2e6330d51c5f01e1db2ec8d8f408abfcb",
-    git_commit = "5704143a6790225f7f08533fa0225136095688b1",
+    sha256 = "7e1c0a4c94c768dfbe3fd7de43f4a6e547572838f39067aca7c375becad6ea8b",
+    git_commit = "3bf87a030a7d05a347b541047dc9308edaafb7d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8931c3261046f1d1f862ff1ce3c3a97fc8838dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 19:02:50 -0800
Subject: [PATCH 2133/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228980334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e36480c9b1a..1743f9c855d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e1c0a4c94c768dfbe3fd7de43f4a6e547572838f39067aca7c375becad6ea8b",
-    git_commit = "3bf87a030a7d05a347b541047dc9308edaafb7d7",
+    sha256 = "fecd6c2b7bd9b225287f7f5a2b610be5dc70e8b55759ab63f63d465d3731e43e",
+    git_commit = "32f4097f8ac09039c010e59200f4f0e056990fcc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 738b029f072a924ac18d43446ee8336acaeb311a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 20:01:49 -0800
Subject: [PATCH 2134/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228983669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1743f9c855d..c51a9258d7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fecd6c2b7bd9b225287f7f5a2b610be5dc70e8b55759ab63f63d465d3731e43e",
-    git_commit = "32f4097f8ac09039c010e59200f4f0e056990fcc",
+    sha256 = "c729125ff38fb0cff06fcc2e976abb4c4425183fb214caf10a826e38d02ddd05",
+    git_commit = "bf87f8347ce24735d9d22173e289d7860a40498f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2b03367dda658b520fd70eb068cacf040ed6947 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jan 2019 23:01:49 -0800
Subject: [PATCH 2135/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 228992497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c51a9258d7f..dcec7365006 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c729125ff38fb0cff06fcc2e976abb4c4425183fb214caf10a826e38d02ddd05",
-    git_commit = "bf87f8347ce24735d9d22173e289d7860a40498f",
+    sha256 = "afa1caa98d09c6dedd94fd6fbafb24b1acd4a7704d20cdfb54417a1383af5a1b",
+    git_commit = "66e36030a8fce773c883ae1857fd067564138b27",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1bf8e5347d2b10affe571e1a88ea6f89ffb868a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Jan 2019 03:02:39 -0800
Subject: [PATCH 2136/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229006367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcec7365006..f858c766fc0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afa1caa98d09c6dedd94fd6fbafb24b1acd4a7704d20cdfb54417a1383af5a1b",
-    git_commit = "66e36030a8fce773c883ae1857fd067564138b27",
+    sha256 = "43223f0e35cec63fdeb88b199e184842d74ed4595a97b129d68d504341ce4383",
+    git_commit = "7d707dcce6f7755790a23271bedc1c737b643dc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 588ba5bb2bfbc80f93384a50af34bbc88f4e1687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Jan 2019 18:01:58 -0800
Subject: [PATCH 2137/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229043054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f858c766fc0..58a58a7e646 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43223f0e35cec63fdeb88b199e184842d74ed4595a97b129d68d504341ce4383",
-    git_commit = "7d707dcce6f7755790a23271bedc1c737b643dc7",
+    sha256 = "11a172854fa1ab8659c3771ea03d20246c6b67e81802a39e0173d2f7d0f81e8c",
+    git_commit = "3a10998daf52ea922aa7ff895af3012afe956866",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9320a9d76f640fd63746f26baf678becce73773 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Jan 2019 19:01:51 -0800
Subject: [PATCH 2138/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229045391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58a58a7e646..ac06a424bc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11a172854fa1ab8659c3771ea03d20246c6b67e81802a39e0173d2f7d0f81e8c",
-    git_commit = "3a10998daf52ea922aa7ff895af3012afe956866",
+    sha256 = "af10c4e71d6c7b2cd51a9617b5d6377273bd2fd80c867ae322813a657fa8916e",
+    git_commit = "8b6251446c730269bc698db83acd0787f44f3645",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b765e4d88f4b9073c1e000aa7ad813aa3c4e008b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Jan 2019 03:02:20 -0800
Subject: [PATCH 2139/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229067550
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac06a424bc6..fb07886e681 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af10c4e71d6c7b2cd51a9617b5d6377273bd2fd80c867ae322813a657fa8916e",
-    git_commit = "8b6251446c730269bc698db83acd0787f44f3645",
+    sha256 = "2700e509cac16f080a5eb204359d737c7ed7cb99ff8e0d313896873844605dcb",
+    git_commit = "898738bce44c0cfdaa36b1dfc865239eb48fa999",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ca39eeea32e9297255123cef2058ec7838a0baf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Jan 2019 20:02:30 -0800
Subject: [PATCH 2140/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229117220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb07886e681..d6b3836a70e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2700e509cac16f080a5eb204359d737c7ed7cb99ff8e0d313896873844605dcb",
-    git_commit = "898738bce44c0cfdaa36b1dfc865239eb48fa999",
+    sha256 = "7057dc7effca555558a82276b37ed631cb981f73c95157c0816208cec453b1ac",
+    git_commit = "ac4d3682939dac303082097d25ebda805409acde",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0bee3fb17638dc7651b542f75e95caa68cb9f2a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 03:02:05 -0800
Subject: [PATCH 2141/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229151920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6b3836a70e..db24abdedb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7057dc7effca555558a82276b37ed631cb981f73c95157c0816208cec453b1ac",
-    git_commit = "ac4d3682939dac303082097d25ebda805409acde",
+    sha256 = "3c28e9883316eb294ee92bef1bff6601df54f692b8d6ef34e989b71f07f4fe84",
+    git_commit = "6dd6ad9fd7353d945227fd87a93ef1f11eccc75e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 72598ada05530579f9422bdd39f563ee09e471c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 04:02:23 -0800
Subject: [PATCH 2142/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229157781
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db24abdedb1..ab7eaa930ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c28e9883316eb294ee92bef1bff6601df54f692b8d6ef34e989b71f07f4fe84",
-    git_commit = "6dd6ad9fd7353d945227fd87a93ef1f11eccc75e",
+    sha256 = "7c519d3900f69af95e73fceb64f7267d49b6aeac8663e5cde64ab8cb122e7a9a",
+    git_commit = "8f593c48c84a2d52d2ba8becf2eaef20250325a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d02609bc57c022ef06d587c645b69b65b7ce252c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 05:02:05 -0800
Subject: [PATCH 2143/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229163660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab7eaa930ff..ba39a70e8b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c519d3900f69af95e73fceb64f7267d49b6aeac8663e5cde64ab8cb122e7a9a",
-    git_commit = "8f593c48c84a2d52d2ba8becf2eaef20250325a0",
+    sha256 = "ac36b26afbf9aaf2800b653df61547b546b58e2b0c2f7dbe804bbcc99bb1c273",
+    git_commit = "3ed46c325f70e2f1521b850b43d2b174101d9472",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f34aa62f0df3dad28a7f1194020a9807d7dc7fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 09:01:50 -0800
Subject: [PATCH 2144/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229192106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba39a70e8b2..97f6faef430 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac36b26afbf9aaf2800b653df61547b546b58e2b0c2f7dbe804bbcc99bb1c273",
-    git_commit = "3ed46c325f70e2f1521b850b43d2b174101d9472",
+    sha256 = "a29fb8dc0bd71e94f81485205bd7709ed4209f0f7d404dfb319010d4cf6bd992",
+    git_commit = "6dae7e3ebbfd83b9f1d318ba5f2f2baeae17b9f5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 85ff418e20f29c92804eb626d48a033344d2534e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 10:02:03 -0800
Subject: [PATCH 2145/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229201748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97f6faef430..79b11d4c186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a29fb8dc0bd71e94f81485205bd7709ed4209f0f7d404dfb319010d4cf6bd992",
-    git_commit = "6dae7e3ebbfd83b9f1d318ba5f2f2baeae17b9f5",
+    sha256 = "82ec32c9f434af6a3912ada6b86101773dad45dca0e3f00d2b0d4309190e4294",
+    git_commit = "dbb3f15afb2ee8d6af7c4a4adc9843314ecfa1cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c44ccd259a90ec8a80be57ad85b5357a4d30d12e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 11:02:10 -0800
Subject: [PATCH 2146/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229214405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79b11d4c186..e2d6d5776c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82ec32c9f434af6a3912ada6b86101773dad45dca0e3f00d2b0d4309190e4294",
-    git_commit = "dbb3f15afb2ee8d6af7c4a4adc9843314ecfa1cc",
+    sha256 = "d281641594e32c3f6c35cd42a5c5351ccfc99daf41671039d24e1fd66186e453",
+    git_commit = "558974db23ee0ea8845ba4b0b7fa94f70408ac1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cda3f9ea320b501045a06b03a98fe9e4fbdd9c91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 12:02:12 -0800
Subject: [PATCH 2147/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229227121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2d6d5776c8..fc131b84751 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d281641594e32c3f6c35cd42a5c5351ccfc99daf41671039d24e1fd66186e453",
-    git_commit = "558974db23ee0ea8845ba4b0b7fa94f70408ac1b",
+    sha256 = "d92c4dbcc22a272298c992af9a6f7883b305ce61e8f884ae2caaf6b3afa11970",
+    git_commit = "adf8dac492adb33d4c71a4271f6f003a156eae22",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2754d3818a10fc9592212a28748c4a202134dd05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 13:01:44 -0800
Subject: [PATCH 2148/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229237752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc131b84751..3b15966098f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d92c4dbcc22a272298c992af9a6f7883b305ce61e8f884ae2caaf6b3afa11970",
-    git_commit = "adf8dac492adb33d4c71a4271f6f003a156eae22",
+    sha256 = "ebb52b8f49cf70314705de4f06583886110e0e610858ef41d7fdc3fb6486b64c",
+    git_commit = "30796c730b0d137b0367d425cbfbfae66c43a9ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6de43e5c97b19b3a2a71ca411ccffd5ad4b3db3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 14:02:00 -0800
Subject: [PATCH 2149/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229249658
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b15966098f..12b65d37dab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ebb52b8f49cf70314705de4f06583886110e0e610858ef41d7fdc3fb6486b64c",
-    git_commit = "30796c730b0d137b0367d425cbfbfae66c43a9ff",
+    sha256 = "ac77dc2ead22a9d18d925537143746fd300086b0a249f27b7234e97a6459e197",
+    git_commit = "419c28411c2499511b3cafb4773085e5906da090",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73b3eb0de05ac9bf0e9ae322b709e4c5f88fa1c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 15:02:21 -0800
Subject: [PATCH 2150/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229261785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12b65d37dab..a61eb2c32fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac77dc2ead22a9d18d925537143746fd300086b0a249f27b7234e97a6459e197",
-    git_commit = "419c28411c2499511b3cafb4773085e5906da090",
+    sha256 = "a9ec8c96fddf34d581080d1ebf5d95ce5b321d1fbab4e20bf88b7425904ab55f",
+    git_commit = "fec769a899962e2b4792041b4b6baf80b30111c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11f1cb22a82ad9f42882489ade73ebb20d3472ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 16:02:17 -0800
Subject: [PATCH 2151/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229274001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a61eb2c32fc..0b77744864b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9ec8c96fddf34d581080d1ebf5d95ce5b321d1fbab4e20bf88b7425904ab55f",
-    git_commit = "fec769a899962e2b4792041b4b6baf80b30111c6",
+    sha256 = "f745ff4e8d27c7172885fb15ddba87376e16fcc68c7f016b1d920fb92c29a740",
+    git_commit = "01c19850c0fd6b587f44ab5938e2d874744a2cbf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8ba4c258082ad13ceb52798bbf3e4919d74bf48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 17:01:50 -0800
Subject: [PATCH 2152/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229284188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b77744864b..7cea9611e19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f745ff4e8d27c7172885fb15ddba87376e16fcc68c7f016b1d920fb92c29a740",
-    git_commit = "01c19850c0fd6b587f44ab5938e2d874744a2cbf",
+    sha256 = "c7368de6bba9033a862be6e0a70d6acdcb79b82d481bd82e98598e22556db881",
+    git_commit = "681f6a6ac9344425549c8a38fcbfae854e7deddf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bca2008f55d1e19e5ebdc2bc5c041eaa2909fca3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 18:02:27 -0800
Subject: [PATCH 2153/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229292043
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cea9611e19..7e148935d7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7368de6bba9033a862be6e0a70d6acdcb79b82d481bd82e98598e22556db881",
-    git_commit = "681f6a6ac9344425549c8a38fcbfae854e7deddf",
+    sha256 = "b0e6a7bb5122a69dccbc5820554ec4f781ecb277ea1f5e3f12d2135d0d9b90bb",
+    git_commit = "3c922d7df747ce3c25a0ad75a41f23c7e8d1df1e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cea933ed6d7edea3eaa2aa7be40a01087ac5f068 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 19:01:42 -0800
Subject: [PATCH 2154/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229298064
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e148935d7f..0e1e15825ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0e6a7bb5122a69dccbc5820554ec4f781ecb277ea1f5e3f12d2135d0d9b90bb",
-    git_commit = "3c922d7df747ce3c25a0ad75a41f23c7e8d1df1e",
+    sha256 = "8324ae3b8fffb4557e20385f536f4db08a5f0c52c4bdb3ee44e20b719f1e4163",
+    git_commit = "7648a9554792d77a1506e39cc3a7bfc361126786",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f15b135adaa63c11197a312fa84e4f1f46a236c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 20:02:08 -0800
Subject: [PATCH 2155/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229303172
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e1e15825ca..7236a346abe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8324ae3b8fffb4557e20385f536f4db08a5f0c52c4bdb3ee44e20b719f1e4163",
-    git_commit = "7648a9554792d77a1506e39cc3a7bfc361126786",
+    sha256 = "260ee3d61fdb05f060dacc27b5ee3aee43663657b30050a82a5c06a157f0800a",
+    git_commit = "5634719232f2aa801adf3f9718cb92eb019da754",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e5525cdfe38d8f683cf89b43ef2df168c2d457f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 21:01:48 -0800
Subject: [PATCH 2156/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229308254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7236a346abe..efab9ed300a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "260ee3d61fdb05f060dacc27b5ee3aee43663657b30050a82a5c06a157f0800a",
-    git_commit = "5634719232f2aa801adf3f9718cb92eb019da754",
+    sha256 = "7133751d84d469c47572796f2cb30f993282ed2586f6bde5af2ac89bd2384381",
+    git_commit = "b74605a932fe9b7bc878fa83999d09d12d0e5e55",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b911d05eb6a700e1ad59b6ecfaa8efd70de107b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 22:01:36 -0800
Subject: [PATCH 2157/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229312812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efab9ed300a..c50da1b960c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7133751d84d469c47572796f2cb30f993282ed2586f6bde5af2ac89bd2384381",
-    git_commit = "b74605a932fe9b7bc878fa83999d09d12d0e5e55",
+    sha256 = "918a68fe6627ef3201fd848d0b8cfa38e02fbb0d9f8b165c7afaf0d17c7e5da3",
+    git_commit = "a6de72009482036ef3c367e59a267ca30d0903ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83c0a24141fa9df6510ffe07eb0911622d66f1f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jan 2019 23:01:59 -0800
Subject: [PATCH 2158/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229316911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c50da1b960c..30bb7c65894 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "918a68fe6627ef3201fd848d0b8cfa38e02fbb0d9f8b165c7afaf0d17c7e5da3",
-    git_commit = "a6de72009482036ef3c367e59a267ca30d0903ee",
+    sha256 = "ec3e02d3dc3efe1aa59e0d386d2fa61a294d60bb870b40596264875f084764e0",
+    git_commit = "e3aa49701d60a006d09786f5a240530ee5f47e25",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a5af90e516836f6b30dbbb4a0f3b5c83a9d982b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 02:02:20 -0800
Subject: [PATCH 2159/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229335123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30bb7c65894..4df053d9f5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec3e02d3dc3efe1aa59e0d386d2fa61a294d60bb870b40596264875f084764e0",
-    git_commit = "e3aa49701d60a006d09786f5a240530ee5f47e25",
+    sha256 = "f2048baabd895cd6985e7d7450ddffdc22e27c48d686ab6ece2f7124e2460268",
+    git_commit = "82e9fd50c1fd44a96b322e6317b645db338e9f25",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 608f801a1604c1c2686b8f969aa53a1f1055ab1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 03:02:42 -0800
Subject: [PATCH 2160/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229341144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4df053d9f5f..14df122caff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2048baabd895cd6985e7d7450ddffdc22e27c48d686ab6ece2f7124e2460268",
-    git_commit = "82e9fd50c1fd44a96b322e6317b645db338e9f25",
+    sha256 = "4ffb1b879fd97c73b9ebfd327e8cf0400b923cc1a25a21450c724f18e24d24ed",
+    git_commit = "dc07d3662531af7b3f049c6f3d3b010d4252df50",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eea2d2db8ec4f9779828464acc49a488a6281ef7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 08:44:30 -0800
Subject: [PATCH 2161/8103] Replace calls to deprecated googletest macros
 *TEST_CASE() with *TEST_SUITE()

PiperOrigin-RevId: 229378038
---
 tensorflow_serving/core/aspired_versions_manager_test.cc    | 2 +-
 tensorflow_serving/core/basic_manager_test.cc               | 6 +++---
 tensorflow_serving/core/caching_manager_test.cc             | 2 +-
 tensorflow_serving/model_servers/server_core_test.cc        | 4 ++--
 tensorflow_serving/servables/tensorflow/classifier_test.cc  | 2 +-
 .../servables/tensorflow/get_model_metadata_impl_test.cc    | 4 ++--
 .../servables/tensorflow/predict_impl_test.cc               | 2 +-
 tensorflow_serving/servables/tensorflow/regressor_test.cc   | 2 +-
 .../tensorflow/saved_model_bundle_source_adapter_test.cc    | 4 ++--
 tensorflow_serving/util/json_tensor_test.cc                 | 2 +-
 10 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index e216e5f3061..eb06057f6e5 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -154,7 +154,7 @@ class AspiredVersionsManagerTest
   std::unique_ptr<AspiredVersionsManager> manager_;
 };
 
-INSTANTIATE_TEST_CASE_P(
+INSTANTIATE_TEST_SUITE_P(
     WithOrWithoutThreadPools, AspiredVersionsManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 0c3630a677d..f982ff0c789 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -123,7 +123,7 @@ class BasicManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
   std::unique_ptr<BasicManager> basic_manager_;
 };
 
-INSTANTIATE_TEST_CASE_P(
+INSTANTIATE_TEST_SUITE_P(
     WithOrWithoutThreadPools, BasicManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
@@ -1017,8 +1017,8 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   basic_manager_.reset();
 }
 
-INSTANTIATE_TEST_CASE_P(WithOrWithoutFlush, FlushFileSystemCachesTest,
-                        ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(WithOrWithoutFlush, FlushFileSystemCachesTest,
+                         ::testing::Bool());
 
 TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
   const ServableId id = {kServableName3, 0};
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index b59cd27a88c..a3af73d10c4 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -214,7 +214,7 @@ class CachingManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
   StringLoaderFactory* string_loader_factory_;
 };
 
-INSTANTIATE_TEST_CASE_P(
+INSTANTIATE_TEST_SUITE_P(
     WithOrWithoutThreadPools, CachingManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index ca9e956c3ac..acd8629972c 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -790,13 +790,13 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
       ::testing::HasSubstr("Model version labels are not currently allowed"));
 }
 
-INSTANTIATE_TEST_CASE_P(
+INSTANTIATE_TEST_SUITE_P(
     TestType, ServerCoreTest,
     ::testing::Combine(
         ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));
 
-INSTANTIATE_TEST_CASE_P(
+INSTANTIATE_TEST_SUITE_P(
     TestType, RelativePathsServerCoreTest,
     ::testing::Combine(
         ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 4dc7df9a3cf..cbc427481a9 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -1187,7 +1187,7 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
 }
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, ClassifierTest, ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(UseSavedModel, ClassifierTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 081f5de0a3a..59f0b6bf780 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -231,8 +231,8 @@ TEST_P(GetModelMetadataImplTest, ModelSpecOverride) {
 }
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, GetModelMetadataImplTest,
-                        ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(UseSavedModel, GetModelMetadataImplTest,
+                         ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 0c83d3cea33..073a7af861f 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -507,7 +507,7 @@ TEST_P(PredictImplTest, ModelSpecOverride) {
 }
 
 // Test all PredictImplTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 0d6ace4463e..57adb907309 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -675,7 +675,7 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
 }
 
 // Test all RegressorTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, RegressorTest, ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(UseSavedModel, RegressorTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 7d1770b7744..9c4a9903a19 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -122,8 +122,8 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
 
 // Test all SavedModelBundleSourceAdapterTest test cases with
 // warmup enabled/disabled.
-INSTANTIATE_TEST_CASE_P(EnableWarmup, SavedModelBundleSourceAdapterTest,
-                        ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(EnableWarmup, SavedModelBundleSourceAdapterTest,
+                         ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 7e1c057e81e..2b4daa4eb7d 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1028,7 +1028,7 @@ class ClassifyRegressRequestTest : public ::testing::Test {
 };
 
 typedef ::testing::Types<ClassificationRequest, RegressionRequest> RequestTypes;
-TYPED_TEST_CASE(ClassifyRegressRequestTest, RequestTypes);
+TYPED_TEST_SUITE(ClassifyRegressRequestTest, RequestTypes);
 
 TYPED_TEST(ClassifyRegressRequestTest, RequestNoContext) {
   TypeParam req;

From d1df9aa6940131fdab28f2adda59a8057ca5b714 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 09:02:07 -0800
Subject: [PATCH 2162/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229380455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14df122caff..180925171aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ffb1b879fd97c73b9ebfd327e8cf0400b923cc1a25a21450c724f18e24d24ed",
-    git_commit = "dc07d3662531af7b3f049c6f3d3b010d4252df50",
+    sha256 = "19015e8c1909283e0d6599270f847b77b9ba3169a8ddfb725052c5dda5b2e266",
+    git_commit = "b329214d7bbf2e451e8631fee86ae40694869dd2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5be272a34052e365661c776121707ff01f2faf4a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 15 Jan 2019 13:10:40 -0800
Subject: [PATCH 2163/8103] Automated rollback of commit
 eea2d2db8ec4f9779828464acc49a488a6281ef7

PiperOrigin-RevId: 229426289
---
 tensorflow_serving/core/aspired_versions_manager_test.cc    | 2 +-
 tensorflow_serving/core/basic_manager_test.cc               | 6 +++---
 tensorflow_serving/core/caching_manager_test.cc             | 2 +-
 tensorflow_serving/model_servers/server_core_test.cc        | 4 ++--
 tensorflow_serving/servables/tensorflow/classifier_test.cc  | 2 +-
 .../servables/tensorflow/get_model_metadata_impl_test.cc    | 4 ++--
 .../servables/tensorflow/predict_impl_test.cc               | 2 +-
 tensorflow_serving/servables/tensorflow/regressor_test.cc   | 2 +-
 .../tensorflow/saved_model_bundle_source_adapter_test.cc    | 4 ++--
 tensorflow_serving/util/json_tensor_test.cc                 | 2 +-
 10 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index eb06057f6e5..e216e5f3061 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -154,7 +154,7 @@ class AspiredVersionsManagerTest
   std::unique_ptr<AspiredVersionsManager> manager_;
 };
 
-INSTANTIATE_TEST_SUITE_P(
+INSTANTIATE_TEST_CASE_P(
     WithOrWithoutThreadPools, AspiredVersionsManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index f982ff0c789..0c3630a677d 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -123,7 +123,7 @@ class BasicManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
   std::unique_ptr<BasicManager> basic_manager_;
 };
 
-INSTANTIATE_TEST_SUITE_P(
+INSTANTIATE_TEST_CASE_P(
     WithOrWithoutThreadPools, BasicManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
@@ -1017,8 +1017,8 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   basic_manager_.reset();
 }
 
-INSTANTIATE_TEST_SUITE_P(WithOrWithoutFlush, FlushFileSystemCachesTest,
-                         ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(WithOrWithoutFlush, FlushFileSystemCachesTest,
+                        ::testing::Bool());
 
 TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
   const ServableId id = {kServableName3, 0};
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index a3af73d10c4..b59cd27a88c 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -214,7 +214,7 @@ class CachingManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
   StringLoaderFactory* string_loader_factory_;
 };
 
-INSTANTIATE_TEST_SUITE_P(
+INSTANTIATE_TEST_CASE_P(
     WithOrWithoutThreadPools, CachingManagerTest,
     ::testing::Values(
         ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index acd8629972c..ca9e956c3ac 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -790,13 +790,13 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
       ::testing::HasSubstr("Model version labels are not currently allowed"));
 }
 
-INSTANTIATE_TEST_SUITE_P(
+INSTANTIATE_TEST_CASE_P(
     TestType, ServerCoreTest,
     ::testing::Combine(
         ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));
 
-INSTANTIATE_TEST_SUITE_P(
+INSTANTIATE_TEST_CASE_P(
     TestType, RelativePathsServerCoreTest,
     ::testing::Combine(
         ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index cbc427481a9..4dc7df9a3cf 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -1187,7 +1187,7 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
 }
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_SUITE_P(UseSavedModel, ClassifierTest, ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, ClassifierTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 59f0b6bf780..081f5de0a3a 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -231,8 +231,8 @@ TEST_P(GetModelMetadataImplTest, ModelSpecOverride) {
 }
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_SUITE_P(UseSavedModel, GetModelMetadataImplTest,
-                         ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, GetModelMetadataImplTest,
+                        ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 073a7af861f..0c83d3cea33 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -507,7 +507,7 @@ TEST_P(PredictImplTest, ModelSpecOverride) {
 }
 
 // Test all PredictImplTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_SUITE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 57adb907309..0d6ace4463e 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -675,7 +675,7 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
 }
 
 // Test all RegressorTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_SUITE_P(UseSavedModel, RegressorTest, ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, RegressorTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 9c4a9903a19..7d1770b7744 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -122,8 +122,8 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
 
 // Test all SavedModelBundleSourceAdapterTest test cases with
 // warmup enabled/disabled.
-INSTANTIATE_TEST_SUITE_P(EnableWarmup, SavedModelBundleSourceAdapterTest,
-                         ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(EnableWarmup, SavedModelBundleSourceAdapterTest,
+                        ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 2b4daa4eb7d..7e1c057e81e 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1028,7 +1028,7 @@ class ClassifyRegressRequestTest : public ::testing::Test {
 };
 
 typedef ::testing::Types<ClassificationRequest, RegressionRequest> RequestTypes;
-TYPED_TEST_SUITE(ClassifyRegressRequestTest, RequestTypes);
+TYPED_TEST_CASE(ClassifyRegressRequestTest, RequestTypes);
 
 TYPED_TEST(ClassifyRegressRequestTest, RequestNoContext) {
   TypeParam req;

From de0935b64ec972879ae623aa4f438282a4281dcc Mon Sep 17 00:00:00 2001
From: mingmingl <mingmingl@google.com>
Date: Tue, 15 Jan 2019 13:58:08 -0800
Subject: [PATCH 2164/8103] Add monitoring metrics for saved model (export_dir)
 warm up latency.

PiperOrigin-RevId: 229435118
---
 .../servables/tensorflow/saved_model_warmup.cc   | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 218868f2da4..a3df771a4fb 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
+#include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/prediction_log.pb.h"
@@ -32,6 +33,17 @@ namespace serving {
 
 namespace {
 
+auto* model_warmup_latency = monitoring::Counter<1>::New(
+    "/tensorflow/serving/model_warmup_latency",
+    "Latency in microseconds for model warm up.", "model_path");
+
+uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
+  const uint64 end_microseconds = Env::Default()->NowMicros();
+  // Avoid clock skew.
+  if (end_microseconds < start_microseconds) return 0;
+  return end_microseconds - start_microseconds;
+}
+
 Status RunWarmupRequest(const PredictionLog& warmup_record,
                         const RunOptions& run_options,
                         const MetaGraphDef& meta_graph_def, Session* session) {
@@ -76,6 +88,7 @@ constexpr int WarmupConsts::kMaxNumRecords;
 
 Status RunSavedModelWarmup(const RunOptions& run_options,
                            const string& export_dir, SavedModelBundle* bundle) {
+  const uint64 start_microseconds = Env::Default()->NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
                    WarmupConsts::kRequestsFileName);
@@ -118,6 +131,9 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
     return status;
   }
 
+  model_warmup_latency->GetCell(export_dir)
+      ->IncrementBy(GetLatencyMicroseconds(start_microseconds));
+
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
             << ". Number of warmup records read: " << num_warmup_records << ".";
   return Status::OK();

From 5aa7fe1428fd63a75e11fd890b6af926763d9904 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 14:02:17 -0800
Subject: [PATCH 2165/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229435916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 180925171aa..b8d2f16c471 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19015e8c1909283e0d6599270f847b77b9ba3169a8ddfb725052c5dda5b2e266",
-    git_commit = "b329214d7bbf2e451e8631fee86ae40694869dd2",
+    sha256 = "aee66ee13de21a39a61af125caab0ac2374d77f1fb6f6a1d5706fed384a9e32e",
+    git_commit = "02f36e7cc1e83ff2b12a318dbf6942a4a97d90d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe9d80b03c36fa603b86ee0c2d10507f95a2addc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 15:02:07 -0800
Subject: [PATCH 2166/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229447183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8d2f16c471..bca182ece28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aee66ee13de21a39a61af125caab0ac2374d77f1fb6f6a1d5706fed384a9e32e",
-    git_commit = "02f36e7cc1e83ff2b12a318dbf6942a4a97d90d2",
+    sha256 = "bd3150c319cb211437a2e1746a90abea3329f0bff24e05d4e3574d6dcc3e4d41",
+    git_commit = "bcde9269af0b177e1047ca9b250234b57c5522e2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f0877d33a3be1ad053d4125c33745cc25d6df2d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 16:02:29 -0800
Subject: [PATCH 2167/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229458397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bca182ece28..1025c6188dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd3150c319cb211437a2e1746a90abea3329f0bff24e05d4e3574d6dcc3e4d41",
-    git_commit = "bcde9269af0b177e1047ca9b250234b57c5522e2",
+    sha256 = "bd6d553ab253cef2ab85597b8c12c034543ac7fe09d789c55b9f7c45ac726ac1",
+    git_commit = "750b30d2aa9e41802028a1c6693f73fa6ec6be1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 261ab02430a8c36e159f9e4a6ba06f7df773b0c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 17:01:46 -0800
Subject: [PATCH 2168/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229468271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1025c6188dc..b0efac4fdbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd6d553ab253cef2ab85597b8c12c034543ac7fe09d789c55b9f7c45ac726ac1",
-    git_commit = "750b30d2aa9e41802028a1c6693f73fa6ec6be1b",
+    sha256 = "149e194700bb26a119f1531f362bb6ba35d178e6fcdba092a79ce7135645d934",
+    git_commit = "eeed0360137913e5daeb14de5da89282a494921b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3638370e8d7594b83678370fcca00c5d6dffaf2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 18:02:20 -0800
Subject: [PATCH 2169/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229476206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0efac4fdbb..4a3a2648000 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "149e194700bb26a119f1531f362bb6ba35d178e6fcdba092a79ce7135645d934",
-    git_commit = "eeed0360137913e5daeb14de5da89282a494921b",
+    sha256 = "e8a7ebbaa4f75653ff951776559cc55af8acfdcc43b00c2818d4f502401fe75a",
+    git_commit = "7e090f6a5412fd5f22b5b75ca7ae7844c3d025e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 710e386f8eedfc0cc82204ee705de6994373d4f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 19:02:08 -0800
Subject: [PATCH 2170/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229482663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a3a2648000..1dafdccecec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8a7ebbaa4f75653ff951776559cc55af8acfdcc43b00c2818d4f502401fe75a",
-    git_commit = "7e090f6a5412fd5f22b5b75ca7ae7844c3d025e9",
+    sha256 = "67f3f858eb068a9c874df39d537b194597b58df966e24c862dd26de6ee780584",
+    git_commit = "5838c93f43f26218079d279a3a0ca708ab2b1a95",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b3a2c2e6f7a5e877780c434a5bc43459cc9b134 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 20:02:13 -0800
Subject: [PATCH 2171/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229488023
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1dafdccecec..94491f010d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67f3f858eb068a9c874df39d537b194597b58df966e24c862dd26de6ee780584",
-    git_commit = "5838c93f43f26218079d279a3a0ca708ab2b1a95",
+    sha256 = "cf06731179696524e7b4c76b713def47267529a0291ec9fb64b17e149d921cdc",
+    git_commit = "7c6f3e1a092685da3ca5cace971d8a6cf455ed3e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0585100ab3f018b8e3e96e5d8f3af24b743cb641 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jan 2019 21:01:38 -0800
Subject: [PATCH 2172/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229493131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94491f010d2..ed656389189 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf06731179696524e7b4c76b713def47267529a0291ec9fb64b17e149d921cdc",
-    git_commit = "7c6f3e1a092685da3ca5cace971d8a6cf455ed3e",
+    sha256 = "bd4dafa0ffb16c4843e3cdb39adf185ad724bc7eb76794bbb90b101224ee9645",
+    git_commit = "bc4a279ca963a901576a9a7a35b189dfae7f5c85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f555acae265232119120717a84b73c77b9f9832f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 01:02:03 -0800
Subject: [PATCH 2173/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229512929
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed656389189..a2612b4c834 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd4dafa0ffb16c4843e3cdb39adf185ad724bc7eb76794bbb90b101224ee9645",
-    git_commit = "bc4a279ca963a901576a9a7a35b189dfae7f5c85",
+    sha256 = "05370535e3255ca82459cecaef06384d0a4830704f3baf1d610698d1e3028c84",
+    git_commit = "0bc02af7db9e43c37a89278a2e7c99ecdfe4fb00",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 92459f0b9fabe74520da53e396603683330c2101 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 02:02:11 -0800
Subject: [PATCH 2174/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229520701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2612b4c834..1429b8ce634 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05370535e3255ca82459cecaef06384d0a4830704f3baf1d610698d1e3028c84",
-    git_commit = "0bc02af7db9e43c37a89278a2e7c99ecdfe4fb00",
+    sha256 = "1669041e0f5a61a4c98919f7507c182a1f93a71efd9cfd9d2948114246d8ca41",
+    git_commit = "9fd5c9930dc714c089ed137d57e8ba09e0e1a6af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 427a0db89356621a8807ec3b97855f82eb73e4cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 04:02:38 -0800
Subject: [PATCH 2175/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229533056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1429b8ce634..67217016b78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1669041e0f5a61a4c98919f7507c182a1f93a71efd9cfd9d2948114246d8ca41",
-    git_commit = "9fd5c9930dc714c089ed137d57e8ba09e0e1a6af",
+    sha256 = "2da28e0d9e67f498faee813cfcbf7f6d35efe996a05730b238f936d98709c298",
+    git_commit = "a331eaf593bb91eaafd8953f1bd7d502eaeee53a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 463c75919ed9bdfe776bfd0cd12e27a5528382d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 08:03:11 -0800
Subject: [PATCH 2176/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229558492
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67217016b78..b6330db2c76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2da28e0d9e67f498faee813cfcbf7f6d35efe996a05730b238f936d98709c298",
-    git_commit = "a331eaf593bb91eaafd8953f1bd7d502eaeee53a",
+    sha256 = "5e550acd9a22c1827af118d953519f52a17257cf206b7ee56a07f23e4f193673",
+    git_commit = "2225d4d16dcec29f5c4eeda4485618bc3ac4de99",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e49d91d13738f96c89d60cab522b3a23901c330c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 09:01:48 -0800
Subject: [PATCH 2177/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229566713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6330db2c76..1153b27c38f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e550acd9a22c1827af118d953519f52a17257cf206b7ee56a07f23e4f193673",
-    git_commit = "2225d4d16dcec29f5c4eeda4485618bc3ac4de99",
+    sha256 = "07fcd59c1664881af7989f69ec18c33b6b64b06b43f03314d5f3adb392c3c64f",
+    git_commit = "060b6e32adbcee5504377f5bd54a2e4044d78273",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f0e91bc8e6104915704e4070d3dfbc84e5e1d565 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 10:02:04 -0800
Subject: [PATCH 2178/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229576475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1153b27c38f..b66b393bc00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07fcd59c1664881af7989f69ec18c33b6b64b06b43f03314d5f3adb392c3c64f",
-    git_commit = "060b6e32adbcee5504377f5bd54a2e4044d78273",
+    sha256 = "c70d943ebbb7439b1c682691c7aca32915046a27b4d90ccb91d7659080551fef",
+    git_commit = "d122a13913a1d058cb872b9c443ecbfef8c8bc8d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb49f13ca30d315843610ad1eefd5c44d40ca206 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 11:02:01 -0800
Subject: [PATCH 2179/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229588144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b66b393bc00..ce71eebdcda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c70d943ebbb7439b1c682691c7aca32915046a27b4d90ccb91d7659080551fef",
-    git_commit = "d122a13913a1d058cb872b9c443ecbfef8c8bc8d",
+    sha256 = "616672aab965aa0f69753aa51ce56dd8b150072c7b8d2b91242822a3194c9568",
+    git_commit = "899f788738014fe438105fe30100e768b5f7900c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9e6ac4d60a4044fc3b8c07719d0faaeae401dda Mon Sep 17 00:00:00 2001
From: christis <christis@google.com>
Date: Wed, 16 Jan 2019 11:25:42 -0800
Subject: [PATCH 2180/8103] Add more details/clarification to model version
 labels documentation.

PiperOrigin-RevId: 229593205
---
 tensorflow_serving/g3doc/serving_config.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 6a115c9b7da..881ef46ad54 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -133,3 +133,10 @@ If you subsequently need to perform a rollback, you can revert to the old config
 that has version 42 as "stable". Otherwise, you can march forward by unloading
 version 42 and loading the new version 44 when it is ready, and then advancing
 the canary label to 44, and so on.
+
+Please note that labels can only be assigned to model versions that are loaded
+and available for serving. Once a model version is available, one may reload
+the model config on the fly, to assign a label to it
+(can be achieved using
+[HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
+RPC endpoint).

From 1f0c315df9893e05a1315327309cedb63e0e61ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 12:02:27 -0800
Subject: [PATCH 2181/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229600518
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce71eebdcda..d874b49ab57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "616672aab965aa0f69753aa51ce56dd8b150072c7b8d2b91242822a3194c9568",
-    git_commit = "899f788738014fe438105fe30100e768b5f7900c",
+    sha256 = "50f5ea2fa951e99ea3f56d3b976faab6dd08429733a526de6f6140cf10a0e624",
+    git_commit = "168eca540fc3b2090b15535d6728ed88520fae49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 75354f0aee8a34b35b2dd74f04508cbab818e1b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 13:02:04 -0800
Subject: [PATCH 2182/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229610188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d874b49ab57..d9b08865277 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50f5ea2fa951e99ea3f56d3b976faab6dd08429733a526de6f6140cf10a0e624",
-    git_commit = "168eca540fc3b2090b15535d6728ed88520fae49",
+    sha256 = "51a5c51ce56ad5769dfda4329e4ab85633adbcb494120a09e1a273cf04e19b1a",
+    git_commit = "ee5d6e6deaac2b129bd9ac0c5ac3a82bb4bde8b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aee4233cceaac92f17762d94e089d733fabd6c93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 14:02:44 -0800
Subject: [PATCH 2183/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229621933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9b08865277..7951fbc7ee5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51a5c51ce56ad5769dfda4329e4ab85633adbcb494120a09e1a273cf04e19b1a",
-    git_commit = "ee5d6e6deaac2b129bd9ac0c5ac3a82bb4bde8b8",
+    sha256 = "7f09c108b77018550a12f81c4ce45544452cefc054d9ccc66891ed268877a05b",
+    git_commit = "b2723af89145e5238df417b9bfd47fef29d00354",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddf5c087d72dffd87e52da5659133c7b90fcef34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 15:02:28 -0800
Subject: [PATCH 2184/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229632955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7951fbc7ee5..910ed1abd0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f09c108b77018550a12f81c4ce45544452cefc054d9ccc66891ed268877a05b",
-    git_commit = "b2723af89145e5238df417b9bfd47fef29d00354",
+    sha256 = "a40f3d9cc965cef283e1dc8d34bc35127333db17d614860b5764c6688912556e",
+    git_commit = "955d8f1377c3f8e7a2ec4b548126d20d70e063f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6aa2c9ce169438eeacac0cc963e1bdd44dbf1d50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 16:02:42 -0800
Subject: [PATCH 2185/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229643780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 910ed1abd0f..eeca6ed0175 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a40f3d9cc965cef283e1dc8d34bc35127333db17d614860b5764c6688912556e",
-    git_commit = "955d8f1377c3f8e7a2ec4b548126d20d70e063f0",
+    sha256 = "9ae7bf3c96e622f2d64a27b631c40ed761be1702389ffd63255f2380b13e1a06",
+    git_commit = "29b51d42ba4950658c566a0ca531b799e019ef7f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1bfa0fbb5983d9396d6d8ea0b70bf201da55f936 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 17:01:53 -0800
Subject: [PATCH 2186/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229653544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eeca6ed0175..597b5d8cad7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ae7bf3c96e622f2d64a27b631c40ed761be1702389ffd63255f2380b13e1a06",
-    git_commit = "29b51d42ba4950658c566a0ca531b799e019ef7f",
+    sha256 = "1f6f6df493613583c8ed0eec959e625e1b33bfdbf0e922e57e89cc69aaf5c727",
+    git_commit = "1d2e3ab3f291bd887a8dc292bb3fd31f9106204e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 87498e9878ed6c8e2bbf6d51a771171901444acf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 18:02:50 -0800
Subject: [PATCH 2187/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229661502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 597b5d8cad7..e2af6e74797 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f6f6df493613583c8ed0eec959e625e1b33bfdbf0e922e57e89cc69aaf5c727",
-    git_commit = "1d2e3ab3f291bd887a8dc292bb3fd31f9106204e",
+    sha256 = "02e10053f533e7ce7603162d62302cb8b30eeb607e106816f84089f4b7d27fdd",
+    git_commit = "8b0e7dfcf0e5f4d0a15a1c32dd379292f2b344fb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0ea71bf453f9838a2574c87c4017e53893c550f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 19:02:11 -0800
Subject: [PATCH 2188/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229667522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2af6e74797..e201d789fc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02e10053f533e7ce7603162d62302cb8b30eeb607e106816f84089f4b7d27fdd",
-    git_commit = "8b0e7dfcf0e5f4d0a15a1c32dd379292f2b344fb",
+    sha256 = "4b81d5ae42becc14dcc468a4360d6425f65272d5c2b783417e244695f7e3f8c9",
+    git_commit = "1d669ac6ccaa343add66d652f48b2ae943932a43",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3325c433d57bcc50f7bdc1d37cbbd2eca8a8114 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 20:01:48 -0800
Subject: [PATCH 2189/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229672791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e201d789fc6..1fe035e5a75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b81d5ae42becc14dcc468a4360d6425f65272d5c2b783417e244695f7e3f8c9",
-    git_commit = "1d669ac6ccaa343add66d652f48b2ae943932a43",
+    sha256 = "01a3d37bad9f6b5631e9d928a6ddde0035cb71bdf3cb257e748e39a5b130c89c",
+    git_commit = "f26f17f1b86b449fbdbe52f8384b91d9e92f2962",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 05e523945aedeaf33c8a393bcb07db140f364ae3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 21:02:52 -0800
Subject: [PATCH 2190/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229678026
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fe035e5a75..f54abeb5747 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01a3d37bad9f6b5631e9d928a6ddde0035cb71bdf3cb257e748e39a5b130c89c",
-    git_commit = "f26f17f1b86b449fbdbe52f8384b91d9e92f2962",
+    sha256 = "a1d01b5af13e95f0924d4fca92e4893ebc9ba816c9b8583218d1374e10a6e521",
+    git_commit = "52af2770f94f0f660e4019d95821052c08b18a41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f10eedfdb41d75db4e18c91c4c6d31d1490358e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 22:03:22 -0800
Subject: [PATCH 2191/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229683007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f54abeb5747..ac9cbb08608 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1d01b5af13e95f0924d4fca92e4893ebc9ba816c9b8583218d1374e10a6e521",
-    git_commit = "52af2770f94f0f660e4019d95821052c08b18a41",
+    sha256 = "01c82303797a341e43d18264791a0c778a97db00ae72f41f335907273c5a2eaf",
+    git_commit = "77e2ba9188f4343214adc30de63a98d4999103f7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3a081e7b600cbb529a8743020abdede66fee997d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jan 2019 23:01:57 -0800
Subject: [PATCH 2192/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229687443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac9cbb08608..3feefc93bae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01c82303797a341e43d18264791a0c778a97db00ae72f41f335907273c5a2eaf",
-    git_commit = "77e2ba9188f4343214adc30de63a98d4999103f7",
+    sha256 = "6e55a488c799d68e294a99cda1378637b3489e6f3605cc5ee9ea0a7b2e8e8254",
+    git_commit = "69b9e5358b7e64efd52f742847eeaf5f893762ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0bc6715eb1f909af6143817a3e48d472ff738aa5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 01:02:03 -0800
Subject: [PATCH 2193/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229698441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3feefc93bae..6307f210dca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e55a488c799d68e294a99cda1378637b3489e6f3605cc5ee9ea0a7b2e8e8254",
-    git_commit = "69b9e5358b7e64efd52f742847eeaf5f893762ab",
+    sha256 = "98c4758da68e8171337910bf43f862d65d47490d2d419bb110aec8c96dd1ccae",
+    git_commit = "8eb3cbcb423c4d840e88a910c5db47404207b8a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00412e77ecb07ce76da7bbbd055375c4d08f8e8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 02:03:59 -0800
Subject: [PATCH 2194/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229706751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6307f210dca..3e38ec209df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98c4758da68e8171337910bf43f862d65d47490d2d419bb110aec8c96dd1ccae",
-    git_commit = "8eb3cbcb423c4d840e88a910c5db47404207b8a4",
+    sha256 = "cd7330d16f9d766132cd202be1fa1c3ee5a791930025b651ccd056da6a90c364",
+    git_commit = "ca2d0b652e1bc8e6d637318a1fbcb56bd4e6f0d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 623fc30f465b807a8e89602116e0b3c9ce9538a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 08:02:24 -0800
Subject: [PATCH 2195/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229747810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e38ec209df..3a3273bab0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd7330d16f9d766132cd202be1fa1c3ee5a791930025b651ccd056da6a90c364",
-    git_commit = "ca2d0b652e1bc8e6d637318a1fbcb56bd4e6f0d0",
+    sha256 = "de25ae0b7f72ceb3cf12413689f7eef5fe663bf009c4a7452260c57be8242129",
+    git_commit = "9331096d56002c7fcb8bae411684b8b78fc196c4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b108ac872d88f4a433f489226cab7596955005ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 09:02:02 -0800
Subject: [PATCH 2196/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229756990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a3273bab0a..bd6ff529e0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de25ae0b7f72ceb3cf12413689f7eef5fe663bf009c4a7452260c57be8242129",
-    git_commit = "9331096d56002c7fcb8bae411684b8b78fc196c4",
+    sha256 = "bd8e52a427f125ad78a37f052d98bc1024944c57104f695a85f3f2505c01f6fd",
+    git_commit = "202525cd4bbab377e9ee67f1e4098e40b0925d9c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a91ee3d0398a14c1f862f8f14fc234a91041d427 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 10:02:23 -0800
Subject: [PATCH 2197/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229768358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd6ff529e0a..0ddd676f8d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd8e52a427f125ad78a37f052d98bc1024944c57104f695a85f3f2505c01f6fd",
-    git_commit = "202525cd4bbab377e9ee67f1e4098e40b0925d9c",
+    sha256 = "ade7fecd62adf2428775d2dc34f4a1f808d522bb7b744a88ab1d26bbf5dd57db",
+    git_commit = "ac7f91ee3cd48c01f9ff253440e81c36a729526a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac198ae3bfca2a0aeb1a3035859310ec260f8c10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 11:01:49 -0800
Subject: [PATCH 2198/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229780395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ddd676f8d7..f14b6867d68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ade7fecd62adf2428775d2dc34f4a1f808d522bb7b744a88ab1d26bbf5dd57db",
-    git_commit = "ac7f91ee3cd48c01f9ff253440e81c36a729526a",
+    sha256 = "eca0c98bd8bbe4b867e63cc942a7cb89b6ef8863f45bfbd86386d05d5e22e1b2",
+    git_commit = "557d6bebf085ff8c1f78715b5cfcec123cf5e6f5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da8054329bc6d1964bc7a2afc449afcdcbd7e55f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 12:02:40 -0800
Subject: [PATCH 2199/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229792788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f14b6867d68..552d7499d75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eca0c98bd8bbe4b867e63cc942a7cb89b6ef8863f45bfbd86386d05d5e22e1b2",
-    git_commit = "557d6bebf085ff8c1f78715b5cfcec123cf5e6f5",
+    sha256 = "b2e9f65357f27444cb4a7d6681d0c83f7850e3e97ce42b7d8979bc08f6c8bb63",
+    git_commit = "568b9e56038d2d2fe8927f9e0b538bf5e49116f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e714d789114fa2193b5e555cf55324c78d754eb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 13:01:48 -0800
Subject: [PATCH 2200/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229802592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 552d7499d75..8f3a3a09d4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2e9f65357f27444cb4a7d6681d0c83f7850e3e97ce42b7d8979bc08f6c8bb63",
-    git_commit = "568b9e56038d2d2fe8927f9e0b538bf5e49116f6",
+    sha256 = "24174874324dbd4851167d58b3d5622b82d40fae6267c0fad69485687d7abf60",
+    git_commit = "f5465080e9d3b2544c5b0fe364070d55b469e516",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 630228259cd807b2be9b61285a7e4f770610f992 Mon Sep 17 00:00:00 2001
From: mingmingl <mingmingl@google.com>
Date: Thu, 17 Jan 2019 13:30:56 -0800
Subject: [PATCH 2201/8103] Use Sampler to record warm up latency distribution
 (by status).

PiperOrigin-RevId: 229807679
---
 .../tensorflow/saved_model_warmup.cc          | 20 ++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index a3df771a4fb..9d1d81b98dd 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -18,7 +18,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
-#include "tensorflow/core/lib/monitoring/counter.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/prediction_log.pb.h"
@@ -33,9 +33,14 @@ namespace serving {
 
 namespace {
 
-auto* model_warmup_latency = monitoring::Counter<1>::New(
-    "/tensorflow/serving/model_warmup_latency",
-    "Latency in microseconds for model warm up.", "model_path");
+auto* model_warm_up_latency = monitoring::Sampler<2>::New(
+    {
+        "/tensorflow/serving/model_warmup_latency",
+        "Distribution of wall time (in microseconds) for warming up the model.",
+        "model_path",
+        "status",
+    },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
+    monitoring::Buckets::Exponential(10, 1.8, 33));
 
 uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
   const uint64 end_microseconds = Env::Default()->NowMicros();
@@ -126,14 +131,15 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
     }
     status = tf_record_file_reader->ReadRecord(&record);
   }
+
+  model_warm_up_latency->GetCell(export_dir, status.ToString())
+      ->Add(GetLatencyMicroseconds(start_microseconds));
+
   // OUT_OF_RANGE error means EOF was reached, do not return error in this case
   if (!errors::IsOutOfRange(status)) {
     return status;
   }
 
-  model_warmup_latency->GetCell(export_dir)
-      ->IncrementBy(GetLatencyMicroseconds(start_microseconds));
-
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
             << ". Number of warmup records read: " << num_warmup_records << ".";
   return Status::OK();

From 4fff47b6d4e904232d44a5ea6a817ec6df0d14d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 14:02:14 -0800
Subject: [PATCH 2202/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229813341
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f3a3a09d4e..ba3ad4fedfb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24174874324dbd4851167d58b3d5622b82d40fae6267c0fad69485687d7abf60",
-    git_commit = "f5465080e9d3b2544c5b0fe364070d55b469e516",
+    sha256 = "92ccac902368775319b20be10391af5bedea533c782f373f8b88620ceb919d08",
+    git_commit = "76c2a2512c3fefe065415e338a98c1043acbb131",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 451a1a0908ecd8259736afcbfb0872a297c7c2af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 15:01:47 -0800
Subject: [PATCH 2203/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229824424
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba3ad4fedfb..e168fc10770 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92ccac902368775319b20be10391af5bedea533c782f373f8b88620ceb919d08",
-    git_commit = "76c2a2512c3fefe065415e338a98c1043acbb131",
+    sha256 = "f4725c813ca7787f7de59305fa7d4080bde7dc32be633c143531e5f30b4c9919",
+    git_commit = "8879131afb5e0470279a838f4b47bb969a361cf2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c5f1c154a91e0291caf14f07d7ecf15251cca7bf Mon Sep 17 00:00:00 2001
From: laigd <laigd@google.com>
Date: Thu, 17 Jan 2019 15:57:19 -0800
Subject: [PATCH 2204/8103] Upgrade to CUDA 10 and TRT 5.0 for TF Serving
 docker build. Fixes https://github.com/tensorflow/serving/issues/1195

PiperOrigin-RevId: 229833975
---
 .../tools/docker/Dockerfile.devel-gpu         | 61 ++++++++-----------
 .../tools/docker/Dockerfile.gpu               | 38 ++++++------
 2 files changed, 42 insertions(+), 57 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index ab988983cb1..b026b69f787 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:9.0-base-ubuntu16.04 as base_build
+FROM nvidia/cuda:10.0-base-ubuntu16.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -20,31 +20,28 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV NCCL_VERSION=2.2.13
-ENV CUDNN_VERSION=7.2.1.38
-ENV TF_TENSORRT_VERSION=4.1.2
+ENV CUDNN_VERSION=7.4.1.5
+ENV TF_TENSORRT_VERSION=5.0.2
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-9-0 \
-        cuda-cublas-dev-9-0 \
-        cuda-cudart-dev-9-0 \
-        cuda-cufft-dev-9-0 \
-        cuda-curand-dev-9-0 \
-        cuda-cusolver-dev-9-0 \
-        cuda-cusparse-dev-9-0 \
+        cuda-command-line-tools-10-0 \
+        cuda-cublas-dev-10-0 \
+        cuda-cudart-dev-10-0 \
+        cuda-cufft-dev-10-0 \
+        cuda-curand-dev-10-0 \
+        cuda-cusolver-dev-10-0 \
+        cuda-cusparse-dev-10-0 \
         curl \
         git \
         libfreetype6-dev \
         libpng12-dev \
         libtool \
-        libcudnn7=${CUDNN_VERSION}-1+cuda9.0 \
-        libcudnn7-dev=${CUDNN_VERSION}-1+cuda9.0 \
+        libcudnn7=${CUDNN_VERSION}-1+cuda10.0 \
+        libcudnn7-dev=${CUDNN_VERSION}-1+cuda10.0 \
         libcurl3-dev \
-        libnccl2=${NCCL_VERSION}-1+cuda9.0 \
-        libnccl-dev=${NCCL_VERSION}-1+cuda9.0 \
         libzmq3-dev \
         mlocate \
         openjdk-8-jdk\
@@ -60,23 +57,22 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    find /usr/local/cuda-9.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
+    find /usr/local/cuda-10.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
-# The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0
-# adds a new list which contains libnvinfer library, so it needs another
-# 'apt-get update' to retrieve that list before it can actually install the
-# library.
+# The 'apt-get install' of the nvinfer-runtime-trt-repo-* library adds a new
+# list which contains libnvinfer library, so it needs another 'apt-get update'
+# to retrieve that list before it can actually install the library.
 RUN apt-get update && \
     apt-get install --no-install-recommends \
-        nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \
+        nvinfer-runtime-trt-repo-ubuntu1604-${TF_TENSORRT_VERSION}-ga-cuda10.0 && \
     apt-get update && \
     apt-get install --no-install-recommends \
-        libnvinfer4=${TF_TENSORRT_VERSION}-1+cuda9.0 \
-        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda9.0 && \
+        libnvinfer5=${TF_TENSORRT_VERSION}-1+cuda10.0 \
+        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda10.0 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvinfer.a && \
+    rm /usr/lib/x86_64-linux-gnu/libnvinfer_static.a && \
     rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
     rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
     rm /usr/lib/x86_64-linux-gnu/libnvparsers*
@@ -123,18 +119,9 @@ RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/local/cuda/lib64/libcudnn.so && \
   ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so.${TF_CUDNN_VERSION} /usr/local/cuda/lib64/libcudnn.so.${TF_CUDNN_VERSION}
 
-# NCCL 2.x
-ENV TF_NCCL_VERSION=2
-ENV NCCL_INSTALL_PATH=/usr/lib/nccl/lib
-ENV NCCL_HDR_PATH=/usr/lib/nccl/include
-
-# Fix paths so that NCCL can be found
-WORKDIR /
-RUN mkdir -p ${NCCL_INSTALL_PATH} && \
-  mkdir -p ${NCCL_HDR_PATH} && \
-  ln -s /usr/include/nccl.h ${NCCL_HDR_PATH}/nccl.h && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so ${NCCL_INSTALL_PATH}/libnccl.so && \
-  ln -s /usr/lib/x86_64-linux-gnu/libnccl.so.${TF_NCCL_VERSION} ${NCCL_INSTALL_PATH}/libnccl.so.${TF_NCCL_VERSION}
+# For backward compatibility we need this line. After 1.13 we can safely remove
+# it.
+ENV TF_NCCL_VERSION=
 
 # Set TMP for nvidia build environment
 ENV TMP="/tmp"
@@ -181,4 +168,4 @@ FROM binary_build as clean_build
 # Clean up Bazel cache when done.
 RUN bazel clean --expunge --color=yes && \
     rm -rf /root/.cache
-CMD ["/bin/bash"]
\ No newline at end of file
+CMD ["/bin/bash"]
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 1d13b5c7214..bab9f06d112 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:9.0-base-ubuntu16.04
+FROM nvidia/cuda:10.0-base-ubuntu16.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -25,38 +25,36 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV NCCL_VERSION=2.2.13
-ENV CUDNN_VERSION=7.2.1.38
-ENV TF_TENSORRT_VERSION=4.1.2
+ENV CUDNN_VERSION=7.4.1.5
+ENV TF_TENSORRT_VERSION=5.0.2
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-9-0 \
-        cuda-command-line-tools-9-0 \
-        cuda-cublas-9-0 \
-        cuda-cufft-9-0 \
-        cuda-curand-9-0 \
-        cuda-cusolver-9-0 \
-        cuda-cusparse-9-0 \
-        libcudnn7=${CUDNN_VERSION}-1+cuda9.0 \
-        libnccl2=${NCCL_VERSION}-1+cuda9.0 \
+        cuda-command-line-tools-10-0 \
+        cuda-command-line-tools-10-0 \
+        cuda-cublas-10-0 \
+        cuda-cufft-10-0 \
+        cuda-curand-10-0 \
+        cuda-cusolver-10-0 \
+        cuda-cusparse-10-0 \
+        libcudnn7=${CUDNN_VERSION}-1+cuda10.0 \
         libgomp1 \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0
-# adds a new list which contains libnvinfer library, so it needs another
-# 'apt-get update' to retrieve that list before it can actually install the
-# library.
+# The 'apt-get install' of nvinfer-runtime-trt-repo-* library adds a new list
+# which contains libnvinfer library, so it needs another 'apt-get update' to
+# retrieve that list before it can actually install the library.
+#
 # We don't install libnvinfer-dev since we don't need to build against TensorRT,
-# and libnvinfer4 doesn't contain libnvinfer.a static library.
+# and libnvinfer4 doesn't contain libnvinfer_static.a static library.
 RUN apt-get update && \
     apt-get install --no-install-recommends \
-        nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0 && \
+        nvinfer-runtime-trt-repo-ubuntu1604-${TF_TENSORRT_VERSION}-ga-cuda10.0 && \
     apt-get update && \
     apt-get install --no-install-recommends \
-        libnvinfer4=${TF_TENSORRT_VERSION}-1+cuda9.0 && \
+        libnvinfer5=${TF_TENSORRT_VERSION}-1+cuda10.0 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
     rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \

From ed79837a99ab2c0811007373d84e2694d916a0d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 16:02:12 -0800
Subject: [PATCH 2205/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229834886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e168fc10770..d18df9e8a7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4725c813ca7787f7de59305fa7d4080bde7dc32be633c143531e5f30b4c9919",
-    git_commit = "8879131afb5e0470279a838f4b47bb969a361cf2",
+    sha256 = "777aba2efb5ca76b553eed1f4a0356644751ca09fa0412d1f1b3745f9150b769",
+    git_commit = "ee0cc9c80dfbc52ce63dea5e9bd9d789bdbb4893",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dbb25a214b1bf16cc43c3fc42c0d5e11f6523da5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 17:01:57 -0800
Subject: [PATCH 2206/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229844579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d18df9e8a7b..e017c253d32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "777aba2efb5ca76b553eed1f4a0356644751ca09fa0412d1f1b3745f9150b769",
-    git_commit = "ee0cc9c80dfbc52ce63dea5e9bd9d789bdbb4893",
+    sha256 = "7037aaa1e520af45476f6d5c65738666c5f234dfb7464aa6f75256c5b35e33cb",
+    git_commit = "28401a50f1839f44c76f7b202c8766ecb61fc569",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ecda9e713de59e1eaa2fbf9c91e2f8e246fce76e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 18:03:21 -0800
Subject: [PATCH 2207/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229852951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e017c253d32..6f59c90c200 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7037aaa1e520af45476f6d5c65738666c5f234dfb7464aa6f75256c5b35e33cb",
-    git_commit = "28401a50f1839f44c76f7b202c8766ecb61fc569",
+    sha256 = "81ef80cef65487e9962e7107189db12273ee9bb8de68c9f57f5675da96828d88",
+    git_commit = "ef10203524cd332afb96ce0fcd3a911654d40284",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 884661843bc04cefe0cba66c1113a7a28dba2776 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 19:02:59 -0800
Subject: [PATCH 2208/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229859107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f59c90c200..17860fc874a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81ef80cef65487e9962e7107189db12273ee9bb8de68c9f57f5675da96828d88",
-    git_commit = "ef10203524cd332afb96ce0fcd3a911654d40284",
+    sha256 = "38eb9a323d9662c6ab15a215365b33cd90e9cc418827123e2b6541cb39ce56fc",
+    git_commit = "4e8bf7f9ca79e085c37c5d2d3a32c7f409faf999",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From faf6e5219694afb16c2323c198bb8715ec689da1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 20:02:46 -0800
Subject: [PATCH 2209/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229864355
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17860fc874a..c26907643d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38eb9a323d9662c6ab15a215365b33cd90e9cc418827123e2b6541cb39ce56fc",
-    git_commit = "4e8bf7f9ca79e085c37c5d2d3a32c7f409faf999",
+    sha256 = "4608c212eb089a020493299974f45ed8a59aa592a99c08eefa8e6b4b13a77fa1",
+    git_commit = "79aeb13673a9107e76622fbc3181a92b398bee28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0c270a289f18492d7e2abcffe5bc1a16bceda9bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 21:02:43 -0800
Subject: [PATCH 2210/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229869428
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c26907643d7..513ce983aeb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4608c212eb089a020493299974f45ed8a59aa592a99c08eefa8e6b4b13a77fa1",
-    git_commit = "79aeb13673a9107e76622fbc3181a92b398bee28",
+    sha256 = "e96dbdf58192ab5b9a86f373061e3cd6b1ff0ac5264d10f896959bfd6bfe0c28",
+    git_commit = "a33ceb20cfa9af339e79ce814d3eb849b68e8398",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dcabd895cfe9c66545b3b765b3a857a1670f2027 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Jan 2019 23:02:59 -0800
Subject: [PATCH 2211/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229878381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 513ce983aeb..8522cc89564 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e96dbdf58192ab5b9a86f373061e3cd6b1ff0ac5264d10f896959bfd6bfe0c28",
-    git_commit = "a33ceb20cfa9af339e79ce814d3eb849b68e8398",
+    sha256 = "95933d55774b7f9cf700b9640799a55730e0f7ac320df5c7de5b186eb94816f1",
+    git_commit = "a45e7253c19ec04cbbc116ceda4052a018d9cc09",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 381f3cfad83644c29f642c08aa713162e31565bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 00:02:54 -0800
Subject: [PATCH 2212/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229882428
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8522cc89564..362d792c54e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95933d55774b7f9cf700b9640799a55730e0f7ac320df5c7de5b186eb94816f1",
-    git_commit = "a45e7253c19ec04cbbc116ceda4052a018d9cc09",
+    sha256 = "ad95311aebf46c4bf9e3985595d0c8ff2f6c973578b6c05c4b264713fa71679c",
+    git_commit = "a3335403457d1005f5bd556f740a2dd4324edf60",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6191b2951f65939f793ee81bd90404d4272270cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 01:02:42 -0800
Subject: [PATCH 2213/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229888174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 362d792c54e..ef5421be050 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad95311aebf46c4bf9e3985595d0c8ff2f6c973578b6c05c4b264713fa71679c",
-    git_commit = "a3335403457d1005f5bd556f740a2dd4324edf60",
+    sha256 = "c15ebd889b91eb26731b126725621a4d6566850040fac3a7d5f17f7084822bd2",
+    git_commit = "0f26909a5a33e2ae265ce550bf5ddba734d2f0d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b11ae6e0c620f59549fc65e743b299bde1d393b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 02:03:06 -0800
Subject: [PATCH 2214/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229895811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef5421be050..fc5bef13552 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c15ebd889b91eb26731b126725621a4d6566850040fac3a7d5f17f7084822bd2",
-    git_commit = "0f26909a5a33e2ae265ce550bf5ddba734d2f0d9",
+    sha256 = "aa0af3e19fd7551eb95e7e16645c5b15a34ac2bd9ae07f95fedb3506f3f338e2",
+    git_commit = "d29b2faa5fe9c79679171bcafe930b819f74dca5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 68188e1ecbfda88e7303b9b63963b1a6be1fad38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 03:02:48 -0800
Subject: [PATCH 2215/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229901152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc5bef13552..3bf891af477 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa0af3e19fd7551eb95e7e16645c5b15a34ac2bd9ae07f95fedb3506f3f338e2",
-    git_commit = "d29b2faa5fe9c79679171bcafe930b819f74dca5",
+    sha256 = "4938c9697b8ce31332e4c676b22b5a497cbab0d1587f5249f52c6a7e5dd9fe56",
+    git_commit = "815d49bb5855f121707b2a5b03656a18e22062f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7c0205addf6cda08b21e0de9836214fa0e635b43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 04:02:43 -0800
Subject: [PATCH 2216/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229906166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3bf891af477..14169f8f86a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4938c9697b8ce31332e4c676b22b5a497cbab0d1587f5249f52c6a7e5dd9fe56",
-    git_commit = "815d49bb5855f121707b2a5b03656a18e22062f6",
+    sha256 = "a1db38f0f469195f920ff6651b31d4f75d8855431b91cba5eaccd069c830e824",
+    git_commit = "c188ec5ca9481fe35ce8420fa12d60a62b30c82c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c95c7d3d1450a2ab4afb5386f8796320d31a3ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 07:02:45 -0800
Subject: [PATCH 2217/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229923560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14169f8f86a..cb3ea25c10f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1db38f0f469195f920ff6651b31d4f75d8855431b91cba5eaccd069c830e824",
-    git_commit = "c188ec5ca9481fe35ce8420fa12d60a62b30c82c",
+    sha256 = "1f2cf6b843b5931c81fc504435b1e3463a9e4c0dffa83716c559170c3f799e3d",
+    git_commit = "c861dc1dcfb1c9f6182335b3fbd611a1e225e8cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f06310d66ec1b5e69177521c89c1742d135c82e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 08:03:14 -0800
Subject: [PATCH 2218/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229929092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb3ea25c10f..7b95253622e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f2cf6b843b5931c81fc504435b1e3463a9e4c0dffa83716c559170c3f799e3d",
-    git_commit = "c861dc1dcfb1c9f6182335b3fbd611a1e225e8cd",
+    sha256 = "359da31a4a9b84f59e66347789ccf4bb369be7f9de0b072809327b1357de4f3c",
+    git_commit = "faad607b60e6bed6e780a2ac93afcdfc96f01429",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 455bc7ad173901fab1e0bf5daf6762ff48443bf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 09:02:47 -0800
Subject: [PATCH 2219/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229937559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b95253622e..8c95f4efce3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "359da31a4a9b84f59e66347789ccf4bb369be7f9de0b072809327b1357de4f3c",
-    git_commit = "faad607b60e6bed6e780a2ac93afcdfc96f01429",
+    sha256 = "919b241eed69e57c3840e42756b2f1f57e04fd501d3189926cacfde2c873d8f3",
+    git_commit = "f6b81f458da1f7b68e06c6a4501c5c380d33d590",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e480a07e23978894d8b20b3e6870ace78403a3c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 10:03:20 -0800
Subject: [PATCH 2220/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229947010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c95f4efce3..ac2a234102b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "919b241eed69e57c3840e42756b2f1f57e04fd501d3189926cacfde2c873d8f3",
-    git_commit = "f6b81f458da1f7b68e06c6a4501c5c380d33d590",
+    sha256 = "9a7e34ff9a691dfa238668fc6306691c50a8c9a8c1751c232d35a78447a70cdc",
+    git_commit = "8eafc6c7941e8488db6452af68851a6f531528d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39057e70002c23202ff9949f166b4d8cd1986494 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 11:04:06 -0800
Subject: [PATCH 2221/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229958690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac2a234102b..cf49c300818 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a7e34ff9a691dfa238668fc6306691c50a8c9a8c1751c232d35a78447a70cdc",
-    git_commit = "8eafc6c7941e8488db6452af68851a6f531528d9",
+    sha256 = "03be6bdf22db0a0b13746ed99a109aad7bbe0f2637a2a845c14e7fdc03607986",
+    git_commit = "26f4194fe4c26ea723e7828091801846fad44487",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 846d443bb506f07242cd99347901f3ad5b7efe6a Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 18 Jan 2019 11:09:26 -0800
Subject: [PATCH 2222/8103] Update Python 2 scripts to be compatible with both
 Python 2 and 3?

PiperOrigin-RevId: 229959686
---
 tensorflow_serving/example/resnet_client.py   |   8 +-
 tensorflow_serving/model_servers/BUILD        |   3 +
 .../tensorflow_model_server_beta_grpc_test.py |  98 +++++++++--------
 .../tensorflow_model_server_test.py           | 103 ++++++++++--------
 .../tensorflow_model_server_test_client.py    |   9 +-
 .../servables/tensorflow/testdata/BUILD       |   3 +-
 .../tensorflow/testdata/export_counter.py     |   4 +-
 7 files changed, 123 insertions(+), 105 deletions(-)

diff --git a/tensorflow_serving/example/resnet_client.py b/tensorflow_serving/example/resnet_client.py
index d4ec0825f7d..95a892b0215 100644
--- a/tensorflow_serving/example/resnet_client.py
+++ b/tensorflow_serving/example/resnet_client.py
@@ -48,18 +48,18 @@ def main():
   dl_request.raise_for_status()
 
   # Compose a JSON Predict request (send JPEG image in base64).
-  predict_request = '{"instances" : [{"b64": "%s"}]}' % base64.b64encode(
-      dl_request.content)
+  jpeg_bytes = base64.b64encode(dl_request.content).decode('utf-8')
+  predict_request = '{"instances" : [{"b64": "%s"}]}' % jpeg_bytes
 
   # Send few requests to warm-up the model.
-  for _ in xrange(3):
+  for _ in range(3):
     response = requests.post(SERVER_URL, data=predict_request)
     response.raise_for_status()
 
   # Send few actual requests and report average latency.
   total_time = 0
   num_requests = 10
-  for _ in xrange(num_requests):
+  for _ in range(num_requests):
     response = requests.post(SERVER_URL, data=predict_request)
     response.raise_for_status()
     total_time += response.elapsed.total_seconds()
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 3f4c7aae2d9..9d8a2f2c875 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -395,10 +395,12 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ],
+    srcs_version = "PY2AND3",
     deps = [
         "//tensorflow_serving/apis:model_service_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
         "@org_tensorflow//tensorflow:tensorflow_py",
+        "@six_archive//:six",
     ],
 )
 
@@ -416,6 +418,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
     ],
+    srcs_version = "PY2AND3",
     tags = ["notsan"],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
index 00a9b32fb39..ac8d31a2c03 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
@@ -16,6 +16,10 @@
 #!/usr/bin/env python2.7
 """Minimal sanity tests for tensorflow_model_server with beta gRPC APIs."""
 
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
 import atexit
 import os
 import shlex
@@ -68,7 +72,7 @@ def WaitForServerReady(port):
     except Exception as e:  # pylint: disable=broad-except
       # Missing model error will have details containing 'Servable'
       if 'Servable' in e.details():
-        print 'Server is ready'
+        print('Server is ready')
         break
 
 
@@ -120,9 +124,9 @@ def RunServer(model_name,
     if args_key in TensorflowModelServerTest.model_servers_dict:
       return TensorflowModelServerTest.model_servers_dict[args_key]
     port = PickUnusedPort()
-    print('Starting test server on port: {} for model_name: '
-          '{}/model_config_file: {}'.format(port, model_name,
-                                            model_config_file))
+    print(('Starting test server on port: {} for model_name: '
+           '{}/model_config_file: {}'.format(port, model_name,
+                                             model_config_file)))
     command = os.path.join(
         TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
         'tensorflow_model_server')
@@ -141,10 +145,10 @@ def RunServer(model_name,
       command += ' --batching_parameters_file=' + batching_parameters_file
     if grpc_channel_arguments:
       command += ' --grpc_channel_arguments=' + grpc_channel_arguments
-    print command
+    print(command)
     proc = subprocess.Popen(shlex.split(command), stderr=pipe)
     atexit.register(proc.kill)
-    print 'Server started'
+    print('Server started')
     if wait_for_server_ready:
       WaitForServerReady(port)
     hostports = (proc, 'localhost:' + str(port), None)
@@ -184,17 +188,16 @@ def _MakeStub(self, hostport):
     channel = implementations.insecure_channel(host, int(port))
     return prediction_service_pb2.beta_create_PredictionService_stub(channel)
 
-  def VerifyPredictRequest(self,
-                           model_server_address,
-                           expected_output,
-                           expected_version,
-                           model_name='default',
-                           specify_output=True,
-                           signature_name=
-                           signature_constants.
-                           DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+  def VerifyPredictRequest(
+      self,
+      model_server_address,
+      expected_output,
+      expected_version,
+      model_name='default',
+      specify_output=True,
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
     """Send PredictionService.Predict request and verify output."""
-    print 'Sending Predict request...'
+    print('Sending Predict request...')
     # Prepare request
     request = predict_pb2.PredictRequest()
     request.model_spec.name = model_name
@@ -211,8 +214,8 @@ def VerifyPredictRequest(self,
     # Verify response
     self.assertTrue('y' in result.outputs)
     self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
-    self.assertEquals(1, len(result.outputs['y'].float_val))
-    self.assertEquals(expected_output, result.outputs['y'].float_val[0])
+    self.assertEqual(1, len(result.outputs['y'].float_val))
+    self.assertEqual(expected_output, result.outputs['y'].float_val[0])
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           signature_name, expected_version)
 
@@ -251,11 +254,8 @@ def _GetGoodModelConfigFile(self):
     """Returns a path to a working configuration file."""
     return os.path.join(self.temp_dir, 'good_model_config.conf')
 
-  def _VerifyModelSpec(self,
-                       actual_model_spec,
-                       exp_model_name,
-                       exp_signature_name,
-                       exp_version):
+  def _VerifyModelSpec(self, actual_model_spec, exp_model_name,
+                       exp_signature_name, exp_version):
     """Verifies model_spec matches expected model name, signature, version.
 
     Args:
@@ -267,9 +267,9 @@ def _VerifyModelSpec(self,
     Returns:
       None.
     """
-    self.assertEquals(actual_model_spec.name, exp_model_name)
-    self.assertEquals(actual_model_spec.signature_name, exp_signature_name)
-    self.assertEquals(actual_model_spec.version.value, exp_version)
+    self.assertEqual(actual_model_spec.name, exp_model_name)
+    self.assertEqual(actual_model_spec.signature_name, exp_signature_name)
+    self.assertEqual(actual_model_spec.version.value, exp_version)
 
   def testClassify(self):
     """Test PredictionService.Classify implementation."""
@@ -277,7 +277,7 @@ def testClassify(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending Classify request...'
+    print('Sending Classify request...')
     # Prepare request
     request = classification_pb2.ClassificationRequest()
     request.model_spec.name = 'default'
@@ -290,11 +290,11 @@ def testClassify(self):
     result = self._MakeStub(model_server_address).Classify(request, RPC_TIMEOUT)
 
     # Verify response
-    self.assertEquals(1, len(result.result.classifications))
-    self.assertEquals(1, len(result.result.classifications[0].classes))
+    self.assertEqual(1, len(result.result.classifications))
+    self.assertEqual(1, len(result.result.classifications[0].classes))
     expected_output = 3.0
-    self.assertEquals(expected_output,
-                      result.result.classifications[0].classes[0].score)
+    self.assertEqual(expected_output,
+                     result.result.classifications[0].classes[0].score)
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
@@ -305,7 +305,7 @@ def testRegress(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending Regress request...'
+    print('Sending Regress request...')
     # Prepare request
     request = regression_pb2.RegressionRequest()
     request.model_spec.name = 'default'
@@ -318,9 +318,9 @@ def testRegress(self):
     result = self._MakeStub(model_server_address).Regress(request, RPC_TIMEOUT)
 
     # Verify response
-    self.assertEquals(1, len(result.result.regressions))
+    self.assertEqual(1, len(result.result.regressions))
     expected_output = 3.0
-    self.assertEquals(expected_output, result.result.regressions[0].value)
+    self.assertEqual(expected_output, result.result.regressions[0].value)
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
@@ -331,7 +331,7 @@ def testMultiInference(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending MultiInference request...'
+    print('Sending MultiInference request...')
     # Prepare request
     request = inference_pb2.MultiInferenceRequest()
     request.tasks.add().model_spec.name = 'default'
@@ -349,13 +349,14 @@ def testMultiInference(self):
         request, RPC_TIMEOUT)
 
     # Verify response
-    self.assertEquals(2, len(result.results))
+    self.assertEqual(2, len(result.results))
     expected_output = 3.0
-    self.assertEquals(expected_output,
-                      result.results[0].regression_result.regressions[0].value)
-    self.assertEquals(expected_output, result.results[
-        1].classification_result.classifications[0].classes[0].score)
-    for i in xrange(2):
+    self.assertEqual(expected_output,
+                     result.results[0].regression_result.regressions[0].value)
+    self.assertEqual(
+        expected_output, result.results[1].classification_result
+        .classifications[0].classes[0].score)
+    for i in range(2):
       self._VerifyModelSpec(result.results[i].model_spec,
                             request.tasks[i].model_spec.name,
                             request.tasks[i].model_spec.signature_name,
@@ -368,12 +369,17 @@ def testPredict(self):
         'default', model_path)[1]
     expected_version = self._GetModelVersion(model_path)
     signature_name = signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
-    self.VerifyPredictRequest(model_server_address, expected_output=3.0,
-                              expected_version=expected_version,
-                              signature_name=signature_name)
     self.VerifyPredictRequest(
-        model_server_address, expected_output=3.0, specify_output=False,
-        expected_version=expected_version, signature_name=signature_name)
+        model_server_address,
+        expected_output=3.0,
+        expected_version=expected_version,
+        signature_name=signature_name)
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=expected_version,
+        signature_name=signature_name)
 
 
 if __name__ == '__main__':
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 442481133f5..e0308d52d11 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -13,9 +13,12 @@
 # limitations under the License.
 # ==============================================================================
 
-#!/usr/bin/env python2.7
 """Tests for tensorflow_model_server."""
 
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
 import atexit
 import json
 import os
@@ -24,11 +27,12 @@
 import subprocess
 import sys
 import time
-import urllib2
 
 # This is a placeholder for a Google-internal import.
 
 import grpc
+from six.moves import range
+from six.moves import urllib
 import tensorflow as tf
 
 from tensorflow.core.framework import types_pb2
@@ -42,6 +46,7 @@
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 from tensorflow_serving.apis import regression_pb2
 
+
 FLAGS = flags.FLAGS
 
 RPC_TIMEOUT = 5.0
@@ -73,7 +78,7 @@ def WaitForServerReady(port):
     except grpc.RpcError as error:
       # Missing model error will have details containing 'Servable'
       if 'Servable' in error.details():
-        print 'Server is ready'
+        print('Server is ready')
         break
 
 
@@ -81,20 +86,19 @@ def CallREST(url, req, max_attempts=60):
   """Returns HTTP response body from a REST API call."""
   for attempt in range(max_attempts):
     try:
-      print 'Attempt {}: Sending request to {} with data:\n{}'.format(
-          attempt, url, req)
-      resp = urllib2.urlopen(
-          urllib2.Request(
-              url, data=json.dumps(req) if req is not None else None))
+      print('Attempt {}: Sending request to {} with data:\n{}'.format(
+          attempt, url, req))
+      json_data = json.dumps(req).encode('utf-8') if req is not None else None
+      resp = urllib.request.urlopen(urllib.request.Request(url, data=json_data))
       resp_data = resp.read()
-      print 'Received response:\n{}'.format(resp_data)
+      print('Received response:\n{}'.format(resp_data))
       resp.close()
       return resp_data
     except Exception as e:  # pylint: disable=broad-except
-      print 'Failed attempt {}. Error: {}'.format(attempt, e)
+      print('Failed attempt {}. Error: {}'.format(attempt, e))
       if attempt == max_attempts - 1:
         raise
-      print 'Retrying...'
+      print('Retrying...')
       time.sleep(1)
 
 
@@ -149,9 +153,9 @@ def RunServer(model_name,
       return TensorflowModelServerTest.model_servers_dict[args_key]
     port = PickUnusedPort()
     rest_api_port = PickUnusedPort()
-    print('Starting test server on port: {} for model_name: '
-          '{}/model_config_file: {}'.format(port, model_name,
-                                            model_config_file))
+    print(('Starting test server on port: {} for model_name: '
+           '{}/model_config_file: {}'.format(port, model_name,
+                                             model_config_file)))
     command = os.path.join(
         TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
         'tensorflow_model_server')
@@ -175,10 +179,10 @@ def RunServer(model_name,
       command += ' --batching_parameters_file=' + batching_parameters_file
     if grpc_channel_arguments:
       command += ' --grpc_channel_arguments=' + grpc_channel_arguments
-    print command
+    print(command)
     proc = subprocess.Popen(shlex.split(command), stderr=pipe)
     atexit.register(proc.kill)
-    print 'Server started'
+    print('Server started')
     if wait_for_server_ready:
       WaitForServerReady(port)
     hostports = (
@@ -226,7 +230,7 @@ def VerifyPredictRequest(self,
                            signature_constants.
                            DEFAULT_SERVING_SIGNATURE_DEF_KEY):
     """Send PredictionService.Predict request and verify output."""
-    print 'Sending Predict request...'
+    print('Sending Predict request...')
     # Prepare request
     request = predict_pb2.PredictRequest()
     request.model_spec.name = model_name
@@ -244,8 +248,8 @@ def VerifyPredictRequest(self,
     # Verify response
     self.assertTrue('y' in result.outputs)
     self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
-    self.assertEquals(1, len(result.outputs['y'].float_val))
-    self.assertEquals(expected_output, result.outputs['y'].float_val[0])
+    self.assertEqual(1, len(result.outputs['y'].float_val))
+    self.assertEqual(expected_output, result.outputs['y'].float_val[0])
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           signature_name, expected_version)
 
@@ -316,9 +320,9 @@ def _VerifyModelSpec(self,
     Returns:
       None.
     """
-    self.assertEquals(actual_model_spec.name, exp_model_name)
-    self.assertEquals(actual_model_spec.signature_name, exp_signature_name)
-    self.assertEquals(actual_model_spec.version.value, exp_version)
+    self.assertEqual(actual_model_spec.name, exp_model_name)
+    self.assertEqual(actual_model_spec.signature_name, exp_signature_name)
+    self.assertEqual(actual_model_spec.version.value, exp_version)
 
   def testGetModelStatus(self):
     """Test ModelService.GetModelStatus implementation."""
@@ -326,7 +330,7 @@ def testGetModelStatus(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending GetModelStatus request...'
+    print('Sending GetModelStatus request...')
     # Send request
     request = get_model_status_pb2.GetModelStatusRequest()
     request.model_spec.name = 'default'
@@ -334,10 +338,10 @@ def testGetModelStatus(self):
     stub = model_service_pb2_grpc.ModelServiceStub(channel)
     result = stub.GetModelStatus(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
-    self.assertEquals(1, len(result.model_version_status))
-    self.assertEquals(123, result.model_version_status[0].version)
+    self.assertEqual(1, len(result.model_version_status))
+    self.assertEqual(123, result.model_version_status[0].version)
     # OK error code (0) indicates no error occurred
-    self.assertEquals(0, result.model_version_status[0].status.error_code)
+    self.assertEqual(0, result.model_version_status[0].status.error_code)
 
   def testClassify(self):
     """Test PredictionService.Classify implementation."""
@@ -345,7 +349,7 @@ def testClassify(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending Classify request...'
+    print('Sending Classify request...')
     # Prepare request
     request = classification_pb2.ClassificationRequest()
     request.model_spec.name = 'default'
@@ -359,11 +363,11 @@ def testClassify(self):
     stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.Classify(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
-    self.assertEquals(1, len(result.result.classifications))
-    self.assertEquals(1, len(result.result.classifications[0].classes))
+    self.assertEqual(1, len(result.result.classifications))
+    self.assertEqual(1, len(result.result.classifications[0].classes))
     expected_output = 3.0
-    self.assertEquals(expected_output,
-                      result.result.classifications[0].classes[0].score)
+    self.assertEqual(expected_output,
+                     result.result.classifications[0].classes[0].score)
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
@@ -374,7 +378,7 @@ def testRegress(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending Regress request...'
+    print('Sending Regress request...')
     # Prepare request
     request = regression_pb2.RegressionRequest()
     request.model_spec.name = 'default'
@@ -388,9 +392,9 @@ def testRegress(self):
     stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
     result = stub.Regress(request, RPC_TIMEOUT)  # 5 secs timeout
     # Verify response
-    self.assertEquals(1, len(result.result.regressions))
+    self.assertEqual(1, len(result.result.regressions))
     expected_output = 3.0
-    self.assertEquals(expected_output, result.result.regressions[0].value)
+    self.assertEqual(expected_output, result.result.regressions[0].value)
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
@@ -401,7 +405,7 @@ def testMultiInference(self):
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
-    print 'Sending MultiInference request...'
+    print('Sending MultiInference request...')
     # Prepare request
     request = inference_pb2.MultiInferenceRequest()
     request.tasks.add().model_spec.name = 'default'
@@ -420,13 +424,14 @@ def testMultiInference(self):
     result = stub.MultiInference(request, RPC_TIMEOUT)  # 5 secs timeout
 
     # Verify response
-    self.assertEquals(2, len(result.results))
+    self.assertEqual(2, len(result.results))
     expected_output = 3.0
-    self.assertEquals(expected_output,
-                      result.results[0].regression_result.regressions[0].value)
-    self.assertEquals(expected_output, result.results[
-        1].classification_result.classifications[0].classes[0].score)
-    for i in xrange(2):
+    self.assertEqual(expected_output,
+                     result.results[0].regression_result.regressions[0].value)
+    self.assertEqual(
+        expected_output, result.results[1].classification_result
+        .classifications[0].classes[0].score)
+    for i in range(2):
       self._VerifyModelSpec(result.results[i].model_spec,
                             request.tasks[i].model_spec.name,
                             request.tasks[i].model_spec.signature_name,
@@ -529,6 +534,7 @@ def testBadModelConfig(self):
 
     error_message = (
         'Invalid protobuf file: \'%s\'') % self._GetBadModelConfigFile()
+    error_message = error_message.encode('utf-8')
     self.assertNotEqual(proc.stderr, None)
     self.assertGreater(proc.stderr.read().find(error_message), -1)
 
@@ -564,7 +570,7 @@ def testClassifyREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEquals(json.loads(resp_data), {'results': [[['', 3.0]]]})
+    self.assertEqual(json.loads(resp_data), {'results': [[['', 3.0]]]})
 
   def testRegressREST(self):
     """Test Regress implementation over REST API."""
@@ -584,7 +590,7 @@ def testRegressREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEquals(json.loads(resp_data), {'results': [3.0]})
+    self.assertEqual(json.loads(resp_data), {'results': [3.0]})
 
   def testPredictREST(self):
     """Test Predict implementation over REST API."""
@@ -604,7 +610,7 @@ def testPredictREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEquals(json.loads(resp_data), {'predictions': [3.0, 3.5, 4.0]})
+    self.assertEqual(json.loads(resp_data), {'predictions': [3.0, 3.5, 4.0]})
 
   def testPredictColumnarREST(self):
     """Test Predict implementation over REST API with columnar inputs."""
@@ -624,7 +630,7 @@ def testPredictColumnarREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEquals(json.loads(resp_data), {'outputs': [3.0, 3.5, 4.0]})
+    self.assertEqual(json.loads(resp_data), {'outputs': [3.0, 3.5, 4.0]})
 
   def testGetStatusREST(self):
     """Test ModelStatus implementation over REST API with columnar inputs."""
@@ -643,7 +649,7 @@ def testGetStatusREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEquals(
+    self.assertEqual(
         json.loads(resp_data), {
             'model_version_status': [{
                 'version': '123',
@@ -676,7 +682,7 @@ def testGetModelMetadataREST(self):
       with open(model_metadata_file) as f:
         expected_metadata = json.load(f)
         # Verify response
-        self.assertEquals(json.loads(resp_data), expected_metadata)
+        self.assertEqual(json.loads(resp_data), expected_metadata)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -699,7 +705,8 @@ def testPrometheusEndpoint(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify that there should be some metric type information.
-    self.assertIn('# TYPE', resp_data)
+    self.assertIn('# TYPE',
+                  resp_data.decode('utf-8') if resp_data is not None else None)
 
 
 if __name__ == '__main__':
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
index f5bcb972036..1bd3617606e 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
@@ -12,11 +12,12 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ==============================================================================
-
-#!/usr/bin/env python2.7
-
 """Manual test client for tensorflow_model_server."""
 
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
 # This is a placeholder for a Google-internal import.
 
 import grpc
@@ -43,7 +44,7 @@ def main(_):
   # Send request
   channel = grpc.insecure_channel(FLAGS.server)
   stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
-  print stub.Predict(request, 5.0)  # 5 secs timeout
+  print(stub.Predict(request, 5.0))  # 5 secs timeout
 
 
 if __name__ == '__main__':
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 0381e2b2fd8..543637eb666 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,8 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    srcs_version = "PY2AND3",
+    default_python_version = "PY3",
+    srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
index ee1b73914b8..7a304cc1078 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
@@ -40,11 +40,11 @@ def build_signature_def_from_tensors(inputs, outputs, method_name):
   return tf.saved_model.signature_def_utils.build_signature_def(
       inputs={
           key: tf.saved_model.utils.build_tensor_info(tensor)
-          for key, tensor in inputs.iteritems()
+          for key, tensor in inputs.items()
       },
       outputs={
           key: tf.saved_model.utils.build_tensor_info(tensor)
-          for key, tensor in outputs.iteritems()
+          for key, tensor in outputs.items()
       },
       method_name=method_name)
 

From 3314b43e0b6eff67794398650dedd83a1709643a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 12:02:57 -0800
Subject: [PATCH 2223/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229969600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf49c300818..641890b8dae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03be6bdf22db0a0b13746ed99a109aad7bbe0f2637a2a845c14e7fdc03607986",
-    git_commit = "26f4194fe4c26ea723e7828091801846fad44487",
+    sha256 = "b0845bfd4dafa9d55c08795f39f9733e0bcb07e8005f0c9a4779467927842348",
+    git_commit = "9f3a726641379b3c11c60693e3fc44c40e71d4fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0f112a0722c086130dadf8dd9fa6aa1591a47daf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 13:02:54 -0800
Subject: [PATCH 2224/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229979443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 641890b8dae..8984fd91b57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0845bfd4dafa9d55c08795f39f9733e0bcb07e8005f0c9a4779467927842348",
-    git_commit = "9f3a726641379b3c11c60693e3fc44c40e71d4fd",
+    sha256 = "435b327eb920bc82a4dfbbc6a5ac8cfaee105b783671de46e96296fc1496c9fb",
+    git_commit = "b3c326376263f8e1af0d44f29ac1dc6106f699de",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2406e472fc37c263108206eebb068c4a40ab366c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 13:27:38 -0800
Subject: [PATCH 2225/8103] Internal change.

PiperOrigin-RevId: 229983604
---
 tensorflow_serving/util/net_http/server/public/BUILD | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 513c88cbc0a..58298449888 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -2,11 +2,14 @@
 
 package(
     default_visibility = [
+        ":http_server_clients",
         "//tensorflow_serving:internal",
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
 )
 
+package_group(name = "http_server_clients")
+
 licenses(["notice"])  # Apache 2.0
 
 cc_library(

From a0ba35bc7c7f235d3262ac1ac6bd4f4941e2a86e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 14:02:52 -0800
Subject: [PATCH 2226/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 229990143
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8984fd91b57..e2500a62139 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "435b327eb920bc82a4dfbbc6a5ac8cfaee105b783671de46e96296fc1496c9fb",
-    git_commit = "b3c326376263f8e1af0d44f29ac1dc6106f699de",
+    sha256 = "0da6340423a121bacac57ab867b2715c79847d8ba78e6e3bd142cd7324b2372b",
+    git_commit = "49cd875b9ae1bc9da96871c321010c25e7ae3b32",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4d184321b986d6e0e4dd5aa3257657bff0999527 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 15:03:16 -0800
Subject: [PATCH 2227/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230000744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2500a62139..f64f97cedbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0da6340423a121bacac57ab867b2715c79847d8ba78e6e3bd142cd7324b2372b",
-    git_commit = "49cd875b9ae1bc9da96871c321010c25e7ae3b32",
+    sha256 = "ff2445bab558d8870869eb360ee14e4ed7cae5e86ed50506f101a679f78889ed",
+    git_commit = "916df403fbfc799ac5b6af49a0c1cdf3846e66aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7bbcc6d60785d9f5af0bc93139d6ff51bc169a6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 16:03:09 -0800
Subject: [PATCH 2228/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230010510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f64f97cedbc..9d5205c52de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff2445bab558d8870869eb360ee14e4ed7cae5e86ed50506f101a679f78889ed",
-    git_commit = "916df403fbfc799ac5b6af49a0c1cdf3846e66aa",
+    sha256 = "a42524e09fc320dd5ccc848a0e66536be5d69f0e7c0372d30deddcfedbbbb698",
+    git_commit = "84edc28bcf8cb73f17acd1d267c17d76c417ccfe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00aa28201ef325898ec73b1b500b5734ebc5a991 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 17:03:24 -0800
Subject: [PATCH 2229/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230018855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d5205c52de..98a49fcdca1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a42524e09fc320dd5ccc848a0e66536be5d69f0e7c0372d30deddcfedbbbb698",
-    git_commit = "84edc28bcf8cb73f17acd1d267c17d76c417ccfe",
+    sha256 = "a4b09aa45614fb609214c5f636037447d6b45d198c0c1de3e6df4d6909e319a6",
+    git_commit = "6108a72eafbbec6a161f70691b9dcef1798dbbbe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2640526dbab4a1582a7227706b973abae0d95044 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 18:03:11 -0800
Subject: [PATCH 2230/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230025450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98a49fcdca1..4d219e15fdd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4b09aa45614fb609214c5f636037447d6b45d198c0c1de3e6df4d6909e319a6",
-    git_commit = "6108a72eafbbec6a161f70691b9dcef1798dbbbe",
+    sha256 = "55839798c6f473e5c6c7fde08a6582020e3a441f5185b5fbbc2e3de32b14a474",
+    git_commit = "a6924e6affd935f537cdaf8977094df0e15a7957",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3755d134b0ca49a627f4b51c5213d4cb928ca664 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 19:02:57 -0800
Subject: [PATCH 2231/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230029664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d219e15fdd..639b3cb85b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55839798c6f473e5c6c7fde08a6582020e3a441f5185b5fbbc2e3de32b14a474",
-    git_commit = "a6924e6affd935f537cdaf8977094df0e15a7957",
+    sha256 = "9b7f9ac7d3afe1cd5072933d992308b2a7f8ee8a500b6f62db55e080a1a49467",
+    git_commit = "502ca3eed27ea4b096a707dd88b56d339482a4f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2ac42482a0746dddfa69988e1190f5768cbef6f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 20:02:42 -0800
Subject: [PATCH 2232/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230033181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 639b3cb85b9..df8f1d89e63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b7f9ac7d3afe1cd5072933d992308b2a7f8ee8a500b6f62db55e080a1a49467",
-    git_commit = "502ca3eed27ea4b096a707dd88b56d339482a4f6",
+    sha256 = "b60465dcfd79986556be0070e53814b4b14468bff6cda62356dfcb56cad1411a",
+    git_commit = "e2968144a0a1d0344166a7996afc3cedd4381a9d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 72ba27d3ceda63c432ff3d8ec5d0c531335cbae8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jan 2019 21:02:49 -0800
Subject: [PATCH 2233/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230036615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df8f1d89e63..c93f33c6f20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b60465dcfd79986556be0070e53814b4b14468bff6cda62356dfcb56cad1411a",
-    git_commit = "e2968144a0a1d0344166a7996afc3cedd4381a9d",
+    sha256 = "d1c2bb4d619a0e2584c5025136b3a9fc396c073c3a6cb6fe431f771e64bdf712",
+    git_commit = "467c1c2e215c5481372ba4e685869ae504b9e74f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4c42e63d2a453d90554bf27f8a07a08f0445c899 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Jan 2019 03:02:43 -0800
Subject: [PATCH 2234/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230056928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c93f33c6f20..b3ab041433e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1c2bb4d619a0e2584c5025136b3a9fc396c073c3a6cb6fe431f771e64bdf712",
-    git_commit = "467c1c2e215c5481372ba4e685869ae504b9e74f",
+    sha256 = "a9b8fcd8e6eadc267ecbb7e4b9db21f007927801cf3553c025c12506c9d1f350",
+    git_commit = "f52351444551016d7dd949a5aa599da489a97045",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9b2df2de8749ebf312b2aae992f342e0a8602b16 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Jan 2019 16:02:15 -0800
Subject: [PATCH 2235/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230085300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3ab041433e..0cf21480a99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9b8fcd8e6eadc267ecbb7e4b9db21f007927801cf3553c025c12506c9d1f350",
-    git_commit = "f52351444551016d7dd949a5aa599da489a97045",
+    sha256 = "95d96926657b7c599aff0cb9369d0ce28b3052201511f9ecb5e4b0ddf105b833",
+    git_commit = "d28aabb83228524df1b906c66b35bdb5657a59b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c647b8d439b81c860e6dd82240880f4dbcad727f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Jan 2019 03:02:09 -0800
Subject: [PATCH 2236/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230117326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cf21480a99..125378de015 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95d96926657b7c599aff0cb9369d0ce28b3052201511f9ecb5e4b0ddf105b833",
-    git_commit = "d28aabb83228524df1b906c66b35bdb5657a59b5",
+    sha256 = "221aea22ffed5c06f823e0cd8d53812d2042548a8b8820f6f3d172e4f275ce76",
+    git_commit = "12e86468e2a9b57e636c1d0afcdf3f657f6df0b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe9a143001a0fc34a02d7c2f94bb38f317504614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Jan 2019 17:01:51 -0800
Subject: [PATCH 2237/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230155238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 125378de015..a9f0a775671 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "221aea22ffed5c06f823e0cd8d53812d2042548a8b8820f6f3d172e4f275ce76",
-    git_commit = "12e86468e2a9b57e636c1d0afcdf3f657f6df0b6",
+    sha256 = "10651d66b29d4953c8aba5cb32a74acdd6e3b50c68e814d579b9b4f6ba1d39c4",
+    git_commit = "eb17145a7e8f8d50418d0238e8dbd445ea2bd1d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5913efc8a02252de70dfc81c6c42e9024de4055f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Jan 2019 18:01:44 -0800
Subject: [PATCH 2238/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230157955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9f0a775671..fa43130086e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10651d66b29d4953c8aba5cb32a74acdd6e3b50c68e814d579b9b4f6ba1d39c4",
-    git_commit = "eb17145a7e8f8d50418d0238e8dbd445ea2bd1d7",
+    sha256 = "230d706119c256da69f46f292466d295fcee3459b6a277f7a79b00ec48c8e7a3",
+    git_commit = "4f1b0ee65a652743ede11d95a33513588ba7f772",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 526769a41f8d2b1eb1f473509bb554cf6b82a153 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Jan 2019 19:01:59 -0800
Subject: [PATCH 2239/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230161292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa43130086e..c4ab872cd67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "230d706119c256da69f46f292466d295fcee3459b6a277f7a79b00ec48c8e7a3",
-    git_commit = "4f1b0ee65a652743ede11d95a33513588ba7f772",
+    sha256 = "660da73e445c509032dbae437fef9ff71fd20820e4cae9a04ae17585c40d258f",
+    git_commit = "48998029e313b9206daa2d49f55aeb810242361e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fa9cabf05fea519501de7bab77ca2c4d765f5003 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 00:02:18 -0800
Subject: [PATCH 2240/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230179240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4ab872cd67..d9c8009fe98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "660da73e445c509032dbae437fef9ff71fd20820e4cae9a04ae17585c40d258f",
-    git_commit = "48998029e313b9206daa2d49f55aeb810242361e",
+    sha256 = "b6f1a3f7c099fac2cc8e70590d35ea1323689cf7a3eb04aa9295a3e6d3df507a",
+    git_commit = "e6dbfa1790419a6bd857bdb14240a7f67165fc42",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56f17399a11e3cb4d0bd233771fdf0a8f50a8110 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 02:01:59 -0800
Subject: [PATCH 2241/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230193479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9c8009fe98..520b027a4de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6f1a3f7c099fac2cc8e70590d35ea1323689cf7a3eb04aa9295a3e6d3df507a",
-    git_commit = "e6dbfa1790419a6bd857bdb14240a7f67165fc42",
+    sha256 = "ffafe0b7135b0e4c5610aa9e86db8be3cb3be33bdbba9e8f61955ab7d9ffb1aa",
+    git_commit = "858a402b9386ead2026945f0553f95fa84d5c101",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e070dcb44731feeba982e08daf336c7be9d70fac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 04:02:02 -0800
Subject: [PATCH 2242/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230205242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 520b027a4de..05a0e148c07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffafe0b7135b0e4c5610aa9e86db8be3cb3be33bdbba9e8f61955ab7d9ffb1aa",
-    git_commit = "858a402b9386ead2026945f0553f95fa84d5c101",
+    sha256 = "c29fc3518ccb714244101b250e78479cb4ff45ccdc9abbbeebcbc4d3308f4915",
+    git_commit = "9b271631359c61b3c979cac1c79801b4067ee6b4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f7b27a2c5c445fa15068f4b442fc920b45aabbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 07:02:03 -0800
Subject: [PATCH 2243/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230222325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05a0e148c07..897a40bcdd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c29fc3518ccb714244101b250e78479cb4ff45ccdc9abbbeebcbc4d3308f4915",
-    git_commit = "9b271631359c61b3c979cac1c79801b4067ee6b4",
+    sha256 = "5b05430c4de7a4872e93304a6e0e07bb628f8e9d92b704f1bd457b6eaa7d0bd3",
+    git_commit = "d9bdbbdc1a6c94524650549189d76dba5bc5ddc3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86d7cd3c123d1f3337b70e1281046ac7d36dc6fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 08:02:27 -0800
Subject: [PATCH 2244/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230227662
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 897a40bcdd3..f73a2a403f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b05430c4de7a4872e93304a6e0e07bb628f8e9d92b704f1bd457b6eaa7d0bd3",
-    git_commit = "d9bdbbdc1a6c94524650549189d76dba5bc5ddc3",
+    sha256 = "5470cca5a623b53bf6500b0ff59cccc9f5917edfd5038cd9ce023c0245ab637f",
+    git_commit = "187091a7f9d1390a557d39949134ab08cf497bae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 19131a307f44c8c32535dac9273e7c24fb316d86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 09:01:53 -0800
Subject: [PATCH 2245/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230233452
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f73a2a403f5..1d20d332972 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5470cca5a623b53bf6500b0ff59cccc9f5917edfd5038cd9ce023c0245ab637f",
-    git_commit = "187091a7f9d1390a557d39949134ab08cf497bae",
+    sha256 = "7206ec5dd05b19ad634846af0e4a8e95799c5123dc7f7c8f75d5aa700033de37",
+    git_commit = "4bfa2359152e9d106c2c20e9fff67643c8578c81",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2628f3a4c29ec530e84e41de30737a921f8f7d1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 10:02:10 -0800
Subject: [PATCH 2246/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230238712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d20d332972..ada7517925f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7206ec5dd05b19ad634846af0e4a8e95799c5123dc7f7c8f75d5aa700033de37",
-    git_commit = "4bfa2359152e9d106c2c20e9fff67643c8578c81",
+    sha256 = "c54bb041cde269ad3a01200372fd583b2b5b182dfe322f64eff84bd8351e2f44",
+    git_commit = "dad786f9638bc7be6d79e0d4bb087a955d973a6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8aca1a5c58911d9bc969649f97d6b402f4e4bfbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 13:01:55 -0800
Subject: [PATCH 2247/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230250769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ada7517925f..4c5785dc81c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c54bb041cde269ad3a01200372fd583b2b5b182dfe322f64eff84bd8351e2f44",
-    git_commit = "dad786f9638bc7be6d79e0d4bb087a955d973a6a",
+    sha256 = "cf4ee86b8f4e737ef6da05eba9394503b68b440c2676efff34cc981985fccebf",
+    git_commit = "ff91cd691027076e6128afbd902d3d38e3672787",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 883260f089924058008d0cae39d92a1c818133ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jan 2019 22:01:55 -0800
Subject: [PATCH 2248/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230283129
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c5785dc81c..757ff5a1d15 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf4ee86b8f4e737ef6da05eba9394503b68b440c2676efff34cc981985fccebf",
-    git_commit = "ff91cd691027076e6128afbd902d3d38e3672787",
+    sha256 = "4a25582622258d1e9b061fff5bc424ccf9652b13df5fde40919e0e044a88b51d",
+    git_commit = "125ecf68ccb6d94dfc2f05d68017e37232ad59c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56dbad5f0bc7612c383eba85ab6e39e5603f9bad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 00:02:04 -0800
Subject: [PATCH 2249/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230291389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 757ff5a1d15..dbc3f6bba95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a25582622258d1e9b061fff5bc424ccf9652b13df5fde40919e0e044a88b51d",
-    git_commit = "125ecf68ccb6d94dfc2f05d68017e37232ad59c2",
+    sha256 = "82f21c8ccd4202a6faeaed2fb811571bcce4729b60f16dd2e98702e8f92db337",
+    git_commit = "58d76bb520d0f10e7008a96789252de52dac18e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d0badd4cfefb001e59872c746aa5ff6de4fe6974 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 02:02:00 -0800
Subject: [PATCH 2250/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230304020
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbc3f6bba95..f05ff61d565 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82f21c8ccd4202a6faeaed2fb811571bcce4729b60f16dd2e98702e8f92db337",
-    git_commit = "58d76bb520d0f10e7008a96789252de52dac18e7",
+    sha256 = "3aea52d73abac3a99e5eaf5171ee2e7a32ef6d89ee730248da9f75979bc44697",
+    git_commit = "f44c86305911b1066d916d2c289a7a429b6f2a69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c97ebc33f8d93d9c12e68e40e3cbc4d5fe3d9e81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 07:01:57 -0800
Subject: [PATCH 2251/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230333169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f05ff61d565..4c7c866d85a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3aea52d73abac3a99e5eaf5171ee2e7a32ef6d89ee730248da9f75979bc44697",
-    git_commit = "f44c86305911b1066d916d2c289a7a429b6f2a69",
+    sha256 = "0d8386480f8309d62a6573802aea5960091248fbc3e280cd984daa3e0caf9e39",
+    git_commit = "4b45dcc63dd043acbe6bb90475d356d2f3149b0c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 34d204504e1787eab5070a348606854400afe163 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 11:02:00 -0800
Subject: [PATCH 2252/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230372361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c7c866d85a..0298d08d526 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d8386480f8309d62a6573802aea5960091248fbc3e280cd984daa3e0caf9e39",
-    git_commit = "4b45dcc63dd043acbe6bb90475d356d2f3149b0c",
+    sha256 = "96c7efe0c6477c0bc638a44a293cd438b71cd2c8d977d94b8e438da640a074f0",
+    git_commit = "80f47caee4bca375b8285e3b3185c7d29113b9e8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 088bc67fd8e0200db5cf7f4197538367f7df84e2 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Tue, 22 Jan 2019 11:33:43 -0800
Subject: [PATCH 2253/8103] Update setup to fix incorrect flag options Fixes
 https://github.com/tensorflow/serving/issues/1241

PiperOrigin-RevId: 230379099
---
 tensorflow_serving/g3doc/setup.md | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index ccc419e7d45..1bb1a845e18 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -167,19 +167,27 @@ tools/run_in_docker.sh bazel build --config=nativeopt tensorflow_serving/...
 
 It's also possible to compile using specific instruction sets (e.g. AVX).
 Wherever you see `bazel build` in the documentation, simply add the
-corresponding flag:
+corresponding flags:
 
 Instruction Set            | Flags
 -------------------------- | ----------------------
-AVX                        | `--copt=mavx`
-AVX2                       | `--copt=mavx2`
-FMA                        | `--copt=mfma`
-SSE 4.1                    | `--copt=msse4.1`
-SSE 4.2                    | `--copt=msse4.2`
+AVX                        | `--copt=-mavx`
+AVX2                       | `--copt=-mavx2`
+FMA                        | `--copt=-mfma`
+SSE 4.1                    | `--copt=-msse4.1`
+SSE 4.2                    | `--copt=-msse4.2`
 All supported by processor | `--copt=-march=native`
 
+For example:
+
+```shell
+tools/run_in_docker.sh bazel build --copt=-mavx2 tensorflow_serving/...
+```
+
 Note: These instruction sets are not available on all machines, especially with
-older processors. Use `--copt=-march=native` if you're unsure what you need.
+older processors. Use the default `--config=nativeopt` to build an optimized
+version of TensorFlow Serving for your processor if you are in doubt.
+
 
 ##### Building with GPU Support
 

From 7fa3f720724f729be6f6b571068dc27455672920 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 12:02:41 -0800
Subject: [PATCH 2254/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230384308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0298d08d526..57f92cbbb87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96c7efe0c6477c0bc638a44a293cd438b71cd2c8d977d94b8e438da640a074f0",
-    git_commit = "80f47caee4bca375b8285e3b3185c7d29113b9e8",
+    sha256 = "b468797e6f0ecd4ac75e1bfe2df27747d72eda8a3c0ecafe51b503dc87a697d1",
+    git_commit = "94ea59c903e00a0ffde07d541aea4a1aee3c563d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a5fdb4720afaad50a2f29fdd7763a5525b06af5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 13:02:02 -0800
Subject: [PATCH 2255/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230394607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57f92cbbb87..b2a45a5431d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b468797e6f0ecd4ac75e1bfe2df27747d72eda8a3c0ecafe51b503dc87a697d1",
-    git_commit = "94ea59c903e00a0ffde07d541aea4a1aee3c563d",
+    sha256 = "c1cc39cf5a590a44b19270d593226a753ed7944e8a123c2d0fb12c750ab78253",
+    git_commit = "79e040fd8a7e09bc4754f4635aed7a3e1a91ce40",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ebb34114c8dfbe9afcdc27eadb3fbf90eebf04d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 14:02:33 -0800
Subject: [PATCH 2256/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230405929
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2a45a5431d..61117980834 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1cc39cf5a590a44b19270d593226a753ed7944e8a123c2d0fb12c750ab78253",
-    git_commit = "79e040fd8a7e09bc4754f4635aed7a3e1a91ce40",
+    sha256 = "147cfd9ebe275a5390df16410020f5f4b433ae15048f9421e1ad4b4c6148da9d",
+    git_commit = "bfcddf733e85c790921afccec4ca80849e9eb9ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3bb80268d8440511b95d7e32863b729bdb525c23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 15:01:56 -0800
Subject: [PATCH 2257/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230417513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61117980834..7f371fa2605 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "147cfd9ebe275a5390df16410020f5f4b433ae15048f9421e1ad4b4c6148da9d",
-    git_commit = "bfcddf733e85c790921afccec4ca80849e9eb9ab",
+    sha256 = "491c4a915a3c785088fd8c6caf4338567fc05c4d6dc741e64387adc36b1b94b8",
+    git_commit = "a4d4392677f58eb26eed7e7e8ec7604d3d21335b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d2dfb047a2cc6e6b00cadee895ad025000c80e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 16:02:28 -0800
Subject: [PATCH 2258/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230429161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f371fa2605..c9b6886592d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "491c4a915a3c785088fd8c6caf4338567fc05c4d6dc741e64387adc36b1b94b8",
-    git_commit = "a4d4392677f58eb26eed7e7e8ec7604d3d21335b",
+    sha256 = "0ce292d2734a265bcf18c0ddf4f1554d7ce57c7dbd4378bb824c2a6712991c46",
+    git_commit = "4e15557ac4c92f219f51ed94883d1e47dca88417",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 51040816de34cd3e155069885f14c8ed23336b3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 17:01:56 -0800
Subject: [PATCH 2259/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230439994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9b6886592d..b1109602ff1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ce292d2734a265bcf18c0ddf4f1554d7ce57c7dbd4378bb824c2a6712991c46",
-    git_commit = "4e15557ac4c92f219f51ed94883d1e47dca88417",
+    sha256 = "86604ec925851901ed2cd4d92f34d724daf4993d49127b206e1f1739be32636c",
+    git_commit = "632658950c5f3acb1e05bc375bbcff90479934f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 15c07593d986dd556a4beba211cabd43d5fc4bc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 18:02:07 -0800
Subject: [PATCH 2260/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230448876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1109602ff1..8fb32944800 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86604ec925851901ed2cd4d92f34d724daf4993d49127b206e1f1739be32636c",
-    git_commit = "632658950c5f3acb1e05bc375bbcff90479934f0",
+    sha256 = "bd830e59e999c839ff36800824c726b637025ffe04e0a92f627e39c878f0c6de",
+    git_commit = "6fa83a643f148c78a9bf4e50a8a7572accde5e09",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5101a0beb1b80fe285d7ffa9c03989aa2041cb9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 19:02:02 -0800
Subject: [PATCH 2261/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230455391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fb32944800..4c587191ccc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd830e59e999c839ff36800824c726b637025ffe04e0a92f627e39c878f0c6de",
-    git_commit = "6fa83a643f148c78a9bf4e50a8a7572accde5e09",
+    sha256 = "2e46c5882c712a47074aa4724cb198d09f1adcb8032dd1a2a083ba99a2b3facc",
+    git_commit = "09bdeffbcd2c4f8f9c0da8d101eaf9edc1faf54d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 17c707b3f34d96750549b8646b32d1bd40fcfc1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 21:01:57 -0800
Subject: [PATCH 2262/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230465139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c587191ccc..92753864b74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e46c5882c712a47074aa4724cb198d09f1adcb8032dd1a2a083ba99a2b3facc",
-    git_commit = "09bdeffbcd2c4f8f9c0da8d101eaf9edc1faf54d",
+    sha256 = "46d8f4590beb96d32bcb9b099c1b8132880ceb1a8db5579d5e58f4791f25ddc0",
+    git_commit = "701ad58880ae7b4d317d0bda5f1497346273b2af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7df4a8d6b1ccdc050712fc603fcdb7a6820d0dab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 22:02:04 -0800
Subject: [PATCH 2263/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230469977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92753864b74..4139ef3701c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46d8f4590beb96d32bcb9b099c1b8132880ceb1a8db5579d5e58f4791f25ddc0",
-    git_commit = "701ad58880ae7b4d317d0bda5f1497346273b2af",
+    sha256 = "96f042d89769207cf7a18de56bf868d3b6fbaa1ec38ce8a1a9ce8b8beb861a52",
+    git_commit = "59931a8956263293be02884f195745afa2125246",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 726b4d1ca83478e9097c0446299a0a470e61715b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jan 2019 23:01:58 -0800
Subject: [PATCH 2264/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230474151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4139ef3701c..87203a014ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96f042d89769207cf7a18de56bf868d3b6fbaa1ec38ce8a1a9ce8b8beb861a52",
-    git_commit = "59931a8956263293be02884f195745afa2125246",
+    sha256 = "7a42bf7f3cff239470f899eeea5e31f413ebd194cf571530d2f2dd1db08f7720",
+    git_commit = "bba3f6a4e733dfd5865dfb14943624c13a7ba9fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ee37802437b863b7715c5ad0b5eb9e31b7240c1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 00:02:09 -0800
Subject: [PATCH 2265/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230479289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87203a014ae..b3df452a1d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a42bf7f3cff239470f899eeea5e31f413ebd194cf571530d2f2dd1db08f7720",
-    git_commit = "bba3f6a4e733dfd5865dfb14943624c13a7ba9fd",
+    sha256 = "cb2acee8e6720d1d5c0b8ddd2086badd9ea2782a270a9bb99f8a5a768047e25a",
+    git_commit = "76aa6cf917d719183a82d47970a6f98333740420",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9bf715dc59c03256ed5cb9a5529fca09fc058ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 01:02:12 -0800
Subject: [PATCH 2266/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230486181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3df452a1d7..2335693d836 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb2acee8e6720d1d5c0b8ddd2086badd9ea2782a270a9bb99f8a5a768047e25a",
-    git_commit = "76aa6cf917d719183a82d47970a6f98333740420",
+    sha256 = "975ba9ede8f398ee8824893a3dbb2fe24427b795777baa73171d52599c42e140",
+    git_commit = "7cfe43a11d95af0df88bf6e84479b6297df7117f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7a134bab820548e1919e7e3970c6a89386af2736 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 02:02:09 -0800
Subject: [PATCH 2267/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230492575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2335693d836..ce6d4398e11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "975ba9ede8f398ee8824893a3dbb2fe24427b795777baa73171d52599c42e140",
-    git_commit = "7cfe43a11d95af0df88bf6e84479b6297df7117f",
+    sha256 = "3d56be1a2d17e6ad5f325e9d3437280dc95cb5c038e9370fcd07d106de8605c6",
+    git_commit = "d072d4d3a638c3764a05cfefa68df5d0d0a80e57",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cc50de2737ab3fc611cf519d9e15419d8113d9a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 03:01:59 -0800
Subject: [PATCH 2268/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230498812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce6d4398e11..2f5d7411dde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d56be1a2d17e6ad5f325e9d3437280dc95cb5c038e9370fcd07d106de8605c6",
-    git_commit = "d072d4d3a638c3764a05cfefa68df5d0d0a80e57",
+    sha256 = "66cff9af38cb388881809541c357ff9927b7cf29ccf711ebe14f08a4b8e82727",
+    git_commit = "2283fefab6fbd77da2388f54ebaf860311742fe2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82365dac8dc03f0ded3fc3430ccd08220b1a5874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 05:01:58 -0800
Subject: [PATCH 2269/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230510159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f5d7411dde..99d9ed6a93d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66cff9af38cb388881809541c357ff9927b7cf29ccf711ebe14f08a4b8e82727",
-    git_commit = "2283fefab6fbd77da2388f54ebaf860311742fe2",
+    sha256 = "471c68d885e639f3f8f20f8cd9d16fb09eb3591f8d4edfc060458f346efbcf7b",
+    git_commit = "2691e6746fd96583802a821b202e7fa6316f32c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d9ca2b2363297752c3d48f22e523b78e37ecd6e Mon Sep 17 00:00:00 2001
From: robert <robert@semmle.com>
Date: Wed, 23 Jan 2019 14:14:01 +0000
Subject: [PATCH 2270/8103] Fix mismatched parentheses

---
 tensorflow_serving/model_servers/main.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 6353c396b8f..3d0783cc8b2 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -84,7 +84,7 @@ int main(int argc, char** argv) {
                        "used, --model_name, --model_base_path are ignored.)"),
       tensorflow::Flag("model_name", &options.model_name,
                        "name of model (ignored "
-                       "if --model_config_file flag is set"),
+                       "if --model_config_file flag is set)"),
       tensorflow::Flag("model_base_path", &options.model_base_path,
                        "path to export (ignored if --model_config_file flag "
                        "is set, otherwise required)"),

From e57fd2f3995c7e24c03e6e7521373bcafa83c9f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 07:02:11 -0800
Subject: [PATCH 2271/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230522615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99d9ed6a93d..5776f05bf4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "471c68d885e639f3f8f20f8cd9d16fb09eb3591f8d4edfc060458f346efbcf7b",
-    git_commit = "2691e6746fd96583802a821b202e7fa6316f32c2",
+    sha256 = "22b708e6df5451e6610c929bdec0bbc8c0cfbebe0873fc16a45bd9b7ad13e341",
+    git_commit = "f3919b99b1e0f8f3efe7634a43731e1dd9c220a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a11c80ad8b2446b70024d564b74d5c573193fda6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jan 2019 09:01:54 -0800
Subject: [PATCH 2272/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230539253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5776f05bf4d..97c843fc867 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22b708e6df5451e6610c929bdec0bbc8c0cfbebe0873fc16a45bd9b7ad13e341",
-    git_commit = "f3919b99b1e0f8f3efe7634a43731e1dd9c220a0",
+    sha256 = "7462e8d25c04e05781e62018e43ec0a9ca46bbb312c1b97488c5578e90de0d98",
+    git_commit = "4a9ebc33bc2e72a8efc8b360277856f38fd7692d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cf000bd820077e7e6fa8a57451c88e0b1567261f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ville=20T=C3=B6rh=C3=B6nen?= <ville@torhonen.fi>
Date: Thu, 24 Jan 2019 19:33:42 +0200
Subject: [PATCH 2273/8103] Modify based on review

---
 tensorflow_serving/model_servers/server.cc | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index ca42b84fab7..c65df3daa08 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -264,9 +264,8 @@ Status Server::BuildAndStart(const Options& server_options) {
       server_address,
       BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
   // If defined, listen to a UNIX socket for gRPC.
-  const string grpc_socket_path = server_options.grpc_socket_path;
-  const string grpc_socket_uri = "unix:" + grpc_socket_path;
-  if (!grpc_socket_path.empty()) {
+  if (!server_options.grpc_socket_path.empty()) {
+    const string grpc_socket_uri = "unix:" + server_options.grpc_socket_path;
     builder.AddListeningPort(
       grpc_socket_uri,
       BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
@@ -292,9 +291,9 @@ Status Server::BuildAndStart(const Options& server_options) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
   LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
-  if (!grpc_socket_path.empty()) {
+  if (!server_options.grpc_socket_path.empty()) {
     LOG(INFO) << "Running gRPC ModelServer at UNIX socket "
-              << grpc_socket_uri << "...";
+              << server_options.grpc_socket_path << "...";
   }
 
   if (server_options.http_port != 0) {

From 53679016e8336aaed9b001b06afda4898f76de09 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ville=20T=C3=B6rh=C3=B6nen?= <ville@torhonen.fi>
Date: Thu, 24 Jan 2019 19:38:04 +0200
Subject: [PATCH 2274/8103] Add test for running prediction over domain socket

---
 .../model_servers/tensorflow_model_server_test.py  | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 090ca0f4245..41a52a319f4 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -48,6 +48,7 @@
 HTTP_REST_TIMEOUT_MS = 5000
 CHANNEL_WAIT_TIMEOUT = 5.0
 WAIT_FOR_SERVER_READY_INT_SECS = 60
+GRPC_SOCKET_PATH = "/tmp/tf-serving.sock"
 
 
 def PickUnusedPort():
@@ -158,6 +159,7 @@ def RunServer(model_name,
     command += ' --port=' + str(port)
     command += ' --rest_api_port=' + str(rest_api_port)
     command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
+    command += ' --grpc_socket_path=' + GRPC_SOCKET_PATH
 
     if model_config_file:
       command += ' --model_config_file=' + model_config_file
@@ -672,6 +674,18 @@ def testPrometheusEndpoint(self):
     # Verify that there should be some metric type information.
     self.assertIn('# TYPE', resp_data)
 
+  def testPredictUDS(self):
+    """Test saved model prediction over a Unix domain socket."""
+    _ = TensorflowModelServerTest.RunServer(
+        'default',
+        self._GetSavedModelBundlePath())
+    model_server_address = "unix:%s" % GRPC_SOCKET_PATH
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(
+            self._GetSavedModelHalfPlusThreePath()))
 
 if __name__ == '__main__':
   tf.test.main()

From dbab51d80749d3b4ac97ef6f3d7cce6083e53a18 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ville=20T=C3=B6rh=C3=B6nen?= <ville@torhonen.fi>
Date: Thu, 24 Jan 2019 20:50:15 +0200
Subject: [PATCH 2275/8103] Fix whitespace

---
 tensorflow_serving/model_servers/server.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index c65df3daa08..dd59d4ccefb 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -293,7 +293,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
   if (!server_options.grpc_socket_path.empty()) {
     LOG(INFO) << "Running gRPC ModelServer at UNIX socket "
-              << server_options.grpc_socket_path << "...";
+              << server_options.grpc_socket_path << " ...";
   }
 
   if (server_options.http_port != 0) {

From fd1cb87bee1036d7eb5c91b85224ef30141436da Mon Sep 17 00:00:00 2001
From: jtkeeling <jtkeeling@google.com>
Date: Thu, 24 Jan 2019 15:17:33 -0800
Subject: [PATCH 2276/8103] Change prometheous_exporter_test to check for
 substrings instead of equality

These tests verify that Prometheus metrics are correctly exported. However the tests previously assumed that no other metrics would be registered and asserted that the test's metrics exactly matched the exported metrics. This change instead verifies that the test's metrics are a subset of the exported metrics.

This change was required because TensorFlow recently changed to export additional metrics on graph building time.

PiperOrigin-RevId: 230799512
---
 tensorflow_serving/util/BUILD                       |  2 +-
 tensorflow_serving/util/prometheus_exporter_test.cc | 12 ++++++------
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 7716baba520..f793ebe81d1 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -330,7 +330,7 @@ cc_library(
     srcs = ["status_util.cc"],
     hdrs = ["status_util.h"],
     deps = [
-        "//tensorflow_serving/util:status_proto",
+        ":status_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/util/prometheus_exporter_test.cc b/tensorflow_serving/util/prometheus_exporter_test.cc
index 847449753c2..435a28844d4 100644
--- a/tensorflow_serving/util/prometheus_exporter_test.cc
+++ b/tensorflow_serving/util/prometheus_exporter_test.cc
@@ -40,7 +40,7 @@ TEST(PrometheusExporterTest, Counter) {
       {"# TYPE :test:path:total counter", ":test:path:total{name=\"abc\"} 2"},
       "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 TEST(PrometheusExporterTest, Gauge) {
@@ -56,7 +56,7 @@ TEST(PrometheusExporterTest, Gauge) {
                      ":test:path:gague{x=\"abc\",y=\"def\"} 5"},
                     "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 TEST(PrometheusExporterTest, Histogram) {
@@ -87,7 +87,7 @@ TEST(PrometheusExporterTest, Histogram) {
        ":test:path:histogram_count{status=\"good\"} 3"},
       "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 TEST(PrometheusExporterTest, SanitizeLabelValue) {
@@ -105,7 +105,7 @@ TEST(PrometheusExporterTest, SanitizeLabelValue) {
                      ":test:path:total{name=\"\\\"abc\\\\\\\"\"} 2"},
                     "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 TEST(PrometheusExporterTest, SanitizeLabelName) {
@@ -122,7 +122,7 @@ TEST(PrometheusExporterTest, SanitizeLabelName) {
                      ":test:path:total{my_name_1=\"abc\"} 2"},
                     "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 TEST(PrometheusExporterTest, SanitizeMetricName) {
@@ -139,7 +139,7 @@ TEST(PrometheusExporterTest, SanitizeMetricName) {
                      "_0:path:total_count{name=\"abc\"} 2"},
                     "\n");
   absl::StrAppend(&expected_result, "\n");
-  EXPECT_EQ(http_page, expected_result);
+  EXPECT_PRED_FORMAT2(testing::IsSubstring, expected_result, http_page);
 }
 
 }  // namespace

From af054f81d03239886365a0e46d6e22b472acc3fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jan 2019 17:01:51 -0800
Subject: [PATCH 2277/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230817394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97c843fc867..dd6cd5d794b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7462e8d25c04e05781e62018e43ec0a9ca46bbb312c1b97488c5578e90de0d98",
-    git_commit = "4a9ebc33bc2e72a8efc8b360277856f38fd7692d",
+    sha256 = "f78971cbcb80e596c54e83e944203d3402e240b176b6ada6927314955000bc6e",
+    git_commit = "e40ffed186331743127ddaaccaac5f1c193daa5f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 076316d9fe8f0077e6f65e334ccf4101a2363c96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jan 2019 18:01:56 -0800
Subject: [PATCH 2278/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230825730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd6cd5d794b..82a6862c775 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f78971cbcb80e596c54e83e944203d3402e240b176b6ada6927314955000bc6e",
-    git_commit = "e40ffed186331743127ddaaccaac5f1c193daa5f",
+    sha256 = "7cdb81b91047dde3e1bcff56779c6018f6061536d0876e26990c8e60521535a3",
+    git_commit = "b682bdd374ff453f2ebb85d9e8a2b3eeed79df4f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aa030c97f166da24cc9fe2622b85c5f82f69a898 Mon Sep 17 00:00:00 2001
From: laigd <laigd@google.com>
Date: Thu, 24 Jan 2019 18:36:17 -0800
Subject: [PATCH 2279/8103] Fix the TF_CUDA_VERSION in docker gpu build.

PiperOrigin-RevId: 230829547
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index b026b69f787..bdec5578467 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -109,7 +109,7 @@ ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
 ENV TF_CUDA_COMPUTE_CAPABILITIES=3.0,3.5,5.2,6.0,6.1,7.0
-ENV TF_CUDA_VERSION=9.0
+ENV TF_CUDA_VERSION=10.0
 ENV TF_CUDNN_VERSION=7
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264

From fd3f1150b1bf50ac957a69b72207f52c55aa154d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jan 2019 19:01:53 -0800
Subject: [PATCH 2280/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230832326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82a6862c775..9ff118a0abe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7cdb81b91047dde3e1bcff56779c6018f6061536d0876e26990c8e60521535a3",
-    git_commit = "b682bdd374ff453f2ebb85d9e8a2b3eeed79df4f",
+    sha256 = "7cb4d45bf75d8334b10fda123b6717d0584f47a04cafb87156393e240e8e1eb5",
+    git_commit = "862b9f19d17af6bcdc3c8208c88723acf52bc6cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4afddbe44d71063c6142f8346ff6cf069e78c833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jan 2019 20:01:52 -0800
Subject: [PATCH 2281/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230837849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ff118a0abe..4050c6d6d46 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7cb4d45bf75d8334b10fda123b6717d0584f47a04cafb87156393e240e8e1eb5",
-    git_commit = "862b9f19d17af6bcdc3c8208c88723acf52bc6cf",
+    sha256 = "37b86210f758886763f7ed395012b745722dcc8bc7e76069a6c1e3a1b6e0d1ab",
+    git_commit = "6291988afae9a4663a73ed323491518f85b5a9ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 66e40b0178e9662018cb8941adec7b033b19e07a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jan 2019 21:01:49 -0800
Subject: [PATCH 2282/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230842532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4050c6d6d46..947066d867c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37b86210f758886763f7ed395012b745722dcc8bc7e76069a6c1e3a1b6e0d1ab",
-    git_commit = "6291988afae9a4663a73ed323491518f85b5a9ef",
+    sha256 = "1ed9bf9236ce77a2fa23b0cf8f5154770015c7c9d9bb5b9d282160374c34b0a9",
+    git_commit = "5a901abe024d7abb6bf78b92426fc4e34b533542",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a4c1fd0c43b6dfb8952fbee054cd3e53cbdb0aa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 00:02:10 -0800
Subject: [PATCH 2283/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230857141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 947066d867c..26ec2cb630d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ed9bf9236ce77a2fa23b0cf8f5154770015c7c9d9bb5b9d282160374c34b0a9",
-    git_commit = "5a901abe024d7abb6bf78b92426fc4e34b533542",
+    sha256 = "4fef15cb66ac5eed995aa84cfe3cdc136128b5bbe28a69ed9b57de8d174dbcdb",
+    git_commit = "d4b0f635bc1d72271ae7fafff6797b9381823d79",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From af069d0a18d09df11af393121382b5ea9b844548 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 02:01:55 -0800
Subject: [PATCH 2284/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230869011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26ec2cb630d..2ee3f00884c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fef15cb66ac5eed995aa84cfe3cdc136128b5bbe28a69ed9b57de8d174dbcdb",
-    git_commit = "d4b0f635bc1d72271ae7fafff6797b9381823d79",
+    sha256 = "6640f87e01445ecea6bcf6fc5b234590d8b86be10b682f289698a85588799d1b",
+    git_commit = "da2c471248c92526e429f031c45ee7f8824139a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a9e465b5765f98e4de16402fae87b27718582aad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 04:02:44 -0800
Subject: [PATCH 2285/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230880013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ee3f00884c..f5e600a647c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6640f87e01445ecea6bcf6fc5b234590d8b86be10b682f289698a85588799d1b",
-    git_commit = "da2c471248c92526e429f031c45ee7f8824139a7",
+    sha256 = "9951fe99492f98cab28d477f9ff4023de72d47a4978f8f8097ff39bf6d511c9b",
+    git_commit = "bdca83b71c0f47628321bafc29056fb2467144db",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 40990eb49f06756f384928e68f64d62f5f36cc14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 05:01:44 -0800
Subject: [PATCH 2286/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230884791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5e600a647c..c6dbd38c4e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9951fe99492f98cab28d477f9ff4023de72d47a4978f8f8097ff39bf6d511c9b",
-    git_commit = "bdca83b71c0f47628321bafc29056fb2467144db",
+    sha256 = "bcd96a3d3fdbc32588937c55da06019ca782f9757174860c995181babef81c15",
+    git_commit = "53d3a75b7b7237b0582220913b17b811741f9b70",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8b3c4a84f9a63e74ca5602a0ab0b66f908d6d667 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 06:02:17 -0800
Subject: [PATCH 2287/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230890159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6dbd38c4e9..2a16e74e5e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcd96a3d3fdbc32588937c55da06019ca782f9757174860c995181babef81c15",
-    git_commit = "53d3a75b7b7237b0582220913b17b811741f9b70",
+    sha256 = "337d4ecad2041050593766832eb4974f8523ab588065240148857797cf134e7c",
+    git_commit = "3296f42b0f6dbdd68dcd492f10d4b3aa5bfc2235",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4604d0d8c99f4d63d4ee1ebb07da6a2dd41c0df0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 08:02:02 -0800
Subject: [PATCH 2288/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230903139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a16e74e5e0..a6b70fea98b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "337d4ecad2041050593766832eb4974f8523ab588065240148857797cf134e7c",
-    git_commit = "3296f42b0f6dbdd68dcd492f10d4b3aa5bfc2235",
+    sha256 = "50bdbbc3a0146cb4b5b6e3b27a41c62fed621d592c16da5e310105c3885309f4",
+    git_commit = "720691477d84934e852e89f917e23f4ff55eb2da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e821a75f7598a94ce3a79abf961e81cd5bc2934 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 10:02:06 -0800
Subject: [PATCH 2289/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230920741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6b70fea98b..b0b25be22bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50bdbbc3a0146cb4b5b6e3b27a41c62fed621d592c16da5e310105c3885309f4",
-    git_commit = "720691477d84934e852e89f917e23f4ff55eb2da",
+    sha256 = "0685556c068554b01fd8069b1e04aede40f654b7302093ad9c7f8e50a2e23c86",
+    git_commit = "850cfa2c58e70dbc05536a20e2d5d0740a946bd3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a84486e860297ec04462945e774780e1a0e91fd6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 11:02:09 -0800
Subject: [PATCH 2290/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230932449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0b25be22bb..cdb7a2e2794 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0685556c068554b01fd8069b1e04aede40f654b7302093ad9c7f8e50a2e23c86",
-    git_commit = "850cfa2c58e70dbc05536a20e2d5d0740a946bd3",
+    sha256 = "4703eacebab540405250d12de87689da88a6044678d12a3cddc905044b9d1838",
+    git_commit = "4cc8976ed8aec119752dffda278ce1b909e6657c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 75d032c13bcf93410899bc06d41aea3c432a688b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 12:02:24 -0800
Subject: [PATCH 2291/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230943990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdb7a2e2794..c361ecf10a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4703eacebab540405250d12de87689da88a6044678d12a3cddc905044b9d1838",
-    git_commit = "4cc8976ed8aec119752dffda278ce1b909e6657c",
+    sha256 = "371b5dc7c5b75ad8e19d8ef3a8c59d457c29ed2b894be0cd01147f1e5c5b36db",
+    git_commit = "c6a4b8600cd7288e709b63fee1426cc34aeda6d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1d68489519050c534d2f1f001eaa590a489ef1f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 13:01:51 -0800
Subject: [PATCH 2292/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230953723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c361ecf10a4..e88441d4377 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "371b5dc7c5b75ad8e19d8ef3a8c59d457c29ed2b894be0cd01147f1e5c5b36db",
-    git_commit = "c6a4b8600cd7288e709b63fee1426cc34aeda6d8",
+    sha256 = "643d3251d9e0734c3ccec8e4ac3a4b05e3c8464ed73b89061a5598fb9cc80b62",
+    git_commit = "5522d670af8efa43125325d741793eca12eb16f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 727ed94ab9f93f808e343de7649e9d36b033bfa7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 14:02:34 -0800
Subject: [PATCH 2293/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230964602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e88441d4377..d67f9109eff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "643d3251d9e0734c3ccec8e4ac3a4b05e3c8464ed73b89061a5598fb9cc80b62",
-    git_commit = "5522d670af8efa43125325d741793eca12eb16f4",
+    sha256 = "20a49deea46354ef03110e7e2ae4bd2a45a0f56e956d02997b3861a8df6b50b2",
+    git_commit = "4c0c199222fdcffbfb548aefa0ea82c853aea609",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 873aa26807132dd588e63ae2099909035bb76d07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 15:02:19 -0800
Subject: [PATCH 2294/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230975608
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d67f9109eff..a1dd1e76624 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20a49deea46354ef03110e7e2ae4bd2a45a0f56e956d02997b3861a8df6b50b2",
-    git_commit = "4c0c199222fdcffbfb548aefa0ea82c853aea609",
+    sha256 = "ab9f77321cc9b38e8bb29596c312199fb99af8cb6fb53509b4a6cd5744be07e5",
+    git_commit = "d2d19330dfd2af040bcc11e7a7fa5b322d3de8ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a7c868dffe76002a0932bf584f4e811ba4882048 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 16:02:11 -0800
Subject: [PATCH 2295/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230986107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1dd1e76624..6f799b9dcaf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab9f77321cc9b38e8bb29596c312199fb99af8cb6fb53509b4a6cd5744be07e5",
-    git_commit = "d2d19330dfd2af040bcc11e7a7fa5b322d3de8ab",
+    sha256 = "caabe3de4fade0b76cf9151bd967c12d5e39e9a1970b12ad9505795f8549e121",
+    git_commit = "b46eac4b90ddc45dfd374e4000654113789b12ec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b5818341f8f9e43bb60a8992536ae7f4f6e7bb9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 17:01:57 -0800
Subject: [PATCH 2296/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 230995629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f799b9dcaf..85c0a148aa2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caabe3de4fade0b76cf9151bd967c12d5e39e9a1970b12ad9505795f8549e121",
-    git_commit = "b46eac4b90ddc45dfd374e4000654113789b12ec",
+    sha256 = "92525d276ba52e7234f53b0aabfc17294575f304f70552fa55ad67fd5bafbe2c",
+    git_commit = "7db3e40453d9792c05b6346144d6988f9c928569",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ba403f18707c728d57c6d66a07815ee71bd50576 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 18:01:51 -0800
Subject: [PATCH 2297/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231002973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85c0a148aa2..97005489d0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92525d276ba52e7234f53b0aabfc17294575f304f70552fa55ad67fd5bafbe2c",
-    git_commit = "7db3e40453d9792c05b6346144d6988f9c928569",
+    sha256 = "32c2026ec2dac5d3e743e050a15188cb6d5e0a693b6b4b1ecbef9c7b507fe83e",
+    git_commit = "02dfd621d05d690f485b008085a5e9ab92b3434a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e26778c3ce31713faba048562d7ed8497f7b8b4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 19:02:07 -0800
Subject: [PATCH 2298/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231007749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97005489d0e..95282a1e13c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32c2026ec2dac5d3e743e050a15188cb6d5e0a693b6b4b1ecbef9c7b507fe83e",
-    git_commit = "02dfd621d05d690f485b008085a5e9ab92b3434a",
+    sha256 = "6dd5f54bc0ea63328498d5d36d43a7cc4fa6b690f1b11925fc8b0a50ea4a300c",
+    git_commit = "0cb1d4de125a31eb5f32e56a446d182833674ba4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac1508a0265b7ce022284c794a2bd26b1b88540f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 20:01:58 -0800
Subject: [PATCH 2299/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231011532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95282a1e13c..63374e3df81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dd5f54bc0ea63328498d5d36d43a7cc4fa6b690f1b11925fc8b0a50ea4a300c",
-    git_commit = "0cb1d4de125a31eb5f32e56a446d182833674ba4",
+    sha256 = "79fa068f1698d45f364af1f9fe0433a55dd8906748f9340439fb00d5df1fe0aa",
+    git_commit = "28a624fb66d0ff72f547888c234105ab578e0f49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dda10e9b5f5c72bbeb27b575eabdbf1338305ac6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 21:01:43 -0800
Subject: [PATCH 2300/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231015276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63374e3df81..b14f0090d64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79fa068f1698d45f364af1f9fe0433a55dd8906748f9340439fb00d5df1fe0aa",
-    git_commit = "28a624fb66d0ff72f547888c234105ab578e0f49",
+    sha256 = "8e2d0344e824505e60581a6e8181362f9c4bf000764d2f9924c479b412fa8ec1",
+    git_commit = "a29d085d97a90a315e319b67810a98476c92d34e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e37b7312472f8c771b3690b27ebc41b4f11101d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 22:02:09 -0800
Subject: [PATCH 2301/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231018639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b14f0090d64..71cba667240 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e2d0344e824505e60581a6e8181362f9c4bf000764d2f9924c479b412fa8ec1",
-    git_commit = "a29d085d97a90a315e319b67810a98476c92d34e",
+    sha256 = "04f55f1c3c2b7c89354f9ba4a9a4f3e1c9b3484a393712e22faee5082d5a720d",
+    git_commit = "371791b1490b5109b0695e6065374428cc57703b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10b5e18264b8ffb4baf9388a847c577f4beec1fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jan 2019 23:01:49 -0800
Subject: [PATCH 2302/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231021543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71cba667240..0eb136e236f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04f55f1c3c2b7c89354f9ba4a9a4f3e1c9b3484a393712e22faee5082d5a720d",
-    git_commit = "371791b1490b5109b0695e6065374428cc57703b",
+    sha256 = "7accd32ef5f545e36060eb26c2381af8c30c21a86adfee8a012b032c717158aa",
+    git_commit = "8a1aca3da83e9ef451c73ac428a1da242c4913ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fd0460dec40ed2250a9ad1bcf3eb37e3f161e2ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 00:02:06 -0800
Subject: [PATCH 2303/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231024563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0eb136e236f..5db36c515b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7accd32ef5f545e36060eb26c2381af8c30c21a86adfee8a012b032c717158aa",
-    git_commit = "8a1aca3da83e9ef451c73ac428a1da242c4913ce",
+    sha256 = "56b75acaa5776fdf58572c20e7585e1896d2344daef8e9b16a43d372a1177f30",
+    git_commit = "01dec19e827ab46ff7ff5dbd6142ba5a26efc4da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4282a87d24ccf17541d10858b164cd4e7094f3d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 03:01:54 -0800
Subject: [PATCH 2304/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231036184
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5db36c515b7..3c089e07578 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56b75acaa5776fdf58572c20e7585e1896d2344daef8e9b16a43d372a1177f30",
-    git_commit = "01dec19e827ab46ff7ff5dbd6142ba5a26efc4da",
+    sha256 = "a814d718e5b7f2ec90b724872de75b511d3cbf93dc966745943c3d59875b272b",
+    git_commit = "676ff175114a0642003e9b55be0173473e1e5140",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dca02b85bf275094da75b41f765c4ec780ce997d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 11:01:48 -0800
Subject: [PATCH 2305/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231059480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c089e07578..4daadfa67a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a814d718e5b7f2ec90b724872de75b511d3cbf93dc966745943c3d59875b272b",
-    git_commit = "676ff175114a0642003e9b55be0173473e1e5140",
+    sha256 = "cdf198d2128b67166f40ee323728ed49a286bae9a1fdd66105e1601ba387500d",
+    git_commit = "441ea6de36ab7cf77364ce95e9fce8799eb4adf2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1cfe9c8d8a897ad313136cc8585970d108273a42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 12:02:12 -0800
Subject: [PATCH 2306/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231062212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4daadfa67a5..bae1e6a91db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdf198d2128b67166f40ee323728ed49a286bae9a1fdd66105e1601ba387500d",
-    git_commit = "441ea6de36ab7cf77364ce95e9fce8799eb4adf2",
+    sha256 = "d56bc25b20c038a8425bf5998111aecb69b278cc3b5792747d64bb079b1f4589",
+    git_commit = "52c8bdba0081e4ed428add13e3c0da7ccbfc8f06",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dbcd028b8295630a7ab42bcc2e07df868b965f33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 15:02:00 -0800
Subject: [PATCH 2307/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231070471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bae1e6a91db..fe4077c6e05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d56bc25b20c038a8425bf5998111aecb69b278cc3b5792747d64bb079b1f4589",
-    git_commit = "52c8bdba0081e4ed428add13e3c0da7ccbfc8f06",
+    sha256 = "e1b5c4c0b7951a098ea30911f570ba29c54d183286d8b2b6b3847d52eb761f6e",
+    git_commit = "9b91ea70e84501d0e264d783d54907bac8cca92b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 14cc8836c9ae3fe45eccb703f52aba2f8de4e661 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 17:01:55 -0800
Subject: [PATCH 2308/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231075881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe4077c6e05..64a74bfbe90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1b5c4c0b7951a098ea30911f570ba29c54d183286d8b2b6b3847d52eb761f6e",
-    git_commit = "9b91ea70e84501d0e264d783d54907bac8cca92b",
+    sha256 = "2c89966adf87c78d0b2f4825de7d44d7436cfbdb9194b946dd272605db310e5d",
+    git_commit = "e9e5028139701661522cbaa5847fa8371fb849df",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc851fbeb66ab15f24389335a41afa85f24b7874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 20:02:02 -0800
Subject: [PATCH 2309/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231083691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64a74bfbe90..e55e6a22752 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c89966adf87c78d0b2f4825de7d44d7436cfbdb9194b946dd272605db310e5d",
-    git_commit = "e9e5028139701661522cbaa5847fa8371fb849df",
+    sha256 = "16687f142c8bccff36c607951ff4f5c95d4494f98329ff80561d7553892fec30",
+    git_commit = "7f67f065ca32b055d27d42b99f2fe74aa5a1ce4d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 056906efb429815da7a5b2505d4c5753973e4459 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jan 2019 22:01:56 -0800
Subject: [PATCH 2310/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231089044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e55e6a22752..3f1984a39a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16687f142c8bccff36c607951ff4f5c95d4494f98329ff80561d7553892fec30",
-    git_commit = "7f67f065ca32b055d27d42b99f2fe74aa5a1ce4d",
+    sha256 = "7326154a814d6940efba121ce893480d093bbd93d9b448d5578799604b6e0205",
+    git_commit = "9eca1a045a8233958e7e8be494ed8e0ab5a712d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d31e8a57d9bc67524d5450bd7e56b6c7a165fd35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jan 2019 03:02:01 -0800
Subject: [PATCH 2311/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231103582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f1984a39a1..8642f037302 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7326154a814d6940efba121ce893480d093bbd93d9b448d5578799604b6e0205",
-    git_commit = "9eca1a045a8233958e7e8be494ed8e0ab5a712d6",
+    sha256 = "bf6cbd7c6ea607cb76f7465054777f7de0012c818f7cd7c1fcba5af2f6be3b48",
+    git_commit = "c1162e860fe15d03ab8d98647f8f4a66208c28a3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a13e4ac3e4c325d4b8860bba1ed141d959b9ec7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jan 2019 14:01:53 -0800
Subject: [PATCH 2312/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231133039
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8642f037302..8647a9faec9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf6cbd7c6ea607cb76f7465054777f7de0012c818f7cd7c1fcba5af2f6be3b48",
-    git_commit = "c1162e860fe15d03ab8d98647f8f4a66208c28a3",
+    sha256 = "786b621add038631f3dcfccfb7cba4a179f07effa835d257f7704cf03e8c1b03",
+    git_commit = "e4b4b2e4ffe28e6b49fa6924af0764eb2fad1676",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f541bba22dd255ab773b57eaaf48f87c17f0d57c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jan 2019 16:02:16 -0800
Subject: [PATCH 2313/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231139496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8647a9faec9..12a9c8b85b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "786b621add038631f3dcfccfb7cba4a179f07effa835d257f7704cf03e8c1b03",
-    git_commit = "e4b4b2e4ffe28e6b49fa6924af0764eb2fad1676",
+    sha256 = "8b02a51d0d43f97352186cb11c0b1d0a2bfd49712ed8ad8ae8057e5e7463aad3",
+    git_commit = "0f59cbd29738833655eeffe314b9b7f6667e6005",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7519da81ea0dafb833c8338dea4dbd86648ebc25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 03:02:12 -0800
Subject: [PATCH 2314/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231186747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12a9c8b85b3..596e8c9bd92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b02a51d0d43f97352186cb11c0b1d0a2bfd49712ed8ad8ae8057e5e7463aad3",
-    git_commit = "0f59cbd29738833655eeffe314b9b7f6667e6005",
+    sha256 = "37f33977a4d4829879f13eefbaeaea2547e28885069d994068946410990269f8",
+    git_commit = "e0585bc351b19da39610cc20f6d7622b439dca4d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ca8171120d3f33068d5bf1f7b3207b2acf5b07f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 07:02:05 -0800
Subject: [PATCH 2315/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231211908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 596e8c9bd92..a44e3638e64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37f33977a4d4829879f13eefbaeaea2547e28885069d994068946410990269f8",
-    git_commit = "e0585bc351b19da39610cc20f6d7622b439dca4d",
+    sha256 = "28c37e7dd7955db91ee5570be37b5265d962f6c20d2dddf9d159dc784399b8d0",
+    git_commit = "e4a09e402b3f57ad29d8dfee29b4106347cac8a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From baa41080b4c8aa016e3dbd1056954de8f12428b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 08:02:03 -0800
Subject: [PATCH 2316/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231219567
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a44e3638e64..7f57bbc47b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28c37e7dd7955db91ee5570be37b5265d962f6c20d2dddf9d159dc784399b8d0",
-    git_commit = "e4a09e402b3f57ad29d8dfee29b4106347cac8a0",
+    sha256 = "1fe48dd1e0b4e6db0bfb80a86bd3e6ff6094539703a712422ba7a03614c0efc1",
+    git_commit = "e89b1a0999a9c1ececded21dbf7079a92ace6bee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a21bc5e16932f1e1b6d48f2acbb125c8a220a116 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 09:02:12 -0800
Subject: [PATCH 2317/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231228731
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f57bbc47b5..c926e4dbd01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fe48dd1e0b4e6db0bfb80a86bd3e6ff6094539703a712422ba7a03614c0efc1",
-    git_commit = "e89b1a0999a9c1ececded21dbf7079a92ace6bee",
+    sha256 = "af836b2a5114c16c2814031821834f475a2996e8edb4ce35329c128980e7f382",
+    git_commit = "80a2144b58ac183ea72f86f1918254fb1a38fb4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e77c934906fd87a8ba64988d9de700136a55309 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Mon, 28 Jan 2019 09:58:32 -0800
Subject: [PATCH 2318/8103] Update docker instructions on using mnist

PiperOrigin-RevId: 231238017
---
 tensorflow_serving/g3doc/docker.md | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 0e575d80e28..814268fdabf 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -319,16 +319,12 @@ docker run -it -p 8500:8500 tensorflow/serving:latest-devel
 To test a model, from inside the container try:
 
 ```shell
-# build the exporter
-bazel build -c opt //tensorflow_serving/example:mnist_saved_model
 # train the mnist model
-bazel-bin/tensorflow_serving/example/mnist_saved_model /tmp/mnist_model
+python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
 # serve the model
 tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
-# build the client
-bazel build -c opt //tensorflow_serving/example:mnist_client
 # test the client
-bazel-bin/tensorflow_serving/example/mnist_client --num_tests=1000 --server=localhost:8500
+python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:8500
 ```
 
 ## Dockerfiles

From 8b4f2b0ce5b68575c32045fd300d547cbd1c7e99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 10:01:55 -0800
Subject: [PATCH 2319/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231238679
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c926e4dbd01..3d7f38019b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af836b2a5114c16c2814031821834f475a2996e8edb4ce35329c128980e7f382",
-    git_commit = "80a2144b58ac183ea72f86f1918254fb1a38fb4a",
+    sha256 = "6f657aca01d6471da8e307214fdafc8f861274ff6ee550fbac67be5017450d46",
+    git_commit = "e2a201283f4c924e0fda8f3e3deb9ecfff266387",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd9688e3c7223ed518a117c70247d9f12839c0b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 11:01:46 -0800
Subject: [PATCH 2320/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231251239
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d7f38019b4..312bb3031e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f657aca01d6471da8e307214fdafc8f861274ff6ee550fbac67be5017450d46",
-    git_commit = "e2a201283f4c924e0fda8f3e3deb9ecfff266387",
+    sha256 = "ce2dee720821fdfb3d4b75f8ceea7b4bb73ee79068f3dbcc3f350dfbefe92ae5",
+    git_commit = "4b433090add559ce0dbe1db42ae73bba233c1363",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddd25d6575b49b1f8f13535e079b9e573babe725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 12:02:20 -0800
Subject: [PATCH 2321/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231264090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 312bb3031e2..dd60018984b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce2dee720821fdfb3d4b75f8ceea7b4bb73ee79068f3dbcc3f350dfbefe92ae5",
-    git_commit = "4b433090add559ce0dbe1db42ae73bba233c1363",
+    sha256 = "4056a00dcdd2cd83679a7d8e4864c93385e981a96bc663b69cf13d5385ca050f",
+    git_commit = "5a5e93e4f245146e6c2b3eac5173b48d15755a27",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 62d2081c2eee9884d4392680259f872d60b4e863 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 13:01:42 -0800
Subject: [PATCH 2322/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231274434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd60018984b..44939c994a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4056a00dcdd2cd83679a7d8e4864c93385e981a96bc663b69cf13d5385ca050f",
-    git_commit = "5a5e93e4f245146e6c2b3eac5173b48d15755a27",
+    sha256 = "b8b6136e1c69ce3a609e1e86f593ea036a41b99e3ff2395b620c3198a9e92f84",
+    git_commit = "37d538a626814f1a3cb83b7392bc6af9a7e9e1f7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b58b494b3062849a6ba2f437e5a755e8565d348e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 13:39:14 -0800
Subject: [PATCH 2323/8103] Add HTTP request's query and fragment portions of
 the URI to uri_path()'s return value.

PiperOrigin-RevId: 231280855
---
 .../server/internal/evhttp_request.cc         | 15 ++++++-
 .../net_http/server/internal/evhttp_request.h |  2 +
 .../server/internal/evhttp_request_test.cc    | 40 +++++++++++++++++++
 .../server/public/server_request_interface.h  |  5 ++-
 4 files changed, 59 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 905b28d6f82..302a8121fef 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -98,6 +98,19 @@ bool ParsedEvRequest::decode() {
     path = "/";
   }
 
+  path_and_query = path;
+  const char* query = evhttp_uri_get_query(decoded_uri);
+  if (query != nullptr) {
+    path_and_query.push_back('?');
+    path_and_query.append(query);
+  }
+
+  const char* fragment = evhttp_uri_get_fragment(decoded_uri);
+  if (fragment != nullptr) {
+    path_and_query.push_back('#');
+    path_and_query.append(fragment);
+  }
+
   headers = evhttp_request_get_input_headers(request);
 
   return true;
@@ -116,7 +129,7 @@ EvHTTPRequest::~EvHTTPRequest() {
 }
 
 absl::string_view EvHTTPRequest::uri_path() const {
-  return parsed_request_->path;
+  return parsed_request_->path_and_query;
 }
 
 absl::string_view EvHTTPRequest::http_method() const {
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index 98d53d99207..e89b40f0efc 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -20,6 +20,7 @@ limitations under the License.
 
 #include <cstdint>
 #include <memory>
+#include <string>
 
 #include "tensorflow_serving/util/net_http/server/internal/server_support.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
@@ -54,6 +55,7 @@ struct ParsedEvRequest {
   // TODO(wenboz): do we need escaped path for dispatching requests?
   // evhttp_uridecode(path)
   const char* path = nullptr;  // owned by uri
+  std::string path_and_query;
 
   evkeyvalq* headers = nullptr;  // owned by raw request
 };
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 402e5d465c2..801fbeae4a4 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -146,6 +146,46 @@ TEST_F(EvHTTPRequestTest, SimplePOST) {
   server->WaitForTermination();
 }
 
+// Test request's uri_path() method.
+TEST_F(EvHTTPRequestTest, RequestUri) {
+  static const char* const kUriPath[] = {
+      "/",
+      "/path",
+      "/path/",
+      "/path?query=value",
+      "/path#fragment",
+      "/path?param=value#fragment",
+      "/path?param=value%20value",
+  };
+
+  int counter = 0;
+  auto handler = [&counter](ServerRequestInterface* request) {
+    EXPECT_EQ(kUriPath[counter++], request->uri_path());
+    request->Reply();
+  };
+  server->RegisterRequestDispatcher(
+      [&handler](ServerRequestInterface* request) -> RequestHandler {
+        return handler;
+      },
+      RequestHandlerOptions());
+
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  for (const char* path : kUriPath) {
+    ClientRequest request = {path, "GET", {}, nullptr};
+    ClientResponse response = {};
+
+    EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  }
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
 // Test request headers
 TEST_F(EvHTTPRequestTest, RequestHeaders) {
   auto handler = [](ServerRequestInterface* request) {
diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index e8439c17918..e866a6a3925 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -62,8 +62,9 @@ class ServerRequestInterface {
   ServerRequestInterface& operator=(const ServerRequestInterface& other) =
       delete;
 
-  // The relative portion of the request URI (without host).
-  // No escape decoding.
+  // The portion of the request URI after the host and port.
+  // E.g. "/path/to/resource?param=value&param=value#fragment".
+  // Doesn't unescape the contents; returns "/" at least.
   virtual absl::string_view uri_path() const = 0;
 
   // HTTP request method.

From 5ee22015c4a2242c03f297468ba67d6d8fa8ffcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 14:01:52 -0800
Subject: [PATCH 2324/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231284476
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44939c994a6..b1ab3f34be3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8b6136e1c69ce3a609e1e86f593ea036a41b99e3ff2395b620c3198a9e92f84",
-    git_commit = "37d538a626814f1a3cb83b7392bc6af9a7e9e1f7",
+    sha256 = "ce650f14fbe88f062bf9e904163d18359c69f773e1314b5f9b5b2c9a3b0829e4",
+    git_commit = "b24783482f452b9aa0f1756360fd453a24230275",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c48f52722d790f02fb34f5f6623618b9dd5c12e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 15:02:22 -0800
Subject: [PATCH 2325/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231295537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1ab3f34be3..303dd95c6f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce650f14fbe88f062bf9e904163d18359c69f773e1314b5f9b5b2c9a3b0829e4",
-    git_commit = "b24783482f452b9aa0f1756360fd453a24230275",
+    sha256 = "91e9de76add43b1d7b9fefcd3e632b3c8702d2a3f74cf5ec01a049a27ac6d6b6",
+    git_commit = "f9f590d185afe072272c3e02cd3f3e34013fc85b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 199c74e10108e8d6aecd27bf793287f5aab3efbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 16:02:11 -0800
Subject: [PATCH 2326/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231305797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 303dd95c6f3..e0a230ce7da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91e9de76add43b1d7b9fefcd3e632b3c8702d2a3f74cf5ec01a049a27ac6d6b6",
-    git_commit = "f9f590d185afe072272c3e02cd3f3e34013fc85b",
+    sha256 = "8e986af967d62fa0ef887050fad365d830cd2e27a035d74d0dfd223395ab0266",
+    git_commit = "ad0af72a1c071ed53932efc0a3ccde81b27f3992",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e4065b77ebed2a3a5d71208bec27468d2865e629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 17:01:41 -0800
Subject: [PATCH 2327/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231315647
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0a230ce7da..25b1940a380 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e986af967d62fa0ef887050fad365d830cd2e27a035d74d0dfd223395ab0266",
-    git_commit = "ad0af72a1c071ed53932efc0a3ccde81b27f3992",
+    sha256 = "eb4ef2b4e005d324374e5d182ad604c4014b0296c00a63f921ca8ed1fa4a5145",
+    git_commit = "b9ae2eaaee733e2f072cb1d9b28a5a2a22df7a02",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f02b947d64401e97d6d1b62a0dd295beb2aa0935 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 18:01:57 -0800
Subject: [PATCH 2328/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231324015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25b1940a380..a16b8fe95d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb4ef2b4e005d324374e5d182ad604c4014b0296c00a63f921ca8ed1fa4a5145",
-    git_commit = "b9ae2eaaee733e2f072cb1d9b28a5a2a22df7a02",
+    sha256 = "45f1e9826e8c988f01ca5716e19c93502dd55b21998b70528bcc470ec1473665",
+    git_commit = "cbfbbcc1d5cb039888f8ee340224a51b7dcff565",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 75cb742824e94ec9bf2cea29e93e7967cedf588b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 19:02:23 -0800
Subject: [PATCH 2329/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231330253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a16b8fe95d6..b475039f408 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45f1e9826e8c988f01ca5716e19c93502dd55b21998b70528bcc470ec1473665",
-    git_commit = "cbfbbcc1d5cb039888f8ee340224a51b7dcff565",
+    sha256 = "e192f0354fb00c3fc7346d8de2d17ea5abfddc710b9dcc8ced87ae49b4dd37ca",
+    git_commit = "3b24c98659e87ff753f09ded2ae5b95c30610812",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11544bcde79d0be36ce3de7c36e55e36288ed0ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 20:01:55 -0800
Subject: [PATCH 2330/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231335046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b475039f408..52e199c5ec9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e192f0354fb00c3fc7346d8de2d17ea5abfddc710b9dcc8ced87ae49b4dd37ca",
-    git_commit = "3b24c98659e87ff753f09ded2ae5b95c30610812",
+    sha256 = "0fbff53aae764ded7489ebe00d8de5b1782b8427895785e322f24016c3d2d967",
+    git_commit = "79548341efa79db02c2f2e8685ef0a4c96b2d4ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8a37935b76b37404876a1b7aa5a534ccfc40f4ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 21:01:42 -0800
Subject: [PATCH 2331/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231340059
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52e199c5ec9..45ea9784aff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fbff53aae764ded7489ebe00d8de5b1782b8427895785e322f24016c3d2d967",
-    git_commit = "79548341efa79db02c2f2e8685ef0a4c96b2d4ee",
+    sha256 = "439fc3a1f571676609a9a206b0b6a8b1c1c8a95aacee2321c168532f0be44191",
+    git_commit = "90901d44547e99f2cef0349a220032f9cee40762",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0bd5525ea799eb71f191754397aabd4eab167df2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 22:02:03 -0800
Subject: [PATCH 2332/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231345063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45ea9784aff..283f640b3f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "439fc3a1f571676609a9a206b0b6a8b1c1c8a95aacee2321c168532f0be44191",
-    git_commit = "90901d44547e99f2cef0349a220032f9cee40762",
+    sha256 = "994bee37d47f93de699b42f9d881a541c17b3742ae29645f92cc200c32d4c270",
+    git_commit = "01cf6233d62d476676ffbea0fad46660a0ba9a16",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0a416ef6949a6c52c35d5d21bd43dae625a4c484 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jan 2019 23:02:00 -0800
Subject: [PATCH 2333/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231350048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 283f640b3f8..974da3d80f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "994bee37d47f93de699b42f9d881a541c17b3742ae29645f92cc200c32d4c270",
-    git_commit = "01cf6233d62d476676ffbea0fad46660a0ba9a16",
+    sha256 = "13a5153b4a3380e5276bdeea835d68162a9d6b879665d89732979d6be349e302",
+    git_commit = "fc4dbb6ab580776cfe0c5e88374c425f49728621",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9dbc074362ce7b975c8c4d976781b0cce8ce4025 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 01:01:52 -0800
Subject: [PATCH 2334/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231362458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 974da3d80f8..4bce4d1cbc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13a5153b4a3380e5276bdeea835d68162a9d6b879665d89732979d6be349e302",
-    git_commit = "fc4dbb6ab580776cfe0c5e88374c425f49728621",
+    sha256 = "087b38b68c2574b7b907a3ebef9e6f3bc120552d9ad606399284ee7c363d3f0e",
+    git_commit = "4be94e9e266fc363974d5945b8ca66d4977cfa98",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 975cfe5700dc9f099b19bcd3002b0c9fcbda58ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 02:02:06 -0800
Subject: [PATCH 2335/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231369123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bce4d1cbc3..0efd2fc3c67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "087b38b68c2574b7b907a3ebef9e6f3bc120552d9ad606399284ee7c363d3f0e",
-    git_commit = "4be94e9e266fc363974d5945b8ca66d4977cfa98",
+    sha256 = "fa57b5eda33198b1383ead040e2994b3d49e856e6dbdb88f558bfc9052bed080",
+    git_commit = "967a0feae32776687a6ba15df985ece6db80e7c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 36df176b54431cca4b14a7b113d34d1dd64fae7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 03:02:04 -0800
Subject: [PATCH 2336/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231374995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0efd2fc3c67..c6139e5f712 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa57b5eda33198b1383ead040e2994b3d49e856e6dbdb88f558bfc9052bed080",
-    git_commit = "967a0feae32776687a6ba15df985ece6db80e7c6",
+    sha256 = "ea0574be3751d3532e3e32124e9a0dbde198a4a3d5370fae0abe0efb2fedb10d",
+    git_commit = "823b694639a3f49b6adbf9e73a08c529d583878e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1086b768b8fec323a1f3f15e6c2e19970c6a5eac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 05:02:27 -0800
Subject: [PATCH 2337/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231385980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6139e5f712..6afcb2ee1ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea0574be3751d3532e3e32124e9a0dbde198a4a3d5370fae0abe0efb2fedb10d",
-    git_commit = "823b694639a3f49b6adbf9e73a08c529d583878e",
+    sha256 = "d36b6ada86fa86c857270d5adaa572f3c942fe1317492ef22b228a6252d397d9",
+    git_commit = "3bc0eda0ba5d9d7b52e497c216a354de69af81a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 21c3ea7b5c7ea333cf6ece60e8f48c7cb64cd53d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 06:02:44 -0800
Subject: [PATCH 2338/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231391629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6afcb2ee1ac..a7ad086d118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d36b6ada86fa86c857270d5adaa572f3c942fe1317492ef22b228a6252d397d9",
-    git_commit = "3bc0eda0ba5d9d7b52e497c216a354de69af81a5",
+    sha256 = "b2a6581887b380c9d5b06a03b9fd51f27c1896e949445f2071ae33dec89902df",
+    git_commit = "827d9b2c2abe25518ea7cf37aa54b5a39123f297",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e84060d54f20574c3c2a0e07ee261b6226369b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 08:02:08 -0800
Subject: [PATCH 2339/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231404724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7ad086d118..ebd49ed9eba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2a6581887b380c9d5b06a03b9fd51f27c1896e949445f2071ae33dec89902df",
-    git_commit = "827d9b2c2abe25518ea7cf37aa54b5a39123f297",
+    sha256 = "c3d4b514cf10a1f0eb55420e9ff17edc17c51b9504ef317931c63a2634d10f8e",
+    git_commit = "512621ac80d66c00e6a4ae57fd3e8fcff86d3de9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e64e85358755af4cf796a360e7137413abe09245 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 09:02:03 -0800
Subject: [PATCH 2340/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231412799
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebd49ed9eba..93020647473 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3d4b514cf10a1f0eb55420e9ff17edc17c51b9504ef317931c63a2634d10f8e",
-    git_commit = "512621ac80d66c00e6a4ae57fd3e8fcff86d3de9",
+    sha256 = "c55c3f576079364567817c05f09634c1f8a1d07feee42554a2a0685cb3940845",
+    git_commit = "c956c9d38f07eb96cb00a054e9c268b91c27cbff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4ac85c5ba3e446990c577b4bb80d4229d5bffe5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 11:02:08 -0800
Subject: [PATCH 2341/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231434569
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93020647473..d973b93d404 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c55c3f576079364567817c05f09634c1f8a1d07feee42554a2a0685cb3940845",
-    git_commit = "c956c9d38f07eb96cb00a054e9c268b91c27cbff",
+    sha256 = "2c462b7079744e4072c4e6e33a04529b4fc435fc6b37d52ad244315b60e86ed2",
+    git_commit = "0aee82add196a6f0796bc8215c3d4bff90780a4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da444577d115decfef1a5e7c604ab716e0aec7f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 12:02:33 -0800
Subject: [PATCH 2342/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231446886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d973b93d404..bda41c9b87c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c462b7079744e4072c4e6e33a04529b4fc435fc6b37d52ad244315b60e86ed2",
-    git_commit = "0aee82add196a6f0796bc8215c3d4bff90780a4e",
+    sha256 = "684e47661ad7d962c5bc779769aff14caa39cf1287e32b0a3ce5f88cd17449a5",
+    git_commit = "5b16e7079aa7bb8ae6b6db9d74f21afa92bfccbf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f5ef129dab33682294409c05dedf5ee28c40118f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 13:01:48 -0800
Subject: [PATCH 2343/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231457444
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bda41c9b87c..223dd6adb49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "684e47661ad7d962c5bc779769aff14caa39cf1287e32b0a3ce5f88cd17449a5",
-    git_commit = "5b16e7079aa7bb8ae6b6db9d74f21afa92bfccbf",
+    sha256 = "501c3de5e1bc72936082356e8a1e9765220ab268d5a8090c43a936768a00ce53",
+    git_commit = "038675489fbf35542f6b0e1b6192876a83e8c5b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b9a7d908c207ee745603d72cc4b8ff8a92b60b86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 14:01:48 -0800
Subject: [PATCH 2344/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231468616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 223dd6adb49..bafaaac924e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "501c3de5e1bc72936082356e8a1e9765220ab268d5a8090c43a936768a00ce53",
-    git_commit = "038675489fbf35542f6b0e1b6192876a83e8c5b6",
+    sha256 = "934e515f70c2c9163df103cb220006db99a2cb7d05a7cc8a6489f98aff19ed6b",
+    git_commit = "8a1dcea0acb7fde84b43d7c922b2b1bffd6824d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 205fa39816c871b42712582d6297e47acf087810 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 15:02:08 -0800
Subject: [PATCH 2345/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231480256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bafaaac924e..b288000609b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "934e515f70c2c9163df103cb220006db99a2cb7d05a7cc8a6489f98aff19ed6b",
-    git_commit = "8a1dcea0acb7fde84b43d7c922b2b1bffd6824d8",
+    sha256 = "179b859f867f1b35b0732026023b1b2154b76f6811f4348afda119fe88cd1d31",
+    git_commit = "0863d6286c91aba585849266851a08af657c4f91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e2c95c58898ef95d2e5f1b5d6c586e09472a43bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 16:02:08 -0800
Subject: [PATCH 2346/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231491220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b288000609b..ce65f515692 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "179b859f867f1b35b0732026023b1b2154b76f6811f4348afda119fe88cd1d31",
-    git_commit = "0863d6286c91aba585849266851a08af657c4f91",
+    sha256 = "61dcb73c8a2c01806c0198c036636e159adb9e2d18c0e0bf307df009d5018d68",
+    git_commit = "5870add5d332b8bb1c69f0f1f64797649ccd8902",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f9be7cf1f0e538d10efac95230a0856cbc52151 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 17:02:07 -0800
Subject: [PATCH 2347/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231501897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce65f515692..93b1e387895 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61dcb73c8a2c01806c0198c036636e159adb9e2d18c0e0bf307df009d5018d68",
-    git_commit = "5870add5d332b8bb1c69f0f1f64797649ccd8902",
+    sha256 = "52655d714006b6d9e95e7aff48f859b1286184bb06eb24d5caf97d213c6bf116",
+    git_commit = "ec0b21d5631de16380186c15769550bdcbec0865",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1d4f20fa6b8e849e7f57d183be9f560ae3cfcfa0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 18:02:15 -0800
Subject: [PATCH 2348/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231510537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93b1e387895..e438955be76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52655d714006b6d9e95e7aff48f859b1286184bb06eb24d5caf97d213c6bf116",
-    git_commit = "ec0b21d5631de16380186c15769550bdcbec0865",
+    sha256 = "a0b8f86bfdd9f6e09724f778d349c531a02dab8600d33664bfb1b40196cabd44",
+    git_commit = "7b48d11a5a45ca5d19a994f5a60a53f47339f57a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0612b97267acedd65155d7604a70ca39f59a70ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 19:01:59 -0800
Subject: [PATCH 2349/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231517628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e438955be76..c866f9a6658 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0b8f86bfdd9f6e09724f778d349c531a02dab8600d33664bfb1b40196cabd44",
-    git_commit = "7b48d11a5a45ca5d19a994f5a60a53f47339f57a",
+    sha256 = "76bd687bd814dce2fc9aae9f628e6042d81d4c417ec4cdc10631489682b36850",
+    git_commit = "e55946355883c75a9d306e6a456e42ac6fe1f0dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3f7935c326abe60f43da3163ea4312bff535c61b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 20:02:54 -0800
Subject: [PATCH 2350/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231523286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c866f9a6658..be3a4b23a68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76bd687bd814dce2fc9aae9f628e6042d81d4c417ec4cdc10631489682b36850",
-    git_commit = "e55946355883c75a9d306e6a456e42ac6fe1f0dc",
+    sha256 = "7a648f7e7d7f925760e054d92bda225b99441be2d555c330402db6240e00c5a9",
+    git_commit = "6161367d8942561f2eeb640b3798cfd8397ea35c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6210cefe41dcc57d56cea8cb16917ed21d0b207e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 21:02:08 -0800
Subject: [PATCH 2351/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231527943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be3a4b23a68..851aee0845d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a648f7e7d7f925760e054d92bda225b99441be2d555c330402db6240e00c5a9",
-    git_commit = "6161367d8942561f2eeb640b3798cfd8397ea35c",
+    sha256 = "7af8a9af334ab5c56ec885d0cb86905adf863e7fa39a1512d2b02f58ea00a0d0",
+    git_commit = "1afd37f416f9cafd37ca9b3652384855cb472a3c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 71b2ff572ca2f6bd138c47c0e81461dfbed3aa9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 22:02:45 -0800
Subject: [PATCH 2352/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231532998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 851aee0845d..fd05736164c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7af8a9af334ab5c56ec885d0cb86905adf863e7fa39a1512d2b02f58ea00a0d0",
-    git_commit = "1afd37f416f9cafd37ca9b3652384855cb472a3c",
+    sha256 = "a876506837a74b0beca8adc08053f5aa1559dc46f6faeb7f71bb133a58c69565",
+    git_commit = "724a264c4e1a86879feabf2fa43b9d2c42320058",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ba69ce841f68c0e2290b658f572cb3ef3e6b5c30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jan 2019 23:02:26 -0800
Subject: [PATCH 2353/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231537607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd05736164c..95339fbff3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a876506837a74b0beca8adc08053f5aa1559dc46f6faeb7f71bb133a58c69565",
-    git_commit = "724a264c4e1a86879feabf2fa43b9d2c42320058",
+    sha256 = "af307b3f50e9a8d844adcd7666d309cab6357a386dfd33f04c1a5a430d622cc7",
+    git_commit = "79d86aca647b5a3b8300eb104519332871d00947",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 439b1e13e3c33c23206e9811c391aec01c03804c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 00:02:46 -0800
Subject: [PATCH 2354/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231542340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95339fbff3e..ca6bc18ec76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af307b3f50e9a8d844adcd7666d309cab6357a386dfd33f04c1a5a430d622cc7",
-    git_commit = "79d86aca647b5a3b8300eb104519332871d00947",
+    sha256 = "f3cf0f724362b069cf7a83b24ff5cad1fa73699e30505a87eeb40d7b960b6549",
+    git_commit = "799acd00e2d317f8ad4ae2cd9a27c502577d9a8c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b0f3d2365c70465f7ebc2cb9f5123afe89a58ae4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 02:01:58 -0800
Subject: [PATCH 2355/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231554965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca6bc18ec76..95f6bd398d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3cf0f724362b069cf7a83b24ff5cad1fa73699e30505a87eeb40d7b960b6549",
-    git_commit = "799acd00e2d317f8ad4ae2cd9a27c502577d9a8c",
+    sha256 = "744e0009ab054f01f4eddedf942ab6e5759d79f375617b79dcdb445e4954a9a1",
+    git_commit = "9ffbf1aa5e90ed33defc1ea5cf1eaa45bf8f587b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aade867c97fcc0d71a77dc937a7fd1558ee76def Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 03:02:15 -0800
Subject: [PATCH 2356/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231562440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95f6bd398d3..ebfb0b633e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "744e0009ab054f01f4eddedf942ab6e5759d79f375617b79dcdb445e4954a9a1",
-    git_commit = "9ffbf1aa5e90ed33defc1ea5cf1eaa45bf8f587b",
+    sha256 = "ec149f4e3be02aae99e482da3bb5410da77f7db2c9dafb7f2379125779d2b051",
+    git_commit = "a93f06d160955c99bc279a419902ac40824a2cab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bfad4a606bf69fd659675f4e085b6eba1651e27d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 04:02:20 -0800
Subject: [PATCH 2357/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231568723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebfb0b633e0..1c9da3eeefd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec149f4e3be02aae99e482da3bb5410da77f7db2c9dafb7f2379125779d2b051",
-    git_commit = "a93f06d160955c99bc279a419902ac40824a2cab",
+    sha256 = "e42bb0ca05f4afd747df97633f7dd5e99e81e03afa7423cf60bff8a5bda09dd2",
+    git_commit = "24a7280bd173a15437a7e52e2544ca4d009f16f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b42ee9b4200bc4eac25be3b479f5e68ccc419735 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 05:02:28 -0800
Subject: [PATCH 2358/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231574274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c9da3eeefd..0b497d0288e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e42bb0ca05f4afd747df97633f7dd5e99e81e03afa7423cf60bff8a5bda09dd2",
-    git_commit = "24a7280bd173a15437a7e52e2544ca4d009f16f4",
+    sha256 = "0f3026550e482bc89f3c1def53c375fb20d5608956c0a2b9ccb7e87d7657371e",
+    git_commit = "b34901da3f3e052ad7a930bce2084cc5478cbf1d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eb56c58fa3598d69172245e836979ae7b7d7236c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 07:02:19 -0800
Subject: [PATCH 2359/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231587271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b497d0288e..180e5300c28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f3026550e482bc89f3c1def53c375fb20d5608956c0a2b9ccb7e87d7657371e",
-    git_commit = "b34901da3f3e052ad7a930bce2084cc5478cbf1d",
+    sha256 = "7c83dd50ae5766e5db3aa2dddf5a6e0ca367146eaac3be90310f0885290cbe28",
+    git_commit = "e114d880ac993b4af6428be4aa7772a947a1ad86",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 459f7224ce294b031697f00c739a6d0ae6b64a6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 09:02:11 -0800
Subject: [PATCH 2360/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231604367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 180e5300c28..e93c3de0a6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c83dd50ae5766e5db3aa2dddf5a6e0ca367146eaac3be90310f0885290cbe28",
-    git_commit = "e114d880ac993b4af6428be4aa7772a947a1ad86",
+    sha256 = "c58c1d57397203685821d9edf3b09bb15a42bd808285010d74817f308d3db7ec",
+    git_commit = "6631cd5e0e43e672d2de3cf1f0e29da17b57824e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a8050da027d193cbb5ecba1608a893369e9edba8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 10:02:02 -0800
Subject: [PATCH 2361/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231614615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e93c3de0a6b..e3f3e081b04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c58c1d57397203685821d9edf3b09bb15a42bd808285010d74817f308d3db7ec",
-    git_commit = "6631cd5e0e43e672d2de3cf1f0e29da17b57824e",
+    sha256 = "3c96bf4794ebca633adb3a22e69de8c1fcf4842c771be49c2cb61e44dee86c78",
+    git_commit = "00d159b19863b570dba216d0311c723c1dcccc6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 02a39223a1ceac167bbf5adc8a3758dff136b392 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 11:01:58 -0800
Subject: [PATCH 2362/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231627861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3f3e081b04..536b8106f2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c96bf4794ebca633adb3a22e69de8c1fcf4842c771be49c2cb61e44dee86c78",
-    git_commit = "00d159b19863b570dba216d0311c723c1dcccc6a",
+    sha256 = "406e1cae88ca6ca281a6f34ee0c988a20ebb338be5d3349c5e530ebf23f530f2",
+    git_commit = "edfb0bba7f6d93c3179c395f78cd938e52a988da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 276de48b754cfdb474ada96c6057dac98118d745 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 12:02:39 -0800
Subject: [PATCH 2363/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231640930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 536b8106f2c..da2260bdd15 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "406e1cae88ca6ca281a6f34ee0c988a20ebb338be5d3349c5e530ebf23f530f2",
-    git_commit = "edfb0bba7f6d93c3179c395f78cd938e52a988da",
+    sha256 = "83d36dd51e82a03347adf153785d8adb809474061382f398046769f32c572b7f",
+    git_commit = "609992a3a0c20757c0a839b0c2bb9de8a42ab5e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3ba7d0904e1503e690b323b8af095e34d884a1ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 13:02:00 -0800
Subject: [PATCH 2364/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231652198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da2260bdd15..ddc7f31101e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83d36dd51e82a03347adf153785d8adb809474061382f398046769f32c572b7f",
-    git_commit = "609992a3a0c20757c0a839b0c2bb9de8a42ab5e5",
+    sha256 = "fcb3f25f0a378f82cfce606c312b2f34bfff5e88fa6ed1651d9e7818e10a41bd",
+    git_commit = "9f7901630972ca5e53441c81f628c18d1137ab08",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 687550c737acaff417816b6294714336475340ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 14:02:01 -0800
Subject: [PATCH 2365/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231663399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ddc7f31101e..8d160eff336 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcb3f25f0a378f82cfce606c312b2f34bfff5e88fa6ed1651d9e7818e10a41bd",
-    git_commit = "9f7901630972ca5e53441c81f628c18d1137ab08",
+    sha256 = "b566c19bff2bf08b49ef3017085d16ab3104bbe1a7b60a0c97892f0fe70d3d86",
+    git_commit = "8fa8b44eaf92870143c18cf6da719b05bccbdd68",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b9bb95dc9d928afe9d75da3ea0439e2fc98d1b48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 15:01:59 -0800
Subject: [PATCH 2366/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231674442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d160eff336..862986e6259 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b566c19bff2bf08b49ef3017085d16ab3104bbe1a7b60a0c97892f0fe70d3d86",
-    git_commit = "8fa8b44eaf92870143c18cf6da719b05bccbdd68",
+    sha256 = "c43d57fccedf7f7fe4228d5cf94c9275a8b2018a07bbf7ea703edcb6ed143803",
+    git_commit = "2757750e4c7805e1f42e46be8a21d08693ee9ddd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c7c7a28b5ec87da7bc04c0a69e7bb838c6a7ee90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 16:02:59 -0800
Subject: [PATCH 2367/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231686405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 862986e6259..340f8321b7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c43d57fccedf7f7fe4228d5cf94c9275a8b2018a07bbf7ea703edcb6ed143803",
-    git_commit = "2757750e4c7805e1f42e46be8a21d08693ee9ddd",
+    sha256 = "93f84c609b7da0eddfb503590c5bebcaaaa21f917454a4eedede6a2a940d7dfd",
+    git_commit = "41bf5782a38a29aafc6fa3856f800540f56c817f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d0a2c827657e063728f9c8c8a2e4cef6d1f7eba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 17:01:51 -0800
Subject: [PATCH 2368/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231696660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 340f8321b7b..c235be40571 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93f84c609b7da0eddfb503590c5bebcaaaa21f917454a4eedede6a2a940d7dfd",
-    git_commit = "41bf5782a38a29aafc6fa3856f800540f56c817f",
+    sha256 = "a6866bd9d45e82416ab904173fdc0384f2294767c3c995e682a0b8d4d1dd019a",
+    git_commit = "4e19402174593095a0837d6e7a8ca3f686b67543",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4e2b11f29742db0a4c156c48ba1005a51d09088a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 18:02:28 -0800
Subject: [PATCH 2369/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231705290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c235be40571..7419928f609 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6866bd9d45e82416ab904173fdc0384f2294767c3c995e682a0b8d4d1dd019a",
-    git_commit = "4e19402174593095a0837d6e7a8ca3f686b67543",
+    sha256 = "f191857f3bed13db5321ef6ec5ef3cb187b7cca36895d68f23412b7352e0046a",
+    git_commit = "9f75ff921b59d12b17afdc33597f190b646e6c01",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 32b5be0cfbc7da081ee6f2ed28769c1738d2d2e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 19:02:08 -0800
Subject: [PATCH 2370/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231711532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7419928f609..35266ac2704 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f191857f3bed13db5321ef6ec5ef3cb187b7cca36895d68f23412b7352e0046a",
-    git_commit = "9f75ff921b59d12b17afdc33597f190b646e6c01",
+    sha256 = "a7f53eb02403a6acb8de41b73cf80078b7cc3e20bbbcb84310ce2a1a4c257169",
+    git_commit = "7d8bfd88cddd536cd35e0ccb3082fb9f4bd91b28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 34f09480630e9d6ac8985770858c91ec3442a7eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 20:02:52 -0800
Subject: [PATCH 2371/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231716811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35266ac2704..439bbeeb5a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7f53eb02403a6acb8de41b73cf80078b7cc3e20bbbcb84310ce2a1a4c257169",
-    git_commit = "7d8bfd88cddd536cd35e0ccb3082fb9f4bd91b28",
+    sha256 = "8f17b4bde7dc40ac60552c85ba7b70e5a45d96bc68bfa78ce03bdf59153363cd",
+    git_commit = "6ec5dfe9a88814aac007e683905f4c648421393e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8ea0eb2912517993ed97ca5426531d49d9e63b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 21:02:11 -0800
Subject: [PATCH 2372/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231721572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 439bbeeb5a5..3fc3e80d8a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f17b4bde7dc40ac60552c85ba7b70e5a45d96bc68bfa78ce03bdf59153363cd",
-    git_commit = "6ec5dfe9a88814aac007e683905f4c648421393e",
+    sha256 = "6c3ee1cf5ea1a0eaf4720db2f1e97974affa253453011a434a7c3cbd212b7540",
+    git_commit = "9051c1696acd6f727462adeab67747db0c660ddc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb779029e4824dce3e226fc6335d4d2a3521eb81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jan 2019 22:02:33 -0800
Subject: [PATCH 2373/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231726445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fc3e80d8a7..951b57acc13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c3ee1cf5ea1a0eaf4720db2f1e97974affa253453011a434a7c3cbd212b7540",
-    git_commit = "9051c1696acd6f727462adeab67747db0c660ddc",
+    sha256 = "664527ed20507a40ad6a21a418485eafcb235971556992e2eaa792a4f7c3e970",
+    git_commit = "40cf0a02e3b0803788f7da09b90bc83829a047e8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a3736c88049d0738449e19e25acdf443fab512f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 00:02:34 -0800
Subject: [PATCH 2374/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231735502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 951b57acc13..194f62e4b19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "664527ed20507a40ad6a21a418485eafcb235971556992e2eaa792a4f7c3e970",
-    git_commit = "40cf0a02e3b0803788f7da09b90bc83829a047e8",
+    sha256 = "9d0bf2c07b57062785b2fa72540c1040ed7420d439644aef9e5bdc8450676651",
+    git_commit = "ee2929ecab4cab0e2be6de5d03738a6642fc2916",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 320d9449a52ba58d3abe743b150df5e8f9fd0ec5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 01:02:26 -0800
Subject: [PATCH 2375/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231742860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 194f62e4b19..b02775ee5ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d0bf2c07b57062785b2fa72540c1040ed7420d439644aef9e5bdc8450676651",
-    git_commit = "ee2929ecab4cab0e2be6de5d03738a6642fc2916",
+    sha256 = "0386e221615440b37f424e5caab8ee533a29b7e4f2f4deef09b2ff8d769474b8",
+    git_commit = "f77d3d94cc48948bc2ce3f28bf1e3fae396b1458",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 577293f6491f9ad6a198dcfc0e10db687586c356 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 02:02:10 -0800
Subject: [PATCH 2376/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231749247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b02775ee5ac..3cc5ef6c8d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0386e221615440b37f424e5caab8ee533a29b7e4f2f4deef09b2ff8d769474b8",
-    git_commit = "f77d3d94cc48948bc2ce3f28bf1e3fae396b1458",
+    sha256 = "ae5441851ab2be973e15290445232ff90daa603c87fe3dec35513c1023defd96",
+    git_commit = "0a4a1c803f2456d3ba8df837a746f4d1b7963961",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 119ff6831212214eb5ed33d329aa69185e447e82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 03:03:02 -0800
Subject: [PATCH 2377/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231755834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cc5ef6c8d3..81ab089d29b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae5441851ab2be973e15290445232ff90daa603c87fe3dec35513c1023defd96",
-    git_commit = "0a4a1c803f2456d3ba8df837a746f4d1b7963961",
+    sha256 = "76aee50a64cfd4fe82aa4e9d338e68f4dfc45ffa1598f6b54747400be916f81d",
+    git_commit = "31da2ab1401b933e031a91aac2aa474e4099aa58",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a80336e509b35a14356051fb747bbe347ea5ff6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 05:02:36 -0800
Subject: [PATCH 2378/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231766244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81ab089d29b..dce1d20d6a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76aee50a64cfd4fe82aa4e9d338e68f4dfc45ffa1598f6b54747400be916f81d",
-    git_commit = "31da2ab1401b933e031a91aac2aa474e4099aa58",
+    sha256 = "ef574a1c163be32503e3d437dd1c39101a2b838ee83767f102ce261c7adcc8e9",
+    git_commit = "bbe8343f3ef8534506cea4b064d127734a9f55fb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1eaab2ed75e6ee1b3f4452f39b76495d943a73ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 08:02:10 -0800
Subject: [PATCH 2379/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231786954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dce1d20d6a8..97737f2cef3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef574a1c163be32503e3d437dd1c39101a2b838ee83767f102ce261c7adcc8e9",
-    git_commit = "bbe8343f3ef8534506cea4b064d127734a9f55fb",
+    sha256 = "1da9e2942f9c1f72789aa50f25bb54ddd9c3fc60bceaec2547012b18ef9785c0",
+    git_commit = "d3d6fed6ae2e01e14ec8cd7e5e61f651c0b4c173",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e16490d83a3000c3dc7358d51b1e4a9b30326348 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 12:02:25 -0800
Subject: [PATCH 2380/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231828258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97737f2cef3..bf8fbfdf487 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1da9e2942f9c1f72789aa50f25bb54ddd9c3fc60bceaec2547012b18ef9785c0",
-    git_commit = "d3d6fed6ae2e01e14ec8cd7e5e61f651c0b4c173",
+    sha256 = "23979560e1937a9f7e121fd667197550c569880bdd2405eecf77a144fc6f5220",
+    git_commit = "9a4c3a2eaaa1ca9a6a7d5bdb97c59814afa3c98b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 449b15e37658ed6715c50076913a7661b5b69fac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 13:02:21 -0800
Subject: [PATCH 2381/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231837908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf8fbfdf487..f5f4ffa9331 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23979560e1937a9f7e121fd667197550c569880bdd2405eecf77a144fc6f5220",
-    git_commit = "9a4c3a2eaaa1ca9a6a7d5bdb97c59814afa3c98b",
+    sha256 = "999769d80afc983902eb9a6e2f1c40db3c540bf8fcf326d9956b93616e02bb56",
+    git_commit = "aad38dc01185350c30812dbe4e9c7c8114d2647e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6608a11abd0357f78f19ea9932cf358e7b2ac3a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 14:01:56 -0800
Subject: [PATCH 2382/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231848970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5f4ffa9331..5bdb5b3a714 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "999769d80afc983902eb9a6e2f1c40db3c540bf8fcf326d9956b93616e02bb56",
-    git_commit = "aad38dc01185350c30812dbe4e9c7c8114d2647e",
+    sha256 = "0a29679fb5b30477146e96f2c8a9784e8e73643a2879513b319786ffa2f81777",
+    git_commit = "31723c74caf0cf3effb46e12de00eb80ae86a899",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ae7207d8df4657f7be35448dd67b6f9aef9c0f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 15:03:12 -0800
Subject: [PATCH 2383/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231861387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bdb5b3a714..bc07c0ee2df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a29679fb5b30477146e96f2c8a9784e8e73643a2879513b319786ffa2f81777",
-    git_commit = "31723c74caf0cf3effb46e12de00eb80ae86a899",
+    sha256 = "3eb4e96b3ee9023edf4517715b63d7fa42c78b34da5fedea4db50b77311942cc",
+    git_commit = "82686a2cc8107d8a99a5cab04ca95f2373c4f152",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73a6653a31bb38696663fb21350be6bf1d85fbe6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 16:02:35 -0800
Subject: [PATCH 2384/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231872340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc07c0ee2df..f2e78d6da23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3eb4e96b3ee9023edf4517715b63d7fa42c78b34da5fedea4db50b77311942cc",
-    git_commit = "82686a2cc8107d8a99a5cab04ca95f2373c4f152",
+    sha256 = "fb3c5011ae88a283ac53706319d398f763f67d9f73ac2e034f2ab0a61fdf292a",
+    git_commit = "28ae789bd65c3b512d6ee90a238c2a37088b3dee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 915fd2b45c05196cf2cf8cd2b398aae37da18eee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 17:01:50 -0800
Subject: [PATCH 2385/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231882521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2e78d6da23..1f3b0ae687e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb3c5011ae88a283ac53706319d398f763f67d9f73ac2e034f2ab0a61fdf292a",
-    git_commit = "28ae789bd65c3b512d6ee90a238c2a37088b3dee",
+    sha256 = "21024efccdd153eca63ca189dc59847f9ed653290183fdbeeacbd53059ade51c",
+    git_commit = "6d166402a2e4c566549bb0a0f8ea39f455bf06aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e0f662f90d7ef5381e62183717e7253a53760246 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 18:02:03 -0800
Subject: [PATCH 2386/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231890992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f3b0ae687e..96e204fdae6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21024efccdd153eca63ca189dc59847f9ed653290183fdbeeacbd53059ade51c",
-    git_commit = "6d166402a2e4c566549bb0a0f8ea39f455bf06aa",
+    sha256 = "6e3fb9d4570718255b6cb4652df699932c3a94e3adea9668568ee69edb7ca615",
+    git_commit = "dd84a42ab04d98133bf3108accd2face08e6aa16",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3f13d2958d3d06db49c91be1cdefce10857d098e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 19:01:55 -0800
Subject: [PATCH 2387/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231897965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96e204fdae6..7956e52a248 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e3fb9d4570718255b6cb4652df699932c3a94e3adea9668568ee69edb7ca615",
-    git_commit = "dd84a42ab04d98133bf3108accd2face08e6aa16",
+    sha256 = "d024f85bbd86de985576da781c0ba532c1f2be966ac8ecc3d46a8d48456b59a7",
+    git_commit = "e8b2f12a84e0fbedc94d797174eb87d2d72a5866",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 31461aae3f1d920963bf7b55969f140e4272a9b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 20:02:20 -0800
Subject: [PATCH 2388/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231903386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7956e52a248..af519e83ae6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d024f85bbd86de985576da781c0ba532c1f2be966ac8ecc3d46a8d48456b59a7",
-    git_commit = "e8b2f12a84e0fbedc94d797174eb87d2d72a5866",
+    sha256 = "dd631862cb994e31501ab2e450c2d36337b8dece1806028cd3d530879a41c8da",
+    git_commit = "17e4b9a0c63cb8a278d28d3459f03b83a2224b21",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3017df87767226da5ec9fb9defe176d887967a11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 21:02:19 -0800
Subject: [PATCH 2389/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231908443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af519e83ae6..33d437b4d5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd631862cb994e31501ab2e450c2d36337b8dece1806028cd3d530879a41c8da",
-    git_commit = "17e4b9a0c63cb8a278d28d3459f03b83a2224b21",
+    sha256 = "f6cb1f6b11ca467040a0c6643adc43d655269d3a54a05bb7ec5c799b01ae916c",
+    git_commit = "65d8d1c41bf1677230f0256eee1580ebf2f0d1d4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c170b9054f0458a99281ae428064acb4e4451e3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 22:02:07 -0800
Subject: [PATCH 2390/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231913610
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33d437b4d5d..2b2c3a90775 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6cb1f6b11ca467040a0c6643adc43d655269d3a54a05bb7ec5c799b01ae916c",
-    git_commit = "65d8d1c41bf1677230f0256eee1580ebf2f0d1d4",
+    sha256 = "d99645e365180f0b97b00cd1155b3cbd24b59042e5808d598c1e5cef0b789400",
+    git_commit = "d3554d47d718fd35f84442b06df96fa5df9d173d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9582f89ef0d4b38bf28bd6260a0f5cf609d7e28f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Jan 2019 23:02:34 -0800
Subject: [PATCH 2391/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231918389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b2c3a90775..c95d17bdff7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d99645e365180f0b97b00cd1155b3cbd24b59042e5808d598c1e5cef0b789400",
-    git_commit = "d3554d47d718fd35f84442b06df96fa5df9d173d",
+    sha256 = "fe25a1d5ea6b82dcab53a507407868d860a2fa9e832eaf91fa9067fc98a38478",
+    git_commit = "6e84333e15bc1609b49351dfa82fe8ac37e83a72",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f7ad442283c0f364918713c04ecbf9ebb6789c36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 02:02:26 -0800
Subject: [PATCH 2392/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231936758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c95d17bdff7..63cbbb7187a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe25a1d5ea6b82dcab53a507407868d860a2fa9e832eaf91fa9067fc98a38478",
-    git_commit = "6e84333e15bc1609b49351dfa82fe8ac37e83a72",
+    sha256 = "93553895eb71736cc7c851669bbc770d0d5c5ad7149bd60028aac0378dc65372",
+    git_commit = "9fc9fd672afd6f2d01cb1f1667a80da6d78638be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 47fbaa2b00a3d10de078998ffa0e785a40045e5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 03:02:06 -0800
Subject: [PATCH 2393/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231942569
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63cbbb7187a..f838bf0ff3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93553895eb71736cc7c851669bbc770d0d5c5ad7149bd60028aac0378dc65372",
-    git_commit = "9fc9fd672afd6f2d01cb1f1667a80da6d78638be",
+    sha256 = "b74b5cdf16fda4a26636c76f1f22213048ba41d3999da401090d55b3c1ca95f5",
+    git_commit = "3aa6c5c20264fb3ae3564a59298f6ce4e49a3a44",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 197c286ca2b21ac487525530494d55cc8613c13b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 04:02:23 -0800
Subject: [PATCH 2394/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231947941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f838bf0ff3f..6cd9d432c5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b74b5cdf16fda4a26636c76f1f22213048ba41d3999da401090d55b3c1ca95f5",
-    git_commit = "3aa6c5c20264fb3ae3564a59298f6ce4e49a3a44",
+    sha256 = "9cc9fd637f3a50f532012cd248efb8f18747cd2187e8a5905b53954974f20104",
+    git_commit = "aa9a1127a894f66eaffe3ee60191a39ffa6cc66d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3cca78119d4aa60c6e777f42722de2286f1915d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 09:01:59 -0800
Subject: [PATCH 2395/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 231980011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cd9d432c5f..a1fa5b1e8ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cc9fd637f3a50f532012cd248efb8f18747cd2187e8a5905b53954974f20104",
-    git_commit = "aa9a1127a894f66eaffe3ee60191a39ffa6cc66d",
+    sha256 = "4140dc82a34e162f2d091c034bed2909ad9f4074f1ad9f5c084c43912e4518d9",
+    git_commit = "f08bc174d86b5756c01e8f4ac16d8804e01d4b6d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b11006659cda9d36ba780284bab7360390318e85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 11:02:20 -0800
Subject: [PATCH 2396/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232001941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1fa5b1e8ae..1ee804db34d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4140dc82a34e162f2d091c034bed2909ad9f4074f1ad9f5c084c43912e4518d9",
-    git_commit = "f08bc174d86b5756c01e8f4ac16d8804e01d4b6d",
+    sha256 = "f5a61b32da1387736f0680b85b319b41e014b73e7c20448b960ec507b9d22349",
+    git_commit = "0dc200d8da26a9a42281df160168fe905c6126d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a43bbccf8f6d7b067f75bb7ed86ea8a7fa9b0775 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 12:02:04 -0800
Subject: [PATCH 2397/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232013513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ee804db34d..17fe38328c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5a61b32da1387736f0680b85b319b41e014b73e7c20448b960ec507b9d22349",
-    git_commit = "0dc200d8da26a9a42281df160168fe905c6126d0",
+    sha256 = "d2543e47827429129b536a8a54455fad516d0448e7e04012254a4fa2a5e8f07f",
+    git_commit = "0b9429168e73df0fbec61cc9176913920d183ac2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb52123932a9dc4305ce5395657b5891cd223231 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 13:02:06 -0800
Subject: [PATCH 2398/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232023286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17fe38328c9..163decb9a2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2543e47827429129b536a8a54455fad516d0448e7e04012254a4fa2a5e8f07f",
-    git_commit = "0b9429168e73df0fbec61cc9176913920d183ac2",
+    sha256 = "8bb381b173f389c89599e654694859eb2b182ce3a116dcf6fd2a25c2dd66543a",
+    git_commit = "97866b03d5c7180af1d843ec20be6ae8a3802550",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 845356d274a19e371de5f8867ecbd5ac97af6210 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 14:03:08 -0800
Subject: [PATCH 2399/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232034084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 163decb9a2f..8bb77071f4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bb381b173f389c89599e654694859eb2b182ce3a116dcf6fd2a25c2dd66543a",
-    git_commit = "97866b03d5c7180af1d843ec20be6ae8a3802550",
+    sha256 = "c27f2014982509b5945c7fd7cc4cc851d1dc79aa4b1a4ef96f8ec23221be10e4",
+    git_commit = "28958d61baef4c828aec6dbc02ce878075701a4b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 531a67b181f35048f57ea6e6e3e9b3fdc75d418e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 15:02:05 -0800
Subject: [PATCH 2400/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232043836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bb77071f4f..196d0697afa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c27f2014982509b5945c7fd7cc4cc851d1dc79aa4b1a4ef96f8ec23221be10e4",
-    git_commit = "28958d61baef4c828aec6dbc02ce878075701a4b",
+    sha256 = "9ba73c7feb44ac63b29ae9855b292c57f2b3db3e44dad902983c2a4f452933a5",
+    git_commit = "c7fd42e2d5738f491b0cd88eab8d307c04a19b62",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 113d2a434fd28fb72f605dadd12709834a7aeb05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 16:02:33 -0800
Subject: [PATCH 2401/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232054203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 196d0697afa..ec1d3fd88ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ba73c7feb44ac63b29ae9855b292c57f2b3db3e44dad902983c2a4f452933a5",
-    git_commit = "c7fd42e2d5738f491b0cd88eab8d307c04a19b62",
+    sha256 = "2715e1693cc5e9882803953afb4103f878d35d6521f8425597914e4f1c9ddb89",
+    git_commit = "2e93ffc56a9ff655fc83906133c3da1d6a08a213",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a223d093e16a5cf809dced52920cc21140a96f3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 17:01:53 -0800
Subject: [PATCH 2402/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232063152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec1d3fd88ba..822d9ee676e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2715e1693cc5e9882803953afb4103f878d35d6521f8425597914e4f1c9ddb89",
-    git_commit = "2e93ffc56a9ff655fc83906133c3da1d6a08a213",
+    sha256 = "f396733d60fd6d4ea89110def9880ffbc82d67b1ebdfce1a22a97a529821c8b7",
+    git_commit = "2e6cd2f99508d9ebd7f0f340852d209f8e1dfd99",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 64f50602342e3a998f87b5340ed40082ab650fcb Mon Sep 17 00:00:00 2001
From: allenl <allenl@google.com>
Date: Fri, 1 Feb 2019 17:37:01 -0800
Subject: [PATCH 2403/8103] Add a tf.saved_model.save / tensorflow_serving
 integration test

PiperOrigin-RevId: 232067553
---
 .../tensorflow_model_server_test.py           | 47 +++++++++++++++++++
 1 file changed, 47 insertions(+)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index b5679e3eade..df292862a07 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -236,6 +236,7 @@ def VerifyPredictRequest(self,
     # Prepare request
     request = predict_pb2.PredictRequest()
     request.model_spec.name = model_name
+    request.model_spec.signature_name = signature_name
     request.inputs['x'].dtype = types_pb2.DT_FLOAT
     request.inputs['x'].float_val.append(2.0)
     dim = request.inputs['x'].tensor_shape.dim.add()
@@ -722,6 +723,52 @@ def testPredictUDS(self):
         expected_version=self._GetModelVersion(
             self._GetSavedModelHalfPlusThreePath()))
 
+  def test_tf_saved_model_save(self):
+    base_path = os.path.join(self.get_temp_dir(), 'tf_saved_model_save')
+    export_path = os.path.join(base_path, '00000123')
+    root = tf.train.Checkpoint()
+    root.v1 = tf.Variable(3.)
+    root.v2 = tf.Variable(2.)
+    root.f = tf.function(
+        lambda x: {'y': root.v1 * root.v2 * x})
+    to_save = root.f.get_concrete_function(tf.TensorSpec(None, tf.float32))
+    tf.saved_model.experimental.save(root, export_path, to_save)
+    _, model_server_address, _ = TensorflowModelServerTest.RunServer(
+        'default', base_path)
+    expected_version = self._GetModelVersion(base_path)
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=12.0,
+        specify_output=False,
+        expected_version=expected_version)
+
+  def test_tf_saved_model_save_multiple_signatures(self):
+    base_path = os.path.join(self.get_temp_dir(), 'tf_saved_model_save')
+    export_path = os.path.join(base_path, '00000123')
+    root = tf.train.Checkpoint()
+    root.f = tf.function(lambda x: {'y': 1.},
+                         input_signature=[tf.TensorSpec(None, tf.float32)])
+    root.g = tf.function(lambda x: {'y': 2.},
+                         input_signature=[tf.TensorSpec(None, tf.float32)])
+    tf.saved_model.experimental.save(
+        root, export_path,
+        signatures={
+            signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY: root.f,
+            'custom_signature_key': root.g})
+    _, model_server_address, _ = TensorflowModelServerTest.RunServer(
+        'default', base_path)
+    expected_version = self._GetModelVersion(base_path)
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=2.0,
+        expected_version=expected_version,
+        signature_name='custom_signature_key')
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=1.0,
+        expected_version=expected_version)
+
 
 if __name__ == '__main__':
+  tf.enable_eager_execution()
   tf.test.main()

From 5d7b0dc8a5264267d0d032b2f56e4018d54e73f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 18:02:18 -0800
Subject: [PATCH 2404/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232070232
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 822d9ee676e..182c937fa44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f396733d60fd6d4ea89110def9880ffbc82d67b1ebdfce1a22a97a529821c8b7",
-    git_commit = "2e6cd2f99508d9ebd7f0f340852d209f8e1dfd99",
+    sha256 = "1cf5cb1bef9b206e0d743a26f2467723da036cc0591c533973ac8dc9b1d75177",
+    git_commit = "9ad0f778676331ad76978498859d88a8d50acd4c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad2fa39637ce43ec5dbadc35a63e887d8eab3344 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 19:02:04 -0800
Subject: [PATCH 2405/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232075115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 182c937fa44..d4b48d32f57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf5cb1bef9b206e0d743a26f2467723da036cc0591c533973ac8dc9b1d75177",
-    git_commit = "9ad0f778676331ad76978498859d88a8d50acd4c",
+    sha256 = "35293a2dcfb6dd06e840752c220e62863ea62aa7ef011d436161a5453031be95",
+    git_commit = "0c07b9435f1c243982a90563275f3eafdf7569cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0dfb0764bc9e1ab6dd68396b92ecbe7c92c3d810 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 20:02:08 -0800
Subject: [PATCH 2406/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232079009
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4b48d32f57..90c42ff9c65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35293a2dcfb6dd06e840752c220e62863ea62aa7ef011d436161a5453031be95",
-    git_commit = "0c07b9435f1c243982a90563275f3eafdf7569cc",
+    sha256 = "99a42471c430681d0945f37f864669bcee2fe37d75102bd74fcf27fde8154543",
+    git_commit = "9018715ac3e7652e247deec9bf72d632143fe0d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3468b98dfb409e322a35f4b9253a429a8e971679 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 21:01:54 -0800
Subject: [PATCH 2407/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232082707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90c42ff9c65..f95d6f4c403 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99a42471c430681d0945f37f864669bcee2fe37d75102bd74fcf27fde8154543",
-    git_commit = "9018715ac3e7652e247deec9bf72d632143fe0d7",
+    sha256 = "d3a2a01095b79a7d297a66bef1086c2a0e3a741f58701c14cd52ff1339a5b80b",
+    git_commit = "3c2dabf53dd085c21e38a28b467e52c566c0dfaf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2067e0b30532c92e957553791ab6eca187fdb86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Feb 2019 23:02:32 -0800
Subject: [PATCH 2408/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232089645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f95d6f4c403..f005e22fd16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3a2a01095b79a7d297a66bef1086c2a0e3a741f58701c14cd52ff1339a5b80b",
-    git_commit = "3c2dabf53dd085c21e38a28b467e52c566c0dfaf",
+    sha256 = "2b84199a768a22dd4bccd4a97b944ec9db89e17332efeb0b3b19f093486e0ff5",
+    git_commit = "d08271d73c9f7d399d16917b47fcfda74806dd02",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 75cc76841e4c51ac6b995d7b9bf7676abcde6f7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Feb 2019 02:02:38 -0800
Subject: [PATCH 2409/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232102082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f005e22fd16..d49099af31d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b84199a768a22dd4bccd4a97b944ec9db89e17332efeb0b3b19f093486e0ff5",
-    git_commit = "d08271d73c9f7d399d16917b47fcfda74806dd02",
+    sha256 = "9f11bf342c1dcf06c6825d3c902e122373e992c1ab747ef163436ddaffe5e5e0",
+    git_commit = "eeaca34ce368eae8cf54c053678f464fd05bcaa6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ef123f0af0cf05bdbef9aa97cd7fca690dc89b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Feb 2019 03:02:12 -0800
Subject: [PATCH 2410/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232105160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d49099af31d..6e5f4900935 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f11bf342c1dcf06c6825d3c902e122373e992c1ab747ef163436ddaffe5e5e0",
-    git_commit = "eeaca34ce368eae8cf54c053678f464fd05bcaa6",
+    sha256 = "3cae89463383bf39538884cc0c66bfb90ea9c8b251740bfac24cb29bb8c0c7a9",
+    git_commit = "6d594251b7bb55b88dafca53f28959ab92bf079b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8681ad21057034c6fa59b2c1a75133b72982bc60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Feb 2019 14:02:27 -0800
Subject: [PATCH 2411/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232138532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e5f4900935..9705e0e1895 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cae89463383bf39538884cc0c66bfb90ea9c8b251740bfac24cb29bb8c0c7a9",
-    git_commit = "6d594251b7bb55b88dafca53f28959ab92bf079b",
+    sha256 = "e34038a75a9f39388e5e99665ffdf4fc89d770191bb32550589bba478cddd4a6",
+    git_commit = "f22fc30109a637c7be65657709104ee899da9f5e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d11e557ef856f4032445d6ccdd223ebcf673a90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Feb 2019 15:01:58 -0800
Subject: [PATCH 2412/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232141422
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9705e0e1895..86b1d89809f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e34038a75a9f39388e5e99665ffdf4fc89d770191bb32550589bba478cddd4a6",
-    git_commit = "f22fc30109a637c7be65657709104ee899da9f5e",
+    sha256 = "4914140eddad5dcf804c004f9f70e71992d798bd3dd710bd391bc2d91231f4b0",
+    git_commit = "14c78f9675a29190460d6cd5e10ce38e3be84fad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2bac4fdb39b539f252cafbae5836dd86953db106 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Feb 2019 22:02:06 -0800
Subject: [PATCH 2413/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232161651
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86b1d89809f..316c13bcee7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4914140eddad5dcf804c004f9f70e71992d798bd3dd710bd391bc2d91231f4b0",
-    git_commit = "14c78f9675a29190460d6cd5e10ce38e3be84fad",
+    sha256 = "d4862d505a91c6f87a8e5512122cfa83b82fbba736b0f2c19c2f6d13b29089b0",
+    git_commit = "2cfa7dc2da11731545b189d08628685b009a889d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3f527123f7ba69b8300e1b65bbe366d17320d261 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Feb 2019 00:02:23 -0800
Subject: [PATCH 2414/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232167409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 316c13bcee7..48a2124c6e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4862d505a91c6f87a8e5512122cfa83b82fbba736b0f2c19c2f6d13b29089b0",
-    git_commit = "2cfa7dc2da11731545b189d08628685b009a889d",
+    sha256 = "5fa20af4081d01031d20a1423028be6996a919502fd573500e488ba8953f917e",
+    git_commit = "edbd8a15b91ef0d5ac3fdf3f573ce2b99cdd8a63",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41ddbd7ef5430a36a41deed77a4ce3fb3e1c3fd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Feb 2019 02:03:06 -0800
Subject: [PATCH 2415/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232174866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48a2124c6e9..83aaf2c0574 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fa20af4081d01031d20a1423028be6996a919502fd573500e488ba8953f917e",
-    git_commit = "edbd8a15b91ef0d5ac3fdf3f573ce2b99cdd8a63",
+    sha256 = "dddd5fba5301b3942ee42ce6a380c6d4d34230b6108df77ae30b22ede684fa5a",
+    git_commit = "226398bd70d6369dd97fa9cf4bee94af9a05f1d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d84ea3195557495371d60be789ecf65e8434b914 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Feb 2019 16:02:39 -0800
Subject: [PATCH 2416/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232217904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83aaf2c0574..68b3dff4131 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dddd5fba5301b3942ee42ce6a380c6d4d34230b6108df77ae30b22ede684fa5a",
-    git_commit = "226398bd70d6369dd97fa9cf4bee94af9a05f1d0",
+    sha256 = "9d1c46f331b64c9cf38dd4f909a0b2eed03cac71ca4f8988293b096862d92538",
+    git_commit = "f97802de4bb8ecf49941fd7499e35d02603622e8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3961daf03c20d7eefe6550a1dd9754a40e8b9ba4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Feb 2019 20:01:54 -0800
Subject: [PATCH 2417/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232231528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68b3dff4131..3c33f765da4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d1c46f331b64c9cf38dd4f909a0b2eed03cac71ca4f8988293b096862d92538",
-    git_commit = "f97802de4bb8ecf49941fd7499e35d02603622e8",
+    sha256 = "778994f1e6d00b9c5711143aa162af4fdf56a278387e2aa830377e7cbfb7e755",
+    git_commit = "656c8f1da9656e21e7d7502b367b87e037341cbb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 23b2addf5b98bf7958e01bbefe970ec2e1d20483 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Feb 2019 22:02:54 -0800
Subject: [PATCH 2418/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232239481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c33f765da4..904317892cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "778994f1e6d00b9c5711143aa162af4fdf56a278387e2aa830377e7cbfb7e755",
-    git_commit = "656c8f1da9656e21e7d7502b367b87e037341cbb",
+    sha256 = "f7b9a05b83a54d5c49d0987203dbaab0906afc414e770fed9efd60d20c2f440d",
+    git_commit = "68052b3303153c4e2ada0865e93bb3f9e729ba13",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 99dedefe36b045853ea464accdd6388e27129592 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 02:02:11 -0800
Subject: [PATCH 2419/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232260128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 904317892cc..a32afe8fa9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7b9a05b83a54d5c49d0987203dbaab0906afc414e770fed9efd60d20c2f440d",
-    git_commit = "68052b3303153c4e2ada0865e93bb3f9e729ba13",
+    sha256 = "0ed608f924a5ddac526cbca686e2c5cabd94ead7c526e3b24674f730aac9d1f9",
+    git_commit = "3e713f9a47931611c05f1762415ae723661ef969",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 15461b0b0a25bca50f691cdf0ee2ddf540b9f08e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 03:02:09 -0800
Subject: [PATCH 2420/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232266265
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a32afe8fa9a..a26e58b8370 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ed608f924a5ddac526cbca686e2c5cabd94ead7c526e3b24674f730aac9d1f9",
-    git_commit = "3e713f9a47931611c05f1762415ae723661ef969",
+    sha256 = "112f52db5b72d9e48d36c37989820b20c299761d3c4b43fcde5fe9122c50fb61",
+    git_commit = "cb011e1dd8d79757fea01be39e19cb1155681e7e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f33a6602df2ec379494fbb7e0d7cc497b305770 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 04:03:22 -0800
Subject: [PATCH 2421/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232272301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a26e58b8370..59ebce3926b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "112f52db5b72d9e48d36c37989820b20c299761d3c4b43fcde5fe9122c50fb61",
-    git_commit = "cb011e1dd8d79757fea01be39e19cb1155681e7e",
+    sha256 = "f638394ce07c2fc923bc2bfa3e3b278dc8e7fd24b45549499fcb044292a4d254",
+    git_commit = "e907e94bc3586fba29603c73cd93b75b35794a93",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf589a8da79dd3d409e75ed3af58f8d5412db10f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 08:02:22 -0800
Subject: [PATCH 2422/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232297593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59ebce3926b..4a57173ed3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f638394ce07c2fc923bc2bfa3e3b278dc8e7fd24b45549499fcb044292a4d254",
-    git_commit = "e907e94bc3586fba29603c73cd93b75b35794a93",
+    sha256 = "0d007fbbd7b2edbe301a1bd23f1c597d386877666f1d6a05a60377953255e5ed",
+    git_commit = "1f21340b1ef115f643d1c41f952e655274f934e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98d5335d644b73687db9bfbd147886973efab8f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 09:02:00 -0800
Subject: [PATCH 2423/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232306396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a57173ed3c..0ac9da68653 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d007fbbd7b2edbe301a1bd23f1c597d386877666f1d6a05a60377953255e5ed",
-    git_commit = "1f21340b1ef115f643d1c41f952e655274f934e9",
+    sha256 = "7dec567be2541f56762b90d83b07bf7844b7e5fae9c51b4b8876ef38e6516de1",
+    git_commit = "62eec96637f0d7c4cf3493a676fada4a2b903821",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6aa89049b8d778ae80a8704dd912897f5628e802 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 10:02:03 -0800
Subject: [PATCH 2424/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232316276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ac9da68653..c042893ee35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7dec567be2541f56762b90d83b07bf7844b7e5fae9c51b4b8876ef38e6516de1",
-    git_commit = "62eec96637f0d7c4cf3493a676fada4a2b903821",
+    sha256 = "a83cd32858f2cfec3c4f5ee3de22bfac99e6b22964f2093a1421296d626a7508",
+    git_commit = "84db8371a3a52d68a7c59fe87a80a1c5d1d93b75",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c3d69a64cd624ba8240b98dadab64aa1b1f90193 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 11:02:03 -0800
Subject: [PATCH 2425/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232328250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c042893ee35..790497cb1a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a83cd32858f2cfec3c4f5ee3de22bfac99e6b22964f2093a1421296d626a7508",
-    git_commit = "84db8371a3a52d68a7c59fe87a80a1c5d1d93b75",
+    sha256 = "837dedf17d9863d389d56b32ff9a9d6454a207879c8d3f9dc394003bd0afbdff",
+    git_commit = "a127a0b5ceb9531456a9965c673327bc0f64ec14",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dee3058a8404313139b9033f08a52893d838d6da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 12:02:29 -0800
Subject: [PATCH 2426/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232340315
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 790497cb1a7..73e9202b515 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "837dedf17d9863d389d56b32ff9a9d6454a207879c8d3f9dc394003bd0afbdff",
-    git_commit = "a127a0b5ceb9531456a9965c673327bc0f64ec14",
+    sha256 = "a48c38de2791259f566fa8eea27bd8fe60d8832bf736f1861facec4bd8c0f408",
+    git_commit = "3111198adef9a3b56bd380588d38168e63a2e3f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9c52ef9e307f23a469050dbe11a35073d5ee3015 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 13:01:51 -0800
Subject: [PATCH 2427/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232350827
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73e9202b515..fb2837b5e8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a48c38de2791259f566fa8eea27bd8fe60d8832bf736f1861facec4bd8c0f408",
-    git_commit = "3111198adef9a3b56bd380588d38168e63a2e3f0",
+    sha256 = "bba5216ec095a3f577a724545a143146f372d0a6cbe75dbc1f53b9eab14d062b",
+    git_commit = "187f876271debd58b20c4eb489c100b7f8d571ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1fef9be45d0d3d0c6c92f5667689016a3c2890b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 14:02:23 -0800
Subject: [PATCH 2428/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232361941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb2837b5e8a..e889028f5a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bba5216ec095a3f577a724545a143146f372d0a6cbe75dbc1f53b9eab14d062b",
-    git_commit = "187f876271debd58b20c4eb489c100b7f8d571ed",
+    sha256 = "465725ce47734ab2c5a0a1faf9dd5294391c99fd94f7d8db165a66c6dca1c323",
+    git_commit = "fb6ce4462da4b6ebe5dfd2199001d5c869b309fc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bd060ea9c622c2781d62c914a0d0233475217abd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 15:03:25 -0800
Subject: [PATCH 2429/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232373957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e889028f5a4..f1421fa0492 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "465725ce47734ab2c5a0a1faf9dd5294391c99fd94f7d8db165a66c6dca1c323",
-    git_commit = "fb6ce4462da4b6ebe5dfd2199001d5c869b309fc",
+    sha256 = "756cfcd14709d931d47eaf4cd6394bc2ca5d1f8b7b62195c3ac2b6037ca953ca",
+    git_commit = "3abed38c6ed4144a3a8faac1a818298a3b80c5de",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3caf7ce2d8ba3d281faab73ce467765b26d02f97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 16:02:35 -0800
Subject: [PATCH 2430/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232384396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1421fa0492..5740d2f2cf0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "756cfcd14709d931d47eaf4cd6394bc2ca5d1f8b7b62195c3ac2b6037ca953ca",
-    git_commit = "3abed38c6ed4144a3a8faac1a818298a3b80c5de",
+    sha256 = "e6fd24dd8bb0881b8fc206f55de80c9f531e09f3ef4acb802f993e9b94f10307",
+    git_commit = "ae0fd7300f8077a5cca198da9a55fc6f81dbfe48",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 49c7d68a3f9d2b8202efa6a65d3f4dfdcf0a3c7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 17:02:03 -0800
Subject: [PATCH 2431/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232394136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5740d2f2cf0..af1089191c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6fd24dd8bb0881b8fc206f55de80c9f531e09f3ef4acb802f993e9b94f10307",
-    git_commit = "ae0fd7300f8077a5cca198da9a55fc6f81dbfe48",
+    sha256 = "c7c76a282f238e4bd117eea1dc0790fdac0e4a42e52ec193a11debda4804e904",
+    git_commit = "8b491637336083b40e9d4a38524463b18ba2825c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d61e6634b6157f77f41c11071b91bbec4ddc12c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 18:02:34 -0800
Subject: [PATCH 2432/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232402411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af1089191c6..06ef7a5d92d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7c76a282f238e4bd117eea1dc0790fdac0e4a42e52ec193a11debda4804e904",
-    git_commit = "8b491637336083b40e9d4a38524463b18ba2825c",
+    sha256 = "b2619e660becd1247eb070d0679875b18004b00121a4f112dc66b2709ac9e798",
+    git_commit = "038a9fd67b7f7e0284bb24269d81ac076409e077",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5504833d7a0afc4dbdee2ce6c4bbdab665b3917e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 19:02:23 -0800
Subject: [PATCH 2433/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232408574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06ef7a5d92d..b9e677ba187 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2619e660becd1247eb070d0679875b18004b00121a4f112dc66b2709ac9e798",
-    git_commit = "038a9fd67b7f7e0284bb24269d81ac076409e077",
+    sha256 = "7bc18d30a3bc88890483017fdb42484e4449dab39acb108afe19844b3a868428",
+    git_commit = "be6d1285be1a15708a434ba5777a4194113e4a2a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 89c3035932b786237f97a53d64645decdff27a57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 20:02:05 -0800
Subject: [PATCH 2434/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232413625
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9e677ba187..f179a0e5c8b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bc18d30a3bc88890483017fdb42484e4449dab39acb108afe19844b3a868428",
-    git_commit = "be6d1285be1a15708a434ba5777a4194113e4a2a",
+    sha256 = "a018c20d70bff24f3783938f1231e9972e66479ea63e99ef107d07e0fd76fe03",
+    git_commit = "ea71fdda0a336a03efd2679cb0559f9d0c293bb9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b44b6c3709dcb6e0e499460aa8f63cea91d131d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 21:01:50 -0800
Subject: [PATCH 2435/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232418452
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f179a0e5c8b..d5b5e7d482c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a018c20d70bff24f3783938f1231e9972e66479ea63e99ef107d07e0fd76fe03",
-    git_commit = "ea71fdda0a336a03efd2679cb0559f9d0c293bb9",
+    sha256 = "3cb49dd0972fdedf151104ffa74289f51850933a12fbf054eae93a78de6b5152",
+    git_commit = "4eb175485c45a93ff56cf731622b57f4cb26b5be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54f100f326658ccf9e96478b45f644c1143ccd23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Feb 2019 22:02:19 -0800
Subject: [PATCH 2436/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232423436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5b5e7d482c..b1fe0ea6e98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cb49dd0972fdedf151104ffa74289f51850933a12fbf054eae93a78de6b5152",
-    git_commit = "4eb175485c45a93ff56cf731622b57f4cb26b5be",
+    sha256 = "aa5ec9d34e3da092f5ef1efd4fa7f21244e4bc2206aec01dcfe50a1a27f0727c",
+    git_commit = "08dfb770b18f82d11de3c11c491ab9e97820a435",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6c1d05a5bfe08d32ce59c92db5ea59ae0c5cfede Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 00:02:55 -0800
Subject: [PATCH 2437/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232432501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1fe0ea6e98..483d9eab54b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa5ec9d34e3da092f5ef1efd4fa7f21244e4bc2206aec01dcfe50a1a27f0727c",
-    git_commit = "08dfb770b18f82d11de3c11c491ab9e97820a435",
+    sha256 = "df5a01f852cd3b0b31a0fba30d1ac5981a80a0b37d24c52e45f1aaa2cd09b785",
+    git_commit = "783cdae78c3fdce1de859f974dfdcafdb38d4251",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1c20b6f34595e2e90ed0c9ab06451631688093f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 03:03:08 -0800
Subject: [PATCH 2438/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232453147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 483d9eab54b..917490c2129 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df5a01f852cd3b0b31a0fba30d1ac5981a80a0b37d24c52e45f1aaa2cd09b785",
-    git_commit = "783cdae78c3fdce1de859f974dfdcafdb38d4251",
+    sha256 = "81dce247dc5bd2664f3b801c3bf40ca2f8ff1b5db2b156c9cc60d228e6b89466",
+    git_commit = "f4df3fcb00a7b3acd86443c6550c48f890cb71ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73a3e5f451578f70d99542bf03dab2de92f08b34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 05:02:04 -0800
Subject: [PATCH 2439/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232464548
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 917490c2129..9af3a8889ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81dce247dc5bd2664f3b801c3bf40ca2f8ff1b5db2b156c9cc60d228e6b89466",
-    git_commit = "f4df3fcb00a7b3acd86443c6550c48f890cb71ff",
+    sha256 = "0c26b62166eabcbfbaf086dc54acbfcae1e8d6f968df10226b97f8d3aae52fc6",
+    git_commit = "134f3fbeadacb8a1096a77e36d4208f20086751f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b9fc52b821e2069b5b06773c447021d7dc4ef2db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 08:03:10 -0800
Subject: [PATCH 2440/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232486926
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9af3a8889ad..43eae5b5926 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c26b62166eabcbfbaf086dc54acbfcae1e8d6f968df10226b97f8d3aae52fc6",
-    git_commit = "134f3fbeadacb8a1096a77e36d4208f20086751f",
+    sha256 = "180a438762c2f37bcee6b4fb2fbab52dfb8316b7bdacc4df9de921065b839afe",
+    git_commit = "441fb2b81ebd947ab287f0191ed69160e71eece5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 380c3fd8473b467089afcd4248d9c2fdb5e9046e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 10:02:47 -0800
Subject: [PATCH 2441/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232506805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43eae5b5926..14ecd611566 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "180a438762c2f37bcee6b4fb2fbab52dfb8316b7bdacc4df9de921065b839afe",
-    git_commit = "441fb2b81ebd947ab287f0191ed69160e71eece5",
+    sha256 = "afc7b27377c75232dbd5247ab5ecd708d529c5d96be9eeb64de36954ce90cf89",
+    git_commit = "95a722499340d2ee9b9f4d7e3af6d9be3d71276d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 49d3642ebe53501f4cc7bc8deecc370371975c2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 11:02:14 -0800
Subject: [PATCH 2442/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232519055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14ecd611566..fdf924cc570 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afc7b27377c75232dbd5247ab5ecd708d529c5d96be9eeb64de36954ce90cf89",
-    git_commit = "95a722499340d2ee9b9f4d7e3af6d9be3d71276d",
+    sha256 = "52009d1d7f733744187386349e1d0045847cd11991e59289ebcb1a496361b8f0",
+    git_commit = "15f93e11b05802ca9318a5707cdcd859a15cd019",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac8b8f6cacbf8cfd5e585d4e740dc4e24f4d6d7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 12:02:08 -0800
Subject: [PATCH 2443/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232531324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdf924cc570..6667c1576e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52009d1d7f733744187386349e1d0045847cd11991e59289ebcb1a496361b8f0",
-    git_commit = "15f93e11b05802ca9318a5707cdcd859a15cd019",
+    sha256 = "6d13fe6088e4fbe0df19d1ba3cd069ac131be31e35c49c68a5de15f0949bae12",
+    git_commit = "cc79252c0b5949506fce1d01b78e96e564a9c20f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3609df63fb18dc00d965ab605b1e83733a5edbd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 13:01:53 -0800
Subject: [PATCH 2444/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232541802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6667c1576e4..866d3de5752 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d13fe6088e4fbe0df19d1ba3cd069ac131be31e35c49c68a5de15f0949bae12",
-    git_commit = "cc79252c0b5949506fce1d01b78e96e564a9c20f",
+    sha256 = "7956b6728c9c04cc2fb2b190920d5441119a9a958ce9ec0b3df80412acf08185",
+    git_commit = "a751c3d1f52ad161ffaa5fd0ef9a3cdbf46bbb8a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fce7e191adb8ae1c34ef3872fd62696131dc780c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 14:01:56 -0800
Subject: [PATCH 2445/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232553367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 866d3de5752..d67347b9553 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7956b6728c9c04cc2fb2b190920d5441119a9a958ce9ec0b3df80412acf08185",
-    git_commit = "a751c3d1f52ad161ffaa5fd0ef9a3cdbf46bbb8a",
+    sha256 = "f4875583266bf27b4592306e6488da8e36bb230abf6f591bd1a341258a383a42",
+    git_commit = "761a98c6f12c4e3714d47cc402aef30fafe2ba6b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 71092e448c5432f4411f7333a02b274f0a3cdd3f Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Wed, 16 Jan 2019 12:29:18 -0800
Subject: [PATCH 2446/8103] split tensorflow_session_parallelis

fix syntax

Rename

Remove comments

Update dockerfile envs

Fix typo

Add Feedback changes

Update feedback changes

Add backward compatability for  TENSORFLOW_SESSION_PARALLELISM env

Update feedback changes

Logic tweaks

Reformat
---
 tensorflow_serving/model_servers/main.cc      | 12 ++++++++++
 tensorflow_serving/model_servers/server.cc    | 24 +++++++++++++++++--
 tensorflow_serving/model_servers/server.h     |  4 ++++
 .../tools/docker/Dockerfile.devel-mkl         |  1 -
 .../tools/docker/Dockerfile.mkl               | 16 +++++++++++--
 5 files changed, 52 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 3dc01a84db7..72c5aa5116a 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -121,6 +121,18 @@ int main(int argc, char** argv) {
                        "Tensorflow session. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
+      tensorflow::Flag("tensorflow_intra_op_parallelism",
+                       &options.tensorflow_intra_op_parallelism,
+                       "Number of threads to use to parallelize the execution"
+                       "of an individual op. Auto-configured by default."
+                       "Note that this option is ignored if "
+                       "--platform_config_file is non-empty."),
+      tensorflow::Flag("tensorflow_inter_op_parallelism",
+                       &options.tensorflow_inter_op_parallelism,
+                       "Controls the number of operators that can be executed "
+                       "simultaneously. Auto-configured by default."
+                       "Note that this option is ignored if "
+                       "--platform_config_file is non-empty."),
       tensorflow::Flag(
           "ssl_config_file", &options.ssl_config_file,
           "If non-empty, read an ascii SSLConfig protobuf from "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 7833ec1d8d8..fcf4465f97d 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -221,12 +221,32 @@ Status Server::BuildAndStart(const Options& server_options) {
         ->mutable_gpu_options()
         ->set_per_process_gpu_memory_fraction(
             server_options.per_process_gpu_memory_fraction);
-    session_bundle_config.mutable_session_config()
+
+    if(server_options.tensorflow_intra_op_parallelism > 0 &&
+        server_options.tensorflow_inter_op_parallelism > 0 &&
+        server_options.tensorflow_session_parallelism > 0){
+        return errors::InvalidArgument("Either configure "
+          "server_options.tensorflow_session_parallelism "
+          "or (server_options.tensorflow_intra_op_parallelism, "
+          "server_options.tensorflow_inter_op_parallelism). "
+          "You cannot configure all.");
+    }else if(server_options.tensorflow_intra_op_parallelism > 0 ||
+        server_options.tensorflow_inter_op_parallelism > 0){
+            session_bundle_config.mutable_session_config()
+            ->set_intra_op_parallelism_threads(
+                server_options.tensorflow_intra_op_parallelism);
+            session_bundle_config.mutable_session_config()
+            ->set_inter_op_parallelism_threads(
+                server_options.tensorflow_inter_op_parallelism);
+    }else{
+        session_bundle_config.mutable_session_config()
         ->set_intra_op_parallelism_threads(
             server_options.tensorflow_session_parallelism);
-    session_bundle_config.mutable_session_config()
+        session_bundle_config.mutable_session_config()
         ->set_inter_op_parallelism_threads(
             server_options.tensorflow_session_parallelism);
+    }
+
     const std::vector<string> tags =
         tensorflow::str_util::Split(server_options.saved_model_tags, ",");
     for (const string& tag : tags) {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 85f177cffe1..e6776392d7b 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -64,6 +64,10 @@ class Server {
     // Tensorflow session parallelism of zero means that both inter and intra op
     // thread pools will be auto configured.
     tensorflow::int64 tensorflow_session_parallelism = 0;
+
+    // Zero means that the thread pools will be auto configured.
+    tensorflow::int64 tensorflow_intra_op_parallelism = 0;
+    tensorflow::int64 tensorflow_inter_op_parallelism = 0;
     tensorflow::string platform_config_file;
     tensorflow::string ssl_config_file;
     string model_config_file;
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index d59d6273f54..46cc2ff17e0 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -77,7 +77,6 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     git remote add upstream https://github.com/tensorflow/serving.git && \
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
-
 FROM base_build as binary_build
 
 # Build, and install TensorFlow Serving
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 16a244a5d03..54e40bca772 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -81,11 +81,23 @@ ENV KMP_SETTINGS=1
 ENV KMP_AFFINITY='granularity=fine,verbose,compact,1,0'
 ENV MKLDNN_VERBOSE=0
 
-ENV TENSORFLOW_SESSION_PARALLELISM=2
+# You can set either TENSORFLOW_SESSION_PARALLELISM or
+# TENSORFLOW_INTRA_OP_PARALLELISM and TENSORFLOW_INTER_OP_PARALLELISM envs separately.
+# Please comment or uncomment as required.
+# If you want to set TENSORFLOW_SESSION_PARALLELISM, uncomment respective env and line in bash script below
+# and comment out TENSORFLOW_INTRA_OP_PARALLELISM and TENSORFLOW_INTER_OP_PARALLELISM along with respective
+# lines in below bash script.
+
+#ENV TENSORFLOW_SESSION_PARALLELISM=2
+
+ENV TENSORFLOW_INTRA_OP_PARALLELISM=2
+ENV TENSORFLOW_INTER_OP_PARALLELISM=2
 
 RUN echo '#!/bin/bash \n\n\
 tensorflow_model_server --port=8500 --rest_api_port=8501 \
---tensorflow_session_parallelism=${TENSORFLOW_SESSION_PARALLELISM} \
+#--tensorflow_session_parallelism=${TENSORFLOW_SESSION_PARALLELISM} \
+--tensorflow_intra_op_parallelism=${TENSORFLOW_INTRA_OP_PARALLELISM} \
+--tensorflow_inter_op_parallelism=${TENSORFLOW_INTER_OP_PARALLELISM} \
 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \
 "$@"' > /usr/bin/tf_serving_entrypoint.sh \
 && chmod +x /usr/bin/tf_serving_entrypoint.sh

From e1d4a0c082d318861d0d27648013245846447e64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 15:01:55 -0800
Subject: [PATCH 2447/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232565023
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d67347b9553..581c2d1a4ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4875583266bf27b4592306e6488da8e36bb230abf6f591bd1a341258a383a42",
-    git_commit = "761a98c6f12c4e3714d47cc402aef30fafe2ba6b",
+    sha256 = "2b367dcf97b4a0bfeb90432b962cba9da9300992bf8836828e78709e118cc76c",
+    git_commit = "37479879a931a298986999f15d4c1bd4ec2345a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 65e1d0b3748ef7d1d6ae6aed9a9942e7253612c1 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Tue, 5 Feb 2019 15:23:02 -0800
Subject: [PATCH 2448/8103] Remove TENSORFLOW_SESSION_PARALLELISM comments

---
 tensorflow_serving/tools/docker/Dockerfile.mkl | 15 ++++++---------
 1 file changed, 6 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 54e40bca772..c69967855fd 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -81,21 +81,18 @@ ENV KMP_SETTINGS=1
 ENV KMP_AFFINITY='granularity=fine,verbose,compact,1,0'
 ENV MKLDNN_VERBOSE=0
 
-# You can set either TENSORFLOW_SESSION_PARALLELISM or
-# TENSORFLOW_INTRA_OP_PARALLELISM and TENSORFLOW_INTER_OP_PARALLELISM envs separately.
-# Please comment or uncomment as required.
-# If you want to set TENSORFLOW_SESSION_PARALLELISM, uncomment respective env and line in bash script below
-# and comment out TENSORFLOW_INTRA_OP_PARALLELISM and TENSORFLOW_INTER_OP_PARALLELISM along with respective
-# lines in below bash script.
-
-#ENV TENSORFLOW_SESSION_PARALLELISM=2
+# Recommended settings, may vary depending on the model.
+# Set TENSORFLOW_INTRA_OP_PARALLELISM=#No.of Physical cores
+# Set TENSORFLOW_INTER_OP_PARALLELISM=#No.of Sockets
+# For more information vist below reference
+# https://www.tensorflow.org/guide/performance/overview#tuning_mkl_for_the_best_performance
 
+# Defaults
 ENV TENSORFLOW_INTRA_OP_PARALLELISM=2
 ENV TENSORFLOW_INTER_OP_PARALLELISM=2
 
 RUN echo '#!/bin/bash \n\n\
 tensorflow_model_server --port=8500 --rest_api_port=8501 \
-#--tensorflow_session_parallelism=${TENSORFLOW_SESSION_PARALLELISM} \
 --tensorflow_intra_op_parallelism=${TENSORFLOW_INTRA_OP_PARALLELISM} \
 --tensorflow_inter_op_parallelism=${TENSORFLOW_INTER_OP_PARALLELISM} \
 --model_name=${MODEL_NAME} --model_base_path=${MODEL_BASE_PATH}/${MODEL_NAME} \

From 2da8fa30adfa43be13176d03136bd3ff7232ae03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 16:02:16 -0800
Subject: [PATCH 2449/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232576544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 581c2d1a4ff..5d1fc4b3ef9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b367dcf97b4a0bfeb90432b962cba9da9300992bf8836828e78709e118cc76c",
-    git_commit = "37479879a931a298986999f15d4c1bd4ec2345a9",
+    sha256 = "8213a471830029d2a9b010ea0e0ed758b116775c26d0b87dd495054340c9773a",
+    git_commit = "9b73a8ee12dbc4e442baf93e566c8696bdbfebe1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From abcd65b81f99d9260c0610461f1c7cf511a3cc33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 17:01:52 -0800
Subject: [PATCH 2450/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232586723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d1fc4b3ef9..463597191d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8213a471830029d2a9b010ea0e0ed758b116775c26d0b87dd495054340c9773a",
-    git_commit = "9b73a8ee12dbc4e442baf93e566c8696bdbfebe1",
+    sha256 = "68c08d0024bcc502791fce0935b382a5a59b7516e21e410fefc2c86a2b57ff45",
+    git_commit = "e35778a865142289dd749ea2c907e13b7756af8b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f3ff7e87662b620afe96cbc2c2a684a153ad2428 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 18:02:05 -0800
Subject: [PATCH 2451/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232594857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 463597191d4..e7d3479e8c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68c08d0024bcc502791fce0935b382a5a59b7516e21e410fefc2c86a2b57ff45",
-    git_commit = "e35778a865142289dd749ea2c907e13b7756af8b",
+    sha256 = "eedc4cc335f5cecc5efe2a0663a42055a75bd5b08a072f7d833dbc40fc6f9cbb",
+    git_commit = "fbd1d1752adb388fc00c409de0ec7952e36ed8b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dcf13b4eaad204458d3f201928fbd76df7cc90b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 19:02:17 -0800
Subject: [PATCH 2452/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232601350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7d3479e8c2..f362c5c6b0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eedc4cc335f5cecc5efe2a0663a42055a75bd5b08a072f7d833dbc40fc6f9cbb",
-    git_commit = "fbd1d1752adb388fc00c409de0ec7952e36ed8b6",
+    sha256 = "5b54fdd906d89479f4a579d9dc371e060e21a3fb4c195e11ef9dc3efd5187ed0",
+    git_commit = "05d9d59f14555c1111f9398bcc267817c981e688",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6377d0078c8c5058268a4f5972e303c13933bc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 20:02:07 -0800
Subject: [PATCH 2453/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232606341
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f362c5c6b0d..c0ce9b70677 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b54fdd906d89479f4a579d9dc371e060e21a3fb4c195e11ef9dc3efd5187ed0",
-    git_commit = "05d9d59f14555c1111f9398bcc267817c981e688",
+    sha256 = "882012a690d70529284327bde2e4cb44bf26208067377667b6a7a1227721a865",
+    git_commit = "6a8670aa2c512afdbbcab1682857f26826f54f91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a53a8c0cbd0f5c01050b4981a48148a6a504d2b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Feb 2019 22:01:56 -0800
Subject: [PATCH 2454/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232616075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0ce9b70677..b4691a03d24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "882012a690d70529284327bde2e4cb44bf26208067377667b6a7a1227721a865",
-    git_commit = "6a8670aa2c512afdbbcab1682857f26826f54f91",
+    sha256 = "10dd7be5320ed921d0c1c5217ae1a666a95677551506408c5a0877ccd3d40011",
+    git_commit = "ebb2e9f4efe0eb3ff54d159b536ad99b06c8a6fe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b2fea157bbb25b99bac50f248bdda3f1b7cf73af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 02:02:06 -0800
Subject: [PATCH 2455/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232638179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4691a03d24..d1855581c10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10dd7be5320ed921d0c1c5217ae1a666a95677551506408c5a0877ccd3d40011",
-    git_commit = "ebb2e9f4efe0eb3ff54d159b536ad99b06c8a6fe",
+    sha256 = "7c55c72fdcb159bd74cbcf6c1fc1a4d861092d671bc3f5fc884d28a168eb28ee",
+    git_commit = "2102c1226816b82d2f34b6348b0f2ac302611f02",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bba321460c252c6fd8a8ed28200f547ae983198f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 03:02:13 -0800
Subject: [PATCH 2456/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232644420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1855581c10..7ea84b87a6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c55c72fdcb159bd74cbcf6c1fc1a4d861092d671bc3f5fc884d28a168eb28ee",
-    git_commit = "2102c1226816b82d2f34b6348b0f2ac302611f02",
+    sha256 = "eac42900e781606faec52be28ff341f8d5219038844c02ca2c7f758895302e1d",
+    git_commit = "e5b9fdd4c77b0240b06996e15122741120d97685",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09676d031843e2bda0062bfa53f0fd5d72b7cfa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 07:02:48 -0800
Subject: [PATCH 2457/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232668364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ea84b87a6a..084e48de1b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eac42900e781606faec52be28ff341f8d5219038844c02ca2c7f758895302e1d",
-    git_commit = "e5b9fdd4c77b0240b06996e15122741120d97685",
+    sha256 = "9911d8d7ab528de83ef20108ee3ba17de3f64f5da092c797af331c43adfc8619",
+    git_commit = "d20954874dab39dc67fd2222003b9ab5ea4840d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 590088975aa0fb5dc3e047c62ceb4572570685f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 08:02:38 -0800
Subject: [PATCH 2458/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232675774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 084e48de1b3..c3e94cfd5d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9911d8d7ab528de83ef20108ee3ba17de3f64f5da092c797af331c43adfc8619",
-    git_commit = "d20954874dab39dc67fd2222003b9ab5ea4840d5",
+    sha256 = "416b2d78f5137159006d2e103b6262fa6f24550e157c4834b0b5c21661009339",
+    git_commit = "2f672ee9562a452f8dbfa259a8ccec56367e9b17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83e1c5ca0ff4c08cee0b5591d408d0647fd87966 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 09:01:56 -0800
Subject: [PATCH 2459/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232684494
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3e94cfd5d0..912196a3df7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "416b2d78f5137159006d2e103b6262fa6f24550e157c4834b0b5c21661009339",
-    git_commit = "2f672ee9562a452f8dbfa259a8ccec56367e9b17",
+    sha256 = "679c03c7034c2cbc995588efa22c0a4b38fab77f7c7bd929c0efe694d0f21ef4",
+    git_commit = "2ccb446ecf92dc01df0a60d965561944d82e405b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86ffa55773c8c8e0684fe9b90b4da01c41821c9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 10:02:42 -0800
Subject: [PATCH 2460/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232694220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 912196a3df7..143ad2d976f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "679c03c7034c2cbc995588efa22c0a4b38fab77f7c7bd929c0efe694d0f21ef4",
-    git_commit = "2ccb446ecf92dc01df0a60d965561944d82e405b",
+    sha256 = "6e707fd5a16d58e87bc47ec180147d58b9a9dffb691ad73b5536dd9943f0ae61",
+    git_commit = "4eef6deec6995e07a2d07a94f647f208d43fecfa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b7e8c721f05d110735abee5fd59e7cbd8481df7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 11:02:19 -0800
Subject: [PATCH 2461/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232706432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 143ad2d976f..b8ef0ffdaec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e707fd5a16d58e87bc47ec180147d58b9a9dffb691ad73b5536dd9943f0ae61",
-    git_commit = "4eef6deec6995e07a2d07a94f647f208d43fecfa",
+    sha256 = "ebb5b7d8fadc6be5034a0082bb9e3dfc2bb98729088830041c681ed2d214ba92",
+    git_commit = "1f856fb5d978177123ddd5ac5a3e4bb669288d65",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec1ac2f6b3d7cc81948f1aa70ca1b72961dec8b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 12:03:10 -0800
Subject: [PATCH 2462/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232719008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8ef0ffdaec..102466c7084 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ebb5b7d8fadc6be5034a0082bb9e3dfc2bb98729088830041c681ed2d214ba92",
-    git_commit = "1f856fb5d978177123ddd5ac5a3e4bb669288d65",
+    sha256 = "d05f6f700959786fd5334f92c1a11b4c2df4cd08fa4f354c2febb0b481c75558",
+    git_commit = "1362eaa98e3e7778446eb767473450ef484996ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11d2ec1608e41d0621bddbe8381b6fa528f4cb90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 13:01:44 -0800
Subject: [PATCH 2463/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232729297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 102466c7084..096542fb9ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d05f6f700959786fd5334f92c1a11b4c2df4cd08fa4f354c2febb0b481c75558",
-    git_commit = "1362eaa98e3e7778446eb767473450ef484996ca",
+    sha256 = "97facb5f2745bc8945102a05b7d0b956d1d01ad23067eb1c1d75c067b1444a33",
+    git_commit = "86950c2c440be956a9fcb3a25868a1df15444467",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d802ca945b957a722d13904c7f980921c7c57b26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 14:01:53 -0800
Subject: [PATCH 2464/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232741414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 096542fb9ed..b70c0d1055f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97facb5f2745bc8945102a05b7d0b956d1d01ad23067eb1c1d75c067b1444a33",
-    git_commit = "86950c2c440be956a9fcb3a25868a1df15444467",
+    sha256 = "4c7bf2a65a97fe076e87682b1bf8328afc0300d6322f0a7696128e91afa51f48",
+    git_commit = "ba9f4c017cdd95e5d507635215133bb97fc7216d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 390eb8946f90032876b65daebe90cc5971e09cf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 15:01:52 -0800
Subject: [PATCH 2465/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232753863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b70c0d1055f..5f4ab2c6517 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c7bf2a65a97fe076e87682b1bf8328afc0300d6322f0a7696128e91afa51f48",
-    git_commit = "ba9f4c017cdd95e5d507635215133bb97fc7216d",
+    sha256 = "08a68720db9023580f8e0528c1825332b89ba1651ee32459da165fd75b847f8c",
+    git_commit = "1a5abfb53c00bb37173bfd858be5a20d1d00f39d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e1ef6eec8d92d44798b2b09044fcac925b3a8c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 16:02:23 -0800
Subject: [PATCH 2466/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232765979
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f4ab2c6517..a1904038778 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08a68720db9023580f8e0528c1825332b89ba1651ee32459da165fd75b847f8c",
-    git_commit = "1a5abfb53c00bb37173bfd858be5a20d1d00f39d",
+    sha256 = "9a933645e0ab56c53b6dcaf4f9cb208951bb773474cf754302be30e44617efe3",
+    git_commit = "95d958336276d1b054242ca2506f267c7de145dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c97f3c3b5e859eee094ee7e9d20cbc6e9fd5d3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 17:02:09 -0800
Subject: [PATCH 2467/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232776907
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1904038778..a6206450b2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a933645e0ab56c53b6dcaf4f9cb208951bb773474cf754302be30e44617efe3",
-    git_commit = "95d958336276d1b054242ca2506f267c7de145dc",
+    sha256 = "c9cb29dc19cba1e242b697acdaafd5efdc051451d400077d8cfff92b0a4df86e",
+    git_commit = "2b7686e953b9964addb95170b6f613eb2d3d9f41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 398e9f53ad6852b2bb685b3c99aeacee944ef870 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 18:02:07 -0800
Subject: [PATCH 2468/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232785395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6206450b2a..5f739606abd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9cb29dc19cba1e242b697acdaafd5efdc051451d400077d8cfff92b0a4df86e",
-    git_commit = "2b7686e953b9964addb95170b6f613eb2d3d9f41",
+    sha256 = "727446cfa8922ab117c52db9baef47f63e75a0741dec33ab1b855073895e0f32",
+    git_commit = "124b6e16b4b3d49b05d4660993e2884dc0aac703",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4df577ad67eb6b0baf0e6d2d1219be8bf2aae6db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 19:01:58 -0800
Subject: [PATCH 2469/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232792142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f739606abd..43a3ff84718 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "727446cfa8922ab117c52db9baef47f63e75a0741dec33ab1b855073895e0f32",
-    git_commit = "124b6e16b4b3d49b05d4660993e2884dc0aac703",
+    sha256 = "d2365e90b7cc558c0dd2d529375af274f0ccd59160839829956d1d9a5dca3e46",
+    git_commit = "9e9f25fbe8dab6013448e6ceae36f60115065f41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 25fdc4f08d96e35294070cd9d8d4996aa9912983 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 21:01:57 -0800
Subject: [PATCH 2470/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232803470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43a3ff84718..87342b0b82e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2365e90b7cc558c0dd2d529375af274f0ccd59160839829956d1d9a5dca3e46",
-    git_commit = "9e9f25fbe8dab6013448e6ceae36f60115065f41",
+    sha256 = "69f2d96c35d5ac0b5b18e659966b96231b35bc33233537b2acba8e2cd26bef84",
+    git_commit = "dd1d9f654988695b86e854818b65ccda8e84515d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00dc795732f7861013b0c197494dfa9c5dfc2cd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 22:02:15 -0800
Subject: [PATCH 2471/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232808672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87342b0b82e..da62b2ac4b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69f2d96c35d5ac0b5b18e659966b96231b35bc33233537b2acba8e2cd26bef84",
-    git_commit = "dd1d9f654988695b86e854818b65ccda8e84515d",
+    sha256 = "c85a2de5729e6ad9a1799a5b6097a7b8d5bfe9ce1eac05111622ad4cf08fa6c0",
+    git_commit = "a252fe83f4dc29c0614983046825ec75a3529cb9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 435e49f41e1472cd2ff8ee46a932e75567c43bbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Feb 2019 23:02:01 -0800
Subject: [PATCH 2472/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232813416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da62b2ac4b6..953d98087ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c85a2de5729e6ad9a1799a5b6097a7b8d5bfe9ce1eac05111622ad4cf08fa6c0",
-    git_commit = "a252fe83f4dc29c0614983046825ec75a3529cb9",
+    sha256 = "95b05d52d1e850b75f56b8175ae2725d755be73eab98fea59e41762604a641bf",
+    git_commit = "6a7c03870ade37d2f29b8314a1628af71c6bf094",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 517a2bb96d4001b39520f0c7fbdd51a00f7c571a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 00:01:59 -0800
Subject: [PATCH 2473/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232818624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 953d98087ec..9bf679a7595 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95b05d52d1e850b75f56b8175ae2725d755be73eab98fea59e41762604a641bf",
-    git_commit = "6a7c03870ade37d2f29b8314a1628af71c6bf094",
+    sha256 = "0ed2c1023e25700fae3d1564c46c8ba7d1ee2656c7df3f79e1a8aec71aa50b4b",
+    git_commit = "ab842858b00d3fed43c3476990c13bdb0086b8ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b27e38ab7ed1b58853e50a6d1fc3a3034d99057e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 01:02:29 -0800
Subject: [PATCH 2474/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232826436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bf679a7595..9fc704f65f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ed2c1023e25700fae3d1564c46c8ba7d1ee2656c7df3f79e1a8aec71aa50b4b",
-    git_commit = "ab842858b00d3fed43c3476990c13bdb0086b8ce",
+    sha256 = "134a7f638cce6bed51276e0d6a1b05412463a035d67fa020874b1e0da0785529",
+    git_commit = "4987df47a13b8243900ab78eee9a14a7c589880d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 89dc369e1168939e4c044635f8d663e7f054dc59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 02:02:35 -0800
Subject: [PATCH 2475/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232833215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fc704f65f2..a977a264d10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "134a7f638cce6bed51276e0d6a1b05412463a035d67fa020874b1e0da0785529",
-    git_commit = "4987df47a13b8243900ab78eee9a14a7c589880d",
+    sha256 = "ab9149ce86be3cd9944b5b5c34d02c32b2ad3b1f430e8884c0139873e1a9bf2d",
+    git_commit = "3a4b3241eec5fe75c55bb4844966700ba7cb4906",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6959cb18023fd5f97ee38995b13e2307b1670a03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 03:02:14 -0800
Subject: [PATCH 2476/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232839508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a977a264d10..ffe0435afb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab9149ce86be3cd9944b5b5c34d02c32b2ad3b1f430e8884c0139873e1a9bf2d",
-    git_commit = "3a4b3241eec5fe75c55bb4844966700ba7cb4906",
+    sha256 = "8d44badaeb9bc26ef6df2b6236ce140e7404008eea98ea2f3967f51b286c28b8",
+    git_commit = "42d8403ace8f494dfd1207a6a1f641f1ad6706ea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e62fd77f08d6721277f789de46defcaebe1d540f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 04:02:52 -0800
Subject: [PATCH 2477/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232845289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffe0435afb1..ec702b1d71d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d44badaeb9bc26ef6df2b6236ce140e7404008eea98ea2f3967f51b286c28b8",
-    git_commit = "42d8403ace8f494dfd1207a6a1f641f1ad6706ea",
+    sha256 = "d1be0de53e9cd857de8e3af8605022b4d2d4d43d47d072655e443ff41c0faa1a",
+    git_commit = "101143e8d6cf124efc357858b5f60373aed834b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe95050f48bd251f8fdd36688ddd1e252909d614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 07:02:01 -0800
Subject: [PATCH 2478/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232867604
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec702b1d71d..cd8d1c8f683 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1be0de53e9cd857de8e3af8605022b4d2d4d43d47d072655e443ff41c0faa1a",
-    git_commit = "101143e8d6cf124efc357858b5f60373aed834b9",
+    sha256 = "f758622a3017d5279e5f2ac152746e446e931454d6660806c372510cf73f17be",
+    git_commit = "e199bac06979bdfc621758a4306a95ac24b8c467",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ca6a3572d7b8b4d4c4cb8ecedd70c21366edf851 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 09:01:54 -0800
Subject: [PATCH 2479/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232883990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd8d1c8f683..49a013357d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f758622a3017d5279e5f2ac152746e446e931454d6660806c372510cf73f17be",
-    git_commit = "e199bac06979bdfc621758a4306a95ac24b8c467",
+    sha256 = "486e331eaf6e13b5958a76bfa95cbafdf9cc0671b001ef8cb65a41c6d52d4088",
+    git_commit = "f321e3c900dfda328edb946ff95c4eaba4cf4928",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e640266af24d2d026f6f24f8e0e4001ef9f4eda7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 10:02:09 -0800
Subject: [PATCH 2480/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232894167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49a013357d5..1f377625db1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "486e331eaf6e13b5958a76bfa95cbafdf9cc0671b001ef8cb65a41c6d52d4088",
-    git_commit = "f321e3c900dfda328edb946ff95c4eaba4cf4928",
+    sha256 = "f1245a678bb06d2fe04629d4dc9f709660b738d9510eadcfec5fb302789a0e4e",
+    git_commit = "9596d6dfaed8cac0f03279bd51e9839ff3bfe085",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9f9479ccf867ac5b37511c4231b6af83ba1e0021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 11:02:22 -0800
Subject: [PATCH 2481/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232906909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f377625db1..7ac36e82950 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1245a678bb06d2fe04629d4dc9f709660b738d9510eadcfec5fb302789a0e4e",
-    git_commit = "9596d6dfaed8cac0f03279bd51e9839ff3bfe085",
+    sha256 = "948845b0847e414acdf3ff9e299237d958bc0f4164b9eb450c0e8595aff91d6a",
+    git_commit = "81b9a950453a5ce4964f2e7bb535589da3708840",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9befa015232b74b0627e137c5ade9f069972a86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 12:03:12 -0800
Subject: [PATCH 2482/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232919090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ac36e82950..338b09ccd8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "948845b0847e414acdf3ff9e299237d958bc0f4164b9eb450c0e8595aff91d6a",
-    git_commit = "81b9a950453a5ce4964f2e7bb535589da3708840",
+    sha256 = "b0070a0d502c999f5841d1e34fe450614069bf823068db528b0baf3e27dff189",
+    git_commit = "345788754c025534d487bb8cd01f535b840474b4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc26e574cf8ff03dc1f7c04b976e33f66010b213 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 13:02:01 -0800
Subject: [PATCH 2483/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232929066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 338b09ccd8a..0335f890428 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0070a0d502c999f5841d1e34fe450614069bf823068db528b0baf3e27dff189",
-    git_commit = "345788754c025534d487bb8cd01f535b840474b4",
+    sha256 = "9168d27f85049fba3ca887e96a146015e3a550620d77da956facfe7e7ba6b59b",
+    git_commit = "45a97891f26621e75754b08d01f75eff273554cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 64cb810c07444f7caa51f3ff2c22ed2cf066875c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 14:02:13 -0800
Subject: [PATCH 2484/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232940372
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0335f890428..fe1b97e2d1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9168d27f85049fba3ca887e96a146015e3a550620d77da956facfe7e7ba6b59b",
-    git_commit = "45a97891f26621e75754b08d01f75eff273554cb",
+    sha256 = "8e87d6aa0a1753def9b9b2467ec4c5b3ce8bb35d40c6140ad5aae9e3c5c255af",
+    git_commit = "5b7063a3cfdc7710721924c5b4350c8265d5ff2d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 40845f90cabb57e8c1debaaf75445107b39aa5fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 15:02:12 -0800
Subject: [PATCH 2485/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232951939
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe1b97e2d1a..2f0fc36ac1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e87d6aa0a1753def9b9b2467ec4c5b3ce8bb35d40c6140ad5aae9e3c5c255af",
-    git_commit = "5b7063a3cfdc7710721924c5b4350c8265d5ff2d",
+    sha256 = "ae35509aa676e653d56eaec0646398b52a99fe838f581af26761721fb408f9e8",
+    git_commit = "670207218cd0af11c9fba210b4d4478fd731cf2a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 443019007214d044b85519d0e3327e5f7d21b070 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 16:02:12 -0800
Subject: [PATCH 2486/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232963385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f0fc36ac1a..4cf95965517 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae35509aa676e653d56eaec0646398b52a99fe838f581af26761721fb408f9e8",
-    git_commit = "670207218cd0af11c9fba210b4d4478fd731cf2a",
+    sha256 = "b2cbb0cc4746f3530961de4301a277aaa1a3989d2f772281dcc84e627cfc3efa",
+    git_commit = "92b4da0f8e34139135c40c5b54a9dce2ddff9dc3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41cfc060e4dbfa06a58b63055d341ea6f92266db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 17:02:02 -0800
Subject: [PATCH 2487/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232973765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4cf95965517..985b4ce9064 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2cbb0cc4746f3530961de4301a277aaa1a3989d2f772281dcc84e627cfc3efa",
-    git_commit = "92b4da0f8e34139135c40c5b54a9dce2ddff9dc3",
+    sha256 = "787af65813be06f867498a320803d7bfcdfdb7c6d1ebc982f734693a1af25e0d",
+    git_commit = "20e1089c40941f585f0e4a1918b29272f078d5d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb4bd5968aba36c95c920e59079639a0c2e6ec37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 18:01:49 -0800
Subject: [PATCH 2488/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232981942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 985b4ce9064..0cfe808a1cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "787af65813be06f867498a320803d7bfcdfdb7c6d1ebc982f734693a1af25e0d",
-    git_commit = "20e1089c40941f585f0e4a1918b29272f078d5d0",
+    sha256 = "8ffcc2c8895d9d32f3b590a6e22a3ee18c1042d06c7830735b7484cfb862f243",
+    git_commit = "6699f80fde980fb2ebf8742733636130b05d6356",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8288cbdd5e72cb318f20d3c9b90ab0179984380c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 19:02:19 -0800
Subject: [PATCH 2489/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232988151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cfe808a1cc..487cff90ef5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ffcc2c8895d9d32f3b590a6e22a3ee18c1042d06c7830735b7484cfb862f243",
-    git_commit = "6699f80fde980fb2ebf8742733636130b05d6356",
+    sha256 = "ae36ec5a417bd49eb442ecf2c15facc08bace26b0c33c05e624816adb2716716",
+    git_commit = "9edfbd753c403613d56f51893271a74acdaa46ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dcb06fb63ef283a3035a4be2b45747d1317bbe3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 20:02:19 -0800
Subject: [PATCH 2490/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232993498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 487cff90ef5..75cea7b23e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae36ec5a417bd49eb442ecf2c15facc08bace26b0c33c05e624816adb2716716",
-    git_commit = "9edfbd753c403613d56f51893271a74acdaa46ef",
+    sha256 = "167721572ba903708585ff041cf6ba2cac8ebe182f578dc9c88d7d5842e8a078",
+    git_commit = "831f1d3aaef4cbce6ea61c229bd5531f35fc71dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e3629c5ec97a20f860dc3f20987f5a78572a2337 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 21:02:12 -0800
Subject: [PATCH 2491/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 232998443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75cea7b23e1..2b66d82bbde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "167721572ba903708585ff041cf6ba2cac8ebe182f578dc9c88d7d5842e8a078",
-    git_commit = "831f1d3aaef4cbce6ea61c229bd5531f35fc71dc",
+    sha256 = "b16fb630ff1bf55f68960932203258a49b4c4841ca250b0e3a6be2f82ebd06fa",
+    git_commit = "063c51df5dfbca6bc0805118819aa8184292966a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2d4c41f4e047f4d315253accfa747fa5e028633 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Feb 2019 23:03:30 -0800
Subject: [PATCH 2492/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233007866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b66d82bbde..e01f40dd66c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b16fb630ff1bf55f68960932203258a49b4c4841ca250b0e3a6be2f82ebd06fa",
-    git_commit = "063c51df5dfbca6bc0805118819aa8184292966a",
+    sha256 = "11c14d99d9c6442f326b4d888ad02323ad18796abcc12ace49481be0245cb205",
+    git_commit = "228421cebf60190bf2b8b300b34941e0a837757b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0fe3e36b6de2c1d384b3e30c7a43fba2c8210a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 00:02:07 -0800
Subject: [PATCH 2493/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233011881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e01f40dd66c..6b9fc9edbbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11c14d99d9c6442f326b4d888ad02323ad18796abcc12ace49481be0245cb205",
-    git_commit = "228421cebf60190bf2b8b300b34941e0a837757b",
+    sha256 = "aed1b5dc51e3d9efd4d71c86882377598a5364e04b8caf1404a41c925c82d073",
+    git_commit = "6b83e5ba308df15db0705c5662145b386b741280",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b963a2da458de26a9ae1de61ac3955c681df465d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 01:02:32 -0800
Subject: [PATCH 2494/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233019491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b9fc9edbbe..24f7cbc8e14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aed1b5dc51e3d9efd4d71c86882377598a5364e04b8caf1404a41c925c82d073",
-    git_commit = "6b83e5ba308df15db0705c5662145b386b741280",
+    sha256 = "c7bc8bde5fccfa8945c1dab99f0a3b0ec5f4365f9b950c9366dfb4b6001957e7",
+    git_commit = "4301ac109e5873682072b15ebebcb27916c32a4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 229f1fa0d9317859bc5e1319a1a4a7b704ee52ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 03:02:22 -0800
Subject: [PATCH 2495/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233031304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24f7cbc8e14..5dc1c5bd483 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7bc8bde5fccfa8945c1dab99f0a3b0ec5f4365f9b950c9366dfb4b6001957e7",
-    git_commit = "4301ac109e5873682072b15ebebcb27916c32a4a",
+    sha256 = "2c2ecb5fd8f7847425e8cc0391dd71d005a4895b15a39d51f923328ff1ee1158",
+    git_commit = "246f6482a240f5693bb28c326b9aa36ba48098ec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f0e052ca1175c667c48e6af3192ff29e3fd4cbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 04:02:27 -0800
Subject: [PATCH 2496/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233036627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5dc1c5bd483..b5f64f09e9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c2ecb5fd8f7847425e8cc0391dd71d005a4895b15a39d51f923328ff1ee1158",
-    git_commit = "246f6482a240f5693bb28c326b9aa36ba48098ec",
+    sha256 = "19fe60c807673909c1dbd0a623bd6768dbc6c8988ca5c4421a355db3e937c42c",
+    git_commit = "875785cd913b1b6b0d3eedac5b524a94207fda94",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b031f47cd9616ed60c34851d4fd31e1f4d03b37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 05:01:52 -0800
Subject: [PATCH 2497/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233041605
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5f64f09e9d..d856e9e0a8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19fe60c807673909c1dbd0a623bd6768dbc6c8988ca5c4421a355db3e937c42c",
-    git_commit = "875785cd913b1b6b0d3eedac5b524a94207fda94",
+    sha256 = "ab194454af9a6d46912238c4c3664f31456ce4ea838b4e80d3acbf72c3d5a608",
+    git_commit = "a6671ccfc6d46f38eddfd80e506773d4fbd75e77",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 38a3451236af9346af670c7e46d2a7406964111d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 06:01:56 -0800
Subject: [PATCH 2498/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233046938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d856e9e0a8f..d3784b76ab1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab194454af9a6d46912238c4c3664f31456ce4ea838b4e80d3acbf72c3d5a608",
-    git_commit = "a6671ccfc6d46f38eddfd80e506773d4fbd75e77",
+    sha256 = "c08d2fb24ce063aed3fd1745a762033674b785bc2ea0d52983aad554a8767102",
+    git_commit = "34c4e686f4a5c17c88c64ee9825ef6ad92d05c32",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2a09f7d13257b12eff503cd59e8416147111e2b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 07:02:06 -0800
Subject: [PATCH 2499/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233053528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3784b76ab1..338db123a9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c08d2fb24ce063aed3fd1745a762033674b785bc2ea0d52983aad554a8767102",
-    git_commit = "34c4e686f4a5c17c88c64ee9825ef6ad92d05c32",
+    sha256 = "843c586787eb5aaab9c55eef107f8ecf3e2be66ecfc547cb12d27c35cd55a1a3",
+    git_commit = "dae9cabbe8fa18cee697c197f10c3a12658f7f10",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 79d4125dd50bef4d730a63542db3f2e2751b7567 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 08:01:57 -0800
Subject: [PATCH 2500/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233060739
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 338db123a9f..ab958659772 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "843c586787eb5aaab9c55eef107f8ecf3e2be66ecfc547cb12d27c35cd55a1a3",
-    git_commit = "dae9cabbe8fa18cee697c197f10c3a12658f7f10",
+    sha256 = "07a45f7c1860f38a2ea29e4011f2f545e8e6f40e446cd60e6c3b4bd8b7edd1f0",
+    git_commit = "f259cb4ac2cbe69c450d956bd3262a23d4a44291",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e1bca749345dc3104b303573b139fb8c4b6879a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 09:01:50 -0800
Subject: [PATCH 2501/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233069165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab958659772..a2de88085aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07a45f7c1860f38a2ea29e4011f2f545e8e6f40e446cd60e6c3b4bd8b7edd1f0",
-    git_commit = "f259cb4ac2cbe69c450d956bd3262a23d4a44291",
+    sha256 = "65fac88763d29f5e65b7308d7a3ba35f5958d9e408b73656f39111b1979d7378",
+    git_commit = "ede109fc7bf32f7a7ef2763908b2606cfa4fa303",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a2cdc9e0618b12ca795e60476b542d958ef209fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 10:01:52 -0800
Subject: [PATCH 2502/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233078434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2de88085aa..54dd4ef4c45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65fac88763d29f5e65b7308d7a3ba35f5958d9e408b73656f39111b1979d7378",
-    git_commit = "ede109fc7bf32f7a7ef2763908b2606cfa4fa303",
+    sha256 = "01e5426d83228d0a060110883f625c6ce5ebe80ea8ae515f8ba5799ff7fe6b64",
+    git_commit = "82cae29a5e82a241c5704998bd19457c56dbcee3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8aeb15b61502fb8694041f08f899ac77b31834bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 12:02:04 -0800
Subject: [PATCH 2503/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233101551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54dd4ef4c45..db2098ac6cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01e5426d83228d0a060110883f625c6ce5ebe80ea8ae515f8ba5799ff7fe6b64",
-    git_commit = "82cae29a5e82a241c5704998bd19457c56dbcee3",
+    sha256 = "bbf7646faced270938d38f0115f8cd220b236ecf7243dc8f90446adc267841d5",
+    git_commit = "d7df4b9d0c82cec238c7c8bc5f6d93f95ba0705d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d8762dad82388da8ded7d2605e717797e6a82c6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 13:01:45 -0800
Subject: [PATCH 2504/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233111481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db2098ac6cf..64892d14467 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbf7646faced270938d38f0115f8cd220b236ecf7243dc8f90446adc267841d5",
-    git_commit = "d7df4b9d0c82cec238c7c8bc5f6d93f95ba0705d",
+    sha256 = "0d7e92afb147ef7b1047ba654af47c7067a176e4b6e0ce2aeae22e5fa3d51a52",
+    git_commit = "5c738693ad5d714eeba413b53a0f037f12fc2c82",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d62ff5f5f664fdcd8c5547753223786c1d37a1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 14:01:52 -0800
Subject: [PATCH 2505/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233122007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64892d14467..5cf48abec78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d7e92afb147ef7b1047ba654af47c7067a176e4b6e0ce2aeae22e5fa3d51a52",
-    git_commit = "5c738693ad5d714eeba413b53a0f037f12fc2c82",
+    sha256 = "d057a4c2dd1187b23e70dbe87f6cdfcf46c02d89bd447f88bbf8797bb0a2662a",
+    git_commit = "588b577e2cfb1848a48c11914bf4a7d580e377d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 794e041798620deaac0f2f9339154b1d93e1b191 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 15:01:54 -0800
Subject: [PATCH 2506/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233132981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cf48abec78..63b30d992c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d057a4c2dd1187b23e70dbe87f6cdfcf46c02d89bd447f88bbf8797bb0a2662a",
-    git_commit = "588b577e2cfb1848a48c11914bf4a7d580e377d6",
+    sha256 = "d0f6805251d28223967227ab76093694095e184b5a6c2b78df418de6e0151774",
+    git_commit = "96837731fec65f64c6ede565d895e9b38b22d13b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c6d367d1baa0a55217e13c32e8635cb8dd7b7b9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 16:02:13 -0800
Subject: [PATCH 2507/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233143090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63b30d992c3..e7bc5da7922 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0f6805251d28223967227ab76093694095e184b5a6c2b78df418de6e0151774",
-    git_commit = "96837731fec65f64c6ede565d895e9b38b22d13b",
+    sha256 = "8d54e64ca249dd0f07f0147a2f1267f76d0da0d65a377ae50c19be14d0c12e78",
+    git_commit = "0f5fd00006e6ef8bae5a5f62304f1cbb3c78e584",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 80d4d25d401c9952d359256c24390baa6710219a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 17:01:44 -0800
Subject: [PATCH 2508/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233152153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7bc5da7922..5e01f70b265 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d54e64ca249dd0f07f0147a2f1267f76d0da0d65a377ae50c19be14d0c12e78",
-    git_commit = "0f5fd00006e6ef8bae5a5f62304f1cbb3c78e584",
+    sha256 = "b79dd43ae48abc0b8fb05f3a59a202860e17ebf74435da259b949873c1f973af",
+    git_commit = "882bf2ecae29d8f7c22942ac40110c13e1321380",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ede21fc0262c87fe363199f23d70686a614b3743 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 18:01:50 -0800
Subject: [PATCH 2509/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233158954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e01f70b265..533ecb45fd0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b79dd43ae48abc0b8fb05f3a59a202860e17ebf74435da259b949873c1f973af",
-    git_commit = "882bf2ecae29d8f7c22942ac40110c13e1321380",
+    sha256 = "e129f0d998378dd31260a3bf8314cc5be8b6b723d27eef75c49b4b8009361828",
+    git_commit = "9913382f56957d2880a1990a3eff97303373ffe8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1faf9e7af59a5a74d7b56a2663f75a711a05f38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 19:01:50 -0800
Subject: [PATCH 2510/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233163957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 533ecb45fd0..1c315573dc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e129f0d998378dd31260a3bf8314cc5be8b6b723d27eef75c49b4b8009361828",
-    git_commit = "9913382f56957d2880a1990a3eff97303373ffe8",
+    sha256 = "e75a05e86cf5a6c4efd112499116c9b81ce295b62e823eca57812c6db9e6480e",
+    git_commit = "f2ff301db51c7891b75f60f0ac7c0c1cf8c0f49c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 34c105c3db95f661fa3a43b70b9d02e27d32dbdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 20:02:02 -0800
Subject: [PATCH 2511/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233168202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c315573dc8..0786427dd49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e75a05e86cf5a6c4efd112499116c9b81ce295b62e823eca57812c6db9e6480e",
-    git_commit = "f2ff301db51c7891b75f60f0ac7c0c1cf8c0f49c",
+    sha256 = "71ea16ebcd14c37b77e52c2bdac70d0e61bd456e1b7a0cddb101e2ca352ce30b",
+    git_commit = "9b41335f9d131ad97a41aec290aa788e403c178d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 45b8b9d4a9a3ba035aa85704e0deb0def2e3b6d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Feb 2019 23:01:49 -0800
Subject: [PATCH 2512/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233178755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0786427dd49..8bf8055ede8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71ea16ebcd14c37b77e52c2bdac70d0e61bd456e1b7a0cddb101e2ca352ce30b",
-    git_commit = "9b41335f9d131ad97a41aec290aa788e403c178d",
+    sha256 = "81ec38268a0a74ac833252e86f2fb5f0cc29ba7165da7aff9b0560bdaee3d306",
+    git_commit = "57b954d6b9f979c6ef3bb527d8e0e881799adf64",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a2b4c6a42ac3f1d64b96abb6c748176d6ddb52e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 01:01:46 -0800
Subject: [PATCH 2513/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233187357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bf8055ede8..4245d0e908c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81ec38268a0a74ac833252e86f2fb5f0cc29ba7165da7aff9b0560bdaee3d306",
-    git_commit = "57b954d6b9f979c6ef3bb527d8e0e881799adf64",
+    sha256 = "9d15b799376cb904d7e050c075e48df9eb612bf4fa3ab557db54b82e5a4ca3c5",
+    git_commit = "6d924a1564a1dbc26f1e334873a54ab169350c49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4667e7c320185aa6522e20d822268e35ce12e6eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 03:02:11 -0800
Subject: [PATCH 2514/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233195091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4245d0e908c..f83e32e04d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d15b799376cb904d7e050c075e48df9eb612bf4fa3ab557db54b82e5a4ca3c5",
-    git_commit = "6d924a1564a1dbc26f1e334873a54ab169350c49",
+    sha256 = "066785ef047f5e7916e0cc0d4b4d9c7aca412862b84af70acd3aa804eba347dd",
+    git_commit = "b85cb440e257a367fb70f8321ddaa669d1bd9fae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e9fa990a4bde1b9fe668b0037c65631f8be76e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 17:01:46 -0800
Subject: [PATCH 2515/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233239757
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f83e32e04d4..3d8ba403fd2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "066785ef047f5e7916e0cc0d4b4d9c7aca412862b84af70acd3aa804eba347dd",
-    git_commit = "b85cb440e257a367fb70f8321ddaa669d1bd9fae",
+    sha256 = "87ea4b6d8fff92275c3c2919f084e6a550a88470bca600820b0d73721ca1d48c",
+    git_commit = "969e17fc37f595dbb372af4ce8308f991a96608c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec06c82aaf63caae04b3d03b877253a9f414b43c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 18:01:46 -0800
Subject: [PATCH 2516/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233242771
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d8ba403fd2..462e1bdb2a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87ea4b6d8fff92275c3c2919f084e6a550a88470bca600820b0d73721ca1d48c",
-    git_commit = "969e17fc37f595dbb372af4ce8308f991a96608c",
+    sha256 = "4a88b318fc95cc41784bda7f795e51bcb76791eb9a6d37d4e1e3a05e75ec1826",
+    git_commit = "d0a7af2368df44430513903398f63426ba1c8800",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1e945eacc9a1529e41e0946de3f60d3cbaf6144 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 21:01:42 -0800
Subject: [PATCH 2517/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233252384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 462e1bdb2a2..bda8d67c3b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a88b318fc95cc41784bda7f795e51bcb76791eb9a6d37d4e1e3a05e75ec1826",
-    git_commit = "d0a7af2368df44430513903398f63426ba1c8800",
+    sha256 = "c15d77f686be919914c083337ebf3a93eda24e9c3e291f370354d1305328b5e1",
+    git_commit = "ead36c50c1865dc0fc8fdc1b4b20eb37e4879420",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 13f2f49943e12c8d3447babfffe7b89f843a905a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 22:02:18 -0800
Subject: [PATCH 2518/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233255446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bda8d67c3b9..c9091853905 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c15d77f686be919914c083337ebf3a93eda24e9c3e291f370354d1305328b5e1",
-    git_commit = "ead36c50c1865dc0fc8fdc1b4b20eb37e4879420",
+    sha256 = "1945249d72f772233c3b296e82d2b6a7fe77534893c0d78fe669ef2311ea355e",
+    git_commit = "43947b9efcc9fc4a3f525d51e80e164e7e3c0221",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5138105307de39e817d7797499637ba152fa95bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Feb 2019 23:02:09 -0800
Subject: [PATCH 2519/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233258185
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9091853905..db611f415a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1945249d72f772233c3b296e82d2b6a7fe77534893c0d78fe669ef2311ea355e",
-    git_commit = "43947b9efcc9fc4a3f525d51e80e164e7e3c0221",
+    sha256 = "f9ad72146d31bbc543ad155c28709f9456be00719246a86482e2aa426d0e8e72",
+    git_commit = "8658f093ce3518d26b192ec9c58d5bf8564e5852",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 420edfa543243fb51214d81766335165d9e36668 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Feb 2019 03:01:56 -0800
Subject: [PATCH 2520/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233273044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db611f415a4..2c0e22991e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9ad72146d31bbc543ad155c28709f9456be00719246a86482e2aa426d0e8e72",
-    git_commit = "8658f093ce3518d26b192ec9c58d5bf8564e5852",
+    sha256 = "6beb71794434bd30b32cc9b92a9b8872b9db9bfefc58aeceb205b216081e0554",
+    git_commit = "beccb5be1d9a71082b74d8fa90367b0faf6e5226",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f98dd6f0e914c8d639b024f871ac508315e7daf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Feb 2019 13:02:39 -0800
Subject: [PATCH 2521/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233306723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c0e22991e7..b6487d41798 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6beb71794434bd30b32cc9b92a9b8872b9db9bfefc58aeceb205b216081e0554",
-    git_commit = "beccb5be1d9a71082b74d8fa90367b0faf6e5226",
+    sha256 = "c5f08d8d57658a4eb076074130f8f461ca6f5065407e16cd2036a4be048b8892",
+    git_commit = "753cb67ab58f7b55fc5061f263654bce3828765b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ea3451e2b6e433f7975576f1e05300d5086e74e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Feb 2019 20:01:52 -0800
Subject: [PATCH 2522/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233333920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6487d41798..f1f01257906 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5f08d8d57658a4eb076074130f8f461ca6f5065407e16cd2036a4be048b8892",
-    git_commit = "753cb67ab58f7b55fc5061f263654bce3828765b",
+    sha256 = "c8bbc9daccca538fde206562d1c181707687aa591f57e916cc50efbbd458dfae",
+    git_commit = "f5015045833910b60731a487b77eedad1d322c2e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 18b84b3cddce9efb17bf8484fd3b047eed55430a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Feb 2019 22:01:55 -0800
Subject: [PATCH 2523/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233342912
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1f01257906..ac9ac60d0d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8bbc9daccca538fde206562d1c181707687aa591f57e916cc50efbbd458dfae",
-    git_commit = "f5015045833910b60731a487b77eedad1d322c2e",
+    sha256 = "a9fdf6b8d0df0e03fb9e781348bfaa2f7779c035ba2a804d1a1c5dbdf028a566",
+    git_commit = "29b27f3066ac99d3f01c65115bdd2b6cd4e2ccc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1ca7febe5fe6c3e01966e588e26619d3ea6b32a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 03:02:08 -0800
Subject: [PATCH 2524/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233373418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac9ac60d0d9..9d26d42a9e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9fdf6b8d0df0e03fb9e781348bfaa2f7779c035ba2a804d1a1c5dbdf028a566",
-    git_commit = "29b27f3066ac99d3f01c65115bdd2b6cd4e2ccc7",
+    sha256 = "fe90c2053f85f2a220c1abff849db58bf06886ee4ccabe08c2080578667e9ccd",
+    git_commit = "126679b2e517ba5668c885a17acb75fe8d3cceef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ccf1a15eed959402bf7d42f3410832e4330eec43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 05:02:07 -0800
Subject: [PATCH 2525/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233386305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d26d42a9e3..e802de9dae9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe90c2053f85f2a220c1abff849db58bf06886ee4ccabe08c2080578667e9ccd",
-    git_commit = "126679b2e517ba5668c885a17acb75fe8d3cceef",
+    sha256 = "71cc6ca1e4cbdce2620388b6ba971a039874db170e125fa7f8df00ed549869c3",
+    git_commit = "bfba64f11e102bf77342b990d7b0fe0406cd839f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 366d825480a97cdd71ffd35c281e2685894ec0cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 10:01:57 -0800
Subject: [PATCH 2526/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233427845
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e802de9dae9..d385a1092f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71cc6ca1e4cbdce2620388b6ba971a039874db170e125fa7f8df00ed549869c3",
-    git_commit = "bfba64f11e102bf77342b990d7b0fe0406cd839f",
+    sha256 = "8517438091ebbf281bc4369e79e0f9f2eea0286aaa5be397bd63d0f98920119b",
+    git_commit = "577a21198418c3931ed8701ece0b5c503691a802",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aee952b2391b85b1a91bff9e4845d04a13430f53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 11:01:59 -0800
Subject: [PATCH 2527/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233439338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d385a1092f8..5367d7e2f5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8517438091ebbf281bc4369e79e0f9f2eea0286aaa5be397bd63d0f98920119b",
-    git_commit = "577a21198418c3931ed8701ece0b5c503691a802",
+    sha256 = "54edef83869e0e25f63d5f897e7bca5727079d52ddb36253fd1a3ca24521d7af",
+    git_commit = "858a246f20b188f7526784f29f588d68f4b518c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dfc9892a439d8391732af16bdc7b289205ee4f85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 12:02:05 -0800
Subject: [PATCH 2528/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233451639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5367d7e2f5d..bf50ee13065 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54edef83869e0e25f63d5f897e7bca5727079d52ddb36253fd1a3ca24521d7af",
-    git_commit = "858a246f20b188f7526784f29f588d68f4b518c6",
+    sha256 = "ffa251789cbbd3c9c87d06c377d67530906908ffca090db188375ab1f143fde9",
+    git_commit = "a1c1eacca5aaf3a0fea2e8c230972a52a4d7f5f5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f7d2127e0dc903c475f5dca1c366f35b50dcfbe4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 13:01:56 -0800
Subject: [PATCH 2529/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233462244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf50ee13065..de334a46089 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffa251789cbbd3c9c87d06c377d67530906908ffca090db188375ab1f143fde9",
-    git_commit = "a1c1eacca5aaf3a0fea2e8c230972a52a4d7f5f5",
+    sha256 = "095bf35194ac2052efab294498e659d0c65269d745966c55c58e2ed82160612b",
+    git_commit = "f5593ff7620dd0f8085f152c3e2539db37e3f53b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98ee638ed73c2cb67e38d7e2992b335bbfaac61b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 14:02:07 -0800
Subject: [PATCH 2530/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233474040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de334a46089..47398e8117e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "095bf35194ac2052efab294498e659d0c65269d745966c55c58e2ed82160612b",
-    git_commit = "f5593ff7620dd0f8085f152c3e2539db37e3f53b",
+    sha256 = "375c79888afc575d820c070da129b6bba0f34bfeaf9473833f83c21bcf79a5ca",
+    git_commit = "4bdb229d2b1f1be776615875085df0a47927862c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eafeaca08e686f94e6387d58ea8fac2c7cab3b90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 15:02:05 -0800
Subject: [PATCH 2531/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233485995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47398e8117e..1b016087980 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "375c79888afc575d820c070da129b6bba0f34bfeaf9473833f83c21bcf79a5ca",
-    git_commit = "4bdb229d2b1f1be776615875085df0a47927862c",
+    sha256 = "9ccca9cc498e3511703428bf268cc83989602ca89ad7db6bcf8afa4d122cf48b",
+    git_commit = "2199d3064c3f7778d51b9d62f6e81d1640d980f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c118820a7c1beeecb4e3682fc86ab9bba7895483 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 16:02:35 -0800
Subject: [PATCH 2532/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233497179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b016087980..74fbf6fd790 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ccca9cc498e3511703428bf268cc83989602ca89ad7db6bcf8afa4d122cf48b",
-    git_commit = "2199d3064c3f7778d51b9d62f6e81d1640d980f4",
+    sha256 = "edd6bba00090addeb39df621a696fc66b030296f39c853b573ace50c8b4adfe9",
+    git_commit = "d584984e82ceb20a34d344f1df40445f5469541a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6cc3fe1908a58fed25e1a88e8930872a4f48cdfc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 17:02:02 -0800
Subject: [PATCH 2533/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233506933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74fbf6fd790..27a8c0950bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edd6bba00090addeb39df621a696fc66b030296f39c853b573ace50c8b4adfe9",
-    git_commit = "d584984e82ceb20a34d344f1df40445f5469541a",
+    sha256 = "22802faf84ad71294deda8e6d09641f79772fdb3f8b1e826c18b7a0d9fbdb2d9",
+    git_commit = "8bb8258646e47ef96e40eb684ac50601a3af5106",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b03e4299b6e1b3963abbfa965af4f483eec5a0f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 18:02:08 -0800
Subject: [PATCH 2534/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233515906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27a8c0950bf..75d8ea0e357 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22802faf84ad71294deda8e6d09641f79772fdb3f8b1e826c18b7a0d9fbdb2d9",
-    git_commit = "8bb8258646e47ef96e40eb684ac50601a3af5106",
+    sha256 = "48fc422cf6137e803b781d5ac205a7c272a47d7b5e4309c7fd86e989fcbb3dee",
+    git_commit = "50f0b210ce8a7b47f6fb4ed85229772dbd4d22a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bffc489471ade9e368ccd419e210abeaef03797d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 19:02:02 -0800
Subject: [PATCH 2535/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233523061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75d8ea0e357..1f237ab8aab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48fc422cf6137e803b781d5ac205a7c272a47d7b5e4309c7fd86e989fcbb3dee",
-    git_commit = "50f0b210ce8a7b47f6fb4ed85229772dbd4d22a4",
+    sha256 = "43072913bff943cb8069cfa503e963d6e80b90453271eac74622b7dafb84ee7c",
+    git_commit = "320eec98eedd63d1d3082ab1d3133b8249abd366",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 70217f5253d5cd3d68498f69fe474e87b733bf6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 20:01:55 -0800
Subject: [PATCH 2536/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233529065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f237ab8aab..c8ab89cbd36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43072913bff943cb8069cfa503e963d6e80b90453271eac74622b7dafb84ee7c",
-    git_commit = "320eec98eedd63d1d3082ab1d3133b8249abd366",
+    sha256 = "604efddb7758110888afcfcc8935e3482ef448d7554977d934fa3096d70803c8",
+    git_commit = "07cea8cc4ca430ded136bef94f247ffbd1207c46",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0b71b88995a50ea3b0aa8a0c31a6e91c50ddcd14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 22:02:07 -0800
Subject: [PATCH 2537/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233540548
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8ab89cbd36..ca14fea375d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "604efddb7758110888afcfcc8935e3482ef448d7554977d934fa3096d70803c8",
-    git_commit = "07cea8cc4ca430ded136bef94f247ffbd1207c46",
+    sha256 = "033457822ade81969cacf73d5635373aa09b03bb9b43d59b4c1c99e5b7b4f33d",
+    git_commit = "078228441f09ca07c8060de23167c6c08381de8a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5fc0651c1f007d96d5ee6bab9064f1fb26115415 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Feb 2019 23:01:53 -0800
Subject: [PATCH 2538/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233545599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca14fea375d..9f3481f0d45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "033457822ade81969cacf73d5635373aa09b03bb9b43d59b4c1c99e5b7b4f33d",
-    git_commit = "078228441f09ca07c8060de23167c6c08381de8a",
+    sha256 = "62e88d9950ac36762facea0c3a44f7bcffec4643eb0863d721db77073e08d363",
+    git_commit = "7350b35e27ee063bf4b2d81ffde612e64f668a27",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9a357ffa5b3a80366d9c108dd30606b0a4fb9395 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 00:02:19 -0800
Subject: [PATCH 2539/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233551805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f3481f0d45..831eaa88073 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62e88d9950ac36762facea0c3a44f7bcffec4643eb0863d721db77073e08d363",
-    git_commit = "7350b35e27ee063bf4b2d81ffde612e64f668a27",
+    sha256 = "5db4437b59ebe58ac7bd4ad8f7571017f07922efc088cec7adc5a9b483f685b7",
+    git_commit = "27e04b6a92461c9429d6506bd1312c6b1be47258",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1d903b52f115be6c659b550e1a61a0e481bd9f79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 01:02:26 -0800
Subject: [PATCH 2540/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233559439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 831eaa88073..50cfc2f522e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5db4437b59ebe58ac7bd4ad8f7571017f07922efc088cec7adc5a9b483f685b7",
-    git_commit = "27e04b6a92461c9429d6506bd1312c6b1be47258",
+    sha256 = "65bb78f44954ee026f91bc1a6c604e460c37a55f6f3e3e409c39cbb7f783b26b",
+    git_commit = "d84330946a9c49ea7970a5f83784b5ec52112ad1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e1c3a1aeb876492bc494ecb3c95610cd37c83fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 02:02:03 -0800
Subject: [PATCH 2541/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233566576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50cfc2f522e..ad4da249041 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65bb78f44954ee026f91bc1a6c604e460c37a55f6f3e3e409c39cbb7f783b26b",
-    git_commit = "d84330946a9c49ea7970a5f83784b5ec52112ad1",
+    sha256 = "64aa8c7c174255b4af96a26e2757b2e6295a4112fc11df0f2acda7d355327f8f",
+    git_commit = "c4d25405fb3c6060d9bc74520f56f35f6a596ab6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6598f11d1e2012b8e20f0544baa052ab37919224 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 04:02:28 -0800
Subject: [PATCH 2542/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233580597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad4da249041..c86b7ea6c96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64aa8c7c174255b4af96a26e2757b2e6295a4112fc11df0f2acda7d355327f8f",
-    git_commit = "c4d25405fb3c6060d9bc74520f56f35f6a596ab6",
+    sha256 = "8d78cc5126bd32b5810efe44560540338312fb172acc0c1899ff8a426caa9625",
+    git_commit = "5dc6710aaf1f920f9bb9b24f4260ed5fa67a1b8f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 96e510982e835b388cbee617fa3698cdee6cc5d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 05:02:05 -0800
Subject: [PATCH 2543/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233586249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c86b7ea6c96..8cb940b5384 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d78cc5126bd32b5810efe44560540338312fb172acc0c1899ff8a426caa9625",
-    git_commit = "5dc6710aaf1f920f9bb9b24f4260ed5fa67a1b8f",
+    sha256 = "2b229c46a02ef352bdc81c314be3d1229922adb7dd1b17c01132707e20fa86dd",
+    git_commit = "aebf4964a20c4bc24340d92ae82504a41bca98e1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 68fd7ac5ba6d2ccba449c5543b31e036830019fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 06:02:13 -0800
Subject: [PATCH 2544/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233592418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cb940b5384..bddafba2575 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b229c46a02ef352bdc81c314be3d1229922adb7dd1b17c01132707e20fa86dd",
-    git_commit = "aebf4964a20c4bc24340d92ae82504a41bca98e1",
+    sha256 = "ecd1bd598738b6f3fb7028a728ee11933f5e2258ce85006adea3fe4e038d9d7d",
+    git_commit = "09e2c39fcf55c2efadede9a573548c28398e6b33",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f0d424aebded0db149da0e4c0acdc863bccae9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 08:02:03 -0800
Subject: [PATCH 2545/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233606864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bddafba2575..eb0d146ebe9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecd1bd598738b6f3fb7028a728ee11933f5e2258ce85006adea3fe4e038d9d7d",
-    git_commit = "09e2c39fcf55c2efadede9a573548c28398e6b33",
+    sha256 = "6b187e49f5a32c3a5133645f7324e573089b3d231d918275d234af0fac3ee86a",
+    git_commit = "628a91d49808161620e6e13eedd9361095515287",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4dd761c9052bccbf253e58c0c25834b1dacbb528 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 09:01:55 -0800
Subject: [PATCH 2546/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233616037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb0d146ebe9..ef5f023f0e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b187e49f5a32c3a5133645f7324e573089b3d231d918275d234af0fac3ee86a",
-    git_commit = "628a91d49808161620e6e13eedd9361095515287",
+    sha256 = "c688a57349d9d4444b078cdcae630e00a3322428619ca676c8cba69dd66819a6",
+    git_commit = "40ebea073b2168be0ad507b7eab385c670b84678",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9a0b7d58a5e9b32d99571f1f3fe6581918ec856d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 10:02:11 -0800
Subject: [PATCH 2547/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233626879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef5f023f0e6..e456dcaf48a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c688a57349d9d4444b078cdcae630e00a3322428619ca676c8cba69dd66819a6",
-    git_commit = "40ebea073b2168be0ad507b7eab385c670b84678",
+    sha256 = "e28ff36cbffde740421eff54804b1e79c7f95e2eeda04b765227242c41ac9ebf",
+    git_commit = "768844843859a721888fd325b2f9b361e09d58b1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8d7cbc56f2776c325630d81dfdb895a347c1ca99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 11:01:56 -0800
Subject: [PATCH 2548/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233639136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e456dcaf48a..1bf6d405fde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e28ff36cbffde740421eff54804b1e79c7f95e2eeda04b765227242c41ac9ebf",
-    git_commit = "768844843859a721888fd325b2f9b361e09d58b1",
+    sha256 = "5e296600c022834b3e2eee2f795217e06989036af16565fefbcbe1e3931ef388",
+    git_commit = "c8c1f5f95ed1870d3154bd01438190c92a245378",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e8384a26891c6c2166c52de8897929b53304d41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 12:02:00 -0800
Subject: [PATCH 2549/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233652093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bf6d405fde..02f64320866 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e296600c022834b3e2eee2f795217e06989036af16565fefbcbe1e3931ef388",
-    git_commit = "c8c1f5f95ed1870d3154bd01438190c92a245378",
+    sha256 = "da0efaa37ee2c8d5267a82614df189ef410004d1d850122ba4b38f9fdf007f05",
+    git_commit = "24e639413dc8eaa7182e828cebf4abad435bfe84",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f07292d24f3a33ae79157da2b9d43a50061c1536 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 13:02:09 -0800
Subject: [PATCH 2550/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233662290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02f64320866..56376a6f745 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da0efaa37ee2c8d5267a82614df189ef410004d1d850122ba4b38f9fdf007f05",
-    git_commit = "24e639413dc8eaa7182e828cebf4abad435bfe84",
+    sha256 = "bd2a42829f40c899c230586ce36d77d42ef42a9f6bf6b856c0dfa4a465405f31",
+    git_commit = "ce3ee9b6a45913c82d88331f12cf693cbe5e6014",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cea277be2ea770748ed381122dd1677438e9bd3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 19:01:45 -0800
Subject: [PATCH 2551/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233671091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56376a6f745..84384e4a626 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd2a42829f40c899c230586ce36d77d42ef42a9f6bf6b856c0dfa4a465405f31",
-    git_commit = "ce3ee9b6a45913c82d88331f12cf693cbe5e6014",
+    sha256 = "9ac37a2e542eb053d5801834cc6a493e027165a4b119618c276ec15532d659fb",
+    git_commit = "89927e863b1ad96184ab09188f62b7e391c896d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 92e4a865e25c765b3094551c6dae7428180519b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 20:02:07 -0800
Subject: [PATCH 2552/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233677460
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84384e4a626..8b299a90451 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ac37a2e542eb053d5801834cc6a493e027165a4b119618c276ec15532d659fb",
-    git_commit = "89927e863b1ad96184ab09188f62b7e391c896d9",
+    sha256 = "7b73040c56c0e35dc29a01f8915619d6d803aaf019e9c646b4cd03f5f2423dd8",
+    git_commit = "380629f7ff991038f31acc0d7d0c5b74cc9f3d3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de030640ec6ed2cd504ee0ad9335fb93aebe51b5 Mon Sep 17 00:00:00 2001
From: hongkuny <hongkuny@google.com>
Date: Tue, 12 Feb 2019 20:35:23 -0800
Subject: [PATCH 2553/8103] Add enforce_session_run_timeout inside
 Server::Options.

PiperOrigin-RevId: 233680987
---
 tensorflow_serving/model_servers/BUILD        |  8 +++++-
 .../model_servers/prediction_service_impl.cc  | 25 +++++++++++++------
 .../model_servers/prediction_service_impl.h   | 17 ++++++++++---
 tensorflow_serving/model_servers/server.cc    | 10 ++++++--
 tensorflow_serving/model_servers/server.h     |  2 ++
 5 files changed, 47 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9d8a2f2c875..45e6485c731 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -222,14 +222,20 @@ cc_library(
     deps = [
         ":grpc_status_util",
         ":server_core",
+        "//tensorflow_serving/apis:classification_proto",
+        "//tensorflow_serving/apis:get_model_metadata_proto",
+        "//tensorflow_serving/apis:inference_proto",
+        "//tensorflow_serving/apis:predict_proto",
         "//tensorflow_serving/apis:prediction_service_proto",
+        "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
-        "//tensorflow_serving/util:status_util",
         "@grpc//:grpc++",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index b347d39eb9b..1fdbf20f352 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -14,6 +14,7 @@ limitations under the License.
 ==============================================================================*/
 
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
+
 #include "grpc/grpc.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
@@ -38,8 +39,10 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
                                               const PredictRequest *request,
                                               PredictResponse *response) {
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
-  run_options.set_timeout_in_ms(
-      DeadlineToTimeoutMillis(context->raw_deadline()));
+  if (enforce_session_run_timeout_) {
+    run_options.set_timeout_in_ms(
+        DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
 
   const ::grpc::Status status =
       ToGRPCStatus(predictor_->Predict(run_options, core_, *request, response));
@@ -71,8 +74,10 @@ ::grpc::Status PredictionServiceImpl::Classify(
     ClassificationResponse *response) {
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
-  run_options.set_timeout_in_ms(
-      DeadlineToTimeoutMillis(context->raw_deadline()));
+  if (enforce_session_run_timeout_) {
+    run_options.set_timeout_in_ms(
+        DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowClassificationServiceImpl::Classify(
           run_options, core_, *request, response));
@@ -87,8 +92,10 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
                                               RegressionResponse *response) {
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
-  run_options.set_timeout_in_ms(
-      DeadlineToTimeoutMillis(context->raw_deadline()));
+  if (enforce_session_run_timeout_) {
+    run_options.set_timeout_in_ms(
+        DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowRegressionServiceImpl::Regress(
           run_options, core_, *request, response));
@@ -103,8 +110,10 @@ ::grpc::Status PredictionServiceImpl::MultiInference(
     MultiInferenceResponse *response) {
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
-  run_options.set_timeout_in_ms(
-      DeadlineToTimeoutMillis(context->raw_deadline()));
+  if (enforce_session_run_timeout_) {
+    run_options.set_timeout_in_ms(
+        DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
   const ::grpc::Status status = ToGRPCStatus(
       RunMultiInferenceWithServerCore(run_options, core_, *request, response));
   if (!status.ok()) {
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index e23436df41c..a90e64975b3 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -25,10 +25,18 @@ namespace serving {
 
 class PredictionServiceImpl final : public PredictionService::Service {
  public:
-  explicit PredictionServiceImpl(ServerCore* core, bool use_saved_model)
-      : core_(core),
-        predictor_(new TensorflowPredictor(use_saved_model)),
-        use_saved_model_(use_saved_model) {}
+  // Options for configuring a PredictionServiceImpl object.
+  struct Options {
+    ServerCore* server_core;
+    bool use_saved_model;
+    bool enforce_session_run_timeout;
+  };
+
+  explicit PredictionServiceImpl(const Options& options)
+      : core_(options.server_core),
+        predictor_(new TensorflowPredictor(options.use_saved_model)),
+        use_saved_model_(options.use_saved_model),
+        enforce_session_run_timeout_(options.enforce_session_run_timeout) {}
 
   ::grpc::Status Predict(::grpc::ServerContext* context,
                          const PredictRequest* request,
@@ -54,6 +62,7 @@ class PredictionServiceImpl final : public PredictionService::Service {
   ServerCore* core_;
   std::unique_ptr<TensorflowPredictor> predictor_;
   const bool use_saved_model_;
+  const bool enforce_session_run_timeout_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index ed40328d789..7582cd527a4 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -277,8 +277,14 @@ Status Server::BuildAndStart(const Options& server_options) {
   const string server_address =
       "0.0.0.0:" + std::to_string(server_options.grpc_port);
   model_service_ = absl::make_unique<ModelServiceImpl>(server_core_.get());
-  prediction_service_ = absl::make_unique<PredictionServiceImpl>(
-      server_core_.get(), use_saved_model);
+
+  PredictionServiceImpl::Options predict_server_options;
+  predict_server_options.server_core = server_core_.get();
+  predict_server_options.use_saved_model = use_saved_model;
+  predict_server_options.enforce_session_run_timeout =
+      server_options.enforce_session_run_timeout;
+  prediction_service_ =
+      absl::make_unique<PredictionServiceImpl>(predict_server_options);
   ::grpc::ServerBuilder builder;
   builder.AddListeningPort(
       server_address,
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index e6776392d7b..78a97a3fbc2 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -73,6 +73,8 @@ class Server {
     string model_config_file;
     bool enable_model_warmup = true;
     tensorflow::string monitoring_config_file;
+    // Tensorflow session run options.
+    bool enforce_session_run_timeout = true;
 
     Options();
   };

From e44584cdcc68a61c24a0f686d22df9c4354f95ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 21:02:14 -0800
Subject: [PATCH 2554/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233683519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b299a90451..f7a10d74d0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b73040c56c0e35dc29a01f8915619d6d803aaf019e9c646b4cd03f5f2423dd8",
-    git_commit = "380629f7ff991038f31acc0d7d0c5b74cc9f3d3a",
+    sha256 = "1df3089bd56f5fdf6c9aa9ea583c35a1daf0824093043076eb526154ccb8d5f6",
+    git_commit = "bda27b553ff54b43e9af75c59616d7aa48d2f19a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82374a4753dd7122b549fe55e7556dbbbc148c27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 22:01:49 -0800
Subject: [PATCH 2555/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233689360
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7a10d74d0c..2c1d642f680 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1df3089bd56f5fdf6c9aa9ea583c35a1daf0824093043076eb526154ccb8d5f6",
-    git_commit = "bda27b553ff54b43e9af75c59616d7aa48d2f19a",
+    sha256 = "9c53b17574589a2c8dd01d4e1935be0f71aca778af1eacb107324d4c21504386",
+    git_commit = "a5d1f3e596a80ec8a9e3efcdb93c9a90e65fbeda",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f3233ffbe9b9d47ce1d963658dc564b217acc629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Feb 2019 23:01:47 -0800
Subject: [PATCH 2556/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233694653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c1d642f680..e75c1189d17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c53b17574589a2c8dd01d4e1935be0f71aca778af1eacb107324d4c21504386",
-    git_commit = "a5d1f3e596a80ec8a9e3efcdb93c9a90e65fbeda",
+    sha256 = "9467cdf3701f054974bda5adca6bc3cfc739fbac76c296a3a4df264669cfb518",
+    git_commit = "f8ac1089f89455528f23a869ea9cad6705a70b66",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41e0f8c5439688ca50983f986565c4d480f77709 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 00:02:07 -0800
Subject: [PATCH 2557/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233699426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e75c1189d17..c9b4f1dbaa4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9467cdf3701f054974bda5adca6bc3cfc739fbac76c296a3a4df264669cfb518",
-    git_commit = "f8ac1089f89455528f23a869ea9cad6705a70b66",
+    sha256 = "89cdbaeae8c49935a5e5a49579f10dee62487174b23479f733e8bc16c7a02075",
+    git_commit = "7ad1f3d479eaf46042c5254487cb74f7143010cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 29bf4ca0e0d2d0806b9d9477b240cd0762c2052f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 01:01:58 -0800
Subject: [PATCH 2558/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233705712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9b4f1dbaa4..2e7b44039ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89cdbaeae8c49935a5e5a49579f10dee62487174b23479f733e8bc16c7a02075",
-    git_commit = "7ad1f3d479eaf46042c5254487cb74f7143010cd",
+    sha256 = "924e8333aff37e7276b4492387b9d6dfaf243bca1771dc221851be151179c77e",
+    git_commit = "fdf126150df00574b54040b608c7148b72d71019",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c718eb7379cf90cb88afb3ed1bc7c2a9ff8daa0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 02:01:42 -0800
Subject: [PATCH 2559/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233713235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e7b44039ba..2571012f2ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "924e8333aff37e7276b4492387b9d6dfaf243bca1771dc221851be151179c77e",
-    git_commit = "fdf126150df00574b54040b608c7148b72d71019",
+    sha256 = "f08c9857492d5cd9ab9640a929dded8241a0a3b33ab52c37fcbcf46f4e924f87",
+    git_commit = "6f742555bb681364b7eaf3cc84ecd1d74e03e7d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f32d0bb249b5dbe246d3b08e6ac382d2a56fab6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 03:01:59 -0800
Subject: [PATCH 2560/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233719521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2571012f2ff..96a2d7ce18d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f08c9857492d5cd9ab9640a929dded8241a0a3b33ab52c37fcbcf46f4e924f87",
-    git_commit = "6f742555bb681364b7eaf3cc84ecd1d74e03e7d0",
+    sha256 = "dfa8e62e2ecd5664f5efb17b9204a48f62eb49ad000036ddfedb375b85c2e8b5",
+    git_commit = "8a3407d7ec8d2a79534cc1b4c587eae0fd8dd924",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6b30d801a9fe7e21bd41623fc3bf5e937e78d70e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 08:01:55 -0800
Subject: [PATCH 2561/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233753932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96a2d7ce18d..765ed880879 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfa8e62e2ecd5664f5efb17b9204a48f62eb49ad000036ddfedb375b85c2e8b5",
-    git_commit = "8a3407d7ec8d2a79534cc1b4c587eae0fd8dd924",
+    sha256 = "ab17f2e86d7321282d8cbc4c3a45fc781dfddd856a5b03c215fe2bd21454b3a9",
+    git_commit = "00bc2b202be2baff4beb19a740bffdbf40d4015f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9e0efdf2d61fbeccc38593572859872391c59718 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 09:00:45 -0800
Subject: [PATCH 2562/8103] refactor tests

PiperOrigin-RevId: 233763447
---
 tensorflow_serving/model_servers/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 45e6485c731..ff146e4b075 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -20,6 +20,7 @@ package_group(
     packages = [
         # tensorflow_transform for testing only
         "//third_party/py/tensorflow_transform/examples/...",
+        "//third_party/py/tensorflow_transform/google/examples/...",
     ],
 )
 

From 9cd5d1697a6f6ce6ce3aa3a536f191956857d480 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 11:02:15 -0800
Subject: [PATCH 2563/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233788616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 765ed880879..335f1e5720f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab17f2e86d7321282d8cbc4c3a45fc781dfddd856a5b03c215fe2bd21454b3a9",
-    git_commit = "00bc2b202be2baff4beb19a740bffdbf40d4015f",
+    sha256 = "f520cb61aa212c6cadb6f07d8c721edbe3823b35da0069b3eb13d42679d9aa3f",
+    git_commit = "8de10cba2aab1b18338910c4906848c8160c4339",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 931e7277c8caef61bf2d41cde49d24423f40f9cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 12:02:06 -0800
Subject: [PATCH 2564/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233801607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 335f1e5720f..52fefa8a134 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f520cb61aa212c6cadb6f07d8c721edbe3823b35da0069b3eb13d42679d9aa3f",
-    git_commit = "8de10cba2aab1b18338910c4906848c8160c4339",
+    sha256 = "616f553b4b72629c91a09081e94e8decbf7312cf50fbaf7a6052f184709f0d60",
+    git_commit = "24ed0299b4537ae2ffe4a8c2c7b7051f6d8b5494",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9c6def2cd09ec272dbbf3b5348f0010c02589f49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 13:01:41 -0800
Subject: [PATCH 2565/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233812583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52fefa8a134..4902c4b2d5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "616f553b4b72629c91a09081e94e8decbf7312cf50fbaf7a6052f184709f0d60",
-    git_commit = "24ed0299b4537ae2ffe4a8c2c7b7051f6d8b5494",
+    sha256 = "d07872af9dc8aeb4471f0e66ca15f814b6ffb63e13cff8c3501e121ab145c20f",
+    git_commit = "8db35dbd8916efc6bc0766f0ccf0573cb49d2131",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aa75845be9a6bae7f9f719cb917ca140e0b234b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 14:01:54 -0800
Subject: [PATCH 2566/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233824792
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4902c4b2d5f..a2345124721 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d07872af9dc8aeb4471f0e66ca15f814b6ffb63e13cff8c3501e121ab145c20f",
-    git_commit = "8db35dbd8916efc6bc0766f0ccf0573cb49d2131",
+    sha256 = "84b3931691ae17da95c9cb7a431b1062816ce18e1d5b805a9905b24730744729",
+    git_commit = "e09fa816e71fa38086dee3fad2b98eb40f2abf12",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f938e70ff9bc3de604a5f4421872a5662c85d478 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 15:01:58 -0800
Subject: [PATCH 2567/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233836787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2345124721..bb13d6ac2ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84b3931691ae17da95c9cb7a431b1062816ce18e1d5b805a9905b24730744729",
-    git_commit = "e09fa816e71fa38086dee3fad2b98eb40f2abf12",
+    sha256 = "0ffaef6aa9d0daf49a2e4e5ab17c25edbbb321c99aa90cc210e258fe79cffa8e",
+    git_commit = "1e3981b63885401e9a308d02d6468eec7bad2d4d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae9cee0a80f9c008acc3f360ff3a38595377296e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 16:02:19 -0800
Subject: [PATCH 2568/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233848339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb13d6ac2ec..0617e2b4f6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ffaef6aa9d0daf49a2e4e5ab17c25edbbb321c99aa90cc210e258fe79cffa8e",
-    git_commit = "1e3981b63885401e9a308d02d6468eec7bad2d4d",
+    sha256 = "93a1d4ff29a1adc714f779a00fc3154ff234ef9fa44b9758c221745199b8d491",
+    git_commit = "bcc12d401f234745a2636d24f5365082a734e42f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe8ad3b1d406acaa92f8136000a4f4863fc1cf17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 17:01:39 -0800
Subject: [PATCH 2569/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233859631
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0617e2b4f6f..216f63eb6d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93a1d4ff29a1adc714f779a00fc3154ff234ef9fa44b9758c221745199b8d491",
-    git_commit = "bcc12d401f234745a2636d24f5365082a734e42f",
+    sha256 = "5f368cad52a7df91bf06988f30a05010783c93794eb33e3ed65503584a4e70f8",
+    git_commit = "e9129a758fd135c4fa19f95f40b70e6985774bfe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ea74b6aaa6f925fbe414d56a21cc1893d11de4e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 18:02:09 -0800
Subject: [PATCH 2570/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233868146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 216f63eb6d1..04d1bc09e01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f368cad52a7df91bf06988f30a05010783c93794eb33e3ed65503584a4e70f8",
-    git_commit = "e9129a758fd135c4fa19f95f40b70e6985774bfe",
+    sha256 = "330f7b88bef32d480000f97b21e9753113710b9fceec44b274da031181afa7db",
+    git_commit = "d98406b2d52abfa8010437da7456da24d68976e2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56d93d4bdc4dd2748b6f6c9475b381fcca76daea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 19:01:42 -0800
Subject: [PATCH 2571/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233875171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04d1bc09e01..49f6556e25a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "330f7b88bef32d480000f97b21e9753113710b9fceec44b274da031181afa7db",
-    git_commit = "d98406b2d52abfa8010437da7456da24d68976e2",
+    sha256 = "f3e5b8416d71b33d1122069feecfe8f8b8b1f0f82d122654aebe59bf0bd1901f",
+    git_commit = "08c9a5b865429b0daeeb5f1ffdcdbd2623e483e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2363081217a1034124241a4843e461e9b98b1ba2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 20:01:52 -0800
Subject: [PATCH 2572/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233880950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49f6556e25a..2256f30b479 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3e5b8416d71b33d1122069feecfe8f8b8b1f0f82d122654aebe59bf0bd1901f",
-    git_commit = "08c9a5b865429b0daeeb5f1ffdcdbd2623e483e5",
+    sha256 = "f3a1084f59c09610f8e67fe31e821fc4cd16c0c05b9ba377b0094d9d170c890a",
+    git_commit = "dc4a055054e9d3e2ac36551dce1b02d4c2268839",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54c2d99ea31e3dbd30415946b3a9ddeb72ef54c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 21:01:46 -0800
Subject: [PATCH 2573/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233886092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2256f30b479..4146156c595 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3a1084f59c09610f8e67fe31e821fc4cd16c0c05b9ba377b0094d9d170c890a",
-    git_commit = "dc4a055054e9d3e2ac36551dce1b02d4c2268839",
+    sha256 = "b0a95ccf2038bf6ee1b1f3e356403c89014ed743e8d87cf767d0bb34af18ba49",
+    git_commit = "269ec76458f44da3407f272adaa62c5e0d32403b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a65257ba645d17f5fcd0f640c4075046d8ac0b0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 22:02:06 -0800
Subject: [PATCH 2574/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233891494
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4146156c595..27d8ad95f49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0a95ccf2038bf6ee1b1f3e356403c89014ed743e8d87cf767d0bb34af18ba49",
-    git_commit = "269ec76458f44da3407f272adaa62c5e0d32403b",
+    sha256 = "fc88222a054eca071cff59675ceb6f948f0ed1e4a7a798b6cc31027ebc27d5f8",
+    git_commit = "33f56f0290a169f5bb5c0fcfad96ffbfeb9ee211",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 18faf0430539c3586ea88ce2b110a2da8c40b416 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Feb 2019 23:02:01 -0800
Subject: [PATCH 2575/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233896433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27d8ad95f49..ed38af97781 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc88222a054eca071cff59675ceb6f948f0ed1e4a7a798b6cc31027ebc27d5f8",
-    git_commit = "33f56f0290a169f5bb5c0fcfad96ffbfeb9ee211",
+    sha256 = "19d1f78f47a98b89971a006e23eb3219d2fe4a6476bcbb9517e421779e98deba",
+    git_commit = "368674dfe253eef39537fcabbb675f12be47ab05",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0941570a70529ae79099ada46449d8f2551a9f42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 00:02:07 -0800
Subject: [PATCH 2576/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233901166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed38af97781..5f9d4109fd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19d1f78f47a98b89971a006e23eb3219d2fe4a6476bcbb9517e421779e98deba",
-    git_commit = "368674dfe253eef39537fcabbb675f12be47ab05",
+    sha256 = "087b03ef8069dc164cadfe64ec78367d332c2fbd218be04d2568583313556c8e",
+    git_commit = "59799045033e6357cb9daf6861baf7b005746400",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4e7a93db570ded4625b09b28aec1e8f4f2804bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 02:02:49 -0800
Subject: [PATCH 2577/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233916649
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f9d4109fd7..d1618de9c09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "087b03ef8069dc164cadfe64ec78367d332c2fbd218be04d2568583313556c8e",
-    git_commit = "59799045033e6357cb9daf6861baf7b005746400",
+    sha256 = "96a911d8bae6b81e14c20aa286f8c0fc7b0baa4c629d6eae1efece8e9600407b",
+    git_commit = "4dbec11094abacbcc62eec54e12d8b6a965ae64b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e9e48e559571026acb2a63677673c7af0eeefb2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 03:02:24 -0800
Subject: [PATCH 2578/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233923102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1618de9c09..0989e211b64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96a911d8bae6b81e14c20aa286f8c0fc7b0baa4c629d6eae1efece8e9600407b",
-    git_commit = "4dbec11094abacbcc62eec54e12d8b6a965ae64b",
+    sha256 = "8e1c67a9867c9cdbccacef7773b53ff65acd81a91afd666485a24f24e82ca2c1",
+    git_commit = "880cc8c1366dd27b5c7e44c7d5b4ab5270ebd1cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d698c1d8750ae115f706233bea9b7431ce8eb365 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 04:01:57 -0800
Subject: [PATCH 2579/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233928539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0989e211b64..4e0cc16a4c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e1c67a9867c9cdbccacef7773b53ff65acd81a91afd666485a24f24e82ca2c1",
-    git_commit = "880cc8c1366dd27b5c7e44c7d5b4ab5270ebd1cb",
+    sha256 = "b89ffab1524c78da20ae0fded2d7bcdfa4a6c5d7c9c666513039dbdf67f67a9e",
+    git_commit = "183ae6a8ca914d5f358e12d4c66f3f5eb0c0d934",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a2104a3949277633d529ccba2366d37a86537fc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 08:02:22 -0800
Subject: [PATCH 2580/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233956476
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e0cc16a4c3..694abe473f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b89ffab1524c78da20ae0fded2d7bcdfa4a6c5d7c9c666513039dbdf67f67a9e",
-    git_commit = "183ae6a8ca914d5f358e12d4c66f3f5eb0c0d934",
+    sha256 = "01d3aaffe8f2fac32cdd3bf6296e8c66a44ea3c7dfa47e75e08e460113fc1431",
+    git_commit = "5cebc60244d54890620393bc6529f59612262e4b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6df343bd1b3e1ef6c0ee126a811a49e05f240b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 09:01:54 -0800
Subject: [PATCH 2581/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233966151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 694abe473f7..ad90dec2c0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01d3aaffe8f2fac32cdd3bf6296e8c66a44ea3c7dfa47e75e08e460113fc1431",
-    git_commit = "5cebc60244d54890620393bc6529f59612262e4b",
+    sha256 = "fa5b86c1c2781963c0837d5dab06524b2f635ad8b3e9ef37ea833428c1a9fb69",
+    git_commit = "74e49b2b1771e01e697b0fffe6d0b1531784322e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e33a8d7ecaa2761676f71c98375d7013caf62f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 10:02:26 -0800
Subject: [PATCH 2582/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233976877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad90dec2c0f..60ec64fa82e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa5b86c1c2781963c0837d5dab06524b2f635ad8b3e9ef37ea833428c1a9fb69",
-    git_commit = "74e49b2b1771e01e697b0fffe6d0b1531784322e",
+    sha256 = "f4aeed6664ce0e2113d60bf04b4cde385254938694baf9e657b8cabb30fd5fe2",
+    git_commit = "72c6be901e50b8402ad8f3f08c76910b63aa8ee9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10a181b1246da1324e23547231cf797edaedf033 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 11:01:57 -0800
Subject: [PATCH 2583/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 233989860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60ec64fa82e..6d8b57a8feb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4aeed6664ce0e2113d60bf04b4cde385254938694baf9e657b8cabb30fd5fe2",
-    git_commit = "72c6be901e50b8402ad8f3f08c76910b63aa8ee9",
+    sha256 = "e7806898713f6d5df6b11e470ddab118e3b50d23f77971bc55a04e5527eb2b5c",
+    git_commit = "03aa9d18f57a6cfe99229a7a25b6585d69948390",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe324e410c33db2580cd8e3693d6356532f5d876 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 12:02:27 -0800
Subject: [PATCH 2584/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234002055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d8b57a8feb..b52dccb3dd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7806898713f6d5df6b11e470ddab118e3b50d23f77971bc55a04e5527eb2b5c",
-    git_commit = "03aa9d18f57a6cfe99229a7a25b6585d69948390",
+    sha256 = "7d51fdacf04366cb2c2e9b639337809c232a7216a83c33aaaff3ebd7f978814a",
+    git_commit = "3d89145866b78b3ea5849e592ad9c61cf6ed91e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8257b134bdc2516cc4960415ffad6570682df7e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 13:01:52 -0800
Subject: [PATCH 2585/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234012798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b52dccb3dd3..4a2a078ac14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d51fdacf04366cb2c2e9b639337809c232a7216a83c33aaaff3ebd7f978814a",
-    git_commit = "3d89145866b78b3ea5849e592ad9c61cf6ed91e5",
+    sha256 = "89cee4bfb9cd6b40925b9ac48a9986ca4c0d2c16d984406d56c7244464878dd4",
+    git_commit = "5f54f3d499bfb8d191ce426bf1325b9e5b564b06",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3e32a4eef1488b75c4a424a5d63492567fa9aaaa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 14:02:07 -0800
Subject: [PATCH 2586/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234024630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a2a078ac14..00f835e6aff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89cee4bfb9cd6b40925b9ac48a9986ca4c0d2c16d984406d56c7244464878dd4",
-    git_commit = "5f54f3d499bfb8d191ce426bf1325b9e5b564b06",
+    sha256 = "813842cf5d03b5a3556322ac7b1c2a79525e9fbb17dbc1c19a3a43955aa615bd",
+    git_commit = "b51e21629485ab6b6388304f19301cdf9c88502d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3f52636d04e3937c3d51fed47c10e2a178b6b144 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 15:02:21 -0800
Subject: [PATCH 2587/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234036704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00f835e6aff..7b3bc6aad6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "813842cf5d03b5a3556322ac7b1c2a79525e9fbb17dbc1c19a3a43955aa615bd",
-    git_commit = "b51e21629485ab6b6388304f19301cdf9c88502d",
+    sha256 = "0e08556f07dc27b398b863f90ace666367d25298ca00765c19f3faf0b9dff770",
+    git_commit = "264745232beca4314ae5e2124e62c6bf7fab2be3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a8a3fdb0484d4529a52565c2c978d4ad0bcb5e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 16:02:46 -0800
Subject: [PATCH 2588/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234047096
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b3bc6aad6a..fb4e7c7725b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e08556f07dc27b398b863f90ace666367d25298ca00765c19f3faf0b9dff770",
-    git_commit = "264745232beca4314ae5e2124e62c6bf7fab2be3",
+    sha256 = "2152304748ca61e999bc0ca875ab809ba52cf9befb80cacaa46ccf080856ee7f",
+    git_commit = "40c7e8e319bc4384d67da4fd1be37960b0e8d565",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b1910ee9108357fc2c0844a6e1178a656570ac76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 17:01:58 -0800
Subject: [PATCH 2589/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234056242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb4e7c7725b..07cd6bee83c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2152304748ca61e999bc0ca875ab809ba52cf9befb80cacaa46ccf080856ee7f",
-    git_commit = "40c7e8e319bc4384d67da4fd1be37960b0e8d565",
+    sha256 = "4911be9f3623d04c665b31885149f815aa1f18aa58316e4e522ee6506164f4ea",
+    git_commit = "68caba625c84605c86f84b976aed0d0fffdf85d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ae826ad4eca54a105ba6f515d0f224e82c689da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 18:01:59 -0800
Subject: [PATCH 2590/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234063817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07cd6bee83c..18021fd9e77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4911be9f3623d04c665b31885149f815aa1f18aa58316e4e522ee6506164f4ea",
-    git_commit = "68caba625c84605c86f84b976aed0d0fffdf85d7",
+    sha256 = "7989e107ee2c1f70eabfbb0ed5743d5c8ccb4f03af3d3089d79f39d27084c021",
+    git_commit = "2caa84e53bca411ba8ab6f8aa71327fc047c37fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ab8f0a0e9da25ccb7b3fdb4d73da70c66b659e03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 19:02:09 -0800
Subject: [PATCH 2591/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234070078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18021fd9e77..30d1c7d7800 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7989e107ee2c1f70eabfbb0ed5743d5c8ccb4f03af3d3089d79f39d27084c021",
-    git_commit = "2caa84e53bca411ba8ab6f8aa71327fc047c37fd",
+    sha256 = "74e39306fba8b6fd7862adc01147f5deb8385b85725371b475cf124d760a9cd5",
+    git_commit = "775f42a845353ea8525bc54a2ddb5852acf3c6eb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From caacf9ca186938a44caf9ccbe67082facd82c021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 20:02:23 -0800
Subject: [PATCH 2592/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234075630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30d1c7d7800..3aacefffa73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74e39306fba8b6fd7862adc01147f5deb8385b85725371b475cf124d760a9cd5",
-    git_commit = "775f42a845353ea8525bc54a2ddb5852acf3c6eb",
+    sha256 = "5d1c829755ed57afdddd35fbf0ca2762878dfd712a42dacb7a8be057579e074e",
+    git_commit = "b36a310b7d1dbe9bbcf65ea02b0164688a9b8143",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 339ce8df97f35b1bff0fee835d81a99e1667371d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 21:01:44 -0800
Subject: [PATCH 2593/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234080285
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3aacefffa73..35c08529148 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d1c829755ed57afdddd35fbf0ca2762878dfd712a42dacb7a8be057579e074e",
-    git_commit = "b36a310b7d1dbe9bbcf65ea02b0164688a9b8143",
+    sha256 = "2f17e86cdfdb843b98ae2922b53be3752ba9a559b1478c10ed059bef176a965b",
+    git_commit = "44503d46e5426c8f4945f7b55480e66c1bd3835e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 40958adf9ad928b756fb61a562d8f4ee418d092a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 22:02:19 -0800
Subject: [PATCH 2594/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234084977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35c08529148..762ab3afbe8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f17e86cdfdb843b98ae2922b53be3752ba9a559b1478c10ed059bef176a965b",
-    git_commit = "44503d46e5426c8f4945f7b55480e66c1bd3835e",
+    sha256 = "202ae6f187cbed836cdd576f170f9a872fc3f8f1244ee71d106d9aee7d0d13ca",
+    git_commit = "4938573f6b7053235d5963dc3ad7a313bab86abc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b101afdd62910c4ee6975259ac14ca9f6c0d33d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Feb 2019 23:02:00 -0800
Subject: [PATCH 2595/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234089243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 762ab3afbe8..58e81fe602f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "202ae6f187cbed836cdd576f170f9a872fc3f8f1244ee71d106d9aee7d0d13ca",
-    git_commit = "4938573f6b7053235d5963dc3ad7a313bab86abc",
+    sha256 = "bef8cb1566ad689bc3e7291c7691498fae979ca7b8c760ada5866b9d0147b412",
+    git_commit = "e1ab41387a255fe4a98b76589cd36dc8206c7f77",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c56dd5c3b66bc5cc3a126537f9dc2e2b4183d5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 01:02:20 -0800
Subject: [PATCH 2596/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234101466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58e81fe602f..2763e20f2d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef8cb1566ad689bc3e7291c7691498fae979ca7b8c760ada5866b9d0147b412",
-    git_commit = "e1ab41387a255fe4a98b76589cd36dc8206c7f77",
+    sha256 = "a9b92d50d47c11c5106d375b90ec312e62b52cbde9b602e65894bb55256eaec8",
+    git_commit = "472695a0da668e571739b74d9799d2843caebe63",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6440d614990f06a1c7a940cce4921ecc858322d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 02:02:04 -0800
Subject: [PATCH 2597/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234107432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2763e20f2d1..dbbf84bae4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9b92d50d47c11c5106d375b90ec312e62b52cbde9b602e65894bb55256eaec8",
-    git_commit = "472695a0da668e571739b74d9799d2843caebe63",
+    sha256 = "b81433229131d9db7e11d5f0abb057334b7fa6c20d930d34e066205ee770355e",
+    git_commit = "fe89c1b0e5376c15ebd040e9e69382e5f837f5d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 888c4b83081d571cdc934800899dfcfe8712ef6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 03:02:21 -0800
Subject: [PATCH 2598/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234113138
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbbf84bae4a..bdee795e7fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b81433229131d9db7e11d5f0abb057334b7fa6c20d930d34e066205ee770355e",
-    git_commit = "fe89c1b0e5376c15ebd040e9e69382e5f837f5d5",
+    sha256 = "1fff53ce46e42c8f361bdd9d10d1f95567584e5d1b476fb9e73ae38ee16a6c53",
+    git_commit = "02252244f194dae479391a4dd017d7f76c9b6778",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 45bf2ff19efd1cde294fceaae7304a87178b3974 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 05:02:20 -0800
Subject: [PATCH 2599/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234123893
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdee795e7fa..856747d80d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fff53ce46e42c8f361bdd9d10d1f95567584e5d1b476fb9e73ae38ee16a6c53",
-    git_commit = "02252244f194dae479391a4dd017d7f76c9b6778",
+    sha256 = "0ac49680b3cae8c80563ba7a001703a80000d69bbaadc330e98c280bb0426ba6",
+    git_commit = "081618315c8cd7c87db1e83493473da3a9030dc5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d69142b0b7a7031bcef7de23da54777ef076b39a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 07:02:03 -0800
Subject: [PATCH 2600/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234137131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 856747d80d6..b5b669d36cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ac49680b3cae8c80563ba7a001703a80000d69bbaadc330e98c280bb0426ba6",
-    git_commit = "081618315c8cd7c87db1e83493473da3a9030dc5",
+    sha256 = "01e3bb0b117e160ca35fa53abbae1c0ffc2778f5377da557193b622aa8f2512d",
+    git_commit = "789887e5bd4a74bc888fc192278578fb67cfc70a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 782459c01433ed8aa29b4720665fa4d76aa30ffc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 08:02:17 -0800
Subject: [PATCH 2601/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234144567
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5b669d36cd..adec546025c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01e3bb0b117e160ca35fa53abbae1c0ffc2778f5377da557193b622aa8f2512d",
-    git_commit = "789887e5bd4a74bc888fc192278578fb67cfc70a",
+    sha256 = "3408cbcf50049ab026fd9128eca49578ba9dff50203354250d49fdc75df23a32",
+    git_commit = "4978c1e0280b6d49f58c06e2e40639f037efe9cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8009301550d1b3e99ee08d754138aa5d5699d322 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 09:02:18 -0800
Subject: [PATCH 2602/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234153584
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adec546025c..8e86009d9d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3408cbcf50049ab026fd9128eca49578ba9dff50203354250d49fdc75df23a32",
-    git_commit = "4978c1e0280b6d49f58c06e2e40639f037efe9cc",
+    sha256 = "cffcac26c4b53f111ad937d7914ae9a9e00893256f34a28aca124588de478090",
+    git_commit = "ad78b5ea16e0fe76d9eb4de93bc1bcf9729fbf5a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e92e8313b433472e1d0699e7e2606da383b706bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 10:02:09 -0800
Subject: [PATCH 2603/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234163442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e86009d9d3..d9f2953a44b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cffcac26c4b53f111ad937d7914ae9a9e00893256f34a28aca124588de478090",
-    git_commit = "ad78b5ea16e0fe76d9eb4de93bc1bcf9729fbf5a",
+    sha256 = "9cddf0c5940d8f08f25146538f77a9eed821f15a5c2de1c024667921a089d5a3",
+    git_commit = "1258797b1110c46b4db33d49b0569d3e721b4e8f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0065b67c047c233ddee3d92b1075ba79769869a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 11:01:53 -0800
Subject: [PATCH 2604/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234175892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9f2953a44b..77444f794ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cddf0c5940d8f08f25146538f77a9eed821f15a5c2de1c024667921a089d5a3",
-    git_commit = "1258797b1110c46b4db33d49b0569d3e721b4e8f",
+    sha256 = "9f993ad38c2adbae7860180c76518c02b6398e52f353a7c6f566f681d3e9e6fc",
+    git_commit = "637db0e2511ff60d1556923484d499ffeba5c5af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d730be676ccc1f73fdee09afbe064e1da3fccf8c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 12:02:10 -0800
Subject: [PATCH 2605/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234187691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77444f794ef..eafa109d322 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f993ad38c2adbae7860180c76518c02b6398e52f353a7c6f566f681d3e9e6fc",
-    git_commit = "637db0e2511ff60d1556923484d499ffeba5c5af",
+    sha256 = "1ec2c293e350b0260b4493a49ac541c663e89e815437ce3a064fb1ae87e72500",
+    git_commit = "15f97c58e62336cf5fcf92561a7c7272726340e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1fdd57cc1ebfa972e1f508f854462da79c2013da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 13:01:44 -0800
Subject: [PATCH 2606/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234197661
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eafa109d322..53084d9146f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ec2c293e350b0260b4493a49ac541c663e89e815437ce3a064fb1ae87e72500",
-    git_commit = "15f97c58e62336cf5fcf92561a7c7272726340e5",
+    sha256 = "d80cb31a6cb633ac7c201c10860b9398431f726a8376a24ac09aef8909d23fbf",
+    git_commit = "398fce03079f77d0933f941cba3de080a3116859",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0cfa9425d97a49a81135aa17c368276f3da168fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 14:02:06 -0800
Subject: [PATCH 2607/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234208222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53084d9146f..33a831bfdae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d80cb31a6cb633ac7c201c10860b9398431f726a8376a24ac09aef8909d23fbf",
-    git_commit = "398fce03079f77d0933f941cba3de080a3116859",
+    sha256 = "f05c7b3b8fc78fd2616a27c705aa98fbb17ffb2b30c121cd6f790fd3746bda30",
+    git_commit = "fe6285cfbd18ecaaf5d17a28519e84e46a9825d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ea29733ff31ac12d6d8a83b78d9447c31fa0064 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 15:01:57 -0800
Subject: [PATCH 2608/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234219466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33a831bfdae..987761a5531 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f05c7b3b8fc78fd2616a27c705aa98fbb17ffb2b30c121cd6f790fd3746bda30",
-    git_commit = "fe6285cfbd18ecaaf5d17a28519e84e46a9825d9",
+    sha256 = "cf57b7dbb20e14165205195596599dba4332afb6bbf44879d7c09f0ecf6c3f50",
+    git_commit = "d70ecce48903b8b249c73dede0e531165c630dcb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d04fa2972ae50e3b65f6b13ed9548d93d24f0dcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 16:02:01 -0800
Subject: [PATCH 2609/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234229932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 987761a5531..b300afc88a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf57b7dbb20e14165205195596599dba4332afb6bbf44879d7c09f0ecf6c3f50",
-    git_commit = "d70ecce48903b8b249c73dede0e531165c630dcb",
+    sha256 = "2ec18f2aea4bf901949a5e4922fb57bc3839e905134d1142315a0a7ca2e92fb5",
+    git_commit = "ebb39c81daf32c9182a0a2f4862814f347badc6f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a32bc432ed3c6366cfbb540d4b86b1cc6b3acf22 Mon Sep 17 00:00:00 2001
From: Karthik Vadla <karthik.vadla@intel.com>
Date: Fri, 15 Feb 2019 15:43:06 -0800
Subject: [PATCH 2610/8103] Update comments as new envs TF_NUM_INTEROP_THREADS
 and TF_NUM_INTRAOP_THREADS are added in tensorflow

Update git sha
---
 tensorflow_serving/tools/docker/Dockerfile.mkl | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index c69967855fd..3faeecbc2d8 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -87,6 +87,12 @@ ENV MKLDNN_VERBOSE=0
 # For more information vist below reference
 # https://www.tensorflow.org/guide/performance/overview#tuning_mkl_for_the_best_performance
 
+# NOTE: As TENSORFLOW_INTRA_OP_PARALLELISM and TENSORFLOW_INTER_OP_PARALLELISM are
+# configured via SessionOptions in tensorflow, these values
+# will override the values configured via TF_NUM_INTEROP_THREADS and TF_NUM_INTRAOP_THREADS
+# environment variables in tensorflow.
+# https://github.com/tensorflow/tensorflow/commit/d1823e2e966e96ee4ea7baa202ad9f292ac7427b
+
 # Defaults
 ENV TENSORFLOW_INTRA_OP_PARALLELISM=2
 ENV TENSORFLOW_INTER_OP_PARALLELISM=2

From 04bde5099c799a0dfcfa3af038531e45b5443b4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 17:01:59 -0800
Subject: [PATCH 2611/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234239401
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b300afc88a4..d9bf84ea2fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ec18f2aea4bf901949a5e4922fb57bc3839e905134d1142315a0a7ca2e92fb5",
-    git_commit = "ebb39c81daf32c9182a0a2f4862814f347badc6f",
+    sha256 = "e64e82fbe7a39fae279bc4f8a77871eec537364650cf9750037ecbfa897a915c",
+    git_commit = "4f787752f93e171cf8554957e40f29667471275a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b42298e7c985e26884cffd657badcfe77d87363 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 18:01:56 -0800
Subject: [PATCH 2612/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234246802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9bf84ea2fb..bfb0bc412ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e64e82fbe7a39fae279bc4f8a77871eec537364650cf9750037ecbfa897a915c",
-    git_commit = "4f787752f93e171cf8554957e40f29667471275a",
+    sha256 = "fdbaa29ab7a8757e6d0b11ba70b67a4df09e3aba16ba86202af53deb09d3a01a",
+    git_commit = "5dfe49e2d8038b350da8550e31572c0a349fa4cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f922fb7d68c50e2ea7d779d74053f079edc416e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 19:01:53 -0800
Subject: [PATCH 2613/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234253034
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfb0bc412ae..23e1e4cd6a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdbaa29ab7a8757e6d0b11ba70b67a4df09e3aba16ba86202af53deb09d3a01a",
-    git_commit = "5dfe49e2d8038b350da8550e31572c0a349fa4cf",
+    sha256 = "e46a16dd55adb55163a64a85ccba0515a7381a767f2b4f5a32f5b790ed86f586",
+    git_commit = "bd36b48c555b2d46c41a179ed9f27a04806e9e66",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2488c6a2e105f0e49a95dcb1f096e8186db9f627 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 20:02:15 -0800
Subject: [PATCH 2614/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234257059
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23e1e4cd6a9..e647961a6d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e46a16dd55adb55163a64a85ccba0515a7381a767f2b4f5a32f5b790ed86f586",
-    git_commit = "bd36b48c555b2d46c41a179ed9f27a04806e9e66",
+    sha256 = "0fc033252d7a2a5f7031e4fba7dd36cf5a12f28c686fd370b162f3a2dbe7d225",
+    git_commit = "58e2e0d582a11c45476dba4ec94a14739a4f7fd4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aa29a88f51e54ccbeff6e0a8b2d9b1ce9aadb725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 22:02:13 -0800
Subject: [PATCH 2615/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234264728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e647961a6d5..2976dffdc36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fc033252d7a2a5f7031e4fba7dd36cf5a12f28c686fd370b162f3a2dbe7d225",
-    git_commit = "58e2e0d582a11c45476dba4ec94a14739a4f7fd4",
+    sha256 = "3d5bb1f969f02d3d235cfb0c9f2c39c02c883aa65bcd9f437ed42e0c00b5655b",
+    git_commit = "9328d750d9d9dd0334e59eaa88d4424de1e795a8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e54f4441c772822d93ba23574ed5efb73f9d6b50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Feb 2019 23:03:01 -0800
Subject: [PATCH 2616/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234268259
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2976dffdc36..c682ad10b21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d5bb1f969f02d3d235cfb0c9f2c39c02c883aa65bcd9f437ed42e0c00b5655b",
-    git_commit = "9328d750d9d9dd0334e59eaa88d4424de1e795a8",
+    sha256 = "488b05efd79ca3d2395a83777670cc8f6e31f4cb5991c7b0a02f82a5b1cb07d0",
+    git_commit = "eb0ec180670825324932ad33ebb76e2918f7b362",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84676c081148b6bdc9577978c95a62b674c03a21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 00:02:24 -0800
Subject: [PATCH 2617/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234271207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c682ad10b21..26c09b9ae86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "488b05efd79ca3d2395a83777670cc8f6e31f4cb5991c7b0a02f82a5b1cb07d0",
-    git_commit = "eb0ec180670825324932ad33ebb76e2918f7b362",
+    sha256 = "336f30fac3f6ba296c2c29ec65879f7f7193c6e68fa804dbd669700632ff6027",
+    git_commit = "6120bedc3d14ca953ab9e937d86d72c1f3ec25c9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7c26ab960048496fea8dece2e30c6f7bd9843fe1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 03:02:04 -0800
Subject: [PATCH 2618/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234283767
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26c09b9ae86..06905981c13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "336f30fac3f6ba296c2c29ec65879f7f7193c6e68fa804dbd669700632ff6027",
-    git_commit = "6120bedc3d14ca953ab9e937d86d72c1f3ec25c9",
+    sha256 = "750138b7da2b5440ead4321a59b7cda41eaf03fc51be34e5f93dc0b40d5781c8",
+    git_commit = "67112a53a918002bee9dee3194bf775151b5e34f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 164900f786e761dfb2928fae084ac2ef436d5e86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 10:02:21 -0800
Subject: [PATCH 2619/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234305162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06905981c13..ef93da81efa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "750138b7da2b5440ead4321a59b7cda41eaf03fc51be34e5f93dc0b40d5781c8",
-    git_commit = "67112a53a918002bee9dee3194bf775151b5e34f",
+    sha256 = "512e2bd72163135facf4c47ea7c9d81b212542af77eb80cfd0e3c3dab267197b",
+    git_commit = "8095f8cd8b8b3c5404759977d0375c69a8eb3ae4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c037ccf50431bce21cc89c8b11bfbb0f2a3c03d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 12:02:00 -0800
Subject: [PATCH 2620/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234310986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef93da81efa..43432da4073 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "512e2bd72163135facf4c47ea7c9d81b212542af77eb80cfd0e3c3dab267197b",
-    git_commit = "8095f8cd8b8b3c5404759977d0375c69a8eb3ae4",
+    sha256 = "72b701faf727ca7acadf496fba54a5dd0d4da3eb2ea5f64b9db848320c0b9175",
+    git_commit = "81f03ae927a3904683c06c026b2d147e94e8aacf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 377e9bb89084c14b3eb2fd2130c4795f0056c827 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 13:01:37 -0800
Subject: [PATCH 2621/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234314214
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43432da4073..f40c11e1b8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72b701faf727ca7acadf496fba54a5dd0d4da3eb2ea5f64b9db848320c0b9175",
-    git_commit = "81f03ae927a3904683c06c026b2d147e94e8aacf",
+    sha256 = "6f57d11c05843957b838650c542e7fa9a72b82eed4a94cc1af8eb9fec704cdc2",
+    git_commit = "bcbe9c76fe6d6e69a00b5792458d5595bc480df7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ba277364e4fbfaee46debb7f5c5567cdddd12298 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 19:02:06 -0800
Subject: [PATCH 2622/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234332270
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f40c11e1b8f..f23186cf600 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f57d11c05843957b838650c542e7fa9a72b82eed4a94cc1af8eb9fec704cdc2",
-    git_commit = "bcbe9c76fe6d6e69a00b5792458d5595bc480df7",
+    sha256 = "f593397795b93a98742dea4d863c5ad622687c27d6c75121a5ca2977e4a741bc",
+    git_commit = "597eeaa7545ad6fd059dbaceeeffc9801f6156ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d78c9232c062aadc53908e54fd0149b0b78a553 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Feb 2019 21:01:51 -0800
Subject: [PATCH 2623/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234338238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f23186cf600..6e9bd0f02f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f593397795b93a98742dea4d863c5ad622687c27d6c75121a5ca2977e4a741bc",
-    git_commit = "597eeaa7545ad6fd059dbaceeeffc9801f6156ae",
+    sha256 = "4faa074fac1b6753f5d43b2566fa1f3af5545181bedf011d6a11c174c0d164ab",
+    git_commit = "bf6c9fbfc2976aa4f26219faf815ec19c0582514",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d04a54ab1d58296f7fb88455702b963481529792 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 02:02:05 -0800
Subject: [PATCH 2624/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234354891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e9bd0f02f7..77d4df32711 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4faa074fac1b6753f5d43b2566fa1f3af5545181bedf011d6a11c174c0d164ab",
-    git_commit = "bf6c9fbfc2976aa4f26219faf815ec19c0582514",
+    sha256 = "d65c101e34518f539ab799dc10eefa8e71de4931280cb842dfcf8a8865efb155",
+    git_commit = "79bb3858b911e15dda69576050ed3ed959d95d71",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a61029409c404c0e15e049d2aadcfc23996dc892 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 03:02:18 -0800
Subject: [PATCH 2625/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234358443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77d4df32711..7e2c6cf219f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d65c101e34518f539ab799dc10eefa8e71de4931280cb842dfcf8a8865efb155",
-    git_commit = "79bb3858b911e15dda69576050ed3ed959d95d71",
+    sha256 = "a19b64d5c7aecb8487302843b27c8fde916dc08df8d9c2fdded20d94e0947c34",
+    git_commit = "355cc566efd2d86fe71fa9d755ceabe546d577a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d551942a031ebb6950511dcfc38f470c656b3026 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 14:02:11 -0800
Subject: [PATCH 2626/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234392769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e2c6cf219f..e1792bcd610 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a19b64d5c7aecb8487302843b27c8fde916dc08df8d9c2fdded20d94e0947c34",
-    git_commit = "355cc566efd2d86fe71fa9d755ceabe546d577a7",
+    sha256 = "71447750046fe75d8dcb35a097e0616f155bb112f2a85301f51b17c5de69fe43",
+    git_commit = "130aebaa1e9e802c155be415b0401256849a5351",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f64cee01731dcaf8e78d11450b83e9a5f94fd74d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 15:02:40 -0800
Subject: [PATCH 2627/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234395924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1792bcd610..93db740e542 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71447750046fe75d8dcb35a097e0616f155bb112f2a85301f51b17c5de69fe43",
-    git_commit = "130aebaa1e9e802c155be415b0401256849a5351",
+    sha256 = "e03c83973ca93dc3e7802ebb3548fc02328ff52df9790053c9177fffab8ea2ca",
+    git_commit = "ca228e7a8fdbfa2f9c389dd84ba9b96cdae8b3af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 35ed0362362cb8fe57cf15c6e5a07ecc0d56d331 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 16:02:00 -0800
Subject: [PATCH 2628/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234398888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93db740e542..b769da98400 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e03c83973ca93dc3e7802ebb3548fc02328ff52df9790053c9177fffab8ea2ca",
-    git_commit = "ca228e7a8fdbfa2f9c389dd84ba9b96cdae8b3af",
+    sha256 = "cb1cb44708d03635e77a7fc3d66b4daf0e4da725a7f8afebb13e2497e914c284",
+    git_commit = "439f3eb035a2ee0653937ab90c7d17cc0d665881",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 150c48a060bd55e7050d9b848e88c118c8c3430b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Feb 2019 20:02:11 -0800
Subject: [PATCH 2629/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234413688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b769da98400..edaa0517300 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb1cb44708d03635e77a7fc3d66b4daf0e4da725a7f8afebb13e2497e914c284",
-    git_commit = "439f3eb035a2ee0653937ab90c7d17cc0d665881",
+    sha256 = "1cb061b05eb4ea549c9a6b0570ec53ab49227d92981aaaa1e65c95e533712abf",
+    git_commit = "585fff46e9ed3aa9a4c8323fa4882775f4e44d56",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b708293cb330f803ce9b0771a9d67b4c83c2ece3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 03:02:44 -0800
Subject: [PATCH 2630/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234451937
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edaa0517300..4111e197446 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cb061b05eb4ea549c9a6b0570ec53ab49227d92981aaaa1e65c95e533712abf",
-    git_commit = "585fff46e9ed3aa9a4c8323fa4882775f4e44d56",
+    sha256 = "c4654bf1c3232a5ac729d954ed697717b7d52a9c97f720a63e8ec850299aeb46",
+    git_commit = "78c5320a2c9e08c6629b59e523413f2b9d80abc5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9ae4400e5ff8c0e3cdc9e8c39ac2aaf576cddf18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 04:02:44 -0800
Subject: [PATCH 2631/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234457809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4111e197446..0cd8b400c3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4654bf1c3232a5ac729d954ed697717b7d52a9c97f720a63e8ec850299aeb46",
-    git_commit = "78c5320a2c9e08c6629b59e523413f2b9d80abc5",
+    sha256 = "2298fa05f429286011b8c4f480ecbe7324198b0f412345d7b1236462e941b289",
+    git_commit = "1c9b905c595ae34caf2cedd663b54310927cb7c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f219b28a39cf735d69d34cd77586d7c8941f8787 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 05:02:33 -0800
Subject: [PATCH 2632/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234464973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cd8b400c3a..a5f62f577ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2298fa05f429286011b8c4f480ecbe7324198b0f412345d7b1236462e941b289",
-    git_commit = "1c9b905c595ae34caf2cedd663b54310927cb7c6",
+    sha256 = "90ac69291c9d50df0901d80e8a4e819ab16122850a187ffd890ed00edd5d63f6",
+    git_commit = "bd46f91af99d2549417726147d32d7f5789efb20",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9926ab2e62447879813898c726316ebf02948390 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 08:02:12 -0800
Subject: [PATCH 2633/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234482109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5f62f577ab..a31d0b8a2b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90ac69291c9d50df0901d80e8a4e819ab16122850a187ffd890ed00edd5d63f6",
-    git_commit = "bd46f91af99d2549417726147d32d7f5789efb20",
+    sha256 = "554b4ecaa6cdb697ea32e9f746b01b454701dd94a9932b86f8d7af36339c0393",
+    git_commit = "019b2d672e7d06e549297659ecfb2144afc48f3f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e4b2f19b65b4a324ab108df365bb483bf2f787f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 09:01:51 -0800
Subject: [PATCH 2634/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234487981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a31d0b8a2b7..72f318fbbe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "554b4ecaa6cdb697ea32e9f746b01b454701dd94a9932b86f8d7af36339c0393",
-    git_commit = "019b2d672e7d06e549297659ecfb2144afc48f3f",
+    sha256 = "19c6ef1969f33d6e163f34173d5acdd1e0c0af5a405e672acea95dbee95707d4",
+    git_commit = "d166674742b2cffcee20ecc8e9b7a7ddaca30cb6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7eb3c5c99ae97f99968a42ab5cebb6f53d5be735 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 12:02:31 -0800
Subject: [PATCH 2635/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234501818
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72f318fbbe1..36b679067d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19c6ef1969f33d6e163f34173d5acdd1e0c0af5a405e672acea95dbee95707d4",
-    git_commit = "d166674742b2cffcee20ecc8e9b7a7ddaca30cb6",
+    sha256 = "a6a62e1e9fad0f5422fcef3d9ed85915d8015fad95e31d1d2c79e9f29e6b285d",
+    git_commit = "6adb75f80028ad6c919e37f399c63b0a2b5fedf1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3870ba59a764d859fc137a8363588c94906e0f5f Mon Sep 17 00:00:00 2001
From: mkim301 <46167196+mkim301@users.noreply.github.com>
Date: Mon, 18 Feb 2019 16:41:47 -0500
Subject: [PATCH 2636/8103] Update Serving_REST_simple.ipynb

---
 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index 52ea4bf5ddb..d9cd36ea291 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -535,7 +535,7 @@
         "\n",
         "for i in range(0,3):\n",
         "  show(i, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
-        "    class_names[np.argmax(predictions[i])], test_labels[i], class_names[np.argmax(predictions[i])], test_labels[i]))"
+        "    class_names[np.argmax(predictions[i])], np.argmax(predictions[i]), class_names[test_labels[i]], test_labels[i]))"
       ]
     }
   ],

From 718ad435c32d3bffb4992bc31d5be80520152867 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Feb 2019 17:01:36 -0800
Subject: [PATCH 2637/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234521294
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36b679067d3..9a5930604b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6a62e1e9fad0f5422fcef3d9ed85915d8015fad95e31d1d2c79e9f29e6b285d",
-    git_commit = "6adb75f80028ad6c919e37f399c63b0a2b5fedf1",
+    sha256 = "c749854c068a0b7f124936c64e974c6eaa5f6984946a0890f2f2f411c010f8ae",
+    git_commit = "6f7a0a83c11e4f16862989507e0c036f9ae9083e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5130815ac3584c2530342776c37242f7dea656f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 00:03:15 -0800
Subject: [PATCH 2638/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234551142
---
 WORKSPACE                   |  4 +--
 tensorflow_serving/repo.bzl | 50 +++++++++++++++++++------------------
 2 files changed, 28 insertions(+), 26 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a5930604b7..2f07df49a5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c749854c068a0b7f124936c64e974c6eaa5f6984946a0890f2f2f411c010f8ae",
-    git_commit = "6f7a0a83c11e4f16862989507e0c036f9ae9083e",
+    sha256 = "a215971b660cc962efd5c0cf10f30536ef8b040e5f3988fd06f0c612050a4bab",
+    git_commit = "a0b0a503287d019a28ef4f670b157eb3605a12f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
diff --git a/tensorflow_serving/repo.bzl b/tensorflow_serving/repo.bzl
index 21fb4cd906a..91d4e331831 100644
--- a/tensorflow_serving/repo.bzl
+++ b/tensorflow_serving/repo.bzl
@@ -15,29 +15,31 @@ build: --action_env TF_REVISION="<git commit hash>"
 _TF_REVISION = "TF_REVISION"
 
 def _tensorflow_http_archive(ctx):
-  git_commit = ctx.attr.git_commit
-  sha256 = ctx.attr.sha256
-
-  override_git_commit = ctx.os.environ.get(_TF_REVISION)
-  if override_git_commit:
-    sha256 = ""
-    git_commit = override_git_commit
-
-  strip_prefix = "tensorflow-%s" % git_commit
-  urls = [
-      "https://mirror.bazel.build/github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
-      "https://github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
-  ]
-  ctx.download_and_extract(
-      urls,
-      "",
-      sha256,
-      "",
-      strip_prefix)
+    git_commit = ctx.attr.git_commit
+    sha256 = ctx.attr.sha256
+
+    override_git_commit = ctx.os.environ.get(_TF_REVISION)
+    if override_git_commit:
+        sha256 = ""
+        git_commit = override_git_commit
+
+    strip_prefix = "tensorflow-%s" % git_commit
+    urls = [
+        "https://mirror.bazel.build/github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
+        "https://github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
+    ]
+    ctx.download_and_extract(
+        urls,
+        "",
+        sha256,
+        "",
+        strip_prefix,
+    )
 
 tensorflow_http_archive = repository_rule(
-    implementation=_tensorflow_http_archive,
-    attrs={
-        "git_commit": attr.string(mandatory=True),
-        "sha256": attr.string(mandatory=True),
-    })
+    implementation = _tensorflow_http_archive,
+    attrs = {
+        "git_commit": attr.string(mandatory = True),
+        "sha256": attr.string(mandatory = True),
+    },
+)

From 5be45827129d84c47f66b98a3140bc2755d29c5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 02:02:16 -0800
Subject: [PATCH 2639/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234564051
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f07df49a5c..c9f178b4fe5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a215971b660cc962efd5c0cf10f30536ef8b040e5f3988fd06f0c612050a4bab",
-    git_commit = "a0b0a503287d019a28ef4f670b157eb3605a12f3",
+    sha256 = "241ecad76c33f0c6164ebadfa575fdf43c4e4b58d5d250ead4305cb9c49a64c0",
+    git_commit = "ee46b37963e54713e119294f8f657926fa537d53",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 06636a76e346632aa88a5ecffa7bce2de366dffa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 03:07:02 -0800
Subject: [PATCH 2640/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234571139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9f178b4fe5..614b915a22f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "241ecad76c33f0c6164ebadfa575fdf43c4e4b58d5d250ead4305cb9c49a64c0",
-    git_commit = "ee46b37963e54713e119294f8f657926fa537d53",
+    sha256 = "ffc2b4821413bb6a1b9cebcdd486d9131a8f148cc5c4b443ea826c5ad911bcf8",
+    git_commit = "5f561241785462a7d866d6c92265f5d7ab63120d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 902f170124b5f0cdc5650bfc70d503f6a3502115 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 10:04:47 -0800
Subject: [PATCH 2641/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234622703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 614b915a22f..430a5fba8e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffc2b4821413bb6a1b9cebcdd486d9131a8f148cc5c4b443ea826c5ad911bcf8",
-    git_commit = "5f561241785462a7d866d6c92265f5d7ab63120d",
+    sha256 = "80deeea50523f38245f51a536b960d8c995a40cd5ec11587cdf55744a537ae20",
+    git_commit = "478013a477cfc5349faf7f8719e8242c00e2feba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 235a9b064c07cd99be77b585e0dd3f0213db0ae1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 11:03:01 -0800
Subject: [PATCH 2642/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234634628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 430a5fba8e4..7e8dc94caaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80deeea50523f38245f51a536b960d8c995a40cd5ec11587cdf55744a537ae20",
-    git_commit = "478013a477cfc5349faf7f8719e8242c00e2feba",
+    sha256 = "3a9759d8f0bdf2417cd0e250e42b29613265fa576ea3ee3b20744598b845c673",
+    git_commit = "c96b09b062fcb23c4bb4e2adb5bd6cc7a3e50aec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5bc5d2dd2d24f23f875f4233fec47c0eff27b0f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 12:04:09 -0800
Subject: [PATCH 2643/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234646994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e8dc94caaa..da4a5c6c952 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a9759d8f0bdf2417cd0e250e42b29613265fa576ea3ee3b20744598b845c673",
-    git_commit = "c96b09b062fcb23c4bb4e2adb5bd6cc7a3e50aec",
+    sha256 = "c6a7daeb0e0fa27525edabb39b7a2f62524073f7b6951b12d3016d7c1f690855",
+    git_commit = "660623db8f393e4e9dfa9ff8cace41870c9325a3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec895f3507a21a7dffd07bd2902cf8bbc95ee388 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 13:03:01 -0800
Subject: [PATCH 2644/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234658099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da4a5c6c952..77995f85e4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6a7daeb0e0fa27525edabb39b7a2f62524073f7b6951b12d3016d7c1f690855",
-    git_commit = "660623db8f393e4e9dfa9ff8cace41870c9325a3",
+    sha256 = "1955b573cb2461e5a373adaa55d6b07cd46f7999cfb8550ec992a40e00c25fbd",
+    git_commit = "3981aa560b1353c5a5a5d63f95925e0d79470ac7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d017bc2665f65efe4e3d43d400af9fc1070f637 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 14:03:01 -0800
Subject: [PATCH 2645/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234669713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77995f85e4f..091d51bdbaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1955b573cb2461e5a373adaa55d6b07cd46f7999cfb8550ec992a40e00c25fbd",
-    git_commit = "3981aa560b1353c5a5a5d63f95925e0d79470ac7",
+    sha256 = "26fbab446d9fa6ebe756d731ac800892ee19f9ed5029eec42fa7de4d72717131",
+    git_commit = "893eb2fd5697f4af43642505a780d016c2d47ade",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f4d8f5baf7205e6684b7b026aca7882e9d3a031 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 15:02:44 -0800
Subject: [PATCH 2646/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234681678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 091d51bdbaa..a2835c2962f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26fbab446d9fa6ebe756d731ac800892ee19f9ed5029eec42fa7de4d72717131",
-    git_commit = "893eb2fd5697f4af43642505a780d016c2d47ade",
+    sha256 = "1d006af5a068cd58dc3e0aa216e45bde8853bdeb44a12d7b5abe963ead4fa07e",
+    git_commit = "5111ab390591c226a45e3cd1a3be442fad3da1bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2cd6615b061b6041cdea91c578a1a0fdc03a1b28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 16:03:23 -0800
Subject: [PATCH 2647/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234693157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2835c2962f..86135086226 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d006af5a068cd58dc3e0aa216e45bde8853bdeb44a12d7b5abe963ead4fa07e",
-    git_commit = "5111ab390591c226a45e3cd1a3be442fad3da1bb",
+    sha256 = "a3a47c48e8d8d6f3f8c7ffcd4cd09283d4aafb9c7e526d9aab4f411d8448cec3",
+    git_commit = "863df3e93d0b97aae82d580a47a823c68981949d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8862b6dadd593d645f655044d3209e16242eded6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 17:02:10 -0800
Subject: [PATCH 2648/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234703189
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86135086226..2b8602fd685 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3a47c48e8d8d6f3f8c7ffcd4cd09283d4aafb9c7e526d9aab4f411d8448cec3",
-    git_commit = "863df3e93d0b97aae82d580a47a823c68981949d",
+    sha256 = "885e969db41aa13793b2737db484c1dc22a3509202ce8dc1409a2b800a8c70d9",
+    git_commit = "68055e84c503f9b9bf1dce0be0c0b939ff703408",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f08addfb38cc1a957d65bcd717c7eadadc95ac06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 18:02:29 -0800
Subject: [PATCH 2649/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234712004
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b8602fd685..086ae25f669 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "885e969db41aa13793b2737db484c1dc22a3509202ce8dc1409a2b800a8c70d9",
-    git_commit = "68055e84c503f9b9bf1dce0be0c0b939ff703408",
+    sha256 = "cd0e579c836c3186792096753b09e57776ae42f311b3a38292e29124a1a848f6",
+    git_commit = "b89e1790170e47fa1809e9548d569f8d04708ffe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a35e8cf02843b8f8aab46c29c1ab863ca1791812 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 19:02:10 -0800
Subject: [PATCH 2650/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234718890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 086ae25f669..c717fbc57e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd0e579c836c3186792096753b09e57776ae42f311b3a38292e29124a1a848f6",
-    git_commit = "b89e1790170e47fa1809e9548d569f8d04708ffe",
+    sha256 = "89b41876baad0b6622d322b66f897dbafdbff87eee33d4c78536c19125e51d68",
+    git_commit = "aaef4e8e43036ef13812af5dbdf8e66eb28789f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b072345c6fc45e84f71984f6c2859257512ef2b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 20:02:43 -0800
Subject: [PATCH 2651/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234724526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c717fbc57e7..b1bcd524fdf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89b41876baad0b6622d322b66f897dbafdbff87eee33d4c78536c19125e51d68",
-    git_commit = "aaef4e8e43036ef13812af5dbdf8e66eb28789f1",
+    sha256 = "a5932d28ae0e87aae0662fdb37516aab72733a850eb4641276f72b4a3b4cd5af",
+    git_commit = "406590fceb48066c45d2737daf51fc090399b986",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 95d49c5a1853bfcdf645a59eb3e285edfe61dffc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 21:02:01 -0800
Subject: [PATCH 2652/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234729487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1bcd524fdf..40c2546f5fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5932d28ae0e87aae0662fdb37516aab72733a850eb4641276f72b4a3b4cd5af",
-    git_commit = "406590fceb48066c45d2737daf51fc090399b986",
+    sha256 = "8df2280533e31219276364b2ecf170c58d0edff6880fb97048145e0cb92a3f15",
+    git_commit = "d9313fd4617dd5e062307ec16c9a3b082c6003d4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 177cbd14d610c02da50ce2d74695ebd12b3cc806 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Feb 2019 22:02:15 -0800
Subject: [PATCH 2653/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234734643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40c2546f5fe..652ec188d41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8df2280533e31219276364b2ecf170c58d0edff6880fb97048145e0cb92a3f15",
-    git_commit = "d9313fd4617dd5e062307ec16c9a3b082c6003d4",
+    sha256 = "e087d0e4bcd19d914a6ae260e4c487b2d2cc825a650b3ad83cb16f7d20efd9b6",
+    git_commit = "95147fbbf7b62b421c3a4da7f770249abc3f1287",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ece5c40937cdfe6d22d0b8cec15b8b423f1eeab8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 00:02:24 -0800
Subject: [PATCH 2654/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234744466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 652ec188d41..3b8ca36c55b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e087d0e4bcd19d914a6ae260e4c487b2d2cc825a650b3ad83cb16f7d20efd9b6",
-    git_commit = "95147fbbf7b62b421c3a4da7f770249abc3f1287",
+    sha256 = "bbc6e1ca8fb77a6d14386c7df22e7a49147cabb655e27c621231ff2e25926f8a",
+    git_commit = "551d1f971961384d67a39e4b22bbe47fe73d4e55",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 561959776c95c83b6bdb2350c3479d155c105d4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 01:02:05 -0800
Subject: [PATCH 2655/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234752069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b8ca36c55b..03cd4a772c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbc6e1ca8fb77a6d14386c7df22e7a49147cabb655e27c621231ff2e25926f8a",
-    git_commit = "551d1f971961384d67a39e4b22bbe47fe73d4e55",
+    sha256 = "c097acd072dcb5f9de8cd5b8b883958ca1e90e033a5821f307072f2cd5f911bf",
+    git_commit = "cd813a15ef83f06afa5b22f9a3fc9cb9e3f81bc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b77ec82ca70988ef6f20251b1492254937bcd3ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 02:02:18 -0800
Subject: [PATCH 2656/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234758812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03cd4a772c9..bd98b6a1fd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c097acd072dcb5f9de8cd5b8b883958ca1e90e033a5821f307072f2cd5f911bf",
-    git_commit = "cd813a15ef83f06afa5b22f9a3fc9cb9e3f81bc7",
+    sha256 = "1ca4163847ced38d5aca8621e2e5b7d4da5030cf660ba47f12c3d15f55f3b761",
+    git_commit = "8501ea4c417de4ced5d3c3212f01624c76145ba4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5abf7c5ad6469c81f5c251dbeec48841aca7ac54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 03:02:16 -0800
Subject: [PATCH 2657/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234765392
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd98b6a1fd8..c59a806d9af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ca4163847ced38d5aca8621e2e5b7d4da5030cf660ba47f12c3d15f55f3b761",
-    git_commit = "8501ea4c417de4ced5d3c3212f01624c76145ba4",
+    sha256 = "495f6da1cb597acf057767c5b0cb72f391a658fa46d18effd9543c2577de2515",
+    git_commit = "f6d8f50fb187e9f7017d5a502635d397d9108030",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9270e25517d6d70fffd6b4dfe63eb4b4b98d6fd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 04:02:29 -0800
Subject: [PATCH 2658/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234771048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c59a806d9af..d28c85f7ad5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "495f6da1cb597acf057767c5b0cb72f391a658fa46d18effd9543c2577de2515",
-    git_commit = "f6d8f50fb187e9f7017d5a502635d397d9108030",
+    sha256 = "061505c6e6ae1ec840459fc019fcdac32c65da67ac36a50ddc7e178f58f78300",
+    git_commit = "b0d8082d0ba3da0ac9c54ed802838ac7ba5882db",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 355d5640bea4f8831ba24c2bbde2c2bf91cc0283 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 06:02:26 -0800
Subject: [PATCH 2659/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234780789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28c85f7ad5..60505c8933e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "061505c6e6ae1ec840459fc019fcdac32c65da67ac36a50ddc7e178f58f78300",
-    git_commit = "b0d8082d0ba3da0ac9c54ed802838ac7ba5882db",
+    sha256 = "7f1553aad394a5ec742b6808d2bea813b0a34a28ad42665ff894100de32db522",
+    git_commit = "e889ea1dd965c31c391106aa3518fc23d2689954",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e7a116b62b53345b4b7cbbfa223defeb4be21744 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 09:02:05 -0800
Subject: [PATCH 2660/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234806389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60505c8933e..4efda87023a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f1553aad394a5ec742b6808d2bea813b0a34a28ad42665ff894100de32db522",
-    git_commit = "e889ea1dd965c31c391106aa3518fc23d2689954",
+    sha256 = "d7c24c1cf1c44d30b74b9f34a6dc9c9af2a70df19f1a62efdfef18cabc38b25b",
+    git_commit = "1b03e255e395238ac38b26037787800c5ec9b0e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fc9d724fbd0e589f7d5ce023453461569daec1e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 10:01:56 -0800
Subject: [PATCH 2661/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234816964
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4efda87023a..ad082f8a0e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7c24c1cf1c44d30b74b9f34a6dc9c9af2a70df19f1a62efdfef18cabc38b25b",
-    git_commit = "1b03e255e395238ac38b26037787800c5ec9b0e7",
+    sha256 = "0fcf0dcb72693db12e3625c3bfb65e1be1c5d7c8860fd225000b50aee7e3bb18",
+    git_commit = "aeec59402e68368407d1c3dd6c141ab9e52d3164",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ae94a2a55b4e7c6a2825b8f5bd1f73389dd8c97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 11:02:11 -0800
Subject: [PATCH 2662/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234829564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad082f8a0e9..eaac70a5271 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fcf0dcb72693db12e3625c3bfb65e1be1c5d7c8860fd225000b50aee7e3bb18",
-    git_commit = "aeec59402e68368407d1c3dd6c141ab9e52d3164",
+    sha256 = "b45b1f067b9e3dd4ff4de14a63adbae05914dce9e2d22b1d919d09f0cdea24e9",
+    git_commit = "e0f5241e4cceabbe0422bd7593b2ac9d824ec1b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8c9b397c848902e88c82a64823eee5f31c760c5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 12:02:14 -0800
Subject: [PATCH 2663/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234841787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eaac70a5271..1ce8864ff26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b45b1f067b9e3dd4ff4de14a63adbae05914dce9e2d22b1d919d09f0cdea24e9",
-    git_commit = "e0f5241e4cceabbe0422bd7593b2ac9d824ec1b5",
+    sha256 = "d58ebd291cfb59da96e8e7279a8b2f62933005f547e1d8cf2c75009391ea8051",
+    git_commit = "a8aa6977015eb1038626b4124efb7324e98f682d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9b102c3363312d48172fe8fa1aa5cf50d55f0e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 13:01:49 -0800
Subject: [PATCH 2664/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234852302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ce8864ff26..140836edcaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d58ebd291cfb59da96e8e7279a8b2f62933005f547e1d8cf2c75009391ea8051",
-    git_commit = "a8aa6977015eb1038626b4124efb7324e98f682d",
+    sha256 = "4a22afb77ae5c4d0477376737ed79f388e2f8e72c654f2a3e2d1979c5ac0e5d8",
+    git_commit = "9f769c72fa6c8a33742b1a5a09537bed2160c5b2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27e02fd07d9144c9f6a80b630da103a56b651f80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 14:01:58 -0800
Subject: [PATCH 2665/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234863982
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 140836edcaa..9d9d9a45393 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a22afb77ae5c4d0477376737ed79f388e2f8e72c654f2a3e2d1979c5ac0e5d8",
-    git_commit = "9f769c72fa6c8a33742b1a5a09537bed2160c5b2",
+    sha256 = "0b25d83666f7251dc35638008dcb24b6789d5c0d8476f9d40d09bf953c401b8a",
+    git_commit = "26a9094f711d6a1cd0961aa3acff053b18c7573f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e0ad65fc5e35881c49898f4833c2939b7b726d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 15:02:42 -0800
Subject: [PATCH 2666/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234876183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d9d9a45393..b610e0006b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b25d83666f7251dc35638008dcb24b6789d5c0d8476f9d40d09bf953c401b8a",
-    git_commit = "26a9094f711d6a1cd0961aa3acff053b18c7573f",
+    sha256 = "a8d7abd3a01419b4c84dc34c35d7905f98dc2a974bc4e3885cf52e629e586cf2",
+    git_commit = "5c019aacdc6d0768ec8cd40fac29931a37192ab9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2474f116f0d1770f428fa43e445af038b3774acc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 16:02:52 -0800
Subject: [PATCH 2667/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234888105
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b610e0006b8..866463a6278 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8d7abd3a01419b4c84dc34c35d7905f98dc2a974bc4e3885cf52e629e586cf2",
-    git_commit = "5c019aacdc6d0768ec8cd40fac29931a37192ab9",
+    sha256 = "40c0f3c2edd42f8cc4490de85296826df0972e74e28bd38c48d1abcb36ccb425",
+    git_commit = "95e1847a2e58f8e6174772a8b52f284ea58d01cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 595694a8cd619d586385c8a9240568d7171745b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 17:02:01 -0800
Subject: [PATCH 2668/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234898472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 866463a6278..62f9eb12d1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40c0f3c2edd42f8cc4490de85296826df0972e74e28bd38c48d1abcb36ccb425",
-    git_commit = "95e1847a2e58f8e6174772a8b52f284ea58d01cd",
+    sha256 = "79bf0d6ec398f894030e1c032218aad3e58b22411553d49f43347319c20eb380",
+    git_commit = "b44b443436bd8f9f036fb1dbf3130eca270203ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c3dc4e55bfde56510c863425d6ccf110b4a0a137 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 18:01:59 -0800
Subject: [PATCH 2669/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234907025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62f9eb12d1d..1a2c2c9e2d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79bf0d6ec398f894030e1c032218aad3e58b22411553d49f43347319c20eb380",
-    git_commit = "b44b443436bd8f9f036fb1dbf3130eca270203ed",
+    sha256 = "0142e7329a5b27afdbb7f8626707c23900fbe17a6033b7657c017fde46764a8f",
+    git_commit = "9ddbdf1258f30d95ec46b499f2b37d5ac5c5e0b0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ac044af384bb0529d68ee1dd4fe287c2c55dc04 Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Wed, 20 Feb 2019 19:00:55 -0800
Subject: [PATCH 2670/8103] Update TF Serving subsite config to import to
 /tfx/serving

PiperOrigin-RevId: 234914157
---
 tensorflow_serving/g3doc/_book.yaml    | 59 --------------------------
 tensorflow_serving/g3doc/_index.yaml   | 47 +++-----------------
 tensorflow_serving/g3doc/_project.yaml | 11 -----
 tensorflow_serving/g3doc/_toc.yaml     | 28 ++++++++++++
 4 files changed, 35 insertions(+), 110 deletions(-)
 delete mode 100644 tensorflow_serving/g3doc/_book.yaml
 delete mode 100644 tensorflow_serving/g3doc/_project.yaml
 create mode 100644 tensorflow_serving/g3doc/_toc.yaml

diff --git a/tensorflow_serving/g3doc/_book.yaml b/tensorflow_serving/g3doc/_book.yaml
deleted file mode 100644
index a836f825748..00000000000
--- a/tensorflow_serving/g3doc/_book.yaml
+++ /dev/null
@@ -1,59 +0,0 @@
-upper_tabs:
-# Tabs left of dropdown menu
-- include: /_upper_tabs_left.yaml
-- include: /api_docs/_upper_tabs_api.yaml
-# Dropdown menu
-- name: Resources
-  path: /resources
-  is_default: true
-  menu:
-  - include: /resources/_menu_toc.yaml
-  lower_tabs:
-    # Subsite tabs
-    other:
-    - name: Guide
-      contents:
-      - heading: Quick Start
-      - title: "Server: Use TensorFlow Serving with Docker"
-        path: /serving/docker
-      - title: "Client: REST API"
-        path: /serving/api_rest
-      - heading: Examples
-      - title: Training and serving a model with REST
-        path: /serving/tutorials/Serving_REST_simple
-      - heading: Understanding TensorFlow Serving
-      - title: Overview
-        path: /serving/overview
-      - title: Installation
-        path: /serving/setup
-      - title: Serve a TensorFlow model
-        path: /serving/serving_basic
-      - title: Advanced model server configuration
-        path: /serving/serving_config
-      - title: Build a TensorFlow ModelServer
-        path: /serving/serving_advanced
-      - title: Use TensorFlow Serving with Kubernetes
-        path: /serving/serving_kubernetes
-      - title: Create a new kind of servable
-        path: /serving/custom_servable
-      - title: Create a module that discovers new servable paths
-        path: /serving/custom_source
-      - title: SignatureDefs in SavedModel for TensorFlow Serving
-        path: /serving/signature_defs
-
-    - name: TFX
-      contents:
-      - title: TFX
-        path: /tfx
-        status: external
-
-    - name: API
-      skip_translation: true
-      contents:
-      - heading: Serving APIs
-      - title: Server API (C++)
-        path: /serving/api_docs/cc/
-      - title: Client API (REST)
-        path: /serving/api_rest/
-
-- include: /_upper_tabs_right.yaml
diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
index 62c8d6b5a20..c55a5982438 100644
--- a/tensorflow_serving/g3doc/_index.yaml
+++ b/tensorflow_serving/g3doc/_index.yaml
@@ -1,54 +1,20 @@
-book_path: /serving/_book.yaml
-project_path: /serving/_project.yaml
+book_path: /tfx/_book.yaml
+project_path: /tfx/_project.yaml
 description: <!--no description-->
 landing_page:
   custom_css_path: /site-assets/css/style.css
+  nav: left
   rows:
-  - heading: TensorFlow Serving for model deployment in production
+  - classname: devsite-landing-row-100
+    heading: TensorFlow Serving for model deployment in production
     items:
-    - classname: devsite-landing-row-50
-      description: >
+    - description: >
         TensorFlow Serving is a flexible, high-performance serving system for
         machine learning models, designed for production environments. TensorFlow
         Serving makes it easy to deploy new algorithms and experiments, while
         keeping the same server architecture and APIs. TensorFlow Serving
         provides out-of-the-box integration with TensorFlow models, but can be
         easily extended to serve other types of models and data.
-        
-        <h3 style='margin-top:1.5em; margin-bottom:0.5em'>Create a production pipeline</h3>
-        You can create a production pipeline by adding other components from
-        TensorFlow Extended (TFX) to your TensorFlow Serving deployment.  TFX includes
-        components that enable your production deployment to monitor and validate your
-        data, create engineered features, and analyze your model's results.  Along with
-        TensorFlow Serving, TFX also includes:
-      list:
-      - heading: TensorFlow Data Validation
-        description: >
-          A library for exploring and validating machine learning data.
-        path: /tfx/data_validation
-        icon:
-          icon_name: chevron_right
-          foreground: theme
-          background: grey
-      - heading: TensorFlow Transform
-        description: >
-          Perform full-pass analyze phases over data to create transformation
-          graphs that are consistently applied during training and serving.
-        path: /tfx/transform
-        icon:
-          icon_name: chevron_right
-          foreground: theme
-          background: grey
-      - heading: TensorFlow Model Analysis
-        description: >
-          Libraries and visualization components to compute full-pass and sliced
-          model metrics over large datasets, and analyze them in a notebook.
-        path: /tfx/model_analysis
-        icon:
-          icon_name: chevron_right
-          foreground: theme
-          background: grey
-
       code_block: |
         <pre class="prettyprint lang-bsh">
         # Download the TensorFlow Serving Docker image and repo
@@ -68,6 +34,7 @@ landing_page:
            -X POST http://localhost:8501/v1/models/half_plus_two:predict</code><br/>
         # Returns => { "predictions": [2.5, 3.0, 4.5] }
         </pre>
+        <p>For additional serving endpoints, see the <a href="./api_rest">Client REST API</a>.</p>
 
   - classname: devsite-landing-row-cards
     items:
diff --git a/tensorflow_serving/g3doc/_project.yaml b/tensorflow_serving/g3doc/_project.yaml
deleted file mode 100644
index 62ffe13693f..00000000000
--- a/tensorflow_serving/g3doc/_project.yaml
+++ /dev/null
@@ -1,11 +0,0 @@
-name: TensorFlow Serving
-breadcrumb_name: Serving
-home_url: /serving/
-parent_project_metadata_path: /_project.yaml
-description: >
-  TensorFlow Serving is a flexible, high-performance serving system for machine
-  learning models, designed for production environments.
-use_site_branding: true
-hide_from_products_list: true
-content_license: cc3-apache2
-buganizer_id: 162465
diff --git a/tensorflow_serving/g3doc/_toc.yaml b/tensorflow_serving/g3doc/_toc.yaml
new file mode 100644
index 00000000000..9d3833abbbf
--- /dev/null
+++ b/tensorflow_serving/g3doc/_toc.yaml
@@ -0,0 +1,28 @@
+toc:
+- heading: Quick Start
+- title: Use TensorFlow Serving with Docker
+  path: /tfx/serving/docker
+
+- heading: Examples
+- title: Train and serve a model with REST
+  path: /tfx/serving/tutorials/Serving_REST_simple
+
+- heading: Understanding TensorFlow Serving
+- title: Overview
+  path: /tfx/serving/overview
+- title: Installation
+  path: /tfx/serving/setup
+- title: Serve a TensorFlow model
+  path: /tfx/serving/serving_basic
+- title: Advanced model server configuration
+  path: /tfx/serving/serving_config
+- title: Build a TensorFlow ModelServer
+  path: /tfx/serving/serving_advanced
+- title: Use TensorFlow Serving with Kubernetes
+  path: /tfx/serving/serving_kubernetes
+- title: Create a new kind of servable
+  path: /tfx/serving/custom_servable
+- title: Create a module that discovers new servable paths
+  path: /tfx/serving/custom_source
+- title: SignatureDefs in SavedModel for TensorFlow Serving
+  path: /tfx/serving/signature_defs

From 2f884f2f925f570c686e238fe172e152c7970497 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 19:01:51 -0800
Subject: [PATCH 2671/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234914248
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a2c2c9e2d9..a8f3b52d168 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0142e7329a5b27afdbb7f8626707c23900fbe17a6033b7657c017fde46764a8f",
-    git_commit = "9ddbdf1258f30d95ec46b499f2b37d5ac5c5e0b0",
+    sha256 = "f86059166baa601f97731165cdac878def4b7a7b47f73bc7972ab2e5b276e141",
+    git_commit = "212794822976c6eba967a25d1401a862c9ebd94f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e7c06ce932702c1c7df8f68e583e08357693c6b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 20:02:04 -0800
Subject: [PATCH 2672/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234920195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8f3b52d168..650df04c186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f86059166baa601f97731165cdac878def4b7a7b47f73bc7972ab2e5b276e141",
-    git_commit = "212794822976c6eba967a25d1401a862c9ebd94f",
+    sha256 = "64636eedb72ea33c52fa08d317cbcf26cfd03e264dd1b55e3c3d066e2626622d",
+    git_commit = "384312df9e39c8935fdbaca1fc08df8f271aaf35",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f6340f902c8602d3368a4443b295634895e4f189 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 21:01:49 -0800
Subject: [PATCH 2673/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234925522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 650df04c186..bfc96208b08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64636eedb72ea33c52fa08d317cbcf26cfd03e264dd1b55e3c3d066e2626622d",
-    git_commit = "384312df9e39c8935fdbaca1fc08df8f271aaf35",
+    sha256 = "0759306aea9cc14b428226acade608b09c381a29e62fea464e6ab002da470c99",
+    git_commit = "d64564682dd494c54bf3249e3d945d93de4a9b30",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 74314681a2a3e1b1df287afe16adaab7ec42f0e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Feb 2019 23:02:09 -0800
Subject: [PATCH 2674/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234935650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfc96208b08..bb22976f831 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0759306aea9cc14b428226acade608b09c381a29e62fea464e6ab002da470c99",
-    git_commit = "d64564682dd494c54bf3249e3d945d93de4a9b30",
+    sha256 = "34c8664b5a3ea8bc91b2dd24d7438c5e39b245f24385e0fbdca9218ce8c7147a",
+    git_commit = "3864f82e017ca2de7d9e2bb387eb60dc4d73d540",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b4026691abd6757097a2401e31d686b706d3709f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 00:02:01 -0800
Subject: [PATCH 2675/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234941021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb22976f831..60d65429560 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34c8664b5a3ea8bc91b2dd24d7438c5e39b245f24385e0fbdca9218ce8c7147a",
-    git_commit = "3864f82e017ca2de7d9e2bb387eb60dc4d73d540",
+    sha256 = "0b846ab56c0a60be69eb8bdc39e84e9db247367af962471dd438c156f3e3b73b",
+    git_commit = "f4206a652aea3f9d50e2ae52bae078136f1a754a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43221e235e75b653d2a05894cbf3b1c9ad2e188f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 03:02:26 -0800
Subject: [PATCH 2676/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234961947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60d65429560..9939285bd39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b846ab56c0a60be69eb8bdc39e84e9db247367af962471dd438c156f3e3b73b",
-    git_commit = "f4206a652aea3f9d50e2ae52bae078136f1a754a",
+    sha256 = "4be6ca658fede9bbe58d210bdd3ee86bea8fd96974fc53acdcfb4f59fcd75c8f",
+    git_commit = "00bd52b61dc7be94c09cbd7be3c3e14629ceee7c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8866e1592509a03ad9f70933c45487afc9c1a99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 04:02:09 -0800
Subject: [PATCH 2677/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234968180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9939285bd39..558031e1e0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4be6ca658fede9bbe58d210bdd3ee86bea8fd96974fc53acdcfb4f59fcd75c8f",
-    git_commit = "00bd52b61dc7be94c09cbd7be3c3e14629ceee7c",
+    sha256 = "43dba3fa569632ce0b7a49fcd1433d1f45e96b1a5dbf1dbbecd96c61ecc5a171",
+    git_commit = "86c8647f110220835c7783f96bf563fcc369378b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c191e05df15e696244ae144a6127d44c2aed2676 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 06:01:58 -0800
Subject: [PATCH 2678/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234981319
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 558031e1e0d..1fcaa6a3782 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43dba3fa569632ce0b7a49fcd1433d1f45e96b1a5dbf1dbbecd96c61ecc5a171",
-    git_commit = "86c8647f110220835c7783f96bf563fcc369378b",
+    sha256 = "97e8e11e7485fa2139e411ecf8d804d3fe543398ee6bf5743580a88a78a4572b",
+    git_commit = "641d3f1ed1324229ae6a003b00fca08b8ddf516b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 52a4c1adcd0e7cedccbad741c2c0c01125b7d7a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 07:02:08 -0800
Subject: [PATCH 2679/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234988068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fcaa6a3782..a8a8bf98c8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97e8e11e7485fa2139e411ecf8d804d3fe543398ee6bf5743580a88a78a4572b",
-    git_commit = "641d3f1ed1324229ae6a003b00fca08b8ddf516b",
+    sha256 = "9547325e2e90f4583d4b729a53326e1c34686eddb78a1c2274ca033e5ba7e5fd",
+    git_commit = "8fd92b5f05b5a48742215fb5c820b8b08492757a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0daf3266ea300cef8024e29adccb9d45f0aa18f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 08:02:07 -0800
Subject: [PATCH 2680/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 234995582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8a8bf98c8a..e5b9c3ad2ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9547325e2e90f4583d4b729a53326e1c34686eddb78a1c2274ca033e5ba7e5fd",
-    git_commit = "8fd92b5f05b5a48742215fb5c820b8b08492757a",
+    sha256 = "3b16899bb190a2f8c458372efdc2719e2532edf8a5d849a5a73f8e78e961c952",
+    git_commit = "933f41aab7b8983459475f376acd5bb44e45d606",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4c37b79f80bea0efee59e32ec5d9834eb1e4960 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 09:01:50 -0800
Subject: [PATCH 2681/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235004741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5b9c3ad2ef..876c963c2c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b16899bb190a2f8c458372efdc2719e2532edf8a5d849a5a73f8e78e961c952",
-    git_commit = "933f41aab7b8983459475f376acd5bb44e45d606",
+    sha256 = "6fd33243e6aaac2265a10ad2b5ac113e33c406ae4c64f51de1e8314fe660f2c1",
+    git_commit = "11f4ecb54708865ec757ca64e4805957b05d7570",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d32be68ef95622cf576e709d2b12b0d1a4e9bc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 10:02:02 -0800
Subject: [PATCH 2682/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235014866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 876c963c2c4..da1b812e13b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fd33243e6aaac2265a10ad2b5ac113e33c406ae4c64f51de1e8314fe660f2c1",
-    git_commit = "11f4ecb54708865ec757ca64e4805957b05d7570",
+    sha256 = "b3e5cdb6d4e703584b408847c335096374293da5a2120e64f59b77231cfce90e",
+    git_commit = "fbcea3501f6a7123ca4c6594b1b553fb4eca76b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ca874e5c59285196a6cd7251745e0a96aca0a5cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 11:02:04 -0800
Subject: [PATCH 2683/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235027430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da1b812e13b..926a119fad9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3e5cdb6d4e703584b408847c335096374293da5a2120e64f59b77231cfce90e",
-    git_commit = "fbcea3501f6a7123ca4c6594b1b553fb4eca76b6",
+    sha256 = "c8a2c04ba8458c497f5b7a82cdec192ee92bb13dcf611cfef883e831f936039b",
+    git_commit = "813410d7135ae21b19956e3ed60f49692a1cc0ad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6eae2c2090db3c7e86448dd432226bd1ba0c2f40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 12:02:16 -0800
Subject: [PATCH 2684/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235041122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 926a119fad9..b2dfa55ab82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8a2c04ba8458c497f5b7a82cdec192ee92bb13dcf611cfef883e831f936039b",
-    git_commit = "813410d7135ae21b19956e3ed60f49692a1cc0ad",
+    sha256 = "06bbb309bd984cd2331e941aef25d98b6a03dd51dbf4f4be5348e1782ff73a58",
+    git_commit = "3ac33ac88dc62c2b01581f00d35c247041b29481",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6be59f3f4e8a40ed0d52a13b08fc9ef3f56df748 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 13:01:46 -0800
Subject: [PATCH 2685/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235052442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2dfa55ab82..a4892bacdf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06bbb309bd984cd2331e941aef25d98b6a03dd51dbf4f4be5348e1782ff73a58",
-    git_commit = "3ac33ac88dc62c2b01581f00d35c247041b29481",
+    sha256 = "9e4a004cbc719755c97f2a5cda4844de72b7e78a394534917b91634923872233",
+    git_commit = "1e1e9fe6ead7eb2a166fd7bc02e2e80b8cf7e4bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27702f62bc3b12e71e224b675c57fc5b0df3bca4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 14:01:54 -0800
Subject: [PATCH 2686/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235064003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4892bacdf4..6abf977c8da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e4a004cbc719755c97f2a5cda4844de72b7e78a394534917b91634923872233",
-    git_commit = "1e1e9fe6ead7eb2a166fd7bc02e2e80b8cf7e4bc",
+    sha256 = "5bbeddd127b0324c205a75ff6586e936c405c3757eb5811d2ec5f39bd69e810c",
+    git_commit = "b78cce682053438c96d882ecaa9328e8baf5ef62",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddf6b3198d5b4c30fe87f681400af812c7dba9ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 15:02:30 -0800
Subject: [PATCH 2687/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235076732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6abf977c8da..71b2b4a0c3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5bbeddd127b0324c205a75ff6586e936c405c3757eb5811d2ec5f39bd69e810c",
-    git_commit = "b78cce682053438c96d882ecaa9328e8baf5ef62",
+    sha256 = "acfb147ad1febb497fb22187105d581c3c54685d4ef19a9b317b299b0c1300cf",
+    git_commit = "e27d4fdcfc04bbd70fa990957acbc7fd387eee3f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b1b049362404a8aa2b699e0dcda2d9f932fbd15f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 16:02:58 -0800
Subject: [PATCH 2688/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235088670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71b2b4a0c3f..c5ba5704736 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "acfb147ad1febb497fb22187105d581c3c54685d4ef19a9b317b299b0c1300cf",
-    git_commit = "e27d4fdcfc04bbd70fa990957acbc7fd387eee3f",
+    sha256 = "83474f8db0b8dd502d7bc6770b2de45294937310cf0a3575df660b002e0f18e3",
+    git_commit = "4dc63f8012b776e9d0e4d9cc20813bb95ce8b64d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1941146c13b70dda540a28d9812e89464cb9a557 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 17:01:59 -0800
Subject: [PATCH 2689/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235098952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5ba5704736..752954afdcc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83474f8db0b8dd502d7bc6770b2de45294937310cf0a3575df660b002e0f18e3",
-    git_commit = "4dc63f8012b776e9d0e4d9cc20813bb95ce8b64d",
+    sha256 = "e0e9ff67a10cacb98e0cd19e9b618fec0a95be1e186bac644c274a9ec3d03ed4",
+    git_commit = "b32297eaa1976ed74e52c3eea698dcf1c8ff4392",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8cc244accb6ae2721414772a917a70d8cab5e137 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 18:02:06 -0800
Subject: [PATCH 2690/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235108094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 752954afdcc..fbccd5eac9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0e9ff67a10cacb98e0cd19e9b618fec0a95be1e186bac644c274a9ec3d03ed4",
-    git_commit = "b32297eaa1976ed74e52c3eea698dcf1c8ff4392",
+    sha256 = "e3dd3ca8135c5c61490b00657c5f698dfd4c3147472c22c78de29c9d2876fb27",
+    git_commit = "253f0b905111412911d8b4c579fb4bbd99ec7f53",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 748dfbe6c71f9028cadc2f38844165d254450cb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 19:02:10 -0800
Subject: [PATCH 2691/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235115234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbccd5eac9c..d65e51dd008 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3dd3ca8135c5c61490b00657c5f698dfd4c3147472c22c78de29c9d2876fb27",
-    git_commit = "253f0b905111412911d8b4c579fb4bbd99ec7f53",
+    sha256 = "282f6623d2cc5f62251ad5290ec8c141809fc3fbe1df3cf7e687cba89227777c",
+    git_commit = "ad09e7584b824378782b1c7a2f67e6ccb1b83c18",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5308d714b249074b36ae34c56802c6c0c7937641 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 20:02:05 -0800
Subject: [PATCH 2692/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235121087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d65e51dd008..6282546f4da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "282f6623d2cc5f62251ad5290ec8c141809fc3fbe1df3cf7e687cba89227777c",
-    git_commit = "ad09e7584b824378782b1c7a2f67e6ccb1b83c18",
+    sha256 = "25e5ffb8d7386b6f7ea0bfdf46b03a599b7cc3d2a4caf4f86c6d94dd9e15678f",
+    git_commit = "1babcf8125f60b3ff05c6fd4c6fa73e33d9c510f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 704ce741af45f573e845eacb3b16cfe0041efb13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 21:01:41 -0800
Subject: [PATCH 2693/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235126535
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6282546f4da..b8cfc3e1442 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25e5ffb8d7386b6f7ea0bfdf46b03a599b7cc3d2a4caf4f86c6d94dd9e15678f",
-    git_commit = "1babcf8125f60b3ff05c6fd4c6fa73e33d9c510f",
+    sha256 = "584dff33e6b113ccf6ccd171e1bc865cc12518f0528e884d4c949cdfc7b389bd",
+    git_commit = "796ce572939922ccbacf5b7fcb39195904de0f95",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b8ac21c90c3b56418472e435ee71bc8a500864be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 22:02:33 -0800
Subject: [PATCH 2694/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235132019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8cfc3e1442..c98ef8870b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "584dff33e6b113ccf6ccd171e1bc865cc12518f0528e884d4c949cdfc7b389bd",
-    git_commit = "796ce572939922ccbacf5b7fcb39195904de0f95",
+    sha256 = "54a31cc1a8d186820c39f7fdb5602cbada072438d6f6693b73eeb6cd8d069816",
+    git_commit = "5295cfc0966aa497ac34bd3affa7af34ed3476e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0a21715ff70d38204c0c3a68deb885a04c9d3cce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Feb 2019 23:02:09 -0800
Subject: [PATCH 2695/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235136807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c98ef8870b0..be5c3c7e9ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54a31cc1a8d186820c39f7fdb5602cbada072438d6f6693b73eeb6cd8d069816",
-    git_commit = "5295cfc0966aa497ac34bd3affa7af34ed3476e9",
+    sha256 = "71d0a561b656dede338e6ec2bd3e346d1746e19d72554cfe7536aec0a9c6ecbb",
+    git_commit = "2b8badc120ce8f852fb5a4cc5d646e38c54b6b3c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2968dabfe615e1dcffe8d2ba0db35624e332b488 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 00:02:12 -0800
Subject: [PATCH 2696/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235142430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be5c3c7e9ac..187e1196b9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71d0a561b656dede338e6ec2bd3e346d1746e19d72554cfe7536aec0a9c6ecbb",
-    git_commit = "2b8badc120ce8f852fb5a4cc5d646e38c54b6b3c",
+    sha256 = "7fc8e688450549d6a060c5fac291be7ecff95cf42f3cc6f1ca6cb4ad8d96979a",
+    git_commit = "057117afa53fe48cc877d509b835d67c1d465b07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e4eada775f169312d9871c8aef55166ff1cbadb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 01:01:54 -0800
Subject: [PATCH 2697/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235149284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 187e1196b9d..2b7ce155d99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fc8e688450549d6a060c5fac291be7ecff95cf42f3cc6f1ca6cb4ad8d96979a",
-    git_commit = "057117afa53fe48cc877d509b835d67c1d465b07",
+    sha256 = "f5510b1c67340cdcc47de1ae20ff57f72a4d6537314fb1f356f2220f9c93bcb8",
+    git_commit = "4bf9ea4295a0eff68ab737ab41399ab8bb3464ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 65cce288d9da8e419648bfa8291c98540a8ea956 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 02:02:02 -0800
Subject: [PATCH 2698/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235156337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b7ce155d99..19f0f0cd9aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5510b1c67340cdcc47de1ae20ff57f72a4d6537314fb1f356f2220f9c93bcb8",
-    git_commit = "4bf9ea4295a0eff68ab737ab41399ab8bb3464ef",
+    sha256 = "21375dd3ea498037d74e7d092f5f791752aaa91e0700192d4b3c79c0ae658333",
+    git_commit = "8853e47acc6423d5274bc42e25001f97bba104fe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 586873e4173c790b4daedb34d251fbab3f6d3159 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 03:01:55 -0800
Subject: [PATCH 2699/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235162329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19f0f0cd9aa..d28fba9b86f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21375dd3ea498037d74e7d092f5f791752aaa91e0700192d4b3c79c0ae658333",
-    git_commit = "8853e47acc6423d5274bc42e25001f97bba104fe",
+    sha256 = "ba008bb7b820169eddf5df867ad5f3b67adacdb1a934c7b08a2e70a9aa409c82",
+    git_commit = "c4cec011deb2da0bc1fb60eef72ddd5e4083cf3f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 38bda17a6b7229f9b3f6e6a936ed9f45e41ca51f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 04:02:03 -0800
Subject: [PATCH 2700/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235167719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28fba9b86f..17363d4b3d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba008bb7b820169eddf5df867ad5f3b67adacdb1a934c7b08a2e70a9aa409c82",
-    git_commit = "c4cec011deb2da0bc1fb60eef72ddd5e4083cf3f",
+    sha256 = "b5681bb6f1a54460c9aa77be9dd4733f367be09f8d09b32246faf49b04e24e56",
+    git_commit = "9d508106b32eb6518912501d29a80ff9967dfe05",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b6cd05db0b169d36a53f1bdfb5e3ef16d4c3c2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 09:02:16 -0800
Subject: [PATCH 2701/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235200468
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17363d4b3d8..1f3257c6dfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5681bb6f1a54460c9aa77be9dd4733f367be09f8d09b32246faf49b04e24e56",
-    git_commit = "9d508106b32eb6518912501d29a80ff9967dfe05",
+    sha256 = "7a83e65df2bb9951bf765bedcc77a7e1e0f4dd08e854ce9e0eb2eb2e0c0e756b",
+    git_commit = "a2bb5db1bf7931b0dc2cd08e53b8798489568198",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d33d26474881107ddd2b535b1d4e06fe6608c02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 10:02:06 -0800
Subject: [PATCH 2702/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235209883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f3257c6dfc..a71f3eefecd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a83e65df2bb9951bf765bedcc77a7e1e0f4dd08e854ce9e0eb2eb2e0c0e756b",
-    git_commit = "a2bb5db1bf7931b0dc2cd08e53b8798489568198",
+    sha256 = "46db1042a13d65d4f11764f53b84da8e4db20d980eccddc40966194d51ac3f72",
+    git_commit = "6f2eaa3b99c241a9c09c345e1029513bc4cd470a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2caf781458da7fe798af2f60e9634332e073959e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 11:02:06 -0800
Subject: [PATCH 2703/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235221503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a71f3eefecd..c266ba07973 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46db1042a13d65d4f11764f53b84da8e4db20d980eccddc40966194d51ac3f72",
-    git_commit = "6f2eaa3b99c241a9c09c345e1029513bc4cd470a",
+    sha256 = "0fcca7640ea659c7acbef7def4fb3620d1eebaa7189c57311fe61fa81f9e180a",
+    git_commit = "e17c55f2de83ee32e8fc372a1133ebb03a0637b3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f80bf34b96db62084ecf1669a9284988c25efc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 12:02:15 -0800
Subject: [PATCH 2704/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235233162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c266ba07973..2d3af831970 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fcca7640ea659c7acbef7def4fb3620d1eebaa7189c57311fe61fa81f9e180a",
-    git_commit = "e17c55f2de83ee32e8fc372a1133ebb03a0637b3",
+    sha256 = "a70a21ee53d05779c0ba59b96a7cbba2a89ef9a55a8b9fa5060a75559ba6921e",
+    git_commit = "74347cdb0454702ff95c337c7bedcb9a61f3fb97",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8fce7e5bba27a11715f9420e2b34506628519dbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 13:01:47 -0800
Subject: [PATCH 2705/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235243405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d3af831970..b6dcb76d0b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a70a21ee53d05779c0ba59b96a7cbba2a89ef9a55a8b9fa5060a75559ba6921e",
-    git_commit = "74347cdb0454702ff95c337c7bedcb9a61f3fb97",
+    sha256 = "38763d59e111a7f576dd741d0c0c3de1350d29c2052aa63f471ecbc582e6d0ed",
+    git_commit = "a0c1fec6449109f357ef57e2933626a4e9bf6348",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5903ef6907dd41f7300f09f5b355e12c3a92860a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 14:01:44 -0800
Subject: [PATCH 2706/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235254095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6dcb76d0b9..f999d99b5bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38763d59e111a7f576dd741d0c0c3de1350d29c2052aa63f471ecbc582e6d0ed",
-    git_commit = "a0c1fec6449109f357ef57e2933626a4e9bf6348",
+    sha256 = "a3c055686026f42b4089bd9dfb3dfbd42052fd9ab52be4ad1cb4808d8fb264ca",
+    git_commit = "eb741cedf304b411af6cae8ec2d60578cd3980a1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2acc8db71e789e9c4cd84b9c7cff08d1e649b6c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 15:01:49 -0800
Subject: [PATCH 2707/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235265412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f999d99b5bb..c55d0735d83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3c055686026f42b4089bd9dfb3dfbd42052fd9ab52be4ad1cb4808d8fb264ca",
-    git_commit = "eb741cedf304b411af6cae8ec2d60578cd3980a1",
+    sha256 = "b01cfc07f53e5f1718b0ceca46f6169477e0793ce596d4fb1444fc62c8089dc5",
+    git_commit = "e42a66b26372845ea41aea6c12bc3e4f09f1efc5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e4d7ecd7f9f6afe900de04cfcac4085e4759155 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 16:02:18 -0800
Subject: [PATCH 2708/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235275796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c55d0735d83..2c235d96cf6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b01cfc07f53e5f1718b0ceca46f6169477e0793ce596d4fb1444fc62c8089dc5",
-    git_commit = "e42a66b26372845ea41aea6c12bc3e4f09f1efc5",
+    sha256 = "dd0e366bc7e09c305280094d9645d3360cfc1d3931f55feaee6d641fa8817ca3",
+    git_commit = "e937cf22ddcbc1dd6bdc410ce2c9f9b5493fb69b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fc262f6a989d5b20b3e6d4d4e83551a0f08f6564 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 17:02:09 -0800
Subject: [PATCH 2709/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235285185
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c235d96cf6..cf8d361ce94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd0e366bc7e09c305280094d9645d3360cfc1d3931f55feaee6d641fa8817ca3",
-    git_commit = "e937cf22ddcbc1dd6bdc410ce2c9f9b5493fb69b",
+    sha256 = "17f2b25caebbeb39c93dd5ffc67161f37a0491993b21bdad6dcc4ed1144c8af5",
+    git_commit = "61368b23ac560d158a27e679ac570a9b7ae94e0a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86ceb4df91f5c96cfca53088b47ab42163faa4aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 18:01:47 -0800
Subject: [PATCH 2710/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235292673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf8d361ce94..160df703591 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17f2b25caebbeb39c93dd5ffc67161f37a0491993b21bdad6dcc4ed1144c8af5",
-    git_commit = "61368b23ac560d158a27e679ac570a9b7ae94e0a",
+    sha256 = "13db9c3dac04caec0c1996f379f36f136a14cf4849f12dcffec8b4db3e943057",
+    git_commit = "dfb34a1a69d3024ee808e0c2cf01cb2110811e86",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d37451312000772e457113ddd539d94b8c38dc46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 19:02:20 -0800
Subject: [PATCH 2711/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235298126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 160df703591..9125a2c0d65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13db9c3dac04caec0c1996f379f36f136a14cf4849f12dcffec8b4db3e943057",
-    git_commit = "dfb34a1a69d3024ee808e0c2cf01cb2110811e86",
+    sha256 = "bed8ccdf5afe17fe4990bda310f61af6a7da694b6922f4f33bffc803cd0eb887",
+    git_commit = "f45257b640ac784fc9252ac2bd4814aaa977a539",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28588c52a571a7c4386660598c232e03bc39ccc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 20:01:49 -0800
Subject: [PATCH 2712/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235302208
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9125a2c0d65..3365fa89897 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bed8ccdf5afe17fe4990bda310f61af6a7da694b6922f4f33bffc803cd0eb887",
-    git_commit = "f45257b640ac784fc9252ac2bd4814aaa977a539",
+    sha256 = "4d3ddf8a5746b2dce0c25570932790297cbd9f33026a567464ca0037b66f937a",
+    git_commit = "16d954d8c4dc6cca905306bcfa323793afab7a0b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 344ad9ea27ec65d45cbf8698caac4776b2c6705a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Feb 2019 22:02:07 -0800
Subject: [PATCH 2713/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235309351
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3365fa89897..9713bc3ab0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d3ddf8a5746b2dce0c25570932790297cbd9f33026a567464ca0037b66f937a",
-    git_commit = "16d954d8c4dc6cca905306bcfa323793afab7a0b",
+    sha256 = "7602b89e921261fc860f7c6c795a13acf488f4011d1b8cfb25269f8ae4aee937",
+    git_commit = "d0494a8920186a759cb1135c3d4c7bd59989ed3f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b0700471093973883b0c40cafe3f045f9ad62b0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Feb 2019 00:02:03 -0800
Subject: [PATCH 2714/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235316288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9713bc3ab0a..20522b2886f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7602b89e921261fc860f7c6c795a13acf488f4011d1b8cfb25269f8ae4aee937",
-    git_commit = "d0494a8920186a759cb1135c3d4c7bd59989ed3f",
+    sha256 = "bbb3f7e80e5f21f0fc77683eec06fcf6bd7ce05991082f6365e844bbdcbe5cd3",
+    git_commit = "2ae06ca49145bfee2e5e98c64ae5cbe064a58a33",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f42265fcff4b780a49150580c1a4a49fe0a95d71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Feb 2019 02:02:01 -0800
Subject: [PATCH 2715/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235324079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20522b2886f..36e2a5a2a30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbb3f7e80e5f21f0fc77683eec06fcf6bd7ce05991082f6365e844bbdcbe5cd3",
-    git_commit = "2ae06ca49145bfee2e5e98c64ae5cbe064a58a33",
+    sha256 = "9012fe4035e431aa3e0c8ad639e1e4039500cd21bee69f58f348c2fe51f4215d",
+    git_commit = "13910e7b426defd0dfc9435ff818f2bfea67d6a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e06b762650e65813d0d3c6075510363a0177529a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Feb 2019 03:01:54 -0800
Subject: [PATCH 2716/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235327192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36e2a5a2a30..c9fb6cf9f67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9012fe4035e431aa3e0c8ad639e1e4039500cd21bee69f58f348c2fe51f4215d",
-    git_commit = "13910e7b426defd0dfc9435ff818f2bfea67d6a7",
+    sha256 = "e4c3fb9164de9f3a0a06a15dff1488e777cc056804cb7f84632bfb16d6b0940d",
+    git_commit = "7ef266852ddb8ffe3e7d5dd5747c6f58f0e02008",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f13192c5f1fabc6788dd8e6719373ecaa126c9bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Feb 2019 09:01:41 -0800
Subject: [PATCH 2717/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235345259
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9fb6cf9f67..e60876eb6ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4c3fb9164de9f3a0a06a15dff1488e777cc056804cb7f84632bfb16d6b0940d",
-    git_commit = "7ef266852ddb8ffe3e7d5dd5747c6f58f0e02008",
+    sha256 = "c7d250c24aab1a450b16ffb5bab4339673f05ff77b90b7994ab16a0e0f56247c",
+    git_commit = "14523a55c81b5f92e6f732edca18cdb85fda2b0c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56926c6bba2c8b5fd5606299e385bc64f7bfc282 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Feb 2019 19:01:51 -0800
Subject: [PATCH 2718/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235376281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e60876eb6ce..2c6d4625e25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7d250c24aab1a450b16ffb5bab4339673f05ff77b90b7994ab16a0e0f56247c",
-    git_commit = "14523a55c81b5f92e6f732edca18cdb85fda2b0c",
+    sha256 = "83f48e2a63ce37adae1f2ddc92fb0402ec06b2b4de1a9acfe292faa4e5a56491",
+    git_commit = "6aa83398ab03bfae822f36772757097bcb98b6ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 02f6b97cfd627cafcdccffe3f2ff0aaedb546927 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 03:02:09 -0800
Subject: [PATCH 2719/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235402236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c6d4625e25..5af28721333 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83f48e2a63ce37adae1f2ddc92fb0402ec06b2b4de1a9acfe292faa4e5a56491",
-    git_commit = "6aa83398ab03bfae822f36772757097bcb98b6ed",
+    sha256 = "45f449055e2dc109ccb6ddc82f77a5a03596fa86e34d205bc2d26817aa429f5a",
+    git_commit = "781fb01584a92bf82a9335061c723f02bfbc445c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8282f40964f11de524f8804f0483a0fe7c674c2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 07:01:52 -0800
Subject: [PATCH 2720/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235414406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5af28721333..139fd470c03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45f449055e2dc109ccb6ddc82f77a5a03596fa86e34d205bc2d26817aa429f5a",
-    git_commit = "781fb01584a92bf82a9335061c723f02bfbc445c",
+    sha256 = "023b53eef1b9dba812855d42a5a02b54991fbb4f321c08eddbed79a99acb6d5f",
+    git_commit = "1ad34b4f2432dc71a03d5d71fda60d944f14b3fa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f39deed4ff006637c3add40c4f9225303b91db23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 08:02:00 -0800
Subject: [PATCH 2721/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235417238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 139fd470c03..93bf2a1a52c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "023b53eef1b9dba812855d42a5a02b54991fbb4f321c08eddbed79a99acb6d5f",
-    git_commit = "1ad34b4f2432dc71a03d5d71fda60d944f14b3fa",
+    sha256 = "69bcb20f9ff14a5f462bb8d2318bbaa76577a883a45e3d3810b48435a5008631",
+    git_commit = "1721fa8be7d7751e1d18cc6ea5508464fc51c890",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b751496dd597e26d6e96b69b12a74a456dbb8462 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 10:02:00 -0800
Subject: [PATCH 2722/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235423342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93bf2a1a52c..68ad0b7819d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69bcb20f9ff14a5f462bb8d2318bbaa76577a883a45e3d3810b48435a5008631",
-    git_commit = "1721fa8be7d7751e1d18cc6ea5508464fc51c890",
+    sha256 = "03f050498ea8618b02d5e088b74cb04a2a81bf4d6a3d32aa0fcc4b832cf3ed19",
+    git_commit = "3c2033678feb046caede91832045ac8bacb2f95a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20b38186180f63eb49f2bd47bea19548af2123ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 16:02:19 -0800
Subject: [PATCH 2723/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235442727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68ad0b7819d..ae0b81faaa2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03f050498ea8618b02d5e088b74cb04a2a81bf4d6a3d32aa0fcc4b832cf3ed19",
-    git_commit = "3c2033678feb046caede91832045ac8bacb2f95a",
+    sha256 = "b5fa0a039a4bfa1134ca8d2e523ef2d945c0b00ec2e9bb8d40f468a1875e1c4d",
+    git_commit = "9ca8321d68b74ce4f30756366919c80282ca2b68",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cf2764b42b596209591a855373e20ef3f8b22ba6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Feb 2019 17:01:38 -0800
Subject: [PATCH 2724/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235446173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae0b81faaa2..0e54b730efc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5fa0a039a4bfa1134ca8d2e523ef2d945c0b00ec2e9bb8d40f468a1875e1c4d",
-    git_commit = "9ca8321d68b74ce4f30756366919c80282ca2b68",
+    sha256 = "96ef8a03a602e1f8b2cf4b1bc89974cfc2754235d545691547651b9b437bdcc9",
+    git_commit = "9f9efff916ed427b24216a739465842a09a8e136",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 31bd3a9781a0b239c255edb5ab393c5e52b2f1b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 02:01:58 -0800
Subject: [PATCH 2725/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235491921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e54b730efc..58a2f11aaa4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96ef8a03a602e1f8b2cf4b1bc89974cfc2754235d545691547651b9b437bdcc9",
-    git_commit = "9f9efff916ed427b24216a739465842a09a8e136",
+    sha256 = "18c8ccf5622efa8c5867f13d31ee8ac2e02cfaec34a15459eb331964e22ed7d2",
+    git_commit = "af82e5f08705612386c19a1c700fb379c976f477",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae75c7e4d1a9d73a1a42594285ffb4f8c7cdc1e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 03:02:01 -0800
Subject: [PATCH 2726/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235498201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58a2f11aaa4..69440cd0a00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18c8ccf5622efa8c5867f13d31ee8ac2e02cfaec34a15459eb331964e22ed7d2",
-    git_commit = "af82e5f08705612386c19a1c700fb379c976f477",
+    sha256 = "c7d2f5d5b75ebaa0d2bd82800a90f17b881ffbdf94eb1a210b36cc2eb50e21df",
+    git_commit = "ad675e014848c2262c1532d9cb7000a216911a45",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f4700c2eef17c18166ebf49786ec2571c55f3ebb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 04:02:08 -0800
Subject: [PATCH 2727/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235504385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69440cd0a00..f5c7bc6494e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7d2f5d5b75ebaa0d2bd82800a90f17b881ffbdf94eb1a210b36cc2eb50e21df",
-    git_commit = "ad675e014848c2262c1532d9cb7000a216911a45",
+    sha256 = "35b6948f9bf9547f3d9a783891fd1ee85f65d00b82acceb00c4d7263b3d08072",
+    git_commit = "64e7e114ef1757fad52eaeedb3f22216165587ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a6d954267daa9e1a59861fe79c1d62a6c67a007b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 05:02:08 -0800
Subject: [PATCH 2728/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235509999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5c7bc6494e..2b1cb0e4078 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35b6948f9bf9547f3d9a783891fd1ee85f65d00b82acceb00c4d7263b3d08072",
-    git_commit = "64e7e114ef1757fad52eaeedb3f22216165587ab",
+    sha256 = "ce836c3f29faee5309585f5d4df6f928382aadf3280dc10e7e72498930bbf754",
+    git_commit = "0da7f0fd4a063cec61323f0974056c67be5f4bcb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 15393ef5a31c674d500f88ddbb7256dd53d1cfb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 06:02:07 -0800
Subject: [PATCH 2729/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235515848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b1cb0e4078..4c03e03868c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce836c3f29faee5309585f5d4df6f928382aadf3280dc10e7e72498930bbf754",
-    git_commit = "0da7f0fd4a063cec61323f0974056c67be5f4bcb",
+    sha256 = "eecde9c543621a2fa7b5c4ba391263203971ad02f839a17e9bfe70e10751d7a4",
+    git_commit = "8a653bd99c69602675fc9926f201985e65c980be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20ed77a7a560f6306243e29f5a69a032a240e315 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 07:02:37 -0800
Subject: [PATCH 2730/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235522766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c03e03868c..8799b515272 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eecde9c543621a2fa7b5c4ba391263203971ad02f839a17e9bfe70e10751d7a4",
-    git_commit = "8a653bd99c69602675fc9926f201985e65c980be",
+    sha256 = "0530fc22c530221aecd6d2af1242e1b5da084ba21b072c6d1c5720267127f978",
+    git_commit = "2e1ea48763cac7b0db0a4b781195617e62d832e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9efd5eb4b9f3633b9031c7de104a18c931a85bfc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 08:02:09 -0800
Subject: [PATCH 2731/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235530307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8799b515272..ca0cc33b0ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0530fc22c530221aecd6d2af1242e1b5da084ba21b072c6d1c5720267127f978",
-    git_commit = "2e1ea48763cac7b0db0a4b781195617e62d832e7",
+    sha256 = "53dbf2ab05026fe33db80c0893156e07c4d47e3cd78eac94d443e1ce9c57cf1f",
+    git_commit = "6fac047274daad84d93fea937de612f43e7d212e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7fc2405c5f62bc58f865ca89b1e463e4d841d0aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 09:01:58 -0800
Subject: [PATCH 2732/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235539038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca0cc33b0ae..e29e8dfda8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53dbf2ab05026fe33db80c0893156e07c4d47e3cd78eac94d443e1ce9c57cf1f",
-    git_commit = "6fac047274daad84d93fea937de612f43e7d212e",
+    sha256 = "37b23f117f6f96d39b6d141e286f11395da681ac6f1683a8af83297e2120b312",
+    git_commit = "ebcc4f6887df1ad1a2ffdb2dc2da1f541e24e2af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fd9a0defcd5fc84edeea4c85470ef5547e984ad6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 10:01:53 -0800
Subject: [PATCH 2733/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235549861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e29e8dfda8a..e5602b79004 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37b23f117f6f96d39b6d141e286f11395da681ac6f1683a8af83297e2120b312",
-    git_commit = "ebcc4f6887df1ad1a2ffdb2dc2da1f541e24e2af",
+    sha256 = "1a92098ee01ab3b63c19b6150d416e7b651cf8ad79bc75d0fca1f614f1157947",
+    git_commit = "e866995aff7d0e59a5506665e44e323465cbe17d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9560ba91710411990a09da3813c128e8fcd3cfbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 11:01:53 -0800
Subject: [PATCH 2734/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235562242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5602b79004..101473f1a7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a92098ee01ab3b63c19b6150d416e7b651cf8ad79bc75d0fca1f614f1157947",
-    git_commit = "e866995aff7d0e59a5506665e44e323465cbe17d",
+    sha256 = "04071e79967cbb1b35e383e3383d48c8b030e08d7ff70845e110f25e0889d10a",
+    git_commit = "5ce288b17c226ef35470e213e22cad69176bd65c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a36280146e62f19254da059c9d4396b0f7e4c833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 12:02:11 -0800
Subject: [PATCH 2735/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235575311
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 101473f1a7c..21670866575 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04071e79967cbb1b35e383e3383d48c8b030e08d7ff70845e110f25e0889d10a",
-    git_commit = "5ce288b17c226ef35470e213e22cad69176bd65c",
+    sha256 = "f6ff379bd4cb4a65acb6e95ed1949b19fe44c327eb41b7843f8b46bdac2913a1",
+    git_commit = "b6ed9186089de852c933244a7d772f836cc3eb27",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0d1635c1f45c5764d4b6f475905549442ab1a286 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 13:02:54 -0800
Subject: [PATCH 2736/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235587715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21670866575..87632e0b2b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6ff379bd4cb4a65acb6e95ed1949b19fe44c327eb41b7843f8b46bdac2913a1",
-    git_commit = "b6ed9186089de852c933244a7d772f836cc3eb27",
+    sha256 = "4ecf0663cff59f0b1e0de96bdef607bbe89afc1c4e01840398492a898471b828",
+    git_commit = "2b6f49620bc5f02a288d522d634cfe94f4e824f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d7eb48c7e8b2ffa34f10ba4e1d084c49f709b70f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 14:01:51 -0800
Subject: [PATCH 2737/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235598180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87632e0b2b6..0facc08eb94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ecf0663cff59f0b1e0de96bdef607bbe89afc1c4e01840398492a898471b828",
-    git_commit = "2b6f49620bc5f02a288d522d634cfe94f4e824f6",
+    sha256 = "e236860f38edc54d893bb9a4160a6f2a5e156af826f1ceb85af75e5335e28923",
+    git_commit = "4d6f8114b0c917046d47ad6faf8a0b79d00197e0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4730a2d1304467eed17caf4c7e391cd0b4911c31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 15:01:56 -0800
Subject: [PATCH 2738/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235609239
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0facc08eb94..42292dc9e66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e236860f38edc54d893bb9a4160a6f2a5e156af826f1ceb85af75e5335e28923",
-    git_commit = "4d6f8114b0c917046d47ad6faf8a0b79d00197e0",
+    sha256 = "4ab83e291165df2baffa4539b3c7b5a7d745e68141605c73021751790c747657",
+    git_commit = "d75b5505ac5e393d08aef7bf07e6ccecbd6773a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e53c7ee14c4f990db6ba4ebd60d12304b07ee35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 16:02:16 -0800
Subject: [PATCH 2739/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235619513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42292dc9e66..81bcd03fc0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ab83e291165df2baffa4539b3c7b5a7d745e68141605c73021751790c747657",
-    git_commit = "d75b5505ac5e393d08aef7bf07e6ccecbd6773a9",
+    sha256 = "08aabedf277da3cb3e27d33463c78c4fe65c4684d440e6f6860dc88d62ee5659",
+    git_commit = "99f369b1e4bb43ff4e9f37665c76305843e21a07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 31973855ef9517e2cbb5a68cedf7b549fb031301 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 17:01:45 -0800
Subject: [PATCH 2740/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235628955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81bcd03fc0c..7502bcec5a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08aabedf277da3cb3e27d33463c78c4fe65c4684d440e6f6860dc88d62ee5659",
-    git_commit = "99f369b1e4bb43ff4e9f37665c76305843e21a07",
+    sha256 = "0502fc935e49bfd8312c669351d97a32eb6085107eccdcb629d6e230520cdc1e",
+    git_commit = "831addfea46847836fa47e76055ec4ed4cd880ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d110b9be51ecebff61020aac024b288d0c3f3ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 18:02:12 -0800
Subject: [PATCH 2741/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235637196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7502bcec5a6..9a0339518b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0502fc935e49bfd8312c669351d97a32eb6085107eccdcb629d6e230520cdc1e",
-    git_commit = "831addfea46847836fa47e76055ec4ed4cd880ff",
+    sha256 = "e029ff510d21acc1f9fc38345ea1d00abe14cb57da24277a21300360d331f3de",
+    git_commit = "18b649e159b4a03103797fd541bfe8028b31cc18",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From faa5fda4515f50cc2a022acb83f4967daa673584 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 19:01:50 -0800
Subject: [PATCH 2742/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235643710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a0339518b7..0a964ad6ecc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e029ff510d21acc1f9fc38345ea1d00abe14cb57da24277a21300360d331f3de",
-    git_commit = "18b649e159b4a03103797fd541bfe8028b31cc18",
+    sha256 = "6a1d368f91bb9137e987d927dab346bd815f39cb1d9cb3ec81617ae8ac1fa309",
+    git_commit = "6f2cb0ae006dc1d02c7898a68f8fdd9e22f1af58",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2bdfc5c923be293187607349b1a23262d5acfd1e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 20:02:04 -0800
Subject: [PATCH 2743/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235649272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a964ad6ecc..0ea481f4f9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a1d368f91bb9137e987d927dab346bd815f39cb1d9cb3ec81617ae8ac1fa309",
-    git_commit = "6f2cb0ae006dc1d02c7898a68f8fdd9e22f1af58",
+    sha256 = "b7c9ee391bd1a3e7a2214b2cea044326a4c2f6cb093a07014e6f550806dc619d",
+    git_commit = "5bce34fe7de3b39092d54b315aa31592e3cbaff0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3648f7da01db3826e426f5058a57d8789f09cc02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 21:01:42 -0800
Subject: [PATCH 2744/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235654502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ea481f4f9d..bcc62034167 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7c9ee391bd1a3e7a2214b2cea044326a4c2f6cb093a07014e6f550806dc619d",
-    git_commit = "5bce34fe7de3b39092d54b315aa31592e3cbaff0",
+    sha256 = "48ebda31f1d01dfba76887c8fff3da97a8a1b6468a2cd3971aeb7b451f1ee932",
+    git_commit = "60089e430e34c870e074c6d5746ed88ea9b39909",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5dd408a10c4c0c087a8f96ab9bc5bb8b7cf6d9b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Feb 2019 23:01:47 -0800
Subject: [PATCH 2745/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235664395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcc62034167..be76efe809e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48ebda31f1d01dfba76887c8fff3da97a8a1b6468a2cd3971aeb7b451f1ee932",
-    git_commit = "60089e430e34c870e074c6d5746ed88ea9b39909",
+    sha256 = "54c6de63fce75edb9e87fc152892f0c8b7a438f66401a416f7af6144db4f3039",
+    git_commit = "f4d29bb3635d2a7a9bb1f557d486de7fdaa3b101",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 26888452a8326b03d913f9bd77ae0f3435437d3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 00:02:12 -0800
Subject: [PATCH 2746/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235669124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be76efe809e..12b35c1b077 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54c6de63fce75edb9e87fc152892f0c8b7a438f66401a416f7af6144db4f3039",
-    git_commit = "f4d29bb3635d2a7a9bb1f557d486de7fdaa3b101",
+    sha256 = "b06e8a4887fddc09096fe3a95da0dcf4eeeffb4b3a16f07fc41d68ae235a9087",
+    git_commit = "0ae3728b74462fc2548cc9ebc330708c775fb387",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ef8a81521fc4105ffb72effc2f78a66a6554ec5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 01:01:53 -0800
Subject: [PATCH 2747/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235675401
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12b35c1b077..60b7160c853 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b06e8a4887fddc09096fe3a95da0dcf4eeeffb4b3a16f07fc41d68ae235a9087",
-    git_commit = "0ae3728b74462fc2548cc9ebc330708c775fb387",
+    sha256 = "ba253da211d3d22255ca6afa204eedd8348cae4a1e3a726684eb76e18de90df6",
+    git_commit = "00afc7bb81d6d36a0f619c08c011abe08965a25b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f3912a53e96b93a0dc87f5f4d405d0df400710fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 02:02:09 -0800
Subject: [PATCH 2748/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235682683
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60b7160c853..4401b50f093 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba253da211d3d22255ca6afa204eedd8348cae4a1e3a726684eb76e18de90df6",
-    git_commit = "00afc7bb81d6d36a0f619c08c011abe08965a25b",
+    sha256 = "86a778bc76dcd2ca68db1a7f02c58a753e0b2e0e3c2002a1cef93e6b2f247f94",
+    git_commit = "e5afc00873bc58ed7cd7a7a7b36dc32eb8090e37",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d29e29060e0757ceaeeffd54e9355d7a76bb678 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 03:02:02 -0800
Subject: [PATCH 2749/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235689370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4401b50f093..b10014d24a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86a778bc76dcd2ca68db1a7f02c58a753e0b2e0e3c2002a1cef93e6b2f247f94",
-    git_commit = "e5afc00873bc58ed7cd7a7a7b36dc32eb8090e37",
+    sha256 = "6b216085ac74dd98180a00ba621a7b8c37d37defbed4c6ad182f4d2373d2bbff",
+    git_commit = "441245330a99ecd232cf71ecbacd0b3da0d91f7e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8b9cbb4f66398716cd7ce8f494c046253b0e45c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 04:01:58 -0800
Subject: [PATCH 2750/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235695275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b10014d24a2..e2f58799509 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b216085ac74dd98180a00ba621a7b8c37d37defbed4c6ad182f4d2373d2bbff",
-    git_commit = "441245330a99ecd232cf71ecbacd0b3da0d91f7e",
+    sha256 = "cf58d7486d738fa810ca2cfcb6e5f06d69ea86bf6265dd91a566a53985e3b410",
+    git_commit = "193b391512c78776fbbc808c21371d7a92acce4b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3863d3e3c3edc1210d27125e4bf71803f3b65bbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 07:02:02 -0800
Subject: [PATCH 2751/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235714558
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2f58799509..ec372dcfb22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf58d7486d738fa810ca2cfcb6e5f06d69ea86bf6265dd91a566a53985e3b410",
-    git_commit = "193b391512c78776fbbc808c21371d7a92acce4b",
+    sha256 = "260130ae1f140e754636ac4c4e5299e7e9d5398d246c5dd28fd6fd60428b537c",
+    git_commit = "2de01b1a7334522314b410d53aeeb0262057369a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3caf4291889237cd75e0e00c56dd0ba00c000d4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 08:02:06 -0800
Subject: [PATCH 2752/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235722248
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec372dcfb22..8f6ea1a4b1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "260130ae1f140e754636ac4c4e5299e7e9d5398d246c5dd28fd6fd60428b537c",
-    git_commit = "2de01b1a7334522314b410d53aeeb0262057369a",
+    sha256 = "1ff428b1752c273f1944686cd73f329ab3ab369b1f9ab62fd74b933e101a68e9",
+    git_commit = "4ede94e8a3c817ecb80f41eafd73c0058e58c6d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 30f0959c3d800f60291c1967883b895593d83386 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 09:01:49 -0800
Subject: [PATCH 2753/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235730952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f6ea1a4b1a..f95b0f5cb36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ff428b1752c273f1944686cd73f329ab3ab369b1f9ab62fd74b933e101a68e9",
-    git_commit = "4ede94e8a3c817ecb80f41eafd73c0058e58c6d7",
+    sha256 = "d33e5176bc2b7194c9655d8b7ddca271fd26e1f27b20750fb3e7fd720b68e884",
+    git_commit = "458e0e300bbb8e9c9824a960fef13877983369f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2271eec3078ce4a93dcdf96cb65df248f2c27d00 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 10:01:59 -0800
Subject: [PATCH 2754/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235741139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f95b0f5cb36..99f36422729 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d33e5176bc2b7194c9655d8b7ddca271fd26e1f27b20750fb3e7fd720b68e884",
-    git_commit = "458e0e300bbb8e9c9824a960fef13877983369f4",
+    sha256 = "69307a2268348e4fd624fa3af3b5764b737e5b44cef3bb1699862616fbeb161c",
+    git_commit = "c5739a813578636a75de131956510ed222e47ce6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c1c411e6d2bad83482dc3a74f04d2f2d4fdf98eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 11:04:23 -0800
Subject: [PATCH 2755/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235754237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99f36422729..5c7fd18d29e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69307a2268348e4fd624fa3af3b5764b737e5b44cef3bb1699862616fbeb161c",
-    git_commit = "c5739a813578636a75de131956510ed222e47ce6",
+    sha256 = "17ed8f92babc6571a57e7be6bde9aab489fdbe48fd51da46d1e332f37f7c5bf9",
+    git_commit = "b62f98547c3f9c15749f8a58101fd3edc3dd1168",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e95b84826f8f176f11d59a070ef4d82f0538e29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 12:02:08 -0800
Subject: [PATCH 2756/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235765714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c7fd18d29e..3fdde3641ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17ed8f92babc6571a57e7be6bde9aab489fdbe48fd51da46d1e332f37f7c5bf9",
-    git_commit = "b62f98547c3f9c15749f8a58101fd3edc3dd1168",
+    sha256 = "a0a839599379c001300cc738a1557b62842395adac739cbfc4b4458036bc37f8",
+    git_commit = "ba843434822a7de44d74f7620582f5240d23b26f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ed4e0c31b6ede5bcd8b7a240d18bd4f88ce02e62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 13:02:17 -0800
Subject: [PATCH 2757/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235776497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fdde3641ea..d9f9827371f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0a839599379c001300cc738a1557b62842395adac739cbfc4b4458036bc37f8",
-    git_commit = "ba843434822a7de44d74f7620582f5240d23b26f",
+    sha256 = "0be33c13ead7394f1f2fa9d0f61f79679aee678a911c1c3a86271eb45549e72d",
+    git_commit = "854a7b1dad4f4c3d3dd94780bf96e7eaf65876ec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e19e3abdcbc0203beb45c27edbe98b9e8ba9ec22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 14:01:45 -0800
Subject: [PATCH 2758/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235788025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9f9827371f..e73f666b812 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0be33c13ead7394f1f2fa9d0f61f79679aee678a911c1c3a86271eb45549e72d",
-    git_commit = "854a7b1dad4f4c3d3dd94780bf96e7eaf65876ec",
+    sha256 = "3bb089a4ac54e1befb75c45b44beae70f18a1997b29efb39ce37115f4ed4f87c",
+    git_commit = "3bf1ea84e9164e50507cf2d3351071d9848bc967",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01bdf818facf32ef1807c0c01e99bf64ff42059d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 15:01:47 -0800
Subject: [PATCH 2759/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235800542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e73f666b812..337793e4f1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bb089a4ac54e1befb75c45b44beae70f18a1997b29efb39ce37115f4ed4f87c",
-    git_commit = "3bf1ea84e9164e50507cf2d3351071d9848bc967",
+    sha256 = "b0edcc2bb1610ea093ade032c51228ff0c8a595ca0207c106c823ae8d707438c",
+    git_commit = "e5c53b63b098cf67a32f4102f97852683cdbee6c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d363defece2398e33e6b4e1e825b735dc6bde89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 16:02:33 -0800
Subject: [PATCH 2760/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235811848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 337793e4f1e..e483709ef4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0edcc2bb1610ea093ade032c51228ff0c8a595ca0207c106c823ae8d707438c",
-    git_commit = "e5c53b63b098cf67a32f4102f97852683cdbee6c",
+    sha256 = "5f2d9d442bafc59da671ab828150ba9e086bcd2e2284b5cfa55d9a4c73b61f32",
+    git_commit = "a6953fb989c182035addf841b5250ae98a906f66",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d10fa69c1025be27d1b8e6d3953d61b846b86ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 17:01:37 -0800
Subject: [PATCH 2761/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235821994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e483709ef4a..98085565fe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f2d9d442bafc59da671ab828150ba9e086bcd2e2284b5cfa55d9a4c73b61f32",
-    git_commit = "a6953fb989c182035addf841b5250ae98a906f66",
+    sha256 = "fb5dcede4f50c3185d9d1b208703c1cc5e8be131883f6e18c7ae74dc944a014f",
+    git_commit = "76a22b340814425b6a8b6e0c0bb81bcd162c458b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4cf7b0553e888026d96033c1abea95c911d2b239 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 18:01:41 -0800
Subject: [PATCH 2762/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235830290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98085565fe1..8277c77de4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb5dcede4f50c3185d9d1b208703c1cc5e8be131883f6e18c7ae74dc944a014f",
-    git_commit = "76a22b340814425b6a8b6e0c0bb81bcd162c458b",
+    sha256 = "e63c4e753c647dc75d4fb0d1d7664f7f81c544c79f31040a09f810bb3d4ac1f0",
+    git_commit = "b2de021c0e294e20e1e02e356770a3d3e43247a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3690cf5fc3f0e0e41f1f1525eef985138f2c547e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 19:01:48 -0800
Subject: [PATCH 2763/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235836988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8277c77de4a..fee29a41069 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e63c4e753c647dc75d4fb0d1d7664f7f81c544c79f31040a09f810bb3d4ac1f0",
-    git_commit = "b2de021c0e294e20e1e02e356770a3d3e43247a9",
+    sha256 = "db2eccdd240fd6935b44f1a090fa997c2568cd17034b2349fac67cf0aa5eba0b",
+    git_commit = "91d3b3add93dc530abb91b2e6a8913f55aefe867",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0b6c8418505182cfc8f0e96481a6195ca6a7d6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 20:01:44 -0800
Subject: [PATCH 2764/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235842802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fee29a41069..2b2986544d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db2eccdd240fd6935b44f1a090fa997c2568cd17034b2349fac67cf0aa5eba0b",
-    git_commit = "91d3b3add93dc530abb91b2e6a8913f55aefe867",
+    sha256 = "bc7bfafdc228514a3fbf90c27c34a2d277961ee9a90b4c05522de90fd1aecc50",
+    git_commit = "017ff8237239f794a899727365158323fb36e7f2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e71dbdf25db6ec1b4e80b24a5c2b3851d6b27671 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 22:02:03 -0800
Subject: [PATCH 2765/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235853925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b2986544d2..e88266f89a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc7bfafdc228514a3fbf90c27c34a2d277961ee9a90b4c05522de90fd1aecc50",
-    git_commit = "017ff8237239f794a899727365158323fb36e7f2",
+    sha256 = "2045e96156da27595508f2583f9c3c0e01d789e24dee72a419e156e72621ce16",
+    git_commit = "23f78239169810a542dfa853fa524460070db004",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d215c958e26477ae67aff4a70e6bce53e02d5da8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Feb 2019 23:01:47 -0800
Subject: [PATCH 2766/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235859038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e88266f89a4..610f905ba88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2045e96156da27595508f2583f9c3c0e01d789e24dee72a419e156e72621ce16",
-    git_commit = "23f78239169810a542dfa853fa524460070db004",
+    sha256 = "026cba181b90d3c672c437acf865043c1c8ddcae467942612f51b6399ee8cf32",
+    git_commit = "571e140e13577624c71f16ba7101680f8fbe70dd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2b4178d57a5a03f6043eb628615ee551f15debdc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 03:01:57 -0800
Subject: [PATCH 2767/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235886184
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 610f905ba88..433dc7db9e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "026cba181b90d3c672c437acf865043c1c8ddcae467942612f51b6399ee8cf32",
-    git_commit = "571e140e13577624c71f16ba7101680f8fbe70dd",
+    sha256 = "a376b83b6457cfff57f2fd1d2218d6b9b1f13873798798b9e3fda3d5d9aed502",
+    git_commit = "42092c5253be7d39d598a22f9d4169d25dbc72a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 428022e152982ad4ac6763a576ab03a8567d1f14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 04:02:53 -0800
Subject: [PATCH 2768/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235892283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 433dc7db9e9..b1d90cc0bea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a376b83b6457cfff57f2fd1d2218d6b9b1f13873798798b9e3fda3d5d9aed502",
-    git_commit = "42092c5253be7d39d598a22f9d4169d25dbc72a0",
+    sha256 = "2d706c24917dfb1b5ac94f8bc394d1a9f133ae2c5e2039fd3503bdc8873b48af",
+    git_commit = "31f770fa9fa8e32606fca7333349ce5c722fc199",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 32afda0d8998b8968ca82ba63f1dd05b12fd2d06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 08:02:09 -0800
Subject: [PATCH 2769/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235919822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1d90cc0bea..3c61bdc9d96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d706c24917dfb1b5ac94f8bc394d1a9f133ae2c5e2039fd3503bdc8873b48af",
-    git_commit = "31f770fa9fa8e32606fca7333349ce5c722fc199",
+    sha256 = "12b240ae81ae28d04ccaacb73db4a8f76b5dee6b1f0c840eaa51366a6eb8a7a0",
+    git_commit = "6deb1c30f9c961c8cf1504eca0a1b11f15922a85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2720c1fa959b38bc49f94bc8b18e2b16899bd8f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 10:02:02 -0800
Subject: [PATCH 2770/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235939814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c61bdc9d96..33b12e8f0b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12b240ae81ae28d04ccaacb73db4a8f76b5dee6b1f0c840eaa51366a6eb8a7a0",
-    git_commit = "6deb1c30f9c961c8cf1504eca0a1b11f15922a85",
+    sha256 = "c5f64f2f90c1505eccede288f0ff48cd52618151aa047f6329b7aee9b8eda97b",
+    git_commit = "423c4b9af1179b959082b2efa6d9f4b2dea492ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf6e3cd8ef58fb42632592de54beffbcb7fe725d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 11:02:24 -0800
Subject: [PATCH 2771/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235953050
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33b12e8f0b4..b209ebbb60e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5f64f2f90c1505eccede288f0ff48cd52618151aa047f6329b7aee9b8eda97b",
-    git_commit = "423c4b9af1179b959082b2efa6d9f4b2dea492ff",
+    sha256 = "1301aad185cd59396b4618904cd85993e3764852f587ee859b873745ead09d99",
+    git_commit = "e19750eea63fba54b1b955a081afa8ccf5574df3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c7313322af8940a6cb9ebf7b8ebe2c7d59e5a366 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 12:01:52 -0800
Subject: [PATCH 2772/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235965218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b209ebbb60e..f40c4c82a9e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1301aad185cd59396b4618904cd85993e3764852f587ee859b873745ead09d99",
-    git_commit = "e19750eea63fba54b1b955a081afa8ccf5574df3",
+    sha256 = "eeeb25dc350979115e9231fd20bdc2ae7ec6e6e23619b35970a1ab39e8fc099a",
+    git_commit = "a659294de6abcfc6115733282f8359c74832d57b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 916f317702293f78ac41e3fabfb42949fbcb08d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 13:01:44 -0800
Subject: [PATCH 2773/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235975941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f40c4c82a9e..a46eed43566 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eeeb25dc350979115e9231fd20bdc2ae7ec6e6e23619b35970a1ab39e8fc099a",
-    git_commit = "a659294de6abcfc6115733282f8359c74832d57b",
+    sha256 = "7ee95bc2c0639f7897e6dd82a2c5ef9ba34a1af7fff1ffc9364db2bff56ca0bc",
+    git_commit = "7eda28c730e6602528d7c8bb528918e538ba6d72",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 05111e1fd459d448e8d511f965d3a4570445e93d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 15:02:02 -0800
Subject: [PATCH 2774/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 235999601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a46eed43566..c7ec2019c0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ee95bc2c0639f7897e6dd82a2c5ef9ba34a1af7fff1ffc9364db2bff56ca0bc",
-    git_commit = "7eda28c730e6602528d7c8bb528918e538ba6d72",
+    sha256 = "7a9a19670e4157aa2da7d3baef56e70822d371cfa2a6af6e65202efc04984502",
+    git_commit = "c88385b4aac877c00df18148ffbba86846dd871b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 304319c9c324bbe2eb49773afd08334702200fcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 16:02:13 -0800
Subject: [PATCH 2775/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236011076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7ec2019c0d..cf83009a42f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a9a19670e4157aa2da7d3baef56e70822d371cfa2a6af6e65202efc04984502",
-    git_commit = "c88385b4aac877c00df18148ffbba86846dd871b",
+    sha256 = "66dd926638b9723169f1bd867479d2fa24c663dc9e5132d1d4ee1498272c843d",
+    git_commit = "963b4c574057c9b499a03954f5fa0675508333cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 103ddc0a32f40808385c92e36611a6fb173f37df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 17:01:47 -0800
Subject: [PATCH 2776/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236021616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf83009a42f..7c23d257a20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66dd926638b9723169f1bd867479d2fa24c663dc9e5132d1d4ee1498272c843d",
-    git_commit = "963b4c574057c9b499a03954f5fa0675508333cd",
+    sha256 = "02acdb0cd50f26c3e4a48d2659904b53c02cecdd177fcc25e21dff103ec220ed",
+    git_commit = "11799bd3c0c880063766dbed5c02ac386a7ce277",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0cf3bdfdb14889a150b7d785eb69732c7bdf3f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 18:01:47 -0800
Subject: [PATCH 2777/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236030924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c23d257a20..6193b608799 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02acdb0cd50f26c3e4a48d2659904b53c02cecdd177fcc25e21dff103ec220ed",
-    git_commit = "11799bd3c0c880063766dbed5c02ac386a7ce277",
+    sha256 = "7aa3d0340fe2e04906b9a6ae500529c7c66f976dd4a70e5fa6e78e5231e7b885",
+    git_commit = "08e48b61382f049fd35bdf45ced93f809512a7b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a4317662033ba67910b3c4ab6118794e2dc644c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 19:02:05 -0800
Subject: [PATCH 2778/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236037600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6193b608799..6fdb58aafd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7aa3d0340fe2e04906b9a6ae500529c7c66f976dd4a70e5fa6e78e5231e7b885",
-    git_commit = "08e48b61382f049fd35bdf45ced93f809512a7b9",
+    sha256 = "8dc788966c8420a069345b0d1115efd2cf3956d3ccfb5bf34004bc329519efe0",
+    git_commit = "27e990375dd248603cf1e7794c3ad23352b4ea44",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e665ff41793a2f6e926a1a22a4b7137dbbb4a952 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Wed, 27 Feb 2019 19:28:33 -0800
Subject: [PATCH 2779/8103] Update TF Serving 1.13.0 release notes.

PiperOrigin-RevId: 236040118
---
 RELEASE.md | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index f64e8bed6bc..e46df0df534 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,38 @@
+# Release 1.13.0
+
+## Major Features and Improvements
+
+* Support for TensorRT 5.0 (GPU docker image built against CUDA 10 and TensorRT 5.0)
+* Support for listening gRPC over UNIX socket (commit: a25b0dad3984d3b154db1144df9d3b447b19aae6)
+* New [GPU version of TensorFlow Serving API PIP package](https://pypi.org/project/tensorflow-serving-api-gpu/). This depends on the `tensorflow-gpu` instead of `tensorflow` PIP package, but is otherwise identical. (commit: 525c1af73ca543ce0165b3d22f0bbf21094fc443)
+* [TF Serving end-to-end colab](tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb)! Training with Keras, serving with TF Serving and REST API (commit: 1ff8aadf20d75294aa4d496a807320603c6887c6)
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Make error message for input size mismatch in `Predict` call even more actionable. (commit: 7237fb54c8d5898713e0bba7573add60cd19c25e)
+* Document how to use the version policy to pin a specific version, or serve multiple versions, of a model. (commit: 2724bfee911f1d2294a9ceb705bbd09a2701c344)
+* Document config reloading and model version labels. (commit: f4890afdc42f10f125cba64c3c2f2c01309ba2e2)
+* Fix the compile error on ARM-32 in net_http/server. (commit: 5446fd973de228693c1652acd4922dc4b177f77a)
+* Adds ModelSpec to SessionRunResponse. (commit: 58a22637ef5e3c50153eb42eff652137eb18c94a)
+* Add MKL support (commit: 8f792532bea10d82fd3c3b126412d0546f54ae28)
+* Fix default path of Prometheus metrics endpoint (commit: 9d05b0c17be47d3260ab58c2b9ac97e202699b96)
+* Add monitoring metrics for saved model (export_dir) warm up latency. (commit: de0935b64ec972879ae623aa4f438282a4281dcc)
+* Add more details/clarification to model version labels documentation. (commit: f9e6ac4d60a4044fc3b8c07719d0faaeae401dda)
+* Split `--tensorflow_session_parallelism` flag into two new flags: `--tensorflow_intra_op_parallelism` and `--tensorflow_inter_op_parallelism` (commit: 71092e448c5432f4411f7333a02b274f0a3cdd3f)
+* Update CPU Docker images to Ubuntu 18.04 (commit: 8023fba48c5b47a81fec25c17ba385a720650ef8)
+* Upgrade to Bazel 0.20.0 (commit: fc0b75f2e325a187794bf437ff3227510d261afb)
+* Update Python 2 scripts to be compatible with both Python 2 and 3 (commit: 846d443bb506f07242cd99347901f3ad5b7efe6a)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+Daniel Shi, Karthik Vadla, lapolonio, robert, Shintaro Murakami, Siju, Tom Forbes, Ville TöRhöNen
+
 # Release 1.12.0
 
 ## Major Features and Improvements

From ab7e71dfe8a65a8b51301734202517d232a5960f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 20:02:01 -0800
Subject: [PATCH 2780/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236043103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fdb58aafd5..ae157972aeb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dc788966c8420a069345b0d1115efd2cf3956d3ccfb5bf34004bc329519efe0",
-    git_commit = "27e990375dd248603cf1e7794c3ad23352b4ea44",
+    sha256 = "fbbaf5643699e385ee68793a798f71d2063f94c775f1b79e04f4ff4ca60b3990",
+    git_commit = "53b19b5106a10dbf4795534365d838daaac4091e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8f9756546f43a1d9c7b691a1052e05c2da1856ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Feb 2019 21:01:40 -0800
Subject: [PATCH 2781/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236048388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae157972aeb..bb673db9d57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbbaf5643699e385ee68793a798f71d2063f94c775f1b79e04f4ff4ca60b3990",
-    git_commit = "53b19b5106a10dbf4795534365d838daaac4091e",
+    sha256 = "f0978cb6f73705599d920e7f1e0887fb2a2dbee558abc1b79fc5ba01d6164dca",
+    git_commit = "3e21fe5faedab3a8258d344c8ad1cec2612a8aa8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cb84d6b2fd86b62fd69c2c00e6469a342dfbf6ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 12:02:32 -0800
Subject: [PATCH 2782/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236168595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb673db9d57..d1d56e9e02a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0978cb6f73705599d920e7f1e0887fb2a2dbee558abc1b79fc5ba01d6164dca",
-    git_commit = "3e21fe5faedab3a8258d344c8ad1cec2612a8aa8",
+    sha256 = "3b46204a0e0e0ea6c9148825acd0cf465684bd45d1660b6483952a7dfd2e1d80",
+    git_commit = "f9a5fdc6d8d8a2a5bafe08c8a9775753bada4d95",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 85a3de98aab0e046163c39edb068ca87d90f2280 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 13:01:54 -0800
Subject: [PATCH 2783/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236180958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1d56e9e02a..fe7fd16017f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b46204a0e0e0ea6c9148825acd0cf465684bd45d1660b6483952a7dfd2e1d80",
-    git_commit = "f9a5fdc6d8d8a2a5bafe08c8a9775753bada4d95",
+    sha256 = "20caf01a772e7c847900d784c7ad50912e908f82833423064df3e5de71f38ce9",
+    git_commit = "29c3a37307142a0c0e413e5c2d85d8797ff60e7b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 865c1c25b8832d4c0aced1a5fb23038d7838ecbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 14:01:55 -0800
Subject: [PATCH 2784/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236192817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe7fd16017f..3f3e14536ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20caf01a772e7c847900d784c7ad50912e908f82833423064df3e5de71f38ce9",
-    git_commit = "29c3a37307142a0c0e413e5c2d85d8797ff60e7b",
+    sha256 = "0e15ccf32a1eb2a2c3a1eb7f662f514a44934f4fd5bcca6093b3c16e257b8e44",
+    git_commit = "fec5b73955e39cdfa9d8ba710aaa7f555aa0c4e6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f754a878a6060fb5cfa3fa931868faa7775224b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 15:01:54 -0800
Subject: [PATCH 2785/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236204118
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f3e14536ff..54634875366 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e15ccf32a1eb2a2c3a1eb7f662f514a44934f4fd5bcca6093b3c16e257b8e44",
-    git_commit = "fec5b73955e39cdfa9d8ba710aaa7f555aa0c4e6",
+    sha256 = "23e8b6c44fde553046631a275cf608002d036c17a7732013c0602fa4c6e9541f",
+    git_commit = "a4a4d4bd0472d6e23cbfb11269da95504fd7b233",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 504e61cff9cf4f003c503bd5e7811109899f147d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 16:02:54 -0800
Subject: [PATCH 2786/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236215002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54634875366..8383f64b90d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23e8b6c44fde553046631a275cf608002d036c17a7732013c0602fa4c6e9541f",
-    git_commit = "a4a4d4bd0472d6e23cbfb11269da95504fd7b233",
+    sha256 = "7911529f5c7cf1b6c1f8a76d699e9c197e570631d1e9b725ea58c5d824cd8192",
+    git_commit = "21ec9b010d7ff97f49642d67709e01fcad7619e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1433f7a86d7fccbfaf0c7f65249c8668e36af35f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 17:02:17 -0800
Subject: [PATCH 2787/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236225287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8383f64b90d..fc2bb3204aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7911529f5c7cf1b6c1f8a76d699e9c197e570631d1e9b725ea58c5d824cd8192",
-    git_commit = "21ec9b010d7ff97f49642d67709e01fcad7619e4",
+    sha256 = "d22c153319a338eca55396b08514a07d4fdc29562d1ae8830fc30a18b8b6a4ca",
+    git_commit = "26ed3b23f2df9ad2e32e493cbd87ea3360481e00",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b7fc56616d9353632539f05fe9698590bfe359ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 18:02:48 -0800
Subject: [PATCH 2788/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236233744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc2bb3204aa..6e8058b01af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d22c153319a338eca55396b08514a07d4fdc29562d1ae8830fc30a18b8b6a4ca",
-    git_commit = "26ed3b23f2df9ad2e32e493cbd87ea3360481e00",
+    sha256 = "d01f067d8762cab669444eb4e409d376b599fdd817d68d662fd0ec8ffbde408c",
+    git_commit = "a472e8ee6fb706ce54e43639384ef3714d0c62ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aefc1c51fbcdf30cd7e718cbce3177375c9ea6e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 19:02:49 -0800
Subject: [PATCH 2789/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236240830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e8058b01af..82049c39b8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d01f067d8762cab669444eb4e409d376b599fdd817d68d662fd0ec8ffbde408c",
-    git_commit = "a472e8ee6fb706ce54e43639384ef3714d0c62ce",
+    sha256 = "01231c134097271df090225726b520cb8052f851eb1e2ee12f64d8bb5c1ab67c",
+    git_commit = "b06d8e846fe0d295898b035e372749e65cc01fe2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c68245aef4f2b48b889ccd9e1917df4ef5069be4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 20:02:29 -0800
Subject: [PATCH 2790/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236246811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82049c39b8f..ba869d33445 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01231c134097271df090225726b520cb8052f851eb1e2ee12f64d8bb5c1ab67c",
-    git_commit = "b06d8e846fe0d295898b035e372749e65cc01fe2",
+    sha256 = "92322426807e1502990bb5154678a5b0a6177466b5adee6840bec479f372a34d",
+    git_commit = "589fb0dfdb694d6318784e1523672fc2833b736d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3cd013b76f9590374e51fdd53a07391f9ceaf1ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 21:01:56 -0800
Subject: [PATCH 2791/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236252108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba869d33445..b89055dd5e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92322426807e1502990bb5154678a5b0a6177466b5adee6840bec479f372a34d",
-    git_commit = "589fb0dfdb694d6318784e1523672fc2833b736d",
+    sha256 = "57527e64466074c4ef31f2c992cb3e84e370fbd8748febfdca05acf0a447b25a",
+    git_commit = "67192f80d4c03eeb0a87c4f6361f2080447d2ee9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6bca32f371b37f11456503c5d757275a024dac0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 22:02:17 -0800
Subject: [PATCH 2792/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236257698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b89055dd5e9..0cf37752285 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57527e64466074c4ef31f2c992cb3e84e370fbd8748febfdca05acf0a447b25a",
-    git_commit = "67192f80d4c03eeb0a87c4f6361f2080447d2ee9",
+    sha256 = "cd642d0aebe9f2b0c3e6275237035774f8dbe26d684e7c5cc248e2acd00afbba",
+    git_commit = "191f3dbb5df3905c64a337af070f2e20829ee48e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0f6d956c34b31dfd920ec96dba2a8d748677f9e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Feb 2019 23:02:39 -0800
Subject: [PATCH 2793/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236262857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cf37752285..379bd28b9a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd642d0aebe9f2b0c3e6275237035774f8dbe26d684e7c5cc248e2acd00afbba",
-    git_commit = "191f3dbb5df3905c64a337af070f2e20829ee48e",
+    sha256 = "1a011702efb83050df3756a4b26407732c49b0c18ec74cbc3512e0191b6c6cc7",
+    git_commit = "542e6f3905d02974aa56b96133bc1e59d4c8d1ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5fb314ccb24ce60b59e8e333e8ca09842cfca6f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 00:02:19 -0800
Subject: [PATCH 2794/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236268477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 379bd28b9a6..2810ce61868 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a011702efb83050df3756a4b26407732c49b0c18ec74cbc3512e0191b6c6cc7",
-    git_commit = "542e6f3905d02974aa56b96133bc1e59d4c8d1ee",
+    sha256 = "8a2ab10e33cd02bbafa13ff2b2d705383096fd46489fc08e51ddc7c0bd7ba41e",
+    git_commit = "23d8e38f8728b7107d78a773e03f8b1a8166237a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aa2331292e2dc6a6505d70a3df45243ba2e4e311 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 02:02:19 -0800
Subject: [PATCH 2795/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236281831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2810ce61868..b63d3e029b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a2ab10e33cd02bbafa13ff2b2d705383096fd46489fc08e51ddc7c0bd7ba41e",
-    git_commit = "23d8e38f8728b7107d78a773e03f8b1a8166237a",
+    sha256 = "fedc0f93992aead0cabd3f3ceb4d3ad777a00abe8853a5c8434767c01f2b3d4d",
+    git_commit = "8cd79be185bb1a09b5745954cfb238b586bef601",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe64d01d1728e44d399b9443faf9ea2010da6cab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 03:02:36 -0800
Subject: [PATCH 2796/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236288095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b63d3e029b7..77290ab6a4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fedc0f93992aead0cabd3f3ceb4d3ad777a00abe8853a5c8434767c01f2b3d4d",
-    git_commit = "8cd79be185bb1a09b5745954cfb238b586bef601",
+    sha256 = "9c69a3182f689bdf3b619399817c0afed71bea3b9bc395e88c90939c6939002b",
+    git_commit = "26f24af01f4f02cdf9e60fee7da400277b4ab6ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6f1154680f6007c87ab9f275755767dd0ae5597 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 04:02:19 -0800
Subject: [PATCH 2797/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236293212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77290ab6a4a..468189c5c1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c69a3182f689bdf3b619399817c0afed71bea3b9bc395e88c90939c6939002b",
-    git_commit = "26f24af01f4f02cdf9e60fee7da400277b4ab6ff",
+    sha256 = "30904513b2dc2d94a115f9dab81041faff546351aad2ec581bd252463ab0e844",
+    git_commit = "0f6774024b0ad7143b390e3e7b196b879fbc6145",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3432e0a0effa6c2a88b58bda7668dbe38f6800df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 05:02:08 -0800
Subject: [PATCH 2798/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236298281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 468189c5c1e..0d4dd742ac7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30904513b2dc2d94a115f9dab81041faff546351aad2ec581bd252463ab0e844",
-    git_commit = "0f6774024b0ad7143b390e3e7b196b879fbc6145",
+    sha256 = "f31cd83be283f881c52833f30ec17f0e016ebbc9288166c095eb26ebc11668ac",
+    git_commit = "13c7c20f4fd24fd73275d2ca4306582ac85ce926",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d42ed22bb05228539ae5361179cc27a8f07c444d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 06:02:09 -0800
Subject: [PATCH 2799/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236303191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d4dd742ac7..3f2fa2b5036 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f31cd83be283f881c52833f30ec17f0e016ebbc9288166c095eb26ebc11668ac",
-    git_commit = "13c7c20f4fd24fd73275d2ca4306582ac85ce926",
+    sha256 = "d68bdc602311e238004782197f5a512f7386c273470c2127bc2e48c11c6b224f",
+    git_commit = "a9b386407034529769a7fc6f95e7aaf4c1c0a15f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 45ce401af9e9d6648a9d8bb8584c98b028893252 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 07:03:10 -0800
Subject: [PATCH 2800/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236308911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f2fa2b5036..3bd251ee66b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d68bdc602311e238004782197f5a512f7386c273470c2127bc2e48c11c6b224f",
-    git_commit = "a9b386407034529769a7fc6f95e7aaf4c1c0a15f",
+    sha256 = "8f95addeec36ccc3f5d2bbe55b54d931fddc0d3556096ce07d8b2cae0d7431ec",
+    git_commit = "d00fa72a0fba1775b385ccca24c7fa5a42f63ed1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 082e16ef7cbdaa7aee087e777ea9edd2839e441e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 11:03:11 -0800
Subject: [PATCH 2801/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236342138
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3bd251ee66b..c3a202e1b33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f95addeec36ccc3f5d2bbe55b54d931fddc0d3556096ce07d8b2cae0d7431ec",
-    git_commit = "d00fa72a0fba1775b385ccca24c7fa5a42f63ed1",
+    sha256 = "1a2a76133993996ce3b553e3b1a666c24aab38c4d341995d3517764ba0f5f3a7",
+    git_commit = "efcf00759d180c5558dc5cead2f2c66113f5a42c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6797a4dd737edfc99d397aad980128740cadba0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 12:03:40 -0800
Subject: [PATCH 2802/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236353242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3a202e1b33..e45a7a2ac95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a2a76133993996ce3b553e3b1a666c24aab38c4d341995d3517764ba0f5f3a7",
-    git_commit = "efcf00759d180c5558dc5cead2f2c66113f5a42c",
+    sha256 = "7e2a1008181e1f88c6ac761e29fe16e6532d07b2f3f12a6144d536225012ce42",
+    git_commit = "98074f8769ec822de7354c2ea63a198fbc009d0e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2b7c1c633f3ca54aef102e1e9bd6992123c1ed23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 13:03:02 -0800
Subject: [PATCH 2803/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236363258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e45a7a2ac95..363a353a27b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e2a1008181e1f88c6ac761e29fe16e6532d07b2f3f12a6144d536225012ce42",
-    git_commit = "98074f8769ec822de7354c2ea63a198fbc009d0e",
+    sha256 = "ff9e345688932e0e6cfd0775b792a97e410b0b05befd7389ddadb6ade90b8aef",
+    git_commit = "b02330ec037198726726cf339b165e7716085617",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 496742f53d02d5b0db84647998f380630925bfd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 14:03:15 -0800
Subject: [PATCH 2804/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236374147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 363a353a27b..16cc3527c57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff9e345688932e0e6cfd0775b792a97e410b0b05befd7389ddadb6ade90b8aef",
-    git_commit = "b02330ec037198726726cf339b165e7716085617",
+    sha256 = "21367006a4471697da8263e43061245d7c3d6bdc6c12f4211b7ffbd95cfcf4d0",
+    git_commit = "a31e317e8bb4a568b1b314953cf6db2a5d8f1431",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 592fa79ef9216c8053000f71bea4619db6e0a02a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Mar 2019 15:03:03 -0800
Subject: [PATCH 2805/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 236385013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16cc3527c57..55c0a25baef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21367006a4471697da8263e43061245d7c3d6bdc6c12f4211b7ffbd95cfcf4d0",
-    git_commit = "a31e317e8bb4a568b1b314953cf6db2a5d8f1431",
+    sha256 = "95f9897d008b3bed0ba34610dd39f0c36168ca00de54ebf08f827b5a37cab93f",
+    git_commit = "8fa58e776283de8d1e877fe6d57d6a3f6e4dc556",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7cced4b5b1de5ff0721b1f83d3e4bef8f4a80b26 Mon Sep 17 00:00:00 2001
From: blamb <blamb@google.com>
Date: Sun, 3 Mar 2019 01:19:02 -0800
Subject: [PATCH 2806/8103] Move TFX library docs into user guide.

PiperOrigin-RevId: 236518035
---
 tensorflow_serving/g3doc/_index.yaml          | 57 -------------------
 tensorflow_serving/g3doc/_toc.yaml            | 13 +----
 .../g3doc/{overview.md => architecture.md}    |  2 +-
 tensorflow_serving/g3doc/docker.md            | 25 +++++++-
 tensorflow_serving/g3doc/tutorials/README.md  |  3 +
 5 files changed, 30 insertions(+), 70 deletions(-)
 delete mode 100644 tensorflow_serving/g3doc/_index.yaml
 rename tensorflow_serving/g3doc/{overview.md => architecture.md} (99%)
 create mode 100644 tensorflow_serving/g3doc/tutorials/README.md

diff --git a/tensorflow_serving/g3doc/_index.yaml b/tensorflow_serving/g3doc/_index.yaml
deleted file mode 100644
index c55a5982438..00000000000
--- a/tensorflow_serving/g3doc/_index.yaml
+++ /dev/null
@@ -1,57 +0,0 @@
-book_path: /tfx/_book.yaml
-project_path: /tfx/_project.yaml
-description: <!--no description-->
-landing_page:
-  custom_css_path: /site-assets/css/style.css
-  nav: left
-  rows:
-  - classname: devsite-landing-row-100
-    heading: TensorFlow Serving for model deployment in production
-    items:
-    - description: >
-        TensorFlow Serving is a flexible, high-performance serving system for
-        machine learning models, designed for production environments. TensorFlow
-        Serving makes it easy to deploy new algorithms and experiments, while
-        keeping the same server architecture and APIs. TensorFlow Serving
-        provides out-of-the-box integration with TensorFlow models, but can be
-        easily extended to serve other types of models and data.
-      code_block: |
-        <pre class="prettyprint lang-bsh">
-        # Download the TensorFlow Serving Docker image and repo
-        <code class="devsite-terminal">docker pull tensorflow/serving</code><br/>
-        <code class="devsite-terminal">git clone https://github.com/tensorflow/serving</code>
-        # Location of demo models
-        <code class="devsite-terminal">TESTDATA="$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata"</code>
-
-        # Start TensorFlow Serving container and open the REST API port
-        <code class="devsite-terminal">docker run -t --rm -p 8501:8501 \
-           -v "$TESTDATA/saved_model_half_plus_two_cpu:/models/half_plus_two" \
-           -e MODEL_NAME=half_plus_two \
-           tensorflow/serving &</code>
-
-        # Query the model using the predict API
-        <code class="devsite-terminal">curl -d '{"instances": [1.0, 2.0, 5.0]}' \
-           -X POST http://localhost:8501/v1/models/half_plus_two:predict</code><br/>
-        # Returns => { "predictions": [2.5, 3.0, 4.5] }
-        </pre>
-        <p>For additional serving endpoints, see the <a href="./api_rest">Client REST API</a>.</p>
-
-  - classname: devsite-landing-row-cards
-    items:
-    - heading: "Serving ML Quickly with TensorFlow&nbsp;Serving and Docker"
-      image_path: /resources/images/tf-logo-card-16x9.png
-      path: https://medium.com/tensorflow/serving-ml-quickly-with-tensorflow-serving-and-docker-7df7094aa008
-      buttons:
-      - label: Read on TensorFlow blog
-        path: https://medium.com/tensorflow/serving-ml-quickly-with-tensorflow-serving-and-docker-7df7094aa008
-    - heading: "TensorFlow Serving at the Dev&nbsp;Summit"
-      youtube_id: q_IkJcPyNl0
-      buttons:
-      - label: Watch the video
-        path: https://www.youtube.com/watch?v=q_IkJcPyNl0
-    - heading: TensorFlow Serving on GitHub
-      image_path: /resources/images/github-card-16x9.png
-      path: https://github.com/tensorflow/serving
-      buttons:
-      - label: View on GitHub
-        path: https://github.com/tensorflow/serving
diff --git a/tensorflow_serving/g3doc/_toc.yaml b/tensorflow_serving/g3doc/_toc.yaml
index 9d3833abbbf..9c82857de1f 100644
--- a/tensorflow_serving/g3doc/_toc.yaml
+++ b/tensorflow_serving/g3doc/_toc.yaml
@@ -1,19 +1,12 @@
 toc:
-- heading: Quick Start
-- title: Use TensorFlow Serving with Docker
+- title: TensorFlow Serving with Docker
   path: /tfx/serving/docker
-
-- heading: Examples
-- title: Train and serve a model with REST
-  path: /tfx/serving/tutorials/Serving_REST_simple
-
-- heading: Understanding TensorFlow Serving
-- title: Overview
-  path: /tfx/serving/overview
 - title: Installation
   path: /tfx/serving/setup
 - title: Serve a TensorFlow model
   path: /tfx/serving/serving_basic
+- title: Architecture
+  path: /tfx/serving/architecture
 - title: Advanced model server configuration
   path: /tfx/serving/serving_config
 - title: Build a TensorFlow ModelServer
diff --git a/tensorflow_serving/g3doc/overview.md b/tensorflow_serving/g3doc/architecture.md
similarity index 99%
rename from tensorflow_serving/g3doc/overview.md
rename to tensorflow_serving/g3doc/architecture.md
index c24f59b0d9a..7afb9aa5c60 100644
--- a/tensorflow_serving/g3doc/overview.md
+++ b/tensorflow_serving/g3doc/architecture.md
@@ -1,4 +1,4 @@
-# Architecture Overview
+# Architecture
 
 TensorFlow Serving is a flexible, high-performance serving system for machine
 learning models, designed for production environments. TensorFlow Serving
diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 814268fdabf..c35ddfef160 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -1,9 +1,30 @@
-# Using TensorFlow Serving with Docker
+# TensorFlow Serving with Docker
 
 One of the easiest ways to get started using TensorFlow Serving is with
 [Docker](http://www.docker.com/).
 
-## Installing Docker
+<pre class="prettyprint lang-bsh">
+# Download the TensorFlow Serving Docker image and repo
+<code class="devsite-terminal">docker pull tensorflow/serving</code><br/>
+<code class="devsite-terminal">git clone https://github.com/tensorflow/serving</code>
+# Location of demo models
+<code class="devsite-terminal">TESTDATA="$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata"</code>
+
+# Start TensorFlow Serving container and open the REST API port
+<code class="devsite-terminal">docker run -t --rm -p 8501:8501 \
+    -v "$TESTDATA/saved_model_half_plus_two_cpu:/models/half_plus_two" \
+    -e MODEL_NAME=half_plus_two \
+    tensorflow/serving &</code>
+
+# Query the model using the predict API
+<code class="devsite-terminal">curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+    -X POST http://localhost:8501/v1/models/half_plus_two:predict</code><br/>
+# Returns => { "predictions": [2.5, 3.0, 4.5] }
+</pre>
+
+For additional serving endpoints, see the <a href="./api_rest">Client REST API</a>.
+
+## Install Docker
 
 General installation instructions are
 [on the Docker site](https://docs.docker.com/install/), but we give some quick
diff --git a/tensorflow_serving/g3doc/tutorials/README.md b/tensorflow_serving/g3doc/tutorials/README.md
new file mode 100644
index 00000000000..4ce6c94beed
--- /dev/null
+++ b/tensorflow_serving/g3doc/tutorials/README.md
@@ -0,0 +1,3 @@
+# TensorFlow Serving tutorials
+
+Tutorials moved to: https://github.com/tensorflow/tfx/tree/master/docs/tutorials

From d9b99a3efe4077a8936bd586b252486c8b24dd6f Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Mon, 4 Mar 2019 11:57:59 -0800
Subject: [PATCH 2807/8103] Allow multiple logging configs to be associated
 with a single model. This provides ability to a log request for a model to
 multiple sinks.

PiperOrigin-RevId: 236697350
---
 tensorflow_serving/core/BUILD                 |   4 +
 .../core/server_request_logger.cc             |  66 ++++------
 .../core/server_request_logger.h              |  19 +--
 .../core/server_request_logger_test.cc        | 118 ++++++++++++++----
 .../test_util/mock_server_request_logger.h    |   7 +-
 .../model_servers/server_core.cc              |   5 +-
 6 files changed, 142 insertions(+), 77 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index a3b15aae43b..e424882827d 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -824,12 +824,16 @@ cc_test(
         ":server_request_logger",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis:predict_proto",
+        "//tensorflow_serving/config:log_collector_config_proto",
         "//tensorflow_serving/config:logging_config_proto",
         "//tensorflow_serving/core/test_util:fake_log_collector",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
         "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index f3e3fd196d7..64cd8335b81 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -25,30 +25,6 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-namespace {
-
-// Validate the logging config map. For now only check for duplicate filename
-// prefixes and emit warnings.
-Status ValidateLoggingConfigMap(
-    const std::map<string, LoggingConfig>& logging_config_map) {
-  std::set<string> filename_prefixes;
-  for (const auto& model_and_logging_config : logging_config_map) {
-    const string& filename_prefix =
-        model_and_logging_config.second.log_collector_config()
-            .filename_prefix();
-    if (!gtl::InsertIfNotPresent(&filename_prefixes, filename_prefix)) {
-      // Each model's logs are supposed to be separated from each other,
-      // though there could be systems which can distinguish based on the
-      // model-spec in the logging proto, so we issue only a warning.
-      LOG(WARNING) << "Duplicate LogCollectorConfig::filename_prefix(): "
-                   << filename_prefix << ". Possibly a misconfiguration.";
-    }
-  }
-  return Status::OK();
-}
-
-}  // namespace
-
 // static
 Status ServerRequestLogger::Create(
     LoggerCreator request_logger_creator,
@@ -100,29 +76,30 @@ Status ServerRequestLogger::FindOrCreateLogger(
 }
 
 Status ServerRequestLogger::Update(
-    const std::map<string, LoggingConfig>& logging_config_map) {
+    const std::map<string, std::vector<LoggingConfig>>& logging_config_map) {
   if (!logging_config_map.empty() && !request_logger_creator_) {
     return errors::InvalidArgument("No request-logger-creator provided.");
   }
-  TF_RETURN_IF_ERROR(ValidateLoggingConfigMap(logging_config_map));
 
   // Those new maps will only contain loggers from logging_config_map and
   // replace the current versions further down.
-  std::unique_ptr<StringToRequestLoggerMap> new_model_to_logger_map(
-      new StringToRequestLoggerMap());
+  std::unique_ptr<StringToRequestLoggersMap> new_model_to_loggers_map(
+      new StringToRequestLoggersMap());
   StringToUniqueRequestLoggerMap new_config_to_logger_map;
 
   mutex_lock l(update_mu_);
 
   for (const auto& model_and_logging_config : logging_config_map) {
-    RequestLogger* logger;
-    TF_RETURN_IF_ERROR(FindOrCreateLogger(model_and_logging_config.second,
-                                          &new_config_to_logger_map, &logger));
-    const string& model_name = model_and_logging_config.first;
-    new_model_to_logger_map->emplace(std::make_pair(model_name, logger));
+    for (const auto& logging_config : model_and_logging_config.second) {
+      RequestLogger* logger;
+      TF_RETURN_IF_ERROR(FindOrCreateLogger(
+          logging_config, &new_config_to_logger_map, &logger));
+      const string& model_name = model_and_logging_config.first;
+      (*new_model_to_loggers_map)[model_name].push_back(logger);
+    }
   }
 
-  model_to_logger_map_.Update(std::move(new_model_to_logger_map));
+  model_to_loggers_map_.Update(std::move(new_model_to_loggers_map));
   // Any remaining loggers in config_to_logger_map_ will not be needed anymore
   // and destructed at this point.
   config_to_logger_map_ = std::move(new_config_to_logger_map);
@@ -134,18 +111,23 @@ Status ServerRequestLogger::Log(const google::protobuf::Message& request,
                                 const google::protobuf::Message& response,
                                 const LogMetadata& log_metadata) {
   const string& model_name = log_metadata.model_spec().name();
-  auto model_to_logger_map = model_to_logger_map_.get();
-  if (!model_to_logger_map || model_to_logger_map->empty()) {
-    VLOG(2) << "Request logger map is empty.";
+  auto model_to_loggers_map = model_to_loggers_map_.get();
+  if (!model_to_loggers_map || model_to_loggers_map->empty()) {
+    VLOG(2) << "Request loggers map is empty.";
     return Status::OK();
   }
-  auto found_it = model_to_logger_map->find(model_name);
-  if (found_it == model_to_logger_map->end()) {
-    VLOG(2) << "Cannot find request-logger for model: " << model_name;
+  auto found_it = model_to_loggers_map->find(model_name);
+  if (found_it == model_to_loggers_map->end()) {
+    VLOG(2) << "Cannot find request-loggers for model: " << model_name;
     return Status::OK();
   }
-  auto& request_logger = found_it->second;
-  return request_logger->Log(request, response, log_metadata);
+
+  Status status;
+  for (const auto& logger : found_it->second) {
+    // Note: Only first error will be tracked/returned.
+    status.Update(logger->Log(request, response, log_metadata));
+  }
+  return status;
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 8ac7f630d69..4f7a7162487 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -21,6 +21,7 @@ limitations under the License.
 #include <memory>
 #include <string>
 #include <unordered_map>
+#include <vector>
 
 #include "google/protobuf/message.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -57,9 +58,12 @@ class ServerRequestLogger {
   // request_logger_creator, this will return an error if a non-empty
   // logging_config_map is passed in.
   virtual Status Update(
-      const std::map<string, LoggingConfig>& logging_config_map);
+      const std::map<string, std::vector<LoggingConfig>>& logging_config_map);
 
   // Similar to RequestLogger::Log().
+  //
+  // If request is logged/written to multiple sinks, we return error from
+  // the first failed write (and continue attempting to write to all).
   virtual Status Log(const google::protobuf::Message& request,
                      const google::protobuf::Message& response,
                      const LogMetadata& log_metadata);
@@ -68,7 +72,8 @@ class ServerRequestLogger {
   explicit ServerRequestLogger(LoggerCreator request_logger_creator);
 
  private:
-  using StringToRequestLoggerMap = std::unordered_map<string, RequestLogger*>;
+  using StringToRequestLoggersMap =
+      std::unordered_map<string, std::vector<RequestLogger*>>;
   using StringToUniqueRequestLoggerMap =
       std::unordered_map<string, std::unique_ptr<RequestLogger>>;
 
@@ -85,15 +90,15 @@ class ServerRequestLogger {
 
   // Mutex to ensure concurrent calls to Update() are serialized.
   mutable mutex update_mu_;
-  // A map from serialized model config to its corresponding RequestLogger.
-  // If two models have the same logging config, they will share the
-  // RequestLogger.
+  // A map from serialized model logging config to its corresponding
+  // RequestLogger. If two models have the same logging config, they
+  // will share the RequestLogger.
   // This is only used during calls to Update().
   StringToUniqueRequestLoggerMap config_to_logger_map_;
 
-  // A map from model_name to its corresponding RequestLogger.
+  // A map from model_name to its corresponding RequestLoggers.
   // The RequestLoggers are owned by config_to_logger_map_.
-  FastReadDynamicPtr<StringToRequestLoggerMap> model_to_logger_map_;
+  FastReadDynamicPtr<StringToRequestLoggersMap> model_to_loggers_map_;
 
   LoggerCreator request_logger_creator_;
 };
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 28920f8fdba..2ea79091631 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -15,13 +15,16 @@ limitations under the License.
 
 #include "tensorflow_serving/core/server_request_logger.h"
 
+#include <functional>
 #include <memory>
 #include <unordered_map>
+#include <vector>
 
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/strings/str_cat.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -53,14 +56,27 @@ LogCollectorConfig CreateLogCollectorConfig(const string& type,
 }
 
 std::pair<string, LoggingConfig> CreateLoggingConfigForModel(
-    const string& model_name) {
+    const string& model_name, const string& log_filename_suffix = "") {
+  string filename_prefix = absl::StrCat("/file/", model_name);
+  if (!log_filename_suffix.empty()) {
+    absl::StrAppend(&filename_prefix, "-", log_filename_suffix);
+  }
   LoggingConfig logging_config;
   *logging_config.mutable_log_collector_config() =
-      CreateLogCollectorConfig("", strings::StrCat("/file/", model_name));
+      CreateLogCollectorConfig("", filename_prefix);
   logging_config.mutable_sampling_config()->set_sampling_rate(1.0);
   return {model_name, logging_config};
 }
 
+std::map<string, std::vector<LoggingConfig>> CreateLoggingConfigMap(
+    const std::vector<std::pair<string, LoggingConfig>>& model_configs) {
+  std::map<string, std::vector<LoggingConfig>> config_map;
+  for (const auto& model_config : model_configs) {
+    config_map[model_config.first].push_back(model_config.second);
+  }
+  return config_map;
+}
+
 class ServerRequestLoggerTest : public ::testing::Test {
  protected:
   ServerRequestLoggerTest() {
@@ -86,7 +102,7 @@ class ServerRequestLoggerTest : public ::testing::Test {
                                         std::unique_ptr<google::protobuf::Message>* log) {
                 *log = std::unique_ptr<google::protobuf::Any>(
                     new google::protobuf::Any());
-                return Status::OK();
+                return request_logger_status_cb_();
               }));
           *request_logger = std::move(mock_request_logger);
           return Status::OK();
@@ -117,6 +133,9 @@ class ServerRequestLoggerTest : public ::testing::Test {
   mutable mutex m_;
   int created_logger_counter_ = 0;
   int deleted_logger_counter_ = 0;
+  std::function<Status()> request_logger_status_cb_ = []() {
+    return Status::OK();
+  };
   std::unordered_map<string, FakeLogCollector*> log_collector_map_;
   std::unique_ptr<ServerRequestLogger> server_request_logger_;
 };
@@ -130,9 +149,8 @@ TEST_F(ServerRequestLoggerTest, Empty) {
 }
 
 TEST_F(ServerRequestLoggerTest, AbsentModel) {
-  std::map<string, LoggingConfig> model_logging_configs;
-  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
-  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  TF_ASSERT_OK(server_request_logger_->Update(
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0")})));
   LogMetadata log_metadata;
   auto* const model_spec = log_metadata.mutable_model_spec();
   model_spec->set_name("absent_model");
@@ -143,10 +161,9 @@ TEST_F(ServerRequestLoggerTest, AbsentModel) {
 }
 
 TEST_F(ServerRequestLoggerTest, MultipleModels) {
-  std::map<string, LoggingConfig> model_logging_configs;
-  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
-  model_logging_configs.insert(CreateLoggingConfigForModel("model1"));
-  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  TF_ASSERT_OK(server_request_logger_->Update(
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0"),
+                              CreateLoggingConfigForModel("model1")})));
 
   LogMetadata log_metadata0;
   auto* const model_spec0 = log_metadata0.mutable_model_spec();
@@ -168,8 +185,8 @@ TEST_F(ServerRequestLoggerTest, MultipleModels) {
 }
 
 TEST_F(ServerRequestLoggerTest, CreateAndDeleteLogger) {
-  std::map<string, LoggingConfig> model_logging_configs;
-  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
+  auto model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0")});
   TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
   EXPECT_EQ(1, created_logger_counter());
   EXPECT_EQ(0, deleted_logger_counter());
@@ -181,14 +198,15 @@ TEST_F(ServerRequestLoggerTest, CreateAndDeleteLogger) {
 }
 
 TEST_F(ServerRequestLoggerTest, CreateAndModifyLogger) {
-  std::map<string, LoggingConfig> model_logging_configs;
-  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
+  auto model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0")});
   TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
   EXPECT_EQ(1, created_logger_counter());
   EXPECT_EQ(0, deleted_logger_counter());
 
-  model_logging_configs["model0"].mutable_sampling_config()->set_sampling_rate(
-      0.17);
+  model_logging_configs["model0"][0]
+      .mutable_sampling_config()
+      ->set_sampling_rate(0.17);
 
   TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
   EXPECT_EQ(2, created_logger_counter());
@@ -196,23 +214,77 @@ TEST_F(ServerRequestLoggerTest, CreateAndModifyLogger) {
 }
 
 TEST_F(ServerRequestLoggerTest, SameConfigForTwoModelsCreatesOneLogger) {
-  std::map<string, LoggingConfig> model_logging_configs;
   std::pair<string, LoggingConfig> model_and_config1 =
       CreateLoggingConfigForModel("model");
   std::pair<string, LoggingConfig> model_and_config2 = {
       "model2", model_and_config1.second};
-  model_logging_configs.insert(model_and_config1);
-  model_logging_configs.insert(model_and_config2);
-  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  TF_ASSERT_OK(server_request_logger_->Update(
+      CreateLoggingConfigMap({model_and_config1, model_and_config2})));
 
   EXPECT_EQ(1, created_logger_counter());
   EXPECT_EQ(0, deleted_logger_counter());
 }
 
+TEST_F(ServerRequestLoggerTest, MultipleConfigForOneModel) {
+  TF_ASSERT_OK(server_request_logger_->Update(CreateLoggingConfigMap(
+      {CreateLoggingConfigForModel("model0"),
+       CreateLoggingConfigForModel("model0", "infra")})));
+  EXPECT_EQ(2, created_logger_counter());
+  EXPECT_EQ(0, deleted_logger_counter());
+}
+
+TEST_F(ServerRequestLoggerTest, MultipleLoggersForOneModel) {
+  TF_ASSERT_OK(server_request_logger_->Update(CreateLoggingConfigMap(
+      {CreateLoggingConfigForModel("model0"),
+       CreateLoggingConfigForModel("model0", "infra")})));
+
+  LogMetadata log_metadata0;
+  auto* const model_spec0 = log_metadata0.mutable_model_spec();
+  model_spec0->set_name("model0");
+  TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
+                                           log_metadata0));
+  ASSERT_EQ(2, log_collector_map_.size());
+  EXPECT_EQ(1, log_collector_map_["/file/model0"]->collect_count());
+  EXPECT_EQ(1, log_collector_map_["/file/model0-infra"]->collect_count());
+
+  LogMetadata log_metadata1;
+  auto* const model_spec = log_metadata1.mutable_model_spec();
+  model_spec->set_name("model1");
+  TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
+                                           log_metadata1));
+  ASSERT_EQ(2, log_collector_map_.size());
+  EXPECT_EQ(1, log_collector_map_["/file/model0"]->collect_count());
+  EXPECT_EQ(1, log_collector_map_["/file/model0-infra"]->collect_count());
+  EXPECT_EQ(log_collector_map_.end(), log_collector_map_.find("/file/model1"));
+}
+
+TEST_F(ServerRequestLoggerTest, MultipleLoggersOneModelErrors) {
+  TF_ASSERT_OK(server_request_logger_->Update(CreateLoggingConfigMap(
+      {CreateLoggingConfigForModel("model0"),
+       CreateLoggingConfigForModel("model0", "infra")})));
+
+  // Inject errors for all Log() calls.
+  int req_count = 0;
+  request_logger_status_cb_ = [&]() {
+    return errors::InvalidArgument(absl::StrCat(req_count++));
+  };
+
+  LogMetadata log_metadata0;
+  auto* const model_spec0 = log_metadata0.mutable_model_spec();
+  model_spec0->set_name("model0");
+  EXPECT_EQ(errors::InvalidArgument("0"),
+            server_request_logger_->Log(PredictRequest(), PredictResponse(),
+                                        log_metadata0));
+
+  ASSERT_EQ(2, log_collector_map_.size());
+  EXPECT_EQ(0, log_collector_map_["/file/model0"]->collect_count());
+  EXPECT_EQ(0, log_collector_map_["/file/model0-infra"]->collect_count());
+}
+
 TEST_F(ServerRequestLoggerTest, MultipleUpdatesSingleCreation) {
-  std::map<string, LoggingConfig> model_logging_configs;
-  model_logging_configs.insert(CreateLoggingConfigForModel("model0"));
-  model_logging_configs.insert(CreateLoggingConfigForModel("model1"));
+  const auto& model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0"),
+                              CreateLoggingConfigForModel("model1")});
   for (int i = 0; i < 100; i++) {
     TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
   }
diff --git a/tensorflow_serving/core/test_util/mock_server_request_logger.h b/tensorflow_serving/core/test_util/mock_server_request_logger.h
index 7460c39c059..0104a0e285b 100644
--- a/tensorflow_serving/core/test_util/mock_server_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_server_request_logger.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_SERVER_REQUEST_LOGGER_H_
 
 #include <string>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include "tensorflow_serving/core/server_request_logger.h"
@@ -29,9 +30,9 @@ class MockServerRequestLogger : public ServerRequestLogger {
  public:
   MockServerRequestLogger() : ServerRequestLogger({}) {}
 
-  MOCK_METHOD1(
-      Update,
-      Status(const std::map<string, LoggingConfig>& logging_config_map));
+  MOCK_METHOD1(Update,
+               Status(const std::map<string, std::vector<LoggingConfig>>&
+                          logging_config_map));
 
   MOCK_METHOD3(Log, Status(const google::protobuf::Message& request,
                            const google::protobuf::Message& response,
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 4c29f0587b4..66d41a0eb75 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 
 #include <utility>
+#include <vector>
 
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/wrappers.pb.h"
@@ -411,11 +412,11 @@ Status ServerCore::MaybeUpdateServerRequestLogger(
   }
 
   if (config_case == ModelServerConfig::kModelConfigList) {
-    std::map<string, LoggingConfig> logging_config_map;
+    std::map<string, std::vector<LoggingConfig>> logging_config_map;
     for (const auto& model_config : config_.model_config_list().config()) {
       if (model_config.has_logging_config()) {
         logging_config_map.insert(
-            {model_config.name(), model_config.logging_config()});
+            {model_config.name(), {model_config.logging_config()}});
       }
     }
     return options_.server_request_logger->Update(logging_config_map);

From d233a82e0a569d5ccd23a0cbada8099644698dc6 Mon Sep 17 00:00:00 2001
From: "G. Hussain Chinoy" <ghchinoy@gmail.com>
Date: Wed, 6 Mar 2019 16:27:20 -0700
Subject: [PATCH 2808/8103] Updates README with link to architecture overview

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 43f7b604a0f..7dfc0a93bb5 100644
--- a/README.md
+++ b/README.md
@@ -52,5 +52,5 @@ See [install instructions](tensorflow_serving/g3doc/setup.md).
 
 ## For more information
 
-* [Serving architecture overview](tensorflow_serving/g3doc/overview.md)
+* [Serving architecture overview](tensorflow_serving/g3doc/architecture.md)
 * [TensorFlow website](http://tensorflow.org)

From cbf3fce754b24ea1df088de8354961912692751a Mon Sep 17 00:00:00 2001
From: mingmingl <mingmingl@google.com>
Date: Fri, 8 Mar 2019 15:04:40 -0800
Subject: [PATCH 2809/8103] Correct one typo in directory path.

PiperOrigin-RevId: 237526735
---
 tensorflow_serving/g3doc/api_rest.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 058f58dfbbb..093acff4a22 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -414,7 +414,7 @@ Start the ModelServer with `--rest_api_port` option to export REST API endpoint:
 ```shell
 $ tensorflow_model_server --rest_api_port=8501 \
    --model_name=half_plus_three \
-   --model_base_path=$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/
+   --model_base_path=$(pwd)/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/
 ```
 
 ### Make REST API calls to ModelServer

From dd59021d3f807f23390afa8a2bc34a6f7029ed24 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 8 Mar 2019 15:32:58 -0800
Subject: [PATCH 2810/8103] Add -o option, to pass params to `docker` command.

PiperOrigin-RevId: 237531813
---
 tools/run_in_docker.sh | 18 +++++++++++++-----
 1 file changed, 13 insertions(+), 5 deletions(-)

diff --git a/tools/run_in_docker.sh b/tools/run_in_docker.sh
index 54a912be7f5..ee64f6ed830 100755
--- a/tools/run_in_docker.sh
+++ b/tools/run_in_docker.sh
@@ -39,7 +39,7 @@ set -e
 function usage() {
   local progname=$(basename $0)
   echo "Usage:"
-  echo "  ${progname} [-d <docker-image-name>] <command> [args ...]"
+  echo "  ${progname} [-d <docker-image-name>] [-o <docker-run-options>] <command> [args ...]"
   echo ""
   echo "Examples:"
   echo "  ${progname} bazel build tensorflow_serving/model_servers:tensorflow_model_server"
@@ -68,13 +68,21 @@ function get_python_cmd() {
 }
 
 (( $# < 1 )) && usage
-[[ "$1" = "-"* ]] && [[ "$1" != "-d" ]] && usage
 
 IMAGE="tensorflow/serving:nightly-devel"
-[[ "$1" = "-d" ]] && IMAGE=$2 && shift 2 || true
-[[ "${IMAGE}" = "" ]] && usage
+RUN_OPTS=()
+while [[ $# > 1 ]]; do
+  case "$1" in
+    -d)
+      IMAGE="$2"; shift 2;;
+    -o)
+      RUN_OPTS=($2); shift 2;;
+    *)
+      break;;
+  esac
+done
 
-RUN_OPTS=(--rm -it --network=host)
+RUN_OPTS+=(--rm -it --network=host)
 # Map the working directory and /tmp to allow scripts/binaries to run and also
 # output data that might be used by other scripts/binaries
 RUN_OPTS+=("-v $(pwd):$(pwd)")

From 7acaec7c594cddfe2f06b6536c579b1b58078807 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Mar 2019 17:42:45 -0800
Subject: [PATCH 2811/8103] Change SerializedExampleListWithContext dependency.

PiperOrigin-RevId: 237551105
---
 tensorflow_serving/apis/internal/BUILD | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 1e46511dec1..6416d42000f 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -15,6 +15,10 @@ serving_proto_library(
     name = "serialized_input_proto",
     srcs = ["serialized_input.proto"],
     cc_api_version = 2,
+    visibility = [
+        "//tensorflow_serving:internal",
+        "@org_tensorflow//tensorflow_ranking/google:__pkg__",
+    ],
     deps = [
     ],
 )

From e384bf406a5411a0539973c4c3aa13f0f889ebb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Mar 2019 12:12:53 -0700
Subject: [PATCH 2812/8103] Add servable_name to debugging log.

PiperOrigin-RevId: 238068691
---
 tensorflow_serving/core/aspired_versions_manager.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index b5e1059ecf3..738fd33f4b1 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -238,7 +238,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
 
   {
     mutex_lock l(pending_aspired_versions_requests_mu_);
-    VLOG(1) << "Enqueueing aspired versions request: "
+    VLOG(1) << "Enqueueing aspired versions request: " << servable_name << ": "
             << ServableVersionsDebugString(versions);
     pending_aspired_versions_requests_[string(servable_name)] =
         std::move(versions);
@@ -248,7 +248,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
 void AspiredVersionsManager::ProcessAspiredVersionsRequest(
     const StringPiece servable_name,
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
-  VLOG(1) << "Processing aspired versions request: "
+  VLOG(1) << "Processing aspired versions request: " << servable_name << ": "
           << ServableVersionsDebugString(versions);
 
   const std::set<int64> next_aspired_versions = GetVersionNumbers(versions);

From fa9752fde1b24ec4d49578071cedb9eeb543cd24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Mar 2019 09:51:00 -0700
Subject: [PATCH 2813/8103] Replace default_python_version with python_version.

PiperOrigin-RevId: 239004018
---
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 543637eb666..1e8c59b0e9c 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,7 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    default_python_version = "PY3",
+    python_version = "PY3",
     srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",

From a316dfb3bbaf7aff5afa4663ad679f46d431a6b3 Mon Sep 17 00:00:00 2001
From: mingmingl <mingmingl@google.com>
Date: Wed, 20 Mar 2019 11:59:37 -0700
Subject: [PATCH 2814/8103] Switch back to default_python_version() for bazel
 0.20.0 compatibility.

PiperOrigin-RevId: 239445736
---
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 1e8c59b0e9c..543637eb666 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,7 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    python_version = "PY3",
+    default_python_version = "PY3",
     srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",

From f04e583a6a700a4943a57b6758b3e131b0865e97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Mar 2019 14:37:00 -0700
Subject: [PATCH 2815/8103] Stop using reader locks (tf_shared_lock) on the
 read path of FastReadDynamicPtr.

For use cases where readers do very little work, the extra contention induced
by taking read locks (CAS looping on reader count) can make things slower than
just regular mutex locking. For use cases with a modest amount of work
(representative of model server use cases), our benchmarks found the best case
scenario to be about even.

PiperOrigin-RevId: 239477077
---
 tensorflow_serving/util/BUILD                 |  3 ++-
 .../util/fast_read_dynamic_ptr.h              |  5 ++++-
 .../util/fast_read_dynamic_ptr_benchmark.cc   | 21 ++++++++++---------
 3 files changed, 17 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index f793ebe81d1..efc1087c177 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -148,10 +148,11 @@ cc_test(
     srcs = ["fast_read_dynamic_ptr_benchmark.cc"],
     deps = [
         ":fast_read_dynamic_ptr",
+        "@com_google_absl//absl/time",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
     ],
 )
 
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index 5ec0fc386ac..6ba95274f77 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -204,7 +204,10 @@ std::unique_ptr<T> FastReadDynamicPtr<T>::Update(std::unique_ptr<T> object) {
 
 template <typename T>
 typename FastReadDynamicPtr<T>::ReadPtr FastReadDynamicPtr<T>::get() const {
-  tf_shared_lock lock(mutex_);
+  // Note: tf_shared_lock (a reader/writer lock vs a normal mutex lock) was
+  // found to generally perform worse in our benchmarks. Before changing this
+  // back to a reader lock, please do careful benchmarks.
+  mutex_lock lock(mutex_);
   return object_->reference();
 }
 
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 5ce49c4d394..61af6f0943c 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -38,6 +38,8 @@ limitations under the License.
 #include <memory>
 #include <string>
 
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/threadpool.h"
@@ -50,8 +52,12 @@ limitations under the License.
 
 namespace tensorflow {
 namespace serving {
+namespace {
 
-typedef FastReadDynamicPtr<int> FastReadIntPtr;
+using FastReadIntPtr = FastReadDynamicPtr<int>;
+
+// The amount of time to sleep for the cases where we simulate doing work.
+constexpr absl::Duration kWorkSleepTime = absl::Milliseconds(5);
 
 // This class maintains all state for a benchmark and handles the concurrency
 // concerns around the concurrent read and update threads.
@@ -146,17 +152,11 @@ void BenchmarkState::RunBenchmarkReads(int iters) {
 
   for (int i = 0; i < iters; i++) {
     std::shared_ptr<const int> current = fast_ptr_.get();
+    int bigger = *current + 1;
+    testing::DoNotOptimize(bigger);
     if (do_work_) {
-      // Let's do some work, so that we are not just measuring contention in the
-      // mutex.
-      float count = 0;
-      for (int i = 1; i < 10000; ++i) {
-        count *= i;
-      }
-      CHECK_GE(count, 0);
+      absl::SleepFor(kWorkSleepTime);
     }
-    // Prevent compiler optimizing this away.
-    CHECK(*current != INT_MAX);
   }
 }
 
@@ -252,6 +252,7 @@ BENCHMARK(BM_NoWork_FrequentUpdates_Reads)
     ->Arg(32)
     ->Arg(64);
 
+}  // namespace
 }  // namespace serving
 }  // namespace tensorflow
 

From 5456ac57343a7962450eb80e9d4870dcb4b31ed4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2019 00:43:53 -0700
Subject: [PATCH 2816/8103] Clarify which model is being initialized.

PiperOrigin-RevId: 239549766
---
 .../servables/tensorflow/saved_model_warmup.cc             | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 9d1d81b98dd..2fa46116141 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -103,6 +103,7 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
     return Status::OK();
   }
 
+  LOG(INFO) << "Starting to read warmup data for model at " << warmup_path;
   std::unique_ptr<tensorflow::RandomAccessFile> tf_record_file;
   TF_RETURN_IF_ERROR(tensorflow::Env::Default()->NewRandomAccessFile(
       warmup_path, &tf_record_file));
@@ -132,8 +133,9 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
     status = tf_record_file_reader->ReadRecord(&record);
   }
 
+  const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
   model_warm_up_latency->GetCell(export_dir, status.ToString())
-      ->Add(GetLatencyMicroseconds(start_microseconds));
+      ->Add(warmup_latency);
 
   // OUT_OF_RANGE error means EOF was reached, do not return error in this case
   if (!errors::IsOutOfRange(status)) {
@@ -141,7 +143,8 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
   }
 
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
-            << ". Number of warmup records read: " << num_warmup_records << ".";
+            << ". Number of warmup records read: " << num_warmup_records
+            << ". Elapsed time (microseconds): " << warmup_latency << ".";
   return Status::OK();
 }
 

From 6320701645d5aeceac49a4f02cc629159559f143 Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Thu, 21 Mar 2019 14:53:01 -0700
Subject: [PATCH 2817/8103] Add saved model tags to logging metadata. These
 tags are used by the model server to load the relevant metagraphdef for the
 model from its on-disk SavedModel directory (note, presently these tags are
 configured at the model server level, causing these to be applied to ALL the
 models loaded on the server process).

Adding these tags, will allow us to identify queries destined to
specific graphdef. Notably, it allows us to distinguish between
queries sent to CPU/GPU/TPU models. This is required as same
model name can be used across multiple hardware platforms (though
the graphdef loaded will be different based on the tag).

PiperOrigin-RevId: 239678955
---
 tensorflow_serving/core/BUILD                          |  2 ++
 tensorflow_serving/core/logging.proto                  |  5 ++++-
 tensorflow_serving/core/request_logger.cc              |  7 +++++++
 tensorflow_serving/core/request_logger.h               |  3 +++
 tensorflow_serving/core/request_logger_test.cc         | 10 +++++++++-
 tensorflow_serving/core/server_request_logger_test.cc  |  4 +++-
 .../core/test_util/mock_request_logger.h               |  5 ++++-
 tensorflow_serving/model_servers/server_core_test.cc   |  4 +++-
 8 files changed, 35 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index e424882827d..105c892f67f 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -791,6 +791,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@protobuf_archive//:protobuf",
     ],
@@ -831,6 +832,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
         "@protobuf_archive//:cc_wkt_protos",
diff --git a/tensorflow_serving/core/logging.proto b/tensorflow_serving/core/logging.proto
index a8c756f310c..6298bb4b244 100644
--- a/tensorflow_serving/core/logging.proto
+++ b/tensorflow_serving/core/logging.proto
@@ -1,14 +1,17 @@
 syntax = "proto3";
 
 package tensorflow.serving;
-option cc_enable_arenas = true;
 
 import "tensorflow_serving/apis/model.proto";
 import "tensorflow_serving/config/logging_config.proto";
 
+option cc_enable_arenas = true;
+
 // Metadata logged along with the request logs.
 message LogMetadata {
   ModelSpec model_spec = 1;
   SamplingConfig sampling_config = 2;
+  // List of tags used to load the relevant MetaGraphDef from SavedModel.
+  repeated string saved_model_tags = 3;
   // TODO(b/33279154): Add more metadata as mentioned in the bug.
 }
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 8474957e44f..6db237aa955 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/core/request_logger.h"
 
 #include <random>
+#include <vector>
 
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -35,8 +36,10 @@ auto* request_log_count = monitoring::Counter<2>::New(
 }
 
 RequestLogger::RequestLogger(const LoggingConfig& logging_config,
+                             const std::vector<string>& saved_model_tags,
                              std::unique_ptr<LogCollector> log_collector)
     : logging_config_(logging_config),
+      saved_model_tags_(saved_model_tags),
       log_collector_(std::move(log_collector)),
       uniform_sampler_() {}
 
@@ -48,6 +51,10 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
   LogMetadata log_metadata_with_config = log_metadata;
   *log_metadata_with_config.mutable_sampling_config() =
       logging_config_.sampling_config();
+  if (!saved_model_tags_.empty()) {
+    *log_metadata_with_config.mutable_saved_model_tags() = {
+        saved_model_tags_.begin(), saved_model_tags_.end()};
+  }
   if (uniform_sampler_.Sample(sampling_rate)) {
     const auto status = [&]() {
       std::unique_ptr<google::protobuf::Message> log;
diff --git a/tensorflow_serving/core/request_logger.h b/tensorflow_serving/core/request_logger.h
index de9754d844f..de0c3293c99 100644
--- a/tensorflow_serving/core/request_logger.h
+++ b/tensorflow_serving/core/request_logger.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_CORE_REQUEST_LOGGER_H_
 
 #include <random>
+#include <vector>
 
 #include "google/protobuf/message.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -32,6 +33,7 @@ namespace serving {
 class RequestLogger {
  public:
   RequestLogger(const LoggingConfig& logging_config,
+                const std::vector<string>& saved_model_tags,
                 std::unique_ptr<LogCollector> log_collector);
 
   virtual ~RequestLogger() = default;
@@ -68,6 +70,7 @@ class RequestLogger {
   };
 
   const LoggingConfig logging_config_;
+  const std::vector<string> saved_model_tags_;
   std::unique_ptr<LogCollector> log_collector_;
   UniformSampler uniform_sampler_;
 };
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index 1ece4ef79d5..c2ba4cfd3a2 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -45,6 +46,8 @@ using ::testing::Invoke;
 using ::testing::NiceMock;
 using ::testing::Return;
 
+constexpr char kSavedModelTags[] = "server,tpu";
+
 class RequestLoggerTest : public ::testing::Test {
  protected:
   RequestLoggerTest() {
@@ -52,9 +55,12 @@ class RequestLoggerTest : public ::testing::Test {
     logging_config.mutable_sampling_config()->set_sampling_rate(1.0);
     log_collector_ = new NiceMock<MockLogCollector>();
     request_logger_ = std::unique_ptr<NiceMock<MockRequestLogger>>(
-        new NiceMock<MockRequestLogger>(logging_config, log_collector_));
+        new NiceMock<MockRequestLogger>(logging_config, model_tags_,
+                                        log_collector_));
   }
 
+  const std::vector<string> model_tags_ = {kSavedModelTagServe,
+                                           kSavedModelTagTpu};
   NiceMock<MockLogCollector>* log_collector_;
   std::unique_ptr<NiceMock<MockRequestLogger>> request_logger_;
 };
@@ -83,6 +89,8 @@ TEST_F(RequestLoggerTest, Simple) {
                     test_util::EqualsProto(PredictResponse()));
         LogMetadata expected_log_metadata = log_metadata;
         expected_log_metadata.mutable_sampling_config()->set_sampling_rate(1.0);
+        *expected_log_metadata.mutable_saved_model_tags() = {
+            model_tags_.begin(), model_tags_.end()};
         EXPECT_THAT(actual_log_metadata,
                     test_util::EqualsProto(expected_log_metadata));
         *log =
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 2ea79091631..ad2bca95e4e 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/strings/str_cat.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -90,10 +91,11 @@ class ServerRequestLoggerTest : public ::testing::Test {
           auto logger_destruction_notifier = [this]() {
             increment_deleted_logger_counter();
           };
+          const std::vector<string>& tags = {kSavedModelTagServe};
           auto mock_request_logger =
               std::unique_ptr<NiceMock<MockRequestLogger>>(
                   new NiceMock<MockRequestLogger>(
-                      logging_config, log_collector_map_[filename_prefix],
+                      logging_config, tags, log_collector_map_[filename_prefix],
                       logger_destruction_notifier));
           ON_CALL(*mock_request_logger, CreateLogMessage(_, _, _, _))
               .WillByDefault(Invoke([&](const google::protobuf::Message& actual_request,
diff --git a/tensorflow_serving/core/test_util/mock_request_logger.h b/tensorflow_serving/core/test_util/mock_request_logger.h
index 922681c6ba7..11961e3a30d 100644
--- a/tensorflow_serving/core/test_util/mock_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_request_logger.h
@@ -16,6 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_REQUEST_LOGGER_H_
 #define TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_REQUEST_LOGGER_H_
 
+#include <vector>
+
 #include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include "tensorflow/core/lib/core/status.h"
@@ -32,10 +34,11 @@ class MockRequestLogger : public RequestLogger {
   // Unfortunately NiceMock doesn't support ctors with move-only types, so we
   // have to do this workaround.
   MockRequestLogger(const LoggingConfig& logging_config,
+                    const std::vector<string>& saved_model_tags,
                     LogCollector* log_collector,
                     std::function<void(void)> notify_destruction =
                         std::function<void(void)>())
-      : RequestLogger(logging_config,
+      : RequestLogger(logging_config, saved_model_tags,
                       std::unique_ptr<LogCollector>(log_collector)),
         notify_destruction_(std::move(notify_destruction)) {}
 
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index ca9e956c3ac..f64416329e2 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 
 #include "google/protobuf/any.pb.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -590,9 +591,10 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
         const string& filename_prefix =
             logging_config.log_collector_config().filename_prefix();
         log_collector_map[filename_prefix] = new FakeLogCollector();
+        const std::vector<string>& tags = {kSavedModelTagServe};
         auto mock_request_logger = std::unique_ptr<NiceMock<MockRequestLogger>>(
             new NiceMock<MockRequestLogger>(
-                logging_config, log_collector_map[filename_prefix]));
+                logging_config, tags, log_collector_map[filename_prefix]));
         ON_CALL(*mock_request_logger, CreateLogMessage(_, _, _, _))
             .WillByDefault(Invoke([&](const google::protobuf::Message& actual_request,
                                       const google::protobuf::Message& actual_response,

From c283ea580e4a51ececfacaa2b255fd0bb751c9ab Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Thu, 21 Mar 2019 18:59:00 -0700
Subject: [PATCH 2818/8103] Updates Apple platform config settings and allows
 TF serving to build against TF head sources. This change replicates TF
 bazelrc change [0], as such configs are not picked/applied from external
 repos (TF is external to TF Serving), at bazel build time.

[0] https://github.com/tensorflow/tensorflow/commit/dc34ddc6ddcc0581050322a98abbfc19203484e4

PiperOrigin-RevId: 239719689
---
 .bazelrc | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index bcc008657e6..9ce62fe2046 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -29,6 +29,9 @@ build --genrule_strategy=standalone
 
 build --define=grpc_no_ares=true
 
+# Sets the default Apple platform to macOS.
+build --apple_platform_type=macos
+
 build -c opt
 
 # Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
@@ -36,4 +39,4 @@ build -c opt
 # copy-on-write semantics of std::strings of the older ABI.
 build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
 
-build --workspace_status_command=/proc/self/cwd/tools/gen_status_stamp.sh
\ No newline at end of file
+build --workspace_status_command=/proc/self/cwd/tools/gen_status_stamp.sh

From d015eeb5f5c7bee94b690a3b7ca9844a72ab1b26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2019 20:02:11 -0700
Subject: [PATCH 2819/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239725489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55c0a25baef..4d2d805ac5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95f9897d008b3bed0ba34610dd39f0c36168ca00de54ebf08f827b5a37cab93f",
-    git_commit = "8fa58e776283de8d1e877fe6d57d6a3f6e4dc556",
+    sha256 = "0dd56b470a495c5cff563e01865a77acd1e0b9ab6c1a81888c2b28b94cc3bdec",
+    git_commit = "9eb453a230590d49478c716b6bb5ace09d33087c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1dac2c1eaa739ac920894acf68de9bb06d2bd60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2019 21:02:10 -0700
Subject: [PATCH 2820/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239731074
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d2d805ac5d..cb5540ff2f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dd56b470a495c5cff563e01865a77acd1e0b9ab6c1a81888c2b28b94cc3bdec",
-    git_commit = "9eb453a230590d49478c716b6bb5ace09d33087c",
+    sha256 = "baf1981f5d94d40b16790ab300c3d212f7903e997f9e9f0588ec0ca965a4fad4",
+    git_commit = "62b52262b1fc9907300c0d41889ea2a97541546a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d4187d8d415b4b99307845faa73783b3d1bcdcfe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2019 22:02:12 -0700
Subject: [PATCH 2821/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239736383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb5540ff2f7..d6f107871ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baf1981f5d94d40b16790ab300c3d212f7903e997f9e9f0588ec0ca965a4fad4",
-    git_commit = "62b52262b1fc9907300c0d41889ea2a97541546a",
+    sha256 = "c34fefc077a697a743355012e9dfa687c4c96d4b34fe7e6d03608106bc0d8343",
+    git_commit = "50b3d0f00f089a8a1d3297204d6f022c31fe74be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 175491154ea1064fd7710fd530e5e3c9e0561d7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2019 23:02:51 -0700
Subject: [PATCH 2822/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239741762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6f107871ce..c6fa49434ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c34fefc077a697a743355012e9dfa687c4c96d4b34fe7e6d03608106bc0d8343",
-    git_commit = "50b3d0f00f089a8a1d3297204d6f022c31fe74be",
+    sha256 = "50c2e9baf731d41a1099d87fcc1087ebc510b80f4b0a9f2bee6908f02139b2ef",
+    git_commit = "0ec5db4091723e5c88645552d0b5fb214698dc3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b444e7d5f67ae4ddda42f5d568e0bfed2c5b4c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 00:03:47 -0700
Subject: [PATCH 2823/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239746660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6fa49434ce..0714eb215bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50c2e9baf731d41a1099d87fcc1087ebc510b80f4b0a9f2bee6908f02139b2ef",
-    git_commit = "0ec5db4091723e5c88645552d0b5fb214698dc3a",
+    sha256 = "1a9c83a69735ce7496d7111748de64a3a00e0ec63bdcc7b2342451cecb822fd2",
+    git_commit = "139780745cae8f5841bb094b793a493266a8e6b3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7c3d7e51ae81f368cb13894da049d02c57236f1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 01:02:03 -0700
Subject: [PATCH 2824/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239752223
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0714eb215bc..ad5013c76ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a9c83a69735ce7496d7111748de64a3a00e0ec63bdcc7b2342451cecb822fd2",
-    git_commit = "139780745cae8f5841bb094b793a493266a8e6b3",
+    sha256 = "902d98a5e7345d60b9742bfa4342b0aa138816ba4c2e011b55614afc515afc96",
+    git_commit = "684e02e03fb926ed0ad862a3fa5f611a77a4422b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2804a6eaba7cfc2163d8dd0cbda91c215d4e185 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 02:02:21 -0700
Subject: [PATCH 2825/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239758633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad5013c76ff..9999ae55023 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "902d98a5e7345d60b9742bfa4342b0aa138816ba4c2e011b55614afc515afc96",
-    git_commit = "684e02e03fb926ed0ad862a3fa5f611a77a4422b",
+    sha256 = "29642ae32531d327de967fc716283d7a92e5cef5508c27934610c8758d5e7802",
+    git_commit = "76e879d1c18c74ee5cbc5a1162ff254a0cfb221b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8618491829e68784d95aac55e8636059c705a0b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 04:04:22 -0700
Subject: [PATCH 2826/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239770814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9999ae55023..0d451c07f32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29642ae32531d327de967fc716283d7a92e5cef5508c27934610c8758d5e7802",
-    git_commit = "76e879d1c18c74ee5cbc5a1162ff254a0cfb221b",
+    sha256 = "e0b078e27020de92706ac3545c86080f657ab5f00e39fdcafacf2879b6fe755a",
+    git_commit = "f5e0f9d520260b3a6009a9e792cf2316dc37b8e3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7efa3188ea73620faf2143c6d7734c006c2c6842 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 10:07:26 -0700
Subject: [PATCH 2827/8103] Fix proto example in the doc.

PiperOrigin-RevId: 239815222
---
 tensorflow_serving/apis/input.proto | 36 +++++++++++++++++------------
 1 file changed, 21 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/apis/input.proto b/tensorflow_serving/apis/input.proto
index 2fffb526fcf..e47ff43d744 100644
--- a/tensorflow_serving/apis/input.proto
+++ b/tensorflow_serving/apis/input.proto
@@ -26,31 +26,37 @@ message ExampleList {
 // to perform some inference on.
 //
 // context: {
-//   feature: {
-//     key  : "query"
-//     value: {
-//       bytes_list: {
-//         value: [ "pizza" ]
+//   features: {
+//     feature: {
+//       key  : "query"
+//       value: {
+//         bytes_list: {
+//           value: [ "pizza" ]
+//         }
 //       }
 //     }
 //   }
 // }
 // examples: {
-//   feature: {
-//     key  : "cuisine"
-//     value: {
-//       bytes_list: {
-//         value: [ "Pizzeria" ]
+//   features: {
+//     feature: {
+//       key  : "cuisine"
+//       value: {
+//         bytes_list: {
+//           value: [ "Pizzeria" ]
+//         }
 //       }
 //     }
 //   }
 // }
 // examples: {
-//   feature: {
-//     key  : "cuisine"
-//     value: {
-//       bytes_list: {
-//         value: [ "Taqueria" ]
+//   features: {
+//     feature: {
+//       key  : "cuisine"
+//       value: {
+//         bytes_list: {
+//           value: [ "Taqueria" ]
+//         }
 //       }
 //     }
 //   }

From 8416073cc44ddab1ca0eca7fbc4b6159431f21eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 11:02:28 -0700
Subject: [PATCH 2828/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239826300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d451c07f32..e46e450fe0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0b078e27020de92706ac3545c86080f657ab5f00e39fdcafacf2879b6fe755a",
-    git_commit = "f5e0f9d520260b3a6009a9e792cf2316dc37b8e3",
+    sha256 = "a561875f08456630f2162139eddba70f2888777d5bd736ce7788df99038bde1b",
+    git_commit = "02b669895933d6e098f8ba1ce7ced675c818d163",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a5fc8bbc20f712fd6c4c148ff4d94a9231b79ceb Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 22 Mar 2019 11:52:01 -0700
Subject: [PATCH 2829/8103] Update example section to use Docker

PiperOrigin-RevId: 239836176
---
 tensorflow_serving/g3doc/api_rest.md | 28 ++++++++++++++++++----------
 1 file changed, 18 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 093acff4a22..fa3a648cc12 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -399,9 +399,8 @@ model to see REST APIs in action.
 
 ### Start ModelServer with the REST API endpoint
 
-Follow [setup instructions](https://www.tensorflow.org/serving/setup) to install
-TensorFlow ModelServer on your system. Then download the `half_plus_three` model
-from [git repository](https://github.com/tensorflow/serving):
+Download the `half_plus_three` model from
+[git repository](https://github.com/tensorflow/serving):
 
 ```shell
 $ mkdir -p /tmp/tfserving
@@ -409,12 +408,21 @@ $ cd /tmp/tfserving
 $ git clone --depth=1 https://github.com/tensorflow/serving
 ```
 
-Start the ModelServer with `--rest_api_port` option to export REST API endpoint:
+We will use Docker to run the ModelServer. If you want to install ModelServer
+natively on your system, follow
+[setup instructions](https://www.tensorflow.org/serving/setup) to install
+instead, and start the ModelServer with `--rest_api_port` option to export
+REST API endpoint (this is not needed when using Docker).
 
 ```shell
-$ tensorflow_model_server --rest_api_port=8501 \
-   --model_name=half_plus_three \
-   --model_base_path=$(pwd)/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_three/
+$ cd /tmp/tfserving
+$ docker pull tensorflow/serving:latest
+$ docker run --rm -p 8501:8501 \
+    --mount type=bind,source=$(pwd),target=$(pwd) \
+    -e MODEL_BASE_PATH=$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata \
+    -e MODEL_NAME=saved_model_half_plus_three -t tensorflow/serving:latest
+...
+.... Exporting HTTP/REST API at:localhost:8501 ...
 ```
 
 ### Make REST API calls to ModelServer
@@ -424,7 +432,7 @@ In a different terminal, use the `curl` tool to make REST API calls.
 Get status of the model as follows:
 
 ```
-$ curl http://localhost:8501/v1/models/half_plus_three
+$ curl http://localhost:8501/v1/models/saved_model_half_plus_three
 {
  "model_version_status": [
   {
@@ -442,7 +450,7 @@ $ curl http://localhost:8501/v1/models/half_plus_three
 A `predict` call would look as follows:
 
 ```shell
-$ curl -d '{"instances": [1.0,2.0,5.0]}' -X POST http://localhost:8501/v1/models/half_plus_three:predict
+$ curl -d '{"instances": [1.0,2.0,5.0]}' -X POST http://localhost:8501/v1/models/saved_model_half_plus_three:predict
 {
     "predictions": [3.5, 4.0, 5.5]
 }
@@ -452,7 +460,7 @@ And a `regress` call looks as follows:
 
 ```shell
 $ curl -d '{"signature_name": "tensorflow/serving/regress", "examples": [{"x": 1.0}, {"x": 2.0}]}' \
-  -X POST http://localhost:8501/v1/models/half_plus_three:regress
+  -X POST http://localhost:8501/v1/models/saved_model_half_plus_three:regress
 {
     "results": [3.5, 4.0]
 }

From f74c54b08b22df956f3b6c3630884828c529682b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 12:02:28 -0700
Subject: [PATCH 2830/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239838175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e46e450fe0b..7bd80ead7a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a561875f08456630f2162139eddba70f2888777d5bd736ce7788df99038bde1b",
-    git_commit = "02b669895933d6e098f8ba1ce7ced675c818d163",
+    sha256 = "f979c03009a4988c1d9e9eedc4064cc94d2a703bff0ebcb146372de0dc104ae0",
+    git_commit = "0826c9aa3e327dc7187e105c59c5548ff8639520",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 411a119774b65a6284596ec985f998aa9bf623e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 13:02:30 -0700
Subject: [PATCH 2831/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239848671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bd80ead7a6..69ec9cdb4a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f979c03009a4988c1d9e9eedc4064cc94d2a703bff0ebcb146372de0dc104ae0",
-    git_commit = "0826c9aa3e327dc7187e105c59c5548ff8639520",
+    sha256 = "64d250ec93ac10a02e75a82aff9ec34eedff253e4bf75df31cc69f45adf0380d",
+    git_commit = "b1ee0e4af30edc6f13fb265133672ff37a989403",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0947e35069808dc07b8e56c91f5b1a49a6c1da2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 14:02:01 -0700
Subject: [PATCH 2832/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239859774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69ec9cdb4a5..c9fa71b68eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64d250ec93ac10a02e75a82aff9ec34eedff253e4bf75df31cc69f45adf0380d",
-    git_commit = "b1ee0e4af30edc6f13fb265133672ff37a989403",
+    sha256 = "27b4f356034fbe7223051d1c0cf0f687c9f5d519e592a79e89a0c242bd33c467",
+    git_commit = "fb7065ff2b8f49295793df6c79c556930881a08b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 223b0f81da4a501cd47f6f86598f73810d5ce84e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 15:02:04 -0700
Subject: [PATCH 2833/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239871170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9fa71b68eb..64636bb1774 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27b4f356034fbe7223051d1c0cf0f687c9f5d519e592a79e89a0c242bd33c467",
-    git_commit = "fb7065ff2b8f49295793df6c79c556930881a08b",
+    sha256 = "ff074f410147cc684fea264616ff281fcec594bc09ced6f784eb21552ceb8685",
+    git_commit = "86efbd04bed90da0110a3ee9b4811a28c2f6fe87",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 61f540bdb43c9ee6a017eb7364b84efb3bc6bfaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 16:02:31 -0700
Subject: [PATCH 2834/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239882300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64636bb1774..e49f8b6641b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff074f410147cc684fea264616ff281fcec594bc09ced6f784eb21552ceb8685",
-    git_commit = "86efbd04bed90da0110a3ee9b4811a28c2f6fe87",
+    sha256 = "2fbc1dcddbb75454f293f19c6d04e5ae5284f32d609ea8e259a11ace500d5f01",
+    git_commit = "745128a5fa2979d33d93051ede61f04a0ecc5423",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f524bb44ae16ac4ebd77a7f7b09784d7ba04ec53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 17:02:37 -0700
Subject: [PATCH 2835/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239891877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e49f8b6641b..df4ae176435 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fbc1dcddbb75454f293f19c6d04e5ae5284f32d609ea8e259a11ace500d5f01",
-    git_commit = "745128a5fa2979d33d93051ede61f04a0ecc5423",
+    sha256 = "dec096f50fc3b0b806ecd8062a874afc73e3341368b5f45b29e3c5cd7b6c4c86",
+    git_commit = "c9556307071a485f32fa81b83f501f17ed3c9895",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ff86cbfaedfc6ffe80abab5331a6217ac94de5fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 18:05:26 -0700
Subject: [PATCH 2836/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239899509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df4ae176435..e3ea5b3526b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dec096f50fc3b0b806ecd8062a874afc73e3341368b5f45b29e3c5cd7b6c4c86",
-    git_commit = "c9556307071a485f32fa81b83f501f17ed3c9895",
+    sha256 = "bbf520dfb9f3035cc4cc6d8b2046c358f03724ef4630d08514c2462cdc2cca69",
+    git_commit = "9a722b98fed75500b483b63838568408c0cc0649",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From afc5b996e06e44e28c5db113881573f6a69d57a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 19:02:35 -0700
Subject: [PATCH 2837/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239904777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3ea5b3526b..a6d3e3eb1ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbf520dfb9f3035cc4cc6d8b2046c358f03724ef4630d08514c2462cdc2cca69",
-    git_commit = "9a722b98fed75500b483b63838568408c0cc0649",
+    sha256 = "b7c463cf773aee2293bb36b826acf2b3cac620d089e097ea5efda390747e2517",
+    git_commit = "e41a625a2ee8c6d2b2b941741855f47900312351",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c856f224fe6354bb01004d9cfa0a1ed601f6d207 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 20:06:32 -0700
Subject: [PATCH 2838/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239909471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6d3e3eb1ea..844aea5f92e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7c463cf773aee2293bb36b826acf2b3cac620d089e097ea5efda390747e2517",
-    git_commit = "e41a625a2ee8c6d2b2b941741855f47900312351",
+    sha256 = "51b754790fda6c82e8fe1917be1fe41828269e82082c3873845f108e2b4aa678",
+    git_commit = "8e2f15e897dd8604528aba3e154c2f0412df7c3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From faf1e74b5df528339d75f6bdbafa407cfb2407f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 21:01:55 -0700
Subject: [PATCH 2839/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239913338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 844aea5f92e..c71ee7fff89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51b754790fda6c82e8fe1917be1fe41828269e82082c3873845f108e2b4aa678",
-    git_commit = "8e2f15e897dd8604528aba3e154c2f0412df7c3a",
+    sha256 = "1974403a66aae902f698fc3c9631b08c2b459cb267f165dde2bb486154665dbc",
+    git_commit = "d82c766b445eea2a52a3f7b6dba05356d8b03648",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 44a649c28c54c43ed6cd783c30d0f1abf30b8e9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 22:02:03 -0700
Subject: [PATCH 2840/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239917032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c71ee7fff89..4d82fd6bfd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1974403a66aae902f698fc3c9631b08c2b459cb267f165dde2bb486154665dbc",
-    git_commit = "d82c766b445eea2a52a3f7b6dba05356d8b03648",
+    sha256 = "4e629f14ffa5a888d5731dfb21b17aca9e74dad5cfbd5ed58598117ff8828b5f",
+    git_commit = "0516f0b883d49b900aa070fa3db3adfb86bc4e34",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d64a42e97a4f71fea682fe42be14c0e9e60288e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2019 23:02:24 -0700
Subject: [PATCH 2841/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239920681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d82fd6bfd4..d28d4222ef4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e629f14ffa5a888d5731dfb21b17aca9e74dad5cfbd5ed58598117ff8828b5f",
-    git_commit = "0516f0b883d49b900aa070fa3db3adfb86bc4e34",
+    sha256 = "b094d535e462dd29d6ff333cff22e7ab8a4c323fc8f8b262006148006b263358",
+    git_commit = "1e4725cf3be4c86f447434e37b1b9801513a9bff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9cfe077e9da140662d021034e3d10fa6e94ca647 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 02:02:12 -0700
Subject: [PATCH 2842/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239932013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28d4222ef4..cf582b4e7e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b094d535e462dd29d6ff333cff22e7ab8a4c323fc8f8b262006148006b263358",
-    git_commit = "1e4725cf3be4c86f447434e37b1b9801513a9bff",
+    sha256 = "8c0904ae7de1480841d22b33f00167f73fcfb03e2db1f4a679903d30ae89669d",
+    git_commit = "840022b021cb3d5fba9f67a5014b22f8cdef099b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad501629cc5c1536183f0ec13a2e703d10010bc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 04:02:15 -0700
Subject: [PATCH 2843/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239938770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf582b4e7e1..b95b48f0f09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c0904ae7de1480841d22b33f00167f73fcfb03e2db1f4a679903d30ae89669d",
-    git_commit = "840022b021cb3d5fba9f67a5014b22f8cdef099b",
+    sha256 = "ea1290292d2f7647d55f68fe087dfe4e020821b2b04aa6302a9917c8bc52b9c3",
+    git_commit = "36f817a9f3e7d2339cb53b91ddc508b3e25ab761",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 763eafba142d6c7d04a9b647d6de98819bf6adcd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 12:02:35 -0700
Subject: [PATCH 2844/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239963560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b95b48f0f09..6bf22865410 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea1290292d2f7647d55f68fe087dfe4e020821b2b04aa6302a9917c8bc52b9c3",
-    git_commit = "36f817a9f3e7d2339cb53b91ddc508b3e25ab761",
+    sha256 = "5d62151fbe6cf52a6ce05ab00ab02b03d4ff58ff7c0d7958d3a88fafbc28af23",
+    git_commit = "152095e319a0b6b79a13e689ea8decee819dbfcd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 78180fa4da7e766cf9d643e83415dedef347952a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 18:02:00 -0700
Subject: [PATCH 2845/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239980486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bf22865410..593b515aae7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d62151fbe6cf52a6ce05ab00ab02b03d4ff58ff7c0d7958d3a88fafbc28af23",
-    git_commit = "152095e319a0b6b79a13e689ea8decee819dbfcd",
+    sha256 = "c2c3aaa558de9eefc802106a344ae368aeedec8181d3c8ec6a24ad7e78b2f312",
+    git_commit = "b481ac8b015bd16b5cdfc0945fd80ea9c5fa4284",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f06f9bd4046eb60161eeff9dd65163f10a725a67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 22:02:12 -0700
Subject: [PATCH 2846/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239993371
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 593b515aae7..6ece212a30e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2c3aaa558de9eefc802106a344ae368aeedec8181d3c8ec6a24ad7e78b2f312",
-    git_commit = "b481ac8b015bd16b5cdfc0945fd80ea9c5fa4284",
+    sha256 = "a7ed0fbc8299cc184b470d1abf7a9edfd1773fb282e00ddee4e7b0d2864afd94",
+    git_commit = "22ac557a38dae40ed322d5c0eb38ecd6a5f00448",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a69d4cd756c43f71db1e11e9f218376e566148cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2019 23:02:41 -0700
Subject: [PATCH 2847/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239996342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ece212a30e..8d4ead1213e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7ed0fbc8299cc184b470d1abf7a9edfd1773fb282e00ddee4e7b0d2864afd94",
-    git_commit = "22ac557a38dae40ed322d5c0eb38ecd6a5f00448",
+    sha256 = "5526e9f1b3680755ff08b65fc12b23c7b35b7a6e219903aff92d107f12d9bbe6",
+    git_commit = "044ff96ba3936529e4b79c10c2f6e54fa8657202",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d147359a2b8564708f91ffcc38361f09f9cf8acf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2019 00:02:22 -0700
Subject: [PATCH 2848/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 239999163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d4ead1213e..6084aef0a81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5526e9f1b3680755ff08b65fc12b23c7b35b7a6e219903aff92d107f12d9bbe6",
-    git_commit = "044ff96ba3936529e4b79c10c2f6e54fa8657202",
+    sha256 = "bf9d305023ee626b0e512fae1857b2ce3e1387115c99e58bb222f902d6b69284",
+    git_commit = "ae437225658dcad826951da2183949daf95f0894",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 909c9577a3490e6e093460cab44d9225f33833d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2019 04:02:42 -0700
Subject: [PATCH 2849/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240015021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6084aef0a81..22d51598a76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf9d305023ee626b0e512fae1857b2ce3e1387115c99e58bb222f902d6b69284",
-    git_commit = "ae437225658dcad826951da2183949daf95f0894",
+    sha256 = "3525a732703bb1277d73fe3d4a115c83567a0bb368a5dbf39e4f334643324220",
+    git_commit = "13fe6ef76e9f882584fe63a2b7f292266dedf847",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0122bba0af590f699c67338387bc5dc07bb06dcb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2019 23:02:31 -0700
Subject: [PATCH 2850/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240081760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22d51598a76..d1138442f0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3525a732703bb1277d73fe3d4a115c83567a0bb368a5dbf39e4f334643324220",
-    git_commit = "13fe6ef76e9f882584fe63a2b7f292266dedf847",
+    sha256 = "02a3136be73be4bf755288a64266af88047ad903da8996cff9bb300d36dbd121",
+    git_commit = "b95c201d3961768f11a66cc1d1cf2651c8b683cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d15f31e92ec3a91b1c210f616fbbe0c63bec7c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 02:02:15 -0700
Subject: [PATCH 2851/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240097911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1138442f0f..c79d6ccdca6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02a3136be73be4bf755288a64266af88047ad903da8996cff9bb300d36dbd121",
-    git_commit = "b95c201d3961768f11a66cc1d1cf2651c8b683cf",
+    sha256 = "4380f825612af76882c2c1daf33b25b96ee6738e37dab2911946b24f0593ebb4",
+    git_commit = "4f63dfb6f674025f059cf64c1120065592e93585",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e45eaa60bbb686aa9c221f42d1477a9cb4b4e97c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 04:02:16 -0700
Subject: [PATCH 2852/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240111693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c79d6ccdca6..9ed918aebcd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4380f825612af76882c2c1daf33b25b96ee6738e37dab2911946b24f0593ebb4",
-    git_commit = "4f63dfb6f674025f059cf64c1120065592e93585",
+    sha256 = "2e8af217527661b265559d8ef7ca1f9f4cd2c545ebfdaa1b206b02114518b51c",
+    git_commit = "c1820b1552405a0a258af5331c98ef1f9d237882",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9eb55ffd48f6cc07d76724e4c65828564eca83dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 05:02:41 -0700
Subject: [PATCH 2853/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240117789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ed918aebcd..42fdf47f479 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e8af217527661b265559d8ef7ca1f9f4cd2c545ebfdaa1b206b02114518b51c",
-    git_commit = "c1820b1552405a0a258af5331c98ef1f9d237882",
+    sha256 = "04ce613960a6ae56476ead95730924b20dd23e0494b11d0202a98ca0f8927027",
+    git_commit = "26aa3d515d98ba59d52c80f523beb226913b1d07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d4cca67999d974d118d412eb1fdf62fc4afe59ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 06:02:31 -0700
Subject: [PATCH 2854/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240124123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42fdf47f479..c5ad6abee81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04ce613960a6ae56476ead95730924b20dd23e0494b11d0202a98ca0f8927027",
-    git_commit = "26aa3d515d98ba59d52c80f523beb226913b1d07",
+    sha256 = "467d368461a164269a54550cd7f28e584659ea902cdee04accfce835757ccc26",
+    git_commit = "87fbb006573bbafbab27200314962b0a70931914",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e1b7fc6c317a1c5aaf68b92a21b18ac5e52e72cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 07:02:35 -0700
Subject: [PATCH 2855/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240131742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5ad6abee81..9c3a8b89f8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "467d368461a164269a54550cd7f28e584659ea902cdee04accfce835757ccc26",
-    git_commit = "87fbb006573bbafbab27200314962b0a70931914",
+    sha256 = "8f138e47ec9413fb82c35556ea22d38f4a1767d714b35d98fbecf4453982b4e8",
+    git_commit = "f7e277d66d286acaf91e70cfbe98bcf258825cc1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 687c1e426d06085436f0a470abcd60e4c99abfa2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 09:02:31 -0700
Subject: [PATCH 2856/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240149917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c3a8b89f8c..82626e346cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f138e47ec9413fb82c35556ea22d38f4a1767d714b35d98fbecf4453982b4e8",
-    git_commit = "f7e277d66d286acaf91e70cfbe98bcf258825cc1",
+    sha256 = "e8cc3e0fc0f66e608c6bad4aef974e95ee4b93903abdcdfabf1b7928451aa9d8",
+    git_commit = "1056e30399af74b3a9d84145cb184eefaa121ef7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 07a69755af2bd61980358e46a3ff21cb974064fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 12:02:14 -0700
Subject: [PATCH 2857/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240189737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82626e346cc..ab106be66e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8cc3e0fc0f66e608c6bad4aef974e95ee4b93903abdcdfabf1b7928451aa9d8",
-    git_commit = "1056e30399af74b3a9d84145cb184eefaa121ef7",
+    sha256 = "632383b41bf91443dfb294bcb07b656052d210c2ba389a909aec30f104a3a41a",
+    git_commit = "a7e749250439905d24d1b17627435f948d6976a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 986fde631672fcb31f10e200f1bbdf8b141374ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 13:02:24 -0700
Subject: [PATCH 2858/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240200936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab106be66e3..fc938b5220d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "632383b41bf91443dfb294bcb07b656052d210c2ba389a909aec30f104a3a41a",
-    git_commit = "a7e749250439905d24d1b17627435f948d6976a6",
+    sha256 = "289d13b8286241b696fd8480ca04f9678b6b37186dd01a48f041374e36d55556",
+    git_commit = "9880cf39f61e69fcb76a2b8b4aebc99f9ebf878d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7442d1de286381997a7a82afb13bd2429cef96be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 14:02:27 -0700
Subject: [PATCH 2859/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240213092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc938b5220d..7443260caea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "289d13b8286241b696fd8480ca04f9678b6b37186dd01a48f041374e36d55556",
-    git_commit = "9880cf39f61e69fcb76a2b8b4aebc99f9ebf878d",
+    sha256 = "6e23963ff6930735837e137ee5f2e2d636ab66c4b0122b05ba53b2efcb15916e",
+    git_commit = "dd4c705341d0e789fbfb68d5ec56107934198144",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c2656e2781bed3db5bdc4e339d65f07e65df77f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 15:02:46 -0700
Subject: [PATCH 2860/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240225754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7443260caea..582424a27c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e23963ff6930735837e137ee5f2e2d636ab66c4b0122b05ba53b2efcb15916e",
-    git_commit = "dd4c705341d0e789fbfb68d5ec56107934198144",
+    sha256 = "91280cec220f8dececdfcc680d8ede64bc15486cf1e7a110317c1a0d30c57d46",
+    git_commit = "e56e4ab64e04f8c5f9d2bcecb9b86c1dc7f04197",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fda06d5a18808f4b2a87b63a6b838324f1f4cda6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 16:02:22 -0700
Subject: [PATCH 2861/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240237044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 582424a27c8..2853fb32597 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91280cec220f8dececdfcc680d8ede64bc15486cf1e7a110317c1a0d30c57d46",
-    git_commit = "e56e4ab64e04f8c5f9d2bcecb9b86c1dc7f04197",
+    sha256 = "ad2a573a83977a9788c76f1374c364a7ff24c6f89604642a8e58270aa3f4d985",
+    git_commit = "7818652c950b1b1922efe5f4345886058d0ffba5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27b2ce127bf42cadbad9c96098487429e698ed36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 17:03:20 -0700
Subject: [PATCH 2862/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240248404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2853fb32597..1e88f2bd5ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad2a573a83977a9788c76f1374c364a7ff24c6f89604642a8e58270aa3f4d985",
-    git_commit = "7818652c950b1b1922efe5f4345886058d0ffba5",
+    sha256 = "32132c6ee5f6717afe848fb5ead56ee5dd0527d32f019836ea0789b2943caa20",
+    git_commit = "5ccdee64370dfe08f2c8914d72b50e70bf8d9640",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 649d85c4f57829d880228a50227b63a1ebf84f6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 18:02:24 -0700
Subject: [PATCH 2863/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240257783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e88f2bd5ea..e5bfd5b55c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32132c6ee5f6717afe848fb5ead56ee5dd0527d32f019836ea0789b2943caa20",
-    git_commit = "5ccdee64370dfe08f2c8914d72b50e70bf8d9640",
+    sha256 = "81d65ef450e1f266643779e878b3f8977f3f598db59021b67426b00364363221",
+    git_commit = "2819a6af7887864465f6760f50d9506dee1d135e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2a6fabbaf82331d33bdc0e5f2226a914daab8ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 19:02:19 -0700
Subject: [PATCH 2864/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240264771
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5bfd5b55c1..462ebe1ca14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81d65ef450e1f266643779e878b3f8977f3f598db59021b67426b00364363221",
-    git_commit = "2819a6af7887864465f6760f50d9506dee1d135e",
+    sha256 = "64312719260be25dd4035ad81e30aaa60ff718a03b50af67cabfbfa7322b9328",
+    git_commit = "f730f585167035a4850bd66d753fb6330a72d961",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fa0b3368da391c9cc0e249ea8229ae8cfb6ae7dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 20:02:24 -0700
Subject: [PATCH 2865/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240270450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 462ebe1ca14..433c1450d93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64312719260be25dd4035ad81e30aaa60ff718a03b50af67cabfbfa7322b9328",
-    git_commit = "f730f585167035a4850bd66d753fb6330a72d961",
+    sha256 = "75f3c84ab1741221777b405f0bb284cc8255b73c198b21b062d56f92e1ded0ba",
+    git_commit = "c53c2488e475f3720dc5250ba470a1484b6176e0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e51f1f72a98e5201190208951b3e48d33571b04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 21:02:19 -0700
Subject: [PATCH 2866/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240276190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 433c1450d93..43940bcb8bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75f3c84ab1741221777b405f0bb284cc8255b73c198b21b062d56f92e1ded0ba",
-    git_commit = "c53c2488e475f3720dc5250ba470a1484b6176e0",
+    sha256 = "063ba09427817fb28af3aaba7c41570d80ddf21151f687415914e7e268f5b7f3",
+    git_commit = "305e7fd7f9bbcab5c77c6839a4ae9df379a63711",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1c9b5b94b56cc320f6f2a6cbdf5f1412d1d26100 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 22:37:26 -0700
Subject: [PATCH 2867/8103] Add the build rule for
 tensorflow_serving/example:mnist_saved_model

PiperOrigin-RevId: 240284511
---
 tensorflow_serving/example/BUILD | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 8b9d098a205..364faf09ef7 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -33,3 +33,23 @@ cc_binary(
         "@protobuf_archive//:protobuf_lite",
     ],
 )
+
+py_binary(
+    name = "mnist_saved_model",
+    srcs = [
+        "mnist_saved_model.py",
+    ],
+    deps = [
+        ":mnist_input_data",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
+py_library(
+    name = "mnist_input_data",
+    srcs = ["mnist_input_data.py"],
+    deps = [
+        "//third_party/py/numpy",
+        "@six_archive//:six",
+    ],
+)

From bcf6401348547a9083e2563c24438921bb1489f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 23:02:12 -0700
Subject: [PATCH 2868/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240286750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43940bcb8bd..526431403ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "063ba09427817fb28af3aaba7c41570d80ddf21151f687415914e7e268f5b7f3",
-    git_commit = "305e7fd7f9bbcab5c77c6839a4ae9df379a63711",
+    sha256 = "0424a804ed4b486fc6cc40b70b9499e8d594a59715d00bc994a31fc261b6d5ca",
+    git_commit = "32008c639ea57fe8a5fc9b2fb9f51c5d3f494633",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce2c54f1d3e30aaa8dc380aad186ddfc9aa48cdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2019 23:23:53 -0700
Subject: [PATCH 2869/8103] Automated rollback of commit
 1c9b5b94b56cc320f6f2a6cbdf5f1412d1d26100

PiperOrigin-RevId: 240288824
---
 tensorflow_serving/example/BUILD | 20 --------------------
 1 file changed, 20 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 364faf09ef7..8b9d098a205 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -33,23 +33,3 @@ cc_binary(
         "@protobuf_archive//:protobuf_lite",
     ],
 )
-
-py_binary(
-    name = "mnist_saved_model",
-    srcs = [
-        "mnist_saved_model.py",
-    ],
-    deps = [
-        ":mnist_input_data",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
-py_library(
-    name = "mnist_input_data",
-    srcs = ["mnist_input_data.py"],
-    deps = [
-        "//third_party/py/numpy",
-        "@six_archive//:six",
-    ],
-)

From 9fab93b75dcfc34316037be09cc1720e55450f40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 00:02:33 -0700
Subject: [PATCH 2870/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240291728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 526431403ba..a445401e359 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0424a804ed4b486fc6cc40b70b9499e8d594a59715d00bc994a31fc261b6d5ca",
-    git_commit = "32008c639ea57fe8a5fc9b2fb9f51c5d3f494633",
+    sha256 = "6f17987c78e211ca5639e0bfd033c46de473547aa9194e1392114eb98091e19b",
+    git_commit = "302acb768a8f00605f84430fabd28b6daa2c4c77",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 05d7a65c772af377f7ab92fd326c4157b258429a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 01:02:14 -0700
Subject: [PATCH 2871/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240298186
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a445401e359..a6dabb4a4a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f17987c78e211ca5639e0bfd033c46de473547aa9194e1392114eb98091e19b",
-    git_commit = "302acb768a8f00605f84430fabd28b6daa2c4c77",
+    sha256 = "1099d69e6ed7aeb406de19ca50def0025e03bdd3929dfa010e1da71975b1482d",
+    git_commit = "ca1f0ce1b9e82e9577a2439c1c40cf38d4694c40",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 22b0f75fcbc6c94b363da03746b1c026b81cbf24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 04:02:11 -0700
Subject: [PATCH 2872/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240318374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6dabb4a4a0..1d55c50fef6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1099d69e6ed7aeb406de19ca50def0025e03bdd3929dfa010e1da71975b1482d",
-    git_commit = "ca1f0ce1b9e82e9577a2439c1c40cf38d4694c40",
+    sha256 = "8cfb7cbc2b2276b26d4a54bcf4bd3f33c4b8ce3391362b3d38c226bc116bbdbd",
+    git_commit = "1e43727d9c4ef56c66af8c63ecca9d8465b786c7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b2841bfe0bed95fa764d416af847ff651102520 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 05:02:34 -0700
Subject: [PATCH 2873/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240324768
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d55c50fef6..2af3b482866 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cfb7cbc2b2276b26d4a54bcf4bd3f33c4b8ce3391362b3d38c226bc116bbdbd",
-    git_commit = "1e43727d9c4ef56c66af8c63ecca9d8465b786c7",
+    sha256 = "6d82b92b098c47e690d921cfbd3172bf81e39ea91d497582597d836296d0a735",
+    git_commit = "09b7abd5beb0592af85fec492b8333b47f2fc223",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ca99cd27a5745700aaa0e6a5810bdd9c8f8b6b69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 06:02:14 -0700
Subject: [PATCH 2874/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240332015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2af3b482866..846170b38f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d82b92b098c47e690d921cfbd3172bf81e39ea91d497582597d836296d0a735",
-    git_commit = "09b7abd5beb0592af85fec492b8333b47f2fc223",
+    sha256 = "cbd0156d65f2ce4ef165b1f3d0fd93993bf7ce0d0d4fc9910e08e10d975d8430",
+    git_commit = "9f9e3d21320b096d4f80fb20fc01180eab08ae0b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ac27ce75274afef76feaddb418813c9423d1f74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 09:02:09 -0700
Subject: [PATCH 2875/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240358469
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 846170b38f4..ab2a3c5c04e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbd0156d65f2ce4ef165b1f3d0fd93993bf7ce0d0d4fc9910e08e10d975d8430",
-    git_commit = "9f9e3d21320b096d4f80fb20fc01180eab08ae0b",
+    sha256 = "ef6d458e2953a90612117c9ccd7e9fd59d5e66146442891d32d5dcb6008ebdba",
+    git_commit = "9ab5be306a5baa4eb324fd3eccaae683462df92d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a3dd1b442b21fdc8e918d174e95421500bc44f81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 10:02:19 -0700
Subject: [PATCH 2876/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240369800
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab2a3c5c04e..409da4be7af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef6d458e2953a90612117c9ccd7e9fd59d5e66146442891d32d5dcb6008ebdba",
-    git_commit = "9ab5be306a5baa4eb324fd3eccaae683462df92d",
+    sha256 = "4656d20ee2b973dd0b5d078f36312a78ef1c28adef150591ec98a905b08758bd",
+    git_commit = "49414867df30277c7ea7839837cc8e3397c712cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 498f707a12d0e6e3253f708b9d300194d07dfc83 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 11:02:32 -0700
Subject: [PATCH 2877/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240384506
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 409da4be7af..63e9234d162 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4656d20ee2b973dd0b5d078f36312a78ef1c28adef150591ec98a905b08758bd",
-    git_commit = "49414867df30277c7ea7839837cc8e3397c712cb",
+    sha256 = "4e8f35eeb20b02bd6186cfe5db954ea056a0ef5b471589b15b24301396fcffb7",
+    git_commit = "23900d46dadaad68bafdaae5c5acb1c9fd093f9a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 19a3a02c3a9f8a6b3c944872de2df8c19c666708 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 12:02:21 -0700
Subject: [PATCH 2878/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240398308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63e9234d162..e1119a97eb6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e8f35eeb20b02bd6186cfe5db954ea056a0ef5b471589b15b24301396fcffb7",
-    git_commit = "23900d46dadaad68bafdaae5c5acb1c9fd093f9a",
+    sha256 = "4f52bcac52b97a893948d0ae99e81cbb68c640f72eec287f24f62f8f7a8b3e45",
+    git_commit = "2755ef6f9c15f201d0066c5722ea5e54ad6e7302",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28ef014576a017f06fad0076fb587d4311f13017 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 13:02:20 -0700
Subject: [PATCH 2879/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240410329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1119a97eb6..17c2cf021bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f52bcac52b97a893948d0ae99e81cbb68c640f72eec287f24f62f8f7a8b3e45",
-    git_commit = "2755ef6f9c15f201d0066c5722ea5e54ad6e7302",
+    sha256 = "e2d8ff1ae331a2b60e02f81a60ec9de140747fbeca56ad20bed7a8ad4dcf32e7",
+    git_commit = "c633ea8281e4ef730a5f15321388c0a796cb0eea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd70b120dc44a5ab68e8d5f6cb843df6d0190826 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 13:19:13 -0700
Subject: [PATCH 2880/8103] \nInternal refactor\n

PiperOrigin-RevId: 240413697
---
 .../servables/tensorflow/bundle_factory_util_test.cc           | 3 ++-
 tensorflow_serving/servables/tensorflow/testdata/BUILD         | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 7a73480b8b8..31fd46afd5d 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -43,10 +43,11 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::EqualsProto;
 using ::testing::_;
+using ::testing::DoAll;
 using ::testing::Return;
 using ::testing::SetArgPointee;
-using test_util::EqualsProto;
 using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
 class BundleFactoryUtilTest : public ::testing::Test {
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 543637eb666..1e8c59b0e9c 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,7 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    default_python_version = "PY3",
+    python_version = "PY3",
     srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",

From 3533ef3af516ae4c915e7c4f9ee1e95b9f3c4f15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2019 14:02:35 -0700
Subject: [PATCH 2881/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240422558
---
 WORKSPACE                                              | 4 ++--
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17c2cf021bb..5cf7ed59c11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2d8ff1ae331a2b60e02f81a60ec9de140747fbeca56ad20bed7a8ad4dcf32e7",
-    git_commit = "c633ea8281e4ef730a5f15321388c0a796cb0eea",
+    sha256 = "2591b5ae44853b26c5ab4001b068a9e11cc8710a3df1a9b880f6cf1de07db0e1",
+    git_commit = "6e2a7cd84d275bbc745c2731c6a9c6e282cbc29e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 1e8c59b0e9c..543637eb666 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,7 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    python_version = "PY3",
+    default_python_version = "PY3",
     srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",

From 15cd20263c8362f534afecbdf98b9d929eac70fd Mon Sep 17 00:00:00 2001
From: vinuraja <vinuraja@google.com>
Date: Tue, 26 Mar 2019 21:12:21 -0700
Subject: [PATCH 2882/8103] Adds an option in SessionBundleConfig to repeat
 warmup replay n times per request.

PiperOrigin-RevId: 240488711
---
 tensorflow_serving/servables/tensorflow/BUILD | 12 ++--
 .../saved_model_bundle_source_adapter.cc      |  5 +-
 .../saved_model_bundle_source_adapter_test.cc | 19 ++++--
 .../tensorflow/saved_model_warmup.cc          | 23 +++++--
 .../servables/tensorflow/saved_model_warmup.h |  4 +-
 .../tensorflow/saved_model_warmup_test.cc     | 62 +++++++++++++------
 .../tensorflow/session_bundle_config.proto    |  7 +++
 7 files changed, 95 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fbb153b2506..0675e45a770 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -300,6 +300,7 @@ cc_test(
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -897,16 +898,15 @@ cc_library(
         ":multi_inference",
         ":predict_util",
         ":regressor",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:inference_proto",
-        "//tensorflow_serving/apis:predict_proto",
+        ":session_bundle_config_proto",
+        ":util",
         "//tensorflow_serving/apis:prediction_log_proto",
-        "//tensorflow_serving/apis:regression_proto",
-        "//tensorflow_serving/core:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -916,6 +916,7 @@ cc_test(
     srcs = ["saved_model_warmup_test.cc"],
     deps = [
         ":saved_model_warmup",
+        ":session_bundle_config_proto",
         "//tensorflow_serving/apis:input_proto",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis:prediction_log_proto",
@@ -929,5 +930,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index d64ad34719f..ada32676f44 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -54,8 +54,9 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
                            path](std::unique_ptr<SavedModelBundle>* bundle) {
     TF_RETURN_IF_ERROR(bundle_factory->CreateSavedModelBundle(path, bundle));
     if (bundle_factory->config().enable_model_warmup()) {
-      return RunSavedModelWarmup(GetRunOptions(bundle_factory->config()), path,
-                                 bundle->get());
+      return RunSavedModelWarmup(
+          bundle_factory->config().model_warmup_options(),
+          GetRunOptions(bundle_factory->config()), path, bundle->get());
     }
     return Status::OK();
   };
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 7d1770b7744..4bc1932394c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
@@ -42,7 +43,7 @@ namespace {
 using test_util::EqualsProto;
 
 class SavedModelBundleSourceAdapterTest
-    : public ::testing::TestWithParam<bool> {
+    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
  protected:
   SavedModelBundleSourceAdapterTest() {
     ResourceUtil::Options resource_util_options;
@@ -53,6 +54,12 @@ class SavedModelBundleSourceAdapterTest
     ram_resource_ = resource_util_->CreateBoundResource(
         device_types::kMain, resource_kinds::kRamBytes);
     config_.mutable_config()->set_enable_model_warmup(EnableWarmup());
+    if (EnableNumRequestIterations()) {
+      config_.mutable_config()
+          ->mutable_model_warmup_options()
+          ->mutable_num_request_iterations()
+          ->set_value(2);
+    }
   }
 
   void TestSavedModelBundleSourceAdapter(const string& export_dir) const {
@@ -101,7 +108,8 @@ class SavedModelBundleSourceAdapterTest
     loader->Unload();
   }
 
-  bool EnableWarmup() { return GetParam(); }
+  bool EnableWarmup() { return std::get<0>(GetParam()); }
+  bool EnableNumRequestIterations() { return std::get<1>(GetParam()); }
 
   std::unique_ptr<ResourceUtil> resource_util_;
   Resource ram_resource_;
@@ -121,9 +129,10 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
 }
 
 // Test all SavedModelBundleSourceAdapterTest test cases with
-// warmup enabled/disabled.
-INSTANTIATE_TEST_CASE_P(EnableWarmup, SavedModelBundleSourceAdapterTest,
-                        ::testing::Bool());
+// warmup and num_request_iterations enabled/disabled.
+INSTANTIATE_TEST_CASE_P(ModelWarmup, SavedModelBundleSourceAdapterTest,
+                        ::testing::Combine(::testing::Bool(),
+                                           ::testing::Bool()));
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 2fa46116141..a37bd4582ed 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 
+#include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
@@ -91,7 +92,8 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
 constexpr char WarmupConsts::kRequestsFileName[];
 constexpr int WarmupConsts::kMaxNumRecords;
 
-Status RunSavedModelWarmup(const RunOptions& run_options,
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const RunOptions& run_options,
                            const string& export_dir, SavedModelBundle* bundle) {
   const uint64 start_microseconds = Env::Default()->NowMicros();
   const string warmup_path =
@@ -103,7 +105,16 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
     return Status::OK();
   }
 
-  LOG(INFO) << "Starting to read warmup data for model at " << warmup_path;
+  const int num_request_iterations = [&]() {
+    if (model_warmup_options.has_num_request_iterations()) {
+      return model_warmup_options.num_request_iterations().value();
+    }
+    // Default of 1.
+    return 1;
+  }();
+  LOG(INFO) << "Starting to read warmup data for model at " << warmup_path
+            << " with model-warmup-options "
+            << model_warmup_options.DebugString();
   std::unique_ptr<tensorflow::RandomAccessFile> tf_record_file;
   TF_RETURN_IF_ERROR(tensorflow::Env::Default()->NewRandomAccessFile(
       warmup_path, &tf_record_file));
@@ -121,9 +132,11 @@ Status RunSavedModelWarmup(const RunOptions& run_options,
           "Failed to parse warmup record: ", record, " from ", warmup_path));
     }
 
-    TF_RETURN_IF_ERROR(RunWarmupRequest(prediction_log, run_options,
-                                        bundle->meta_graph_def,
-                                        bundle->session.get()));
+    for (int i = 0; i < num_request_iterations; ++i) {
+      TF_RETURN_IF_ERROR(RunWarmupRequest(prediction_log, run_options,
+                                          bundle->meta_graph_def,
+                                          bundle->session.get()));
+    }
     ++num_warmup_records;
     if (num_warmup_records > WarmupConsts::kMaxNumRecords) {
       return errors::InvalidArgument(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
index 6709a19396d..e432ed7e880 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/protobuf/saved_model.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -36,7 +37,8 @@ struct WarmupConsts {
 // at load time, and consequently improve first request latency.
 // Warmup is skipped if no warmup file present.
 // Supported request types: Regress, Classify, Predict, MultiInference.
-Status RunSavedModelWarmup(const RunOptions& run_options,
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const RunOptions& run_options,
                            const string& export_dir, SavedModelBundle* bundle);
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 33d8f1d36b9..6031ba03907 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -15,9 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 
+#include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/contrib/session_bundle/signature.h"
@@ -38,6 +38,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/prediction_log.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -174,7 +175,28 @@ void AddSignatures(MetaGraphDef* meta_graph_def) {
                          {kPredictOutputs});
 }
 
-TEST(SavedModelBundleWarmupTest, MixedWarmupData) {
+class SavedModelBundleWarmupOptionsTest
+    : public ::testing::TestWithParam<bool> {
+ public:
+  bool EnableNumRequestIterations() { return GetParam(); }
+
+  ModelWarmupOptions GetModelWarmupOptions() {
+    ModelWarmupOptions options;
+    if (EnableNumRequestIterations()) {
+      options.mutable_num_request_iterations()->set_value(2);
+    }
+    return options;
+  }
+
+  int GetNumRequestIterations() {
+    if (EnableNumRequestIterations()) {
+      return 2;
+    }
+    return 1;
+  }
+};
+
+TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   string base_path = io::JoinPath(testing::TmpDir(), "MixedWarmupData");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -193,24 +215,26 @@ TEST(SavedModelBundleWarmupTest, MixedWarmupData) {
   Tensor classes(DT_STRING, TensorShape({1, 1}));
   // Regress and Predict case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _))
-      .Times(num_warmup_records * 2)
+      .Times(num_warmup_records * 2 * GetNumRequestIterations())
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
                             Return(Status::OK())));
   // Classify case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _))
-      .Times(num_warmup_records)
+      .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(
           DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
                 Return(Status::OK())));
   // MultiInference case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _))
-      .Times(num_warmup_records)
+      .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
           Return(Status::OK())));
-  TF_EXPECT_OK(
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle));
+  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), RunOptions(),
+                                   base_path, &saved_model_bundle));
 }
+INSTANTIATE_TEST_SUITE_P(WarmupOptions, SavedModelBundleWarmupOptionsTest,
+                         ::testing::Bool());
 
 TEST(SavedModelBundleWarmupTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
@@ -222,8 +246,8 @@ TEST(SavedModelBundleWarmupTest, NoWarmupDataFile) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  TF_EXPECT_OK(
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle));
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                   base_path, &saved_model_bundle));
 }
 
 TEST(SavedModelBundleWarmupTest, WarmupDataFileEmpty) {
@@ -240,8 +264,8 @@ TEST(SavedModelBundleWarmupTest, WarmupDataFileEmpty) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  TF_EXPECT_OK(
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle));
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                   base_path, &saved_model_bundle));
 }
 
 TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
@@ -263,8 +287,8 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
       .WillRepeatedly(Return(Status::OK()));
-  const Status status =
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle);
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
   EXPECT_THAT(status.ToString(),
@@ -302,8 +326,8 @@ TEST(SavedModelBundleWarmupTest, TooManyWarmupRecords) {
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
           Return(Status::OK())));
-  const Status status =
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle);
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(
@@ -324,8 +348,8 @@ TEST(SavedModelBundleWarmupTest, UnparsableRecord) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  const Status status =
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle);
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(status.ToString(),
@@ -349,8 +373,8 @@ TEST(SavedModelBundleWarmupTest, RunFailure) {
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
       .WillOnce(::testing::Return(errors::InvalidArgument("Run failed")));
-  const Status status =
-      RunSavedModelWarmup(RunOptions(), base_path, &saved_model_bundle);
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 3d521fc080c..16d63d2830e 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -6,6 +6,12 @@ import "tensorflow/core/protobuf/named_tensor.proto";
 
 package tensorflow.serving;
 
+// Options related to model-warmup.
+message ModelWarmupOptions {
+  // Number of times a request is iterated during warmup replay. By default 1.
+  google.protobuf.Int32Value num_request_iterations = 1;
+}
+
 // Configuration parameters for a SessionBundle, with optional batching.
 message SessionBundleConfig {
   // The TensorFlow runtime to connect to.
@@ -62,6 +68,7 @@ message SessionBundleConfig {
 
   // Enables model warmup.
   bool enable_model_warmup = 779;
+  ModelWarmupOptions model_warmup_options = 780;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From b8a377cbeea07d6173f1938e4fe507b7ff9d17cd Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Thu, 28 Mar 2019 16:43:06 -0700
Subject: [PATCH 2883/8103] o Update to Bazel 0.23.2 (this is the minimum
 required). o Update tensorflow and io_bazel_rules_closure archives to latest.

PiperOrigin-RevId: 240880670
---
 WORKSPACE                                          | 14 +++++++-------
 .../servables/tensorflow/testdata/BUILD            |  2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel   |  2 +-
 .../tools/docker/Dockerfile.devel-gpu              |  2 +-
 .../tools/docker/Dockerfile.devel-mkl              |  2 +-
 5 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cf7ed59c11..866e804d56c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2591b5ae44853b26c5ab4001b068a9e11cc8710a3df1a9b880f6cf1de07db0e1",
-    git_commit = "6e2a7cd84d275bbc745c2731c6a9c6e282cbc29e",
+    sha256 = "7f6b02d7ebf163c3f3c31b66fd7398b51346a875b9e70cc7c4859297d71975f6",
+    git_commit = "a6d4836b119cf4e6d553d072ac3b0af34cc00fd2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
@@ -21,11 +21,11 @@ load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 # Needs to be kept in sync with the same target in TensorFlow's WORKSPACE file.
 http_archive(
     name = "io_bazel_rules_closure",
-    sha256 = "a38539c5b5c358548e75b44141b4ab637bba7c4dc02b46b1f62a96d6433f56ae",
-    strip_prefix = "rules_closure-dbb96841cc0a5fb2664c37822803b06dab20c7d1",
+    sha256 = "ddce3b3a3909f99b28b25071c40b7fec7e2e1d1d1a4b2e933f3082aa99517105",
+    strip_prefix = "rules_closure-316e6133888bfc39fb860a4f1a31cfcbae485aef",
     urls = [
-        "https://mirror.bazel.build/github.com/bazelbuild/rules_closure/archive/dbb96841cc0a5fb2664c37822803b06dab20c7d1.tar.gz",
-        "https://github.com/bazelbuild/rules_closure/archive/dbb96841cc0a5fb2664c37822803b06dab20c7d1.tar.gz",  # 2018-04-13
+        "https://mirror.bazel.build/github.com/bazelbuild/rules_closure/archive/316e6133888bfc39fb860a4f1a31cfcbae485aef.tar.gz",
+        "https://github.com/bazelbuild/rules_closure/archive/316e6133888bfc39fb860a4f1a31cfcbae485aef.tar.gz",  # 2019-03-21
     ],
 )
 
@@ -37,4 +37,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.20.0")
+check_bazel_version_at_least("0.23.2")
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 543637eb666..1e8c59b0e9c 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -62,7 +62,7 @@ py_binary(
     srcs = [
         "export_counter.py",
     ],
-    default_python_version = "PY3",
+    python_version = "PY3",
     srcs_version = "PY3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index edccb909310..15d080a9dfe 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -60,7 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.20.0
+ENV BAZEL_VERSION 0.23.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index bdec5578467..2cba1ec4a2a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -91,7 +91,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.20.0
+ENV BAZEL_VERSION 0.23.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 46cc2ff17e0..6aba9ef27d8 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -60,7 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.20.0
+ENV BAZEL_VERSION 0.23.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 2a626659a2031cc3ca1e2481f7cfa4c2c1df00a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Mar 2019 17:02:08 -0700
Subject: [PATCH 2884/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 240883883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 866e804d56c..2284ce07b64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f6b02d7ebf163c3f3c31b66fd7398b51346a875b9e70cc7c4859297d71975f6",
-    git_commit = "a6d4836b119cf4e6d553d072ac3b0af34cc00fd2",
+    sha256 = "2591b5ae44853b26c5ab4001b068a9e11cc8710a3df1a9b880f6cf1de07db0e1",
+    git_commit = "6e2a7cd84d275bbc745c2731c6a9c6e282cbc29e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a7f98b67e3f054e20bec86459a4f5dbf8eb45b08 Mon Sep 17 00:00:00 2001
From: gvasudevan <gvasudevan@google.com>
Date: Fri, 29 Mar 2019 12:25:58 -0700
Subject: [PATCH 2885/8103] Disable MKLDNN contraction kernels by default

PiperOrigin-RevId: 241028930
---
 .bazelrc | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index 9ce62fe2046..083f8e23e6b 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -10,11 +10,13 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
 build:mkl --define=build_with_mkl=true --define=enable_mkl=true
+build:mkl --define=tensorflow_mkldnn_contraction_kernel=0
 
 # This config option is used to enable MKL-DNN open source library only,
 # without depending on MKL binary version.
 build:mkl_open_source_only --define=build_with_mkl_dnn_only=true
 build:mkl_open_source_only --define=build_with_mkl=true --define=enable_mkl=true
+build:mkl_open_source_only --define=tensorflow_mkldnn_contraction_kernel=0
 
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native
@@ -32,6 +34,9 @@ build --define=grpc_no_ares=true
 # Sets the default Apple platform to macOS.
 build --apple_platform_type=macos
 
+# Disable MKL-DNN contraction kernels by default.
+build --define=tensorflow_mkldnn_contraction_kernel=0
+
 build -c opt
 
 # Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF

From 45f4276d9e2ae2b92a0065d71ab7637ebef632c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 14:02:29 -0700
Subject: [PATCH 2886/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241046188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2284ce07b64..b83e2b74912 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2591b5ae44853b26c5ab4001b068a9e11cc8710a3df1a9b880f6cf1de07db0e1",
-    git_commit = "6e2a7cd84d275bbc745c2731c6a9c6e282cbc29e",
+    sha256 = "720fa92f9d8627824ea8cf65dd828fbf5a90f570206b4126009a2f0636a0056c",
+    git_commit = "90af03f657e37c0b7297c31b9d754c5517f08bc3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fb5b75ed7a70a9d4d4ce1b058e68e7d9fcbd4bf8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 15:02:10 -0700
Subject: [PATCH 2887/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241058273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b83e2b74912..0dd9dbf61a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "720fa92f9d8627824ea8cf65dd828fbf5a90f570206b4126009a2f0636a0056c",
-    git_commit = "90af03f657e37c0b7297c31b9d754c5517f08bc3",
+    sha256 = "d603311f94be76151fd9e10ae442b374ab14c0601c6c49975546d287cc5fc4fc",
+    git_commit = "47ab68d265a96b6e7be06afd1b4b47e0114c0ee9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 983c49291a8bae854d9c8062e6247313aaa77ea0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 16:02:14 -0700
Subject: [PATCH 2888/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241068626
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dd9dbf61a8..9ff6dae0e73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d603311f94be76151fd9e10ae442b374ab14c0601c6c49975546d287cc5fc4fc",
-    git_commit = "47ab68d265a96b6e7be06afd1b4b47e0114c0ee9",
+    sha256 = "bf87589b796ca2c903f82acb7be25af982ae308ea49a86dab570419b86c26586",
+    git_commit = "fda92bd9a0b5b54195bc4509deda79f81853925c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6b9df920d4fc4dbaa0913a25446d291037982dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 17:02:30 -0700
Subject: [PATCH 2889/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241077212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ff6dae0e73..8c51ba84925 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf87589b796ca2c903f82acb7be25af982ae308ea49a86dab570419b86c26586",
-    git_commit = "fda92bd9a0b5b54195bc4509deda79f81853925c",
+    sha256 = "7e8d46ca2130c53ee612ef3fbcf894ed92da8b7652e9d87869829c7c3517d8ca",
+    git_commit = "cdb521e6ef021a387b124ce7cfc5aaee0fb5fdd3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3bd231d921d91f21a1e4590a1caaed8dd717125 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 18:02:24 -0700
Subject: [PATCH 2890/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241084057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c51ba84925..3977152f231 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e8d46ca2130c53ee612ef3fbcf894ed92da8b7652e9d87869829c7c3517d8ca",
-    git_commit = "cdb521e6ef021a387b124ce7cfc5aaee0fb5fdd3",
+    sha256 = "cd2d404f85048bc0b717bf38124c2bbf60b4a580817c555d75afae347326a6b3",
+    git_commit = "f537fae3b88532af592bc964e7a10682ac3c7d85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd6a74837dc56f3e8f80ae2d15717b83cb9741e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 19:03:03 -0700
Subject: [PATCH 2891/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241089915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3977152f231..75c01ac3f95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd2d404f85048bc0b717bf38124c2bbf60b4a580817c555d75afae347326a6b3",
-    git_commit = "f537fae3b88532af592bc964e7a10682ac3c7d85",
+    sha256 = "ceceb7c101bf5ae5a8f907c8f6d32e657c8fc32be5bd1fcaecd9d1d9e0681aef",
+    git_commit = "215dc6b55cc90495eb34e3bae4581c9d27585f49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6a2ce1d0adedf4133d1c15f5ddb2e6d3f097d97b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 21:02:19 -0700
Subject: [PATCH 2892/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241097903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75c01ac3f95..e5d0918ca4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ceceb7c101bf5ae5a8f907c8f6d32e657c8fc32be5bd1fcaecd9d1d9e0681aef",
-    git_commit = "215dc6b55cc90495eb34e3bae4581c9d27585f49",
+    sha256 = "a0328908b7d53bef690978c794af9bdf2ad090b97a601f111daf78760dc67ec4",
+    git_commit = "1200c7d7d09aa7ad671b7c2936c73b56626ff14c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ef12e93fe0e43a736c301b313cbe80052eb2081 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 22:02:07 -0700
Subject: [PATCH 2893/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241101493
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5d0918ca4a..38ebfd14e3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0328908b7d53bef690978c794af9bdf2ad090b97a601f111daf78760dc67ec4",
-    git_commit = "1200c7d7d09aa7ad671b7c2936c73b56626ff14c",
+    sha256 = "f99e37e2024494af0f3d9ce6de81802681453d0c2cbabeb453904036a74c5888",
+    git_commit = "5d24d0e06038af8ab6c9964a3888958f2f3667aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c886eb6947deb3e10aac040835a2cdad554086f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Mar 2019 23:02:15 -0700
Subject: [PATCH 2894/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241104948
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38ebfd14e3b..47211020c2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f99e37e2024494af0f3d9ce6de81802681453d0c2cbabeb453904036a74c5888",
-    git_commit = "5d24d0e06038af8ab6c9964a3888958f2f3667aa",
+    sha256 = "8dc3b770edc5f9d00a24f254c3df1a93b03014836807a9db9fd4c8e6063653f8",
+    git_commit = "20cd697a020e7d39ab113c58b162370e092f4d0d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a30b065c2af40ec06b707e17936e5444d9c40011 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 04:02:37 -0700
Subject: [PATCH 2895/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241123217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47211020c2e..92374914fcb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dc3b770edc5f9d00a24f254c3df1a93b03014836807a9db9fd4c8e6063653f8",
-    git_commit = "20cd697a020e7d39ab113c58b162370e092f4d0d",
+    sha256 = "4677c17425cb14d7903f5d4a29ec9b081ebf649d19aba81f37d253c627673b16",
+    git_commit = "d1f28d005128bff1bf92246bbc7ef59907c469bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1b32faedc9940d499f26dcc2c1a121546a3c2a82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 08:02:16 -0700
Subject: [PATCH 2896/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241135475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92374914fcb..87d51b9bfb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4677c17425cb14d7903f5d4a29ec9b081ebf649d19aba81f37d253c627673b16",
-    git_commit = "d1f28d005128bff1bf92246bbc7ef59907c469bc",
+    sha256 = "a643088f1ffc9e07bf1f69f2762b289991dd9f176bd32a6d51b5dcccc40b632a",
+    git_commit = "1bf6646b871d0ce601715f8ed2f50430ca504da7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db09f0ad62c13bc0bb6bd908df0bc30e8e8cfdba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 10:01:57 -0700
Subject: [PATCH 2897/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241142247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87d51b9bfb5..7dad38ac250 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a643088f1ffc9e07bf1f69f2762b289991dd9f176bd32a6d51b5dcccc40b632a",
-    git_commit = "1bf6646b871d0ce601715f8ed2f50430ca504da7",
+    sha256 = "c67567bf1025af1296a41c88e3fdb608d8ac4c8d9416647b4ac943e89bb21d1e",
+    git_commit = "66a0c2a8ab7662be546de5c5f297d7ed995d64bf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ee669f073003033aaa50ddac69b96f2d84326325 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 11:02:14 -0700
Subject: [PATCH 2898/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241145618
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7dad38ac250..5e076e649cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c67567bf1025af1296a41c88e3fdb608d8ac4c8d9416647b4ac943e89bb21d1e",
-    git_commit = "66a0c2a8ab7662be546de5c5f297d7ed995d64bf",
+    sha256 = "6feada26849aabfc77b73c9e4f2b9203a7036e2521ecf8d1798066e106a3d657",
+    git_commit = "6353d940289a225cfbc104cc647b3c6970077faa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec46170ea69d7426e268ae52ce3144ee9b7cc679 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 21:03:08 -0700
Subject: [PATCH 2899/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241175689
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e076e649cc..d6a680de55a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6feada26849aabfc77b73c9e4f2b9203a7036e2521ecf8d1798066e106a3d657",
-    git_commit = "6353d940289a225cfbc104cc647b3c6970077faa",
+    sha256 = "831aaabc1189bd94f79ce31e8f5208be8bcb68e8fbead3839ad0a014640438e5",
+    git_commit = "c6b4b2c791a398450737e83461d14ee463006810",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 95490ea60fc0327de3b55fa9909740ee73773b77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 22:02:28 -0700
Subject: [PATCH 2900/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241178771
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6a680de55a..071ab56097b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "831aaabc1189bd94f79ce31e8f5208be8bcb68e8fbead3839ad0a014640438e5",
-    git_commit = "c6b4b2c791a398450737e83461d14ee463006810",
+    sha256 = "1ce2d959fd7208b3569ff18928ffc55970f5e6447fc6cb451bf403f15c81f60e",
+    git_commit = "097fc1cdef5c56d4bb239a5a44bf950f0b1c4d37",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 371f93d0f012ce147b8b49e42e62c03492221b28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2019 23:03:10 -0700
Subject: [PATCH 2901/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241181901
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 071ab56097b..001b4433b08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ce2d959fd7208b3569ff18928ffc55970f5e6447fc6cb451bf403f15c81f60e",
-    git_commit = "097fc1cdef5c56d4bb239a5a44bf950f0b1c4d37",
+    sha256 = "f35bb27ed9d45515d3f656f8006c64f559aa7285a2d87872fb28c5bbce787408",
+    git_commit = "87827d55c5a814692898517c0473ea580641bf91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 14196683601438f5a895464c65d5916801b4c2f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2019 04:02:11 -0700
Subject: [PATCH 2902/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241199191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 001b4433b08..f98b0763df1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f35bb27ed9d45515d3f656f8006c64f559aa7285a2d87872fb28c5bbce787408",
-    git_commit = "87827d55c5a814692898517c0473ea580641bf91",
+    sha256 = "2f64c0463074f6512c83aa5279e78a3568536b85368820606d9afbd8325c2fe4",
+    git_commit = "03feb935c5f98eee0e726836ea30a9cfa562e9fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8f395c3e8630c5c75ba52a16c746353f15bd3281 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2019 07:02:36 -0700
Subject: [PATCH 2903/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241209027
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f98b0763df1..09f9911ff08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f64c0463074f6512c83aa5279e78a3568536b85368820606d9afbd8325c2fe4",
-    git_commit = "03feb935c5f98eee0e726836ea30a9cfa562e9fd",
+    sha256 = "f2313b4da0b70573996c889903660f63f17a7ac6636c11c01a01cefd116136c2",
+    git_commit = "4ac9871fded47468cb9128ebfbddb81db56e958d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43635307d3a10d497d6e0e8e4f0b12c3a6dec401 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2019 10:02:30 -0700
Subject: [PATCH 2904/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241218198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09f9911ff08..7de6d0ef33d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2313b4da0b70573996c889903660f63f17a7ac6636c11c01a01cefd116136c2",
-    git_commit = "4ac9871fded47468cb9128ebfbddb81db56e958d",
+    sha256 = "5eb1e6594b659f77370d8cbc3e8764bbc20849c0ba5f9aa15924801f8e2d6751",
+    git_commit = "937c81c97cf2d3222cb5d75781c7c5abd999b47c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 05caaeabb63a78234d555d88102430106cc42abd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2019 12:02:16 -0700
Subject: [PATCH 2905/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241224127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7de6d0ef33d..d002de0b9bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5eb1e6594b659f77370d8cbc3e8764bbc20849c0ba5f9aa15924801f8e2d6751",
-    git_commit = "937c81c97cf2d3222cb5d75781c7c5abd999b47c",
+    sha256 = "1db7390bd4c51be7526dc22d665b451109cdce56eb101f9e70996ed91dbdf746",
+    git_commit = "5e8df789cc30098d791475c14a623ec68b50b4ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2298db294d2ca0bc01768bbcf792099c1204aff7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 00:02:44 -0700
Subject: [PATCH 2906/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241268683
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d002de0b9bd..ca71ea8daf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1db7390bd4c51be7526dc22d665b451109cdce56eb101f9e70996ed91dbdf746",
-    git_commit = "5e8df789cc30098d791475c14a623ec68b50b4ed",
+    sha256 = "ab62bcd4d1defc994c49778a41c7d7082d282f0758610d1b843cee1624762150",
+    git_commit = "9fd90ad4c7815a9f3bdafe433034012857a158f5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a172944e5a472d5d11d8b7745aeb577d34748eda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 02:02:11 -0700
Subject: [PATCH 2907/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241283229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca71ea8daf7..d8673cdf64c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab62bcd4d1defc994c49778a41c7d7082d282f0758610d1b843cee1624762150",
-    git_commit = "9fd90ad4c7815a9f3bdafe433034012857a158f5",
+    sha256 = "8f80070cac48d954e60de896aefde4cc5829288b4a248db034b6e071eec18f1f",
+    git_commit = "6ff8dd7b5b07b039b3af025b447aa22ed055c507",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 498e0d69d7153d89bace435ec979906afc5ba373 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 04:02:28 -0700
Subject: [PATCH 2908/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241296777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8673cdf64c..7a01ef8e2ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f80070cac48d954e60de896aefde4cc5829288b4a248db034b6e071eec18f1f",
-    git_commit = "6ff8dd7b5b07b039b3af025b447aa22ed055c507",
+    sha256 = "bbf0eb847ddc5c6124ad86618287a0c600f1bd6008599b201959101e23884a22",
+    git_commit = "9ccf10c72a71512e2e492b8968eb4e80f7ea7d0c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84af1c3bc2a670d6fa97ca51aa53a7779ab831aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 07:02:17 -0700
Subject: [PATCH 2909/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241317281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a01ef8e2ad..4f897be05d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbf0eb847ddc5c6124ad86618287a0c600f1bd6008599b201959101e23884a22",
-    git_commit = "9ccf10c72a71512e2e492b8968eb4e80f7ea7d0c",
+    sha256 = "35e806487e8148f0f05b83cc7790969ea088d0d5cfadc6b5c71386a5c515afeb",
+    git_commit = "b06f06148e8adf156702e43e421d78a5bd2ca79b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54576476fdca14ac931ea8a91035df0725f137c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 10:02:37 -0700
Subject: [PATCH 2910/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241345710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f897be05d5..21afe335265 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35e806487e8148f0f05b83cc7790969ea088d0d5cfadc6b5c71386a5c515afeb",
-    git_commit = "b06f06148e8adf156702e43e421d78a5bd2ca79b",
+    sha256 = "ba9368c95b8f7975ec6434903e239a1f2388018ae4e8f4bcdab8dc28ac89b024",
+    git_commit = "fad7651026efb5dcbfe42a6b0c146118432cf340",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1b7ce2a0719a9a77f971441c0451444e00a2b64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 11:02:32 -0700
Subject: [PATCH 2911/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241358743
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21afe335265..5630804cd6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba9368c95b8f7975ec6434903e239a1f2388018ae4e8f4bcdab8dc28ac89b024",
-    git_commit = "fad7651026efb5dcbfe42a6b0c146118432cf340",
+    sha256 = "f40909fd0e4a5de08832e189dc4f39525c389f8d2d81f756f62148fd394f22d7",
+    git_commit = "c864df4158796fb1fb19425c7b2bb0e04459c62d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e7a8b2c867390aa89e0ec761f21c9fcbdbef456d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 12:02:56 -0700
Subject: [PATCH 2912/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241371745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5630804cd6a..fab682d31ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f40909fd0e4a5de08832e189dc4f39525c389f8d2d81f756f62148fd394f22d7",
-    git_commit = "c864df4158796fb1fb19425c7b2bb0e04459c62d",
+    sha256 = "8f91ab1e79a3bf27300b2756bb40f7b6791914ceda7ce77d6bce753db55e209b",
+    git_commit = "bf955a8662d9de869d24aa57c0a5c5b2f310367a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9adbf357cd722f7fd78966f19501163da4edfe3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 13:02:11 -0700
Subject: [PATCH 2913/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241382829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fab682d31ff..137da2b01e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f91ab1e79a3bf27300b2756bb40f7b6791914ceda7ce77d6bce753db55e209b",
-    git_commit = "bf955a8662d9de869d24aa57c0a5c5b2f310367a",
+    sha256 = "3c52f90dda75ecf68b9f3fba0e58f6f209f96e92b15ccb9c6121092bb8e3d478",
+    git_commit = "bd0d17f39740ab47bc5be5bd9aa3a1bd7991dc71",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d11a367ddccf3f4d32f4081449188306464e0d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 14:02:32 -0700
Subject: [PATCH 2914/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241394524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 137da2b01e2..5e2fd2e3d54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c52f90dda75ecf68b9f3fba0e58f6f209f96e92b15ccb9c6121092bb8e3d478",
-    git_commit = "bd0d17f39740ab47bc5be5bd9aa3a1bd7991dc71",
+    sha256 = "939aeb83328c12956a50375fd93f9661d307810a88c39919c094088f7665f467",
+    git_commit = "a89be16e7a60e75147c9add575c8191a2ceb9a48",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e300acc73e1030d50ad83686b1b1f25805fdd09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 15:02:05 -0700
Subject: [PATCH 2915/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241407060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e2fd2e3d54..96afe7105c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "939aeb83328c12956a50375fd93f9661d307810a88c39919c094088f7665f467",
-    git_commit = "a89be16e7a60e75147c9add575c8191a2ceb9a48",
+    sha256 = "ffe816173d16cb86be72508ee6ecea5855d2fffe3912ea8428be8b9bf83ff622",
+    git_commit = "2699ef10f22ef7b79412b215dfcb79f26aeb5d54",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 89608b34cdf93d08d4a15237e19dcf1b65b4f95d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 16:02:06 -0700
Subject: [PATCH 2916/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241418710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96afe7105c5..e0ca57241d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffe816173d16cb86be72508ee6ecea5855d2fffe3912ea8428be8b9bf83ff622",
-    git_commit = "2699ef10f22ef7b79412b215dfcb79f26aeb5d54",
+    sha256 = "c10484c91ef11d412e6fcf81d62434c7ed91b15713b393238bdf3c60f7fd3a3a",
+    git_commit = "764fdc6fb1a9ac377440e1b537ff8a6b7e9f2063",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 104a5464dff7bbfcdeae7a1f83016c6862bb6d16 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 17:02:33 -0700
Subject: [PATCH 2917/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241429888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0ca57241d5..fabd2e737a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c10484c91ef11d412e6fcf81d62434c7ed91b15713b393238bdf3c60f7fd3a3a",
-    git_commit = "764fdc6fb1a9ac377440e1b537ff8a6b7e9f2063",
+    sha256 = "58825cb97f5bbe957b129093c251d5b50a1672d7d3a4be6db9ff04419a610f67",
+    git_commit = "d6aa41f1e21d4876ef208cc2e06bf45dcfeee473",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 25e3585a9e344e21ce52ec8685dde7b408406816 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 18:02:27 -0700
Subject: [PATCH 2918/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241438909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fabd2e737a6..51a544dcd23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58825cb97f5bbe957b129093c251d5b50a1672d7d3a4be6db9ff04419a610f67",
-    git_commit = "d6aa41f1e21d4876ef208cc2e06bf45dcfeee473",
+    sha256 = "5e877309d7aab50f9b87a99aa74a911ee6ddee9765b7eed854963128d017916f",
+    git_commit = "7362d37521d3c14617f3355c66a0f6e5d1e80409",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd2f22b59632b08e2d5341eeed902b72ab50a4b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2019 19:03:15 -0700
Subject: [PATCH 2919/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 241446347
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51a544dcd23..1ba4fc51a12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e877309d7aab50f9b87a99aa74a911ee6ddee9765b7eed854963128d017916f",
-    git_commit = "7362d37521d3c14617f3355c66a0f6e5d1e80409",
+    sha256 = "043dd78fcc42347ecc15fdce13666633999388cb08da4a0e53f94c68915ef917",
+    git_commit = "269e8a35bdfd35b2c4923ac4867524109c6e9b55",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 63d31a33b4f6faeb0764bb159d403f2b49061aed Mon Sep 17 00:00:00 2001
From: hongkuny <hongkuny@google.com>
Date: Tue, 2 Apr 2019 11:50:25 -0700
Subject: [PATCH 2920/8103] improve tpu server warm up

PiperOrigin-RevId: 241573130
---
 tensorflow_serving/model_servers/server.cc | 5 +++++
 tensorflow_serving/model_servers/server.h  | 2 ++
 2 files changed, 7 insertions(+)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 7582cd527a4..d0cd970615a 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -254,6 +254,11 @@ Status Server::BuildAndStart(const Options& server_options) {
     }
     session_bundle_config.set_enable_model_warmup(
         server_options.enable_model_warmup);
+    if (server_options.num_request_iterations_for_warmup > 0) {
+      session_bundle_config.mutable_model_warmup_options()
+          ->mutable_num_request_iterations()
+          ->set_value(server_options.num_request_iterations_for_warmup);
+    }
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
         session_bundle_config, use_saved_model);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 78a97a3fbc2..4fe15908924 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -72,6 +72,8 @@ class Server {
     tensorflow::string ssl_config_file;
     string model_config_file;
     bool enable_model_warmup = true;
+    // This value is used only if > 0.
+    tensorflow::int32 num_request_iterations_for_warmup = 0;
     tensorflow::string monitoring_config_file;
     // Tensorflow session run options.
     bool enforce_session_run_timeout = true;

From b64a666b3eacf797a105e4b95bed996c12b36aa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 15:02:22 -0700
Subject: [PATCH 2921/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242015620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ba4fc51a12..2b1beb063d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "043dd78fcc42347ecc15fdce13666633999388cb08da4a0e53f94c68915ef917",
-    git_commit = "269e8a35bdfd35b2c4923ac4867524109c6e9b55",
+    sha256 = "aa5e09602670e40e44452f3aeab39e379c1428a35b0b812e197e0629718b6545",
+    git_commit = "862d326bffbf053753fce3f293ccc4704c771474",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4674867aa4d57225b1d802dd9db9a0442231432 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 16:02:27 -0700
Subject: [PATCH 2922/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242027443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b1beb063d7..ec1859b7db7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa5e09602670e40e44452f3aeab39e379c1428a35b0b812e197e0629718b6545",
-    git_commit = "862d326bffbf053753fce3f293ccc4704c771474",
+    sha256 = "43b3d52b2f6bce6162583b085fff1889fc43e34107c70b33835886f142a2b8fa",
+    git_commit = "27590b0e09c9cc3a17d0a3bcef2c73bdce2bdd55",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 275bc2ee1b76a74691bd4bf4a03dc9f98b3c7f4a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 17:02:46 -0700
Subject: [PATCH 2923/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242037644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec1859b7db7..df73abf883e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43b3d52b2f6bce6162583b085fff1889fc43e34107c70b33835886f142a2b8fa",
-    git_commit = "27590b0e09c9cc3a17d0a3bcef2c73bdce2bdd55",
+    sha256 = "9972e055dc3204783839e63f3b4a3dc1ce565ce9f8359f54d1b0ef68cddb14d4",
+    git_commit = "def33ac1861108f79f04cd2edee8892cb6e09539",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d81471b539e06dc00aaece62b30fb2d573d92f7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 18:02:21 -0700
Subject: [PATCH 2924/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242046921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df73abf883e..c34033141c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9972e055dc3204783839e63f3b4a3dc1ce565ce9f8359f54d1b0ef68cddb14d4",
-    git_commit = "def33ac1861108f79f04cd2edee8892cb6e09539",
+    sha256 = "a83b55a2bd7ed2a65a7a582d85ab43c840e4aaa3886100ff0ffd369e15c3b1af",
+    git_commit = "621d18e896a8bc42205afd438ec12b6a2b018533",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e679c1aac1c127e6e8b6a405b665732f0ee913c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 19:02:38 -0700
Subject: [PATCH 2925/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242053874
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34033141c2..0c463bceb21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a83b55a2bd7ed2a65a7a582d85ab43c840e4aaa3886100ff0ffd369e15c3b1af",
-    git_commit = "621d18e896a8bc42205afd438ec12b6a2b018533",
+    sha256 = "3e681c57890babba7add76b3ff707cb35ab537f87de759915d4ec21d25e6c58c",
+    git_commit = "51a3acd6a00e155a3ff0c1bf54981d7c5b885af5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f72882f079fecbdad5cabe62094588bdd9bb215 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 20:02:34 -0700
Subject: [PATCH 2926/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242059189
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c463bceb21..b51d40c6f2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e681c57890babba7add76b3ff707cb35ab537f87de759915d4ec21d25e6c58c",
-    git_commit = "51a3acd6a00e155a3ff0c1bf54981d7c5b885af5",
+    sha256 = "c8573ffa818012a6a6e610faf10b9d00acb4f26883387fa637be3a7f5274c6fd",
+    git_commit = "82735fd7a6ede82a7c9fa04d21de7fcfd09edd2e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b5bba18cb204612ba30916f5071b435eaa51e59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 21:02:25 -0700
Subject: [PATCH 2927/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242064531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b51d40c6f2e..9e0a634b81a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8573ffa818012a6a6e610faf10b9d00acb4f26883387fa637be3a7f5274c6fd",
-    git_commit = "82735fd7a6ede82a7c9fa04d21de7fcfd09edd2e",
+    sha256 = "30da61d0eb070f7dbe055b37a1f1837392c3ceaef5dba71869bfcf4c14099771",
+    git_commit = "3bf4628d7523c28cf08524123ef50b7bcd03ad4b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1aeeb2ec87f35912bb8cde484671b11d3288deff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2019 23:02:27 -0700
Subject: [PATCH 2928/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242074775
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e0a634b81a..c543359d489 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30da61d0eb070f7dbe055b37a1f1837392c3ceaef5dba71869bfcf4c14099771",
-    git_commit = "3bf4628d7523c28cf08524123ef50b7bcd03ad4b",
+    sha256 = "89633cb66236944f46bf2bea915cb37907cb1495fa0b527abcc061bb6b8cf1ea",
+    git_commit = "a1e3d4490d66d731102b282f5eedfcfed592054b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a075ebe5eff56f3311d6e2cc2d23e4e82567596b Mon Sep 17 00:00:00 2001
From: awk <awk@google.com>
Date: Fri, 5 Apr 2019 08:40:11 -0700
Subject: [PATCH 2929/8103] Re-enable MKLDNN contraction kernels by default.

PiperOrigin-RevId: 242130768
---
 .bazelrc | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 083f8e23e6b..42093509a47 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -34,9 +34,6 @@ build --define=grpc_no_ares=true
 # Sets the default Apple platform to macOS.
 build --apple_platform_type=macos
 
-# Disable MKL-DNN contraction kernels by default.
-build --define=tensorflow_mkldnn_contraction_kernel=0
-
 build -c opt
 
 # Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF

From b5700c75291848e32d2e298f372253a113bef754 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 13:02:27 -0700
Subject: [PATCH 2930/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242178462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c543359d489..89fc4e0e4dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89633cb66236944f46bf2bea915cb37907cb1495fa0b527abcc061bb6b8cf1ea",
-    git_commit = "a1e3d4490d66d731102b282f5eedfcfed592054b",
+    sha256 = "b8a95ac81d3632cab97fb5fedd62cd65c8829e7fbb89ec83ea7e22f78fd59eaa",
+    git_commit = "0d4d88c0514a6026fd90efc06e1adb5f8aa9255c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 65e235c9ced7d72a53f98336f4418929159dca73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 14:02:44 -0700
Subject: [PATCH 2931/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242189525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89fc4e0e4dd..6048ebcdb2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8a95ac81d3632cab97fb5fedd62cd65c8829e7fbb89ec83ea7e22f78fd59eaa",
-    git_commit = "0d4d88c0514a6026fd90efc06e1adb5f8aa9255c",
+    sha256 = "ab604cf7b0b8a2604c73698c123f2bb6c74678f45f3236bfaf66df9854bcc69e",
+    git_commit = "ee77551db7c76334e6a94ce1920aa26fb4049b70",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9fef1b18512ac8f577f3a02b2e3c55cc1bedf39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 15:02:20 -0700
Subject: [PATCH 2932/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242200958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6048ebcdb2e..4c6f6866e2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab604cf7b0b8a2604c73698c123f2bb6c74678f45f3236bfaf66df9854bcc69e",
-    git_commit = "ee77551db7c76334e6a94ce1920aa26fb4049b70",
+    sha256 = "78813451e905f0b989ecb6f38231892e8a818892259677ad88b6fc1632a69a5d",
+    git_commit = "112e128f391ac2acc08d4145468c3536589d106e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e6aac54079c5800c26a1988a779e8deb1422b9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 16:02:33 -0700
Subject: [PATCH 2933/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242211258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c6f6866e2b..02c4e6dcfad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78813451e905f0b989ecb6f38231892e8a818892259677ad88b6fc1632a69a5d",
-    git_commit = "112e128f391ac2acc08d4145468c3536589d106e",
+    sha256 = "fab3b38d119d51d390f21206cfcdc3e3202c8fc4824cd2c89b6c9dea5f469c12",
+    git_commit = "13b4bbdffdeddc1b754d7141f70934577ae8c053",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 23ceb08d771118a2abdd28835f126c8675ba2f60 Mon Sep 17 00:00:00 2001
From: laigd <laigd@google.com>
Date: Fri, 5 Apr 2019 16:41:40 -0700
Subject: [PATCH 2934/8103] Stop removing libnvinfer_plugin.so since future
 version of TF GPU builds depends on it.

PiperOrigin-RevId: 242217476
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 4 +---
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 2cba1ec4a2a..21bfebf6c7d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -73,7 +73,7 @@ RUN apt-get update && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
     rm /usr/lib/x86_64-linux-gnu/libnvinfer_static.a && \
-    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
+    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin_static.a && \
     rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
     rm /usr/lib/x86_64-linux-gnu/libnvparsers*
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index bab9f06d112..d34856eb217 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -47,8 +47,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 # which contains libnvinfer library, so it needs another 'apt-get update' to
 # retrieve that list before it can actually install the library.
 #
-# We don't install libnvinfer-dev since we don't need to build against TensorRT,
-# and libnvinfer4 doesn't contain libnvinfer_static.a static library.
+# We don't install libnvinfer-dev since we don't need to build against TensorRT.
 RUN apt-get update && \
     apt-get install --no-install-recommends \
         nvinfer-runtime-trt-repo-ubuntu1604-${TF_TENSORRT_VERSION}-ga-cuda10.0 && \
@@ -57,7 +56,6 @@ RUN apt-get update && \
         libnvinfer5=${TF_TENSORRT_VERSION}-1+cuda10.0 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
     rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
     rm /usr/lib/x86_64-linux-gnu/libnvparsers*
 

From d81a46c4ab320053f8e3356c1d6e21fde442b99a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 17:02:22 -0700
Subject: [PATCH 2935/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242220453
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02c4e6dcfad..e019af5e88c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fab3b38d119d51d390f21206cfcdc3e3202c8fc4824cd2c89b6c9dea5f469c12",
-    git_commit = "13b4bbdffdeddc1b754d7141f70934577ae8c053",
+    sha256 = "0a288f83826f26b296d673adbf2f8ee50ac68231df791718b4b3d1ced48a1f76",
+    git_commit = "1b57563032f5020b59a5276e7694c37f278b482a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b1089ee21100dae3c83d440be0c3e77ca4a189b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 18:02:13 -0700
Subject: [PATCH 2936/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242227192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e019af5e88c..367de582a9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a288f83826f26b296d673adbf2f8ee50ac68231df791718b4b3d1ced48a1f76",
-    git_commit = "1b57563032f5020b59a5276e7694c37f278b482a",
+    sha256 = "fbbe3d93638ec4022371d6584dc8238a4006a9d64dc2e4d4fcbd7daed7514e77",
+    git_commit = "dcc3313598a82ae689918a73e59552eb53d44710",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 29a58137b9393dc4b7ea299ef8b86b8dac45bda2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 19:02:23 -0700
Subject: [PATCH 2937/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242232441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 367de582a9a..c2cdb4db76e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbbe3d93638ec4022371d6584dc8238a4006a9d64dc2e4d4fcbd7daed7514e77",
-    git_commit = "dcc3313598a82ae689918a73e59552eb53d44710",
+    sha256 = "7804f38f97badcffc45769fd208a4487d4f64ed0964757111ceb6ab33d0efb4e",
+    git_commit = "2147192998edc8e211d594af51709fbb628ed09d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 149ebc2fd8f343d82f147da90318c76cea40a69b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2019 20:02:28 -0700
Subject: [PATCH 2938/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242236405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2cdb4db76e..b52d5a4cf7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7804f38f97badcffc45769fd208a4487d4f64ed0964757111ceb6ab33d0efb4e",
-    git_commit = "2147192998edc8e211d594af51709fbb628ed09d",
+    sha256 = "6f7ee6daa642b0d136f8c67630dadcc9cdddae199e63e48f35d5890370c133ea",
+    git_commit = "d78a3d1cbe3720a9b471cfba57696014dc8eaab0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b9c97375e9230716314fe25b46405f9cbcf28f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2019 01:02:24 -0700
Subject: [PATCH 2939/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242254553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b52d5a4cf7a..a9b4f119a6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f7ee6daa642b0d136f8c67630dadcc9cdddae199e63e48f35d5890370c133ea",
-    git_commit = "d78a3d1cbe3720a9b471cfba57696014dc8eaab0",
+    sha256 = "57afe12167108824b78d3930eb845644c7b669e37245c21328389451409680cf",
+    git_commit = "b43029085bfa48caaef718c9d44abdc116efc600",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 79d5237bbd381bd7a11ed7bb6625f8c34590f45a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2019 03:02:21 -0700
Subject: [PATCH 2940/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242262094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9b4f119a6a..295b6142aed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57afe12167108824b78d3930eb845644c7b669e37245c21328389451409680cf",
-    git_commit = "b43029085bfa48caaef718c9d44abdc116efc600",
+    sha256 = "fbed8f9b85917f50254c6379b544bdb26b1cc7a67e4dc2147326608ef9fadf14",
+    git_commit = "378f773e9a8fa8de2d130f700265caf6878dcd0b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 302eae9dc42be6b6a9b67e6cb124fd24f3d5c108 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2019 19:02:17 -0700
Subject: [PATCH 2941/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242311999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 295b6142aed..910529d6c24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbed8f9b85917f50254c6379b544bdb26b1cc7a67e4dc2147326608ef9fadf14",
-    git_commit = "378f773e9a8fa8de2d130f700265caf6878dcd0b",
+    sha256 = "c62260175df3803d96631348c28eec80674d9bb25b4a443df3e88dc219e66732",
+    git_commit = "ebfd5e0a65e15a3c95a0feafa3afb3cf23cf1db9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 726afba41908b56d3c1eadd6cfd9ee412472ab57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2019 20:02:16 -0700
Subject: [PATCH 2942/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242314563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 910529d6c24..6c5dd4a50c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c62260175df3803d96631348c28eec80674d9bb25b4a443df3e88dc219e66732",
-    git_commit = "ebfd5e0a65e15a3c95a0feafa3afb3cf23cf1db9",
+    sha256 = "39e3ff74c557af0e41c46281b82f6483f26da3ea101abad16dd13adbe971097c",
+    git_commit = "d957d0c6ff191aad84e6b99b75085b02b83ea64b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 69dfc2888aae66906e0fea0332bd669dcb7a6e7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2019 21:02:12 -0700
Subject: [PATCH 2943/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242317466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c5dd4a50c3..86918dbe8ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39e3ff74c557af0e41c46281b82f6483f26da3ea101abad16dd13adbe971097c",
-    git_commit = "d957d0c6ff191aad84e6b99b75085b02b83ea64b",
+    sha256 = "8859bcb743318a23eef9cdd0ce4fae887ae7809da6b7665d436429abf0879265",
+    git_commit = "20bbe5a17eeda011c4de74aa48d59ff4fc2f2090",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 91dfe2e9abc7e8637d07dcc9d9badbe09338b16f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2019 04:03:33 -0700
Subject: [PATCH 2944/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242339955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86918dbe8ad..8e18aecdbe4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8859bcb743318a23eef9cdd0ce4fae887ae7809da6b7665d436429abf0879265",
-    git_commit = "20bbe5a17eeda011c4de74aa48d59ff4fc2f2090",
+    sha256 = "7e9b4dc678d6aa11e62248094e1e23ba22186b57948f80615a2d0d22d765c439",
+    git_commit = "ea1d14f364cfe54cac82bae96161788e0e057c83",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 44bf6f17ad20be7638cecad6cda43288aee80b63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2019 07:05:32 -0700
Subject: [PATCH 2945/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242349617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e18aecdbe4..cd4b75e055f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e9b4dc678d6aa11e62248094e1e23ba22186b57948f80615a2d0d22d765c439",
-    git_commit = "ea1d14f364cfe54cac82bae96161788e0e057c83",
+    sha256 = "3dbafa3bb905f3b479f9ada07b1901ecfcf4305156191893c7e06292c8db4029",
+    git_commit = "ea467873261d27218a20d366f3027c071afdf32e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 346cff47e98f7e73be8e73fbb9ffb848fcc8c2fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2019 18:02:12 -0700
Subject: [PATCH 2946/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242385094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd4b75e055f..b315ef5b9c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dbafa3bb905f3b479f9ada07b1901ecfcf4305156191893c7e06292c8db4029",
-    git_commit = "ea467873261d27218a20d366f3027c071afdf32e",
+    sha256 = "f29e7bcfb310c9fc8db29af321ff48b177ef6924f317403d92d1cb00f6349772",
+    git_commit = "333a9268e94a0f5c36f9aab70963f7ffddf924cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 16532cc9a3838463ce53c4e64efb1eff6fd5b081 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2019 21:02:15 -0700
Subject: [PATCH 2947/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242397454
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b315ef5b9c2..be932e4ed69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f29e7bcfb310c9fc8db29af321ff48b177ef6924f317403d92d1cb00f6349772",
-    git_commit = "333a9268e94a0f5c36f9aab70963f7ffddf924cb",
+    sha256 = "7d79aece4d5aeded47774f5ebb2947d75c740c218a1ccc8040adfa07aeea7591",
+    git_commit = "961bb02b882a8bb921e5be1c09c34b51fffd25dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d26da2e9ddc0abcbae8d1eaddce748c280348750 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2019 23:02:12 -0700
Subject: [PATCH 2948/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242406019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be932e4ed69..e1e8437be3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d79aece4d5aeded47774f5ebb2947d75c740c218a1ccc8040adfa07aeea7591",
-    git_commit = "961bb02b882a8bb921e5be1c09c34b51fffd25dc",
+    sha256 = "8cb4db4b9897d27df7b1a016c50d947304663f78775320e5f6c825642dab9033",
+    git_commit = "07e820fc5ecaa7356f208fabb8f326932434db6d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec1fa61cb695709e192dac018291de6e95a10ddc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 00:02:25 -0700
Subject: [PATCH 2949/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242410300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1e8437be3a..ff67cf0e1ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cb4db4b9897d27df7b1a016c50d947304663f78775320e5f6c825642dab9033",
-    git_commit = "07e820fc5ecaa7356f208fabb8f326932434db6d",
+    sha256 = "321946fadf62a692f32208ebdd7f531fe454479347b692c401eea59dbde503a0",
+    git_commit = "0b490162f7a275ba91e102848e254beab59acadc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4d7b002265fcf214768336c906f0314fa1f94748 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 03:02:52 -0700
Subject: [PATCH 2950/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242431527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff67cf0e1ef..82e98c008ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "321946fadf62a692f32208ebdd7f531fe454479347b692c401eea59dbde503a0",
-    git_commit = "0b490162f7a275ba91e102848e254beab59acadc",
+    sha256 = "bde3de7b32c41106896fc9a1203cdde1f904101da74cebb237e32a200f3f6169",
+    git_commit = "50f1ccacc69d9bd228cd7ac351aa0a72a9a594d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4cb67ede10382fa26e46154f81d6f059da5687e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 06:02:32 -0700
Subject: [PATCH 2951/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242449229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82e98c008ae..8d922558986 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bde3de7b32c41106896fc9a1203cdde1f904101da74cebb237e32a200f3f6169",
-    git_commit = "50f1ccacc69d9bd228cd7ac351aa0a72a9a594d8",
+    sha256 = "706fa4969aea73f9ecd56db47bf77153bbc445ead21ae57787efd93175f4eaf7",
+    git_commit = "34fd2a5e9bcdb40957ece90fec46a37e6e9248b2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4f47768cc940997f5c2279e735b619f8d99483b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 08:02:44 -0700
Subject: [PATCH 2952/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242463453
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d922558986..2f8c13d1b33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "706fa4969aea73f9ecd56db47bf77153bbc445ead21ae57787efd93175f4eaf7",
-    git_commit = "34fd2a5e9bcdb40957ece90fec46a37e6e9248b2",
+    sha256 = "fdd1ce69d66dfd943c20601ed092c3e7934528fd081bdd3940e68892aa8a369b",
+    git_commit = "d38aee5165fc4033612e270e1ee222aeb9f60860",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3059ec9db7fb68933c8396966002a58179a58d53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 11:02:23 -0700
Subject: [PATCH 2953/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242496255
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f8c13d1b33..b66ebdb90d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdd1ce69d66dfd943c20601ed092c3e7934528fd081bdd3940e68892aa8a369b",
-    git_commit = "d38aee5165fc4033612e270e1ee222aeb9f60860",
+    sha256 = "3c48f9707a0a1d64ec76e4b302714d26f1b9af1df83fda00b980c337d250fbaf",
+    git_commit = "7902c2e51b16eb1c504e7dd105717de57f0735b1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2a8a95041ed8b48b028a1c6e8c2759f4d8af965 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2019 12:02:33 -0700
Subject: [PATCH 2954/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242509278
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b66ebdb90d1..3fb3f9a6d85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c48f9707a0a1d64ec76e4b302714d26f1b9af1df83fda00b980c337d250fbaf",
-    git_commit = "7902c2e51b16eb1c504e7dd105717de57f0735b1",
+    sha256 = "5eb14741db42d40a82865ac7be0b4142e3dc8f3d8de7dc79018bfb7c867f18d4",
+    git_commit = "4e2fbd87d8221ee7878b744e85fd75a3d6473ae7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ccd01fbc6d4180e725aa7e0f45e44966273914f Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 8 Apr 2019 16:53:54 -0700
Subject: [PATCH 2955/8103] Minor comment update.

PiperOrigin-RevId: 242566495
---
 tools/run_in_docker.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tools/run_in_docker.sh b/tools/run_in_docker.sh
index ee64f6ed830..65bc67d21bd 100755
--- a/tools/run_in_docker.sh
+++ b/tools/run_in_docker.sh
@@ -22,8 +22,8 @@
 # track down dependencies (that are covered by the docker container).
 #
 # Note: This script binds your working directory (via pwd) and /tmp to the
-# Docker container. Any scripts or programs you run will need to have its output
-# routed to one of the above locations in order to persist.
+# Docker container. Any scripts or programs you run will need to have its
+# output files/dirs written to one of the above locations for persistence.
 #
 # Typical usage (to build from lastest upstream source):
 # $ git clone https://github.com/tensorflow/serving.git

From a02687e3fe96edc57c9ed4ad08cfbe5d9ba6e838 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 10 Apr 2019 16:21:07 -0700
Subject: [PATCH 2956/8103] Fix build failure with TF head sources.

Upstream TF bazel build rules now require `bazel_skylib`.

PiperOrigin-RevId: 242962953
---
 WORKSPACE | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fb3f9a6d85..b4c03d4340b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -17,8 +17,9 @@ tensorflow_http_archive(
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
-# TensorFlow depends on "io_bazel_rules_closure" so we need this here.
-# Needs to be kept in sync with the same target in TensorFlow's WORKSPACE file.
+# START: Upstream TensorFlow dependencies
+# TensorFlow build depends on these dependencies.
+# Needs to be in-sync with TensorFlow sources.
 http_archive(
     name = "io_bazel_rules_closure",
     sha256 = "ddce3b3a3909f99b28b25071c40b7fec7e2e1d1d1a4b2e933f3082aa99517105",
@@ -28,6 +29,13 @@ http_archive(
         "https://github.com/bazelbuild/rules_closure/archive/316e6133888bfc39fb860a4f1a31cfcbae485aef.tar.gz",  # 2019-03-21
     ],
 )
+http_archive(
+    name = "bazel_skylib",
+    sha256 = "2c62d8cd4ab1e65c08647eb4afe38f51591f43f7f0885e7769832fa137633dcb",
+    strip_prefix = "bazel-skylib-0.7.0",
+    urls = ["https://github.com/bazelbuild/bazel-skylib/archive/0.7.0.tar.gz"],
+)
+# END: Upstream TensorFlow dependencies
 
 # Please add all new TensorFlow Serving dependencies in workspace.bzl.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")

From 000b7edbf7e258caf21ac3444979857a101d3992 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 18:02:21 -0700
Subject: [PATCH 2957/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242979112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4c03d4340b..14f45f60ffd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5eb14741db42d40a82865ac7be0b4142e3dc8f3d8de7dc79018bfb7c867f18d4",
-    git_commit = "4e2fbd87d8221ee7878b744e85fd75a3d6473ae7",
+    sha256 = "55cf539934aef3435e7275d61c9c886ffd5e49fd1b9ac8c4d7a05876a3bb39b2",
+    git_commit = "afa13f4c5cdecab5dc4fac195adc6ffb4366ece5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 329b26f4e6602a6002c97f54bceda5c6bcbd08b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 19:02:08 -0700
Subject: [PATCH 2958/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242985939
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14f45f60ffd..d07cbd59554 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55cf539934aef3435e7275d61c9c886ffd5e49fd1b9ac8c4d7a05876a3bb39b2",
-    git_commit = "afa13f4c5cdecab5dc4fac195adc6ffb4366ece5",
+    sha256 = "73019018218d42b010f9eb5e93cbe9b525feca4e31c628c74a340a7d53f54730",
+    git_commit = "906a85ac307821961774aa16553ebb5f0adbe633",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce2a9a1a27e5dddc6d5204ed1c0cd488f512ffe4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 20:03:01 -0700
Subject: [PATCH 2959/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242992031
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d07cbd59554..c6baa2c711a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73019018218d42b010f9eb5e93cbe9b525feca4e31c628c74a340a7d53f54730",
-    git_commit = "906a85ac307821961774aa16553ebb5f0adbe633",
+    sha256 = "5f476b50a33698589410aac50541489f9b2a5011c5e654eeb49c1a84b64d2933",
+    git_commit = "fa958c9346854505d67291680d1ed4f816e592c9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6b03214642b3ddf98bafc45faf0cbce19982a32f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 21:02:16 -0700
Subject: [PATCH 2960/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 242997708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6baa2c711a..93f1e98c312 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f476b50a33698589410aac50541489f9b2a5011c5e654eeb49c1a84b64d2933",
-    git_commit = "fa958c9346854505d67291680d1ed4f816e592c9",
+    sha256 = "1845afe7a57ff9374907af1a65f87c6a183c32403850cebeac54cb37203320d8",
+    git_commit = "c38699ce8377640c345dd669b3f71edacdbba810",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 647ee0f4acae6bed186cf7eab18b0ba1c2dd7dda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 22:02:43 -0700
Subject: [PATCH 2961/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243003326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93f1e98c312..a5c55045312 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1845afe7a57ff9374907af1a65f87c6a183c32403850cebeac54cb37203320d8",
-    git_commit = "c38699ce8377640c345dd669b3f71edacdbba810",
+    sha256 = "cfea6958e990d843581cbefb5374aca0296613bff2adc50fa59dab6d969c6bba",
+    git_commit = "c39738021bdc719d6c8763556d63ff5abcab6a9b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f18875112cac96bec82e6b727cb4ed03916e6e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2019 23:02:30 -0700
Subject: [PATCH 2962/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243008689
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5c55045312..419b277b265 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfea6958e990d843581cbefb5374aca0296613bff2adc50fa59dab6d969c6bba",
-    git_commit = "c39738021bdc719d6c8763556d63ff5abcab6a9b",
+    sha256 = "cb9affe6015ed9f11ca08b1e054df9efe3a6f1e2e1e694a925af49adf16ada14",
+    git_commit = "514dd74c5b34f318ed23c6bfbcf0992d6f622e9a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4604b51c0f1ba0d5d135b6e9d96ed3f42d477359 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 00:02:43 -0700
Subject: [PATCH 2963/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243013911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 419b277b265..e6b16255b55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb9affe6015ed9f11ca08b1e054df9efe3a6f1e2e1e694a925af49adf16ada14",
-    git_commit = "514dd74c5b34f318ed23c6bfbcf0992d6f622e9a",
+    sha256 = "ec5cb557b8849e02c0c512a476afa424a128c726e3b389e47bb50d5ca24c7ed4",
+    git_commit = "5581b91ada226f1ec20f55cd6423853072b2813c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01247edd3512d401c6be3943c3d43a03c256e272 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 01:02:19 -0700
Subject: [PATCH 2964/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243020671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6b16255b55..a8ae5bace81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec5cb557b8849e02c0c512a476afa424a128c726e3b389e47bb50d5ca24c7ed4",
-    git_commit = "5581b91ada226f1ec20f55cd6423853072b2813c",
+    sha256 = "455751280e363c2fd0c61412ecaaa4977bb2521ba8592dc95f2b88a79870c069",
+    git_commit = "e9a474d3d26a62da845545868dfdde73a2ad8a6f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 307c6ef06ea3f9e61e4ff0a511a20fee814e8328 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 02:02:13 -0700
Subject: [PATCH 2965/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243027782
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8ae5bace81..8088830b122 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "455751280e363c2fd0c61412ecaaa4977bb2521ba8592dc95f2b88a79870c069",
-    git_commit = "e9a474d3d26a62da845545868dfdde73a2ad8a6f",
+    sha256 = "91877b6592baa287323ba96f9c70c464d551b3e33a85a3983ff224b0e9d87df5",
+    git_commit = "1cdae4922cfe6821eafb163d9f825e29b4f1fc80",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b028cc07862d3de2022f45fefc4313751f53e8a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 03:02:27 -0700
Subject: [PATCH 2966/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243035409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8088830b122..b6726c0a27c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91877b6592baa287323ba96f9c70c464d551b3e33a85a3983ff224b0e9d87df5",
-    git_commit = "1cdae4922cfe6821eafb163d9f825e29b4f1fc80",
+    sha256 = "fbc94d328046f4fc56d9af4595c2381076f2aff23995e017de2708f8a052e572",
+    git_commit = "7c191a71ac00f8554ef3fd095134fc8aad5b3c34",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 392b5754be3bd6a70288fb8043a14aea50e2b3c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 04:02:14 -0700
Subject: [PATCH 2967/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243041379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6726c0a27c..e1682cd5c4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbc94d328046f4fc56d9af4595c2381076f2aff23995e017de2708f8a052e572",
-    git_commit = "7c191a71ac00f8554ef3fd095134fc8aad5b3c34",
+    sha256 = "00f71725925f41f317d048ceff7de2fe50a0ba77d68f59151f90edfd131508e0",
+    git_commit = "f9a8664a55bfdf71d3cb85a8b202ee3f97cc4827",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2e9056c8a2755f0d31af3bd19e7cb5aab8dc9bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 05:02:40 -0700
Subject: [PATCH 2968/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243047529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1682cd5c4f..eefaf6480f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00f71725925f41f317d048ceff7de2fe50a0ba77d68f59151f90edfd131508e0",
-    git_commit = "f9a8664a55bfdf71d3cb85a8b202ee3f97cc4827",
+    sha256 = "9d3fbe8dd6e006e2f0bec4f35a83007a81c6a32db57280287c58adba2d1e02fc",
+    git_commit = "7bdb14a0bbfa98433e0e24e18d31d87592ffdc64",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5221226347143a14bd656f62ac81f29c2172a7b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 10:03:09 -0700
Subject: [PATCH 2969/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243090160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eefaf6480f6..9ca26f5c2af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d3fbe8dd6e006e2f0bec4f35a83007a81c6a32db57280287c58adba2d1e02fc",
-    git_commit = "7bdb14a0bbfa98433e0e24e18d31d87592ffdc64",
+    sha256 = "2713e865a3d25cf57d0045bc90f53f721e343c5f68fc9efa7be13dc0dd91a6b7",
+    git_commit = "d6a7c6a4a6894cfc2de38bab192d6f615071e419",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 979dd778f9248065e3ecd03a86a189694015cd2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 11:07:05 -0700
Subject: [PATCH 2970/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243103207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ca26f5c2af..66b2a296107 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2713e865a3d25cf57d0045bc90f53f721e343c5f68fc9efa7be13dc0dd91a6b7",
-    git_commit = "d6a7c6a4a6894cfc2de38bab192d6f615071e419",
+    sha256 = "f69a1a44c800cf552ab32e1518f360586b5c712d1c09350d767af3cc4e1500fe",
+    git_commit = "04edd26a5a2f73a4c7bdd1b3ef6a6ef7e5643af7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5660d69552b8df766fba2d20cf9f2534b9f78330 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 12:02:22 -0700
Subject: [PATCH 2971/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243114542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66b2a296107..7bf4a049b1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f69a1a44c800cf552ab32e1518f360586b5c712d1c09350d767af3cc4e1500fe",
-    git_commit = "04edd26a5a2f73a4c7bdd1b3ef6a6ef7e5643af7",
+    sha256 = "dd23ef3bfa3b1fc2e49e0b128b72046df1e7c907aa73d4fbdd427cb8081783d3",
+    git_commit = "36e10587b556c5f61d7c7d2c9728cc076fbdac79",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 50498f430952738ddf31ec6a5bdeee646c51de44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 13:02:14 -0700
Subject: [PATCH 2972/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243125564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bf4a049b1e..1e981bd2427 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd23ef3bfa3b1fc2e49e0b128b72046df1e7c907aa73d4fbdd427cb8081783d3",
-    git_commit = "36e10587b556c5f61d7c7d2c9728cc076fbdac79",
+    sha256 = "56ff3bc1cd53f6d466f2996bbbb59cd4fc21ba51e6be2c96d027f908f676d723",
+    git_commit = "1942fea1b8a2be3e9eaad93cc9bd6af5a285a71f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 60d93474077a54332b8a22bcd1a84e913c1988b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 14:02:17 -0700
Subject: [PATCH 2973/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243137423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e981bd2427..fcad8890c0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56ff3bc1cd53f6d466f2996bbbb59cd4fc21ba51e6be2c96d027f908f676d723",
-    git_commit = "1942fea1b8a2be3e9eaad93cc9bd6af5a285a71f",
+    sha256 = "fa0be597a439a195822227df7f4fa1a9f11440dcdbdae79835a20373fa777b33",
+    git_commit = "c43ab94a05c0c9aedec20bf2a4b4a94733c7596c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0a1f188f2699a542a819f7770d2782b7ca75053 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 15:02:34 -0700
Subject: [PATCH 2974/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243149581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcad8890c0f..c63f5a4866e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa0be597a439a195822227df7f4fa1a9f11440dcdbdae79835a20373fa777b33",
-    git_commit = "c43ab94a05c0c9aedec20bf2a4b4a94733c7596c",
+    sha256 = "792bf7ac5b5e60708143dca81d8dc93bd6fac313bc56a47032ed93431fb3e20e",
+    git_commit = "c855c42727f67abded9217250f71b5b6c8d03829",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From df3f1b7abd0daeb97294bfaac13d349b360f3de8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 16:02:23 -0700
Subject: [PATCH 2975/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243160822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c63f5a4866e..3157522a8be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "792bf7ac5b5e60708143dca81d8dc93bd6fac313bc56a47032ed93431fb3e20e",
-    git_commit = "c855c42727f67abded9217250f71b5b6c8d03829",
+    sha256 = "741d6825a67fcc57f54b15c740d3603a71618f4e6e0e404906e2ea76ac138630",
+    git_commit = "bcd52c501568b7f5f8a9dd1eda754f97707685fa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 793c9491490a6b76fa68a64fcc4dfa865be43715 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 17:02:24 -0700
Subject: [PATCH 2976/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243171544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3157522a8be..e25c5ff4a1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "741d6825a67fcc57f54b15c740d3603a71618f4e6e0e404906e2ea76ac138630",
-    git_commit = "bcd52c501568b7f5f8a9dd1eda754f97707685fa",
+    sha256 = "549125691dbdbb2498fdd31994d4d71f6568bf8da2aec332975fd3792fb2e5e7",
+    git_commit = "1500609ed646324d3245d004fcabe6fe86c84fd4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f64f0f88b16b53b4db1e8a37084153fb38b0222 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 18:02:10 -0700
Subject: [PATCH 2977/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243179755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e25c5ff4a1d..f3d3e0e8ec3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "549125691dbdbb2498fdd31994d4d71f6568bf8da2aec332975fd3792fb2e5e7",
-    git_commit = "1500609ed646324d3245d004fcabe6fe86c84fd4",
+    sha256 = "8ec539ddbedf63c0561ee894bc25852958954524583f3981d8dbdd1c148d4fb8",
+    git_commit = "cf838c4bf711d013d9ffe9f40e7daffdf3a60491",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 719fa3630c446dc7eff0fd11cda02023573ff306 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 19:02:12 -0700
Subject: [PATCH 2978/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243186724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3d3e0e8ec3..3a6aeb6500f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ec539ddbedf63c0561ee894bc25852958954524583f3981d8dbdd1c148d4fb8",
-    git_commit = "cf838c4bf711d013d9ffe9f40e7daffdf3a60491",
+    sha256 = "dc43d72dabc8c5b1d3fc47a226b2807e1c3d6f2b5cfee42606da61bbaecd9e42",
+    git_commit = "4fc3d561ede79a505ed121464c0d17a3533c7190",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b61bbc99aef21347e666fa7c714da5c0fc1f382e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 20:02:03 -0700
Subject: [PATCH 2979/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243191969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a6aeb6500f..efa66af11c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc43d72dabc8c5b1d3fc47a226b2807e1c3d6f2b5cfee42606da61bbaecd9e42",
-    git_commit = "4fc3d561ede79a505ed121464c0d17a3533c7190",
+    sha256 = "e69f41c65b18fe9212f89ab0a2899de26be85f0bbfc7190a278c95427d2acccb",
+    git_commit = "b4c1a02653f2e7f41d305e89738d0ab747a9427b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b9afaa0cd73582815a18f919a963de1e2d7a8771 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 21:02:10 -0700
Subject: [PATCH 2980/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243197503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efa66af11c5..753815416db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e69f41c65b18fe9212f89ab0a2899de26be85f0bbfc7190a278c95427d2acccb",
-    git_commit = "b4c1a02653f2e7f41d305e89738d0ab747a9427b",
+    sha256 = "a5431a7b9b6d770418c1b3d518628f26dc3eaff5e46d4ca955b8a3d076657b34",
+    git_commit = "aa6c26f4d8e1572226c23cc2b7ab7b25a8251029",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 914aca551d41969f9f47d05ae094476381a0cf97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 22:02:25 -0700
Subject: [PATCH 2981/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243202806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 753815416db..2d2dcb0bb5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5431a7b9b6d770418c1b3d518628f26dc3eaff5e46d4ca955b8a3d076657b34",
-    git_commit = "aa6c26f4d8e1572226c23cc2b7ab7b25a8251029",
+    sha256 = "b174c240caa381cf7040787b4bdcbaeba39b1553756afbbeda809486d90fd1bf",
+    git_commit = "2afc6f8862ec04708f166627dd7c9a3d045649b4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0a6472eb281f3970b5383186b749941767debeb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2019 23:02:53 -0700
Subject: [PATCH 2982/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243207938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d2dcb0bb5f..7d205a9262b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b174c240caa381cf7040787b4bdcbaeba39b1553756afbbeda809486d90fd1bf",
-    git_commit = "2afc6f8862ec04708f166627dd7c9a3d045649b4",
+    sha256 = "3dc5cf2121dda7c4c6d4d08f94ce7c4f108d4f2d6d23522ea58eda8c61800a4f",
+    git_commit = "6d43308884139bb120ebeefba7d69d83f796a90d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e0e3cfe3efc62b910bf5cdb3b48df13c51ce9af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 00:02:20 -0700
Subject: [PATCH 2983/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243213217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d205a9262b..951ee0e6a0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dc5cf2121dda7c4c6d4d08f94ce7c4f108d4f2d6d23522ea58eda8c61800a4f",
-    git_commit = "6d43308884139bb120ebeefba7d69d83f796a90d",
+    sha256 = "659c03f5cd6b5b914bc720dd62f53000ac1161039502cedf7fda29627872be9c",
+    git_commit = "7e4c43bbe8b98e3ec794268e562ec31c387a4527",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae0f1fcac4810b071842e52391278c262e84fcc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 01:02:18 -0700
Subject: [PATCH 2984/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243219975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 951ee0e6a0d..0e3a4b79efc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "659c03f5cd6b5b914bc720dd62f53000ac1161039502cedf7fda29627872be9c",
-    git_commit = "7e4c43bbe8b98e3ec794268e562ec31c387a4527",
+    sha256 = "3b60f94a2e1ad824a4f9f977c294e38745306062a81104ce39404c98a6e8393d",
+    git_commit = "32b84a462a7f4320700450bac6b8c2eeb2ccba0a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cddfa689732f845b81b0da0ff64a45973aeba72f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 03:02:35 -0700
Subject: [PATCH 2985/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243233744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e3a4b79efc..a20d6fcfecb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b60f94a2e1ad824a4f9f977c294e38745306062a81104ce39404c98a6e8393d",
-    git_commit = "32b84a462a7f4320700450bac6b8c2eeb2ccba0a",
+    sha256 = "f36e23a165ce4708d64d7606c32378d1f16f5dcba17b55005d25abea07307f50",
+    git_commit = "02b60049d00d179e54713ceb250849c74486ab45",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 67fadebecbe5596845e50b0a18bbfbec0060cb03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 04:19:11 -0700
Subject: [PATCH 2986/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243240586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a20d6fcfecb..65a715a457f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f36e23a165ce4708d64d7606c32378d1f16f5dcba17b55005d25abea07307f50",
-    git_commit = "02b60049d00d179e54713ceb250849c74486ab45",
+    sha256 = "e69649894f095744fab69fad80ac667ab27958dd0b41a0cde30509c46fe4bc3c",
+    git_commit = "22464428b83ffe95f70e27859d84d30c426a0183",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3f6f2ef9b5f60e7d5ba8cc6cb27c9d6446c54b2e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 05:03:57 -0700
Subject: [PATCH 2987/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243244753
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65a715a457f..3795291ef9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e69649894f095744fab69fad80ac667ab27958dd0b41a0cde30509c46fe4bc3c",
-    git_commit = "22464428b83ffe95f70e27859d84d30c426a0183",
+    sha256 = "fecf9f40a3f1f7bc135b7b139fd57e36d1cbd7a60002588921e45637ee56b991",
+    git_commit = "bc6499d1fb195d8af740d769aae640b80fe16b51",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From baf75777447eb9a1c1659ffd6d53bd080aece29b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 08:13:03 -0700
Subject: [PATCH 2988/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243266117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3795291ef9a..25f35b474a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fecf9f40a3f1f7bc135b7b139fd57e36d1cbd7a60002588921e45637ee56b991",
-    git_commit = "bc6499d1fb195d8af740d769aae640b80fe16b51",
+    sha256 = "aba926bcb9c9d4524dce387008d06f88740f47b1114249e9423ebc483fc8e224",
+    git_commit = "8fd880bca01cdfbc79f8d59821697b38e7a7a4f5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f770d53188b0431838b582c69885dca832ea9364 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 10:07:18 -0700
Subject: [PATCH 2989/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243284338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25f35b474a6..0863046b0c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aba926bcb9c9d4524dce387008d06f88740f47b1114249e9423ebc483fc8e224",
-    git_commit = "8fd880bca01cdfbc79f8d59821697b38e7a7a4f5",
+    sha256 = "0daca5cea6872092bf263b98b21c4695312a32297e131d77d7cc2f183f0452f8",
+    git_commit = "b86b5c6c871d011f342b6ea897d91d2396d29012",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fadc11b1fd8f8ec4113c688ba3171345045426f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 11:03:29 -0700
Subject: [PATCH 2990/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243295195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0863046b0c5..eb874ff0fe5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0daca5cea6872092bf263b98b21c4695312a32297e131d77d7cc2f183f0452f8",
-    git_commit = "b86b5c6c871d011f342b6ea897d91d2396d29012",
+    sha256 = "88af9797ea263de4b16b0df5b2f143eb014ec2d79a694ddaf879cdc6ef1f7ecc",
+    git_commit = "4c540c1b8eec589f370f10c0fa197fcb31554fde",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4f7fbbdaf3e1b4b364f0fb56cc7be10ef6cf56ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 12:02:19 -0700
Subject: [PATCH 2991/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243307085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb874ff0fe5..eef8996cdad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88af9797ea263de4b16b0df5b2f143eb014ec2d79a694ddaf879cdc6ef1f7ecc",
-    git_commit = "4c540c1b8eec589f370f10c0fa197fcb31554fde",
+    sha256 = "83beb8fea0ca5ee8dfbbd4c6e67aaf7279389073184523590a69abe7fb567335",
+    git_commit = "a751f01a829b069ba9f184975c7d0ad26783e085",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d9468290f87e7610dcdbb961908d9e2ab0260421 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 13:02:12 -0700
Subject: [PATCH 2992/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243317560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eef8996cdad..67b734751a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83beb8fea0ca5ee8dfbbd4c6e67aaf7279389073184523590a69abe7fb567335",
-    git_commit = "a751f01a829b069ba9f184975c7d0ad26783e085",
+    sha256 = "77bfcaa942c34c37775a6f15989c428d84c4fdb559315c867f85c3fc3904db48",
+    git_commit = "8c149fc659bc9640bb9554121b83949c21bb0139",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1681a0c80dce6ec0d18ac1492eab06169628b648 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 14:02:02 -0700
Subject: [PATCH 2993/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243328256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67b734751a1..22764030456 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77bfcaa942c34c37775a6f15989c428d84c4fdb559315c867f85c3fc3904db48",
-    git_commit = "8c149fc659bc9640bb9554121b83949c21bb0139",
+    sha256 = "73f9df5c516fc7a15d5c97d38919f0151a16cd47b98279316f3b15a4137eb3eb",
+    git_commit = "8fa0c87bd2d0370606b2cf08e57f5d6c9a80798e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dff185b7ec4136696801c3b989950748c040fa10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 15:02:33 -0700
Subject: [PATCH 2994/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243339527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22764030456..db6f39fe971 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73f9df5c516fc7a15d5c97d38919f0151a16cd47b98279316f3b15a4137eb3eb",
-    git_commit = "8fa0c87bd2d0370606b2cf08e57f5d6c9a80798e",
+    sha256 = "59b1577ccde6b7fc6fbe958f32fe901e6667f75190abedd5a1293171a60cde83",
+    git_commit = "01893d648f42c716c57b4c98ae9c6f2f3d16bacd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9456b5a7dce29356ab3ca7737196a088f04ad014 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Apr 2019 16:02:15 -0700
Subject: [PATCH 2995/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 243350127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db6f39fe971..322eb213e7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59b1577ccde6b7fc6fbe958f32fe901e6667f75190abedd5a1293171a60cde83",
-    git_commit = "01893d648f42c716c57b4c98ae9c6f2f3d16bacd",
+    sha256 = "4777430c365661e2fa029c04537a3125ef392435cb7c36ce30ace886054ca8d7",
+    git_commit = "6c6e798a1549361561ada58371cab962cbd6a23d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28da549e382fa027897886afec83fca6e92da33c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Apr 2019 11:59:55 -0700
Subject: [PATCH 2996/8103] AspiredVersionsManager, CachingManager: forward Env
 to BasicManager.

AspiredVersionsManager::Create and CachingManager::Create copied most fields
from their own Options structs to BasicManager::Options, but they skipped "env".
Assume a client overriding Env wants that override active at all lower layers.
PiperOrigin-RevId: 243660876
---
 tensorflow_serving/core/aspired_versions_manager.cc | 1 +
 tensorflow_serving/core/caching_manager.cc          | 1 +
 2 files changed, 2 insertions(+)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 738fd33f4b1..c14f3e321dd 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -158,6 +158,7 @@ Status AspiredVersionsManager::Create(
       options.load_retry_interval_micros;
   basic_manager_options.flush_filesystem_caches =
       options.flush_filesystem_caches;
+  basic_manager_options.env = options.env;
   basic_manager_options.servable_event_bus = options.servable_event_bus;
   basic_manager_options.pre_load_hook = std::move(options.pre_load_hook);
   std::unique_ptr<BasicManager> basic_manager;
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index e69ad18ccef..338086d0336 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -40,6 +40,7 @@ Status CachingManager::Create(
   basic_manager_options.max_num_load_retries = options.max_num_load_retries;
   basic_manager_options.load_retry_interval_micros =
       options.load_retry_interval_micros;
+  basic_manager_options.env = options.env;
   basic_manager_options.servable_event_bus = options.servable_event_bus;
 
   // Create a basic manager and use it to construct the caching manager.

From 9514c37d22f0b728e2db9e8c6f28fb11ebde0fad Mon Sep 17 00:00:00 2001
From: Gautam Vasudevan <gvasudevan@google.com>
Date: Mon, 15 Apr 2019 18:27:13 -0700
Subject: [PATCH 2997/8103] Released versions of PIP package will require the
 corresponding version of TF

PiperOrigin-RevId: 243727286
---
 tensorflow_serving/tools/pip_package/setup.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 73d42e56c14..158e822e228 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -32,6 +32,8 @@
 
 # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
 _VERSION = '0.0.0'
+# Have this by default be open; releasing a new version will lock to TF version
+_TF_VERSION = '>=1.2.0,<2'
 
 project_name = 'tensorflow-serving-api'
 # Set when building the pip package
@@ -41,12 +43,12 @@
   sys.argv.remove('--project_name')
   sys.argv.pop(project_name_idx)
 
-_TF_REQ = ['tensorflow>=1.2.0,<2']
+_TF_REQ = ['tensorflow'+_TF_VERSION]
 
 # GPU build (note: the only difference is we depend on tensorflow-gpu so
 # pip doesn't overwrite it with the CPU build)
 if 'tensorflow-serving-api-gpu' in project_name:
-  _TF_REQ = ['tensorflow-gpu>=1.2.0,<2']
+  _TF_REQ = ['tensorflow-gpu'+_TF_VERSION]
 
 
 REQUIRED_PACKAGES = [

From f26deea38a506512690096ad81ffa5bb6c32a4b2 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Tue, 16 Apr 2019 10:14:36 -0700
Subject: [PATCH 2998/8103] Improves top-level README documentation; Breaks up
 Docker guide (into running and building)

PiperOrigin-RevId: 243830252
---
 README.md                                     | 142 +++++++++----
 .../g3doc/building_with_docker.md             | 195 ++++++++++++++++++
 tensorflow_serving/g3doc/docker.md            | 195 +-----------------
 tensorflow_serving/g3doc/setup.md             |   5 +-
 4 files changed, 301 insertions(+), 236 deletions(-)
 create mode 100644 tensorflow_serving/g3doc/building_with_docker.md

diff --git a/README.md b/README.md
index 7dfc0a93bb5..4f41c91dd34 100644
--- a/README.md
+++ b/README.md
@@ -4,53 +4,113 @@
 ![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
 ![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
 
-TensorFlow Serving is an open-source software library for serving
-machine learning models. It deals with the *inference* aspect of machine
-learning, taking models after *training* and managing their lifetimes, providing
-clients with versioned access via a high-performance, reference-counted lookup
-table.
-
-Multiple models, or indeed multiple versions of the same model, can be served
-simultaneously. This flexibility facilitates canarying new versions,
-non-atomically migrating clients to new models or versions, and A/B testing
-experimental models.
-
-The primary use-case is high-performance production serving, but the same
-serving infrastructure can also be used in bulk-processing (e.g. map-reduce)
-jobs to pre-compute inference results or analyze model performance. In both
-scenarios, GPUs can substantially increase inference throughput. TensorFlow
-Serving comes with a scheduler that groups individual inference requests into
-batches for joint execution on a GPU, with configurable latency controls.
-
-TensorFlow Serving has out-of-the-box support for TensorFlow models (naturally),
-but at its core it manages arbitrary versioned items (*servables*) with
-pass-through to their native APIs. In addition to trained TensorFlow models,
-servables can include other assets needed for inference such as embeddings,
-vocabularies and feature transformation configs, or even non-TensorFlow-based
-machine learning models.
-
-The architecture is highly modular. You can use some parts individually (e.g.
-batch scheduling) or use all the parts together. There are numerous plug-in
-points; perhaps the most useful ways to extend the system are:
-(a) [creating a new type of servable](tensorflow_serving/g3doc/custom_servable.md);
-(b) [creating a custom source of servable versions](tensorflow_serving/g3doc/custom_source.md).
+----
+TensorFlow Serving is a flexible, high-performance serving system for
+machine learning models, designed for production environments. It deals with
+the *inference* aspect of machine learning, taking models after *training* and
+managing their lifetimes, providing clients with versioned access via
+a high-performance, reference-counted lookup table.
+TensorFlow Serving provides out-of-the-box integration with TensorFlow models,
+but can be easily extended to serve other types of models and data.
 
-**If you'd like to contribute to TensorFlow Serving, be sure to review the
-[contribution guidelines](CONTRIBUTING.md).**
+To note a few features:
+
+-   Can serve multiple models, or multiple versions of the same model
+    simultaneously
+-   Exposes both gRPC as well as HTTP inference endpoints
+-   Allows deployment of new model versions without changing any client code
+-   Supports canarying new versions and A/B testing experimental models
+-   Adds minimal latency to inference time due to efficient, low-overhead
+    implementation
+-   Features a scheduler that groups individual inference requests into batches
+    for joint execution on GPU, with configurable latency controls
+-   Supports many *servables*: Tensorflow models, embeddings, vocabularies,
+    feature transformations and even non-Tensorflow-based machine learning
+    models
+
+## Serve a Tensorflow model in 60 seconds
+```bash
+# Download the TensorFlow Serving Docker image and repo
+docker pull tensorflow/serving
+
+git clone https://github.com/tensorflow/serving
+# Location of demo models
+TESTDATA="$(pwd)/serving/tensorflow_serving/servables/tensorflow/testdata"
+
+# Start TensorFlow Serving container and open the REST API port
+docker run -t --rm -p 8501:8501 \
+    -v "$TESTDATA/saved_model_half_plus_two_cpu:/models/half_plus_two" \
+    -e MODEL_NAME=half_plus_two \
+    tensorflow/serving &
+
+# Query the model using the predict API
+curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+    -X POST http://localhost:8501/v1/models/half_plus_two:predict
+
+# Returns => { "predictions": [2.5, 3.0, 4.5] }
+```
+
+## End-to-End Training & Serving Tutorial
+
+Refer to the official Tensorflow documentations site for [a complete tutorial to train and serve a Tensorflow Model](https://www.tensorflow.org/tfx/tutorials/serving/rest_simple).
+
+
+## Documentation
+
+### Set up
 
-**We use [GitHub issues](https://github.com/tensorflow/serving/issues) for
-tracking requests and bugs.**
+The easiest and most straight-forward way of using TensorFlow Serving is with
+Docker images. We highly recommend this route unless you have specific needs
+that are not addressed by running in a container.
 
-# Download and Setup
+*   [Install Tensorflow Serving using Docker](tensorflow_serving/g3doc/docker.md)
+    *(Recommended)*
+*   [Install Tensorflow Serving without Docker](tensorflow_serving/g3doc/setup.md)
+    *(Not Recommended)*
+*   [Build Tensorflow Serving from Source with Docker](tensorflow_serving/g3doc/building_with_docker.md)
+*   [Deploy Tensorflow Serving on Kubernetes](tensorflow_serving/g3doc/serving_kubernetes.md)
 
-See [install instructions](tensorflow_serving/g3doc/setup.md).
+### Use
 
-## Tutorials
+#### Export your Tensorflow model
+
+In order to serve a Tensorflow model, simply export a SavedModel from your
+Tensorflow program.
+[SavedModel](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/README.md)
+is a language-neutral, recoverable, hermetic serialization format that enables
+higher-level systems and tools to produce, consume, and transform TensorFlow
+models.
+
+Please refer to [Tensorflow documentation](https://www.tensorflow.org/guide/saved_model#save_and_restore_models)
+for detailed instructions on how to export SavedModels.
+
+#### Configure and Use Tensorflow Serving
+
+* [Follow a tutorial on Serving Tensorflow models](tensorflow_serving/g3doc/serving_basic.md)
+* Read the [REST API Guide](tensorflow_serving/g3doc/api_rest.md) or [gRPC API definition](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis)
+* [Use SavedModel Warmup if initial inference requests are slow due to lazy initialization of graph](tensorflow_serving/g3doc/saved_model_warmup.md)
+* [Configure models, version and version policy via Serving Config](tensorflow_serving/g3doc/serving_config.md)
+* [If encountering issues regarding model signatures, please read the SignatureDef documentation](tensorflow_serving/g3doc/signature_defs.md)
+
+### Extend
+
+Tensorflow Serving's architecture is highly modular. You can use some parts
+individually (e.g. batch scheduling) and/or extend it to serve new use cases.
+
+* [Ensure you are familiar with building Tensorflow Serving](tensorflow_serving/g3doc/building_with_docker.md)
+* [Learn about Tensorflow Serving's architecture](tensorflow_serving/g3doc/architecture.md)
+* [Explore the Tensorflow Serving C++ API reference](https://www.tensorflow.org/tfx/serving/api_docs/cc/)
+* [Create a new type of Servable](tensorflow_serving/g3doc/custom_servable.md)
+* [Create a custom Source of Servable versions](tensorflow_serving/g3doc/custom_source.md)
+
+## Contribute
+
+
+**If you'd like to contribute to TensorFlow Serving, be sure to review the
+[contribution guidelines](CONTRIBUTING.md).**
 
-* [Basic tutorial](tensorflow_serving/g3doc/serving_basic.md)
-* [Advanced tutorial](tensorflow_serving/g3doc/serving_advanced.md)
 
 ## For more information
 
-* [Serving architecture overview](tensorflow_serving/g3doc/architecture.md)
-* [TensorFlow website](http://tensorflow.org)
+Please refer to the official [TensorFlow website](http://tensorflow.org) for
+more information.
diff --git a/tensorflow_serving/g3doc/building_with_docker.md b/tensorflow_serving/g3doc/building_with_docker.md
new file mode 100644
index 00000000000..49f8098af35
--- /dev/null
+++ b/tensorflow_serving/g3doc/building_with_docker.md
@@ -0,0 +1,195 @@
+## Developing with Docker
+
+### Pulling a development image
+
+For a development environment where you can build TensorFlow Serving, you can
+try:
+
+```shell
+docker pull tensorflow/serving:latest-devel
+```
+
+For a development environment where you can build TensorFlow Serving with GPU
+support, use:
+
+```shell
+docker pull tensorflow/serving:latest-devel-gpu
+```
+
+See the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
+other versions of images you can pull.
+
+### Development example
+
+After pulling one of the development Docker images, you can run it while opening
+the gRPC port (8500):
+
+```shell
+docker run -it -p 8500:8500 tensorflow/serving:latest-devel
+```
+
+#### Testing the development environment
+
+To test a model, from inside the container try:
+
+```shell
+# train the mnist model
+python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
+# serve the model
+tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
+# test the client
+python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:8500
+```
+
+## Dockerfiles
+
+We currently maintain the following Dockerfiles:
+
+*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
+    which is a minimal VM with TensorFlow Serving installed.
+
+*   [`Dockerfile.gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.gpu),
+    which is a minimal VM with TensorFlow Serving with GPU support to be used
+    with `nvidia-docker`.
+
+*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving.
+
+*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
+    which is a minimal VM with all of the dependencies needed to build
+    TensorFlow Serving with GPU support.
+
+### Building a container from a Dockerfile
+
+If you'd like to build your own Docker image from a Dockerfile, you can do so by
+running the Docker build command:
+
+`Dockerfile`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving .
+```
+
+`Dockerfile.gpu`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-gpu -f Dockerfile.gpu .
+```
+
+`Dockerfile.devel`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
+```
+
+`Dockerfile.devel-gpu`:
+
+```shell
+docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
+```
+
+TIP: Before attempting to build an image, check the Docker Hub
+[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) to
+make sure an image that meets your needs doesn't already exist.
+
+Building from sources consumes a lot of RAM. If RAM is an issue on your system,
+you may limit RAM usage by specifying `--local_resources=2048,.5,1.0` while
+invoking Bazel. See the
+[Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
+for more information. You can use this same mechanism to tweak the optmizations
+you're building TensorFlow Serving with. For example:
+
+```shell
+docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx \
+  --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
+  $USER/tensorflow-serving-devel -f Dockerfile.devel .
+```
+
+### Running a container
+
+This assumes you have built the `Dockerfile.devel` container.
+
+To run the container opening the gRPC port (8500):
+
+```shell
+docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
+```
+
+TIP: If you're running a GPU image, be sure to run using the NVIDIA runtime
+[`--runtime=nvidia`](https://github.com/NVIDIA/nvidia-docker#quick-start).
+
+From here, you can follow the instructions for
+[testing a development environment](#testing-the-development-environment).
+
+### Building an optimized serving binary
+
+When running TensorFlow Serving's ModelServer, you may notice a log message that
+looks like this:
+
+```console
+I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:141]
+Your CPU supports instructions that this TensorFlow binary was not compiled to
+use: AVX2 FMA
+```
+
+This indicates that your ModelServer binary isn't fully optimized for the CPU
+its running on. Depending on the model you are serving, further optimizations
+may not be necessary. However, building an optimized binary is straight-forward.
+
+When building a Docker image from the provided `Dockerfile.devel` or
+`Dockerfile.devel-gpu` files, the ModelServer binary will be built with the flag
+`-march=native`. This will cause Bazel to build a ModelServer binary with all of
+the CPU optimizations the host you're building the Docker image on supports.
+
+To create a serving image that's fully optimized for your host, simply:
+
+1.  Clone the TensorFlow Serving project
+
+    ```shell
+    git clone https://github.com/tensorflow/serving
+    cd serving
+    ```
+
+2.  Build an image with an optimized ModelServer
+
+    *   For CPU:
+
+        ```shell
+        docker build --pull -t $USER/tensorflow-serving-devel \
+          -f tensorflow_serving/tools/docker/Dockerfile.devel .
+        ```
+
+    *   For GPU: `
+
+        ```shell
+        docker build --pull -t $USER/tensorflow-serving-devel-gpu \
+          -f tensorflow_serving/tools/docker/Dockerfile.devel-gpu .
+        ```
+
+3.  Build a serving image with the development image as a base
+
+    *   For CPU:
+
+        ```shell
+        docker build -t $USER/tensorflow-serving \
+          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel \
+          -f tensorflow_serving/tools/docker/Dockerfile .
+        ```
+
+        Your new optimized Docker image is now `$USER/tensorflow-serving`, which
+        you can [use](#running-a-serving-image) just as you would the standard
+        `tensorflow/serving:latest` image.
+
+    *   For GPU:
+
+        ```shell
+        docker build -t $USER/tensorflow-serving-gpu \
+          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel-gpu \
+          -f tensorflow_serving/tools/docker/Dockerfile.gpu .
+        ```
+
+        Your new optimized Docker image is now `$USER/tensorflow-serving-gpu`,
+        which you can [use](#running-a-gpu-serving-image) just as you would the
+        standard `tensorflow/serving:latest-gpu` image.
diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index c35ddfef160..0cfac91d4dd 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -306,196 +306,5 @@ More information on using the RESTful API can be found [here](api_rest.md).
 
 ## Developing with Docker
 
-### Pulling a development image
-
-For a development environment where you can build TensorFlow Serving, you can
-try:
-
-```shell
-docker pull tensorflow/serving:latest-devel
-```
-
-For a development environment where you can build TensorFlow Serving with GPU
-support, use:
-
-```shell
-docker pull tensorflow/serving:latest-devel-gpu
-```
-
-See the Docker Hub
-[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for
-other versions of images you can pull.
-
-### Development example
-
-After pulling one of the development Docker images, you can run it while opening
-the gRPC port (8500):
-
-```shell
-docker run -it -p 8500:8500 tensorflow/serving:latest-devel
-```
-
-#### Testing the development environment
-
-To test a model, from inside the container try:
-
-```shell
-# train the mnist model
-python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist_model
-# serve the model
-tensorflow_model_server --port=8500 --model_name=mnist --model_base_path=/tmp/mnist_model/ &
-# test the client
-python tensorflow_serving/example/mnist_client.py --num_tests=1000 --server=localhost:8500
-```
-
-## Dockerfiles
-
-We currently maintain the following Dockerfiles:
-
-*   [`Dockerfile`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile),
-    which is a minimal VM with TensorFlow Serving installed.
-
-*   [`Dockerfile.gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.gpu),
-    which is a minimal VM with TensorFlow Serving with GPU support to be used
-    with `nvidia-docker`.
-
-*   [`Dockerfile.devel`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel),
-    which is a minimal VM with all of the dependencies needed to build
-    TensorFlow Serving.
-
-*   [`Dockerfile.devel-gpu`](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu),
-    which is a minimal VM with all of the dependencies needed to build
-    TensorFlow Serving with GPU support.
-
-### Building a container from a Dockerfile
-
-If you'd like to build your own Docker image from a Dockerfile, you can do so by
-running the Docker build command:
-
-`Dockerfile`:
-
-```shell
-docker build --pull -t $USER/tensorflow-serving .
-```
-
-`Dockerfile.gpu`:
-
-```shell
-docker build --pull -t $USER/tensorflow-serving-gpu -f Dockerfile.gpu .
-```
-
-`Dockerfile.devel`:
-
-```shell
-docker build --pull -t $USER/tensorflow-serving-devel -f Dockerfile.devel .
-```
-
-`Dockerfile.devel-gpu`:
-
-```shell
-docker build --pull -t $USER/tensorflow-serving-devel-gpu -f Dockerfile.devel-gpu .
-```
-
-TIP: Before attempting to build an image, check the Docker Hub
-[tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) to
-make sure an image that meets your needs doesn't already exist.
-
-Building from sources consumes a lot of RAM. If RAM is an issue on your system,
-you may limit RAM usage by specifying `--local_resources=2048,.5,1.0` while
-invoking Bazel. See the
-[Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
-for more information. You can use this same mechanism to tweak the optmizations
-you're building TensorFlow Serving with. For example:
-
-```shell
-docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx \
-  --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
-  $USER/tensorflow-serving-devel -f Dockerfile.devel .
-```
-
-### Running a container
-
-This assumes you have built the `Dockerfile.devel` container.
-
-To run the container opening the gRPC port (8500):
-
-```shell
-docker run -it -p 8500:8500 $USER/tensorflow-serving-devel
-```
-
-TIP: If you're running a GPU image, be sure to run using the NVIDIA runtime
-[`--runtime=nvidia`](https://github.com/NVIDIA/nvidia-docker#quick-start).
-
-From here, you can follow the instructions for
-[testing a development environment](#testing-the-development-environment).
-
-### Building an optimized serving binary
-
-When running TensorFlow Serving's ModelServer, you may notice a log message that
-looks like this:
-
-```console
-I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:141]
-Your CPU supports instructions that this TensorFlow binary was not compiled to
-use: AVX2 FMA
-```
-
-This indicates that your ModelServer binary isn't fully optimized for the CPU
-its running on. Depending on the model you are serving, further optimizations
-may not be necessary. However, building an optimized binary is straight-forward.
-
-When building a Docker image from the provided `Dockerfile.devel` or
-`Dockerfile.devel-gpu` files, the ModelServer binary will be built with the flag
-`-march=native`. This will cause Bazel to build a ModelServer binary with all of
-the CPU optimizations the host you're building the Docker image on supports.
-
-To create a serving image that's fully optimized for your host, simply:
-
-1.  Clone the TensorFlow Serving project
-
-    ```shell
-    git clone https://github.com/tensorflow/serving
-    cd serving
-    ```
-
-2.  Build an image with an optimized ModelServer
-
-    *   For CPU:
-
-        ```shell
-        docker build --pull -t $USER/tensorflow-serving-devel \
-          -f tensorflow_serving/tools/docker/Dockerfile.devel .
-        ```
-
-    *   For GPU: `
-
-        ```shell
-        docker build --pull -t $USER/tensorflow-serving-devel-gpu \
-          -f tensorflow_serving/tools/docker/Dockerfile.devel-gpu .
-        ```
-
-3.  Build a serving image with the development image as a base
-
-    *   For CPU:
-
-        ```shell
-        docker build -t $USER/tensorflow-serving \
-          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel \
-          -f tensorflow_serving/tools/docker/Dockerfile .
-        ```
-
-        Your new optimized Docker image is now `$USER/tensorflow-serving`, which
-        you can [use](#running-a-serving-image) just as you would the standard
-        `tensorflow/serving:latest` image.
-
-    *   For GPU:
-
-        ```shell
-        docker build -t $USER/tensorflow-serving-gpu \
-          --build-arg TF_SERVING_BUILD_IMAGE=$USER/tensorflow-serving-devel-gpu \
-          -f tensorflow_serving/tools/docker/Dockerfile.gpu .
-        ```
-
-        Your new optimized Docker image is now `$USER/tensorflow-serving-gpu`,
-        which you can [use](#running-a-gpu-serving-image) just as you would the
-        standard `tensorflow/serving:latest-gpu` image.
+For instructions on how to build and develop Tensorflow Serving, please refer to
+[Developing with Docker guide](building_with_docker.md).
diff --git a/tensorflow_serving/g3doc/setup.md b/tensorflow_serving/g3doc/setup.md
index 1bb1a845e18..eab8cbde867 100644
--- a/tensorflow_serving/g3doc/setup.md
+++ b/tensorflow_serving/g3doc/setup.md
@@ -192,8 +192,9 @@ version of TensorFlow Serving for your processor if you are in doubt.
 ##### Building with GPU Support
 
 In order to build a custom version of TensorFlow Serving with GPU support, we
-recommend either building with the [provided Docker images](docker.md#developing-with-docker), or
-following the approach in the
+recommend either building with the
+[provided Docker images](building_with_docker.md), or following the approach in
+the
 [GPU Dockerfile](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/tools/docker/Dockerfile.devel-gpu).
 
 ## TensorFlow Serving Python API PIP package

From 96a716ca31f753b0c3efc1ef60779b77f5c60845 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 17 Apr 2019 12:42:47 -0700
Subject: [PATCH 2999/8103] Bump the minimal Bazel version to 0.24.1.

This is in response to TF requiring this version due to:
https://github.com/tensorflow/tensorflow/commit/407a4f3b9d39055a981b91c15f6911fdb38135d5

PiperOrigin-RevId: 244047973
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 322eb213e7d..53ec7f561f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -45,4 +45,4 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("0.23.2")
+check_bazel_version_at_least("0.24.1")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 15d080a9dfe..49d0cf96992 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -60,7 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.23.2
+ENV BAZEL_VERSION 0.24.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 21bfebf6c7d..066350be879 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -91,7 +91,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.23.2
+ENV BAZEL_VERSION 0.24.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 6aba9ef27d8..932ef2b9d11 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -60,7 +60,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.23.2
+ENV BAZEL_VERSION 0.24.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 2b8ba4777031dcc12b5a2d5b23a8a677378ea4ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 14:09:01 -0700
Subject: [PATCH 3000/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244063763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53ec7f561f5..208f505b836 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4777430c365661e2fa029c04537a3125ef392435cb7c36ce30ace886054ca8d7",
-    git_commit = "6c6e798a1549361561ada58371cab962cbd6a23d",
+    sha256 = "e4e7657330bc4a0fe0ebaed80b6ce0b71a464aaed93180f66c8cd5793151792c",
+    git_commit = "ce8fea5874d6a09ffb7e77f7d4398e3480bde9ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 807a87890e217a55b0d4b9d610ee133f4393e32b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 15:02:14 -0700
Subject: [PATCH 3001/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244074954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 208f505b836..e4a8918d34a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4e7657330bc4a0fe0ebaed80b6ce0b71a464aaed93180f66c8cd5793151792c",
-    git_commit = "ce8fea5874d6a09ffb7e77f7d4398e3480bde9ca",
+    sha256 = "3c43732a88898fb6ea0ec7009b53f9b31ca2e6a3f2fe4bfbf4f6daf6459377bc",
+    git_commit = "d4117804299f0a22ac88f56dcbd2cd360c3fac17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 302d88a0b228b18fd18680099286948f4496ef24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 16:03:04 -0700
Subject: [PATCH 3002/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244085762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4a8918d34a..44964113480 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c43732a88898fb6ea0ec7009b53f9b31ca2e6a3f2fe4bfbf4f6daf6459377bc",
-    git_commit = "d4117804299f0a22ac88f56dcbd2cd360c3fac17",
+    sha256 = "049628e417a69928f2e8eae28c914a6652730c051c62114cf7481a8f0c50f8c4",
+    git_commit = "650d0b1b533352bf837da23e0e8e271bc3363e2e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58898c303b3f85d9d98f4fc2f7e1b15ce5a2a49b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 17:08:57 -0700
Subject: [PATCH 3003/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244096767
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44964113480..f99c3831481 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "049628e417a69928f2e8eae28c914a6652730c051c62114cf7481a8f0c50f8c4",
-    git_commit = "650d0b1b533352bf837da23e0e8e271bc3363e2e",
+    sha256 = "9a7adb8204a83eae86922f577b568249f70ca6470d922bdd32ad8e847e5809df",
+    git_commit = "d6619b7e3bfa25879d6427ef60d2ec41f522e661",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db022de87da71abc65dd355e721664d9981977d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 18:08:16 -0700
Subject: [PATCH 3004/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244105015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f99c3831481..2b2457e1eb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a7adb8204a83eae86922f577b568249f70ca6470d922bdd32ad8e847e5809df",
-    git_commit = "d6619b7e3bfa25879d6427ef60d2ec41f522e661",
+    sha256 = "fe66710c8c1bb432ebc1af0b444abb7a0661808e1976e80dbde494ab663c7134",
+    git_commit = "7e9e8e22882aa49b41938017a1e891a7c8138624",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ed896baffb4db9fc3c973ec8d0ab11c8c1f00bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 19:03:10 -0700
Subject: [PATCH 3005/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244111282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b2457e1eb7..1ea5176a30b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe66710c8c1bb432ebc1af0b444abb7a0661808e1976e80dbde494ab663c7134",
-    git_commit = "7e9e8e22882aa49b41938017a1e891a7c8138624",
+    sha256 = "2974dbcb90816200652f2a7dbcc6333cd80a78baefcf134cbc2389f142fc12ce",
+    git_commit = "a65b6411d99d310d00ef5d1d6a0045df406c2104",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43f6583c6d1294d670d8836dafcb825bf1aed04d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 20:02:15 -0700
Subject: [PATCH 3006/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244116276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ea5176a30b..d6485fd4c63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2974dbcb90816200652f2a7dbcc6333cd80a78baefcf134cbc2389f142fc12ce",
-    git_commit = "a65b6411d99d310d00ef5d1d6a0045df406c2104",
+    sha256 = "f21b0530e0cc4ce0e277114e651918c54743dae04ede40d2ba1c17db81d49df2",
+    git_commit = "9d5d35bf74c2dd4b65303a76b817fd1cf060df9b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4d2f6fd7eab12eabcd9457c7d19a1471a6db32c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Apr 2019 23:02:19 -0700
Subject: [PATCH 3007/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244131411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6485fd4c63..fff21673c85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f21b0530e0cc4ce0e277114e651918c54743dae04ede40d2ba1c17db81d49df2",
-    git_commit = "9d5d35bf74c2dd4b65303a76b817fd1cf060df9b",
+    sha256 = "ecf1ec1b073eef9daaf641c1d73ca20267758cc44b5847c712981c9fd953542e",
+    git_commit = "871e65a186156cf4ffe781b4bc491ddabdebd906",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fcc78b1e9f5e859e5be5fd2351d82b359e3a7be9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 00:02:33 -0700
Subject: [PATCH 3008/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244136280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fff21673c85..8806bb8eebb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecf1ec1b073eef9daaf641c1d73ca20267758cc44b5847c712981c9fd953542e",
-    git_commit = "871e65a186156cf4ffe781b4bc491ddabdebd906",
+    sha256 = "53bf2423b811bbf7f7102852cf3a579a7b1ec80368d9487dd21f9770017f3ecf",
+    git_commit = "7fdccd5ca00b0c649d0e49498e1d42fdb8c9089c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fdd2cd1b81efeee04f8ba0cd9c481ae4c340036b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 01:02:15 -0700
Subject: [PATCH 3009/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244143109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8806bb8eebb..b3b6ba81102 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53bf2423b811bbf7f7102852cf3a579a7b1ec80368d9487dd21f9770017f3ecf",
-    git_commit = "7fdccd5ca00b0c649d0e49498e1d42fdb8c9089c",
+    sha256 = "29dc4f7a1e92652aa1bb1cf7b906b8587ab841b7dff639143d9559a81c72ad64",
+    git_commit = "06cba4142f57249770073619a642978611a699f8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9604e8817e974bae571e7e640ad36f71ee666ba6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 02:02:11 -0700
Subject: [PATCH 3010/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244149548
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3b6ba81102..c0c803f0d9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29dc4f7a1e92652aa1bb1cf7b906b8587ab841b7dff639143d9559a81c72ad64",
-    git_commit = "06cba4142f57249770073619a642978611a699f8",
+    sha256 = "fa3319dc3d5c0bf11c9f12cf81d6c688ed12ca0fbd9af592a8676e29755475b2",
+    git_commit = "7bdabf55ad0950d73b241cfa9ebf1256cfccd758",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8f0271def4434bc852534f04729d0036377b2808 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 04:02:13 -0700
Subject: [PATCH 3011/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244162054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0c803f0d9c..166cf547e77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa3319dc3d5c0bf11c9f12cf81d6c688ed12ca0fbd9af592a8676e29755475b2",
-    git_commit = "7bdabf55ad0950d73b241cfa9ebf1256cfccd758",
+    sha256 = "e552187014a93ef9c2e5cfbaff08cb3dfca68a5cfa9aeca5b1d6c76ed88f2469",
+    git_commit = "bc802d2ce78376bd1e7ee219a2d44efb334e299e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e8cd2fa3c6b261442c3cab4c7cbeb3cecb3369d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 06:02:46 -0700
Subject: [PATCH 3012/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244172540
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 166cf547e77..2ee48258eb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e552187014a93ef9c2e5cfbaff08cb3dfca68a5cfa9aeca5b1d6c76ed88f2469",
-    git_commit = "bc802d2ce78376bd1e7ee219a2d44efb334e299e",
+    sha256 = "45500b8352c168cceacb196476ae2516e75cb3b07b823d635b9471fd8f186ca2",
+    git_commit = "41cc606be8dbdc2555236e069711d4c91f00efb9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3387d0d4afaee333f0c6a7a7e9e6607600cfcd8c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 07:04:24 -0700
Subject: [PATCH 3013/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244179212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ee48258eb7..5501fc777e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45500b8352c168cceacb196476ae2516e75cb3b07b823d635b9471fd8f186ca2",
-    git_commit = "41cc606be8dbdc2555236e069711d4c91f00efb9",
+    sha256 = "a875d6bf1dc3e859bc224b6ef0ea4237dddfa2f7453a5514ef5c40326bab78e2",
+    git_commit = "cc494eee4c6173ccca6b0517696d40368aae8f4d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 45bb8e4bc46a561fd257653d2ec7ecc2c987d31c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 08:02:49 -0700
Subject: [PATCH 3014/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244186074
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5501fc777e0..de530574fc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a875d6bf1dc3e859bc224b6ef0ea4237dddfa2f7453a5514ef5c40326bab78e2",
-    git_commit = "cc494eee4c6173ccca6b0517696d40368aae8f4d",
+    sha256 = "e02328e883026e019e493daa0c2defd6391ddc6cbf610a5f62faf90b9a16dd75",
+    git_commit = "c20310273f663b1dbf9ca9e68068784d44a95ae2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cba28f35ff17244f80d5f43bb5a5db041ab0eb35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 14:02:29 -0700
Subject: [PATCH 3015/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244253654
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de530574fc9..cf448f339f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e02328e883026e019e493daa0c2defd6391ddc6cbf610a5f62faf90b9a16dd75",
-    git_commit = "c20310273f663b1dbf9ca9e68068784d44a95ae2",
+    sha256 = "52b703621ff49f50ebc164007921a708ee6c4bd3f571149ee7f6ac00de774d4f",
+    git_commit = "e19be1a5888c975de239327126e58ab63baf43f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bdbf73e0a5da751e5d9c6e2ce84e3a683a097346 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 15:02:30 -0700
Subject: [PATCH 3016/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244265796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf448f339f0..2a715d1e162 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52b703621ff49f50ebc164007921a708ee6c4bd3f571149ee7f6ac00de774d4f",
-    git_commit = "e19be1a5888c975de239327126e58ab63baf43f1",
+    sha256 = "d971d476ec709415f8e6868a71a96dd5d6bea2ca5cf595102d9e709dc667792b",
+    git_commit = "f32566bb58a8eb6d48d2e26b505ddbc9612e0827",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0780a229aa0a01f08ba9812f1de1f25e4f20ab8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 16:02:55 -0700
Subject: [PATCH 3017/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244276974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a715d1e162..fa7729a5a1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d971d476ec709415f8e6868a71a96dd5d6bea2ca5cf595102d9e709dc667792b",
-    git_commit = "f32566bb58a8eb6d48d2e26b505ddbc9612e0827",
+    sha256 = "8445b7b0911224c49a4977bef3c9fbfbd6913ab3d370367b88bd2305b87bef38",
+    git_commit = "01d0542ed6b3e8450846b4b91ac0743f394537b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5a97184e9c9af7552f4eb2770fcea58d0f206433 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 17:02:43 -0700
Subject: [PATCH 3018/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244287103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa7729a5a1a..36a7cc6916a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8445b7b0911224c49a4977bef3c9fbfbd6913ab3d370367b88bd2305b87bef38",
-    git_commit = "01d0542ed6b3e8450846b4b91ac0743f394537b5",
+    sha256 = "4456f12e22548f3404b6f50de8177825b2a39bc2ed760cc267d637aee93e8db3",
+    git_commit = "96072813ec96e6533455aede611dfcaf0cd9713f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c8496b199cedf3e38a7ad0dc4c46db2b341b28e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 17:19:12 -0700
Subject: [PATCH 3019/8103] Add option to refuse to unload the last servable
 version.

PiperOrigin-RevId: 244289594
---
 .../model_servers/server_core.cc              |  2 +
 .../model_servers/server_core.h               |  9 ++++
 .../file_system_storage_path_source.cc        |  8 +++-
 .../file_system_storage_path_source.proto     | 12 ++++-
 .../file_system_storage_path_source_test.cc   | 47 +++++++++++++++++++
 5 files changed, 76 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 66d41a0eb75..6df17fdd474 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -555,6 +555,8 @@ FileSystemStoragePathSourceConfig ServerCore::CreateStoragePathSourceConfig(
       options_.file_system_poll_wait_seconds);
   source_config.set_fail_if_zero_versions_at_startup(
       options_.fail_if_no_model_versions_found);
+  source_config.set_servable_versions_always_present(
+      options_.servable_versions_always_present);
   for (const auto& model : config.model_config_list().config()) {
     LOG(INFO) << " (Re-)adding model: " << model.name();
     FileSystemStoragePathSourceConfig::ServableToMonitor* servable =
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 272d8a7dc32..db447455e8c 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -23,6 +23,7 @@ limitations under the License.
 #include <utility>
 
 #include "google/protobuf/any.pb.h"
+#include "absl/base/macros.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/macros.h"
@@ -154,8 +155,16 @@ class ServerCore : public Manager {
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
     // in the file system under the model's base path.
+    ABSL_DEPRECATED("Use servable_versions_always_present.")
     bool fail_if_no_model_versions_found = false;
 
+    // If set to true, the server will fail to start up (or fail a config
+    // reload) if, for any configured model, no versions of the model are found
+    // in the file system under the model's base path. In addition, if the
+    // filesystem polling finds no servables under the base path for a
+    // configured model, it will do nothing, rather than unloading all versions.
+    bool servable_versions_always_present = false;
+
     // Logger used for logging requests hitting the server.
     std::unique_ptr<ServerRequestLogger> server_request_logger;
 
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index ea49918fcdd..b90a8cd67b5 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -331,7 +331,8 @@ Status FileSystemStoragePathSource::UpdateConfig(
   const FileSystemStoragePathSourceConfig normalized_config =
       NormalizeConfig(config);
 
-  if (normalized_config.fail_if_zero_versions_at_startup()) {
+  if (normalized_config.fail_if_zero_versions_at_startup() ||  // NOLINT
+      normalized_config.servable_versions_always_present()) {
     TF_RETURN_IF_ERROR(FailIfZeroVersions(normalized_config));
   }
 
@@ -384,6 +385,11 @@ Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
   for (const auto& entry : versions_by_servable_name) {
     const string& servable = entry.first;
     const std::vector<ServableData<StoragePath>>& versions = entry.second;
+    if (versions.empty() && config_.servable_versions_always_present()) {
+      LOG(ERROR) << "Refusing to unload all versions for Servable: "
+                 << servable;
+      continue;
+    }
     for (const ServableData<StoragePath>& version : versions) {
       if (version.status().ok()) {
         VLOG(1) << "File-system polling update: Servable:" << version.id()
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
index 8fa7be5e55a..ba1db1cfe02 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
@@ -73,5 +73,15 @@ message FileSystemStoragePathSourceConfig {
   // contain at least one version under the base path.
   // (Otherwise, it will emit a warning and keep pinging the file system to
   // check for a version to appear later.)
-  bool fail_if_zero_versions_at_startup = 4;
+  // DEPRECATED: Use 'servable_versions_always_present' instead, which includes
+  // this behavior.
+  // TODO(b/30898016): Remove 2019-10-31 or later.
+  bool fail_if_zero_versions_at_startup = 4 [deprecated = true];
+
+  // If true, the servable is always expected to exist on the underlying
+  // filesystem. FileSystemStoragePathSource::Create() and ::UpdateConfig() will
+  // fail if, for any configured servables, the file system doesn't currently
+  // contain at least one version under the base path. In addition, if a polling
+  // loop find the base path empty, it will not unload existing servables.
+  bool servable_versions_always_present = 6;
 }
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index cc18864a67b..c82a7cec3ec 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -727,6 +727,53 @@ TEST(FileSystemStoragePathSourceTest, DuplicateVersions) {
                    .PollFileSystemAndInvokeCallback());
 }
 
+TEST(FileSystemStoragePathSourceTest, LastVersionNotRemoved) {
+  const string base_path =
+      io::JoinPath(testing::TmpDir(), "LastVersionNotRemoved");
+  TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
+
+  for (bool servable_versions_always_present : {false, true}) {
+    TF_ASSERT_OK(
+        Env::Default()->RecursivelyCreateDir(io::JoinPath(base_path, "42")));
+
+    auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
+        strings::Printf("servable_name: 'test_servable_name' "
+                        "base_path: '%s' "
+                        "servable_versions_always_present: %s "
+                        // Disable the polling thread.
+                        "file_system_poll_wait_seconds: -1 ",
+                        base_path.c_str(),
+                        servable_versions_always_present ? "true" : "false"));
+    std::unique_ptr<FileSystemStoragePathSource> source;
+    TF_ASSERT_OK(FileSystemStoragePathSource::Create(config, &source));
+    std::unique_ptr<test_util::MockStoragePathTarget> target(
+        new StrictMock<test_util::MockStoragePathTarget>);
+    ConnectSourceToTarget(source.get(), target.get());
+
+    EXPECT_CALL(*target,
+                SetAspiredVersions(Eq("test_servable_name"),
+                                   ElementsAre(ServableData<StoragePath>(
+                                       {"test_servable_name", 42},
+                                       io::JoinPath(base_path, "42")))));
+    TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
+                     .PollFileSystemAndInvokeCallback());
+
+    TF_ASSERT_OK(Env::Default()->DeleteDir(io::JoinPath(base_path, "42")));
+
+    if (servable_versions_always_present) {
+      EXPECT_CALL(*target,
+                  SetAspiredVersions(Eq("test_servable_name"), IsEmpty()))
+          .Times(0);
+    } else {
+      EXPECT_CALL(*target,
+                  SetAspiredVersions(Eq("test_servable_name"), IsEmpty()));
+    }
+
+    TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
+                     .PollFileSystemAndInvokeCallback());
+  }
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 2427fc740ddece82850a0146b83fd67c73fee532 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 18:02:31 -0700
Subject: [PATCH 3020/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244295245
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36a7cc6916a..ae98e37227b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4456f12e22548f3404b6f50de8177825b2a39bc2ed760cc267d637aee93e8db3",
-    git_commit = "96072813ec96e6533455aede611dfcaf0cd9713f",
+    sha256 = "fcb33487245e3d16156f9f1d619842e6ea47fa0a8c0667acbafbc8a61adc045b",
+    git_commit = "85d83f9900aa2902f91aa5819a2671f7e3a43104",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d0e6537ae6facad4f3c2a4cd7961b624eb1779e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 19:02:22 -0700
Subject: [PATCH 3021/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244301690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae98e37227b..9884018e23c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcb33487245e3d16156f9f1d619842e6ea47fa0a8c0667acbafbc8a61adc045b",
-    git_commit = "85d83f9900aa2902f91aa5819a2671f7e3a43104",
+    sha256 = "d262717a9eaee9eefd000b12b27beb10acdf0e4468d2d89a38449562ce7ae5e7",
+    git_commit = "1062b2b2532e6b8b0637255b3728049ce7ee9cb6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f05d731625528e70b771663edcca66a81e745ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 20:02:21 -0700
Subject: [PATCH 3022/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244306337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9884018e23c..5f1f7c91a5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d262717a9eaee9eefd000b12b27beb10acdf0e4468d2d89a38449562ce7ae5e7",
-    git_commit = "1062b2b2532e6b8b0637255b3728049ce7ee9cb6",
+    sha256 = "bb1a45a18e95927c782be3d7f7450e6772db67bcde862a3fb6b6aa32e784fb6c",
+    git_commit = "65a8c2b7af3f517eecc0d803a4bde194488cffa9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8a8a29789928d91c3054701d4a520c3e7aca8406 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 21:02:11 -0700
Subject: [PATCH 3023/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244311010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f1f7c91a5c..da26c4a36e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb1a45a18e95927c782be3d7f7450e6772db67bcde862a3fb6b6aa32e784fb6c",
-    git_commit = "65a8c2b7af3f517eecc0d803a4bde194488cffa9",
+    sha256 = "8e8c76b6115855e02cb2535e5dddf33ec31c3231559a4bd54635fc587df5e9b1",
+    git_commit = "06b85497d21a87488b750729662e2f4917e206b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be2848d967b6520e1c836c1c2408d8ae2d19ccb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 22:03:10 -0700
Subject: [PATCH 3024/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244315658
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da26c4a36e6..a3d4db9a6ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e8c76b6115855e02cb2535e5dddf33ec31c3231559a4bd54635fc587df5e9b1",
-    git_commit = "06b85497d21a87488b750729662e2f4917e206b9",
+    sha256 = "d3bf1a7dcaa070b48c70c84de47e339df13326cf7974c4a8c128cb234074b26f",
+    git_commit = "34fa18c4ee048ba0a1ba0df1aee47e39e73c5f02",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f027c1e3b9ed4e56d0943cea9a51871ac5fa3a6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Apr 2019 23:02:39 -0700
Subject: [PATCH 3025/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244319701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3d4db9a6ab..c292ea8f7d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3bf1a7dcaa070b48c70c84de47e339df13326cf7974c4a8c128cb234074b26f",
-    git_commit = "34fa18c4ee048ba0a1ba0df1aee47e39e73c5f02",
+    sha256 = "2839c07b31977b1aca3fc8265ec413da36d5647e48ae5be1e73058607ede0ad8",
+    git_commit = "ffd2e5b45f6c5ee472a6bd0431ab2bf473b0b87b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e137ebc7cb24901ce0a035ee90a9efdc67e3e31c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 03:02:42 -0700
Subject: [PATCH 3026/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244338526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c292ea8f7d3..d6fbea1ea97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2839c07b31977b1aca3fc8265ec413da36d5647e48ae5be1e73058607ede0ad8",
-    git_commit = "ffd2e5b45f6c5ee472a6bd0431ab2bf473b0b87b",
+    sha256 = "449a4b57da0421b6f54a09d5c4d6073aef8de6a3f00d7bd984e3ade0778c87be",
+    git_commit = "faf341817c36aacb8e5d130a438d8bee807b246c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09c56cb7db570eee6535c250feda89cf2278cb87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 04:02:25 -0700
Subject: [PATCH 3027/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244342064
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6fbea1ea97..2ad038da663 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "449a4b57da0421b6f54a09d5c4d6073aef8de6a3f00d7bd984e3ade0778c87be",
-    git_commit = "faf341817c36aacb8e5d130a438d8bee807b246c",
+    sha256 = "abec2c9251cea6a0888bfcc8f6b6418841b00b1e1e04918058fe54cb187da6df",
+    git_commit = "f90532431c3785166cff35ff427b652fe460f60b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09f3761a9e2e7691fb44dc2070046b755a82b5bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 11:02:17 -0700
Subject: [PATCH 3028/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244386712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ad038da663..b0db7303b6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abec2c9251cea6a0888bfcc8f6b6418841b00b1e1e04918058fe54cb187da6df",
-    git_commit = "f90532431c3785166cff35ff427b652fe460f60b",
+    sha256 = "42d0d25100878e57e892e70e258014399dac75c17cf08419583f17fc9502e223",
+    git_commit = "b6e4bf24eb0f2c412a59a1c1031310bbd56ecf38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b270aa5bf9d876b6c3526d1b1fdc05026707a326 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 12:02:19 -0700
Subject: [PATCH 3029/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244398156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0db7303b6a..4d035bdedc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42d0d25100878e57e892e70e258014399dac75c17cf08419583f17fc9502e223",
-    git_commit = "b6e4bf24eb0f2c412a59a1c1031310bbd56ecf38",
+    sha256 = "73ae0708d7811efd9734d027d4abcf7a3ea4b8ef3c01f27718d6f8ff956fdf48",
+    git_commit = "37b20d191a20e1f85e8535d78aaf3dd8b972e807",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9b272ab3fb15c8e93ab2bdf56e984a81a3d088c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 13:02:39 -0700
Subject: [PATCH 3030/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244407984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d035bdedc5..1d2a9a08ac1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73ae0708d7811efd9734d027d4abcf7a3ea4b8ef3c01f27718d6f8ff956fdf48",
-    git_commit = "37b20d191a20e1f85e8535d78aaf3dd8b972e807",
+    sha256 = "8225d8fd08ffe827733da98ed1e95cefc01ac79aa13483a8b6fa407821a07d8c",
+    git_commit = "40142b21654cf7c1f6baeff832d4d1c93ec1f00d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c87181f1a754c92adf770a0e7bf5b5aaa04acc3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 14:02:10 -0700
Subject: [PATCH 3031/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244418213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d2a9a08ac1..06f91a44a0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8225d8fd08ffe827733da98ed1e95cefc01ac79aa13483a8b6fa407821a07d8c",
-    git_commit = "40142b21654cf7c1f6baeff832d4d1c93ec1f00d",
+    sha256 = "ab5bac1d7b52f14ee9e515927b91aa89b4504c8fb30dc31642e4592ffb966835",
+    git_commit = "a3e8cdad802b7306cc5c8e95ad88644781167edf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a166126bc1f55e7e50791caeb4b8f82ce1fa43f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 15:02:52 -0700
Subject: [PATCH 3032/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244429132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06f91a44a0f..0860f597b52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab5bac1d7b52f14ee9e515927b91aa89b4504c8fb30dc31642e4592ffb966835",
-    git_commit = "a3e8cdad802b7306cc5c8e95ad88644781167edf",
+    sha256 = "4087864b1b924e636c87c18ea6c51ae12446df71b4d5ea6873ad08d9e0f11a4c",
+    git_commit = "844842a6b067cd521e54679f156dc793738d9691",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d947837638e1904314b7836af9cac759030baa3 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 19 Apr 2019 16:07:30 -0700
Subject: [PATCH 3033/8103] Add build status for continuous builds with
 TensorFlow HEAD sources.

PiperOrigin-RevId: 244439373
---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 4f41c91dd34..607d1f289a8 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,7 @@
 # TensorFlow Serving
 
 [![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.html)
+[![Ubuntu Build Status at TF HEAD](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.html)
 ![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
 ![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
 

From 479fb114647685c7f3ddaa149d14c03a96bde339 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2019 18:03:59 -0700
Subject: [PATCH 3034/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244453233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0860f597b52..e1d1e88e470 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4087864b1b924e636c87c18ea6c51ae12446df71b4d5ea6873ad08d9e0f11a4c",
-    git_commit = "844842a6b067cd521e54679f156dc793738d9691",
+    sha256 = "689a0bc37843b6cf555ef927dacb1744b9cfc9e47fc0f0f9305eaccdc9702a0e",
+    git_commit = "a6acd6e8ed07996d1bcf3fbaef96fb7a1a4fcaff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 53904c4ba1d903d199e581d6c3278e8d4084caa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2019 00:02:58 -0700
Subject: [PATCH 3035/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244474625
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1d1e88e470..24b3f29d5de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "689a0bc37843b6cf555ef927dacb1744b9cfc9e47fc0f0f9305eaccdc9702a0e",
-    git_commit = "a6acd6e8ed07996d1bcf3fbaef96fb7a1a4fcaff",
+    sha256 = "4603d11cc4b292310de50937f12b18c4dbe2d50f37b65c78d41f29c8b43c7548",
+    git_commit = "d4342f77b6b3e50c4986918b231b0ad7da167755",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1b6788b96a0ccd342f42baae0994c17c871f0020 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2019 06:02:23 -0700
Subject: [PATCH 3036/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244493935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24b3f29d5de..d7b35cdcfb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4603d11cc4b292310de50937f12b18c4dbe2d50f37b65c78d41f29c8b43c7548",
-    git_commit = "d4342f77b6b3e50c4986918b231b0ad7da167755",
+    sha256 = "dcf8e6fa022a82f262d246e253ae2abe2af0550adafd568c738daecc166c11e3",
+    git_commit = "08d449d0870c7fd9d9aaed6898867eff31a64772",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f6a9c574e85fdebc0e8e14d779b11dd4550fc3f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2019 18:02:02 -0700
Subject: [PATCH 3037/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244527312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7b35cdcfb4..264ce4771b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcf8e6fa022a82f262d246e253ae2abe2af0550adafd568c738daecc166c11e3",
-    git_commit = "08d449d0870c7fd9d9aaed6898867eff31a64772",
+    sha256 = "c1cd219a433c4b4dce9b25fb0c0f941bcf49d15590a55b3e94ab353f26c04623",
+    git_commit = "87633397404be5d13703788124f1bd5472401432",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 29cb8fdd157732a0037e1237ca46a858bd194dc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2019 00:02:21 -0700
Subject: [PATCH 3038/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244545127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 264ce4771b4..5e464beea12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1cd219a433c4b4dce9b25fb0c0f941bcf49d15590a55b3e94ab353f26c04623",
-    git_commit = "87633397404be5d13703788124f1bd5472401432",
+    sha256 = "521cdc3827df55d443c16cb6eb2f14edf37ddbdbd2a11c282b22c73d0ec6f780",
+    git_commit = "d57b65578c6dc710554e57d1510e5ec389b007a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c5b2ed300fe38e69733320fdf791183cb40b79f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2019 06:02:48 -0700
Subject: [PATCH 3039/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244565015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e464beea12..213d6e63c70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "521cdc3827df55d443c16cb6eb2f14edf37ddbdbd2a11c282b22c73d0ec6f780",
-    git_commit = "d57b65578c6dc710554e57d1510e5ec389b007a7",
+    sha256 = "432978daad23cf4c7f741d06d4e84ea3551f3362435dc148faf932d78d2eda55",
+    git_commit = "8883e7c9e50c5e8f087a59a5ce45b44aeeee17d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9ff1ea1de31a545a2a3e96c2084a80ba2aebf8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2019 12:02:35 -0700
Subject: [PATCH 3040/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244581689
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 213d6e63c70..d340c50bde5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "432978daad23cf4c7f741d06d4e84ea3551f3362435dc148faf932d78d2eda55",
-    git_commit = "8883e7c9e50c5e8f087a59a5ce45b44aeeee17d6",
+    sha256 = "9a68680949effc7643a60afd0cfaf05af81e8dcda5b93050b4ba45a4e822b51b",
+    git_commit = "d8fe10aae9e6be9cd49ab7e68c1ca4989f0be42b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9f4ba828a785217b1f760d320dc49e620b8d7d6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2019 00:02:37 -0700
Subject: [PATCH 3041/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244621164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d340c50bde5..f154d5ceb0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a68680949effc7643a60afd0cfaf05af81e8dcda5b93050b4ba45a4e822b51b",
-    git_commit = "d8fe10aae9e6be9cd49ab7e68c1ca4989f0be42b",
+    sha256 = "b5856cc6f043f7a11c99d61b1c06d461dc2c93438d371d6fce7123c0b133c8df",
+    git_commit = "12ee3420367f9a0f728c6b2e0493f5fb150eea47",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f915a696c53fc05f477230ebd5d11de06355d8e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2019 06:02:46 -0700
Subject: [PATCH 3042/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244651549
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f154d5ceb0f..2f21ce019bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5856cc6f043f7a11c99d61b1c06d461dc2c93438d371d6fce7123c0b133c8df",
-    git_commit = "12ee3420367f9a0f728c6b2e0493f5fb150eea47",
+    sha256 = "4b9f9f4a420f09912b66b51710255be9ae9f2a954d400e76af0e10a15a8ead01",
+    git_commit = "0a3777ff3e819e7208bc7e55bd36f79c9555704b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 248320c75bc96e359c6e4af7006560cf012a1210 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2019 12:02:40 -0700
Subject: [PATCH 3043/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244705087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f21ce019bf..6ca6de68c26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b9f9f4a420f09912b66b51710255be9ae9f2a954d400e76af0e10a15a8ead01",
-    git_commit = "0a3777ff3e819e7208bc7e55bd36f79c9555704b",
+    sha256 = "53d279dce5ffa0f507ea3d8a2b885e2108904f40a2ee0c6703c0585339bdef2e",
+    git_commit = "7194906abf24361cc32ea1576ba8591681e76c7f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d49ac8f34744b86d41fb4a9533e021391d16bf7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2019 18:02:07 -0700
Subject: [PATCH 3044/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244771898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ca6de68c26..82d9ab0f642 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53d279dce5ffa0f507ea3d8a2b885e2108904f40a2ee0c6703c0585339bdef2e",
-    git_commit = "7194906abf24361cc32ea1576ba8591681e76c7f",
+    sha256 = "e0a36f55d4aa637f7ec16c7a4e37850acedb38ceddc99d54acaf14dcb59abcba",
+    git_commit = "caf18b063e7e7419b3a0fcb5c3534d52c70eda5f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 96b67f523acf2eccfcd07efa06ea97a95cb52504 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2019 00:02:36 -0700
Subject: [PATCH 3045/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244803664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82d9ab0f642..9e7e4790345 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0a36f55d4aa637f7ec16c7a4e37850acedb38ceddc99d54acaf14dcb59abcba",
-    git_commit = "caf18b063e7e7419b3a0fcb5c3534d52c70eda5f",
+    sha256 = "ff65fd49f5c7d340d7f209c9ade17f33d539576c520e9ebe53cc91edd5602bbc",
+    git_commit = "a311216a9f028eec9e6b0d2ef175f5d46dff19b7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 94135c185cd38c30dc88789a99ad540d2b32ee01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2019 06:02:17 -0700
Subject: [PATCH 3046/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244840541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e7e4790345..e87a67adf75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff65fd49f5c7d340d7f209c9ade17f33d539576c520e9ebe53cc91edd5602bbc",
-    git_commit = "a311216a9f028eec9e6b0d2ef175f5d46dff19b7",
+    sha256 = "2798e0789a83036e5fea7f7b290bd90f1c156803f8dc9bae29479cdcc2073b00",
+    git_commit = "8dd0d951338278ac6295f7aafbf06774e9129c2f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9310c9e0d06d7cd271f76562d2cbaee43b71c8ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2019 06:02:57 -0700
Subject: [PATCH 3047/8103] n/a

PiperOrigin-RevId: 244840765
---
 tensorflow_serving/batching/test_util/BUILD            | 1 +
 tensorflow_serving/model_servers/BUILD                 | 3 +++
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 3 +++
 3 files changed, 7 insertions(+)

diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index cf79be68122..4f92c1f142b 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -46,6 +46,7 @@ cc_test(
 py_binary(
     name = "matrix_half_plus_two_saved_model",
     srcs = ["matrix_half_plus_two_saved_model.py"],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ff146e4b075..9cd7698de1e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -402,6 +402,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = [
         "//tensorflow_serving/apis:model_service_proto_py_pb2",
@@ -425,6 +426,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
     ],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     tags = ["notsan"],
     deps = [
@@ -436,6 +438,7 @@ py_test(
 py_binary(
     name = "tensorflow_model_server_test_client",
     srcs = ["tensorflow_model_server_test_client.py"],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 1e8c59b0e9c..b727a3eccde 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -39,6 +39,7 @@ py_binary(
     srcs = [
         "export_half_plus_two.py",
     ],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",
@@ -51,6 +52,7 @@ py_binary(
     srcs = [
         "export_bad_half_plus_two.py",
     ],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",
@@ -74,6 +76,7 @@ py_binary(
     srcs = [
         "saved_model_half_plus_two.py",
     ],
+    python_version = "PY2",
     srcs_version = "PY2AND3",
     deps = [
         "@org_tensorflow//tensorflow:tensorflow_py",

From 6f4536d0a40494e0f48b700c6f4eeae1ae11437f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2019 12:02:04 -0700
Subject: [PATCH 3048/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244898328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e87a67adf75..1799dc979bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2798e0789a83036e5fea7f7b290bd90f1c156803f8dc9bae29479cdcc2073b00",
-    git_commit = "8dd0d951338278ac6295f7aafbf06774e9129c2f",
+    sha256 = "ed2afdd7f19c67d30f3555f5307a280e3feb950c689e9eb082c9450fc225f991",
+    git_commit = "a442e9ba05eb94ab9886df9ec39febb22d0d96bf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e8e270f3412e0004d09453ddbfd6fdd1001f89a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2019 18:02:04 -0700
Subject: [PATCH 3049/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244961315
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1799dc979bc..4f93bbfbc11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed2afdd7f19c67d30f3555f5307a280e3feb950c689e9eb082c9450fc225f991",
-    git_commit = "a442e9ba05eb94ab9886df9ec39febb22d0d96bf",
+    sha256 = "a7292e55357becad51cbf7885f43592e6dca9b8ec906d471f496937d86f2803a",
+    git_commit = "0b5ec2e844c086453dd666179a9f726ac783ca8c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6419ceeaee037d2979d248cbd08c3136d4bb4abd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2019 00:02:27 -0700
Subject: [PATCH 3050/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 244992952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f93bbfbc11..a5fcece32f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7292e55357becad51cbf7885f43592e6dca9b8ec906d471f496937d86f2803a",
-    git_commit = "0b5ec2e844c086453dd666179a9f726ac783ca8c",
+    sha256 = "eaac1a5acfe9c81c4e4f31bfd947cbca47ac82f62d2d5ac2d83437f77ddf1296",
+    git_commit = "d65760b805cdd729743ba3d7c7b4ae8897304dd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f296cf48597e184b7890093ad3a9ca059cf9f6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2019 06:02:08 -0700
Subject: [PATCH 3051/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245030520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5fcece32f5..3530a256fa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eaac1a5acfe9c81c4e4f31bfd947cbca47ac82f62d2d5ac2d83437f77ddf1296",
-    git_commit = "d65760b805cdd729743ba3d7c7b4ae8897304dd6",
+    sha256 = "53d777b871d82935dbcf32c9e8ceddf2e9e4319325ce6aa6e9518c94c6efaed8",
+    git_commit = "3c676a1cf6cc402f6ed7ccc9f52f15d62e4bb3ea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 38ca9df58b1c03a3516514f814e1220825042cd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2019 12:02:33 -0700
Subject: [PATCH 3052/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245089782
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3530a256fa1..7499e59c6a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53d777b871d82935dbcf32c9e8ceddf2e9e4319325ce6aa6e9518c94c6efaed8",
-    git_commit = "3c676a1cf6cc402f6ed7ccc9f52f15d62e4bb3ea",
+    sha256 = "4a56fc45c7adc748a181a62aad22b57c4ee1bba7de51d4d0ce6c344e36fe5be6",
+    git_commit = "c96dd5b1e06f267a3813acfefc5357b486af9bb7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0f4cba885f3f5f3812ee9d9f904a1cefde5d102 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2019 18:09:03 -0700
Subject: [PATCH 3053/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245153987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7499e59c6a9..6492321af29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a56fc45c7adc748a181a62aad22b57c4ee1bba7de51d4d0ce6c344e36fe5be6",
-    git_commit = "c96dd5b1e06f267a3813acfefc5357b486af9bb7",
+    sha256 = "3ca74e8fffc2d9c44a3d405f69f75b5f28504ffbbce2e76e7a8885f13e581436",
+    git_commit = "ed030f82935505a139afffca4bcb377fd0963d28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 42d6ff8008d12bdefbe332bcd6f8b6d10c762d5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2019 00:02:03 -0700
Subject: [PATCH 3054/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245183877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6492321af29..d4c0bf7a540 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ca74e8fffc2d9c44a3d405f69f75b5f28504ffbbce2e76e7a8885f13e581436",
-    git_commit = "ed030f82935505a139afffca4bcb377fd0963d28",
+    sha256 = "4b7a0fd241f924a18e8419aca077ae8f1e14a3db6a68865989a14b7054a7def1",
+    git_commit = "02badbcaba906d73fb9651d8800db27ac044136d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8c04f37e9cd533027992f041295b21625929b7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2019 06:02:33 -0700
Subject: [PATCH 3055/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245221113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4c0bf7a540..9b8d899eb6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b7a0fd241f924a18e8419aca077ae8f1e14a3db6a68865989a14b7054a7def1",
-    git_commit = "02badbcaba906d73fb9651d8800db27ac044136d",
+    sha256 = "18e77611c5db4000fab181a44528d1f514e0af181442e64c0f633b30feee2b04",
+    git_commit = "f076a43591854dfd27ef707351624fadcbedef1e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db62a6ac389a3945d671228294c2fe1ae5e34e52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2019 12:02:36 -0700
Subject: [PATCH 3056/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245280931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b8d899eb6b..07cf32154df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18e77611c5db4000fab181a44528d1f514e0af181442e64c0f633b30feee2b04",
-    git_commit = "f076a43591854dfd27ef707351624fadcbedef1e",
+    sha256 = "4189c84c177cb603312c8bd7af3963dc720857f3bc36604d25049d55d7dcd32f",
+    git_commit = "bb9fafd1b5bf020b8f255b6410b0e7a9992ee9d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9e3839d07566c1c546e32a02368b263136c807a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2019 18:02:01 -0700
Subject: [PATCH 3057/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245343037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07cf32154df..dcfe8c1077b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4189c84c177cb603312c8bd7af3963dc720857f3bc36604d25049d55d7dcd32f",
-    git_commit = "bb9fafd1b5bf020b8f255b6410b0e7a9992ee9d8",
+    sha256 = "f56e076a1c912a480871c56f4efcf72245ca4d66443a5257b3eb5673c8bed322",
+    git_commit = "f28223f9a83d238590cd605863416928ce2778a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fd70c4c451fc558775c1ebad4c321b718072c963 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2019 00:02:17 -0700
Subject: [PATCH 3058/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245372918
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcfe8c1077b..e614f3b1a7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f56e076a1c912a480871c56f4efcf72245ca4d66443a5257b3eb5673c8bed322",
-    git_commit = "f28223f9a83d238590cd605863416928ce2778a5",
+    sha256 = "bdf6e73e1875b405d5cff8349ef669791cd22aaa61b504a1cbbc815d13b3ecf3",
+    git_commit = "8d4c4999c1138d503cabb9377a0b3a6da0eb35d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1bf4dce9a82e13ba677140e29f16d6c89780297 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2019 06:02:16 -0700
Subject: [PATCH 3059/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245408057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e614f3b1a7e..fa2ec164fef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdf6e73e1875b405d5cff8349ef669791cd22aaa61b504a1cbbc815d13b3ecf3",
-    git_commit = "8d4c4999c1138d503cabb9377a0b3a6da0eb35d9",
+    sha256 = "cb01bf7e46531755d4c9c86df5fe01935a4c15a2504e816f48d401d87555832a",
+    git_commit = "55e854864fded7318c49daae0b634c5860f3e419",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f557e6b82d48a98fb3cf00a10ac8138bee8cba27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2019 12:02:20 -0700
Subject: [PATCH 3060/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245462329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa2ec164fef..502af4b61ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb01bf7e46531755d4c9c86df5fe01935a4c15a2504e816f48d401d87555832a",
-    git_commit = "55e854864fded7318c49daae0b634c5860f3e419",
+    sha256 = "6ff8e22e2e8115ffc3d60a6fdb1cb4a6eb849b10dbc0b1955f5488f0c9c99f3a",
+    git_commit = "9c6cc1a077fbadbd0b7bbd6f89b44d1ca2f46fb7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f99f42f04e790219a75132e11bd7a91204156671 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2019 18:02:02 -0700
Subject: [PATCH 3061/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245519327
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 502af4b61ba..6bd2dcc6f94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ff8e22e2e8115ffc3d60a6fdb1cb4a6eb849b10dbc0b1955f5488f0c9c99f3a",
-    git_commit = "9c6cc1a077fbadbd0b7bbd6f89b44d1ca2f46fb7",
+    sha256 = "aad0670300899c4d7c3c4ae5a5d28672d4018934405849a89c52b775edbc06c0",
+    git_commit = "034fc9e23e393bfbe4249e0d6ae4b94e87fca288",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 281fe19923468d580d529026a86aa047d5ad9346 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2019 00:02:08 -0700
Subject: [PATCH 3062/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245542400
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bd2dcc6f94..4544e590612 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aad0670300899c4d7c3c4ae5a5d28672d4018934405849a89c52b775edbc06c0",
-    git_commit = "034fc9e23e393bfbe4249e0d6ae4b94e87fca288",
+    sha256 = "f5683c7803fe3ff431225d69ff57a9d342b4ec8efb5ed3ca31358e9e6924c1ef",
+    git_commit = "64320bbddb72dda0c564b7eb9caa88a7b420b2c8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a482e8bc71284a033087a47e521af5249c55ea55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2019 06:02:03 -0700
Subject: [PATCH 3063/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245562472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4544e590612..dcb35456d8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5683c7803fe3ff431225d69ff57a9d342b4ec8efb5ed3ca31358e9e6924c1ef",
-    git_commit = "64320bbddb72dda0c564b7eb9caa88a7b420b2c8",
+    sha256 = "bb8b766ccfa689a981219c1fc814b6c6683b125bc6a21eb7a6b3c18cecb5818a",
+    git_commit = "50e26060ca69eb55a19922e6580628b773905e05",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2524cee528ff82e56db3b57d4a9f20850ff3b808 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2019 12:02:03 -0700
Subject: [PATCH 3064/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245579115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcb35456d8d..1f1a3edeafe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb8b766ccfa689a981219c1fc814b6c6683b125bc6a21eb7a6b3c18cecb5818a",
-    git_commit = "50e26060ca69eb55a19922e6580628b773905e05",
+    sha256 = "dd7ed5fac9adb9bf081db3138ea28ed5a5c9d088a6034c0f5b8862d77074db93",
+    git_commit = "7ca022acc80c2194d7006dd5d9e4efc1b5150f54",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 03e3db28346929aa52a6b36037152c740436d534 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2019 18:02:10 -0700
Subject: [PATCH 3065/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245597538
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f1a3edeafe..a613ca02491 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd7ed5fac9adb9bf081db3138ea28ed5a5c9d088a6034c0f5b8862d77074db93",
-    git_commit = "7ca022acc80c2194d7006dd5d9e4efc1b5150f54",
+    sha256 = "0cc685cdaf04159d6d10dc9ab003b9a651edc9f7a4b7cbb095980a90996bf8f4",
+    git_commit = "d3e78f98ba5db7aecfc93f3289495c4819b3d4eb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb7e1e8d4e10e1e73e4b6fbd2744dc202d40fd17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2019 06:02:23 -0700
Subject: [PATCH 3066/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245635384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a613ca02491..599f3a3eda9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cc685cdaf04159d6d10dc9ab003b9a651edc9f7a4b7cbb095980a90996bf8f4",
-    git_commit = "d3e78f98ba5db7aecfc93f3289495c4819b3d4eb",
+    sha256 = "7adea27c6d5dc9fcbbfb35050b713363f362d297cda5ab15c4f659ee5701be92",
+    git_commit = "b1190ccd07bae59b2ed826d00a2a80edbdd14718",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a833e3ed41d67550ff7b75d049e8b3aac43a9cee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2019 18:01:56 -0700
Subject: [PATCH 3067/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245670958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 599f3a3eda9..a751f5608c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7adea27c6d5dc9fcbbfb35050b713363f362d297cda5ab15c4f659ee5701be92",
-    git_commit = "b1190ccd07bae59b2ed826d00a2a80edbdd14718",
+    sha256 = "699b5e707be53d9fc7b2dabffd84a8e0a5526762aed87d1b598af5d4af71728e",
+    git_commit = "932874df5ff31e38fa6d38fc87d100525dd46e50",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a43216154eab1fcd2e53783ab67369f46d812768 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2019 06:02:08 -0700
Subject: [PATCH 3068/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245732131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a751f5608c1..0290121d5e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "699b5e707be53d9fc7b2dabffd84a8e0a5526762aed87d1b598af5d4af71728e",
-    git_commit = "932874df5ff31e38fa6d38fc87d100525dd46e50",
+    sha256 = "b31e7681fb1facd6dae654d9488174ad33d293ee9cce79cfb11534bf282c4b32",
+    git_commit = "2900bfa9b046f80d65edad1f8fca3bc6bc6b8736",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c74861d61131e2248a70d9c72317df8c49eb8f1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2019 11:26:43 -0700
Subject: [PATCH 3069/8103] Add new device type for TPU.

PiperOrigin-RevId: 245786973
---
 tensorflow_serving/resources/resource_values.cc | 2 ++
 tensorflow_serving/resources/resource_values.h  | 6 ++++++
 2 files changed, 8 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index 6f3e05e531f..9538e9d962a 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -21,11 +21,13 @@ namespace serving {
 namespace device_types {
 const char* const kMain = "main";
 const char* const kGpu = "gpu";
+const char* const kTpu = "tpu";
 }  // namespace device_types
 
 namespace resource_kinds {
 const char* const kNumModelSlots = "num_model_slots";
 const char* const kRamBytes = "ram_in_bytes";
+const char* const kHeapRamBytes = "heap_ram_in_bytes";
 const char* const kProcessingMillis = "processing_in_millicores";
 }  // namespace resource_kinds
 
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 81616087043..dc880eac153 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -33,6 +33,9 @@ extern const char* const kMain;
 // Graphics processing unit(s).
 extern const char* const kGpu;
 
+// TPU(s).
+extern const char* const kTpu;
+
 }  // namespace device_types
 
 // Standard resource kinds.
@@ -45,6 +48,9 @@ extern const char* const kNumModelSlots;
 // RAM in bytes.
 extern const char* const kRamBytes;
 
+// RAM allocated on the heap.
+extern const char* const kHeapRamBytes;
+
 // Fraction of a processing unit's cycles, in thousandths.
 extern const char* const kProcessingMillis;
 

From 5a81b85465104d02c6d336114f2e5af65cf92286 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2019 12:02:18 -0700
Subject: [PATCH 3070/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245794540
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0290121d5e1..034daf5983e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b31e7681fb1facd6dae654d9488174ad33d293ee9cce79cfb11534bf282c4b32",
-    git_commit = "2900bfa9b046f80d65edad1f8fca3bc6bc6b8736",
+    sha256 = "5ea2eea97fd41167e8ea66623f49b5ca5bc8006c5f703a72b3d1673a9118f9c8",
+    git_commit = "1bdd4e20c1e0dfcebd612b2b944e3959b8dfe3c1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7349089cb7ca0c26d27903eec1d1579ba0ace87b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2019 18:02:01 -0700
Subject: [PATCH 3071/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245861844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 034daf5983e..d7285545407 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ea2eea97fd41167e8ea66623f49b5ca5bc8006c5f703a72b3d1673a9118f9c8",
-    git_commit = "1bdd4e20c1e0dfcebd612b2b944e3959b8dfe3c1",
+    sha256 = "3c81e3ea5b2e48b49f412f7d0fdd3ff2cbcf6184c9c8f3f7036ee6219324cd05",
+    git_commit = "4f7a7760cf39085fab9bc83e83bf921445541ef7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c810fda71c07abda0a40c1696279fd752670303e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2019 00:02:42 -0700
Subject: [PATCH 3072/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245893428
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7285545407..c1c2108dac2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c81e3ea5b2e48b49f412f7d0fdd3ff2cbcf6184c9c8f3f7036ee6219324cd05",
-    git_commit = "4f7a7760cf39085fab9bc83e83bf921445541ef7",
+    sha256 = "df06d7bbf20238052f902f3e3b4fc0f56593b84ef16afc0cdd4ded372b1a38f5",
+    git_commit = "79fca9af73b2634a64d10a0caad4e35bc6ca00d1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f42c693b22c946bf38a4a5934e95a335379caac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2019 06:02:09 -0700
Subject: [PATCH 3073/8103] Updating TensorFlow to latest green.

PiperOrigin-RevId: 245932179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1c2108dac2..32c99566625 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df06d7bbf20238052f902f3e3b4fc0f56593b84ef16afc0cdd4ded372b1a38f5",
-    git_commit = "79fca9af73b2634a64d10a0caad4e35bc6ca00d1",
+    sha256 = "ec240bfb7863a09af7de46044eb0cd0564ee182126d01497c596deffec03514a",
+    git_commit = "fc2ea0aa5142b5e2b8c322d58313ad13e0fb91dd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 97cc31fa6b83af56926731d8a4215fb694aaea94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2019 12:05:04 -0700
Subject: [PATCH 3074/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b104b017-9e50-467e-bc11-9c60e78875e3

PiperOrigin-RevId: 245994552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32c99566625..329529f3148 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec240bfb7863a09af7de46044eb0cd0564ee182126d01497c596deffec03514a",
-    git_commit = "fc2ea0aa5142b5e2b8c322d58313ad13e0fb91dd",
+    sha256 = "d09769ca8c1cabbc55d1e7cd5fc91e6358f5311529ed63767166e22ddd930817",
+    git_commit = "0a82fed5e49b225d4fc46b248bc0bd78f86dd6d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c982772a1fc0cd498f1f383bbb3bf1eb6dd36434 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2019 18:02:00 -0700
Subject: [PATCH 3075/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa04a436-98ef-4fb5-97bf-068f415f76fa

PiperOrigin-RevId: 246059141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 329529f3148..f945d168033 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d09769ca8c1cabbc55d1e7cd5fc91e6358f5311529ed63767166e22ddd930817",
-    git_commit = "0a82fed5e49b225d4fc46b248bc0bd78f86dd6d9",
+    sha256 = "db70b9dc66c35934d0457d978f91a14e0e2265932c7a8ba74a45205be8bd7e5e",
+    git_commit = "ead6286a5a4c51a21f28d2904140a4e0154a3f07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6bea701692f391d2d2e50167f5ae1cbd6856eab9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2019 00:02:23 -0700
Subject: [PATCH 3076/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a63839e-937b-41ae-9756-49068a737b87

PiperOrigin-RevId: 246088796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f945d168033..65bb64f9b53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db70b9dc66c35934d0457d978f91a14e0e2265932c7a8ba74a45205be8bd7e5e",
-    git_commit = "ead6286a5a4c51a21f28d2904140a4e0154a3f07",
+    sha256 = "885609658b3d9b79a514084181f1dca99ac25da9cdc8db7a98b268c8d1610914",
+    git_commit = "dd27bd0629ee77dce818f60add876c4ab267e1eb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fa2191505b4d66af9b8661cd8258c7230f8b7b0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2019 06:02:12 -0700
Subject: [PATCH 3077/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9845b5e-66d4-4342-9835-005f318dc37e

PiperOrigin-RevId: 246120156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65bb64f9b53..8fbd9436287 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "885609658b3d9b79a514084181f1dca99ac25da9cdc8db7a98b268c8d1610914",
-    git_commit = "dd27bd0629ee77dce818f60add876c4ab267e1eb",
+    sha256 = "7357ac0f23bbec93d64ddbba29d1a74e60ff4b44a000f515e0717987f6ef04d1",
+    git_commit = "4fea77c2e320871d14ae2c2c85459cd1a016d690",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e5664cee0b8a464d3a0665100deb44b44d277daa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2019 12:05:55 -0700
Subject: [PATCH 3078/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0917989c-e34f-4e55-bdcf-e3ff7e89a7c0

PiperOrigin-RevId: 246173936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fbd9436287..366243555fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7357ac0f23bbec93d64ddbba29d1a74e60ff4b44a000f515e0717987f6ef04d1",
-    git_commit = "4fea77c2e320871d14ae2c2c85459cd1a016d690",
+    sha256 = "7127bdd1b9d9206629b95af494bbf76ffa24af585c1ebc95153115e53de625f1",
+    git_commit = "ad9d0dcfecf931372be4a385db8a1083ab8f1cc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 645492c79c0f3554090daf47870729047de21228 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2019 18:02:01 -0700
Subject: [PATCH 3079/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2cbb0006-9b31-4f73-b883-24d1170f64dd

PiperOrigin-RevId: 246234905
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 366243555fb..152d01c187e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7127bdd1b9d9206629b95af494bbf76ffa24af585c1ebc95153115e53de625f1",
-    git_commit = "ad9d0dcfecf931372be4a385db8a1083ab8f1cc7",
+    sha256 = "7808eb297db9eba9aaba0b353b47e81e5e696ed923c446e4d23fb06a08e09d86",
+    git_commit = "f9a682e70fbd2f6b19a40c2d923da2e5afe25586",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 72450555c83ea5e6d18d05362192ad85613b23b1 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 1 May 2019 21:08:23 -0700
Subject: [PATCH 3080/8103] Add ability to disable periodic filesystem polling
 for new model versions, by setting value of `--file_system_poll_wait_seconds`
 to zero. This causes the ModelServer to poll the filesystem *once* (to load
 the model) and never again.

Useful in scenarios where periodic poll is deemed to be too expensive, and
one wants to load the model just once (at startup) and never poll again.

Fixes: https://github.com/tensorflow/serving/issues/1295
PiperOrigin-RevId: 246252089
---
 tensorflow_serving/model_servers/main.cc      |  9 +++-
 .../test_util/server_core_test_util.cc        |  2 +-
 tensorflow_serving/sources/storage_path/BUILD |  1 +
 .../file_system_storage_path_source.cc        | 39 +++++++++++-------
 .../file_system_storage_path_source.h         | 28 ++++++++++++-
 .../file_system_storage_path_source.proto     |  5 ++-
 .../file_system_storage_path_source_test.cc   | 41 +++++++++++++++++++
 7 files changed, 103 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 72c5aa5116a..e37fd1cb05c 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -104,8 +104,13 @@ int main(int argc, char** argv) {
                        "Default: 1 minute"),
       tensorflow::Flag("file_system_poll_wait_seconds",
                        &options.file_system_poll_wait_seconds,
-                       "interval in seconds between each poll of the file "
-                       "system for new model version"),
+                       "Interval in seconds between each poll of the "
+                       "filesystem for new model version. If set to zero "
+                       "poll will be exactly done once and not periodically. "
+                       "Setting this to negative value will disable polling "
+                       "entirely causing ModelServer to indefinitely wait for "
+                       "a new model at startup. Negative values are reserved "
+                       "for testing purposes only."),
       tensorflow::Flag("flush_filesystem_caches",
                        &options.flush_filesystem_caches,
                        "If true (the default), filesystem caches will be "
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index ddb19f6cf66..c2aead0de5b 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -42,7 +42,7 @@ void AddSessionRunLoadThreadPool(SessionBundleConfig* const bundle_config) {
 
 ServerCore::Options GetDefaultOptions(const bool use_saved_model) {
   ServerCore::Options options;
-  options.file_system_poll_wait_seconds = 0;
+  options.file_system_poll_wait_seconds = 1;
   // Reduce the number of initial load threads to be num_load_threads to avoid
   // timing out in tests.
   options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index ef040c6f710..940c0bda995 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -75,6 +75,7 @@ cc_library(
             "//tensorflow_serving/core:servable_id",
             "//tensorflow_serving/core:source",
             "//tensorflow_serving/core:storage_path",
+            "@com_google_absl//absl/types:variant",
             "@org_tensorflow//tensorflow/core:lib",
             "@org_tensorflow//tensorflow/core:tensorflow",
             "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index b90a8cd67b5..a9d200f461d 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/numbers.h"
-#include "tensorflow/core/platform/env.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/servable_id.h"
 
@@ -357,21 +356,30 @@ void FileSystemStoragePathSource::SetAspiredVersionsCallback(
   }
   aspired_versions_callback_ = callback;
 
-  if (config_.file_system_poll_wait_seconds() >= 0) {
-    // Kick off a thread to poll the file system periodically, and call the
-    // callback.
+  const auto thread_fn = [this](void) {
+    Status status = this->PollFileSystemAndInvokeCallback();
+    if (!status.ok()) {
+      LOG(ERROR) << "FileSystemStoragePathSource encountered a "
+                    "filesystem access error: "
+                 << status.error_message();
+    }
+  };
+
+  if (config_.file_system_poll_wait_seconds() == 0) {
+    // Start a thread to poll filesystem once and call the callback.
+    fs_polling_thread_.reset(new FileSystemStoragePathSource::ThreadType(
+        absl::in_place_type_t<std::unique_ptr<Thread>>(),
+        Env::Default()->StartThread(
+            ThreadOptions(),
+            "FileSystemStoragePathSource_filesystem_oneshot_thread",
+            thread_fn)));
+  } else if (config_.file_system_poll_wait_seconds() > 0) {
+    // Start a thread to poll the filesystem periodically and call the callback.
     PeriodicFunction::Options pf_options;
     pf_options.thread_name_prefix =
         "FileSystemStoragePathSource_filesystem_polling_thread";
-    fs_polling_thread_.reset(new PeriodicFunction(
-        [this] {
-          Status status = this->PollFileSystemAndInvokeCallback();
-          if (!status.ok()) {
-            LOG(ERROR) << "FileSystemStoragePathSource encountered a "
-                          "file-system access error: "
-                       << status.error_message();
-          }
-        },
+    fs_polling_thread_.reset(new FileSystemStoragePathSource::ThreadType(
+        absl::in_place_type_t<PeriodicFunction>(), thread_fn,
         config_.file_system_poll_wait_seconds() * 1000000, pf_options));
   }
 }
@@ -398,7 +406,7 @@ Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
                 << config_.file_system_poll_wait_seconds();
       }
     }
-    aspired_versions_callback_(servable, versions);
+    CallAspiredVersionsCallback(servable, versions);
   }
   return Status::OK();
 }
@@ -406,7 +414,8 @@ Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
 Status FileSystemStoragePathSource::UnaspireServables(
     const std::set<string>& servable_names) {
   for (const string& servable_name : servable_names) {
-    aspired_versions_callback_(servable_name, {});
+    CallAspiredVersionsCallback(servable_name,
+                                std::vector<ServableData<StoragePath>>{});
   }
   return Status::OK();
 }
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
index fd9af2d57f8..15ba88c8972 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
@@ -16,10 +16,14 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SOURCES_STORAGE_PATH_FILE_SYSTEM_STORAGE_PATH_SOURCE_H_
 #define TENSORFLOW_SERVING_SOURCES_STORAGE_PATH_FILE_SYSTEM_STORAGE_PATH_SOURCE_H_
 
+#include <functional>
 #include <memory>
+#include <utility>
 
+#include "absl/types/variant.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/core/source.h"
@@ -90,14 +94,34 @@ class FileSystemStoragePathSource : public Source<StoragePath> {
   Status UnaspireServables(const std::set<string>& servable_names)
       EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
+  template <typename... Args>
+  void CallAspiredVersionsCallback(Args&&... args) {
+    if (aspired_versions_callback_) {
+      aspired_versions_callback_(std::forward<Args>(args)...);
+      if (aspired_versions_callback_notifier_) {
+        aspired_versions_callback_notifier_();
+      }
+    }
+  }
+
+  // For testing.
+  void SetAspiredVersionsCallbackNotifier(std::function<void()> fn) {
+    mutex_lock l(mu_);
+    aspired_versions_callback_notifier_ = fn;
+  }
+
   mutable mutex mu_;
 
   FileSystemStoragePathSourceConfig config_ GUARDED_BY(mu_);
 
   AspiredVersionsCallback aspired_versions_callback_ GUARDED_BY(mu_);
 
-  // A thread that periodically calls PollFileSystemAndInvokeCallback().
-  std::unique_ptr<PeriodicFunction> fs_polling_thread_ GUARDED_BY(mu_);
+  std::function<void()> aspired_versions_callback_notifier_ GUARDED_BY(mu_);
+
+  // A thread that calls PollFileSystemAndInvokeCallback() once or periodically.
+  using ThreadType =
+      absl::variant<absl::monostate, PeriodicFunction, std::unique_ptr<Thread>>;
+  std::unique_ptr<ThreadType> fs_polling_thread_ GUARDED_BY(mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(FileSystemStoragePathSource);
 };
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
index ba1db1cfe02..add7aa2a28e 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
@@ -51,7 +51,7 @@ message FileSystemStoragePathSourceConfig {
         servable_version_policy = 4;
 
     reserved 3;  // Legacy version_policy definition.
-  };
+  }
 
   // The servables to monitor for new versions, and aspire.
   repeated ServableToMonitor servables = 5;
@@ -65,7 +65,8 @@ message FileSystemStoragePathSourceConfig {
   // How long to wait between file-system polling to look for children of
   // 'base_path', in seconds.
   //
-  // For testing use only: a negative value disables the polling thread.
+  // If set to zero, filesystem will be polled exactly once. If set to a
+  // negative value (for testing use only), polling will be entirely disabled.
   int64 file_system_poll_wait_seconds = 3;
 
   // If true, then FileSystemStoragePathSource::Create() and ::UpdateConfig()
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index c82a7cec3ec..7f812a69ff2 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 
+#include <atomic>
 #include <string>
 
 #include <gmock/gmock.h>
@@ -54,6 +55,10 @@ class FileSystemStoragePathSourceTestAccess {
     return source_->PollFileSystemAndInvokeCallback();
   }
 
+  void SetAspiredVersionsCallbackNotifier(std::function<void()> fn) {
+    source_->SetAspiredVersionsCallbackNotifier(fn);
+  }
+
  private:
   FileSystemStoragePathSource* source_;
 
@@ -774,6 +779,42 @@ TEST(FileSystemStoragePathSourceTest, LastVersionNotRemoved) {
   }
 }
 
+TEST(FileSystemStoragePathSourceTest, PollFilesystemOnlyOnce) {
+  const string base_path = io::JoinPath(testing::TmpDir(), "OneShot");
+  auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
+      strings::Printf("servable_name: 'test_servable_name' "
+                      "base_path: '%s' "
+                      "fail_if_zero_versions_at_startup: false "
+                      // Poll only once (One shot mode).
+                      "file_system_poll_wait_seconds: 0 ",
+                      base_path.c_str()));
+  std::unique_ptr<FileSystemStoragePathSource> source;
+  TF_ASSERT_OK(FileSystemStoragePathSource::Create(config, &source));
+  internal::FileSystemStoragePathSourceTestAccess source_test(source.get());
+  std::atomic<int> notify_count(0);
+  source_test.SetAspiredVersionsCallbackNotifier([&]() { notify_count++; });
+  std::unique_ptr<test_util::MockStoragePathTarget> target(
+      new StrictMock<test_util::MockStoragePathTarget>);
+  // Inject the base-path and version.
+  TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
+  TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, "3")));
+  EXPECT_CALL(*target, SetAspiredVersions(Eq("test_servable_name"),
+                                          ElementsAre(ServableData<StoragePath>(
+                                              {"test_servable_name", 3},
+                                              io::JoinPath(base_path, "3")))));
+  EXPECT_EQ(notify_count.load(), 0);
+  ConnectSourceToTarget(source.get(), target.get());
+  while (notify_count == 0) {
+    Env::Default()->SleepForMicroseconds(1000 /* 1 ms */);
+  }
+  EXPECT_EQ(notify_count.load(), 1);
+
+  // Inject new version.
+  TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, "4")));
+  Env::Default()->SleepForMicroseconds(1 * 1000 * 1000 /* 1 second */);
+  EXPECT_EQ(notify_count.load(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 66bd863f910c49bc3bba63aa51fe7e1c137c00ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2019 00:02:44 -0700
Subject: [PATCH 3081/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ed1a11a-f2df-4bd9-adb3-68e448f99b52

PiperOrigin-RevId: 246265927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 152d01c187e..e9273b45d10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7808eb297db9eba9aaba0b353b47e81e5e696ed923c446e4d23fb06a08e09d86",
-    git_commit = "f9a682e70fbd2f6b19a40c2d923da2e5afe25586",
+    sha256 = "9822c9a96cf6a3121eb8bbd647605d3e78ecf33b54a4b7217c5dbb1457c54ce2",
+    git_commit = "cc3490f51c1070a0fe8bc7179d7d862978d74424",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43f29ebb9d4a8d1291b3b91830b98c0aa77cc8e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2019 06:02:01 -0700
Subject: [PATCH 3082/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ebcf3fb5-e84e-4d9f-8bbd-66e6f85a7283

PiperOrigin-RevId: 246303500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9273b45d10..5e886b46a9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9822c9a96cf6a3121eb8bbd647605d3e78ecf33b54a4b7217c5dbb1457c54ce2",
-    git_commit = "cc3490f51c1070a0fe8bc7179d7d862978d74424",
+    sha256 = "b8465a2c3588151736484d3866298cffc8f2123cc0e48b958ebdcd4480d13cd2",
+    git_commit = "64c4f34e982b8846330c00b1f489f07d9490927d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d7c3b3deacbabf763ed44fb6932535016852e90a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 2 May 2019 09:14:52 -0700
Subject: [PATCH 3083/8103] Fix printing of decimal numbers.

StrCat() can round numbers (e.g. 555557.5 > 555558) causing
incorrect number to be written out in the JSON output. Detect
this (via roundtrip conversion from number -> string -> number)
and use full precision to output the number.

We do not output full precision always, as that tends to not
produce the shortest representation (adding noise bits in the
resulting string).

Fixes https://github.com/tensorflow/serving/issues/1332

PiperOrigin-RevId: 246330192
---
 tensorflow_serving/util/BUILD               |  1 +
 tensorflow_serving/util/json_tensor.cc      | 23 +++++++++++++++++++++
 tensorflow_serving/util/json_tensor_test.cc |  8 ++++---
 3 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index efc1087c177..0f3f6c6d1a7 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -348,6 +348,7 @@ cc_library(
         "//tensorflow_serving/apis:regression_proto",
         "@com_github_tencent_rapidjson//:rapidjson",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/strings:str_format",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index a484aaf057e..f5db8b920c6 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -27,6 +27,8 @@ limitations under the License.
 #include "rapidjson/stringbuffer.h"
 #include "absl/strings/escaping.h"
 #include "absl/strings/match.h"
+#include "absl/strings/numbers.h"
+#include "absl/strings/str_format.h"
 #include "absl/strings/str_join.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
@@ -99,6 +101,16 @@ string JsonTypeString(const rapidjson::Value& val) {
   }
 }
 
+template <typename dtype>
+bool StringToDecimal(const absl::string_view s, dtype* out) {
+  return absl::SimpleAtof(s, out);
+}
+
+template <>
+bool StringToDecimal(const absl::string_view s, double* out) {
+  return absl::SimpleAtod(s, out);
+}
+
 template <typename dtype>
 bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
   static_assert(
@@ -115,6 +127,17 @@ bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
   string decimal_str;
   if (std::isfinite(val)) {
     decimal_str = absl::StrCat(val);
+
+    // If converted number does not roundtrip, format using full precision.
+    dtype num;
+    if (!StringToDecimal(decimal_str, &num)) {
+      return false;
+    }
+    if (val != num) {
+      decimal_str = absl::StrFormat(
+          "%.*g", std::numeric_limits<dtype>::max_digits10, val);
+    }
+
     // Add trailing '.0' for whole numbers and those not in scientific notation.
     // StrCat() formats numbers in six-digit (printf "%g"), numbers like 9000000
     // and .00003 get written as 9e+06 and 3e-05 (scientific notation).
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 7e1c057e81e..e149625998b 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -794,12 +794,14 @@ TEST(JsontensorTest, FromJsonSingleFloatTensorSixDigitPrecision) {
     dtype: DT_FLOAT
     tensor_shape {
       dim { size: 2 }
-      dim { size: 2 }
+      dim { size: 3 }
     }
     float_val: 9000000
     float_val: 999999
+    float_val: 0.50000
     float_val: .0003
     float_val: .00003
+    float_val: 555557.5
     )",
                                           &tensormap["float_tensor"]));
 
@@ -808,8 +810,8 @@ TEST(JsontensorTest, FromJsonSingleFloatTensorSixDigitPrecision) {
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
   TF_EXPECT_OK(CompareJsonAllValuesAsStrings(json, R"({
     "predictions": [
-      [9e+06, 999999.0],
-      [0.0003, 3e-05]
+      [9e+06, 999999.0, 0.5],
+      [0.0003, 3e-05, 555557.5]
     ]})"));
 }
 

From 4b6225d99b41198d684dc70d75507c7365517e1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2019 12:02:18 -0700
Subject: [PATCH 3084/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f1cc5d2-17b8-4347-9730-e3c24ba44a41

PiperOrigin-RevId: 246363530
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e886b46a9a..cf11de4db01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8465a2c3588151736484d3866298cffc8f2123cc0e48b958ebdcd4480d13cd2",
-    git_commit = "64c4f34e982b8846330c00b1f489f07d9490927d",
+    sha256 = "015423ecb4b749024374faa35d45ddacc356f0cc6a850a2c8765a2529825575a",
+    git_commit = "0bd176ccd533622858306efca6274d4101a16c85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 018502ae784641c8429e0f4d2c1436fb623073e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2019 18:02:04 -0700
Subject: [PATCH 3085/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7bc87d2e-7dda-4937-9207-c88a97e2eb70

PiperOrigin-RevId: 246427001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf11de4db01..ab1df16a297 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "015423ecb4b749024374faa35d45ddacc356f0cc6a850a2c8765a2529825575a",
-    git_commit = "0bd176ccd533622858306efca6274d4101a16c85",
+    sha256 = "e8b7295d3de3d3fb3ede7f68022b12602cc67d33483cd7c135ba8edc17900513",
+    git_commit = "96ef036c7969d442cba1abfed12409d01d8b787d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fb7835c7cd95c5b6b163cb2abd6a8b9a1a283689 Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Thu, 2 May 2019 18:37:31 -0700
Subject: [PATCH 3086/8103] Fixed the gzip uncompression support in the HTTP
 server.

PiperOrigin-RevId: 246431123
---
 .../util/net_http/compression/gzip_zlib.cc    | 16 +---
 .../util/net_http/compression/gzip_zlib.h     | 19 +---
 .../net_http/compression/gzip_zlib_test.cc    | 47 ++++++----
 .../util/net_http/server/internal/BUILD       |  1 +
 .../server/internal/evhttp_request.cc         | 94 ++++++++++++++-----
 .../net_http/server/internal/evhttp_request.h |  9 +-
 .../server/internal/evhttp_request_test.cc    | 68 ++++++++++++--
 7 files changed, 177 insertions(+), 77 deletions(-)

diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
index a1e54a493b5..af22df34898 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -430,11 +430,6 @@ int ZLib::CompressChunkOrAll(Bytef *dest, uLongf *destLen, const Bytef *source,
   return ret;
 }
 
-int ZLib::CompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
-                        uLong sourceLen) {
-  return CompressChunkOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
-}
-
 int ZLib::CompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
                          uLong *sourceLen) {
   return CompressAtMostOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
@@ -555,7 +550,7 @@ int ZLib::UncompressInit(Bytef *dest, uLongf *destLen, const Bytef *source,
 
 // If you compressed your data a chunk at a time, with CompressChunk,
 // you can uncompress it a chunk at a time with UncompressChunk.
-// Only difference bewteen chunked and unchunked uncompression
+// Only difference between chunked and unchunked uncompression
 // is the flush mode we use: Z_SYNC_FLUSH (chunked) or Z_FINISH (unchunked).
 int ZLib::UncompressAtMostOrAll(Bytef *dest, uLongf *destLen,
                                 const Bytef *source, uLong *sourceLen,
@@ -698,11 +693,6 @@ int ZLib::UncompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
   return UncompressAtMostOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
 }
 
-int ZLib::UncompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
-                          uLong sourceLen) {
-  return UncompressChunkOrAll(dest, destLen, source, sourceLen, Z_SYNC_FLUSH);
-}
-
 // We make sure we've uncompressed everything, that is, the current
 // uncompress stream is at a compressed-buffer-EOF boundary.  In gzip
 // mode, we also check the gzip footer to make sure we pass the gzip
@@ -808,7 +798,9 @@ int ZLib::UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
   *destLen = uncompress_length;
 
   *dest = std::allocator<Bytef>().allocate(*destLen);
-  if (*dest == nullptr) return Z_MEM_ERROR;
+  if (*dest == nullptr) {
+    return Z_MEM_ERROR;
+  }
 
   const int retval = Uncompress(*dest, destLen, source, sourceLen);
   if (retval != Z_OK) {  // just to make life easier for them
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.h b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
index fbec6b0efc2..e94f0e01197 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.h
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
@@ -97,7 +97,7 @@ class ZLib {
   ~ZLib();
 
   // The max length of the buffer to store uncompressed data
-  static constexpr int64_t kMaxUncompressedBytes = 10 * 1024 * 1024;  // 10MB
+  static constexpr int64_t kMaxUncompressedBytes = 100 * 1024 * 1024;  // 100MB
 
   // Wipe a ZLib object to a virgin state.  This differs from Reset()
   // in that it also breaks any dictionary, gzip, etc, state.
@@ -173,7 +173,7 @@ class ZLib {
   int Uncompress(Bytef *dest, uLongf *destLen, const Bytef *source,
                  uLong sourceLen);
 
-  // Get the uncompressed size from the gzip header.
+  // Get the uncompressed size from the gzip footer.
   uLongf GzipUncompressedLength(const Bytef *source, uLong len);
 
   // Special helper function to help uncompress gzipped documents:
@@ -191,14 +191,10 @@ class ZLib {
   int UncompressGzipAndAllocate(Bytef **dest, uLongf *destLen,
                                 const Bytef *source, uLong sourceLen);
 
-  // Streaming compression and decompression methods come in two
-  // variations.  {Unc,C}ompressAtMost() and {Unc,C}ompressChunk().
-  // The former decrements sourceLen by the amount of data that was
+  // Streaming compression and decompression methods.
+  // {Unc,C}ompressAtMost() decrements sourceLen by the amount of data that was
   // consumed: if it returns Z_BUF_ERROR, set the source of the next
   // {Unc,C}ompressAtMost() to the unconsumed data.
-  // {Unc,C}ompressChunk() is the legacy interface and does not do
-  // this, thus it cannot recover from a Z_BUF_ERROR (except for in
-  // the first chunk).
 
   // Compresses data one chunk at a time -- ie you can call this more
   // than once.  This is useful for a webserver, for instance, which
@@ -212,9 +208,6 @@ class ZLib {
   int CompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
                      uLong *sourceLen);
 
-  int CompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
-                    uLong sourceLen);
-
   // Emits gzip footer information, as needed.
   // destLen should be at least MinFooterSize() long.
   // Returns Z_OK, Z_MEM_ERROR, and Z_BUF_ERROR as in CompressChunk().
@@ -230,8 +223,6 @@ class ZLib {
 
   int UncompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
                        uLong *sourceLen);
-  int UncompressChunk(Bytef *dest, uLongf *destLen, const Bytef *source,
-                      uLong sourceLen);
 
   // Checks gzip footer information, as needed.  Mostly this just
   // makes sure the checksums match.  Whenever you call this, it
@@ -257,7 +248,7 @@ class ZLib {
   // so far?
   bool IsGzipFooterValid() const;
 
-  // Accessor for the uncompressed size (first added to address issue #509976)
+  // Accessor for the uncompressed size
   uLong uncompressed_size() const { return uncompressed_size_; }
 
  private:
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
index 2aa47452d68..b67501103ad 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
@@ -236,9 +236,10 @@ void TestRandomGzipHeaderUncompress(ZLib* zlib) {
         ASSERT_GE(fragment_len, 0);
         if (fragment_len != 0) {  // zlib doesn't like 0-length buffers
           uLongf uncomplen2 = uncompbuf2.size() - bytes_uncompressed;
-          int err =
-              zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + bytes_uncompressed,
-                                    &uncomplen2, (const Bytef*)p, fragment_len);
+          auto complen_src = static_cast<uLongf>(fragment_len);
+          int err = zlib->UncompressAtMost(
+              (Bytef*)&uncompbuf2[0] + bytes_uncompressed, &uncomplen2,
+              (const Bytef*)p, &complen_src);
           ASSERT_EQ(err, Z_OK);
           bytes_uncompressed += uncomplen2;
           bytes_read += fragment_len;
@@ -293,8 +294,9 @@ void TestErrors(ZLib* zlib, const std::string& uncompbuf_str) {
   EXPECT_EQ(Z_BUF_ERROR, err);
 
   uncomplen2 = uncompbuf2.size();
-  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
-                              (Bytef*)compbuf.data(), 23);
+  uLongf comlen2 = 23;
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0], &uncomplen2,
+                               (Bytef*)compbuf.data(), &comlen2);
   EXPECT_EQ(Z_OK, err);  // it's ok if a single chunk is too small
   if (err == Z_OK) {
     EXPECT_FALSE(zlib->UncompressChunkDone())
@@ -383,9 +385,9 @@ void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
   for (chunknum = 0, i = 0; i < uncomplen; i += chunklen, chunknum++) {
     uLongf complen = compbuf.size() - cum_len[chunknum];
     // Make sure the last chunk gets the correct chunksize.
-    int chunksize = (uncomplen - i) < chunklen ? (uncomplen - i) : chunklen;
-    err = zlib->CompressChunk((Bytef*)compbuf.data() + cum_len[chunknum],
-                              &complen, (Bytef*)uncompbuf + i, chunksize);
+    uLongf chunksize = (uncomplen - i) < chunklen ? (uncomplen - i) : chunklen;
+    err = zlib->CompressAtMost((Bytef*)compbuf.data() + cum_len[chunknum],
+                               &complen, (Bytef*)uncompbuf + i, &chunksize);
     ASSERT_EQ(Z_OK, err) << "  " << uncomplen << " bytes down to " << complen
                          << " bytes.";
     cum_len[chunknum + 1] = cum_len[chunknum] + complen;
@@ -400,9 +402,10 @@ void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
     uLongf uncomplen2 = uncomplen - i;
     // Make sure the last chunk gets the correct chunksize.
     int expected = uncomplen2 < chunklen ? uncomplen2 : chunklen;
-    err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + i, &uncomplen2,
-                                (Bytef*)compbuf.data() + cum_len[chunknum],
-                                cum_len[chunknum + 1] - cum_len[chunknum]);
+    uLongf complen_src = cum_len[chunknum + 1] - cum_len[chunknum];
+    err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0] + i, &uncomplen2,
+                                 (Bytef*)compbuf.data() + cum_len[chunknum],
+                                 &complen_src);
     EXPECT_EQ(Z_OK, err);
     EXPECT_EQ(expected, uncomplen2)
         << "Uncompress size is " << uncomplen2 << ", not " << expected;
@@ -410,9 +413,10 @@ void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
   // There should be no further uncompressed bytes, after uncomplen bytes.
   uLongf uncomplen2 = uncompbuf2.size() - uncomplen;
   EXPECT_NE(0, uncomplen2);
-  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0] + uncomplen, &uncomplen2,
-                              (Bytef*)compbuf.data() + cum_len[chunknum],
-                              cum_len[chunknum + 1] - cum_len[chunknum]);
+  uLongf complen_src = cum_len[chunknum + 1] - cum_len[chunknum];
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0] + uncomplen, &uncomplen2,
+                               (Bytef*)compbuf.data() + cum_len[chunknum],
+                               &complen_src);
   EXPECT_EQ(Z_OK, err);
   EXPECT_EQ(0, uncomplen2);
   EXPECT_TRUE(zlib->UncompressChunkDone());
@@ -424,8 +428,9 @@ void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
   // Now test to make sure resetting works properly
   // (1) First, uncompress the first chunk and make sure it's ok
   uncomplen2 = uncompbuf2.size();
-  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
-                              (Bytef*)compbuf.data(), cum_len[1]);
+  complen_src = cum_len[1];
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0], &uncomplen2,
+                               (Bytef*)compbuf.data(), &complen_src);
   EXPECT_EQ(Z_OK, err);
   EXPECT_EQ(chunklen, uncomplen2) << "Uncompression mismatch!";
   // The first uncomplen2 bytes should match, where uncomplen2 is the number of
@@ -438,15 +443,17 @@ void TestChunkedGzip(ZLib* zlib, const std::string& uncompbuf_str,
 
   // (2) Now, try the first chunk again and see that there's an error
   uncomplen2 = uncompbuf2.size();
-  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
-                              (Bytef*)compbuf.data(), cum_len[1]);
+  complen_src = cum_len[1];
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0], &uncomplen2,
+                               (Bytef*)compbuf.data(), &complen_src);
   EXPECT_EQ(Z_DATA_ERROR, err);
 
   // (3) Now reset it and try again, and see that it's ok
   zlib->Reset();
   uncomplen2 = uncompbuf2.size();
-  err = zlib->UncompressChunk((Bytef*)&uncompbuf2[0], &uncomplen2,
-                              (Bytef*)compbuf.data(), cum_len[1]);
+  complen_src = cum_len[1];
+  err = zlib->UncompressAtMost((Bytef*)&uncompbuf2[0], &uncomplen2,
+                               (Bytef*)compbuf.data(), &complen_src);
   EXPECT_EQ(Z_OK, err);
   EXPECT_EQ(chunklen, uncomplen2) << "Uncompression mismatch!";
   EXPECT_EQ(0, memcmp(uncompbuf, uncompbuf2.data(), uncomplen2))
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 52e8ab2c92b..76914783b3c 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -28,6 +28,7 @@ cc_library(
         "@com_google_absl//absl/memory",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/synchronization",
+        "@com_google_absl//absl/types:span",
         "@zlib_archive//:zlib",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 302a8121fef..88023194e65 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -22,16 +22,17 @@ limitations under the License.
 #include <cassert>
 #include <cstddef>
 #include <cstdint>
+#include <cstring>
 #include <string>
+#include <vector>
 
 #include "absl/base/internal/raw_logging.h"
 #include "absl/strings/string_view.h"
-
+#include "absl/types/span.h"
 #include "libevent/include/event2/buffer.h"
 #include "libevent/include/event2/event.h"
 #include "libevent/include/event2/http.h"
 #include "libevent/include/event2/keyvalq_struct.h"
-
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/server/public/header_names.h"
 
@@ -164,16 +165,25 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
   evbuffer* input_buf =
       evhttp_request_get_input_buffer(parsed_request_->request);
   if (input_buf == nullptr) {
+    *size = 0;
     return nullptr;  // no body
   }
 
+  // possible a reentry after gzip uncompression
+  if (evbuffer_get_length(input_buf) == 0) {
+    *size = 0;
+    return nullptr;  // EOF
+  }
+
+  // Uncompress the entire body
+  if (NeedUncompressGzipContent()) {
+    return ReadRequestGzipBytes(input_buf, size);
+  }
+
   auto buf_size = reinterpret_cast<size_t*>(size);
 
   *buf_size = evbuffer_get_contiguous_space(input_buf);
-
-  if (*buf_size == 0) {
-    return nullptr;  // EOF
-  }
+  assert(*buf_size > 0);
 
   char* block = std::allocator<char>().allocate(*buf_size);
   int ret = evbuffer_remove(input_buf, block, *buf_size);
@@ -186,23 +196,63 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
     return nullptr;  // don't return corrupted buffer
   }
 
-  // Uncompress the entire body
-  if (NeedUncompressGzipContent()) {
-    char* new_block;
-    size_t orig_size = *buf_size;
-    UncompressGzipContent(block, orig_size,
-                          reinterpret_cast<void**>(&new_block), buf_size);
-    std::allocator<char>().deallocate(block, orig_size);
-    if (new_block != nullptr) {
-      block = new_block;
-    } else {
-      ABSL_RAW_LOG(ERROR, "Failed to uncompress the gzipped body");
-      *buf_size = 0;
+  return std::unique_ptr<char[], BlockDeleter>(block, BlockDeleter(*buf_size));
+}
+
+std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
+    evbuffer* input_buf, int64_t* size) {
+  std::vector<absl::Span<char>> buf_list;
+
+  size_t body_length = 0;
+  while (true) {
+    auto buf_size = evbuffer_get_contiguous_space(input_buf);
+
+    if (buf_size == 0) {
+      break;  // EOF
+    }
+
+    char* block = std::allocator<char>().allocate(buf_size);
+    int ret = evbuffer_remove(input_buf, block, buf_size);
+    if (ret != buf_size) {
+      ABSL_RAW_LOG(ERROR,
+                   "Unexpected: read less than specified num_bytes : %zu",
+                   buf_size);
+      std::allocator<char>().deallocate(block, buf_size);
+      for (auto buf : buf_list) {
+        std::allocator<char>().deallocate(buf.data(), buf.size());
+      }
+      *size = 0;
       return nullptr;  // don't return corrupted buffer
     }
+
+    body_length += buf_size;
+    buf_list.emplace_back(block, buf_size);
   }
 
-  return std::unique_ptr<char[], BlockDeleter>(block, BlockDeleter(*buf_size));
+  char* comp_body = std::allocator<char>().allocate(body_length);
+
+  size_t pos = 0;
+  for (auto buf : buf_list) {
+    memcpy(comp_body + pos, buf.data(), buf.size());
+    pos += buf.size();
+    std::allocator<char>().deallocate(buf.data(), buf.size());
+  }
+
+  char* uncomp_body;
+  auto uncomp_size = reinterpret_cast<size_t*>(size);
+  UncompressGzipBody(comp_body, body_length,
+                     reinterpret_cast<void**>(&uncomp_body), uncomp_size);
+
+  std::allocator<char>().deallocate(comp_body, body_length);
+
+  if (uncomp_body != nullptr) {
+    return std::unique_ptr<char[], BlockDeleter>(uncomp_body,
+                                                 BlockDeleter(*uncomp_size));
+  } else {
+    ABSL_RAW_LOG(ERROR, "Failed to uncompress the gzipped body");
+    *uncomp_size = 0;
+    return nullptr;
+  }
 }
 
 bool EvHTTPRequest::NeedUncompressGzipContent() {
@@ -217,9 +267,9 @@ bool EvHTTPRequest::NeedUncompressGzipContent() {
   return false;
 }
 
-void EvHTTPRequest::UncompressGzipContent(void* input, size_t input_size,
-                                          void** uncompressed_input,
-                                          size_t* uncompressed_input_size) {
+void EvHTTPRequest::UncompressGzipBody(void* input, size_t input_size,
+                                       void** uncompressed_input,
+                                       size_t* uncompressed_input_size) {
   int64_t max = handler_options_->auto_uncompress_max_size() > 0
                     ? handler_options_->auto_uncompress_max_size()
                     : ZLib::kMaxUncompressedBytes;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index e89b40f0efc..ba25f8c2633 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -116,9 +116,12 @@ class EvHTTPRequest final : public ServerRequestInterface {
   bool NeedUncompressGzipContent();
 
   // Must set uncompressed_input to nullptr if uncompression is failed
-  void UncompressGzipContent(void* input, size_t input_size,
-                             void** uncompressed_input,
-                             size_t* uncompressed_input_size);
+  void UncompressGzipBody(void* input, size_t input_size,
+                          void** uncompressed_input,
+                          size_t* uncompressed_input_size);
+
+  std::unique_ptr<char[], BlockDeleter> ReadRequestGzipBytes(
+      evbuffer* input_buf, int64_t* size);
 
   ServerSupport* server_;
 
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 801fbeae4a4..be7df2fb265 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -13,18 +13,16 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
-#include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
-
 #include <cstdint>
 #include <memory>
+#include <random>
 
 #include <gtest/gtest.h>
-
 #include "absl/memory/memory.h"
-
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
+#include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
@@ -316,15 +314,20 @@ TEST_F(EvHTTPRequestTest, DisableGzipPost) {
   server->WaitForTermination();
 }
 
-std::string CompressString(const char* data, size_t size) {
+std::string CompressLargeString(const char* data, size_t size,
+                                size_t buf_size) {
   ZLib zlib;
-  std::string buf(1000, '\0');
+  std::string buf(buf_size, '\0');
   size_t compressed_size = buf.size();
   zlib.Compress((Bytef*)buf.data(), &compressed_size, (Bytef*)data, size);
 
   return std::string(buf.data(), compressed_size);
 }
 
+std::string CompressString(const char* data, size_t size) {
+  return CompressLargeString(data, size, 1024);
+}
+
 // Test valid gzip body
 TEST_F(EvHTTPRequestTest, ValidGzipPost) {
   constexpr char kBody[] = "abcdefg12345";
@@ -338,6 +341,9 @@ TEST_F(EvHTTPRequestTest, ValidGzipPost) {
     EXPECT_EQ(body_str, std::string(kBody));
     EXPECT_EQ(sizeof(kBody) - 1, num_bytes);
 
+    EXPECT_EQ(nullptr, request->ReadRequestBytes(&num_bytes));
+    EXPECT_EQ(0, num_bytes);
+
     request->Reply();
   };
   server->RegisterRequestHandler("/ok", std::move(handler),
@@ -396,6 +402,56 @@ TEST_F(EvHTTPRequestTest, GzipExceedingLimit) {
   server->WaitForTermination();
 }
 
+std::string MakeRandomString(int64_t len) {
+  std::random_device rd;
+  std::mt19937_64 gen(rd());
+  std::uniform_int_distribution<> dis('a', 'z');
+  std::string s(len, '0');
+  for (char& c : s) {
+    c = dis(gen);
+  }
+  return s;
+}
+
+// Test large gzip body
+TEST_F(EvHTTPRequestTest, LargeGzipPost) {
+  constexpr int64_t uncompress_len = 1024 * 1024;
+  std::string uncompressed = MakeRandomString(uncompress_len);
+  std::string compressed = CompressLargeString(
+      uncompressed.data(), uncompressed.size(), 2 * uncompress_len);
+
+  auto handler = [&](ServerRequestInterface* request) {
+    int64_t num_bytes;
+    auto request_body = request->ReadRequestBytes(&num_bytes);
+
+    std::string body_str(request_body.get(), static_cast<size_t>(num_bytes));
+    EXPECT_EQ(body_str, uncompressed);
+    EXPECT_EQ(uncompressed.size(), num_bytes);
+
+    EXPECT_EQ(nullptr, request->ReadRequestBytes(&num_bytes));
+    EXPECT_EQ(0, num_bytes);
+
+    request->Reply();
+  };
+  server->RegisterRequestHandler("/ok", std::move(handler),
+                                 RequestHandlerOptions());
+  server->StartAcceptingRequests();
+
+  auto connection =
+      EvHTTPConnection::Connect("localhost", server->listen_port());
+  ASSERT_TRUE(connection != nullptr);
+
+  ClientRequest request = {"/ok", "POST", {}, compressed};
+  request.headers.emplace_back("Content-Encoding", "my_gzip");
+  ClientResponse response = {};
+
+  EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
+  EXPECT_EQ(response.status, 200);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
 }  // namespace
 }  // namespace net_http
 }  // namespace serving

From b3d5787fe1f7b91a4637d6ef82b29047fca5c422 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2019 00:02:18 -0700
Subject: [PATCH 3087/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95f1bba8-a7cc-4cc6-916d-59ecd2291ac3

PiperOrigin-RevId: 246460044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab1df16a297..65f13ddfb2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8b7295d3de3d3fb3ede7f68022b12602cc67d33483cd7c135ba8edc17900513",
-    git_commit = "96ef036c7969d442cba1abfed12409d01d8b787d",
+    sha256 = "95f43caec705bc1313a52d94d4015f6488f35d875bba3b413b9c99b48ade9351",
+    git_commit = "edcfc1ca6ace6b87b500d95e51bb5a44fad147ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10bf30b536ea136df5bd2ba74cf8be13b33b9677 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2019 06:02:11 -0700
Subject: [PATCH 3088/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41946667-3bda-43b1-85a2-dc76b2ae70f0

PiperOrigin-RevId: 246495592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65f13ddfb2a..805c1ae3e9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95f43caec705bc1313a52d94d4015f6488f35d875bba3b413b9c99b48ade9351",
-    git_commit = "edcfc1ca6ace6b87b500d95e51bb5a44fad147ce",
+    sha256 = "a4f967fe63d3dac07e39824179a35611f90e33ebce15aae0eb072bf4fbdb039d",
+    git_commit = "c58a4ec1eea98d1f07a5be4d473ad6eb51120c90",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e1137c6558ee53da830bca85c6f0f36344cfd177 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2019 12:02:07 -0700
Subject: [PATCH 3089/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94d03a88-5079-4781-a46c-5fe1233213f0

PiperOrigin-RevId: 246549774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 805c1ae3e9a..5ce3586a21b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4f967fe63d3dac07e39824179a35611f90e33ebce15aae0eb072bf4fbdb039d",
-    git_commit = "c58a4ec1eea98d1f07a5be4d473ad6eb51120c90",
+    sha256 = "0847b822db10d94f639381bc112e910c32c0dd3be4ffb1cbd08abc3ce5fc6ad8",
+    git_commit = "d03e2615bcef57c8f873a82f3c96ee6cade2b934",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e18f3e7722e82d32061dfa1b0f6ae7a6c39899b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2019 18:02:21 -0700
Subject: [PATCH 3090/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d28b1ad-3939-466f-a601-3c8cea9f95bc

PiperOrigin-RevId: 246606217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ce3586a21b..5a35f9b80d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0847b822db10d94f639381bc112e910c32c0dd3be4ffb1cbd08abc3ce5fc6ad8",
-    git_commit = "d03e2615bcef57c8f873a82f3c96ee6cade2b934",
+    sha256 = "12cfcd2669d74240dd71be6f7a44d64ab7c13d02b59e438d91ac16b7fa9f5299",
+    git_commit = "e7b79cff161cd6f583a7eb32eef62916e9dc594e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e67d3c6c04df15e3efa708ce05dc324e473699a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2019 00:02:08 -0700
Subject: [PATCH 3091/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acb3ede1-59d7-4112-9a48-b9837e139992

PiperOrigin-RevId: 246628482
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a35f9b80d5..e47c5253304 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12cfcd2669d74240dd71be6f7a44d64ab7c13d02b59e438d91ac16b7fa9f5299",
-    git_commit = "e7b79cff161cd6f583a7eb32eef62916e9dc594e",
+    sha256 = "e179398945ae06f2acf62bec699d993213d9dcc7813b15df6638c31172bf9b4d",
+    git_commit = "7e035d5e3d6ad1e0f12fcb8db56cd797722596ba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9180fca5e1b09d8c078dbeb2dbd1735b04f44134 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2019 06:01:58 -0700
Subject: [PATCH 3092/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4ee34a57-35f0-4245-953c-273ea528c384

PiperOrigin-RevId: 246647131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e47c5253304..23e3841deb2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e179398945ae06f2acf62bec699d993213d9dcc7813b15df6638c31172bf9b4d",
-    git_commit = "7e035d5e3d6ad1e0f12fcb8db56cd797722596ba",
+    sha256 = "6c76b0e9372e28c373e564c09513602875cdd374d9eaa83d59b98cc63249aba5",
+    git_commit = "8fa823c345aebe3d789697aa2eddbc6773584078",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8c5d3411ec6d09475347421f5615ffddf764fd00 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2019 12:03:50 -0700
Subject: [PATCH 3093/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6e39e57-451c-41e1-bd0e-acd84fab7837

PiperOrigin-RevId: 246663914
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23e3841deb2..b68c0e03c3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c76b0e9372e28c373e564c09513602875cdd374d9eaa83d59b98cc63249aba5",
-    git_commit = "8fa823c345aebe3d789697aa2eddbc6773584078",
+    sha256 = "482882ebe811edacfcb16a683bc58b674b492b3dff23b676fbf7f0ce4d22aedc",
+    git_commit = "49928131eb978a92b9b1f4921dd334799d8a7c6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f5be4afc7e23e1111b60575b5fe50c967343bafa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2019 18:02:02 -0700
Subject: [PATCH 3094/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0155e0f9-231f-4ebb-8eb1-ac2b43d5935f

PiperOrigin-RevId: 246680189
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b68c0e03c3e..732f3281a3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "482882ebe811edacfcb16a683bc58b674b492b3dff23b676fbf7f0ce4d22aedc",
-    git_commit = "49928131eb978a92b9b1f4921dd334799d8a7c6a",
+    sha256 = "ffa208bd00e86816495bc2ebca9503595eab44a86447a064de777a5b95f36204",
+    git_commit = "5dfad3cfa8ab3b6b21dccfe638c29a038427a115",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c24c136ca495db06d41c3095568da3e5ad24096 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2019 00:02:15 -0700
Subject: [PATCH 3095/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97b0929f-8dad-4bdc-bfb0-51496807ab5e

PiperOrigin-RevId: 246697450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 732f3281a3f..8b3cc92c0cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffa208bd00e86816495bc2ebca9503595eab44a86447a064de777a5b95f36204",
-    git_commit = "5dfad3cfa8ab3b6b21dccfe638c29a038427a115",
+    sha256 = "2418027e68f69ded538887622799ae9e5a90c89b59dccb8ae069c6827b367881",
+    git_commit = "b14c390fc869b63fd2b1a4e6f4477ce410b9383e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 917221ef4cba21f923310eaa8d775de120f1e559 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2019 06:02:12 -0700
Subject: [PATCH 3096/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48b32d66-4a6e-432d-b41b-0659adc8e4cc

PiperOrigin-RevId: 246717899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b3cc92c0cf..a64db3a9078 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2418027e68f69ded538887622799ae9e5a90c89b59dccb8ae069c6827b367881",
-    git_commit = "b14c390fc869b63fd2b1a4e6f4477ce410b9383e",
+    sha256 = "cab2225b645704bbf5181604cb1f62149129fab6b7bdeb0c54a9f72c7568869e",
+    git_commit = "1817b43eb20ce7a0841a8d7617a7172981a4798e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c9086bd38eb21a2e49edbcfd89c4a09310c84d81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2019 18:02:00 -0700
Subject: [PATCH 3097/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/701ee77e-ff1b-45cf-be59-0de03c94d014

PiperOrigin-RevId: 246753125
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a64db3a9078..f3ef32d60e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cab2225b645704bbf5181604cb1f62149129fab6b7bdeb0c54a9f72c7568869e",
-    git_commit = "1817b43eb20ce7a0841a8d7617a7172981a4798e",
+    sha256 = "d2e1f566739d1e22bf454520917ce89f4746c2a46538974db24f4045fe96932d",
+    git_commit = "acc20217e6c00634359a5e21f620ad75141a5878",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ecb38f1d88d37dbe3f24f038b920b54120678e97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2019 06:04:19 -0700
Subject: [PATCH 3098/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36bb5395-6bf5-4da1-9de1-822a6f39ffd6

PiperOrigin-RevId: 246813128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3ef32d60e1..7e40a9e8e70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2e1f566739d1e22bf454520917ce89f4746c2a46538974db24f4045fe96932d",
-    git_commit = "acc20217e6c00634359a5e21f620ad75141a5878",
+    sha256 = "309562c5e8ff0af8fb38721f3531bd619a1ea6a39439d950ac268867ea5ac10d",
+    git_commit = "3ef646727aa0762789f49a923b6c59c325cc7856",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dbbc0b455a51f6cbe43a2c3d541322832c69c263 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2019 12:02:35 -0700
Subject: [PATCH 3099/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10d940f6-5d4d-46ee-b952-ac80c7b8770e

PiperOrigin-RevId: 246870104
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e40a9e8e70..fd18628da6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "309562c5e8ff0af8fb38721f3531bd619a1ea6a39439d950ac268867ea5ac10d",
-    git_commit = "3ef646727aa0762789f49a923b6c59c325cc7856",
+    sha256 = "ae242ac2047396e7e4f6a47b7ca2925fea7f39075df19b2e1d8b07c4691bed03",
+    git_commit = "20c979ea235dfb6a923dde6b9c8f4c7e9f310efa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41e4656af58393c2aa39e7377cf8737b4c9ad001 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2019 18:02:30 -0700
Subject: [PATCH 3100/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1285b602-08d7-4b48-8209-f1858f768e17

PiperOrigin-RevId: 246933898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd18628da6f..2c1f74aceab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae242ac2047396e7e4f6a47b7ca2925fea7f39075df19b2e1d8b07c4691bed03",
-    git_commit = "20c979ea235dfb6a923dde6b9c8f4c7e9f310efa",
+    sha256 = "87ce541ea53c46e07a8875d0ea453d83e67741721ac30e044eb95c55290745a0",
+    git_commit = "dc1f6e6c8b016d2f9b132a7ea419514d855693a2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8f2f78e22a2ff961c00ea079172f210c1fee2a14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2019 00:02:18 -0700
Subject: [PATCH 3101/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8504dd35-1f1e-4dfb-aa5b-1bebb4ce954f

PiperOrigin-RevId: 246965658
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c1f74aceab..936af0b5afc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87ce541ea53c46e07a8875d0ea453d83e67741721ac30e044eb95c55290745a0",
-    git_commit = "dc1f6e6c8b016d2f9b132a7ea419514d855693a2",
+    sha256 = "18bd2fac33cb89a3fd074141f09db8edc524811511e6ab71d9c42280232c3779",
+    git_commit = "e9fc5a129b30e001b8d9ec9379803dc308fbeaba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11606116620686e51a2f398665114c6009483d25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2019 06:02:51 -0700
Subject: [PATCH 3102/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/818229c7-1ec9-4722-b9e7-8528730eb2d0

PiperOrigin-RevId: 247005728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 936af0b5afc..3b2284f07d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18bd2fac33cb89a3fd074141f09db8edc524811511e6ab71d9c42280232c3779",
-    git_commit = "e9fc5a129b30e001b8d9ec9379803dc308fbeaba",
+    sha256 = "2b67500fe4754d770b6fb71563d49dd9e3dfded7ae1107516fbf5a6628a0dfc0",
+    git_commit = "dc77be8f92fd7b7ac57d69e35c4d0dbd994bf1a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e56e72b3e4b9a597832734208a3da455f6db1a04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2019 11:41:07 -0700
Subject: [PATCH 3103/8103] Add stack memory resource kind.

PiperOrigin-RevId: 247060031
---
 tensorflow_serving/resources/resource_values.cc | 1 +
 tensorflow_serving/resources/resource_values.h  | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index 9538e9d962a..9caa45c292a 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -28,6 +28,7 @@ namespace resource_kinds {
 const char* const kNumModelSlots = "num_model_slots";
 const char* const kRamBytes = "ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
+const char* const kStackRamBytes = "stack_ram_in_bytes";
 const char* const kProcessingMillis = "processing_in_millicores";
 }  // namespace resource_kinds
 
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index dc880eac153..85a70823bcc 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -51,6 +51,9 @@ extern const char* const kRamBytes;
 // RAM allocated on the heap.
 extern const char* const kHeapRamBytes;
 
+// RAM reserved on the stack.
+extern const char* const kStackRamBytes;
+
 // Fraction of a processing unit's cycles, in thousandths.
 extern const char* const kProcessingMillis;
 

From bc80f518f5bca2c2647149d1f09ff26376e52a4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2019 12:02:07 -0700
Subject: [PATCH 3104/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a7d35dcd-8f5a-41e9-9cf0-b9e32146b2e4

PiperOrigin-RevId: 247064096
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b2284f07d1..bf6d2bc3d7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b67500fe4754d770b6fb71563d49dd9e3dfded7ae1107516fbf5a6628a0dfc0",
-    git_commit = "dc77be8f92fd7b7ac57d69e35c4d0dbd994bf1a0",
+    sha256 = "9d24e37b76555bff472b33e1741a476ae955c4167441f0fdb381ef31a4d115d8",
+    git_commit = "98765e41f94a1d2cd088c593f18a3a877f5059ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 44ed9d394d1d3cbe772a1b1a6b1979a700a956b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2019 18:02:35 -0700
Subject: [PATCH 3105/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54bb469c-90e8-434b-b5e3-e8fc22f57dff

PiperOrigin-RevId: 247127740
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf6d2bc3d7b..38e781e1bac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d24e37b76555bff472b33e1741a476ae955c4167441f0fdb381ef31a4d115d8",
-    git_commit = "98765e41f94a1d2cd088c593f18a3a877f5059ca",
+    sha256 = "675e786ea6d2846b4718f5944cd9ff2709d7e9ae382052543e84858d9932115c",
+    git_commit = "e905b8b447977a62dfaa2538052dd9be5c7172ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98c4cbe11413878a32a6028d1519ffe1a7cf3699 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2019 00:02:24 -0700
Subject: [PATCH 3106/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c840c8ef-c559-4c13-96d2-cddc4042b8b7

PiperOrigin-RevId: 247159724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38e781e1bac..31b131d783f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "675e786ea6d2846b4718f5944cd9ff2709d7e9ae382052543e84858d9932115c",
-    git_commit = "e905b8b447977a62dfaa2538052dd9be5c7172ef",
+    sha256 = "eb648b667b3132642e810a0c26215f73c1ab49a0a44c55806268f86599c56f9b",
+    git_commit = "59f8d543239bc5c63890b9e0300172f9e4965f28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 71a58850a91642643e72e7ff79df61e9640dff63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2019 06:02:31 -0700
Subject: [PATCH 3107/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9969405c-c6fa-4338-bbfe-bdce3c349b0d

PiperOrigin-RevId: 247198538
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31b131d783f..22477d698e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb648b667b3132642e810a0c26215f73c1ab49a0a44c55806268f86599c56f9b",
-    git_commit = "59f8d543239bc5c63890b9e0300172f9e4965f28",
+    sha256 = "c346465ea516c7580f9000c0989093502761fe0befa9f75da1097cd3ea32767c",
+    git_commit = "d58b53e19c3d06cea5909c66379d073aea153651",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a7637e57125fa2345b5b20cc063d176a3557936b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2019 12:02:23 -0700
Subject: [PATCH 3108/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a172fd9-6539-4f1f-baca-7d8352782293

PiperOrigin-RevId: 247261387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22477d698e2..5f5b07c7346 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c346465ea516c7580f9000c0989093502761fe0befa9f75da1097cd3ea32767c",
-    git_commit = "d58b53e19c3d06cea5909c66379d073aea153651",
+    sha256 = "d1a2d924a0f40c011f8a6ba901071b257bab9f4528c4ec67eb6b7e19a331caef",
+    git_commit = "bba56b4444f36ed9b223153f4b76bcdec6e7d7f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c82e4e89e80035d02a0930100b8f0fc6feca971 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2019 18:02:40 -0700
Subject: [PATCH 3109/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7095406c-9beb-4280-b8cf-1f7dc12cee4d

PiperOrigin-RevId: 247331620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f5b07c7346..5db2809a108 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1a2d924a0f40c011f8a6ba901071b257bab9f4528c4ec67eb6b7e19a331caef",
-    git_commit = "bba56b4444f36ed9b223153f4b76bcdec6e7d7f0",
+    sha256 = "e0588ce69669abd5de347447401f1b2dd2b16ba26ca7382e2d3cddff0b9ddde4",
+    git_commit = "75700668d216508a0427dc0c451bc84d6b391cc4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 837f781397c438b73bb98a08d176a2d9969c3c44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2019 00:02:34 -0700
Subject: [PATCH 3110/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e7b85ac-7f46-4ec8-b529-1ae4dba1d004

PiperOrigin-RevId: 247367215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5db2809a108..2dda3b6ef56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0588ce69669abd5de347447401f1b2dd2b16ba26ca7382e2d3cddff0b9ddde4",
-    git_commit = "75700668d216508a0427dc0c451bc84d6b391cc4",
+    sha256 = "40ebac7d1c48e6618bae2fa3b55f842283f0e587a37c2fb14a47b4d940c75afe",
+    git_commit = "f4815551dc19b2149a70f20dba5a6c043e627a5b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f134cd52ff63202f47a8db4dbab82601a1895ccd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2019 06:02:17 -0700
Subject: [PATCH 3111/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c88b3861-8c5f-40f4-911c-9470953a4b43

PiperOrigin-RevId: 247409543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dda3b6ef56..7b3cb760aa2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40ebac7d1c48e6618bae2fa3b55f842283f0e587a37c2fb14a47b4d940c75afe",
-    git_commit = "f4815551dc19b2149a70f20dba5a6c043e627a5b",
+    sha256 = "d32b11d02dd9b402289f8b1ac253f6e124c4582cc236056b0df5b9bba3e6a2df",
+    git_commit = "b02f70947d603b0003d76178581e98eb4ca80de6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a9bdfa777d1dba07a56373eca6aa708eb1f02b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2019 12:02:15 -0700
Subject: [PATCH 3112/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b16d939e-ef40-4284-9b36-9cbbcc59cf99

PiperOrigin-RevId: 247470852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b3cb760aa2..c0054221e66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d32b11d02dd9b402289f8b1ac253f6e124c4582cc236056b0df5b9bba3e6a2df",
-    git_commit = "b02f70947d603b0003d76178581e98eb4ca80de6",
+    sha256 = "207d2210dfed8891966d18b8550bdafcc80463cca64f292c64fc21bf7c6c9302",
+    git_commit = "2060de397cec870bae9c808b551dc45183f4016f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b52664474b18c44a2d19f6056245a7aa7dbc010a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2019 18:02:46 -0700
Subject: [PATCH 3113/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75758b42-e924-4037-ab43-19dec7987166

PiperOrigin-RevId: 247531868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0054221e66..a9adc6ad5b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "207d2210dfed8891966d18b8550bdafcc80463cca64f292c64fc21bf7c6c9302",
-    git_commit = "2060de397cec870bae9c808b551dc45183f4016f",
+    sha256 = "48c621fc47d64e43e51f26ef2e03878b8ab92195e12c6c9f98a0b880454aea95",
+    git_commit = "845180c8bc58d6ef8a3599f001984644f54e6cfd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 418d38ef56885575ba49fc28d9bf3e88cd51b6de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2019 00:03:02 -0700
Subject: [PATCH 3114/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c679a55e-e2a5-4df5-a09e-7c5209fc3cd6

PiperOrigin-RevId: 247562867
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9adc6ad5b5..008de7c3706 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48c621fc47d64e43e51f26ef2e03878b8ab92195e12c6c9f98a0b880454aea95",
-    git_commit = "845180c8bc58d6ef8a3599f001984644f54e6cfd",
+    sha256 = "9a8d7c98d89789d4e0855bd3e79403a5b5806f378ab758381ef56809ff464096",
+    git_commit = "d1bbb23e38d0260c61ada266d6bb5c4272cb25e3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f739e3469caf63a45008eaea001419e3db023d0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2019 06:03:23 -0700
Subject: [PATCH 3115/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d67e8355-9646-4961-b998-72702aeb88c0

PiperOrigin-RevId: 247598065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 008de7c3706..19b8a997aec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a8d7c98d89789d4e0855bd3e79403a5b5806f378ab758381ef56809ff464096",
-    git_commit = "d1bbb23e38d0260c61ada266d6bb5c4272cb25e3",
+    sha256 = "faf3218de2e8687eaa636011b68f2f841cd2efcfaaaf5556301a518ef1a68522",
+    git_commit = "a6003151399ba48d855681ec8e736387960ef06e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b5111252516f56ffaa7aaecb6ed992411f26a8dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2019 12:02:42 -0700
Subject: [PATCH 3116/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ccf8b64c-d9d2-4505-8e95-519bf70ede98

PiperOrigin-RevId: 247652147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19b8a997aec..02d59367065 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "faf3218de2e8687eaa636011b68f2f841cd2efcfaaaf5556301a518ef1a68522",
-    git_commit = "a6003151399ba48d855681ec8e736387960ef06e",
+    sha256 = "fd3ec35a4605abd1cb89379a47f426a0a75aed13b3b1e3a9ae8f57cd7244ffc2",
+    git_commit = "625bb851903752ae6f3d735313351663b36cb9c9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 824a79ddf6c84f03dfe61d63bc3646727b3ceff9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2019 18:02:15 -0700
Subject: [PATCH 3117/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08bafa93-4568-4ae9-ab50-6da5e39fe4f4

PiperOrigin-RevId: 247707137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02d59367065..a00aeacd5b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd3ec35a4605abd1cb89379a47f426a0a75aed13b3b1e3a9ae8f57cd7244ffc2",
-    git_commit = "625bb851903752ae6f3d735313351663b36cb9c9",
+    sha256 = "5cb135bea10f7e501a8cf914feea64fd5805a877bc72fa24a28c8587c299eced",
+    git_commit = "7ad808993e1397f5fcd18ae305a18e36ab087fd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 106a906c757fd3d3b1f48b01eabb0e7d7d534aaa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 May 2019 00:03:02 -0700
Subject: [PATCH 3118/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09737fa2-afbc-4850-a1aa-decf96f6df16

PiperOrigin-RevId: 247730945
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a00aeacd5b7..c9c4bd7038d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cb135bea10f7e501a8cf914feea64fd5805a877bc72fa24a28c8587c299eced",
-    git_commit = "7ad808993e1397f5fcd18ae305a18e36ab087fd6",
+    sha256 = "25f73cb333f891b79273ba146803a0311724c7ca0bd762e5e1fdafd57e87abf7",
+    git_commit = "d548ae0b9e6ddbf62b094ed2df75fb2c6cf0984a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f9d656422482fb3c94b8598cc23a7c6f2bf5104e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 May 2019 06:03:04 -0700
Subject: [PATCH 3119/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/73bb84d5-b076-450b-a36d-8c61fd4fbbe6

PiperOrigin-RevId: 247751168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9c4bd7038d..05907e222d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25f73cb333f891b79273ba146803a0311724c7ca0bd762e5e1fdafd57e87abf7",
-    git_commit = "d548ae0b9e6ddbf62b094ed2df75fb2c6cf0984a",
+    sha256 = "fe7b9e1d58b84bd04cab032799d630fd9af546ab518401ef55786a788d6e0feb",
+    git_commit = "f46e445c78843613be0cfb316217c394217001f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f5d03c6b8526391cbdc6cb4c11d83576f3d73145 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 May 2019 12:02:15 -0700
Subject: [PATCH 3120/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ddfb678-8458-4c73-b5da-83b46ab45d08

PiperOrigin-RevId: 247768674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05907e222d1..3a6b6b1f8af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe7b9e1d58b84bd04cab032799d630fd9af546ab518401ef55786a788d6e0feb",
-    git_commit = "f46e445c78843613be0cfb316217c394217001f4",
+    sha256 = "0a80a521b1db10c5254c15d533006c8dc081a47f785cd6cf6ad173d78d3be01b",
+    git_commit = "7bbd0940e8d52fcae03021a4b66e3d6b3e495f4c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58b2a270d2730f359ee436833236650a8076ea4a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 May 2019 18:02:15 -0700
Subject: [PATCH 3121/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1653b6d5-d0b5-4021-bda9-2981f2a69cea

PiperOrigin-RevId: 247786226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a6b6b1f8af..c5bad13838f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a80a521b1db10c5254c15d533006c8dc081a47f785cd6cf6ad173d78d3be01b",
-    git_commit = "7bbd0940e8d52fcae03021a4b66e3d6b3e495f4c",
+    sha256 = "07b141d0a1023b78f995ecfa95d170d3f812266cdfe7382a2a179ffe87a5101a",
+    git_commit = "8bec6bfadf7ff0dd630a7fbe0063a812e1727652",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e9ee16ae0a767e88b4d1e8836500be6b59b035d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 May 2019 00:02:15 -0700
Subject: [PATCH 3122/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52585926-fb85-448f-a8c8-05c75fca09c1

PiperOrigin-RevId: 247804081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5bad13838f..09490445b76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07b141d0a1023b78f995ecfa95d170d3f812266cdfe7382a2a179ffe87a5101a",
-    git_commit = "8bec6bfadf7ff0dd630a7fbe0063a812e1727652",
+    sha256 = "d9c5ad96967541ff610d526d416980251dc5a08b3a654b50e192bcb765a48a4f",
+    git_commit = "696a6a0be22891163aee8160dad7c5ed653e2539",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5214c60759b4b055b1b0baded4e76db17e17cb33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 May 2019 06:03:08 -0700
Subject: [PATCH 3123/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c09e006d-b896-4284-99af-102135cc6d0c

PiperOrigin-RevId: 247825396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09490445b76..8446e100746 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9c5ad96967541ff610d526d416980251dc5a08b3a654b50e192bcb765a48a4f",
-    git_commit = "696a6a0be22891163aee8160dad7c5ed653e2539",
+    sha256 = "da1c64d90b6560b4e7b2ad5e65713932d7e233ee72525b58af7ffee173b2a69d",
+    git_commit = "33141833284a81a5ab3300047d2845c7124f4a66",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ce29dbaf7c6cee02b604348bbd6235fdc6430cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 May 2019 12:02:35 -0700
Subject: [PATCH 3124/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34b1fe84-3269-45e7-9ecf-496abfbf307a

PiperOrigin-RevId: 247843111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8446e100746..2c0ecee6b83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da1c64d90b6560b4e7b2ad5e65713932d7e233ee72525b58af7ffee173b2a69d",
-    git_commit = "33141833284a81a5ab3300047d2845c7124f4a66",
+    sha256 = "d95d9c9208eab85508382ebb20b4c4513428f7db347208a48ee7362b32be3c32",
+    git_commit = "6b76ef17b0c5b87c58a8c559c3d88fec06349db8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 18acd92f175626cf401c69a27b4f4928a58e46e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 May 2019 06:02:43 -0700
Subject: [PATCH 3125/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3e89988-5e74-470c-b3b3-dc78d8bc4e7d

PiperOrigin-RevId: 247920304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c0ecee6b83..25ffb6468a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d95d9c9208eab85508382ebb20b4c4513428f7db347208a48ee7362b32be3c32",
-    git_commit = "6b76ef17b0c5b87c58a8c559c3d88fec06349db8",
+    sha256 = "20e2bf61302d6e1f862789b271490ca991c31cb46df40125ad5a78d04a7f694f",
+    git_commit = "30f682e776fbcff8d2da3c3cc0e8d12e1b3dde12",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8c9d8442025f0176c04e432a333238aa9a80d220 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 May 2019 12:02:31 -0700
Subject: [PATCH 3126/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdbd85bd-5252-457d-8d03-07593f5f0a80

PiperOrigin-RevId: 247982635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25ffb6468a3..e079a49f4dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20e2bf61302d6e1f862789b271490ca991c31cb46df40125ad5a78d04a7f694f",
-    git_commit = "30f682e776fbcff8d2da3c3cc0e8d12e1b3dde12",
+    sha256 = "221d1aef127a681b8fb8e0aabebf6eb78569bfb4059d52eee5f2d00701ac39c6",
+    git_commit = "c8dfd42364ff3cdde02ef3ca1102d9892429f3ea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0091b8e884c88e46421911210730ed12cd751b5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 May 2019 18:02:40 -0700
Subject: [PATCH 3127/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0e4230b-28fd-4cba-84c2-80c9795a37ad

PiperOrigin-RevId: 248049029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e079a49f4dc..0dd37c17ab4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "221d1aef127a681b8fb8e0aabebf6eb78569bfb4059d52eee5f2d00701ac39c6",
-    git_commit = "c8dfd42364ff3cdde02ef3ca1102d9892429f3ea",
+    sha256 = "63cac1ed1461dccf13f5e961517b3fe5fd71f3fe807114d91f908cb8726a536e",
+    git_commit = "37cb8bcb81655489c4737a31d5d6f4e03f0bf24a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 18db9a46168eadd4d3e28e9b0cdb27bd6a11add9 Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Tue, 14 May 2019 10:52:34 +0900
Subject: [PATCH 3128/8103] Add monitoring config

---
 tensorflow_serving/g3doc/serving_config.md | 32 ++++++++++++++++++++++
 1 file changed, 32 insertions(+)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 881ef46ad54..b5218628bd7 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -140,3 +140,35 @@ the model config on the fly, to assign a label to it
 (can be achieved using
 [HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
 RPC endpoint).
+
+# How to Configure for Monitoring
+
+Creating a monitoring config file containing a
+[MonitoringConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L17)
+and set its path to --monitoring_config_file. It currently provides a monitoring
+exporter for [Prometheus](https://prometheus.io/), and whose configs are
+described
+[PrometheusConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L7)
+protocol buffer. Here's an example:
+
+```proto
+prometheus_config {
+  enable: true
+  path: '/metrics'
+}
+```
+
+And also you must define also --rest_api_port for HTTP requests.
+Prometheus Server pulls metrics from the serving which has specified endpoint.
+
+Tensorflow defines the basic metrics like
+[load_attempt_count](https://github.com/tensorflow/tensorflow/blob/v1.13.1/tensorflow/cc/saved_model/loader.cc#L37-L40)
+and
+[load_latency](https://github.com/tensorflow/tensorflow/blob/v1.13.1/tensorflow/cc/saved_model/loader.cc#L41-L44)
+which are arising on loading SavedModel.
+Furthermore, Tensorflow Serving also has its own metrics:
+
+- [model_warmup_latency](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc#L36-L43)
+- [request_log_count](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/core/request_logger.cc#L30-L35)
+- [request_example_counts](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/util.cc#L36-L41)
+- [request_example_count_total](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/util.cc#L43-L45)

From 535ef7c6ed6383d13748cf876222fc3ea4c08e5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 May 2019 00:02:30 -0700
Subject: [PATCH 3129/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1baa434-fb6b-4eb8-9c77-adf6856b0d1d

PiperOrigin-RevId: 248082921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dd37c17ab4..ae1634cbc47 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63cac1ed1461dccf13f5e961517b3fe5fd71f3fe807114d91f908cb8726a536e",
-    git_commit = "37cb8bcb81655489c4737a31d5d6f4e03f0bf24a",
+    sha256 = "4822aa231ed574345f75f52e926d2179de763677b7ed3dae192d5faf327045cf",
+    git_commit = "27cfc615819dade9fcd8b9423a382da32f4f33f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From affda1238ec7ccf09108e748836fe495dd639c2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 May 2019 06:02:18 -0700
Subject: [PATCH 3130/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5070f08e-aa55-4cdb-9682-f26333692795

PiperOrigin-RevId: 248121615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae1634cbc47..63b7a9cdea7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4822aa231ed574345f75f52e926d2179de763677b7ed3dae192d5faf327045cf",
-    git_commit = "27cfc615819dade9fcd8b9423a382da32f4f33f1",
+    sha256 = "83dcae4e3581a353c7baa789421b26a0f3806cc7840cbde06f30479fc862f99c",
+    git_commit = "f2d60b76cd45329f58a6e3abe0169d940b8b91c7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d6af41b1b3937de44e5c0e820c4334515ea8c61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 May 2019 12:03:28 -0700
Subject: [PATCH 3131/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc1ebb8b-3eed-4be9-b682-6f751ebd8068

PiperOrigin-RevId: 248184970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63b7a9cdea7..2d933cb57a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83dcae4e3581a353c7baa789421b26a0f3806cc7840cbde06f30479fc862f99c",
-    git_commit = "f2d60b76cd45329f58a6e3abe0169d940b8b91c7",
+    sha256 = "962280c1cd95f663e399f646debb851c4c07eff3f17404c17d99e262fe1882de",
+    git_commit = "3c77cf763b2fe4aff2136e72a5148b7f5f43b470",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3cfaeea44a49bc44c0fa39f58939a1169ae9a0e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 May 2019 18:02:35 -0700
Subject: [PATCH 3132/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97dfdd23-0695-4487-a0dc-fcd8a1d6ff60

PiperOrigin-RevId: 248248906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d933cb57a9..84e0f703eef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "962280c1cd95f663e399f646debb851c4c07eff3f17404c17d99e262fe1882de",
-    git_commit = "3c77cf763b2fe4aff2136e72a5148b7f5f43b470",
+    sha256 = "ccc2a44b510c9ac33b87775f64e73d53e54e049598ad429304e8927cf62663ee",
+    git_commit = "21f1d8056a5ef913742d80b69de0ffe36f6297b2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c1e085c6de50a20df485cc4e7efe3b4381717529 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 May 2019 00:02:32 -0700
Subject: [PATCH 3133/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37a4dff5-151d-4b48-bfc9-bfe3200e2728

PiperOrigin-RevId: 248280758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84e0f703eef..4d327391ecd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccc2a44b510c9ac33b87775f64e73d53e54e049598ad429304e8927cf62663ee",
-    git_commit = "21f1d8056a5ef913742d80b69de0ffe36f6297b2",
+    sha256 = "39dd7da5c70b56380bc7f0759bb2801162ef0e13393446a5e0c79a76fa268d76",
+    git_commit = "6ea3aa086514a808fca8c6769ad6ea22b335cc80",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8d430e4e388203173feec5ebb91ca31f6a4f58d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 May 2019 06:02:36 -0700
Subject: [PATCH 3134/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e17c34d-d147-4a14-92f4-8371e4efc96a

PiperOrigin-RevId: 248319186
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d327391ecd..2f3796d64ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39dd7da5c70b56380bc7f0759bb2801162ef0e13393446a5e0c79a76fa268d76",
-    git_commit = "6ea3aa086514a808fca8c6769ad6ea22b335cc80",
+    sha256 = "68a5c9c832d1575a17e1deb306fa2670b4e9847f820bfc87174758d24ad2632a",
+    git_commit = "ba63891c8b2eb4776a0a2cac65df844bb141c37b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 702cc28cf1f2b3ba24e10c708fbfaba6586260cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 May 2019 12:02:46 -0700
Subject: [PATCH 3135/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/662bf3cf-eeb6-4811-bc54-c4e8d3456203

PiperOrigin-RevId: 248377774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f3796d64ef..8135de4e31b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68a5c9c832d1575a17e1deb306fa2670b4e9847f820bfc87174758d24ad2632a",
-    git_commit = "ba63891c8b2eb4776a0a2cac65df844bb141c37b",
+    sha256 = "8d7635d7a8c72e980ee5458045758f17ca8df6d7f093130c5e630b2ad719febd",
+    git_commit = "0210ef7cf2c360496e6056eb47bc338adf25ada9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8988aacf176e6587e8e015fb03e39912183c4324 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 May 2019 18:02:25 -0700
Subject: [PATCH 3136/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e0fad69-f6b0-4923-94a1-ac9c6d6aeb48

PiperOrigin-RevId: 248442934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8135de4e31b..e4a70d402d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d7635d7a8c72e980ee5458045758f17ca8df6d7f093130c5e630b2ad719febd",
-    git_commit = "0210ef7cf2c360496e6056eb47bc338adf25ada9",
+    sha256 = "d121ace409780f8d982bbd36ad67279ac91bfe14e64e40111b1b477aefd80fce",
+    git_commit = "e98a6a77ba6ad413e1967424d29768cc3fa0f5cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83d09df85b336a248db6b55bd0604f52d2f75a84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 May 2019 00:03:29 -0700
Subject: [PATCH 3137/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8edd946b-494c-4a2e-839a-a06ca37fd29d

PiperOrigin-RevId: 248475496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4a70d402d1..a763f39992a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d121ace409780f8d982bbd36ad67279ac91bfe14e64e40111b1b477aefd80fce",
-    git_commit = "e98a6a77ba6ad413e1967424d29768cc3fa0f5cc",
+    sha256 = "d7b20217a9cb57fa980ab63715a5f9d23506ee63e9ed72b1deff7c52eb58527c",
+    git_commit = "e224546ee5247418be89a5e061d9232328aa90ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 041fa5729ba1580ab44a2aefdecd4e583b29c08e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 May 2019 06:02:26 -0700
Subject: [PATCH 3138/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94de5ffb-58ea-472e-8a77-f0725da6544d

PiperOrigin-RevId: 248511997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a763f39992a..22b1604ae70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7b20217a9cb57fa980ab63715a5f9d23506ee63e9ed72b1deff7c52eb58527c",
-    git_commit = "e224546ee5247418be89a5e061d9232328aa90ab",
+    sha256 = "5e00abd653ff16b3c7355724e46912e52335c059aed6b40f80ffd8543d4296a2",
+    git_commit = "494cc6202904cd52eefea4b00ed4c8918100b382",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c675d205bf1189f814b08ce7ebc7f81007410d9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 May 2019 12:02:29 -0700
Subject: [PATCH 3139/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e197932-d77b-481c-9593-e398d31d1d7a

PiperOrigin-RevId: 248572836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22b1604ae70..cf29a86f2ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e00abd653ff16b3c7355724e46912e52335c059aed6b40f80ffd8543d4296a2",
-    git_commit = "494cc6202904cd52eefea4b00ed4c8918100b382",
+    sha256 = "2f64923fb27e9f1189ab39aa10250eb3cefd095009fe620af49c8b2bbc366bc1",
+    git_commit = "8abaa35efe0ac3400e81193c9d42e51dede16c17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a9eacdf70216a6caa904190c20f99e67547156fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 May 2019 18:02:21 -0700
Subject: [PATCH 3140/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1493ded-1dfd-41c3-822d-0016ec5ebda6

PiperOrigin-RevId: 248638561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf29a86f2ac..d41da146c4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f64923fb27e9f1189ab39aa10250eb3cefd095009fe620af49c8b2bbc366bc1",
-    git_commit = "8abaa35efe0ac3400e81193c9d42e51dede16c17",
+    sha256 = "a569493213b06e9867d678f42f87df94eec62b98d8d9ac54ef4aa954c64b4d5f",
+    git_commit = "fb20a668e8332c4713f0613c682d885052a6af17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7eb7ef6441b6b7665c3ed71a7c72a9c183d2a727 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 May 2019 00:02:30 -0700
Subject: [PATCH 3141/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f75dfd26-6c7d-4e2b-a69f-d1eadda80386

PiperOrigin-RevId: 248670803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d41da146c4c..88737b86456 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a569493213b06e9867d678f42f87df94eec62b98d8d9ac54ef4aa954c64b4d5f",
-    git_commit = "fb20a668e8332c4713f0613c682d885052a6af17",
+    sha256 = "0a68e5b041647cb765ea008792ff78455c2ea9463fe5912cf23b547b0be588b2",
+    git_commit = "d7998bb26af28059b4311be995e8a9b6d42f96f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3cbaf97578e5c285a728492a3aa912fbce95afd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 May 2019 06:03:32 -0700
Subject: [PATCH 3142/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7442b6da-2005-41c1-871e-87f70e5cd623

PiperOrigin-RevId: 248706229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88737b86456..26a3f16301a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a68e5b041647cb765ea008792ff78455c2ea9463fe5912cf23b547b0be588b2",
-    git_commit = "d7998bb26af28059b4311be995e8a9b6d42f96f3",
+    sha256 = "1d9f3129f758db2b7cab4738ec382d96a8f943ba5ea52efb87cf8fc026d21aa0",
+    git_commit = "e9f94d14e0ac65f2dd5b036c82bd341469beaef9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 62d11f8feb8a0030a83cf006c649e4cafcfa1c2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 May 2019 12:02:08 -0700
Subject: [PATCH 3143/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a072d0fb-d236-4113-b94a-e135b9d041f6

PiperOrigin-RevId: 248762918
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26a3f16301a..c7438ad28ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d9f3129f758db2b7cab4738ec382d96a8f943ba5ea52efb87cf8fc026d21aa0",
-    git_commit = "e9f94d14e0ac65f2dd5b036c82bd341469beaef9",
+    sha256 = "d049bc722316c9709b693fe95cfada9d33f64a2e98c4733953020f60f91f4573",
+    git_commit = "860adb988fee17edb3d3a11b131b8c1670560805",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 249392e0f77af79af7affb4641a9131dfd57cb8c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 May 2019 18:02:02 -0700
Subject: [PATCH 3144/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b157b1d-364f-44d8-8dfb-80a57d711014

PiperOrigin-RevId: 248819143
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7438ad28ac..010c7d67ad7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d049bc722316c9709b693fe95cfada9d33f64a2e98c4733953020f60f91f4573",
-    git_commit = "860adb988fee17edb3d3a11b131b8c1670560805",
+    sha256 = "dca8fdbbcafce0c932e35eb2b52356bbeb4378c72eac381ef4064ab8ae3a8b6b",
+    git_commit = "49ea06d4d1ecedda87e3b7c43cef7a57588bae4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 91cb74d106dc8fb96910c416ca344dd1ec8135ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 May 2019 00:02:21 -0700
Subject: [PATCH 3145/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c501855-95d4-4596-b14a-ce147f097951

PiperOrigin-RevId: 248841780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 010c7d67ad7..23fbfd9a039 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dca8fdbbcafce0c932e35eb2b52356bbeb4378c72eac381ef4064ab8ae3a8b6b",
-    git_commit = "49ea06d4d1ecedda87e3b7c43cef7a57588bae4e",
+    sha256 = "ceb2a1eb1ae1e45cbae980781fbfcfb57bb2213860377188e2cbd1861d0d827d",
+    git_commit = "564cc016d1ae4c209b9ed2de0bd7ee48f30e40b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bd8c67cd9590665ca1712c295ba9fd4ae5d7fc31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 May 2019 06:02:04 -0700
Subject: [PATCH 3146/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bed908c1-173d-425d-8f28-f2abd1ebac0f

PiperOrigin-RevId: 248860986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23fbfd9a039..26bc0146200 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ceb2a1eb1ae1e45cbae980781fbfcfb57bb2213860377188e2cbd1861d0d827d",
-    git_commit = "564cc016d1ae4c209b9ed2de0bd7ee48f30e40b9",
+    sha256 = "af1d68aab0b1e16b11e83313634d3d3a3ffebdcb671ee3591145b2b42f9fd2f2",
+    git_commit = "faf9db515c4bf550daacc1c3a22fedf3ff5dde63",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 445474a933f399aaccb52d20f1647ec054b8bd8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 May 2019 12:02:18 -0700
Subject: [PATCH 3147/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b0f0a22-aca1-4685-938c-24c1c32e036b

PiperOrigin-RevId: 248879931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26bc0146200..2180171329a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af1d68aab0b1e16b11e83313634d3d3a3ffebdcb671ee3591145b2b42f9fd2f2",
-    git_commit = "faf9db515c4bf550daacc1c3a22fedf3ff5dde63",
+    sha256 = "c583bb71eeff4b701e5d2d212e9b7fae4143932b9a3af8dbff0de823367bc81e",
+    git_commit = "bcbb1db93f67f5cb6888bbaa0a96676d5d8e5c65",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2734bddcbd49472b046e6bf545a81ea9489387ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 May 2019 06:02:06 -0700
Subject: [PATCH 3148/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f02549ad-8200-4ba1-bf97-c0bba78f3554

PiperOrigin-RevId: 248934393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2180171329a..78c016b1d60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c583bb71eeff4b701e5d2d212e9b7fae4143932b9a3af8dbff0de823367bc81e",
-    git_commit = "bcbb1db93f67f5cb6888bbaa0a96676d5d8e5c65",
+    sha256 = "3d086f318935b3b8e6eee7b4fb82317152826294991b4f389ec2297f1fea37ad",
+    git_commit = "64aee049de11cbf19f3704676a495e70ba69fe4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8fb584da5486de0d76eaec8a2248d8221c1e99e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 May 2019 12:02:14 -0700
Subject: [PATCH 3149/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cdb18920-a23e-4891-bb3a-7d7aa0353751

PiperOrigin-RevId: 248951634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78c016b1d60..04546a2e199 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d086f318935b3b8e6eee7b4fb82317152826294991b4f389ec2297f1fea37ad",
-    git_commit = "64aee049de11cbf19f3704676a495e70ba69fe4a",
+    sha256 = "78f4cfefb9fd82d9a7e9cafe407344aaeb7dff1e7c57e6ffab349ae15434dfce",
+    git_commit = "810b4541693f7aa8afd7eeed466e2b307ad3c1bd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cf298a711fa8f19273d45e3e3b5c883d0a3f3831 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 May 2019 18:01:52 -0700
Subject: [PATCH 3150/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed5103ef-69d5-4edc-a0e3-160d3a1674a9

PiperOrigin-RevId: 248969416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04546a2e199..a3c66c4e211 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78f4cfefb9fd82d9a7e9cafe407344aaeb7dff1e7c57e6ffab349ae15434dfce",
-    git_commit = "810b4541693f7aa8afd7eeed466e2b307ad3c1bd",
+    sha256 = "d7190e2401e9eb7fb7821081401696c14a86d04adbb35745a226a59b937e5a99",
+    git_commit = "575ab84dabc8a4116abf20356f17dd0beaba011d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 46e24be5b9065c840141cc886b2305e188f4ad7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 May 2019 00:02:07 -0700
Subject: [PATCH 3151/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20fc33be-fd1c-49c1-b787-eff7ea04d756

PiperOrigin-RevId: 248993707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3c66c4e211..8760b649921 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7190e2401e9eb7fb7821081401696c14a86d04adbb35745a226a59b937e5a99",
-    git_commit = "575ab84dabc8a4116abf20356f17dd0beaba011d",
+    sha256 = "fc5a60ce2cebd356d2452e240c89e7555ca6e90067d982482d691abc89a58933",
+    git_commit = "81f21655b972d981f5e31b1918c7f18fe72e699b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08ca04c688fef2197efaf6fa1deae266da567292 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 May 2019 06:02:15 -0700
Subject: [PATCH 3152/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4127437-6a7f-4249-a520-964d2d5c80c4

PiperOrigin-RevId: 249033582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8760b649921..0c44cb748a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc5a60ce2cebd356d2452e240c89e7555ca6e90067d982482d691abc89a58933",
-    git_commit = "81f21655b972d981f5e31b1918c7f18fe72e699b",
+    sha256 = "791f0751cdd43dec3be5247bd01d1e2d94e9eab995cc4ea5fc96fe412021abf8",
+    git_commit = "e8dc3c76a83d415eef8a21757931171f71ba9c01",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9578f3d10c786c6714b9a8b481dd74f454402477 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Mon, 20 May 2019 09:47:16 -0700
Subject: [PATCH 3153/8103] Adds ModelServer test for loading SavedModel
 exported from Keras Sequential API

PiperOrigin-RevId: 249067293
---
 .../tensorflow_model_server_test.py           | 45 +++++++++++++++----
 1 file changed, 36 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index df292862a07..28d319630ba 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -222,15 +222,15 @@ def tearDown(self):
     """Deletes created configuration file."""
     os.remove(self._GetGoodModelConfigFile())
 
-  def VerifyPredictRequest(self,
-                           model_server_address,
-                           expected_output,
-                           expected_version,
-                           model_name='default',
-                           specify_output=True,
-                           signature_name=
-                           signature_constants.
-                           DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+  def VerifyPredictRequest(
+      self,
+      model_server_address,
+      expected_output,
+      expected_version,
+      model_name='default',
+      specify_output=True,
+      batch_input=False,
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
     """Send PredictionService.Predict request and verify output."""
     print('Sending Predict request...')
     # Prepare request
@@ -241,6 +241,8 @@ def VerifyPredictRequest(self,
     request.inputs['x'].float_val.append(2.0)
     dim = request.inputs['x'].tensor_shape.dim.add()
     dim.size = 1
+    if batch_input:
+      request.inputs['x'].tensor_shape.dim.add().size = 1
 
     if specify_output:
       request.output_filter.append('y')
@@ -768,6 +770,31 @@ def test_tf_saved_model_save_multiple_signatures(self):
         expected_output=1.0,
         expected_version=expected_version)
 
+  def test_sequential_keras_saved_model_save(self):
+    """Test loading a simple SavedModel created with Keras Sequential API."""
+
+    model = tf.keras.models.Sequential()
+
+    model.add(tf.keras.layers.Input(dtype='float32', shape=(1,), name='x'))
+    model.add(tf.keras.layers.Lambda(lambda x: x, name='y'))
+
+    base_path = os.path.join(self.get_temp_dir(),
+                             'keras_sequential_saved_model_save')
+    export_path = os.path.join(base_path, '00000123')
+
+    tf.saved_model.save(model, export_path)
+
+    _, model_server_address, _ = TensorflowModelServerTest.RunServer(
+        'default', base_path)
+
+    expected_version = self._GetModelVersion(base_path)
+    self.VerifyPredictRequest(
+        model_server_address,
+        batch_input=True,
+        specify_output=False,
+        expected_output=2.0,
+        expected_version=expected_version)
+
 
 if __name__ == '__main__':
   tf.enable_eager_execution()

From fd9b71063ef06f0b5aa54191ad9cc5e4e7d9076f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 May 2019 12:02:03 -0700
Subject: [PATCH 3154/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f277dc7-1a15-45e1-9e47-cba06f35c230

PiperOrigin-RevId: 249097856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c44cb748a8..846ade1ff77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "791f0751cdd43dec3be5247bd01d1e2d94e9eab995cc4ea5fc96fe412021abf8",
-    git_commit = "e8dc3c76a83d415eef8a21757931171f71ba9c01",
+    sha256 = "0975c05143f6afd5715033ea4831dda58ff6ddd11062bc8de90d9c52184cd964",
+    git_commit = "da6e53f4bd5d4af6cd5c147f9394bb0895e40aaa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6b4f5675cd38b33a820a45a809b12a79e9af9465 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 May 2019 18:02:04 -0700
Subject: [PATCH 3155/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11b769cb-134a-4110-9b76-0e1e5f798108

PiperOrigin-RevId: 249164455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 846ade1ff77..3bad64a0f9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0975c05143f6afd5715033ea4831dda58ff6ddd11062bc8de90d9c52184cd964",
-    git_commit = "da6e53f4bd5d4af6cd5c147f9394bb0895e40aaa",
+    sha256 = "4d1f36bb3b595517379f69ce5acbb9afccc00c375ad1f99015356bc79af3f503",
+    git_commit = "48c906cfdcfa1ec13d29adaa268a5924893c501b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8d88a5b3c4ac502113c798a470111ca65f47b0c2 Mon Sep 17 00:00:00 2001
From: yjhjstz <yjhjstz@gmail.com>
Date: Thu, 16 May 2019 10:51:45 +0800
Subject: [PATCH 3156/8103] =?UTF-8?q?ignore=20SIGPIPE=20for=20libevent=20?=
 =?UTF-8?q?=EF=BC=8Cprevent=20the=20SIGPIPE=20signal=20from=20being=20rais?=
 =?UTF-8?q?ed,=20but=20you=20will=20get=20a=20read=20/=20write=20error=20w?=
 =?UTF-8?q?hen=20trying=20to=20use=20the=20socket,=20so=20you=20will=20nee?=
 =?UTF-8?q?d=20to=20check=20for=20that?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../util/net_http/server/internal/evhttp_server.cc            | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 8b4cb4216fa..e7ee14bc505 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -19,6 +19,7 @@ limitations under the License.
 
 #include <netinet/in.h>
 #include <sys/socket.h>
+#include <signal.h>
 #include <cstdint>
 #include <memory>
 #include <utility>
@@ -44,7 +45,8 @@ void InitLibEvent() {
   if (evthread_use_pthreads() != 0) {
     ABSL_RAW_LOG(FATAL, "Server requires pthread support.");
   }
-
+  // Ignore SIGPIPE and allow errors to propagate through error codes.
+  signal(SIGPIPE, SIG_IGN);
   // TODO(wenboz): windows support needed?
 }
 

From edaf22897637d7bf0192b399041b7f236111d810 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 May 2019 00:02:27 -0700
Subject: [PATCH 3157/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04f66393-10b1-431d-ac61-9f5a3d4a0a92

PiperOrigin-RevId: 249197046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3bad64a0f9d..b8223fe4353 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d1f36bb3b595517379f69ce5acbb9afccc00c375ad1f99015356bc79af3f503",
-    git_commit = "48c906cfdcfa1ec13d29adaa268a5924893c501b",
+    sha256 = "2c6e1b3706d8d83ee13f3887e9018e3511d83e9e930307ce996d09a9a69a329d",
+    git_commit = "4c8328abbec92ace2f57cc2c51258948675b761e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 76ba463947b8596676ae80607e12377ef432ada0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 May 2019 06:02:14 -0700
Subject: [PATCH 3158/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5541a4f-747f-415e-ad4a-171e17fae674

PiperOrigin-RevId: 249235254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8223fe4353..83ced1ac1b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c6e1b3706d8d83ee13f3887e9018e3511d83e9e930307ce996d09a9a69a329d",
-    git_commit = "4c8328abbec92ace2f57cc2c51258948675b761e",
+    sha256 = "7c725b868c773b7925a403f4fe35d91284f250fd40894c41fceb63acde6ca2b6",
+    git_commit = "592a1f97e479d382140f6691fa9432115b4a2ea1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cd3a53365a057b845a9efd8712567c719b2ada6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 May 2019 12:02:09 -0700
Subject: [PATCH 3159/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25d6c594-a731-4a52-8f54-c7c29293d14b

PiperOrigin-RevId: 249297410
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83ced1ac1b1..6bd11ea8f12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c725b868c773b7925a403f4fe35d91284f250fd40894c41fceb63acde6ca2b6",
-    git_commit = "592a1f97e479d382140f6691fa9432115b4a2ea1",
+    sha256 = "9dbaa5d3bcd1ca8d4786f4c4c505bb1842d40f08f9cb87da1b7c9dec592f7283",
+    git_commit = "34d4ee6214cf623208ceda61afbf9d0aee6e41fa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e5cbbff7d5ee0bda1b6605762e3c128df47717a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 May 2019 18:02:06 -0700
Subject: [PATCH 3160/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8908c4e3-eeef-4cf6-a22a-26382a0161cd

PiperOrigin-RevId: 249363114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bd11ea8f12..632e7a7c6cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dbaa5d3bcd1ca8d4786f4c4c505bb1842d40f08f9cb87da1b7c9dec592f7283",
-    git_commit = "34d4ee6214cf623208ceda61afbf9d0aee6e41fa",
+    sha256 = "de4210be63505d3918e91f3349816a471b97104c69c63052ea80395b1854f6a8",
+    git_commit = "452c7ccd64f769a836a843df8e55fe04797c426a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 17dd5b04222415e78d46ef3b531f223b2e30faa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 May 2019 00:02:32 -0700
Subject: [PATCH 3161/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4769f212-9bc2-444a-9cc8-7ad3af8b794c

PiperOrigin-RevId: 249395389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 632e7a7c6cc..b5814c930d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de4210be63505d3918e91f3349816a471b97104c69c63052ea80395b1854f6a8",
-    git_commit = "452c7ccd64f769a836a843df8e55fe04797c426a",
+    sha256 = "07fb0145dec073cef34c88d355d9ab585581722b19c6cffb610417c61456f758",
+    git_commit = "731409f8d227214cbd2302881133893b9106c05e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5417bf1f6d40d8a8af906deef6b6f2e069ec29d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 May 2019 06:02:26 -0700
Subject: [PATCH 3162/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da5ec58b-b243-46f7-bda4-890a126ac521

PiperOrigin-RevId: 249433179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5814c930d3..7ef3ae91abc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07fb0145dec073cef34c88d355d9ab585581722b19c6cffb610417c61456f758",
-    git_commit = "731409f8d227214cbd2302881133893b9106c05e",
+    sha256 = "e6f135f2d2677512c9116f00e63e78a4b432c9cfdec53799efd78b44385d114c",
+    git_commit = "f2784b679d2890d24f747895c58ee695f0c639ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2f95220d25cd948519d73c756a1b2bcebd2faef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 May 2019 12:02:28 -0700
Subject: [PATCH 3163/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b32c73f0-7e80-4807-9fd7-c395732e42cb

PiperOrigin-RevId: 249492911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ef3ae91abc..1a23741fbf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6f135f2d2677512c9116f00e63e78a4b432c9cfdec53799efd78b44385d114c",
-    git_commit = "f2784b679d2890d24f747895c58ee695f0c639ff",
+    sha256 = "868e0cea35a43771bd9ab6037cbc9b134cbd48e7acc86c24e83347bcedd3a17c",
+    git_commit = "201816011b1e65292ddd87130bb13f0cb7a76e99",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 06efba78bbcd9eff08df1ef744c489f650a9c549 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 May 2019 16:30:23 -0700
Subject: [PATCH 3164/8103] internal change

PiperOrigin-RevId: 249545093
---
 tensorflow_serving/batching/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index c38502555c1..0c7bf8ac05e 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -22,7 +22,7 @@ cc_library(
     name = "streaming_batch_scheduler",
     srcs = ["streaming_batch_scheduler.cc"],
     hdrs = ["streaming_batch_scheduler.h"],
-    visibility = ["//visibility:public"],
+    visibility = ["//visibility:private"],
     deps = [
         ":batch_scheduler_retrier",
         "//tensorflow_serving/util:optional",

From f3fe3af7ddd717eba98d60cebd030ab99f016e3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 May 2019 18:02:10 -0700
Subject: [PATCH 3165/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/247cb02c-518a-4f9f-bbad-6a925517af0b

PiperOrigin-RevId: 249559387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a23741fbf7..c39d3a1911d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "868e0cea35a43771bd9ab6037cbc9b134cbd48e7acc86c24e83347bcedd3a17c",
-    git_commit = "201816011b1e65292ddd87130bb13f0cb7a76e99",
+    sha256 = "0f702ddf15c8f29456ec5dd92a0ca3f2f369009685939e8f01718b83dfc84f33",
+    git_commit = "87ae6fb8ee46524761e9d163e1863811a4afec2d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5329ff3a866313cdbd6702dc3702e0702f6cf59f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2019 00:02:57 -0700
Subject: [PATCH 3166/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61ef2d67-1463-4d30-b6bf-71a93f12325e

PiperOrigin-RevId: 249590674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c39d3a1911d..b287a4348eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f702ddf15c8f29456ec5dd92a0ca3f2f369009685939e8f01718b83dfc84f33",
-    git_commit = "87ae6fb8ee46524761e9d163e1863811a4afec2d",
+    sha256 = "84b9b5164e60f9f0410015b5f90f1a5f54bc401c78d98b8a045334ba3dce6eb9",
+    git_commit = "f2b2c26cea13424cca5e88853d91dcca3340acb8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 374c71137d2a97e4faddfefd907a67eac71c7c6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2019 06:02:14 -0700
Subject: [PATCH 3167/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a13b23c-c475-4f3c-a308-97bb5f2746b4

PiperOrigin-RevId: 249627692
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b287a4348eb..57730e43c45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84b9b5164e60f9f0410015b5f90f1a5f54bc401c78d98b8a045334ba3dce6eb9",
-    git_commit = "f2b2c26cea13424cca5e88853d91dcca3340acb8",
+    sha256 = "9a2d1615f10e184c9f58e55935ed0a86d72a3b8c9658e17800a03ee98370e4eb",
+    git_commit = "fef5167133a7698d10c8af147a92a27628c2e701",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac8ae549dd4883899ed8ab226171ffaa666ded42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2019 12:02:27 -0700
Subject: [PATCH 3168/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0e06d1d-8f3a-431b-99bc-9e01209edd00

PiperOrigin-RevId: 249688604
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57730e43c45..00f6dc32960 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a2d1615f10e184c9f58e55935ed0a86d72a3b8c9658e17800a03ee98370e4eb",
-    git_commit = "fef5167133a7698d10c8af147a92a27628c2e701",
+    sha256 = "b69193fb07cce7ca83eca86e076b63728ef0967c5e07d16253ead944b1b5eec3",
+    git_commit = "0115db54c5d1d531e0ea0fcaef8b6cd181a1979d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1fd3bd2d83619b77d25dd05cba6b1f16e3ccd0f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2019 18:02:10 -0700
Subject: [PATCH 3169/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9b33599-d520-4898-a7d4-204d79044b70

PiperOrigin-RevId: 249751967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00f6dc32960..834470d2f24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b69193fb07cce7ca83eca86e076b63728ef0967c5e07d16253ead944b1b5eec3",
-    git_commit = "0115db54c5d1d531e0ea0fcaef8b6cd181a1979d",
+    sha256 = "16ed90074ac517e43a721b4280784c83d95e4c3b885ea27914cd10c9abf59010",
+    git_commit = "759964f19bddc843722642c8c4b0fa6604fc128f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7a1949545fe40494c9726d1bec9fd30e35e67196 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 May 2019 00:02:10 -0700
Subject: [PATCH 3170/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/752c4fcf-21cd-40aa-9198-1bc5985e276a

PiperOrigin-RevId: 249784019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 834470d2f24..6f7a8a96118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16ed90074ac517e43a721b4280784c83d95e4c3b885ea27914cd10c9abf59010",
-    git_commit = "759964f19bddc843722642c8c4b0fa6604fc128f",
+    sha256 = "b6d380a98e5524ad99dc4cea62edd39a9f80c50dd5d3b3eddc8772e95ad6ad0b",
+    git_commit = "2b2ea4ca374acf91a58e74677d633c97336c6652",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ad617ab5e473cf5ca7e28e3ff393d776e56575c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 May 2019 06:03:41 -0700
Subject: [PATCH 3171/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/edbfa795-ced5-40a1-ae87-192a4a8cbacf

PiperOrigin-RevId: 249820306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f7a8a96118..cb61ca31488 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6d380a98e5524ad99dc4cea62edd39a9f80c50dd5d3b3eddc8772e95ad6ad0b",
-    git_commit = "2b2ea4ca374acf91a58e74677d633c97336c6652",
+    sha256 = "22b9884050f831c45813922f0be6791a9ce1967ee5b0381caafcea5bfdd5e764",
+    git_commit = "d21e3a618b28756a4b3fe3cc23447a10a3694055",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 24e6b69a57e5ae3d801a536cc1cac0b1986b9104 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 May 2019 12:02:26 -0700
Subject: [PATCH 3172/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee52b0b4-d993-4bfe-b1bb-f23035fe912b

PiperOrigin-RevId: 249874827
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb61ca31488..16733be4752 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22b9884050f831c45813922f0be6791a9ce1967ee5b0381caafcea5bfdd5e764",
-    git_commit = "d21e3a618b28756a4b3fe3cc23447a10a3694055",
+    sha256 = "a0f01bdb128a2826fd633d5efbc28402e317ed0024131e86b2aa6eece76591a7",
+    git_commit = "7eb6a3fefc3d23fd0925184e44259eafbea17df2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 585c1cfa4ee5baef35c3275ff8e361db333402fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 May 2019 18:02:07 -0700
Subject: [PATCH 3173/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e3fdb17-9e55-4015-ac35-ee29117fc115

PiperOrigin-RevId: 249929133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16733be4752..bfd51ad8130 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0f01bdb128a2826fd633d5efbc28402e317ed0024131e86b2aa6eece76591a7",
-    git_commit = "7eb6a3fefc3d23fd0925184e44259eafbea17df2",
+    sha256 = "838b13032535f7006a34943a188e5bdc09a7028c7a62a7dae5c4aa96250e7487",
+    git_commit = "4b86bb5fb007e03e9d90e21cc6bb12cd3b2e2e84",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d582e5e0bb150bb3af1d08b875aa459a53734541 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 May 2019 00:02:14 -0700
Subject: [PATCH 3174/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc06791a-0c91-404e-b6b0-dfb6b2d30314

PiperOrigin-RevId: 249951643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfd51ad8130..877bfc9804a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "838b13032535f7006a34943a188e5bdc09a7028c7a62a7dae5c4aa96250e7487",
-    git_commit = "4b86bb5fb007e03e9d90e21cc6bb12cd3b2e2e84",
+    sha256 = "0cc3ca58f6a9599df7c12ec137f96f61ddccaa44c6afcee787eba55feebc485b",
+    git_commit = "81129f2cfc55d85153219afb4d63fbffb0cca8d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 026a4cbfea45e0be79539fed85278e945ad0375a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 May 2019 06:02:18 -0700
Subject: [PATCH 3175/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/557b45a0-9980-4f51-8857-afb19a7978c6

PiperOrigin-RevId: 249971848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 877bfc9804a..0999762e5e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cc3ca58f6a9599df7c12ec137f96f61ddccaa44c6afcee787eba55feebc485b",
-    git_commit = "81129f2cfc55d85153219afb4d63fbffb0cca8d5",
+    sha256 = "98841e10656f18965dcbd7f6c9fcf5a9ab838c4efcd190c248e644d7666f76ee",
+    git_commit = "4b9fe8421820bcfa685ccd3934d7c40fe3235b58",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 602af609764b1b904418b5edef7bb86ca12b513c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 May 2019 12:02:21 -0700
Subject: [PATCH 3176/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91239a35-19d9-44bc-a42c-25e1f9ff600d

PiperOrigin-RevId: 249988943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0999762e5e5..958ac1d3034 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98841e10656f18965dcbd7f6c9fcf5a9ab838c4efcd190c248e644d7666f76ee",
-    git_commit = "4b9fe8421820bcfa685ccd3934d7c40fe3235b58",
+    sha256 = "7d099d2fe604f61defa5f8f58f08bbc04cee3bbad104f89e69242894c37cb040",
+    git_commit = "a5c2e20205089a1ef0edd497de1c4fb7f3c5ec4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73f98e009a39cdafa2b3b4a9820eed066c785e01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 May 2019 06:02:03 -0700
Subject: [PATCH 3177/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8df47c4c-154f-4cdf-ac1f-106f1ebf0a9d

PiperOrigin-RevId: 250041719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 958ac1d3034..edee49b8120 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d099d2fe604f61defa5f8f58f08bbc04cee3bbad104f89e69242894c37cb040",
-    git_commit = "a5c2e20205089a1ef0edd497de1c4fb7f3c5ec4a",
+    sha256 = "e94b708b863ff1c67de79f59858b332eceb637d57fc0ee39d95ff97d95bf2909",
+    git_commit = "010599cb5005ec14c1021adec3079d1504c986a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 92f38a37c5238666cd99f417958ecca2e213779f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 May 2019 18:02:10 -0700
Subject: [PATCH 3178/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82a8ab43-df69-4d10-8ead-d684c0cba34b

PiperOrigin-RevId: 250078415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edee49b8120..210f7e75325 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e94b708b863ff1c67de79f59858b332eceb637d57fc0ee39d95ff97d95bf2909",
-    git_commit = "010599cb5005ec14c1021adec3079d1504c986a0",
+    sha256 = "ff178a0ba95e9fecdc2a8161633e0b184e84b97f009345094dfb3953b59423c5",
+    git_commit = "85523ade7724ae0c7cd6aa55a1acc98f1603d278",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7fc2253157db1dff340d7b418a6cf5204db2ce09 Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Mon, 27 May 2019 10:32:41 +0900
Subject: [PATCH 3179/8103] Fix docs

---
 tensorflow_serving/g3doc/serving_config.md | 31 +++++++++-------------
 1 file changed, 13 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index b5218628bd7..35f505a0842 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -141,34 +141,29 @@ the model config on the fly, to assign a label to it
 [HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
 RPC endpoint).
 
-# How to Configure for Monitoring
+## How to Configure for Monitoring
 
-Creating a monitoring config file containing a
+Create a monitoring config file containing a
 [MonitoringConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L17)
-and set its path to --monitoring_config_file. It currently provides a monitoring
-exporter for [Prometheus](https://prometheus.io/), and whose configs are
-described
+and set --monitoring_config_file flag to the path of this file. It currently
+provides a monitoring exporter for [Prometheus](https://prometheus.io/), and
+whose config is described in
 [PrometheusConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L7)
 protocol buffer. Here's an example:
 
 ```proto
 prometheus_config {
   enable: true
-  path: '/metrics'
 }
 ```
 
-And also you must define also --rest_api_port for HTTP requests.
-Prometheus Server pulls metrics from the serving which has specified endpoint.
+The default monitoring endpoint is /monitoring/prometheus/metrics.
+You add 'path' field into prometheus_config in case of changing the default
+path.
 
-Tensorflow defines the basic metrics like
-[load_attempt_count](https://github.com/tensorflow/tensorflow/blob/v1.13.1/tensorflow/cc/saved_model/loader.cc#L37-L40)
-and
-[load_latency](https://github.com/tensorflow/tensorflow/blob/v1.13.1/tensorflow/cc/saved_model/loader.cc#L41-L44)
-which are arising on loading SavedModel.
-Furthermore, Tensorflow Serving also has its own metrics:
+To read metrics from above monitoring URL, you need to set --rest_api_port to
+enable HTTP requests. Prometheus Server pulls metrics from the serving which
+has specified endpoint.
 
-- [model_warmup_latency](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc#L36-L43)
-- [request_log_count](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/core/request_logger.cc#L30-L35)
-- [request_example_counts](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/util.cc#L36-L41)
-- [request_example_count_total](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/servables/tensorflow/util.cc#L43-L45)
+Tensorflow Serving collects all metrics that are available on Tensorflow and the
+serving itself.

From 08cb506672d4c2ef289f79eee545df26d6577b45 Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Mon, 27 May 2019 10:41:32 +0900
Subject: [PATCH 3180/8103] Use master as references

---
 tensorflow_serving/g3doc/serving_config.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 35f505a0842..dc17b5ec145 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -144,11 +144,11 @@ RPC endpoint).
 ## How to Configure for Monitoring
 
 Create a monitoring config file containing a
-[MonitoringConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L17)
+[MonitoringConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/monitoring_config.proto#L17)
 and set --monitoring_config_file flag to the path of this file. It currently
 provides a monitoring exporter for [Prometheus](https://prometheus.io/), and
 whose config is described in
-[PrometheusConfig](https://github.com/tensorflow/serving/blob/1.13.0/tensorflow_serving/config/monitoring_config.proto#L7)
+[PrometheusConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/monitoring_config.proto#L7)
 protocol buffer. Here's an example:
 
 ```proto

From a5fe14a8f7beacc422e11a353f2ce6680d216ac3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 May 2019 00:02:26 -0700
Subject: [PATCH 3181/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d2f08a4-3cf4-4732-a84a-33679c9e4dbc

PiperOrigin-RevId: 250103959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 210f7e75325..0f114e9557f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff178a0ba95e9fecdc2a8161633e0b184e84b97f009345094dfb3953b59423c5",
-    git_commit = "85523ade7724ae0c7cd6aa55a1acc98f1603d278",
+    sha256 = "d98c18b1379128ab2b647f1fe000e5bbe82fe985dbded38ef5969bd055b73e05",
+    git_commit = "11281547d9192543b9000832bb79664970280834",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 33178030e9ea8c7bb07aa99f0e3ea4910a6571fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 May 2019 06:03:58 -0700
Subject: [PATCH 3182/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b922f37c-b6ee-47d9-a651-08187632fcb4

PiperOrigin-RevId: 250143603
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f114e9557f..69fc9a5558a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d98c18b1379128ab2b647f1fe000e5bbe82fe985dbded38ef5969bd055b73e05",
-    git_commit = "11281547d9192543b9000832bb79664970280834",
+    sha256 = "9abd8334893885780753223f49b33c7956d24f8d71978da153ae980a951bcd2b",
+    git_commit = "7cf2e5bc8923ca8f0b5040c9d4198e601c2c0215",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e863d38908dfe8f6a207f12e44bb4785f8e91584 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 May 2019 12:02:17 -0700
Subject: [PATCH 3183/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b17705c7-1d5c-4584-843a-f9b7fc6d072d

PiperOrigin-RevId: 250173298
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69fc9a5558a..d8d3932fb17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9abd8334893885780753223f49b33c7956d24f8d71978da153ae980a951bcd2b",
-    git_commit = "7cf2e5bc8923ca8f0b5040c9d4198e601c2c0215",
+    sha256 = "7b5dc846c405d73a12495763ee97ab46010fe128d53f5cc099cc48aed1d487f3",
+    git_commit = "a26d43a5f8e06f5236d4117bbda702fac26ae93a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 94e780809fcfc883c165789f6c2cbf10e5154673 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 May 2019 00:02:17 -0700
Subject: [PATCH 3184/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8d43c04-f78f-4e44-8624-f0ac83008596

PiperOrigin-RevId: 250223517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8d3932fb17..3af43224f11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b5dc846c405d73a12495763ee97ab46010fe128d53f5cc099cc48aed1d487f3",
-    git_commit = "a26d43a5f8e06f5236d4117bbda702fac26ae93a",
+    sha256 = "aaa99fd14d5341b6fb29b277cbc56669c60e347ba94a5698022f70fcece5145c",
+    git_commit = "a9a1a64d2556804d919cc85e66f92470743bbd73",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e6957958ab5e0e5bffe174807eb988c3b4440a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 May 2019 06:02:15 -0700
Subject: [PATCH 3185/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/28ee6d35-770c-4d56-9c58-b0f00977e3e7

PiperOrigin-RevId: 250263480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3af43224f11..ced73e13c5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aaa99fd14d5341b6fb29b277cbc56669c60e347ba94a5698022f70fcece5145c",
-    git_commit = "a9a1a64d2556804d919cc85e66f92470743bbd73",
+    sha256 = "f710d047035fc42c35af1a15c99828694d2c15b598ced9a466dd5cf0e2a760b4",
+    git_commit = "3331d9347f6fab8d0f748d79accc56eb27f4b387",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4de10540d948e6dadaf746e3573afb506b6f7090 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 May 2019 12:02:07 -0700
Subject: [PATCH 3186/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/614b43d2-9827-42ef-bc5e-ff4dd7170959

PiperOrigin-RevId: 250332555
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ced73e13c5e..be26ca3396d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f710d047035fc42c35af1a15c99828694d2c15b598ced9a466dd5cf0e2a760b4",
-    git_commit = "3331d9347f6fab8d0f748d79accc56eb27f4b387",
+    sha256 = "b3cad5dc0453b5a87015152dfbd136d956f975e30e05514cce701f4b3b87d897",
+    git_commit = "c47ec542111140fffd8420023bab95ae21321a12",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a27f8f6dd61f3aede092e3d0d81da6cf71c4a605 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 May 2019 18:03:11 -0700
Subject: [PATCH 3187/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/332f3e01-658d-41e9-adc1-e32cd51a0841

PiperOrigin-RevId: 250399819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be26ca3396d..3560ae04d48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3cad5dc0453b5a87015152dfbd136d956f975e30e05514cce701f4b3b87d897",
-    git_commit = "c47ec542111140fffd8420023bab95ae21321a12",
+    sha256 = "afa96a342c8fc7ae7e4221d3b0c6455b6d78053837a149099bd9e060a6059371",
+    git_commit = "b211c7a053d35e1d957ec00698bfbdc5e4e14e26",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 53e45d511d443191ba56ed3a00d8e7ee511b4d52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 May 2019 00:02:14 -0700
Subject: [PATCH 3188/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ded33c46-625d-46e9-917f-da285e3711fc

PiperOrigin-RevId: 250434508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3560ae04d48..5cf9de5c980 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afa96a342c8fc7ae7e4221d3b0c6455b6d78053837a149099bd9e060a6059371",
-    git_commit = "b211c7a053d35e1d957ec00698bfbdc5e4e14e26",
+    sha256 = "f2cba31b4e63e2b4d197e0d8dc6c5ad709e5fafd91b46f3942c54d15add09e0b",
+    git_commit = "2e758833c3642cde938a87a4dff93b27606fe8bf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9cc986beb742c485a62637fd20e841288774585d Mon Sep 17 00:00:00 2001
From: ynqa <un.pensiero.vano@gmail.com>
Date: Wed, 29 May 2019 18:59:29 +0900
Subject: [PATCH 3189/8103] Fix docs

---
 tensorflow_serving/g3doc/serving_config.md | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index dc17b5ec145..3e5f13b841a 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -157,13 +157,12 @@ prometheus_config {
 }
 ```
 
-The default monitoring endpoint is /monitoring/prometheus/metrics.
-You add 'path' field into prometheus_config in case of changing the default
-path.
+The default monitoring endpoint is `/monitoring/prometheus/metrics`.
+You can set `path` field in prometheus_config to change the default path.
 
-To read metrics from above monitoring URL, you need to set --rest_api_port to
-enable HTTP requests. Prometheus Server pulls metrics from the serving which
-has specified endpoint.
+To read metrics from above monitoring URL, you need to set `--rest_api_port`
+flag to enable HTTP requests. Configure your Prometheus Server to pulls metrics
+from Model Server configured by `--rest_api_port` and `path`.
 
 Tensorflow Serving collects all metrics that are available on Tensorflow and the
 serving itself.

From 5a3c268d3fe508466b8ccc7c7785032a1f1b5c1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 May 2019 06:02:47 -0700
Subject: [PATCH 3190/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76eed383-7919-46dc-814a-a6bf5d36a149

PiperOrigin-RevId: 250475526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cf9de5c980..a7ddc3c1e2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2cba31b4e63e2b4d197e0d8dc6c5ad709e5fafd91b46f3942c54d15add09e0b",
-    git_commit = "2e758833c3642cde938a87a4dff93b27606fe8bf",
+    sha256 = "2d734bbf78ec7683c9821830cebd894dda751d03c958535b245890447eecc071",
+    git_commit = "eabf465df283af3afde3efef41df88a12f9b53da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4aa0cfc24098000163fdfe270c4eb205e98790b1 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 29 May 2019 10:37:21 -0700
Subject: [PATCH 3191/8103] Remove hyphen from version numbers to conform with
 PIP.

PiperOrigin-RevId: 250520004
---
 tensorflow_serving/tools/pip_package/setup.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 158e822e228..2ddd3c0fc2e 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -34,6 +34,7 @@
 _VERSION = '0.0.0'
 # Have this by default be open; releasing a new version will lock to TF version
 _TF_VERSION = '>=1.2.0,<2'
+_TF_VERSION_SANITIZED = _TF_VERSION.replace('-', '')
 
 project_name = 'tensorflow-serving-api'
 # Set when building the pip package
@@ -43,12 +44,12 @@
   sys.argv.remove('--project_name')
   sys.argv.pop(project_name_idx)
 
-_TF_REQ = ['tensorflow'+_TF_VERSION]
+_TF_REQ = ['tensorflow'+_TF_VERSION_SANITIZED]
 
 # GPU build (note: the only difference is we depend on tensorflow-gpu so
 # pip doesn't overwrite it with the CPU build)
 if 'tensorflow-serving-api-gpu' in project_name:
-  _TF_REQ = ['tensorflow-gpu'+_TF_VERSION]
+  _TF_REQ = ['tensorflow-gpu'+_TF_VERSION_SANITIZED]
 
 
 REQUIRED_PACKAGES = [

From d018ef2049fd02772b9dc3a0b2f86f8540056323 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 May 2019 12:02:25 -0700
Subject: [PATCH 3192/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe8f88bd-42f7-49b9-9766-363386989691

PiperOrigin-RevId: 250538798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7ddc3c1e2c..d2ceaa5bb18 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d734bbf78ec7683c9821830cebd894dda751d03c958535b245890447eecc071",
-    git_commit = "eabf465df283af3afde3efef41df88a12f9b53da",
+    sha256 = "98775d09073425603bfd52d248250deb62b4b1a63da0afe9d921729f9deb70e6",
+    git_commit = "acf4e786f7ee01e1ccae4bafbe783238c5a35aef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8cbe4e94de30c5be76a1d2a1208ab536a27c222 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 May 2019 18:04:58 -0700
Subject: [PATCH 3193/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3bf00941-9d72-4fa6-bf02-59f1b544f07d

PiperOrigin-RevId: 250605436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2ceaa5bb18..ab683dfbb51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98775d09073425603bfd52d248250deb62b4b1a63da0afe9d921729f9deb70e6",
-    git_commit = "acf4e786f7ee01e1ccae4bafbe783238c5a35aef",
+    sha256 = "423f2aea2ade55ca24982272d7ce2381b1e364748d21da5e4c942d9ed66c7731",
+    git_commit = "fc8de3b0bccbd75debdcaae4c0e8650f4cd72fed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a750acf63bbd99313a939f805e217a78e6868c84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 May 2019 00:02:23 -0700
Subject: [PATCH 3194/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70061405-ef0a-4ebe-8e63-16052e99a03e

PiperOrigin-RevId: 250638011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab683dfbb51..94fc6179ba1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "423f2aea2ade55ca24982272d7ce2381b1e364748d21da5e4c942d9ed66c7731",
-    git_commit = "fc8de3b0bccbd75debdcaae4c0e8650f4cd72fed",
+    sha256 = "6cb0d05282c476517a65fe82dd462a1b24981c058327c604df59a480f9a08249",
+    git_commit = "e4bfb451ae06592fe9bac2a6e5d572a963b31e29",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8fac78652d21748c92eecd323dd069776deb45ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 May 2019 06:02:21 -0700
Subject: [PATCH 3195/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9424c2fe-518d-41a5-8bb0-a2f3563ab6f9

PiperOrigin-RevId: 250674598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94fc6179ba1..aa538091e84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6cb0d05282c476517a65fe82dd462a1b24981c058327c604df59a480f9a08249",
-    git_commit = "e4bfb451ae06592fe9bac2a6e5d572a963b31e29",
+    sha256 = "47e755639cc30f30f3d1ee23b7dc07b625b8b5aef273bedc19fc6b5a4a6d8f85",
+    git_commit = "babc6fd53108b9cde2ec4674252b16957a6e8ff4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e35ffff3999be3f971fa1503c158f33d721228c8 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Thu, 30 May 2019 11:17:38 -0700
Subject: [PATCH 3196/8103] Fix ImportError: No module named builtins

---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 1 +
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 1 +
 tensorflow_serving/tools/pip_package/setup.py        | 1 +
 3 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 49d0cf96992..8e5816d436b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -51,6 +51,7 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     rm get-pip.py
 
 RUN pip --no-cache-dir install \
+    future>=0.17.1 \
     grpcio \
     h5py \
     keras_applications \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 932ef2b9d11..cc56fc2708e 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -51,6 +51,7 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     rm get-pip.py
 
 RUN pip --no-cache-dir install \
+    future>=0.17.1 \
     grpcio \
     h5py \
     keras_applications \
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 2ddd3c0fc2e..6a0fca55147 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -53,6 +53,7 @@
 
 
 REQUIRED_PACKAGES = [
+    'future>=0.17.1',
     'grpcio>=1.0<2',
     'protobuf>=3.6.0',
 ] + _TF_REQ

From c73a268cf063b75732f9558cfc932c7b7e63f343 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 May 2019 12:02:12 -0700
Subject: [PATCH 3197/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c1e9d52-1860-46f5-b993-74df1dba59b2

PiperOrigin-RevId: 250733841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa538091e84..7e5214f5f35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47e755639cc30f30f3d1ee23b7dc07b625b8b5aef273bedc19fc6b5a4a6d8f85",
-    git_commit = "babc6fd53108b9cde2ec4674252b16957a6e8ff4",
+    sha256 = "86a1262752ad1014c232c6931407f91088c25d5fcdfec437bcf9bb9eb6be620e",
+    git_commit = "b736afec3b00849d7eafea7bf6b3c9d7d850ada2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e3956cac1eec2213538d8d6c367398e2f883e70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 May 2019 12:27:44 -0700
Subject: [PATCH 3198/8103] Cleanup visibility specs.

PiperOrigin-RevId: 250738485
---
 tensorflow_serving/model_servers/BUILD | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9cd7698de1e..c5bad66d919 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -199,9 +199,6 @@ cc_library(
     name = "model_service_impl",
     srcs = ["model_service_impl.cc"],
     hdrs = ["model_service_impl.h"],
-    visibility = [
-        "//visibility:public",
-    ],
     deps = [
         ":get_model_status_impl",
         ":grpc_status_util",
@@ -217,9 +214,6 @@ cc_library(
     name = "prediction_service_impl",
     srcs = ["prediction_service_impl.cc"],
     hdrs = ["prediction_service_impl.h"],
-    visibility = [
-        "//visibility:public",
-    ],
     deps = [
         ":grpc_status_util",
         ":server_core",
@@ -244,9 +238,6 @@ cc_library(
     name = "grpc_status_util",
     srcs = ["grpc_status_util.cc"],
     hdrs = ["grpc_status_util.h"],
-    visibility = [
-        "//visibility:public",
-    ],
     deps = [
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
@@ -257,7 +248,6 @@ cc_library(
     name = "http_server",
     srcs = ["http_server.cc"],
     hdrs = ["http_server.h"],
-    visibility = ["//tensorflow_serving:internal"],
     deps = [
         ":http_rest_api_handler",
         ":server_core",

From d6bc261d869cad2aa87b733fc8a59326b910a69a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 May 2019 18:01:58 -0700
Subject: [PATCH 3199/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b333dbd-2192-4b8d-af44-a244825edef3

PiperOrigin-RevId: 250800802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e5214f5f35..4a1a9e5b82d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86a1262752ad1014c232c6931407f91088c25d5fcdfec437bcf9bb9eb6be620e",
-    git_commit = "b736afec3b00849d7eafea7bf6b3c9d7d850ada2",
+    sha256 = "4acd8a59019c3297eb962ecc44801e22e4d06862ee0b07b6fab487378857ab5d",
+    git_commit = "dbb0de2739e0921a885b4d167f83e12da80c5836",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 13a2688dd43a86dbbac75cb6fca18e0470911a9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 May 2019 00:02:29 -0700
Subject: [PATCH 3200/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ded41fe-6ff1-48d8-b68a-a3c57ab5012a

PiperOrigin-RevId: 250835204
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a1a9e5b82d..8110efc8f6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4acd8a59019c3297eb962ecc44801e22e4d06862ee0b07b6fab487378857ab5d",
-    git_commit = "dbb0de2739e0921a885b4d167f83e12da80c5836",
+    sha256 = "3a4ce3c7610ad5afe4817b74ff87430aeb29efbd873934028635bba429690f4d",
+    git_commit = "4fa4929f8de1e2328dcad551558200b3fbe3637b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 722bb25793af97219a1bdc9066cef9cffcea5eee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 May 2019 06:02:31 -0700
Subject: [PATCH 3201/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1c2e939-83ae-43ff-a870-127ae079a77c

PiperOrigin-RevId: 250872344
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8110efc8f6e..13e4a9c9723 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a4ce3c7610ad5afe4817b74ff87430aeb29efbd873934028635bba429690f4d",
-    git_commit = "4fa4929f8de1e2328dcad551558200b3fbe3637b",
+    sha256 = "fdf42b7eda4d4a890ecc1cf9c881cf9443b44701c4e2c6a8a883b13425f497de",
+    git_commit = "94feeb1c0ade3c673a758c0794e19c82b6e868b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 741d1f5a1ab25068da501f0abf0a7b6ac8ef773f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 May 2019 12:08:44 -0700
Subject: [PATCH 3202/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb8148fa-21f4-4d0e-8111-4d6f9ac56d3c

PiperOrigin-RevId: 250931324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13e4a9c9723..411dd55adbd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdf42b7eda4d4a890ecc1cf9c881cf9443b44701c4e2c6a8a883b13425f497de",
-    git_commit = "94feeb1c0ade3c673a758c0794e19c82b6e868b6",
+    sha256 = "9cc55e69f321dda38bdd4b0c7b93ed1646b38fb4a16fb39bd6855a96a10e88fd",
+    git_commit = "0220960e02f5bf5c004afb6eb9acce263e8b3ab3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 87cc3f94c47b2f24e8cc763bb9983227f2f21d71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 May 2019 18:03:08 -0700
Subject: [PATCH 3203/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c5bb7ee-1623-4088-8e9e-f0a98e3847ed

PiperOrigin-RevId: 250990794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 411dd55adbd..c5b11fc1126 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cc55e69f321dda38bdd4b0c7b93ed1646b38fb4a16fb39bd6855a96a10e88fd",
-    git_commit = "0220960e02f5bf5c004afb6eb9acce263e8b3ab3",
+    sha256 = "058366f5d0ffcb60803ad868e3dad0c28c735cd786744a4f319dcb93023e3474",
+    git_commit = "d99c5f634b02ff970bc2f9970db914376444413c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d673bbfd3c3a9f59bfa230b4e4235e6fc38d755 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jun 2019 00:02:42 -0700
Subject: [PATCH 3204/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4299a14f-b321-4d24-aa2d-a67de1fd4f49

PiperOrigin-RevId: 251016651
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5b11fc1126..b7ecbab183f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "058366f5d0ffcb60803ad868e3dad0c28c735cd786744a4f319dcb93023e3474",
-    git_commit = "d99c5f634b02ff970bc2f9970db914376444413c",
+    sha256 = "d96f9861d1a0c58c8acbad4306d17b844ed6899bc710e474c06036ec9af5da48",
+    git_commit = "68c9eacc8d8e3ed15cbb8d8fbf1c601f9ce0cdf8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9a119c0ff8d557841290803d96dd3b863d9f675a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jun 2019 06:02:24 -0700
Subject: [PATCH 3205/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9962cde0-3d10-4fd1-9d8a-6495eda8a598

PiperOrigin-RevId: 251039176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7ecbab183f..f8e426f972f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d96f9861d1a0c58c8acbad4306d17b844ed6899bc710e474c06036ec9af5da48",
-    git_commit = "68c9eacc8d8e3ed15cbb8d8fbf1c601f9ce0cdf8",
+    sha256 = "5a20bc6cf87f639fa645bbef29799e9fd8ce0d5379b540d1868e7546e814c77e",
+    git_commit = "9628bc838b9f8f4a5abc2f9f76808f2c212c3182",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d54b9c6cac8830a57e442fd2d530a86e6c0af5df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jun 2019 12:01:55 -0700
Subject: [PATCH 3206/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e4ce0464-9e39-4f8e-a3fa-acbb0ecbac62

PiperOrigin-RevId: 251059109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8e426f972f..f9338b0054f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a20bc6cf87f639fa645bbef29799e9fd8ce0d5379b540d1868e7546e814c77e",
-    git_commit = "9628bc838b9f8f4a5abc2f9f76808f2c212c3182",
+    sha256 = "16df2310e1e3e86d5a562296ede4df92656e129c9d4c7b5831e85b0d5941fc89",
+    git_commit = "efdc88cf13827a22fbb7f4d58a14a3cfe57fd21c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 64a80dd955a384de776b6256f3abcaa28cf88e79 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Sat, 1 Jun 2019 12:42:59 -0700
Subject: [PATCH 3207/8103] Remove 'future' from setup.py

---
 tensorflow_serving/tools/pip_package/setup.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 6a0fca55147..2ddd3c0fc2e 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -53,7 +53,6 @@
 
 
 REQUIRED_PACKAGES = [
-    'future>=0.17.1',
     'grpcio>=1.0<2',
     'protobuf>=3.6.0',
 ] + _TF_REQ

From 83b1a2a62f5113d395d1a62a680c96ac97e9c939 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jun 2019 18:02:04 -0700
Subject: [PATCH 3208/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/baf27d72-0e14-4673-bc92-efbdf3ecd55c

PiperOrigin-RevId: 251078287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9338b0054f..0772a4ac8c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16df2310e1e3e86d5a562296ede4df92656e129c9d4c7b5831e85b0d5941fc89",
-    git_commit = "efdc88cf13827a22fbb7f4d58a14a3cfe57fd21c",
+    sha256 = "27205d744ba9d346b275b698bba5b581bc6b176da3b799f67342994a26fc1cf7",
+    git_commit = "98a0c57c44d9c4f1a1ad2f7003c83dbe2802f7ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01fede2eaa8bf6da4121ece63a8a46f3f25075c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jun 2019 00:02:02 -0700
Subject: [PATCH 3209/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4aa5cc87-d124-4e18-8348-5d68a479d26d

PiperOrigin-RevId: 251097571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0772a4ac8c9..8c0ab3e6a50 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27205d744ba9d346b275b698bba5b581bc6b176da3b799f67342994a26fc1cf7",
-    git_commit = "98a0c57c44d9c4f1a1ad2f7003c83dbe2802f7ce",
+    sha256 = "76a48d5d816537c69f551bf48dd29f9eaf5358f5e6ae1b78245aa52490b08d24",
+    git_commit = "230e4ef82417e1d5fd41163f93e0ae9b9ab45ae0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 74c2d05f7c93bc289ce56c9ff94168f1678e054d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jun 2019 06:01:59 -0700
Subject: [PATCH 3210/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/426d9b26-96a0-4ec0-8141-ab1cc0c9259d

PiperOrigin-RevId: 251119498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c0ab3e6a50..5d4e64b182e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76a48d5d816537c69f551bf48dd29f9eaf5358f5e6ae1b78245aa52490b08d24",
-    git_commit = "230e4ef82417e1d5fd41163f93e0ae9b9ab45ae0",
+    sha256 = "b4603f1c1d1999cc46fcfb79692190fac7bde125e8dc1c42219e12a68d4fbf7a",
+    git_commit = "8f93f5c61cbcba20f90c867c83698285d900dc1a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc36c21df5117364a3390a8bfe1fd3bf7dc92cb7 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Sun, 2 Jun 2019 23:05:20 -0700
Subject: [PATCH 3211/8103] Install future>=0.17.1 during Dockerfile.devel-gpu
 build

---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 066350be879..720efdc7fbb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -82,6 +82,7 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     rm get-pip.py
 
 RUN pip --no-cache-dir install \
+    future>=0.17.1 \
     grpcio \
     h5py \
     keras_applications \

From c191acd25a8835b69e37a2bd1f0b4efc8e1f36b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jun 2019 00:02:08 -0700
Subject: [PATCH 3212/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f91c6b87-5830-4864-8282-aef9da77e170

PiperOrigin-RevId: 251173412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d4e64b182e..d28c1334de6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4603f1c1d1999cc46fcfb79692190fac7bde125e8dc1c42219e12a68d4fbf7a",
-    git_commit = "8f93f5c61cbcba20f90c867c83698285d900dc1a",
+    sha256 = "711f3fb3084e26547711743b633809fea045eb4812c9e830c3632e03c108bf9e",
+    git_commit = "41f9603a5f28a60b657b80ef3bd7ce96d66bb8ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce0c82c11e6c738f81f3f5fe8df8c76a4c04e16a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jun 2019 06:02:17 -0700
Subject: [PATCH 3213/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2eb614e7-eaf8-448a-9330-a48b10a97adf

PiperOrigin-RevId: 251215427
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28c1334de6..64067bf57b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "711f3fb3084e26547711743b633809fea045eb4812c9e830c3632e03c108bf9e",
-    git_commit = "41f9603a5f28a60b657b80ef3bd7ce96d66bb8ae",
+    sha256 = "83b28b1db3de7c4a1dbd97cf2d4351b6ee44503b4998d6f56060e149950f2b09",
+    git_commit = "8924e67e034909bea0343631b9f9024c5a6da5c4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 254f9bb460748c03c6b00c4b82ac769a929129b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jun 2019 12:02:19 -0700
Subject: [PATCH 3214/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd4205e4-dd5b-4e7b-ac55-e89b1b6882d6

PiperOrigin-RevId: 251280324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64067bf57b8..2bdf89c7f35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83b28b1db3de7c4a1dbd97cf2d4351b6ee44503b4998d6f56060e149950f2b09",
-    git_commit = "8924e67e034909bea0343631b9f9024c5a6da5c4",
+    sha256 = "0ec382f18d7300a2c443aa115dc5f06b8872af9fe150fb56df90553f90925d26",
+    git_commit = "5085774f0f4821399f7b245c8044ba6e206116f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39bbeb70dec8054d8ad81a7aa0423ec7e1a07c2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jun 2019 16:06:50 -0700
Subject: [PATCH 3215/8103] Replace calls to deprecated googletest APIs
 SetUpTestCase/TearDownTestCase with SetUpTestSuite/TearDownTestSuite.

PiperOrigin-RevId: 251328751
---
 .../model_servers/get_model_status_impl_test.cc             | 6 ++++--
 .../model_servers/http_rest_api_handler_test.cc             | 4 ++--
 .../servables/tensorflow/classification_service_test.cc     | 4 ++--
 .../servables/tensorflow/get_model_metadata_impl_test.cc    | 4 ++--
 .../servables/tensorflow/multi_inference_helper_test.cc     | 6 ++++--
 .../servables/tensorflow/multi_inference_test.cc            | 6 ++++--
 .../servables/tensorflow/predict_impl_test.cc               | 4 ++--
 .../servables/tensorflow/predict_util_test.cc               | 4 ++--
 .../servables/tensorflow/regression_service_test.cc         | 4 ++--
 9 files changed, 24 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 9f8a22ce3ca..47aeb09fd0c 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -46,9 +46,11 @@ constexpr int kNonexistentModelVersion = 125;
 
 class GetModelStatusImplTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() { TF_ASSERT_OK(CreateServerCore(&server_core_)); }
+  static void SetUpTestSuite() {
+    TF_ASSERT_OK(CreateServerCore(&server_core_));
+  }
 
-  static void TearDownTestCase() { server_core_.reset(); }
+  static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
   static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index af729a7bef7..41828d496b1 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -59,7 +59,7 @@ using HeaderList = std::vector<std::pair<string, string>>;
 
 class HttpRestApiHandlerTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     TF_ASSERT_OK(CreateServerCore(&server_core_));
 
     const int total = 1;  // Number of models expected to be loaded.
@@ -73,7 +73,7 @@ class HttpRestApiHandlerTest : public ::testing::Test {
     }
   }
 
-  static void TearDownTestCase() { server_core_.reset(); }
+  static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
   HttpRestApiHandlerTest() : handler_(RunOptions(), GetServerCore()) {}
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 86c012d7500..00bf58d61b8 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -42,7 +42,7 @@ constexpr int kTestModelVersion = 123;
 // pointing to the half_plus_two SavedModel.
 class ClassificationServiceTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -64,7 +64,7 @@ class ClassificationServiceTest : public ::testing::Test {
     TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
   }
 
-  static void TearDownTestCase() { server_core_ = nullptr; }
+  static void TearDownTestSuite() { server_core_ = nullptr; }
 
  protected:
   static std::unique_ptr<ServerCore> server_core_;
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 081f5de0a3a..d0501fe2aee 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -53,7 +53,7 @@ constexpr int kTestModelVersion = 123;
 
 class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     const string session_bundle_path = test_util::TestSrcDirPath(
         "/servables/tensorflow/testdata/half_plus_two");
     TF_ASSERT_OK(CreateServerCore(session_bundle_path, false, &server_core_));
@@ -64,7 +64,7 @@ class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
         CreateServerCore(saved_model_path, true, &saved_model_server_core_));
   }
 
-  static void TearDownTestCase() {
+  static void TearDownTestSuite() {
     server_core_.reset();
     saved_model_server_core_.reset();
   }
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index b2a3e15f2ee..11ce1031aed 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -41,9 +41,11 @@ constexpr int kTestModelVersion = 123;
 
 class MultiInferenceTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() { TF_ASSERT_OK(CreateServerCore(&server_core_)); }
+  static void SetUpTestSuite() {
+    TF_ASSERT_OK(CreateServerCore(&server_core_));
+  }
 
-  static void TearDownTestCase() { server_core_.reset(); }
+  static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
   static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index d4070f8e848..c7e77063cba 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -41,9 +41,11 @@ constexpr int kTestModelVersion = 123;
 
 class MultiInferenceTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() { TF_ASSERT_OK(CreateServerCore(&server_core_)); }
+  static void SetUpTestSuite() {
+    TF_ASSERT_OK(CreateServerCore(&server_core_));
+  }
 
-  static void TearDownTestCase() { server_core_.reset(); }
+  static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
   static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 0c83d3cea33..cb66f82e8d6 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -42,7 +42,7 @@ const char kOutputTensorKey[] = "y";
 // Parameter is 'bool use_saved_model'.
 class PredictImplTest : public ::testing::TestWithParam<bool> {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     TF_ASSERT_OK(
         CreateServerCore(test_util::TestSrcDirPath(
                              "/servables/tensorflow/testdata/half_plus_two"),
@@ -63,7 +63,7 @@ class PredictImplTest : public ::testing::TestWithParam<bool> {
         true, &saved_model_server_core_counter_model_));
   }
 
-  static void TearDownTestCase() {
+  static void TearDownTestSuite() {
     server_core_.reset();
     server_core_bad_model_.reset();
     saved_model_server_core_.reset();
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index 47a6809391e..0e017d782c8 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -44,7 +44,7 @@ const char kOutputTensorKey[] = "y";
 // Parameter is 'bool use_saved_model'.
 class PredictImplTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     const string bad_half_plus_two_path = test_util::TestSrcDirPath(
         "/servables/tensorflow/testdata/bad_half_plus_two");
 
@@ -59,7 +59,7 @@ class PredictImplTest : public ::testing::Test {
         true, &saved_model_server_core_counter_model_));
   }
 
-  static void TearDownTestCase() {
+  static void TearDownTestSuite() {
     saved_model_server_core_.reset();
     saved_model_server_core_bad_model_.reset();
     saved_model_server_core_counter_model_.reset();
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index 37b6ec4a643..a34d651f42e 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -42,7 +42,7 @@ constexpr int kTestModelVersion = 123;
 // pointing to the half_plus_two SavedModel.
 class RegressionServiceTest : public ::testing::Test {
  public:
-  static void SetUpTestCase() {
+  static void SetUpTestSuite() {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -64,7 +64,7 @@ class RegressionServiceTest : public ::testing::Test {
     TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
   }
 
-  static void TearDownTestCase() { server_core_ = nullptr; }
+  static void TearDownTestSuite() { server_core_ = nullptr; }
 
  protected:
   static std::unique_ptr<ServerCore> server_core_;

From a161f7b7c7d0698ef2880637f155bbed2744c369 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jun 2019 18:01:57 -0700
Subject: [PATCH 3216/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74c538c8-70f4-4153-9736-66ff342ef3be

PiperOrigin-RevId: 251347389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bdf89c7f35..70afc1dac83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ec382f18d7300a2c443aa115dc5f06b8872af9fe150fb56df90553f90925d26",
-    git_commit = "5085774f0f4821399f7b245c8044ba6e206116f4",
+    sha256 = "5599768eb51467bea68e4cc80595177ae4d9da976457750323c330eb9c1e5ccd",
+    git_commit = "3679396fb5676fed06d84a35c63fe29bd257a829",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ee00a38e32fe712a54f57fdc878797c74852a78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jun 2019 00:02:11 -0700
Subject: [PATCH 3217/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c99a884-2a79-4c1f-94b4-ba9666d11e8d

PiperOrigin-RevId: 251382959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70afc1dac83..706ad214271 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5599768eb51467bea68e4cc80595177ae4d9da976457750323c330eb9c1e5ccd",
-    git_commit = "3679396fb5676fed06d84a35c63fe29bd257a829",
+    sha256 = "f7abdc9e44f1fab424109ed8b3e4a48c795157bdcee96fad55e9d550b33586b6",
+    git_commit = "e665646714d4b4bd54ac69ee6c6fd47e07d34bee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82810ccbc2c28faade8ecfbc59c32af8c1c4357f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jun 2019 06:01:54 -0700
Subject: [PATCH 3218/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f274d462-69db-43bb-b424-267d5543255f

PiperOrigin-RevId: 251423409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 706ad214271..04c147e801c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7abdc9e44f1fab424109ed8b3e4a48c795157bdcee96fad55e9d550b33586b6",
-    git_commit = "e665646714d4b4bd54ac69ee6c6fd47e07d34bee",
+    sha256 = "5b15d13ebb2cb16718f4935bd821e92e776ff41b9096e75ac06fad270c520168",
+    git_commit = "7ed79962bd025062010f82f306719dc17afa3767",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8171526c732c6fa90b18275b76b9e6920223874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jun 2019 12:02:22 -0700
Subject: [PATCH 3219/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1410e556-d99e-4a4d-8bfc-5e8cb1053500

PiperOrigin-RevId: 251487108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04c147e801c..db867e9c656 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b15d13ebb2cb16718f4935bd821e92e776ff41b9096e75ac06fad270c520168",
-    git_commit = "7ed79962bd025062010f82f306719dc17afa3767",
+    sha256 = "35d310db1ff217d27ee36bbe6030dae7d0408bc716545f866eb11323cfc74d62",
+    git_commit = "180f28a26660ca2e1ba27477f4f9592db5f9c4e8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f91c3f21e6f962aa2a6ec9113ceb66d1fa879be1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jun 2019 18:01:51 -0700
Subject: [PATCH 3220/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed082a45-e395-42d8-8955-574dbd833797

PiperOrigin-RevId: 251554878
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db867e9c656..676410879cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35d310db1ff217d27ee36bbe6030dae7d0408bc716545f866eb11323cfc74d62",
-    git_commit = "180f28a26660ca2e1ba27477f4f9592db5f9c4e8",
+    sha256 = "8fe81161544fa40e8ee5ac1ac0f8ee75365222bb498ad701f64dd0cb9b42e255",
+    git_commit = "fc61fa8725db3229fc7dd08de3d2f664f87abbb4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 359a0bb9a5ea2379d7c580b41eac91019a8208e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jun 2019 00:02:21 -0700
Subject: [PATCH 3221/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb0741a0-7653-4440-8444-726180ddefe4

PiperOrigin-RevId: 251587903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 676410879cc..0d9f660ff0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fe81161544fa40e8ee5ac1ac0f8ee75365222bb498ad701f64dd0cb9b42e255",
-    git_commit = "fc61fa8725db3229fc7dd08de3d2f664f87abbb4",
+    sha256 = "0877f8d50372bebe60a952f6d432a510b835e10d7f336c360691f36272ad53b2",
+    git_commit = "2e66ef0ec90a03678984f2c461c18cf645cedee1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 19a055a3a78174b39ddd2e70d9f6ae7531957836 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jun 2019 06:18:14 -0700
Subject: [PATCH 3222/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/210accd2-d770-49d9-84fa-f50c70456d57

PiperOrigin-RevId: 251629429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d9f660ff0c..6dbb9787904 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0877f8d50372bebe60a952f6d432a510b835e10d7f336c360691f36272ad53b2",
-    git_commit = "2e66ef0ec90a03678984f2c461c18cf645cedee1",
+    sha256 = "0690772f4bbdf5db32aad40725ff1c2d991c25f4be9771d6a627f3e2782d2cf0",
+    git_commit = "58c796df1dfd750782a1d285ec0972969bd196c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e19c914d62edf68859ec54ee41a58dee6bc5898a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jun 2019 12:02:40 -0700
Subject: [PATCH 3223/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97db0114-0ce5-448d-8cd6-192b1b2badea

PiperOrigin-RevId: 251689738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dbb9787904..bc3758fac34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0690772f4bbdf5db32aad40725ff1c2d991c25f4be9771d6a627f3e2782d2cf0",
-    git_commit = "58c796df1dfd750782a1d285ec0972969bd196c6",
+    sha256 = "51a2a3320aec7ff3971cdde204512f44549046361b90e85bf77a73ecc6c72473",
+    git_commit = "5664e42d50662ccb1bd9657eb489e0c20ea24954",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41a4bc0e4bb6630abc400f2c5ffc9dbc70d88c2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jun 2019 18:02:24 -0700
Subject: [PATCH 3224/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2089094-a182-487c-94e0-ad0959cf8cd6

PiperOrigin-RevId: 251758363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc3758fac34..972821ba411 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51a2a3320aec7ff3971cdde204512f44549046361b90e85bf77a73ecc6c72473",
-    git_commit = "5664e42d50662ccb1bd9657eb489e0c20ea24954",
+    sha256 = "e2d47799bb7a42f51b2f0c4e395cd16928766ece5d58901cb32ae2fbed1fb864",
+    git_commit = "0e94bbce8bcc065d7579b9e30aa538abfb1ff112",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 61ea0f082ec41ac53767164f2118308b1816b327 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jun 2019 00:02:30 -0700
Subject: [PATCH 3225/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2916fe1d-3199-4c6b-8f55-89ed528efb99

PiperOrigin-RevId: 251795061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 972821ba411..efda68ff978 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2d47799bb7a42f51b2f0c4e395cd16928766ece5d58901cb32ae2fbed1fb864",
-    git_commit = "0e94bbce8bcc065d7579b9e30aa538abfb1ff112",
+    sha256 = "83342cc5ffe5ed5a140f593e3db56c31acc56da3d9898bd0cc0538c58c8116ac",
+    git_commit = "9d43c209ad4936af6bcf5f1150c74b9d7d43d774",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e7bb37989510f1a71e299a8ba64a7f55b9a6582 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jun 2019 06:02:29 -0700
Subject: [PATCH 3226/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45924aa1-7bf4-441d-9dbb-2afe805ab7fb

PiperOrigin-RevId: 251836620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efda68ff978..5f9e49dfa79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83342cc5ffe5ed5a140f593e3db56c31acc56da3d9898bd0cc0538c58c8116ac",
-    git_commit = "9d43c209ad4936af6bcf5f1150c74b9d7d43d774",
+    sha256 = "49b2bd65b165c0074c4a297513282418bb7e49e0120940187f7e0b529e6523fd",
+    git_commit = "1c0c9f2f6b7d6683c1aa16229ff9242c60ec760d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6c7ee0dd0588b2129b759f5b95ed594ae8396380 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jun 2019 12:04:14 -0700
Subject: [PATCH 3227/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/024e63e0-557a-483c-9809-1e071a99ff3c

PiperOrigin-RevId: 251898704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f9e49dfa79..a1572815195 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49b2bd65b165c0074c4a297513282418bb7e49e0120940187f7e0b529e6523fd",
-    git_commit = "1c0c9f2f6b7d6683c1aa16229ff9242c60ec760d",
+    sha256 = "5044554782257c269bd6b28e30560aa1d18ed36fe38c6dc52d4bb90c46009592",
+    git_commit = "dada3c36881425c5824ac6cf7389548b76a8c91c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b59626aea4bb426f37cf2f2bd6654beee3a0f4d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jun 2019 18:02:22 -0700
Subject: [PATCH 3228/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/664651f9-69f4-424f-9d5e-94e744e49c6f

PiperOrigin-RevId: 251966300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1572815195..1e426582a4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5044554782257c269bd6b28e30560aa1d18ed36fe38c6dc52d4bb90c46009592",
-    git_commit = "dada3c36881425c5824ac6cf7389548b76a8c91c",
+    sha256 = "a135c6ba808fe8dd4134aba0da688d78f74ac7ac4e0ba472428252d109274a50",
+    git_commit = "097a0bb3e53bbbaaf0f62f2b1f01a457eddcba41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a84a95c3f35ece784714f52ed0fa49febc2a20b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jun 2019 00:02:01 -0700
Subject: [PATCH 3229/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f99bea1a-ffcc-4851-b2bc-d6a58bba1295

PiperOrigin-RevId: 251999195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e426582a4d..0f945d3540d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a135c6ba808fe8dd4134aba0da688d78f74ac7ac4e0ba472428252d109274a50",
-    git_commit = "097a0bb3e53bbbaaf0f62f2b1f01a457eddcba41",
+    sha256 = "4b27b8d3ede6f3fddf13fbcec0ab6eb88483ff27a2b705910000626cc2cae492",
+    git_commit = "f5003f6315273180968c52affde1ae5679e0fa2b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a0fa4ec2a214dddc871c509f2715f9a197ad234d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jun 2019 06:02:04 -0700
Subject: [PATCH 3230/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/129bab68-0189-49ae-a10e-eef433560b6b

PiperOrigin-RevId: 252035272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f945d3540d..28f24767ad5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b27b8d3ede6f3fddf13fbcec0ab6eb88483ff27a2b705910000626cc2cae492",
-    git_commit = "f5003f6315273180968c52affde1ae5679e0fa2b",
+    sha256 = "87b3a3e350ee711b113ff44bf329b134b567dfd0024d877fbdecb7f51750433c",
+    git_commit = "034f7b2ff8209f8516f7c27ffce1b772c59b4305",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4f32b26546957aec09716d278dd4e18245f53243 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jun 2019 12:02:30 -0700
Subject: [PATCH 3231/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45dc6698-b3b9-47d4-9f8a-b8f736a66f01

PiperOrigin-RevId: 252092932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28f24767ad5..db7a2ff5244 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87b3a3e350ee711b113ff44bf329b134b567dfd0024d877fbdecb7f51750433c",
-    git_commit = "034f7b2ff8209f8516f7c27ffce1b772c59b4305",
+    sha256 = "46dc5c33fb5ea78b9f680d4cf33aec010681dee75a46b9215b3a30d66ee5aa88",
+    git_commit = "03b3a0f38c84a87ecf53f92d6b3df549cae998ec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c1b1b4051b4c4e9378e89d128dd6ef32929b6e32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jun 2019 18:01:53 -0700
Subject: [PATCH 3232/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5ed694c-fa0c-434e-b938-f5ca3b9811ee

PiperOrigin-RevId: 252153627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db7a2ff5244..048ed41a476 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46dc5c33fb5ea78b9f680d4cf33aec010681dee75a46b9215b3a30d66ee5aa88",
-    git_commit = "03b3a0f38c84a87ecf53f92d6b3df549cae998ec",
+    sha256 = "f9852f18cf74e3b61ea252ba766c4bd529fdcba18e64fb8d56ac4b44366a4594",
+    git_commit = "6f4bc2c5157cd75bda73ea67a17e4aae92c8a78c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 274e144c5528816576b29f4bbcdfe94f47116d0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jun 2019 00:03:06 -0700
Subject: [PATCH 3233/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cbe98a53-143d-46bd-aa1f-2cb89edcad16

PiperOrigin-RevId: 252178302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 048ed41a476..eaaed8e2fb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9852f18cf74e3b61ea252ba766c4bd529fdcba18e64fb8d56ac4b44366a4594",
-    git_commit = "6f4bc2c5157cd75bda73ea67a17e4aae92c8a78c",
+    sha256 = "38e82c3e928b33572012b373c26e1ee75a3ead96a6527c616a04a6d86e873bb5",
+    git_commit = "3040de13726b5f594a28dadaf02b2e1d23f2e223",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 380fade1c23d7c504eca8f89b71520bd564bd86a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jun 2019 06:02:27 -0700
Subject: [PATCH 3234/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3e99f07-c570-4ed4-879e-fb14a1306f5d

PiperOrigin-RevId: 252200693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eaaed8e2fb8..07c79c5be0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38e82c3e928b33572012b373c26e1ee75a3ead96a6527c616a04a6d86e873bb5",
-    git_commit = "3040de13726b5f594a28dadaf02b2e1d23f2e223",
+    sha256 = "b3b15cf335485ed275b160093f97557d18f2853f5b6203d766076236644b64bc",
+    git_commit = "1670b46c095e207cbb107133005d61c212f2366e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b2af0661ae4af26d7df652944cef492046c7828f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jun 2019 12:01:59 -0700
Subject: [PATCH 3235/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7f73c24-0e6b-4595-b989-58e8908aba82

PiperOrigin-RevId: 252221202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07c79c5be0b..a888a5f0150 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3b15cf335485ed275b160093f97557d18f2853f5b6203d766076236644b64bc",
-    git_commit = "1670b46c095e207cbb107133005d61c212f2366e",
+    sha256 = "9ed899ba27125bede303240895a5a88103444161b7c426ca025d70fba8caf41e",
+    git_commit = "62586ee15a27334e547060b258d48e321e120b6e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84fc42987e3f63e5c0b063194755f9083cc48dcd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jun 2019 18:01:55 -0700
Subject: [PATCH 3236/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65fdba4a-bf3a-4010-a6ed-584dbed4bc20

PiperOrigin-RevId: 252241522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a888a5f0150..22c461bc685 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ed899ba27125bede303240895a5a88103444161b7c426ca025d70fba8caf41e",
-    git_commit = "62586ee15a27334e547060b258d48e321e120b6e",
+    sha256 = "85022522c8cd6dbf244273bfcc1818d10ccf01d7ca57b004de02b3786593c52d",
+    git_commit = "09399c04bfb7637e1cb6f75b6aa9ab5257d31bf1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5694e1545f7cd734085c3fb7538e1539f6a65c27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jun 2019 00:02:00 -0700
Subject: [PATCH 3237/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10104b79-050c-4cad-90e1-201aa1698fc7

PiperOrigin-RevId: 252261982
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22c461bc685..5ea58139251 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85022522c8cd6dbf244273bfcc1818d10ccf01d7ca57b004de02b3786593c52d",
-    git_commit = "09399c04bfb7637e1cb6f75b6aa9ab5257d31bf1",
+    sha256 = "887b57c85352f65dc175f1c0b7f6440951465c6a7255730e6f64b0d70b604731",
+    git_commit = "9044c884bbc91a897af05cd8bdfd7ec1e4689837",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1c52e92c67588478dff72b57e0e32066ad686363 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jun 2019 06:01:52 -0700
Subject: [PATCH 3238/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9bb3fd5-deef-471a-a7ee-2025554e4324

PiperOrigin-RevId: 252284829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ea58139251..7039a111e73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "887b57c85352f65dc175f1c0b7f6440951465c6a7255730e6f64b0d70b604731",
-    git_commit = "9044c884bbc91a897af05cd8bdfd7ec1e4689837",
+    sha256 = "a42bed7f62bbaac8af31243f614810ed23451c8ce2b069e39069ffc61bf6ed6d",
+    git_commit = "98e30b8748eb018f33836ac9269db67ab60483ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a971f4f55c4064c0f91367779a244d36bd912294 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jun 2019 18:02:09 -0700
Subject: [PATCH 3239/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52992ede-ec4b-4db4-acb2-54199ce9c227

PiperOrigin-RevId: 252326328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7039a111e73..dcca3cfcd8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a42bed7f62bbaac8af31243f614810ed23451c8ce2b069e39069ffc61bf6ed6d",
-    git_commit = "98e30b8748eb018f33836ac9269db67ab60483ab",
+    sha256 = "08510eb9f4760627ff753025fae82c707a5a6957a111e4117570badd8fda96fb",
+    git_commit = "1ddcd63186d39746f34205cd6d5342f3892c9e1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb9d2f9848ea7df54b38eda1fac19e650914be47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jun 2019 00:02:27 -0700
Subject: [PATCH 3240/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04926870-636b-469a-b47c-13ee53c90b85

PiperOrigin-RevId: 252353016
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcca3cfcd8d..52fe85d5e5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08510eb9f4760627ff753025fae82c707a5a6957a111e4117570badd8fda96fb",
-    git_commit = "1ddcd63186d39746f34205cd6d5342f3892c9e1b",
+    sha256 = "f7fa4b38607c8e612a9aac58a00a272269af4e109a07dd8c025aa0abf92be813",
+    git_commit = "b96f29ddf9571db1ba900b13c83941c6a8ca39c5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 988f627e4c74894327bbc8e92f586a960cb219c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jun 2019 06:01:50 -0700
Subject: [PATCH 3241/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bef91ea7-5e4c-4341-ab00-5727c3847182

PiperOrigin-RevId: 252389887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52fe85d5e5c..d1e34be3ec6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7fa4b38607c8e612a9aac58a00a272269af4e109a07dd8c025aa0abf92be813",
-    git_commit = "b96f29ddf9571db1ba900b13c83941c6a8ca39c5",
+    sha256 = "0556ea80c5d762eadb190de48d09ad9dcf638b0040ba53177309fe6ce66ea486",
+    git_commit = "dac4bd775037b7b53cac98fbab2d8796fac627fc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d546d315b0b1d963a90b1a3453985694f2a1f996 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jun 2019 12:02:03 -0700
Subject: [PATCH 3242/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d7335b7-e29d-444c-a263-241df7634daf

PiperOrigin-RevId: 252454267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1e34be3ec6..eef2a9731f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0556ea80c5d762eadb190de48d09ad9dcf638b0040ba53177309fe6ce66ea486",
-    git_commit = "dac4bd775037b7b53cac98fbab2d8796fac627fc",
+    sha256 = "55c924318ae8fe2c7602047e1677bdc6bb36a55588c6c727847a3f1bd41f9c1f",
+    git_commit = "b81e2151affb4a3389e832d7db3a2d66d46cb7ac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 67b6a76b7a02d31ab16333e42a214264c19f535f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jun 2019 18:01:56 -0700
Subject: [PATCH 3243/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2433af8-8a26-44f6-a022-b25c5dd72c61

PiperOrigin-RevId: 252525149
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eef2a9731f3..e5e3ab9db71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55c924318ae8fe2c7602047e1677bdc6bb36a55588c6c727847a3f1bd41f9c1f",
-    git_commit = "b81e2151affb4a3389e832d7db3a2d66d46cb7ac",
+    sha256 = "4c3d6252e827a63140f3dcf7c07c4b694171c81831b914ac778f1f3e6c62c884",
+    git_commit = "9f3cbdf0bc6bd8b840be3ed9271eb728faf46fe5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b857f13fcf80df3fd340bba41275913894598bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jun 2019 00:02:10 -0700
Subject: [PATCH 3244/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/392441f0-1277-4f93-b60e-699b79764110

PiperOrigin-RevId: 252560409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5e3ab9db71..2b910b2afca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c3d6252e827a63140f3dcf7c07c4b694171c81831b914ac778f1f3e6c62c884",
-    git_commit = "9f3cbdf0bc6bd8b840be3ed9271eb728faf46fe5",
+    sha256 = "1d9325c717504483c8fc736ce0b6014fa021958d13d33373137546d4e00b5e77",
+    git_commit = "c148a2d7b8ac5a2535232c4c51e6a1c1fa9b82ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1cb3f88b4bcff65e4fee1cb185eb270a4b4c10a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jun 2019 06:02:23 -0700
Subject: [PATCH 3245/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dec99567-18c7-4929-b35f-9934755a7eb5

PiperOrigin-RevId: 252602909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b910b2afca..9d34a8b14fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d9325c717504483c8fc736ce0b6014fa021958d13d33373137546d4e00b5e77",
-    git_commit = "c148a2d7b8ac5a2535232c4c51e6a1c1fa9b82ce",
+    sha256 = "04832d789cba09ebd7598032b7532364fef3c7ee3d607bf38ab4b82db10b31ec",
+    git_commit = "517ad0e87f8d1f23aa68236bdc474188037347dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b5d7ad62e98784f58a0a792b8ebca6d15492df7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jun 2019 12:02:33 -0700
Subject: [PATCH 3246/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/809da501-4698-4723-b442-333dab7b4e72

PiperOrigin-RevId: 252669034
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d34a8b14fe..729d4e15784 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04832d789cba09ebd7598032b7532364fef3c7ee3d607bf38ab4b82db10b31ec",
-    git_commit = "517ad0e87f8d1f23aa68236bdc474188037347dc",
+    sha256 = "9a3d80ae5a0e69a23dd3eeefc7d340f2fa110548f3d72388c8582d4a3bd31d29",
+    git_commit = "bab8a19821ed0d7d4432bf84e5af79dc6523a09d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2719fe5f0f26cfc2e305214705f29ea11d0a9c29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jun 2019 18:02:27 -0700
Subject: [PATCH 3247/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2072f9d8-d24e-497d-b99e-0099b63407c6

PiperOrigin-RevId: 252737668
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 729d4e15784..8152b5294cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a3d80ae5a0e69a23dd3eeefc7d340f2fa110548f3d72388c8582d4a3bd31d29",
-    git_commit = "bab8a19821ed0d7d4432bf84e5af79dc6523a09d",
+    sha256 = "af1d85b0a735be24a222ac1d20f326e1394040122eadaab600e978c544e6c3c8",
+    git_commit = "a8ef9d93f00da9b5b3a04bf3d692df265fe5d0a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 03e3fce607cd7bed73fc5ed881d922123f76ac2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jun 2019 00:02:04 -0700
Subject: [PATCH 3248/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1b41a34-5d22-4d7e-8188-3534e13814ae

PiperOrigin-RevId: 252768563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8152b5294cc..d0a68752518 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af1d85b0a735be24a222ac1d20f326e1394040122eadaab600e978c544e6c3c8",
-    git_commit = "a8ef9d93f00da9b5b3a04bf3d692df265fe5d0a0",
+    sha256 = "93488d4b4b3ef06090c8a42c5d5aafe2e73f47597f4102f79c4c0241872091d6",
+    git_commit = "127aae00a5d2c94045af5da772fed3173db42e69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9bbde4b051b789c313b50d32451193fbb9f69ad7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jun 2019 06:01:59 -0700
Subject: [PATCH 3249/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c418ad6e-297f-4949-90a5-1cd59c73c217

PiperOrigin-RevId: 252808855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0a68752518..33cd194dd6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93488d4b4b3ef06090c8a42c5d5aafe2e73f47597f4102f79c4c0241872091d6",
-    git_commit = "127aae00a5d2c94045af5da772fed3173db42e69",
+    sha256 = "996d81ab58f5e500cae8a88e0bf58bdadb70fa93d95d9c60c9da9f210cec34da",
+    git_commit = "60cf825663d5cac19a2ad39828b26986db7dc0b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2052dce6a4472ac4fabcceea726f5276d86121ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jun 2019 12:02:04 -0700
Subject: [PATCH 3250/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c55c5bc7-8cf8-43f6-88d4-e847dba278d4

PiperOrigin-RevId: 252871591
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33cd194dd6d..755fec34b20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "996d81ab58f5e500cae8a88e0bf58bdadb70fa93d95d9c60c9da9f210cec34da",
-    git_commit = "60cf825663d5cac19a2ad39828b26986db7dc0b6",
+    sha256 = "51ba19c33f38d9ed9d21610d8ec1233fc7921a5bb02fd75002b0c9cb23147488",
+    git_commit = "fa9fdb512d6fd8a36d4c9cbf3aacddeb1def633e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 07afcd852b8288f9fcc12f27fe81232f98c83817 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jun 2019 18:02:14 -0700
Subject: [PATCH 3251/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88cc098f-13cf-4234-961c-113d89ae66dd

PiperOrigin-RevId: 252938478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 755fec34b20..beee8c8851b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51ba19c33f38d9ed9d21610d8ec1233fc7921a5bb02fd75002b0c9cb23147488",
-    git_commit = "fa9fdb512d6fd8a36d4c9cbf3aacddeb1def633e",
+    sha256 = "5a77abaa3481d591e80c58faa742c910ff728fe7ca5da22f997eebac76090a58",
+    git_commit = "e06b84487ce9f7726e812bbee9e089f94025280f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6332c008a1f5cdb1f089a7bf302a3840e19dcb6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jun 2019 00:02:54 -0700
Subject: [PATCH 3252/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acad102e-2629-40a4-87ea-5a40ff82dec1

PiperOrigin-RevId: 252973301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index beee8c8851b..39e768f412e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a77abaa3481d591e80c58faa742c910ff728fe7ca5da22f997eebac76090a58",
-    git_commit = "e06b84487ce9f7726e812bbee9e089f94025280f",
+    sha256 = "7978b9c2de2120671d1be164ee4557d353558ac0c2cce1b7a7f4589d5605e984",
+    git_commit = "71f9f0cf0502656473dea3613133a137c22a45ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 91bf584c452494dd1e62eed0f6d1da8a47df030b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jun 2019 06:02:02 -0700
Subject: [PATCH 3253/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52753268-ad32-44fd-926b-427f1130a1fc

PiperOrigin-RevId: 253012949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39e768f412e..1a8df4152dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7978b9c2de2120671d1be164ee4557d353558ac0c2cce1b7a7f4589d5605e984",
-    git_commit = "71f9f0cf0502656473dea3613133a137c22a45ab",
+    sha256 = "9c746ba118769f426b10de54c914fc4a84a3363e4b0304072563785a39598730",
+    git_commit = "16b680525b3ac35fc26041395164dffa952f2fde",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 565f06e847fc6ef1df6f4f6e4d6b4e6c0707cbeb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jun 2019 12:05:38 -0700
Subject: [PATCH 3254/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90d28149-a044-4c40-85b8-7cf9070426c3

PiperOrigin-RevId: 253078630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a8df4152dd..e44540b1f49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c746ba118769f426b10de54c914fc4a84a3363e4b0304072563785a39598730",
-    git_commit = "16b680525b3ac35fc26041395164dffa952f2fde",
+    sha256 = "228422f34eac144daf2270135d5e2d4e0ff4c3f78bd5c84562fed27fa4dab5b7",
+    git_commit = "824fab41c003276a15c30b73d6deb71f65a6d842",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c334dc59f231bc7ca13f1683b71264fff118de6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jun 2019 18:02:17 -0700
Subject: [PATCH 3255/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e7066a4-100a-4311-ade2-8fed2003a5ed

PiperOrigin-RevId: 253143317
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e44540b1f49..24c8c5fab6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "228422f34eac144daf2270135d5e2d4e0ff4c3f78bd5c84562fed27fa4dab5b7",
-    git_commit = "824fab41c003276a15c30b73d6deb71f65a6d842",
+    sha256 = "0f0ed2d8a13f17a0db436a45ee57c3263c8c771d6704472b49e161b1fcc6c3ef",
+    git_commit = "9a9aefeec982f99e7548e99f3a4fdfb1b44b7d19",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f43517d35e11153426b133ebdc8d07bbf31e3c2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jun 2019 00:02:33 -0700
Subject: [PATCH 3256/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34dae4c9-4632-4520-8253-84eed6569c01

PiperOrigin-RevId: 253176449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24c8c5fab6d..2cb16055b57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f0ed2d8a13f17a0db436a45ee57c3263c8c771d6704472b49e161b1fcc6c3ef",
-    git_commit = "9a9aefeec982f99e7548e99f3a4fdfb1b44b7d19",
+    sha256 = "e239f3251e58a7aee1188d0e05e7b033a3574e910b7980be6500454e16fb2de0",
+    git_commit = "1bbc7ef9a88656e6289f4190264430891fa8ead3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 314c0c1043c3b652bd4a816d7f43cef131b25e62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jun 2019 06:02:21 -0700
Subject: [PATCH 3257/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/89eca951-73f9-4466-b796-e0e3e5fe6fc0

PiperOrigin-RevId: 253214709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cb16055b57..63371e3ab2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e239f3251e58a7aee1188d0e05e7b033a3574e910b7980be6500454e16fb2de0",
-    git_commit = "1bbc7ef9a88656e6289f4190264430891fa8ead3",
+    sha256 = "98d10957b8310f74a916cd281a52d8da72516e76193817bb1a9a87fa1277939c",
+    git_commit = "76e256261ba4feee18aeb9a2e69d3d5c861ad976",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 90cb1608e797f92757793a029053646af0c29157 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jun 2019 12:03:24 -0700
Subject: [PATCH 3258/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4dfd8a8c-0797-4868-b266-e1f82ea64dc8

PiperOrigin-RevId: 253271502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63371e3ab2b..1be225dc7a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98d10957b8310f74a916cd281a52d8da72516e76193817bb1a9a87fa1277939c",
-    git_commit = "76e256261ba4feee18aeb9a2e69d3d5c861ad976",
+    sha256 = "b6ad187faa1bcb4ef97990ed6e9b3b3093f74c75cd7973726f1b975b05d39fea",
+    git_commit = "012e7ec174d957b93859b24b6fedd56fe4060371",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b986124c15f27c806c5c9d067fe3281810f7f021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jun 2019 18:10:37 -0700
Subject: [PATCH 3259/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a4eba5a-3f1c-48fb-aa9d-cbf7cd929625

PiperOrigin-RevId: 253331367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1be225dc7a0..408401b1917 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6ad187faa1bcb4ef97990ed6e9b3b3093f74c75cd7973726f1b975b05d39fea",
-    git_commit = "012e7ec174d957b93859b24b6fedd56fe4060371",
+    sha256 = "c7bb8d1d56edc28c6966ac0e73abc362b589c29fd8e6f125c9b25cbf2a492188",
+    git_commit = "58ed949448b57f75d4644826e920069f0c3cf7bd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b086f08bd9700ec50110040963d85b411cb470d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jun 2019 00:02:42 -0700
Subject: [PATCH 3260/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4ea53663-04a9-4236-879c-5ae4df92c23e

PiperOrigin-RevId: 253355663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 408401b1917..6cbfe76fed8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7bb8d1d56edc28c6966ac0e73abc362b589c29fd8e6f125c9b25cbf2a492188",
-    git_commit = "58ed949448b57f75d4644826e920069f0c3cf7bd",
+    sha256 = "5e7a072a281323f8b85911323fd73c9e388d3efdf6cabc46294a982d60e6d279",
+    git_commit = "3363047f97d0f905444ec6fff1e8e626a91e7db1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6448ed941a5ffc89ddc4994d0af51d49313a63ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jun 2019 06:13:59 -0700
Subject: [PATCH 3261/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62d09066-d85b-4bc6-8601-8e1b9fb2048d

PiperOrigin-RevId: 253377733
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cbfe76fed8..5712e543126 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e7a072a281323f8b85911323fd73c9e388d3efdf6cabc46294a982d60e6d279",
-    git_commit = "3363047f97d0f905444ec6fff1e8e626a91e7db1",
+    sha256 = "ba9d09f7aed8240b7ab654e1e27c5b938fec3ba3756afab331125562b8651e66",
+    git_commit = "a44d3850495ea2d36e118c6256eaf9207294de38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0c4ea4eda63c15fd2800f9aff1bb323ad5a080c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jun 2019 12:02:10 -0700
Subject: [PATCH 3262/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d05bb5b6-6e9d-4df9-acbd-ef03942582ca

PiperOrigin-RevId: 253395576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5712e543126..4ad129c7ac4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba9d09f7aed8240b7ab654e1e27c5b938fec3ba3756afab331125562b8651e66",
-    git_commit = "a44d3850495ea2d36e118c6256eaf9207294de38",
+    sha256 = "de00df1d88d049809fee968f2aa4c7abc06a5a25fd39b398aff1d9dc811789a0",
+    git_commit = "cee1b62d2d249bb476ee04046b1150ae8337af6f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4e8a6a23065c4d54366ec178bd3e6d26c3069040 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jun 2019 18:02:00 -0700
Subject: [PATCH 3263/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1827fa21-8d97-42a5-bd49-8e46d1eb6679

PiperOrigin-RevId: 253415364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ad129c7ac4..e1d75512d01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de00df1d88d049809fee968f2aa4c7abc06a5a25fd39b398aff1d9dc811789a0",
-    git_commit = "cee1b62d2d249bb476ee04046b1150ae8337af6f",
+    sha256 = "072d5f5db9f70095a4d088f895c40625296c30eebb83f4640d93e117409bcb85",
+    git_commit = "da7e562ea5eaea8b92148c3ae9e3f92eb31e2555",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39f52d6052cade2ace0c5a273bb0d7edf6064445 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Jun 2019 00:02:45 -0700
Subject: [PATCH 3264/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f0eb040-40a1-4659-bb73-441d9867fc0c

PiperOrigin-RevId: 253435019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1d75512d01..401296ca75c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "072d5f5db9f70095a4d088f895c40625296c30eebb83f4640d93e117409bcb85",
-    git_commit = "da7e562ea5eaea8b92148c3ae9e3f92eb31e2555",
+    sha256 = "fc25de7059c8f4a066044ed7d534e2e83a58d366816954aab5c3e6ef3c36141a",
+    git_commit = "6a96e865fa9d199e8d9ae10ae110ef797ddd058e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 046ffc6059b4edc97d75f4056634f4a7a350bb19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Jun 2019 06:02:24 -0700
Subject: [PATCH 3265/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bebd0142-9dea-4705-8557-835d3ab69888

PiperOrigin-RevId: 253457111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 401296ca75c..4d6b518e9f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc25de7059c8f4a066044ed7d534e2e83a58d366816954aab5c3e6ef3c36141a",
-    git_commit = "6a96e865fa9d199e8d9ae10ae110ef797ddd058e",
+    sha256 = "01294b3afaf962f4900517af69c0d4473b33f172070dc2fb4be99220d38e9e42",
+    git_commit = "42817ba3493b476e89fd70ecb4b20c203c4321cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd5647b48815be35d18bd189ab17a892dfc8b611 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jun 2019 00:02:17 -0700
Subject: [PATCH 3266/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82b40273-4570-4a04-bdce-4157e09ef259

PiperOrigin-RevId: 253522701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d6b518e9f1..9284d10c9f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01294b3afaf962f4900517af69c0d4473b33f172070dc2fb4be99220d38e9e42",
-    git_commit = "42817ba3493b476e89fd70ecb4b20c203c4321cd",
+    sha256 = "bc6f191c50d389f435c035412d39818446221b8d8f324324461ebb794b7308be",
+    git_commit = "a650bdc7e68285179da8abc310d5ffda268230a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce10b25ea2bb4a1e72e4738365becb39f0b8bee9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jun 2019 06:02:37 -0700
Subject: [PATCH 3267/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8110f29-1cea-4d19-b252-cbafaec9719e

PiperOrigin-RevId: 253564682
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9284d10c9f9..e170744ac1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc6f191c50d389f435c035412d39818446221b8d8f324324461ebb794b7308be",
-    git_commit = "a650bdc7e68285179da8abc310d5ffda268230a9",
+    sha256 = "8d18e422e3666c67b292e6aa8ba262727f95cb93069c42be31006c38fe8e57d8",
+    git_commit = "ee17b07b70310466214894cf73a206e71b990660",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e6d91e72f7593be36dda933b3291c7ebbc646fa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jun 2019 10:28:06 -0700
Subject: [PATCH 3268/8103] Add the option to allow assigning labels to
 unavailable models in open source model server.

Related requirement: https://github.com/tensorflow/serving/issues/1230

PiperOrigin-RevId: 253608109
---
 tensorflow_serving/model_servers/main.cc      |  5 ++
 tensorflow_serving/model_servers/server.cc    |  2 +
 tensorflow_serving/model_servers/server.h     |  1 +
 .../model_servers/server_core.cc              | 22 ++++-
 .../model_servers/server_core.h               |  9 +-
 .../model_servers/server_core_test.cc         | 84 +++++++++++++++++++
 6 files changed, 119 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index e37fd1cb05c..dcf3110d710 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -74,6 +74,11 @@ int main(int argc, char** argv) {
                        "Timeout for HTTP/REST API calls."),
       tensorflow::Flag("enable_batching", &options.enable_batching,
                        "enable batching"),
+      tensorflow::Flag(
+          "allow_version_labels_for_unavailable_models",
+          &options.allow_version_labels_for_unavailable_models,
+          "If true, allows assigning unused version labels to models that are "
+          "not available yet."),
       tensorflow::Flag("batching_parameters_file",
                        &options.batching_parameters_file,
                        "If non-empty, read an ascii BatchingParameters "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index d0cd970615a..5b7077015d2 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -275,6 +275,8 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.file_system_poll_wait_seconds =
       server_options.file_system_poll_wait_seconds;
   options.flush_filesystem_caches = server_options.flush_filesystem_caches;
+  options.allow_version_labels_for_unavailable_models =
+      server_options.allow_version_labels_for_unavailable_models;
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
 
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 4fe15908924..cf082895ce5 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -52,6 +52,7 @@ class Server {
     // Model Server options.
     //
     bool enable_batching = false;
+    bool allow_version_labels_for_unavailable_models = false;
     float per_process_gpu_memory_fraction = 0;
     tensorflow::string batching_parameters_file;
     tensorflow::string model_name;
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 6df17fdd474..cdc1e7e834e 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -500,11 +500,23 @@ Status ServerCore::UpdateModelVersionLabelMap() {
       const string& label = entry.first;
       const int64 version = entry.second;
 
+      bool contains_existing_label_with_different_version = false;
+      int64 existing_version;
+      if (GetModelVersionForLabel(model_config.name(), label, &existing_version)
+              .ok() &&
+          existing_version != version) {
+        contains_existing_label_with_different_version = true;
+      }
+      bool allow_version_labels_for_unavailable_models =
+          options_.allow_version_labels_for_unavailable_models &&
+          (!contains_existing_label_with_different_version);
+
       // Verify that the label points to a version that is currently available.
       auto serving_states_it = serving_states.find(version);
-      if (serving_states_it == serving_states.end() ||
-          serving_states_it->second.state.manager_state !=
-              ServableState::ManagerState::kAvailable) {
+      if (!allow_version_labels_for_unavailable_models &&
+          (serving_states_it == serving_states.end() ||
+           serving_states_it->second.state.manager_state !=
+               ServableState::ManagerState::kAvailable)) {
         return errors::FailedPrecondition(strings::StrCat(
             "Request to assign label to version ", version, " of model ",
             model_config.name(),
@@ -773,6 +785,10 @@ Status ServerCore::GetModelVersionForLabel(const string& model_name,
                                            const string& label,
                                            int64* version) const {
   mutex_lock l(model_labels_to_versions_mu_);
+  if (model_labels_to_versions_ == nullptr) {
+    return errors::Unavailable(
+        strings::StrCat("Model labels does not init yet.", label));
+  }
   auto version_map_it = model_labels_to_versions_->find(model_name);
   if (version_map_it != model_labels_to_versions_->end()) {
     const std::map<string, int64>& version_map = version_map_it->second;
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index db447455e8c..2bce25a7432 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -174,6 +174,10 @@ class ServerCore : public Manager {
     // Callback to be called just before a servable is to be loaded. This will
     // called on the same manager load thread which starts the load.
     PreLoadHook pre_load_hook;
+
+    // Whether to allow assigning unused version labels to models that are not
+    // available yet.
+    bool allow_version_labels_for_unavailable_models = false;
   };
 
   virtual ~ServerCore() = default;
@@ -347,7 +351,10 @@ class ServerCore : public Manager {
       EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Updates 'model_labels_to_versions_' based on 'config_'. Throws an error if
-  // requesting to assign a label to a version not in state kAvailable.
+  // requesting to assign an existing label to a version not in state
+  // kAvailable. For a new version label, it can be assigned to a version that
+  // is not in state kAvailable yet if
+  // allow_version_labels_for_unavailable_models is true.
   Status UpdateModelVersionLabelMap() EXCLUSIVE_LOCKS_REQUIRED(config_mu_)
       LOCKS_EXCLUDED(model_labels_to_versions_mu_);
 
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index f64416329e2..de6e282e4f0 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -768,6 +768,90 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersion) {
               ::testing::HasSubstr("not currently available for inference"));
 }
 
+TEST_P(ServerCoreTest, AssignLabelToUnavailableVersionAllowed) {
+  ModelServerConfig two_version_config =
+      GetTestModelServerConfigForFakePlatform();
+  SwitchToHalfPlusTwoWith2Versions(&two_version_config);
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = true;
+  server_core_options.allow_version_labels_for_unavailable_models = true;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(two_version_config,
+                                std::move(server_core_options), &server_core));
+
+  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
+                                            test_util::kTestModelLargerVersion};
+  const int64 bogus_version = 777;
+  for (const int64 aspired_version : aspired_versions) {
+    ASSERT_NE(bogus_version, aspired_version);
+  }
+
+  // Wait until both aspired versions of the servable have been loaded.
+  for (const int64 aspired_version : aspired_versions) {
+    const auto servable_id =
+        ServableId{test_util::kTestModelName, aspired_version};
+    test_util::WaitUntilServableManagerStateIsOneOf(
+        *server_core->servable_state_monitor(), servable_id,
+        {ServableState::ManagerState::kAvailable});
+  }
+
+  // Attempt to assign a label to a version that isn't one of the loaded ones.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  ModelConfig* model_config =
+      two_version_config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["nice try"] = bogus_version;
+  Status status = server_core->ReloadConfig(two_version_config);
+  EXPECT_TRUE(status.ok());
+}
+
+TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersion) {
+  ModelServerConfig two_version_config =
+      GetTestModelServerConfigForFakePlatform();
+  SwitchToHalfPlusTwoWith2Versions(&two_version_config);
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = true;
+  server_core_options.allow_version_labels_for_unavailable_models = true;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(two_version_config,
+                                std::move(server_core_options), &server_core));
+
+  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
+                                            test_util::kTestModelLargerVersion};
+  const int64 bogus_version = 777;
+  for (const int64 aspired_version : aspired_versions) {
+    ASSERT_NE(bogus_version, aspired_version);
+  }
+
+  // Wait until both aspired versions of the servable have been loaded.
+  for (const int64 aspired_version : aspired_versions) {
+    const auto servable_id =
+        ServableId{test_util::kTestModelName, aspired_version};
+    test_util::WaitUntilServableManagerStateIsOneOf(
+        *server_core->servable_state_monitor(), servable_id,
+        {ServableState::ManagerState::kAvailable});
+  }
+
+  // Assign labels to the two versions of the model.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  ModelConfig* model_config =
+      two_version_config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
+  (*model_config->mutable_version_labels())["B"] =
+      test_util::kTestModelLargerVersion;
+  TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
+
+  // Attempt to assign an exsiting label to a different version that isn't
+  // one of the loaded ones.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  model_config =
+      two_version_config.mutable_model_config_list()->mutable_config(0);
+  (*model_config->mutable_version_labels())["A"] = bogus_version;
+  Status status = server_core->ReloadConfig(two_version_config);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("not currently available for inference"));
+}
+
 TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
   ServerCore::Options server_core_options = GetDefaultOptions();
   server_core_options.allow_version_labels = false;

From 9f1df3175412ee8ed4e19abf876c2a57e8d4d345 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jun 2019 12:01:53 -0700
Subject: [PATCH 3269/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e4875c9-ed44-4851-847f-51958d61e5d5

PiperOrigin-RevId: 253630213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e170744ac1e..2914ea9ebc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d18e422e3666c67b292e6aa8ba262727f95cb93069c42be31006c38fe8e57d8",
-    git_commit = "ee17b07b70310466214894cf73a206e71b990660",
+    sha256 = "94e55b7e13ce8a8db6a6079589c0acf72bfde56fd230e5c3816a6a0bd5d62b2a",
+    git_commit = "531a5fb4be643f804f1762c91d18b98811c4576f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b4804de6b03ebd3c1b1e00c8729bad358555768 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jun 2019 18:02:08 -0700
Subject: [PATCH 3270/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c677fb28-5465-4864-a94d-57fac2cd6b96

PiperOrigin-RevId: 253699802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2914ea9ebc8..9b9f744abf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94e55b7e13ce8a8db6a6079589c0acf72bfde56fd230e5c3816a6a0bd5d62b2a",
-    git_commit = "531a5fb4be643f804f1762c91d18b98811c4576f",
+    sha256 = "a11cb90acc30226f0007413225263688cf4567853eaeddcb125b786990392a83",
+    git_commit = "e0a8cff732b87516582e33592475e333414ad346",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a2b0d095f2a0671bdf7206335b817a0af86b79e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jun 2019 00:02:27 -0700
Subject: [PATCH 3271/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05d8c95c-8f76-42f5-8208-23f210b822bf

PiperOrigin-RevId: 253734513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b9f744abf4..956a059a6f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a11cb90acc30226f0007413225263688cf4567853eaeddcb125b786990392a83",
-    git_commit = "e0a8cff732b87516582e33592475e333414ad346",
+    sha256 = "d604957c416c68794b59510f8f6a5137af3af7523475cc51cab7012ba7f5d0ac",
+    git_commit = "e906cdde1b8e52d359a1d07e2f11948dd5b9ae81",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b33c9e6601d7cba9f66e419bf2736a50f4d395fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jun 2019 06:02:21 -0700
Subject: [PATCH 3272/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b683b510-1919-4da4-a626-55b3bfc70a66

PiperOrigin-RevId: 253774543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 956a059a6f5..9ebc6f59a51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d604957c416c68794b59510f8f6a5137af3af7523475cc51cab7012ba7f5d0ac",
-    git_commit = "e906cdde1b8e52d359a1d07e2f11948dd5b9ae81",
+    sha256 = "472588b8b9a65743c610c21d522f874b10070f8aa27ea8576d40a33eca5bbc06",
+    git_commit = "eee66882d07eb7cec20478049335211dd38b0b00",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c7994d336080115adc8c6cae742ea805de943f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jun 2019 12:02:41 -0700
Subject: [PATCH 3273/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/148fca4c-d0e5-48a1-b06f-043105cbdf8f

PiperOrigin-RevId: 253838028
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ebc6f59a51..a0c11ce7327 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "472588b8b9a65743c610c21d522f874b10070f8aa27ea8576d40a33eca5bbc06",
-    git_commit = "eee66882d07eb7cec20478049335211dd38b0b00",
+    sha256 = "f8c514f70ebf7e85063b8eb90dd7a032e53fb521434a53d83b990f0f83d5d1b3",
+    git_commit = "15ee31b6609d54850fa09a7a5e0727db889157af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a25f48d19404a617200eb14576e8295301d9f2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jun 2019 18:02:23 -0700
Subject: [PATCH 3274/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09cdf21b-ff58-48a4-a10a-1a207439a3b0

PiperOrigin-RevId: 253907368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0c11ce7327..cdc614bb3cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8c514f70ebf7e85063b8eb90dd7a032e53fb521434a53d83b990f0f83d5d1b3",
-    git_commit = "15ee31b6609d54850fa09a7a5e0727db889157af",
+    sha256 = "f762755ade0a7984e245f453a4ee59a07a7946953ab03f1b17428ce47c2c4033",
+    git_commit = "71a976a55f31e5d4aebbfa2236412193119417ec",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 02b1d1bfca5bf3d18f94b063b49a8cac319e77fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Jun 2019 00:02:05 -0700
Subject: [PATCH 3275/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77fff24a-36ad-4aa5-8153-f078fc73c959

PiperOrigin-RevId: 253941226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdc614bb3cb..ffb32c99345 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f762755ade0a7984e245f453a4ee59a07a7946953ab03f1b17428ce47c2c4033",
-    git_commit = "71a976a55f31e5d4aebbfa2236412193119417ec",
+    sha256 = "583dfb44076c7d2957c989800740033a6906510408188f862669d19c77edf12a",
+    git_commit = "2c171cdb265f73a7cd4b101147ce9dee19edc48d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9760e7d272350bb4972a05f09fcbde103cc72b73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Jun 2019 06:02:41 -0700
Subject: [PATCH 3276/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfd1238d-8f75-4910-9316-56d80e72264c

PiperOrigin-RevId: 253981509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffb32c99345..7acdc860768 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "583dfb44076c7d2957c989800740033a6906510408188f862669d19c77edf12a",
-    git_commit = "2c171cdb265f73a7cd4b101147ce9dee19edc48d",
+    sha256 = "d60941531b7aef520298e89d779457a0fee20e7bcaf51c1ab9e9e4bffdd8b016",
+    git_commit = "1d589da7852a4a61ae6135876e6db53c7be33b89",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c3eeed4f245e43f6cf92329d251e2b9d6255d6e5 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Thu, 20 Jun 2019 05:01:07 -0700
Subject: [PATCH 3277/8103] Adds ability to poll filesystem for new config to
 model server

Fixes https://github.com/tensorflow/serving/issues/1301

PiperOrigin-RevId: 254174891
---
 tensorflow_serving/model_servers/BUILD        |   1 +
 tensorflow_serving/model_servers/main.cc      |   7 +
 tensorflow_serving/model_servers/server.cc    |  94 +++++++++-----
 tensorflow_serving/model_servers/server.h     |  10 ++
 .../model_servers/server_core.h               |   4 +-
 .../tensorflow_model_server_test.py           | 122 +++++++++++++++++-
 6 files changed, 198 insertions(+), 40 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index c5bad66d919..a90fb8296aa 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -330,6 +330,7 @@ cc_library(
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/config:monitoring_config_proto",
         "//tensorflow_serving/config:ssl_config_proto",
+        "//tensorflow_serving/config:platform_config_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index dcf3110d710..7a737f685a4 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -91,6 +91,13 @@ int main(int argc, char** argv) {
                        "specify multiple models to serve and other advanced "
                        "parameters including non-default version policy. (If "
                        "used, --model_name, --model_base_path are ignored.)"),
+      tensorflow::Flag("model_config_file_poll_wait_seconds",
+                       &options.fs_model_config_poll_wait_seconds,
+                       "Interval in seconds between each poll of the filesystem"
+                       "for model_config_file. If unset or set to zero, "
+                       "poll will be done exactly once and not periodically. "
+                       "Setting this to negative is reserved for testing "
+                       "purposes only."),
       tensorflow::Flag("model_name", &options.model_name,
                        "name of model (ignored "
                        "if --model_config_file flag is set)"),
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 5b7077015d2..ff236bbf9b9 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server.h"
 
 #include <unistd.h>
+
 #include <iostream>
 #include <memory>
 #include <utility>
@@ -30,6 +31,8 @@ limitations under the License.
 #include "absl/memory/memory.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/numbers.h"
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/env.h"
@@ -37,6 +40,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/monitoring_config.pb.h"
+#include "tensorflow_serving/config/platform_config.pb.h"
 #include "tensorflow_serving/config/ssl_config.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
@@ -51,16 +55,15 @@ namespace main {
 
 namespace {
 
-tensorflow::Status ParseProtoTextFile(const string& file,
-                                      google::protobuf::Message* message) {
+template <typename ProtoType>
+tensorflow::Status ParseProtoTextFile(const string& file, ProtoType* proto) {
   std::unique_ptr<tensorflow::ReadOnlyMemoryRegion> file_data;
   TF_RETURN_IF_ERROR(
       tensorflow::Env::Default()->NewReadOnlyMemoryRegionFromFile(file,
                                                                   &file_data));
   string file_data_str(static_cast<const char*>(file_data->data()),
                        file_data->length());
-  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str,
-                                                        message)) {
+  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str, proto)) {
     return tensorflow::Status::OK();
   } else {
     return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
@@ -91,12 +94,6 @@ ModelServerConfig BuildSingleModelConfig(const string& model_name,
   return config;
 }
 
-template <typename ProtoType>
-ProtoType ReadProtoFromFile(const string& file) {
-  ProtoType proto;
-  TF_CHECK_OK(ParseProtoTextFile(file, &proto));
-  return proto;
-}
 
 // gRPC Channel Arguments to be passed from command line to gRPC ServerBuilder.
 struct GrpcChannelArgument {
@@ -119,21 +116,6 @@ std::vector<GrpcChannelArgument> parseGrpcChannelArgs(
   return result;
 }
 
-// Parses an ascii PlatformConfigMap protobuf from 'file'.
-tensorflow::serving::PlatformConfigMap ParsePlatformConfigMap(
-    const string& file) {
-  tensorflow::serving::PlatformConfigMap platform_config_map;
-  TF_CHECK_OK(ParseProtoTextFile(file, &platform_config_map));
-  return platform_config_map;
-}
-
-// Parses an ascii SSLConfig protobuf from 'file'.
-SSLConfig ParseSSLConfig(const string& file) {
-  SSLConfig ssl_config;
-  TF_CHECK_OK(ParseProtoTextFile(file, &ssl_config));
-  return ssl_config;
-}
-
 // If 'ssl_config_file' is non-empty, build secure server credentials otherwise
 // insecure channel
 std::shared_ptr<::grpc::ServerCredentials>
@@ -142,7 +124,8 @@ BuildServerCredentialsFromSSLConfigFile(const string& ssl_config_file) {
     return ::grpc::InsecureServerCredentials();
   }
 
-  SSLConfig ssl_config = ParseSSLConfig(ssl_config_file);
+  SSLConfig ssl_config;
+  TF_CHECK_OK(ParseProtoTextFile<SSLConfig>(ssl_config_file, &ssl_config));
 
   ::grpc::SslServerCredentialsOptions ssl_ops(
       ssl_config.client_verify()
@@ -169,7 +152,30 @@ Server::Options::Options()
     : model_name("default"),
       saved_model_tags(tensorflow::kSavedModelTagServe) {}
 
-Server::~Server() { WaitForTermination(); }
+Server::~Server() {
+  // Note: Deletion of 'fs_polling_thread_' will block until our underlying
+  // thread closure stops. Hence, destruction of this object will not proceed
+  // until the thread has terminated.
+  fs_config_polling_thread_.reset();
+  WaitForTermination();
+}
+
+void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
+  ModelServerConfig config;
+  const Status read_status =
+      ParseProtoTextFile<ModelServerConfig>(config_file_path, &config);
+  if (!read_status.ok()) {
+    LOG(ERROR) << "Failed to read ModelServerConfig file: "
+               << read_status.error_message();
+    return;
+  }
+
+  const Status reload_status = server_core_->ReloadConfig(config);
+  if (!reload_status.ok()) {
+    LOG(ERROR) << "PollFilesystemAndReloadConfig failed to ReloadConfig: "
+               << reload_status.error_message();
+  }
+}
 
 Status Server::BuildAndStart(const Options& server_options) {
   const bool use_saved_model = true;
@@ -194,8 +200,8 @@ Status Server::BuildAndStart(const Options& server_options) {
     options.model_server_config = BuildSingleModelConfig(
         server_options.model_name, server_options.model_base_path);
   } else {
-    options.model_server_config =
-        ReadProtoFromFile<ModelServerConfig>(server_options.model_config_file);
+    TF_RETURN_IF_ERROR(ParseProtoTextFile<ModelServerConfig>(
+        server_options.model_config_file, &options.model_server_config));
   }
 
   if (server_options.platform_config_file.empty()) {
@@ -208,8 +214,8 @@ Status Server::BuildAndStart(const Options& server_options) {
         batching_parameters->mutable_thread_pool_name()->set_value(
             "model_server_batch_threads");
       } else {
-        *batching_parameters = ReadProtoFromFile<BatchingParameters>(
-            server_options.batching_parameters_file);
+        TF_RETURN_IF_ERROR(ParseProtoTextFile<BatchingParameters>(
+            server_options.batching_parameters_file, batching_parameters));
       }
     } else if (!server_options.batching_parameters_file.empty()) {
       return errors::InvalidArgument(
@@ -262,8 +268,8 @@ Status Server::BuildAndStart(const Options& server_options) {
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
         session_bundle_config, use_saved_model);
   } else {
-    options.platform_config_map =
-        ParsePlatformConfigMap(server_options.platform_config_file);
+    TF_RETURN_IF_ERROR(ParseProtoTextFile<PlatformConfigMap>(
+        server_options.platform_config_file, &options.platform_config_map));
   }
 
   options.custom_model_config_loader = &LoadCustomModelConfig;
@@ -280,6 +286,24 @@ Status Server::BuildAndStart(const Options& server_options) {
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
 
+  // Model config polling thread must be started after the call to
+  // ServerCore::Create() to prevent config reload being done concurrently from
+  // Create() and the poll thread.
+  if (server_options.fs_model_config_poll_wait_seconds > 0 &&
+      !server_options.model_config_file.empty()) {
+    PeriodicFunction::Options pf_options;
+    pf_options.thread_name_prefix = "Server_fs_model_config_poll_thread";
+
+    const string model_config_file = server_options.model_config_file;
+    fs_config_polling_thread_.reset(new PeriodicFunction(
+        [this, model_config_file] {
+          this->PollFilesystemAndReloadConfig(model_config_file);
+        },
+        server_options.fs_model_config_poll_wait_seconds *
+            tensorflow::EnvTime::kSecondsToMicros,
+        pf_options));
+  }
+
   // 0.0.0.0" is the way to listen on localhost in gRPC.
   const string server_address =
       "0.0.0.0:" + std::to_string(server_options.grpc_port);
@@ -335,8 +359,8 @@ Status Server::BuildAndStart(const Options& server_options) {
           "localhost:" + std::to_string(server_options.http_port);
       MonitoringConfig monitoring_config;
       if (!server_options.monitoring_config_file.empty()) {
-        monitoring_config = ReadProtoFromFile<MonitoringConfig>(
-            server_options.monitoring_config_file);
+        TF_RETURN_IF_ERROR(ParseProtoTextFile<MonitoringConfig>(
+            server_options.monitoring_config_file, &monitoring_config));
       }
       http_server_ = CreateAndStartHttpServer(
           server_options.http_port, server_options.http_num_threads,
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index cf082895ce5..35087991b21 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include <memory>
 
 #include "grpcpp/server.h"
+#include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/types.h"
@@ -72,6 +73,8 @@ class Server {
     tensorflow::string platform_config_file;
     tensorflow::string ssl_config_file;
     string model_config_file;
+    // Zero means server will not poll FS for model config file after start-up.
+    tensorflow::int32 fs_model_config_poll_wait_seconds = 0;
     bool enable_model_warmup = true;
     // This value is used only if > 0.
     tensorflow::int32 num_request_iterations_for_warmup = 0;
@@ -95,11 +98,18 @@ class Server {
   void WaitForTermination();
 
  private:
+  // Polls the filesystem, parses config at specified path, and calls
+  // ServerCore::ReloadConfig with the captured model config.
+  void PollFilesystemAndReloadConfig(const string& config_file_path);
+
   std::unique_ptr<ServerCore> server_core_;
   std::unique_ptr<ModelServiceImpl> model_service_;
   std::unique_ptr<PredictionServiceImpl> prediction_service_;
   std::unique_ptr<::grpc::Server> grpc_server_;
   std::unique_ptr<net_http::HTTPServerInterface> http_server_;
+  // A thread that calls PollFilesystemAndReloadConfig() periodically if
+  // fs_model_config_poll_wait_seconds > 0.
+  std::unique_ptr<PeriodicFunction> fs_config_polling_thread_;
 };
 
 }  // namespace main
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 2bce25a7432..9e3fbe043f7 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -154,13 +154,13 @@ class ServerCore : public Manager {
 
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
-    // in the file system under the model's base path.
+    // in the filesystem under the model's base path.
     ABSL_DEPRECATED("Use servable_versions_always_present.")
     bool fail_if_no_model_versions_found = false;
 
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
-    // in the file system under the model's base path. In addition, if the
+    // in the filesystem under the model's base path. In addition, if the
     // filesystem polling finds no servables under the base path for a
     // configured model, it will do nothing, rather than unloading all versions.
     bool servable_versions_always_present = false;
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 28d319630ba..be041f6bb93 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -126,7 +126,8 @@ def RunServer(model_name,
                 batching_parameters_file=None,
                 grpc_channel_arguments='',
                 wait_for_server_ready=True,
-                pipe=None):
+                pipe=None,
+                model_config_file_poll_period=None):
     """Run tensorflow_model_server using test config.
 
     A unique instance of server is started for each set of arguments.
@@ -142,6 +143,8 @@ def RunServer(model_name,
       grpc_channel_arguments: Custom gRPC args for server.
       wait_for_server_ready: Wait for gRPC port to be ready.
       pipe: subpipe.PIPE object to read stderr from server.
+      model_config_file_poll_period: Period for polling the
+      filesystem to discover new model configs.
 
     Returns:
       3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
@@ -176,6 +179,10 @@ def RunServer(model_name,
     if monitoring_config_file:
       command += ' --monitoring_config_file=' + monitoring_config_file
 
+    if model_config_file_poll_period is not None:
+      command += ' --model_config_file_poll_wait_seconds=' + str(
+          model_config_file_poll_period)
+
     if batching_parameters_file:
       command += ' --enable_batching'
       command += ' --batching_parameters_file=' + batching_parameters_file
@@ -537,12 +544,121 @@ def testBadModelConfig(self):
         pipe=subprocess.PIPE,
         wait_for_server_ready=False)[0]
 
-    error_message = (
-        'Invalid protobuf file: \'%s\'') % self._GetBadModelConfigFile()
+    error_message = ('Error parsing text-format '
+                     'tensorflow.serving.ModelServerConfig')
     error_message = error_message.encode('utf-8')
     self.assertNotEqual(proc.stderr, None)
     self.assertGreater(proc.stderr.read().find(error_message), -1)
 
+  def testModelConfigReload(self):
+    """Test model server polls filesystem for model configuration."""
+
+    base_config_proto = """
+    model_config_list: {{
+      config: {{
+        name: "{name}",
+        base_path: "{model_path}",
+        model_platform: "tensorflow"
+      }}
+    }}
+    """
+
+    config_path = os.path.join(FLAGS.test_tmpdir, 'model_config.txt')
+
+    # Write a config file serving half_plus_two model
+    with open(config_path, 'w') as f:
+      f.write(
+          base_config_proto.format(
+              name='half_plus_two', model_path=self._GetSavedModelBundlePath()))
+
+    poll_period = 1
+    model_server_address = TensorflowModelServerTest.RunServer(
+        None,
+        None,
+        model_config_file=config_path,
+        model_config_file_poll_period=poll_period)[1]
+
+    self.VerifyPredictRequest(
+        model_server_address,
+        model_name='half_plus_two',
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(self._GetSavedModelBundlePath()))
+
+    # Rewrite the config file with half_plus_three model
+    with open(config_path, 'w') as f:
+      f.write(
+          base_config_proto.format(
+              name='half_plus_three',
+              model_path=self._GetSavedModelHalfPlusThreePath()))
+
+    # Give modelserver time to poll and load the new config
+    time.sleep(poll_period + 1)
+
+    # Verify new model config was realized in model server
+    self.VerifyPredictRequest(
+        model_server_address,
+        model_name='half_plus_three',
+        expected_output=4.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(
+            self._GetSavedModelHalfPlusThreePath()))
+
+  def testModelConfigReloadWithZeroPollPeriod(self):
+    """Test model server does not poll filesystem for model config."""
+
+    base_config_proto = """
+    model_config_list: {{
+      config: {{
+        name: "{name}",
+        base_path: "{model_path}",
+        model_platform: "tensorflow"
+      }}
+    }}
+    """
+
+    config_path = os.path.join(FLAGS.test_tmpdir, 'model_config.txt')
+
+    # Write a config file serving half_plus_two model
+    with open(config_path, 'w') as f:
+      f.write(
+          base_config_proto.format(
+              name='half_plus_two', model_path=self._GetSavedModelBundlePath()))
+
+    poll_period = 0
+    model_server_address = TensorflowModelServerTest.RunServer(
+        None,
+        None,
+        model_config_file=config_path,
+        model_config_file_poll_period=poll_period)[1]
+
+    self.VerifyPredictRequest(
+        model_server_address,
+        model_name='half_plus_two',
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(self._GetSavedModelBundlePath()))
+
+    # Rewrite the config file with half_plus_three model
+    with open(config_path, 'w') as f:
+      f.write(
+          base_config_proto.format(
+              name='half_plus_three',
+              model_path=self._GetSavedModelHalfPlusThreePath()))
+
+    # Give modelserver enough time to poll and load the new config should it
+    # have such a desire
+    time.sleep(poll_period + 1)
+
+    # Verify model server is still serving the old model config
+    self.VerifyPredictRequest(
+        model_server_address,
+        model_name='half_plus_two',
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(
+            self._GetSavedModelHalfPlusThreePath()))
+
   def testGoodGrpcChannelArgs(self):
     """Test server starts with grpc_channel_arguments specified."""
     model_server_address = TensorflowModelServerTest.RunServer(

From ba6527c8d56a0752f6c87115071e4d1bf7941810 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Fri, 21 Jun 2019 12:25:10 -0700
Subject: [PATCH 3278/8103] Adds util functions for getting min of two
 ResourceAllocations.

PiperOrigin-RevId: 254446927
---
 tensorflow_serving/resources/resource_util.cc |  27 ++++
 tensorflow_serving/resources/resource_util.h  |  19 +++
 .../resources/resource_util_test.cc           | 148 ++++++++++++++++++
 3 files changed, 194 insertions(+)

diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index e17a4db2592..dbc9b7fc736 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/resources/resource_util.h"
 
+#include <algorithm>
 #include <string>
 #include <utility>
 #include <vector>
@@ -225,6 +226,11 @@ ResourceAllocation ResourceUtil::Max(const ResourceAllocation& lhs,
   return MaxNormalized(Normalize(lhs), Normalize(rhs));
 }
 
+ResourceAllocation ResourceUtil::Min(const ResourceAllocation& lhs,
+                                     const ResourceAllocation& rhs) const {
+  return MinNormalized(Normalize(lhs), Normalize(rhs));
+}
+
 bool ResourceUtil::IsBoundNormalized(
     const ResourceAllocation& allocation) const {
   DCHECK(IsNormalized(allocation));
@@ -508,5 +514,26 @@ ResourceAllocation ResourceUtil::MaxNormalized(
   return max_resource_allocation;
 }
 
+ResourceAllocation ResourceUtil::MinNormalized(
+    const ResourceAllocation& lhs, const ResourceAllocation& rhs) const {
+  DCHECK(IsNormalized(lhs));
+  DCHECK(IsNormalized(rhs));
+
+  ResourceAllocation min_resource_allocation;
+  ResourceAllocation rhs_copy = rhs;
+  for (const ResourceAllocation::Entry& lhs_entry : lhs.resource_quantities()) {
+    ResourceAllocation::Entry* rhs_entry =
+        FindMutableEntry(lhs_entry.resource(), &rhs_copy);
+    if (rhs_entry != nullptr) {
+      ResourceAllocation::Entry* min_entry =
+          min_resource_allocation.add_resource_quantities();
+      *min_entry->mutable_resource() = lhs_entry.resource();
+      min_entry->set_quantity(
+          std::min(lhs_entry.quantity(), rhs_entry->quantity()));
+    }
+  }
+  return min_resource_allocation;
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index 2d6d8bccb48..515881209f2 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -150,6 +150,20 @@ class ResourceUtil {
   ResourceAllocation Max(const ResourceAllocation& lhs,
                          const ResourceAllocation& rhs) const;
 
+  // Gets the min of the two ResourceAllocations by taking the min of every
+  // paired entry and remove all the unpaired entries in the result. Like the
+  // Max() method, this keeps the bound and unbound resources separate.
+  //
+  // E.g.
+  // Min(
+  // {(GPU/instance_0/RAM/8), (CPU/instance_0/processing_in_millicores/100)},
+  // {(GPU/instance_0/RAM/16), (CPU/<no_instance>/RAM/4)}
+  // )
+  // returns
+  // {(GPU/instance_0/RAM/8)}
+  ResourceAllocation Min(const ResourceAllocation& lhs,
+                         const ResourceAllocation& rhs) const;
+
  private:
   enum class DCHECKFailOption { kDoDCHECKFail, kDoNotDCHECKFail };
 
@@ -207,6 +221,11 @@ class ResourceUtil {
   ResourceAllocation MaxNormalized(const ResourceAllocation& lhs,
                                    const ResourceAllocation& rhs) const;
 
+  // Like Min(), but assumes the input are normalized and produces a normalized
+  // result.
+  ResourceAllocation MinNormalized(const ResourceAllocation& lhs,
+                                   const ResourceAllocation& rhs) const;
+
   const std::map<string, uint32> devices_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(ResourceUtil);
diff --git a/tensorflow_serving/resources/resource_util_test.cc b/tensorflow_serving/resources/resource_util_test.cc
index 9e3ab9e6f7f..e02fcdbc419 100644
--- a/tensorflow_serving/resources/resource_util_test.cc
+++ b/tensorflow_serving/resources/resource_util_test.cc
@@ -1670,6 +1670,154 @@ TEST_F(ResourceUtilTest, MaxUnbound) {
                           "   quantity: 8 "
                           "} "));
 }
+
+TEST_F(ResourceUtilTest, MinEmpty) {
+  const auto lhs = CreateProto<ResourceAllocation>("");
+  const auto rhs = CreateProto<ResourceAllocation>("");
+  EXPECT_THAT(util_.Min(lhs, rhs), EqualsProto(""));
+}
+
+TEST_F(ResourceUtilTest, MinBound) {
+  const auto lhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    device_instance { value: 0 } "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 100 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    device_instance { value: 0 } "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 8 "
+      "} ");
+  const auto rhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    device_instance { value: 0 } "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 300 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'gpu' "
+      "    device_instance { value: 0 } "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 4 "
+      "} ");
+  EXPECT_THAT(util_.Min(lhs, rhs),
+              EqualsProto("resource_quantities { "
+                          "  resource { "
+                          "    device: 'main' "
+                          "    device_instance { value: 0 } "
+                          "    kind: 'processing' "
+                          "  } "
+                          "  quantity: 100 "
+                          "} "));
+}
+
+TEST_F(ResourceUtilTest, MinBoundAndUnbound) {
+  const auto lhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    device_instance { value: 0 } "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 100 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'gpu' "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 8 "
+      "} ");
+  const auto rhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    device_instance { value: 0 } "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 300 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'gpu' "
+      "    device_instance { value: 0 } "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 4 "
+      "} ");
+  EXPECT_THAT(util_.Min(lhs, rhs),
+              EqualsProto("resource_quantities { "
+                          "  resource { "
+                          "    device: 'main' "
+                          "    device_instance { value: 0 } "
+                          "    kind: 'processing' "
+                          "  } "
+                          "  quantity: 100 "
+                          "} "));
+}
+
+TEST_F(ResourceUtilTest, MinUnbound) {
+  const auto lhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 100 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 8 "
+      "} ");
+  const auto rhs = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 300 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 4 "
+      "} ");
+  EXPECT_THAT(util_.Min(lhs, rhs),
+              EqualsProto("resource_quantities { "
+                          "  resource { "
+                          "    device: 'main' "
+                          "    device_instance { value: 0 } "
+                          "    kind: 'processing' "
+                          "  } "
+                          "  quantity: 100 "
+                          "} "
+                          "resource_quantities { "
+                          "  resource { "
+                          "    device: 'main' "
+                          "    device_instance { value: 0 } "
+                          "    kind: 'ram' "
+                          "   } "
+                          "   quantity: 4 "
+                          "} "));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From dca61db5137c416a454c6ef821ad0fac6d66dc91 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Sat, 22 Jun 2019 11:16:40 -0700
Subject: [PATCH 3279/8103] Cleanup usage of the protobuf_archive. See #19032

PiperOrigin-RevId: 254568754
---
 tensorflow_serving/apis/BUILD                 |  4 +--
 tensorflow_serving/config/BUILD               |  4 +--
 tensorflow_serving/core/BUILD                 | 10 +++---
 tensorflow_serving/core/test_util/BUILD       |  6 ++--
 tensorflow_serving/example/BUILD              |  2 +-
 tensorflow_serving/model_servers/BUILD        |  6 ++--
 .../model_servers/test_util/BUILD             |  4 +--
 tensorflow_serving/resources/BUILD            |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD | 34 +++++++++----------
 tensorflow_serving/serving.bzl                | 16 ++++-----
 tensorflow_serving/test_util/BUILD            |  2 +-
 tensorflow_serving/util/BUILD                 |  6 ++--
 12 files changed, 48 insertions(+), 48 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index a5a5a6f4242..acff5308151 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -29,8 +29,8 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -78,7 +78,7 @@ serving_proto_library(
     srcs = ["model.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 25e34d91d3b..516bf557c03 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -28,7 +28,7 @@ serving_proto_library(
     deps = [
         ":logging_config_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
@@ -47,7 +47,7 @@ serving_proto_library(
     srcs = ["platform_config.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 105c892f67f..b3080cfa380 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -771,8 +771,8 @@ cc_library(
         ":log_collector",
         ":logging_proto",
         "//tensorflow_serving/config:logging_config_proto",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -791,9 +791,9 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -810,8 +810,8 @@ cc_library(
         "//tensorflow_serving/config:logging_config_proto",
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -832,10 +832,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index b74abc10ded..eccb0ef0ef4 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -153,8 +153,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -165,8 +165,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -178,8 +178,8 @@ cc_library(
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 8b9d098a205..78145504642 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -27,9 +27,9 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto",
+        "@com_google_protobuf//:protobuf_lite",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a90fb8296aa..39451548594 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -89,8 +89,8 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -114,10 +114,10 @@ cc_test(
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter",
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -320,7 +320,7 @@ cc_library(
         ":server_core",
         ":grpc_status_util",
         ":model_service_impl",
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 3bd55c5f3bb..60b7e6e0621 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -42,9 +42,9 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 9b4fea20935..8db77715c6d 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -26,7 +26,7 @@ serving_proto_library(
     srcs = ["resources.proto"],
     cc_api_version = 2,
     visibility = ["//visibility:public"],
-    deps = ["@protobuf_archive//:cc_wkt_protos"],
+    deps = ["@com_google_protobuf//:cc_wkt_protos"],
 )
 
 cc_library(
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0675e45a770..240f0c7fbe7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -30,8 +30,8 @@ serving_proto_library(
         "//visibility:public",
     ],
     deps = [
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -49,12 +49,12 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/util:file_probing_env",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -72,6 +72,7 @@ cc_test(
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
@@ -79,7 +80,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -110,11 +110,11 @@ cc_library(
         ":session_bundle_config_proto",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -151,12 +151,12 @@ cc_test(
         ":session_bundle_factory",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -197,12 +197,12 @@ cc_test(
         ":saved_model_bundle_factory",
         ":session_bundle_config_proto",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -297,10 +297,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -532,6 +532,8 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
@@ -539,8 +541,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -613,6 +613,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
@@ -620,7 +621,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -745,13 +745,13 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -769,11 +769,11 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:classifier",
         "//tensorflow_serving/servables/tensorflow:regressor",
         "//tensorflow_serving/servables/tensorflow:util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -816,11 +816,11 @@ cc_library(
         "//tensorflow_serving/apis:input_proto",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/model_servers:server_core",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -862,12 +862,12 @@ cc_library(
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis/internal:serialized_input_proto",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -879,13 +879,13 @@ cc_test(
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -901,12 +901,12 @@ cc_library(
         ":session_bundle_config_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -923,6 +923,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
         "@org_tensorflow//tensorflow/core:framework",
@@ -930,6 +931,5 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index e474842b23e..ca34504683e 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
-load("@protobuf_archive//:protobuf.bzl", "cc_proto_library")
-load("@protobuf_archive//:protobuf.bzl", "py_proto_library")
+load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
+load("@com_google_protobuf//:protobuf.bzl", "py_proto_library")
 
 def serving_proto_library(
         name,
@@ -23,9 +23,9 @@ def serving_proto_library(
         name = name,
         srcs = srcs,
         deps = deps,
-        cc_libs = ["@protobuf_archive//:protobuf"],
-        protoc = "@protobuf_archive//:protoc",
-        default_runtime = "@protobuf_archive//:protobuf",
+        cc_libs = ["@com_google_protobuf//:protobuf"],
+        protoc = "@com_google_protobuf//:protoc",
+        default_runtime = "@com_google_protobuf//:protobuf",
         use_grpc_plugin = use_grpc_plugin,
         testonly = testonly,
         visibility = visibility,
@@ -40,9 +40,9 @@ def serving_proto_library_py(name, proto_library, srcs = [], deps = [], visibili
         name = name,
         srcs = srcs,
         srcs_version = "PY2AND3",
-        deps = ["@protobuf_archive//:protobuf_python"] + deps,
-        default_runtime = "@protobuf_archive//:protobuf_python",
-        protoc = "@protobuf_archive//:protoc",
+        deps = ["@com_google_protobuf//:protobuf_python"] + deps,
+        default_runtime = "@com_google_protobuf//:protobuf_python",
+        protoc = "@com_google_protobuf//:protoc",
         visibility = visibility,
         testonly = testonly,
     )
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 698f0d29328..2760da3a29f 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -24,9 +24,9 @@ cc_library(
     hdrs = ["test_util.h"],
     deps = [
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 0f3f6c6d1a7..393bbc0cc72 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -48,8 +48,8 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":class_registration_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -375,11 +375,11 @@ cc_test(
         "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -392,7 +392,7 @@ serving_proto_library(
     srcs = ["class_registration_test.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 

From f420804f83eb6d367fcdc616632fb56cf4186dd7 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Sat, 22 Jun 2019 13:45:28 -0700
Subject: [PATCH 3280/8103] Automated rollback of commit
 dca61db5137c416a454c6ef821ad0fac6d66dc91

PiperOrigin-RevId: 254576540
---
 tensorflow_serving/apis/BUILD                 |  4 +--
 tensorflow_serving/config/BUILD               |  4 +--
 tensorflow_serving/core/BUILD                 | 10 +++---
 tensorflow_serving/core/test_util/BUILD       |  6 ++--
 tensorflow_serving/example/BUILD              |  2 +-
 tensorflow_serving/model_servers/BUILD        |  6 ++--
 .../model_servers/test_util/BUILD             |  4 +--
 tensorflow_serving/resources/BUILD            |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD | 34 +++++++++----------
 tensorflow_serving/serving.bzl                | 16 ++++-----
 tensorflow_serving/test_util/BUILD            |  2 +-
 tensorflow_serving/util/BUILD                 |  6 ++--
 12 files changed, 48 insertions(+), 48 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index acff5308151..a5a5a6f4242 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -29,8 +29,8 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -78,7 +78,7 @@ serving_proto_library(
     srcs = ["model.proto"],
     cc_api_version = 2,
     deps = [
-        "@com_google_protobuf//:cc_wkt_protos",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 516bf557c03..25e34d91d3b 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -28,7 +28,7 @@ serving_proto_library(
     deps = [
         ":logging_config_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
-        "@com_google_protobuf//:cc_wkt_protos",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -47,7 +47,7 @@ serving_proto_library(
     srcs = ["platform_config.proto"],
     cc_api_version = 2,
     deps = [
-        "@com_google_protobuf//:cc_wkt_protos",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index b3080cfa380..105c892f67f 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -771,8 +771,8 @@ cc_library(
         ":log_collector",
         ":logging_proto",
         "//tensorflow_serving/config:logging_config_proto",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -791,9 +791,9 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -810,8 +810,8 @@ cc_library(
         "//tensorflow_serving/config:logging_config_proto",
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -832,10 +832,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
+        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index eccb0ef0ef4..b74abc10ded 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -153,8 +153,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -165,8 +165,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -178,8 +178,8 @@ cc_library(
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 78145504642..8b9d098a205 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -27,9 +27,9 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto",
-        "@com_google_protobuf//:protobuf_lite",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf_lite",
     ],
 )
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 39451548594..a90fb8296aa 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -89,8 +89,8 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -114,10 +114,10 @@ cc_test(
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter",
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_proto",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -320,7 +320,7 @@ cc_library(
         ":server_core",
         ":grpc_status_util",
         ":model_service_impl",
-        "@com_google_protobuf//:cc_wkt_protos",
+        "@protobuf_archive//:cc_wkt_protos",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 60b7e6e0621..3bd55c5f3bb 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -42,9 +42,9 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_googletest//:gtest",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:cc_wkt_protos",
+        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 8db77715c6d..9b4fea20935 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -26,7 +26,7 @@ serving_proto_library(
     srcs = ["resources.proto"],
     cc_api_version = 2,
     visibility = ["//visibility:public"],
-    deps = ["@com_google_protobuf//:cc_wkt_protos"],
+    deps = ["@protobuf_archive//:cc_wkt_protos"],
 )
 
 cc_library(
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 240f0c7fbe7..0675e45a770 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -30,8 +30,8 @@ serving_proto_library(
         "//visibility:public",
     ],
     deps = [
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -49,12 +49,12 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/util:file_probing_env",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -72,7 +72,6 @@ cc_test(
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
@@ -80,6 +79,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -110,11 +110,11 @@ cc_library(
         ":session_bundle_config_proto",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -151,12 +151,12 @@ cc_test(
         ":session_bundle_factory",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -197,12 +197,12 @@ cc_test(
         ":saved_model_bundle_factory",
         ":session_bundle_config_proto",
         "//tensorflow_serving/core/test_util:test_main",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -297,10 +297,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -532,8 +532,6 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
@@ -541,6 +539,8 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:cc_wkt_protos",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -613,7 +613,6 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
-        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
@@ -621,6 +620,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -745,13 +745,13 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
-        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -769,11 +769,11 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:classifier",
         "//tensorflow_serving/servables/tensorflow:regressor",
         "//tensorflow_serving/servables/tensorflow:util",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -816,11 +816,11 @@ cc_library(
         "//tensorflow_serving/apis:input_proto",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/model_servers:server_core",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -862,12 +862,12 @@ cc_library(
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis/internal:serialized_input_proto",
         "//tensorflow_serving/util:optional",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -879,13 +879,13 @@ cc_test(
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -901,12 +901,12 @@ cc_library(
         ":session_bundle_config_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_proto",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -923,7 +923,6 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
         "@org_tensorflow//tensorflow/core:framework",
@@ -931,5 +930,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index ca34504683e..e474842b23e 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
-load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
-load("@com_google_protobuf//:protobuf.bzl", "py_proto_library")
+load("@protobuf_archive//:protobuf.bzl", "cc_proto_library")
+load("@protobuf_archive//:protobuf.bzl", "py_proto_library")
 
 def serving_proto_library(
         name,
@@ -23,9 +23,9 @@ def serving_proto_library(
         name = name,
         srcs = srcs,
         deps = deps,
-        cc_libs = ["@com_google_protobuf//:protobuf"],
-        protoc = "@com_google_protobuf//:protoc",
-        default_runtime = "@com_google_protobuf//:protobuf",
+        cc_libs = ["@protobuf_archive//:protobuf"],
+        protoc = "@protobuf_archive//:protoc",
+        default_runtime = "@protobuf_archive//:protobuf",
         use_grpc_plugin = use_grpc_plugin,
         testonly = testonly,
         visibility = visibility,
@@ -40,9 +40,9 @@ def serving_proto_library_py(name, proto_library, srcs = [], deps = [], visibili
         name = name,
         srcs = srcs,
         srcs_version = "PY2AND3",
-        deps = ["@com_google_protobuf//:protobuf_python"] + deps,
-        default_runtime = "@com_google_protobuf//:protobuf_python",
-        protoc = "@com_google_protobuf//:protoc",
+        deps = ["@protobuf_archive//:protobuf_python"] + deps,
+        default_runtime = "@protobuf_archive//:protobuf_python",
+        protoc = "@protobuf_archive//:protoc",
         visibility = visibility,
         testonly = testonly,
     )
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 2760da3a29f..698f0d29328 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -24,9 +24,9 @@ cc_library(
     hdrs = ["test_util.h"],
     deps = [
         "@com_google_googletest//:gtest",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 393bbc0cc72..0f3f6c6d1a7 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -48,8 +48,8 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":class_registration_util",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -375,11 +375,11 @@ cc_test(
         "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -392,7 +392,7 @@ serving_proto_library(
     srcs = ["class_registration_test.proto"],
     cc_api_version = 2,
     deps = [
-        "@com_google_protobuf//:cc_wkt_protos",
+        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 

From 13e0929b7bff82a01a6d907d348d9a53ba0a66c6 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 24 Jun 2019 08:31:14 -0700
Subject: [PATCH 3281/8103] Automated rollback of commit
 dca61db5137c416a454c6ef821ad0fac6d66dc91

PiperOrigin-RevId: 254762844
---
 tensorflow_serving/apis/BUILD                 |  4 +--
 tensorflow_serving/config/BUILD               |  4 +--
 tensorflow_serving/core/BUILD                 | 10 +++---
 tensorflow_serving/core/test_util/BUILD       |  6 ++--
 tensorflow_serving/example/BUILD              |  2 +-
 tensorflow_serving/model_servers/BUILD        |  6 ++--
 .../model_servers/test_util/BUILD             |  4 +--
 tensorflow_serving/resources/BUILD            |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD | 34 +++++++++----------
 tensorflow_serving/serving.bzl                | 16 ++++-----
 tensorflow_serving/test_util/BUILD            |  2 +-
 tensorflow_serving/util/BUILD                 |  6 ++--
 12 files changed, 48 insertions(+), 48 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index a5a5a6f4242..acff5308151 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -29,8 +29,8 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -78,7 +78,7 @@ serving_proto_library(
     srcs = ["model.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 25e34d91d3b..516bf557c03 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -28,7 +28,7 @@ serving_proto_library(
     deps = [
         ":logging_config_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
@@ -47,7 +47,7 @@ serving_proto_library(
     srcs = ["platform_config.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 105c892f67f..b3080cfa380 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -771,8 +771,8 @@ cc_library(
         ":log_collector",
         ":logging_proto",
         "//tensorflow_serving/config:logging_config_proto",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -791,9 +791,9 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -810,8 +810,8 @@ cc_library(
         "//tensorflow_serving/config:logging_config_proto",
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -832,10 +832,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index b74abc10ded..eccb0ef0ef4 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -153,8 +153,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -165,8 +165,8 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:log_collector",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -178,8 +178,8 @@ cc_library(
         "//tensorflow_serving/core:logging_proto",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 8b9d098a205..78145504642 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -27,9 +27,9 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto",
+        "@com_google_protobuf//:protobuf_lite",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a90fb8296aa..39451548594 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -89,8 +89,8 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -114,10 +114,10 @@ cc_test(
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter",
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -320,7 +320,7 @@ cc_library(
         ":server_core",
         ":grpc_status_util",
         ":model_service_impl",
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 3bd55c5f3bb..60b7e6e0621 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -42,9 +42,9 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 9b4fea20935..8db77715c6d 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -26,7 +26,7 @@ serving_proto_library(
     srcs = ["resources.proto"],
     cc_api_version = 2,
     visibility = ["//visibility:public"],
-    deps = ["@protobuf_archive//:cc_wkt_protos"],
+    deps = ["@com_google_protobuf//:cc_wkt_protos"],
 )
 
 cc_library(
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0675e45a770..240f0c7fbe7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -30,8 +30,8 @@ serving_proto_library(
         "//visibility:public",
     ],
     deps = [
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -49,12 +49,12 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/util:file_probing_env",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -72,6 +72,7 @@ cc_test(
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
@@ -79,7 +80,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -110,11 +110,11 @@ cc_library(
         ":session_bundle_config_proto",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -151,12 +151,12 @@ cc_test(
         ":session_bundle_factory",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -197,12 +197,12 @@ cc_test(
         ":saved_model_bundle_factory",
         ":session_bundle_config_proto",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -297,10 +297,10 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -532,6 +532,8 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
@@ -539,8 +541,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:cc_wkt_protos",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -613,6 +613,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
@@ -620,7 +621,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -745,13 +745,13 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf_lite",
     ],
 )
 
@@ -769,11 +769,11 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:classifier",
         "//tensorflow_serving/servables/tensorflow:regressor",
         "//tensorflow_serving/servables/tensorflow:util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -816,11 +816,11 @@ cc_library(
         "//tensorflow_serving/apis:input_proto",
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/model_servers:server_core",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -862,12 +862,12 @@ cc_library(
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis/internal:serialized_input_proto",
         "//tensorflow_serving/util:optional",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -879,13 +879,13 @@ cc_test(
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -901,12 +901,12 @@ cc_library(
         ":session_bundle_config_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -923,6 +923,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
         "@org_tensorflow//tensorflow/core:framework",
@@ -930,6 +931,5 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index e474842b23e..ca34504683e 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
-load("@protobuf_archive//:protobuf.bzl", "cc_proto_library")
-load("@protobuf_archive//:protobuf.bzl", "py_proto_library")
+load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
+load("@com_google_protobuf//:protobuf.bzl", "py_proto_library")
 
 def serving_proto_library(
         name,
@@ -23,9 +23,9 @@ def serving_proto_library(
         name = name,
         srcs = srcs,
         deps = deps,
-        cc_libs = ["@protobuf_archive//:protobuf"],
-        protoc = "@protobuf_archive//:protoc",
-        default_runtime = "@protobuf_archive//:protobuf",
+        cc_libs = ["@com_google_protobuf//:protobuf"],
+        protoc = "@com_google_protobuf//:protoc",
+        default_runtime = "@com_google_protobuf//:protobuf",
         use_grpc_plugin = use_grpc_plugin,
         testonly = testonly,
         visibility = visibility,
@@ -40,9 +40,9 @@ def serving_proto_library_py(name, proto_library, srcs = [], deps = [], visibili
         name = name,
         srcs = srcs,
         srcs_version = "PY2AND3",
-        deps = ["@protobuf_archive//:protobuf_python"] + deps,
-        default_runtime = "@protobuf_archive//:protobuf_python",
-        protoc = "@protobuf_archive//:protoc",
+        deps = ["@com_google_protobuf//:protobuf_python"] + deps,
+        default_runtime = "@com_google_protobuf//:protobuf_python",
+        protoc = "@com_google_protobuf//:protoc",
         visibility = visibility,
         testonly = testonly,
     )
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 698f0d29328..2760da3a29f 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -24,9 +24,9 @@ cc_library(
     hdrs = ["test_util.h"],
     deps = [
         "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf",
     ],
 )
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 0f3f6c6d1a7..393bbc0cc72 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -48,8 +48,8 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":class_registration_util",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
-        "@protobuf_archive//:cc_wkt_protos",
     ],
 )
 
@@ -375,11 +375,11 @@ cc_test(
         "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@protobuf_archive//:protobuf",
     ],
 )
 
@@ -392,7 +392,7 @@ serving_proto_library(
     srcs = ["class_registration_test.proto"],
     cc_api_version = 2,
     deps = [
-        "@protobuf_archive//:cc_wkt_protos",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 

From c4fc8f610e0a14ed5759089666138932bdf4fe1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Jun 2019 12:02:01 -0700
Subject: [PATCH 3282/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f85200c-2439-4dbf-8375-64d1dd34a5ba

PiperOrigin-RevId: 254806239
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7acdc860768..969193305eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d60941531b7aef520298e89d779457a0fee20e7bcaf51c1ab9e9e4bffdd8b016",
-    git_commit = "1d589da7852a4a61ae6135876e6db53c7be33b89",
+    sha256 = "ca96db216db63ee066e4724863cb208b027099ecefeb6f61f9a00551cf2008b0",
+    git_commit = "fd3ec18ecfab1f4ef1adc06d56e78237e66631fa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 66b510fe38c9325581826168db37982bd057864b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Jun 2019 18:01:59 -0700
Subject: [PATCH 3283/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ee20f71-8dc6-409b-b898-43d7bb8c9915

PiperOrigin-RevId: 254876285
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 969193305eb..d0beffa206d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca96db216db63ee066e4724863cb208b027099ecefeb6f61f9a00551cf2008b0",
-    git_commit = "fd3ec18ecfab1f4ef1adc06d56e78237e66631fa",
+    sha256 = "5ffd36f35942436975de7602a79e19a32f1d3ec7be8390a741eda3ab86aa0c12",
+    git_commit = "1d29b5c344c63379a1a8587d52210267352c6911",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6e86f1890c4452130a25d613d7ababeebc5cd75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Jun 2019 00:02:38 -0700
Subject: [PATCH 3284/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35c8285e-844b-4e9c-b6a3-bfcb32c10ae7

PiperOrigin-RevId: 254911394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0beffa206d..85e60bb5756 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ffd36f35942436975de7602a79e19a32f1d3ec7be8390a741eda3ab86aa0c12",
-    git_commit = "1d29b5c344c63379a1a8587d52210267352c6911",
+    sha256 = "fa424aa3e6ebb5cca1e9192709fb2aa68b59728588d97104551952f493e2a3fb",
+    git_commit = "71241a6afd27a9f99039a7b373cb46553e8f701f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c9e6e8d66bb4623cd5cb32fc05ab64fef78cb179 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Jun 2019 06:02:03 -0700
Subject: [PATCH 3285/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e37afab-b71f-42c3-bcba-df77fc5261a5

PiperOrigin-RevId: 254953612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85e60bb5756..ecf2efba466 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa424aa3e6ebb5cca1e9192709fb2aa68b59728588d97104551952f493e2a3fb",
-    git_commit = "71241a6afd27a9f99039a7b373cb46553e8f701f",
+    sha256 = "aaa5b539cd65994618c601ecd39fdbbeff6b432c0a18ba4eedf60787935d2c73",
+    git_commit = "2f4121b1a7266aef4007457aa348c5f7f01eb539",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e461a35042410f8e97eddc588e4d30497c89037 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Jun 2019 12:02:36 -0700
Subject: [PATCH 3286/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c986162c-dcf2-4e65-a151-d77027fd090d

PiperOrigin-RevId: 255018730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ecf2efba466..7453a1b7dda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aaa5b539cd65994618c601ecd39fdbbeff6b432c0a18ba4eedf60787935d2c73",
-    git_commit = "2f4121b1a7266aef4007457aa348c5f7f01eb539",
+    sha256 = "85a97be7498661a161a401556340cef9e60e6f432a2749f0d51996631130201d",
+    git_commit = "762f3bf5bac3ffb685018be6110a473a23dd8825",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8484e043b49186f1f4ef345942965e3a699a47e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Jun 2019 18:02:13 -0700
Subject: [PATCH 3287/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7035bb6c-a294-4b3c-9e64-50c99144099f

PiperOrigin-RevId: 255089438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7453a1b7dda..dd18ec8661d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85a97be7498661a161a401556340cef9e60e6f432a2749f0d51996631130201d",
-    git_commit = "762f3bf5bac3ffb685018be6110a473a23dd8825",
+    sha256 = "72ac9b1980fa73db898910792388a8141fa73dc7c914030464f9be5e88903d64",
+    git_commit = "1de620388de9b29bdc2b0934ac9c48944701420e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5655879469b96aabb8b7bd7cee96d59bc5394daa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Jun 2019 00:02:03 -0700
Subject: [PATCH 3288/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e9d4b23-fb04-4937-b762-b5023dee37d3

PiperOrigin-RevId: 255127082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd18ec8661d..1052a6f156c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72ac9b1980fa73db898910792388a8141fa73dc7c914030464f9be5e88903d64",
-    git_commit = "1de620388de9b29bdc2b0934ac9c48944701420e",
+    sha256 = "ab63a195098febdee9a79a2e6f9bbbfee8a04e517f173be550ca223a3a8b5d5b",
+    git_commit = "296a4808cc69ec5b11a2e0f518e0bd0777af3a47",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 53786ffed33866010e1f62399ede2a7bccc4e1bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Jun 2019 06:04:11 -0700
Subject: [PATCH 3289/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e96b88aa-462f-4644-94cb-ee0ec60ae948

PiperOrigin-RevId: 255172481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1052a6f156c..7bf3f5caf88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab63a195098febdee9a79a2e6f9bbbfee8a04e517f173be550ca223a3a8b5d5b",
-    git_commit = "296a4808cc69ec5b11a2e0f518e0bd0777af3a47",
+    sha256 = "bd7e6c9f0ef9bdef9953df009797bd71881b5a1694b62c37c07eb7a0d9a1a953",
+    git_commit = "4e40e863abc64d7d80c448c392a8871eb5de6630",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b734cb6a6e17a973a4436557b8715e54ede8fac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Jun 2019 12:03:15 -0700
Subject: [PATCH 3290/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6fecf27-8d31-4dfd-884e-0e6b32e1ae0f

PiperOrigin-RevId: 255235994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bf3f5caf88..2a114b9b030 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd7e6c9f0ef9bdef9953df009797bd71881b5a1694b62c37c07eb7a0d9a1a953",
-    git_commit = "4e40e863abc64d7d80c448c392a8871eb5de6630",
+    sha256 = "c89af9d6d712b4b1033a0c5d3c696c4e51ae28ab2a1756c9aaf13d1f32440558",
+    git_commit = "a3e863966eefc5f2397f7c2b02a9d062434c2463",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a3333d94d1ea7b8827545f8e4ec1df6ba5e998e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Jun 2019 18:02:12 -0700
Subject: [PATCH 3291/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9637b537-1aa0-46ee-890a-c37ed0d3711c

PiperOrigin-RevId: 255303236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a114b9b030..e9c7f9e317a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c89af9d6d712b4b1033a0c5d3c696c4e51ae28ab2a1756c9aaf13d1f32440558",
-    git_commit = "a3e863966eefc5f2397f7c2b02a9d062434c2463",
+    sha256 = "ef6deb8e11a2fb1010aaa3f2e67807b731301565ee52d5364d27fefe08cee940",
+    git_commit = "743ab0df9de3ce6c9939a3bb48e47607dd46d735",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f73440831a0001237dc26608bd998f67617e60f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jun 2019 00:02:37 -0700
Subject: [PATCH 3292/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60b194ec-375a-4f60-bcfd-dfb3af1410de

PiperOrigin-RevId: 255341033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9c7f9e317a..211856311ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef6deb8e11a2fb1010aaa3f2e67807b731301565ee52d5364d27fefe08cee940",
-    git_commit = "743ab0df9de3ce6c9939a3bb48e47607dd46d735",
+    sha256 = "b2da05835679154f0b092bbbf4caf8cdcfe06eec81b892c1c7a9beb3dfb0d08c",
+    git_commit = "2f8c3786217c6d7ee303804a9efcfbd55e8e57d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2446bb35383a40c57a771e3030a90f98dffa9986 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jun 2019 06:02:20 -0700
Subject: [PATCH 3293/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b33cfab-85ad-44e5-b56a-8dd0707048f9

PiperOrigin-RevId: 255384585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 211856311ff..f8b07f02fd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2da05835679154f0b092bbbf4caf8cdcfe06eec81b892c1c7a9beb3dfb0d08c",
-    git_commit = "2f8c3786217c6d7ee303804a9efcfbd55e8e57d5",
+    sha256 = "b2a38291ff2d35935e3296ff2bc2c8e16d5aea5133d4c3fc44aaa291458bb882",
+    git_commit = "0ffa97fd8470d14310d69324017f7fbbc76f1c38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6a7d93257dbabf764cb08b7bfdae7bcf1840b591 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jun 2019 12:03:04 -0700
Subject: [PATCH 3294/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d46d363c-d539-4167-b25c-72a290318adf

PiperOrigin-RevId: 255449934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8b07f02fd9..3cc2c96c767 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2a38291ff2d35935e3296ff2bc2c8e16d5aea5133d4c3fc44aaa291458bb882",
-    git_commit = "0ffa97fd8470d14310d69324017f7fbbc76f1c38",
+    sha256 = "f4bc8e756ea4972cac4185d73654577562fa3dc50e21e459a5b5a3d58669dc66",
+    git_commit = "3c9d8867a3e8a9d5d4b7f5d7dfbbc114c12ce17c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 026c38b4fd333d5be1165094758056a5437b87c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jun 2019 18:02:46 -0700
Subject: [PATCH 3295/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c98329a3-fecd-41f1-ab2b-a80bd75f4477

PiperOrigin-RevId: 255516690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cc2c96c767..a74e53fd795 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4bc8e756ea4972cac4185d73654577562fa3dc50e21e459a5b5a3d58669dc66",
-    git_commit = "3c9d8867a3e8a9d5d4b7f5d7dfbbc114c12ce17c",
+    sha256 = "91c8eab7b8e3e2cceb4663e52438956aaf235ff0cb92640dcf707cd705ed2aba",
+    git_commit = "049db1fb3fadc7b23a264ee8b87240bf3d535bff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4522459ebd53cd76171f71b5781d04e1b8200d3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Jun 2019 00:02:13 -0700
Subject: [PATCH 3296/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5471d2d3-1b2c-4a5f-bc5e-e48c373355d2

PiperOrigin-RevId: 255549741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a74e53fd795..b528160a1e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91c8eab7b8e3e2cceb4663e52438956aaf235ff0cb92640dcf707cd705ed2aba",
-    git_commit = "049db1fb3fadc7b23a264ee8b87240bf3d535bff",
+    sha256 = "33cd5a87c509b8a4eaa03614584cb146a29ebb36ea265405f6ad81ad8fe71b73",
+    git_commit = "bafa0371c8f9f0227f74e2cc7ddc347ebcdabdc0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 44680358f39bcc5c50e1628a4ba56e84d0c19b74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Jun 2019 06:02:14 -0700
Subject: [PATCH 3297/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83ca4454-cc32-4fa5-8df6-99658f535bdf

PiperOrigin-RevId: 255587624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b528160a1e1..b87f2c77d90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33cd5a87c509b8a4eaa03614584cb146a29ebb36ea265405f6ad81ad8fe71b73",
-    git_commit = "bafa0371c8f9f0227f74e2cc7ddc347ebcdabdc0",
+    sha256 = "fb62191ef32827feba1b4a380835e09250156a541281faff8d3a9799c799a647",
+    git_commit = "d97ccf68c903d488f28eb24c1b9edfbeefb9211b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2cef996da6e50c16d10b9ae51f9d6b0b5a60f693 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Jun 2019 12:02:20 -0700
Subject: [PATCH 3298/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45ad9c4b-59e6-4bcd-939a-a3079340e02a

PiperOrigin-RevId: 255643430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b87f2c77d90..ec9afbacee9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb62191ef32827feba1b4a380835e09250156a541281faff8d3a9799c799a647",
-    git_commit = "d97ccf68c903d488f28eb24c1b9edfbeefb9211b",
+    sha256 = "571bd2d0a4e1bfe66955e70c5d8a5b6e86dbf0a16d6f8aca78b7b6615625bae6",
+    git_commit = "645b3cb313cb9069dcbe3309b2e44063c547b2d1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f89167f220e65ce814f66b657267f907258d045 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 28 Jun 2019 17:54:57 -0700
Subject: [PATCH 3299/8103] Internal change.

PiperOrigin-RevId: 255700846
---
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/server_core.cc              |  1 +
 .../model_servers/server_core.h               | 13 +++++
 tensorflow_serving/servables/tensorflow/BUILD |  4 +-
 .../servables/tensorflow/predict_impl.cc      | 44 ++++++++++++-----
 .../servables/tensorflow/predict_util.cc      | 48 +++++++++++++++----
 .../servables/tensorflow/predict_util.h       | 26 ++++++++--
 7 files changed, 108 insertions(+), 29 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 39451548594..670644a958e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -81,6 +81,7 @@ cc_library(
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index cdc1e7e834e..c1c0a772dd8 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -32,6 +32,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
+#include "util/task/status_builder.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 9e3fbe043f7..ac22b9f25d3 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -40,6 +40,7 @@ limitations under the License.
 #include "tensorflow_serving/core/source.h"
 #include "tensorflow_serving/core/source_adapter.h"
 #include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/optional.h"
@@ -178,6 +179,13 @@ class ServerCore : public Manager {
     // Whether to allow assigning unused version labels to models that are not
     // available yet.
     bool allow_version_labels_for_unavailable_models = false;
+
+    // In a predict handler, this option specifies how to serialize tensors
+    // (e.g: as proto fields or as proto content).
+    // Serialize as proto fields by default, for backward compatibility.
+    internal::PredictResponseTensorSerializationOption
+        predict_response_tensor_serialization_option =
+            internal::PredictResponseTensorSerializationOption::kAsProtoField;
   };
 
   virtual ~ServerCore() = default;
@@ -248,6 +256,11 @@ class ServerCore : public Manager {
     return options_.server_request_logger->Log(request, response, log_metadata);
   }
 
+  internal::PredictResponseTensorSerializationOption
+  predict_response_tensor_serialization_option() const {
+    return options_.predict_response_tensor_serialization_option;
+  }
+
  protected:
   ServerCore(Options options);
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 240f0c7fbe7..8d3c99968fb 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -425,10 +425,10 @@ cc_library(
     ],
     deps = [
         ":predict_util",
+        ":util",
         "//tensorflow_serving/apis:predict_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -443,8 +443,8 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":util",
         "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:optional",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index fd02d15d452..f9cfb149bdb 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow_serving/core/servable_handle.h"
@@ -29,11 +30,12 @@ namespace serving {
 
 namespace {
 
-Status SessionBundlePredict(const RunOptions& run_options,
-                            const MetaGraphDef& meta_graph_def,
-                            const optional<int64>& servable_version,
-                            const PredictRequest& request,
-                            PredictResponse* response, Session* session) {
+Status SessionBundlePredict(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const optional<int64>& servable_version,
+    const internal::PredictResponseTensorSerializationOption option,
+    const PredictRequest& request, PredictResponse* response,
+    Session* session) {
   // Validate signatures.
   Signature signature;
   TF_RETURN_IF_ERROR(GetNamedSignature("inputs", meta_graph_def, &signature));
@@ -117,9 +119,20 @@ Status SessionBundlePredict(const RunOptions& run_options,
     return tensorflow::Status(tensorflow::error::UNKNOWN,
                               "Predict internal error");
   }
-  for (int i = 0; i < outputs.size(); i++) {
-    outputs[i].AsProtoField(
-        &((*response->mutable_outputs())[output_aliases[i]]));
+
+  switch (option) {
+    case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
+      for (int i = 0; i < outputs.size(); i++) {
+        outputs[i].AsProtoField(
+            &((*response->mutable_outputs())[output_aliases[i]]));
+      }
+    } break;
+    case internal::PredictResponseTensorSerializationOption::kAsProtoContent: {
+      for (int i = 0; i < outputs.size(); i++) {
+        outputs[i].AsProtoTensorContent(
+            &((*response->mutable_outputs())[output_aliases[i]]));
+      }
+    } break;
   }
 
   return Status::OK();
@@ -147,14 +160,19 @@ Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
   if (use_saved_model_) {
     ServableHandle<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
-    return RunPredict(run_options, bundle->meta_graph_def, bundle.id().version,
-                      bundle->session.get(), request, response);
+    return internal::RunPredict(
+        run_options, bundle->meta_graph_def, bundle.id().version,
+        core->predict_response_tensor_serialization_option(),
+        bundle->session.get(), request, response);
   }
   ServableHandle<SessionBundle> bundle;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
-  return SessionBundlePredict(run_options, bundle->meta_graph_def,
-                              bundle.id().version, request, response,
-                              bundle->session.get());
+  // SessionBundle is officially deprecated. SessionBundlePredict is for
+  // backward compatibility.
+  return SessionBundlePredict(
+      run_options, bundle->meta_graph_def, bundle.id().version,
+      core->predict_response_tensor_serialization_option(), request, response,
+      bundle->session.get());
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index afa9710a4a8..15d4c640c25 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <vector>
 
 #include "absl/strings/str_join.h"
+#include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/framework/tensor.pb.h"
@@ -146,28 +147,44 @@ Status PreProcessPrediction(const SignatureDef& signature,
 }
 
 // Validate results and populate a PredictResponse.
+// Tensors are serialized as specified.
 Status PostProcessPredictionResult(
-    const SignatureDef& signature,
     const std::vector<string>& output_tensor_aliases,
-    const std::vector<Tensor>& output_tensors, PredictResponse* response) {
+    const std::vector<Tensor>& output_tensors,
+    const internal::PredictResponseTensorSerializationOption option,
+    PredictResponse* response) {
   // Validate and return output.
   if (output_tensors.size() != output_tensor_aliases.size()) {
     return tensorflow::Status(tensorflow::error::UNKNOWN,
                               "Predict internal error");
   }
-  for (int i = 0; i < output_tensors.size(); i++) {
-    output_tensors[i].AsProtoField(
-        &((*response->mutable_outputs())[output_tensor_aliases[i]]));
+  switch (option) {
+    case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
+      for (int i = 0; i < output_tensors.size(); i++) {
+        output_tensors[i].AsProtoField(
+            &((*response->mutable_outputs())[output_tensor_aliases[i]]));
+      }
+    } break;
+    case internal::PredictResponseTensorSerializationOption::kAsProtoContent: {
+      for (int i = 0; i < output_tensors.size(); i++) {
+        output_tensors[i].AsProtoTensorContent(
+            &((*response->mutable_outputs())[output_tensor_aliases[i]]));
+      }
+    } break;
   }
+
   return Status::OK();
 }
 
 }  // namespace
 
-Status RunPredict(const RunOptions& run_options,
-                  const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version, Session* session,
-                  const PredictRequest& request, PredictResponse* response) {
+namespace internal {
+Status RunPredict(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const optional<int64>& servable_version,
+    const internal::PredictResponseTensorSerializationOption option,
+    Session* session, const PredictRequest& request,
+    PredictResponse* response) {
   // Validate signatures.
   const string signature_name = request.model_spec().signature_name().empty()
                                     ? kDefaultServingSignatureDefKey
@@ -194,9 +211,20 @@ Status RunPredict(const RunOptions& run_options,
                                   output_tensor_names, {}, &outputs,
                                   &run_metadata));
 
-  return PostProcessPredictionResult(signature, output_tensor_aliases, outputs,
+  return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                      response);
 }
+}  // namespace internal
+
+Status RunPredict(const RunOptions& run_options,
+                  const MetaGraphDef& meta_graph_def,
+                  const optional<int64>& servable_version, Session* session,
+                  const PredictRequest& request, PredictResponse* response) {
+  return internal::RunPredict(
+      run_options, meta_graph_def, servable_version,
+      internal::PredictResponseTensorSerializationOption::kAsProtoField,
+      session, request, response);
+}
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index c23be27a3cb..ca741e68f40 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -24,13 +24,31 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+namespace internal {
+// Whether to serialize proto as field or content.
+enum class PredictResponseTensorSerializationOption {
+  kAsProtoField = 0,
+  kAsProtoContent = 1,
+};
+
+// Similar to RunPredict below, but allows specification of a serialization
+// option for the TensorProtos in the response.
+Status RunPredict(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const optional<int64>& servable_version,
+    const PredictResponseTensorSerializationOption tensor_serialization_option,
+    Session* session, const PredictRequest& request, PredictResponse* response);
+
+}  // namespace internal
+
 // Implementation of Predict using the SavedModel SignatureDef format.
+//
+// IMPLEMENTATION NOTES: Calls the internal::RunPredict function above by
+// specifying serialization option as kAsProtoField for backward compatibility.
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version,
-                  Session* session,
-                  const PredictRequest& request,
-                  PredictResponse* response);
+                  const optional<int64>& servable_version, Session* session,
+                  const PredictRequest& request, PredictResponse* response);
 
 }  // namespace serving
 }  // namespace tensorflow

From bdcf20b9d7aa0ff09ff376209097930a802d460c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Jun 2019 18:02:25 -0700
Subject: [PATCH 3300/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/838ae51a-3ffa-4ecb-902b-585d1f514980

PiperOrigin-RevId: 255701597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec9afbacee9..3e82608b09b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "571bd2d0a4e1bfe66955e70c5d8a5b6e86dbf0a16d6f8aca78b7b6615625bae6",
-    git_commit = "645b3cb313cb9069dcbe3309b2e44063c547b2d1",
+    sha256 = "f0e77f5061e184b077dfe0213899381aefa2b0bcb55c0cb84dd3152c9be0a617",
+    git_commit = "3ef978357dca727a5f6d2fcdbbefa67d08a62e04",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 869475df85f49840c39da4a1a6a9cf189022c4f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Jun 2019 00:02:31 -0700
Subject: [PATCH 3301/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d8b355e-ee41-42d1-add2-59420bde9c28

PiperOrigin-RevId: 255726810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e82608b09b..7c56c494ba5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0e77f5061e184b077dfe0213899381aefa2b0bcb55c0cb84dd3152c9be0a617",
-    git_commit = "3ef978357dca727a5f6d2fcdbbefa67d08a62e04",
+    sha256 = "5a2239890ce97740ab0dd34845abe095e001519e59e9f14ab4a528f1d4379eba",
+    git_commit = "cf5e63accb51efda5138c3fcd10d7fa7de9c317b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b3ba4ce10d2094f21d2dd7d8d26ff84a5fba8858 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 1 Jul 2019 09:55:24 -0700
Subject: [PATCH 3302/8103] Internal change

PiperOrigin-RevId: 255975915
---
 tensorflow_serving/model_servers/BUILD          | 1 +
 tensorflow_serving/model_servers/server_core.cc | 1 -
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 670644a958e..7e1206531af 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -90,6 +90,7 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
+        "@com_google_absl//absl/base:core_headers",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index c1c0a772dd8..cdc1e7e834e 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -32,7 +32,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
-#include "util/task/status_builder.h"
 
 namespace tensorflow {
 namespace serving {

From aa9dddb93576c814b97947d6386d400cf6c87679 Mon Sep 17 00:00:00 2001
From: Martijn Vels <mvels@google.com>
Date: Mon, 1 Jul 2019 11:28:12 -0700
Subject: [PATCH 3303/8103] Replace NumSchedulableCPUs() with MaxParallelism().

PiperOrigin-RevId: 255996064
---
 tensorflow_serving/batching/streaming_batch_scheduler.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index c9b7fbf44c5..2acb5f848c1 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -143,7 +143,7 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
 
     // The number of threads to use to process batches.
     // Must be >= 1, and should be tuned carefully.
-    int num_batch_threads = port::NumSchedulableCPUs();
+    int num_batch_threads = port::MaxParallelism();
 
     // The following options are typically only overridden by test code.
 

From a323b8c00832bacb9377ae34419ba31de0ca2248 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Jul 2019 12:02:25 -0700
Subject: [PATCH 3304/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5bf51d6c-4233-4085-8802-178866ba7e97

PiperOrigin-RevId: 256002990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c56c494ba5..c8f3485e67a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a2239890ce97740ab0dd34845abe095e001519e59e9f14ab4a528f1d4379eba",
-    git_commit = "cf5e63accb51efda5138c3fcd10d7fa7de9c317b",
+    sha256 = "95c0c07e0953a4f4a357ea57acb4a656cdf5a1ac619d2f236b4f61f1a573c84d",
+    git_commit = "5fbe995c00ca5d31243a8209f348800656b265f7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b5c24e3e3849978a551db3aae3854c8794d10124 Mon Sep 17 00:00:00 2001
From: Mihai Maruseac <mihaimaruseac@google.com>
Date: Mon, 1 Jul 2019 15:55:34 -0700
Subject: [PATCH 3305/8103] Don't run
 model_servers:tensorflow_model_server_test under asan

Test is flaky, hence we are required to disable it to fix CI jobs.

PiperOrigin-RevId: 256050809
---
 tensorflow_serving/model_servers/BUILD | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 7e1206531af..8afb78b8376 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -397,6 +397,9 @@ py_test(
     ],
     python_version = "PY2",
     srcs_version = "PY2AND3",
+    tags = [
+        "noasan",  # b/136281879
+    ],
     deps = [
         "//tensorflow_serving/apis:model_service_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",

From 9a5851f6b1caf8d8c7916f8bc696c8b0f5bca16f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Jul 2019 18:02:30 -0700
Subject: [PATCH 3306/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/73f744f7-cc53-48a3-ae94-0d3df3ffe6cd

PiperOrigin-RevId: 256072783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8f3485e67a..1779ae7d338 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95c0c07e0953a4f4a357ea57acb4a656cdf5a1ac619d2f236b4f61f1a573c84d",
-    git_commit = "5fbe995c00ca5d31243a8209f348800656b265f7",
+    sha256 = "f1e04270b9c84b62cdea15c70adfed440718623d8c3c6ebfc962a1a5b2d008ac",
+    git_commit = "e4b162394af9e1b7b146c3848405f00ab30b2c50",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bdb5e1c26bfe36432148f1e451fb3900a627aa62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2019 00:02:14 -0700
Subject: [PATCH 3307/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd42f492-4276-437d-9b0c-c4369ed005b5

PiperOrigin-RevId: 256107655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1779ae7d338..b59b9ba1761 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1e04270b9c84b62cdea15c70adfed440718623d8c3c6ebfc962a1a5b2d008ac",
-    git_commit = "e4b162394af9e1b7b146c3848405f00ab30b2c50",
+    sha256 = "b6e6b50d6a126f3ff96f6907f101cb576d041a5a3c52587eb3c1bafe7e0f43d4",
+    git_commit = "780cef5dbba4f5ba6613d0b152f9c57aa88f2350",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d5737af083111c6573f2dd048ebc62b50e2fe948 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2019 06:02:18 -0700
Subject: [PATCH 3308/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0ad448d-fd07-4b61-8d01-ec723492ada0

PiperOrigin-RevId: 256149837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b59b9ba1761..7009d671165 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6e6b50d6a126f3ff96f6907f101cb576d041a5a3c52587eb3c1bafe7e0f43d4",
-    git_commit = "780cef5dbba4f5ba6613d0b152f9c57aa88f2350",
+    sha256 = "3b8f0d6252ddd9f36e52cbcbb0e3925618f484ec8a08f534af74a2b92b550ed3",
+    git_commit = "bfad469d236f923f9e40f3c76dbb718d24984292",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a27bf5a834c3a9e1802fab65bc80c9be142f7cba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2019 12:02:23 -0700
Subject: [PATCH 3309/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/760e0677-b077-441d-958d-eadda7a180bd

PiperOrigin-RevId: 256211575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7009d671165..9d530e1ac3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b8f0d6252ddd9f36e52cbcbb0e3925618f484ec8a08f534af74a2b92b550ed3",
-    git_commit = "bfad469d236f923f9e40f3c76dbb718d24984292",
+    sha256 = "3d51a46520170f726874265edbe1efd6a5ca30dab9a91a5b0e927ded70887519",
+    git_commit = "1979135fb76f8718d6e450e1e92cfed00af9f380",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ff167d8fa1e27738ab175dd0f91e844f7d9e153 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2019 18:02:29 -0700
Subject: [PATCH 3310/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32a5c6b3-438f-44db-aa9b-c28bf6798dcf

PiperOrigin-RevId: 256277010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d530e1ac3c..af31b9a2987 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d51a46520170f726874265edbe1efd6a5ca30dab9a91a5b0e927ded70887519",
-    git_commit = "1979135fb76f8718d6e450e1e92cfed00af9f380",
+    sha256 = "6301f16285246a1f0933e3bde096fb6a22e7ba52e57ca1472cb6fe5878767460",
+    git_commit = "64d3e2eb16a52f678249df943f25b0dde531c93e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc986268756ef45a3ffca4b8578dfdc69e015d29 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Tue, 2 Jul 2019 20:16:33 -0700
Subject: [PATCH 3311/8103] Release notes for 1.14

PiperOrigin-RevId: 256290192
---
 RELEASE.md | 51 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index e46df0df534..2d52d758243 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,54 @@
+# Release 1.14.0
+
+## Major Features and Improvements
+
+None
+
+## Breaking Changes
+
+None
+
+## Bug Fixes and Other Changes
+
+* Add enforce_session_run_timeout inside Server::Options. (commit: de030640ec6ed2cd504ee0ad9335fb93aebe51b5)
+* Update comments as new envs TF_NUM_INTEROP_THREADS and TF_NUM_INTRAOP_THREADS are added in tensorflow (commit: a32bc432ed3c6366cfbb540d4b86b1cc6b3acf22)
+* Update TF Serving subsite config to import to /tfx/serving (commit: 6ac044af384bb0529d68ee1dd4fe287c2c55dc04)
+* Allow multiple logging configs to be associated with a single model. (commit: d9b99a3efe4077a8936bd586b252486c8b24dd6f)
+* Add -o option, to pass params to `docker` command. (commit: dd59021d3f807f23390afa8a2bc34a6f7029ed24)
+* Change SerializedExampleListWithContext dependency. (commit: 7acaec7c594cddfe2f06b6536c579b1b58078807)
+* Add servable_name to debugging log. (commit: e384bf406a5411a0539973c4c3aa13f0f889ebb3)
+* Stop using reader locks (tf_shared_lock) on the read path of FastReadDynamicPtr. (commit: f04e583a6a700a4943a57b6758b3e131b0865e97)
+* Clarify which model is being initialized. (commit: 5456ac57343a7962450eb80e9d4870dcb4b31ed4)
+* Add saved model tags to logging metadata. These tags are used by (commit: 6320701645d5aeceac49a4f02cc629159559f143)
+* Updates Apple platform config settings and allows TF serving (commit: c283ea580e4a51ececfacaa2b255fd0bb751c9ab)
+* Update example section to use Docker (commit: a5fc8bbc20f712fd6c4c148ff4d94a9231b79ceb)
+* Adds an option in SessionBundleConfig to repeat warmup replay n times per request. (commit: 15cd20263c8362f534afecbdf98b9d929eac70fd)
+* Bazel 0.23.2 is the minimum version required to build. (commit: b8a377cbeea07d6173f1938e4fe507b7ff9d17cd)
+* Disable MKLDNN contraction kernels by default (commit: a7f98b67e3f054e20bec86459a4f5dbf8eb45b08)
+* improve tpu server warm up (commit: 63d31a33b4f6faeb0764bb159d403f2b49061aed)
+* Re-enable MKLDNN contraction kernels by default. (commit: a075ebe5eff56f3311d6e2cc2d23e4e82567596b)
+* Stop removing libnvinfer_plugin.so since future version of TF GPU builds depends on it. (commit: 23ceb08d771118a2abdd28835f126c8675ba2f60)
+* Fix build failure with TF head sources. (commit: a02687e3fe96edc57c9ed4ad08cfbe5d9ba6e838)
+* AspiredVersionsManager, CachingManager: forward Env to BasicManager. (commit: 28da549e382fa027897886afec83fca6e92da33c)
+* Official PIP package releases are now tied to a specific version of TensorFlow (commit: 9514c37d22f0b728e2db9e8c6f28fb11ebde0fad)
+* Improves top-level README documentation; (commit: f26deea38a506512690096ad81ffa5bb6c32a4b2)
+* Bump the minimal Bazel version to 0.24.1 (commit: 96a716ca31f753b0c3efc1ef60779b77f5c60845)
+* Add option to refuse to unload the last servable version. (commit: c8496b199cedf3e38a7ad0dc4c46db2b341b28e5)
+* Add new device type for TPU. (commit: c74861d61131e2248a70d9c72317df8c49eb8f1a)
+* Add ability to disable periodic filesystem polling (#1295). (commit: 72450555c83ea5e6d18d05362192ad85613b23b1)
+* Fix incorrect formatting of decimal numbers in JSON output (#1332) (commit: d7c3b3deacbabf763ed44fb6932535016852e90a)
+* Fixed the gzip uncompression support in the HTTP server for large request bodies. (commit: fb7835c7cd95c5b6b163cb2abd6a8b9a1a283689)
+* Add stack memory resource kind. (commit: e56e72b3e4b9a597832734208a3da455f6db1a04)
+* Adds ModelServer test for loading SavedModel exported from Keras Sequential API (commit: 9578f3d10c786c6714b9a8b481dd74f454402477)
+* ignore SIGPIPE for libevent ，prevent the SIGPIPE signal from being raised, (commit: 8d88a5b3c4ac502113c798a470111ca65f47b0c2)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+G. Hussain Chinoy, Karthik Vadla, Li Lao, mkim301, Tensorflow-Copybara, yjhjstz
+
+
 # Release 1.13.0
 
 ## Major Features and Improvements

From 3bd851d88cd2febcdec29a52bab1d7d225a3a54c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2019 20:28:26 -0700
Subject: [PATCH 3312/8103] Fixing Docker link

PiperOrigin-RevId: 256291155
---
 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
index d9cd36ea291..5d4af3b3ca2 100644
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
@@ -299,7 +299,7 @@
         "\n",
         "We're preparing to install TensorFlow Serving using [Aptitude](https://wiki.debian.org/Aptitude) since this Colab runs in a Debian environment.  We'll add the `tensorflow-model-server` package to the list of packages that Aptitude knows about.  Note that we're running as root.\n",
         "\n",
-        "Note: This example is running TensorFlow Serving natively, but [you can also run it in a Docker container](../docker), which is one of the easiest ways to get started using TensorFlow Serving."
+        "Note: This example is running TensorFlow Serving natively, but [you can also run it in a Docker container](https://www.tensorflow.org/tfx/serving/docker), which is one of the easiest ways to get started using TensorFlow Serving."
       ]
     },
     {

From 952a65c04f2538d40f7c2069220dd28acf2e628a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jul 2019 00:02:18 -0700
Subject: [PATCH 3313/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af73b7c4-e7bb-48fc-8ac3-f213af4170a1

PiperOrigin-RevId: 256310217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af31b9a2987..bae35c688ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6301f16285246a1f0933e3bde096fb6a22e7ba52e57ca1472cb6fe5878767460",
-    git_commit = "64d3e2eb16a52f678249df943f25b0dde531c93e",
+    sha256 = "ceae79671e8af0302cdfa571277fb0083bd7a6e4f9a482991bc2535d8d3a6009",
+    git_commit = "e0ab930a7ec64817833478e6d01fa84133011257",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cba3f41be730d086924c20828075b0122aa806fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jul 2019 06:02:23 -0700
Subject: [PATCH 3314/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac50aac6-64fc-49b2-96c4-ddb6b9051912

PiperOrigin-RevId: 256352140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bae35c688ee..430d63453a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ceae79671e8af0302cdfa571277fb0083bd7a6e4f9a482991bc2535d8d3a6009",
-    git_commit = "e0ab930a7ec64817833478e6d01fa84133011257",
+    sha256 = "fe8d5702bb541c9df33152ae2ea05f8e0f69e7065a9d0af7e9161a744c5c6e97",
+    git_commit = "b2ee39a25cb561a8e5d594cd7d6c314aa674168b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ff2fd14a49258cb55fa0fddb31f097136a9cadc3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jul 2019 12:02:18 -0700
Subject: [PATCH 3315/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17395a47-714a-43f6-8bb6-b910911064c9

PiperOrigin-RevId: 256412250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 430d63453a4..ddc7f356499 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe8d5702bb541c9df33152ae2ea05f8e0f69e7065a9d0af7e9161a744c5c6e97",
-    git_commit = "b2ee39a25cb561a8e5d594cd7d6c314aa674168b",
+    sha256 = "4297f8decbcdb2bd042f92c6e41b813d741ebdbc4e7c5007f29c79c481f22491",
+    git_commit = "26f9dbe5373c6aed74d4c18cddd81b94bf120bd0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00b2980a4d6ca127b63409b3eae791f846d1031a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 3 Jul 2019 12:42:07 -0700
Subject: [PATCH 3316/8103] Update release notes for 1.14.0 release.

PiperOrigin-RevId: 256420229
---
 RELEASE.md | 38 +++++++++++++-------------------------
 1 file changed, 13 insertions(+), 25 deletions(-)

diff --git a/RELEASE.md b/RELEASE.md
index 2d52d758243..cb5c5ced29a 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -2,52 +2,40 @@
 
 ## Major Features and Improvements
 
-None
+* Use MKL-DNN contraction kernels by default. (commit: a075ebe5eff56f3311d6e2cc2d23e4e82567596b)
+* Add option to refuse to unload the last servable version. (commit: c8496b199cedf3e38a7ad0dc4c46db2b341b28e5)
+* Add ability to disable periodic filesystem polling (#1295). (commit: 72450555c83ea5e6d18d05362192ad85613b23b1)
 
 ## Breaking Changes
 
-None
+* No breaking changes.
 
 ## Bug Fixes and Other Changes
 
-* Add enforce_session_run_timeout inside Server::Options. (commit: de030640ec6ed2cd504ee0ad9335fb93aebe51b5)
-* Update comments as new envs TF_NUM_INTEROP_THREADS and TF_NUM_INTRAOP_THREADS are added in tensorflow (commit: a32bc432ed3c6366cfbb540d4b86b1cc6b3acf22)
-* Update TF Serving subsite config to import to /tfx/serving (commit: 6ac044af384bb0529d68ee1dd4fe287c2c55dc04)
-* Allow multiple logging configs to be associated with a single model. (commit: d9b99a3efe4077a8936bd586b252486c8b24dd6f)
+* Add `enforce_session_run_timeout` inside `Server::Options`. (commit: de030640ec6ed2cd504ee0ad9335fb93aebe51b5)
 * Add -o option, to pass params to `docker` command. (commit: dd59021d3f807f23390afa8a2bc34a6f7029ed24)
-* Change SerializedExampleListWithContext dependency. (commit: 7acaec7c594cddfe2f06b6536c579b1b58078807)
-* Add servable_name to debugging log. (commit: e384bf406a5411a0539973c4c3aa13f0f889ebb3)
 * Stop using reader locks (tf_shared_lock) on the read path of FastReadDynamicPtr. (commit: f04e583a6a700a4943a57b6758b3e131b0865e97)
-* Clarify which model is being initialized. (commit: 5456ac57343a7962450eb80e9d4870dcb4b31ed4)
 * Add saved model tags to logging metadata. These tags are used by (commit: 6320701645d5aeceac49a4f02cc629159559f143)
-* Updates Apple platform config settings and allows TF serving (commit: c283ea580e4a51ececfacaa2b255fd0bb751c9ab)
-* Update example section to use Docker (commit: a5fc8bbc20f712fd6c4c148ff4d94a9231b79ceb)
-* Adds an option in SessionBundleConfig to repeat warmup replay n times per request. (commit: 15cd20263c8362f534afecbdf98b9d929eac70fd)
-* Bazel 0.23.2 is the minimum version required to build. (commit: b8a377cbeea07d6173f1938e4fe507b7ff9d17cd)
-* Disable MKLDNN contraction kernels by default (commit: a7f98b67e3f054e20bec86459a4f5dbf8eb45b08)
-* improve tpu server warm up (commit: 63d31a33b4f6faeb0764bb159d403f2b49061aed)
-* Re-enable MKLDNN contraction kernels by default. (commit: a075ebe5eff56f3311d6e2cc2d23e4e82567596b)
-* Stop removing libnvinfer_plugin.so since future version of TF GPU builds depends on it. (commit: 23ceb08d771118a2abdd28835f126c8675ba2f60)
-* Fix build failure with TF head sources. (commit: a02687e3fe96edc57c9ed4ad08cfbe5d9ba6e838)
-* AspiredVersionsManager, CachingManager: forward Env to BasicManager. (commit: 28da549e382fa027897886afec83fca6e92da33c)
+* Adds an option in `SessionBundleConfig` to repeat warmup replay n times per request. (commit: 15cd20263c8362f534afecbdf98b9d929eac70fd)
+* Improve tpu server warm up (commit: 63d31a33b4f6faeb0764bb159d403f2b49061aed)
 * Official PIP package releases are now tied to a specific version of TensorFlow (commit: 9514c37d22f0b728e2db9e8c6f28fb11ebde0fad)
-* Improves top-level README documentation; (commit: f26deea38a506512690096ad81ffa5bb6c32a4b2)
 * Bump the minimal Bazel version to 0.24.1 (commit: 96a716ca31f753b0c3efc1ef60779b77f5c60845)
-* Add option to refuse to unload the last servable version. (commit: c8496b199cedf3e38a7ad0dc4c46db2b341b28e5)
 * Add new device type for TPU. (commit: c74861d61131e2248a70d9c72317df8c49eb8f1a)
-* Add ability to disable periodic filesystem polling (#1295). (commit: 72450555c83ea5e6d18d05362192ad85613b23b1)
 * Fix incorrect formatting of decimal numbers in JSON output (#1332) (commit: d7c3b3deacbabf763ed44fb6932535016852e90a)
 * Fixed the gzip uncompression support in the HTTP server for large request bodies. (commit: fb7835c7cd95c5b6b163cb2abd6a8b9a1a283689)
 * Add stack memory resource kind. (commit: e56e72b3e4b9a597832734208a3da455f6db1a04)
 * Adds ModelServer test for loading SavedModel exported from Keras Sequential API (commit: 9578f3d10c786c6714b9a8b481dd74f454402477)
-* ignore SIGPIPE for libevent ，prevent the SIGPIPE signal from being raised, (commit: 8d88a5b3c4ac502113c798a470111ca65f47b0c2)
+* Ignore SIGPIPE for libevent，prevent the SIGPIPE signal from being raised (#1257) (commit: 8d88a5b3c4ac502113c798a470111ca65f47b0c2)
+* Fix #1367 (commit: 58af9011d72cbd062501c3f8066bf4d9eee04a7a)
+* Update Serving_REST_simple.ipynb (commit: 3870ba59a764d859fc137a8363588c94906e0f5f)
+* Updates README with link to architecture overview (commit: d233a82e0a569d5ccd23a0cbada8099644698dc6)
+* Update example section to use Docker (commit: a5fc8bbc20f712fd6c4c148ff4d94a9231b79ceb)
 
 ## Thanks to our Contributors
 
 This release contains contributions from many people at Google, as well as:
 
-G. Hussain Chinoy, Karthik Vadla, Li Lao, mkim301, Tensorflow-Copybara, yjhjstz
-
+G. Hussain Chinoy, Karthik Vadla, mkim301, yjhjstz
 
 # Release 1.13.0
 

From e3f7b8dbf084daa760dfea502426b214d50a0502 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jul 2019 18:02:26 -0700
Subject: [PATCH 3317/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abdccba0-91f8-46f7-ac9d-4b15d94f377b

PiperOrigin-RevId: 256470173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ddc7f356499..c0a1bf4cc71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4297f8decbcdb2bd042f92c6e41b813d741ebdbc4e7c5007f29c79c481f22491",
-    git_commit = "26f9dbe5373c6aed74d4c18cddd81b94bf120bd0",
+    sha256 = "20438ed279a20c828695dcc42eff18e6f08837f3ae3086aad55b7b7767667ffc",
+    git_commit = "964cae84fd5d5018125925dcb5a83927ec062c49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aea7c4907cfcf829160809a054a2bcd20cbc0c6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jul 2019 00:02:31 -0700
Subject: [PATCH 3318/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d4ab9ace-b0d6-416f-85ed-63547dd64bc7

PiperOrigin-RevId: 256500092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0a1bf4cc71..d81dc12c04e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20438ed279a20c828695dcc42eff18e6f08837f3ae3086aad55b7b7767667ffc",
-    git_commit = "964cae84fd5d5018125925dcb5a83927ec062c49",
+    sha256 = "0181c70dd06710c2643cd264a6dd5ec017263595fdd86f815b80cc68c90719d0",
+    git_commit = "94d7e348d8788db341922462ed843b33c3e4fc3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ef7b1dcfc8ed41e8742d85bd6c45df51478e344a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jul 2019 06:02:14 -0700
Subject: [PATCH 3319/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29c2c819-8a3f-40d2-9a60-b8df5e07a727

PiperOrigin-RevId: 256540278
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d81dc12c04e..fca27a4d823 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0181c70dd06710c2643cd264a6dd5ec017263595fdd86f815b80cc68c90719d0",
-    git_commit = "94d7e348d8788db341922462ed843b33c3e4fc3a",
+    sha256 = "620b410614358739fe25f32ded087539c11721924bfefee71514508d76d731e7",
+    git_commit = "ea8a39bc7a095c9d239534578f0e37f36d642093",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da112d1e788323f02c9f9f14314c0f336cf7f0e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jul 2019 12:02:35 -0700
Subject: [PATCH 3320/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8806aa30-9c4e-4cb0-8b6b-6d5894626ce8

PiperOrigin-RevId: 256573393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fca27a4d823..9657b0dc9eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "620b410614358739fe25f32ded087539c11721924bfefee71514508d76d731e7",
-    git_commit = "ea8a39bc7a095c9d239534578f0e37f36d642093",
+    sha256 = "86e1a7437b0f158e215b12242edfb6eb856d5f2e14a09d5731751a075c9f0c1e",
+    git_commit = "52435ea5a89b9c129894c31d10a3f42e4ed31d85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eebb2e4e84767c43aaac9a841060f58fee43535c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jul 2019 18:02:07 -0700
Subject: [PATCH 3321/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c4b4a76-68f7-4a82-8e30-9dbc3e9f9a12

PiperOrigin-RevId: 256597621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9657b0dc9eb..b3b2b68ed5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86e1a7437b0f158e215b12242edfb6eb856d5f2e14a09d5731751a075c9f0c1e",
-    git_commit = "52435ea5a89b9c129894c31d10a3f42e4ed31d85",
+    sha256 = "3e48643769e34f1dd1693d81c16afc94dee82d08604e6788e4f76f9a87d37bb0",
+    git_commit = "ba730a4f6de09ab8635091517933462dc70e4443",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cb36eadd01658129660e183d0f3969b5e1cb0a59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jul 2019 00:02:26 -0700
Subject: [PATCH 3322/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e6ec5e8-966b-48d5-a637-2253bbf3ec18

PiperOrigin-RevId: 256624137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3b2b68ed5c..ead58d89fe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e48643769e34f1dd1693d81c16afc94dee82d08604e6788e4f76f9a87d37bb0",
-    git_commit = "ba730a4f6de09ab8635091517933462dc70e4443",
+    sha256 = "667c6e0dfe5882feb5c5103f302a3c528d3d75755a20309a913a18919a1d6e12",
+    git_commit = "5bbeb0870fe934c0c58549f2b60f96378e07544d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e03ec3ca637111148611b9eac136f810800e57a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jul 2019 06:02:13 -0700
Subject: [PATCH 3323/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/978c8ddc-efd6-4145-86cb-7a4a05babbdc

PiperOrigin-RevId: 256662832
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ead58d89fe1..2edc6afc265 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "667c6e0dfe5882feb5c5103f302a3c528d3d75755a20309a913a18919a1d6e12",
-    git_commit = "5bbeb0870fe934c0c58549f2b60f96378e07544d",
+    sha256 = "d3a7d962b38ec417f9bc319159ac367fed26c38f1d5b2d0ea1054f8afc5be2be",
+    git_commit = "450a690cfe0d7c57464110734cebfe7a5b239e0d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d96b632dc2cd1e0556f1ff45460d25baa1d33764 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jul 2019 12:02:15 -0700
Subject: [PATCH 3324/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa8945dd-9528-4749-b06c-ebac07f0fe1b

PiperOrigin-RevId: 256693221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2edc6afc265..ea53909e43e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3a7d962b38ec417f9bc319159ac367fed26c38f1d5b2d0ea1054f8afc5be2be",
-    git_commit = "450a690cfe0d7c57464110734cebfe7a5b239e0d",
+    sha256 = "c72bd525acc7223de4e637e91964e02c8ab383b827b93b2a99012ddac2ff02bb",
+    git_commit = "2a705b9d1524a856cd4c36a53629f25de97aba65",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c4f677c8224453b3507470fd8a79f320ec7703c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jul 2019 18:02:11 -0700
Subject: [PATCH 3325/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/457de200-bc67-4f13-a3eb-85cb0e91d8a3

PiperOrigin-RevId: 256716534
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea53909e43e..236afd68fdd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c72bd525acc7223de4e637e91964e02c8ab383b827b93b2a99012ddac2ff02bb",
-    git_commit = "2a705b9d1524a856cd4c36a53629f25de97aba65",
+    sha256 = "254c10c6329a7bea03256b55468b1c33208606b60a8426251afecb506b002d03",
+    git_commit = "3e5418c3d6f04e910591ab0bdc16cbdf1b93d92d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7c8f7ea381b369c4e94ca67391c019eb09ebafbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Jul 2019 00:02:14 -0700
Subject: [PATCH 3326/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b508df99-f541-4536-a073-be9dfddec2fc

PiperOrigin-RevId: 256738458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 236afd68fdd..8106917b6f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "254c10c6329a7bea03256b55468b1c33208606b60a8426251afecb506b002d03",
-    git_commit = "3e5418c3d6f04e910591ab0bdc16cbdf1b93d92d",
+    sha256 = "f7d4c97ac8a58d4ad8f1b5c7da9fad76da74c01be1a3abe6b5c669b5a494d411",
+    git_commit = "ad7df1e80978130daddac4babe93e98af3d7e4c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b78608e5c5f4176bca91e2b873c743032e47a7bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Jul 2019 06:02:07 -0700
Subject: [PATCH 3327/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13bbf233-b1f3-4792-8a3f-6130b3a39687

PiperOrigin-RevId: 256761718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8106917b6f8..b1d0fe258fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7d4c97ac8a58d4ad8f1b5c7da9fad76da74c01be1a3abe6b5c669b5a494d411",
-    git_commit = "ad7df1e80978130daddac4babe93e98af3d7e4c2",
+    sha256 = "9a379af1ede6fa932f9fe8da3f3ebe6ceb66a2d5b73b65c4ee2b5a69c08abe67",
+    git_commit = "718503b075d7bf79f430ea9de4fdcc95ad665e7d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e3f265f56c148ca4a63c054ded4c2b85c8944cb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Jul 2019 06:02:25 -0700
Subject: [PATCH 3328/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b21ae7b-dd2a-4513-af81-2123c400005d

PiperOrigin-RevId: 256846805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1d0fe258fe..51593892486 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a379af1ede6fa932f9fe8da3f3ebe6ceb66a2d5b73b65c4ee2b5a69c08abe67",
-    git_commit = "718503b075d7bf79f430ea9de4fdcc95ad665e7d",
+    sha256 = "f80b46f994856af8b4d65b7db017eb7cced301c2e3e28e1a6a4d0ad469cce0f4",
+    git_commit = "28d028de608d9a55c8d5f063b70cec03a53f8eeb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 90aab0c7940200be405b29aabbd33775127c6808 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Jul 2019 18:02:10 -0700
Subject: [PATCH 3329/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa5de902-fa51-4771-9af5-6676b7691d55

PiperOrigin-RevId: 256889231
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51593892486..91a3c3f2dab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f80b46f994856af8b4d65b7db017eb7cced301c2e3e28e1a6a4d0ad469cce0f4",
-    git_commit = "28d028de608d9a55c8d5f063b70cec03a53f8eeb",
+    sha256 = "f8e88e93d1d85627d2f052d0705d062109c68a4983bd3ac742cc45f23fd358b9",
+    git_commit = "ad6e2c74ce0161be60f1f2557762150b2cd368cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2420431974601bb3463da8bae415e45af53cc239 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jul 2019 00:02:28 -0700
Subject: [PATCH 3330/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25ead388-eb0e-43d6-b7c1-e2f3fef05dd1

PiperOrigin-RevId: 256916636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91a3c3f2dab..1f08e61d0fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8e88e93d1d85627d2f052d0705d062109c68a4983bd3ac742cc45f23fd358b9",
-    git_commit = "ad6e2c74ce0161be60f1f2557762150b2cd368cd",
+    sha256 = "7d2a53b297591dc74460ccd797e6f5d8cbd3b4885f1e864a12d6a9de979a6a22",
+    git_commit = "fa4de2ca7aecb6b474c336b975b4563f4c7b7486",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a25f62f84983211b791d74b7c3491f679a8d14a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jul 2019 06:02:11 -0700
Subject: [PATCH 3331/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31bac81b-950b-4339-bd05-8c00925d9fbf

PiperOrigin-RevId: 256962117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f08e61d0fa..494f599c68f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d2a53b297591dc74460ccd797e6f5d8cbd3b4885f1e864a12d6a9de979a6a22",
-    git_commit = "fa4de2ca7aecb6b474c336b975b4563f4c7b7486",
+    sha256 = "119af5a6fb53b6b43059494f7cf2ed95e3254f254bcf892a36fa1085e487d523",
+    git_commit = "09d232dcafb860f631c25db324c9bb805e285f8d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f79ecf05497477af60beb45efd842ebba20944f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jul 2019 12:02:42 -0700
Subject: [PATCH 3332/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f9ff7b9-b6db-4ebf-9288-8106f4846336

PiperOrigin-RevId: 257027981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 494f599c68f..51fd672121e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "119af5a6fb53b6b43059494f7cf2ed95e3254f254bcf892a36fa1085e487d523",
-    git_commit = "09d232dcafb860f631c25db324c9bb805e285f8d",
+    sha256 = "cae7576ec0c4ebbf0d228780f0adf1ce73a0221ada7954d7cc476258ca781bc6",
+    git_commit = "e96bb866c5720cf45df1407fcbe0515f3f772b3b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7226859e9dd0f45bade559ab12892d4e388a7c11 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 8 Jul 2019 13:43:07 -0700
Subject: [PATCH 3333/8103] Add release notes for TF serving 1.12.3.

PiperOrigin-RevId: 257047344
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index cb5c5ced29a..ba48c80ae7d 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 1.12.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 1.12.3.
+
 # Release 1.14.0
 
 ## Major Features and Improvements

From 042a33313b7ac92c11f40dbe9596dbf605d5683b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jul 2019 18:02:29 -0700
Subject: [PATCH 3334/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f350bc3-1d98-4bd9-9a05-c5bd1ca1dd52

PiperOrigin-RevId: 257095962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51fd672121e..21979b346fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cae7576ec0c4ebbf0d228780f0adf1ce73a0221ada7954d7cc476258ca781bc6",
-    git_commit = "e96bb866c5720cf45df1407fcbe0515f3f772b3b",
+    sha256 = "3f27f9a4126757b91120d1b55080145e7ef9d0989c0cad28a13f673b33630bce",
+    git_commit = "e6dda7def8c2a88a7d1fee9fb4f439bf86841e41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8991c3c43b8a11557e30ee446ce0379e4120009f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jul 2019 00:02:11 -0700
Subject: [PATCH 3335/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/532fda44-1a67-4606-a618-8f9832ab88f4

PiperOrigin-RevId: 257132871
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21979b346fe..c0e73fb1f51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f27f9a4126757b91120d1b55080145e7ef9d0989c0cad28a13f673b33630bce",
-    git_commit = "e6dda7def8c2a88a7d1fee9fb4f439bf86841e41",
+    sha256 = "97bf4edc3e2cc10dcd34533cb4ed23476895bc0a62a7f4486a51953da176a759",
+    git_commit = "c88fd63cc599195cbf88885689e8630dd888bb6d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c42a0b8121b904c515e709ce4d2b968adfe84647 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jul 2019 06:02:11 -0700
Subject: [PATCH 3336/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e130869-fa89-4c77-883f-8f6087b8fa29

PiperOrigin-RevId: 257175942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0e73fb1f51..862c4ccf75a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97bf4edc3e2cc10dcd34533cb4ed23476895bc0a62a7f4486a51953da176a759",
-    git_commit = "c88fd63cc599195cbf88885689e8630dd888bb6d",
+    sha256 = "a23f631e5a25894050523351fa79e0d96cb6d7d04bc9a2790ccbc3bd0a96fbb6",
+    git_commit = "7ad65ad9024f5a6a46a108383080235963928520",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e23b2264ddb2aa15662a196d2392f63335cc9b47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jul 2019 12:02:43 -0700
Subject: [PATCH 3337/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ca935d7-6d38-4e6a-b8b2-3a8166371692

PiperOrigin-RevId: 257242849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 862c4ccf75a..c3a7f02fc08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a23f631e5a25894050523351fa79e0d96cb6d7d04bc9a2790ccbc3bd0a96fbb6",
-    git_commit = "7ad65ad9024f5a6a46a108383080235963928520",
+    sha256 = "252d4da84a15a506102e122f65e336fa79545c5490892c0442c4491d5b070b98",
+    git_commit = "7d944239facdfc198911f5781bea4b13917441da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4951bf3587280bcce305a9bee4ffed203c9e88ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jul 2019 18:02:28 -0700
Subject: [PATCH 3338/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45844af9-6f20-48f9-8f6d-ba78652f7944

PiperOrigin-RevId: 257310917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3a7f02fc08..4397aba7040 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "252d4da84a15a506102e122f65e336fa79545c5490892c0442c4491d5b070b98",
-    git_commit = "7d944239facdfc198911f5781bea4b13917441da",
+    sha256 = "35ee388ff27016ecfcaa95483ffea136149743477f8f9c832050e04d1aa415cf",
+    git_commit = "a7440c393a7b700fee1e3d16d9b7ce91a8471766",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf5bd6ab81ff89984e8574c3be5319b3d8f3bc75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 00:02:32 -0700
Subject: [PATCH 3339/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7610e7b0-b1e2-4c98-b3b2-0a58b6eb1641

PiperOrigin-RevId: 257345941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4397aba7040..55d7209ccf3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35ee388ff27016ecfcaa95483ffea136149743477f8f9c832050e04d1aa415cf",
-    git_commit = "a7440c393a7b700fee1e3d16d9b7ce91a8471766",
+    sha256 = "d25ac3ab38f6aada4f30250f7b72f9a0f87af0f7201d94c2a165b1ea742f775f",
+    git_commit = "18b767b991cb02bf995b9ec4550cb29426e693f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de2777e265ee6b8f901e8c11a28eba3319b94d2e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 06:02:09 -0700
Subject: [PATCH 3340/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/feadf774-f6e0-4197-b338-bb13aaa23d8e

PiperOrigin-RevId: 257388248
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55d7209ccf3..1b1ecbeefb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d25ac3ab38f6aada4f30250f7b72f9a0f87af0f7201d94c2a165b1ea742f775f",
-    git_commit = "18b767b991cb02bf995b9ec4550cb29426e693f3",
+    sha256 = "20c57388919b009bb0cf0162447f224b80b98ab6712f07b3e4dfe7a9c0583bba",
+    git_commit = "15a56964c839ab9723550111a8d4a90477345e51",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 55d897ef71b1ba142defec67bcce8eba7d8f5236 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 11:08:59 -0700
Subject: [PATCH 3341/8103] Remove unnecessary calls to `Tensor::flat` in the
 tensorflow regressor interface.

PiperOrigin-RevId: 257441392
---
 tensorflow_serving/servables/tensorflow/regressor.cc | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 47e535ea34b..4d871ceb380 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/regressor.h"
 
 #include <stddef.h>
+
 #include <algorithm>
 #include <functional>
 #include <memory>
@@ -320,8 +321,10 @@ Status PostProcessRegressionResult(
                                    num_examples,
                                    ".  Got: ", output_tensor->NumElements());
   }
+
+  const auto& output_tensor_flat = output_tensor->flat<float>();
   for (int i = 0; i < num_examples; ++i) {
-    result->add_regressions()->set_value(output_tensor->flat<float>()(i));
+    result->add_regressions()->set_value(output_tensor_flat(i));
   }
   return Status::OK();
 }

From 283ccfb4464e5d118d22bced05afd2dab5b734a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 12:03:18 -0700
Subject: [PATCH 3342/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e2b69ba-0e34-423a-956e-0e33dc6074b4

PiperOrigin-RevId: 257453620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b1ecbeefb5..15eec894843 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20c57388919b009bb0cf0162447f224b80b98ab6712f07b3e4dfe7a9c0583bba",
-    git_commit = "15a56964c839ab9723550111a8d4a90477345e51",
+    sha256 = "ff4e827fecbd1d6c286f9db699829c4bb495007b9de68b5697c79ca9fc077e75",
+    git_commit = "84c176726febd6f0b1eaae5b165af8b6a983b2f8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1d2c09c44211d40596fd80ee1ebaaffe949f603 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 12:35:58 -0700
Subject: [PATCH 3343/8103] Internal Refactor.

PiperOrigin-RevId: 257459396
---
 tensorflow_serving/g3doc/building_with_docker.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/building_with_docker.md b/tensorflow_serving/g3doc/building_with_docker.md
index 49f8098af35..04e6e6a1844 100644
--- a/tensorflow_serving/g3doc/building_with_docker.md
+++ b/tensorflow_serving/g3doc/building_with_docker.md
@@ -95,15 +95,15 @@ TIP: Before attempting to build an image, check the Docker Hub
 make sure an image that meets your needs doesn't already exist.
 
 Building from sources consumes a lot of RAM. If RAM is an issue on your system,
-you may limit RAM usage by specifying `--local_resources=2048,.5,1.0` while
+you may limit RAM usage by specifying `--local_ram_resources=2048` while
 invoking Bazel. See the
-[Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_resources)
+[Bazel docs](https://docs.bazel.build/versions/master/user-manual.html#flag--local_{ram,cpu}_resources)
 for more information. You can use this same mechanism to tweak the optmizations
 you're building TensorFlow Serving with. For example:
 
 ```shell
 docker build --pull --build-arg TF_SERVING_BUILD_OPTIONS="--copt=-mavx \
-  --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_resources 2048,.5,1.0" -t \
+  --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0 --local_ram_resources=2048" -t \
   $USER/tensorflow-serving-devel -f Dockerfile.devel .
 ```
 

From 5ec333eb438de58216ff95a2fe50d92e9d6876a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jul 2019 18:02:30 -0700
Subject: [PATCH 3344/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ab9c6e21-0b5c-48a4-884b-62686e27e52f

PiperOrigin-RevId: 257521279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15eec894843..1de4ec3c237 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff4e827fecbd1d6c286f9db699829c4bb495007b9de68b5697c79ca9fc077e75",
-    git_commit = "84c176726febd6f0b1eaae5b165af8b6a983b2f8",
+    sha256 = "059d4356cbd4344b4da208c1c06092fe444e555d5ca0c30be2cb84a3ccb5a365",
+    git_commit = "00100e438dc8fdd861dd2da11f3df76b7789be1f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 616ab2ad94e9a6d99ba28e2bb6848c5713e0cc12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jul 2019 00:02:53 -0700
Subject: [PATCH 3345/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1877421f-0fda-4b2b-8a19-fcdb5075db8a

PiperOrigin-RevId: 257554426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1de4ec3c237..d918d1e7731 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "059d4356cbd4344b4da208c1c06092fe444e555d5ca0c30be2cb84a3ccb5a365",
-    git_commit = "00100e438dc8fdd861dd2da11f3df76b7789be1f",
+    sha256 = "245a1416e640c52f2f001ec8020986ebcb1f4628a7b7dcb526042d51f58cad81",
+    git_commit = "d883916ee45f3af81e81eefb7e8495d9fab6d231",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ce7f5cb822e136c1b789b57d0b179dca5c11c87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jul 2019 06:02:24 -0700
Subject: [PATCH 3346/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b55b38c-2846-448f-b02c-49ecf1e38b37

PiperOrigin-RevId: 257593296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d918d1e7731..27caff896d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "245a1416e640c52f2f001ec8020986ebcb1f4628a7b7dcb526042d51f58cad81",
-    git_commit = "d883916ee45f3af81e81eefb7e8495d9fab6d231",
+    sha256 = "4d74621bd5dcfa77ab9ab84fe0f2226e85e9505d1f6edb4e98186f21a42cf7b2",
+    git_commit = "c07e9e0e17bd059f35a70b14fa0f48e83e6435d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From effe155fc7e7ba93714736fa59213d6cc1e4c331 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jul 2019 12:02:32 -0700
Subject: [PATCH 3347/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97089bd8-a84e-4b56-9ea5-8d7e60854757

PiperOrigin-RevId: 257654193
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27caff896d0..def3bcaa02c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d74621bd5dcfa77ab9ab84fe0f2226e85e9505d1f6edb4e98186f21a42cf7b2",
-    git_commit = "c07e9e0e17bd059f35a70b14fa0f48e83e6435d2",
+    sha256 = "fe988c91599b07e65aacaef0a0192b720b741649a76bff97b283efe601ca1c97",
+    git_commit = "47fda4a3ad846e434788dc42535d67429ebe3fb0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db2805874ed0aa9a905eaa5d2e348f277bfd6cee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jul 2019 18:02:45 -0700
Subject: [PATCH 3348/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0e76b48-40e0-4ff8-bdb0-b66862f2c0c9

PiperOrigin-RevId: 257719018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index def3bcaa02c..3d7d29948f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe988c91599b07e65aacaef0a0192b720b741649a76bff97b283efe601ca1c97",
-    git_commit = "47fda4a3ad846e434788dc42535d67429ebe3fb0",
+    sha256 = "8a48a8bbcd9f93dcb52f1fd6057b5976fd5e7ff69559c88154170f0b8218e2e0",
+    git_commit = "de8298d1aeb311ccb9c9c7293731272c62f76049",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e2a1bc2513fbd271fac89c27b5e30c154239d794 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2019 00:02:12 -0700
Subject: [PATCH 3349/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e88fae7-40ec-480c-9d40-c6b1f528c273

PiperOrigin-RevId: 257751412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d7d29948f6..747cc2fda91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a48a8bbcd9f93dcb52f1fd6057b5976fd5e7ff69559c88154170f0b8218e2e0",
-    git_commit = "de8298d1aeb311ccb9c9c7293731272c62f76049",
+    sha256 = "b4f7ddbd7a90ce04ada9b3d2f19f37f301ab91528cb9a0e1640b74443644a67a",
+    git_commit = "7e7db7228f211b368a9c37d40145d48eb65d0e1e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7368a1679592e3f87651214c0c175ca2e59c0e14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2019 06:02:04 -0700
Subject: [PATCH 3350/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7424a524-ef1e-46ae-929d-8e447a43f214

PiperOrigin-RevId: 257789112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 747cc2fda91..0788a6d7d5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4f7ddbd7a90ce04ada9b3d2f19f37f301ab91528cb9a0e1640b74443644a67a",
-    git_commit = "7e7db7228f211b368a9c37d40145d48eb65d0e1e",
+    sha256 = "a4f2fb9a4b813924307049703fa2c589c0273a5e1ce17b200cebf0bb66e3242f",
+    git_commit = "43dcd3dc3ee4b090832455acf43e8dd483a6117b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 109d3795c8f58022fed0e9e69854322844fedde5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2019 12:02:36 -0700
Subject: [PATCH 3351/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7f1cebe-5eae-4a0a-861c-dcb042490507

PiperOrigin-RevId: 257843714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0788a6d7d5f..6c0190d8e56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4f2fb9a4b813924307049703fa2c589c0273a5e1ce17b200cebf0bb66e3242f",
-    git_commit = "43dcd3dc3ee4b090832455acf43e8dd483a6117b",
+    sha256 = "178d90f28c0d6f7b9bfd6f728c684d55b3ae2c0312d5c30ff390722067c881b8",
+    git_commit = "823813768199861be752a06947fcfda340350e25",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 755c0c19fd234e7e14d3c1bf8d06056740550571 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2019 18:02:16 -0700
Subject: [PATCH 3352/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77fab56f-cf4b-49ac-990c-1f636f651c0a

PiperOrigin-RevId: 257902391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c0190d8e56..9734190864b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "178d90f28c0d6f7b9bfd6f728c684d55b3ae2c0312d5c30ff390722067c881b8",
-    git_commit = "823813768199861be752a06947fcfda340350e25",
+    sha256 = "1912fb4686ab155ff424b6abeb77ae0636dd56f78d36ea4fe5a273445799edf2",
+    git_commit = "7967c86f22af50b43ac5ac678aa2dd6cd9a7d90c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 962e3b966ced7d8b45d7c949e67b80a6175b5909 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jul 2019 00:02:22 -0700
Subject: [PATCH 3353/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3617f0aa-e728-4499-acfb-6de8b3a4cfad

PiperOrigin-RevId: 257927177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9734190864b..044c61b2489 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1912fb4686ab155ff424b6abeb77ae0636dd56f78d36ea4fe5a273445799edf2",
-    git_commit = "7967c86f22af50b43ac5ac678aa2dd6cd9a7d90c",
+    sha256 = "576564420dcf423beb588e9fee8f5a5b13bbc29fe4061d6d24611838caa89348",
+    git_commit = "5d4a6cee737a1dc6c20172a1dc15df10def2df72",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 382c6cbfa4e76852c7296981c861517527344de0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jul 2019 06:02:02 -0700
Subject: [PATCH 3354/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/524c36b9-fe93-458b-b4d0-2bcbf2c055f4

PiperOrigin-RevId: 257949257
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 044c61b2489..6901f1ca9ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "576564420dcf423beb588e9fee8f5a5b13bbc29fe4061d6d24611838caa89348",
-    git_commit = "5d4a6cee737a1dc6c20172a1dc15df10def2df72",
+    sha256 = "07dad8ad6cbcbab706d646316e69958578191a77eb6e7f0d4030d530e65913dc",
+    git_commit = "3cb03d093610e51cf2d36bfbf43c446a5de52941",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4288b0523afb799e42225105871b62662624c459 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Jul 2019 06:02:11 -0700
Subject: [PATCH 3355/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7de7286e-3ec2-4e6d-b028-72540ac6dd69

PiperOrigin-RevId: 258033425
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6901f1ca9ae..bf97d7f1082 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07dad8ad6cbcbab706d646316e69958578191a77eb6e7f0d4030d530e65913dc",
-    git_commit = "3cb03d093610e51cf2d36bfbf43c446a5de52941",
+    sha256 = "b8f1496f5e84cd028d8d6be08eaec0c4a79d91d43e62c94eab611b72e78fdaa2",
+    git_commit = "37eafe0e7463fa72a45624206b1b94b36021df53",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f7a3884e51aaf8ea094574f7054e54b55625cdc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jul 2019 06:02:10 -0700
Subject: [PATCH 3356/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b435c0b-1b32-4c67-b5c5-b475e16f5d68

PiperOrigin-RevId: 258146094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf97d7f1082..3eb59757104 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8f1496f5e84cd028d8d6be08eaec0c4a79d91d43e62c94eab611b72e78fdaa2",
-    git_commit = "37eafe0e7463fa72a45624206b1b94b36021df53",
+    sha256 = "96a0652267fdbab5bfe52174924108237fb2d58eebc7df514a64fa7ebca038b1",
+    git_commit = "1ba28ea0022ce67bd5286cc8c30d7cb5fc7f7bad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ecef0d2fea2af1d4653a41934649512aa6994fd0 Mon Sep 17 00:00:00 2001
From: gison93 <43569657+gison93@users.noreply.github.com>
Date: Mon, 15 Jul 2019 17:42:28 +0200
Subject: [PATCH 3357/8103] Fix print syntax in sample code

---
 tensorflow_serving/g3doc/serving_basic.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 64e099ed3c9..6c08e7c5d09 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -50,7 +50,7 @@ export_path_base = sys.argv[-1]
 export_path = os.path.join(
       compat.as_bytes(export_path_base),
       compat.as_bytes(str(FLAGS.model_version)))
-print 'Exporting trained model to', export_path
+print('Exporting trained model to', export_path)
 builder = tf.saved_model.builder.SavedModelBuilder(export_path)
 builder.add_meta_graph_and_variables(
       sess, [tf.saved_model.tag_constants.SERVING],

From 6a6769ec0d6a00754e86e4e0027ee4ab05bbd3a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jul 2019 12:02:41 -0700
Subject: [PATCH 3358/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4602a3e0-231f-4e71-b29b-d9e47396e843

PiperOrigin-RevId: 258210299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3eb59757104..75db8c04489 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96a0652267fdbab5bfe52174924108237fb2d58eebc7df514a64fa7ebca038b1",
-    git_commit = "1ba28ea0022ce67bd5286cc8c30d7cb5fc7f7bad",
+    sha256 = "de06b5703792bc354676fd8d1181a9d02fe68af1394e70d128f076178d9c4521",
+    git_commit = "01f6e6b5d107e98942b07d9f2ff89e80cb3f5c7d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2db43983b58a88ef10235f33de41142f3237f209 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jul 2019 18:02:20 -0700
Subject: [PATCH 3359/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65c59e1a-2f2a-44ef-bbad-95f17818113f

PiperOrigin-RevId: 258275961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75db8c04489..b0ed795fd18 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de06b5703792bc354676fd8d1181a9d02fe68af1394e70d128f076178d9c4521",
-    git_commit = "01f6e6b5d107e98942b07d9f2ff89e80cb3f5c7d",
+    sha256 = "2f4635a226cc1ebaba0f7c0a3d29e823da707516e29c60bf8f6158c5f2680bf8",
+    git_commit = "550e573e3018032f4a29e8786f7e40aecb088482",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4ba9e9683982ef8eac95876016d5af30eead1ce4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jul 2019 00:02:24 -0700
Subject: [PATCH 3360/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36720fbf-01a2-43d2-b94b-9021c6915d62

PiperOrigin-RevId: 258310324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0ed795fd18..2a463f7cf62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f4635a226cc1ebaba0f7c0a3d29e823da707516e29c60bf8f6158c5f2680bf8",
-    git_commit = "550e573e3018032f4a29e8786f7e40aecb088482",
+    sha256 = "37a58d2129a4ad849c5e9fc0c9d68cbda37ac0e409035347471708e696a87707",
+    git_commit = "c1f7f64b039f5e7723ca26552b8051a711de1ead",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fa5c1be491f37bebd4e879692abd6aeaeb01e393 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jul 2019 06:02:18 -0700
Subject: [PATCH 3361/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41b01cc5-41d0-4cd5-94a3-72e8d79ca9b6

PiperOrigin-RevId: 258351719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a463f7cf62..57043885db7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37a58d2129a4ad849c5e9fc0c9d68cbda37ac0e409035347471708e696a87707",
-    git_commit = "c1f7f64b039f5e7723ca26552b8051a711de1ead",
+    sha256 = "d8488a0c5b3b0f415da768c47cea0a8ca21e6a3f89f531978a8eea5440cc2c4b",
+    git_commit = "17343b2fce2c9455d06c9cc73cf5df6d618ab9a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 79c70b48053e4ebfe4f5e5f10e083da4fe66c313 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jul 2019 12:02:11 -0700
Subject: [PATCH 3362/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e31e5282-02c9-427b-b7f4-40d69992eea7

PiperOrigin-RevId: 258413280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57043885db7..1eb118014e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8488a0c5b3b0f415da768c47cea0a8ca21e6a3f89f531978a8eea5440cc2c4b",
-    git_commit = "17343b2fce2c9455d06c9cc73cf5df6d618ab9a7",
+    sha256 = "d115e1b5093dbdc33b1381b2fad45812cdbdbcaabb104728ec35f8737cfe1355",
+    git_commit = "a4c01b23ed20d04d340f0182d40b9ad6f649af38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dae0b4dffb29efc647783d45c28c4db0282b4d51 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Tue, 16 Jul 2019 12:55:04 -0700
Subject: [PATCH 3363/8103] Adds guide for serving with custom ops

PiperOrigin-RevId: 258422997
---
 README.md                             |   1 +
 tensorflow_serving/g3doc/_toc.yaml    |   2 +
 tensorflow_serving/g3doc/custom_op.md | 100 ++++++++++++++++++++++++++
 3 files changed, 103 insertions(+)
 create mode 100644 tensorflow_serving/g3doc/custom_op.md

diff --git a/README.md b/README.md
index 607d1f289a8..c787a451662 100644
--- a/README.md
+++ b/README.md
@@ -92,6 +92,7 @@ for detailed instructions on how to export SavedModels.
 * [Use SavedModel Warmup if initial inference requests are slow due to lazy initialization of graph](tensorflow_serving/g3doc/saved_model_warmup.md)
 * [Configure models, version and version policy via Serving Config](tensorflow_serving/g3doc/serving_config.md)
 * [If encountering issues regarding model signatures, please read the SignatureDef documentation](tensorflow_serving/g3doc/signature_defs.md)
+* If using a model with custom ops, [learn how to serve models with custom ops](tensorflow_serving/g3doc/custom_op.md)
 
 ### Extend
 
diff --git a/tensorflow_serving/g3doc/_toc.yaml b/tensorflow_serving/g3doc/_toc.yaml
index 9c82857de1f..6a1bc8a165c 100644
--- a/tensorflow_serving/g3doc/_toc.yaml
+++ b/tensorflow_serving/g3doc/_toc.yaml
@@ -17,5 +17,7 @@ toc:
   path: /tfx/serving/custom_servable
 - title: Create a module that discovers new servable paths
   path: /tfx/serving/custom_source
+- title: Serving TensorFlow models with custom ops
+  path: /tfx/serving/custom_op
 - title: SignatureDefs in SavedModel for TensorFlow Serving
   path: /tfx/serving/signature_defs
diff --git a/tensorflow_serving/g3doc/custom_op.md b/tensorflow_serving/g3doc/custom_op.md
new file mode 100644
index 00000000000..51004d4f8fd
--- /dev/null
+++ b/tensorflow_serving/g3doc/custom_op.md
@@ -0,0 +1,100 @@
+# Serving TensorFlow models with custom ops
+
+TensorFlow comes pre-built with an extensive library of ops and op kernels
+(implementations) fine-tuned for different hardware types (CPU, GPU, etc.).
+These operations are automatically linked into the TensorFlow Serving
+ModelServer binary with no additional work required by the user. However, there
+are two use cases that require the user to link in ops into the ModelServer
+explicitly:
+
+*   You have written your own custom op (ex. using
+    [this guide](https://github.com/tensorflow/custom-op))
+*   You are using an already implemented op that is not shipped with TensorFlow
+
+Note: Starting in version 2.0, TensorFlow no longer distributes the contrib
+module; if you are serving a TensorFlow program using contrib ops, use this
+guide to link these ops into ModelServer explicitly.
+
+Regardless of whether you implemented the op or not, in order to serve a model
+with custom ops, you need access to the source of the op. This guide walks you
+through the steps of using the source to make custom ops available for serving.
+For guidance on implementation of custom ops, please refer to the
+[tensorflow/custom-op](https://github.com/tensorflow/custom-op) repo.
+
+Prerequisite: With Docker installed, you have cloned the TensorFlow Serving
+[repository](https://github.com/tensorflow/serving) and your current working
+directory is the root of the repo.
+
+## Copy over op source into Serving project
+
+In order to build TensorFlow Serving with your custom ops, you will first need
+to copy over the op source into your serving project. For this example, you will
+use
+[tensorflow_zero_out](https://github.com/tensorflow/custom-op/tree/master/tensorflow_zero_out)
+from the custom-op repository mentioned above.
+
+Wihin the serving repo, create a `custom_ops` directory, which will house all
+your custom ops. For this example, you will only have the
+[tensorflow_zero_out](https://github.com/tensorflow/custom-op/tree/master/tensorflow_zero_out)
+code.
+
+```bash
+mkdir tensorflow_serving/custom_ops
+cp -r <custom_ops_repo_root>/tensorflow_zero_out tensorflow_serving/custom_ops
+```
+
+## Build static library for the op
+
+In tensorflow_zero_out's
+[BUILD file](https://github.com/tensorflow/custom-op/blob/master/tensorflow_zero_out/BUILD),
+you see a target producing a shared object file (`.so`), which you would load
+into python in order to create and train your model. TensorFlow Serving,
+however, statically links ops at build time, and requires a `.a` file. So you
+will add a build rule that produces this file to
+`tensorflow_serving/custom_ops/tensorflow_zero_out/BUILD`:
+
+```python
+cc_library(
+    name = 'zero_out_ops',
+    srcs = [
+        "cc/kernels/zero_out_kernels.cc",
+        "cc/ops/zero_out_ops.cc",
+    ],
+    alwayslink = 1,
+    deps = [
+        "@org_tensorflow//tensorflow/core:framework",
+    ]
+)
+```
+
+## Build ModelServer with the op linked in
+
+To serve a model that uses a custom op, you have to build the ModelServer binary
+with that op linked in. Specifically, you add the `zero_out_ops` build target
+created above to the ModelServer's `BUILD` file.
+
+Edit `tensorflow_serving/model_servers/BUILD` to add your custom op build target
+to `SUPPORTED_TENSORFLOW_OPS` which is inluded in the `server_lib` target:
+
+```python
+SUPPORTED_TENSORFLOW_OPS = [
+    ...
+    "//tensorflow_serving/custom_ops/tensorflow_zero_out:zero_out_ops"
+]
+```
+
+Then use the Docker environment to build the ModelServer:
+
+```bash
+tools/run_in_docker.sh bazel build tensorflow_serving/model_servers:tensorflow_model_server
+```
+
+## Serve a model containing your custom op
+
+You can now run the ModelServer binary and start serving your model:
+
+```bash
+tools/run_in_docker.sh -o "-p 8501:8501" \
+bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
+--rest_api_port=8501 --model_name=<model_name> --model_base_path=<model_base_path>
+```

From dee9737cf5d5674aea860aeea7290805bffa914b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jul 2019 18:02:16 -0700
Subject: [PATCH 3364/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd2acc2b-0d72-41a5-91f2-509b45b7314a

PiperOrigin-RevId: 258478094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1eb118014e4..4261ff338fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d115e1b5093dbdc33b1381b2fad45812cdbdbcaabb104728ec35f8737cfe1355",
-    git_commit = "a4c01b23ed20d04d340f0182d40b9ad6f649af38",
+    sha256 = "9854b28c13e708b38e92fe008754dfdc2b67d309eb5bed02de73498a90511393",
+    git_commit = "10387fcdd1ccb9f24146626c76e29fc26a446992",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3a98936a610f0ba2548cb12e39402c9caeab7365 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jul 2019 00:02:28 -0700
Subject: [PATCH 3365/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abb188be-a1a8-402f-bdba-073ec000f651

PiperOrigin-RevId: 258511834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4261ff338fc..f16236a066a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9854b28c13e708b38e92fe008754dfdc2b67d309eb5bed02de73498a90511393",
-    git_commit = "10387fcdd1ccb9f24146626c76e29fc26a446992",
+    sha256 = "8fc00d65715386ac3076827eccc08c2c55a7429f91d178905c30642e45947033",
+    git_commit = "2a6c3059289071f109943fed4bce01beadc0fa2d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2afca18fc8b51de8d4905cd1c882f624520ff77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jul 2019 06:02:12 -0700
Subject: [PATCH 3366/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be3a1b89-7900-440d-94d2-ab3514f6a8ca

PiperOrigin-RevId: 258552863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f16236a066a..5e185ebda99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fc00d65715386ac3076827eccc08c2c55a7429f91d178905c30642e45947033",
-    git_commit = "2a6c3059289071f109943fed4bce01beadc0fa2d",
+    sha256 = "c45db7a6bed1135da9a28b5a0a70f3dc5320cba692a8eac2ae43c9981eb46b2c",
+    git_commit = "c6352706d6280d7ed34964969503b104471a9335",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4c959868f71350cbaad1bfba2faaec542e9bfb03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jul 2019 12:02:31 -0700
Subject: [PATCH 3367/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2fa63ed-c899-43cd-acc7-5a0587202d9a

PiperOrigin-RevId: 258614741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e185ebda99..ea3f69be8ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c45db7a6bed1135da9a28b5a0a70f3dc5320cba692a8eac2ae43c9981eb46b2c",
-    git_commit = "c6352706d6280d7ed34964969503b104471a9335",
+    sha256 = "159872e1b17b0a164327fdaf034e8ffa0b2d64d06532184a59ca4417067e18e1",
+    git_commit = "30c1d66f830bcf25244e42618266b413f509140b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b29fb4a9329a3f4c242c87aa890c6f2c28d7060a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jul 2019 18:02:03 -0700
Subject: [PATCH 3368/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66c8d5a2-d223-4bcf-abca-4bf5b2afb136

PiperOrigin-RevId: 258679745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea3f69be8ae..454891b872b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "159872e1b17b0a164327fdaf034e8ffa0b2d64d06532184a59ca4417067e18e1",
-    git_commit = "30c1d66f830bcf25244e42618266b413f509140b",
+    sha256 = "7327084fca14cb8292e8932014fa609e74aeb1df2cd3e69eecb6687a51ed65f9",
+    git_commit = "b7527a0b7c663b12d07f0de11158dca2d3fc9bba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c7e0357467bd8801b2810cb34e2f2c0397700834 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Jul 2019 00:02:30 -0700
Subject: [PATCH 3369/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fea57197-af5a-4eae-b9d7-124bfed42629

PiperOrigin-RevId: 258714553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 454891b872b..36dcc0301b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7327084fca14cb8292e8932014fa609e74aeb1df2cd3e69eecb6687a51ed65f9",
-    git_commit = "b7527a0b7c663b12d07f0de11158dca2d3fc9bba",
+    sha256 = "2feaf427e40496e9ad90bf74f1f4b09f1615f7456ab24e130f2435e542dfb39e",
+    git_commit = "87ceafef297b2fc14731242297fe9620b65269ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7a957ffbe9a23bc939fac488f3bd9e7607399e75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Jul 2019 06:02:10 -0700
Subject: [PATCH 3370/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e8dcecb-fe3c-4c4e-a3da-4ea78eae98a2

PiperOrigin-RevId: 258755063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36dcc0301b8..752c1f4fa3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2feaf427e40496e9ad90bf74f1f4b09f1615f7456ab24e130f2435e542dfb39e",
-    git_commit = "87ceafef297b2fc14731242297fe9620b65269ce",
+    sha256 = "8a5c736fea523e6e385d0b3a7db342a9cf2d11b861ac055c8dc33340d87ece9b",
+    git_commit = "0b3c5ea103e9b63d05830ae5c45c249ee7fa6787",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 45f9e33b1ed597312065849f04b48c52c1a4de83 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Jul 2019 12:02:19 -0700
Subject: [PATCH 3371/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b04c17bc-b448-4423-9154-bedc38f58334

PiperOrigin-RevId: 258817523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 752c1f4fa3c..8c89bbe14c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a5c736fea523e6e385d0b3a7db342a9cf2d11b861ac055c8dc33340d87ece9b",
-    git_commit = "0b3c5ea103e9b63d05830ae5c45c249ee7fa6787",
+    sha256 = "0d54f4e83e3e51a21e94f6d1684e610fa2cf2d55e962ad390befdc47db986f70",
+    git_commit = "eec66ce4ca210901267de2b7f491902fa831a69a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1126fcd5d179d7829f48471eca6ddbbce79e219e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Jul 2019 15:58:09 -0700
Subject: [PATCH 3372/8103] Return more informative error message during
 warmup.

PiperOrigin-RevId: 258862698
---
 .../tensorflow/saved_model_warmup.cc          |  8 ++++
 .../tensorflow/saved_model_warmup_test.cc     | 44 +++++++++++++++++++
 2 files changed, 52 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index a37bd4582ed..eb53b322962 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -16,7 +16,9 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 
 #include "google/protobuf/wrappers.pb.h"
+#include "absl/strings/str_cat.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
@@ -150,6 +152,12 @@ Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
   model_warm_up_latency->GetCell(export_dir, status.ToString())
       ->Add(warmup_latency);
 
+  if (errors::IsDataLoss(status)) {
+    return errors::DataLoss(
+        status.error_message(),
+        ". Please verify your warmup data is in TFRecord format.");
+  }
+
   // OUT_OF_RANGE error means EOF was reached, do not return error in this case
   if (!errors::IsOutOfRange(status)) {
     return status;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 6031ba03907..c256f8b9662 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -134,6 +134,21 @@ Status WriteWarmupData(const string& fname,
   return Status::OK();
 }
 
+Status WriteWarmupDataAsSerializedProtos(
+    const string& fname, const std::vector<string>& warmup_records,
+    int num_warmup_records) {
+  Env* env = Env::Default();
+  std::unique_ptr<WritableFile> file;
+  TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
+  for (int i = 0; i < num_warmup_records; ++i) {
+    for (const string& warmup_record : warmup_records) {
+      TF_RETURN_IF_ERROR(file->Append(warmup_record));
+    }
+  }
+  TF_RETURN_IF_ERROR(file->Close());
+  return Status::OK();
+}
+
 void AddMixedWarmupData(std::vector<string>* warmup_records) {
   for (auto& log_type :
        {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
@@ -295,6 +310,35 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
               ::testing::HasSubstr("Unsupported log_type for warmup"));
 }
 
+TEST(SavedModelBundleWarmupTest, UnsupportedFileFormat) {
+  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedFileFormat");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  const string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                                    WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  // Add unsupported log type
+  PredictionLog prediction_log;
+  PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog);
+  warmup_records.push_back(prediction_log.SerializeAsString());
+
+  TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  MockSession* mock = new MockSession;
+  saved_model_bundle.session.reset(mock);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillRepeatedly(Return(Status::OK()));
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr(
+                  "Please verify your warmup data is in TFRecord format"));
+}
+
 TEST(SavedModelBundleWarmupTest, TooManyWarmupRecords) {
   string base_path = io::JoinPath(testing::TmpDir(), "TooManyWarmupRecords");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(

From 9cf3ff32daaaa2bb941ba7d7b8f049f807e4288e Mon Sep 17 00:00:00 2001
From: Vinu Rajashekhar <vinuraja@google.com>
Date: Thu, 18 Jul 2019 16:06:35 -0700
Subject: [PATCH 3373/8103] Enables passing in the SessionMetadata to the
 TensorFlow Session through the SavedModel ingestion API.

PiperOrigin-RevId: 258864402
---
 .../core/aspired_versions_manager_test.cc     |  50 +++++----
 tensorflow_serving/core/basic_manager_test.cc |  67 +++++++-----
 tensorflow_serving/core/loader.h              |  29 ++++-
 tensorflow_serving/core/loader_harness.cc     |   3 +-
 .../core/loader_harness_test.cc               |  60 +++++++----
 tensorflow_serving/core/simple_loader.h       |  91 ++++++++++++++--
 tensorflow_serving/core/simple_loader_test.cc | 102 +++++++++++++++---
 tensorflow_serving/core/test_util/BUILD       |  13 +++
 .../core/test_util/mock_loader.h              |   1 +
 .../core/test_util/session_test_util.cc       |  83 ++++++++++++++
 .../core/test_util/session_test_util.h        |  48 +++++++++
 tensorflow_serving/servables/tensorflow/BUILD |   3 +
 .../tensorflow/saved_model_bundle_factory.cc  |  27 ++++-
 .../tensorflow/saved_model_bundle_factory.h   |  17 +++
 .../saved_model_bundle_factory_test.cc        |  80 +++++++++++---
 .../saved_model_bundle_source_adapter.cc      |  34 ++++--
 .../saved_model_bundle_source_adapter.h       |   5 +
 .../saved_model_bundle_source_adapter_test.cc |  40 +++++--
 .../tensorflow/session_bundle_config.proto    |  11 +-
 19 files changed, 626 insertions(+), 138 deletions(-)
 create mode 100644 tensorflow_serving/core/test_util/session_test_util.cc
 create mode 100644 tensorflow_serving/core/test_util/session_test_util.h

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index e216e5f3061..6127a5a22b4 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -736,11 +736,12 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
 
   Notification load_called;
   Notification load_continue;
-  EXPECT_CALL(*loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    load_called.Notify();
-    load_continue.WaitForNotification();
-    return Status::OK();
-  }));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        load_called.Notify();
+        load_continue.WaitForNotification();
+        return Status::OK();
+      }));
 
   std::unique_ptr<Thread> load_unload_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadUnloadThread", [&]() {
@@ -825,14 +826,13 @@ TEST_P(AspiredVersionsManagerTest, NoEventBus) {
 
 TEST_P(AspiredVersionsManagerTest, RetryOnLoadErrorFinallySucceeds) {
   CHECK_GE(max_num_load_retries_, 1);
-
+  const ServableId id = {kServableName, 7};
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
   // We succeed on the last load, before the manager gives up.
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Error on load.")))
       .WillOnce(Return(Status::OK()));
 
-  const ServableId id = {kServableName, 7};
   std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
   aspired_versions.push_back({id, std::unique_ptr<Loader>(loader)});
   manager_->GetAspiredVersionsCallback()(kServableName,
@@ -961,7 +961,8 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   std::vector<ServableData<std::unique_ptr<Loader>>> first_aspired_versions;
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
-  EXPECT_CALL(*first_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(Return(Status::OK()));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
   HandlePendingAspiredVersionsRequests();
@@ -1017,10 +1018,11 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
   Notification second_load_called;
-  EXPECT_CALL(*second_loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    second_load_called.Notify();
-    return Status::OK();
-  }));
+  EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        second_load_called.Notify();
+        return Status::OK();
+      }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
 
@@ -1056,7 +1058,7 @@ TEST_P(AspiredVersionsManagerTest,
   std::vector<ServableData<std::unique_ptr<Loader>>> first_aspired_versions;
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
-  EXPECT_CALL(*first_loader, Load())
+  EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillRepeatedly(Return(Status(error::UNKNOWN, "first load failing")));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
@@ -1084,10 +1086,11 @@ TEST_P(AspiredVersionsManagerTest,
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
   Notification second_load_called;
-  EXPECT_CALL(*second_loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    second_load_called.Notify();
-    return Status::OK();
-  }));
+  EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        second_load_called.Notify();
+        return Status::OK();
+      }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
 
@@ -1119,7 +1122,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
 
   std::vector<ServableData<std::unique_ptr<Loader>>> first_aspired_versions;
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
-  EXPECT_CALL(*first_loader, Load()).Times(0);
+  EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id})).Times(0);
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
@@ -1142,10 +1145,11 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
   Notification second_load_called;
-  EXPECT_CALL(*second_loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    second_load_called.Notify();
-    return Status::OK();
-  }));
+  EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        second_load_called.Notify();
+        return Status::OK();
+      }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
   // The first HandlePendingAspiredVersionsRequests() call will do nothing,
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 0c3630a677d..61070716412 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -285,7 +285,8 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
       .WillByDefault(Return(AnyPtr(&servable)));
   ON_CALL(*notify_to_unload, EstimateResources(_))
       .WillByDefault(Return(Status::OK()));
-  ON_CALL(*notify_to_unload, Load()).WillByDefault(Return(Status::OK()));
+  ON_CALL(*notify_to_unload, LoadWithMetadata(Loader::Metadata{id0}))
+      .WillByDefault(Return(Status::OK()));
   const ServableId id1 = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(
       {id1, std::unique_ptr<Loader>(notify_to_unload)}));
@@ -694,11 +695,12 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
 
   Notification load_called;
   Notification load_continue;
-  EXPECT_CALL(*loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    load_called.Notify();
-    load_continue.WaitForNotification();
-    return Status::OK();
-  }));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        load_called.Notify();
+        load_continue.WaitForNotification();
+        return Status::OK();
+      }));
 
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadThread", [&]() {
@@ -1113,7 +1115,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallySucceeds) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
   TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Load error.")))
       .WillRepeatedly(Return(Status::OK()));
   basic_manager_->LoadServable(
@@ -1125,7 +1127,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallyFails) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>();
   TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillRepeatedly(Return(errors::Internal("Load error.")));
   basic_manager_->LoadServable(id, [](const Status& status) {
     EXPECT_EQ(errors::Internal("Load error."), status);
@@ -1141,7 +1143,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
 
   Notification load_called;
   Notification load_should_return;
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
         load_called.Notify();
         load_should_return.WaitForNotification();
@@ -1169,7 +1171,7 @@ TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
 
   Notification load_called;
   Notification load_should_return;
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
         load_called.Notify();
         load_should_return.WaitForNotification();
@@ -1212,10 +1214,11 @@ TEST(NonParameterizedBasicManagerTest, PreLoadHook) {
   EXPECT_CALL(mock_pre_load_hook, Call(id)).WillOnce(InvokeWithoutArgs([&]() {
     pre_load_hook_called = true;
   }));
-  EXPECT_CALL(*loader, Load()).WillOnce(InvokeWithoutArgs([&]() {
-    EXPECT_TRUE(pre_load_hook_called);
-    return Status::OK();
-  }));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillOnce(InvokeWithoutArgs([&]() {
+        EXPECT_TRUE(pre_load_hook_called);
+        return Status::OK();
+      }));
   manager->LoadServable(id, [](const Status& status) { TF_ASSERT_OK(status); });
   manager->UnloadServable(id,
                           [](const Status& status) { TF_ASSERT_OK(status); });
@@ -1320,7 +1323,8 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
         *estimate = CreateResourceQuantity(10 /* = total system resources */);
         return Status::OK();
       }));
-  EXPECT_CALL(*hogging_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*hogging_loader, LoadWithMetadata(Loader::Metadata{hogging_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(hogging_id, std::unique_ptr<Loader>(hogging_loader))));
   Notification hogging_loaded;
@@ -1372,7 +1376,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
         *estimate = CreateResourceQuantity(10);
         return Status::OK();
       }));
-  EXPECT_CALL(*failing_loader, Load())
+  EXPECT_CALL(*failing_loader, LoadWithMetadata(Loader::Metadata{failing_id}))
       .WillOnce(Return(errors::Unknown("Load failure")));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(failing_id, std::unique_ptr<Loader>(failing_loader))));
@@ -1395,7 +1399,9 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
         *estimate = CreateResourceQuantity(10);
         return Status::OK();
       }));
-  EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*succeeding_loader,
+              LoadWithMetadata(Loader::Metadata{succeeding_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1416,7 +1422,9 @@ TEST_F(ResourceConstrainedBasicManagerTest,
           return Status::OK();
         }))
         .RetiresOnSaturation();
-    EXPECT_CALL(*overestimating_loader, Load()).WillOnce(Return(Status::OK()));
+    EXPECT_CALL(*overestimating_loader,
+                LoadWithMetadata(Loader::Metadata{overestimating_id}))
+        .WillOnce(Return(Status::OK()));
     EXPECT_CALL(*overestimating_loader, EstimateResources(_))
         .WillOnce(Invoke([](ResourceAllocation* estimate) {
           *estimate = CreateResourceQuantity(5 /* lower estimate after load */);
@@ -1445,7 +1453,9 @@ TEST_F(ResourceConstrainedBasicManagerTest,
         *estimate = CreateResourceQuantity(5);
         return Status::OK();
       }));
-  EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*succeeding_loader,
+              LoadWithMetadata(Loader::Metadata{succeeding_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1461,7 +1471,9 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
         return Status::OK();
       }));
   Notification load_done;
-  EXPECT_CALL(*unloading_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*unloading_loader,
+              LoadWithMetadata(Loader::Metadata{unloading_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       unloading_id, std::unique_ptr<Loader>(unloading_loader))));
   basic_manager_->LoadServable(unloading_id,
@@ -1497,7 +1509,9 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
         *estimate = CreateResourceQuantity(10);
         return Status::OK();
       }));
-  EXPECT_CALL(*succeeding_loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*succeeding_loader,
+              LoadWithMetadata(Loader::Metadata{succeeding_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1522,7 +1536,8 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         return Status::OK();
       }));
   // Load won't be called because resources are not enough to load it.
-  EXPECT_CALL(*denied_loader, Load()).Times(0);
+  EXPECT_CALL(*denied_loader, LoadWithMetadata(Loader::Metadata{denied_id}))
+      .Times(0);
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(denied_id, std::unique_ptr<Loader>(denied_loader))));
 
@@ -1549,8 +1564,9 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
   denied_estimate_started.WaitForNotification();
   // The second servable's Load() call shouldn't occur until after the first
   // servable's load request exits its decision phase.
-  EXPECT_CALL(*succeeding_loader, Load())
-      .WillOnce(Invoke([&finish_denied_estimate]() {
+  EXPECT_CALL(*succeeding_loader,
+              LoadWithMetadata(Loader::Metadata{succeeding_id}))
+      .WillOnce(InvokeWithoutArgs([&finish_denied_estimate]() {
         // Ensure that the first servable's load request has been given
         // permission to exit its decision phase.
         EXPECT_TRUE(finish_denied_estimate.HasBeenNotified());
@@ -1625,7 +1641,8 @@ TEST(EstimateResourcesRetriedTest, Succeeds) {
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillOnce(Return(Status::OK()));
-  EXPECT_CALL(*loader, Load()).WillRepeatedly(Return(Status::OK()));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
+      .WillRepeatedly(Return(Status::OK()));
   TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
diff --git a/tensorflow_serving/core/loader.h b/tensorflow_serving/core/loader.h
index b76c16cee34..672774b6303 100644
--- a/tensorflow_serving/core/loader.h
+++ b/tensorflow_serving/core/loader.h
@@ -84,7 +84,22 @@ class Loader {
   /// Fetches any data that needs to be loaded before using the servable
   /// returned by servable(). May use no more resources than the estimate
   /// reported by EstimateResources().
-  virtual Status Load() = 0;
+  ///
+  /// If implementing Load(), you don't have to override LoadWithMetadata().
+  virtual Status Load() {
+    return errors::Unimplemented("Load isn't implemented.");
+  }
+
+  /// The metadata consists of the ServableId.
+  struct Metadata {
+    ServableId servable_id;
+  };
+  /// Similar to the above method, but takes Metadata as a param, which
+  /// may be used by the loader implementation appropriately.
+  ///
+  /// If you're overriding LoadWithMetadata(), because you can use the metadata
+  /// appropriately, you can skip overriding Load().
+  virtual Status LoadWithMetadata(const Metadata& metadata) { return Load(); }
 
   /// Frees any resources allocated during Load() (except perhaps for resources
   /// shared across servables that are still needed for other active ones).
@@ -98,8 +113,8 @@ class Loader {
   ///
   /// CustomLoader implementation:
   ///
-  ///       class CustomLoader : public Loader {
-  ///        public:
+  ///     class CustomLoader : public Loader {
+  ///      public:
   ///       ...
   ///       Status Load() override {
   ///         servable_ = ...;
@@ -123,6 +138,14 @@ class Loader {
   virtual AnyPtr servable() = 0;
 };
 
+inline bool operator==(const Loader::Metadata& a, const Loader::Metadata& b) {
+  return a.servable_id == b.servable_id;
+}
+
+inline bool operator!=(const Loader::Metadata& a, const Loader::Metadata& b) {
+  return !(a == b);
+}
+
 /// A Loader that is oblivious to resources. Its EstimateResources() method
 /// returns 0, thus effectively disabling resource-based safety checks in the
 /// serving system.
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 393412ab6eb..72141cf0370 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -77,7 +77,8 @@ Status LoaderHarness::Load() {
   const Status status = Retry(
       strings::StrCat("Loading servable: ", id_.DebugString()),
       options_.max_num_load_retries, options_.load_retry_interval_micros,
-      [&]() { return loader_->Load(); }, [&]() { return cancel_load_retry(); });
+      [&]() { return loader_->LoadWithMetadata({id_}); },
+      [&]() { return cancel_load_retry(); });
 
   {
     mutex_lock l(mu_);
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 7b9539c5bff..82001a4fcd5 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -75,8 +75,10 @@ TEST(LoaderHarnessTest, LoadRequested) {
 
 TEST(LoaderHarnessTest, Quiesce) {
   test_util::MockLoader* loader = new StrictMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
-  EXPECT_CALL(*loader, Load()).WillOnce(Return(Status::OK()));
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(Status::OK()));
   EXPECT_CALL(*loader, Unload()).WillOnce(Return());
 
   TF_ASSERT_OK(harness.LoadRequested());
@@ -96,11 +98,14 @@ TEST(LoaderHarnessTest, Quiesce) {
 
 TEST(LoaderHarnessTest, Load) {
   test_util::MockLoader* loader = new StrictMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
+  const ServableId servable_id = {"test", 0};
+
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
   Notification load_called;
   Notification load_should_return;
-  EXPECT_CALL(*loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(Status::OK()));
   {
     std::unique_ptr<Thread> test_thread(
         Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
@@ -118,8 +123,11 @@ TEST(LoaderHarnessTest, Load) {
 
 TEST(LoaderHarnessTest, Unload) {
   test_util::MockLoader* loader = new StrictMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
-  EXPECT_CALL(*loader, Load()).WillOnce(Return(Status::OK()));
+  const ServableId servable_id = {"test", 0};
+
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -138,8 +146,10 @@ TEST(LoaderHarnessTest, Unload) {
 
 TEST(LoaderHarnessTest, UnloadRequested) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
-  EXPECT_CALL(*loader, Load()).WillOnce(Return(Status::OK()));
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -164,11 +174,12 @@ TEST(LoaderHarnessTest, LoadApproved) {
 
 TEST(LoaderHarnessTest, LoadError) {
   test_util::MockLoader* loader = new StrictMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
   Notification load_called;
   Notification load_should_return;
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(Return(errors::Unknown("test load error")));
   {
     std::unique_ptr<Thread> test_thread(
@@ -241,10 +252,12 @@ TEST(LoaderHarnessTest, MultipleLoadRequestsOnlyFirstOneSucceeds) {
 
 TEST(LoaderHarnessTest, MultipleUnloadRequestsOnlyFirstOneSucceeds) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
   TF_ASSERT_OK(harness.LoadRequested());
-  EXPECT_CALL(*loader, Load()).WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(Status::OK()));
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
 
@@ -264,10 +277,10 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallySucceeds) {
   LoaderHarness::Options options;
   options.max_num_load_retries = 1;
   options.load_retry_interval_micros = 1;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader),
-                        options);
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader), options);
 
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs(
           []() { return errors::Unknown("test load error"); }))
       .WillOnce(InvokeWithoutArgs([]() { return Status::OK(); }));
@@ -283,12 +296,13 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallyFails) {
   LoaderHarness::Options options;
   options.max_num_load_retries = 1;
   options.load_retry_interval_micros = 0;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader),
-                        options);
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader), options);
 
-  EXPECT_CALL(*loader, Load()).Times(2).WillRepeatedly(InvokeWithoutArgs([]() {
-    return errors::Unknown("test load error");
-  }));
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .Times(2)
+      .WillRepeatedly(InvokeWithoutArgs(
+          []() { return errors::Unknown("test load error"); }));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   const Status status = harness.Load();
@@ -301,12 +315,12 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
   LoaderHarness::Options options;
   options.max_num_load_retries = 10;
   options.load_retry_interval_micros = 0;
-  LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader),
-                        options);
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader), options);
 
   Notification load_called;
   Notification load_should_return;
-  EXPECT_CALL(*loader, Load())
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
         return errors::Unknown("test load error");
       }))
diff --git a/tensorflow_serving/core/simple_loader.h b/tensorflow_serving/core/simple_loader.h
index 63c041681ff..49967465ce0 100644
--- a/tensorflow_serving/core/simple_loader.h
+++ b/tensorflow_serving/core/simple_loader.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include <functional>
 #include <memory>
 
+#include "absl/types/variant.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
@@ -71,6 +72,9 @@ class SimpleLoader : public Loader {
  public:
   // Creator is called in Load and used to create the servable.
   using Creator = std::function<Status(std::unique_ptr<ServableType>*)>;
+  using CreatorWithMetadata =
+      std::function<Status(const Metadata&, std::unique_ptr<ServableType>*)>;
+  using CreatorVariant = absl::variant<Creator, CreatorWithMetadata>;
 
   // A callback for estimating a servable's resource usage.
   using ResourceEstimator = std::function<Status(ResourceAllocation*)>;
@@ -88,6 +92,11 @@ class SimpleLoader : public Loader {
   // the resources needed during load as well as post-load.
   SimpleLoader(Creator creator, ResourceEstimator resource_estimator);
 
+  // Similar to the above constructor, but accepts a CreatorWithMetadata
+  // function.
+  SimpleLoader(CreatorWithMetadata creator_with_metadata,
+               ResourceEstimator resource_estimator);
+
   // Constructor that takes two resource estimators: one to use for estimating
   // the resources needed during load, as well as a second one that gives a
   // different estimate after loading has finished. See the documentation on
@@ -97,18 +106,35 @@ class SimpleLoader : public Loader {
   SimpleLoader(Creator creator, ResourceEstimator resource_estimator,
                ResourceEstimator post_load_resource_estimator);
 
+  // Similar to the above constructor, but accepts a CreatorWithMetadata
+  // function.
+  SimpleLoader(CreatorWithMetadata creator_with_metadata,
+               ResourceEstimator resource_estimator,
+               ResourceEstimator post_load_resource_estimator);
+
+  // Constructor which accepts all variations of the params.
+  SimpleLoader(CreatorVariant creator_variant,
+               ResourceEstimator resource_estimator,
+               optional<ResourceEstimator> post_load_resource_estimator);
+
   ~SimpleLoader() override = default;
 
   Status EstimateResources(ResourceAllocation* estimate) const override;
 
+  // REQUIRES: That the ctor with Creator be used, otherwise returns an error
+  // status.
   Status Load() override;
 
+  Status LoadWithMetadata(const Metadata& metadata) override;
+
   void Unload() override;
 
   AnyPtr servable() override { return AnyPtr{servable_.get()}; }
 
  private:
-  Creator creator_;
+  Status EstimateResourcesPostLoad();
+
+  CreatorVariant creator_variant_;
 
   // A function that estimates the resources needed to load the servable.
   ResourceEstimator resource_estimator_;
@@ -205,7 +231,37 @@ SimpleLoader<ServableType>::EstimateNoResources() {
 template <typename ServableType>
 SimpleLoader<ServableType>::SimpleLoader(Creator creator,
                                          ResourceEstimator resource_estimator)
-    : creator_(creator), resource_estimator_(resource_estimator) {
+    : SimpleLoader(CreatorVariant(creator), resource_estimator, nullopt) {}
+
+template <typename ServableType>
+SimpleLoader<ServableType>::SimpleLoader(
+    CreatorWithMetadata creator_with_metadata,
+    ResourceEstimator resource_estimator)
+    : SimpleLoader(CreatorVariant(creator_with_metadata), resource_estimator,
+                   nullopt) {}
+
+template <typename ServableType>
+SimpleLoader<ServableType>::SimpleLoader(
+    Creator creator, ResourceEstimator resource_estimator,
+    ResourceEstimator post_load_resource_estimator)
+    : SimpleLoader(CreatorVariant(creator), resource_estimator,
+                   {post_load_resource_estimator}) {}
+
+template <typename ServableType>
+SimpleLoader<ServableType>::SimpleLoader(
+    CreatorWithMetadata creator_with_metadata,
+    ResourceEstimator resource_estimator,
+    ResourceEstimator post_load_resource_estimator)
+    : SimpleLoader(CreatorVariant(creator_with_metadata), resource_estimator,
+                   {post_load_resource_estimator}) {}
+
+template <typename ServableType>
+SimpleLoader<ServableType>::SimpleLoader(
+    CreatorVariant creator_variant, ResourceEstimator resource_estimator,
+    optional<ResourceEstimator> post_load_resource_estimator)
+    : creator_variant_(creator_variant),
+      resource_estimator_(resource_estimator),
+      post_load_resource_estimator_(post_load_resource_estimator) {
   ResourceUtil::Options resource_util_options;
   resource_util_options.devices = {{device_types::kMain, 1}};
   resource_util_ =
@@ -215,14 +271,6 @@ SimpleLoader<ServableType>::SimpleLoader(Creator creator,
       device_types::kMain, resource_kinds::kRamBytes);
 }
 
-template <typename ServableType>
-SimpleLoader<ServableType>::SimpleLoader(
-    Creator creator, ResourceEstimator resource_estimator,
-    ResourceEstimator post_load_resource_estimator)
-    : SimpleLoader(creator, resource_estimator) {
-  post_load_resource_estimator_ = post_load_resource_estimator;
-}
-
 template <typename ServableType>
 Status SimpleLoader<ServableType>::EstimateResources(
     ResourceAllocation* estimate) const {
@@ -239,8 +287,29 @@ Status SimpleLoader<ServableType>::EstimateResources(
 
 template <typename ServableType>
 Status SimpleLoader<ServableType>::Load() {
-  TF_RETURN_IF_ERROR(creator_(&servable_));
+  if (absl::holds_alternative<CreatorWithMetadata>(creator_variant_)) {
+    return errors::FailedPrecondition(
+        "SimpleLoader::Load() called even though "
+        "SimpleLoader::CreatorWithMetadata was setup. Please use "
+        "SimpleLoader::LoadWithMetadata() instead.");
+  }
+  TF_RETURN_IF_ERROR(absl::get<Creator>(creator_variant_)(&servable_));
+  return EstimateResourcesPostLoad();
+}
 
+template <typename ServableType>
+Status SimpleLoader<ServableType>::LoadWithMetadata(const Metadata& metadata) {
+  if (absl::holds_alternative<CreatorWithMetadata>(creator_variant_)) {
+    TF_RETURN_IF_ERROR(
+        absl::get<CreatorWithMetadata>(creator_variant_)(metadata, &servable_));
+  } else {
+    TF_RETURN_IF_ERROR(absl::get<Creator>(creator_variant_)(&servable_));
+  }
+  return EstimateResourcesPostLoad();
+}
+
+template <typename ServableType>
+Status SimpleLoader<ServableType>::EstimateResourcesPostLoad() {
   if (post_load_resource_estimator_) {
     // Save the during-load estimate (may be able to use the memoized value).
     ResourceAllocation during_load_resource_estimate;
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index da3d5b5632e..c7374129b35 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -19,12 +19,14 @@ limitations under the License.
 #include <vector>
 
 #include <gtest/gtest.h>
+#include "absl/memory/memory.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow_serving/core/servable_data.h"
+#include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
@@ -53,18 +55,57 @@ class Caller {
   State* state_;
 };
 
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
+class LoaderCreatorWithoutMetadata {
+ public:
+  template <typename ServableType, typename... Args>
+  static std::unique_ptr<Loader> CreateSimpleLoader(
+      typename SimpleLoader<ServableType>::Creator creator, Args... args) {
+    return absl::make_unique<SimpleLoader<ServableType>>(creator, args...);
+  }
+
+  static Status Load(Loader* loader) { return loader->Load(); }
+};
+
+class LoaderCreatorWithMetadata {
+ public:
+  template <typename ServableType, typename... Args>
+  static std::unique_ptr<Loader> CreateSimpleLoader(
+      typename SimpleLoader<ServableType>::Creator creator, Args... args) {
+    return absl::make_unique<SimpleLoader<ServableType>>(
+        [creator](const Loader::Metadata& metadata,
+                  std::unique_ptr<ServableType>* servable) {
+          const auto& expected_metadata = CreateMetadata();
+          EXPECT_EQ(expected_metadata.servable_id, metadata.servable_id);
+          return creator(servable);
+        },
+        args...);
+  }
+
+  static Status Load(Loader* loader) {
+    return loader->LoadWithMetadata(CreateMetadata());
+  }
+};
+
+template <typename T>
+class SimpleLoaderTest : public ::testing::Test {};
+using LoaderCreatorTypes =
+    ::testing::Types<LoaderCreatorWithoutMetadata, LoaderCreatorWithMetadata>;
+TYPED_TEST_SUITE(SimpleLoaderTest, LoaderCreatorTypes);
+
 // Move a Loader through its lifetime and ensure the servable is in the state
 // we expect.
-TEST(SimpleLoaderTest, VerifyServableStates) {
+TYPED_TEST(SimpleLoaderTest, VerifyServableStates) {
   State state = State::kNone;
-  std::unique_ptr<Loader> loader(new SimpleLoader<Caller>(
+  auto loader = TypeParam::template CreateSimpleLoader<Caller>(
       [&state](std::unique_ptr<Caller>* caller) {
         caller->reset(new Caller(&state));
         return Status::OK();
       },
-      SimpleLoader<Caller>::EstimateNoResources()));
+      SimpleLoader<Caller>::EstimateNoResources());
   EXPECT_EQ(State::kNone, state);
-  const Status status = loader->Load();
+  const Status status = TypeParam::Load(loader.get());
   TF_EXPECT_OK(status);
   EXPECT_EQ(State::kCtor, state);
   AnyPtr servable = loader->servable();
@@ -78,7 +119,7 @@ TEST(SimpleLoaderTest, VerifyServableStates) {
   EXPECT_EQ(State::kNone, state);
 }
 
-TEST(SimpleLoaderTest, ResourceEstimation) {
+TYPED_TEST(SimpleLoaderTest, ResourceEstimation) {
   const auto want = CreateProto<ResourceAllocation>(
       "resource_quantities { "
       "  resource { "
@@ -87,7 +128,7 @@ TEST(SimpleLoaderTest, ResourceEstimation) {
       "  } "
       "  quantity: 42 "
       "} ");
-  std::unique_ptr<Loader> loader(new SimpleLoader<int>(
+  auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
         return Status::OK();
@@ -95,7 +136,7 @@ TEST(SimpleLoaderTest, ResourceEstimation) {
       [&want](ResourceAllocation* estimate) {
         *estimate = want;
         return Status::OK();
-      }));
+      });
 
   {
     ResourceAllocation got;
@@ -104,7 +145,7 @@ TEST(SimpleLoaderTest, ResourceEstimation) {
   }
 
   // The estimate should remain the same after load.
-  TF_ASSERT_OK(loader->Load());
+  TF_ASSERT_OK(TypeParam::Load(loader.get()));
   {
     ResourceAllocation got;
     TF_ASSERT_OK(loader->EstimateResources(&got));
@@ -112,7 +153,7 @@ TEST(SimpleLoaderTest, ResourceEstimation) {
   }
 }
 
-TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
+TYPED_TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
   const auto pre_load_resources = CreateProto<ResourceAllocation>(
       "resource_quantities { "
       "  resource { "
@@ -129,7 +170,7 @@ TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
       "  } "
       "  quantity: 17 "
       "} ");
-  std::unique_ptr<Loader> loader(new SimpleLoader<int>(
+  auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
         return Status::OK();
@@ -141,7 +182,7 @@ TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
       [&post_load_resources](ResourceAllocation* estimate) {
         *estimate = post_load_resources;
         return Status::OK();
-      }));
+      });
 
   // Run it twice, to exercise memoization.
   for (int i = 0; i < 2; ++i) {
@@ -151,7 +192,7 @@ TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
   }
 
   // The estimate should switch to the post-load one after load.
-  TF_ASSERT_OK(loader->Load());
+  TF_ASSERT_OK(TypeParam::Load(loader.get()));
   {
     ResourceAllocation got;
     TF_ASSERT_OK(loader->EstimateResources(&got));
@@ -161,17 +202,46 @@ TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
 
 // Verify that the error returned by the Creator is propagates back through
 // Load.
-TEST(SimpleLoaderTest, LoadError) {
-  std::unique_ptr<Loader> loader(new SimpleLoader<Caller>(
+TYPED_TEST(SimpleLoaderTest, LoadError) {
+  auto loader = TypeParam::template CreateSimpleLoader<Caller>(
       [](std::unique_ptr<Caller>* caller) {
         return errors::InvalidArgument("No way!");
       },
-      SimpleLoader<Caller>::EstimateNoResources()));
-  const Status status = loader->Load();
+      SimpleLoader<Caller>::EstimateNoResources());
+  const Status status = TypeParam::Load(loader.get());
   EXPECT_EQ(error::INVALID_ARGUMENT, status.code());
   EXPECT_EQ("No way!", status.error_message());
 }
 
+TEST(SimpleLoaderCompatibilityTest, WithoutMetadata) {
+  auto loader_without_metadata = absl::make_unique<SimpleLoader<int>>(
+      [](std::unique_ptr<int>* servable) {
+        servable->reset(new int);
+        return Status::OK();
+      },
+      SimpleLoader<int>::EstimateNoResources());
+  // If the creator without metadata is used, both Load() and LoadWithMetadata()
+  // are fine, for compatibility.
+  TF_EXPECT_OK(loader_without_metadata->Load());
+  TF_EXPECT_OK(loader_without_metadata->LoadWithMetadata(CreateMetadata()));
+}
+
+TEST(SimpleLoaderCompatibilityTest, WithMetadata) {
+  auto loader_with_metadata = absl::make_unique<SimpleLoader<int>>(
+      [](const Loader::Metadata& metadata, std::unique_ptr<int>* servable) {
+        const auto& expected_metadata = CreateMetadata();
+        EXPECT_EQ(expected_metadata.servable_id, metadata.servable_id);
+        servable->reset(new int);
+        return Status::OK();
+      },
+      SimpleLoader<int>::EstimateNoResources());
+  // If the creator with metadata is used, we allow only LoadWithMetadata()
+  // to be invoked.
+  const Status error_status = loader_with_metadata->Load();
+  EXPECT_EQ(error::FAILED_PRECONDITION, error_status.code());
+  TF_EXPECT_OK(loader_with_metadata->LoadWithMetadata(CreateMetadata()));
+}
+
 // A pass-through implementation of SimpleLoaderSourceAdapter, which can be
 // instantiated.
 template <typename DataType, typename ServableType>
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index eccb0ef0ef4..ea18f644ae7 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -204,3 +204,16 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
+
+cc_library(
+    name = "session_test_util",
+    testonly = 1,
+    srcs = ["session_test_util.cc"],
+    hdrs = ["session_test_util.h"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+    alwayslink = 1,
+)
diff --git a/tensorflow_serving/core/test_util/mock_loader.h b/tensorflow_serving/core/test_util/mock_loader.h
index 65befa9c510..152a76573ca 100644
--- a/tensorflow_serving/core/test_util/mock_loader.h
+++ b/tensorflow_serving/core/test_util/mock_loader.h
@@ -29,6 +29,7 @@ class MockLoader : public Loader {
  public:
   MOCK_CONST_METHOD1(EstimateResources, Status(ResourceAllocation* estimate));
   MOCK_METHOD0(Load, Status());
+  MOCK_METHOD1(LoadWithMetadata, Status(const Metadata&));
   MOCK_METHOD0(Unload, void());
   MOCK_METHOD0(servable, AnyPtr());
 };
diff --git a/tensorflow_serving/core/test_util/session_test_util.cc b/tensorflow_serving/core/test_util/session_test_util.cc
new file mode 100644
index 00000000000..7bab63f4d19
--- /dev/null
+++ b/tensorflow_serving/core/test_util/session_test_util.cc
@@ -0,0 +1,83 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/core/test_util/session_test_util.h"
+
+#include "absl/memory/memory.h"
+#include "absl/strings/strip.h"
+#include "tensorflow/core/common_runtime/session_factory.h"
+#include "tensorflow/core/public/session.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+namespace {
+
+using NewSessionHook = std::function<Status(const SessionOptions&)>;
+NewSessionHook new_session_hook_;
+
+NewSessionHook GetNewSessionHook() { return new_session_hook_; }
+
+// A DelegatingSessionFactory is used to setup the new-session-hook.
+//
+// This SessionFactory accepts "new_session_hook/<actual_session_target>" as the
+// session target. While returning the created session, it calls the
+// new-session-hook and returns the session created when target is
+// "<actual_session_target>".
+class DelegatingSessionFactory : public SessionFactory {
+ public:
+  DelegatingSessionFactory() {}
+
+  bool AcceptsOptions(const SessionOptions& options) override {
+    return absl::StartsWith(options.target, "new_session_hook/");
+  }
+
+  Status NewSession(const SessionOptions& options,
+                    Session** out_session) override {
+    auto actual_session_options = options;
+    actual_session_options.target = std::string(
+        absl::StripPrefix(options.target, kNewSessionHookSessionTargetPrefix));
+    auto new_session_hook = GetNewSessionHook();
+    if (new_session_hook) {
+      TF_RETURN_IF_ERROR(new_session_hook(actual_session_options));
+    }
+    Session* actual_session;
+    TF_RETURN_IF_ERROR(
+        tensorflow::NewSession(actual_session_options, &actual_session));
+    *out_session = actual_session;
+    return Status::OK();
+  }
+};
+
+class DelegatingSessionRegistrar {
+ public:
+  DelegatingSessionRegistrar() {
+    SessionFactory::Register("DELEGATING_SESSION",
+                             new DelegatingSessionFactory());
+  }
+};
+static DelegatingSessionRegistrar registrar;
+
+}  // namespace
+
+const char kNewSessionHookSessionTargetPrefix[] = "new_session_hook/";
+
+void SetNewSessionHook(NewSessionHook hook) {
+  new_session_hook_ = std::move(hook);
+}
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/session_test_util.h b/tensorflow_serving/core/test_util/session_test_util.h
new file mode 100644
index 00000000000..13d795c40fe
--- /dev/null
+++ b/tensorflow_serving/core/test_util/session_test_util.h
@@ -0,0 +1,48 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_CORE_TEST_UTIL_SESSION_TEST_UTIL_H_
+#define TENSORFLOW_SERVING_CORE_TEST_UTIL_SESSION_TEST_UTIL_H_
+
+#include <functional>
+
+#include "absl/base/attributes.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/public/session_options.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+// Sets a 'hook' function, which will be called when a new session is created
+// via the tensorflow::NewSession() API. If the hook returns an error status,
+// the session creation fails.
+//
+// For this hook to be enabled, create a session by setting
+// SessionOptions::target as "new_session_hook/<actual_session_target>". This
+// will call the hook as well as return the session created when target is
+// "<actual_session_target>".
+//
+// Calling this method again replaces the previous hook.
+//
+// This method is NOT thread-safe.
+ABSL_CONST_INIT extern const char kNewSessionHookSessionTargetPrefix[];
+void SetNewSessionHook(std::function<Status(const SessionOptions&)> hook);
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_CORE_TEST_UTIL_SESSION_TEST_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8d3c99968fb..d302dedc7bd 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -172,6 +172,7 @@ cc_library(
         ":curried_session",
         ":session_bundle_config_proto",
         "//tensorflow_serving/batching:batching_session",
+        "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_proto",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
@@ -196,6 +197,7 @@ cc_test(
         ":bundle_factory_test_util",
         ":saved_model_bundle_factory",
         ":session_bundle_config_proto",
+        "//tensorflow_serving/core/test_util:session_test_util",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -294,6 +296,7 @@ cc_test(
         ":session_bundle_source_adapter_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:servable_data",
+        "//tensorflow_serving/core/test_util:session_test_util",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index e04b6f25f6b..62ab3a70513 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -75,8 +75,20 @@ Status SavedModelBundleFactory::EstimateResourceRequirement(
   return EstimateResourceFromPath(path, estimate);
 }
 
+Status SavedModelBundleFactory::CreateSavedModelBundleWithMetadata(
+    const Loader::Metadata& metadata, const string& path,
+    std::unique_ptr<SavedModelBundle>* bundle) {
+  return InternalCreateSavedModelBundle(metadata, path, bundle);
+}
+
 Status SavedModelBundleFactory::CreateSavedModelBundle(
     const string& path, std::unique_ptr<SavedModelBundle>* bundle) {
+  return InternalCreateSavedModelBundle({}, path, bundle);
+}
+
+Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
+    const absl::optional<Loader::Metadata>& metadata, const string& path,
+    std::unique_ptr<SavedModelBundle>* bundle) {
   bundle->reset(new SavedModelBundle);
   std::unordered_set<string> saved_model_tags(
       config_.saved_model_tags().begin(), config_.saved_model_tags().end());
@@ -85,9 +97,20 @@ Status SavedModelBundleFactory::CreateSavedModelBundle(
   if (saved_model_tags.empty()) {
     saved_model_tags.insert(kSavedModelTagServe);
   }
+  const auto& session_options = [&]() {
+    auto result = GetSessionOptions(config_);
+    if (metadata.has_value()) {
+      auto* session_metadata =
+          result.config.mutable_experimental()->mutable_session_metadata();
+      session_metadata->set_name(metadata->servable_id.name);
+      session_metadata->set_version(metadata->servable_id.version);
+    }
+    return result;
+  }();
+
   TF_RETURN_IF_ERROR(LoadSessionBundleOrSavedModelBundle(
-      GetSessionOptions(config_), GetRunOptions(config_), path,
-      saved_model_tags, bundle->get()));
+      session_options, GetRunOptions(config_), path, saved_model_tags,
+      bundle->get()));
   if (!config_.experimental_fixed_input_tensors().empty()) {
     LOG(INFO) << "Wrapping session to inject fixed input tensors";
     std::vector<std::pair<string, Tensor>> fixed_input_tensors;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
index b3b14e241d3..845c5bd6aad 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
@@ -16,11 +16,13 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_BUNDLE_FACTORY_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_BUNDLE_FACTORY_H_
 
+#include "absl/types/optional.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/batching/batching_session.h"
+#include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
@@ -64,6 +66,17 @@ class SavedModelBundleFactory {
   Status CreateSavedModelBundle(const string& path,
                                 std::unique_ptr<SavedModelBundle>* bundle);
 
+  /// Instantiates a bundle from a given export or SavedModel path and the given
+  /// metadata.
+  ///
+  /// @param metadata  Metadata to be associated with the bundle.
+  /// @param path      Path to the model.
+  /// @param bundle    Newly created SavedModelBundle if the returned Status is
+  /// OK.
+  Status CreateSavedModelBundleWithMetadata(
+      const Loader::Metadata& metadata, const string& path,
+      std::unique_ptr<SavedModelBundle>* bundle);
+
   /// Estimates the resources a SavedModel bundle will use once loaded, from its
   /// export path.
   ///
@@ -81,6 +94,10 @@ class SavedModelBundleFactory {
   SavedModelBundleFactory(const SessionBundleConfig& config,
                           std::shared_ptr<Batcher> batch_scheduler);
 
+  Status InternalCreateSavedModelBundle(
+      const absl::optional<Loader::Metadata>& metadata, const string& path,
+      std::unique_ptr<SavedModelBundle>* bundle);
+
   const SessionBundleConfig config_;
 
   // A shared batch scheduler. One queue is used for each session this factory
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index eb66e9d9430..95c68b7564a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -31,6 +31,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/version.h"
+#include "tensorflow_serving/core/test_util/session_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
@@ -39,20 +40,55 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+enum class CreationType { kWithoutMetadata, kWithMetadata };
+
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
 // Creates a new session based on the config and export path.
-Status CreateSessionFromPath(const SessionBundleConfig& config,
+Status CreateSessionFromPath(const CreationType creation_type,
+                             const SessionBundleConfig& config,
                              const string& path,
                              std::unique_ptr<Session>* session) {
   std::unique_ptr<SavedModelBundleFactory> factory;
   TF_RETURN_IF_ERROR(SavedModelBundleFactory::Create(config, &factory));
   std::unique_ptr<SavedModelBundle> bundle;
-  TF_RETURN_IF_ERROR(factory->CreateSavedModelBundle(path, &bundle));
+  auto config_with_session_hook = config;
+  config_with_session_hook.set_session_target(
+      test_util::kNewSessionHookSessionTargetPrefix);
+  test_util::SetNewSessionHook([&](const SessionOptions& session_options) {
+    const bool enable_session_metadata =
+        creation_type == CreationType::kWithMetadata;
+    EXPECT_EQ(enable_session_metadata,
+              session_options.config.experimental().has_session_metadata());
+    if (enable_session_metadata) {
+      const auto& actual_session_metadata =
+          session_options.config.experimental().session_metadata();
+      const auto& expected_loader_metadata = CreateMetadata();
+      EXPECT_EQ(expected_loader_metadata.servable_id.name,
+                actual_session_metadata.name());
+      EXPECT_EQ(expected_loader_metadata.servable_id.version,
+                actual_session_metadata.version());
+    }
+    return Status::OK();
+  });
+
+  switch (creation_type) {
+    case CreationType::kWithoutMetadata:
+      TF_RETURN_IF_ERROR(factory->CreateSavedModelBundle(path, &bundle));
+      break;
+    case CreationType::kWithMetadata:
+      TF_RETURN_IF_ERROR(factory->CreateSavedModelBundleWithMetadata(
+          CreateMetadata(), path, &bundle));
+      break;
+  }
   *session = std::move(bundle->session);
   return Status::OK();
 }
 
 // Tests SavedModelBundleFactory with native SavedModel.
-class SavedModelBundleFactoryTest : public test_util::BundleFactoryTest {
+class SavedModelBundleFactoryTest
+    : public test_util::BundleFactoryTest,
+      public ::testing::WithParamInterface<CreationType> {
  public:
   SavedModelBundleFactoryTest()
       : test_util::BundleFactoryTest(test_util::GetTestSavedModelPath()) {}
@@ -62,13 +98,17 @@ class SavedModelBundleFactoryTest : public test_util::BundleFactoryTest {
  protected:
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
-    return CreateSessionFromPath(config, export_dir_, session);
+    return CreateSessionFromPath(GetParam(), config, export_dir_, session);
   }
 };
 
-TEST_F(SavedModelBundleFactoryTest, Basic) { TestBasic(); }
+INSTANTIATE_TEST_SUITE_P(CreationType, SavedModelBundleFactoryTest,
+                         ::testing::Values(CreationType::kWithoutMetadata,
+                                           CreationType::kWithMetadata));
 
-TEST_F(SavedModelBundleFactoryTest, FixedInputTensors) {
+TEST_P(SavedModelBundleFactoryTest, Basic) { TestBasic(); }
+
+TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
   Tensor fixed_input = test::AsTensor<float>({100.0f, 42.0f}, {2});
   NamedTensorProto fixed_input_proto;
   fixed_input_proto.set_name("x:0");
@@ -95,22 +135,23 @@ TEST_F(SavedModelBundleFactoryTest, FixedInputTensors) {
   test::ExpectTensorEqual<float>(expected_output, single_output);
 }
 
-TEST_F(SavedModelBundleFactoryTest, Batching) { TestBatching(); }
+TEST_P(SavedModelBundleFactoryTest, Batching) { TestBatching(); }
 
-TEST_F(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
+TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
   const double kTotalFileSize =
       test_util::GetTotalFileSize(test_util::GetTestSavedModelFiles());
   TestEstimateResourceRequirementWithGoodExport<SavedModelBundleFactory>(
       kTotalFileSize);
 }
 
-TEST_F(SavedModelBundleFactoryTest, RunOptions) { TestRunOptions(); }
+TEST_P(SavedModelBundleFactoryTest, RunOptions) { TestRunOptions(); }
 
-TEST_F(SavedModelBundleFactoryTest, RunOptionsError) { TestRunOptionsError(); }
+TEST_P(SavedModelBundleFactoryTest, RunOptionsError) { TestRunOptionsError(); }
 
 // Tests SavedModelBundleFactory with SessionBundle export.
 class SavedModelBundleFactoryBackwardCompatibilityTest
-    : public test_util::BundleFactoryTest {
+    : public test_util::BundleFactoryTest,
+      public ::testing::WithParamInterface<CreationType> {
  public:
   SavedModelBundleFactoryBackwardCompatibilityTest()
       : test_util::BundleFactoryTest(
@@ -121,17 +162,22 @@ class SavedModelBundleFactoryBackwardCompatibilityTest
  private:
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
-    return CreateSessionFromPath(config, export_dir_, session);
+    return CreateSessionFromPath(GetParam(), config, export_dir_, session);
   }
 };
 
-TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest, Basic) { TestBasic(); }
+INSTANTIATE_TEST_SUITE_P(CreationType,
+                         SavedModelBundleFactoryBackwardCompatibilityTest,
+                         ::testing::Values(CreationType::kWithoutMetadata,
+                                           CreationType::kWithMetadata));
+
+TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, Basic) { TestBasic(); }
 
-TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest, Batching) {
+TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, Batching) {
   TestBatching();
 }
 
-TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest,
+TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest,
        EstimateResourceRequirementWithGoodExport) {
   const double kTotalFileSize =
       test_util::GetTotalFileSize(test_util::GetTestSessionBundleExportFiles());
@@ -139,11 +185,11 @@ TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest,
       kTotalFileSize);
 }
 
-TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptions) {
+TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptions) {
   TestRunOptions();
 }
 
-TEST_F(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptionsError) {
+TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptionsError) {
   TestRunOptionsError();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index ada32676f44..50fe51a8289 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -20,11 +20,11 @@ limitations under the License.
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/types.h"
-#include "tensorflow_serving/core/simple_loader.h"
 #include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 #include "tensorflow_serving/util/optional.h"
 
@@ -47,11 +47,24 @@ SavedModelBundleSourceAdapter::SavedModelBundleSourceAdapter(
     std::unique_ptr<SavedModelBundleFactory> bundle_factory)
     : bundle_factory_(std::move(bundle_factory)) {}
 
-Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
-                                              std::unique_ptr<Loader>* loader) {
-  std::shared_ptr<SavedModelBundleFactory> bundle_factory = bundle_factory_;
-  auto servable_creator = [bundle_factory,
-                           path](std::unique_ptr<SavedModelBundle>* bundle) {
+SimpleLoader<SavedModelBundle>::CreatorVariant
+SavedModelBundleSourceAdapter::GetServableCreator(
+    std::shared_ptr<SavedModelBundleFactory> bundle_factory,
+    const StoragePath& path) const {
+  if (bundle_factory->config().enable_session_metadata()) {
+    return [bundle_factory, path](const Loader::Metadata& metadata,
+                                  std::unique_ptr<SavedModelBundle>* bundle) {
+      TF_RETURN_IF_ERROR(bundle_factory->CreateSavedModelBundleWithMetadata(
+          metadata, path, bundle));
+      if (bundle_factory->config().enable_model_warmup()) {
+        return RunSavedModelWarmup(
+            bundle_factory->config().model_warmup_options(),
+            GetRunOptions(bundle_factory->config()), path, bundle->get());
+      }
+      return Status::OK();
+    };
+  }
+  return [bundle_factory, path](std::unique_ptr<SavedModelBundle>* bundle) {
     TF_RETURN_IF_ERROR(bundle_factory->CreateSavedModelBundle(path, bundle));
     if (bundle_factory->config().enable_model_warmup()) {
       return RunSavedModelWarmup(
@@ -60,6 +73,12 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
     }
     return Status::OK();
   };
+}
+
+Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
+                                              std::unique_ptr<Loader>* loader) {
+  std::shared_ptr<SavedModelBundleFactory> bundle_factory = bundle_factory_;
+  auto servable_creator = GetServableCreator(bundle_factory, path);
   auto resource_estimator = [bundle_factory,
                              path](ResourceAllocation* estimate) {
     TF_RETURN_IF_ERROR(
@@ -88,7 +107,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
     return bundle_factory->EstimateResourceRequirement(path, estimate);
   };
   loader->reset(new SimpleLoader<SavedModelBundle>(
-      servable_creator, resource_estimator, post_load_resource_estimator));
+      servable_creator, resource_estimator, {post_load_resource_estimator}));
   return Status::OK();
 }
 
@@ -123,6 +142,5 @@ class SavedModelBundleSourceAdapterCreator {
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(SavedModelBundleSourceAdapterCreator,
                                      SavedModelBundleSourceAdapterConfig);
-
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
index bfe9ad0f49e..cafcd13acfa 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/core/simple_loader.h"
 #include "tensorflow_serving/core/source_adapter.h"
 #include "tensorflow_serving/core/storage_path.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
@@ -54,6 +55,10 @@ class SavedModelBundleSourceAdapter final
   explicit SavedModelBundleSourceAdapter(
       std::unique_ptr<SavedModelBundleFactory> bundle_factory);
 
+  SimpleLoader<SavedModelBundle>::CreatorVariant GetServableCreator(
+      std::shared_ptr<SavedModelBundleFactory> bundle_factory,
+      const StoragePath& path) const;
+
   Status Convert(const StoragePath& path,
                  std::unique_ptr<Loader>* loader) override;
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 4bc1932394c..48e9cf7738e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -28,6 +28,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/servable_data.h"
+#include "tensorflow_serving/core/test_util/session_test_util.h"
 #include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
@@ -42,8 +43,10 @@ namespace {
 
 using test_util::EqualsProto;
 
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
 class SavedModelBundleSourceAdapterTest
-    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
+    : public ::testing::TestWithParam<std::tuple<bool, bool, bool>> {
  protected:
   SavedModelBundleSourceAdapterTest() {
     ResourceUtil::Options resource_util_options;
@@ -60,6 +63,26 @@ class SavedModelBundleSourceAdapterTest
           ->mutable_num_request_iterations()
           ->set_value(2);
     }
+
+    config_.mutable_config()->set_enable_session_metadata(
+        EnableSessionMetadata());
+
+    config_.mutable_config()->set_session_target(
+        test_util::kNewSessionHookSessionTargetPrefix);
+    test_util::SetNewSessionHook([&](const SessionOptions& session_options) {
+      EXPECT_EQ(EnableSessionMetadata(),
+                session_options.config.experimental().has_session_metadata());
+      if (EnableSessionMetadata()) {
+        const auto& actual_session_metadata =
+            session_options.config.experimental().session_metadata();
+        const auto& expected_loader_metadata = CreateMetadata();
+        EXPECT_EQ(expected_loader_metadata.servable_id.name,
+                  actual_session_metadata.name());
+        EXPECT_EQ(expected_loader_metadata.servable_id.version,
+                  actual_session_metadata.version());
+      }
+      return Status::OK();
+    });
   }
 
   void TestSavedModelBundleSourceAdapter(const string& export_dir) const {
@@ -86,7 +109,8 @@ class SavedModelBundleSourceAdapterTest
     TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
     EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
 
-    TF_ASSERT_OK(loader->Load());
+    const auto metadata = CreateMetadata();
+    TF_ASSERT_OK(loader->LoadWithMetadata(CreateMetadata()));
 
     // We should get a new (lower) resource estimate post-load.
     ResourceAllocation expected_post_load_resource_estimate =
@@ -108,8 +132,9 @@ class SavedModelBundleSourceAdapterTest
     loader->Unload();
   }
 
-  bool EnableWarmup() { return std::get<0>(GetParam()); }
-  bool EnableNumRequestIterations() { return std::get<1>(GetParam()); }
+  bool EnableWarmup() const { return std::get<0>(GetParam()); }
+  bool EnableNumRequestIterations() const { return std::get<1>(GetParam()); }
+  bool EnableSessionMetadata() const { return std::get<2>(GetParam()); }
 
   std::unique_ptr<ResourceUtil> resource_util_;
   Resource ram_resource_;
@@ -129,9 +154,10 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
 }
 
 // Test all SavedModelBundleSourceAdapterTest test cases with
-// warmup and num_request_iterations enabled/disabled.
-INSTANTIATE_TEST_CASE_P(ModelWarmup, SavedModelBundleSourceAdapterTest,
-                        ::testing::Combine(::testing::Bool(),
+// warmup, num_request_iterations enabled/disabled and session-metadata
+// enabled/disabled.
+INSTANTIATE_TEST_CASE_P(VariousOptions, SavedModelBundleSourceAdapterTest,
+                        ::testing::Combine(::testing::Bool(), ::testing::Bool(),
                                            ::testing::Bool()));
 
 }  // namespace
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 16d63d2830e..26b1893b7a5 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -1,11 +1,11 @@
 syntax = "proto3";
 
+package tensorflow.serving;
+
 import "google/protobuf/wrappers.proto";
 import "tensorflow/core/protobuf/config.proto";
 import "tensorflow/core/protobuf/named_tensor.proto";
 
-package tensorflow.serving;
-
 // Options related to model-warmup.
 message ModelWarmupOptions {
   // Number of times a request is iterated during warmup replay. By default 1.
@@ -69,6 +69,13 @@ message SessionBundleConfig {
   // Enables model warmup.
   bool enable_model_warmup = 779;
   ModelWarmupOptions model_warmup_options = 780;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Enables passing in the SessionMetadata to the Session. The SessionMetadata
+  // consists of information like the model name, version, which can then be
+  // used by the TensorFlow runtime appropriately (for debugging, logging, etc).
+  bool enable_session_metadata = 781;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From 70057040208d2fab7aa34d134a68a3eda77205ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Jul 2019 18:02:04 -0700
Subject: [PATCH 3374/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86828043-94bc-4a5e-aa58-c2b8d892b8f0

PiperOrigin-RevId: 258882277
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c89bbe14c9..4f561a86746 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d54f4e83e3e51a21e94f6d1684e610fa2cf2d55e962ad390befdc47db986f70",
-    git_commit = "eec66ce4ca210901267de2b7f491902fa831a69a",
+    sha256 = "2d6a5793ddbe2863abb6b98f56339a477808c5d90e6af0697ed857693a62019a",
+    git_commit = "1ba1de6348c4ee09702672f41038dac8d09da987",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 116316131bf303ef7ddce2ed857a3f1f87f1c5f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Jul 2019 00:02:16 -0700
Subject: [PATCH 3375/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1afd18e-5123-44f4-ae53-6c5b2617a823

PiperOrigin-RevId: 258916045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f561a86746..9500eb71112 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d6a5793ddbe2863abb6b98f56339a477808c5d90e6af0697ed857693a62019a",
-    git_commit = "1ba1de6348c4ee09702672f41038dac8d09da987",
+    sha256 = "3d19e74e7e043766070b8b9b49641e78d01d6239b88ffcef6253bbe37cdab885",
+    git_commit = "303384cce67809b68a857966cbd1978afd163fbc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6430cf9704abb69ccf768c885e095c7d5016cb59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Jul 2019 06:02:17 -0700
Subject: [PATCH 3376/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48d10744-6713-4703-9826-5eca3045b3a6

PiperOrigin-RevId: 258953396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9500eb71112..8b74bc5db7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d19e74e7e043766070b8b9b49641e78d01d6239b88ffcef6253bbe37cdab885",
-    git_commit = "303384cce67809b68a857966cbd1978afd163fbc",
+    sha256 = "5a2d512384e34ef320df814d113bc75e0c6eada9b253d4cbfcf1141e77252a4c",
+    git_commit = "a5120db4d6917f943176ef3c5bb938064604c761",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0595a581d30c1b7d22a0bb88d38430c41bb6a941 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Jul 2019 12:02:26 -0700
Subject: [PATCH 3377/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38ba3047-1e3d-4c00-b58c-abb694ec791a

PiperOrigin-RevId: 259012190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b74bc5db7a..4417e9195c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a2d512384e34ef320df814d113bc75e0c6eada9b253d4cbfcf1141e77252a4c",
-    git_commit = "a5120db4d6917f943176ef3c5bb938064604c761",
+    sha256 = "0ed939f406dada31e28f46b86daa57999e62648b0d65c708b66d957c76a9b215",
+    git_commit = "922346b49f76845ba43e964c555921941924e3e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 022a65f039f4c9880001134d4b2a0e13fb7a23a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Jul 2019 18:02:52 -0700
Subject: [PATCH 3378/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b54162c-d4b4-47c7-a7a4-94ba5b242d42

PiperOrigin-RevId: 259071697
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4417e9195c1..990e025d31e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ed939f406dada31e28f46b86daa57999e62648b0d65c708b66d957c76a9b215",
-    git_commit = "922346b49f76845ba43e964c555921941924e3e4",
+    sha256 = "648b9bf002463eaf59d6cdd08c84266d11d44b8534eb47e989ddfe5a34caa82c",
+    git_commit = "7d13706efc6663d99aabf1f2cc77aa5db86b3e81",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cc4de0a9845ca6ca93d0b8b0f343d8f0e367646c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Jul 2019 00:02:47 -0700
Subject: [PATCH 3379/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc9c62f9-4782-4657-b807-ea45056e3350

PiperOrigin-RevId: 259095917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 990e025d31e..addb82e2a45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "648b9bf002463eaf59d6cdd08c84266d11d44b8534eb47e989ddfe5a34caa82c",
-    git_commit = "7d13706efc6663d99aabf1f2cc77aa5db86b3e81",
+    sha256 = "174723f26c1df26f590d579058a6cfadcf9c3c1c8e18264953046b7ad7e2fcce",
+    git_commit = "144bfee21ad830bcbdd1bc8f138684cca0e3234f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 353133b162f4286bfe49d798e7c7279cccb4257d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Jul 2019 06:02:04 -0700
Subject: [PATCH 3380/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/efccd6fa-69ec-4c90-9be7-9a910b7a7f31

PiperOrigin-RevId: 259117632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index addb82e2a45..61f468b8f63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "174723f26c1df26f590d579058a6cfadcf9c3c1c8e18264953046b7ad7e2fcce",
-    git_commit = "144bfee21ad830bcbdd1bc8f138684cca0e3234f",
+    sha256 = "c9dd823418fd292e5724b36c81702a45fb15dfad95854c4a9c302336cc069ab8",
+    git_commit = "15dd890a1e9f95e0bb7219a9ae2f846fe47e520b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2cb2e13e9ce948c42046be45959ff2cd740bf87a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Jul 2019 12:02:13 -0700
Subject: [PATCH 3381/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e385ab04-3b71-41a4-86e2-a645890213a1

PiperOrigin-RevId: 259136436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61f468b8f63..8d2409ec039 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9dd823418fd292e5724b36c81702a45fb15dfad95854c4a9c302336cc069ab8",
-    git_commit = "15dd890a1e9f95e0bb7219a9ae2f846fe47e520b",
+    sha256 = "b7080f31be21c5694cfac94447164343f3cf21f6f7cec767156f3a4d7de4a8a8",
+    git_commit = "c5bc30ed9f41cfe18211bd72bbd80c3a8567764f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83f8e0e4b4815d79c0519f8486d68d4298e1880e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Jul 2019 18:02:09 -0700
Subject: [PATCH 3382/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e938be5-098b-4543-8ee0-7c8468e62074

PiperOrigin-RevId: 259158169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d2409ec039..fb490850ed2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7080f31be21c5694cfac94447164343f3cf21f6f7cec767156f3a4d7de4a8a8",
-    git_commit = "c5bc30ed9f41cfe18211bd72bbd80c3a8567764f",
+    sha256 = "739ebcd5fd0bc1a18b0ab4ee26b0dfe17bc6b0c9a4197af401ae00c4f9b52a33",
+    git_commit = "20562226f041a76433c10875bd0924a6267b2196",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3fdee9956dc52f964ed0d7baa7fc7872338bbeef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Jul 2019 00:02:34 -0700
Subject: [PATCH 3383/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71a0435e-22b8-4c6d-b86c-8e3c443468e6

PiperOrigin-RevId: 259177918
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb490850ed2..02e3438e193 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "739ebcd5fd0bc1a18b0ab4ee26b0dfe17bc6b0c9a4197af401ae00c4f9b52a33",
-    git_commit = "20562226f041a76433c10875bd0924a6267b2196",
+    sha256 = "71d7461dcbba79205fbd5dd8972784d8a8c42abc24294e7e95ea399a8546dd58",
+    git_commit = "97b7aa03b7b2abd2fd6431b6c482dbb61a8d39cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f5e6fae9b83bbb5164eeefd4f03eff009d865367 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Jul 2019 06:02:11 -0700
Subject: [PATCH 3384/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a7137c37-0808-4bd2-a969-677714d8dae5

PiperOrigin-RevId: 259200467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02e3438e193..4b6824d922a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71d7461dcbba79205fbd5dd8972784d8a8c42abc24294e7e95ea399a8546dd58",
-    git_commit = "97b7aa03b7b2abd2fd6431b6c482dbb61a8d39cd",
+    sha256 = "20a3eb2fea7d80efb59e4eabcef6b912f4ee3a67f5e0fa328953374125d8ff7d",
+    git_commit = "e03b209ab00f194f3b5588298d40fec7acf7e4d3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 056eae00fbcabbee61317cced34be5987fdb0031 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Jul 2019 12:02:14 -0700
Subject: [PATCH 3385/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2273c3c7-5c1e-4ba0-908c-515fbc94b921

PiperOrigin-RevId: 259219513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b6824d922a..0b98c714161 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20a3eb2fea7d80efb59e4eabcef6b912f4ee3a67f5e0fa328953374125d8ff7d",
-    git_commit = "e03b209ab00f194f3b5588298d40fec7acf7e4d3",
+    sha256 = "a87f42708e1a2c01fa0eb5ccdcd3516af1b00cff7ccc9b332fe64947f1ffdbe0",
+    git_commit = "9ea80327001157b549f6d5925ece40ad423f028d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf96c4c1b11b8a37bbae605953b4f8f217808298 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Jul 2019 18:02:15 -0700
Subject: [PATCH 3386/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/736140ce-18d6-4688-af60-d0da98ef340e

PiperOrigin-RevId: 259239480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b98c714161..b6711595fc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a87f42708e1a2c01fa0eb5ccdcd3516af1b00cff7ccc9b332fe64947f1ffdbe0",
-    git_commit = "9ea80327001157b549f6d5925ece40ad423f028d",
+    sha256 = "e8cd680ad1ab2ff9dfa792eb77798e6f97cc75a4df7fc7c46300aa991ad00b5b",
+    git_commit = "ca3addea1a508bdc6bc1ab2fc2f574fd69734877",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 25f873c37971d8e62f833457de9ae009feb98dce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2019 00:02:17 -0700
Subject: [PATCH 3387/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a41a707b-69c2-489b-a468-5f62f5a85851

PiperOrigin-RevId: 259267596
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6711595fc6..5e919a7a539 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8cd680ad1ab2ff9dfa792eb77798e6f97cc75a4df7fc7c46300aa991ad00b5b",
-    git_commit = "ca3addea1a508bdc6bc1ab2fc2f574fd69734877",
+    sha256 = "c1b992b607dc81c33b731396d1c2a1c01c3913f59417af07b425fdb93dc21297",
+    git_commit = "b4e562543795c5e48e8c751d795449a8621ac720",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e173bd9d250c0513c7defb952f7598a46d0da0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2019 06:02:07 -0700
Subject: [PATCH 3388/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d612d038-5c33-404a-8ec0-144174735f35

PiperOrigin-RevId: 259311989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e919a7a539..2662ff8ced7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1b992b607dc81c33b731396d1c2a1c01c3913f59417af07b425fdb93dc21297",
-    git_commit = "b4e562543795c5e48e8c751d795449a8621ac720",
+    sha256 = "652675a4f3ac74f6f0d8c1477de4c49006af26def127ad1c46ef773dff570c06",
+    git_commit = "1ee51a3b868a3ccd5f80724f6b9389fd0a9aed07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b09af0dd6ae9625421b488f79a5fd9df778b4f3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2019 12:02:25 -0700
Subject: [PATCH 3389/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4267f1f0-b4c4-491c-9bb2-688d8b89bcb2

PiperOrigin-RevId: 259376499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2662ff8ced7..bd4d355473d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "652675a4f3ac74f6f0d8c1477de4c49006af26def127ad1c46ef773dff570c06",
-    git_commit = "1ee51a3b868a3ccd5f80724f6b9389fd0a9aed07",
+    sha256 = "bd67cd4ce4dd6edc5f194807a08cb0dac6bc70d3ba27ad07b0f87f70e18433db",
+    git_commit = "3b8bc0a129e7a6e1a8aa08bb30901033ab9fda00",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From af5b0e0b7587f4fae022723eeb3800e3d44f5e40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2019 18:02:26 -0700
Subject: [PATCH 3390/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5b7f15c-db61-4271-895c-5421edf2f866

PiperOrigin-RevId: 259445675
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd4d355473d..25b281c1b3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd67cd4ce4dd6edc5f194807a08cb0dac6bc70d3ba27ad07b0f87f70e18433db",
-    git_commit = "3b8bc0a129e7a6e1a8aa08bb30901033ab9fda00",
+    sha256 = "95bd5ef3c767d35041699165280a8b7a57028f9e5111fbdd315e942feb960d8d",
+    git_commit = "d9bb0a0acb2811eabc15d8aaa4a61b85ebb1b3b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ed675d2db4dd3b09d4d3bffc3992ffa261c2a862 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jul 2019 00:02:34 -0700
Subject: [PATCH 3391/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c47d3d50-2834-4b1f-aa9f-90a7e9da4773

PiperOrigin-RevId: 259479884
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25b281c1b3d..35459ddb8d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95bd5ef3c767d35041699165280a8b7a57028f9e5111fbdd315e942feb960d8d",
-    git_commit = "d9bb0a0acb2811eabc15d8aaa4a61b85ebb1b3b8",
+    sha256 = "b4d73e6bb51422f3ca87598c359191e25e27d6e77cffba1a76248ac21b94f62b",
+    git_commit = "1de23834beaa10e6f25e2c2f50a7e1c7ebe953b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f68f0fb1cb91ee8fac31f749e8c8f5bffad1a285 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jul 2019 06:02:08 -0700
Subject: [PATCH 3392/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee7cb0f4-580c-496d-9ad3-4951c3e74ca8

PiperOrigin-RevId: 259521234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35459ddb8d6..12cd54f18f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4d73e6bb51422f3ca87598c359191e25e27d6e77cffba1a76248ac21b94f62b",
-    git_commit = "1de23834beaa10e6f25e2c2f50a7e1c7ebe953b5",
+    sha256 = "9bbaca10d9a708d1e42101d0099b1edc62a050afc4e2b0031dbb1a74659d0711",
+    git_commit = "0469323a0db983cb929ebd8a98dd59b56a0ca4c0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d5313cbd5f14d5958c085772a597e1a4c5574bc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jul 2019 12:02:34 -0700
Subject: [PATCH 3393/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36594973-10bd-4c3d-9a24-028031c566e8

PiperOrigin-RevId: 259583244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12cd54f18f9..934db01a1f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bbaca10d9a708d1e42101d0099b1edc62a050afc4e2b0031dbb1a74659d0711",
-    git_commit = "0469323a0db983cb929ebd8a98dd59b56a0ca4c0",
+    sha256 = "a1b19029d738618a20dc79182d094d71465596e67f51f2710ac06d168f7091a9",
+    git_commit = "1871ce3ced4c985c1fcba027ccc2737d960661c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec677c1e7aefe2cbdb95c5be566b8398e4d3191d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jul 2019 18:03:07 -0700
Subject: [PATCH 3394/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0807617-5133-4c69-8717-25d2e80e5b6b

PiperOrigin-RevId: 259651235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 934db01a1f1..c34211bca52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1b19029d738618a20dc79182d094d71465596e67f51f2710ac06d168f7091a9",
-    git_commit = "1871ce3ced4c985c1fcba027ccc2737d960661c6",
+    sha256 = "4a73d763232109226b45e90d7013a497d53cdaeb0ed2713c8a81fef87339dcf5",
+    git_commit = "22caf9b8cb5b5070216d6ec187a67929de9ff4f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10d3fe6852d3e1abce0f518287463553583a87e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jul 2019 00:02:20 -0700
Subject: [PATCH 3395/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f4917803-7ea6-4206-bb8e-e0230c722481

PiperOrigin-RevId: 259685175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34211bca52..0522ba93460 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a73d763232109226b45e90d7013a497d53cdaeb0ed2713c8a81fef87339dcf5",
-    git_commit = "22caf9b8cb5b5070216d6ec187a67929de9ff4f6",
+    sha256 = "5416f2afe3c0c9ccb93b299e52a2139932e39758dce049125b138531ac596abe",
+    git_commit = "150a6c06b281246cb5a075a704fceeb257bb63af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a165fefd9f7694449bd6d3fcf7eaa5da09d43b5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jul 2019 06:02:14 -0700
Subject: [PATCH 3396/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d45cfdfa-1aaa-4c33-bce1-f60abb0cb2ed

PiperOrigin-RevId: 259725651
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0522ba93460..789c6c918f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5416f2afe3c0c9ccb93b299e52a2139932e39758dce049125b138531ac596abe",
-    git_commit = "150a6c06b281246cb5a075a704fceeb257bb63af",
+    sha256 = "3f99c0783f110d1634715e3e41f132f2bc6d7ba25c931b35d79409dfdc0a6be1",
+    git_commit = "59ee7f9138482d85cd93c004aca961bea35820c7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a3677bdbf7b67c1651d809ca2f369eff18bc00e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jul 2019 12:02:15 -0700
Subject: [PATCH 3397/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18eee924-8342-4ec0-89fa-55007e44243e

PiperOrigin-RevId: 259787831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 789c6c918f4..ab26b937c03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f99c0783f110d1634715e3e41f132f2bc6d7ba25c931b35d79409dfdc0a6be1",
-    git_commit = "59ee7f9138482d85cd93c004aca961bea35820c7",
+    sha256 = "8fd74e8ca38fa499c8cba16f5a92f393eaeb156027a728fad46bed2195560e0f",
+    git_commit = "0e06e45399d0257587d97560c9045e35ca002784",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec7bd2d42a21928e7cc777021acd3f4e78f8599b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jul 2019 18:04:19 -0700
Subject: [PATCH 3398/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8b29105-fb49-4f4c-900c-2ce8eaeb9bf8

PiperOrigin-RevId: 259857499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab26b937c03..d49c7fac2a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fd74e8ca38fa499c8cba16f5a92f393eaeb156027a728fad46bed2195560e0f",
-    git_commit = "0e06e45399d0257587d97560c9045e35ca002784",
+    sha256 = "7c7abaa08d4793fd850a16790a39626e95da51ad2fd33ed825b38a80ffc335b4",
+    git_commit = "1f555ad942f916692e6d4c624ce087f50db6a2f7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4da2f3298662859396af20947b2a2b07710c02f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jul 2019 00:02:22 -0700
Subject: [PATCH 3399/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22e27d19-e3b5-4f00-b664-59c71f4ddb50

PiperOrigin-RevId: 259892419
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d49c7fac2a4..75ed2fee68f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c7abaa08d4793fd850a16790a39626e95da51ad2fd33ed825b38a80ffc335b4",
-    git_commit = "1f555ad942f916692e6d4c624ce087f50db6a2f7",
+    sha256 = "562d114ffa4f8f06dd3c26a585dcf21c2e38f58fcd8d7cbeccee1912a19d9d62",
+    git_commit = "1d436a85fe50dba9ea8eec6675b7cbfa54941e84",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 492381f38c1c8274d3f2ac42b88efc13f768309d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jul 2019 06:04:50 -0700
Subject: [PATCH 3400/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5744fe04-0cab-4a7f-a157-97c135a3b7c3

PiperOrigin-RevId: 259932544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75ed2fee68f..158ce1174a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "562d114ffa4f8f06dd3c26a585dcf21c2e38f58fcd8d7cbeccee1912a19d9d62",
-    git_commit = "1d436a85fe50dba9ea8eec6675b7cbfa54941e84",
+    sha256 = "57d07dfb98d491ef5a2f101f92e2645f11bf05a928bc0777d106fc9f8b930bdc",
+    git_commit = "1ffdcbe96ae75645cccbe41cfe711e7e81f1e060",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1288a37793db49af188858ef8f021cc6b766feb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jul 2019 12:02:20 -0700
Subject: [PATCH 3401/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ea7ae75-ea85-4b41-8c84-7e37b2a1b7d7

PiperOrigin-RevId: 259993511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 158ce1174a7..661870d1c06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57d07dfb98d491ef5a2f101f92e2645f11bf05a928bc0777d106fc9f8b930bdc",
-    git_commit = "1ffdcbe96ae75645cccbe41cfe711e7e81f1e060",
+    sha256 = "feacd6f50469e99450a8b1321fab664a0f202e873333ec8c11398082eea6fc7c",
+    git_commit = "9b3f1d992a96c626cb39e5199ebcce3c64e89e1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bd8655e7720932ed853747f86f6b518b343760dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jul 2019 18:02:24 -0700
Subject: [PATCH 3402/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82975ddd-a011-4cc8-9b17-d4525ef382c9

PiperOrigin-RevId: 260059446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 661870d1c06..06ba7044f08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "feacd6f50469e99450a8b1321fab664a0f202e873333ec8c11398082eea6fc7c",
-    git_commit = "9b3f1d992a96c626cb39e5199ebcce3c64e89e1b",
+    sha256 = "c147d82bcb1e16d1def755e9a2d88278ef037381870428005a1da59d31624e82",
+    git_commit = "2cae1803c1c6449d670f79311bce80b5b022c82e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9838d6995865860ea2763ad177684bc66f4f15f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jul 2019 00:02:09 -0700
Subject: [PATCH 3403/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a9d3758-0e2d-4510-8716-aa67b3c6f687

PiperOrigin-RevId: 260092885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06ba7044f08..48472905e65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c147d82bcb1e16d1def755e9a2d88278ef037381870428005a1da59d31624e82",
-    git_commit = "2cae1803c1c6449d670f79311bce80b5b022c82e",
+    sha256 = "77269ec63ea8d1a049a18d0faf3133abaad0882b00ee03b8d4cafd6ff2cb60fb",
+    git_commit = "545135634295853ad44ef9082a1782f2111db4dd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c79a025c0716584f24b1fb0fb2f07228e7b7ae5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jul 2019 06:05:27 -0700
Subject: [PATCH 3404/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17ff6db7-d990-4aba-a2ba-c8cdca8c9abb

PiperOrigin-RevId: 260131509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48472905e65..2e85659e549 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77269ec63ea8d1a049a18d0faf3133abaad0882b00ee03b8d4cafd6ff2cb60fb",
-    git_commit = "545135634295853ad44ef9082a1782f2111db4dd",
+    sha256 = "f63d3e084bfd82a0e420ce1a3ee7c67d25916a5d966bc876d1661ff618bd4f3f",
+    git_commit = "5a74b2aaf2e5799bcabb0c5d6b5d01fc570c04bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fca27aa60e9747826e337ad68ae8c00dfba7a0ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jul 2019 12:02:27 -0700
Subject: [PATCH 3405/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/406da7d9-6154-42b4-8837-e559fd3d40cf

PiperOrigin-RevId: 260187381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e85659e549..00bc50a6e69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f63d3e084bfd82a0e420ce1a3ee7c67d25916a5d966bc876d1661ff618bd4f3f",
-    git_commit = "5a74b2aaf2e5799bcabb0c5d6b5d01fc570c04bb",
+    sha256 = "dcf63342a6d444c7e10fb4f1678001c6ab2d1c59b9e719049d92a8cf2dcb9e77",
+    git_commit = "3e41df27be09a3194a056503185a93a0a1e1be54",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3e7b2dbebcffc4c7f23b58f21f53a4a8ace2baf6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jul 2019 18:02:15 -0700
Subject: [PATCH 3406/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b98aaa79-84e7-4bc6-bc1e-e1e1e997af34

PiperOrigin-RevId: 260247489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00bc50a6e69..0219bfa3525 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcf63342a6d444c7e10fb4f1678001c6ab2d1c59b9e719049d92a8cf2dcb9e77",
-    git_commit = "3e41df27be09a3194a056503185a93a0a1e1be54",
+    sha256 = "f63057d88b7bd0aeb484e921180b3eddd1c88281b4b1d40a8e4f7ef95264b38e",
+    git_commit = "6ad7d2ac033993245c2e666c561d62dcd96e5f8e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00f97d068ef0038a836adf6a2b6dfa590a990336 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jul 2019 00:02:15 -0700
Subject: [PATCH 3407/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6bcb3af-a5b7-4ca0-b908-79f854fef108

PiperOrigin-RevId: 260271568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0219bfa3525..7732f733ee6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f63057d88b7bd0aeb484e921180b3eddd1c88281b4b1d40a8e4f7ef95264b38e",
-    git_commit = "6ad7d2ac033993245c2e666c561d62dcd96e5f8e",
+    sha256 = "865d4adfe539f5a076cee1a1e556527a6d7637a43c22b4a5fd45d16daa4579fb",
+    git_commit = "0d5f78e608eaf6df3ca3fe1bfed8928623a693e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 611e1ab836c0d293c0bf7ce50628877cb9806285 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jul 2019 06:02:20 -0700
Subject: [PATCH 3408/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9553a4a3-659f-4ec0-9b99-723bba1f7fca

PiperOrigin-RevId: 260293525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7732f733ee6..d95c29d285b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "865d4adfe539f5a076cee1a1e556527a6d7637a43c22b4a5fd45d16daa4579fb",
-    git_commit = "0d5f78e608eaf6df3ca3fe1bfed8928623a693e7",
+    sha256 = "a0b5bc0998d7fc85feee2762542784751e422313baf92e4f49ac14d64021f845",
+    git_commit = "c95e5bcd98b35c2688577262038da645a2088de4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a427e1fe88590c699c4a6c67a5edb558d660ccfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jul 2019 12:02:11 -0700
Subject: [PATCH 3409/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04cf0be0-03d5-4347-8b85-732b8a7ac9ec

PiperOrigin-RevId: 260312709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d95c29d285b..6613d80ee49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0b5bc0998d7fc85feee2762542784751e422313baf92e4f49ac14d64021f845",
-    git_commit = "c95e5bcd98b35c2688577262038da645a2088de4",
+    sha256 = "9fc29cde0dd6981053c3bb9ccf697aaeda90e2263d18886d3e018bfcc402084a",
+    git_commit = "086bf1c5d151d3e8af916be23361c97838196448",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 94d212959dbd250ce4b2d56f4a13e257f99cb87c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jul 2019 18:02:02 -0700
Subject: [PATCH 3410/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88dc3ec4-d5c3-48b0-bc0c-105518fe0c5c

PiperOrigin-RevId: 260331681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6613d80ee49..68d789e7a37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fc29cde0dd6981053c3bb9ccf697aaeda90e2263d18886d3e018bfcc402084a",
-    git_commit = "086bf1c5d151d3e8af916be23361c97838196448",
+    sha256 = "0112818d730d58792853a40e32fc06dc892ce8285550768016be368f30a08c13",
+    git_commit = "adb17d1b9ff053d5e4fc7be2cc4329ea0077bbb9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cde2563ea15494d55fa3a6939618331ef6bd21bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jul 2019 00:02:18 -0700
Subject: [PATCH 3411/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33c188ef-00d8-426f-a045-7459589b5dcd

PiperOrigin-RevId: 260351679
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68d789e7a37..f43a828d761 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0112818d730d58792853a40e32fc06dc892ce8285550768016be368f30a08c13",
-    git_commit = "adb17d1b9ff053d5e4fc7be2cc4329ea0077bbb9",
+    sha256 = "0a15bd3c305a63645335bcc2129777c3c72fa0d5aebcde57ef044c7f35adf82e",
+    git_commit = "74b382ec72678042c43a2431445ad234989adb93",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a86ef53b9cfcea5b67f49af4c1c9e83720b693c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jul 2019 06:02:15 -0700
Subject: [PATCH 3412/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7159279-db49-4a4c-b481-5f46dca6a464

PiperOrigin-RevId: 260374169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f43a828d761..e40c8cf8a30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a15bd3c305a63645335bcc2129777c3c72fa0d5aebcde57ef044c7f35adf82e",
-    git_commit = "74b382ec72678042c43a2431445ad234989adb93",
+    sha256 = "06f0ce2c3eeeae0585482135b5226a1bb5157998fbb3f5c4bcf422cb2f1cd2d6",
+    git_commit = "52e6d03adebf2eb5429d1df629182f1140249da2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c330e4e08655578355f19e689a6bbfe5e609cc65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jul 2019 12:02:11 -0700
Subject: [PATCH 3413/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/275f5be1-dddb-4577-9acd-fd1ef21a32b1

PiperOrigin-RevId: 260393561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e40c8cf8a30..3a82d4db9a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06f0ce2c3eeeae0585482135b5226a1bb5157998fbb3f5c4bcf422cb2f1cd2d6",
-    git_commit = "52e6d03adebf2eb5429d1df629182f1140249da2",
+    sha256 = "3c3885eafa65751d32d3e1df37b1c9a6b056084a5da2b643c48e7e490cda7547",
+    git_commit = "14b1fe9233ffc3c93c00cc4d205f8a92c99b64f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08ad52002739da1b80a4b93d3c893ce7223422e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jul 2019 18:02:01 -0700
Subject: [PATCH 3414/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62c8e4e2-4449-4870-860e-ac016a73399d

PiperOrigin-RevId: 260413223
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a82d4db9a8..c7ef81ad2e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c3885eafa65751d32d3e1df37b1c9a6b056084a5da2b643c48e7e490cda7547",
-    git_commit = "14b1fe9233ffc3c93c00cc4d205f8a92c99b64f6",
+    sha256 = "7dc6970fb78ce9a5ddc9319e3b90553f7e1c6239a434f7d542b7689544e36f9c",
+    git_commit = "df720580809196ac17e73d7e460b3803781b1e1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddf517cc9a95fa4bdac2cb6a81d7f460241610c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jul 2019 00:02:18 -0700
Subject: [PATCH 3415/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97516d00-27d8-425a-baf6-82c99792b9a8

PiperOrigin-RevId: 260440052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7ef81ad2e9..f6358f51969 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7dc6970fb78ce9a5ddc9319e3b90553f7e1c6239a434f7d542b7689544e36f9c",
-    git_commit = "df720580809196ac17e73d7e460b3803781b1e1b",
+    sha256 = "e643448e8de03d0ce1c5563f66464fd31a1657891b366bc93b79a94f827f3f6e",
+    git_commit = "ada0605591911094c142d39cbd87294ed2716e8b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b566032ba263cdd7f52a88ba330e458101e73cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jul 2019 06:02:15 -0700
Subject: [PATCH 3416/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e524ab1-2af6-40ff-bb39-343542574b6c

PiperOrigin-RevId: 260482079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6358f51969..e68344944bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e643448e8de03d0ce1c5563f66464fd31a1657891b366bc93b79a94f827f3f6e",
-    git_commit = "ada0605591911094c142d39cbd87294ed2716e8b",
+    sha256 = "4a0c81bf8ac657f233aff353fcc0bce1d9ddeab086fb3c6ad62aa47e856c8ceb",
+    git_commit = "d0d45a55582e9ac8b0a57532534f4e8d54b54767",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58331807e8a1dac7796451dfea25a1ca69680573 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jul 2019 12:02:34 -0700
Subject: [PATCH 3417/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5945c7c9-a29f-467e-a2fe-3670b03d3094

PiperOrigin-RevId: 260549738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e68344944bb..3e6eb922028 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a0c81bf8ac657f233aff353fcc0bce1d9ddeab086fb3c6ad62aa47e856c8ceb",
-    git_commit = "d0d45a55582e9ac8b0a57532534f4e8d54b54767",
+    sha256 = "df7e85c9d5911c6ca77dc6abdc8ef8e79a6035df404520ebb9318999a5237934",
+    git_commit = "8e6425f114b139a141aeba0ff76cf3f1619ecbbc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce96ac3792c1772b44109230cc5667e904e24446 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jul 2019 18:02:05 -0700
Subject: [PATCH 3418/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9466d4fe-9107-4114-82c6-aa6772c0b019

PiperOrigin-RevId: 260620377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e6eb922028..aa128f8e179 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df7e85c9d5911c6ca77dc6abdc8ef8e79a6035df404520ebb9318999a5237934",
-    git_commit = "8e6425f114b139a141aeba0ff76cf3f1619ecbbc",
+    sha256 = "bc657c42be17c03fb7c5c26dfae80f741a5e2a5f1e30df534687c9d6d37189fa",
+    git_commit = "9e1264260af6e5373735090a915e618452027c54",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 431b1e595b5a251f185a14160d246e001b264d34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jul 2019 00:02:28 -0700
Subject: [PATCH 3419/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/284cc192-4940-457d-a765-0a4406290969

PiperOrigin-RevId: 260657311
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa128f8e179..a0a20c8bee1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc657c42be17c03fb7c5c26dfae80f741a5e2a5f1e30df534687c9d6d37189fa",
-    git_commit = "9e1264260af6e5373735090a915e618452027c54",
+    sha256 = "180b994708bbee6f6d158332c78f0b38da67320039dbe6423db9064854dbe9a5",
+    git_commit = "ea4cbeed4f8555339537fce84a27841b598c5986",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be6a3a1dbf553a2bd2034244d93f76760877806b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jul 2019 06:02:14 -0700
Subject: [PATCH 3420/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/deddaca1-3adb-4e7d-b626-7c4ef74a2327

PiperOrigin-RevId: 260698698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0a20c8bee1..0f668698621 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "180b994708bbee6f6d158332c78f0b38da67320039dbe6423db9064854dbe9a5",
-    git_commit = "ea4cbeed4f8555339537fce84a27841b598c5986",
+    sha256 = "e93e5751c8dbff6ca34a8d8cebf50d3e04c8b708b83f819eda31d4b9926d9d39",
+    git_commit = "392d884b362c85c2269d1f92d523e97cdcafc766",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20599fb7d43c7968289b54364c4a1af1ea7c5c7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jul 2019 12:02:35 -0700
Subject: [PATCH 3421/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e4ccbe65-2391-41b3-b707-6110ae829494

PiperOrigin-RevId: 260766158
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f668698621..0c43fc6db5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e93e5751c8dbff6ca34a8d8cebf50d3e04c8b708b83f819eda31d4b9926d9d39",
-    git_commit = "392d884b362c85c2269d1f92d523e97cdcafc766",
+    sha256 = "9afaa5de8b9bea6e67ef84efb08fcc4114c4913c559160065ee3f99ad8a23f83",
+    git_commit = "85e6ca2e232bbe036793d9418341ff0ab67e2389",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf1032bc9fad9bac2c69364491c97802bc836436 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jul 2019 18:02:12 -0700
Subject: [PATCH 3422/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b25858c3-8310-4a8e-bd5d-0ce8bc7ebab5

PiperOrigin-RevId: 260835471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c43fc6db5f..1a412897b43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9afaa5de8b9bea6e67ef84efb08fcc4114c4913c559160065ee3f99ad8a23f83",
-    git_commit = "85e6ca2e232bbe036793d9418341ff0ab67e2389",
+    sha256 = "5c2f352727261537dc26f24e304612d18876e80ef35cf923e2e38e59676d164a",
+    git_commit = "e3efabdcaf9359991527c4aec9544dbd1a61c67d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c1bda7275d5768589d87b3cff535f2326311fdd9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jul 2019 00:02:35 -0700
Subject: [PATCH 3423/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54c2f99a-2914-4827-b10c-26c87bb7b1f6

PiperOrigin-RevId: 260871025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a412897b43..1638f686f08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c2f352727261537dc26f24e304612d18876e80ef35cf923e2e38e59676d164a",
-    git_commit = "e3efabdcaf9359991527c4aec9544dbd1a61c67d",
+    sha256 = "31bc20c4e696604a62f9e388bc6a35d035869fb966f0d37e29b05cb9c59528ce",
+    git_commit = "217fb66a0bd72e7a42324a4cc6af3ab5fb11b55a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 97b1ffa821d1a29268a1247a0439b1697a00cd89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jul 2019 06:02:39 -0700
Subject: [PATCH 3424/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95e69f43-1e28-48d0-b0ec-f44e0e39e616

PiperOrigin-RevId: 260911300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1638f686f08..a9774e3d65f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31bc20c4e696604a62f9e388bc6a35d035869fb966f0d37e29b05cb9c59528ce",
-    git_commit = "217fb66a0bd72e7a42324a4cc6af3ab5fb11b55a",
+    sha256 = "addec1ac4c489039f51412383fbba3cd78d416e179c136fb126a76674ec8eacb",
+    git_commit = "b32786df6163ccb09743b806df27da49c5bebb1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ee4edd59ad5ea088f1a6616cc6de531f66f25c3d Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Wed, 31 Jul 2019 10:33:25 -0700
Subject: [PATCH 3425/8103] Modifies server configuration documentation

PiperOrigin-RevId: 260953279
---
 README.md                                  |   2 +-
 tensorflow_serving/g3doc/serving_config.md | 171 +++++++++++++++++----
 2 files changed, 138 insertions(+), 35 deletions(-)

diff --git a/README.md b/README.md
index c787a451662..719b2988a5c 100644
--- a/README.md
+++ b/README.md
@@ -88,9 +88,9 @@ for detailed instructions on how to export SavedModels.
 #### Configure and Use Tensorflow Serving
 
 * [Follow a tutorial on Serving Tensorflow models](tensorflow_serving/g3doc/serving_basic.md)
+* [Configure Tensorflow Serving to make it fit your serving use case](tensorflow_serving/g3doc/serving_config.md)
 * Read the [REST API Guide](tensorflow_serving/g3doc/api_rest.md) or [gRPC API definition](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis)
 * [Use SavedModel Warmup if initial inference requests are slow due to lazy initialization of graph](tensorflow_serving/g3doc/saved_model_warmup.md)
-* [Configure models, version and version policy via Serving Config](tensorflow_serving/g3doc/serving_config.md)
 * [If encountering issues regarding model signatures, please read the SignatureDef documentation](tensorflow_serving/g3doc/signature_defs.md)
 * If using a model with custom ops, [learn how to serve models with custom ops](tensorflow_serving/g3doc/custom_op.md)
 
diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 3e5f13b841a..2fe19dcde42 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -1,19 +1,69 @@
-# How to Configure a Model Server
+# Tensorflow Serving Configuration
 
-Create a file containing an ASCII
-[ModelServerConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L76)
-protocol buffer, and pass its path to the server using the --model_config_file
-flag. (Some useful references:
-[what an ASCII protocol buffer looks like](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like);
-[how to pass flags in Docker](docker.md#passing-additional-arguments).)
+In this guide, we will go over the numerous configuration points for Tensorflow
+Serving.
 
-You can also reload the model config on the fly, after the server is running,
-via the
-[HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
-RPC endpoint. This will cause models in the new config that are not in the old
-config to be loaded, and models in the old config that are not in the new config
-to be unloaded; (models in both configs will remain in place, and will not be
-transiently unloaded).
+## Overview
+
+While most configurations relate to the Model Server, there are many ways to
+specify the behavior of Tensorflow Serving:
+
+*   [Model Server Configuration](#model-server-configuration): Specify model
+    names, paths, version policy & labels, logging configuration and more
+*   [Monitoring Configuration](#monitoring-configuration): Enable and configure
+    Prometheus monitoring
+*   [Batching Configuration](#batching-configuration): Enable batching and
+    configure its parameters
+*   [Misc. Flags](#miscellaneous-flags): A number of misc. flags that can be
+    provided to fine-tune the behavior of a Tensorflow Serving deployment
+
+## Model Server Configuration
+
+The easiest way to serve a model is to provide the `--model_name` and
+`--model_base_path` flags (or setting the `MODEL_NAME` environment variable if
+using Docker). However, if you would like to serve multiple models, or configure
+options like polling frequency for new versions, you may do so by writing a
+Model Server config file.
+
+You may provide this configuration file using the `--model_config_file` flag and
+instruct Tensorflow Serving to periodically poll for updated versions of this
+configuration file at the specifed path by setting the
+`--model_config_file_poll_wait_seconds` flag.
+
+Example using Docker:
+
+```
+docker run -t --rm -p 8501:8501 \
+    -v "$(pwd)/models/:/models/" tensorflow/serving \
+    --model_config_file=/models/models.config \
+    --model_config_file_poll_wait_seconds=60
+```
+
+### Reloading Model Server Configuration
+
+There are two ways to reload the Model Server configuration:
+
+*   By setting the `--model_config_file_poll_wait_seconds` flag to instruct the
+    server to periodically check for a new config file at `--model_config_file`
+    filepath.
+
+*   By issuing
+    [HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
+    RPC calls to the server and supplying a new Model Server config
+    programmatically.
+
+Please note that each time the server loads the new config file, it will act to
+realize the content of the new specified config and _only_ the new specified
+config. This means if model A was present in the first config file, which is
+replaced with a file that contains only model B, the server will load model B
+and unload model A.
+
+### Model Server Config Details
+
+The Model Server configuration file provided must be an ASCII
+[ModelServerConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L76)
+protocol buffer. Refer to the following to understand
+[what an ASCII protocol buffer looks like](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like).
 
 For all but the most advanced use-cases, you'll want to use the ModelConfigList
 option, which is a list of
@@ -34,7 +84,7 @@ model_config_list {
 }
 ```
 
-## Configuring One Model
+### Configuring One Model
 
 Each ModelConfig specifies one model to be served, including its name and the
 path where the Model Server should look for versions of the model to serve, as
@@ -134,35 +184,88 @@ that has version 42 as "stable". Otherwise, you can march forward by unloading
 version 42 and loading the new version 44 when it is ready, and then advancing
 the canary label to 44, and so on.
 
-Please note that labels can only be assigned to model versions that are loaded
-and available for serving. Once a model version is available, one may reload
-the model config on the fly, to assign a label to it
-(can be achieved using
+Please note that labels can only be assigned to model versions that are
+_already_ loaded and available for serving. Once a model version is available,
+one may reload the model config on the fly to assign a label to it. This can be
+achieved using a
 [HandleReloadConfigRequest](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/model_service.proto#L22)
-RPC endpoint).
+RPC or if the server is set up to periodically poll the filesystem for the
+config file, as described [above](#reloading-model-server-configuration).
+
+If you would like to assign a label to a version that is not yet loaded (for ex.
+by supplying both the model version and the label at startup time) then you must
+set the `--alow_version_labels_for_unavailable_models` flag to true, which
+allows new labels to be assigned to model versions that are not loaded yet.
 
-## How to Configure for Monitoring
+Please note that this applies only to new version labels (i.e. ones not assigned
+to a version currently). This is to ensure that during version swaps, the server
+does not prematurely assign the label to the new version, thereby dropping all
+requests destined for that label while the new version is loading.
 
-Create a monitoring config file containing a
+In order to comply with this safety check, if re-assigning an already in-use
+version label, you must assign it only to already-loaded versions. For example,
+if you would like to move a label from pointing to version N to version N+1, you
+may first submit a config containing version N and N+1, and then submit a config
+that contains version N+1, the label pointing to N+1 and no version N.
+
+## Monitoring Configuration
+
+You may provide a monitoring configuration to the server by using the
+`--monitoring_config_file` flag to specify a file containing a
 [MonitoringConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/monitoring_config.proto#L17)
-and set --monitoring_config_file flag to the path of this file. It currently
-provides a monitoring exporter for [Prometheus](https://prometheus.io/), and
-whose config is described in
-[PrometheusConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/monitoring_config.proto#L7)
 protocol buffer. Here's an example:
 
 ```proto
 prometheus_config {
-  enable: true
+  enable: true,
+  path: "/monitoring/prometheus/metrics"
 }
 ```
 
-The default monitoring endpoint is `/monitoring/prometheus/metrics`.
-You can set `path` field in prometheus_config to change the default path.
+To read metrics from the above monitoring URL, you first need to enable the HTTP
+server by setting the `--rest_api_port` flag. You can then configure your
+Prometheus Server to pull metrics from Model Server by passing it the values of
+`--rest_api_port` and `path`.
+
+Tensorflow Serving collects all metrics that are captured by Serving as well as
+core Tensorflow.
+
+## Batching Configuration
+
+Model Server has the ability to batch requests in a variety of settings in order
+to realize better throughput. The scheduling for this batching is done globally
+for all models and model versions on the server to ensure the best possible
+utilization of the underlying resources no matter how many models or model
+versions are currently being served by the server
+([more details](../batching/README.md#servers-with-multiple-models-model-versions-or-subtasks)).
+You may enable this behavior by setting the `--enable_batching` flag and control
+it by passing a config to the `--batching_parameters_file` flag.
+
+Example batching parameters file:
+
+```
+max_batch_size { value: 128 }
+batch_timeout_micros { value: 0 }
+max_enqueued_batches { value: 1000000 }
+num_batch_threads { value: 8 }
+```
+
+Please refer to the [batching guide](../batching/README.md) for an in-depth
+discussion and refer to the
+[section on parameters](../batching/README.md#batch-scheduling-parameters-and-tuning)
+to understand how to set the parameters.
+
+## Miscellaneous Flags
 
-To read metrics from above monitoring URL, you need to set `--rest_api_port`
-flag to enable HTTP requests. Configure your Prometheus Server to pulls metrics
-from Model Server configured by `--rest_api_port` and `path`.
+In addition to the flags covered so far in the guide, here we list a few other
+notable ones. For a complete list, please refer to the
+[source code](../model_servers/main.cc#L59).
 
-Tensorflow Serving collects all metrics that are available on Tensorflow and the
-serving itself.
+*   `--port`: Port to listen on for gRPC API
+*   `--rest_api_port`: Port to listen on for HTTP/REST API
+*   `--rest_api_timeout_in_ms`: Timeout for HTTP/REST API calls
+*   `--file_system_poll_wait_seconds`: The period with which the server polls
+    the filesystem for new model versions at each model's respective
+    model_base_path
+*   `--enable_model_warmup`: Enables [model warmup](saved_model_warmup.md) using
+    user-provided PredictionLogs in assets.extra/ directory

From 6916b018464ed6f1473e0b7eebd5236ae6e9e434 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jul 2019 12:02:15 -0700
Subject: [PATCH 3426/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e496082-0ded-489e-8d97-3f1100c98fd4

PiperOrigin-RevId: 260972392
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9774e3d65f..5c7f01315c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "addec1ac4c489039f51412383fbba3cd78d416e179c136fb126a76674ec8eacb",
-    git_commit = "b32786df6163ccb09743b806df27da49c5bebb1b",
+    sha256 = "fb22bed664b888b1aff82a2dc4a81bae7702025af1af0f0ce7fa79ba2ad81d2e",
+    git_commit = "7ee082be19059927e88e617b80a291810c0402ba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bc07ec9015cba820be7f1087153d216964bd1a0b Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Fri, 2 Aug 2019 09:45:05 -0700
Subject: [PATCH 3427/8103] Fixes bazel build errors.

PiperOrigin-RevId: 261337315
---
 tensorflow_serving/workspace.bzl | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 7c6ab3308b5..768a4343c70 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -15,11 +15,6 @@ def tf_serving_workspace():
         actual = "@boringssl//:ssl",
     )
 
-    native.bind(
-        name = "zlib",
-        actual = "@zlib_archive//:zlib",
-    )
-
     # gRPC wants the existence of a cares dependence but its contents are not
     # actually important since we have set GRPC_ARES=0 in tools/bazel.rc
     native.bind(

From 95af20855400c4424c9faa54fc5e0d271c91be48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Aug 2019 18:02:27 -0700
Subject: [PATCH 3428/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/57767e0f-160c-443c-8c21-df26489aa79e

PiperOrigin-RevId: 261426361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c7f01315c3..e8f299721a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb22bed664b888b1aff82a2dc4a81bae7702025af1af0f0ce7fa79ba2ad81d2e",
-    git_commit = "7ee082be19059927e88e617b80a291810c0402ba",
+    sha256 = "f612f14fac9c47d63f7aba5af891519e05e74110b0ed5682ed6a25ba5e593269",
+    git_commit = "be3d123c6572ba7304208db5ef6fca4e9b0ac65d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 21640d8e79bb305270651c3a16363a2249eabb91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Aug 2019 00:05:25 -0700
Subject: [PATCH 3429/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94f503b4-0ee5-43f5-8591-909f2ef8cc5d

PiperOrigin-RevId: 261453558
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8f299721a2..43e2f74dfb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f612f14fac9c47d63f7aba5af891519e05e74110b0ed5682ed6a25ba5e593269",
-    git_commit = "be3d123c6572ba7304208db5ef6fca4e9b0ac65d",
+    sha256 = "fd8454b5f10abc25b75d475e8e973a3190d3d343d8fa137251e94fd8714b78ca",
+    git_commit = "fb079269f9f16226eea166a7b1d8d97e39cbdd59",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ec1e9c4e62d286c8b0a3c849fdaefff9e337084 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Aug 2019 06:01:59 -0700
Subject: [PATCH 3430/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/125a5837-d269-44bb-a90a-8b70eb3e5e3e

PiperOrigin-RevId: 261476496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43e2f74dfb4..a442a7114b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd8454b5f10abc25b75d475e8e973a3190d3d343d8fa137251e94fd8714b78ca",
-    git_commit = "fb079269f9f16226eea166a7b1d8d97e39cbdd59",
+    sha256 = "2f131746689a222b5c8fc348afa8a8df331517e331bdc27439112b9bb2b377e4",
+    git_commit = "fea83c7c9b81cc05418c48353ab1e8f031ea079a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b87873cdc5f0e17d5b55de29525c4a19da7a79f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Aug 2019 12:02:39 -0700
Subject: [PATCH 3431/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe00355e-3b9f-41d3-981e-34dff921ae7a

PiperOrigin-RevId: 261496985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a442a7114b1..63a5b2ba408 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f131746689a222b5c8fc348afa8a8df331517e331bdc27439112b9bb2b377e4",
-    git_commit = "fea83c7c9b81cc05418c48353ab1e8f031ea079a",
+    sha256 = "cd6934b40ab7884f33ff6fc596ddd0e0ee61ca105723d6a2cd036b8003860f51",
+    git_commit = "6b4b4d417db40595d3593802c560420591c3f2bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eab0a9d9cc0376d21b40ec46fcdcd22d0ae0f627 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Aug 2019 18:12:24 -0700
Subject: [PATCH 3432/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82cd3915-1baa-4651-8eac-69affe4e7bfe

PiperOrigin-RevId: 261517413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63a5b2ba408..bcbf3c6cc8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd6934b40ab7884f33ff6fc596ddd0e0ee61ca105723d6a2cd036b8003860f51",
-    git_commit = "6b4b4d417db40595d3593802c560420591c3f2bc",
+    sha256 = "c99527d2965262059df5f20eec4e8281f6607dce3c035e5ea600fc1150258f0f",
+    git_commit = "17d55101cc5818173499b94ccf5b5ed32ad15bbc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e3c4dbb73690614f2518fa8614ec6299abb8b64a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Aug 2019 00:02:17 -0700
Subject: [PATCH 3433/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f2095e0-5855-4012-93df-b99fd6cc7935

PiperOrigin-RevId: 261537663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcbf3c6cc8f..1ad4507c7fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c99527d2965262059df5f20eec4e8281f6607dce3c035e5ea600fc1150258f0f",
-    git_commit = "17d55101cc5818173499b94ccf5b5ed32ad15bbc",
+    sha256 = "e3aeaf3db36d36eb4690629e0abd1269e4dfcdb43ddb1b4eb339a2d2faa35276",
+    git_commit = "201b59fb5558e2aad1f6c077e384ca140764aabd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 644d78ed7568474e3accf2c624e567ce1a064b55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Aug 2019 06:02:04 -0700
Subject: [PATCH 3434/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8df2801-eaf5-4473-b88b-f162c0708a4f

PiperOrigin-RevId: 261560826
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ad4507c7fc..5047c3f249a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3aeaf3db36d36eb4690629e0abd1269e4dfcdb43ddb1b4eb339a2d2faa35276",
-    git_commit = "201b59fb5558e2aad1f6c077e384ca140764aabd",
+    sha256 = "56ad0e3688c99114c68ba832ebf8b7c3c2fb1cb8b9cb589c2f32b18fb7646139",
+    git_commit = "12a4845ed5ba98a5d0d61874cd048e07e58d103d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 93cbc24ab569e1f719e7996810d52e5fda23c1e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Aug 2019 12:02:11 -0700
Subject: [PATCH 3435/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d2a7ce0-f457-4ed4-805b-8b41d41de98c

PiperOrigin-RevId: 261580305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5047c3f249a..8eb3ecb4437 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56ad0e3688c99114c68ba832ebf8b7c3c2fb1cb8b9cb589c2f32b18fb7646139",
-    git_commit = "12a4845ed5ba98a5d0d61874cd048e07e58d103d",
+    sha256 = "e06cb31ccc4cde356974068692c045b23e857a48aefeefa8e8969abb1b946b97",
+    git_commit = "80fa48dac27895f60dcc85df748475a0493a93ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 559487886e62d5067e72bd69d55a495d2e621f49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Aug 2019 18:02:06 -0700
Subject: [PATCH 3436/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/990523f4-ecca-45f3-8e43-ef80054605ac

PiperOrigin-RevId: 261600471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8eb3ecb4437..38c70e06970 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e06cb31ccc4cde356974068692c045b23e857a48aefeefa8e8969abb1b946b97",
-    git_commit = "80fa48dac27895f60dcc85df748475a0493a93ee",
+    sha256 = "ab2ae2938be072eddf23abafbd603ab3c1358e79715c6b4881a8786bf61ef2b2",
+    git_commit = "1442bc21161265b49740a04cb218b8e90dc76d7b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 17bbec3e0ee33a40822688f5be553756b3625409 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Aug 2019 00:02:09 -0700
Subject: [PATCH 3437/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01e0f0c5-8848-4de2-ae40-f5e622d63db4

PiperOrigin-RevId: 261627797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38c70e06970..ce4d2465361 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab2ae2938be072eddf23abafbd603ab3c1358e79715c6b4881a8786bf61ef2b2",
-    git_commit = "1442bc21161265b49740a04cb218b8e90dc76d7b",
+    sha256 = "5fc19b748a19da7127b3662985abc3f7cb11ab620c9d93aa1d981cef6639fee1",
+    git_commit = "864d2942feb2d38e85a55626c01408487cb46403",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 47b92c0f4ee1aa533ba27dab9be908a6c1ce120c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Aug 2019 06:02:12 -0700
Subject: [PATCH 3438/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e26ae37-7e10-4509-ac7d-bc57b2812a65

PiperOrigin-RevId: 261669464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce4d2465361..db8cb56c09f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fc19b748a19da7127b3662985abc3f7cb11ab620c9d93aa1d981cef6639fee1",
-    git_commit = "864d2942feb2d38e85a55626c01408487cb46403",
+    sha256 = "7c932fe5bb920185e9d96cac595509503434cb50eb8951cbd234bc94f4d61ca6",
+    git_commit = "ec546ec44ce39a8551af6740b55508f0def22258",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 093734d002bd9de2a68d34160e23f35db196c080 Mon Sep 17 00:00:00 2001
From: Anjali Sridhar <anjalisridhar@google.com>
Date: Mon, 5 Aug 2019 11:37:38 -0700
Subject: [PATCH 3439/8103] Add tf.distribute + Keras model save/load test in
 TF serving.

PiperOrigin-RevId: 261731501
---
 .../tensorflow_model_server_test.py           | 56 ++++++++++++++++++-
 1 file changed, 54 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index be041f6bb93..1b32a3b84b7 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -36,6 +36,8 @@
 import tensorflow as tf
 
 from tensorflow.core.framework import types_pb2
+from tensorflow.python.eager import context
+from tensorflow.python.framework import config as device_config
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
@@ -46,7 +48,6 @@
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 from tensorflow_serving.apis import regression_pb2
 
-
 FLAGS = flags.FLAGS
 
 RPC_TIMEOUT = 5.0
@@ -56,6 +57,26 @@
 GRPC_SOCKET_PATH = '/tmp/tf-serving.sock'
 
 
+def SetVirtualCpus(num_virtual_cpus):
+  """Create virtual CPU devices if they haven't yet been created."""
+  if num_virtual_cpus < 1:
+    raise ValueError('`num_virtual_cpus` must be at least 1 not %r' %
+                     (num_virtual_cpus,))
+  physical_devices = device_config.list_physical_devices('CPU')
+  if not physical_devices:
+    raise RuntimeError('No CPUs found')
+  configs = device_config.get_virtual_device_configuration(physical_devices[0])
+  if configs is None:
+    virtual_devices = [context.VirtualDeviceConfiguration()
+                       for _ in range(num_virtual_cpus)]
+    device_config.set_virtual_device_configuration(
+        physical_devices[0], virtual_devices)
+  else:
+    if len(configs) < num_virtual_cpus:
+      raise RuntimeError('Already configured with %d < %d virtual CPUs' %
+                         (len(configs), num_virtual_cpus))
+
+
 def PickUnusedPort():
   s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM)
   s.bind(('', 0))
@@ -888,7 +909,6 @@ def test_tf_saved_model_save_multiple_signatures(self):
 
   def test_sequential_keras_saved_model_save(self):
     """Test loading a simple SavedModel created with Keras Sequential API."""
-
     model = tf.keras.models.Sequential()
 
     model.add(tf.keras.layers.Input(dtype='float32', shape=(1,), name='x'))
@@ -911,6 +931,38 @@ def test_sequential_keras_saved_model_save(self):
         expected_output=2.0,
         expected_version=expected_version)
 
+  def test_distrat_sequential_keras_saved_model_save(self):
+    """Test loading a Keras SavedModel with tf.distribute."""
+    # You need to call SetVirtualCpus in test setUp with the maximum value
+    # needed in any test if you use this in multiple tests. For now this is the
+    # only test using this functionality.
+    SetVirtualCpus(2)
+    strategy = tf.distribute.MirroredStrategy(devices=('/cpu:0', '/cpu:1'))
+    with strategy.scope():
+      model = tf.keras.models.Sequential()
+
+      model.add(tf.keras.layers.Input(dtype='float32', shape=(1,), name='x'))
+      model.add(tf.keras.layers.Dense(1, kernel_initializer='ones',
+                                      bias_initializer='zeros'))
+      model.add(tf.keras.layers.Lambda(lambda x: x, name='y'))
+
+    base_path = os.path.join(self.get_temp_dir(),
+                             'keras_sequential_saved_model_save')
+    export_path = os.path.join(base_path, '00000123')
+
+    tf.saved_model.save(model, export_path)
+
+    _, model_server_address, _ = TensorflowModelServerTest.RunServer(
+        'default', base_path)
+
+    expected_version = self._GetModelVersion(base_path)
+    self.VerifyPredictRequest(
+        model_server_address,
+        batch_input=True,
+        specify_output=False,
+        expected_output=2.0,
+        expected_version=expected_version)
+
 
 if __name__ == '__main__':
   tf.enable_eager_execution()

From 32cd353bafe77ea56a585082bd6bba07c36042dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Aug 2019 12:03:30 -0700
Subject: [PATCH 3440/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c954c81-4ea4-4444-8644-d75c1aa18474

PiperOrigin-RevId: 261737830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db8cb56c09f..9cfa5fa0f0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c932fe5bb920185e9d96cac595509503434cb50eb8951cbd234bc94f4d61ca6",
-    git_commit = "ec546ec44ce39a8551af6740b55508f0def22258",
+    sha256 = "45679913a6fec547cda47729202e8f608d7fa295e546efa63db7df856c6b68f5",
+    git_commit = "5dfa73ed352f6dcac52355d56b45446cde4f9e17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f8f2902b6465f239bb58af2b3fb27ba73b5c7c5 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 5 Aug 2019 12:46:27 -0700
Subject: [PATCH 3441/8103] Remove unused fields from MetaGraphDef proto
 message, stored in `SavedModelBundle`. This will help save memory on the
 ModelServer. Notably due to dropping GraphDef submessage (that may be large,
 due to possibility of const tensors being inlined in the graph).

Presently we remove all except SignatureDef map from MetaGraphDef.

Removal is controlled via `--remove_unused_fields_from_metagraph`
flag (defaults to being `true`, so removal will happen post this
change).

PiperOrigin-RevId: 261746824
---
 tensorflow_serving/model_servers/main.cc      |  7 ++-
 tensorflow_serving/model_servers/server.cc    |  2 +
 tensorflow_serving/model_servers/server.h     |  1 +
 .../tensorflow/saved_model_bundle_factory.cc  | 13 ++++++
 .../saved_model_bundle_factory_test.cc        | 45 ++++++++++++++-----
 .../tensorflow/session_bundle_config.proto    |  7 +++
 6 files changed, 64 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 7a737f685a4..5341b34fb34 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -182,7 +182,12 @@ int main(int argc, char** argv) {
       tensorflow::Flag(
           "monitoring_config_file", &options.monitoring_config_file,
           "If non-empty, read an ascii MonitoringConfig protobuf from "
-          "the supplied file name")};
+          "the supplied file name"),
+      tensorflow::Flag(
+          "remove_unused_fields_from_bundle_metagraph",
+          &options.remove_unused_fields_from_bundle_metagraph,
+          "Removes unused fields from MetaGraphDef proto message to save "
+          "memory.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index ff236bbf9b9..460fca1b572 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -265,6 +265,8 @@ Status Server::BuildAndStart(const Options& server_options) {
           ->mutable_num_request_iterations()
           ->set_value(server_options.num_request_iterations_for_warmup);
     }
+    session_bundle_config.set_remove_unused_fields_from_bundle_metagraph(
+        server_options.remove_unused_fields_from_bundle_metagraph);
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
         session_bundle_config, use_saved_model);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 35087991b21..76840d71ce8 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -81,6 +81,7 @@ class Server {
     tensorflow::string monitoring_config_file;
     // Tensorflow session run options.
     bool enforce_session_run_timeout = true;
+    bool remove_unused_fields_from_bundle_metagraph = true;
 
     Options();
   };
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 62ab3a70513..4110bcdcb0d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
@@ -119,6 +120,18 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     (*bundle)->session.reset(
         new CurriedSession(std::move((*bundle)->session), fixed_input_tensors));
   }
+  if (config_.remove_unused_fields_from_bundle_metagraph()) {
+    // Save memory by removing fields in MetaGraphDef proto message stored
+    // in the bundle that we never use. Notably the unused graphdef submessage
+    // can get large (MBs) wasting memory on the server.
+    //
+    // Presently we retain following field(s) of MetaGraphDef proto:
+    // - signature_def
+    MetaGraphDef metagraph;
+    (*bundle)->meta_graph_def.Swap(&metagraph);
+    (*bundle)->meta_graph_def.mutable_signature_def()->swap(
+        *metagraph.mutable_signature_def());
+  }
   if (config_.has_batching_parameters()) {
     LOG(INFO) << "Wrapping session to perform batch processing";
     if (batch_scheduler_ == nullptr) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 95c68b7564a..a8838950ccd 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -45,13 +45,12 @@ enum class CreationType { kWithoutMetadata, kWithMetadata };
 Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
 
 // Creates a new session based on the config and export path.
-Status CreateSessionFromPath(const CreationType creation_type,
-                             const SessionBundleConfig& config,
-                             const string& path,
-                             std::unique_ptr<Session>* session) {
+Status CreateBundleFromPath(const CreationType creation_type,
+                            const SessionBundleConfig& config,
+                            const string& path,
+                            std::unique_ptr<SavedModelBundle>* bundle) {
   std::unique_ptr<SavedModelBundleFactory> factory;
   TF_RETURN_IF_ERROR(SavedModelBundleFactory::Create(config, &factory));
-  std::unique_ptr<SavedModelBundle> bundle;
   auto config_with_session_hook = config;
   config_with_session_hook.set_session_target(
       test_util::kNewSessionHookSessionTargetPrefix);
@@ -74,14 +73,13 @@ Status CreateSessionFromPath(const CreationType creation_type,
 
   switch (creation_type) {
     case CreationType::kWithoutMetadata:
-      TF_RETURN_IF_ERROR(factory->CreateSavedModelBundle(path, &bundle));
+      TF_RETURN_IF_ERROR(factory->CreateSavedModelBundle(path, bundle));
       break;
     case CreationType::kWithMetadata:
       TF_RETURN_IF_ERROR(factory->CreateSavedModelBundleWithMetadata(
-          CreateMetadata(), path, &bundle));
+          CreateMetadata(), path, bundle));
       break;
   }
-  *session = std::move(bundle->session);
   return Status::OK();
 }
 
@@ -98,7 +96,11 @@ class SavedModelBundleFactoryTest
  protected:
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
-    return CreateSessionFromPath(GetParam(), config, export_dir_, session);
+    std::unique_ptr<SavedModelBundle> bundle;
+    TF_RETURN_IF_ERROR(
+        CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+    *session = std::move(bundle->session);
+    return Status::OK();
   }
 };
 
@@ -135,6 +137,25 @@ TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
   test::ExpectTensorEqual<float>(expected_output, single_output);
 }
 
+TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphDefault) {
+  SessionBundleConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  std::unique_ptr<SavedModelBundle> bundle;
+  TF_ASSERT_OK(CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+  EXPECT_TRUE(bundle->meta_graph_def.has_graph_def());
+  EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
+}
+
+TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphEnabled) {
+  SessionBundleConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  config.set_remove_unused_fields_from_bundle_metagraph(true);
+  std::unique_ptr<SavedModelBundle> bundle;
+  TF_ASSERT_OK(CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+  EXPECT_FALSE(bundle->meta_graph_def.has_graph_def());
+  EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
+}
+
 TEST_P(SavedModelBundleFactoryTest, Batching) { TestBatching(); }
 
 TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
@@ -162,7 +183,11 @@ class SavedModelBundleFactoryBackwardCompatibilityTest
  private:
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
-    return CreateSessionFromPath(GetParam(), config, export_dir_, session);
+    std::unique_ptr<SavedModelBundle> bundle;
+    TF_RETURN_IF_ERROR(
+        CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+    *session = std::move(bundle->session);
+    return Status::OK();
   }
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 26b1893b7a5..0ff52809256 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -76,6 +76,13 @@ message SessionBundleConfig {
   // consists of information like the model name, version, which can then be
   // used by the TensorFlow runtime appropriately (for debugging, logging, etc).
   bool enable_session_metadata = 781;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Remove unused fields from metagraph proto message in SavedModelBundle.
+  // This message is stored alongside the `Session` object. Removing unwanted
+  // fields helps reduce memory footprint.
+  bool remove_unused_fields_from_bundle_metagraph = 782;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From 457be233aeb431fb94a2c5c64b4929a933f1e619 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Aug 2019 18:02:02 -0700
Subject: [PATCH 3442/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df66b59a-7644-427d-a1bf-8e861168d43d

PiperOrigin-RevId: 261811606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9cfa5fa0f0e..e61378a81bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45679913a6fec547cda47729202e8f608d7fa295e546efa63db7df856c6b68f5",
-    git_commit = "5dfa73ed352f6dcac52355d56b45446cde4f9e17",
+    sha256 = "d8f097346aa99eeaca9048bcdc74ce75e6c187b0938d9ac4626a784852883827",
+    git_commit = "2021e7f2ac236fcaba13c2494e05bddc85081d64",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3db1c753bbd484052d513454cbba894032ebae2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Aug 2019 00:03:07 -0700
Subject: [PATCH 3443/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86d2c1de-ead7-4b93-99e9-ef661f6335fd

PiperOrigin-RevId: 261851885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e61378a81bd..457268c3cd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8f097346aa99eeaca9048bcdc74ce75e6c187b0938d9ac4626a784852883827",
-    git_commit = "2021e7f2ac236fcaba13c2494e05bddc85081d64",
+    sha256 = "017ec2817dfa87a09a039094a130126ca7c770aeefda30c234ad7ddb8a47e23f",
+    git_commit = "d18653005c8ff077492b541538538de0b2ec55ac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 495eae249e20a4962f8c6552e1de9a5b0159468d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Aug 2019 06:03:40 -0700
Subject: [PATCH 3444/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6c8305a-b06c-4070-8a2f-8c68af1f5cd2

PiperOrigin-RevId: 261897582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 457268c3cd8..90dec4fd4db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "017ec2817dfa87a09a039094a130126ca7c770aeefda30c234ad7ddb8a47e23f",
-    git_commit = "d18653005c8ff077492b541538538de0b2ec55ac",
+    sha256 = "6d4e0af688ee10b7b6b7020803b92665926d17e39a4a5e4eb341d4d083e697b7",
+    git_commit = "ecc0b95092f3b8f76a1ace92830a354653ae8b33",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 561cabbabe9d44da6b20fcf0eb9170859d3ea9fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Aug 2019 11:37:23 -0700
Subject: [PATCH 3445/8103] Fix typo (missing colon) in comment.

PiperOrigin-RevId: 261960205
---
 .../util/net_http/server/public/server_request_interface.h      | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index e866a6a3925..77207ab5691 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -73,7 +73,7 @@ class ServerRequestInterface {
 
   // Input/output byte-buffer types are subject to change!
   // I/O buffer choices:
-  // - absl:ByteStream would work but it is not yet open-sourced
+  // - absl::ByteStream would work but it is not yet open-sourced
   // - iovec doesn't add much value and may limit portability; but otherwise
   //   the current API is compatible with iovec
   // - absl::Span is open-sourced, but string_view is simpler to use for writing

From f9fff0d2792bd41bc82bdb73e61d600ff986cd54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Aug 2019 12:06:04 -0700
Subject: [PATCH 3446/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32de552f-fff9-42e5-8fb8-92d5eca5dfcd

PiperOrigin-RevId: 261966312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90dec4fd4db..4b019831ff5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d4e0af688ee10b7b6b7020803b92665926d17e39a4a5e4eb341d4d083e697b7",
-    git_commit = "ecc0b95092f3b8f76a1ace92830a354653ae8b33",
+    sha256 = "c4d4621c28a29173e8a9a400a879fb35cd978d020c92c10ed7f20bb69b3a1999",
+    git_commit = "65c77144e27c3eef8388f1a76a18b2c5cc900939",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac04e52decb76158db8d06325aa7b4cf88233d43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Aug 2019 18:07:18 -0700
Subject: [PATCH 3447/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acdac31d-9dce-4a51-aafb-d46484961ad8

PiperOrigin-RevId: 262037029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b019831ff5..886da3c3817 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4d4621c28a29173e8a9a400a879fb35cd978d020c92c10ed7f20bb69b3a1999",
-    git_commit = "65c77144e27c3eef8388f1a76a18b2c5cc900939",
+    sha256 = "0600baad5fd8e4959e8ee36a5c53ea13efa5034b1598f6e9fef66cd301889504",
+    git_commit = "afb7b973728dabb144d539b9c29d579cf48d2b77",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8069dd64a13447eff84171393175bb7f781fe157 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Aug 2019 00:02:27 -0700
Subject: [PATCH 3448/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e4b2f50-79df-486a-8821-08a8ecf991d5

PiperOrigin-RevId: 262075116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 886da3c3817..40592a72a2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0600baad5fd8e4959e8ee36a5c53ea13efa5034b1598f6e9fef66cd301889504",
-    git_commit = "afb7b973728dabb144d539b9c29d579cf48d2b77",
+    sha256 = "530b6c45ee20efe0e34d3f4bcf32b6d34020b5fb1a400c0871d9d79b14243c17",
+    git_commit = "a1e4ab848ac30b9488bd0fcbe619f33575e3a378",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 581c2948d108de5adca544e9236f763b4da21643 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Aug 2019 06:02:34 -0700
Subject: [PATCH 3449/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/28f2b50e-f4bf-4fb6-9411-abd12ad85600

PiperOrigin-RevId: 262119002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40592a72a2a..387f527aaf9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "530b6c45ee20efe0e34d3f4bcf32b6d34020b5fb1a400c0871d9d79b14243c17",
-    git_commit = "a1e4ab848ac30b9488bd0fcbe619f33575e3a378",
+    sha256 = "8169fed5ee39eabd04e47d9c3eae6d6bfc5b3148214a01749908ff8abb56fc03",
+    git_commit = "b1608511d5a50d05825c4025b0c347e8689a241f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b00a803faea0b96c9cbce6fbe23dfaec93bfbd4 Mon Sep 17 00:00:00 2001
From: Vinu Rajashekhar <vinuraja@google.com>
Date: Wed, 7 Aug 2019 10:13:19 -0700
Subject: [PATCH 3450/8103] Makes ServerCore::Log(...) mockable.

PiperOrigin-RevId: 262160952
---
 tensorflow_serving/model_servers/server_core.h               | 5 +++--
 .../model_servers/test_util/mock_server_core.h               | 4 ++++
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index ac22b9f25d3..0a7630616ce 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -251,8 +251,9 @@ class ServerCore : public Manager {
   /// Writes the log for the particular request, response and metadata, if we
   /// decide to sample it and if request-logging was configured for the
   /// particular model.
-  Status Log(const google::protobuf::Message& request, const google::protobuf::Message& response,
-             const LogMetadata& log_metadata) {
+  virtual Status Log(const google::protobuf::Message& request,
+                     const google::protobuf::Message& response,
+                     const LogMetadata& log_metadata) {
     return options_.server_request_logger->Log(request, response, log_metadata);
   }
 
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index 26aa2ecba1d..4a220d2eca6 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/platform_config.pb.h"
 #include "tensorflow_serving/core/aspired_versions_manager.h"
+#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
@@ -80,6 +81,9 @@ class MockServerCore : public ServerCore {
 
   MOCK_CONST_METHOD0(servable_state_monitor, ServableStateMonitor*());
   MOCK_METHOD1(ReloadConfig, Status(const ModelServerConfig&));
+  MOCK_METHOD3(Log, Status(const google::protobuf::Message& request,
+                           const google::protobuf::Message& response,
+                           const LogMetadata& log_metadata));
 
   template <typename T>
   Status GetServableHandle(const ModelSpec& model_spec,

From 0896ac52b8f11b1565a672d273ced20893d91e8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Aug 2019 12:02:52 -0700
Subject: [PATCH 3451/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50a7d6c3-1a52-4eba-87cc-32f2d0fcc1da

PiperOrigin-RevId: 262185889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 387f527aaf9..fb5d1a37494 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8169fed5ee39eabd04e47d9c3eae6d6bfc5b3148214a01749908ff8abb56fc03",
-    git_commit = "b1608511d5a50d05825c4025b0c347e8689a241f",
+    sha256 = "ef44f76bab26f0ab4982fd1846af6ffd23f23638a18023ecbbe9039f9a729305",
+    git_commit = "a727bfa999910663db24e7c352e80993db7f325b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c79177f6963f3e3962edf89b1f6c6ac9bada674e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Aug 2019 18:02:13 -0700
Subject: [PATCH 3452/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/adbdca60-36a7-4206-b618-ad5bfca9c2e1

PiperOrigin-RevId: 262255395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb5d1a37494..1e1b013e5d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef44f76bab26f0ab4982fd1846af6ffd23f23638a18023ecbbe9039f9a729305",
-    git_commit = "a727bfa999910663db24e7c352e80993db7f325b",
+    sha256 = "36bd6544a834285741c6de55d233588ac775226a88152959de43052d896f3807",
+    git_commit = "5a2f31e9a3f4e45ea5d81b879e745693c726cfea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4507c507d7b9994234f71fbb15b83bc1a1c212b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2019 00:02:32 -0700
Subject: [PATCH 3453/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fced8946-5986-4b02-a503-153086f2d4e8

PiperOrigin-RevId: 262293471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e1b013e5d3..fa4ae9634f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36bd6544a834285741c6de55d233588ac775226a88152959de43052d896f3807",
-    git_commit = "5a2f31e9a3f4e45ea5d81b879e745693c726cfea",
+    sha256 = "0ff9b9bdacf73e08c91e70a0c305b38fba978936309b709ad2354dd39e95c6c7",
+    git_commit = "14c769393ed48882f055a945a86f8cd6f4b6564b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08aab05208c1dc1e9a928e628237af89ead540d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2019 06:02:20 -0700
Subject: [PATCH 3454/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62041c2d-0606-4e55-ba6f-16fb00d86c33

PiperOrigin-RevId: 262335971
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa4ae9634f3..9d4fb104cbd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ff9b9bdacf73e08c91e70a0c305b38fba978936309b709ad2354dd39e95c6c7",
-    git_commit = "14c769393ed48882f055a945a86f8cd6f4b6564b",
+    sha256 = "ef97a9002c47c9babeb6fd177da721cb9c840d82971a4a7b6aedd1c454b9e85b",
+    git_commit = "35b729c02a999d3e5a28bc72a6edd57c51e32b3b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 96dcdb6bb61450a396cfd49a2293dda0276b164a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2019 12:02:36 -0700
Subject: [PATCH 3455/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8572a61b-85c1-48ed-979c-6ae891e6ddb5

PiperOrigin-RevId: 262404178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d4fb104cbd..d5fde80a18d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef97a9002c47c9babeb6fd177da721cb9c840d82971a4a7b6aedd1c454b9e85b",
-    git_commit = "35b729c02a999d3e5a28bc72a6edd57c51e32b3b",
+    sha256 = "80c2ae5d42c48c3a120243c7a8901a621f4cde53b98344683156a861d9d5e8dd",
+    git_commit = "eb625fb51a302dc812c97879697642db9aa8cfc1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b7b3c33422bb5cf0813fdd6604742e7fa3841f84 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Thu, 8 Aug 2019 14:52:58 -0700
Subject: [PATCH 3456/8103] Uses VerifyFunctionInternal to replace
 VerifyResourceValidityInternal and VerifyValidityInternal.

PiperOrigin-RevId: 262438721
---
 tensorflow_serving/resources/resource_util.cc | 137 +++++++++---------
 tensorflow_serving/resources/resource_util.h  |   9 +-
 2 files changed, 74 insertions(+), 72 deletions(-)

diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index dbc9b7fc736..09dddbcc021 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -93,17 +93,59 @@ ResourceUtil::ResourceUtil(const Options& options)
 
 Status ResourceUtil::VerifyValidity(
     const ResourceAllocation& allocation) const {
-  return VerifyValidityInternal(allocation, DCHECKFailOption::kDoNotDCHECKFail);
+  const Status result = [this, &allocation]() -> Status {
+    // We use 'validated_entries' to look for duplicates.
+    ResourceAllocation validated_entries;
+    for (const auto& entry : allocation.resource_quantities()) {
+      TF_RETURN_IF_ERROR(VerifyFunctionInternal(
+          [&]() { return VerifyResourceValidity(entry.resource()); },
+          DCHECKFailOption::kDoNotDCHECKFail));
+
+      if (FindMutableEntry(entry.resource(), &validated_entries) != nullptr) {
+        return errors::InvalidArgument(
+            "Invalid resource allocation: Repeated resource\n",
+            entry.resource().DebugString(), "in allocation\n",
+            allocation.DebugString());
+      }
+
+      *validated_entries.add_resource_quantities() = entry;
+    }
+    return Status::OK();
+  }();
+  if (!result.ok()) {
+    LOG(ERROR) << result;
+  }
+
+  return result;
 }
 
 Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
-  return VerifyResourceValidityInternal(resource,
-                                        DCHECKFailOption::kDoNotDCHECKFail);
+  const Status result = [this, &resource]() -> Status {
+    auto it = devices_.find(resource.device());
+    if (it == devices_.end()) {
+      return errors::InvalidArgument(
+          "Invalid resource allocation: Invalid device ", resource.device());
+    }
+    const uint32 num_instances = it->second;
+    if (resource.has_device_instance() &&
+        resource.device_instance().value() >= num_instances) {
+      return errors::InvalidArgument(
+          "Invalid resource allocation: Invalid device instance ",
+          resource.device(), ":", resource.device_instance().value());
+    }
+    return Status::OK();
+  }();
+  if (!result.ok()) {
+    LOG(ERROR) << result;
+  }
+
+  return result;
 }
 
 ResourceAllocation ResourceUtil::Normalize(
     const ResourceAllocation& allocation) const {
-  if (!VerifyValidityInternal(allocation, DCHECKFailOption::kDoDCHECKFail)
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
+                              DCHECKFailOption::kDoDCHECKFail)
            .ok()) {
     return allocation;
   }
@@ -124,7 +166,8 @@ ResourceAllocation ResourceUtil::Normalize(
 }
 
 bool ResourceUtil::IsNormalized(const ResourceAllocation& allocation) const {
-  if (!VerifyValidityInternal(allocation, DCHECKFailOption::kDoDCHECKFail)
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
+                              DCHECKFailOption::kDoDCHECKFail)
            .ok()) {
     return false;
   }
@@ -242,62 +285,13 @@ bool ResourceUtil::IsBoundNormalized(
   return true;
 }
 
-Status ResourceUtil::VerifyValidityInternal(
-    const ResourceAllocation& allocation,
-    DCHECKFailOption dcheck_fail_option) const {
-  const Status result = [this, &allocation]() -> Status {
-    // We use 'validated_entries' to look for duplicates.
-    ResourceAllocation validated_entries;
-    for (const auto& entry : allocation.resource_quantities()) {
-      TF_RETURN_IF_ERROR(VerifyResourceValidityInternal(
-          entry.resource(), DCHECKFailOption::kDoNotDCHECKFail));
-
-      if (FindMutableEntry(entry.resource(), &validated_entries) != nullptr) {
-        return errors::InvalidArgument(
-            "Invalid resource allocation: Repeated resource\n",
-            entry.resource().DebugString(), "in allocation\n",
-            allocation.DebugString());
-      }
-
-      *validated_entries.add_resource_quantities() = entry;
-    }
-    return Status::OK();
-  }();
-
-  if (dcheck_fail_option == DCHECKFailOption::kDoDCHECKFail) {
-    TF_DCHECK_OK(result);
-  }
-  if (!result.ok()) {
-    LOG(ERROR) << result;
-  }
-
-  return result;
-}
-
-Status ResourceUtil::VerifyResourceValidityInternal(
-    const Resource& resource, DCHECKFailOption dcheck_fail_option) const {
-  const Status result = [this, &resource]() -> Status {
-    auto it = devices_.find(resource.device());
-    if (it == devices_.end()) {
-      return errors::InvalidArgument(
-          "Invalid resource allocation: Invalid device ", resource.device());
-    }
-    const uint32 num_instances = it->second;
-    if (resource.has_device_instance() &&
-        resource.device_instance().value() >= num_instances) {
-      return errors::InvalidArgument(
-          "Invalid resource allocation: Invalid device instance ",
-          resource.device(), ":", resource.device_instance().value());
-    }
-    return Status::OK();
-  }();
+Status ResourceUtil::VerifyFunctionInternal(
+    std::function<Status()> fn, DCHECKFailOption dcheck_fail_option) const {
+  const Status result = fn();
 
   if (dcheck_fail_option == DCHECKFailOption::kDoDCHECKFail) {
     TF_DCHECK_OK(result);
   }
-  if (!result.ok()) {
-    LOG(ERROR) << result;
-  }
 
   return result;
 }
@@ -314,7 +308,9 @@ Resource ResourceUtil::NormalizeResource(const Resource& resource) const {
 }
 
 bool ResourceUtil::IsResourceNormalized(const Resource& resource) const {
-  if (!VerifyResourceValidityInternal(resource, DCHECKFailOption::kDoDCHECKFail)
+  if (!VerifyFunctionInternal(
+           [&]() { return VerifyResourceValidity(resource); },
+           DCHECKFailOption::kDoDCHECKFail)
            .ok()) {
     return false;
   }
@@ -377,8 +373,12 @@ void ResourceUtil::MultiplyNormalized(uint64 multiplier,
 
 bool ResourceUtil::EqualNormalized(const ResourceAllocation& lhs,
                                    const ResourceAllocation& rhs) const {
-  if (!VerifyValidityInternal(lhs, DCHECKFailOption::kDoDCHECKFail).ok() ||
-      !VerifyValidityInternal(rhs, DCHECKFailOption::kDoDCHECKFail).ok()) {
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(lhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok() ||
+      !VerifyFunctionInternal([&]() { return VerifyValidity(rhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok()) {
     return false;
   }
   DCHECK(IsNormalized(lhs));
@@ -408,9 +408,11 @@ bool ResourceUtil::EqualNormalized(const ResourceAllocation& lhs,
 
 bool ResourceUtil::ResourcesEqualNormalized(const Resource& lhs,
                                             const Resource& rhs) const {
-  if (!VerifyResourceValidityInternal(lhs, DCHECKFailOption::kDoDCHECKFail)
+  if (!VerifyFunctionInternal([&]() { return VerifyResourceValidity(lhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
            .ok() ||
-      !VerifyResourceValidityInternal(rhs, DCHECKFailOption::kDoDCHECKFail)
+      !VerifyFunctionInternal([&]() { return VerifyResourceValidity(rhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
            .ok()) {
     return false;
   }
@@ -421,8 +423,12 @@ bool ResourceUtil::ResourcesEqualNormalized(const Resource& lhs,
 
 bool ResourceUtil::LessThanOrEqualNormalized(
     const ResourceAllocation& lhs, const ResourceAllocation& rhs) const {
-  if (!VerifyValidityInternal(lhs, DCHECKFailOption::kDoDCHECKFail).ok() ||
-      !VerifyValidityInternal(rhs, DCHECKFailOption::kDoDCHECKFail).ok()) {
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(lhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok() ||
+      !VerifyFunctionInternal([&]() { return VerifyValidity(rhs); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok()) {
     return false;
   }
   DCHECK(IsNormalized(lhs));
@@ -468,7 +474,8 @@ bool ResourceUtil::LessThanOrEqualNormalized(
 
 ResourceAllocation ResourceUtil::OverbindNormalized(
     const ResourceAllocation& allocation) const {
-  if (!VerifyValidityInternal(allocation, DCHECKFailOption::kDoDCHECKFail)
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
+                              DCHECKFailOption::kDoDCHECKFail)
            .ok()) {
     return allocation;
   }
diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index 515881209f2..ef59ecec6ec 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -167,15 +167,10 @@ class ResourceUtil {
  private:
   enum class DCHECKFailOption { kDoDCHECKFail, kDoNotDCHECKFail };
 
-  // Wraps VerifyValidity() with error logging and the option to DCHECK-fail.
-  Status VerifyValidityInternal(const ResourceAllocation& allocation,
+  // Wraps fn() with the option to DCHECK-fail.
+  Status VerifyFunctionInternal(std::function<Status()> fn,
                                 DCHECKFailOption dcheck_fail_option) const;
 
-  // Wraps VerifyResourceValidity() with error logging and the option to
-  // DCHECK-fail.
-  Status VerifyResourceValidityInternal(
-      const Resource& resource, DCHECKFailOption dcheck_fail_option) const;
-
   // Converts 'resource' to normal form, i.e. ensures that if the device has
   // exactly one instance, the resource is bound to that instance.
   Resource NormalizeResource(const Resource& resource) const;

From 1a172f18fc593223924d5dc52d1150bd8864869c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2019 18:02:11 -0700
Subject: [PATCH 3457/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8819f93a-e039-4bdf-8454-3dcfa9363fc8

PiperOrigin-RevId: 262471932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5fde80a18d..878c1baef3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80c2ae5d42c48c3a120243c7a8901a621f4cde53b98344683156a861d9d5e8dd",
-    git_commit = "eb625fb51a302dc812c97879697642db9aa8cfc1",
+    sha256 = "6ba24091b82194e7d4b5aae7e5218e4ef28ef922e52f8788a3801d42c9b62ae0",
+    git_commit = "4411b77626488f543dc10e0fd41d35af25fef6ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0d5573b70af3d3625f6a8827851cdb0947b00f67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Aug 2019 00:02:18 -0700
Subject: [PATCH 3458/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/503351f7-0b54-4146-a109-a6c85cc5ce6c

PiperOrigin-RevId: 262507515
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 878c1baef3c..13c19d8e3f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ba24091b82194e7d4b5aae7e5218e4ef28ef922e52f8788a3801d42c9b62ae0",
-    git_commit = "4411b77626488f543dc10e0fd41d35af25fef6ae",
+    sha256 = "b4203ed72a321915e405cf55f4679c6997afe71036bd91dbde090c332fc3fd86",
+    git_commit = "439bf24ed7f6d04a267c307f3aaaab1ce523aab7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4e12a193ad27fa31cb1e42e9a7fe7b5c08f74c52 Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Fri, 9 Aug 2019 00:04:47 -0700
Subject: [PATCH 3459/8103] Removed the net_http dependency on
 absl/base/internal/raw_logging.

PiperOrigin-RevId: 262508074
---
 tensorflow_serving/util/net_http/client/BUILD |   1 +
 .../util/net_http/client/evhttp_connection.cc |  28 +--
 .../util/net_http/compression/BUILD           |   1 +
 .../util/net_http/compression/gzip_zlib.cc    |  15 +-
 .../util/net_http/internal/BUILD              |  11 ++
 .../util/net_http/internal/net_logging.cc     | 172 ++++++++++++++++++
 .../util/net_http/internal/net_logging.h      |  75 ++++++++
 .../util/net_http/internal/testing/BUILD      |  15 ++
 .../internal/testing/net_logging_example.cc   |  33 ++++
 .../util/net_http/server/internal/BUILD       |   1 +
 .../server/internal/evhttp_request.cc         |  37 ++--
 .../net_http/server/internal/evhttp_server.cc |  68 ++++---
 .../util/net_http/server/public/httpserver.h  |   2 -
 13 files changed, 380 insertions(+), 79 deletions(-)
 create mode 100644 tensorflow_serving/util/net_http/internal/net_logging.cc
 create mode 100644 tensorflow_serving/util/net_http/internal/net_logging.h
 create mode 100644 tensorflow_serving/util/net_http/internal/testing/BUILD
 create mode 100644 tensorflow_serving/util/net_http/internal/testing/net_logging_example.cc

diff --git a/tensorflow_serving/util/net_http/client/BUILD b/tensorflow_serving/util/net_http/client/BUILD
index aef1f876ac4..d608554a736 100644
--- a/tensorflow_serving/util/net_http/client/BUILD
+++ b/tensorflow_serving/util/net_http/client/BUILD
@@ -17,6 +17,7 @@ cc_library(
         "evhttp_connection.h",
     ],
     deps = [
+        "//tensorflow_serving/util/net_http/internal:net_logging",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
         "@com_google_absl//absl/base",
diff --git a/tensorflow_serving/util/net_http/client/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/evhttp_connection.cc
index 3428964967c..3b5b2a8f3eb 100644
--- a/tensorflow_serving/util/net_http/client/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/evhttp_connection.cc
@@ -17,8 +17,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
 
-#include "absl/base/internal/raw_logging.h"
 #include "absl/strings/str_cat.h"
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
 
 namespace tensorflow {
 namespace serving {
@@ -48,14 +48,14 @@ std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
   std::string url_str(url.data(), url.size());
   struct evhttp_uri* http_uri = evhttp_uri_parse(url_str.c_str());
   if (http_uri == nullptr) {
-    ABSL_RAW_LOG(ERROR, "Failed to connect : event_base_new()");
+    NET_LOG(ERROR, "Failed to connect : event_base_new()");
     return nullptr;
   }
 
   const char* host = evhttp_uri_get_host(http_uri);
   if (host == nullptr) {
-    ABSL_RAW_LOG(ERROR, "url must have a host %.*s",
-                 static_cast<int>(url.size()), url.data());
+    NET_LOG(ERROR, "url must have a host %.*s", static_cast<int>(url.size()),
+            url.data());
     return nullptr;
   }
 
@@ -76,7 +76,7 @@ std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
 
   result->ev_base_ = event_base_new();
   if (result->ev_base_ == nullptr) {
-    ABSL_RAW_LOG(ERROR, "Failed to connect : event_base_new()");
+    NET_LOG(ERROR, "Failed to connect : event_base_new()");
     return nullptr;
   }
 
@@ -86,8 +86,8 @@ std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
       result->ev_base_, nullptr, nullptr, host_str.c_str(),
       static_cast<uint16_t>(port));
   if (result->evcon_ == nullptr) {
-    ABSL_RAW_LOG(
-        ERROR, "Failed to connect : evhttp_connection_base_bufferevent_new()");
+    NET_LOG(ERROR,
+            "Failed to connect : evhttp_connection_base_bufferevent_new()");
     return nullptr;
   }
 
@@ -155,8 +155,8 @@ void ResponseDone(evhttp_request* req, void* ctx) {
   if (req == nullptr) {
     // TODO(wenboz): make this a util and check safety
     int errcode = EVUTIL_SOCKET_ERROR();
-    ABSL_RAW_LOG(ERROR, "socket error = %s (%d)",
-                 evutil_socket_error_to_string(errcode), errcode);
+    NET_LOG(ERROR, "socket error = %s (%d)",
+            evutil_socket_error_to_string(errcode), errcode);
     return;
   }
 
@@ -172,7 +172,7 @@ bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
                        ClientResponse* response) {
   evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
   if (evreq == nullptr) {
-    ABSL_RAW_LOG(ERROR, "Failed to send request : evhttp_request_new()");
+    NET_LOG(ERROR, "Failed to send request : evhttp_request_new()");
     return false;
   }
 
@@ -202,7 +202,7 @@ bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
       evcon, evreq, GetMethodEnum(request.method, !request.body.empty()),
       uri.c_str());
   if (r != 0) {
-    ABSL_RAW_LOG(ERROR, "evhttp_make_request() failed");
+    NET_LOG(ERROR, "evhttp_make_request() failed");
     return false;
   }
 
@@ -215,7 +215,7 @@ bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
 bool EvHTTPConnection::BlockingSendRequest(const ClientRequest& request,
                                            ClientResponse* response) {
   if (!GenerateEvRequest(evcon_, request, response)) {
-    ABSL_RAW_LOG(ERROR, "Failed to generate the ev_request");
+    NET_LOG(ERROR, "Failed to generate the ev_request");
     return false;
   }
 
@@ -227,12 +227,12 @@ bool EvHTTPConnection::BlockingSendRequest(const ClientRequest& request,
 bool EvHTTPConnection::SendRequest(const ClientRequest& request,
                                    ClientResponse* response) {
   if (this->executor_ == nullptr) {
-    ABSL_RAW_LOG(ERROR, "EventExecutor is not configured.");
+    NET_LOG(ERROR, "EventExecutor is not configured.");
     return false;
   }
 
   if (!GenerateEvRequest(evcon_, request, response)) {
-    ABSL_RAW_LOG(ERROR, "Failed to generate the ev_request");
+    NET_LOG(ERROR, "Failed to generate the ev_request");
     return false;
   }
 
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index ef098d140e8..323bd414242 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -19,6 +19,7 @@ cc_library(
         "gzip_zlib.h",
     ],
     deps = [
+        "//tensorflow_serving/util/net_http/internal:net_logging",
         "@com_google_absl//absl/base",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/strings",
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
index af22df34898..0ca314bf26e 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -18,15 +18,13 @@ limitations under the License.
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 
 #include <algorithm>
-
 #include <cassert>
 #include <cstring>
-
 #include <memory>
 
 #include "absl/base/casts.h"
-#include "absl/base/internal/raw_logging.h"
 #include "absl/base/macros.h"
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
 
 namespace tensorflow {
 namespace serving {
@@ -581,8 +579,7 @@ int ZLib::UncompressAtMostOrAll(Bytef *dest, uLongf *destLen,
         crc_ = crc32(0, nullptr, 0);  // initialize CRC
         break;
       default:
-        ABSL_RAW_LOG(FATAL, "Unexpected gzip header parsing result: %d",
-                     status);
+        NET_LOG(FATAL, "Unexpected gzip header parsing result: %d", status);
     }
   } else if (gzip_footer_bytes_ >= 0) {
     // We're now just reading the gzip footer. We already read all the data.
@@ -602,10 +599,10 @@ int ZLib::UncompressAtMostOrAll(Bytef *dest, uLongf *destLen,
   }
 
   if ((err = UncompressInit(dest, destLen, source, sourceLen)) != Z_OK) {
-    ABSL_RAW_LOG(WARNING,
-                 "UncompressInit: Error: %d "
-                 " SourceLen: %zu",
-                 err, *sourceLen);
+    NET_LOG(WARNING,
+            "UncompressInit: Error: %d "
+            " SourceLen: %zu",
+            err, *sourceLen);
     return err;
   }
 
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index b3fc8fd9785..866eaa9aaf3 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -17,3 +17,14 @@ cc_library(
         "@com_google_absl//absl/synchronization",
     ],
 )
+
+cc_library(
+    name = "net_logging",
+    srcs = ["net_logging.cc"],
+    hdrs = ["net_logging.h"],
+    deps = [
+        "@com_google_absl//absl/base:config",
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/base:log_severity",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/internal/net_logging.cc b/tensorflow_serving/util/net_http/internal/net_logging.cc
new file mode 100644
index 00000000000..a77a368896d
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/net_logging.cc
@@ -0,0 +1,172 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
+
+#include <stddef.h>
+
+#include <cstdarg>
+#include <cstdio>
+#include <cstdlib>
+#include <cstring>
+
+#include "absl/base/attributes.h"
+#include "absl/base/config.h"
+#include "absl/base/log_severity.h"
+
+#if defined(__linux__) || defined(__APPLE__) || defined(__FreeBSD__) || \
+    defined(__Fuchsia__) || defined(__native_client__) ||               \
+    defined(__EMSCRIPTEN__)
+#include <unistd.h>
+
+#define NET_HAVE_POSIX_WRITE 1
+#define NET_LOW_LEVEL_WRITE_SUPPORTED 1
+#else
+#undef NET_HAVE_POSIX_WRITE
+#endif
+
+#if (defined(__linux__) || defined(__FreeBSD__)) && !defined(__ANDROID__)
+#include <sys/syscall.h>
+#define NET_HAVE_SYSCALL_WRITE 1
+#define NET_LOW_LEVEL_WRITE_SUPPORTED 1
+#else
+#undef NET_HAVE_SYSCALL_WRITE
+#endif
+
+#ifdef _WIN32
+#include <io.h>
+
+#define NET_HAVE_RAW_IO 1
+#define NET_LOW_LEVEL_WRITE_SUPPORTED 1
+#else
+#undef NET_HAVE_RAW_IO
+#endif
+
+#ifdef NET_LOW_LEVEL_WRITE_SUPPORTED
+static const char kTruncated[] = " ... (message truncated)\n";
+
+inline static bool VADoNetLog(char** buf, int* size, const char* format,
+                              va_list ap) ABSL_PRINTF_ATTRIBUTE(3, 0);
+inline static bool VADoNetLog(char** buf, int* size, const char* format,
+                              va_list ap) {
+  int n = vsnprintf(*buf, *size, format, ap);
+  bool result = true;
+  if (n < 0 || n > *size) {
+    result = false;
+    if (static_cast<size_t>(*size) > sizeof(kTruncated)) {
+      n = *size - sizeof(kTruncated);  // room for truncation message
+    } else {
+      n = 0;  // no room for truncation message
+    }
+  }
+  *size -= n;
+  *buf += n;
+  return result;
+}
+#endif  // NET_LOW_LEVEL_WRITE_SUPPORTED
+
+static constexpr int kLogBufSize = 10000;  // absl defaults to 3000
+
+namespace {
+
+bool DoNetLog(char** buf, int* size, const char* format, ...)
+    ABSL_PRINTF_ATTRIBUTE(3, 4);
+bool DoNetLog(char** buf, int* size, const char* format, ...) {
+  va_list ap;
+  va_start(ap, format);
+  int n = vsnprintf(*buf, *size, format, ap);
+  va_end(ap);
+  if (n < 0 || n > *size) return false;
+  *size -= n;
+  *buf += n;
+  return true;
+}
+
+void NetLogVA(absl::LogSeverity severity, const char* file, int line,
+              const char* format, va_list ap) ABSL_PRINTF_ATTRIBUTE(4, 0);
+void NetLogVA(absl::LogSeverity severity, const char* file, int line,
+              const char* format, va_list ap) {
+  char buffer[kLogBufSize];
+  char* buf = buffer;
+  int size = sizeof(buffer);
+#ifdef NET_LOW_LEVEL_WRITE_SUPPORTED
+  bool enabled = true;
+#else
+  bool enabled = false;
+#endif
+
+#ifdef ABSL_MIN_LOG_LEVEL
+  if (severity < static_cast<absl::LogSeverity>(ABSL_MIN_LOG_LEVEL) &&
+      severity < absl::LogSeverity::kFatal) {
+    enabled = false;
+  }
+#endif
+
+  if (enabled) {
+    DoNetLog(&buf, &size, "[%s : %d] NET_LOG: ", file, line);
+  }
+
+#ifdef NET_LOW_LEVEL_WRITE_SUPPORTED
+  if (enabled) {
+    bool no_chop = VADoNetLog(&buf, &size, format, ap);
+    if (no_chop) {
+      DoNetLog(&buf, &size, "\n");
+    } else {
+      DoNetLog(&buf, &size, "%s", kTruncated);
+    }
+    tensorflow::serving::net_http::SafeWriteToStderr(buffer, strlen(buffer));
+  }
+#else
+  static_cast<void>(format);
+  static_cast<void>(ap);
+#endif
+
+  if (severity == absl::LogSeverity::kFatal) {
+    abort();
+  }
+}
+
+}  // namespace
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+void SafeWriteToStderr(const char* s, size_t len) {
+#if defined(NET_HAVE_SYSCALL_WRITE)
+  syscall(SYS_write, STDERR_FILENO, s, len);
+#elif defined(NET_HAVE_POSIX_WRITE)
+  write(STDERR_FILENO, s, len);
+#elif defined(NET_HAVE_RAW_IO)
+  _write(/* stderr */ 2, s, len);
+#else
+  (void)s;
+  (void)len;
+#endif
+}
+
+void NetLog(absl::LogSeverity severity, const char* file, int line,
+            const char* format, ...) ABSL_PRINTF_ATTRIBUTE(4, 5);
+void NetLog(absl::LogSeverity severity, const char* file, int line,
+            const char* format, ...) {
+  va_list ap;
+  va_start(ap, format);
+  NetLogVA(severity, file, line, format, ap);
+  va_end(ap);
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/internal/net_logging.h b/tensorflow_serving/util/net_http/internal/net_logging.h
new file mode 100644
index 00000000000..0acdf3c2b6b
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/net_logging.h
@@ -0,0 +1,75 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_NET_LOGGING_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_NET_LOGGING_H_
+
+#include <string>
+
+#include "absl/base/attributes.h"
+#include "absl/base/log_severity.h"
+#include "absl/base/macros.h"
+#include "absl/base/port.h"
+
+// This initial version is a minimum fork from absl/base/internal/raw_logging.h
+// Hooks are not supported.
+//
+// TODO(wenboz): finalize the log support for net_http
+// * make logging pluggable (by TF serving or by adapting external libraries
+
+#define NET_LOG(severity, ...)                                               \
+  do {                                                                       \
+    constexpr const char* net_logging_internal_basename =                    \
+        ::tensorflow::serving::net_http::Basename(__FILE__,                  \
+                                                  sizeof(__FILE__) - 1);     \
+    ::tensorflow::serving::net_http::NetLog(NET_LOGGING_INTERNAL_##severity, \
+                                            net_logging_internal_basename,   \
+                                            __LINE__, __VA_ARGS__);          \
+  } while (0)
+
+#define NET_CHECK(condition, message)                             \
+  do {                                                            \
+    if (ABSL_PREDICT_FALSE(!(condition))) {                       \
+      NET_LOG(FATAL, "Check %s failed: %s", #condition, message); \
+    }                                                             \
+  } while (0)
+
+#define NET_LOGGING_INTERNAL_INFO ::absl::LogSeverity::kInfo
+#define NET_LOGGING_INTERNAL_WARNING ::absl::LogSeverity::kWarning
+#define NET_LOGGING_INTERNAL_ERROR ::absl::LogSeverity::kError
+#define NET_LOGGING_INTERNAL_FATAL ::absl::LogSeverity::kFatal
+#define NET_LOGGING_INTERNAL_LEVEL(severity) \
+  ::absl::NormalizeLogSeverity(severity)
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+void NetLog(absl::LogSeverity severity, const char* file, int line,
+            const char* format, ...) ABSL_PRINTF_ATTRIBUTE(4, 5);
+
+void SafeWriteToStderr(const char* s, size_t len);
+
+constexpr const char* Basename(const char* fname, int offset) {
+  return offset == 0 || fname[offset - 1] == '/' || fname[offset - 1] == '\\'
+             ? fname + offset
+             : Basename(fname, offset - 1);
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_INTERNAL_NET_LOGGING_H_
diff --git a/tensorflow_serving/util/net_http/internal/testing/BUILD b/tensorflow_serving/util/net_http/internal/testing/BUILD
new file mode 100644
index 00000000000..d2a710bbaf2
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/testing/BUILD
@@ -0,0 +1,15 @@
+# Description: net_http/internal/testing
+
+package(
+    default_visibility = ["//visibility:private"],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+cc_binary(
+    name = "net_logging_example",
+    srcs = ["net_logging_example.cc"],
+    deps = [
+        "//tensorflow_serving/util/net_http/internal:net_logging",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/internal/testing/net_logging_example.cc b/tensorflow_serving/util/net_http/internal/testing/net_logging_example.cc
new file mode 100644
index 00000000000..d47560d3c55
--- /dev/null
+++ b/tensorflow_serving/util/net_http/internal/testing/net_logging_example.cc
@@ -0,0 +1,33 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include <cstddef>
+#include <iostream>
+
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
+
+int main(int argc, char** argv) {
+  NET_LOG(INFO, "started!");
+
+  size_t size = 100;
+  NET_LOG(ERROR, "read less than specified bytes : %zu", size);
+
+  const char* url = "/url";
+  NET_LOG(WARNING, "%s: read less than specified bytes : %zu", url, size);
+
+  NET_LOG(FATAL, "aborted!");
+
+  return 0;  // unexpected
+}
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 76914783b3c..05020aa0f58 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -21,6 +21,7 @@ cc_library(
     ],
     deps = [
         "//tensorflow_serving/util/net_http/compression:gzip_zlib",
+        "//tensorflow_serving/util/net_http/internal:net_logging",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
         "@com_google_absl//absl/base",
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 88023194e65..e0dba5a44ad 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -26,7 +26,6 @@ limitations under the License.
 #include <string>
 #include <vector>
 
-#include "absl/base/internal/raw_logging.h"
 #include "absl/strings/string_view.h"
 #include "absl/types/span.h"
 #include "libevent/include/event2/buffer.h"
@@ -34,6 +33,7 @@ limitations under the License.
 #include "libevent/include/event2/http.h"
 #include "libevent/include/event2/keyvalq_struct.h"
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
 #include "tensorflow_serving/util/net_http/server/public/header_names.h"
 
 namespace tensorflow {
@@ -145,14 +145,14 @@ bool EvHTTPRequest::Initialize() {
 void EvHTTPRequest::WriteResponseBytes(const char* data, int64_t size) {
   assert(size >= 0);
   if (output_buf == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Request not initialized.");
+    NET_LOG(FATAL, "Request not initialized.");
     return;
   }
 
   int ret = evbuffer_add(output_buf, data, static_cast<size_t>(size));
   if (ret == -1) {
-    ABSL_RAW_LOG(ERROR, "Failed to write %zu bytes data to output buffer",
-                 static_cast<size_t>(size));
+    NET_LOG(ERROR, "Failed to write %zu bytes data to output buffer",
+            static_cast<size_t>(size));
   }
 }
 
@@ -189,8 +189,8 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
   int ret = evbuffer_remove(input_buf, block, *buf_size);
 
   if (ret != *buf_size) {
-    ABSL_RAW_LOG(ERROR, "Unexpected: read less than specified num_bytes : %zu",
-                 *buf_size);
+    NET_LOG(ERROR, "Unexpected: read less than specified num_bytes : %zu",
+            *buf_size);
     std::allocator<char>().deallocate(block, *buf_size);
     *buf_size = 0;
     return nullptr;  // don't return corrupted buffer
@@ -214,9 +214,8 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
     char* block = std::allocator<char>().allocate(buf_size);
     int ret = evbuffer_remove(input_buf, block, buf_size);
     if (ret != buf_size) {
-      ABSL_RAW_LOG(ERROR,
-                   "Unexpected: read less than specified num_bytes : %zu",
-                   buf_size);
+      NET_LOG(ERROR, "Unexpected: read less than specified num_bytes : %zu",
+              buf_size);
       std::allocator<char>().deallocate(block, buf_size);
       for (auto buf : buf_list) {
         std::allocator<char>().deallocate(buf.data(), buf.size());
@@ -249,7 +248,7 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
     return std::unique_ptr<char[], BlockDeleter>(uncomp_body,
                                                  BlockDeleter(*uncomp_size));
   } else {
-    ABSL_RAW_LOG(ERROR, "Failed to uncompress the gzipped body");
+    NET_LOG(ERROR, "Failed to uncompress the gzipped body");
     *uncomp_size = 0;
     return nullptr;
   }
@@ -283,7 +282,7 @@ void EvHTTPRequest::UncompressGzipBody(void* input, size_t input_size,
       reinterpret_cast<uLongf*>(uncompressed_input_size),
       static_cast<Bytef*>(input), static_cast<uLong>(input_size));
   if (err != Z_OK) {
-    ABSL_RAW_LOG(ERROR, "Got zlib error: %d", err);
+    NET_LOG(ERROR, "Got zlib error: %d", err);
   }
 }
 
@@ -331,20 +330,20 @@ void EvHTTPRequest::AppendResponseHeader(absl::string_view header,
                               std::string(value.data(), value.size()).c_str());
 
   if (ret != 0) {
-    ABSL_RAW_LOG(ERROR,
-                 "Unexpected: failed to set the request header"
-                 " %.*s: %.*s",
-                 static_cast<int>(header.size()), header.data(),
-                 static_cast<int>(value.size()), value.data());
+    NET_LOG(ERROR,
+            "Unexpected: failed to set the request header"
+            " %.*s: %.*s",
+            static_cast<int>(header.size()), header.data(),
+            static_cast<int>(value.size()), value.data());
   }
 }
 
 void EvHTTPRequest::PartialReplyWithStatus(HTTPStatusCode status) {
-  ABSL_RAW_LOG(FATAL, "PartialReplyWithStatus not implemented.");
+  NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
 }
 
 void EvHTTPRequest::PartialReply() {
-  ABSL_RAW_LOG(FATAL, "PartialReplyWithStatus not implemented.");
+  NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
 }
 
 void EvHTTPRequest::ReplyWithStatus(HTTPStatusCode status) {
@@ -352,7 +351,7 @@ void EvHTTPRequest::ReplyWithStatus(HTTPStatusCode status) {
       server_->EventLoopSchedule([this, status]() { EvSendReply(status); });
 
   if (!result) {
-    ABSL_RAW_LOG(ERROR, "Failed to EventLoopSchedule ReplyWithStatus()");
+    NET_LOG(ERROR, "Failed to EventLoopSchedule ReplyWithStatus()");
     Abort();
     // TODO(wenboz): should have a forced abort that doesn't write back anything
     // to the event-loop
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index e7ee14bc505..e721bfc91e6 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -18,20 +18,20 @@ limitations under the License.
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
 
 #include <netinet/in.h>
-#include <sys/socket.h>
 #include <signal.h>
+#include <sys/socket.h>
+
 #include <cstdint>
 #include <memory>
 #include <utility>
 
 #include "absl/base/call_once.h"
-#include "absl/base/internal/raw_logging.h"
 #include "absl/memory/memory.h"
-
 #include "libevent/include/event2/event.h"
 #include "libevent/include/event2/http.h"
 #include "libevent/include/event2/thread.h"
 #include "libevent/include/event2/util.h"
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
 
 namespace tensorflow {
 namespace serving {
@@ -43,7 +43,7 @@ absl::once_flag libevent_init_once;
 
 void InitLibEvent() {
   if (evthread_use_pthreads() != 0) {
-    ABSL_RAW_LOG(FATAL, "Server requires pthread support.");
+    NET_LOG(FATAL, "Server requires pthread support.");
   }
   // Ignore SIGPIPE and allow errors to propagate through error codes.
   signal(SIGPIPE, SIG_IGN);
@@ -60,8 +60,7 @@ EvHTTPServer::EvHTTPServer(std::unique_ptr<ServerOptions> options)
 // May crash the server if called before WaitForTermination() returns
 EvHTTPServer::~EvHTTPServer() {
   if (!is_terminating()) {
-    ABSL_RAW_LOG(ERROR,
-                 "Serer has not been terminated. Force termination now.");
+    NET_LOG(ERROR, "Serer has not been terminated. Force termination now.");
     Terminate();
   }
 
@@ -79,12 +78,12 @@ EvHTTPServer::~EvHTTPServer() {
 // TODO(wenboz): support multiple ports
 bool EvHTTPServer::Initialize() {
   if (server_options_->executor() == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Default EventExecutor is not configured.");
+    NET_LOG(FATAL, "Default EventExecutor is not configured.");
     return false;
   }
 
   if (server_options_->ports().empty()) {
-    ABSL_RAW_LOG(FATAL, "Server port is not specified.");
+    NET_LOG(FATAL, "Server port is not specified.");
     return false;
   }
 
@@ -93,7 +92,7 @@ bool EvHTTPServer::Initialize() {
   // This ev_base_ created per-server v.s. global
   ev_base_ = event_base_new();
   if (ev_base_ == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Failed to create an event_base.");
+    NET_LOG(FATAL, "Failed to create an event_base.");
     return false;
   }
 
@@ -102,7 +101,7 @@ bool EvHTTPServer::Initialize() {
 
   ev_http_ = evhttp_new(ev_base_);
   if (ev_http_ == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Failed to create evhttp.");
+    NET_LOG(FATAL, "Failed to create evhttp.");
     return false;
   }
 
@@ -191,7 +190,7 @@ void ResolveEphemeralPort(evhttp_bound_socket* listener, int* port) {
 
   evutil_socket_t fd = evhttp_bound_socket_get_fd(listener);
   if (getsockname(fd, reinterpret_cast<sockaddr*>(&ss), &socklen)) {
-    ABSL_RAW_LOG(ERROR, "getsockname() failed");
+    NET_LOG(ERROR, "getsockname() failed");
     return;
   }
 
@@ -200,7 +199,7 @@ void ResolveEphemeralPort(evhttp_bound_socket* listener, int* port) {
   } else if (ss.ss_family == AF_INET6) {
     *port = ntohs((reinterpret_cast<sockaddr_in6*>(&ss))->sin6_port);
   } else {
-    ABSL_RAW_LOG(ERROR, "Unknown address family %d", ss.ss_family);
+    NET_LOG(ERROR, "Unknown address family %d", ss.ss_family);
   }
 }
 
@@ -208,7 +207,7 @@ void ResolveEphemeralPort(evhttp_bound_socket* listener, int* port) {
 
 bool EvHTTPServer::StartAcceptingRequests() {
   if (ev_http_ == nullptr) {
-    ABSL_RAW_LOG(FATAL, "Server has not been successfully initialized");
+    NET_LOG(FATAL, "Server has not been successfully initialized");
     return false;
   }
 
@@ -221,7 +220,7 @@ bool EvHTTPServer::StartAcceptingRequests() {
     // in case ipv6 is not supported, fallback to inaddr_any
     ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, nullptr, ev_port);
     if (ev_listener_ == nullptr) {
-      ABSL_RAW_LOG(FATAL, "Couldn't bind to port %d", port);
+      NET_LOG(FATAL, "Couldn't bind to port %d", port);
       return false;
     }
   }
@@ -236,9 +235,9 @@ bool EvHTTPServer::StartAcceptingRequests() {
 
   IncOps();
   server_options_->executor()->Schedule([this]() {
-    ABSL_RAW_LOG(INFO, "Entering the event loop ...");
+    NET_LOG(INFO, "Entering the event loop ...");
     int result = event_base_dispatch(ev_base_);
-    ABSL_RAW_LOG(INFO, "event_base_dispatch() exits with value %d", result);
+    NET_LOG(INFO, "event_base_dispatch() exits with value %d", result);
 
     DecOps();
   });
@@ -256,12 +255,12 @@ bool EvHTTPServer::is_accepting_requests() const {
 
 void EvHTTPServer::Terminate() {
   if (!is_accepting_requests()) {
-    ABSL_RAW_LOG(ERROR, "Server is not running ...");
+    NET_LOG(ERROR, "Server is not running ...");
     return;
   }
 
   if (is_terminating()) {
-    ABSL_RAW_LOG(ERROR, "Server is already being terminated ...");
+    NET_LOG(ERROR, "Server is already being terminated ...");
     return;
   }
 
@@ -300,17 +299,17 @@ void EvHTTPServer::DecOps() {
 void EvHTTPServer::WaitForTermination() {
   {
     absl::MutexLock l(&ops_mu_);
-    ops_mu_.Await(absl::Condition(+[](int64_t* count) { return *count <= 1; },
-                                  &num_pending_ops_));
+    ops_mu_.Await(absl::Condition(
+        +[](int64_t* count) { return *count <= 1; }, &num_pending_ops_));
   }
 
   int result = event_base_loopexit(ev_base_, nullptr);
-  ABSL_RAW_LOG(INFO, "event_base_loopexit() exits with value %d", result);
+  NET_LOG(INFO, "event_base_loopexit() exits with value %d", result);
 
   {
     absl::MutexLock l(&ops_mu_);
-    ops_mu_.Await(absl::Condition(+[](int64_t* count) { return *count == 0; },
-                                  &num_pending_ops_));
+    ops_mu_.Await(absl::Condition(
+        +[](int64_t* count) { return *count == 0; }, &num_pending_ops_));
   }
 }
 
@@ -320,21 +319,21 @@ bool EvHTTPServer::WaitForTerminationWithTimeout(absl::Duration timeout) {
   {
     absl::MutexLock l(&ops_mu_);
     wait_result = ops_mu_.AwaitWithTimeout(
-        absl::Condition(+[](int64_t* count) { return *count <= 1; },
-                        &num_pending_ops_),
+        absl::Condition(
+            +[](int64_t* count) { return *count <= 1; }, &num_pending_ops_),
         timeout);
   }
 
   if (wait_result) {
     int result = event_base_loopexit(ev_base_, nullptr);
-    ABSL_RAW_LOG(INFO, "event_base_loopexit() exits with value %d", result);
+    NET_LOG(INFO, "event_base_loopexit() exits with value %d", result);
 
     // This should pass immediately
     {
       absl::MutexLock l(&ops_mu_);
       wait_result = ops_mu_.AwaitWithTimeout(
-          absl::Condition(+[](int64_t* count) { return *count == 0; },
-                          &num_pending_ops_),
+          absl::Condition(
+              +[](int64_t* count) { return *count == 0; }, &num_pending_ops_),
           timeout);
     }
   }
@@ -362,19 +361,18 @@ void EvHTTPServer::RegisterRequestHandler(
       std::forward_as_tuple(uri, handler, options));
 
   if (!result.second) {
-    ABSL_RAW_LOG(INFO,
-                 "Overwrite the existing handler registered under "
-                 "the URI path %.*s",
-                 static_cast<int>(uri.size()), uri.data());
+    NET_LOG(INFO,
+            "Overwrite the existing handler registered under "
+            "the URI path %.*s",
+            static_cast<int>(uri.size()), uri.data());
 
     uri_handlers_.erase(result.first);
     if (!uri_handlers_
              .emplace(std::piecewise_construct, std::forward_as_tuple(uri),
                       std::forward_as_tuple(uri, handler, options))
              .second) {
-      ABSL_RAW_LOG(ERROR,
-                   "Failed to register an handler under the URI path %.*s",
-                   static_cast<int>(uri.size()), uri.data());
+      NET_LOG(ERROR, "Failed to register an handler under the URI path %.*s",
+              static_cast<int>(uri.size()), uri.data());
     }
   }
 }
diff --git a/tensorflow_serving/util/net_http/server/public/httpserver.h b/tensorflow_serving/util/net_http/server/public/httpserver.h
index bd485971539..2e578e98b71 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserver.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver.h
@@ -20,7 +20,6 @@ limitations under the License.
 
 #include <memory>
 
-#include "absl/base/internal/raw_logging.h"
 #include "absl/memory/memory.h"
 
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
@@ -40,7 +39,6 @@ inline std::unique_ptr<HTTPServerInterface> CreateEvHTTPServer(
   auto server = absl::make_unique<EvHTTPServer>(std::move(options));
   bool result = server->Initialize();
   if (!result) {
-    ABSL_RAW_LOG(ERROR, "Failed to initialize EvHTTPServer");
     return nullptr;
   }
 

From 1c0291118f34ec7ba958a9cee594414f6531c0f3 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 13 Aug 2019 16:16:12 -0700
Subject: [PATCH 3460/8103] Override TF defined Abseil version to a more recent
 version, to allow recent logging changes to compile:
 https://github.com/tensorflow/serving/commit/4e12a193ad27fa31cb1e42e9a7fe7b5c08f74c52

PiperOrigin-RevId: 263238158
---
 tensorflow_serving/workspace.bzl | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 768a4343c70..c24c53d616c 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -1,6 +1,7 @@
 # TensorFlow Serving external dependencies that can be loaded in WORKSPACE
 # files.
 
+load("@org_tensorflow//third_party:repo.bzl", "tf_http_archive")
 load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
@@ -43,3 +44,15 @@ def tf_serving_workspace():
         strip_prefix = "libevent-release-2.1.8-stable",
         build_file = "@//third_party/libevent:BUILD",
     )
+
+    # ===== Override TF defined `com_google_absl` (we need a recent version).
+    tf_http_archive(
+        name = "com_google_absl",
+        build_file = str(Label("@org_tensorflow//third_party:com_google_absl.BUILD")),
+        sha256 = "b6aa25c8283cca9de282bb7f5880b04492af76213b2f48c135c4963c6333a21e",
+        strip_prefix = "abseil-cpp-36d37ab992038f52276ca66b9da80c1cf0f57dc2",
+        urls = [
+            "http://mirror.tensorflow.org/github.com/abseil/abseil-cpp/archive/36d37ab992038f52276ca66b9da80c1cf0f57dc2.tar.gz",
+            "https://github.com/abseil/abseil-cpp/archive/36d37ab992038f52276ca66b9da80c1cf0f57dc2.tar.gz",
+        ],
+    )

From 071634e39f47cde52996c8bfd1ddda8abf4deef9 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Tue, 13 Aug 2019 17:12:44 -0700
Subject: [PATCH 3461/8103] Makes VerifyValidity, Normalize and IsNormalized
 method virtual.

PiperOrigin-RevId: 263248704
---
 tensorflow_serving/resources/resource_util.h | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index ef59ecec6ec..482527dd321 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -38,7 +38,7 @@ class ResourceUtil {
     std::map<string, uint32> devices;
   };
   explicit ResourceUtil(const Options& options);
-  ~ResourceUtil() = default;
+  virtual ~ResourceUtil() = default;
 
   // Determines whether 'allocation' is valid, i.e.:
   //  1. It only refers to valid devices, i.e. those supplied via Options.
@@ -47,7 +47,7 @@ class ResourceUtil {
   //
   // All other methods in this class assume their inputs are valid (i.e. they
   // have undefined behavior otherwise), and guarantee to produce valid outputs.
-  Status VerifyValidity(const ResourceAllocation& allocation) const;
+  virtual Status VerifyValidity(const ResourceAllocation& allocation) const;
 
   // Verifies whether 'resource' is valid, i.e. it only refers to valid devices,
   // i.e. those supplied via Options.
@@ -57,10 +57,11 @@ class ResourceUtil {
   //  1. It has no entries with quantity 0.
   //  2. Resources of a device that has exactly one instance are bound to that
   //     instance.
-  ResourceAllocation Normalize(const ResourceAllocation& allocation) const;
+  virtual ResourceAllocation Normalize(
+      const ResourceAllocation& allocation) const;
 
   // Determines whether 'allocation' is in normal form, as defined above.
-  bool IsNormalized(const ResourceAllocation& allocation) const;
+  virtual bool IsNormalized(const ResourceAllocation& allocation) const;
 
   // Determines whether 'allocation' is bound, defined as follows:
   //  1. An individual entry is bound iff a device_instance is supplied.

From 918de7f600943c6e1476e3ea734dd29b766087e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Aug 2019 16:57:42 -0700
Subject: [PATCH 3462/8103] CL is a no-op

PiperOrigin-RevId: 265571977
---
 tensorflow_serving/util/net_http/server/public/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 58298449888..e7f96d98f13 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -37,7 +37,6 @@ cc_library(
     deps = [
         ":http_server_api",
         "//tensorflow_serving/util/net_http/server/internal:evhttp_server",
-        "@com_google_absl//absl/base",
         "@com_google_absl//absl/memory",
     ],
 )

From 1623705e4205bc779109f8c4d1eadf6d3f24a549 Mon Sep 17 00:00:00 2001
From: "William D. Irons" <wdirons@us.ibm.com>
Date: Tue, 27 Aug 2019 22:15:15 +0000
Subject: [PATCH 3463/8103] Example of creating tf_serving_warmup_requests

Using the resnet example with a model converted for TensorRT, I was finding
that the first interface request was timing out, while subsequent requests
all worked. I figured a warmup request file would solve this issue, but
I didn't find an end to end example online on how to do this.

I thought it would be beneficial if TensorFlow Serving included
such example. The generated tf_serving_warmup_requests does solve
the issue of the first interface request timing out.
---
 tensorflow_serving/example/resnet_warmup.py | 62 +++++++++++++++++++++
 1 file changed, 62 insertions(+)
 create mode 100644 tensorflow_serving/example/resnet_warmup.py

diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
new file mode 100644
index 00000000000..0e64e25799b
--- /dev/null
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -0,0 +1,62 @@
+# Copyright 2019 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""Creates the tf_serving_warmup_requests file to warm up a server.
+   
+   1. Invoke this script to generate the tf_serving_warmup_requests file.
+   2. Create a directory 'assets.extra' in the folder of the saved model.
+   3. copy the file tf_serving_warmup_requests into that folder.
+   4. Restart tensorflow_model_server.
+
+   If unsure where the file goes, look for the output:
+   'No warmup data file found at' in the tensorflow_model_server
+   startup log
+
+   When copied to the proper location look for the output:
+   'Starting to read warmup data for model at' in the tensorflow_model_server
+   startup log
+
+   Usage example:
+     python resnet_warmup.py
+"""
+import requests
+import tensorflow as tf
+from tensorflow_serving.apis import model_pb2
+from tensorflow_serving.apis import predict_pb2
+from tensorflow_serving.apis import prediction_log_pb2
+
+# The image URL is the location of the image we should send to the server
+IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
+
+def main():
+  dl_request = requests.get(IMAGE_URL, stream=True)
+  dl_request.raise_for_status()
+  data = dl_request.content
+
+  with tf.io.TFRecordWriter("tf_serving_warmup_requests") as writer:
+    request = predict_pb2.PredictRequest()
+    request.model_spec.name = 'resnet'
+    request.model_spec.signature_name = 'serving_default'
+    request.inputs['image_bytes'].CopyFrom(
+      tf.contrib.util.make_tensor_proto(data, shape=[1]))
+
+    log = prediction_log_pb2.PredictionLog(
+        predict_log=prediction_log_pb2.PredictLog(request=request))
+    writer.write(log.SerializeToString())
+
+  print("Copy the generated tf_serving_warmup_requests to the " \
+        "assets.extra directory of the model")
+
+if __name__ == '__main__':
+  main()

From 8a02a5f63911bc23c662a14f3ffac58655190b46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Aug 2019 14:22:26 -0700
Subject: [PATCH 3464/8103] \nInternal refactor\n

PiperOrigin-RevId: 265992554
---
 .../util/net_http/internal/fixed_thread_pool.h         |  4 ++--
 .../util/net_http/server/internal/evhttp_server.h      | 10 +++++-----
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h b/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h
index cc6844030fa..35115a5ec69 100644
--- a/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h
+++ b/tensorflow_serving/util/net_http/internal/fixed_thread_pool.h
@@ -63,7 +63,7 @@ class FixedThreadPool {
   }
 
  private:
-  bool WorkAvailable() const EXCLUSIVE_LOCKS_REQUIRED(mu_) {
+  bool WorkAvailable() const ABSL_EXCLUSIVE_LOCKS_REQUIRED(mu_) {
     return !queue_.empty();
   }
 
@@ -84,7 +84,7 @@ class FixedThreadPool {
   }
 
   absl::Mutex mu_;
-  std::queue<std::function<void()>> queue_ GUARDED_BY(mu_);
+  std::queue<std::function<void()>> queue_ ABSL_GUARDED_BY(mu_);
   std::vector<std::thread> threads_;
 };
 
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.h b/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
index bc9d43d2f95..dec535e0602 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.h
@@ -85,9 +85,9 @@ class EvHTTPServer final : public HTTPServerInterface, ServerSupport {
 
   void ScheduleHandlerReference(const RequestHandler& handler,
                                 EvHTTPRequest* ev_request)
-      EXCLUSIVE_LOCKS_REQUIRED(request_mu_);
+      ABSL_EXCLUSIVE_LOCKS_REQUIRED(request_mu_);
   void ScheduleHandler(RequestHandler&& handler, EvHTTPRequest* ev_request)
-      EXCLUSIVE_LOCKS_REQUIRED(request_mu_);
+      ABSL_EXCLUSIVE_LOCKS_REQUIRED(request_mu_);
 
   struct UriHandlerInfo {
    public:
@@ -119,12 +119,12 @@ class EvHTTPServer final : public HTTPServerInterface, ServerSupport {
 
   // Tracks the # of pending operations
   mutable absl::Mutex ops_mu_;
-  int64_t num_pending_ops_ GUARDED_BY(ops_mu_) = 0;
+  int64_t num_pending_ops_ ABSL_GUARDED_BY(ops_mu_) = 0;
 
   mutable absl::Mutex request_mu_;
   std::unordered_map<std::string, UriHandlerInfo> uri_handlers_
-      GUARDED_BY(request_mu_);
-  std::vector<DispatcherInfo> dispatchers_ GUARDED_BY(request_mu_);
+      ABSL_GUARDED_BY(request_mu_);
+  std::vector<DispatcherInfo> dispatchers_ ABSL_GUARDED_BY(request_mu_);
 
   // ev instances
   event_base* ev_base_ = nullptr;

From 28d32a1e487666c8b324c74afb633006ba5cbf17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Sep 2019 12:54:42 -0700
Subject: [PATCH 3465/8103] Don't copy SignatureDef.

signature is passed on as a const, so there is no need to copy.

PiperOrigin-RevId: 267211948
---
 tensorflow_serving/servables/tensorflow/predict_util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 15d4c640c25..f2df29132a1 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -194,7 +194,7 @@ Status RunPredict(
     return errors::FailedPrecondition(strings::StrCat(
         "Serving signature key \"", signature_name, "\" not found."));
   }
-  SignatureDef signature = iter->second;
+  const SignatureDef& signature = iter->second;
 
   MakeModelSpec(request.model_spec().name(), signature_name, servable_version,
                 response->mutable_model_spec());

From 00b49bd3f4bcb3b17d1fb61bf302aacccf80c83e Mon Sep 17 00:00:00 2001
From: "William D. Irons" <wdirons@us.ibm.com>
Date: Thu, 5 Sep 2019 17:21:24 -0500
Subject: [PATCH 3466/8103] Update resnet_warmup.py example

Updates per code review comments:

* Takes as input a model_dir on the command line, creates the directory
      assets.extra and tf_serving_warmup_requests file under the model_dir

* Provided the framework for multiple warm up request.

* Fix comment to refect this is a ResNet SavedModel.
---
 tensorflow_serving/example/resnet_warmup.py | 78 +++++++++++++--------
 1 file changed, 50 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
index 0e64e25799b..afa70e2230c 100644
--- a/tensorflow_serving/example/resnet_warmup.py
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -12,51 +12,73 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ==============================================================================
-"""Creates the tf_serving_warmup_requests file to warm up a server.
+"""Creates the tf_serving_warmup_requests file to warm up a ResNet SavedModel.
    
-   1. Invoke this script to generate the tf_serving_warmup_requests file.
-   2. Create a directory 'assets.extra' in the folder of the saved model.
-   3. copy the file tf_serving_warmup_requests into that folder.
-   4. Restart tensorflow_model_server.
+   1. Invoke this script passing in the model directory (including version
+        folder) as an argument.
+   2. Restart tensorflow_model_server.
 
-   If unsure where the file goes, look for the output:
+   If unsure of the model directory, look for the output:
    'No warmup data file found at' in the tensorflow_model_server
    startup log
 
-   When copied to the proper location look for the output:
+   After the script is run, and tensorflow_model_server is restarted, to verify
+   it is working look for the output:
    'Starting to read warmup data for model at' in the tensorflow_model_server
    startup log
 
    Usage example:
-     python resnet_warmup.py
+     python resnet_warmup.py model_dir
 """
+
+import os
 import requests
+import sys
 import tensorflow as tf
-from tensorflow_serving.apis import model_pb2
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_log_pb2
 
-# The image URL is the location of the image we should send to the server
-IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
+# IMAGE_URLS are the locations of the images we use to warmup the model
+IMAGE_URLS = [ 'https://tensorflow.org/images/blogs/serving/cat.jpg',
+             ]
 
 def main():
-  dl_request = requests.get(IMAGE_URL, stream=True)
-  dl_request.raise_for_status()
-  data = dl_request.content
-
-  with tf.io.TFRecordWriter("tf_serving_warmup_requests") as writer:
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = 'resnet'
-    request.model_spec.signature_name = 'serving_default'
-    request.inputs['image_bytes'].CopyFrom(
-      tf.contrib.util.make_tensor_proto(data, shape=[1]))
-
-    log = prediction_log_pb2.PredictionLog(
-        predict_log=prediction_log_pb2.PredictLog(request=request))
-    writer.write(log.SerializeToString())
-
-  print("Copy the generated tf_serving_warmup_requests to the " \
-        "assets.extra directory of the model")
+  if len(sys.argv) != 2 or sys.argv[-1].startswith('-'):
+    print('Usage: resnet_warmup.py model_dir')
+    sys.exit(-1)
+
+  model_dir = sys.argv[-1]
+  if not os.path.isdir(model_dir):
+    print('The model directory: %s does not exist. '
+          'Specify the path of an existing model.' % model_dir)
+    sys.exit(-1)
+
+  # Create the assets.extra directory
+  assets_dir = os.path.join(model_dir, "assets.extra")
+  if not os.path.exists(assets_dir):
+    os.mkdir(assets_dir)
+
+  warmup_file = os.path.join(assets_dir, "tf_serving_warmup_requests")
+  with tf.io.TFRecordWriter(warmup_file) as writer:
+    for image in IMAGE_URLS:
+      # Download the image
+      dl_request = requests.get(image, stream=True)
+      dl_request.raise_for_status()
+      data = dl_request.content
+
+      # Create the inference request
+      request = predict_pb2.PredictRequest()
+      request.model_spec.name = 'resnet'
+      request.model_spec.signature_name = 'serving_default'
+      request.inputs['image_bytes'].CopyFrom(
+        tf.contrib.util.make_tensor_proto(data, shape=[1]))
+
+      log = prediction_log_pb2.PredictionLog(
+          predict_log=prediction_log_pb2.PredictLog(request=request))
+      writer.write(log.SerializeToString())
+
+  print('Created the file \'%s\', restart tensorflow_model_server to warmup the '
+        'ResNet SavedModel.' % warmup_file)
 
 if __name__ == '__main__':
   main()

From 263025f091dd60d415dd22e9667c0f37f11209ff Mon Sep 17 00:00:00 2001
From: "William D. Irons" <wdirons@us.ibm.com>
Date: Fri, 6 Sep 2019 13:36:38 -0500
Subject: [PATCH 3467/8103] Update resnet_warmup.py example

Update per code review comments:

* Added 2nd image url

* Changed model_dir to saved_model_dir in the user messages and comments.
---
 tensorflow_serving/example/resnet_warmup.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
index afa70e2230c..c765ee4bada 100644
--- a/tensorflow_serving/example/resnet_warmup.py
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -14,8 +14,8 @@
 # ==============================================================================
 """Creates the tf_serving_warmup_requests file to warm up a ResNet SavedModel.
    
-   1. Invoke this script passing in the model directory (including version
-        folder) as an argument.
+   1. Invoke this script passing in the saved_model directory (including version
+        folder, the folder containing saved_model.pb) as an argument.
    2. Restart tensorflow_model_server.
 
    If unsure of the model directory, look for the output:
@@ -28,7 +28,7 @@
    startup log
 
    Usage example:
-     python resnet_warmup.py model_dir
+     python resnet_warmup.py saved_model_dir
 """
 
 import os
@@ -40,16 +40,17 @@
 
 # IMAGE_URLS are the locations of the images we use to warmup the model
 IMAGE_URLS = [ 'https://tensorflow.org/images/blogs/serving/cat.jpg',
+               'https://storage.googleapis.com/download.tensorflow.org/example_images/320px-Felis_catus-cat_on_snow.jpg',
              ]
 
 def main():
   if len(sys.argv) != 2 or sys.argv[-1].startswith('-'):
-    print('Usage: resnet_warmup.py model_dir')
+    print('Usage: resnet_warmup.py saved_model_dir')
     sys.exit(-1)
 
   model_dir = sys.argv[-1]
   if not os.path.isdir(model_dir):
-    print('The model directory: %s does not exist. '
+    print('The saved model directory: %s does not exist. '
           'Specify the path of an existing model.' % model_dir)
     sys.exit(-1)
 

From 929ab172ec3553a9d563b13dccfb0926d8bf3724 Mon Sep 17 00:00:00 2001
From: Jose Baiocchi <jbaiocchi@google.com>
Date: Fri, 6 Sep 2019 14:34:49 -0700
Subject: [PATCH 3468/8103] Instrument BatchingSession::Run with TraceMe

PiperOrigin-RevId: 267674542
---
 tensorflow_serving/batching/BUILD               | 1 +
 tensorflow_serving/batching/batching_session.cc | 2 ++
 2 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 0c7bf8ac05e..51a5eb0ff59 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -65,6 +65,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/profiler/lib:traceme",
     ],
 )
 
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 275519ae304..689adc418a4 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -26,6 +26,7 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/profiler/lib/traceme.h"
 #include "tensorflow_serving/batching/batching_util.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/util/cleanup.h"
@@ -268,6 +269,7 @@ Status BatchingSession::Run(
         "BatchingSession does not support target nodes");
   }
 
+  profiler::TraceMe trace_me("BatchingSessionRun");
   const TensorSignature signature =
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);

From 0703079f441251a391a388c4245e0444e551aaa3 Mon Sep 17 00:00:00 2001
From: Hao Ziyu <haoziyu001@gmail.com>
Date: Mon, 9 Sep 2019 11:57:32 +0800
Subject: [PATCH 3469/8103] Update the comments

Signed-off-by: Hao Ziyu <haoziyu001@gmail.com>
---
 tools/run_in_docker.sh | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tools/run_in_docker.sh b/tools/run_in_docker.sh
index 65bc67d21bd..d79a09328c9 100755
--- a/tools/run_in_docker.sh
+++ b/tools/run_in_docker.sh
@@ -28,11 +28,11 @@
 # Typical usage (to build from lastest upstream source):
 # $ git clone https://github.com/tensorflow/serving.git
 # $ cd serving
-# $ ./run_in_docker.sh bazel build tensorflow_serving/model_servers:tensorflow_model_server
+# $ ./tools/run_in_docker.sh bazel build tensorflow_serving/model_servers:tensorflow_model_server
 #
 # Running a python script:
-# $ cd tensorflow_serving/example
-# $ ./run_in_docker.sh mnist_saved_model.py /tmp/mnist
+# $ cd serving
+# $ ./tools/run_in_docker.sh python tensorflow_serving/example/mnist_saved_model.py /tmp/mnist
 
 set -e
 

From de057bc1ec10cd0e15af1526e8eb4e0a78fcc317 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Sep 2019 17:37:58 -0700
Subject: [PATCH 3470/8103] Internal change.

PiperOrigin-RevId: 268580025
---
 .../util/net_http/server/internal/evhttp_server.cc              | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index e721bfc91e6..1238b364239 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -220,7 +220,7 @@ bool EvHTTPServer::StartAcceptingRequests() {
     // in case ipv6 is not supported, fallback to inaddr_any
     ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, nullptr, ev_port);
     if (ev_listener_ == nullptr) {
-      NET_LOG(FATAL, "Couldn't bind to port %d", port);
+      NET_LOG(ERROR, "Couldn't bind to port %d", port);
       return false;
     }
   }

From e7c987d4b10ac751081c62595fcd18be7481e67a Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Wed, 18 Sep 2019 18:10:44 -0700
Subject: [PATCH 3471/8103] Remove contrib ops from model server from
 tensorflow 2.0.

PiperOrigin-RevId: 269933341
---
 tensorflow_serving/model_servers/BUILD    |  6 ++++--
 tensorflow_serving/tensorflow_version.bzl | 17 +++++++++++++++++
 2 files changed, 21 insertions(+), 2 deletions(-)
 create mode 100644 tensorflow_serving/tensorflow_version.bzl

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8afb78b8376..8adeb052cd3 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -291,10 +291,12 @@ cc_library(
     ],
 )
 
-SUPPORTED_TENSORFLOW_OPS = [
+load("//tensorflow_serving:tensorflow_version.bzl", "if_v2", "if_not_v2")
+
+SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_kernels",
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
-]
+])
 
 TENSORFLOW_DEPS = [
     "@org_tensorflow//tensorflow/core:tensorflow",
diff --git a/tensorflow_serving/tensorflow_version.bzl b/tensorflow_serving/tensorflow_version.bzl
new file mode 100644
index 00000000000..fdc1d2d1736
--- /dev/null
+++ b/tensorflow_serving/tensorflow_version.bzl
@@ -0,0 +1,17 @@
+"""
+Module for build utilities to distiguish different tensorflow versions.
+"""
+
+load("@org_tensorflow//tensorflow:tensorflow.bzl", "VERSION_MAJOR")
+
+def if_v2(a):
+    if VERSION_MAJOR == "2":
+        return a
+    else:
+        return []
+
+def if_not_v2(a):
+    if VERSION_MAJOR == "2":
+        return []
+    else:
+        return a

From 41873601c73bcb91e403f9ddd70a168ae117ddb0 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 19 Sep 2019 18:57:05 -0700
Subject: [PATCH 3472/8103] Use C++14 by default as LLVM, MLIR and TF require
 it.

PiperOrigin-RevId: 270174332
---
 .bazelrc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index 42093509a47..84c1eb849ef 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -36,6 +36,10 @@ build --apple_platform_type=macos
 
 build -c opt
 
+# LLVM, MLIR and TF require C++14.
+build --cxxopt=-std=c++14
+build --host_cxxopt=-std=c++14
+
 # Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
 # compilation options. It also addresses memory use due to
 # copy-on-write semantics of std::strings of the older ABI.

From 3ba8a6d8ac31572548bbe7922e4152a6b92e626c Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 19 Sep 2019 20:05:21 -0700
Subject: [PATCH 3473/8103] o Switch to using the half_plus_two model from TF
 to tensorflow_serving one. o Update the current tensorflow_serving model to
 have assets/ o Update corresponding metadata JSON (and improve the test).

PiperOrigin-RevId: 270181362
---
 tensorflow_serving/model_servers/BUILD        |   2 +-
 .../tensorflow_model_server_test.py           |  23 ++++++++--
 .../half_plus_two_model_metadata.json         |  41 ------------------
 .../00000123/assets/foo.txt                   |   1 +
 .../00000123/saved_model.pb                   | Bin 9337 -> 12107 bytes
 .../variables/variables.data-00000-of-00001   | Bin 12 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 151 -> 172 bytes
 7 files changed, 22 insertions(+), 45 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/assets/foo.txt

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8adeb052cd3..c178bd209ae 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -395,7 +395,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
     ],
     python_version = "PY2",
     srcs_version = "PY2AND3",
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 1b32a3b84b7..d440e97e218 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -124,6 +124,18 @@ def CallREST(url, req, max_attempts=60):
       time.sleep(1)
 
 
+def SortedObject(obj):
+  """Returns sorted object (with nested list/dictionaries)."""
+  if isinstance(obj, dict):
+    return sorted((k, SortedObject(v)) for k, v in obj.items())
+  if isinstance(obj, list):
+    return sorted(SortedObject(x) for x in obj)
+  if isinstance(obj, tuple):
+    return list(sorted(SortedObject(x) for x in obj))
+  else:
+    return obj
+
+
 class TensorflowModelServerTest(tf.test.TestCase):
   """This class defines integration test cases for tensorflow_model_server."""
 
@@ -288,8 +300,7 @@ def VerifyPredictRequest(
 
   def _GetSavedModelBundlePath(self):
     """Returns a path to a model in SavedModel format."""
-    return os.path.join(os.environ['TEST_SRCDIR'], 'tf_serving/external/org_tensorflow/tensorflow/',
-                        'cc/saved_model/testdata/half_plus_two')
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_cpu')
 
   def _GetModelVersion(self, model_path):
     """Returns version of SavedModel/SessionBundle in given path.
@@ -824,7 +835,13 @@ def testGetModelMetadataREST(self):
       with open(model_metadata_file) as f:
         expected_metadata = json.load(f)
         # Verify response
-        self.assertEqual(json.loads(resp_data), expected_metadata)
+        # Note, we sort the JSON object before comparing. Formally JSON lists
+        # (aka arrays) are considered ordered and general comparison should NOT
+        # sort. In this case, the "metadata" does not have any ordering making
+        # the sort OK (and the test robust).
+        self.assertEqual(
+            SortedObject(json.loads(resp_data)),
+            SortedObject(expected_metadata))
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
index a3456c71624..89f1b64c32b 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
+++ b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
@@ -121,47 +121,6 @@
      },
      "method_name": "tensorflow/serving/classify"
     },
-    "classify_x2_to_y3": {
-     "inputs": {
-      "inputs": {
-       "dtype": "DT_FLOAT",
-       "tensor_shape": {
-        "dim": [
-         {
-          "size": "-1",
-          "name": ""
-         },
-         {
-          "size": "1",
-          "name": ""
-         }
-        ],
-        "unknown_rank": false
-       },
-       "name": "x2:0"
-      }
-     },
-     "outputs": {
-      "scores": {
-       "dtype": "DT_FLOAT",
-       "tensor_shape": {
-        "dim": [
-         {
-          "size": "-1",
-          "name": ""
-         },
-         {
-          "size": "1",
-          "name": ""
-         }
-        ],
-        "unknown_rank": false
-       },
-       "name": "y3:0"
-      }
-     },
-     "method_name": "tensorflow/serving/classify"
-    },
     "regress_x_to_y2": {
      "inputs": {
       "inputs": {
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/assets/foo.txt b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/assets/foo.txt
new file mode 100644
index 00000000000..f9ff0366880
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/saved_model.pb
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123/variables/variables.data-00000-of-00001
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From f2407e2011b5fc6d255c0ea54181f9cdd1d691e5 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 20 Sep 2019 11:46:26 -0700
Subject: [PATCH 3474/8103] Add TfLiteSession class to run inference on
 TensorFlow Lite Model.

PiperOrigin-RevId: 270317480
---
 tensorflow_serving/servables/tensorflow/BUILD |  37 +++
 .../servables/tensorflow/testdata/BUILD       |   7 +
 .../testdata/saved_model_half_plus_two.py     |  86 +++--
 .../00000123/model.tflite                     | Bin 0 -> 768 bytes
 .../servables/tensorflow/tflite_session.cc    | 296 ++++++++++++++++++
 .../servables/tensorflow/tflite_session.h     |  81 +++++
 .../tensorflow/tflite_session_test.cc         |  97 ++++++
 7 files changed, 574 insertions(+), 30 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/model.tflite
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_session.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_session.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_session_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d302dedc7bd..3ec73133176 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -419,6 +419,43 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "tflite_session",
+    srcs = ["tflite_session.cc"],
+    hdrs = ["tflite_session.h"],
+    deps = [
+        ":serving_session",
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/synchronization",
+        "@com_google_protobuf//:protobuf",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/lite:framework",
+        "@org_tensorflow//tensorflow/lite:string_util",
+        "@org_tensorflow//tensorflow/lite/core/api",
+        "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
+    ],
+)
+
+cc_test(
+    name = "tflite_session_test",
+    size = "small",
+    srcs = ["tflite_session_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+    ],
+    deps = [
+        ":tflite_session",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+    ],
+)
+
 cc_library(
     name = "predict_impl",
     srcs = ["predict_impl.cc"],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index b727a3eccde..2183d226d52 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -104,6 +104,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_tflite",
+    srcs = glob(
+        ["saved_model_half_plus_two_tflite/**"],
+    ),
+)
+
 filegroup(
     name = "saved_model_half_plus_two_gpu_trt",
     srcs = glob(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index b06ee1e007b..ac4f061f669 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -114,8 +114,29 @@ def _build_classification_signature(input_tensor, scores_tensor):
       tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME)
 
 
+def _create_asset_file():
+  """Helper to create assets file. Returns a tensor for the filename."""
+  # Create an assets file that can be saved and restored as part of the
+  # SavedModel.
+  original_assets_directory = "/tmp/original/export/assets"
+  original_assets_filename = "foo.txt"
+  original_assets_filepath = _write_assets(original_assets_directory,
+                                           original_assets_filename)
+
+  # Set up the assets collection.
+  assets_filepath = tf.constant(original_assets_filepath)
+  tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
+  filename_tensor = tf.Variable(
+      original_assets_filename,
+      name="filename_tensor",
+      trainable=False,
+      collections=[])
+  return filename_tensor.assign(original_assets_filename)
+
+
 def _generate_saved_model_for_half_plus_two(export_dir,
                                             as_text=False,
+                                            as_tflite=False,
                                             use_main_op=False,
                                             device_type="cpu"):
   """Generates SavedModel for half plus two.
@@ -123,8 +144,9 @@ def _generate_saved_model_for_half_plus_two(export_dir,
   Args:
     export_dir: The directory to which the SavedModel should be written.
     as_text: Writes the SavedModel protocol buffer in text format to disk.
+    as_tflite: Writes the Model in Tensorflow Lite format to disk.
     use_main_op: Whether to supply a main op during SavedModel build time.
-    device_name: Device to force ops to run on.
+    device_type: Device to force ops to run on.
   """
   builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
 
@@ -196,22 +218,7 @@ def _generate_saved_model_for_half_plus_two(export_dir,
 
       y3 = tf.identity(y3, name="y3")
 
-    # Create an assets file that can be saved and restored as part of the
-    # SavedModel.
-    original_assets_directory = "/tmp/original/export/assets"
-    original_assets_filename = "foo.txt"
-    original_assets_filepath = _write_assets(original_assets_directory,
-                                             original_assets_filename)
-
-    # Set up the assets collection.
-    assets_filepath = tf.constant(original_assets_filepath)
-    tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
-    filename_tensor = tf.Variable(
-        original_assets_filename,
-        name="filename_tensor",
-        trainable=False,
-        collections=[])
-    assign_filename_op = filename_tensor.assign(original_assets_filename)
+    assign_filename_op = _create_asset_file()
 
     # Set up the signature for Predict with input and output tensor
     # specification.
@@ -240,20 +247,27 @@ def _generate_saved_model_for_half_plus_two(export_dir,
     # Initialize all variables and then save the SavedModel.
     sess.run(tf.global_variables_initializer())
 
-    if use_main_op:
-      builder.add_meta_graph_and_variables(
-          sess, [tf.saved_model.tag_constants.SERVING],
-          signature_def_map=signature_def_map,
-          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
-          main_op=tf.group(tf.saved_model.main_op.main_op(),
-                           assign_filename_op))
+    if as_tflite:
+      converter = tf.lite.TFLiteConverter.from_session(sess, [x], [y])
+      tflite_model = converter.convert()
+      open(export_dir + "/model.tflite", "wb").write(tflite_model)
     else:
-      builder.add_meta_graph_and_variables(
-          sess, [tf.saved_model.tag_constants.SERVING],
-          signature_def_map=signature_def_map,
-          assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
-          main_op=tf.group(assign_filename_op))
-  builder.save(as_text)
+      if use_main_op:
+        builder.add_meta_graph_and_variables(
+            sess, [tf.saved_model.tag_constants.SERVING],
+            signature_def_map=signature_def_map,
+            assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+            main_op=tf.group(tf.saved_model.main_op.main_op(),
+                             assign_filename_op))
+      else:
+        builder.add_meta_graph_and_variables(
+            sess, [tf.saved_model.tag_constants.SERVING],
+            signature_def_map=signature_def_map,
+            assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+            main_op=tf.group(assign_filename_op))
+
+  if not as_tflite:
+    builder.save(as_text)
 
 
 def main(_):
@@ -278,6 +292,13 @@ def main(_):
       "dir": FLAGS.output_dir_main_op
   })
 
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_tflite, as_tflite=True, device_type=FLAGS.device)
+  print("SavedModel in TFLite format generated for %(device)s at: %(dir)s " % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_tflite,
+  })
+
 
 if __name__ == "__main__":
   parser = argparse.ArgumentParser()
@@ -296,6 +317,11 @@ def main(_):
       type=str,
       default="/tmp/saved_model_half_plus_two_main_op",
       help="Directory where to output the SavedModel with a main op.")
+  parser.add_argument(
+      "--output_dir_tflite",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_tflite",
+      help="Directory where to output model in TensorFlow Lite format.")
   parser.add_argument(
       "--device",
       type=str,
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/model.tflite
new file mode 100644
index 0000000000000000000000000000000000000000..49b91f467e4106da83123c6cb91447987aadd05f
GIT binary patch
literal 768
zcmY*Xu}T9$5PfRQ9U5YYC!|Pmg{2&d3h4|4#6pQhDiNZR6ajOAm`JQ_#LCaGv=R$T
zKf%HxMLxg}5Ia5J+uPN+$76P8XWqV<+cJR0?*1lFL>U?Q$f1CM(GnxT9PvCW4?G9f
zhzv19+*tcSyF@hVwR%|V#h2~=pxuh#F?LAo5mll>s9s#+_)L;yix$XYfsrhCFLJr_
ztv{jn`jsSa#F&^6^Nejo+tE7h`*)J~rUF=|?RMg3e;5xs-FA~YE;_xK9R*}dJIgUA
zB-EkmDr`i(xSrIn_&<mOA<cKhF%eO(wCh~8I#=x}p*5lw@o?=N*<AV4xo74Wxc|$o
z-r8K<tz6w9-YbHmH+%VG);!u=#g!WpIvWwwx$0IuySrU~z;#Xe>B^hQh)I7v&!D^8
z>5!&_;rT!A6Kc?1Et?;hDsgybCYrA1%eAOCqdA3yosH3}y*RXFpU4^Tg{4Y7TVHZK
kE7I(^R=J<%qWh~)dNbxrWBT9HqSuwy=xurCtub8u0oMyyX8-^I

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
new file mode 100644
index 00000000000..77694a0d3cc
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -0,0 +1,296 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tflite_session.h"
+
+#include <string>
+#include <utility>
+
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/lite/kernels/register.h"
+#include "tensorflow/lite/string_util.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Map of TFLite tensor name to <TF TensorInfo, TFLite tensor index>.
+using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
+
+namespace {
+
+Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
+  switch (tflite_type) {
+    case kTfLiteNoType:
+      *type = tensorflow::DT_INVALID;
+      break;
+    case kTfLiteFloat32:
+      *type = tensorflow::DT_FLOAT;
+      break;
+    case kTfLiteInt32:
+      *type = tensorflow::DT_INT32;
+      break;
+    case kTfLiteUInt8:
+      *type = tensorflow::DT_UINT8;
+      break;
+    case kTfLiteInt64:
+      *type = tensorflow::DT_INT64;
+      break;
+    case kTfLiteString:
+      *type = tensorflow::DT_STRING;
+      break;
+    case kTfLiteBool:
+      *type = tensorflow::DT_BOOL;
+      break;
+    case kTfLiteInt16:
+      *type = tensorflow::DT_INT16;
+      break;
+    case kTfLiteComplex64:
+      *type = tensorflow::DT_COMPLEX64;
+      break;
+    case kTfLiteInt8:
+      *type = tensorflow::DT_INT8;
+      break;
+    default:
+      return errors::Internal("Unknown TfLite type: ", tflite_type);
+  }
+  return Status::OK();
+}
+
+std::string TfLiteToTensorName(const string& name) {
+  // TF variable names have ':0' suffix, TF Lite variables dont.
+  std::pair<absl::string_view, absl::string_view> name_index =
+      absl::StrSplit(name, absl::MaxSplits(':', 1));
+  return std::string(name_index.first);
+}
+
+Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
+                                TensorInfo* info) {
+  DataType tf_type;
+  TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+  info->set_dtype(tf_type);
+  info->set_name(tflite_tensor->name);
+  for (int i = 0; i < tflite_tensor->dims->size; i++) {
+    info->mutable_tensor_shape()->add_dim()->set_size(
+        tflite_tensor->dims->data[i]);
+  }
+  return Status::OK();
+}
+
+Status GetTensorInfoMap(const tflite::Interpreter& interpreter, bool input,
+                        TensorInfoMap* infomap) {
+  const std::vector<int>& indices =
+      input ? interpreter.inputs() : interpreter.outputs();
+  const string& input_str = input ? "Input" : "Output";
+  for (int index : indices) {
+    const TfLiteTensor* tensor = interpreter.tensor(index);
+    if (tensor->name == nullptr) {
+      return errors::Internal(input_str,
+                              " name missing for tensor index: ", index);
+    }
+    TensorInfo info;
+    TF_RETURN_IF_ERROR(TfLiteTensorToTensorInfo(tensor, &info));
+    if (!infomap->emplace(tensor->name, std::pair<TensorInfo, int>(info, index))
+             .second) {
+      return errors::AlreadyExists(input_str, " tensor name: ", tensor->name,
+                                   " has multiple indices");
+    }
+  }
+  return Status::OK();
+}
+
+std::vector<int> TensorDims(const Tensor& tensor) {
+  std::vector<int> dims;
+  dims.reserve(tensor.dims());
+  for (int i = 0; i < tensor.dims(); ++i) {
+    dims.push_back(static_cast<int>(tensor.dim_size(i)));
+  }
+  return dims;
+}
+
+Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
+                                 tflite::Interpreter* interpreter, int index) {
+  auto tflite_tensor = interpreter->tensor(index);
+  if (tflite_tensor == nullptr) {
+    return errors::InvalidArgument("Failed to get TFLite tensor: ", name,
+                                   " at index: ", index);
+  }
+  if (tflite_tensor->type != kTfLiteString) {
+    auto tensor_bytes = tensor.tensor_data();
+    if (tensor_bytes.size() != tflite_tensor->bytes) {
+      // Slow path: needs resize+realloc.
+      // TODO(b/140959776): Reduce the chance of taking this path by either
+      // having multiple instances of interpreter or sub-graphs for commonly
+      // used input sizes.
+      if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
+          kTfLiteOk) {
+        return errors::Internal("Failed to resize input tensor: ", name,
+                                " from ", tflite_tensor->bytes, " to ",
+                                tensor_bytes.size(), " bytes.");
+      }
+      if (interpreter->AllocateTensors() != kTfLiteOk) {
+        return errors::Internal(
+            "Failed to AllocateTensors() due to change in input tensor ", name,
+            " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
+            " bytes.");
+      }
+    }
+    std::memcpy(tflite_tensor->data.raw, tensor_bytes.data(),
+                tensor_bytes.size());
+  } else {
+    tflite::DynamicBuffer buf;
+    auto tensor_vec = tensor.vec<tstring>();
+    for (int i = 0; i < tensor_vec.size(); i++) {
+      buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
+    }
+    buf.WriteToTensor(tflite_tensor, /*new_shape=*/nullptr);
+  }
+  return Status::OK();
+}
+
+}  // namespace
+
+Status TfLiteSession::Create(string&& buffer,
+                             std::unique_ptr<TfLiteSession>* tflite_session,
+                             ::google::protobuf::Map<string, SignatureDef>* signatures) {
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(buffer.data()));
+  if (model == nullptr) {
+    return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
+  }
+
+  // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  std::unique_ptr<tflite::Interpreter> interpreter;
+  if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
+    return errors::Internal("Cannot build Interpreter from buffer.");
+  }
+  if (interpreter->AllocateTensors() != kTfLiteOk) {
+    return errors::Internal("Cannot allocator tensors in Interpreter.");
+  }
+
+  TensorInfoMap inputs;
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(*interpreter, true, &inputs));
+  TensorInfoMap outputs;
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(*interpreter, false, &outputs));
+
+  std::map<string, int> input_tensor_to_index;
+  std::map<string, int> output_tensor_to_index;
+
+  // Build a default SignatureDef map.
+  // TODO(b/140959776): Add support to read this map from tflite model.
+  signatures->clear();
+  SignatureDef* sigdef = &(*signatures)[kDefaultServingSignatureDefKey];
+  for (const auto& info : inputs) {
+    (*sigdef->mutable_inputs())[info.first] = info.second.first;
+    input_tensor_to_index[info.first] = info.second.second;
+  }
+  for (const auto& info : outputs) {
+    (*sigdef->mutable_outputs())[info.first] = info.second.first;
+    output_tensor_to_index[info.first] = info.second.second;
+  }
+  sigdef->set_method_name(kPredictMethodName);
+
+  tflite_session->reset(new TfLiteSession(
+      std::move(input_tensor_to_index), std::move(output_tensor_to_index),
+      std::move(buffer), std::move(model), std::move(interpreter)));
+  return Status::OK();
+}
+
+TfLiteSession::TfLiteSession(std::map<string, int>&& input_tensor_to_index,
+                             std::map<string, int>&& output_tensor_to_index,
+                             string&& buffer,
+                             std::unique_ptr<tflite::FlatBufferModel> model,
+                             std::unique_ptr<tflite::Interpreter> interpreter)
+    : input_tensor_to_index_(std::move(input_tensor_to_index)),
+      output_tensor_to_index_(std::move(output_tensor_to_index)),
+      model_serialized_bytes_(std::move(buffer)),
+      model_(std::move(model)),
+      interpreter_(std::move(interpreter)) {}
+
+Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                          const std::vector<string>& output_tensor_names,
+                          const std::vector<string>& target_node_names,
+                          std::vector<Tensor>* outputs) {
+  RunMetadata run_metadata;
+  return Run(RunOptions(), inputs, output_tensor_names, target_node_names,
+             outputs, &run_metadata);
+}
+
+Status TfLiteSession::Run(const RunOptions& run_options,
+                          const std::vector<std::pair<string, Tensor>>& inputs,
+                          const std::vector<string>& output_tensor_names,
+                          const std::vector<string>& target_node_names,
+                          std::vector<Tensor>* outputs,
+                          RunMetadata* run_metadata) {
+  // TODO(b/140959776): Remove serialized Run() calls, and support
+  // multi-threaded execution -- allowing multiple Run() calls to
+  // happen in-parallel.
+  absl::MutexLock lock(&mutex_);
+  for (const auto& input : inputs) {
+    const string& name = TfLiteToTensorName(input.first);
+    if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
+      return errors::InvalidArgument("Missing input TFLite tensor: ", name);
+    }
+    const int index = input_tensor_to_index_.at(name);
+    TF_RETURN_IF_ERROR(FillTfLiteTensorFromInput(name, input.second,
+                                                 interpreter_.get(), index));
+  }
+
+  if (interpreter_->Invoke() != kTfLiteOk) {
+    return errors::Internal("Failed to run interpreter.");
+  }
+
+  outputs->clear();
+  for (const auto& tfname : output_tensor_names) {
+    const string& name = TfLiteToTensorName(tfname);
+    if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
+      return errors::InvalidArgument("Missing output TFLite tensor: ", name);
+    }
+    const int index = output_tensor_to_index_.at(name);
+    auto* tflite_tensor = interpreter_->tensor(index);
+    if (tflite_tensor == nullptr) {
+      return errors::InvalidArgument(
+          "Failed to get output TFLite tensor: ", name, " at index: ", index);
+    }
+
+    DataType tf_type;
+    TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+
+    TensorShape shape;
+    for (int i = 0; i < tflite_tensor->dims->size; i++) {
+      shape.AddDim(tflite_tensor->dims->data[i]);
+    }
+    outputs->emplace_back(Tensor(tf_type, shape));
+    auto tensor_bytes = outputs->back().tensor_data();
+    if (tflite_tensor->bytes != tensor_bytes.size()) {
+      return errors::Internal(
+          "Failed to convert output tensor: ", name,
+          " to TFLite tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
+          tflite_tensor->bytes);
+    }
+    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
+                tflite_tensor->bytes);
+  }
+  return Status::OK();
+}
+
+Status TfLiteSession::ListDevices(std::vector<DeviceAttributes>* response) {
+  return errors::Unimplemented("ListDevices is not yet supported.");
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
new file mode 100644
index 00000000000..0970ffe6c04
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -0,0 +1,81 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_SESSION_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_SESSION_H_
+
+#include <map>
+#include <memory>
+#include <vector>
+
+#include "absl/base/thread_annotations.h"
+#include "absl/synchronization/mutex.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/file_system.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/lite/interpreter.h"
+#include "tensorflow/lite/model.h"
+#include "tensorflow_serving/servables/tensorflow/serving_session.h"
+
+namespace tensorflow {
+namespace serving {
+
+// A session to run inference on a TensorFlow Lite model.
+//
+// EXPERIMENTAL: DO NOT use for production workloads.
+class TfLiteSession : public ServingSession {
+ public:
+  // Creates a TfLiteSession object from `buffer` representing serialized
+  // TFLite flatbuffer model. Also returns the SignatureDef map based on
+  // input/outputs to the model.
+  static Status Create(string&& buffer,
+                       std::unique_ptr<TfLiteSession>* tflite_session,
+                       ::google::protobuf::Map<string, SignatureDef>* signatures);
+
+  ~TfLiteSession() override = default;
+
+  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs) override;
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
+
+  Status ListDevices(std::vector<DeviceAttributes>* response) override;
+
+ private:
+  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
+                std::map<string, int>&& output_tensor_to_index, string&& buffer,
+                std::unique_ptr<tflite::FlatBufferModel> model,
+                std::unique_ptr<tflite::Interpreter> interpreter);
+
+  const std::map<string, int> input_tensor_to_index_;
+  const std::map<string, int> output_tensor_to_index_;
+  const string model_serialized_bytes_;
+  const std::unique_ptr<tflite::FlatBufferModel> model_;
+  mutable absl::Mutex mutex_;
+  std::unique_ptr<tflite::Interpreter> interpreter_ ABSL_GUARDED_BY(mutex_);
+
+  TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_SESSION_H_
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
new file mode 100644
index 00000000000..bee6ed27a54
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -0,0 +1,97 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tflite_session.h"
+
+#include <memory>
+#include <string>
+#include <utility>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/logging.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModel[] =
+    "/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/"
+    "model.tflite";
+
+TEST(TfLiteSession, BasicTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
+                                test_util::TestSrcDirPath(kTestModel),
+                                &model_bytes));
+
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  EXPECT_EQ(signatures.size(), 1);
+  EXPECT_EQ(signatures.begin()->first, "serving_default");
+  EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
+                inputs {
+                  key: "x"
+                  value {
+                    name: "x"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                outputs {
+                  key: "y"
+                  value {
+                    name: "y"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                method_name: "tensorflow/serving/predict"
+              )"));
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  {
+    // Use TF Lite tensor names.
+    std::vector<Tensor> outputs;
+    TF_EXPECT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
+    ASSERT_EQ(outputs.size(), 1);
+    test::ExpectTensorEqual<float>(
+        outputs[0], test::AsTensor<float>({2.5, 3, 3.5}, TensorShape({3})));
+  }
+  {
+    // Use TF tensor names (with `:0` suffix).
+    std::vector<Tensor> outputs;
+    TF_EXPECT_OK(session->Run({{"x:0", input}}, {"y:0"}, {}, &outputs));
+    ASSERT_EQ(outputs.size(), 1);
+    test::ExpectTensorEqual<float>(
+        outputs[0], test::AsTensor<float>({2.5, 3, 3.5}, TensorShape({3})));
+  }
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From d16ceafa044932e2d9ef84bbe1a6ae5c6356252f Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 23 Sep 2019 14:52:38 -0700
Subject: [PATCH 3475/8103] Add ability to load+run TF Lite model in
 ModelServer.

TF Lite model is expected to be named as `model.tflite` the way existing
SavedModel model is assumed to be named as `saved_model.pb` in the model
directory.

`--use_tflite_model` flag enables this feature. Default is false/disabled.

This is very EXPERIMENTAL, NOT for use in production.

PiperOrigin-RevId: 270766394
---
 tensorflow_serving/model_servers/BUILD        |  1 +
 tensorflow_serving/model_servers/main.cc      |  7 +-
 tensorflow_serving/model_servers/server.cc    |  1 +
 tensorflow_serving/model_servers/server.h     |  1 +
 .../tensorflow_model_server_test.py           | 19 +++++
 tensorflow_serving/servables/tensorflow/BUILD |  3 +
 .../tensorflow/bundle_factory_test.h          | 22 ++++--
 .../tensorflow/bundle_factory_test_util.cc    | 15 ++--
 .../tensorflow/bundle_factory_test_util.h     |  5 +-
 .../tensorflow/saved_model_bundle_factory.cc  | 39 +++++++++-
 .../saved_model_bundle_factory_test.cc        | 78 +++++++++++++++----
 .../tensorflow/session_bundle_config.proto    |  6 ++
 12 files changed, 162 insertions(+), 35 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index c178bd209ae..15277400ee6 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -396,6 +396,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
     ],
     python_version = "PY2",
     srcs_version = "PY2AND3",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 5341b34fb34..2b83500692d 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -187,7 +187,12 @@ int main(int argc, char** argv) {
           "remove_unused_fields_from_bundle_metagraph",
           &options.remove_unused_fields_from_bundle_metagraph,
           "Removes unused fields from MetaGraphDef proto message to save "
-          "memory.")};
+          "memory."),
+      tensorflow::Flag("use_tflite_model", &options.use_tflite_model,
+                       "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Load and use "
+                       "TensorFlow Lite model from `model.tflite` file in "
+                       "SavedModel directory instead of the TensorFlow model "
+                       "from `saved_model.pb` file.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 460fca1b572..9808f9ad193 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -267,6 +267,7 @@ Status Server::BuildAndStart(const Options& server_options) {
     }
     session_bundle_config.set_remove_unused_fields_from_bundle_metagraph(
         server_options.remove_unused_fields_from_bundle_metagraph);
+    session_bundle_config.set_use_tflite_model(server_options.use_tflite_model);
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
         session_bundle_config, use_saved_model);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 76840d71ce8..7738f290f82 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -82,6 +82,7 @@ class Server {
     // Tensorflow session run options.
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
+    bool use_tflite_model = false;
 
     Options();
   };
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index d440e97e218..35a1318ee91 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -154,6 +154,7 @@ def GetArgsKey(*args, **kwargs):
   @staticmethod
   def RunServer(model_name,
                 model_path,
+                model_type='tf',
                 model_config_file=None,
                 monitoring_config_file=None,
                 batching_parameters_file=None,
@@ -170,6 +171,7 @@ def RunServer(model_name,
     Args:
       model_name: Name of model.
       model_path: Path to model.
+      model_type: Type of model TensorFlow ('tf') or TF Lite ('tflite').
       model_config_file: Path to model config file.
       monitoring_config_file: Path to the monitoring config file.
       batching_parameters_file: Path to batching parameters.
@@ -209,6 +211,9 @@ def RunServer(model_name,
     else:
       raise ValueError('Both model_config_file and model_path cannot be empty!')
 
+    if model_type == 'tflite':
+      command += ' --use_tflite_model=true'
+
     if monitoring_config_file:
       command += ' --monitoring_config_file=' + monitoring_config_file
 
@@ -320,6 +325,10 @@ def _GetSavedModelHalfPlusThreePath(self):
     """Returns a path to a half_plus_three model in SavedModel format."""
     return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
 
+  def _GetTfLiteModelPath(self):
+    """Returns a path to a model in TF Lite format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_tflite')
+
   def _GetSessionBundlePath(self):
     """Returns a path to a model in SessionBundle format."""
     return os.path.join(self.testdata_dir, 'half_plus_two')
@@ -879,6 +888,16 @@ def testPredictUDS(self):
         expected_version=self._GetModelVersion(
             self._GetSavedModelHalfPlusThreePath()))
 
+  def testPredictOnTfLite(self):
+    """Test saved model prediction on a TF Lite mode."""
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', self._GetTfLiteModelPath(), model_type='tflite')[1]
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(self._GetTfLiteModelPath()))
+
   def test_tf_saved_model_save(self):
     base_path = os.path.join(self.get_temp_dir(), 'tf_saved_model_save')
     export_path = os.path.join(base_path, '00000123')
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3ec73133176..05138ea7e73 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -171,9 +171,11 @@ cc_library(
         ":bundle_factory_util",
         ":curried_session",
         ":session_bundle_config_proto",
+        ":tflite_session",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_proto",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
@@ -189,6 +191,7 @@ cc_test(
     size = "medium",
     srcs = ["saved_model_bundle_factory_test.cc"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
         "@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
index c2c7fd5cb9b..d1024838b12 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
@@ -50,14 +50,14 @@ class BundleFactoryTest : public ::testing::Test {
  protected:
   // Test functions to be used by subclasses.
   void TestBasic() const {
-    const SessionBundleConfig config;
+    const SessionBundleConfig config = GetSessionBundleConfig();
     std::unique_ptr<Session> session;
     TF_ASSERT_OK(CreateSession(config, &session));
     TestSingleRequest(session.get());
   }
 
   void TestBatching() const {
-    SessionBundleConfig config;
+    SessionBundleConfig config = GetSessionBundleConfig();
     BatchingParameters *batching_params = config.mutable_batching_parameters();
     batching_params->mutable_max_batch_size()->set_value(2);
     batching_params->mutable_max_enqueued_batches()->set_value(INT_MAX);
@@ -72,7 +72,7 @@ class BundleFactoryTest : public ::testing::Test {
   template <class FactoryType>
   void TestEstimateResourceRequirementWithGoodExport(
       double total_file_size) const {
-    const SessionBundleConfig config;
+    const SessionBundleConfig config = GetSessionBundleConfig();
     std::unique_ptr<FactoryType> factory;
     TF_ASSERT_OK(FactoryType::Create(config, &factory));
     ResourceAllocation actual;
@@ -83,7 +83,9 @@ class BundleFactoryTest : public ::testing::Test {
   }
 
   void TestRunOptions() const {
-    SessionBundleConfig config;
+    if (!IsRunOptionsSupported()) return;
+
+    SessionBundleConfig config = GetSessionBundleConfig();
 
     // Configure the session-config with two threadpools. The first is setup
     // with default settings. The second is explicitly setup with 1 thread.
@@ -104,8 +106,10 @@ class BundleFactoryTest : public ::testing::Test {
   }
 
   void TestRunOptionsError() const {
+    if (!IsRunOptionsSupported()) return;
+
     // Session bundle config with the default global threadpool.
-    SessionBundleConfig config;
+    SessionBundleConfig config = GetSessionBundleConfig();
 
     // Invalid threadpool index to use for session-run calls.
     config.mutable_session_run_load_threadpool_index()->set_value(100);
@@ -124,6 +128,14 @@ class BundleFactoryTest : public ::testing::Test {
   // Creates a Session with the given configuration and export path.
   virtual Status CreateSession(const SessionBundleConfig &config,
                                std::unique_ptr<Session> *session) const = 0;
+
+  // Returns a SessionBundleConfig.
+  virtual SessionBundleConfig GetSessionBundleConfig() const {
+    return SessionBundleConfig();
+  }
+
+  // Returns true if RunOptions is supported by underlying session.
+  virtual bool IsRunOptionsSupported() const { return true; }
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index fc8f327c8f6..7065539cce6 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -35,6 +35,8 @@ const char kTestSavedModelPath[] =
     "cc/saved_model/testdata/half_plus_two/00000123";
 const char kTestSessionBundleExportPath[] =
     "session_bundle/testdata/half_plus_two/00000123";
+const char kTestTfLiteModelPath[] =
+    "servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123";
 
 }  // namespace
 
@@ -46,14 +48,8 @@ string GetTestSessionBundleExportPath() {
   return test_util::ContribTestSrcDirPath(kTestSessionBundleExportPath);
 }
 
-std::vector<string> GetTestSavedModelFiles() {
-  const string dir = GetTestSavedModelPath();
-  return {tensorflow::io::JoinPath(dir, kSavedModelAssetsDirectory, "foo.txt"),
-          tensorflow::io::JoinPath(dir, kSavedModelFilenamePb),
-          tensorflow::io::JoinPath(dir, kSavedModelVariablesFilename,
-                                   "variables.data-00000-of-00001"),
-          tensorflow::io::JoinPath(dir, kSavedModelVariablesFilename,
-                                   "variables.index")};
+string GetTestTfLiteModelPath() {
+  return test_util::TestSrcDirPath(kTestTfLiteModelPath);
 }
 
 std::vector<string> GetTestSessionBundleExportFiles() {
@@ -65,7 +61,8 @@ std::vector<string> GetTestSessionBundleExportFiles() {
 uint64 GetTotalFileSize(const std::vector<string>& files) {
   uint64 total_file_size = 0;
   for (const string& file : files) {
-    if (!(Env::Default()->IsDirectory(file).ok())) {
+    if (!(Env::Default()->IsDirectory(file).ok()) &&
+        Env::Default()->FileExists(file).ok()) {
       uint64 file_size;
       TF_CHECK_OK(Env::Default()->GetFileSize(file, &file_size));
       total_file_size += file_size;
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index 946b2103f28..a2d31186284 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -32,9 +32,8 @@ string GetTestSavedModelPath();
 // Returns the Session Bundle export path for the half plus two model.
 string GetTestSessionBundleExportPath();
 
-// Returns the paths of the files of the Saved Model (the pb version) for the
-// half plus two model.
-std::vector<string> GetTestSavedModelFiles();
+// Returns the path of TensorFlow Lite model for the half plus two model.
+string GetTestTfLiteModelPath();
 
 // Returns the paths of the files of the Session Bundle export for the half plus
 // two model.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 4110bcdcb0d..113fe16972b 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -15,16 +15,19 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 
+#include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/contrib/session_bundle/bundle_shim.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 #include "tensorflow_serving/servables/tensorflow/curried_session.h"
+#include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
 namespace tensorflow {
 namespace serving {
@@ -57,6 +60,32 @@ Status ParseFixedInputTensors(
   return Status::OK();
 }
 
+// TODO(b/140959776): Move this upstream alongside `kSavedModelFilenamePb`.
+const char kTfLiteModelFilename[] = "model.tflite";
+
+Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle) {
+  std::unique_ptr<TfLiteSession> session;
+
+  const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
+  uint64 size;
+  TF_RETURN_IF_ERROR(Env::Default()->GetFileSize(fname, &size));
+
+  std::unique_ptr<RandomAccessFile> file;
+  TF_RETURN_IF_ERROR(Env::Default()->NewRandomAccessFile(fname, &file));
+
+  string model_bytes;
+  model_bytes.resize(size);
+  absl::string_view sv;
+  TF_RETURN_IF_ERROR(file->Read(0, size, &sv, &model_bytes[0]));
+
+  std::unique_ptr<TfLiteSession> tflite_session;
+  TF_RETURN_IF_ERROR(
+      TfLiteSession::Create(std::move(model_bytes), &tflite_session,
+                            bundle->meta_graph_def.mutable_signature_def()));
+  bundle->session = std::move(tflite_session);
+  return Status::OK();
+}
+
 }  // namespace
 
 Status SavedModelBundleFactory::Create(
@@ -109,9 +138,13 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     return result;
   }();
 
-  TF_RETURN_IF_ERROR(LoadSessionBundleOrSavedModelBundle(
-      session_options, GetRunOptions(config_), path, saved_model_tags,
-      bundle->get()));
+  if (config_.use_tflite_model()) {
+    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get()));
+  } else {
+    TF_RETURN_IF_ERROR(LoadSessionBundleOrSavedModelBundle(
+        session_options, GetRunOptions(config_), path, saved_model_tags,
+        bundle->get()));
+  }
   if (!config_.experimental_fixed_input_tensors().empty()) {
     LOG(INFO) << "Wrapping session to inject fixed input tensors";
     std::vector<std::pair<string, Tensor>> fixed_input_tensors;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index a8838950ccd..2d3caedaa00 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -23,11 +23,13 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/version.h"
@@ -42,6 +44,8 @@ namespace {
 
 enum class CreationType { kWithoutMetadata, kWithMetadata };
 
+enum class ModelType { kTfModel, kTfLiteModel };
+
 Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
 
 // Creates a new session based on the config and export path.
@@ -86,10 +90,13 @@ Status CreateBundleFromPath(const CreationType creation_type,
 // Tests SavedModelBundleFactory with native SavedModel.
 class SavedModelBundleFactoryTest
     : public test_util::BundleFactoryTest,
-      public ::testing::WithParamInterface<CreationType> {
+      public ::testing::WithParamInterface<std::pair<CreationType, ModelType>> {
  public:
   SavedModelBundleFactoryTest()
-      : test_util::BundleFactoryTest(test_util::GetTestSavedModelPath()) {}
+      : test_util::BundleFactoryTest(
+            GetParam().second == ModelType::kTfModel
+                ? test_util::GetTestSavedModelPath()
+                : test_util::GetTestTfLiteModelPath()) {}
 
   virtual ~SavedModelBundleFactoryTest() = default;
 
@@ -98,15 +105,52 @@ class SavedModelBundleFactoryTest
                        std::unique_ptr<Session>* session) const override {
     std::unique_ptr<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(
-        CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+        CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
     *session = std::move(bundle->session);
     return Status::OK();
   }
+
+  SessionBundleConfig GetSessionBundleConfig() const override {
+    SessionBundleConfig config;
+    if (GetParam().second == ModelType::kTfLiteModel) {
+      config.set_use_tflite_model(true);
+    }
+    return config;
+  }
+
+  bool IsRunOptionsSupported() const override {
+    // Presently TensorFlow Lite sessions do NOT support RunOptions.
+    return GetParam().second != ModelType::kTfLiteModel;
+  }
+
+  std::vector<string> GetModelFiles() {
+    switch (GetParam().second) {
+      case ModelType::kTfModel: {
+        const string& dir = test_util::GetTestSavedModelPath();
+        return {
+            io::JoinPath(dir, kSavedModelAssetsDirectory, "foo.txt"),
+            io::JoinPath(dir, kSavedModelFilenamePb),
+            io::JoinPath(dir, kSavedModelVariablesFilename,
+                         "variables.data-00000-of-00001"),
+            io::JoinPath(dir, kSavedModelVariablesFilename, "variables.index")};
+      }
+      case ModelType::kTfLiteModel: {
+        return {
+            io::JoinPath(test_util::GetTestTfLiteModelPath(), "model.tflite")};
+      }
+      default:
+        return {};
+    }
+  }
 };
 
-INSTANTIATE_TEST_SUITE_P(CreationType, SavedModelBundleFactoryTest,
-                         ::testing::Values(CreationType::kWithoutMetadata,
-                                           CreationType::kWithMetadata));
+INSTANTIATE_TEST_SUITE_P(
+    CreationType, SavedModelBundleFactoryTest,
+    ::testing::Values(
+        std::make_pair(CreationType::kWithoutMetadata, ModelType::kTfModel),
+        std::make_pair(CreationType::kWithoutMetadata, ModelType::kTfLiteModel),
+        std::make_pair(CreationType::kWithMetadata, ModelType::kTfModel),
+        std::make_pair(CreationType::kWithMetadata, ModelType::kTfLiteModel)));
 
 TEST_P(SavedModelBundleFactoryTest, Basic) { TestBasic(); }
 
@@ -116,7 +160,7 @@ TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
   fixed_input_proto.set_name("x:0");
   fixed_input.AsProtoField(fixed_input_proto.mutable_tensor());
 
-  SessionBundleConfig config;
+  SessionBundleConfig config = GetSessionBundleConfig();
   *config.add_saved_model_tags() = kSavedModelTagServe;
   *config.add_experimental_fixed_input_tensors() = fixed_input_proto;
   std::unique_ptr<Session> session;
@@ -138,20 +182,27 @@ TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
 }
 
 TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphDefault) {
-  SessionBundleConfig config;
+  SessionBundleConfig config = GetSessionBundleConfig();
   *config.add_saved_model_tags() = kSavedModelTagServe;
   std::unique_ptr<SavedModelBundle> bundle;
-  TF_ASSERT_OK(CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
-  EXPECT_TRUE(bundle->meta_graph_def.has_graph_def());
+  TF_ASSERT_OK(
+      CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
+  if (GetParam().second == ModelType::kTfLiteModel) {
+    // TF Lite model never has a graph_def.
+    EXPECT_FALSE(bundle->meta_graph_def.has_graph_def());
+  } else {
+    EXPECT_TRUE(bundle->meta_graph_def.has_graph_def());
+  }
   EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
 }
 
 TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphEnabled) {
-  SessionBundleConfig config;
+  SessionBundleConfig config = GetSessionBundleConfig();
   *config.add_saved_model_tags() = kSavedModelTagServe;
   config.set_remove_unused_fields_from_bundle_metagraph(true);
   std::unique_ptr<SavedModelBundle> bundle;
-  TF_ASSERT_OK(CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
+  TF_ASSERT_OK(
+      CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
   EXPECT_FALSE(bundle->meta_graph_def.has_graph_def());
   EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
 }
@@ -159,8 +210,7 @@ TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphEnabled) {
 TEST_P(SavedModelBundleFactoryTest, Batching) { TestBatching(); }
 
 TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
-  const double kTotalFileSize =
-      test_util::GetTotalFileSize(test_util::GetTestSavedModelFiles());
+  const double kTotalFileSize = test_util::GetTotalFileSize(GetModelFiles());
   TestEstimateResourceRequirementWithGoodExport<SavedModelBundleFactory>(
       kTotalFileSize);
 }
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 0ff52809256..1d6ca90c981 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -83,6 +83,12 @@ message SessionBundleConfig {
   // This message is stored alongside the `Session` object. Removing unwanted
   // fields helps reduce memory footprint.
   bool remove_unused_fields_from_bundle_metagraph = 782;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Use TensorFlow Lite model from `model.tflite` file in SavedModel directory,
+  // instead of the TensorFlow model from `saved_model.pb` file.
+  bool use_tflite_model = 783;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From 1b65af1d7fee4fe79b4152f94d5ea422e8a79cca Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Thu, 26 Sep 2019 09:50:54 -0700
Subject: [PATCH 3476/8103] Add a section in the documentation for testing
 custom op manually.

PiperOrigin-RevId: 271370683
---
 tensorflow_serving/g3doc/custom_op.md | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/custom_op.md b/tensorflow_serving/g3doc/custom_op.md
index 51004d4f8fd..a119211db56 100644
--- a/tensorflow_serving/g3doc/custom_op.md
+++ b/tensorflow_serving/g3doc/custom_op.md
@@ -91,10 +91,24 @@ tools/run_in_docker.sh bazel build tensorflow_serving/model_servers:tensorflow_m
 
 ## Serve a model containing your custom op
 
-You can now run the ModelServer binary and start serving your model:
+You can now run the ModelServer binary and start serving a model that contains
+this custom op:
 
 ```bash
 tools/run_in_docker.sh -o "-p 8501:8501" \
 bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
 --rest_api_port=8501 --model_name=<model_name> --model_base_path=<model_base_path>
 ```
+
+## Send an inference request to test op manually
+
+You can now send an inference request to the model server to test your custom
+op:
+
+```bash
+curl http://localhost:8501/v1/models/<model_name>:predict -X POST \
+-d '{"inputs": [[1,2], [3,4]]}'
+```
+
+[This page](https://www.tensorflow.org/tfx/serving/api_rest#top_of_page)
+contains a more complete API for sending REST requests to the model server.

From 14112359d16b3e1e275c2ba70b0e078ce4863783 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 26 Sep 2019 12:17:26 -0700
Subject: [PATCH 3477/8103] Add ops delegate library to enable running TF ops.
 For details see: https://www.tensorflow.org/lite/guide/ops_select#c

PiperOrigin-RevId: 271404104
---
 tensorflow_serving/servables/tensorflow/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 05138ea7e73..8640d8e587f 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -437,6 +437,7 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite/core/api",
+        "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
     ],
 )

From 0b0254d4a90550b1d7228334187e624bf4b31c37 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 27 Sep 2019 13:01:54 -0700
Subject: [PATCH 3478/8103] Add command line tool to load TF Lite model for
 manual testing/debugging.

PiperOrigin-RevId: 271630504
---
 tensorflow_serving/servables/tensorflow/BUILD | 15 ++++-
 .../tensorflow/tflite_session_main.cc         | 57 +++++++++++++++++++
 2 files changed, 69 insertions(+), 3 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_session_main.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8640d8e587f..d8b9d62d1af 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -171,7 +171,7 @@ cc_library(
         ":bundle_factory_util",
         ":curried_session",
         ":session_bundle_config_proto",
-        ":tflite_session",
+        ":tflite_session_lib",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_proto",
@@ -423,7 +423,7 @@ cc_test(
 )
 
 cc_library(
-    name = "tflite_session",
+    name = "tflite_session_lib",
     srcs = ["tflite_session.cc"],
     hdrs = ["tflite_session.h"],
     deps = [
@@ -450,7 +450,7 @@ cc_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
     ],
     deps = [
-        ":tflite_session",
+        ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/core:lib",
@@ -460,6 +460,15 @@ cc_test(
     ],
 )
 
+cc_binary(
+    name = "tflite_session",
+    srcs = ["tflite_session_main.cc"],
+    deps = [
+        ":tflite_session_lib",
+        "@org_tensorflow//tensorflow/core:framework",
+    ],
+)
+
 cc_library(
     name = "predict_impl",
     srcs = ["predict_impl.cc"],
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
new file mode 100644
index 00000000000..47e5578fb5c
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -0,0 +1,57 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// Command line tool to create TF Lite Session from a TF Lite model file.
+
+#include <iostream>
+#include <memory>
+#include <string>
+
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/init_main.h"
+#include "tensorflow_serving/servables/tensorflow/tflite_session.h"
+
+int main(int argc, char** argv) {
+  if (argc != 2) {
+    std::cerr << "ERROR: Missing filename. Usage: " << argv[0]
+              << " <tflite-model-filename>" << std::endl;
+    return 1;
+  }
+
+  tensorflow::port::InitMain(argv[0], &argc, &argv);
+
+  const std::string filename(argv[1]);
+  std::string model_bytes;
+  auto status =
+      ReadFileToString(tensorflow::Env::Default(), filename, &model_bytes);
+  if (!status.ok()) {
+    std::cerr << "ERROR: Failed to read model file: " << filename
+              << " with error: " << status << std::endl;
+    return 1;
+  }
+
+  ::google::protobuf::Map<std::string, tensorflow::SignatureDef> signatures;
+  std::unique_ptr<tensorflow::serving::TfLiteSession> session;
+  status = tensorflow::serving::TfLiteSession::Create(std::move(model_bytes),
+                                                      &session, &signatures);
+  if (!status.ok()) {
+    std::cerr << "ERROR: Failed to create TF Lite session with error: "
+              << status << std::endl;
+    return 1;
+  }
+  std::cout << "Successfully created TF Lite Session for model file: "
+            << filename << std::endl;
+  return 0;
+}

From e9cdda61ec4ec6da3978e793b6f919a455bd2a70 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 1 Oct 2019 12:30:29 -0700
Subject: [PATCH 3479/8103] Update few build repos to match with TF versions.

This seems to get rid of @zlib errors during local OSS builds.

PiperOrigin-RevId: 272269069
---
 WORKSPACE | 19 +++++++------------
 1 file changed, 7 insertions(+), 12 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13c19d8e3f3..5bff90d9b40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -8,7 +8,6 @@ workspace(name = "tf_serving")
 # 3. Request the new archive to be mirrored on mirror.bazel.build for more
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
-
 tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "b4203ed72a321915e405cf55f4679c6997afe71036bd91dbde090c332fc3fd86",
@@ -16,33 +15,29 @@ tensorflow_http_archive(
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
-
 # START: Upstream TensorFlow dependencies
 # TensorFlow build depends on these dependencies.
 # Needs to be in-sync with TensorFlow sources.
 http_archive(
     name = "io_bazel_rules_closure",
-    sha256 = "ddce3b3a3909f99b28b25071c40b7fec7e2e1d1d1a4b2e933f3082aa99517105",
-    strip_prefix = "rules_closure-316e6133888bfc39fb860a4f1a31cfcbae485aef",
+    sha256 = "5b00383d08dd71f28503736db0500b6fb4dda47489ff5fc6bed42557c07c6ba9",
+    strip_prefix = "rules_closure-308b05b2419edb5c8ee0471b67a40403df940149",
     urls = [
-        "https://mirror.bazel.build/github.com/bazelbuild/rules_closure/archive/316e6133888bfc39fb860a4f1a31cfcbae485aef.tar.gz",
-        "https://github.com/bazelbuild/rules_closure/archive/316e6133888bfc39fb860a4f1a31cfcbae485aef.tar.gz",  # 2019-03-21
+        "https://storage.googleapis.com/mirror.tensorflow.org/github.com/bazelbuild/rules_closure/archive/308b05b2419edb5c8ee0471b67a40403df940149.tar.gz",
+        "https://github.com/bazelbuild/rules_closure/archive/308b05b2419edb5c8ee0471b67a40403df940149.tar.gz",  # 2019-06-13
     ],
 )
 http_archive(
     name = "bazel_skylib",
-    sha256 = "2c62d8cd4ab1e65c08647eb4afe38f51591f43f7f0885e7769832fa137633dcb",
-    strip_prefix = "bazel-skylib-0.7.0",
-    urls = ["https://github.com/bazelbuild/bazel-skylib/archive/0.7.0.tar.gz"],
-)
+    sha256 = "2ef429f5d7ce7111263289644d233707dba35e39696377ebab8b0bc701f7818e",
+    urls = ["https://github.com/bazelbuild/bazel-skylib/releases/download/0.8.0/bazel-skylib.0.8.0.tar.gz"],
+)  # https://github.com/bazelbuild/bazel-skylib/releases
 # END: Upstream TensorFlow dependencies
 
 # Please add all new TensorFlow Serving dependencies in workspace.bzl.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
-
 tf_serving_workspace()
 
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
-
 check_bazel_version_at_least("0.24.1")

From 12813143b22616091388e7659d7f69cfcf518269 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Thu, 3 Oct 2019 20:39:47 -0700
Subject: [PATCH 3480/8103] Fixes broken relative docs links

PiperOrigin-RevId: 272799180
---
 tensorflow_serving/g3doc/serving_config.md | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 2fe19dcde42..d14e9300108 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -237,7 +237,7 @@ to realize better throughput. The scheduling for this batching is done globally
 for all models and model versions on the server to ensure the best possible
 utilization of the underlying resources no matter how many models or model
 versions are currently being served by the server
-([more details](../batching/README.md#servers-with-multiple-models-model-versions-or-subtasks)).
+([more details](http://github.com/tensorflow/serving/tree/master/tensorflow_serving/batching/README.md#servers-with-multiple-models-model-versions-or-subtasks)).
 You may enable this behavior by setting the `--enable_batching` flag and control
 it by passing a config to the `--batching_parameters_file` flag.
 
@@ -250,16 +250,17 @@ max_enqueued_batches { value: 1000000 }
 num_batch_threads { value: 8 }
 ```
 
-Please refer to the [batching guide](../batching/README.md) for an in-depth
-discussion and refer to the
-[section on parameters](../batching/README.md#batch-scheduling-parameters-and-tuning)
+Please refer to the
+[batching guide](http://github.com/tensorflow/serving/tree/master/tensorflow_serving/batching/README.md)
+for an in-depth discussion and refer to the
+[section on parameters](http://github.com/tensorflow/serving/tree/master/tensorflow_serving/batching/README.md#batch-scheduling-parameters-and-tuning)
 to understand how to set the parameters.
 
 ## Miscellaneous Flags
 
 In addition to the flags covered so far in the guide, here we list a few other
 notable ones. For a complete list, please refer to the
-[source code](../model_servers/main.cc#L59).
+[source code](http://github.com/tensorflow/serving/tree/master/tensorflow_serving/model_servers/main.cc#L59).
 
 *   `--port`: Port to listen on for gRPC API
 *   `--rest_api_port`: Port to listen on for HTTP/REST API

From 81ed5ef2307eea4c9396fd34f33673be072cdcf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Oct 2019 10:30:24 -0700
Subject: [PATCH 3481/8103] Cleaning up BUILD visibility for
 tf_pyclif_proto_library intermediate targets.

PiperOrigin-RevId: 272904639
---
 tensorflow_serving/apis/BUILD | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index acff5308151..d1f1134b699 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -64,6 +64,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "input_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":input_proto",
     proto_srcfile = "input.proto",
 )
@@ -91,6 +92,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "model_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":model_proto",
     proto_srcfile = "model.proto",
 )
@@ -186,6 +188,7 @@ py_library(
 
 tf_pyclif_proto_library(
     name = "predict_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":predict_proto",
     proto_srcfile = "predict.proto",
 )
@@ -290,6 +293,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "classification_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":classification_proto",
     proto_srcfile = "classification.proto",
 )
@@ -325,6 +329,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "inference_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":inference_proto",
     proto_srcfile = "inference.proto",
 )
@@ -378,6 +383,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "regression_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":regression_proto",
     proto_srcfile = "regression.proto",
 )

From d0e01a3c56b280c6602d6c14e97ef60882d317aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2019 09:38:46 -0700
Subject: [PATCH 3482/8103] Remove unused load statements from BUILD files

PiperOrigin-RevId: 273310865
---
 tensorflow_serving/example/BUILD | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 78145504642..5171d11cd25 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -7,8 +7,6 @@ package(
 
 licenses(["notice"])  # Apache 2.0
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 filegroup(
     name = "all_files",
     srcs = glob(

From 142d0adb5e2975689d80d8fc608c9684e96de078 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 7 Oct 2019 20:12:26 -0700
Subject: [PATCH 3483/8103] Manual tests for model server and including tf.Text
 in serving build.

PiperOrigin-RevId: 273435051
---
 tensorflow_serving/model_servers/BUILD |  8 +++++++-
 tensorflow_serving/workspace.bzl       | 14 ++++++++++++++
 third_party/tf_text/BUILD              |  1 +
 third_party/tf_text/tftext.patch       | 11 +++++++++++
 4 files changed, 33 insertions(+), 1 deletion(-)
 create mode 100644 third_party/tf_text/BUILD
 create mode 100644 third_party/tf_text/tftext.patch

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 15277400ee6..5d032965863 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -296,7 +296,13 @@ load("//tensorflow_serving:tensorflow_version.bzl", "if_v2", "if_not_v2")
 SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_kernels",
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
-])
+]) + [
+    "@org_tensorflow_text//tensorflow_text:constrained_sequence_op_cc",
+    "@org_tensorflow_text//tensorflow_text:sentence_breaking_ops_cc",
+    "@org_tensorflow_text//tensorflow_text:unicode_script_tokenizer_cc",
+    "@org_tensorflow_text//tensorflow_text:whitespace_tokenizer_cc",
+    "@org_tensorflow_text//tensorflow_text:wordpiece_tokenizer_cc",
+]
 
 TENSORFLOW_DEPS = [
     "@org_tensorflow//tensorflow/core:tensorflow",
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index c24c53d616c..ba8725bda58 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,3 +56,17 @@ def tf_serving_workspace():
             "https://github.com/abseil/abseil-cpp/archive/36d37ab992038f52276ca66b9da80c1cf0f57dc2.tar.gz",
         ],
     )
+
+    # ===== TF.Text dependencies
+    # NOTE: Before updating this version, you must manually run the tests found in:
+    # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/tests.txt
+    http_archive(
+        name = "org_tensorflow_text",
+        sha256 = "2d6e1be79989d5b03da75a34d9e1331a70221d17dd754e80a7bca6e8daa8ae59",
+        strip_prefix = "text-a2f2ad05638c37161d2f06bdbf6eb5e0858b00e6",
+        urls = [
+            "https://github.com/tensorflow/text/archive/a2f2ad05638c37161d2f06bdbf6eb5e0858b00e6.zip",
+        ],
+        patches = ["@//third_party/tf_text:tftext.patch"],
+        patch_args = ["-p1"],
+    )
diff --git a/third_party/tf_text/BUILD b/third_party/tf_text/BUILD
new file mode 100644
index 00000000000..2d59128ba16
--- /dev/null
+++ b/third_party/tf_text/BUILD
@@ -0,0 +1 @@
+# Empty BUILD so this is treated like a package.
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
new file mode 100644
index 00000000000..a140760b39f
--- /dev/null
+++ b/third_party/tf_text/tftext.patch
@@ -0,0 +1,11 @@
+--- a/tensorflow_text/tftext.bzl	2019-09-18 15:24:07.320915272 -0700
++++ b/tensorflow_text/tftext.bzl	2019-09-18 15:26:52.859611294 -0700
+@@ -40,8 +40,7 @@
+         copts = [ "-pthread", "-std=c++11", ],
+         alwayslink = 1,
+         deps = cc_op_kernels + [
+-            "@local_config_tf//:libtensorflow_framework",
+-            "@local_config_tf//:tf_header_lib",
++            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
+         ],
+     )

From b9ed0f80852d7a33b0745833ff9c0243178b0c5d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Aur=C3=A9lien=20Geron?= <ageron@users.noreply.github.com>
Date: Sun, 13 Oct 2019 21:24:17 +0800
Subject: [PATCH 3484/8103] Fix typo in REQUIRED_PACKAGES for grpcio

Replace `grpcio>=1.0<2` with `grpcio>=1.0,<2`
This typo makes `conda env export` crash.
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 2ddd3c0fc2e..eb759dbdd0d 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -53,7 +53,7 @@
 
 
 REQUIRED_PACKAGES = [
-    'grpcio>=1.0<2',
+    'grpcio>=1.0,<2',
     'protobuf>=3.6.0',
 ] + _TF_REQ
 

From 1b33368d918448240e13a512021190a270fc6170 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Wed, 16 Oct 2019 11:26:26 -0700
Subject: [PATCH 3485/8103] Update the version range for 2.0 release.

PiperOrigin-RevId: 275075588
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 2ddd3c0fc2e..16a96d0a3b0 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -33,7 +33,7 @@
 # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
 _VERSION = '0.0.0'
 # Have this by default be open; releasing a new version will lock to TF version
-_TF_VERSION = '>=1.2.0,<2'
+_TF_VERSION = '>=1.2.0,<3'
 _TF_VERSION_SANITIZED = _TF_VERSION.replace('-', '')
 
 project_name = 'tensorflow-serving-api'

From 1bdd3499f1fe4d99b3c3024080560350d493e29b Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Thu, 17 Oct 2019 10:03:31 -0700
Subject: [PATCH 3486/8103] Remove tensorflow/contrib/session_bundle as
 dependency for Tensorflow Serving.

PiperOrigin-RevId: 275281512
---
 tensorflow_serving/batching/BUILD             |   1 -
 .../batching/batching_session_test.cc         |   1 -
 tensorflow_serving/model_servers/BUILD        |   7 +-
 .../get_model_status_impl_test.cc             |   1 -
 .../model_servers/server_core_test.cc         |   8 +-
 .../tensorflow_model_server_test.py           | 360 +----------------
 .../model_servers/test_util/BUILD             |  19 +
 .../tensorflow_model_server_test_base.py      | 370 +++++++++++++++++
 tensorflow_serving/oss_or_google.bzl          |  38 ++
 tensorflow_serving/servables/tensorflow/BUILD | 154 +++-----
 .../tensorflow/bundle_factory_test_util.cc    |  11 +-
 .../tensorflow/bundle_factory_test_util.h     |   4 +
 .../tensorflow/bundle_factory_util_test.cc    |  27 +-
 .../tensorflow/classification_service.cc      |   2 -
 .../servables/tensorflow/classifier.cc        |  11 +-
 .../servables/tensorflow/classifier.h         |   2 +-
 .../servables/tensorflow/classifier_test.cc   | 374 +++++++++++-------
 .../tensorflow/get_model_metadata_impl.cc     |   2 -
 .../get_model_metadata_impl_test.cc           |  14 +-
 .../servables/tensorflow/multi_inference.h    |   3 +-
 .../tensorflow/multi_inference_helper.h       |   1 -
 .../servables/tensorflow/oss/BUILD            |  52 +++
 .../{ => oss}/session_bundle_factory_test.cc  |  23 +-
 .../session_bundle_source_adapter_test.cc     |  12 +-
 .../servables/tensorflow/predict_impl.cc      |   7 +-
 .../servables/tensorflow/predict_impl_test.cc |  32 +-
 .../servables/tensorflow/predict_util.cc      |   1 -
 .../servables/tensorflow/predict_util.h       |   4 +-
 .../servables/tensorflow/predict_util_test.cc |  15 +-
 .../tensorflow/regression_service.cc          |   2 -
 .../servables/tensorflow/regressor.cc         |  10 +-
 .../servables/tensorflow/regressor.h          |   2 +-
 .../servables/tensorflow/regressor_test.cc    | 237 ++++++-----
 .../tensorflow/saved_model_bundle_factory.cc  |   4 +-
 .../saved_model_bundle_factory_test.cc        |  49 ---
 .../saved_model_bundle_source_adapter_test.cc |   5 +-
 .../tensorflow/saved_model_warmup_test.cc     |   1 -
 .../tensorflow/session_bundle_factory.cc      |   6 +-
 .../tensorflow/session_bundle_factory.h       |   2 +-
 .../session_bundle_source_adapter.h           |   1 -
 .../servables/tensorflow/testdata/BUILD       |   7 +
 tensorflow_serving/session_bundle/BUILD       |  47 +++
 .../session_bundle/manifest_proto.h           |  27 ++
 tensorflow_serving/session_bundle/oss/BUILD   |  50 +++
 .../session_bundle/oss/manifest.proto         |  70 ++++
 .../session_bundle/oss/session_bundle.h       |  35 ++
 .../session_bundle/oss/session_bundle_util.cc |  97 +++++
 .../oss/session_bundle_util_test.cc           | 176 +++++++++
 .../session_bundle/session_bundle.h           |  27 ++
 .../session_bundle/session_bundle_util.h      | 107 +++++
 .../00000123/export-00000-of-00001            | Bin 0 -> 169 bytes
 .../half_plus_two/00000123/export.meta        | Bin 0 -> 13244 bytes
 tensorflow_serving/test_util/test_util.cc     |   5 -
 tensorflow_serving/util/BUILD                 |  11 +-
 tensorflow_serving/util/oss_or_google.h       |  42 ++
 55 files changed, 1724 insertions(+), 852 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
 create mode 100644 tensorflow_serving/oss_or_google.bzl
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/BUILD
 rename tensorflow_serving/servables/tensorflow/{ => oss}/session_bundle_factory_test.cc (77%)
 rename tensorflow_serving/servables/tensorflow/{ => oss}/session_bundle_source_adapter_test.cc (92%)
 create mode 100644 tensorflow_serving/session_bundle/BUILD
 create mode 100644 tensorflow_serving/session_bundle/manifest_proto.h
 create mode 100644 tensorflow_serving/session_bundle/oss/BUILD
 create mode 100644 tensorflow_serving/session_bundle/oss/manifest.proto
 create mode 100644 tensorflow_serving/session_bundle/oss/session_bundle.h
 create mode 100644 tensorflow_serving/session_bundle/oss/session_bundle_util.cc
 create mode 100644 tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
 create mode 100644 tensorflow_serving/session_bundle/session_bundle.h
 create mode 100644 tensorflow_serving/session_bundle/session_bundle_util.h
 create mode 100755 tensorflow_serving/session_bundle/testdata/half_plus_two/00000123/export-00000-of-00001
 create mode 100755 tensorflow_serving/session_bundle/testdata/half_plus_two/00000123/export.meta
 create mode 100644 tensorflow_serving/util/oss_or_google.h

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 51a5eb0ff59..8cd157ae752 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -85,7 +85,6 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index afa2dbd85b3..96982882ea0 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -18,7 +18,6 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 5d032965863..9f4e110f67a 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,5 +1,7 @@
 # Description: Model Server
 
+load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -116,6 +118,7 @@ cc_test(
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter",
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_proto",
         "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -162,7 +165,6 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
@@ -291,8 +293,6 @@ cc_library(
     ],
 )
 
-load("//tensorflow_serving:tensorflow_version.bzl", "if_v2", "if_not_v2")
-
 SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_kernels",
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
@@ -412,6 +412,7 @@ py_test(
     deps = [
         "//tensorflow_serving/apis:model_service_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
+        "//tensorflow_serving/model_servers/test_util:tensorflow_model_server_test_base",
         "@org_tensorflow//tensorflow:tensorflow_py",
         "@six_archive//:six",
     ],
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 47aeb09fd0c..d8c1b64d5bd 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -19,7 +19,6 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index de6e282e4f0..73172f9b3c8 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -36,6 +36,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.h"
 #include "tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -879,7 +880,12 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
 INSTANTIATE_TEST_CASE_P(
     TestType, ServerCoreTest,
     ::testing::Combine(
-        ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
+        IsTensorflowServingOSS()
+            ? ::testing::Range(
+                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL),
+                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL))
+            : ::testing::Range(
+                  0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));
 
 INSTANTIATE_TEST_CASE_P(
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 35a1318ee91..b05590465e5 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -19,124 +19,35 @@
 from __future__ import division
 from __future__ import print_function
 
-import atexit
 import json
 import os
-import shlex
-import socket
 import subprocess
-import sys
 import time
 
 # This is a placeholder for a Google-internal import.
 
 import grpc
 from six.moves import range
-from six.moves import urllib
 import tensorflow as tf
 
-from tensorflow.core.framework import types_pb2
-from tensorflow.python.eager import context
-from tensorflow.python.framework import config as device_config
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
 from tensorflow_serving.apis import get_model_status_pb2
 from tensorflow_serving.apis import inference_pb2
 from tensorflow_serving.apis import model_service_pb2_grpc
-from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 from tensorflow_serving.apis import regression_pb2
+from tensorflow_serving.model_servers.test_util import tensorflow_model_server_test_base
 
 FLAGS = flags.FLAGS
 
 RPC_TIMEOUT = 5.0
-HTTP_REST_TIMEOUT_MS = 5000
-CHANNEL_WAIT_TIMEOUT = 5.0
-WAIT_FOR_SERVER_READY_INT_SECS = 60
 GRPC_SOCKET_PATH = '/tmp/tf-serving.sock'
 
 
-def SetVirtualCpus(num_virtual_cpus):
-  """Create virtual CPU devices if they haven't yet been created."""
-  if num_virtual_cpus < 1:
-    raise ValueError('`num_virtual_cpus` must be at least 1 not %r' %
-                     (num_virtual_cpus,))
-  physical_devices = device_config.list_physical_devices('CPU')
-  if not physical_devices:
-    raise RuntimeError('No CPUs found')
-  configs = device_config.get_virtual_device_configuration(physical_devices[0])
-  if configs is None:
-    virtual_devices = [context.VirtualDeviceConfiguration()
-                       for _ in range(num_virtual_cpus)]
-    device_config.set_virtual_device_configuration(
-        physical_devices[0], virtual_devices)
-  else:
-    if len(configs) < num_virtual_cpus:
-      raise RuntimeError('Already configured with %d < %d virtual CPUs' %
-                         (len(configs), num_virtual_cpus))
-
-
-def PickUnusedPort():
-  s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM)
-  s.bind(('', 0))
-  port = s.getsockname()[1]
-  s.close()
-  return port
-
-
-def WaitForServerReady(port):
-  """Waits for a server on the localhost to become ready."""
-  for _ in range(0, WAIT_FOR_SERVER_READY_INT_SECS):
-    time.sleep(1)
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = 'intentionally_missing_model'
-
-    try:
-      # Send empty request to missing model
-      channel = grpc.insecure_channel('localhost:{}'.format(port))
-      stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
-      stub.Predict(request, RPC_TIMEOUT)
-    except grpc.RpcError as error:
-      # Missing model error will have details containing 'Servable'
-      if 'Servable' in error.details():
-        print('Server is ready')
-        break
-
-
-def CallREST(url, req, max_attempts=60):
-  """Returns HTTP response body from a REST API call."""
-  for attempt in range(max_attempts):
-    try:
-      print('Attempt {}: Sending request to {} with data:\n{}'.format(
-          attempt, url, req))
-      json_data = json.dumps(req).encode('utf-8') if req is not None else None
-      resp = urllib.request.urlopen(urllib.request.Request(url, data=json_data))
-      resp_data = resp.read()
-      print('Received response:\n{}'.format(resp_data))
-      resp.close()
-      return resp_data
-    except Exception as e:  # pylint: disable=broad-except
-      print('Failed attempt {}. Error: {}'.format(attempt, e))
-      if attempt == max_attempts - 1:
-        raise
-      print('Retrying...')
-      time.sleep(1)
-
-
-def SortedObject(obj):
-  """Returns sorted object (with nested list/dictionaries)."""
-  if isinstance(obj, dict):
-    return sorted((k, SortedObject(v)) for k, v in obj.items())
-  if isinstance(obj, list):
-    return sorted(SortedObject(x) for x in obj)
-  if isinstance(obj, tuple):
-    return list(sorted(SortedObject(x) for x in obj))
-  else:
-    return obj
-
-
-class TensorflowModelServerTest(tf.test.TestCase):
+class TensorflowModelServerTest(
+    tensorflow_model_server_test_base.TensorflowModelServerTestBase):
   """This class defines integration test cases for tensorflow_model_server."""
 
   @staticmethod
@@ -144,102 +55,6 @@ def __TestSrcDirPath(relative_path=''):
     return os.path.join(os.environ['TEST_SRCDIR'],
                         'tf_serving/tensorflow_serving', relative_path)
 
-  @staticmethod
-  def GetArgsKey(*args, **kwargs):
-    return args + tuple(sorted(kwargs.items()))
-
-  # Maps string key -> 2-tuple of 'host:port' string.
-  model_servers_dict = {}
-
-  @staticmethod
-  def RunServer(model_name,
-                model_path,
-                model_type='tf',
-                model_config_file=None,
-                monitoring_config_file=None,
-                batching_parameters_file=None,
-                grpc_channel_arguments='',
-                wait_for_server_ready=True,
-                pipe=None,
-                model_config_file_poll_period=None):
-    """Run tensorflow_model_server using test config.
-
-    A unique instance of server is started for each set of arguments.
-    If called with same arguments, handle to an existing server is
-    returned.
-
-    Args:
-      model_name: Name of model.
-      model_path: Path to model.
-      model_type: Type of model TensorFlow ('tf') or TF Lite ('tflite').
-      model_config_file: Path to model config file.
-      monitoring_config_file: Path to the monitoring config file.
-      batching_parameters_file: Path to batching parameters.
-      grpc_channel_arguments: Custom gRPC args for server.
-      wait_for_server_ready: Wait for gRPC port to be ready.
-      pipe: subpipe.PIPE object to read stderr from server.
-      model_config_file_poll_period: Period for polling the
-      filesystem to discover new model configs.
-
-    Returns:
-      3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
-
-    Raises:
-      ValueError: when both model_path and config_file is empty.
-    """
-    args_key = TensorflowModelServerTest.GetArgsKey(**locals())
-    if args_key in TensorflowModelServerTest.model_servers_dict:
-      return TensorflowModelServerTest.model_servers_dict[args_key]
-    port = PickUnusedPort()
-    rest_api_port = PickUnusedPort()
-    print(('Starting test server on port: {} for model_name: '
-           '{}/model_config_file: {}'.format(port, model_name,
-                                             model_config_file)))
-    command = os.path.join(
-        TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
-        'tensorflow_model_server')
-    command += ' --port=' + str(port)
-    command += ' --rest_api_port=' + str(rest_api_port)
-    command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
-    command += ' --grpc_socket_path=' + GRPC_SOCKET_PATH
-
-    if model_config_file:
-      command += ' --model_config_file=' + model_config_file
-    elif model_path:
-      command += ' --model_name=' + model_name
-      command += ' --model_base_path=' + model_path
-    else:
-      raise ValueError('Both model_config_file and model_path cannot be empty!')
-
-    if model_type == 'tflite':
-      command += ' --use_tflite_model=true'
-
-    if monitoring_config_file:
-      command += ' --monitoring_config_file=' + monitoring_config_file
-
-    if model_config_file_poll_period is not None:
-      command += ' --model_config_file_poll_wait_seconds=' + str(
-          model_config_file_poll_period)
-
-    if batching_parameters_file:
-      command += ' --enable_batching'
-      command += ' --batching_parameters_file=' + batching_parameters_file
-    if grpc_channel_arguments:
-      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
-    print(command)
-    proc = subprocess.Popen(shlex.split(command), stderr=pipe)
-    atexit.register(proc.kill)
-    print('Server started')
-    if wait_for_server_ready:
-      WaitForServerReady(port)
-    hostports = (
-        proc,
-        'localhost:' + str(port),
-        'localhost:' + str(rest_api_port),
-    )
-    TensorflowModelServerTest.model_servers_dict[args_key] = hostports
-    return hostports
-
   def __BuildModelConfigFile(self):
     """Write a config file to disk for use in tests.
 
@@ -267,116 +82,6 @@ def tearDown(self):
     """Deletes created configuration file."""
     os.remove(self._GetGoodModelConfigFile())
 
-  def VerifyPredictRequest(
-      self,
-      model_server_address,
-      expected_output,
-      expected_version,
-      model_name='default',
-      specify_output=True,
-      batch_input=False,
-      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
-    """Send PredictionService.Predict request and verify output."""
-    print('Sending Predict request...')
-    # Prepare request
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = model_name
-    request.model_spec.signature_name = signature_name
-    request.inputs['x'].dtype = types_pb2.DT_FLOAT
-    request.inputs['x'].float_val.append(2.0)
-    dim = request.inputs['x'].tensor_shape.dim.add()
-    dim.size = 1
-    if batch_input:
-      request.inputs['x'].tensor_shape.dim.add().size = 1
-
-    if specify_output:
-      request.output_filter.append('y')
-    # Send request
-    channel = grpc.insecure_channel(model_server_address)
-    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
-    result = stub.Predict(request, RPC_TIMEOUT)  # 5 secs timeout
-    # Verify response
-    self.assertTrue('y' in result.outputs)
-    self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
-    self.assertEqual(1, len(result.outputs['y'].float_val))
-    self.assertEqual(expected_output, result.outputs['y'].float_val[0])
-    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
-                          signature_name, expected_version)
-
-  def _GetSavedModelBundlePath(self):
-    """Returns a path to a model in SavedModel format."""
-    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_cpu')
-
-  def _GetModelVersion(self, model_path):
-    """Returns version of SavedModel/SessionBundle in given path.
-
-    This method assumes there is exactly one directory with an 'int' valued
-    directory name under `model_path`.
-
-    Args:
-      model_path: A string representing path to the SavedModel/SessionBundle.
-
-    Returns:
-      version of SavedModel/SessionBundle in given path.
-    """
-    return int(os.listdir(model_path)[0])
-
-  def _GetSavedModelHalfPlusThreePath(self):
-    """Returns a path to a half_plus_three model in SavedModel format."""
-    return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
-
-  def _GetTfLiteModelPath(self):
-    """Returns a path to a model in TF Lite format."""
-    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_tflite')
-
-  def _GetSessionBundlePath(self):
-    """Returns a path to a model in SessionBundle format."""
-    return os.path.join(self.testdata_dir, 'half_plus_two')
-
-  def _GetGoodModelConfigTemplate(self):
-    """Returns a path to a working configuration file template."""
-    return os.path.join(self.testdata_dir, 'good_model_config.txt')
-
-  def _GetGoodModelConfigFile(self):
-    """Returns a path to a working configuration file."""
-    return os.path.join(self.temp_dir, 'good_model_config.conf')
-
-  def _GetBadModelConfigFile(self):
-    """Returns a path to a improperly formatted configuration file."""
-    return os.path.join(self.testdata_dir, 'bad_model_config.txt')
-
-  def _GetBatchingParametersFile(self):
-    """Returns a path to a batching configuration file."""
-    return os.path.join(self.testdata_dir, 'batching_config.txt')
-
-  def _GetModelMetadataFile(self):
-    """Returns a path to a sample model metadata file."""
-    return os.path.join(self.testdata_dir, 'half_plus_two_model_metadata.json')
-
-  def _GetMonitoringConfigFile(self):
-    """Returns a path to a monitoring configuration file."""
-    return os.path.join(self.testdata_dir, 'monitoring_config.txt')
-
-  def _VerifyModelSpec(self,
-                       actual_model_spec,
-                       exp_model_name,
-                       exp_signature_name,
-                       exp_version):
-    """Verifies model_spec matches expected model name, signature, version.
-
-    Args:
-      actual_model_spec: An instance of ModelSpec proto.
-      exp_model_name: A string that represents expected model name.
-      exp_signature_name: A string that represents expected signature.
-      exp_version: An integer that represents expected version.
-
-    Returns:
-      None.
-    """
-    self.assertEqual(actual_model_spec.name, exp_model_name)
-    self.assertEqual(actual_model_spec.signature_name, exp_signature_name)
-    self.assertEqual(actual_model_spec.version.value, exp_version)
-
   def testGetModelStatus(self):
     """Test ModelService.GetModelStatus implementation."""
     model_path = self._GetSavedModelBundlePath()
@@ -490,48 +195,10 @@ def testMultiInference(self):
                             request.tasks[i].model_spec.signature_name,
                             self._GetModelVersion(model_path))
 
-  def _TestPredict(
-      self,
-      model_path,
-      batching_parameters_file=None,
-      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
-    """Helper method to test prediction.
-
-    Args:
-      model_path:      Path to the model on disk.
-      batching_parameters_file: Batching parameters file to use (if None
-                                batching is not enabled).
-      signature_name: Signature name to expect in the PredictResponse.
-    """
-    model_server_address = TensorflowModelServerTest.RunServer(
-        'default',
-        model_path,
-        batching_parameters_file=batching_parameters_file)[1]
-    expected_version = self._GetModelVersion(model_path)
-    self.VerifyPredictRequest(model_server_address, expected_output=3.0,
-                              expected_version=expected_version,
-                              signature_name=signature_name)
-    self.VerifyPredictRequest(
-        model_server_address, expected_output=3.0, specify_output=False,
-        expected_version=expected_version, signature_name=signature_name)
-
-  def testPredictBatching(self):
-    """Test PredictionService.Predict implementation with SessionBundle."""
-    self._TestPredict(
-        self._GetSessionBundlePath(),
-        batching_parameters_file=self._GetBatchingParametersFile())
-
   def testPredictSavedModel(self):
     """Test PredictionService.Predict implementation with SavedModel."""
     self._TestPredict(self._GetSavedModelBundlePath())
 
-  def testPredictUpconvertedSavedModel(self):
-    """Test PredictionService.Predict implementation.
-
-    Using a SessionBundle converted to a SavedModel.
-    """
-    self._TestPredict(self._GetSessionBundlePath())
-
   def _TestBadModel(self):
     """Helper method to test against a bad model export."""
     # Both SessionBundle and SavedModel use the same bad model path, but in the
@@ -727,7 +394,7 @@ def testClassifyREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, json_req)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -747,7 +414,7 @@ def testRegressREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, json_req)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -767,7 +434,7 @@ def testPredictREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, json_req)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -787,7 +454,7 @@ def testPredictColumnarREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, json_req)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, json_req)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -806,7 +473,7 @@ def testGetStatusREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, None)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, None)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -835,7 +502,7 @@ def testGetModelMetadataREST(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, None)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, None)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -849,8 +516,9 @@ def testGetModelMetadataREST(self):
         # sort. In this case, the "metadata" does not have any ordering making
         # the sort OK (and the test robust).
         self.assertEqual(
-            SortedObject(json.loads(resp_data)),
-            SortedObject(expected_metadata))
+            tensorflow_model_server_test_base.SortedObject(
+                json.loads(resp_data)),
+            tensorflow_model_server_test_base.SortedObject(expected_metadata))
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -868,7 +536,7 @@ def testPrometheusEndpoint(self):
     # Send request
     resp_data = None
     try:
-      resp_data = CallREST(url, None)
+      resp_data = tensorflow_model_server_test_base.CallREST(url, None)
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
 
@@ -972,7 +640,7 @@ def test_distrat_sequential_keras_saved_model_save(self):
     # You need to call SetVirtualCpus in test setUp with the maximum value
     # needed in any test if you use this in multiple tests. For now this is the
     # only test using this functionality.
-    SetVirtualCpus(2)
+    tensorflow_model_server_test_base.SetVirtualCpus(2)
     strategy = tf.distribute.MirroredStrategy(devices=('/cpu:0', '/cpu:1'))
     with strategy.scope():
       model = tf.keras.models.Sequential()
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 60b7e6e0621..2462e310d33 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -109,3 +109,22 @@ serving_proto_library(
         "//visibility:public",
     ],
 )
+
+py_library(
+    name = "tensorflow_model_server_test_base",
+    srcs = ["tensorflow_model_server_test_base.py"],
+    srcs_version = "PY2AND3",
+    tags = [
+        "noasan",  # b/136281879
+        "notsan",
+    ],
+    deps = [
+        "//tensorflow_serving/apis:predict_proto_py_pb2",
+        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+        "@org_tensorflow//tensorflow/core:protos_all_py",
+        "@org_tensorflow//tensorflow/python:platform",
+        "@org_tensorflow//tensorflow/python/saved_model:signature_constants",
+        "@six_archive//:six",
+    ],
+)
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
new file mode 100644
index 00000000000..51bfea651bd
--- /dev/null
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -0,0 +1,370 @@
+# Copyright 2016 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+"""Tests for tensorflow_model_server."""
+
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import atexit
+import json
+import os
+import shlex
+import socket
+import subprocess
+import time
+
+# This is a placeholder for a Google-internal import.
+
+import grpc
+from six.moves import range
+from six.moves import urllib
+import tensorflow as tf
+
+from tensorflow.core.framework import types_pb2
+from tensorflow.python.eager import context
+from tensorflow.python.framework import config as device_config
+from tensorflow.python.platform import flags
+from tensorflow.python.saved_model import signature_constants
+from tensorflow_serving.apis import predict_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
+
+FLAGS = flags.FLAGS
+
+RPC_TIMEOUT = 5.0
+HTTP_REST_TIMEOUT_MS = 5000
+CHANNEL_WAIT_TIMEOUT = 5.0
+WAIT_FOR_SERVER_READY_INT_SECS = 60
+GRPC_SOCKET_PATH = '/tmp/tf-serving.sock'
+
+
+def SetVirtualCpus(num_virtual_cpus):
+  """Create virtual CPU devices if they haven't yet been created."""
+  if num_virtual_cpus < 1:
+    raise ValueError('`num_virtual_cpus` must be at least 1 not %r' %
+                     (num_virtual_cpus,))
+  physical_devices = device_config.list_physical_devices('CPU')
+  if not physical_devices:
+    raise RuntimeError('No CPUs found')
+  configs = device_config.get_virtual_device_configuration(physical_devices[0])
+  if configs is None:
+    virtual_devices = [context.VirtualDeviceConfiguration()
+                       for _ in range(num_virtual_cpus)]
+    device_config.set_virtual_device_configuration(
+        physical_devices[0], virtual_devices)
+  else:
+    if len(configs) < num_virtual_cpus:
+      raise RuntimeError('Already configured with %d < %d virtual CPUs' %
+                         (len(configs), num_virtual_cpus))
+
+
+def PickUnusedPort():
+  s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM)
+  s.bind(('', 0))
+  port = s.getsockname()[1]
+  s.close()
+  return port
+
+
+def WaitForServerReady(port):
+  """Waits for a server on the localhost to become ready."""
+  for _ in range(0, WAIT_FOR_SERVER_READY_INT_SECS):
+    time.sleep(1)
+    request = predict_pb2.PredictRequest()
+    request.model_spec.name = 'intentionally_missing_model'
+
+    try:
+      # Send empty request to missing model
+      channel = grpc.insecure_channel('localhost:{}'.format(port))
+      stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
+      stub.Predict(request, RPC_TIMEOUT)
+    except grpc.RpcError as error:
+      # Missing model error will have details containing 'Servable'
+      if 'Servable' in error.details():
+        print('Server is ready')
+        break
+
+
+def CallREST(url, req, max_attempts=60):
+  """Returns HTTP response body from a REST API call."""
+  for attempt in range(max_attempts):
+    try:
+      print('Attempt {}: Sending request to {} with data:\n{}'.format(
+          attempt, url, req))
+      json_data = json.dumps(req).encode('utf-8') if req is not None else None
+      resp = urllib.request.urlopen(urllib.request.Request(url, data=json_data))
+      resp_data = resp.read()
+      print('Received response:\n{}'.format(resp_data))
+      resp.close()
+      return resp_data
+    except Exception as e:  # pylint: disable=broad-except
+      print('Failed attempt {}. Error: {}'.format(attempt, e))
+      if attempt == max_attempts - 1:
+        raise
+      print('Retrying...')
+      time.sleep(1)
+
+
+def SortedObject(obj):
+  """Returns sorted object (with nested list/dictionaries)."""
+  if isinstance(obj, dict):
+    return sorted((k, SortedObject(v)) for k, v in obj.items())
+  if isinstance(obj, list):
+    return sorted(SortedObject(x) for x in obj)
+  if isinstance(obj, tuple):
+    return list(sorted(SortedObject(x) for x in obj))
+  else:
+    return obj
+
+
+class TensorflowModelServerTestBase(tf.test.TestCase):
+  """This class defines integration test cases for tensorflow_model_server."""
+
+  @staticmethod
+  def __TestSrcDirPath(relative_path=''):
+    return os.path.join(os.environ['TEST_SRCDIR'],
+                        'tf_serving/tensorflow_serving', relative_path)
+
+  @staticmethod
+  def GetArgsKey(*args, **kwargs):
+    return args + tuple(sorted(kwargs.items()))
+
+  # Maps string key -> 2-tuple of 'host:port' string.
+  model_servers_dict = {}
+
+  @staticmethod
+  def RunServer(model_name,
+                model_path,
+                model_type='tf',
+                model_config_file=None,
+                monitoring_config_file=None,
+                batching_parameters_file=None,
+                grpc_channel_arguments='',
+                wait_for_server_ready=True,
+                pipe=None,
+                model_config_file_poll_period=None):
+    """Run tensorflow_model_server using test config.
+
+    A unique instance of server is started for each set of arguments.
+    If called with same arguments, handle to an existing server is
+    returned.
+
+    Args:
+      model_name: Name of model.
+      model_path: Path to model.
+      model_type: Type of model TensorFlow ('tf') or TF Lite ('tflite').
+      model_config_file: Path to model config file.
+      monitoring_config_file: Path to the monitoring config file.
+      batching_parameters_file: Path to batching parameters.
+      grpc_channel_arguments: Custom gRPC args for server.
+      wait_for_server_ready: Wait for gRPC port to be ready.
+      pipe: subpipe.PIPE object to read stderr from server.
+      model_config_file_poll_period: Period for polling the
+      filesystem to discover new model configs.
+
+    Returns:
+      3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
+
+    Raises:
+      ValueError: when both model_path and config_file is empty.
+    """
+    args_key = TensorflowModelServerTestBase.GetArgsKey(**locals())
+    if args_key in TensorflowModelServerTestBase.model_servers_dict:
+      return TensorflowModelServerTestBase.model_servers_dict[args_key]
+    port = PickUnusedPort()
+    rest_api_port = PickUnusedPort()
+    print(('Starting test server on port: {} for model_name: '
+           '{}/model_config_file: {}'.format(port, model_name,
+                                             model_config_file)))
+    command = os.path.join(
+        TensorflowModelServerTestBase.__TestSrcDirPath('model_servers'),
+        'tensorflow_model_server')
+    command += ' --port=' + str(port)
+    command += ' --rest_api_port=' + str(rest_api_port)
+    command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
+    command += ' --grpc_socket_path=' + GRPC_SOCKET_PATH
+
+    if model_config_file:
+      command += ' --model_config_file=' + model_config_file
+    elif model_path:
+      command += ' --model_name=' + model_name
+      command += ' --model_base_path=' + model_path
+    else:
+      raise ValueError('Both model_config_file and model_path cannot be empty!')
+
+    if model_type == 'tflite':
+      command += ' --use_tflite_model=true'
+
+    if monitoring_config_file:
+      command += ' --monitoring_config_file=' + monitoring_config_file
+
+    if model_config_file_poll_period is not None:
+      command += ' --model_config_file_poll_wait_seconds=' + str(
+          model_config_file_poll_period)
+
+    if batching_parameters_file:
+      command += ' --enable_batching'
+      command += ' --batching_parameters_file=' + batching_parameters_file
+    if grpc_channel_arguments:
+      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
+    print(command)
+    proc = subprocess.Popen(shlex.split(command), stderr=pipe)
+    atexit.register(proc.kill)
+    print('Server started')
+    if wait_for_server_ready:
+      WaitForServerReady(port)
+    hostports = (
+        proc,
+        'localhost:' + str(port),
+        'localhost:' + str(rest_api_port),
+    )
+    TensorflowModelServerTestBase.model_servers_dict[args_key] = hostports
+    return hostports
+
+  def VerifyPredictRequest(
+      self,
+      model_server_address,
+      expected_output,
+      expected_version,
+      model_name='default',
+      specify_output=True,
+      batch_input=False,
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+    """Send PredictionService.Predict request and verify output."""
+    print('Sending Predict request...')
+    # Prepare request
+    request = predict_pb2.PredictRequest()
+    request.model_spec.name = model_name
+    request.model_spec.signature_name = signature_name
+    request.inputs['x'].dtype = types_pb2.DT_FLOAT
+    request.inputs['x'].float_val.append(2.0)
+    dim = request.inputs['x'].tensor_shape.dim.add()
+    dim.size = 1
+    if batch_input:
+      request.inputs['x'].tensor_shape.dim.add().size = 1
+
+    if specify_output:
+      request.output_filter.append('y')
+    # Send request
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
+    result = stub.Predict(request, RPC_TIMEOUT)  # 5 secs timeout
+    # Verify response
+    self.assertTrue('y' in result.outputs)
+    self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
+    self.assertEqual(1, len(result.outputs['y'].float_val))
+    self.assertEqual(expected_output, result.outputs['y'].float_val[0])
+    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
+                          signature_name, expected_version)
+
+  def _GetSavedModelBundlePath(self):
+    """Returns a path to a model in SavedModel format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_cpu')
+
+  def _GetModelVersion(self, model_path):
+    """Returns version of SavedModel/SessionBundle in given path.
+
+    This method assumes there is exactly one directory with an 'int' valued
+    directory name under `model_path`.
+
+    Args:
+      model_path: A string representing path to the SavedModel/SessionBundle.
+
+    Returns:
+      version of SavedModel/SessionBundle in given path.
+    """
+    return int(os.listdir(model_path)[0])
+
+  def _GetSavedModelHalfPlusThreePath(self):
+    """Returns a path to a half_plus_three model in SavedModel format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
+
+  def _GetTfLiteModelPath(self):
+    """Returns a path to a model in TF Lite format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_tflite')
+
+  def _GetSessionBundlePath(self):
+    """Returns a path to a model in SessionBundle format."""
+    return os.path.join(self.testdata_dir, 'half_plus_two')
+
+  def _GetGoodModelConfigTemplate(self):
+    """Returns a path to a working configuration file template."""
+    return os.path.join(self.testdata_dir, 'good_model_config.txt')
+
+  def _GetGoodModelConfigFile(self):
+    """Returns a path to a working configuration file."""
+    return os.path.join(self.temp_dir, 'good_model_config.conf')
+
+  def _GetBadModelConfigFile(self):
+    """Returns a path to a improperly formatted configuration file."""
+    return os.path.join(self.testdata_dir, 'bad_model_config.txt')
+
+  def _GetBatchingParametersFile(self):
+    """Returns a path to a batching configuration file."""
+    return os.path.join(self.testdata_dir, 'batching_config.txt')
+
+  def _GetModelMetadataFile(self):
+    """Returns a path to a sample model metadata file."""
+    return os.path.join(self.testdata_dir, 'half_plus_two_model_metadata.json')
+
+  def _GetMonitoringConfigFile(self):
+    """Returns a path to a monitoring configuration file."""
+    return os.path.join(self.testdata_dir, 'monitoring_config.txt')
+
+  def _VerifyModelSpec(self,
+                       actual_model_spec,
+                       exp_model_name,
+                       exp_signature_name,
+                       exp_version):
+    """Verifies model_spec matches expected model name, signature, version.
+
+    Args:
+      actual_model_spec: An instance of ModelSpec proto.
+      exp_model_name: A string that represents expected model name.
+      exp_signature_name: A string that represents expected signature.
+      exp_version: An integer that represents expected version.
+
+    Returns:
+      None.
+    """
+    self.assertEqual(actual_model_spec.name, exp_model_name)
+    self.assertEqual(actual_model_spec.signature_name, exp_signature_name)
+    self.assertEqual(actual_model_spec.version.value, exp_version)
+
+  def _TestPredict(
+      self,
+      model_path,
+      batching_parameters_file=None,
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+    """Helper method to test prediction.
+
+    Args:
+      model_path:      Path to the model on disk.
+      batching_parameters_file: Batching parameters file to use (if None
+                                batching is not enabled).
+      signature_name: Signature name to expect in the PredictResponse.
+    """
+    model_server_address = TensorflowModelServerTestBase.RunServer(
+        'default',
+        model_path,
+        batching_parameters_file=batching_parameters_file)[1]
+    expected_version = self._GetModelVersion(model_path)
+    self.VerifyPredictRequest(model_server_address, expected_output=3.0,
+                              expected_version=expected_version,
+                              signature_name=signature_name)
+    self.VerifyPredictRequest(
+        model_server_address, expected_output=3.0, specify_output=False,
+        expected_version=expected_version, signature_name=signature_name)
diff --git a/tensorflow_serving/oss_or_google.bzl b/tensorflow_serving/oss_or_google.bzl
new file mode 100644
index 00000000000..7e348f17266
--- /dev/null
+++ b/tensorflow_serving/oss_or_google.bzl
@@ -0,0 +1,38 @@
+"""
+Module for build utilities to distiguish different build environment.
+"""
+
+# Whether the compilation environment is open source environment.
+is_oss = True
+
+# Helper build function.
+# Returns the input if is_oss is true.
+# Returns empty list otherwise.
+def if_oss(a):
+    if is_oss:
+        return a
+    else:
+        return []
+
+# Helper build function.
+# Returns the input if is_oss is false.
+# Returns empty list otherwise.
+def if_google(a):
+    if is_oss:
+        return []
+    else:
+        return a
+
+# cc_test that is only run in open source environment.
+def oss_only_cc_test(name, srcs = [], deps = [], data = [], size = "medium", linkstatic = 0):
+    if is_oss:
+        return native.cc_test(
+            name = name,
+            deps = deps,
+            srcs = srcs,
+            data = data,
+            size = size,
+            linkstatic = linkstatic,
+        )
+    else:
+        return None
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d8b9d62d1af..2701e51ece7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -62,7 +62,10 @@ cc_test(
     name = "bundle_factory_util_test",
     size = "medium",
     srcs = ["bundle_factory_util_test.cc"],
-    data = ["@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two"],
+    data = [
+        "//tensorflow_serving/session_bundle:session_bundle_half_plus_two",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
     deps = [
         ":bundle_factory_test_util",
         ":bundle_factory_util",
@@ -70,10 +73,10 @@ cc_test(
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
@@ -130,8 +133,7 @@ cc_library(
         ":session_bundle_config_proto",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/resources:resources_proto",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -139,27 +141,6 @@ cc_library(
     ],
 )
 
-cc_test(
-    name = "session_bundle_factory_test",
-    size = "medium",
-    srcs = ["session_bundle_factory_test.cc"],
-    data = ["@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two"],
-    deps = [
-        ":bundle_factory_test",
-        ":bundle_factory_test_util",
-        ":session_bundle_config_proto",
-        ":session_bundle_factory",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
-
 cc_library(
     name = "saved_model_bundle_factory",
     srcs = ["saved_model_bundle_factory.cc"],
@@ -175,10 +156,10 @@ cc_library(
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -192,8 +173,8 @@ cc_test(
     srcs = ["saved_model_bundle_factory_test.cc"],
     data = [
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/session_bundle:session_bundle_half_plus_two",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two",
     ],
     deps = [
         ":bundle_factory_test",
@@ -226,36 +207,12 @@ cc_library(
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/util:optional",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
     ],
     alwayslink = 1,
 )
 
-cc_test(
-    name = "session_bundle_source_adapter_test",
-    size = "medium",
-    srcs = ["session_bundle_source_adapter_test.cc"],
-    data = ["@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two"],
-    # Link in all registered kernels.
-    linkstatic = 1,
-    deps = [
-        ":bundle_factory_test_util",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter",
-        ":session_bundle_source_adapter_proto",
-        "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/core:servable_data",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/resources:resources_proto",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
-
 cc_library(
     name = "saved_model_bundle_source_adapter",
     srcs = ["saved_model_bundle_source_adapter.cc"],
@@ -287,8 +244,8 @@ cc_test(
     size = "medium",
     srcs = ["saved_model_bundle_source_adapter_test.cc"],
     data = [
+        "//tensorflow_serving/session_bundle:session_bundle_half_plus_two",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_half_plus_two",
     ],
     # Link in all registered kernels.
     linkstatic = 1,
@@ -303,6 +260,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/resources:resources_proto",
         "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
@@ -482,12 +440,44 @@ cc_library(
         "//tensorflow_serving/apis:predict_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
+cc_test(
+    name = "predict_impl_test",
+    size = "medium",
+    srcs = ["predict_impl_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
+        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":predict_impl",
+        ":saved_model_bundle_source_adapter_proto",
+        ":session_bundle_config_proto",
+        ":session_bundle_source_adapter_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
+
 cc_library(
     name = "predict_util",
     srcs = ["predict_util.cc"],
@@ -501,8 +491,6 @@ cc_library(
         "//tensorflow_serving/util:optional",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:signature",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
@@ -534,10 +522,10 @@ cc_test(
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
@@ -554,8 +542,6 @@ cc_library(
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -585,50 +571,17 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
 
-cc_test(
-    name = "predict_impl_test",
-    size = "medium",
-    srcs = ["predict_impl_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
-        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
-    deps = [
-        ":predict_impl",
-        ":saved_model_bundle_source_adapter_proto",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
-
 cc_library(
     name = "classifier",
     srcs = ["classifier.cc"],
@@ -642,11 +595,10 @@ cc_library(
         "//tensorflow_serving/apis:classifier",
         "//tensorflow_serving/apis:input_proto",
         "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_lite",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:signature_lite",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -664,12 +616,10 @@ cc_test(
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
         "@com_google_protobuf//:protobuf_lite",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -691,8 +641,6 @@ cc_library(
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/servables/tensorflow:util",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:signature",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -733,8 +681,6 @@ cc_library(
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/servables/tensorflow:util",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:signature",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -774,11 +720,10 @@ cc_library(
         "//tensorflow_serving/apis:model_proto",
         "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/apis:regressor",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:session_bundle_lite",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:signature_lite",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -796,11 +741,10 @@ cc_test(
         "//tensorflow_serving/apis:regression_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
         "@com_google_protobuf//:protobuf_lite",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:bundle_shim",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -824,7 +768,6 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:util",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -978,7 +921,6 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:manifest_proto_cc",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index 7065539cce6..c60f0c0b56f 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -45,7 +45,7 @@ string GetTestSavedModelPath() {
 }
 
 string GetTestSessionBundleExportPath() {
-  return test_util::ContribTestSrcDirPath(kTestSessionBundleExportPath);
+  return test_util::TestSrcDirPath(kTestSessionBundleExportPath);
 }
 
 string GetTestTfLiteModelPath() {
@@ -58,6 +58,15 @@ std::vector<string> GetTestSessionBundleExportFiles() {
           tensorflow::io::JoinPath(dir, "export-00000-of-00001")};
 }
 
+std::vector<string> GetTestSavedModelBundleExportFiles() {
+  const string dir = GetTestSavedModelPath();
+  return {
+      tensorflow::io::JoinPath(dir, "saved_model.pb"),
+      tensorflow::io::JoinPath(dir, "assets/foo.txt"),
+      tensorflow::io::JoinPath(dir, "variables/variables.index"),
+      tensorflow::io::JoinPath(dir, "variables/variables.data-00000-of-00001")};
+}
+
 uint64 GetTotalFileSize(const std::vector<string>& files) {
   uint64 total_file_size = 0;
   for (const string& file : files) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index a2d31186284..2b151aefe71 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -39,6 +39,10 @@ string GetTestTfLiteModelPath();
 // two model.
 std::vector<string> GetTestSessionBundleExportFiles();
 
+// Returns the paths of the files of the SavedModel Bundle export for the half
+// plus two model.
+std::vector<string> GetTestSavedModelBundleExportFiles();
+
 // Returns the total size of the given files. Requires the files to exist.
 uint64 GetTotalFileSize(const std::vector<string>& files);
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 31fd46afd5d..1c4f52503b8 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -36,6 +35,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/test_util/mock_file_probing_env.h"
 
@@ -52,8 +52,7 @@ using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
 class BundleFactoryUtilTest : public ::testing::Test {
  protected:
-  BundleFactoryUtilTest()
-      : export_dir_(test_util::GetTestSessionBundleExportPath()) {}
+  BundleFactoryUtilTest() : export_dir_(test_util::GetTestSavedModelPath()) {}
 
   virtual ~BundleFactoryUtilTest() = default;
 
@@ -86,23 +85,17 @@ TEST_F(BundleFactoryUtilTest, GetRunOptions) {
 }
 
 TEST_F(BundleFactoryUtilTest, WrapSession) {
-  // Create a SessionBundle and wrap the session.
-  // TODO(b/32248363): use SavedModelBundle instead of SessionBundle when we
-  // switch the Model Server to use Saved Model.
-  SessionBundle bundle;
-  TF_ASSERT_OK(LoadSessionBundleFromPathUsingRunOptions(
-      SessionOptions(), RunOptions(), export_dir_, &bundle));
+  SavedModelBundle bundle;
+  TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(), export_dir_,
+                              {"serve"}, &bundle));
   TF_ASSERT_OK(WrapSession(&bundle.session));
   test_util::TestSingleRequest(bundle.session.get());
 }
 
 TEST_F(BundleFactoryUtilTest, WrapSessionForBatching) {
-  // Create a SessionBundle.
-  // TODO(b/32248363): use SavedModelBundle instead of SessionBundle when we
-  // switch the Model Server to use Saved Model.
-  SessionBundle bundle;
-  TF_ASSERT_OK(LoadSessionBundleFromPathUsingRunOptions(
-      SessionOptions(), RunOptions(), export_dir_, &bundle));
+  SavedModelBundle bundle;
+  TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(), export_dir_,
+                              {"serve"}, &bundle));
 
   // Create BatchingParameters and batch scheduler.
   BatchingParameters batching_params;
@@ -140,8 +133,8 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithBadExport) {
 }
 
 TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithGoodExport) {
-  const double kTotalFileSize =
-      test_util::GetTotalFileSize(test_util::GetTestSessionBundleExportFiles());
+  const double kTotalFileSize = test_util::GetTotalFileSize(
+      test_util::GetTestSavedModelBundleExportFiles());
   ResourceAllocation expected =
       test_util::GetExpectedResourceEstimate(kTotalFileSize);
 
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index 767280560f1..09028d79324 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -17,8 +17,6 @@ limitations under the License.
 
 #include <memory>
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/tracing.h"
 #include "tensorflow_serving/apis/classifier.h"
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 616840e07eb..ae65699441c 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/classifier.h"
 
 #include <stddef.h>
+
 #include <algorithm>
 #include <functional>
 #include <memory>
@@ -23,7 +24,6 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -36,6 +36,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -76,8 +77,8 @@ class TensorFlowClassifier : public ClassifierInterface {
       scores.reset(new Tensor);
     }
 
-    TF_RETURN_IF_ERROR(RunClassification(*signature_, input_tensor, session_,
-                                         classes.get(), scores.get()));
+    TF_RETURN_IF_ERROR(session_bundle::RunClassification(
+        *signature_, input_tensor, session_, classes.get(), scores.get()));
 
     // Validate classes output Tensor.
     if (classes) {
@@ -206,8 +207,8 @@ class SessionBundleClassifier : public ClassifierInterface {
     // TODO(b/26220896): Move TensorFlowClassifier creation to construction
     // time.
     ClassificationSignature signature;
-    TF_RETURN_IF_ERROR(
-        GetClassificationSignature(bundle_->meta_graph_def, &signature));
+    TF_RETURN_IF_ERROR(session_bundle::GetClassificationSignature(
+        bundle_->meta_graph_def, &signature));
 
     TensorFlowClassifier classifier(bundle_->session.get(), &signature);
     return classifier.Classify(request, result);
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index 14b203b7500..04f24fe4ea6 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -21,9 +21,9 @@ limitations under the License.
 #include <memory>
 
 #include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/classifier.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 4dc7df9a3cf..1e29c02c9c7 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -22,9 +22,6 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
-#include "tensorflow/contrib/session_bundle/manifest.pb.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -37,8 +34,10 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -245,41 +244,101 @@ void AddNamedSignature(const string& input_tensor_name,
           signature_name, named_signature));
 }
 
+// Add a named signature to the mutable meta_graph_def* parameter.
+// If is_classification is false, will add a regression signature, which is
+// invalid in classification requests.
+void AddNamedSignatureToSavedModelBundle(
+    const string& input_tensor_name, const string& output_scores_tensor_name,
+    const string& signature_name, const bool is_classification,
+    tensorflow::MetaGraphDef* meta_graph_def) {
+  auto* signature_defs = meta_graph_def->mutable_signature_def();
+  SignatureDef sig_def;
+  TensorInfo input_tensor_info;
+  input_tensor_info.set_name(input_tensor_name);
+  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+  TensorInfo scores_tensor_info;
+  scores_tensor_info.set_name(output_scores_tensor_name);
+  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+  string methond_name = "tensorflow/serving/regress";
+  if (is_classification) {
+    TensorInfo class_tensor_info;
+    class_tensor_info.set_name(kClassTensor);
+    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+
+    methond_name = "tensorflow/serving/classify";
+  }
+  sig_def.set_method_name(methond_name);
+  (*signature_defs)[signature_name] = sig_def;
+}
+
 // Parameter is 'bool use_saved_model'.
 class ClassifierTest : public ::testing::TestWithParam<bool> {
  public:
   void SetUp() override {
-    bundle_.reset(new SessionBundle);
-    meta_graph_def_ = &bundle_->meta_graph_def;
-    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
     if (!UseSavedModel()) {
+      bundle_.reset(new SessionBundle);
+      meta_graph_def_ = &bundle_->meta_graph_def;
+      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
       // For SessionBundle we don't propagate the timeout.
       expected_timeout = nullopt;
+      fake_session_ = new FakeSession(expected_timeout);
+      bundle_->session.reset(fake_session_);
+
+      // Setup some defaults for our signature.
+      tensorflow::serving::Signatures signatures;
+      auto signature = signatures.mutable_default_signature()
+                           ->mutable_classification_signature();
+      signature->mutable_input()->set_tensor_name(kInputTensor);
+      signature->mutable_classes()->set_tensor_name(kClassTensor);
+      signature->mutable_scores()->set_tensor_name(kScoreTensor);
+
+      AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
+                        kOutputPlusOneSignature, true /* is_classification */,
+                        &signatures);
+      AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
+                        kInvalidNamedSignature, false /* is_classification */,
+                        &signatures);
+
+      // Add a named signature where the output is not valid.
+      AddNamedSignature(kInputTensor, kImproperlySizedScoresTensor,
+                        kImproperlySizedScoresSignature,
+                        true /* is_classification */, &signatures);
+      TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+          signatures, meta_graph_def_));
+    } else {
+      saved_model_bundle_.reset(new SavedModelBundle);
+      meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
+      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+      fake_session_ = new FakeSession(expected_timeout);
+      saved_model_bundle_->session.reset(fake_session_);
+
+      auto* signature_defs = meta_graph_def_->mutable_signature_def();
+      SignatureDef sig_def;
+      TensorInfo input_tensor_info;
+      input_tensor_info.set_name(kInputTensor);
+      (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+      TensorInfo class_tensor_info;
+      class_tensor_info.set_name(kClassTensor);
+      (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+      TensorInfo scores_tensor_info;
+      scores_tensor_info.set_name(kScoreTensor);
+      (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+      sig_def.set_method_name("tensorflow/serving/classify");
+      (*signature_defs)["serving_default"] = sig_def;
+
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kOutputPlusOneClassTensor, kOutputPlusOneSignature,
+          true /* is_classification */, meta_graph_def_);
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kOutputPlusOneClassTensor, kInvalidNamedSignature,
+          false /* is_classification */, meta_graph_def_);
+
+      // Add a named signature where the output is not valid.
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kImproperlySizedScoresTensor,
+          kImproperlySizedScoresSignature, true /* is_classification */,
+          meta_graph_def_);
     }
-    fake_session_ = new FakeSession(expected_timeout);
-    bundle_->session.reset(fake_session_);
-
-    // Setup some defaults for our signature.
-    tensorflow::serving::Signatures signatures;
-    auto signature = signatures.mutable_default_signature()
-                         ->mutable_classification_signature();
-    signature->mutable_input()->set_tensor_name(kInputTensor);
-    signature->mutable_classes()->set_tensor_name(kClassTensor);
-    signature->mutable_scores()->set_tensor_name(kScoreTensor);
-
-    AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
-                      kOutputPlusOneSignature, true /* is_classification */,
-                      &signatures);
-    AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
-                      kInvalidNamedSignature, false /* is_classification */,
-                      &signatures);
-
-    // Add a named signature where the output is not valid.
-    AddNamedSignature(kInputTensor, kImproperlySizedScoresTensor,
-                      kImproperlySizedScoresSignature,
-                      true /* is_classification */, &signatures);
-    TF_ASSERT_OK(
-        tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
   }
 
  protected:
@@ -305,8 +364,8 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
   Status Create() {
     if (UseSavedModel()) {
       std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      TF_RETURN_IF_ERROR(internal::ConvertSessionBundleToSavedModelBundle(
-          *bundle_, saved_model.get()));
+      saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
+      saved_model->session = std::move(saved_model_bundle_->session);
       return CreateClassifierFromSavedModelBundle(
           GetRunOptions(), std::move(saved_model), &classifier_);
     } else {
@@ -324,6 +383,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
   std::unique_ptr<SessionBundle> bundle_;
+  std::unique_ptr<SavedModelBundle> saved_model_bundle_;
 
   // Classifier valid after calling create.
   std::unique_ptr<ClassifierInterface> classifier_;
@@ -362,11 +422,9 @@ TEST_P(ClassifierTest, ExampleList) {
                                    " } "));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -424,11 +482,9 @@ TEST_P(ClassifierTest, ExampleListWithContext) {
 
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -488,11 +544,9 @@ TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
 
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -518,13 +572,27 @@ TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
 }
 
 TEST_P(ClassifierTest, ClassesOnly) {
-  tensorflow::serving::Signatures signatures;
-  auto signature = signatures.mutable_default_signature()
-                       ->mutable_classification_signature();
-  signature->mutable_input()->set_tensor_name(kInputTensor);
-  signature->mutable_classes()->set_tensor_name(kClassTensor);
-  // No scores Tensor.
-  TF_ASSERT_OK(tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
+  if (UseSavedModel()) {
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(kInputTensor);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo class_tensor_info;
+    class_tensor_info.set_name(kClassTensor);
+    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+    sig_def.set_method_name("tensorflow/serving/classify");
+    (*signature_defs)["serving_default"] = sig_def;
+  } else {
+    tensorflow::serving::Signatures signatures;
+    auto signature = signatures.mutable_default_signature()
+                         ->mutable_classification_signature();
+    signature->mutable_input()->set_tensor_name(kInputTensor);
+    signature->mutable_classes()->set_tensor_name(kClassTensor);
+    // No scores Tensor.
+    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+        signatures, meta_graph_def_));
+  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -549,11 +617,9 @@ TEST_P(ClassifierTest, ClassesOnly) {
                                    " } "));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -575,13 +641,28 @@ TEST_P(ClassifierTest, ClassesOnly) {
 }
 
 TEST_P(ClassifierTest, ScoresOnly) {
-  tensorflow::serving::Signatures signatures;
-  auto signature = signatures.mutable_default_signature()
-                       ->mutable_classification_signature();
-  signature->mutable_input()->set_tensor_name(kInputTensor);
-  // No classes Tensor.
-  signature->mutable_scores()->set_tensor_name(kScoreTensor);
-  TF_ASSERT_OK(tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
+  if (UseSavedModel()) {
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(kInputTensor);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo scores_tensor_info;
+    scores_tensor_info.set_name(kScoreTensor);
+    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+    sig_def.set_method_name("tensorflow/serving/classify");
+    (*signature_defs)["serving_default"] = sig_def;
+
+  } else {
+    tensorflow::serving::Signatures signatures;
+    auto signature = signatures.mutable_default_signature()
+                         ->mutable_classification_signature();
+    signature->mutable_input()->set_tensor_name(kInputTensor);
+    // No classes Tensor.
+    signature->mutable_scores()->set_tensor_name(kScoreTensor);
+    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+        signatures, meta_graph_def_));
+  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -606,11 +687,9 @@ TEST_P(ClassifierTest, ScoresOnly) {
                                    " } "));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -632,13 +711,27 @@ TEST_P(ClassifierTest, ScoresOnly) {
 }
 
 TEST_P(ClassifierTest, ZeroScoresArePresent) {
-  tensorflow::serving::Signatures signatures;
-  auto signature = signatures.mutable_default_signature()
-                       ->mutable_classification_signature();
-  signature->mutable_input()->set_tensor_name(kInputTensor);
-  // No classes Tensor.
-  signature->mutable_scores()->set_tensor_name(kScoreTensor);
-  TF_ASSERT_OK(tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
+  if (UseSavedModel()) {
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(kInputTensor);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo scores_tensor_info;
+    scores_tensor_info.set_name(kScoreTensor);
+    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+    sig_def.set_method_name("tensorflow/serving/classify");
+    (*signature_defs)["serving_default"] = sig_def;
+  } else {
+    tensorflow::serving::Signatures signatures;
+    auto signature = signatures.mutable_default_signature()
+                         ->mutable_classification_signature();
+    signature->mutable_input()->set_tensor_name(kInputTensor);
+    // No classes Tensor.
+    signature->mutable_scores()->set_tensor_name(kScoreTensor);
+    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+        signatures, meta_graph_def_));
+  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -657,11 +750,9 @@ TEST_P(ClassifierTest, ZeroScoresArePresent) {
 
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     // Parse the protos and compare the results with expected scores.
     ASSERT_EQ(response.result().classifications_size(), 1);
@@ -731,11 +822,9 @@ TEST_P(ClassifierTest, ValidNamedSignature) {
   }
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunClassify(GetRunOptions(),
+                             saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" classifications { "
                                                "   classes { "
@@ -800,12 +889,9 @@ TEST_P(ClassifierTest, InvalidNamedSignature) {
   }
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -832,12 +918,9 @@ TEST_P(ClassifierTest, MalformedScores) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -845,9 +928,16 @@ TEST_P(ClassifierTest, MalformedScores) {
 }
 
 TEST_P(ClassifierTest, MissingClassificationSignature) {
-  tensorflow::serving::Signatures signatures;
-  signatures.mutable_default_signature();
-  TF_ASSERT_OK(tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
+  if (UseSavedModel()) {
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    (*signature_defs)["serving_default"] = sig_def;
+  } else {
+    tensorflow::serving::Signatures signatures;
+    signatures.mutable_default_signature();
+    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+        signatures, meta_graph_def_));
+  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -866,12 +956,9 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
   }
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -888,12 +975,9 @@ TEST_P(ClassifierTest, EmptyInput) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -911,12 +995,9 @@ TEST_P(ClassifierTest, EmptyExampleList) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -936,12 +1017,9 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                     fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -951,12 +1029,13 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
 
 TEST_P(ClassifierTest, RunsFails) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
   if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(
             ::testing::Return(errors::Internal("Run totally failed")));
   } else {
+    bundle_->session.reset(mock);
     EXPECT_CALL(*mock, Run(_, _, _, _))
         .WillRepeatedly(
             ::testing::Return(errors::Internal("Run totally failed")));
@@ -970,13 +1049,10 @@ TEST_P(ClassifierTest, RunsFails) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
   }
@@ -984,7 +1060,11 @@ TEST_P(ClassifierTest, RunsFails) {
 
 TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   // This Tensor only has one batch item but we will have two inputs.
   Tensor classes(DT_STRING, TensorShape({1, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
@@ -1009,13 +1089,10 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
   }
@@ -1023,7 +1100,11 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
 
 TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   // This Tensor is the wrong type for class.
   Tensor classes(DT_FLOAT, TensorShape({2, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
@@ -1049,13 +1130,10 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
               ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
@@ -1064,7 +1142,11 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
 
 TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor only has one batch item but we will have two inputs.
   Tensor scores(DT_FLOAT, TensorShape({1, 2}));
@@ -1089,13 +1171,10 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
   }
@@ -1103,7 +1182,11 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
 
 TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor is the wrong type for class.
   Tensor scores(DT_STRING, TensorShape({2, 2}));
@@ -1129,13 +1212,10 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
               ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
@@ -1144,7 +1224,11 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
 
 TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // Scores Tensor has three scores but classes only has two labels.
   Tensor scores(DT_FLOAT, TensorShape({2, 3}));
@@ -1172,13 +1256,10 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
           "Tensors class and score should match in dim_size(1). Got 2 vs. 3"));
   // Test RunClassify
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     ClassificationResponse response;
     const Status status =
-        RunClassify(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                    request_, &response);
+        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                    mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Tensors class and score should match in "
@@ -1187,8 +1268,9 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
 }
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, ClassifierTest, ::testing::Bool());
-
+INSTANTIATE_TEST_CASE_P(UseSavedModel, ClassifierTest,
+                        IsTensorflowServingOSS() ? ::testing::Values(true)
+                                                 : ::testing::Bool());
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 5b3ddf8e2d4..365ec20ddbe 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -22,8 +22,6 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow_serving/core/servable_handle.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index d0501fe2aee..907a32fe99d 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -25,8 +25,6 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/types.h"
@@ -43,6 +41,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -54,9 +53,11 @@ constexpr int kTestModelVersion = 123;
 class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
  public:
   static void SetUpTestSuite() {
-    const string session_bundle_path = test_util::TestSrcDirPath(
-        "/servables/tensorflow/testdata/half_plus_two");
-    TF_ASSERT_OK(CreateServerCore(session_bundle_path, false, &server_core_));
+    if (!IsTensorflowServingOSS()) {
+      const string session_bundle_path = test_util::TestSrcDirPath(
+          "/servables/tensorflow/testdata/half_plus_two");
+      TF_ASSERT_OK(CreateServerCore(session_bundle_path, false, &server_core_));
+    }
 
     const string saved_model_path = test_util::TensorflowTestSrcDirPath(
         "cc/saved_model/testdata/half_plus_two");
@@ -232,7 +233,8 @@ TEST_P(GetModelMetadataImplTest, ModelSpecOverride) {
 
 // Test all ClassifierTest test cases with both SessionBundle and SavedModel.
 INSTANTIATE_TEST_CASE_P(UseSavedModel, GetModelMetadataImplTest,
-                        ::testing::Bool());
+                        IsTensorflowServingOSS() ? ::testing::Values(true)
+                                                 : ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.h b/tensorflow_serving/servables/tensorflow/multi_inference.h
index 28e11914483..f84efdba10f 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.h
@@ -16,8 +16,9 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_H_
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/util/optional.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
index 9f31026a5f5..844a2d9c922 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
@@ -16,7 +16,6 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_HELPER_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_HELPER_H_
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
new file mode 100644
index 00000000000..fd00df33307
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -0,0 +1,52 @@
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+    features = ["-layering_check"],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
+
+oss_only_cc_test(
+    name = "session_bundle_factory_test",
+    size = "medium",
+    srcs = ["session_bundle_factory_test.cc"],
+    data = ["//tensorflow_serving/session_bundle:session_bundle_half_plus_two"],
+    deps = [
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_factory",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
+
+oss_only_cc_test(
+    name = "session_bundle_source_adapter_test",
+    size = "medium",
+    srcs = ["session_bundle_source_adapter_test.cc"],
+    data = ["//tensorflow_serving/session_bundle:session_bundle_half_plus_two"],
+    # Link in all registered kernels.
+    linkstatic = 1,
+    deps = [
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/core:servable_data",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
similarity index 77%
rename from tensorflow_serving/servables/tensorflow/session_bundle_factory_test.cc
rename to tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
index 06145856655..6b840f9529e 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/public/session.h"
@@ -45,7 +44,6 @@ class SessionBundleFactoryTest : public test_util::BundleFactoryTest {
 
   virtual ~SessionBundleFactoryTest() = default;
 
- private:
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
     std::unique_ptr<SessionBundleFactory> factory;
@@ -57,21 +55,16 @@ class SessionBundleFactoryTest : public test_util::BundleFactoryTest {
   }
 };
 
-TEST_F(SessionBundleFactoryTest, Basic) { TestBasic(); }
-
-TEST_F(SessionBundleFactoryTest, Batching) { TestBatching(); }
-
-TEST_F(SessionBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
-  const double kTotalFileSize =
-      test_util::GetTotalFileSize(test_util::GetTestSessionBundleExportFiles());
-  TestEstimateResourceRequirementWithGoodExport<SessionBundleFactory>(
-      kTotalFileSize);
+TEST_F(SessionBundleFactoryTest, Basic) {
+  const SessionBundleConfig config;
+  std::unique_ptr<Session> session;
+  Status status = CreateSession(config, &session);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
 }
 
-TEST_F(SessionBundleFactoryTest, RunOptions) { TestRunOptions(); }
-
-TEST_F(SessionBundleFactoryTest, RunOptionsError) { TestRunOptionsError(); }
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
similarity index 92%
rename from tensorflow_serving/servables/tensorflow/session_bundle_source_adapter_test.cc
rename to tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
index e83a7b87322..5d40737a443 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
@@ -22,7 +22,6 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/core/loader.h"
@@ -72,12 +71,11 @@ class SessionBundleSourceAdapterTest : public ::testing::Test {
     TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
     EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
 
-    TF_ASSERT_OK(loader->Load());
-
-    const SessionBundle* bundle = loader->servable().get<SessionBundle>();
-    test_util::TestSingleRequest(bundle->session.get());
-
-    loader->Unload();
+    Status status = loader->Load();
+    EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+    EXPECT_THAT(
+        status.ToString(),
+        ::testing::HasSubstr("Session Bundle is deprecated and removed."));
   }
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index f9cfb149bdb..430a17361f3 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -38,14 +39,16 @@ Status SessionBundlePredict(
     Session* session) {
   // Validate signatures.
   Signature signature;
-  TF_RETURN_IF_ERROR(GetNamedSignature("inputs", meta_graph_def, &signature));
+  TF_RETURN_IF_ERROR(
+      session_bundle::GetNamedSignature("inputs", meta_graph_def, &signature));
   if (!signature.has_generic_signature()) {
     return tensorflow::Status(
         tensorflow::error::INVALID_ARGUMENT,
         "'inputs' named signature is not a generic signature");
   }
   GenericSignature input_signature = signature.generic_signature();
-  TF_RETURN_IF_ERROR(GetNamedSignature("outputs", meta_graph_def, &signature));
+  TF_RETURN_IF_ERROR(
+      session_bundle::GetNamedSignature("outputs", meta_graph_def, &signature));
   if (!signature.has_generic_signature()) {
     return tensorflow::Status(
         tensorflow::error::INVALID_ARGUMENT,
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index cb66f82e8d6..f1c360ff215 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -18,7 +18,6 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
@@ -28,6 +27,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -43,20 +43,22 @@ const char kOutputTensorKey[] = "y";
 class PredictImplTest : public ::testing::TestWithParam<bool> {
  public:
   static void SetUpTestSuite() {
-    TF_ASSERT_OK(
-        CreateServerCore(test_util::TestSrcDirPath(
-                             "/servables/tensorflow/testdata/half_plus_two"),
-                         false, &server_core_));
-    const string bad_half_plus_two_path = test_util::TestSrcDirPath(
-        "/servables/tensorflow/testdata/bad_half_plus_two");
-    TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, false,
-                                  &server_core_bad_model_));
+    if (!IsTensorflowServingOSS()) {
+      TF_ASSERT_OK(
+          CreateServerCore(test_util::TestSrcDirPath(
+                               "/servables/tensorflow/testdata/half_plus_two"),
+                           false, &server_core_));
+      const string bad_half_plus_two_path = test_util::TestSrcDirPath(
+          "/servables/tensorflow/testdata/bad_half_plus_two");
+      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, false,
+                                    &server_core_bad_model_));
+      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
+                                    &saved_model_server_core_bad_model_));
+    }
 
     TF_ASSERT_OK(CreateServerCore(test_util::TensorflowTestSrcDirPath(
                                       "cc/saved_model/testdata/half_plus_two"),
                                   true, &saved_model_server_core_));
-    TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
-                                  &saved_model_server_core_bad_model_));
     TF_ASSERT_OK(CreateServerCore(
         test_util::TestSrcDirPath(
             "/servables/tensorflow/testdata/saved_model_counter"),
@@ -253,6 +255,10 @@ TEST_P(PredictImplTest, InputTensorsHaveWrongType) {
 }
 
 TEST_P(PredictImplTest, ModelMissingSignatures) {
+  if (GetParam()) {
+    // The test is only related to SessionBundle.
+    return;
+  }
   PredictRequest request;
   PredictResponse response;
 
@@ -507,7 +513,9 @@ TEST_P(PredictImplTest, ModelSpecOverride) {
 }
 
 // Test all PredictImplTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest, ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest,
+                        IsTensorflowServingOSS() ? ::testing::Values(true)
+                                                 : ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index f2df29132a1..977ea301afc 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -24,7 +24,6 @@ limitations under the License.
 #include "absl/strings/str_join.h"
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index ca741e68f40..a406fba8839 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -16,8 +16,10 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_UTIL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_UTIL_H_
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/util/optional.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index 0e017d782c8..b79a290fee8 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -20,7 +20,6 @@ limitations under the License.
 #include "absl/strings/str_cat.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
@@ -30,6 +29,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -45,14 +45,16 @@ const char kOutputTensorKey[] = "y";
 class PredictImplTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
-    const string bad_half_plus_two_path = test_util::TestSrcDirPath(
-        "/servables/tensorflow/testdata/bad_half_plus_two");
+    if (!IsTensorflowServingOSS()) {
+      const string bad_half_plus_two_path = test_util::TestSrcDirPath(
+          "/servables/tensorflow/testdata/bad_half_plus_two");
+      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
+                                    &saved_model_server_core_bad_model_));
+    }
 
     TF_ASSERT_OK(CreateServerCore(test_util::TensorflowTestSrcDirPath(
                                       "cc/saved_model/testdata/half_plus_two"),
                                   true, &saved_model_server_core_));
-    TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
-                                  &saved_model_server_core_bad_model_));
     TF_ASSERT_OK(CreateServerCore(
         test_util::TestSrcDirPath(
             "/servables/tensorflow/testdata/saved_model_counter"),
@@ -251,6 +253,9 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
 }
 
 TEST_F(PredictImplTest, ModelMissingSignatures) {
+  if (IsTensorflowServingOSS()) {
+    return;
+  }
   PredictRequest request;
   PredictResponse response;
 
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index 9306015e42a..c730611a2f6 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -15,8 +15,6 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/regression_service.h"
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/tracing.h"
 #include "tensorflow_serving/apis/regressor.h"
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 4d871ceb380..a0818cc95ba 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -24,7 +24,6 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -37,6 +36,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/apis/regressor.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -70,8 +70,8 @@ class TensorFlowRegressor : public RegressorInterface {
 
     TRACELITERAL("RunRegression");
     Tensor output;
-    TF_RETURN_IF_ERROR(
-        RunRegression(*signature_, input_tensor, session_, &output));
+    TF_RETURN_IF_ERROR(session_bundle::RunRegression(*signature_, input_tensor,
+                                                     session_, &output));
 
     if (output.dtype() != DT_FLOAT) {
       return errors::Internal("Expected output Tensor of DT_FLOAT.  Got: ",
@@ -146,8 +146,8 @@ class SessionBundleRegressor : public RegressorInterface {
   Status Regress(const RegressionRequest& request,
                  RegressionResult* result) override {
     RegressionSignature signature;
-    TF_RETURN_IF_ERROR(
-        GetRegressionSignature(bundle_->meta_graph_def, &signature));
+    TF_RETURN_IF_ERROR(session_bundle::GetRegressionSignature(
+        bundle_->meta_graph_def, &signature));
 
     TensorFlowRegressor regressor(bundle_->session.get(), &signature);
     return regressor.Regress(request, result);
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index fbcab3dd528..765ae6bd83b 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -21,9 +21,9 @@ limitations under the License.
 #include <memory>
 
 #include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/regressor.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 0d6ace4463e..c1fc991a7cd 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -21,8 +21,6 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -35,8 +33,10 @@ limitations under the License.
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -202,41 +202,104 @@ void AddNamedSignature(const string& input_tensor_name,
           signature_name, named_signature));
 }
 
+// Add a named signature to the mutable meta_graph_def* parameter.
+// If is_classification is false, will add a regression signature, which is
+// invalid in classification requests.
+void AddNamedSignatureToSavedModelBundle(
+    const string& input_tensor_name, const string& output_scores_tensor_name,
+    const string& signature_name, const bool is_regression,
+    tensorflow::MetaGraphDef* meta_graph_def) {
+  auto* signature_defs = meta_graph_def->mutable_signature_def();
+  SignatureDef sig_def;
+  string methond_name;
+  if (is_regression) {
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(input_tensor_name);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo scores_tensor_info;
+    scores_tensor_info.set_name(output_scores_tensor_name);
+    (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
+    methond_name = "tensorflow/serving/regress";
+  } else {
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(input_tensor_name);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo class_tensor_info;
+    class_tensor_info.set_name(kOutputPlusOneTensor);
+    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+    methond_name = "tensorflow/serving/classify";
+  }
+  sig_def.set_method_name(methond_name);
+  (*signature_defs)[signature_name] = sig_def;
+}
+
 // Parameter is 'bool use_saved_model'.
 class RegressorTest : public ::testing::TestWithParam<bool> {
  public:
   void SetUp() override {
-    bundle_.reset(new SessionBundle);
-    meta_graph_def_ = &bundle_->meta_graph_def;
-    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
-    if (!GetParam()) {
-      // For SessionBundle we don't propagate the timeout.
-      expected_timeout = nullopt;
+    if (UseSavedModel()) {
+      saved_model_bundle_.reset(new SavedModelBundle);
+      meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
+      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+      fake_session_ = new FakeSession(expected_timeout);
+      saved_model_bundle_->session.reset(fake_session_);
+
+      auto* signature_defs = meta_graph_def_->mutable_signature_def();
+      SignatureDef sig_def;
+      TensorInfo input_tensor_info;
+      input_tensor_info.set_name(kInputTensor);
+      (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+      TensorInfo scores_tensor_info;
+      scores_tensor_info.set_name(kOutputTensor);
+      (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
+      sig_def.set_method_name("tensorflow/serving/regress");
+      (*signature_defs)["serving_default"] = sig_def;
+
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kOutputPlusOneTensor, kOutputPlusOneSignature,
+          true /* is_regression */, meta_graph_def_);
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kOutputPlusOneTensor, kInvalidNamedSignature,
+          false /* is_regression */, meta_graph_def_);
+
+      // Add a named signature where the output is not valid.
+      AddNamedSignatureToSavedModelBundle(
+          kInputTensor, kImproperlySizedOutputTensor,
+          kImproperlySizedOutputSignature, true /* is_regression */,
+          meta_graph_def_);
+    } else {
+      bundle_.reset(new SessionBundle);
+      meta_graph_def_ = &bundle_->meta_graph_def;
+      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+      if (!GetParam()) {
+        // For SessionBundle we don't propagate the timeout.
+        expected_timeout = nullopt;
+      }
+      fake_session_ = new FakeSession(expected_timeout);
+      bundle_->session.reset(fake_session_);
+
+      // Setup some defaults for our signature.
+      tensorflow::serving::Signatures signatures;
+      auto default_signature = signatures.mutable_default_signature()
+                                   ->mutable_regression_signature();
+      default_signature->mutable_input()->set_tensor_name(kInputTensor);
+      default_signature->mutable_output()->set_tensor_name(kOutputTensor);
+
+      AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
+                        kOutputPlusOneSignature, true /* is_regression */,
+                        &signatures);
+      AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
+                        kInvalidNamedSignature, false /* is_regression */,
+                        &signatures);
+
+      // Add a named signature where the output is not valid.
+      AddNamedSignature(kInputTensor, kImproperlySizedOutputTensor,
+                        kImproperlySizedOutputSignature,
+                        true /* is_regression */, &signatures);
+
+      TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+          signatures, meta_graph_def_));
     }
-    fake_session_ = new FakeSession(expected_timeout);
-    bundle_->session.reset(fake_session_);
-
-    // Setup some defaults for our signature.
-    tensorflow::serving::Signatures signatures;
-    auto default_signature =
-        signatures.mutable_default_signature()->mutable_regression_signature();
-    default_signature->mutable_input()->set_tensor_name(kInputTensor);
-    default_signature->mutable_output()->set_tensor_name(kOutputTensor);
-
-    AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
-                      kOutputPlusOneSignature, true /* is_regression */,
-                      &signatures);
-    AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
-                      kInvalidNamedSignature, false /* is_regression */,
-                      &signatures);
-
-    // Add a named signature where the output is not valid.
-    AddNamedSignature(kInputTensor, kImproperlySizedOutputTensor,
-                      kImproperlySizedOutputSignature, true /* is_regression */,
-                      &signatures);
-
-    TF_ASSERT_OK(
-        tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
   }
 
   // Whether or not to use SavedModel for this test. Simply wraps GetParam()
@@ -256,8 +319,8 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   Status Create() {
     if (UseSavedModel()) {
       std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      TF_RETURN_IF_ERROR(internal::ConvertSessionBundleToSavedModelBundle(
-          *bundle_, saved_model.get()));
+      saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
+      saved_model->session = std::move(saved_model_bundle_->session);
       return CreateRegressorFromSavedModelBundle(
           GetRunOptions(), std::move(saved_model), &regressor_);
     } else {
@@ -275,6 +338,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
   std::unique_ptr<SessionBundle> bundle_;
+  std::unique_ptr<SavedModelBundle> saved_model_bundle_;
 
   // Regression model valid after calling create.
   std::unique_ptr<RegressorInterface> regressor_;
@@ -297,14 +361,11 @@ TEST_P(RegressorTest, BasicExampleList) {
                                    " regressions { "
                                    "   value: 3.0 "
                                    " } "));
-
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunRegress(GetRunOptions(),
+                            saved_model_bundle_->meta_graph_def, {},
                             fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" regressions { "
                                                "   value: 2.0 "
@@ -333,11 +394,9 @@ TEST_P(RegressorTest, BasicExampleListWithContext) {
                                    " } "));
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunRegress(GetRunOptions(),
+                            saved_model_bundle_->meta_graph_def, {},
                             fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" regressions { "
                                                "   value: 3.0 "
@@ -377,11 +436,9 @@ TEST_P(RegressorTest, ValidNamedSignature) {
   }
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+    TF_ASSERT_OK(RunRegress(GetRunOptions(),
+                            saved_model_bundle_->meta_graph_def, {},
                             fake_session_, request_, &response));
     EXPECT_THAT(response.result(), EqualsProto(" regressions { "
                                                "   value: 3.0 "
@@ -419,12 +476,9 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
   }
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                    fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -450,11 +504,8 @@ TEST_P(RegressorTest, MalformedOutputs) {
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   // Test RunRegress
-  std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-  TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-      *bundle_, saved_model.get()));
   RegressionResponse response;
-  status = RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -470,12 +521,9 @@ TEST_P(RegressorTest, EmptyInput) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                    fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -492,12 +540,9 @@ TEST_P(RegressorTest, EmptyExampleList) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                    fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -517,12 +562,9 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                    fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -532,7 +574,11 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
 
 TEST_P(RegressorTest, RunsFails) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   if (GetParam()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(
@@ -550,13 +596,10 @@ TEST_P(RegressorTest, RunsFails) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                   request_, &response);
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                   mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
   }
@@ -564,7 +607,11 @@ TEST_P(RegressorTest, RunsFails) {
 
 TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
   if (GetParam()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
@@ -586,13 +633,10 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                    ::testing::Return(Status::OK())));
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                   request_, &response);
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                   mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
   }
@@ -600,7 +644,11 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
 
 TEST_P(RegressorTest, UnexpectedOutputTensorType) {
   MockSession* mock = new MockSession;
-  bundle_->session.reset(mock);
+  if (UseSavedModel()) {
+    saved_model_bundle_->session.reset(mock);
+  } else {
+    bundle_->session.reset(mock);
+  }
   // We expect a FLOAT output type; test returning a STRING.
   std::vector<Tensor> outputs = {Tensor(DT_STRING, TensorShape({1}))};
   if (GetParam()) {
@@ -624,13 +672,10 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                    ::testing::Return(Status::OK())));
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {}, mock,
-                   request_, &response);
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                   mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
@@ -638,9 +683,16 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
 }
 
 TEST_P(RegressorTest, MissingRegressionSignature) {
-  tensorflow::serving::Signatures signatures;
-  signatures.mutable_default_signature();
-  TF_ASSERT_OK(tensorflow::serving::SetSignatures(signatures, meta_graph_def_));
+  if (UseSavedModel()) {
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    (*signature_defs)["serving_default"] = sig_def;
+  } else {
+    tensorflow::serving::Signatures signatures;
+    signatures.mutable_default_signature();
+    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
+        signatures, meta_graph_def_));
+  }
   TF_ASSERT_OK(Create());
   Feature feature;
   feature.mutable_bytes_list()->add_value("uno");
@@ -662,12 +714,9 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   }
   // Test RunRegress
   if (UseSavedModel()) {
-    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-    TF_ASSERT_OK(internal::ConvertSessionBundleToSavedModelBundle(
-        *bundle_, saved_model.get()));
     RegressionResponse response;
     const Status status =
-        RunRegress(GetRunOptions(), saved_model->meta_graph_def, {},
+        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                    fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -675,7 +724,9 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
 }
 
 // Test all RegressorTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, RegressorTest, ::testing::Bool());
+INSTANTIATE_TEST_CASE_P(UseSavedModel, RegressorTest,
+                        IsTensorflowServingOSS() ? ::testing::Values(true)
+                                                 : ::testing::Bool());
 
 }  // namespace
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 113fe16972b..b68e5d18b33 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -17,7 +17,6 @@ limitations under the License.
 
 #include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
@@ -28,6 +27,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 #include "tensorflow_serving/servables/tensorflow/curried_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -141,7 +141,7 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   if (config_.use_tflite_model()) {
     TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get()));
   } else {
-    TF_RETURN_IF_ERROR(LoadSessionBundleOrSavedModelBundle(
+    TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
         bundle->get()));
   }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 2d3caedaa00..87c845e4623 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -219,55 +219,6 @@ TEST_P(SavedModelBundleFactoryTest, RunOptions) { TestRunOptions(); }
 
 TEST_P(SavedModelBundleFactoryTest, RunOptionsError) { TestRunOptionsError(); }
 
-// Tests SavedModelBundleFactory with SessionBundle export.
-class SavedModelBundleFactoryBackwardCompatibilityTest
-    : public test_util::BundleFactoryTest,
-      public ::testing::WithParamInterface<CreationType> {
- public:
-  SavedModelBundleFactoryBackwardCompatibilityTest()
-      : test_util::BundleFactoryTest(
-            test_util::GetTestSessionBundleExportPath()) {}
-
-  virtual ~SavedModelBundleFactoryBackwardCompatibilityTest() = default;
-
- private:
-  Status CreateSession(const SessionBundleConfig& config,
-                       std::unique_ptr<Session>* session) const override {
-    std::unique_ptr<SavedModelBundle> bundle;
-    TF_RETURN_IF_ERROR(
-        CreateBundleFromPath(GetParam(), config, export_dir_, &bundle));
-    *session = std::move(bundle->session);
-    return Status::OK();
-  }
-};
-
-INSTANTIATE_TEST_SUITE_P(CreationType,
-                         SavedModelBundleFactoryBackwardCompatibilityTest,
-                         ::testing::Values(CreationType::kWithoutMetadata,
-                                           CreationType::kWithMetadata));
-
-TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, Basic) { TestBasic(); }
-
-TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, Batching) {
-  TestBatching();
-}
-
-TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest,
-       EstimateResourceRequirementWithGoodExport) {
-  const double kTotalFileSize =
-      test_util::GetTotalFileSize(test_util::GetTestSessionBundleExportFiles());
-  TestEstimateResourceRequirementWithGoodExport<SavedModelBundleFactory>(
-      kTotalFileSize);
-}
-
-TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptions) {
-  TestRunOptions();
-}
-
-TEST_P(SavedModelBundleFactoryBackwardCompatibilityTest, RunOptionsError) {
-  TestRunOptionsError();
-}
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 48e9cf7738e..45adffc7f58 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -36,6 +36,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -149,10 +150,12 @@ TEST_P(SavedModelBundleSourceAdapterTest, Basic) {
 }
 
 TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
+  if (IsTensorflowServingOSS()) {
+    return;
+  }
   TestSavedModelBundleSourceAdapter(
       test_util::GetTestSessionBundleExportPath());
 }
-
 // Test all SavedModelBundleSourceAdapterTest test cases with
 // warmup, num_request_iterations enabled/disabled and session-metadata
 // enabled/disabled.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index c256f8b9662..b92f5cbb4ee 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -20,7 +20,6 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/contrib/session_bundle/signature.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/tensor.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
index b899f41a68b..d61be0882c2 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
@@ -15,11 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/session_bundle_factory.h"
 
-#include "tensorflow/contrib/session_bundle/bundle_shim.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -31,7 +31,7 @@ Status GetSignatureDefs(const SessionBundle& bundle,
                         std::vector<SignatureDef>* signature_defs) {
   MetaGraphDef meta_graph_def = bundle.meta_graph_def;
   const Status conversion_status =
-      internal::ConvertSignaturesToSignatureDefs(&meta_graph_def);
+      session_bundle::ConvertSignaturesToSignatureDefs(&meta_graph_def);
   if (!conversion_status.ok()) {
     if (meta_graph_def.signature_def().empty()) {
       return conversion_status;
@@ -76,7 +76,7 @@ Status SessionBundleFactory::EstimateResourceRequirement(
 Status SessionBundleFactory::CreateSessionBundle(
     const string& path, std::unique_ptr<SessionBundle>* bundle) {
   bundle->reset(new SessionBundle);
-  TF_RETURN_IF_ERROR(LoadSessionBundleFromPathUsingRunOptions(
+  TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleFromPathUsingRunOptions(
       GetSessionOptions(config_), GetRunOptions(config_), path, bundle->get()));
 
   if (config_.has_batching_parameters()) {
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h b/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
index fa93c9f43e5..7dbf6bb6ed7 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
@@ -16,12 +16,12 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/batching/batching_session.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
index 938a515d60b..9a23db933e8 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
@@ -16,7 +16,6 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_SOURCE_ADAPTER_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_SOURCE_ADAPTER_H_
 
-#include "tensorflow/contrib/session_bundle/session_bundle.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/source_adapter.h"
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 2183d226d52..3b6d7f93aa4 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -83,6 +83,13 @@ py_binary(
     ],
 )
 
+filegroup(
+    name = "half_plus_two",
+    srcs = glob(
+        ["half_plus_two/**"],
+    ),
+)
+
 filegroup(
     name = "saved_model_half_plus_two_cpu",
     srcs = glob(
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
new file mode 100644
index 00000000000..84cad535bf6
--- /dev/null
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -0,0 +1,47 @@
+load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
+
+licenses(["notice"])  # Apache 2.0
+
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+)
+
+filegroup(
+    name = "session_bundle_half_plus_two",
+    srcs = glob([
+        "testdata/half_plus_two/**",
+    ]),
+)
+
+cc_library(
+    name = "manifest_proto_header",
+    hdrs = ["manifest_proto.h"],
+    deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
+        "//tensorflow_serving/session_bundle/oss:manifest_proto_cc",
+    ]) + if_google(["//tensorflow_serving/session_bundle/google:manifest_proto_cc"]),
+)
+
+cc_library(
+    name = "session_bundle",
+    hdrs = ["session_bundle.h"],
+    deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
+        "//tensorflow_serving/session_bundle/oss:session_bundle",
+    ]) + if_google(["@org_tensorflow//tensorflow/contrib/session_bundle"]),
+)
+
+cc_library(
+    name = "session_bundle_util_header",
+    hdrs = ["session_bundle_util.h"],
+    deps = [
+        ":manifest_proto_header",
+        ":session_bundle",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+    ],
+)
+
+cc_library(
+    name = "session_bundle_util",
+    deps = if_oss(["//tensorflow_serving/session_bundle/oss:session_bundle_util"]) + if_google(["//tensorflow_serving/session_bundle/google:session_bundle_util"]),
+)
diff --git a/tensorflow_serving/session_bundle/manifest_proto.h b/tensorflow_serving/session_bundle/manifest_proto.h
new file mode 100644
index 00000000000..744496c131f
--- /dev/null
+++ b/tensorflow_serving/session_bundle/manifest_proto.h
@@ -0,0 +1,27 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_MANIFEST_PROTO_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_MANIFEST_PROTO_H_
+
+#include "tensorflow_serving/util/oss_or_google.h"
+
+#ifdef TENSORFLOW_SERVING_GOOGLE
+#include "tensorflow_serving/session_bundle/google/manifest.pb.h"
+#else
+#include "tensorflow_serving/session_bundle/oss/manifest.pb.h"
+#endif
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_MANIFEST_PROTO_H_
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
new file mode 100644
index 00000000000..5ce47e54b38
--- /dev/null
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -0,0 +1,50 @@
+load("@org_tensorflow//tensorflow/core:platform/default/build_config.bzl", "tf_proto_library")
+load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
+
+licenses(["notice"])  # Apache 2.0
+
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+    features = ["-layering_check"],
+)
+
+tf_proto_library(
+    name = "manifest_proto",
+    srcs = ["manifest.proto"],
+    cc_api_version = 2,
+)
+
+cc_library(
+    name = "session_bundle",
+    hdrs = ["session_bundle.h"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:core_cpu",
+    ],
+)
+
+cc_library(
+    name = "session_bundle_util",
+    srcs = ["session_bundle_util.cc"],
+    deps = [
+        ":manifest_proto_cc",
+        ":session_bundle",
+        "//tensorflow_serving/session_bundle:session_bundle_util_header",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+    ],
+)
+
+oss_only_cc_test(
+    name = "session_bundle_util_test",
+    srcs = ["session_bundle_util_test.cc"],
+    data = [
+        "//tensorflow_serving/session_bundle:session_bundle_half_plus_two",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":session_bundle_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+    ],
+)
diff --git a/tensorflow_serving/session_bundle/oss/manifest.proto b/tensorflow_serving/session_bundle/oss/manifest.proto
new file mode 100644
index 00000000000..79bbd98ba0f
--- /dev/null
+++ b/tensorflow_serving/session_bundle/oss/manifest.proto
@@ -0,0 +1,70 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+
+// Signatures of model export.
+message Signatures {
+  // Default signature of the graph.
+  // WARNING(break-tutorial-inline-code): The following code snippet is
+  // in-lined in tutorials, please update tutorial documents accordingly
+  // whenever code changes.
+  Signature default_signature = 1;
+
+  // Named signatures of the graph.
+  map<string, Signature> named_signatures = 2;
+}
+
+// A binding to a tensor including the name and, possibly in the future, type
+// or other metadata. For example, this may specify whether a tensor supports
+// batch vs single inference.
+message TensorBinding {
+  // The name of the tensor to bind to.
+  string tensor_name = 1;
+}
+
+// An asset file or set of sharded files with the same name that will be bound
+// to a tensor at init / session_bundle load time.
+message AssetFile {
+  // The tensor to bind the asset filename to.
+  TensorBinding tensor_binding = 1;
+  // The filename within the assets directory. Note: does not include the base
+  // path or asset directory prefix. Base paths can and will change when models
+  // are deployed for serving.
+  string filename = 2;
+}
+
+// A Signature specifies the inputs and outputs of commonly used graphs.
+message Signature {
+  oneof type {
+    RegressionSignature regression_signature = 1;
+    ClassificationSignature classification_signature = 2;
+    GenericSignature generic_signature = 3;
+  }
+}
+
+// RegressionSignature specifies a graph that takes an input and returns an
+// output.
+message RegressionSignature {
+  TensorBinding input = 1;
+  TensorBinding output = 2;
+}
+
+// ClassificationSignature specifies a graph that takes an input and returns
+// classes and their scores.
+// WARNING(break-tutorial-inline-code): The following code snippet is
+// in-lined in tutorials, please update tutorial documents accordingly
+// whenever code changes.
+message ClassificationSignature {
+  TensorBinding input = 1;
+  TensorBinding classes = 2;
+  TensorBinding scores = 3;
+}
+
+// GenericSignature specifies a map from logical name to Tensor name.
+// Typical application of GenericSignature is to use a single GenericSignature
+// that includes all of the Tensor nodes and target names that may be useful at
+// serving, analysis or debugging time. The recommended name for this signature
+// in the ModelManifest is "generic_bindings".
+message GenericSignature {
+  map<string, TensorBinding> map = 1;
+}
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle.h b/tensorflow_serving/session_bundle/oss/session_bundle.h
new file mode 100644
index 00000000000..ee3f4996240
--- /dev/null
+++ b/tensorflow_serving/session_bundle/oss/session_bundle.h
@@ -0,0 +1,35 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_OSS_SESSION_BUNDLE_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_OSS_SESSION_BUNDLE_H_
+
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/public/session.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Dummy SessionBundle class.
+// SessionBundle is deprecated and not supported in Tensorflow Serving.
+struct SessionBundle {
+  std::unique_ptr<Session> session;
+  MetaGraphDef meta_graph_def;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_OSS_SESSION_BUNDLE_H_
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
new file mode 100644
index 00000000000..cd5e9f8235e
--- /dev/null
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -0,0 +1,97 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow_serving/session_bundle/manifest_proto.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace session_bundle {
+
+Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status ConvertSessionBundleToSavedModelBundle(
+    SessionBundle& session_bundle, SavedModelBundle* saved_model_bundle) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status LoadSessionBundleOrSavedModelBundle(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const string& export_dir, const std::unordered_set<string>& tags,
+    SavedModelBundle* bundle, bool* is_session_bundle) {
+  if (is_session_bundle != nullptr) {
+    *is_session_bundle = false;
+  }
+  if (MaybeSavedModelDirectory(export_dir)) {
+    return LoadSavedModel(session_options, run_options, export_dir, tags,
+                          bundle);
+  }
+  return Status(
+      error::Code::NOT_FOUND,
+      strings::StrCat("Specified file path does not appear to contain a "
+                      "SavedModel bundle (should have a file called "
+                      "`saved_model.pb`)\n"
+                      "Specified file path: ",
+                      export_dir));
+}
+
+Status LoadSessionBundleFromPathUsingRunOptions(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const StringPiece export_dir, SessionBundle* bundle) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status SetSignatures(const Signatures& signatures,
+                     tensorflow::MetaGraphDef* meta_graph_def) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status GetClassificationSignature(
+    const tensorflow::MetaGraphDef& meta_graph_def,
+    ClassificationSignature* signature) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status GetRegressionSignature(const tensorflow::MetaGraphDef& meta_graph_def,
+                              RegressionSignature* signature) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status RunClassification(const ClassificationSignature& signature,
+                         const Tensor& input, Session* session, Tensor* classes,
+                         Tensor* scores) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status RunRegression(const RegressionSignature& signature, const Tensor& input,
+                     Session* session, Tensor* output) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+Status GetNamedSignature(const string& name,
+                         const tensorflow::MetaGraphDef& meta_graph_def,
+                         Signature* default_signature) {
+  return errors::Unimplemented("Session Bundle is deprecated and removed.");
+}
+
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
new file mode 100644
index 00000000000..439d45be7c6
--- /dev/null
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
@@ -0,0 +1,176 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/session_bundle/session_bundle_util.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace session_bundle {
+namespace {
+
+using ::testing::HasSubstr;
+
+const char kTestSavedModelPath[] =
+    "cc/saved_model/testdata/half_plus_two/00000123";
+
+const char kTestSessionBundleExportPath[] =
+    "session_bundle/testdata/half_plus_two/00000123";
+
+TEST(SessionBundleTest, ConvertSignaturesToSignatureDefsTest) {
+  MetaGraphDef meta_graph_def;
+  Status status = ConvertSignaturesToSignatureDefs(&meta_graph_def);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, ConvertSessionBundleToSavedModelBundleTest) {
+  SessionBundle session_bundle;
+  SavedModelBundle saved_model_bundle;
+  Status status = session_bundle::ConvertSessionBundleToSavedModelBundle(
+      session_bundle, &saved_model_bundle);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, LoadSessionBundleOrSavedModelBundleTest) {
+  SessionOptions session_options;
+  RunOptions run_options;
+  SavedModelBundle bundle;
+  bool is_session_bundle;
+  const std::unordered_set<string> tags = {"serve"};
+  const string export_dir =
+      test_util::TensorflowTestSrcDirPath(kTestSavedModelPath);
+
+  Status status = session_bundle::LoadSessionBundleOrSavedModelBundle(
+      session_options, run_options, export_dir, tags, &bundle,
+      &is_session_bundle);
+  EXPECT_TRUE(status.ok());
+}
+
+TEST(SessionBundleTest, LoadSessionBundleOrSavedModelBundleFailureTest) {
+  SessionOptions session_options;
+  RunOptions run_options;
+  SavedModelBundle bundle;
+  bool is_session_bundle;
+  const std::unordered_set<string> tags = {"serve"};
+  const string export_dir =
+      test_util::TestSrcDirPath(kTestSessionBundleExportPath);
+
+  Status status = session_bundle::LoadSessionBundleOrSavedModelBundle(
+      session_options, run_options, export_dir, tags, &bundle,
+      &is_session_bundle);
+  EXPECT_EQ(::tensorflow::error::Code::NOT_FOUND, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr(
+          "Specified file path does not appear to contain a SavedModel"));
+}
+
+TEST(SessionBundleTest, LoadSessionBundleFromPathUsingRunOptionsTest) {
+  SessionOptions session_options;
+  RunOptions run_options;
+  string export_dir = "/exort_dir";
+  SessionBundle bundle;
+  Status status = session_bundle::LoadSessionBundleFromPathUsingRunOptions(
+      session_options, run_options, export_dir, &bundle);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, SetSignaturesTest) {
+  Signatures signatures;
+  tensorflow::MetaGraphDef meta_graph_def;
+  Status status = session_bundle::SetSignatures(signatures, &meta_graph_def);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, GetClassificationSignatureTest) {
+  ClassificationSignature signature;
+  tensorflow::MetaGraphDef meta_graph_def;
+  Status status =
+      session_bundle::GetClassificationSignature(meta_graph_def, &signature);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, GetRegressionSignatureTest) {
+  RegressionSignature signature;
+  tensorflow::MetaGraphDef meta_graph_def;
+  Status status =
+      session_bundle::GetRegressionSignature(meta_graph_def, &signature);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, RunClassificationTest) {
+  ClassificationSignature signature;
+  Tensor input;
+  Session* session = nullptr;
+  Tensor classes;
+  Tensor scores;
+  Status status = session_bundle::RunClassification(signature, input, session,
+                                                    &classes, &scores);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, RunRegressionTest) {
+  RegressionSignature signature;
+  Tensor input, output;
+  Session* session = nullptr;
+  Status status =
+      session_bundle::RunRegression(signature, input, session, &output);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+TEST(SessionBundleTest, GetNamedSignature) {
+  const string name = "name";
+  const tensorflow::MetaGraphDef meta_graph_def;
+  Signature default_signature;
+  Status status = session_bundle::GetNamedSignature(name, meta_graph_def,
+                                                    &default_signature);
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
+}
+
+}  // namespace
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/session_bundle/session_bundle.h b/tensorflow_serving/session_bundle/session_bundle.h
new file mode 100644
index 00000000000..c65883572e4
--- /dev/null
+++ b/tensorflow_serving/session_bundle/session_bundle.h
@@ -0,0 +1,27 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_H_
+
+#include "tensorflow_serving/util/oss_or_google.h"
+
+#ifdef TENSORFLOW_SERVING_GOOGLE
+#include "tensorflow/contrib/session_bundle/session_bundle.h"
+#else
+#include "tensorflow_serving/session_bundle/oss/session_bundle.h"
+#endif
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_H_
diff --git a/tensorflow_serving/session_bundle/session_bundle_util.h b/tensorflow_serving/session_bundle/session_bundle_util.h
new file mode 100644
index 00000000000..34fbcceb35c
--- /dev/null
+++ b/tensorflow_serving/session_bundle/session_bundle_util.h
@@ -0,0 +1,107 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_UTIL_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_UTIL_H_
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow_serving/session_bundle/manifest_proto.h"
+#include "tensorflow_serving/session_bundle/session_bundle.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace session_bundle {
+
+// Interface from bundle_shim.h
+
+// Converts signatures in the MetaGraphDef into a SignatureDefs in the
+// MetaGraphDef.
+Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def);
+
+// Converts a SessionBundle to a SavedModelBundle.
+Status ConvertSessionBundleToSavedModelBundle(
+    SessionBundle& session_bundle, SavedModelBundle* saved_model_bundle);
+
+// Loads a SavedModel from either a session-bundle path or a SavedModel bundle
+// path. If `is_session_bundle` is not a nullptr, sets it to `true` iff
+// SavedModel was up-converted and loaded from a SessionBundle.
+// `is_session_bundle` value should not be used if error is returned.
+Status LoadSessionBundleOrSavedModelBundle(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const string& export_dir, const std::unordered_set<string>& tags,
+    SavedModelBundle* bundle, bool* is_session_bundle = nullptr);
+
+// Interface from session_bundle.h
+
+// Similar to the LoadSessionBundleFromPath(), but also allows the session run
+// invocations for the restore and init ops to be configured with
+// tensorflow::RunOptions.
+//
+// This method is EXPERIMENTAL and may change or be removed.
+Status LoadSessionBundleFromPathUsingRunOptions(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const StringPiece export_dir, SessionBundle* bundle);
+
+// Interface from signature.h
+
+// (Re)set Signatures in a MetaGraphDef.
+Status SetSignatures(const Signatures& signatures,
+                     tensorflow::MetaGraphDef* meta_graph_def);
+
+// Gets a ClassificationSignature from a MetaGraphDef's default signature.
+// Returns an error if the default signature is not a ClassificationSignature,
+// or does not exist.
+Status GetClassificationSignature(
+    const tensorflow::MetaGraphDef& meta_graph_def,
+    ClassificationSignature* signature);
+
+// Gets a RegressionSignature from a MetaGraphDef's default signature.
+// Returns an error if the default signature is not a RegressionSignature,
+// or does not exist.
+Status GetRegressionSignature(const tensorflow::MetaGraphDef& meta_graph_def,
+                              RegressionSignature* signature);
+
+// Runs a classification using the provided signature and initialized Session.
+//   input: input batch of items to classify
+//   classes: output batch of classes; may be null if not needed
+//   scores: output batch of scores; may be null if not needed
+// Validates sizes of the inputs and outputs are consistent (e.g., input
+// batch size equals output batch sizes).
+// Does not do any type validation.
+Status RunClassification(const ClassificationSignature& signature,
+                         const Tensor& input, Session* session, Tensor* classes,
+                         Tensor* scores);
+
+// Runs regression using the provided signature and initialized Session.
+//   input: input batch of items to run the regression model against
+//   output: output targets
+// Validates sizes of the inputs and outputs are consistent (e.g., input
+// batch size equals output batch sizes).
+// Does not do any type validation.
+Status RunRegression(const RegressionSignature& signature, const Tensor& input,
+                     Session* session, Tensor* output);
+
+// Gets a named Signature from a MetaGraphDef.
+// Returns an error if a Signature with the given name does not exist.
+Status GetNamedSignature(const string& name,
+                         const tensorflow::MetaGraphDef& meta_graph_def,
+                         Signature* default_signature);
+
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_SESSION_BUNDLE_UTIL_H_
diff --git a/tensorflow_serving/session_bundle/testdata/half_plus_two/00000123/export-00000-of-00001 b/tensorflow_serving/session_bundle/testdata/half_plus_two/00000123/export-00000-of-00001
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diff --git a/tensorflow_serving/test_util/test_util.cc b/tensorflow_serving/test_util/test_util.cc
index ebf2ac80c66..752e040dae2 100644
--- a/tensorflow_serving/test_util/test_util.cc
+++ b/tensorflow_serving/test_util/test_util.cc
@@ -30,11 +30,6 @@ string TensorflowTestSrcDirPath(const string& relative_path) {
   return tensorflow::io::JoinPath(base_path, relative_path);
 }
 
-string ContribTestSrcDirPath(const string& relative_path) {
-  const string base_path = TensorflowTestSrcDirPath("contrib/");
-  return tensorflow::io::JoinPath(base_path, relative_path);
-}
-
 string TestSrcDirPath(const string& relative_path) {
   const string base_path = tensorflow::io::JoinPath(
       getenv("TEST_SRCDIR"), "tf_serving/tensorflow_serving");
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 393bbc0cc72..be45e6252b2 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving utils.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -77,7 +79,6 @@ cc_library(
 ###############################################################################
 #                  Internal targets
 ###############################################################################
-
 cc_library(
     name = "hash",
     srcs = ["hash.cc"],
@@ -383,9 +384,6 @@ cc_test(
     ],
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-
 serving_proto_library(
     name = "class_registration_test_proto",
     testonly = 1,
@@ -414,3 +412,8 @@ serving_proto_library_py(
         "@org_tensorflow//tensorflow/core:protos_all_py",
     ],
 )
+
+cc_library(
+    name = "oss_or_google",
+    hdrs = ["oss_or_google.h"],
+)
diff --git a/tensorflow_serving/util/oss_or_google.h b/tensorflow_serving/util/oss_or_google.h
new file mode 100644
index 00000000000..7cbbc9d6fd7
--- /dev/null
+++ b/tensorflow_serving/util/oss_or_google.h
@@ -0,0 +1,42 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef TENSORFLOW_SERVING_UTIL_OSS_OR_GOOGLE_H_
+#define TENSORFLOW_SERVING_UTIL_OSS_OR_GOOGLE_H_
+
+#define TENSORFLOW_SERVING_OSS
+
+namespace tensorflow {
+namespace serving {
+
+// Used to distinguish the context of the code; whether it's part of our OSS
+// distribution or within Google.
+//
+// This is useful in cases where we want to enable/disable running some piece of
+// code based on whether we are in/out of OSS.
+//
+// NB that the method is marked 'constexpr' so that the value can be used as
+// a compile-time constant.
+inline constexpr bool IsTensorflowServingOSS() {
+#ifdef TENSORFLOW_SERVING_GOOGLE
+  return false;
+#else
+  return true;
+#endif
+}
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_OSS_OR_GOOGLE_H_

From 2a9da0eb8f4ff33e19132218e3f1b586f3f412d9 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Thu, 17 Oct 2019 18:22:31 -0700
Subject: [PATCH 3487/8103] Remove export_half_plus_two.py.

PiperOrigin-RevId: 275380221
---
 tensorflow_serving/model_servers/BUILD        |  10 +--
 .../model_servers/server_core_test.cc         |   7 ++-
 .../model_servers/test_util/BUILD             |  24 ++++---
 .../test_util/server_core_test_util.cc        |  11 +++-
 .../tensorflow_model_server_test_base.py      |   2 +-
 tensorflow_serving/servables/tensorflow/BUILD |  33 +++++-----
 .../get_model_metadata_impl_test.cc           |   2 +-
 .../servables/tensorflow/predict_impl_test.cc |   8 +--
 .../servables/tensorflow/testdata/BUILD       |  25 --------
 .../testdata/export_half_plus_two.py          |  59 ------------------
 .../00000123/export.data-00000-of-00001       | Bin 8 -> 0 bytes
 .../half_plus_two/00000123/export.index       | Bin 142 -> 0 bytes
 .../half_plus_two/00000123/export.meta        | Bin 4266 -> 0 bytes
 .../00000123/export.data-00000-of-00001       | Bin 8 -> 0 bytes
 .../00000123/export.index                     | Bin 142 -> 0 bytes
 .../00000123/export.meta                      | Bin 4266 -> 0 bytes
 .../00000124/export.data-00000-of-00001       | Bin 8 -> 0 bytes
 .../00000124/export.index                     | Bin 142 -> 0 bytes
 .../00000124/export.meta                      | Bin 4266 -> 0 bytes
 19 files changed, 59 insertions(+), 122 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/export_half_plus_two.py
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two/00000123/export.data-00000-of-00001
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two/00000123/export.index
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two/00000123/export.meta
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000123/export.data-00000-of-00001
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000123/export.index
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000123/export.meta
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000124/export.data-00000-of-00001
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000124/export.index
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/half_plus_two_2_versions/00000124/export.meta

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9f4e110f67a..d4940bf7157 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,5 +1,6 @@
 # Description: Model Server
 
+load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 
 package(
@@ -392,9 +393,6 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:bad_model_config.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:batching_config.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:good_model_config.txt",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
         "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_model_metadata.json",
         "//tensorflow_serving/servables/tensorflow/testdata:monitoring_config.txt",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/assets/foo.txt",
@@ -403,7 +401,11 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
-    ],
+    ] + if_google([
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
+    ]),
     python_version = "PY2",
     srcs_version = "PY2AND3",
     tags = [
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 73172f9b3c8..4307a7a51f5 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -891,7 +891,12 @@ INSTANTIATE_TEST_CASE_P(
 INSTANTIATE_TEST_CASE_P(
     TestType, RelativePathsServerCoreTest,
     ::testing::Combine(
-        ::testing::Range(0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
+        IsTensorflowServingOSS()
+            ? ::testing::Range(
+                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL),
+                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL))
+            : ::testing::Range(
+                  0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));
 
 }  // namespace
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 2462e310d33..4a36817b0bc 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: Model Server test utility
 
+load("//tensorflow_serving:oss_or_google.bzl", "if_google")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -54,17 +56,19 @@ cc_library(
     srcs = ["server_core_test_util.cc"],
     hdrs = ["server_core_test_util.h"],
     data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000124/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000124/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two_2_versions/00000124/export.meta",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
+    ] + if_google([
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000123/export.meta",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.meta",
+    ]),
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index c2aead0de5b..136fef792ab 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -101,7 +101,7 @@ ServerCoreTest::GetTestModelServerConfigForTensorflowPlatform() {
         "/cc/saved_model/testdata/half_plus_two"));
   } else {
     model->set_base_path(test_util::TestSrcDirPath(
-        "/servables/tensorflow/testdata/half_plus_two"));
+        "/servables/tensorflow/google/testdata/half_plus_two"));
   }
   if (PrefixPathsWithURIScheme()) {
     model->set_base_path(io::CreateURI("file", "", model->base_path()));
@@ -114,8 +114,13 @@ void ServerCoreTest::SwitchToHalfPlusTwoWith2Versions(
     ModelServerConfig* config) {
   CHECK_EQ(1, config->model_config_list().config().size());
   auto model = config->mutable_model_config_list()->mutable_config(0);
-  model->set_base_path(test_util::TestSrcDirPath(
-      "/servables/tensorflow/testdata/half_plus_two_2_versions"));
+  if (GetTestType() == SAVED_MODEL) {
+    model->set_base_path(test_util::TestSrcDirPath(
+        "/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions"));
+  } else {
+    model->set_base_path(test_util::TestSrcDirPath(
+        "/servables/tensorflow/google/testdata/half_plus_two_2_versions"));
+  }
   // Request loading both versions simultaneously.
   model->clear_model_version_policy();
   model->mutable_model_version_policy()->mutable_all();
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 51bfea651bd..49b3f1ef3e2 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -298,7 +298,7 @@ def _GetTfLiteModelPath(self):
 
   def _GetSessionBundlePath(self):
     """Returns a path to a model in SessionBundle format."""
-    return os.path.join(self.testdata_dir, 'half_plus_two')
+    return os.path.join(self.session_bundle_testdata_dir, 'half_plus_two')
 
   def _GetGoodModelConfigTemplate(self):
     """Returns a path to a working configuration file template."""
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 2701e51ece7..3bb5e09d4a2 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,5 +1,7 @@
 # Description: TensorFlow servables.
 
+load("//tensorflow_serving:oss_or_google.bzl", "if_google")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -452,16 +454,17 @@ cc_test(
     size = "medium",
     srcs = ["predict_impl_test.cc"],
     data = [
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
+    ] + if_google([
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
+    ]),
     deps = [
         ":predict_impl",
         ":saved_model_bundle_source_adapter_proto",
@@ -501,16 +504,17 @@ cc_test(
     size = "medium",
     srcs = ["predict_util_test.cc"],
     data = [
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
+    ] + if_google([
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
+    ]),
     deps = [
         ":predict_util",
         ":saved_model_bundle_source_adapter_proto",
@@ -551,11 +555,12 @@ cc_test(
     size = "medium",
     srcs = ["get_model_metadata_impl_test.cc"],
     data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/testdata:half_plus_two/00000123/export.meta",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
+    ] + if_google([
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
+        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
+    ]),
     deps = [
         ":get_model_metadata_impl",
         ":saved_model_bundle_source_adapter_proto",
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 907a32fe99d..784e4a7052a 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -55,7 +55,7 @@ class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
   static void SetUpTestSuite() {
     if (!IsTensorflowServingOSS()) {
       const string session_bundle_path = test_util::TestSrcDirPath(
-          "/servables/tensorflow/testdata/half_plus_two");
+          "/servables/tensorflow/google/testdata/half_plus_two");
       TF_ASSERT_OK(CreateServerCore(session_bundle_path, false, &server_core_));
     }
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index f1c360ff215..894a33eba91 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -44,10 +44,10 @@ class PredictImplTest : public ::testing::TestWithParam<bool> {
  public:
   static void SetUpTestSuite() {
     if (!IsTensorflowServingOSS()) {
-      TF_ASSERT_OK(
-          CreateServerCore(test_util::TestSrcDirPath(
-                               "/servables/tensorflow/testdata/half_plus_two"),
-                           false, &server_core_));
+      TF_ASSERT_OK(CreateServerCore(
+          test_util::TestSrcDirPath(
+              "/servables/tensorflow/google/testdata/half_plus_two"),
+          false, &server_core_));
       const string bad_half_plus_two_path = test_util::TestSrcDirPath(
           "/servables/tensorflow/testdata/bad_half_plus_two");
       TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, false,
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 3b6d7f93aa4..4d0ef390404 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -34,19 +34,6 @@ filegroup(
     ),
 )
 
-py_binary(
-    name = "export_half_plus_two",
-    srcs = [
-        "export_half_plus_two.py",
-    ],
-    python_version = "PY2",
-    srcs_version = "PY2AND3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-        "@org_tensorflow//tensorflow/contrib/session_bundle:exporter",
-    ],
-)
-
 py_binary(
     name = "export_bad_half_plus_two",
     srcs = [
@@ -83,13 +70,6 @@ py_binary(
     ],
 )
 
-filegroup(
-    name = "half_plus_two",
-    srcs = glob(
-        ["half_plus_two/**"],
-    ),
-)
-
 filegroup(
     name = "saved_model_half_plus_two_cpu",
     srcs = glob(
@@ -125,12 +105,7 @@ filegroup(
     ),
 )
 
-# Note: re-generate these files with :export_half_plus_two whenever model
-# changes.
 exports_files([
-    "half_plus_two/00000123/export.data-00000-of-00001",
-    "half_plus_two/00000123/export.index",
-    "half_plus_two/00000123/export.meta",
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
     "saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/export_half_plus_two.py
deleted file mode 100644
index a199f40bd8a..00000000000
--- a/tensorflow_serving/servables/tensorflow/testdata/export_half_plus_two.py
+++ /dev/null
@@ -1,59 +0,0 @@
-# Copyright 2016 Google Inc. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-"""Exports a toy TensorFlow model.
-
-Exports a TensorFlow model to /tmp/half_plus_two/.
-
-This graph calculates,
-  y = a*x + b
-where a and b are variables with a=0.5 and b=2.
-"""
-
-# This is a placeholder for a Google-internal import.
-
-import tensorflow as tf
-from tensorflow.contrib.session_bundle import exporter
-
-
-def Export():
-  export_path = "/tmp/half_plus_two"
-  with tf.Session() as sess:
-    # Make model parameters a&b variables instead of constants to
-    # exercise the variable reloading mechanisms.
-    a = tf.Variable(0.5)
-    b = tf.Variable(2.0)
-
-    # Calculate, y = a*x + b
-    # here we use a placeholder 'x' which is fed at inference time.
-    x = tf.placeholder(tf.float32)
-    y = tf.add(tf.multiply(a, x), b)
-
-    # Run an export.
-    tf.global_variables_initializer().run()
-    export = exporter.Exporter(tf.train.Saver())
-    export.init(named_graph_signatures={
-        "inputs": exporter.generic_signature({"x": x}),
-        "outputs": exporter.generic_signature({"y": y}),
-        "regress": exporter.regression_signature(x, y)
-    })
-    export.export(export_path, tf.constant(123), sess)
-
-
-def main(_):
-  Export()
-
-
-if __name__ == "__main__":
-  tf.app.run()
diff --git a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two/00000123/export.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two/00000123/export.data-00000-of-00001
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o87g@7!4I1t^YO@|9oB*d{>6~KR6q)caF2G`I;`Q}5Om(szvJ$vMgRZ+


From 969f1ba7d8b33f20f0cd1e0caa1402d6814b8cec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Oct 2019 00:02:48 -0700
Subject: [PATCH 3488/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ddb3905-8c1e-4db8-a9e9-24ca15c26606

PiperOrigin-RevId: 275416343
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bff90d9b40..e5da5ca914b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4203ed72a321915e405cf55f4679c6997afe71036bd91dbde090c332fc3fd86",
-    git_commit = "439bf24ed7f6d04a267c307f3aaaab1ce523aab7",
+    sha256 = "0a2ac39d2a757b984ffed11ff07f8f865e021b5203f94b28fdfb06d788bfc75e",
+    git_commit = "f2f88a47b17033b31f6dc733a19b556f10f51f5b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da391c39db7f01c9cc7b9e1c5fe69f30a0645680 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Oct 2019 06:04:19 -0700
Subject: [PATCH 3489/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b475b61-4666-4fa7-8d2f-555795e1722c

PiperOrigin-RevId: 275456589
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5da5ca914b..b79af6dce56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a2ac39d2a757b984ffed11ff07f8f865e021b5203f94b28fdfb06d788bfc75e",
-    git_commit = "f2f88a47b17033b31f6dc733a19b556f10f51f5b",
+    sha256 = "943ddffe921fa4a1df5a00a8f979d01428a583cfeefbb0d30099340b89ee3360",
+    git_commit = "f2077c42f7548548840db174ebb4b4de7197c7aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c179430be2bc3f7c5934b414e0d0bede6ed3157 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Fri, 18 Oct 2019 11:26:52 -0700
Subject: [PATCH 3490/8103] Add release notes for TF serving 1.15.0.

PiperOrigin-RevId: 275512388
---
 RELEASE.md | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index ba48c80ae7d..db81dd5ec32 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,23 @@
+# Release 1.15.0
+
+## Major Features and Improvements
+* Some Tensorflow Text ops have been added to ModelServer (specifically
+* constrained_sequence_op, sentence_breaking_ops, unicode_script_tokenizer,
+* whitespace_tokenizer, wordpiece_tokenizer)
+
+## Breaking Changes
+* As previously announced, Contrib ops will not be packaged with Tensorflow, and therefore will not be available in Tensorflow Serving. If serving with Tensorflow Serving >1.15, please ensure your models do not contain any tf.contrib ops. If you are critically dependent on custom ops, please review this guide for instructions to statically build ops into the model server.
+* After being deprecated for multiple years, as a part of tf.contrib deprecation, SessionBundle API will be removed starting from Tensorflow Serving 2.0 - if currently using SessionBundle, please migrate to SavedModel APIs.
+
+## Bug Fixes and Other Changes
+* This release is based on TF version 1.15.0
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+Abolfazl Shahbazi, chaox, gison93, Minglotus-6, William D. Irons, ynqa
+
 # Release 1.12.3
 
 ## Major Features and Improvements

From 9e89de4699928e40e496254e24b107c7397c27b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Oct 2019 12:03:44 -0700
Subject: [PATCH 3491/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/712e5b72-6d8f-4f26-be0d-fee643b35bfa

PiperOrigin-RevId: 275519693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b79af6dce56..d1d0b8e9ba9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "943ddffe921fa4a1df5a00a8f979d01428a583cfeefbb0d30099340b89ee3360",
-    git_commit = "f2077c42f7548548840db174ebb4b4de7197c7aa",
+    sha256 = "2719e6e8b2839a0517c460e922901460b2711a7bfb88bd09abe7dc17cc25f38a",
+    git_commit = "07b5ca443887fd6d739ef6055e6cd3f2c02ba226",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 21b257fadf9e7864e01538ffa932b76dcfaa98e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Oct 2019 18:02:40 -0700
Subject: [PATCH 3492/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b500c12-2bb1-44c5-b393-d4df2f78386f

PiperOrigin-RevId: 275581069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1d0b8e9ba9..6ccb0f3b508 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2719e6e8b2839a0517c460e922901460b2711a7bfb88bd09abe7dc17cc25f38a",
-    git_commit = "07b5ca443887fd6d739ef6055e6cd3f2c02ba226",
+    sha256 = "51882fc1225c764a013f0f3130617c48fb4dfe4740092e6d6f9ad645450ac6a1",
+    git_commit = "e6828b78311fdbf12fab6f488c879d408a834eb1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 46cf87af2e8cd587d1179c72f1b50fd2888e139b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Oct 2019 00:02:58 -0700
Subject: [PATCH 3493/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3880715e-e6c4-4d19-b392-3d392e9ef6ea

PiperOrigin-RevId: 275609047
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ccb0f3b508..17eef8e59db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51882fc1225c764a013f0f3130617c48fb4dfe4740092e6d6f9ad645450ac6a1",
-    git_commit = "e6828b78311fdbf12fab6f488c879d408a834eb1",
+    sha256 = "c9ca9311d55e815fe1f7ebc2cd30493c5bdaa8a1f5b2f1c4cea9c77afc941be6",
+    git_commit = "a5c734d9a3811c71a5d32a01c75638a55602247b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39d2f5a5fadf6ebb2d1ede90e55755a5baae8df2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Oct 2019 06:09:02 -0700
Subject: [PATCH 3494/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88029d78-4d34-47c3-9514-9dbf34068ee0

PiperOrigin-RevId: 275631433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17eef8e59db..c41c200333f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9ca9311d55e815fe1f7ebc2cd30493c5bdaa8a1f5b2f1c4cea9c77afc941be6",
-    git_commit = "a5c734d9a3811c71a5d32a01c75638a55602247b",
+    sha256 = "5c391dcc5cdd5ce1570c754987f38087c5b2d50af7e0a9328ea518863a81879b",
+    git_commit = "c5200addd4ca7eebd1be73d0c2bdecb2c53ebd8d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad2b0db9f7b49c4e51a9eff77ceddd0ada7cdc39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Oct 2019 12:02:48 -0700
Subject: [PATCH 3495/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/211896c5-8277-4be6-a61b-41ad0d6ff087

PiperOrigin-RevId: 275651093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c41c200333f..7c6cb7021d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c391dcc5cdd5ce1570c754987f38087c5b2d50af7e0a9328ea518863a81879b",
-    git_commit = "c5200addd4ca7eebd1be73d0c2bdecb2c53ebd8d",
+    sha256 = "0b7ebf2d3c73d72e42921b3513311e80732ff0ec02db3d1048955de2f37ca35e",
+    git_commit = "0f752f7368f88b61916a3d1700685d01aff835cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5db1b10453a10559be774bc226b94a0b0804de53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Oct 2019 18:09:03 -0700
Subject: [PATCH 3496/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88155df9-e485-418e-a8ff-ca6c7ebd15d2

PiperOrigin-RevId: 275671314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c6cb7021d3..8614e06ec36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b7ebf2d3c73d72e42921b3513311e80732ff0ec02db3d1048955de2f37ca35e",
-    git_commit = "0f752f7368f88b61916a3d1700685d01aff835cc",
+    sha256 = "960df5fb710f351e7d144517f49f125dc9b38f8f16ddb42fa52029e9bb2cc137",
+    git_commit = "61e30006704f0559a85094d2d8728852e28f0705",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 127a112a91bda3d7d3c3a56802632376bbe3e36e Mon Sep 17 00:00:00 2001
From: Rajagopal Ananthanarayanan <ananthr@google.com>
Date: Mon, 21 Oct 2019 13:00:20 -0700
Subject: [PATCH 3497/8103] Fix link for TFRecord in Saved Model Warmup
 documentation.

PiperOrigin-RevId: 275904761
---
 tensorflow_serving/g3doc/saved_model_warmup.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/saved_model_warmup.md b/tensorflow_serving/g3doc/saved_model_warmup.md
index 1d60b7b587d..ff006aff23a 100644
--- a/tensorflow_serving/g3doc/saved_model_warmup.md
+++ b/tensorflow_serving/g3doc/saved_model_warmup.md
@@ -23,8 +23,8 @@ Requirements for model warmup to work correctly:
 *   Warmup file name: 'tf_serving_warmup_requests'
 *   File location: assets.extra/
 *   File format:
-    [TFRecord](https://www.tensorflow.org/api_guides/python/python_io) with each
-    record as a
+    [TFRecord](https://www.tensorflow.org/tutorials/load_data/tfrecord#tfrecords_format_details)
+    with each record as a
     [PredictionLog](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_log.proto#L40).
 *   Number of warmup records <= 1000.
 *   The warmup data must be representative of the inference requests used at

From aa402ab34324811fdcef75260d93691d082ec5ae Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 21 Oct 2019 14:23:18 -0700
Subject: [PATCH 3498/8103] Add release note for TFS 2.0.0 release.

PiperOrigin-RevId: 275922578
---
 RELEASE.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index db81dd5ec32..70ebb987d47 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,28 @@
+# Release 2.0.0
+
+## Major Features and Improvements
+* Some Tensorflow Text ops have been added to ModelServer (specifically constrained_sequence_op, sentence_breaking_ops, unicode_script_tokenizer, whitespace_tokenizer, wordpiece_tokenizer)
+
+## Breaking Changes
+* As previously announced[1](https://groups.google.com/a/tensorflow.org/forum/#!msg/announce/qXfsxr2sF-0/jHQ77dr3DAAJ)[2](https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md)[3](https://github.com/tensorflow/serving/releases/tag/1.15.0), Contrib ops will not be packaged with Tensorflow, and therefore will not be available in Tensorflow Serving. If serving with Tensorflow Serving >1.15, please ensure your models do not contain any tf.contrib ops. If you are critically dependent on custom ops, please review [this guide](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/custom_op.md) for instructions to statically build ops into the model server.
+* After being [deprecated](https://developers.googleblog.com/2017/07/tensorflow-serving-10.html) for multiple years, as a part of tf.contrib deprecation, SessionBundle API will be removed starting from Tensorflow Serving 2.0 - if currently using SessionBundle, please migrate to SavedModel APIs.
+
+## Bug Fixes and Other Changes
+* Add a section in the documentation for testing custom op manually. (commit: 1b65af1d7fee4fe79b4152f94d5ea422e8a79cca)
+* Add ops delegate library to enable running TF ops. (commit: 14112359d16b3e1e275c2ba70b0e078ce4863783)
+* Add command line tool to load TF Lite model for manual testing/debugging. (commit: 0b0254d4a90550b1d7228334187e624bf4b31c37)
+* Fixes broken relative docs links (commit: 12813143b22616091388e7659d7f69cfcf518269)
+* Cleaning up BUILD visibility for tf_pyclif_proto_library intermediate targets. (commit: 81ed5ef2307eea4c9396fd34f33673be072cdcf3)
+* Remove unused load statements from BUILD files (commit: d0e01a3c56b280c6602d6c14e97ef60882d317aa)
+* Manual tests for model server and including tf.Text in serving build. (commit: 142d0adb5e2975689d80d8fc608c9684e96de078)
+* Remove tensorflow/contrib/session_bundle as dependency for Tensorflow Serving. (commit: 1bdd3499f1fe4d99b3c3024080560350d493e29b)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+chaox
+
 # Release 1.15.0
 
 ## Major Features and Improvements

From 509f6da062dc9b091ad6961a94740cf64e265c36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Oct 2019 14:48:47 -0700
Subject: [PATCH 3499/8103] Fix typo in http server log message.

PiperOrigin-RevId: 275928461
---
 .../util/net_http/server/internal/evhttp_server.cc              | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 1238b364239..a3b77b5a5d8 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -60,7 +60,7 @@ EvHTTPServer::EvHTTPServer(std::unique_ptr<ServerOptions> options)
 // May crash the server if called before WaitForTermination() returns
 EvHTTPServer::~EvHTTPServer() {
   if (!is_terminating()) {
-    NET_LOG(ERROR, "Serer has not been terminated. Force termination now.");
+    NET_LOG(ERROR, "Server has not been terminated. Force termination now.");
     Terminate();
   }
 

From 46e49bbef61ae5ec722ac15333d0d8dfa6c07ecc Mon Sep 17 00:00:00 2001
From: Mihai Maruseac <mihaimaruseac@google.com>
Date: Mon, 21 Oct 2019 15:01:30 -0700
Subject: [PATCH 3500/8103] Fix keras_* version numbers, pull in latest.

PiperOrigin-RevId: 275931309
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 4 ++--
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 4 ++--
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 8e5816d436b..36af5e9f67b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -54,8 +54,8 @@ RUN pip --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
-    keras_applications \
-    keras_preprocessing \
+    keras_applications>=1.0.8 \
+    keras_preprocessing>=1.1.0 \
     mock \
     numpy \
     requests
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 720efdc7fbb..e545391deef 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -85,8 +85,8 @@ RUN pip --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
-    keras_applications \
-    keras_preprocessing \
+    keras_applications>=1.0.8 \
+    keras_preprocessing>=1.1.0 \
     mock \
     numpy \
     requests
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index cc56fc2708e..1de31e5bdfc 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -54,8 +54,8 @@ RUN pip --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
-    keras_applications \
-    keras_preprocessing \
+    keras_applications>=1.0.8 \
+    keras_preprocessing>=1.1.0 \
     mock \
     numpy \
     requests

From 2cd974cf4d32accc8216af4ceb0c3ab4438ce78b Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 21 Oct 2019 15:53:34 -0700
Subject: [PATCH 3501/8103] Add concrete changes for "Bug Fixes and Other
 Changes" field in release note.

PiperOrigin-RevId: 275942591
---
 RELEASE.md | 46 +++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 45 insertions(+), 1 deletion(-)

diff --git a/RELEASE.md b/RELEASE.md
index 70ebb987d47..b3b197bf7bf 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -35,7 +35,51 @@ chaox
 * After being deprecated for multiple years, as a part of tf.contrib deprecation, SessionBundle API will be removed starting from Tensorflow Serving 2.0 - if currently using SessionBundle, please migrate to SavedModel APIs.
 
 ## Bug Fixes and Other Changes
-* This release is based on TF version 1.15.0
+* Add monitoring config (commit: 18db9a46168eadd4d3e28e9b0cdb27bd6a11add9)
+* Fix docs (commit: 7fc2253157db1dff340d7b418a6cf5204db2ce09)
+* Use master as references (commit: 08cb506672d4c2ef289f79eee545df26d6577b45)
+* Fix docs (commit: 9cc986beb742c485a62637fd20e841288774585d)
+* Remove hyphen from version numbers to conform with PIP. (commit: 4aa0cfc24098000163fdfe270c4eb205e98790b1)
+* Fix ImportError: No module named builtins (commit: e35ffff3999be3f971fa1503c158f33d721228c8)
+* Cleanup visibility specs. (commit: 8e3956cac1eec2213538d8d6c367398e2f883e70)
+* Remove 'future' from setup.py (commit: 64a80dd955a384de776b6256f3abcaa28cf88e79)
+* Install future>=0.17.1 during Dockerfile.devel-gpu build (commit: dc36c21df5117364a3390a8bfe1fd3bf7dc92cb7)
+* Replace calls to deprecated googletest APIs SetUpTestCase/TearDownTestCase with SetUpTestSuite/TearDownTestSuite. (commit: 39bbeb70dec8054d8ad81a7aa0423ec7e1a07c2a)
+* Add the option to allow assigning labels to unavailable models in open source model server. (commit: e6d91e72f7593be36dda933b3291c7ebbc646fa6)
+* Adds polling for config file to model server (#1301) (commit: c3eeed4f245e43f6cf92329d251e2b9d6255d6e5)
+* Adds util functions for getting min of two ResourceAllocations. (commit: ba6527c8d56a0752f6c87115071e4d1bf7941810)
+* Cleanup usage of the protobuf_archive. See #19032 (commit: dca61db5137c416a454c6ef821ad0fac6d66dc91)
+* Replace NumSchedulableCPUs() with MaxParallelism(). (commit: aa9dddb93576c814b97947d6386d400cf6c87679)
+* Don't run model_servers:tensorflow_model_server_test under asan (commit: b5c24e3e3849978a551db3aae3854c8794d10124)
+* Release notes for 1.14 (commit: dc986268756ef45a3ffca4b8578dfdc69e015d29)
+* Fixing Docker link (commit: 3bd851d88cd2febcdec29a52bab1d7d225a3a54c)
+* Update release notes for 1.14.0 release. (commit: 00b2980a4d6ca127b63409b3eae791f846d1031a)
+* Add release notes for TF serving 1.12.3. (commit: 7226859e9dd0f45bade559ab12892d4e388a7c11)
+* Remove unnecessary calls to `Tensor::flat` in the tensorflow regressor interface. (commit: 55d897ef71b1ba142defec67bcce8eba7d8f5236)
+* Fix print syntax in sample code (commit: ecef0d2fea2af1d4653a41934649512aa6994fd0)
+* Adds guide for serving with custom ops (commit: dae0b4dffb29efc647783d45c28c4db0282b4d51)
+* Return more informative error message during warmup. (commit: 1126fcd5d179d7829f48471eca6ddbbce79e219e)
+* Enables passing in the SessionMetadata to the TensorFlow Session through the SavedModel ingestion API. (commit: 9cf3ff32daaaa2bb941ba7d7b8f049f807e4288e)
+* Modifies server configuration documentation (commit: ee4edd59ad5ea088f1a6616cc6de531f66f25c3d)
+* Fixes bazel build errors. (commit: bc07ec9015cba820be7f1087153d216964bd1a0b)
+* Add tf.distribute + Keras model save/load test in TF serving. (commit: 093734d002bd9de2a68d34160e23f35db196c080)
+* Remove unused fields from MetaGraphDef proto message, stored in (commit: 1f8f2902b6465f239bb58af2b3fb27ba73b5c7c5)
+* Fix typo (missing colon) in comment. (commit: 561cabbabe9d44da6b20fcf0eb9170859d3ea9fe)
+* Makes ServerCore::Log(...) mockable. (commit: 4b00a803faea0b96c9cbce6fbe23dfaec93bfbd4)
+* Uses VerifyFunctionInternal to replace VerifyResourceValidityInternal and VerifyValidityInternal. (commit: b7b3c33422bb5cf0813fdd6604742e7fa3841f84)
+* Removed the net_http dependency on absl/base/internal/raw_logging. (commit: 4e12a193ad27fa31cb1e42e9a7fe7b5c08f74c52)
+* Override TF defined Abseil version to a more recent version, (commit: 1c0291118f34ec7ba958a9cee594414f6531c0f3)
+* Makes VerifyValidity, Normalize and IsNormalized method virtual. (commit: 071634e39f47cde52996c8bfd1ddda8abf4deef9)
+* Example of creating tf_serving_warmup_requests (commit: 1623705e4205bc779109f8c4d1eadf6d3f24a549)
+* Don't copy SignatureDef. (commit: 28d32a1e487666c8b324c74afb633006ba5cbf17)
+* Update resnet_warmup.py example (commit: 00b49bd3f4bcb3b17d1fb61bf302aacccf80c83e)
+* Update resnet_warmup.py example (commit: 263025f091dd60d415dd22e9667c0f37f11209ff)
+* Instrument BatchingSession::Run with TraceMe (commit: 929ab172ec3553a9d563b13dccfb0926d8bf3724)
+* Remove contrib ops from model server from tensorflow 2.0. (commit: e7c987d4b10ac751081c62595fcd18be7481e67a)
+* Use C++14 by default. (commit: 41873601c73bcb91e403f9ddd70a168ae117ddb0)
+* o Switch to using the half_plus_two model from TF to tensorflow_serving one. (commit: 3ba8a6d8ac31572548bbe7922e4152a6b92e626c)
+* Add TfLiteSession class to run inference on TensorFlow Lite Model. (commit: f2407e2011b5fc6d255c0ea54181f9cdd1d691e5)
+* Add ability to load+run TF Lite model in ModelServer. (commit: d16ceafa044932e2d9ef84bbe1a6ae5c6356252f)
 
 ## Thanks to our Contributors
 

From b017ce8df527ae6029618e601edc3ea05dbc648e Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 21 Oct 2019 17:13:37 -0700
Subject: [PATCH 3502/8103] Delete the tf text op annoucement as it is not in
 1.15.0-RC1.

PiperOrigin-RevId: 275958089
---
 RELEASE.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/RELEASE.md b/RELEASE.md
index b3b197bf7bf..dbebd26b8fe 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -26,13 +26,13 @@ chaox
 # Release 1.15.0
 
 ## Major Features and Improvements
-* Some Tensorflow Text ops have been added to ModelServer (specifically
-* constrained_sequence_op, sentence_breaking_ops, unicode_script_tokenizer,
-* whitespace_tokenizer, wordpiece_tokenizer)
 
 ## Breaking Changes
-* As previously announced, Contrib ops will not be packaged with Tensorflow, and therefore will not be available in Tensorflow Serving. If serving with Tensorflow Serving >1.15, please ensure your models do not contain any tf.contrib ops. If you are critically dependent on custom ops, please review this guide for instructions to statically build ops into the model server.
-* After being deprecated for multiple years, as a part of tf.contrib deprecation, SessionBundle API will be removed starting from Tensorflow Serving 2.0 - if currently using SessionBundle, please migrate to SavedModel APIs.
+* As previously announced[1](https://groups.google.com/a/tensorflow.org/forum/#!msg/announce/qXfsxr2sF-0/jHQ77dr3DAAJ)[2](https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md), Contrib ops will not be packaged with Tensorflow, and therefore will not be available in Tensorflow Serving. If serving with Tensorflow Serving >1.15, please ensure your models do not contain any tf.contrib ops. If you are critically dependent on custom ops, please review [this guide](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/custom_op.md) for instructions to statically build ops into the model server.
+* After being [deprecated](https://developers.googleblog.com/2017/07/tensorflow-serving-10.html) for multiple years, as a part of tf.contrib deprecation, SessionBundle API will be removed starting from Tensorflow Serving 2.0 - if currently using SessionBundle, please migrate to SavedModel APIs.
+
+## Upcoming Features
+* Some Tensorflow Text ops will be added to Model Server starting from TF Serving 2.0.0 (specifically constrained_sequence_op, sentence_breaking_ops, unicode_script_tokenizer, whitespace_tokenizer, wordpiece_tokenizer).
 
 ## Bug Fixes and Other Changes
 * Add monitoring config (commit: 18db9a46168eadd4d3e28e9b0cdb27bd6a11add9)

From 24c0319860c149b6a428ab6bea734b6a5b25bb08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Oct 2019 18:02:48 -0700
Subject: [PATCH 3503/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa04d94e-15f3-4fae-9a9d-9227eb756039

PiperOrigin-RevId: 275965860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8614e06ec36..5ea8ef92dec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "960df5fb710f351e7d144517f49f125dc9b38f8f16ddb42fa52029e9bb2cc137",
-    git_commit = "61e30006704f0559a85094d2d8728852e28f0705",
+    sha256 = "7b1ca5d93a4d5ed13ef22aa27d275207d74c3d46f41fb796f90d41e8859d6088",
+    git_commit = "3e3503fd7157da1b7076056e6055971408d5c21e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 571781fc921e26ad98c9b8d2dd8f3796a6d8c579 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Oct 2019 00:03:26 -0700
Subject: [PATCH 3504/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe63f42a-48c0-4fba-bfe8-ada7870ffee1

PiperOrigin-RevId: 276006657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ea8ef92dec..73099ccc6ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b1ca5d93a4d5ed13ef22aa27d275207d74c3d46f41fb796f90d41e8859d6088",
-    git_commit = "3e3503fd7157da1b7076056e6055971408d5c21e",
+    sha256 = "1f4506bda26cdf66c1129d6f5431b85460e183d46173bebb8b82bd3b651916ca",
+    git_commit = "a9c1ef68bf70c11464fc3f2220b500248d52a133",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9530694d5ece33de48051ff8500f324ab77452c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Oct 2019 06:03:21 -0700
Subject: [PATCH 3505/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/96dd1b8a-0715-49c3-a272-bc97ab0f389f

PiperOrigin-RevId: 276049497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73099ccc6ff..81fdafc6bcb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f4506bda26cdf66c1129d6f5431b85460e183d46173bebb8b82bd3b651916ca",
-    git_commit = "a9c1ef68bf70c11464fc3f2220b500248d52a133",
+    sha256 = "bba0bd7c6fd1a5404d4277de2121932f085811338c02156570cdcbbeeb615025",
+    git_commit = "48993d1e2dde56ad9bd4ff539c41cf19c097493c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c991d36de126f258c2ceb187d6067925d23d6b34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Oct 2019 12:02:24 -0700
Subject: [PATCH 3506/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc3ef6a4-51f5-4b88-8180-1edbbd084bc0

PiperOrigin-RevId: 276114435
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81fdafc6bcb..965f6092e6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bba0bd7c6fd1a5404d4277de2121932f085811338c02156570cdcbbeeb615025",
-    git_commit = "48993d1e2dde56ad9bd4ff539c41cf19c097493c",
+    sha256 = "b0237c4ccafa3b1b55fcea0c8afc0bb9bf48ff979f6d24335bfe0db032e7c5a6",
+    git_commit = "552a41a34f5a26668c31eb3e4b7cc70acf9ef1a3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09f06e2d8ad4a7daa714fa7c8c5a9948b2937ed0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Oct 2019 18:02:42 -0700
Subject: [PATCH 3507/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4465d5d-7d88-41a9-9c6d-f630f712c284

PiperOrigin-RevId: 276183707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 965f6092e6a..160d808ae0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0237c4ccafa3b1b55fcea0c8afc0bb9bf48ff979f6d24335bfe0db032e7c5a6",
-    git_commit = "552a41a34f5a26668c31eb3e4b7cc70acf9ef1a3",
+    sha256 = "887b151fc241f4541b79964f23c98540f473a9362c129ea068e15d9bb0f79cf8",
+    git_commit = "8a043cae48403d60456740406e2b2fc7299cb03c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 064ad337d23a34c3cfe8e7424325e9d75138f862 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Oct 2019 00:02:49 -0700
Subject: [PATCH 3508/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/974e47bc-e57c-43b0-b4c5-507c7e0414ee

PiperOrigin-RevId: 276219678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 160d808ae0a..1347d220efa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "887b151fc241f4541b79964f23c98540f473a9362c129ea068e15d9bb0f79cf8",
-    git_commit = "8a043cae48403d60456740406e2b2fc7299cb03c",
+    sha256 = "1f5dca1682958eab05c5a842e8a44280d5a6dad0e725eaf1606251ee800670a0",
+    git_commit = "9d861d9f6e2d2bca04f35f7367e3ba6a2409e03d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a8958a4342390085ef13818d1c1682b5fd65edd6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Oct 2019 06:03:10 -0700
Subject: [PATCH 3509/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/527b919b-13ae-42aa-ae93-05c97609e556

PiperOrigin-RevId: 276260036
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1347d220efa..39710910443 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f5dca1682958eab05c5a842e8a44280d5a6dad0e725eaf1606251ee800670a0",
-    git_commit = "9d861d9f6e2d2bca04f35f7367e3ba6a2409e03d",
+    sha256 = "c3ab5c0191b3a99e176a327cd733699893a9aac28fde47b3e77355068a2089fd",
+    git_commit = "cc5404eb642094885a75993806e6a8fd86ceee74",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c926383cbf5a581f7b560e14d20e323a1877cf42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Oct 2019 12:02:30 -0700
Subject: [PATCH 3510/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/15b740af-f422-4ad0-af5f-c8c59b609a7a

PiperOrigin-RevId: 276322883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39710910443..0970567e327 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3ab5c0191b3a99e176a327cd733699893a9aac28fde47b3e77355068a2089fd",
-    git_commit = "cc5404eb642094885a75993806e6a8fd86ceee74",
+    sha256 = "3ed0ac69b5678811f3f1b80c76a23351b5c6ce4edfc1fe49df330199a52f0abf",
+    git_commit = "f11328078f3446b9c0433670e996e95db6a2ed69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1099201a1160d56d3b491e6e7b9b2ac53e8e1506 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Oct 2019 18:03:10 -0700
Subject: [PATCH 3511/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdf6c052-ab49-43be-8f66-e3953a307b8c

PiperOrigin-RevId: 276391486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0970567e327..7b84faba65d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ed0ac69b5678811f3f1b80c76a23351b5c6ce4edfc1fe49df330199a52f0abf",
-    git_commit = "f11328078f3446b9c0433670e996e95db6a2ed69",
+    sha256 = "568e2cada7e231d71b44701718489993df3527e741590ecad218eaeb064db08a",
+    git_commit = "ef6205b1fbc39cb7a1eace3d47168df9d46a7637",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f92135086fbbce92fab08d97f368a35fde58f930 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Oct 2019 00:03:16 -0700
Subject: [PATCH 3512/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5feeb937-fc9a-46a7-9047-554c04cd200d

PiperOrigin-RevId: 276429378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b84faba65d..cda3828cce2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "568e2cada7e231d71b44701718489993df3527e741590ecad218eaeb064db08a",
-    git_commit = "ef6205b1fbc39cb7a1eace3d47168df9d46a7637",
+    sha256 = "6d7eb7a65ba6e337c218993634861580b3e249181d54923b1ed2f8da47e52198",
+    git_commit = "00983e6b0700f9a34e0df980669172b6ea85dad0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4c998fb0402bc37e2ec64b2bfb50f211836c7dd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Oct 2019 12:02:57 -0700
Subject: [PATCH 3513/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9a16740-2685-4427-99da-d758da359e6b

PiperOrigin-RevId: 276734143
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cda3828cce2..c800926c781 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d7eb7a65ba6e337c218993634861580b3e249181d54923b1ed2f8da47e52198",
-    git_commit = "00983e6b0700f9a34e0df980669172b6ea85dad0",
+    sha256 = "5df618f351a884bc3063cbfd66a5dd1f38aa07d1b5b9e9706e6f49eae3cc5b72",
+    git_commit = "2b9889164a88aa4cf51bc341a6fb405da92b662d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0be2b3e2a11787cec25b7e648cb462cff45bae1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Oct 2019 18:02:48 -0700
Subject: [PATCH 3514/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2913dafe-0ea8-45b0-8952-f8693a6566c0

PiperOrigin-RevId: 276795325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c800926c781..76c46d94f19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5df618f351a884bc3063cbfd66a5dd1f38aa07d1b5b9e9706e6f49eae3cc5b72",
-    git_commit = "2b9889164a88aa4cf51bc341a6fb405da92b662d",
+    sha256 = "19de4295f6a444694bc5d7e3a16a952fe0506b98fa40a11565152f9baed31394",
+    git_commit = "a582a54b5b7342d69ae03739031d4970c3531dd9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8154539094850cc0867331174207c1e219ef8646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Oct 2019 00:03:20 -0700
Subject: [PATCH 3515/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1dcb3a25-f078-451a-82b3-deac04f55313

PiperOrigin-RevId: 276828304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76c46d94f19..26434d5b9fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19de4295f6a444694bc5d7e3a16a952fe0506b98fa40a11565152f9baed31394",
-    git_commit = "a582a54b5b7342d69ae03739031d4970c3531dd9",
+    sha256 = "82c547128ee75e6b4da00cd02e01bd0a10f3d0f08d19a54c01910d7456df1b6f",
+    git_commit = "931f1dc5e03f0f04c0addb8208ab34ab9cc5ae1c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a176bcc2f3224df2b20da6096de3978a8149fb33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Oct 2019 06:02:47 -0700
Subject: [PATCH 3516/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/381fbaee-d8bd-4a5e-9201-abdcb3bf8329

PiperOrigin-RevId: 276852154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26434d5b9fa..2591b19753c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82c547128ee75e6b4da00cd02e01bd0a10f3d0f08d19a54c01910d7456df1b6f",
-    git_commit = "931f1dc5e03f0f04c0addb8208ab34ab9cc5ae1c",
+    sha256 = "cf5c6ada6b8a3d0c0bf6a498007ed1eb1850a0466562a07b2aca1c53436a13c4",
+    git_commit = "3a33d697dd26f4088cf5da7a6da0fd6e819c2835",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 537c2e8a40b21f7358c817265b286916c2d34d3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Oct 2019 12:03:01 -0700
Subject: [PATCH 3517/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0270732-5e10-4c28-a344-a6faefe15cf8

PiperOrigin-RevId: 276871991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2591b19753c..8d868f80e6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf5c6ada6b8a3d0c0bf6a498007ed1eb1850a0466562a07b2aca1c53436a13c4",
-    git_commit = "3a33d697dd26f4088cf5da7a6da0fd6e819c2835",
+    sha256 = "d8b1f1c3349f1279184a19a39ff4c23eafae8905bcb46fb0f44d0c7c4eafb79f",
+    git_commit = "f88cf68393e60525506a567e0081b8e2e6db409b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c103fc67f1a2a9a20fd5a488c6f85d74509b8057 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Oct 2019 18:03:24 -0700
Subject: [PATCH 3518/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec5b873a-6a71-4a5e-bfd5-d8b0a3e70990

PiperOrigin-RevId: 276892910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d868f80e6a..c6f6a6e11af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8b1f1c3349f1279184a19a39ff4c23eafae8905bcb46fb0f44d0c7c4eafb79f",
-    git_commit = "f88cf68393e60525506a567e0081b8e2e6db409b",
+    sha256 = "c0624055acdce35076cdd6c636f4b3bd1a81a666a415e93ac3ea5330fc571176",
+    git_commit = "312e7ed667dd338c21d671d631e65ac67d590cd4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 47b46413bafab11509c1dcc93daa380d74a536ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Oct 2019 06:03:04 -0700
Subject: [PATCH 3519/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d7ce18e-7ebe-460d-bfdf-0f5ea13c4898

PiperOrigin-RevId: 276937616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6f6a6e11af..953a4f981e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0624055acdce35076cdd6c636f4b3bd1a81a666a415e93ac3ea5330fc571176",
-    git_commit = "312e7ed667dd338c21d671d631e65ac67d590cd4",
+    sha256 = "7a3edab15ba944e7da7fa6a08c0802c4c664e540034ff226aacdf6a95c9ab8a8",
+    git_commit = "bfb44db7b686b472e938af2824fde4f0ee7ba84f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2fcb7765ebbd0d46ece913be3883c2fb3eff3570 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Oct 2019 12:02:46 -0700
Subject: [PATCH 3520/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5a03f2ec-db23-4428-ba84-63a4c8e134ec

PiperOrigin-RevId: 276959383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 953a4f981e5..db7d657bd28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a3edab15ba944e7da7fa6a08c0802c4c664e540034ff226aacdf6a95c9ab8a8",
-    git_commit = "bfb44db7b686b472e938af2824fde4f0ee7ba84f",
+    sha256 = "29b7992ae420bb3507eb5029d9ebe157dc92a1a112d4caac960e2ad23856ce31",
+    git_commit = "4be2ef3b7e82c3c0250fa1a2ea12c7069b28b056",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fcd5f81295fa4cd15fd34dfce8edf1c9baa29df1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Oct 2019 18:02:59 -0700
Subject: [PATCH 3521/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62fbbbfb-409d-4bbe-83de-19bb7d30e96d

PiperOrigin-RevId: 276979670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db7d657bd28..88465901868 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29b7992ae420bb3507eb5029d9ebe157dc92a1a112d4caac960e2ad23856ce31",
-    git_commit = "4be2ef3b7e82c3c0250fa1a2ea12c7069b28b056",
+    sha256 = "4725efae63bfc58d4c3dfebc671d7f5bcb682616a82f3d90125ee341839f93ed",
+    git_commit = "0fec909abb8057fcb6141769df17bcad729ca870",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e8e185dc73dde2a089d7479bd69c5e913fbbe86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Oct 2019 00:03:11 -0700
Subject: [PATCH 3522/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80934e55-18e1-4d6f-bd2b-465a6b604fa0

PiperOrigin-RevId: 277006778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88465901868..7c2d4db462b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4725efae63bfc58d4c3dfebc671d7f5bcb682616a82f3d90125ee341839f93ed",
-    git_commit = "0fec909abb8057fcb6141769df17bcad729ca870",
+    sha256 = "fb8d079cbd6fe4fa435566df2c01d7279d3b023d1a64681da348304ebd7b6f93",
+    git_commit = "1f404fcaad58bf61a107d4fa7c4f6004168a50fa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6826a4b931f96900696e6e011a10d525d9f65aaa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Oct 2019 06:03:27 -0700
Subject: [PATCH 3523/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/463c019d-5ed9-4dae-ac53-5903ecb5622d

PiperOrigin-RevId: 277047272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c2d4db462b..b3572445cf9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb8d079cbd6fe4fa435566df2c01d7279d3b023d1a64681da348304ebd7b6f93",
-    git_commit = "1f404fcaad58bf61a107d4fa7c4f6004168a50fa",
+    sha256 = "bea609d8d771b80c4321e07efc2f40ee4360ad81b475bc9ccb182a8a62225568",
+    git_commit = "55cac496dc4fb5e7ec0c67aa7be92c14b9e585bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eb5d5fc7f8c38b9c2e2fdac2d81149264da11ade Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Oct 2019 12:02:27 -0700
Subject: [PATCH 3524/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9cf5b770-de1a-457f-abcc-825790d8d9f8

PiperOrigin-RevId: 277114259
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3572445cf9..3be7e8e1be9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bea609d8d771b80c4321e07efc2f40ee4360ad81b475bc9ccb182a8a62225568",
-    git_commit = "55cac496dc4fb5e7ec0c67aa7be92c14b9e585bb",
+    sha256 = "b997ed18dad9799f5588fa770623c37f54ec3835774f99d5470381432dd97992",
+    git_commit = "c7e364775269b35fcb43bcb4972faa2338b4b6e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84c2f74c4ae9a87ef997b23b2bee441785c4541f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Oct 2019 18:02:47 -0700
Subject: [PATCH 3525/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ff63ec31-ac00-496a-8ac0-461fa52c978d

PiperOrigin-RevId: 277183038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3be7e8e1be9..9c0bf40a72d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b997ed18dad9799f5588fa770623c37f54ec3835774f99d5470381432dd97992",
-    git_commit = "c7e364775269b35fcb43bcb4972faa2338b4b6e5",
+    sha256 = "8ddf985c0f63a0deca90a0bf4d12e201db5826bd682d1007ccd357983c3e50ba",
+    git_commit = "269e4abc1127aa8eecfc6031bd96f7ececfa771e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 077801e3378be016dcc66f6d4699f73c8743ec88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Oct 2019 00:03:22 -0700
Subject: [PATCH 3526/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dceb0a94-9668-4cd3-9cf4-12371f991dd7

PiperOrigin-RevId: 277223058
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c0bf40a72d..bf0ed4179c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ddf985c0f63a0deca90a0bf4d12e201db5826bd682d1007ccd357983c3e50ba",
-    git_commit = "269e4abc1127aa8eecfc6031bd96f7ececfa771e",
+    sha256 = "7d68a3f8055835e7e0cba51f10597256dfbbac0c3db1e16953ad46dd98102dda",
+    git_commit = "833e16a8c9d873977ad7a64aa400ef0289f1660b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 49f632b4eb45ac2411581582f4a1c69aa8b6888a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Oct 2019 06:03:07 -0700
Subject: [PATCH 3527/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16e145a7-1ede-4bdb-a0cb-ea1d1c94a2bb

PiperOrigin-RevId: 277264218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf0ed4179c5..13c17d40f5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d68a3f8055835e7e0cba51f10597256dfbbac0c3db1e16953ad46dd98102dda",
-    git_commit = "833e16a8c9d873977ad7a64aa400ef0289f1660b",
+    sha256 = "0e38536fec9208050c799b6b51797eb3a170f4afb525d200159ffb034f2c9a27",
+    git_commit = "f91c1776370e0c81a2326eb33e86aadbb1063e72",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de39e2ad19cdf3dd448739b61b96f4a7abd7ab77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Oct 2019 12:02:26 -0700
Subject: [PATCH 3528/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/69b6b3af-4c59-4ac2-bbbf-72c12dc4baf9

PiperOrigin-RevId: 277334462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13c17d40f5a..8f56ff28f6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e38536fec9208050c799b6b51797eb3a170f4afb525d200159ffb034f2c9a27",
-    git_commit = "f91c1776370e0c81a2326eb33e86aadbb1063e72",
+    sha256 = "f13395805cf11a4f990150c73f5d8e35567a28f0866558e5a799f53b97966599",
+    git_commit = "6efce9a74d4ba2ba2182d92ac1e4f144b5d755d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7676f8086c083da9ba38ec8e2a0da54cd41d5f68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Oct 2019 00:03:09 -0700
Subject: [PATCH 3529/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e628af9-8c01-4ec6-8851-a6f1f9f73207

PiperOrigin-RevId: 277447341
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f56ff28f6d..1c5c5a7f1ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f13395805cf11a4f990150c73f5d8e35567a28f0866558e5a799f53b97966599",
-    git_commit = "6efce9a74d4ba2ba2182d92ac1e4f144b5d755d2",
+    sha256 = "b1ccb2df2486467936b78928a1a68559d9a681fbbceffc7c8fe44ea9d6b3ba65",
+    git_commit = "121957132338ebc6f6045a29b16b34a5953439aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a4f0a0c399be65d5950729bf02bd03ec14460ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Oct 2019 06:03:15 -0700
Subject: [PATCH 3530/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86bafa78-4936-44d0-8c02-54bc55456be7

PiperOrigin-RevId: 277489164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c5c5a7f1ec..53d7cd2ebc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1ccb2df2486467936b78928a1a68559d9a681fbbceffc7c8fe44ea9d6b3ba65",
-    git_commit = "121957132338ebc6f6045a29b16b34a5953439aa",
+    sha256 = "5ce4252300ade502466bce13ac11506424ef918fe6fb2655e931b967115c518a",
+    git_commit = "552d6a22f66f6f2c7eb749ac3e79d83a9476b0e2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10e4987502ee91fe74c6c179ed4ba52f17cc75b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Oct 2019 13:26:58 -0700
Subject: [PATCH 3531/8103] Be able to discard aspired-versions request from
 SourceRouter

This change list:

- Enables subclass of `tensorflow::serving::SourceRouter` to
  discard certian aspired-versions request by returning `kNoRoute` as routing id
  from the `Route(...)` method.

Motivation of this change list:

- Output ports of `SourceRouter` are instances of `SourceAdapter<T, T>` which
  will block the `SetAspiredVersions(...)` call indefinitely until
  `SetAspiredVersionsCallback(...)` is called.

- Thus under current implimentation of `SourceRouter` users are not able to
  discard fall-through aspired-versions request without connecting the fallback
  output port to a dummy target or setting a dummy `AspiredVersionsCallback` on
  the fall-through output port;

- In addition, this change list eliminates the cost of mutex locking/unlocking
  while flowing aspired-versions request through the fallback output when the
  fallback output is not used.

PiperOrigin-RevId: 277572219
---
 tensorflow_serving/core/BUILD                 |  1 +
 tensorflow_serving/core/source_router.h       | 15 +++++--
 tensorflow_serving/core/source_router_test.cc | 39 ++++++++++++++++++-
 3 files changed, 49 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index b3080cfa380..4223ee8d602 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -189,6 +189,7 @@ cc_test(
         ":servable_data",
         ":source_router",
         ":storage_path",
+        ":target",
         "//tensorflow_serving/core/test_util:mock_storage_path_target",
         "//tensorflow_serving/core/test_util:test_main",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/core/source_router.h b/tensorflow_serving/core/source_router.h
index 94e6fc3d478..93c39e2d9fc 100644
--- a/tensorflow_serving/core/source_router.h
+++ b/tensorflow_serving/core/source_router.h
@@ -51,6 +51,8 @@ namespace serving {
 template <typename T>
 class SourceRouter : public TargetBase<T> {
  public:
+  static constexpr int kNoRoute = -1;
+
   ~SourceRouter() override = 0;
 
   // Returns a vector of N source pointers, corresponding to the N output ports
@@ -72,8 +74,10 @@ class SourceRouter : public TargetBase<T> {
   // of the router. To be written by the implementing subclass.
   virtual int num_output_ports() const = 0;
 
-  // Returns the output port # to which to route a given aspired-versions
-  // request, in [0, num_output_ports() - 1]. To be written by the implementing
+  // Returns `kNoRoute` or a valid output port # in [0, num_output_ports() - 1].
+  // Aspired-versions requests will be routed to the output port corresponding
+  // to the returned port number. If `kNoRoute` is returned, the aspired-version
+  // request will be discarded silently. To be written by the implementing
   // subclass.
   virtual int Route(const StringPiece servable_name,
                     const std::vector<ServableData<T>>& versions) = 0;
@@ -148,10 +152,13 @@ void SourceRouter<T>::SetAspiredVersions(
     const StringPiece servable_name, std::vector<ServableData<T>> versions) {
   output_ports_created_.WaitForNotification();
   int output_port = Route(servable_name, versions);
+  if (output_port == kNoRoute) {
+    return;
+  }
   if (output_port < 0 || output_port > output_ports_.size() - 1) {
     LOG(ERROR)
-        << "SourceRouter abstraction used improperly; Route() must return a "
-           "value in [0, num_output_ports()-1]; suppressing the "
+        << "SourceRouter abstraction used improperly; Route() must return "
+           "kNoRoute or a value in [0, num_output_ports()-1]; suppressing the "
            "aspired-versions request";
     DCHECK(false);
     return;
diff --git a/tensorflow_serving/core/source_router_test.cc b/tensorflow_serving/core/source_router_test.cc
index 69f63a6de03..6b68c990aea 100644
--- a/tensorflow_serving/core/source_router_test.cc
+++ b/tensorflow_serving/core/source_router_test.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/core/target.h"
 #include "tensorflow_serving/core/test_util/mock_storage_path_target.h"
 
 using ::testing::_;
@@ -39,11 +40,12 @@ namespace {
 
 class TestSourceRouter final : public SourceRouter<StoragePath> {
  public:
-  TestSourceRouter() = default;
+  TestSourceRouter(int num_ports = 2) : num_output_ports_(num_ports) {}
   ~TestSourceRouter() override { Detach(); }
 
  protected:
-  int num_output_ports() const override { return 2; }
+  const int num_output_ports_;
+  int num_output_ports() const override { return num_output_ports_; }
 
   int Route(const StringPiece servable_name,
             const std::vector<ServableData<StoragePath>>& versions) override {
@@ -51,6 +53,8 @@ class TestSourceRouter final : public SourceRouter<StoragePath> {
       return 0;
     } else if (servable_name == "one") {
       return 1;
+    } else if (servable_name == "no_route") {
+      return kNoRoute;
     } else {
       LOG(FATAL) << "Unexpected test data";
     }
@@ -86,6 +90,21 @@ TEST(SourceRouterTest, Basic) {
                             {ServableData<StoragePath>({"one", 1}, "floo")});
 }
 
+TEST(SourceRouterTest, NumPorts) {
+  TestSourceRouter router(1);
+  std::vector<Source<StoragePath>*> output_ports = router.GetOutputPorts();
+  ASSERT_EQ(1, output_ports.size());
+  std::unique_ptr<test_util::MockStoragePathTarget> target(
+      new StrictMock<test_util::MockStoragePathTarget>);
+  ConnectSourceToTarget(output_ports[0], target.get());
+
+  EXPECT_CALL(*target, SetAspiredVersions(Eq("zero"),
+                                          ElementsAre(ServableData<StoragePath>(
+                                              {"zero", 0}, "mrop"))));
+  router.SetAspiredVersions("zero",
+                            {ServableData<StoragePath>({"zero", 0}, "mrop")});
+}
+
 TEST(SourceRouterTest, SetAspiredVersionsBlocksUntilAllTargetsConnected_1) {
   // Scenario 1: When SetAspiredVersions() is invoked, GetOutputPorts() has not
   // yet been called. The SetAspiredVersions() call should block until the ports
@@ -156,6 +175,22 @@ TEST(SourceRouterTest, SetAspiredVersionsBlocksUntilAllTargetsConnected_2) {
   router.SetAspiredVersions("one", {});
 }
 
+TEST(SourceRouterTest, DiscardRequest) {
+  // Testing return kNoRoute to discard a request
+
+  TestSourceRouter router;
+  std::vector<Source<StoragePath>*> output_ports = router.GetOutputPorts();
+  std::vector<std::unique_ptr<test_util::MockStoragePathTarget>> targets;
+  for (int i = 0; i < output_ports.size(); ++i) {
+    targets.emplace_back(new StrictMock<test_util::MockStoragePathTarget>);
+    ConnectSourceToTarget(output_ports[i], targets.back().get());
+  }
+
+  router.SetAspiredVersions("no_route", {});
+
+  // Expect no `SetAspiredVersions` call on `output_ports[0]`.
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 987e541ef0bba2265ecb7b0cb68a3c14d418734a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Oct 2019 18:02:55 -0700
Subject: [PATCH 3532/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/467e8646-1ace-4b37-980a-fd6d1f17dc0a

PiperOrigin-RevId: 277624518
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53d7cd2ebc5..b41ada5d4d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ce4252300ade502466bce13ac11506424ef918fe6fb2655e931b967115c518a",
-    git_commit = "552d6a22f66f6f2c7eb749ac3e79d83a9476b0e2",
+    sha256 = "86abf6163a7eebb62248c3973943bb81df5c7094ab7f0982d2282b5ecbeb3443",
+    git_commit = "198c1756b8eb8293eb177f10fccbba01174a657d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ffb6e64b79ea3a49a1a07b1fdcbaf3572dbcb0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2019 00:03:18 -0700
Subject: [PATCH 3533/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a73def37-fce1-431d-8f41-c88b0afe7874

PiperOrigin-RevId: 277663013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b41ada5d4d4..5bc80bc1f0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86abf6163a7eebb62248c3973943bb81df5c7094ab7f0982d2282b5ecbeb3443",
-    git_commit = "198c1756b8eb8293eb177f10fccbba01174a657d",
+    sha256 = "ea53db536d69c8dcd7385a412cacc0a17edfa4d56ec7a4e27be8e1ad27492604",
+    git_commit = "0f08466d733a81db6c3e9504563bcde56ee944f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 474d41c74a6f291b813f1c8a8724f92ac3519e2f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2019 06:03:03 -0700
Subject: [PATCH 3534/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/654c3af9-51bb-420a-af40-755bbf159fd2

PiperOrigin-RevId: 277705835
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bc80bc1f0d..b25b4efbdae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea53db536d69c8dcd7385a412cacc0a17edfa4d56ec7a4e27be8e1ad27492604",
-    git_commit = "0f08466d733a81db6c3e9504563bcde56ee944f6",
+    sha256 = "8d792c3931aa140580bf74b36e0a3fc14232778a84f25d4664ecbe0a248db3d8",
+    git_commit = "d93b08d9bccb69ef636504a7a12724b6cf738af7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 12f37703e49fb7d8698cb3759f21b5e12708fd34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2019 12:02:26 -0700
Subject: [PATCH 3535/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c820849e-36da-4d2b-b83f-d3b29bd7c694

PiperOrigin-RevId: 277772300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b25b4efbdae..64f19f45dbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d792c3931aa140580bf74b36e0a3fc14232778a84f25d4664ecbe0a248db3d8",
-    git_commit = "d93b08d9bccb69ef636504a7a12724b6cf738af7",
+    sha256 = "6aba0d530d996a8c3af91cd9910f3734289b235042f812260074339c602ccd09",
+    git_commit = "4bf3814197009d7d4860dee913de93f6e4c7cd94",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a0871ea5de9cd08e96bb6c51c7b84d487ab463de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2019 18:02:59 -0700
Subject: [PATCH 3536/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0df65804-94bd-4b34-89aa-546347043129

PiperOrigin-RevId: 277840692
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64f19f45dbb..4e6e783cca5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6aba0d530d996a8c3af91cd9910f3734289b235042f812260074339c602ccd09",
-    git_commit = "4bf3814197009d7d4860dee913de93f6e4c7cd94",
+    sha256 = "d09233e692033081bb04fc73933101ac03e83563e2303cae1b7d6f6ad6b20c1f",
+    git_commit = "89810f5a051ee1532c88bd9ddc9de15d76fbf685",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d595d3f6d1b2828f55e6972a83cc3bd3d1a282f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Nov 2019 00:03:23 -0700
Subject: [PATCH 3537/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aea0050f-c874-4c7b-8ebe-261b0b7c3a76

PiperOrigin-RevId: 277877069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e6e783cca5..a6c3aacd37a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d09233e692033081bb04fc73933101ac03e83563e2303cae1b7d6f6ad6b20c1f",
-    git_commit = "89810f5a051ee1532c88bd9ddc9de15d76fbf685",
+    sha256 = "e5abb8d7afebbe62ca7ddb89a109f21584fcd0fbd1281a51762133698d75d249",
+    git_commit = "70907a9cb92c7993ba068b78e41dff0427d4350f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e87e9413dcd5a2743d9af95875ffa330d366b89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Nov 2019 06:03:18 -0700
Subject: [PATCH 3538/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4c12a2c-230f-4aed-ad8d-0b6b38caee29

PiperOrigin-RevId: 277913639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6c3aacd37a..012920cf3a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5abb8d7afebbe62ca7ddb89a109f21584fcd0fbd1281a51762133698d75d249",
-    git_commit = "70907a9cb92c7993ba068b78e41dff0427d4350f",
+    sha256 = "2df666eef4579d0a8dbebb9b539ca83fb4aaecd33fe1a1cd9823709f453e53bf",
+    git_commit = "3cd6ad250df570cb5e9dcbb8be646f0bb6d0c61c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c27ecfa54f4a775b2aeba616be3b14ba9b1f6470 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Nov 2019 12:02:17 -0700
Subject: [PATCH 3539/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d218b835-0cbf-425a-9363-4745964d0b0e

PiperOrigin-RevId: 277973890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 012920cf3a6..e6299f81535 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2df666eef4579d0a8dbebb9b539ca83fb4aaecd33fe1a1cd9823709f453e53bf",
-    git_commit = "3cd6ad250df570cb5e9dcbb8be646f0bb6d0c61c",
+    sha256 = "d8a765c93700efba26e47720d028eea8530e787ce017959b4c532319426f5176",
+    git_commit = "60f77c51863973d6e17a99c72226a80e44443930",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c76beeaeef750b37ff3861347dc0e7de60690507 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Nov 2019 18:02:21 -0700
Subject: [PATCH 3540/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9b96b12-7e56-482f-b775-e6acaffc0858

PiperOrigin-RevId: 278035450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6299f81535..f961af99b9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8a765c93700efba26e47720d028eea8530e787ce017959b4c532319426f5176",
-    git_commit = "60f77c51863973d6e17a99c72226a80e44443930",
+    sha256 = "d45ddf7a0197f0259352661f019aeba70f22e4f2a4928fc37edeb2b7b91123b7",
+    git_commit = "30ac8e4da66f6adfb0f49806a81bedf52221d74b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4f60ef6968490d47df9bccbc00c2606ece10f6b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Nov 2019 00:03:21 -0700
Subject: [PATCH 3541/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae0cb545-3b81-40bd-a555-db423a0a2a69

PiperOrigin-RevId: 278071465
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f961af99b9a..02ce23a4e13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d45ddf7a0197f0259352661f019aeba70f22e4f2a4928fc37edeb2b7b91123b7",
-    git_commit = "30ac8e4da66f6adfb0f49806a81bedf52221d74b",
+    sha256 = "251aee4d1142a4efce10861be19e6cf5821db166ca5ac7082cb34d9225462558",
+    git_commit = "1392eacc619d4a150d55a078102ec5458c588957",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5a3f0084d01ecc92d9ed8fd3245ecff4c03f08bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Nov 2019 06:03:02 -0700
Subject: [PATCH 3542/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3aaaab1f-1648-4645-9710-80e46fe35ae7

PiperOrigin-RevId: 278094624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02ce23a4e13..fef48808a9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "251aee4d1142a4efce10861be19e6cf5821db166ca5ac7082cb34d9225462558",
-    git_commit = "1392eacc619d4a150d55a078102ec5458c588957",
+    sha256 = "5f778aa02daaddaa82d6b942c00820d8b3ee49ba34cb8cbd82555a40f0706e59",
+    git_commit = "b99ee9b34d413764e79b68eec2e1062cf71fbc7e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 57948594a8d6365a35e28793f092ebdd2a5e110e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Nov 2019 18:03:01 -0700
Subject: [PATCH 3543/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18bd6b1f-0d87-47d2-8314-4c9a060aa933

PiperOrigin-RevId: 278151583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fef48808a9c..7f90badefad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f778aa02daaddaa82d6b942c00820d8b3ee49ba34cb8cbd82555a40f0706e59",
-    git_commit = "b99ee9b34d413764e79b68eec2e1062cf71fbc7e",
+    sha256 = "30b0544f9227deb3a3b47f6797e2096445e694d8861c89d3bf6387e07ad6ab9a",
+    git_commit = "919dfc3d066e72ee02baa11fbf7b035d9944daa9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 679e0a2bfb9705bc0e11adc7b10579ff86aa9a30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Nov 2019 05:02:51 -0800
Subject: [PATCH 3544/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52540ed2-4152-4e59-826c-7169a5b108ee

PiperOrigin-RevId: 278209744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f90badefad..f6bbe41924f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30b0544f9227deb3a3b47f6797e2096445e694d8861c89d3bf6387e07ad6ab9a",
-    git_commit = "919dfc3d066e72ee02baa11fbf7b035d9944daa9",
+    sha256 = "18658fd7608544fc86bade1446f7f02a104cabd2160d09dce68e1771cd010780",
+    git_commit = "eda53c63dab8b364872ede8e423e4fed5d1686f7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3b018b6808f429a1a801099fae904909f34ae7a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Nov 2019 17:02:20 -0800
Subject: [PATCH 3545/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b42442d-c4b5-4b93-8991-1b86a06305ce

PiperOrigin-RevId: 278269976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6bbe41924f..1a00d28365a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18658fd7608544fc86bade1446f7f02a104cabd2160d09dce68e1771cd010780",
-    git_commit = "eda53c63dab8b364872ede8e423e4fed5d1686f7",
+    sha256 = "bb68c5bfa958b8e940d9391337772d48e5554c25e8066b7c3bcddffcdb29b3aa",
+    git_commit = "720f7db2eb32bc39e3e9ed322c8baad059b7f494",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 48f3d4d3e050b8135ea0bd42cbdd89c083357608 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Nov 2019 23:02:57 -0800
Subject: [PATCH 3546/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6686c4f-893f-40d1-8a8a-3e7ca51e4b16

PiperOrigin-RevId: 278308354
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a00d28365a..5274778f9ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb68c5bfa958b8e940d9391337772d48e5554c25e8066b7c3bcddffcdb29b3aa",
-    git_commit = "720f7db2eb32bc39e3e9ed322c8baad059b7f494",
+    sha256 = "9f8acacc27e4b81a6c5d0d58ca2637ce7e770e2ef80a819f56ffb27a99415c96",
+    git_commit = "82fde44990342551410c40a63806c4c825289c39",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41fea1820b9cb88b6f75db5b3f8236a399fc34ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Nov 2019 06:03:22 -0800
Subject: [PATCH 3547/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d673e15-0130-4d87-ba08-959ccfa9d523

PiperOrigin-RevId: 278361786
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5274778f9ec..02862020e55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f8acacc27e4b81a6c5d0d58ca2637ce7e770e2ef80a819f56ffb27a99415c96",
-    git_commit = "82fde44990342551410c40a63806c4c825289c39",
+    sha256 = "0670d0064ba80f76f8fc47729cdb7e75feb047604097cbfce1012bb503181f02",
+    git_commit = "f211533f4df0ba1b818264f9144121db41593508",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d832faa136442a32e3eb45420543916a43cfd104 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Nov 2019 12:02:30 -0800
Subject: [PATCH 3548/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd9c747f-25ed-48c6-94f3-de61b5c8cf42

PiperOrigin-RevId: 278433384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02862020e55..c02f24baa96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0670d0064ba80f76f8fc47729cdb7e75feb047604097cbfce1012bb503181f02",
-    git_commit = "f211533f4df0ba1b818264f9144121db41593508",
+    sha256 = "da035b09f1b9f2f4d3d0705983af577b7ff1055a1f794dbf708ba72e505e65ac",
+    git_commit = "9cee786abd939d1f5f495d439d1d0b6c5ea7af33",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6fd3552b8f2ce232e864251cadec940c4f8a73fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Nov 2019 18:03:19 -0800
Subject: [PATCH 3549/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6d590e3-3333-4499-8709-1bae9921058c

PiperOrigin-RevId: 278506464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c02f24baa96..43a8cb54963 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da035b09f1b9f2f4d3d0705983af577b7ff1055a1f794dbf708ba72e505e65ac",
-    git_commit = "9cee786abd939d1f5f495d439d1d0b6c5ea7af33",
+    sha256 = "556a320bc77527c7bfe8ed1313bc45fd905875644f1d43ba39d5172a68602d90",
+    git_commit = "6c0c00ac37d0af354197273a4f0954881588a06e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 60afd5d5e6ad98e50fcf62c757597f7ec0f6543e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Nov 2019 00:04:13 -0800
Subject: [PATCH 3550/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f4b4512-e56e-4870-91fc-92caa6d5b5ec

PiperOrigin-RevId: 278557997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43a8cb54963..40a5a556c1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "556a320bc77527c7bfe8ed1313bc45fd905875644f1d43ba39d5172a68602d90",
-    git_commit = "6c0c00ac37d0af354197273a4f0954881588a06e",
+    sha256 = "f22b9974f03e7e351ce0d189d62db301f7168ace4db787a0ad644c6a313ce9f6",
+    git_commit = "ce69fe54695361d88c3b73d18e0d647baeb50c49",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4db752d0c339a57e89826362a083516a9a73ba48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Nov 2019 06:03:22 -0800
Subject: [PATCH 3551/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80006042-51c5-4914-ab3d-830eb228002f

PiperOrigin-RevId: 278607470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40a5a556c1c..279f4440bca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f22b9974f03e7e351ce0d189d62db301f7168ace4db787a0ad644c6a313ce9f6",
-    git_commit = "ce69fe54695361d88c3b73d18e0d647baeb50c49",
+    sha256 = "44a9bd1fc775ab804877f816df7e6f3d8238020b266e7c41010362a133af3965",
+    git_commit = "f63cc98935c2c1cf8a42eaa5951c66a3e16c8d5a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 87a4b2b28729bd269ab367742998b6f8426ea1b7 Mon Sep 17 00:00:00 2001
From: Gaurav Jain <gjn@google.com>
Date: Tue, 5 Nov 2019 16:25:02 -0800
Subject: [PATCH 3552/8103] Us public tf.config APIs

PiperOrigin-RevId: 278732953
---
 .../test_util/tensorflow_model_server_test_base.py    | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 49b3f1ef3e2..d8c544601f2 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -35,8 +35,6 @@
 import tensorflow as tf
 
 from tensorflow.core.framework import types_pb2
-from tensorflow.python.eager import context
-from tensorflow.python.framework import config as device_config
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import predict_pb2
@@ -56,14 +54,15 @@ def SetVirtualCpus(num_virtual_cpus):
   if num_virtual_cpus < 1:
     raise ValueError('`num_virtual_cpus` must be at least 1 not %r' %
                      (num_virtual_cpus,))
-  physical_devices = device_config.list_physical_devices('CPU')
+  physical_devices = tf.config.experimental.list_physical_devices('CPU')
   if not physical_devices:
     raise RuntimeError('No CPUs found')
-  configs = device_config.get_virtual_device_configuration(physical_devices[0])
+  configs = tf.config.experimental.get_virtual_device_configuration(
+      physical_devices[0])
   if configs is None:
-    virtual_devices = [context.VirtualDeviceConfiguration()
+    virtual_devices = [tf.config.experimental.VirtualDeviceConfiguration()
                        for _ in range(num_virtual_cpus)]
-    device_config.set_virtual_device_configuration(
+    tf.config.experimental.set_virtual_device_configuration(
         physical_devices[0], virtual_devices)
   else:
     if len(configs) < num_virtual_cpus:

From 19e60872bf311c0bd132c61c495987bdbc0a29ca Mon Sep 17 00:00:00 2001
From: Adrian Kuegel <akuegel@google.com>
Date: Thu, 7 Nov 2019 01:22:30 -0800
Subject: [PATCH 3553/8103] Update tensorflow revision for open source.

Also do the required changes which are necessary to update to this
new revision (proto dependency names have changed).

PiperOrigin-RevId: 279033380
---
 WORKSPACE                                     | 4 ++--
 tensorflow_serving/apis/BUILD                 | 8 ++++----
 tensorflow_serving/servables/tensorflow/BUILD | 2 +-
 tensorflow_serving/util/BUILD                 | 2 +-
 4 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 279f4440bca..6e6a42506be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44a9bd1fc775ab804877f816df7e6f3d8238020b266e7c41010362a133af3965",
-    git_commit = "f63cc98935c2c1cf8a42eaa5951c66a3e16c8d5a",
+    sha256 = "4f76a8e7a680344c6e8329a52b979a94052f1a60e4725e886d81bfe94bf8fefe",
+    git_commit = "35f8f8ababb43fcd93f1907c9befb4ab5daa7a77",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index d1f1134b699..80b8d5d0045 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -30,7 +30,7 @@ serving_proto_library(
     deps = [
         ":model_proto",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 
@@ -49,7 +49,7 @@ serving_proto_library(
     srcs = ["input.proto"],
     cc_api_version = 2,
     deps = [
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 
@@ -108,7 +108,7 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 
@@ -367,7 +367,7 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3bb5e09d4a2..e7576abc92d 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -33,7 +33,7 @@ serving_proto_library(
     ],
     deps = [
         "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index be45e6252b2..986ce5f58c4 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -400,7 +400,7 @@ serving_proto_library(
     cc_api_version = 2,
     visibility = ["//visibility:public"],
     deps = [
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:protos_all",
     ],
 )
 

From b069cb0a79e343a7281302bb9471f27d8ba59b21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Nov 2019 06:02:28 -0800
Subject: [PATCH 3554/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa69fe90-691d-4afe-8b51-317203febc76

PiperOrigin-RevId: 279069458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e6a42506be..1b3ad2dbbd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f76a8e7a680344c6e8329a52b979a94052f1a60e4725e886d81bfe94bf8fefe",
-    git_commit = "35f8f8ababb43fcd93f1907c9befb4ab5daa7a77",
+    sha256 = "258c071d9299de4de71a058bce29eae02701f8848bb7d4660230c2d5c1569c84",
+    git_commit = "f45272036ccbccc7c8b5a647bc30da8a156ba576",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e853b051214827076e87078c8b84c6a39838f2c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Nov 2019 12:02:17 -0800
Subject: [PATCH 3555/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68c670e3-f811-4d4d-8bdb-7c652d70e405

PiperOrigin-RevId: 279137455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b3ad2dbbd1..b5604148d9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "258c071d9299de4de71a058bce29eae02701f8848bb7d4660230c2d5c1569c84",
-    git_commit = "f45272036ccbccc7c8b5a647bc30da8a156ba576",
+    sha256 = "1fcaeab0e62af42d1d5c312b2a7da5ee97c84f073763b8793d885d611bb87173",
+    git_commit = "a44da74d9408a103e01a009a9f552b905fcf4ea9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3ca6104d256561253790af3a13f6d1e9f5b0c363 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Nov 2019 18:02:28 -0800
Subject: [PATCH 3556/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/946401e6-cfe6-4844-8f3c-e524aa37b256

PiperOrigin-RevId: 279208833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5604148d9c..6cc90da8457 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fcaeab0e62af42d1d5c312b2a7da5ee97c84f073763b8793d885d611bb87173",
-    git_commit = "a44da74d9408a103e01a009a9f552b905fcf4ea9",
+    sha256 = "70b0f346aaef511c2cdb63f3a6934473e980a76d1d6310d853728cd7b2e4e8e0",
+    git_commit = "95778693633acfb368bb684e9f036932a82a6a85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b6f3bd51ffb766f34353b6541414ea2e5693c7b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Nov 2019 00:02:34 -0800
Subject: [PATCH 3557/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14cf9042-8275-4b1c-a44d-de0efd48f5ef

PiperOrigin-RevId: 279254133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cc90da8457..938992cfbb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70b0f346aaef511c2cdb63f3a6934473e980a76d1d6310d853728cd7b2e4e8e0",
-    git_commit = "95778693633acfb368bb684e9f036932a82a6a85",
+    sha256 = "afab7370766e940ac72203fc70037148eb02f5a64e3c28f1abbd0b282b7c1fe7",
+    git_commit = "4f42698fdc71b4578366f403fbc05dd09bd575ee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ff28eacebeab7fe45032c3da54ecdb5f3cb8cf0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Nov 2019 06:02:31 -0800
Subject: [PATCH 3558/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c356b226-3501-4bd0-ab1b-2049b2447980

PiperOrigin-RevId: 279298107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 938992cfbb4..ef437f3ed5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "afab7370766e940ac72203fc70037148eb02f5a64e3c28f1abbd0b282b7c1fe7",
-    git_commit = "4f42698fdc71b4578366f403fbc05dd09bd575ee",
+    sha256 = "f0caecf41478f6485463d88c7e3970e6262d32d967df3ee6aa73de2a182a8361",
+    git_commit = "c40dedb5364830417875b254a58614a18aa99d02",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 21793147a03384d50cc8e2d035125badbe04b69a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Nov 2019 12:02:41 -0800
Subject: [PATCH 3559/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/109b8e6e-9318-4bbb-ad4f-bde8bfd4d3a1

PiperOrigin-RevId: 279362530
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef437f3ed5f..d4e0ee37dfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0caecf41478f6485463d88c7e3970e6262d32d967df3ee6aa73de2a182a8361",
-    git_commit = "c40dedb5364830417875b254a58614a18aa99d02",
+    sha256 = "ac96e0e1ee1bc772a1c7022c8ddb5887d4b8e9738b590e440131834297df6c5f",
+    git_commit = "457420860abe4a9b18cf3bb3eedc86aa58711f6d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9544077bdb6eef9b20a0688a042155ee6dea011a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 8 Nov 2019 13:13:59 -0800
Subject: [PATCH 3560/8103] Fix copying of string tensor outputs by explicitly
 copying each string and not doing a memcpy (that is only done for numerics).
 String tensors in TF Lite have a different in-memory format than TF string
 tensors and cannot be memcpy-ed.

Tested:
o Added unit test (that fails without the associated .cc file change).
PiperOrigin-RevId: 279376125
---
 .../servables/tensorflow/tflite_session.cc    | 70 ++++++++++-----
 .../tensorflow/tflite_session_test.cc         | 85 +++++++++++++++++++
 2 files changed, 135 insertions(+), 20 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 77694a0d3cc..a799ad8ba60 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -152,11 +152,58 @@ Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
                 tensor_bytes.size());
   } else {
     tflite::DynamicBuffer buf;
-    auto tensor_vec = tensor.vec<tstring>();
+    auto tensor_vec = tensor.flat<tstring>();
     for (int i = 0; i < tensor_vec.size(); i++) {
       buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
     }
-    buf.WriteToTensor(tflite_tensor, /*new_shape=*/nullptr);
+    TfLiteIntArray* dims_array = TfLiteIntArrayCreate(tensor.dims());
+    for (int i = 0; i < tensor.dims(); i++) {
+      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
+    }
+    // WriteToTensor() takes ownership of dims_array.
+    buf.WriteToTensor(tflite_tensor, dims_array);
+  }
+  return Status::OK();
+}
+
+Status AppendTfLiteToTfTensorList(const TfLiteTensor* tflite_tensor,
+                                  std::vector<Tensor>* outputs) {
+  DataType tf_type;
+  TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+
+  TensorShape shape;
+  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
+    shape.AddDim(tflite_tensor->dims->data[i]);
+  }
+
+  outputs->emplace_back(Tensor(tf_type, shape));
+  Tensor* tensor = &outputs->back();
+  if (DataTypeCanUseMemcpy(tf_type)) {
+    auto tensor_bytes = tensor->tensor_data();
+    if (tflite_tensor->bytes != tensor_bytes.size()) {
+      return errors::Internal(
+          "Failed to convert TFLite tensor: ", tflite_tensor->name,
+          " to TF tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
+          tflite_tensor->bytes);
+    }
+    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
+                tflite_tensor->bytes);
+  } else if (tflite_tensor->type == kTfLiteString) {
+    const int num_strings = tflite::GetStringCount(tflite_tensor);
+    if (num_strings != tensor->NumElements()) {
+      return errors::Internal(
+          "Failed to convert TFLite tensor: ", tflite_tensor->name,
+          " to TF tensor. Num elements mismatch: ", tensor->NumElements(),
+          " vs ", num_strings);
+    }
+    auto str_tensors = outputs->back().flat<tstring>();
+    for (int i = 0; i < num_strings; i++) {
+      auto ref = tflite::GetString(tflite_tensor, i);
+      str_tensors(i).assign(ref.str, ref.len);
+    }
+  } else {
+    return errors::Internal("TFLite to TF Tensor copy not supported for type: ",
+                            tflite_tensor->type);
   }
   return Status::OK();
 }
@@ -266,24 +313,7 @@ Status TfLiteSession::Run(const RunOptions& run_options,
       return errors::InvalidArgument(
           "Failed to get output TFLite tensor: ", name, " at index: ", index);
     }
-
-    DataType tf_type;
-    TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
-
-    TensorShape shape;
-    for (int i = 0; i < tflite_tensor->dims->size; i++) {
-      shape.AddDim(tflite_tensor->dims->data[i]);
-    }
-    outputs->emplace_back(Tensor(tf_type, shape));
-    auto tensor_bytes = outputs->back().tensor_data();
-    if (tflite_tensor->bytes != tensor_bytes.size()) {
-      return errors::Internal(
-          "Failed to convert output tensor: ", name,
-          " to TFLite tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
-          tflite_tensor->bytes);
-    }
-    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
-                tflite_tensor->bytes);
+    TF_RETURN_IF_ERROR(AppendTfLiteToTfTensorList(tflite_tensor, outputs));
   }
   return Status::OK();
 }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index bee6ed27a54..8a4f0aa5f79 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -26,6 +26,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
@@ -92,6 +93,90 @@ TEST(TfLiteSession, BasicTest) {
   }
 }
 
+constexpr char kTestModelInputList[] = "list";
+constexpr char kTestModelInputShape[] = "shape";
+constexpr char kTestModelOutput[] = "output";
+
+// Returns a serialized FlatBuffer tflite model.
+//
+// The model has two inputs (kTestModelInputList|Shape) and one output
+// kTestModelOutput. The output is list that is reshaped to shape via
+// tf.reshape operator.
+//
+// Elements of list are expected to be of `tensor_type` type.
+string BuildTestModel(tflite::TensorType tensor_type) {
+  std::vector<int32_t> inputs;
+  std::vector<int32_t> outputs;
+  std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
+  std::vector<flatbuffers::Offset<tflite::OperatorCode>> opcodes;
+  std::vector<flatbuffers::Offset<tflite::Operator>> operators;
+  std::vector<flatbuffers::Offset<tflite::Buffer>> buffers;
+  flatbuffers::FlatBufferBuilder builder;
+
+  // Input list: 1D tensor for list of `tensor_type` elements.
+  inputs.push_back(tensors.size());
+  tensors.push_back(CreateTensor(builder, builder.CreateVector<int>({1}),
+                                 tensor_type, /*buffer=*/0,
+                                 builder.CreateString(kTestModelInputList),
+                                 /*quantization=*/0, /*is_variable=*/false));
+
+  // Input shape: 1D tensor for shape.
+  inputs.push_back(tensors.size());
+  tensors.push_back(CreateTensor(builder, builder.CreateVector<int>({1}),
+                                 tflite::TensorType_INT32, /*buffer=*/0,
+                                 builder.CreateString(kTestModelInputShape),
+                                 /*quantization=*/0, /*is_variable=*/false));
+
+  // Output: Reshaped list to shape.
+  outputs.push_back(tensors.size());
+  tensors.push_back(CreateTensor(builder, builder.CreateVector<int>({1}),
+                                 tensor_type, /*buffer=*/0,
+                                 builder.CreateString(kTestModelOutput),
+                                 /*quantization=*/0, /*is_variable=*/false));
+
+  // Add reshape operator.
+  opcodes.push_back(
+      CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
+  operators.push_back(CreateOperator(
+      builder, /*opcode_index=*/0, builder.CreateVector<int32_t>(inputs),
+      builder.CreateVector<int32_t>(outputs),
+      tflite::BuiltinOptions_ReshapeOptions,
+      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
+          .Union(),
+      /*custom_options=*/0, tflite::CustomOptionsFormat_FLEXBUFFERS));
+
+  auto subgraph = CreateSubGraph(builder, builder.CreateVector(tensors),
+                                 builder.CreateVector<int32_t>(inputs),
+                                 builder.CreateVector<int32_t>(outputs),
+                                 builder.CreateVector(operators));
+  builder.Finish(CreateModel(
+      builder, TFLITE_SCHEMA_VERSION, builder.CreateVector(opcodes),
+      builder.CreateVector(&subgraph, 1), builder.CreateString("testmodel"),
+      builder.CreateVector(buffers)));
+
+  return string(reinterpret_cast<char*>(builder.GetBufferPointer()),
+                builder.GetSize());
+}
+
+TEST(TfLiteSession, ProcessStrings) {
+  string model_bytes = BuildTestModel(tflite::TensorType_STRING);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  Tensor input_list =
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
+  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  TF_EXPECT_OK(session->Run(
+      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
+      {kTestModelOutput}, {}, &outputs));
+  ASSERT_EQ(outputs.size(), 1);
+  test::ExpectTensorEqual<tstring>(
+      outputs[0],
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From ca3c486f1cb665a381379af77caeefa90e2dcfc1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Nov 2019 18:02:23 -0800
Subject: [PATCH 3561/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b930972-b2af-4027-83d6-4e226bd88000

PiperOrigin-RevId: 279428452
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4e0ee37dfa..937f134f485 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac96e0e1ee1bc772a1c7022c8ddb5887d4b8e9738b590e440131834297df6c5f",
-    git_commit = "457420860abe4a9b18cf3bb3eedc86aa58711f6d",
+    sha256 = "a93d41dcd0555996409131b3d63efbe2bd54e1e7be72d96c113b2068d611c034",
+    git_commit = "7a07f274d65bed12b91b6c6dbe4987a6e1649429",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3ad3f25feabc8e93c9b03dcc7797f7660d004f47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Nov 2019 00:02:37 -0800
Subject: [PATCH 3562/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad12d7a8-e05e-4387-a1c7-d918188fa336

PiperOrigin-RevId: 279462369
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 937f134f485..307829d16e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a93d41dcd0555996409131b3d63efbe2bd54e1e7be72d96c113b2068d611c034",
-    git_commit = "7a07f274d65bed12b91b6c6dbe4987a6e1649429",
+    sha256 = "e3d8e9e3f2c5d9d25148962cbd30d1b4bb87a3a0ea35976c0344a5124113f979",
+    git_commit = "ce1fe70d2a2b33b11e157385a0bb439256dd68cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 76ccb52b8107c63e778e71341c3881da418b39d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Nov 2019 06:02:39 -0800
Subject: [PATCH 3563/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18568159-bec4-48ac-bc68-0b8bebb0f121

PiperOrigin-RevId: 279491573
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 307829d16e3..0d15a2e0f0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3d8e9e3f2c5d9d25148962cbd30d1b4bb87a3a0ea35976c0344a5124113f979",
-    git_commit = "ce1fe70d2a2b33b11e157385a0bb439256dd68cf",
+    sha256 = "bb1d33237b7d6e490b40ff9d54f89bcd38136a79abfe97c38f10ec6d09309328",
+    git_commit = "ce0b9aa347979cfbe4291440a3aeeb7af3dda41d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28f5e607589f162fab59388c474273407be561d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Nov 2019 18:02:32 -0800
Subject: [PATCH 3564/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cd3e7ee-7bc0-415f-b1ce-16f19c03dd3f

PiperOrigin-RevId: 279543093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d15a2e0f0d..0188c3e88dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb1d33237b7d6e490b40ff9d54f89bcd38136a79abfe97c38f10ec6d09309328",
-    git_commit = "ce0b9aa347979cfbe4291440a3aeeb7af3dda41d",
+    sha256 = "68676ddd2fb2c0af1ad69ae964a5c23f5d91f3858753b2273833447397d2e95e",
+    git_commit = "fa3a6a43d452dc391b63c97ecd498f95a95c20d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11aebcc7fae0b076dab72ea286014afd19fc76fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Nov 2019 00:02:35 -0800
Subject: [PATCH 3565/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/373b4446-6f71-45b1-90bb-be4bcb2d0bb0

PiperOrigin-RevId: 279569832
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0188c3e88dc..d1bc446bba0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68676ddd2fb2c0af1ad69ae964a5c23f5d91f3858753b2273833447397d2e95e",
-    git_commit = "fa3a6a43d452dc391b63c97ecd498f95a95c20d9",
+    sha256 = "9284510e5ef64150e985709cf0866433a0eef730f840d8703944ad1b6ad99f08",
+    git_commit = "ff05c644e4d43b5738651dfaad9888d4636d763d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2fe3d7698dbbe46d44fa7e1e636ce46f721b12da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Nov 2019 06:02:29 -0800
Subject: [PATCH 3566/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/015394ef-bc2e-4547-9830-2113f653aeda

PiperOrigin-RevId: 279599388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1bc446bba0..0a92122ab4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9284510e5ef64150e985709cf0866433a0eef730f840d8703944ad1b6ad99f08",
-    git_commit = "ff05c644e4d43b5738651dfaad9888d4636d763d",
+    sha256 = "44deaa35b6389a4acc4acb9c2f967076020905cae8b94f5d621f338e34eb3f15",
+    git_commit = "979c105c2cea75e0e481359d2d0c74fdbc9f867e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be2a5954660312e0a49f99ac1638aebeee4d750c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Nov 2019 18:02:14 -0800
Subject: [PATCH 3567/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3962716-1232-4c8e-b142-e61aaf70a8f5

PiperOrigin-RevId: 279649616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a92122ab4b..c0b89d49579 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44deaa35b6389a4acc4acb9c2f967076020905cae8b94f5d621f338e34eb3f15",
-    git_commit = "979c105c2cea75e0e481359d2d0c74fdbc9f867e",
+    sha256 = "c9c0e37efcd24bde290e2385c3bba21e588cb48299c60094988aa1ae80017d33",
+    git_commit = "1d3db869f9154b537a5bfedc2c01eadbb167919b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 140d7df6e0294eb67c5162ecccd1f9ba112f2336 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Nov 2019 00:02:30 -0800
Subject: [PATCH 3568/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/356b052c-30ad-42c7-b90b-36445f32c747

PiperOrigin-RevId: 279678947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0b89d49579..b71dd2f6c10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9c0e37efcd24bde290e2385c3bba21e588cb48299c60094988aa1ae80017d33",
-    git_commit = "1d3db869f9154b537a5bfedc2c01eadbb167919b",
+    sha256 = "1f2abc539d721488217391eda2e87567de5f477f71a093e5b7ce00e2dda81644",
+    git_commit = "730602680f3adbe98cec0b7cfa1c78230bb4eccf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ff7c3757e83c36554c4150a1342165776f84e1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Nov 2019 06:02:28 -0800
Subject: [PATCH 3569/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b018b9d6-e8df-455d-983e-0472dec59ceb

PiperOrigin-RevId: 279720175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b71dd2f6c10..4e987e2ae20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f2abc539d721488217391eda2e87567de5f477f71a093e5b7ce00e2dda81644",
-    git_commit = "730602680f3adbe98cec0b7cfa1c78230bb4eccf",
+    sha256 = "831ac807baea545f9f082a1a4db26573d98a9cf0bbf39474b8c453e6a8e17cf6",
+    git_commit = "783ea2cb9eea518c7802490890907803470458da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3db7d6b07e0420441257b707002966cd53218f30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Nov 2019 12:02:34 -0800
Subject: [PATCH 3570/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8653f59-3cf5-4ae4-8b23-c4cffcffad4a

PiperOrigin-RevId: 279786669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e987e2ae20..e875bb5a313 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "831ac807baea545f9f082a1a4db26573d98a9cf0bbf39474b8c453e6a8e17cf6",
-    git_commit = "783ea2cb9eea518c7802490890907803470458da",
+    sha256 = "1f340a93cc873dccd15667ca66474f2e66aa4e25f9127fc03d6b2ce450a0f054",
+    git_commit = "4308ccf139ac38ed7e47490616783d90aa061cc6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 217a94ba404fedd16387b496846c3465ea6728bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Nov 2019 18:02:34 -0800
Subject: [PATCH 3571/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/28ff3674-eccb-4e89-a8f7-0e5a241edddd

PiperOrigin-RevId: 279858177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e875bb5a313..8ac539b0398 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f340a93cc873dccd15667ca66474f2e66aa4e25f9127fc03d6b2ce450a0f054",
-    git_commit = "4308ccf139ac38ed7e47490616783d90aa061cc6",
+    sha256 = "65a6625414458502715b0040ad6f6d1f5954ba24bcc53c1124478cbe54fa4c59",
+    git_commit = "4a0ba5e5b189813b679f7e943587ea5e0234a6d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 283d92479af58930cdf560610646963e9e3c3098 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Nov 2019 00:02:59 -0800
Subject: [PATCH 3572/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52ccd619-d310-47a2-8591-6ccf45933183

PiperOrigin-RevId: 279899324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ac539b0398..80476d96117 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65a6625414458502715b0040ad6f6d1f5954ba24bcc53c1124478cbe54fa4c59",
-    git_commit = "4a0ba5e5b189813b679f7e943587ea5e0234a6d8",
+    sha256 = "61ed29457c3e88b531ebf25027e27d59f8ba57f3516a0346c80f9f7a80617ba4",
+    git_commit = "7d8e271251d13f8008545220da438c2b7f42ece9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dcd3cdc42b39f1fcc822d030468bc19d8a9a4402 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Nov 2019 06:04:14 -0800
Subject: [PATCH 3573/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc53e51d-4b8c-4b53-8b1e-9426094cf35c

PiperOrigin-RevId: 279948340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80476d96117..dd916da3a62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61ed29457c3e88b531ebf25027e27d59f8ba57f3516a0346c80f9f7a80617ba4",
-    git_commit = "7d8e271251d13f8008545220da438c2b7f42ece9",
+    sha256 = "12a8efcac53d8336156f64df5275df79da59811a004d6c1b901d55752bda7db3",
+    git_commit = "cf42039ee54a2278065c6bff4c6c14feedd1a2af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ef7a1fb956dfb9cacb4b72e5424200f5094f1976 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Nov 2019 12:02:40 -0800
Subject: [PATCH 3574/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3875962a-ca77-4c74-9e56-6701a2d11c7b

PiperOrigin-RevId: 280022587
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd916da3a62..db70955a5ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12a8efcac53d8336156f64df5275df79da59811a004d6c1b901d55752bda7db3",
-    git_commit = "cf42039ee54a2278065c6bff4c6c14feedd1a2af",
+    sha256 = "2b9cde17964c9b26cb7cedcef78c9f42c011f3101b7f5086cce4a5e325b1a205",
+    git_commit = "403d2cbd2e0abede34a9f869db026817cc84b0aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bb3bffbf4805e8db3aabbe7a09fa955c33f23326 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Nov 2019 18:02:37 -0800
Subject: [PATCH 3575/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6b753fb-39f2-4b75-bfff-7bc584fec902

PiperOrigin-RevId: 280097988
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db70955a5ab..bab388d2c4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b9cde17964c9b26cb7cedcef78c9f42c011f3101b7f5086cce4a5e325b1a205",
-    git_commit = "403d2cbd2e0abede34a9f869db026817cc84b0aa",
+    sha256 = "f740a84ea3b8e0fe884c4d024d11cc8502e781394d192560a50df3e511d1c106",
+    git_commit = "269f4fb6007fe57320a2a1c1fb9bc35deca2c6a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6fe5285b8922991bf2bb9621d50d55cefe98c699 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Nov 2019 00:02:39 -0800
Subject: [PATCH 3576/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d712716-26c6-4084-9ffc-6cef1591c5bc

PiperOrigin-RevId: 280138840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bab388d2c4e..5764dc04d3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f740a84ea3b8e0fe884c4d024d11cc8502e781394d192560a50df3e511d1c106",
-    git_commit = "269f4fb6007fe57320a2a1c1fb9bc35deca2c6a5",
+    sha256 = "755328806f64067468c1bd3987220837e4bc19c389654017e18fffcca30a80be",
+    git_commit = "0cc92db3b135638f0b7d8dc9bc5458933098f4bd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e514a36efbaccafa7d5551c6dc6c3b3b98a367a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Nov 2019 06:02:38 -0800
Subject: [PATCH 3577/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63f4c17e-8ef6-43a4-997d-96edd62f1169

PiperOrigin-RevId: 280182272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5764dc04d3f..f07c0710767 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "755328806f64067468c1bd3987220837e4bc19c389654017e18fffcca30a80be",
-    git_commit = "0cc92db3b135638f0b7d8dc9bc5458933098f4bd",
+    sha256 = "5c714f10184b37a60216ef7027e7f324a071581162a3aa81a18c7d34061dbe65",
+    git_commit = "4c54f0a0a83d3cf8e2a3326734880fced6e37541",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 62f4094bbf97979371bfd9c3a3120a1585be407d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Nov 2019 18:03:06 -0800
Subject: [PATCH 3578/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/226457ef-4b05-4dd3-85ab-508cc4b6a110

PiperOrigin-RevId: 280323170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f07c0710767..7f410dc17e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c714f10184b37a60216ef7027e7f324a071581162a3aa81a18c7d34061dbe65",
-    git_commit = "4c54f0a0a83d3cf8e2a3326734880fced6e37541",
+    sha256 = "4a95c1a5c3728a77308be4b4767009e51400578af06eb6925cf44ad4d2cea177",
+    git_commit = "36eed9c1128b8dc9f7dae4273e1be13420f8682c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11829c42d0332c5d87828e55bf4c8fde6cdc34e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Nov 2019 00:02:54 -0800
Subject: [PATCH 3579/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/881ffbfd-50f0-484b-be02-b670ab5ae4dd

PiperOrigin-RevId: 280365530
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f410dc17e9..f29c364f2f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a95c1a5c3728a77308be4b4767009e51400578af06eb6925cf44ad4d2cea177",
-    git_commit = "36eed9c1128b8dc9f7dae4273e1be13420f8682c",
+    sha256 = "0335c8eba6f7a851e7820325775adc0d6fac9a3fc51d557f4a28e238b1717b22",
+    git_commit = "befd063e093b306084642872c1c7e95317e0fee4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 17a6c4dd8b74c01f0d0d1faa9079f375af5f8298 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Nov 2019 06:02:38 -0800
Subject: [PATCH 3580/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c371f9a3-b75e-4273-983e-640a7f048425

PiperOrigin-RevId: 280410394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f29c364f2f2..34564ad506a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0335c8eba6f7a851e7820325775adc0d6fac9a3fc51d557f4a28e238b1717b22",
-    git_commit = "befd063e093b306084642872c1c7e95317e0fee4",
+    sha256 = "c44f45acac6008eff3df42f28be86caa726c0531d1eb9149922f7e7895196d42",
+    git_commit = "63baa531022740e8fb759b4e4b4446b69cca5b17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 91adea9716b57dd58427714427b944fbe9b3f89e Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Fri, 15 Nov 2019 11:30:04 -0800
Subject: [PATCH 3581/8103] Adds integration with TensorBoard profiler service

PiperOrigin-RevId: 280700349
---
 tensorflow_serving/model_servers/BUILD        |  4 +-
 tensorflow_serving/model_servers/server.cc    |  5 +++
 tensorflow_serving/model_servers/server.h     |  2 +
 .../tensorflow_model_server_test.py           | 45 +++++++++++++++++++
 4 files changed, 54 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d4940bf7157..374e32b234d 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -2,6 +2,7 @@
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
+load("@bazel_tools//tools/build_defs/pkg:pkg.bzl", "pkg_deb", "pkg_tar")
 
 package(
     default_visibility = [
@@ -337,6 +338,7 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@com_google_absl//absl/memory",
+        "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "//tensorflow_serving/config:model_server_config_proto",
         "//tensorflow_serving/config:monitoring_config_proto",
@@ -454,8 +456,6 @@ py_binary(
     ],
 )
 
-load("@bazel_tools//tools/build_defs/pkg:pkg.bzl", "pkg_deb", "pkg_tar")
-
 pkg_tar(
     name = "tensorflow_model_server_tar",
     srcs = [
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 9808f9ad193..e4e56e7c520 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -37,6 +37,7 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/protobuf.h"
+#include "tensorflow/core/profiler/rpc/profiler_service_impl.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/monitoring_config.pb.h"
@@ -319,6 +320,9 @@ Status Server::BuildAndStart(const Options& server_options) {
       server_options.enforce_session_run_timeout;
   prediction_service_ =
       absl::make_unique<PredictionServiceImpl>(predict_server_options);
+
+  profiler_service_ = tensorflow::CreateProfilerService();
+
   ::grpc::ServerBuilder builder;
   builder.AddListeningPort(
       server_address,
@@ -332,6 +336,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   }
   builder.RegisterService(model_service_.get());
   builder.RegisterService(prediction_service_.get());
+  builder.RegisterService(profiler_service_.get());
   builder.SetMaxMessageSize(tensorflow::kint32max);
   const std::vector<GrpcChannelArgument> channel_arguments =
       parseGrpcChannelArgs(server_options.grpc_channel_arguments);
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 7738f290f82..6a71265f0c5 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -23,6 +23,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/profiler/rpc/profiler_service_impl.h"
 #include "tensorflow_serving/model_servers/http_server.h"
 #include "tensorflow_serving/model_servers/model_service_impl.h"
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
@@ -107,6 +108,7 @@ class Server {
   std::unique_ptr<ServerCore> server_core_;
   std::unique_ptr<ModelServiceImpl> model_service_;
   std::unique_ptr<PredictionServiceImpl> prediction_service_;
+  std::unique_ptr<tensorflow::grpc::ProfilerService::Service> profiler_service_;
   std::unique_ptr<::grpc::Server> grpc_server_;
   std::unique_ptr<net_http::HTTPServerInterface> http_server_;
   // A thread that calls PollFilesystemAndReloadConfig() periodically if
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index b05590465e5..82225ce94dd 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -30,6 +30,7 @@
 from six.moves import range
 import tensorflow as tf
 
+from tensorflow.python import pywrap_tensorflow
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
@@ -667,6 +668,50 @@ def test_distrat_sequential_keras_saved_model_save(self):
         expected_output=2.0,
         expected_version=expected_version)
 
+  def test_profiler_service_with_valid_trace_request(self):
+    """Test integration with profiler service by sending tracing requests."""
+
+    # Start model server
+    model_path = self._GetSavedModelBundlePath()
+    _, grpc_addr, rest_addr = TensorflowModelServerTest.RunServer(
+        'default', model_path)
+
+    # Prepare predict request
+    url = 'http://{}/v1/models/default:predict'.format(rest_addr)
+    json_req = '{"instances": [2.0, 3.0, 4.0]}'
+
+    # In a subprocess, send a REST predict request every second for 3 seconds
+    exec_command = ("wget {} --content-on-error=on -O- --post-data  '{}' "
+                    "--header='Content-Type:application/json'").format(
+                        url, json_req)
+    repeat_command = 'for n in {{1..3}}; do {} & sleep 1; done;'.format(
+        exec_command)
+    proc = subprocess.Popen(
+        repeat_command,
+        shell=True,
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE)
+
+    # Prepare args to ProfilerClient
+    logdir = os.path.join(self.temp_dir, 'logs')
+    worker_list = ''
+    include_dataset_ops = True
+    duration_ms = 1000
+    num_tracing_attempts = 3
+    os.makedirs(logdir)
+
+    # Send a tracing request
+    trace_status = pywrap_tensorflow.TFE_ProfilerClientStartTracing(
+        grpc_addr, logdir, worker_list, include_dataset_ops, duration_ms,
+        num_tracing_attempts)
+
+    #  Log stdout & stderr of subprocess issuing predict requests for debugging
+    out, err = proc.communicate()
+    print("stdout: '{}' | stderr: '{}'".format(out, err))
+
+    # Validate the tracing request succeeded (OK status)
+    self.assertTrue(trace_status)
+
 
 if __name__ == '__main__':
   tf.enable_eager_execution()

From 3c7879016b8f8c86c6712b2ce5c66e13e2c0a7cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Nov 2019 18:02:37 -0800
Subject: [PATCH 3582/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61807c4a-79a3-4448-8fbe-86b786ef2eff

PiperOrigin-RevId: 281874084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34564ad506a..68cf67d9f89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c44f45acac6008eff3df42f28be86caa726c0531d1eb9149922f7e7895196d42",
-    git_commit = "63baa531022740e8fb759b4e4b4446b69cca5b17",
+    sha256 = "f991263c84e21321e5329c47b0976a548542af5dd8382dcf84e1b7e5a522be33",
+    git_commit = "aee43406353af272d75940c17a0bf49aba066159",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b18094a437cdaa3abcdb4a932f7a69db93b2f7a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Nov 2019 00:02:36 -0800
Subject: [PATCH 3583/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5a0b578-60a1-4968-b999-722a69a6e6c3

PiperOrigin-RevId: 281913522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68cf67d9f89..b8872a0b2b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f991263c84e21321e5329c47b0976a548542af5dd8382dcf84e1b7e5a522be33",
-    git_commit = "aee43406353af272d75940c17a0bf49aba066159",
+    sha256 = "bdbe31d6de69964e364612de466b4624b292788988f95c5d27dabdc339fe50f1",
+    git_commit = "597a30bc61134ee1deec0b439b3649f346f1f119",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e24571ac9ce390733f3b02188c7d740f08fff62d Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Fri, 22 Nov 2019 09:37:21 -0800
Subject: [PATCH 3584/8103] Migrate from std::string to tensorflow::tstring.

Note that during the transition period tstring is typedef'ed to std::string.

See: https://github.com/tensorflow/community/pull/91
PiperOrigin-RevId: 281985097
---
 tensorflow_serving/servables/tensorflow/classifier.cc     | 6 ++++--
 .../servables/tensorflow/classifier_test.cc               | 6 +++---
 tensorflow_serving/servables/tensorflow/regressor_test.cc | 4 ++--
 .../servables/tensorflow/saved_model_warmup.cc            | 4 ++--
 tensorflow_serving/servables/tensorflow/util.cc           | 4 ++--
 tensorflow_serving/servables/tensorflow/util_test.cc      | 8 ++++----
 6 files changed, 17 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index ae65699441c..99b0afdf379 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -136,7 +136,8 @@ class TensorFlowClassifier : public ClassifierInterface {
       for (int c = 0; c < num_classes; ++c) {
         serving::Class* cl = classifications->add_classes();
         if (classes) {
-          cl->set_label((classes->matrix<string>())(i, c));
+          const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
+          cl->set_label(class_tstr.data(), class_tstr.size());
         }
         if (scores) {
           cl->set_score((scores->matrix<float>())(i, c));
@@ -435,7 +436,8 @@ Status PostProcessClassificationResult(
     for (int c = 0; c < num_classes; ++c) {
       serving::Class* cl = classifications->add_classes();
       if (classes) {
-        cl->set_label((classes->matrix<string>())(i, c));
+        const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
+        cl->set_label(class_tstr.data(), class_tstr.size());
       }
       if (scores) {
         cl->set_score((scores->matrix<float>())(i, c));
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 1e29c02c9c7..5e16273f5e6 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -136,10 +136,10 @@ class FakeSession : public tensorflow::Session {
                             std::vector<Example>* examples) {
     examples->clear();
     const int batch_size = input.dim_size(0);
-    const auto& flat_input = input.flat<string>();
+    const auto& flat_input = input.flat<tstring>();
     for (int i = 0; i < batch_size; ++i) {
       Example example;
-      if (!example.ParseFromString(flat_input(i))) {
+      if (!example.ParseFromArray(flat_input(i).data(), flat_input(i).size())) {
         return errors::Internal("failed to parse example");
       }
       examples->push_back(example);
@@ -187,7 +187,7 @@ class FakeSession : public tensorflow::Session {
     const int num_classes = FeatureSize(GetFeature(examples[0], kClassFeature));
     *classes = Tensor(DT_STRING, TensorShape({batch_size, num_classes}));
     *scores = Tensor(DT_FLOAT, TensorShape({batch_size, num_classes}));
-    auto classes_matrix = classes->matrix<string>();
+    auto classes_matrix = classes->matrix<tstring>();
     auto scores_matrix = scores->matrix<float>();
 
     for (int i = 0; i < batch_size; ++i) {
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index c1fc991a7cd..bb42521f01c 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -116,10 +116,10 @@ class FakeSession : public tensorflow::Session {
                             std::vector<Example>* examples) {
     examples->clear();
     const int batch_size = input.dim_size(0);
-    const auto& flat_input = input.flat<string>();
+    const auto& flat_input = input.flat<tstring>();
     for (int i = 0; i < batch_size; ++i) {
       Example example;
-      if (!example.ParseFromString(flat_input(i))) {
+      if (!example.ParseFromArray(flat_input(i).data(), flat_input(i).size())) {
         return errors::Internal("failed to parse example");
       }
       examples->push_back(example);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index eb53b322962..e2d7eb6a3e1 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -125,11 +125,11 @@ Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
   tf_record_file_reader.reset(
       new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
   int num_warmup_records = 0;
-  string record;
+  tstring record;
   Status status = tf_record_file_reader->ReadRecord(&record);
   tensorflow::serving::PredictionLog prediction_log;
   while (status.ok()) {
-    if (!prediction_log.ParseFromString(record)) {
+    if (!prediction_log.ParseFromArray(record.data(), record.size())) {
       return errors::InvalidArgument(strings::StrCat(
           "Failed to parse warmup record: ", record, " from ", warmup_path));
     }
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 239a06ead60..d728c8d7a19 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -88,7 +88,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
       break;
 
     case Input::KindCase::kExampleList: {
-      auto input_vec = examples->vec<string>();
+      auto input_vec = examples->vec<tstring>();
       int input_vec_index = 0;
       for (const auto& entry : serialized_input.example_list().examples()) {
         input_vec(input_vec_index++) = entry;
@@ -99,7 +99,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
     case Input::KindCase::kExampleListWithContext: {
       const string& context =
           serialized_input.example_list_with_context().context();
-      auto input_vec = examples->vec<string>();
+      auto input_vec = examples->vec<tstring>();
       int input_vec_index = 0;
       for (const auto& entry :
            serialized_input.example_list_with_context().examples()) {
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 076cb7754e5..9b683b4b6a0 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -94,7 +94,7 @@ TEST_F(InputUtilTest, ExampleList) {
 
   TF_ASSERT_OK(InputToSerializedExampleTensor(input_, &tensor_));
   EXPECT_EQ(2, tensor_.NumElements());
-  const auto vec = tensor_.flat<string>();
+  const auto vec = tensor_.flat<tstring>();
   ASSERT_EQ(vec.size(), 2);
   Example serialized_example;
   ASSERT_TRUE(serialized_example.ParseFromString(vec(0)));
@@ -112,7 +112,7 @@ TEST_F(InputUtilTest, ExampleListWithContext) {
 
   TF_ASSERT_OK(InputToSerializedExampleTensor(input_, &tensor_));
   EXPECT_EQ(2, tensor_.NumElements());
-  const auto vec = tensor_.flat<string>();
+  const auto vec = tensor_.flat<tstring>();
   ASSERT_EQ(vec.size(), 2);
   {
     Example serialized_example;
@@ -142,7 +142,7 @@ TEST_F(InputUtilTest, ExampleListWithOverridingContext) {
 
   TF_ASSERT_OK(InputToSerializedExampleTensor(input_, &tensor_));
   EXPECT_EQ(2, tensor_.NumElements());
-  const auto vec = tensor_.flat<string>();
+  const auto vec = tensor_.flat<tstring>();
   ASSERT_EQ(vec.size(), 2);
   {
     Example serialized_example;
@@ -168,7 +168,7 @@ TEST_F(InputUtilTest, ExampleListWithContext_NoContext) {
 
   TF_ASSERT_OK(InputToSerializedExampleTensor(input_, &tensor_));
   EXPECT_EQ(2, tensor_.NumElements());
-  const auto vec = tensor_.flat<string>();
+  const auto vec = tensor_.flat<tstring>();
   ASSERT_EQ(vec.size(), 2);
   {
     Example serialized_example;

From 37445c0b2ebc3be405a9eb05421164ee7a98e34a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Nov 2019 18:02:21 -0800
Subject: [PATCH 3585/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92782c5c-120a-441c-a1e1-26aaeff946ff

PiperOrigin-RevId: 282077761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8872a0b2b3..1fb7abee264 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdbe31d6de69964e364612de466b4624b292788988f95c5d27dabdc339fe50f1",
-    git_commit = "597a30bc61134ee1deec0b439b3649f346f1f119",
+    sha256 = "eef3066547190c6901e4b91206286daf01d9c93db88b390ab3ea9415b827ce79",
+    git_commit = "b84b607c4b2ba68d61e17bc4f404bd6d8aa6ec9a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 282b29ee549c228850176a006f48fc907256868c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Nov 2019 00:02:28 -0800
Subject: [PATCH 3586/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/854c663a-dc7a-4862-b7f3-5b24a804b3c0

PiperOrigin-RevId: 282107635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fb7abee264..ad44955fee9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eef3066547190c6901e4b91206286daf01d9c93db88b390ab3ea9415b827ce79",
-    git_commit = "b84b607c4b2ba68d61e17bc4f404bd6d8aa6ec9a",
+    sha256 = "1cf27bbca07195bcec18fc4cabe2ac9ae72fdda5f56fe61f14996b044d2d8889",
+    git_commit = "29e6eafad33725f3c1b8f0dae54c702df804e03d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09cec537ce8f0a950f7f0b7d2d3efa2c5b083be4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Nov 2019 06:02:23 -0800
Subject: [PATCH 3587/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca628cd1-eb1c-40dd-9dde-d79aed39f9c3

PiperOrigin-RevId: 282132121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad44955fee9..281aeff0991 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf27bbca07195bcec18fc4cabe2ac9ae72fdda5f56fe61f14996b044d2d8889",
-    git_commit = "29e6eafad33725f3c1b8f0dae54c702df804e03d",
+    sha256 = "a1f1c8e8e3347ee877a8b5ffa42c2e4937adc914a4ae696e6e93fff6e9a9f128",
+    git_commit = "69c5e0f5387a477f8f6083ae8e70ce8923bd880a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c34dca6cfe1e036c4e7900c9e9cc341ea5ef5c07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Nov 2019 12:02:26 -0800
Subject: [PATCH 3588/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7befe256-24f3-4c40-a888-dff9dd18a596

PiperOrigin-RevId: 282153421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 281aeff0991..05ef4b96804 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1f1c8e8e3347ee877a8b5ffa42c2e4937adc914a4ae696e6e93fff6e9a9f128",
-    git_commit = "69c5e0f5387a477f8f6083ae8e70ce8923bd880a",
+    sha256 = "412ef0824d5dcfe6e139e1fa25f72569e699b3ec06d374c0e19ba0bf60c32952",
+    git_commit = "883b5becaced22f7dd9e3c23d9d259f55e087cb5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 958812bbb558fecc0b3e61e4ac469a600c2854d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Nov 2019 18:02:10 -0800
Subject: [PATCH 3589/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98125a3b-dd73-48c9-9121-bd4788114ff8

PiperOrigin-RevId: 282175326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05ef4b96804..77119d06e5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "412ef0824d5dcfe6e139e1fa25f72569e699b3ec06d374c0e19ba0bf60c32952",
-    git_commit = "883b5becaced22f7dd9e3c23d9d259f55e087cb5",
+    sha256 = "203ac9d6114057245baafeba64837e50c5475a88016b4031edf47bd922be1e1a",
+    git_commit = "e8f7d9539b23193297737d1a1c6351270a40795f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f58d442148afcdc6c092e70ed805ccd96d2f6e97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Nov 2019 00:02:43 -0800
Subject: [PATCH 3590/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1be41e80-5f04-4c68-b64c-6947d9a9ca9e

PiperOrigin-RevId: 282197363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77119d06e5c..06500a01f79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "203ac9d6114057245baafeba64837e50c5475a88016b4031edf47bd922be1e1a",
-    git_commit = "e8f7d9539b23193297737d1a1c6351270a40795f",
+    sha256 = "c78ce580ddf2f8345e4b24abe6f04befb9550ba811eec7986469c124a9101fb3",
+    git_commit = "d0d7ddb5464d347dc83184cd986ed8b77aa6becc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 843b81cbbff41d085c13f32fd5672b2af64fd5e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Nov 2019 06:02:38 -0800
Subject: [PATCH 3591/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b18897d-79b2-4833-b182-f64583bce05d

PiperOrigin-RevId: 282221290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06500a01f79..c41ad1cce04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c78ce580ddf2f8345e4b24abe6f04befb9550ba811eec7986469c124a9101fb3",
-    git_commit = "d0d7ddb5464d347dc83184cd986ed8b77aa6becc",
+    sha256 = "f2b695769360b0d964d649957d586bab993b5edf8b77b7ad6254bceadcc36d4d",
+    git_commit = "559873e877559aa896cff5a8893a315559e80f10",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 88a26d7a6b582436a267c377a86dafef78da6710 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Nov 2019 12:02:33 -0800
Subject: [PATCH 3592/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a9c782d-1cee-42c4-9c30-5ca90dd41c90

PiperOrigin-RevId: 282242872
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c41ad1cce04..5ccebbefce8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2b695769360b0d964d649957d586bab993b5edf8b77b7ad6254bceadcc36d4d",
-    git_commit = "559873e877559aa896cff5a8893a315559e80f10",
+    sha256 = "3347e58cce5fde88b903b0170af1377c46e1fb1b35ac01775e89dd1ae053216b",
+    git_commit = "93ef77d971716636f88c39bff6a82cfad6a24000",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 864338896e0fbf6e67598e217051a3d3aa489c66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Nov 2019 18:02:17 -0800
Subject: [PATCH 3593/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/898f086b-9b6d-400a-accd-a7052becd0f1

PiperOrigin-RevId: 282266902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ccebbefce8..6e9d3a96132 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3347e58cce5fde88b903b0170af1377c46e1fb1b35ac01775e89dd1ae053216b",
-    git_commit = "93ef77d971716636f88c39bff6a82cfad6a24000",
+    sha256 = "0d45e4051f7ecf4b12bfdccdb30b16f0c5502358a1748091ec71bb8d4a5f5edc",
+    git_commit = "9d193a0b495f35d1c7af6d8d76d45d75e0d5e15c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7befb87381d947ff897586ffff3734f956c35af2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Nov 2019 00:02:34 -0800
Subject: [PATCH 3594/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8112ba31-4737-475d-ad46-531e8e2a1134

PiperOrigin-RevId: 282297124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e9d3a96132..a19f2ab6c09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d45e4051f7ecf4b12bfdccdb30b16f0c5502358a1748091ec71bb8d4a5f5edc",
-    git_commit = "9d193a0b495f35d1c7af6d8d76d45d75e0d5e15c",
+    sha256 = "47e0bb16df8b6bb13c12bf31a723fc37bf271c00b0709b9348c1286abfbd6768",
+    git_commit = "300229949703174abe8eb10d2e15527cbb290160",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 723d0c6060152c49d5baf5d2bcafd8e6c3023545 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Nov 2019 06:02:17 -0800
Subject: [PATCH 3595/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3e77331-6822-4811-98b3-db58fc5019bc

PiperOrigin-RevId: 282341450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a19f2ab6c09..665763348f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47e0bb16df8b6bb13c12bf31a723fc37bf271c00b0709b9348c1286abfbd6768",
-    git_commit = "300229949703174abe8eb10d2e15527cbb290160",
+    sha256 = "3f64380598be4605761512e795cda9fe6bfd9221fbcd5b005504a1b678f14341",
+    git_commit = "0630ff6c8a923e58efbffd462b1b97415a9d5e31",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aca47457b857b420a1c5e240b19e0b3b04bdd2ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Nov 2019 12:02:39 -0800
Subject: [PATCH 3596/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18404772-c35c-41f7-84f8-2b1ac773ad12

PiperOrigin-RevId: 282405513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 665763348f0..5c3b208cba0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f64380598be4605761512e795cda9fe6bfd9221fbcd5b005504a1b678f14341",
-    git_commit = "0630ff6c8a923e58efbffd462b1b97415a9d5e31",
+    sha256 = "574be208f735271a729f0a5af82ae05852d5e76b47f71bf72ec17b3b8fd49441",
+    git_commit = "3df3748f049a9f6c433a207e30a615671a0d59d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2ba4793cd88ae6f1811dc96b8526e8e73cb2d57 Mon Sep 17 00:00:00 2001
From: Adam Wood <adamwood@google.com>
Date: Mon, 25 Nov 2019 16:12:02 -0800
Subject: [PATCH 3597/8103] Delete old source and old output files for
 tutorials which have been previously moved. These old files were still
 present in the built website, causing duplicated pages.

PiperOrigin-RevId: 282454522
---
 tensorflow_serving/g3doc/tutorials/README.md  |   3 -
 .../g3doc/tutorials/Serving_REST_simple.ipynb | 559 ------------------
 2 files changed, 562 deletions(-)
 delete mode 100644 tensorflow_serving/g3doc/tutorials/README.md
 delete mode 100644 tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb

diff --git a/tensorflow_serving/g3doc/tutorials/README.md b/tensorflow_serving/g3doc/tutorials/README.md
deleted file mode 100644
index 4ce6c94beed..00000000000
--- a/tensorflow_serving/g3doc/tutorials/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# TensorFlow Serving tutorials
-
-Tutorials moved to: https://github.com/tensorflow/tfx/tree/master/docs/tutorials
diff --git a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb b/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
deleted file mode 100644
index 5d4af3b3ca2..00000000000
--- a/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb
+++ /dev/null
@@ -1,559 +0,0 @@
-{
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "MhoQ0WE77laV"
-      },
-      "source": [
-        "##### Copyright 2018 The TensorFlow Authors."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "cellView": "form",
-        "colab": {},
-        "colab_type": "code",
-        "id": "_ckMIh7O7s6D"
-      },
-      "outputs": [],
-      "source": [
-        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
-        "# you may not use this file except in compliance with the License.\n",
-        "# You may obtain a copy of the License at\n",
-        "#\n",
-        "# https://www.apache.org/licenses/LICENSE-2.0\n",
-        "#\n",
-        "# Unless required by applicable law or agreed to in writing, software\n",
-        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
-        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
-        "# See the License for the specific language governing permissions and\n",
-        "# limitations under the License."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "jYysdyb-CaWM"
-      },
-      "source": [
-        "# Train and serve a TensorFlow model with TensorFlow Serving"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "E6FwTNtl3S4v"
-      },
-      "source": [
-        "Warning: **This notebook is designed to be run in a Google Colab only**.  It installs packages on the system and requires root access.  If you want to run it in a local Jupyter notebook, please proceed with caution.\n",
-        "\n",
-        "Note: You can run this example right now in a Jupyter-style notebook, no setup required!  Just click \"Run in Google Colab\"\n",
-        "\n",
-        "\u003cdiv class=\"devsite-table-wrapper\"\u003e\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "\u003ctr\u003e\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://www.tensorflow.org/serving/tutorials/Serving_REST_simple\"\u003e\n",
-        "\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\u003c/td\u003e\n",
-        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/serving/blob/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
-        "\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\"\u003eRun in Google Colab\u003c/a\u003e\u003c/td\u003e\n",
-        "\u003ctd\u003e\u003ca target=\"_blank\" href=\"https://github.com/tensorflow/serving/tree/master/tensorflow_serving/g3doc/tutorials/Serving_REST_simple.ipynb\"\u003e\n",
-        "\u003cimg width=32px src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\"\u003eView source on GitHub\u003c/a\u003e\u003c/td\u003e\n",
-        "\u003c/tr\u003e\u003c/table\u003e\u003c/div\u003e"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "FbVhjPpzn6BM"
-      },
-      "source": [
-        "This guide trains a neural network model to classify [images of clothing, like sneakers and shirts](https://github.com/zalandoresearch/fashion-mnist), saves the trained model, and then serves it with [TensorFlow Serving](https://www.tensorflow.org/serving/).  The focus is on TensorFlow Serving, rather than the modeling and training in TensorFlow, so for a complete example which focuses on the modeling and training see the [Basic Classification example](https://www.tensorflow.org/tutorials/keras/basic_classification).\n",
-        "\n",
-        "This guide uses [tf.keras](https://www.tensorflow.org/guide/keras), a high-level API to build and train models in TensorFlow."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "dzLKpmZICaWN"
-      },
-      "outputs": [],
-      "source": [
-        "# TensorFlow and tf.keras\n",
-        "import tensorflow as tf\n",
-        "from tensorflow import keras\n",
-        "\n",
-        "# Helper libraries\n",
-        "import numpy as np\n",
-        "import matplotlib.pyplot as plt\n",
-        "import os\n",
-        "import subprocess\n",
-        "\n",
-        "print(tf.__version__)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "5jAk1ZXqTJqN"
-      },
-      "source": [
-        "## Create your model"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "yR0EdgrLCaWR"
-      },
-      "source": [
-        "### Import the Fashion MNIST dataset\n",
-        "\n",
-        "This guide uses the [Fashion MNIST](https://github.com/zalandoresearch/fashion-mnist) dataset which contains 70,000 grayscale images in 10 categories. The images show individual articles of clothing at low resolution (28 by 28 pixels), as seen here:\n",
-        "\n",
-        "\u003ctable\u003e\n",
-        "  \u003ctr\u003e\u003ctd\u003e\n",
-        "    \u003cimg src=\"https://tensorflow.org/images/fashion-mnist-sprite.png\"\n",
-        "         alt=\"Fashion MNIST sprite\"  width=\"600\"\u003e\n",
-        "  \u003c/td\u003e\u003c/tr\u003e\n",
-        "  \u003ctr\u003e\u003ctd align=\"center\"\u003e\n",
-        "    \u003cb\u003eFigure 1.\u003c/b\u003e \u003ca href=\"https://github.com/zalandoresearch/fashion-mnist\"\u003eFashion-MNIST samples\u003c/a\u003e (by Zalando, MIT License).\u003cbr/\u003e\u0026nbsp;\n",
-        "  \u003c/td\u003e\u003c/tr\u003e\n",
-        "\u003c/table\u003e\n",
-        "\n",
-        "Fashion MNIST is intended as a drop-in replacement for the classic [MNIST](http://yann.lecun.com/exdb/mnist/) dataset—often used as the \"Hello, World\" of machine learning programs for computer vision. You can access the Fashion MNIST directly from TensorFlow, just import and load the data.\n",
-        "\n",
-        "Note: Although these are really images, they are loaded as NumPy arrays and not binary image objects."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "7MqDQO0KCaWS"
-      },
-      "outputs": [],
-      "source": [
-        "fashion_mnist = keras.datasets.fashion_mnist\n",
-        "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()\n",
-        "\n",
-        "# scale the values to 0.0 to 1.0\n",
-        "train_images = train_images / 255.0\n",
-        "test_images = test_images / 255.0\n",
-        "\n",
-        "# reshape for feeding into the model\n",
-        "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1)\n",
-        "test_images = test_images.reshape(test_images.shape[0], 28, 28, 1)\n",
-        "\n",
-        "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n",
-        "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
-        "\n",
-        "print('\\ntrain_images.shape: {}, of {}'.format(train_images.shape, train_images.dtype))\n",
-        "print('test_images.shape: {}, of {}'.format(test_images.shape, test_images.dtype))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "PDu7OX8Nf5PY"
-      },
-      "source": [
-        "### Train and evaluate your model\n",
-        "\n",
-        "Let's use the simplest possible CNN, since we're not focused on the modeling part."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "LTNN0ANGgA36"
-      },
-      "outputs": [],
-      "source": [
-        "model = keras.Sequential([\n",
-        "  keras.layers.Conv2D(input_shape=(28,28,1), filters=8, kernel_size=3, \n",
-        "                      strides=2, activation='relu', name='Conv1'),\n",
-        "  keras.layers.Flatten(),\n",
-        "  keras.layers.Dense(10, activation=tf.nn.softmax, name='Softmax')\n",
-        "])\n",
-        "model.summary()\n",
-        "\n",
-        "testing = False\n",
-        "epochs = 5\n",
-        "\n",
-        "model.compile(optimizer=tf.train.AdamOptimizer(), \n",
-        "              loss='sparse_categorical_crossentropy',\n",
-        "              metrics=['accuracy'])\n",
-        "model.fit(train_images, train_labels, epochs=epochs)\n",
-        "\n",
-        "test_loss, test_acc = model.evaluate(test_images, test_labels)\n",
-        "print('\\nTest accuracy: {}'.format(test_acc))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "AwGPItyphqXT"
-      },
-      "source": [
-        "## Save your model\n",
-        "\n",
-        "To load our trained model into TensorFlow Serving we first need to save it in [SavedModel](https://www.tensorflow.org/api_docs/python/tf/saved_model) format.  This will create a protobuf file in a well-defined directory hierarchy, and will include a version number.  TensorFlow Serving allows us to select [which version of a model, or \"servable\"](../overview) we want to use when we make inference requests.  Each version will be exported to a different sub-directory under the given path."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "0w5Rq8SsgWE6"
-      },
-      "outputs": [],
-      "source": [
-        "# Fetch the Keras session and save the model\n",
-        "# The signature definition is defined by the input and output tensors,\n",
-        "# and stored with the default serving key\n",
-        "import tempfile\n",
-        "\n",
-        "MODEL_DIR = tempfile.gettempdir()\n",
-        "version = 1\n",
-        "export_path = os.path.join(MODEL_DIR, str(version))\n",
-        "print('export_path = {}\\n'.format(export_path))\n",
-        "if os.path.isdir(export_path):\n",
-        "  print('\\nAlready saved a model, cleaning up\\n')\n",
-        "  !rm -r {export_path}\n",
-        "\n",
-        "tf.saved_model.simple_save(\n",
-        "    keras.backend.get_session(),\n",
-        "    export_path,\n",
-        "    inputs={'input_image': model.input},\n",
-        "    outputs={t.name:t for t in model.outputs})\n",
-        "\n",
-        "print('\\nSaved model:')\n",
-        "!ls -l {export_path}"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "FM7B_RuDYoIj"
-      },
-      "source": [
-        "## Examine your saved model\n",
-        "\n",
-        "We'll use the command line utility `saved_model_cli` to look at the [MetaGraphDefs](https://www.tensorflow.org/api_docs/python/tf/MetaGraphDef) (the models) and [SignatureDefs](../signature_defs) (the methods you can call) in our SavedModel.  See [this discussion of the SavedModel CLI](https://www.tensorflow.org/guide/saved_model#cli_to_inspect_and_execute_savedmodel) in the TensorFlow Guide."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "LU4GDF_aYtfQ"
-      },
-      "outputs": [],
-      "source": [
-        "!saved_model_cli show --dir {export_path} --all"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "lSPWuegUb7Eo"
-      },
-      "source": [
-        "That tells us a lot about our model!  In this case we just trained our model, so we already know the inputs and outputs, but if we didn't this would be important information.  It doesn't tell us everything, like the fact that this is grayscale image data for example, but it's a great start."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "DBgsyhytS6KD"
-      },
-      "source": [
-        "## Serve your model with TensorFlow Serving\n",
-        "\n",
-        "### Add TensorFlow Serving distribution URI as a package source:\n",
-        "\n",
-        "We're preparing to install TensorFlow Serving using [Aptitude](https://wiki.debian.org/Aptitude) since this Colab runs in a Debian environment.  We'll add the `tensorflow-model-server` package to the list of packages that Aptitude knows about.  Note that we're running as root.\n",
-        "\n",
-        "Note: This example is running TensorFlow Serving natively, but [you can also run it in a Docker container](https://www.tensorflow.org/tfx/serving/docker), which is one of the easiest ways to get started using TensorFlow Serving."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "EWg9X2QHlbGS"
-      },
-      "outputs": [],
-      "source": [
-        "# This is the same as you would do from your command line, but without the [arch=amd64], and no sudo\n",
-        "# You would instead do:\n",
-        "# echo \"deb [arch=amd64] http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal\" | sudo tee /etc/apt/sources.list.d/tensorflow-serving.list \u0026\u0026 \\\n",
-        "# curl https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | sudo apt-key add -\n",
-        "\n",
-        "!echo \"deb http://storage.googleapis.com/tensorflow-serving-apt stable tensorflow-model-server tensorflow-model-server-universal\" | tee /etc/apt/sources.list.d/tensorflow-serving.list \u0026\u0026 \\\n",
-        "curl https://storage.googleapis.com/tensorflow-serving-apt/tensorflow-serving.release.pub.gpg | apt-key add -\n",
-        "!apt update"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "W1ZVp_VOU7Wu"
-      },
-      "source": [
-        "### Install TensorFlow Serving\n",
-        "\n",
-        "This is all you need - one command line!"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "ygwa9AgRloYy"
-      },
-      "outputs": [],
-      "source": [
-        "!apt-get install tensorflow-model-server"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "k5NrYdQeVm52"
-      },
-      "source": [
-        "### Start running TensorFlow Serving\n",
-        "\n",
-        "This is where we start running TensorFlow Serving and load our model.  After it loads we can start making inference requests using REST.  There are some important parameters:\n",
-        "\n",
-        "* `rest_api_port`: The port that you'll use for REST requests.\n",
-        "* `model_name`: You'll use this in the URL of REST requests.  It can be anything.\n",
-        "* `model_base_path`: This is the path to the directory where you've saved your model.\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "aUgp3vUdU5GS"
-      },
-      "outputs": [],
-      "source": [
-        "os.environ[\"MODEL_DIR\"] = MODEL_DIR"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "kJDhHNJVnaLN"
-      },
-      "outputs": [],
-      "source": [
-        "%%bash --bg \n",
-        "nohup tensorflow_model_server \\\n",
-        "  --rest_api_port=8501 \\\n",
-        "  --model_name=fashion_model \\\n",
-        "  --model_base_path=\"${MODEL_DIR}\" \u003eserver.log 2\u003e\u00261\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "IxbeiOCUUs2z"
-      },
-      "outputs": [],
-      "source": [
-        "!tail server.log"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "vwg1JKaGXWAg"
-      },
-      "source": [
-        "## Make a request to your model in TensorFlow Serving\n",
-        "\n",
-        "First, let's take a look at a random example from our test data."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "Luqm_Jyff9iR"
-      },
-      "outputs": [],
-      "source": [
-        "def show(idx, title):\n",
-        "  plt.figure()\n",
-        "  plt.imshow(test_images[idx].reshape(28,28))\n",
-        "  plt.axis('off')\n",
-        "  plt.title('\\n\\n{}'.format(title), fontdict={'size': 16})\n",
-        "\n",
-        "import random\n",
-        "rando = random.randint(0,len(test_images)-1)\n",
-        "show(rando, 'An Example Image: {}'.format(class_names[test_labels[rando]]))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "TKnEHeTrbh3L"
-      },
-      "source": [
-        "Ok, that looks interesting.  How hard is that for you to recognize? Now let's create the JSON object for a batch of  three inference requests, and see how well our model recognizes things:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "2dsD7KQG1m-R"
-      },
-      "outputs": [],
-      "source": [
-        "import json\n",
-        "data = json.dumps({\"signature_name\": \"serving_default\", \"instances\": test_images[0:3].tolist()})\n",
-        "print('Data: {} ... {}'.format(data[:50], data[len(data)-52:]))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "ReQd4QESIwXN"
-      },
-      "source": [
-        "### Make REST requests"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "iT3J-lHrhOYQ"
-      },
-      "source": [
-        "#### Newest version of the servable\n",
-        "\n",
-        "We'll send a predict request as a POST to our server's REST endpoint, and pass it three examples.  We'll ask our server to give us the latest version of our servable by not specifying a particular version."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "vGvFyuIzW6n6"
-      },
-      "outputs": [],
-      "source": [
-        "!pip install -q requests\n",
-        "\n",
-        "import requests\n",
-        "headers = {\"content-type\": \"application/json\"}\n",
-        "json_response = requests.post('http://localhost:8501/v1/models/fashion_model:predict', data=data, headers=headers)\n",
-        "predictions = json.loads(json_response.text)['predictions']\n",
-        "\n",
-        "show(0, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
-        "  class_names[np.argmax(predictions[0])], test_labels[0], class_names[np.argmax(predictions[0])], test_labels[0]))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "colab_type": "text",
-        "id": "YJH8LtM4XELp"
-      },
-      "source": [
-        "#### A particular version of the servable\n",
-        "\n",
-        "Now let's specify a particular version of our servable.  Since we only have one, let's select version 1.  We'll also look at all three results."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 0,
-      "metadata": {
-        "colab": {},
-        "colab_type": "code",
-        "id": "zRftRxeR1tZx"
-      },
-      "outputs": [],
-      "source": [
-        "headers = {\"content-type\": \"application/json\"}\n",
-        "json_response = requests.post('http://localhost:8501/v1/models/fashion_model/versions/1:predict', data=data, headers=headers)\n",
-        "predictions = json.loads(json_response.text)['predictions']\n",
-        "\n",
-        "for i in range(0,3):\n",
-        "  show(i, 'The model thought this was a {} (class {}), and it was actually a {} (class {})'.format(\n",
-        "    class_names[np.argmax(predictions[i])], np.argmax(predictions[i]), class_names[test_labels[i]], test_labels[i]))"
-      ]
-    }
-  ],
-  "metadata": {
-    "accelerator": "GPU",
-    "colab": {
-      "collapsed_sections": [],
-      "name": "Serving_REST_simple.ipynb",
-      "private_outputs": true,
-      "provenance": [],
-      "toc_visible": true,
-      "version": "0.3.2"
-    },
-    "kernelspec": {
-      "display_name": "Python 2",
-      "name": "python2"
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 0
-}

From d772279b1f8a906fb46966c6d21e3418a9783418 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Nov 2019 18:02:26 -0800
Subject: [PATCH 3598/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9d869d8-6771-473d-8d7d-429c3fe60ba4

PiperOrigin-RevId: 282472070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c3b208cba0..9b9e243d46b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "574be208f735271a729f0a5af82ae05852d5e76b47f71bf72ec17b3b8fd49441",
-    git_commit = "3df3748f049a9f6c433a207e30a615671a0d59d6",
+    sha256 = "7ec24b657199f67d61f943bc99ceb8316b11396b539f153cd89d0bc6e78f9271",
+    git_commit = "8ed9561470652e27ec75cce819c633e2b4cbb546",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1574c41e3ac00163ef33588414b54da8e84a128f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Nov 2019 00:02:42 -0800
Subject: [PATCH 3599/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64b634a5-2083-4488-b946-a54541c5d557

PiperOrigin-RevId: 282506902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b9e243d46b..2548630d272 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ec24b657199f67d61f943bc99ceb8316b11396b539f153cd89d0bc6e78f9271",
-    git_commit = "8ed9561470652e27ec75cce819c633e2b4cbb546",
+    sha256 = "73dd22727f89d626427965bf583ada8cbdc2bd6bcfb42b9726203d61fa64b9f1",
+    git_commit = "843c022f27b8d9d12e3f0b6f6b5ade8836226216",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 68a49b67b6d4e25003a03dee5c4dd228b89548bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Nov 2019 06:02:42 -0800
Subject: [PATCH 3600/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8157ad5f-1f4d-49f4-be87-4d696a694524

PiperOrigin-RevId: 282549122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2548630d272..951c25828a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73dd22727f89d626427965bf583ada8cbdc2bd6bcfb42b9726203d61fa64b9f1",
-    git_commit = "843c022f27b8d9d12e3f0b6f6b5ade8836226216",
+    sha256 = "3aef75aeabc217882a23d59a412d1944cacdd975d490afb134cc94105db449c8",
+    git_commit = "204ed332c0886a0e0ab10b22ba8d67b97e1c83c4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From caac24aae0c0adedfa6fd42c292d4dd0d5db84dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Nov 2019 12:02:39 -0800
Subject: [PATCH 3601/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d738068-33c4-4f67-8186-3ea06584e2e2

PiperOrigin-RevId: 282612421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 951c25828a8..b25ab0f9de5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3aef75aeabc217882a23d59a412d1944cacdd975d490afb134cc94105db449c8",
-    git_commit = "204ed332c0886a0e0ab10b22ba8d67b97e1c83c4",
+    sha256 = "451c3fbdafc0ce727b6cc0625cb053d37c01e9b01524cbd94d7c407b8bce0b9f",
+    git_commit = "4818d0d7214770b3f677d5ba00621f3aaf57de9f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 331287b67ca97cf350428d3a5342db16341ac162 Mon Sep 17 00:00:00 2001
From: Brian Atkinson <bca@google.com>
Date: Tue, 26 Nov 2019 15:02:40 -0800
Subject: [PATCH 3602/8103] build_config.bzl is now directly available under
 platform.

PiperOrigin-RevId: 282646834
---
 tensorflow_serving/apis/BUILD               | 2 +-
 tensorflow_serving/session_bundle/oss/BUILD | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 80b8d5d0045..6961d07f363 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -21,7 +21,7 @@ filegroup(
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library")
-load("@org_tensorflow//tensorflow/core:platform/default/build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
+load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
 serving_proto_library(
     name = "get_model_metadata_proto",
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 5ce47e54b38..501c290e12d 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -1,4 +1,4 @@
-load("@org_tensorflow//tensorflow/core:platform/default/build_config.bzl", "tf_proto_library")
+load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
 load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
 
 licenses(["notice"])  # Apache 2.0

From d71f7ae0c7c3cd9d3a79f849ed7797480578c7d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Nov 2019 18:03:02 -0800
Subject: [PATCH 3603/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f36f03e0-1496-487e-8e4d-9ccf2df406fd

PiperOrigin-RevId: 282675350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b25ab0f9de5..2694d68dcf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "451c3fbdafc0ce727b6cc0625cb053d37c01e9b01524cbd94d7c407b8bce0b9f",
-    git_commit = "4818d0d7214770b3f677d5ba00621f3aaf57de9f",
+    sha256 = "02bf9497cfbaafff79fe095b8fe63d53a9116b1f392adb6ecff2766555eb5cc5",
+    git_commit = "0522d23e6593a15b3b25506e2f0c3dfe35ef0e29",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8f8eb740103a80033f2a4cad9a00b65a3e5e0188 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Nov 2019 00:02:36 -0800
Subject: [PATCH 3604/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/983caea2-1752-4083-bf40-33e9ed73ca2c

PiperOrigin-RevId: 282711929
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2694d68dcf4..82101404e89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02bf9497cfbaafff79fe095b8fe63d53a9116b1f392adb6ecff2766555eb5cc5",
-    git_commit = "0522d23e6593a15b3b25506e2f0c3dfe35ef0e29",
+    sha256 = "1e5665db326236b7ac2c98c5380aa68b8ad6dbbc151971476248c44b4fe10d39",
+    git_commit = "89ec654827a63db0da64a723f09dd5bf0eefb936",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9f46f9b790c5e62b08c8c71678eb6cb300c32a80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Nov 2019 06:02:44 -0800
Subject: [PATCH 3605/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/221494d4-1e1d-4f9c-8615-fe8fe7410e06

PiperOrigin-RevId: 282754159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82101404e89..cdd6e8538bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e5665db326236b7ac2c98c5380aa68b8ad6dbbc151971476248c44b4fe10d39",
-    git_commit = "89ec654827a63db0da64a723f09dd5bf0eefb936",
+    sha256 = "fa5f48b5da01f06e8e78d1a55299973c694e82419a5a55bab52d06f68cec3b9c",
+    git_commit = "6fa83d70b7bc4426b17b0d8911aa7a977855348f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d258d84cc4be3307e8d996933aa5119a7db554d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Nov 2019 12:02:32 -0800
Subject: [PATCH 3606/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68f5e401-4d9d-42b1-bcfb-9ddc85050ffb

PiperOrigin-RevId: 282811379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdd6e8538bd..e53bc6aa118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa5f48b5da01f06e8e78d1a55299973c694e82419a5a55bab52d06f68cec3b9c",
-    git_commit = "6fa83d70b7bc4426b17b0d8911aa7a977855348f",
+    sha256 = "5f6e59d861cd3bfd09b157fd6673c36d7fb0cda5c47701c4aae94136c9070a2b",
+    git_commit = "2667b391244e8db86ca5173fec3ac10c818592f4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a4d416cd0e7da30a200ced7df0d0f8c99b79910e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Nov 2019 18:02:33 -0800
Subject: [PATCH 3607/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0950088-9a72-46c1-b2fd-4d1abdbb9004

PiperOrigin-RevId: 282862162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e53bc6aa118..abfc60ade77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f6e59d861cd3bfd09b157fd6673c36d7fb0cda5c47701c4aae94136c9070a2b",
-    git_commit = "2667b391244e8db86ca5173fec3ac10c818592f4",
+    sha256 = "5dd2b0b8edb841977e215e6ace49c3bba925e960a322c8780e844584c97e2afb",
+    git_commit = "a10dc733566818da48aec3cd94f2c1ee7c64bfb4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 258d27a1e2ca82404e68441261c0acf4d01fac05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Nov 2019 00:02:34 -0800
Subject: [PATCH 3608/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/446b8cee-44d5-493e-9e46-95e797118eb1

PiperOrigin-RevId: 282892508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abfc60ade77..4d193819a51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5dd2b0b8edb841977e215e6ace49c3bba925e960a322c8780e844584c97e2afb",
-    git_commit = "a10dc733566818da48aec3cd94f2c1ee7c64bfb4",
+    sha256 = "7a3d01d12e4b71e39e423afcbd093ba9b75bae76b10c99e1f9dbda1dfe05533f",
+    git_commit = "33877af57f9998369baee28ca5cde2d69b6f943d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ed15532ed1938a21b08ebfb68e78b50f9459e453 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Nov 2019 06:02:28 -0800
Subject: [PATCH 3609/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2ea26fc-5520-45b3-9c9c-e33d7ab794ea

PiperOrigin-RevId: 282931908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d193819a51..1aac5c3b9f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a3d01d12e4b71e39e423afcbd093ba9b75bae76b10c99e1f9dbda1dfe05533f",
-    git_commit = "33877af57f9998369baee28ca5cde2d69b6f943d",
+    sha256 = "ce9c359e27b0b684cccb0c6df409739a43eb172487664bcde7bfb16929befc93",
+    git_commit = "cdf4022a0ef1e8399f4103aa136690d33a8513f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8b7bb3a9c037353f6f5318f8f8cd008b2b2b67c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Nov 2019 12:02:47 -0800
Subject: [PATCH 3610/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18f7303e-7b32-40f3-a723-e02b98e09a60

PiperOrigin-RevId: 282965487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1aac5c3b9f7..e843703e608 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce9c359e27b0b684cccb0c6df409739a43eb172487664bcde7bfb16929befc93",
-    git_commit = "cdf4022a0ef1e8399f4103aa136690d33a8513f3",
+    sha256 = "87d94adafbd0aed4204c431b5ff65c2b4a0a907885444646e9a5781725636491",
+    git_commit = "8c34a9bd0676453dd0bffb016969a0515b2358e6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9bd90c01dfd8081349cfd605535b141bd62d391b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Nov 2019 18:02:25 -0800
Subject: [PATCH 3611/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8fb5002-e6b4-4294-b22f-eb2b41082400

PiperOrigin-RevId: 282989405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e843703e608..6fe94aeee96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87d94adafbd0aed4204c431b5ff65c2b4a0a907885444646e9a5781725636491",
-    git_commit = "8c34a9bd0676453dd0bffb016969a0515b2358e6",
+    sha256 = "fef8a9be49401adade377a68a2a75637bad795a715c38c4f7d266ac8fb1c7542",
+    git_commit = "b543321f27623ebac2cc34b24a0c1d17ca1ee560",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39ccfac310c9fd0268828be6e366358e1d8dff62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Nov 2019 06:02:30 -0800
Subject: [PATCH 3612/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef495a2e-d241-4a70-b234-a5d894883f28

PiperOrigin-RevId: 283048909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fe94aeee96..7131fedd949 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fef8a9be49401adade377a68a2a75637bad795a715c38c4f7d266ac8fb1c7542",
-    git_commit = "b543321f27623ebac2cc34b24a0c1d17ca1ee560",
+    sha256 = "fe15727039b271f3fa3808ba02a74b43f84cc1a4d1e2c924afe101ff479e1144",
+    git_commit = "99cb9fd68d1b8c6f0857c0775c366234537bacf5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0811bfb057670d6951ec9005db01d3e1175b7539 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Nov 2019 12:02:27 -0800
Subject: [PATCH 3613/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9aad329d-711b-4ee7-9814-763735faccf2

PiperOrigin-RevId: 283078774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7131fedd949..d3893611471 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe15727039b271f3fa3808ba02a74b43f84cc1a4d1e2c924afe101ff479e1144",
-    git_commit = "99cb9fd68d1b8c6f0857c0775c366234537bacf5",
+    sha256 = "27baccaa59f631a32879bb425832601878a644402667edad488a6a0612e6f918",
+    git_commit = "764a3ab93ac7425b49b9c13dc151bc9c2f2badf6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 79ff8738e60bafffc02a6bdf546e545a58e68a90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Nov 2019 18:02:32 -0800
Subject: [PATCH 3614/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b67dbbd-f925-4024-83e5-bc680fe5ef40

PiperOrigin-RevId: 283100342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3893611471..85437d71309 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27baccaa59f631a32879bb425832601878a644402667edad488a6a0612e6f918",
-    git_commit = "764a3ab93ac7425b49b9c13dc151bc9c2f2badf6",
+    sha256 = "eeb1f0c283d3a11cd362d4ed680904c90614a0d5b64d9d66659f62927382f3bb",
+    git_commit = "427c708efae84e491a92d27c3edcaa1b15109d83",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b9b3f6e7d391bc33fd51657ddb18ba21b3288499 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Nov 2019 00:02:24 -0800
Subject: [PATCH 3615/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eda1ce45-4d57-4408-af04-8546684fbee1

PiperOrigin-RevId: 283120253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85437d71309..adfa5905a5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eeb1f0c283d3a11cd362d4ed680904c90614a0d5b64d9d66659f62927382f3bb",
-    git_commit = "427c708efae84e491a92d27c3edcaa1b15109d83",
+    sha256 = "28fe9eba63791cbad1b59573b761de9dc9a22a035c83eada59a645bce2bbfda3",
+    git_commit = "14a0c12dc2eb6398414df4b92d47455ac37ff4fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ba8bc29f8c150eb412c8b4e272974f0837dabbaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Nov 2019 06:02:27 -0800
Subject: [PATCH 3616/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef593824-04ff-432d-a83b-d13374dc2907

PiperOrigin-RevId: 283140593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adfa5905a5a..5486c38be9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28fe9eba63791cbad1b59573b761de9dc9a22a035c83eada59a645bce2bbfda3",
-    git_commit = "14a0c12dc2eb6398414df4b92d47455ac37ff4fd",
+    sha256 = "a5048289be9b1c66b0fbbf09adcb4fcce8c39604609df7d91f04eacf63563300",
+    git_commit = "7879c387f8a4a236cb031aa3d54252e9f14771be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8bee18be07d20e43fce9c41d6477dfe1da958e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Nov 2019 18:02:36 -0800
Subject: [PATCH 3617/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7ed6e10-ea0f-4a05-bfa4-afeb00a46531

PiperOrigin-RevId: 283176139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5486c38be9c..cdf68d2ee35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5048289be9b1c66b0fbbf09adcb4fcce8c39604609df7d91f04eacf63563300",
-    git_commit = "7879c387f8a4a236cb031aa3d54252e9f14771be",
+    sha256 = "7c7feb3804a4a4c8a70a7d68dc84e52895f9bd702ef8b404347aff1f37a5b60e",
+    git_commit = "9a691fd4967045f19bd5faeb5b694b50058b0a14",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ff14e938081cff0a4238fad3cbfb46b2028329a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Dec 2019 00:02:30 -0800
Subject: [PATCH 3618/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/59a00bdb-2e0f-43ac-a6b5-3871487fa55e

PiperOrigin-RevId: 283195418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdf68d2ee35..e78dc56d9f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c7feb3804a4a4c8a70a7d68dc84e52895f9bd702ef8b404347aff1f37a5b60e",
-    git_commit = "9a691fd4967045f19bd5faeb5b694b50058b0a14",
+    sha256 = "484e336269c92310bacb29790837df1a2967e9f7e64c0bca0b9cf0df66f2b446",
+    git_commit = "bd754067dac90182d883f621b775d76ec7c6b87d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3bfec27a425f7c061e17e3c7a6a0bb22ba6553b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Dec 2019 00:02:45 -0800
Subject: [PATCH 3619/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5ec4814-6f41-4a68-a317-f25335e64148

PiperOrigin-RevId: 283284319
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e78dc56d9f3..b197b3ba42f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "484e336269c92310bacb29790837df1a2967e9f7e64c0bca0b9cf0df66f2b446",
-    git_commit = "bd754067dac90182d883f621b775d76ec7c6b87d",
+    sha256 = "441cb847503ee3c369ba49f0e572b0033288ea47009bab75973a9e4032777d8f",
+    git_commit = "b82ab06d4b596a4aa964b2c78de3478e0cef6dd9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 386c361a89ba6b11a0007f6dfd1250f5e1542575 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Dec 2019 06:02:44 -0800
Subject: [PATCH 3620/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62de7eba-6b46-4b98-9e03-e07fa451651c

PiperOrigin-RevId: 283325503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b197b3ba42f..d0b0953cf5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "441cb847503ee3c369ba49f0e572b0033288ea47009bab75973a9e4032777d8f",
-    git_commit = "b82ab06d4b596a4aa964b2c78de3478e0cef6dd9",
+    sha256 = "e6bfe264444cf4e1f2b6605cc6c9dce001626404c4bf1825dd2608f5db7cd49d",
+    git_commit = "456e027373d553ad10c15ceaeee1eb78041b79dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 47841ba9bc72e2b9535e33a2817f91ea8e5d56e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Dec 2019 12:02:28 -0800
Subject: [PATCH 3621/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/124e8123-02a6-4c71-9dbe-6d94a2ec51f8

PiperOrigin-RevId: 283387460
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0b0953cf5b..1af8acb78d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6bfe264444cf4e1f2b6605cc6c9dce001626404c4bf1825dd2608f5db7cd49d",
-    git_commit = "456e027373d553ad10c15ceaeee1eb78041b79dc",
+    sha256 = "e69395240d3050a1f4e3e9c8c179bd4ad5f8745ceb2e1b63a828300f1216daf7",
+    git_commit = "305fec9fddc3bdb5bb574a134b955bf4b07fd795",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 26324b684db58d327b10339d458398505a241197 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 2 Dec 2019 14:00:21 -0800
Subject: [PATCH 3622/8103] Internal change.

PiperOrigin-RevId: 283412180
---
 tensorflow_serving/servables/tensorflow/util.cc | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index d728c8d7a19..968e11877a5 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -73,6 +73,17 @@ void RecordRequestExampleCount(const string& model_name, size_t count) {
 }
 
 Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
+  // There's a reason we serialize and then parse 'input' in this way:
+  // 'example_list' and 'example_list_with_context' are lazily parsed
+  // fields, which means they are lazily deserialized the very first
+  // time they are accessed. So if we access them here for counting the
+  // num_examples, then we'll pay a heavy cost of deserialization.
+  //
+  // SerializedInput proto has been created to prevent this, but at the same
+  // time get the count of num_examples as well.
+  //
+  // Benchmark ('BM_InputToSerializedExample') can help measure the effect of
+  // changes in the future.
   const string serialized_input_str = input.SerializeAsString();
   internal::SerializedInput serialized_input;
   if (!serialized_input.ParseFromString(serialized_input_str)) {

From db334a81cb014a91b647a9576d6c84e224d1670c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Dec 2019 18:02:40 -0800
Subject: [PATCH 3623/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d9ee4bf-9bd9-4559-ae9b-73007c35a21e

PiperOrigin-RevId: 283456916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1af8acb78d0..e8c09a09dc4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e69395240d3050a1f4e3e9c8c179bd4ad5f8745ceb2e1b63a828300f1216daf7",
-    git_commit = "305fec9fddc3bdb5bb574a134b955bf4b07fd795",
+    sha256 = "abceedf2f627e83a5d4324d158e2f2b731f0b747f041407a28ff6ba1634dc583",
+    git_commit = "2a2c812ab2330c9aac33335f10679a346436acfb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d044f1e632a80bafa0de2797ee813c68361ec9b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Dec 2019 21:56:40 -0800
Subject: [PATCH 3624/8103] Internal changes.

PiperOrigin-RevId: 283686528
---
 tensorflow_serving/example/mnist_client.py       | 3 ++-
 tensorflow_serving/example/mnist_saved_model.py  | 3 ++-
 tensorflow_serving/example/resnet_client_grpc.py | 3 ++-
 tensorflow_serving/example/resnet_warmup.py      | 3 ++-
 4 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 592969d6552..1972dca2344 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -35,6 +35,7 @@
 import grpc
 import numpy
 import tensorflow as tf
+from tensorflow.contrib import util as contrib_util
 
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
@@ -146,7 +147,7 @@ def do_inference(hostport, work_dir, concurrency, num_tests):
     request.model_spec.signature_name = 'predict_images'
     image, label = test_data_set.next_batch(1)
     request.inputs['images'].CopyFrom(
-        tf.contrib.util.make_tensor_proto(image[0], shape=[1, image[0].size]))
+        contrib_util.make_tensor_proto(image[0], shape=[1, image[0].size]))
     result_counter.throttle()
     result_future = stub.Predict.future(request, 5.0)  # 5 seconds
     result_future.add_done_callback(
diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index c554f55a0e3..7d2028f3c4d 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -33,6 +33,7 @@
 # This is a placeholder for a Google-internal import.
 
 import tensorflow as tf
+from tensorflow.contrib import lookup as contrib_lookup
 
 import mnist_input_data
 
@@ -71,7 +72,7 @@ def main(_):
   cross_entropy = -tf.reduce_sum(y_ * tf.log(y))
   train_step = tf.train.GradientDescentOptimizer(0.01).minimize(cross_entropy)
   values, indices = tf.nn.top_k(y, 10)
-  table = tf.contrib.lookup.index_to_string_table_from_tensor(
+  table = contrib_lookup.index_to_string_table_from_tensor(
       tf.constant([str(i) for i in range(10)]))
   prediction_classes = table.lookup(tf.to_int64(indices))
   for _ in range(FLAGS.training_iteration):
diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index df580fa460c..81545f7d078 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -23,6 +23,7 @@
 import grpc
 import requests
 import tensorflow as tf
+from tensorflow.contrib import util as contrib_util
 
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
@@ -54,7 +55,7 @@ def main(_):
   request.model_spec.name = 'resnet'
   request.model_spec.signature_name = 'serving_default'
   request.inputs['image_bytes'].CopyFrom(
-      tf.contrib.util.make_tensor_proto(data, shape=[1]))
+      contrib_util.make_tensor_proto(data, shape=[1]))
   result = stub.Predict(request, 10.0)  # 10 secs timeout
   print(result)
 
diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
index 9aed34da47f..8a8159a0460 100644
--- a/tensorflow_serving/example/resnet_warmup.py
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -37,6 +37,7 @@
 import sys
 import requests
 import tensorflow as tf
+from tensorflow.contrib import util as contrib_util
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_log_pb2
 
@@ -78,7 +79,7 @@ def main():
       request.model_spec.name = 'resnet'
       request.model_spec.signature_name = 'serving_default'
       request.inputs['image_bytes'].CopyFrom(
-          tf.contrib.util.make_tensor_proto(data, shape=[1]))
+          contrib_util.make_tensor_proto(data, shape=[1]))
 
       log = prediction_log_pb2.PredictionLog(
           predict_log=prediction_log_pb2.PredictLog(request=request))

From 90cb1c0215c7b8d851b92b644f12ded3db494941 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Dec 2019 16:39:06 -0800
Subject: [PATCH 3625/8103] Explicitly export files needed by other packages

PiperOrigin-RevId: 283864468
---
 tensorflow_serving/servables/tensorflow/testdata/BUILD | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 4d0ef390404..21c02026156 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -12,6 +12,14 @@ package(
 
 licenses(["notice"])  # Apache 2.0
 
+exports_files(
+    [
+        "half_plus_two_model_metadata.json",
+        "saved_model_half_plus_two_2_versions_metadata.json",
+    ],
+    visibility = ["//tensorflow_serving:internal"],
+)
+
 filegroup(
     name = "all_files",
     srcs = glob(

From 12c0f496229033a1e3467ca08fe3e59e867c729c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Dec 2019 23:12:35 -0800
Subject: [PATCH 3626/8103] internal BUILD file cleanup.

PiperOrigin-RevId: 283911755
---
 tensorflow_serving/apis/BUILD                 |  14 +-
 tensorflow_serving/core/BUILD                 |  38 ++---
 tensorflow_serving/core/test_util/BUILD       |   8 +-
 tensorflow_serving/example/BUILD              |   2 +-
 tensorflow_serving/model_servers/BUILD        |  78 ++++-----
 .../model_servers/test_util/BUILD             |  19 +--
 tensorflow_serving/resources/BUILD            |   8 +-
 tensorflow_serving/servables/hashmap/BUILD    |   8 +-
 tensorflow_serving/servables/tensorflow/BUILD | 157 +++++++++---------
 tensorflow_serving/serving.bzl                |   9 +
 tensorflow_serving/sources/storage_path/BUILD |  12 +-
 tensorflow_serving/util/BUILD                 |  22 +--
 12 files changed, 191 insertions(+), 184 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 6961d07f363..f3eeeaaead7 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,5 +1,10 @@
 # Description: Tensorflow Serving APIs.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
+load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library")
+load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
+
 package(
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
@@ -18,11 +23,6 @@ filegroup(
     ),
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library")
-load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
-
 serving_proto_library(
     name = "get_model_metadata_proto",
     srcs = ["get_model_metadata.proto"],
@@ -392,7 +392,7 @@ cc_library(
     name = "classifier",
     hdrs = ["classifier.h"],
     deps = [
-        ":classification_proto",
+        ":classification_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -401,7 +401,7 @@ cc_library(
     name = "regressor",
     hdrs = ["regressor.h"],
     deps = [
-        ":regression_proto",
+        ":regression_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 4223ee8d602..c155c3d4378 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,5 +1,8 @@
 # Description: Tensorflow Serving core.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -72,7 +75,7 @@ cc_library(
     ],
     deps = [
         ":source",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/util:any_ptr",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -718,7 +721,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/config:log_collector_config_proto",
+        "//tensorflow_serving/config:log_collector_config_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -732,9 +735,6 @@ cc_test(
     ],
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-
 serving_proto_library(
     name = "logging_proto",
     srcs = ["logging.proto"],
@@ -770,8 +770,8 @@ cc_library(
     ],
     deps = [
         ":log_collector",
-        ":logging_proto",
-        "//tensorflow_serving/config:logging_config_proto",
+        ":logging_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -783,11 +783,11 @@ cc_test(
     srcs = ["request_logger_test.cc"],
     deps = [
         ":log_collector",
-        ":logging_proto",
+        ":logging_cc_proto",
         ":request_logger",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/config:logging_config_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/core/test_util:mock_log_collector",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
@@ -807,9 +807,9 @@ cc_library(
     ],
     deps = [
         ":request_logger",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/config:logging_config_proto",
-        "//tensorflow_serving/core:logging_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
+        "//tensorflow_serving/core:logging_cc_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
@@ -822,12 +822,12 @@ cc_test(
     srcs = ["server_request_logger_test.cc"],
     deps = [
         ":log_collector",
-        ":logging_proto",
+        ":logging_cc_proto",
         ":server_request_logger",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/config:log_collector_config_proto",
-        "//tensorflow_serving/config:logging_config_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/config:log_collector_config_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/core/test_util:fake_log_collector",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index ea18f644ae7..9ed632e1415 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving core test utils.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -64,7 +66,7 @@ cc_library(
     hdrs = ["fake_loader_source_adapter.h"],
     visibility = ["//visibility:public"],
     deps = [
-        ":fake_loader_source_adapter_proto",
+        ":fake_loader_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
@@ -74,8 +76,6 @@ cc_library(
     alwayslink = 1,
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "fake_loader_source_adapter_proto",
     testonly = 1,
@@ -175,7 +175,7 @@ cc_library(
     testonly = 1,
     hdrs = ["mock_request_logger.h"],
     deps = [
-        "//tensorflow_serving/core:logging_proto",
+        "//tensorflow_serving/core:logging_cc_proto",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 5171d11cd25..abd0ef2f971 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -24,7 +24,7 @@ cc_binary(
         "resnet_client.cc",
     ],
     deps = [
-        "//tensorflow_serving/apis:prediction_service_proto",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_google_protobuf//:protobuf_lite",
         "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 374e32b234d..12b2ab9bdd0 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -55,11 +55,11 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/config:platform_config_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
     ],
 )
 
@@ -72,10 +72,10 @@ cc_library(
     ],
     deps = [
         ":model_platform_types",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/config:logging_config_proto",
-        "//tensorflow_serving/config:model_server_config_proto",
-        "//tensorflow_serving/config:platform_config_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager",
         "//tensorflow_serving/core:dynamic_source_router",
         "//tensorflow_serving/core:load_servables_fast",
@@ -88,9 +88,9 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
+        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
@@ -107,18 +107,18 @@ cc_test(
     deps = [
         ":model_platform_types",
         ":server_core",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core/test_util:availability_test_util",
-        "//tensorflow_serving/core/test_util:fake_loader_source_adapter_proto",
+        "//tensorflow_serving/core/test_util:fake_loader_source_adapter_cc_proto",
         "//tensorflow_serving/core/test_util:fake_log_collector",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers/test_util:server_core_test_util",
         "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter",
-        "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_proto",
+        "//tensorflow_serving/model_servers/test_util:storage_path_error_injecting_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:oss_or_google",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -137,10 +137,10 @@ cc_library(
     ],
     deps = [
         ":server_core",
-        "//tensorflow_serving/apis:get_model_status_proto",
+        "//tensorflow_serving/apis:get_model_status_cc_proto",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core:servable_state_monitor",
-        "//tensorflow_serving/util:status_proto",
+        "//tensorflow_serving/util:status_cc_proto",
         "//tensorflow_serving/util:status_util",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -158,12 +158,12 @@ cc_test(
         ":model_platform_types",
         ":platform_config_util",
         ":server_core",
-        "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -186,9 +186,9 @@ cc_test(
         ":server_core",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_github_tencent_rapidjson//:rapidjson",
         "@com_google_absl//absl/strings",
@@ -209,8 +209,8 @@ cc_library(
         ":get_model_status_impl",
         ":grpc_status_util",
         ":server_core",
-        "//tensorflow_serving/apis:model_management_proto",
-        "//tensorflow_serving/apis:model_service_proto",
+        "//tensorflow_serving/apis:model_management_cc_proto",
+        "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
         "@grpc//:grpc++",
     ],
@@ -223,12 +223,12 @@ cc_library(
     deps = [
         ":grpc_status_util",
         ":server_core",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:get_model_metadata_proto",
-        "//tensorflow_serving/apis:inference_proto",
-        "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/apis:prediction_service_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
@@ -257,7 +257,7 @@ cc_library(
     deps = [
         ":http_rest_api_handler",
         ":server_core",
-        "//tensorflow_serving/config:monitoring_config_proto",
+        "//tensorflow_serving/config:monitoring_config_cc_proto",
         "//tensorflow_serving/util:prometheus_exporter",
         "//tensorflow_serving/util:threadpool_executor",
         "//tensorflow_serving/util/net_http/server/public:http_server",
@@ -276,8 +276,8 @@ cc_library(
     deps = [
         ":get_model_status_impl",
         ":server_core",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
@@ -340,12 +340,12 @@ cc_library(
         "@com_google_absl//absl/memory",
         "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "//tensorflow_serving/config:model_server_config_proto",
-        "//tensorflow_serving/config:monitoring_config_proto",
-        "//tensorflow_serving/config:ssl_config_proto",
-        "//tensorflow_serving/config:platform_config_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:monitoring_config_cc_proto",
+        "//tensorflow_serving/config:ssl_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
     ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
 )
 
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 4a36817b0bc..7c0dd3e404f 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,6 +1,7 @@
 # Description: Model Server test utility
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
     default_visibility = [
@@ -30,16 +31,16 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/config:model_server_config_proto",
-        "//tensorflow_serving/config:platform_config_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core:servable_state_monitor",
         "//tensorflow_serving/core:server_request_logger",
         "//tensorflow_serving/core/test_util:fake_loader_source_adapter",
-        "//tensorflow_serving/core/test_util:fake_loader_source_adapter_proto",
+        "//tensorflow_serving/core/test_util:fake_loader_source_adapter_cc_proto",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
@@ -79,9 +80,9 @@ cc_library(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:test",
@@ -97,13 +98,11 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":storage_path_error_injecting_source_adapter_proto",
+        ":storage_path_error_injecting_source_adapter_cc_proto",
         "//tensorflow_serving/core:source_adapter",
     ],
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "storage_path_error_injecting_source_adapter_proto",
     testonly = 1,
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 8db77715c6d..9f7f1af4694 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,3 +1,5 @@
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -19,8 +21,6 @@ filegroup(
     ),
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "resources_proto",
     srcs = ["resources.proto"],
@@ -44,7 +44,7 @@ cc_library(
     hdrs = ["resource_util.h"],
     visibility = ["//visibility:public"],
     deps = [
-        ":resources_proto",
+        ":resources_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -68,7 +68,7 @@ cc_library(
     hdrs = ["resource_tracker.h"],
     deps = [
         ":resource_util",
-        ":resources_proto",
+        ":resources_cc_proto",
         "//tensorflow_serving/core:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index a3a614bc92f..bd0b4880893 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving hashmap servable.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+
 package(
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
@@ -27,7 +29,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":hashmap_source_adapter_proto",
+        ":hashmap_source_adapter_cc_proto",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
@@ -42,7 +44,7 @@ cc_test(
     srcs = ["hashmap_source_adapter_test.cc"],
     deps = [
         ":hashmap_source_adapter",
-        ":hashmap_source_adapter_proto",
+        ":hashmap_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core/test_util:test_main",
@@ -52,8 +54,6 @@ cc_test(
     ],
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "hashmap_source_adapter_proto",
     srcs = ["hashmap_source_adapter.proto"],
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index e7576abc92d..4095cfd4923 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,6 +1,7 @@
 # Description: TensorFlow servables.
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
     default_visibility = [
@@ -22,8 +23,6 @@ filegroup(
     ),
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "session_bundle_config_proto",
     srcs = ["session_bundle_config.proto"],
@@ -46,10 +45,10 @@ cc_library(
     ],
     deps = [
         ":serving_session",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/resources:resource_values",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/util:file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:core_cpu",
@@ -71,10 +70,10 @@ cc_test(
     deps = [
         ":bundle_factory_test_util",
         ":bundle_factory_util",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
@@ -95,7 +94,7 @@ cc_library(
     hdrs = ["bundle_factory_test_util.h"],
     deps = [
         "//tensorflow_serving/resources:resource_values",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
@@ -112,8 +111,8 @@ cc_library(
     srcs = ["bundle_factory_test.h"],
     deps = [
         ":bundle_factory_test_util",
-        ":session_bundle_config_proto",
-        "//tensorflow_serving/resources:resources_proto",
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
@@ -132,9 +131,9 @@ cc_library(
     ],
     deps = [
         ":bundle_factory_util",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         "//tensorflow_serving/batching:batching_session",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
@@ -153,11 +152,11 @@ cc_library(
     deps = [
         ":bundle_factory_util",
         ":curried_session",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         ":tflite_session_lib",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -182,7 +181,7 @@ cc_test(
         ":bundle_factory_test",
         ":bundle_factory_test_util",
         ":saved_model_bundle_factory",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         "//tensorflow_serving/core/test_util:session_test_util",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -203,7 +202,7 @@ cc_library(
     ],
     deps = [
         ":session_bundle_factory",
-        ":session_bundle_source_adapter_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
@@ -224,16 +223,16 @@ cc_library(
     ],
     deps = [
         ":saved_model_bundle_factory",
-        ":saved_model_bundle_source_adapter_proto",
+        ":saved_model_bundle_source_adapter_cc_proto",
         ":saved_model_warmup",
-        ":session_bundle_source_adapter_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
@@ -254,13 +253,13 @@ cc_test(
     deps = [
         ":bundle_factory_test_util",
         ":saved_model_bundle_source_adapter",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter_proto",
+        ":session_bundle_config_cc_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core/test_util:session_test_util",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/resources:resources_proto",
+        "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:oss_or_google",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -303,7 +302,7 @@ cc_library(
     ],
     deps = [
         ":saved_model_bundle_source_adapter",
-        ":session_bundle_source_adapter_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager_builder",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core:loader",
@@ -313,7 +312,7 @@ cc_library(
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/core:target",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
+        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -439,7 +438,7 @@ cc_library(
     deps = [
         ":predict_util",
         ":util",
-        "//tensorflow_serving/apis:predict_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/session_bundle:session_bundle_util",
@@ -467,9 +466,9 @@ cc_test(
     ]),
     deps = [
         ":predict_impl",
-        ":saved_model_bundle_source_adapter_proto",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter_proto",
+        ":saved_model_bundle_source_adapter_cc_proto",
+        ":session_bundle_config_cc_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -490,7 +489,7 @@ cc_library(
     ],
     deps = [
         ":util",
-        "//tensorflow_serving/apis:predict_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/util:optional",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -517,9 +516,9 @@ cc_test(
     ]),
     deps = [
         ":predict_util",
-        ":saved_model_bundle_source_adapter_proto",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter_proto",
+        ":saved_model_bundle_source_adapter_cc_proto",
+        ":session_bundle_config_cc_proto",
+        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -542,7 +541,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/apis:get_model_metadata_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -563,12 +562,12 @@ cc_test(
     ]),
     deps = [
         ":get_model_metadata_impl",
-        ":saved_model_bundle_source_adapter_proto",
-        ":session_bundle_config_proto",
-        ":session_bundle_source_adapter_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/config:model_server_config_proto",
-        "//tensorflow_serving/config:platform_config_proto",
+        ":saved_model_bundle_source_adapter_cc_proto",
+        ":session_bundle_config_cc_proto",
+        ":session_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:aspired_version_policy",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core:servable_handle",
@@ -596,10 +595,10 @@ cc_library(
     ],
     deps = [
         ":util",
-        "//tensorflow_serving/apis:classification_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:classifier",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
@@ -616,9 +615,9 @@ cc_test(
     srcs = ["classifier_test.cc"],
     deps = [
         ":classifier",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/session_bundle:session_bundle_util",
@@ -641,7 +640,7 @@ cc_library(
     ],
     deps = [
         ":classifier",
-        "//tensorflow_serving/apis:classification_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:classifier",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
@@ -658,8 +657,8 @@ cc_test(
     ],
     deps = [
         ":classification_service",
-        ":session_bundle_config_proto",
-        "//tensorflow_serving/config:model_server_config_proto",
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -681,7 +680,7 @@ cc_library(
     ],
     deps = [
         ":regressor",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
@@ -698,8 +697,8 @@ cc_test(
     ],
     deps = [
         ":regression_service",
-        ":session_bundle_config_proto",
-        "//tensorflow_serving/config:model_server_config_proto",
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -721,9 +720,9 @@ cc_library(
     ],
     deps = [
         ":util",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
@@ -741,9 +740,9 @@ cc_test(
     srcs = ["regressor_test.cc"],
     deps = [
         ":regressor",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/session_bundle:session_bundle_util",
@@ -765,9 +764,9 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/apis:inference_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/servables/tensorflow:classifier",
         "//tensorflow_serving/servables/tensorflow:regressor",
         "//tensorflow_serving/servables/tensorflow:util",
@@ -787,15 +786,15 @@ cc_test(
     ],
     deps = [
         ":multi_inference",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -813,9 +812,9 @@ cc_library(
     ],
     deps = [
         ":multi_inference",
-        "//tensorflow_serving/apis:inference_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/model_servers:server_core",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -834,15 +833,15 @@ cc_test(
     ],
     deps = [
         ":multi_inference_helper",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -859,9 +858,9 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis/internal:serialized_input_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis/internal:serialized_input_cc_proto",
         "//tensorflow_serving/util:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -899,9 +898,9 @@ cc_library(
         ":multi_inference",
         ":predict_util",
         ":regressor",
-        ":session_bundle_config_proto",
+        ":session_bundle_config_cc_proto",
         ":util",
-        "//tensorflow_serving/apis:prediction_log_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -917,10 +916,10 @@ cc_test(
     srcs = ["saved_model_warmup_test.cc"],
     deps = [
         ":saved_model_warmup",
-        ":session_bundle_config_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:prediction_log_proto",
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index ca34504683e..1e3d0460bea 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -19,6 +19,15 @@ def serving_proto_library(
     use_grpc_plugin = None
     if cc_grpc_version:
         use_grpc_plugin = True
+
+    # For compatibility with Google-internal naming conventions
+    native.alias(
+        name = name[:-len("_proto")] + "_cc_proto",
+        actual = name,
+        testonly = testonly,
+        visibility = visibility,
+    )
+
     cc_proto_library(
         name = name,
         srcs = srcs,
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 940c0bda995..6b73bb91262 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -1,5 +1,8 @@
 # Description: Tensorflow Serving storage path sources.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -28,7 +31,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":static_storage_path_source_proto",
+        ":static_storage_path_source_cc_proto",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core:servable_id",
         "//tensorflow_serving/core:source",
@@ -37,9 +40,6 @@ cc_library(
     ],
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-
 serving_proto_library(
     name = "static_storage_path_source_proto",
     srcs = ["static_storage_path_source.proto"],
@@ -70,7 +70,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps =
         [
-            ":file_system_storage_path_source_proto",
+            ":file_system_storage_path_source_cc_proto",
             "//tensorflow_serving/core:servable_data",
             "//tensorflow_serving/core:servable_id",
             "//tensorflow_serving/core:source",
@@ -103,7 +103,7 @@ cc_test(
         ],
     deps = [
         ":file_system_storage_path_source",
-        ":file_system_storage_path_source_proto",
+        ":file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core:target",
         "//tensorflow_serving/core/test_util:mock_storage_path_target",
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 986ce5f58c4..7e6c38daa0e 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -303,7 +303,7 @@ cc_test(
     ],
     deps = [
         ":class_registration",
-        ":class_registration_test_proto",
+        ":class_registration_test_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
     ],
 )
@@ -332,7 +332,7 @@ cc_library(
     srcs = ["status_util.cc"],
     hdrs = ["status_util.h"],
     deps = [
-        ":status_proto",
+        ":status_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -342,11 +342,11 @@ cc_library(
     srcs = ["json_tensor.cc"],
     hdrs = ["json_tensor.h"],
     deps = [
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:input_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "@com_github_tencent_rapidjson//:rapidjson",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/strings:str_format",
@@ -370,10 +370,10 @@ cc_test(
     srcs = ["json_tensor_test.cc"],
     deps = [
         ":json_tensor",
-        "//tensorflow_serving/apis:classification_proto",
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/apis:predict_proto",
-        "//tensorflow_serving/apis:regression_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_protobuf//:protobuf",

From f337623da81521eefd8cdc2da1c4a450ecf1d028 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Fri, 6 Dec 2019 14:24:17 -0800
Subject: [PATCH 3627/8103] Add a SourceAdapter that adds a prefix to
 StoragePath.

PiperOrigin-RevId: 284262089
---
 tensorflow_serving/core/BUILD                 | 28 ++++++++-
 .../prefix_storage_path_source_adapter.cc     | 36 ++++++++++++
 .../core/prefix_storage_path_source_adapter.h | 49 ++++++++++++++++
 ...prefix_storage_path_source_adapter_test.cc | 58 +++++++++++++++++++
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/server_core.cc              | 20 +++++--
 .../model_servers/server_core.h               | 11 +++-
 .../model_servers/server_core_test.cc         | 40 +++++++++++++
 8 files changed, 234 insertions(+), 9 deletions(-)
 create mode 100644 tensorflow_serving/core/prefix_storage_path_source_adapter.cc
 create mode 100644 tensorflow_serving/core/prefix_storage_path_source_adapter.h
 create mode 100644 tensorflow_serving/core/prefix_storage_path_source_adapter_test.cc

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index c155c3d4378..3a28b83dc06 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving core.
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
 
 package(
     default_visibility = [
@@ -257,6 +256,31 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "prefix_storage_path_source_adapter",
+    srcs = ["prefix_storage_path_source_adapter.cc"],
+    hdrs = ["prefix_storage_path_source_adapter.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":source_adapter",
+        ":storage_path",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_test(
+    name = "prefix_storage_path_source_adapter_test",
+    srcs = ["prefix_storage_path_source_adapter_test.cc"],
+    deps = [
+        ":prefix_storage_path_source_adapter",
+        ":servable_data",
+        ":storage_path",
+        "//tensorflow_serving/core/test_util:test_main",
+    ],
+)
+
 cc_library(
     name = "storage_path",
     hdrs = ["storage_path.h"],
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
new file mode 100644
index 00000000000..710eceba0a1
--- /dev/null
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
@@ -0,0 +1,36 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/core/prefix_storage_path_source_adapter.h"
+
+#include "tensorflow/core/platform/path.h"
+
+namespace tensorflow {
+namespace serving {
+
+PrefixStoragePathSourceAdapter::PrefixStoragePathSourceAdapter(
+    const std::string& prefix)
+    : prefix_(prefix) {}
+
+PrefixStoragePathSourceAdapter::~PrefixStoragePathSourceAdapter() { Detach(); }
+
+Status PrefixStoragePathSourceAdapter::Convert(const StoragePath& source,
+                                               StoragePath* destination) {
+  *destination = tensorflow::io::JoinPath(prefix_, source);
+  return Status::OK();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter.h b/tensorflow_serving/core/prefix_storage_path_source_adapter.h
new file mode 100644
index 00000000000..1c01ebb73af
--- /dev/null
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter.h
@@ -0,0 +1,49 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_CORE_PREFIX_STORAGE_PATH_SOURCE_ADAPTER_H_
+#define TENSORFLOW_SERVING_CORE_PREFIX_STORAGE_PATH_SOURCE_ADAPTER_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow_serving/core/source_adapter.h"
+#include "tensorflow_serving/core/storage_path.h"
+
+namespace tensorflow {
+namespace serving {
+
+// A SourceAdapter that adds a prefix to StoragePath.
+//
+// This can be useful for filesystems which wrap other filesystems via namespace
+// prefixes, adding additional functionality like buffering for example.
+class PrefixStoragePathSourceAdapter final
+    : public UnarySourceAdapter<StoragePath, StoragePath> {
+ public:
+  explicit PrefixStoragePathSourceAdapter(const std::string& prefix);
+  ~PrefixStoragePathSourceAdapter() override;
+
+ protected:
+  Status Convert(const StoragePath& source, StoragePath* destination) final;
+
+ private:
+  const std::string prefix_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(PrefixStoragePathSourceAdapter);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_CORE_PREFIX_STORAGE_PATH_SOURCE_ADAPTER_H_
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter_test.cc b/tensorflow_serving/core/prefix_storage_path_source_adapter_test.cc
new file mode 100644
index 00000000000..9839dd88682
--- /dev/null
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter_test.cc
@@ -0,0 +1,58 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/core/prefix_storage_path_source_adapter.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow_serving/core/servable_data.h"
+#include "tensorflow_serving/core/storage_path.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(PrefixStoragePathSourceAdapterTest, Basic) {
+  {
+    PrefixStoragePathSourceAdapter adapter("");
+    ServableData<StoragePath> output =
+        adapter.AdaptOneVersion(ServableData<StoragePath>({"foo", 42}, "bar"));
+    EXPECT_EQ("foo", output.id().name);
+    EXPECT_EQ(42, output.id().version);
+    EXPECT_EQ("bar", output.DataOrDie());
+  }
+
+  {
+    PrefixStoragePathSourceAdapter adapter("/baz");
+    ServableData<StoragePath> output =
+        adapter.AdaptOneVersion(ServableData<StoragePath>({"foo", 42}, "bar"));
+    EXPECT_EQ("foo", output.id().name);
+    EXPECT_EQ(42, output.id().version);
+    EXPECT_EQ("/baz/bar", output.DataOrDie());
+  }
+
+  {
+    PrefixStoragePathSourceAdapter adapter("/baz/");
+    ServableData<StoragePath> output =
+        adapter.AdaptOneVersion(ServableData<StoragePath>({"foo", 42}, "bar"));
+    EXPECT_EQ("foo", output.id().name);
+    EXPECT_EQ(42, output.id().version);
+    EXPECT_EQ("/baz/bar", output.DataOrDie());
+  }
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 12b2ab9bdd0..e37003626e4 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -79,6 +79,7 @@ cc_library(
         "//tensorflow_serving/core:aspired_versions_manager",
         "//tensorflow_serving/core:dynamic_source_router",
         "//tensorflow_serving/core:load_servables_fast",
+        "//tensorflow_serving/core:prefix_storage_path_source_adapter",
         "//tensorflow_serving/core:servable_state_monitor",
         "//tensorflow_serving/core:server_request_logger",
         "//tensorflow_serving/core:source",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index cdc1e7e834e..2e7e0acbc8c 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -340,8 +340,9 @@ Status ServerCore::AddModelsViaModelConfigList() {
     std::unique_ptr<DynamicSourceRouter<StoragePath>> router;
     TF_RETURN_IF_ERROR(CreateRouter(routes, &adapters, &router));
     std::unique_ptr<FileSystemStoragePathSource> source;
-    TF_RETURN_IF_ERROR(
-        CreateStoragePathSource(source_config, router.get(), &source));
+    std::unique_ptr<PrefixStoragePathSourceAdapter> prefix_source_adapter;
+    TF_RETURN_IF_ERROR(CreateStoragePathSource(
+        source_config, router.get(), &source, &prefix_source_adapter));
 
     // Connect the adapters to the manager, and wait for the models to load.
     TF_RETURN_IF_ERROR(ConnectAdaptersToManagerAndAwaitModelLoads(&adapters));
@@ -349,6 +350,9 @@ Status ServerCore::AddModelsViaModelConfigList() {
     // Stow the source components.
     storage_path_source_and_router_ = {source.get(), router.get()};
     manager_.AddDependency(std::move(source));
+    if (prefix_source_adapter != nullptr) {
+      manager_.AddDependency(std::move(prefix_source_adapter));
+    }
     manager_.AddDependency(std::move(router));
     for (auto& entry : adapters.platform_adapters) {
       auto& adapter = entry.second;
@@ -601,14 +605,22 @@ Status ServerCore::CreateStoragePathRoutes(
 Status ServerCore::CreateStoragePathSource(
     const FileSystemStoragePathSourceConfig& config,
     Target<StoragePath>* target,
-    std::unique_ptr<FileSystemStoragePathSource>* source) const {
+    std::unique_ptr<FileSystemStoragePathSource>* source,
+    std::unique_ptr<PrefixStoragePathSourceAdapter>* prefix_source_adapter) {
   const Status status = FileSystemStoragePathSource::Create(config, source);
   if (!status.ok()) {
     VLOG(1) << "Unable to create FileSystemStoragePathSource due to: "
             << status;
     return status;
   }
-  ConnectSourceToTarget(source->get(), target);
+  if (options_.storage_path_prefix.empty()) {
+    ConnectSourceToTarget(source->get(), target);
+  } else {
+    *prefix_source_adapter = absl::make_unique<PrefixStoragePathSourceAdapter>(
+        options_.storage_path_prefix);
+    ConnectSourceToTarget(source->get(), prefix_source_adapter->get());
+    ConnectSourceToTarget(prefix_source_adapter->get(), target);
+  }
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 0a7630616ce..430dcc9a7a4 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -35,6 +35,7 @@ limitations under the License.
 #include "tensorflow_serving/config/platform_config.pb.h"
 #include "tensorflow_serving/core/aspired_versions_manager.h"
 #include "tensorflow_serving/core/dynamic_source_router.h"
+#include "tensorflow_serving/core/prefix_storage_path_source_adapter.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/core/server_request_logger.h"
 #include "tensorflow_serving/core/source.h"
@@ -186,6 +187,9 @@ class ServerCore : public Manager {
     internal::PredictResponseTensorSerializationOption
         predict_response_tensor_serialization_option =
             internal::PredictResponseTensorSerializationOption::kAsProtoField;
+
+    // The prefix to append to the file system storage paths.
+    std::string storage_path_prefix;
   };
 
   virtual ~ServerCore() = default;
@@ -307,12 +311,13 @@ class ServerCore : public Manager {
   Status WaitUntilModelsAvailable(const std::set<string>& models,
                                   ServableStateMonitor* monitor);
 
-  // Creates a FileSystemStoragePathSource and connects it to the supplied
-  // target.
+  // Creates a FileSystemStoragePathSource and an optional
+  // PrefixStoragePathSourceAdapter, and connects them to the supplied target.
   Status CreateStoragePathSource(
       const FileSystemStoragePathSourceConfig& config,
       Target<StoragePath>* target,
-      std::unique_ptr<FileSystemStoragePathSource>* source) const
+      std::unique_ptr<FileSystemStoragePathSource>* source,
+      std::unique_ptr<PrefixStoragePathSourceAdapter>* prefix_source_adapter)
       EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // The source adapters to deploy, to handle the configured platforms as well
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 4307a7a51f5..882e67ae018 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 
 #include "google/protobuf/any.pb.h"
+#include "absl/strings/strip.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -23,6 +24,7 @@ limitations under the License.
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/random/random.h"
 #include "tensorflow/core/lib/strings/stringprintf.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
@@ -877,6 +879,44 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
       ::testing::HasSubstr("Model version labels are not currently allowed"));
 }
 
+TEST_P(ServerCoreTest, StoragePathPrefixOption) {
+  if (PrefixPathsWithURIScheme()) {
+    return;
+  }
+  if (GetTestType() != SAVED_MODEL) {
+    return;
+  }
+
+  // Remove the path prefix from model base path in the ModelServerConfig, and
+  // add the prefix to ServerCore::Option::storage_path_prefix.
+  ModelServerConfig config = GetTestModelServerConfigForFakePlatform();
+  string base_path = config.model_config_list().config(0).base_path();
+  const string path_prefix = tensorflow::io::JoinPath(
+      getenv("TEST_SRCDIR"), "tf_serving/external/org_tensorflow/tensorflow/");
+  config.mutable_model_config_list()->mutable_config(0)->set_base_path(
+      string(absl::StripPrefix(base_path, path_prefix)));
+  ServerCore::Options options = GetDefaultOptions();
+  options.storage_path_prefix = path_prefix;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(GetTestModelServerConfigForFakePlatform(),
+                                std::move(options), &server_core));
+
+  const std::vector<ServableId> available_servables =
+      server_core->ListAvailableServableIds();
+  ASSERT_EQ(available_servables.size(), 1);
+  const ServableId expected_id = {test_util::kTestModelName,
+                                  test_util::kTestModelVersion};
+  EXPECT_EQ(available_servables.at(0), expected_id);
+
+  ModelSpec model_spec;
+  model_spec.set_name(test_util::kTestModelName);
+  model_spec.mutable_version()->set_value(test_util::kTestModelVersion);
+  ServableHandle<string> servable_handle;
+  TF_ASSERT_OK(
+      server_core->GetServableHandle<string>(model_spec, &servable_handle));
+  EXPECT_EQ(servable_handle.id(), expected_id);
+}
+
 INSTANTIATE_TEST_CASE_P(
     TestType, ServerCoreTest,
     ::testing::Combine(

From b052238fe06a03b82cefd82b4245fc7d425bbdc8 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 9 Dec 2019 13:11:10 -0800
Subject: [PATCH 3628/8103] Internal change.

PiperOrigin-RevId: 284618934
---
 tensorflow_serving/example/mnist_client.py       | 3 +--
 tensorflow_serving/example/resnet_client_grpc.py | 3 +--
 tensorflow_serving/example/resnet_warmup.py      | 3 +--
 3 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 1972dca2344..81cfbbb8366 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -35,7 +35,6 @@
 import grpc
 import numpy
 import tensorflow as tf
-from tensorflow.contrib import util as contrib_util
 
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
@@ -147,7 +146,7 @@ def do_inference(hostport, work_dir, concurrency, num_tests):
     request.model_spec.signature_name = 'predict_images'
     image, label = test_data_set.next_batch(1)
     request.inputs['images'].CopyFrom(
-        contrib_util.make_tensor_proto(image[0], shape=[1, image[0].size]))
+        tf.make_tensor_proto(image[0], shape=[1, image[0].size]))
     result_counter.throttle()
     result_future = stub.Predict.future(request, 5.0)  # 5 seconds
     result_future.add_done_callback(
diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index 81545f7d078..4c905a30cf6 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -23,7 +23,6 @@
 import grpc
 import requests
 import tensorflow as tf
-from tensorflow.contrib import util as contrib_util
 
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
@@ -55,7 +54,7 @@ def main(_):
   request.model_spec.name = 'resnet'
   request.model_spec.signature_name = 'serving_default'
   request.inputs['image_bytes'].CopyFrom(
-      contrib_util.make_tensor_proto(data, shape=[1]))
+      tf.make_tensor_proto(data, shape=[1]))
   result = stub.Predict(request, 10.0)  # 10 secs timeout
   print(result)
 
diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
index 8a8159a0460..bdc78fa2b01 100644
--- a/tensorflow_serving/example/resnet_warmup.py
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -37,7 +37,6 @@
 import sys
 import requests
 import tensorflow as tf
-from tensorflow.contrib import util as contrib_util
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_log_pb2
 
@@ -79,7 +78,7 @@ def main():
       request.model_spec.name = 'resnet'
       request.model_spec.signature_name = 'serving_default'
       request.inputs['image_bytes'].CopyFrom(
-          contrib_util.make_tensor_proto(data, shape=[1]))
+          tf.make_tensor_proto(data, shape=[1]))
 
       log = prediction_log_pb2.PredictionLog(
           predict_log=prediction_log_pb2.PredictLog(request=request))

From 8a0895eb8127941b2e9dada20718dd28f3dbaee1 Mon Sep 17 00:00:00 2001
From: Derek Murray <mrry@google.com>
Date: Mon, 16 Dec 2019 14:17:03 -0800
Subject: [PATCH 3629/8103] Switch users of `tensorflow::Env::Now*()` to
 `EnvTime::Now*()`.

PiperOrigin-RevId: 285848396
---
 tensorflow_serving/batching/batching_session.cc             | 6 +++---
 .../servables/tensorflow/saved_model_warmup.cc              | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 689adc418a4..3866f329a33 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -277,7 +277,7 @@ Status BatchingSession::Run(
     // We have a Run() call that doesn't match one of our batching signatures.
     // Run it in-line.
     static uint64 last_log_message_secs = 0;
-    uint64 now_secs = Env::Default()->NowSeconds();
+    uint64 now_secs = EnvTime::NowSeconds();
     // The time check is not strictly thread safe, but it doesn't matter.
     if (now_secs - last_log_message_secs >= 120) {
       LOG(WARNING) << "Request doesn't match any declared signature. Bypassing "
@@ -296,7 +296,7 @@ Status BatchingSession::Run(
   Notification done;
   Status status;
   auto task = std::unique_ptr<BatchingSessionTask>(new BatchingSessionTask);
-  task->enqueue_time_micros = Env::Default()->NowMicros();
+  task->enqueue_time_micros = EnvTime::NowMicros();
   task->run_options = run_options;
   TF_RETURN_IF_ERROR(ComputeInputSize(inputs, &task->zeroth_dim_size));
   task->inputs = &inputs;
@@ -551,7 +551,7 @@ void BatchingSession::ProcessBatch(
     return;
   }
 
-  const uint64 dequeue_time_micros = Env::Default()->NowMicros();
+  const uint64 dequeue_time_micros = EnvTime::NowMicros();
 
   // Regardless of the outcome, we need to propagate the status to the
   // individual tasks and signal that they are done. We use MakeCleanup() to
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index e2d7eb6a3e1..28a8d871cf3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -46,7 +46,7 @@ auto* model_warm_up_latency = monitoring::Sampler<2>::New(
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
 uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
-  const uint64 end_microseconds = Env::Default()->NowMicros();
+  const uint64 end_microseconds = EnvTime::NowMicros();
   // Avoid clock skew.
   if (end_microseconds < start_microseconds) return 0;
   return end_microseconds - start_microseconds;
@@ -97,7 +97,7 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
                            const RunOptions& run_options,
                            const string& export_dir, SavedModelBundle* bundle) {
-  const uint64 start_microseconds = Env::Default()->NowMicros();
+  const uint64 start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
                    WarmupConsts::kRequestsFileName);

From 495e15bbd0f431fa2e93c79cc216f6dbcfc9b6a6 Mon Sep 17 00:00:00 2001
From: Amit Patankar <amitpatankar@google.com>
Date: Tue, 17 Dec 2019 19:15:15 -0800
Subject: [PATCH 3630/8103] Update the serving model test to use
 `profiler_client.start_tracing` instead of
 `pywrap_tensorflow.TFE_ProfilerClientStartTracing`.

PiperOrigin-RevId: 286108496
---
 .../model_servers/tensorflow_model_server_test.py      | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 82225ce94dd..1ec5ed5a091 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -30,7 +30,7 @@
 from six.moves import range
 import tensorflow as tf
 
-from tensorflow.python import pywrap_tensorflow
+from tensorflow.python.eager import profiler_client
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
@@ -701,17 +701,13 @@ def test_profiler_service_with_valid_trace_request(self):
     os.makedirs(logdir)
 
     # Send a tracing request
-    trace_status = pywrap_tensorflow.TFE_ProfilerClientStartTracing(
-        grpc_addr, logdir, worker_list, include_dataset_ops, duration_ms,
-        num_tracing_attempts)
+    profiler_client.start_tracing(grpc_addr, logdir, duration_ms, worker_list,
+                                  include_dataset_ops, num_tracing_attempts)
 
     #  Log stdout & stderr of subprocess issuing predict requests for debugging
     out, err = proc.communicate()
     print("stdout: '{}' | stderr: '{}'".format(out, err))
 
-    # Validate the tracing request succeeded (OK status)
-    self.assertTrue(trace_status)
-
 
 if __name__ == '__main__':
   tf.enable_eager_execution()

From fb3c70dc8a44720df870d733f885f6a29e5b6a88 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Mon, 23 Dec 2019 15:06:54 -0800
Subject: [PATCH 3631/8103] moves tf.app to use compat.v1

PiperOrigin-RevId: 286948408
---
 tensorflow_serving/example/mnist_client.py    |  2 +-
 .../example/mnist_saved_model.py              | 81 +++++++++++--------
 .../example/resnet_client_grpc.py             |  2 +-
 3 files changed, 49 insertions(+), 36 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 81cfbbb8366..3768ff39d75 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -167,4 +167,4 @@ def main(_):
 
 
 if __name__ == '__main__':
-  tf.app.run()
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index 7d2028f3c4d..3f3672b27e2 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -33,15 +33,19 @@
 # This is a placeholder for a Google-internal import.
 
 import tensorflow as tf
-from tensorflow.contrib import lookup as contrib_lookup
+
+from tensorflow.python.ops import lookup_ops
 
 import mnist_input_data
 
-tf.app.flags.DEFINE_integer('training_iteration', 1000,
-                            'number of training iterations.')
-tf.app.flags.DEFINE_integer('model_version', 1, 'version number of the model.')
-tf.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory.')
-FLAGS = tf.app.flags.FLAGS
+tf.compat.v1.app.flags.DEFINE_integer('training_iteration', 1000,
+                                      'number of training iterations.')
+tf.compat.v1.app.flags.DEFINE_integer('model_version', 1,
+                                      'version number of the model.')
+tf.compat.v1.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory.')
+FLAGS = tf.compat.v1.app.flags.FLAGS
+
+tf.compat.v1.disable_eager_execution()
 
 
 def main(_):
@@ -59,27 +63,30 @@ def main(_):
   # Train model
   print('Training model...')
   mnist = mnist_input_data.read_data_sets(FLAGS.work_dir, one_hot=True)
-  sess = tf.InteractiveSession()
-  serialized_tf_example = tf.placeholder(tf.string, name='tf_example')
-  feature_configs = {'x': tf.FixedLenFeature(shape=[784], dtype=tf.float32),}
-  tf_example = tf.parse_example(serialized_tf_example, feature_configs)
+  sess = tf.compat.v1.InteractiveSession()
+  serialized_tf_example = tf.compat.v1.placeholder(tf.string, name='tf_example')
+  feature_configs = {
+      'x': tf.io.FixedLenFeature(shape=[784], dtype=tf.float32),
+  }
+  tf_example = tf.io.parse_example(serialized_tf_example, feature_configs)
   x = tf.identity(tf_example['x'], name='x')  # use tf.identity() to assign name
-  y_ = tf.placeholder('float', shape=[None, 10])
+  y_ = tf.compat.v1.placeholder('float', shape=[None, 10])
   w = tf.Variable(tf.zeros([784, 10]))
   b = tf.Variable(tf.zeros([10]))
-  sess.run(tf.global_variables_initializer())
+  sess.run(tf.compat.v1.global_variables_initializer())
   y = tf.nn.softmax(tf.matmul(x, w) + b, name='y')
-  cross_entropy = -tf.reduce_sum(y_ * tf.log(y))
-  train_step = tf.train.GradientDescentOptimizer(0.01).minimize(cross_entropy)
+  cross_entropy = -tf.math.reduce_sum(y_ * tf.math.log(y))
+  train_step = tf.compat.v1.train.GradientDescentOptimizer(0.01).minimize(
+      cross_entropy)
   values, indices = tf.nn.top_k(y, 10)
-  table = contrib_lookup.index_to_string_table_from_tensor(
+  table = lookup_ops.index_to_string_table_from_tensor(
       tf.constant([str(i) for i in range(10)]))
-  prediction_classes = table.lookup(tf.to_int64(indices))
+  prediction_classes = table.lookup(tf.dtypes.cast(indices, tf.int64))
   for _ in range(FLAGS.training_iteration):
     batch = mnist.train.next_batch(50)
     train_step.run(feed_dict={x: batch[0], y_: batch[1]})
   correct_prediction = tf.equal(tf.argmax(y, 1), tf.argmax(y_, 1))
-  accuracy = tf.reduce_mean(tf.cast(correct_prediction, 'float'))
+  accuracy = tf.math.reduce_mean(tf.cast(correct_prediction, 'float'))
   print('training accuracy %g' % sess.run(
       accuracy, feed_dict={
           x: mnist.test.images,
@@ -96,47 +103,53 @@ def main(_):
       tf.compat.as_bytes(export_path_base),
       tf.compat.as_bytes(str(FLAGS.model_version)))
   print('Exporting trained model to', export_path)
-  builder = tf.saved_model.builder.SavedModelBuilder(export_path)
+  builder = tf.compat.v1.saved_model.builder.SavedModelBuilder(export_path)
 
   # Build the signature_def_map.
-  classification_inputs = tf.saved_model.utils.build_tensor_info(
+  classification_inputs = tf.compat.v1.saved_model.utils.build_tensor_info(
       serialized_tf_example)
-  classification_outputs_classes = tf.saved_model.utils.build_tensor_info(
+  classification_outputs_classes = tf.compat.v1.saved_model.utils.build_tensor_info(
       prediction_classes)
-  classification_outputs_scores = tf.saved_model.utils.build_tensor_info(values)
+  classification_outputs_scores = tf.compat.v1.saved_model.utils.build_tensor_info(
+      values)
 
   classification_signature = (
-      tf.saved_model.signature_def_utils.build_signature_def(
+      tf.compat.v1.saved_model.signature_def_utils.build_signature_def(
           inputs={
-              tf.saved_model.signature_constants.CLASSIFY_INPUTS:
+              tf.compat.v1.saved_model.signature_constants.CLASSIFY_INPUTS:
                   classification_inputs
           },
           outputs={
-              tf.saved_model.signature_constants.CLASSIFY_OUTPUT_CLASSES:
+              tf.compat.v1.saved_model.signature_constants
+              .CLASSIFY_OUTPUT_CLASSES:
                   classification_outputs_classes,
-              tf.saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES:
+              tf.compat.v1.saved_model.signature_constants
+              .CLASSIFY_OUTPUT_SCORES:
                   classification_outputs_scores
           },
-          method_name=tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME))
+          method_name=tf.compat.v1.saved_model.signature_constants
+          .CLASSIFY_METHOD_NAME))
 
-  tensor_info_x = tf.saved_model.utils.build_tensor_info(x)
-  tensor_info_y = tf.saved_model.utils.build_tensor_info(y)
+  tensor_info_x = tf.compat.v1.saved_model.utils.build_tensor_info(x)
+  tensor_info_y = tf.compat.v1.saved_model.utils.build_tensor_info(y)
 
   prediction_signature = (
-      tf.saved_model.signature_def_utils.build_signature_def(
+      tf.compat.v1.saved_model.signature_def_utils.build_signature_def(
           inputs={'images': tensor_info_x},
           outputs={'scores': tensor_info_y},
-          method_name=tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
+          method_name=tf.compat.v1.saved_model.signature_constants
+          .PREDICT_METHOD_NAME))
 
   builder.add_meta_graph_and_variables(
-      sess, [tf.saved_model.tag_constants.SERVING],
+      sess, [tf.compat.v1.saved_model.tag_constants.SERVING],
       signature_def_map={
           'predict_images':
               prediction_signature,
-          tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
+          tf.compat.v1.saved_model.signature_constants
+          .DEFAULT_SERVING_SIGNATURE_DEF_KEY:
               classification_signature,
       },
-      main_op=tf.tables_initializer(),
+      main_op=tf.compat.v1.tables_initializer(),
       strip_default_attrs=True)
 
   builder.save()
@@ -145,4 +158,4 @@ def main(_):
 
 
 if __name__ == '__main__':
-  tf.app.run()
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index 4c905a30cf6..1388e9a6a9d 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -60,4 +60,4 @@ def main(_):
 
 
 if __name__ == '__main__':
-  tf.app.run()
+  tf.compat.v1.app.run()

From e8d5ec5ae939b37144420f1dcabc00eedc316bcc Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Thu, 2 Jan 2020 15:34:13 -0800
Subject: [PATCH 3632/8103] Migrates tf.app to use compat.v1

PiperOrigin-RevId: 287905933
---
 tensorflow_serving/example/mnist_client.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 3768ff39d75..d691bf4e38b 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -41,11 +41,12 @@
 import mnist_input_data
 
 
-tf.app.flags.DEFINE_integer('concurrency', 1,
-                            'maximum number of concurrent inference requests')
-tf.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
-tf.app.flags.DEFINE_string('server', '', 'PredictionService host:port')
-tf.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
+tf.compat.v1.app.flags.DEFINE_integer(
+    'concurrency', 1, 'maximum number of concurrent inference requests')
+tf.compat.v1.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
+tf.compat.v1.app.flags.DEFINE_string('server', '',
+                                     'PredictionService host:port')
+tf.compat.v1.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
 FLAGS = tf.app.flags.FLAGS
 
 

From 46fbcb2ca93f46ff18dee4be9dcde74f9a43df6f Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Mon, 6 Jan 2020 12:58:51 -0800
Subject: [PATCH 3633/8103] Automated rollback of commit
 e8d5ec5ae939b37144420f1dcabc00eedc316bcc

PiperOrigin-RevId: 288357844
---
 tensorflow_serving/example/mnist_client.py | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index d691bf4e38b..3768ff39d75 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -41,12 +41,11 @@
 import mnist_input_data
 
 
-tf.compat.v1.app.flags.DEFINE_integer(
-    'concurrency', 1, 'maximum number of concurrent inference requests')
-tf.compat.v1.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
-tf.compat.v1.app.flags.DEFINE_string('server', '',
-                                     'PredictionService host:port')
-tf.compat.v1.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
+tf.app.flags.DEFINE_integer('concurrency', 1,
+                            'maximum number of concurrent inference requests')
+tf.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
+tf.app.flags.DEFINE_string('server', '', 'PredictionService host:port')
+tf.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
 FLAGS = tf.app.flags.FLAGS
 
 

From 83ca96f1fa9344e381ce2aa95742e4d877031127 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 14 Jan 2020 10:30:12 -0800
Subject: [PATCH 3634/8103] Add test for flex op.

PiperOrigin-RevId: 289680362
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 +
 .../tensorflow/bundle_factory_util_test.cc    |  28 ++++
 .../tensorflow/tflite_session_test.cc         | 144 ++++++++++++++++--
 3 files changed, 164 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 4095cfd4923..0dbdd20c955 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -412,10 +412,12 @@ cc_test(
         ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@flatbuffers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:util",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 1c4f52503b8..ffc417545e8 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -23,10 +23,12 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/session_options.h"
@@ -169,6 +171,32 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithFileProbingEnv) {
   EXPECT_THAT(actual, EqualsProto(expected));
 }
 
+#ifdef PLATFORM_GOOGLE
+// This benchmark relies on https://github.com/google/benchmark features,
+// not available in open-sourced TF codebase.
+
+void BM_HalfPlusTwo(benchmark::State& state) {
+  static Session* session;
+  if (state.thread_index() == 0) {
+    SavedModelBundle bundle;
+    TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(),
+                                test_util::GetTestSavedModelPath(), {"serve"},
+                                &bundle));
+    TF_ASSERT_OK(WrapSession(&bundle.session));
+    session = bundle.session.release();
+  }
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run({{"x:0", input}}, {"y:0"}, {}, &outputs));
+  }
+}
+BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+
+#endif  // PLATFORM_GOOGLE
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 8a4f0aa5f79..8f7b483401f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -21,11 +21,16 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "flatbuffers/flexbuffers.h"
+#include "tensorflow/core/framework/attr_value.pb.h"
+#include "tensorflow/core/framework/node_def.pb.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/framework/types.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/test_benchmark.h"
+#include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -97,14 +102,27 @@ constexpr char kTestModelInputList[] = "list";
 constexpr char kTestModelInputShape[] = "shape";
 constexpr char kTestModelOutput[] = "output";
 
+tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
+  switch (tflite_type) {
+    case tflite::TensorType_INT32:
+      return tensorflow::DT_INT32;
+    case tflite::TensorType_STRING:
+      return tensorflow::DT_STRING;
+    default:
+      LOG(FATAL) << "Unsupported tflite type: " << tflite_type;
+  }
+}
+
 // Returns a serialized FlatBuffer tflite model.
 //
 // The model has two inputs (kTestModelInputList|Shape) and one output
 // kTestModelOutput. The output is list that is reshaped to shape via
 // tf.reshape operator.
 //
-// Elements of list are expected to be of `tensor_type` type.
-string BuildTestModel(tflite::TensorType tensor_type) {
+// Elements of list are expected to be of `tensor_type` type. `use_flex_op`
+// sets up the model to use the `Reshape` *flex* op as opposed to using the
+// builtin `Reshape` op from TF Lite.
+string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
   std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
@@ -135,15 +153,40 @@ string BuildTestModel(tflite::TensorType tensor_type) {
                                  /*quantization=*/0, /*is_variable=*/false));
 
   // Add reshape operator.
-  opcodes.push_back(
-      CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
+  tflite::BuiltinOptions builtin_opts_type =
+      tflite::BuiltinOptions_ReshapeOptions;
+  flatbuffers::Offset<void> reshape_opts =
+      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
+          .Union();
+  flatbuffers::Offset<flatbuffers::Vector<uint8_t>> custom_opts = 0;
+  if (use_flex_op) {
+    string flexop = std::string(tflite::kFlexCustomCodePrefix) + "Reshape";
+    opcodes.push_back(CreateOperatorCodeDirect(
+        builder, tflite::BuiltinOperator_CUSTOM, flexop.data()));
+    builtin_opts_type = tflite::BuiltinOptions_NONE;
+    reshape_opts = 0;
+    NodeDef node_def;
+    node_def.set_name("Reshape");
+    node_def.set_op("Reshape");
+    (*node_def.mutable_attr())["T"].set_type(ToTfTensorType(tensor_type));
+    string node_def_str;
+    CHECK(node_def.SerializeToString(&node_def_str));
+    auto flex_builder = absl::make_unique<flexbuffers::Builder>();
+    flex_builder->Vector([&]() {
+      flex_builder->String(node_def.op());
+      flex_builder->String(node_def_str);
+    });
+    flex_builder->Finish();
+    custom_opts = builder.CreateVector(flex_builder->GetBuffer());
+  } else {
+    opcodes.push_back(
+        CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
+  }
+
   operators.push_back(CreateOperator(
       builder, /*opcode_index=*/0, builder.CreateVector<int32_t>(inputs),
-      builder.CreateVector<int32_t>(outputs),
-      tflite::BuiltinOptions_ReshapeOptions,
-      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
-          .Union(),
-      /*custom_options=*/0, tflite::CustomOptionsFormat_FLEXBUFFERS));
+      builder.CreateVector<int32_t>(outputs), builtin_opts_type, reshape_opts,
+      custom_opts, tflite::CustomOptionsFormat_FLEXBUFFERS));
 
   auto subgraph = CreateSubGraph(builder, builder.CreateVector(tensors),
                                  builder.CreateVector<int32_t>(inputs),
@@ -159,7 +202,8 @@ string BuildTestModel(tflite::TensorType tensor_type) {
 }
 
 TEST(TfLiteSession, ProcessStrings) {
-  string model_bytes = BuildTestModel(tflite::TensorType_STRING);
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
@@ -177,6 +221,86 @@ TEST(TfLiteSession, ProcessStrings) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
+TEST(TfLiteSession, ProcessStringsFlex) {
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/true);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  Tensor input_list =
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
+  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  TF_EXPECT_OK(session->Run(
+      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
+      {kTestModelOutput}, {}, &outputs));
+  ASSERT_EQ(outputs.size(), 1);
+  test::ExpectTensorEqual<tstring>(
+      outputs[0],
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
+}
+
+#ifdef PLATFORM_GOOGLE
+// These benchmarks rely on https://github.com/google/benchmark features,
+// not available in open-sourced TF codebase.
+
+static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op);
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+    session = sess.release();
+  }
+  Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
+  Tensor input_shape = test::AsTensor<int32>({3, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run(
+        {{kTestModelInputList, input}, {kTestModelInputShape, input_shape}},
+        {kTestModelOutput}, {}, &outputs));
+  }
+}
+
+static void BM_Reshape_Builtin(benchmark::State& state) {
+  BM_Reshape(state, /*use_flex_op=*/false);
+}
+BENCHMARK(BM_Reshape_Builtin)->ThreadRange(1, 64);
+
+static void BM_Reshape_Flex(benchmark::State& state) {
+  BM_Reshape(state, /*use_flex_op=*/true);
+}
+BENCHMARK(BM_Reshape_Flex)->ThreadRange(1, 64);
+
+void BM_HalfPlusTwo(benchmark::State& state) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes;
+    TF_ASSERT_OK(ReadFileToString(
+        Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+    session = sess.release();
+  }
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
+  }
+}
+BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+
+#endif  // PLATFORM_GOOGLE
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From b853dfef53d0b766a44d600824d5c7fa73845fff Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 14 Jan 2020 14:43:39 -0800
Subject: [PATCH 3635/8103] Automated rollback of commit
 83ca96f1fa9344e381ce2aa95742e4d877031127

PiperOrigin-RevId: 289734496
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 -
 .../tensorflow/bundle_factory_util_test.cc    |  28 ----
 .../tensorflow/tflite_session_test.cc         | 144 ++----------------
 3 files changed, 10 insertions(+), 164 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0dbdd20c955..4095cfd4923 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -412,12 +412,10 @@ cc_test(
         ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "@flatbuffers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/lite:util",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index ffc417545e8..1c4f52503b8 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -23,12 +23,10 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
-#include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/session_options.h"
@@ -171,32 +169,6 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithFileProbingEnv) {
   EXPECT_THAT(actual, EqualsProto(expected));
 }
 
-#ifdef PLATFORM_GOOGLE
-// This benchmark relies on https://github.com/google/benchmark features,
-// not available in open-sourced TF codebase.
-
-void BM_HalfPlusTwo(benchmark::State& state) {
-  static Session* session;
-  if (state.thread_index() == 0) {
-    SavedModelBundle bundle;
-    TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(),
-                                test_util::GetTestSavedModelPath(), {"serve"},
-                                &bundle));
-    TF_ASSERT_OK(WrapSession(&bundle.session));
-    session = bundle.session.release();
-  }
-  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
-  std::vector<Tensor> outputs;
-  testing::UseRealTime();
-  for (auto _ : state) {
-    outputs.clear();
-    TF_ASSERT_OK(session->Run({{"x:0", input}}, {"y:0"}, {}, &outputs));
-  }
-}
-BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
-
-#endif  // PLATFORM_GOOGLE
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 8f7b483401f..8a4f0aa5f79 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -21,16 +21,11 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "flatbuffers/flexbuffers.h"
-#include "tensorflow/core/framework/attr_value.pb.h"
-#include "tensorflow/core/framework/node_def.pb.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/framework/types.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
-#include "tensorflow/core/platform/test_benchmark.h"
-#include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -102,27 +97,14 @@ constexpr char kTestModelInputList[] = "list";
 constexpr char kTestModelInputShape[] = "shape";
 constexpr char kTestModelOutput[] = "output";
 
-tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
-  switch (tflite_type) {
-    case tflite::TensorType_INT32:
-      return tensorflow::DT_INT32;
-    case tflite::TensorType_STRING:
-      return tensorflow::DT_STRING;
-    default:
-      LOG(FATAL) << "Unsupported tflite type: " << tflite_type;
-  }
-}
-
 // Returns a serialized FlatBuffer tflite model.
 //
 // The model has two inputs (kTestModelInputList|Shape) and one output
 // kTestModelOutput. The output is list that is reshaped to shape via
 // tf.reshape operator.
 //
-// Elements of list are expected to be of `tensor_type` type. `use_flex_op`
-// sets up the model to use the `Reshape` *flex* op as opposed to using the
-// builtin `Reshape` op from TF Lite.
-string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
+// Elements of list are expected to be of `tensor_type` type.
+string BuildTestModel(tflite::TensorType tensor_type) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
   std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
@@ -153,40 +135,15 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
                                  /*quantization=*/0, /*is_variable=*/false));
 
   // Add reshape operator.
-  tflite::BuiltinOptions builtin_opts_type =
-      tflite::BuiltinOptions_ReshapeOptions;
-  flatbuffers::Offset<void> reshape_opts =
-      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
-          .Union();
-  flatbuffers::Offset<flatbuffers::Vector<uint8_t>> custom_opts = 0;
-  if (use_flex_op) {
-    string flexop = std::string(tflite::kFlexCustomCodePrefix) + "Reshape";
-    opcodes.push_back(CreateOperatorCodeDirect(
-        builder, tflite::BuiltinOperator_CUSTOM, flexop.data()));
-    builtin_opts_type = tflite::BuiltinOptions_NONE;
-    reshape_opts = 0;
-    NodeDef node_def;
-    node_def.set_name("Reshape");
-    node_def.set_op("Reshape");
-    (*node_def.mutable_attr())["T"].set_type(ToTfTensorType(tensor_type));
-    string node_def_str;
-    CHECK(node_def.SerializeToString(&node_def_str));
-    auto flex_builder = absl::make_unique<flexbuffers::Builder>();
-    flex_builder->Vector([&]() {
-      flex_builder->String(node_def.op());
-      flex_builder->String(node_def_str);
-    });
-    flex_builder->Finish();
-    custom_opts = builder.CreateVector(flex_builder->GetBuffer());
-  } else {
-    opcodes.push_back(
-        CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
-  }
-
+  opcodes.push_back(
+      CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
   operators.push_back(CreateOperator(
       builder, /*opcode_index=*/0, builder.CreateVector<int32_t>(inputs),
-      builder.CreateVector<int32_t>(outputs), builtin_opts_type, reshape_opts,
-      custom_opts, tflite::CustomOptionsFormat_FLEXBUFFERS));
+      builder.CreateVector<int32_t>(outputs),
+      tflite::BuiltinOptions_ReshapeOptions,
+      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
+          .Union(),
+      /*custom_options=*/0, tflite::CustomOptionsFormat_FLEXBUFFERS));
 
   auto subgraph = CreateSubGraph(builder, builder.CreateVector(tensors),
                                  builder.CreateVector<int32_t>(inputs),
@@ -202,8 +159,7 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
 }
 
 TEST(TfLiteSession, ProcessStrings) {
-  string model_bytes =
-      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
+  string model_bytes = BuildTestModel(tflite::TensorType_STRING);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
@@ -221,86 +177,6 @@ TEST(TfLiteSession, ProcessStrings) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
-TEST(TfLiteSession, ProcessStringsFlex) {
-  string model_bytes =
-      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/true);
-  ::google::protobuf::Map<string, SignatureDef> signatures;
-  std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
-  Tensor input_list =
-      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
-  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
-  std::vector<Tensor> outputs;
-  TF_EXPECT_OK(session->Run(
-      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
-      {kTestModelOutput}, {}, &outputs));
-  ASSERT_EQ(outputs.size(), 1);
-  test::ExpectTensorEqual<tstring>(
-      outputs[0],
-      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
-}
-
-#ifdef PLATFORM_GOOGLE
-// These benchmarks rely on https://github.com/google/benchmark features,
-// not available in open-sourced TF codebase.
-
-static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
-  static TfLiteSession* session;
-  if (state.thread_index() == 0) {
-    string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op);
-    ::google::protobuf::Map<string, SignatureDef> signatures;
-    std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
-    session = sess.release();
-  }
-  Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
-  Tensor input_shape = test::AsTensor<int32>({3, 2}, TensorShape({2}));
-  std::vector<Tensor> outputs;
-  testing::UseRealTime();
-  for (auto _ : state) {
-    outputs.clear();
-    TF_ASSERT_OK(session->Run(
-        {{kTestModelInputList, input}, {kTestModelInputShape, input_shape}},
-        {kTestModelOutput}, {}, &outputs));
-  }
-}
-
-static void BM_Reshape_Builtin(benchmark::State& state) {
-  BM_Reshape(state, /*use_flex_op=*/false);
-}
-BENCHMARK(BM_Reshape_Builtin)->ThreadRange(1, 64);
-
-static void BM_Reshape_Flex(benchmark::State& state) {
-  BM_Reshape(state, /*use_flex_op=*/true);
-}
-BENCHMARK(BM_Reshape_Flex)->ThreadRange(1, 64);
-
-void BM_HalfPlusTwo(benchmark::State& state) {
-  static TfLiteSession* session;
-  if (state.thread_index() == 0) {
-    string model_bytes;
-    TF_ASSERT_OK(ReadFileToString(
-        Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
-    ::google::protobuf::Map<string, SignatureDef> signatures;
-    std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
-    session = sess.release();
-  }
-  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
-  std::vector<Tensor> outputs;
-  testing::UseRealTime();
-  for (auto _ : state) {
-    outputs.clear();
-    TF_ASSERT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
-  }
-}
-BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
-
-#endif  // PLATFORM_GOOGLE
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 74107ae603011852f916ac0e24e1da3bc804c92f Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Wed, 15 Jan 2020 14:03:15 -0800
Subject: [PATCH 3636/8103] Add release note for TFS 2.1

PiperOrigin-RevId: 289932342
---
 RELEASE.md | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index dbebd26b8fe..831c5230932 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,19 @@
+# Release 2.1.0
+
+## Major Features and Improvements
+* Add integration with [TensorBoard profiler service](https://www.tensorflow.org/tensorboard).
+
+## Breaking Changes
+
+## Bug Fixes and Other Changes
+
+* Fix link for TFRecord in Saved Model Warmup documentation. (commit: 127a112a91bda3d7d3c3a56802632376bbe3e36e)
+* Fix typo in http server log message. (commit: 509f6da062dc9b091ad6961a94740cf64e265c36)
+* Be able to discard aspired-versions request from SourceRouter (commit: 10e4987502ee91fe74c6c179ed4ba52f17cc75b4)
+* Use public tf.config APIs (commit: 87a4b2b28729bd269ab367742998b6f8426ea1b7)
+* Fix copying of string tensor outputs by explicitly copying each (commit: 9544077bdb6eef9b20a0688a042155ee6dea011a)
+* Migrate from std::string to tensorflow::tstring. (commit: e24571ac9ce390733f3b02188c7d740f08fff62d)
+
 # Release 2.0.0
 
 ## Major Features and Improvements

From b1b6ffd7dfa654a4f4629519d902d958c07ee7c8 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 15 Jan 2020 14:10:10 -0800
Subject: [PATCH 3637/8103] Remove SessionBundle usage from
 regressor/classifier.

SessionBundle is no longer supported.

PiperOrigin-RevId: 289933993
---
 tensorflow_serving/servables/tensorflow/BUILD |   4 -
 .../servables/tensorflow/classifier.cc        | 156 -----
 .../servables/tensorflow/classifier.h         |  17 -
 .../servables/tensorflow/classifier_test.cc   | 585 +++++-------------
 .../servables/tensorflow/regressor.cc         |  93 ---
 .../servables/tensorflow/regressor.h          |  16 -
 .../servables/tensorflow/regressor_test.cc    | 516 +++++----------
 7 files changed, 303 insertions(+), 1084 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 4095cfd4923..59d95b6246e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -599,7 +599,6 @@ cc_library(
         "//tensorflow_serving/apis:classifier",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -620,7 +619,6 @@ cc_test(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
         "@com_google_protobuf//:protobuf_lite",
@@ -724,7 +722,6 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -745,7 +742,6 @@ cc_test(
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:optional",
         "@com_google_protobuf//:protobuf_lite",
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 99b0afdf379..25999d30e30 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -36,125 +36,11 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
-// Implementation of the ClassificationService using the legacy SessionBundle
-// ClassificationSignature signature format.
-class TensorFlowClassifier : public ClassifierInterface {
- public:
-  explicit TensorFlowClassifier(Session* session,
-                                const ClassificationSignature* signature)
-      : session_(session), signature_(signature) {}
-
-  Status Classify(const ClassificationRequest& request,
-                  ClassificationResult* result) override {
-    TRACELITERAL("TensorFlowClassifier::Classify");
-    TRACELITERAL("ConvertInputTFEXamplesToTensor");
-    // Setup the input Tensor to be a vector of string containing the serialized
-    // tensorflow.Example.
-    Tensor input_tensor;
-    TF_RETURN_IF_ERROR(
-        InputToSerializedExampleTensor(request.input(), &input_tensor));
-
-    const int num_examples = input_tensor.dim_size(0);
-    if (num_examples == 0) {
-      return errors::InvalidArgument("ClassificationRequest::input is empty.");
-    }
-    RecordRequestExampleCount(request.model_spec().name(), num_examples);
-
-    TRACELITERAL("RunClassification");
-    // Support serving models that return classes, scores or both.
-    std::unique_ptr<Tensor> classes;
-    if (!signature_->classes().tensor_name().empty()) {
-      classes.reset(new Tensor);
-    }
-    std::unique_ptr<Tensor> scores;
-    if (!signature_->scores().tensor_name().empty()) {
-      scores.reset(new Tensor);
-    }
-
-    TF_RETURN_IF_ERROR(session_bundle::RunClassification(
-        *signature_, input_tensor, session_, classes.get(), scores.get()));
-
-    // Validate classes output Tensor.
-    if (classes) {
-      if (classes->dims() != 2) {
-        return errors::InvalidArgument(
-            "Expected Tensor shape: [batch_size num_classes] but got ",
-            classes->shape().DebugString());
-      }
-      if (classes->dtype() != DT_STRING) {
-        return errors::Internal("Expected classes Tensor of DT_STRING.  Got: ",
-                                DataType_Name(classes->dtype()));
-      }
-      if (classes->dim_size(0) != num_examples) {
-        return errors::Internal("Expected output batch size of ", num_examples,
-                                ". Got: ", classes->dim_size(0));
-      }
-    }
-    // Validate scores output Tensor.
-    if (scores) {
-      if (scores->dims() != 2) {
-        return errors::InvalidArgument(
-            "Expected Tensor shape: [batch_size num_classes] but got ",
-            scores->shape().DebugString());
-      }
-      if (scores->dtype() != DT_FLOAT) {
-        return errors::Internal("Expected scores Tensor of DT_FLOAT.  Got: ",
-                                DataType_Name(scores->dtype()));
-      }
-      if (scores->dim_size(0) != num_examples) {
-        return errors::Internal("Expected output batch size of ", num_examples,
-                                ". Got: ", scores->dim_size(0));
-      }
-    }
-    // Extract the number of classes from either the class or score output
-    // Tensor.
-    int num_classes = 0;
-    if (classes && scores) {
-      // If we have both Tensors they should agree in the second dimmension.
-      if (classes->dim_size(1) != scores->dim_size(1)) {
-        return errors::Internal(
-            "Tensors class and score should match in dim_size(1). Got ",
-            classes->dim_size(1), " vs. ", scores->dim_size(1));
-      }
-      num_classes = classes->dim_size(1);
-    } else if (classes) {
-      num_classes = classes->dim_size(1);
-    } else if (scores) {
-      num_classes = scores->dim_size(1);
-    }
-
-    TRACELITERAL("ConvertToClassificationResult");
-    // Convert the output to ClassificationResult format.
-    for (int i = 0; i < num_examples; ++i) {
-      serving::Classifications* classifications = result->add_classifications();
-      for (int c = 0; c < num_classes; ++c) {
-        serving::Class* cl = classifications->add_classes();
-        if (classes) {
-          const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
-          cl->set_label(class_tstr.data(), class_tstr.size());
-        }
-        if (scores) {
-          cl->set_score((scores->matrix<float>())(i, c));
-        }
-      }
-    }
-
-    return Status::OK();
-  }
-
- private:
-  Session* const session_;
-  const ClassificationSignature* const signature_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(TensorFlowClassifier);
-};
-
 // Implementation of the ClassifierInterface using SavedModel.
 class SavedModelTensorFlowClassifier : public ClassifierInterface {
  public:
@@ -193,34 +79,6 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
   TF_DISALLOW_COPY_AND_ASSIGN(SavedModelTensorFlowClassifier);
 };
 
-// Implementation of the ClassificationService.
-class SessionBundleClassifier : public ClassifierInterface {
- public:
-  explicit SessionBundleClassifier(std::unique_ptr<SessionBundle> bundle)
-      : bundle_(std::move(bundle)) {}
-
-  ~SessionBundleClassifier() override = default;
-
-  Status Classify(const ClassificationRequest& request,
-                  ClassificationResult* result) override {
-    // Get the default signature of the graph.  Expected to be a
-    // classification signature.
-    // TODO(b/26220896): Move TensorFlowClassifier creation to construction
-    // time.
-    ClassificationSignature signature;
-    TF_RETURN_IF_ERROR(session_bundle::GetClassificationSignature(
-        bundle_->meta_graph_def, &signature));
-
-    TensorFlowClassifier classifier(bundle_->session.get(), &signature);
-    return classifier.Classify(request, result);
-  }
-
- private:
-  std::unique_ptr<SessionBundle> bundle_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(SessionBundleClassifier);
-};
-
 class SavedModelClassifier : public ClassifierInterface {
  public:
   SavedModelClassifier(const RunOptions& run_options,
@@ -252,13 +110,6 @@ class SavedModelClassifier : public ClassifierInterface {
 
 }  // namespace
 
-Status CreateClassifierFromBundle(
-    std::unique_ptr<SessionBundle> bundle,
-    std::unique_ptr<ClassifierInterface>* service) {
-  service->reset(new SessionBundleClassifier(std::move(bundle)));
-  return Status::OK();
-}
-
 Status CreateClassifierFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<ClassifierInterface>* service) {
@@ -266,13 +117,6 @@ Status CreateClassifierFromSavedModelBundle(
   return Status::OK();
 }
 
-Status CreateFlyweightTensorFlowClassifier(
-    Session* session, const ClassificationSignature* const signature,
-    std::unique_ptr<ClassifierInterface>* service) {
-  service->reset(new TensorFlowClassifier(session, signature));
-  return Status::OK();
-}
-
 Status CreateFlyweightTensorFlowClassifier(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index 04f24fe4ea6..af23aef7a18 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -23,34 +23,17 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/classifier.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
 
-// Create a new ClassifierInterface backed by a TensorFlow Session.
-// Requires the SessionBundle manifest to have a ClassificationSignature
-// as the default signature.
-Status CreateClassifierFromBundle(
-    std::unique_ptr<SessionBundle> bundle,
-    std::unique_ptr<ClassifierInterface>* service);
-
 // Create a new ClassifierInterface backed by a TensorFlow SavedModel.
 // Requires that the default SignatureDef be compatible with classification.
 Status CreateClassifierFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<ClassifierInterface>* service);
 
-// Create a new ClassifierInterface backed by a TensorFlow Session using the
-// specified ClassificationSignature. Does not take ownership of the Session.
-// Useful in contexts where we need to avoid copying, e.g. if created per
-// request. The caller must ensure that the session and signature live at least
-// as long as the service.
-Status CreateFlyweightTensorFlowClassifier(
-    Session* session, const ClassificationSignature* signature,
-    std::unique_ptr<ClassifierInterface>* service);
-
 // Create a new ClassifierInterface backed by a TensorFlow Session using the
 // specified SignatureDef. Does not take ownership of the Session.
 // Useful in contexts where we need to avoid copying, e.g. if created per
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 5e16273f5e6..a8d59133350 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -34,10 +34,8 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
-#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -213,37 +211,6 @@ class FakeSession : public tensorflow::Session {
   const optional<int64> expected_timeout_;
 };
 
-// Add a named signature to the mutable signatures* parameter.
-// If is_classification is false, will add a regression signature, which is
-// invalid in classification requests.
-void AddNamedSignature(const string& input_tensor_name,
-                       const string& output_scores_tensor_name,
-                       const string& signature_name,
-                       const bool is_classification, Signatures* signatures) {
-  tensorflow::serving::Signature named_signature;
-  if (is_classification) {
-    named_signature.mutable_classification_signature()
-        ->mutable_input()
-        ->set_tensor_name(input_tensor_name);
-    named_signature.mutable_classification_signature()
-        ->mutable_classes()
-        ->set_tensor_name(kClassTensor);
-    named_signature.mutable_classification_signature()
-        ->mutable_scores()
-        ->set_tensor_name(output_scores_tensor_name);
-  } else {
-    named_signature.mutable_regression_signature()
-        ->mutable_input()
-        ->set_tensor_name(input_tensor_name);
-    named_signature.mutable_regression_signature()
-        ->mutable_output()
-        ->set_tensor_name(output_scores_tensor_name);
-  }
-  signatures->mutable_named_signatures()->insert(
-      protobuf::MapPair<string, tensorflow::serving::Signature>(
-          signature_name, named_signature));
-}
-
 // Add a named signature to the mutable meta_graph_def* parameter.
 // If is_classification is false, will add a regression signature, which is
 // invalid in classification requests.
@@ -272,73 +239,41 @@ void AddNamedSignatureToSavedModelBundle(
 }
 
 // Parameter is 'bool use_saved_model'.
-class ClassifierTest : public ::testing::TestWithParam<bool> {
+class ClassifierTest : public ::testing::Test {
  public:
   void SetUp() override {
-    if (!UseSavedModel()) {
-      bundle_.reset(new SessionBundle);
-      meta_graph_def_ = &bundle_->meta_graph_def;
-      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
-      // For SessionBundle we don't propagate the timeout.
-      expected_timeout = nullopt;
-      fake_session_ = new FakeSession(expected_timeout);
-      bundle_->session.reset(fake_session_);
-
-      // Setup some defaults for our signature.
-      tensorflow::serving::Signatures signatures;
-      auto signature = signatures.mutable_default_signature()
-                           ->mutable_classification_signature();
-      signature->mutable_input()->set_tensor_name(kInputTensor);
-      signature->mutable_classes()->set_tensor_name(kClassTensor);
-      signature->mutable_scores()->set_tensor_name(kScoreTensor);
-
-      AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
-                        kOutputPlusOneSignature, true /* is_classification */,
-                        &signatures);
-      AddNamedSignature(kInputTensor, kOutputPlusOneClassTensor,
-                        kInvalidNamedSignature, false /* is_classification */,
-                        &signatures);
-
-      // Add a named signature where the output is not valid.
-      AddNamedSignature(kInputTensor, kImproperlySizedScoresTensor,
-                        kImproperlySizedScoresSignature,
-                        true /* is_classification */, &signatures);
-      TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-          signatures, meta_graph_def_));
-    } else {
-      saved_model_bundle_.reset(new SavedModelBundle);
-      meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
-      fake_session_ = new FakeSession(expected_timeout);
-      saved_model_bundle_->session.reset(fake_session_);
-
-      auto* signature_defs = meta_graph_def_->mutable_signature_def();
-      SignatureDef sig_def;
-      TensorInfo input_tensor_info;
-      input_tensor_info.set_name(kInputTensor);
-      (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-      TensorInfo class_tensor_info;
-      class_tensor_info.set_name(kClassTensor);
-      (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
-      TensorInfo scores_tensor_info;
-      scores_tensor_info.set_name(kScoreTensor);
-      (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-      sig_def.set_method_name("tensorflow/serving/classify");
-      (*signature_defs)["serving_default"] = sig_def;
-
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kOutputPlusOneClassTensor, kOutputPlusOneSignature,
-          true /* is_classification */, meta_graph_def_);
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kOutputPlusOneClassTensor, kInvalidNamedSignature,
-          false /* is_classification */, meta_graph_def_);
-
-      // Add a named signature where the output is not valid.
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kImproperlySizedScoresTensor,
-          kImproperlySizedScoresSignature, true /* is_classification */,
-          meta_graph_def_);
-    }
+    saved_model_bundle_.reset(new SavedModelBundle);
+    meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
+    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    fake_session_ = new FakeSession(expected_timeout);
+    saved_model_bundle_->session.reset(fake_session_);
+
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(kInputTensor);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo class_tensor_info;
+    class_tensor_info.set_name(kClassTensor);
+    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+    TensorInfo scores_tensor_info;
+    scores_tensor_info.set_name(kScoreTensor);
+    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+    sig_def.set_method_name("tensorflow/serving/classify");
+    (*signature_defs)["serving_default"] = sig_def;
+
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kOutputPlusOneClassTensor, kOutputPlusOneSignature,
+        true /* is_classification */, meta_graph_def_);
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kOutputPlusOneClassTensor, kInvalidNamedSignature,
+        false /* is_classification */, meta_graph_def_);
+
+    // Add a named signature where the output is not valid.
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kImproperlySizedScoresTensor,
+        kImproperlySizedScoresSignature, true /* is_classification */,
+        meta_graph_def_);
   }
 
  protected:
@@ -357,20 +292,12 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
     return example;
   }
 
-  // Whether or not to use SavedModel for this test. Simply wraps GetParam()
-  // with a more meaningful name.
-  bool UseSavedModel() { return GetParam(); }
-
   Status Create() {
-    if (UseSavedModel()) {
       std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
       saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
       saved_model->session = std::move(saved_model_bundle_->session);
       return CreateClassifierFromSavedModelBundle(
           GetRunOptions(), std::move(saved_model), &classifier_);
-    } else {
-      return CreateClassifierFromBundle(std::move(bundle_), &classifier_);
-    }
   }
 
   RunOptions GetRunOptions() const {
@@ -382,7 +309,6 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
   // Variables used to create the classifier.
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
-  std::unique_ptr<SessionBundle> bundle_;
   std::unique_ptr<SavedModelBundle> saved_model_bundle_;
 
   // Classifier valid after calling create.
@@ -393,7 +319,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
   ClassificationResult result_;
 };
 
-TEST_P(ClassifierTest, ExampleList) {
+TEST_F(ClassifierTest, ExampleList) {
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -421,7 +347,6 @@ TEST_P(ClassifierTest, ExampleList) {
                                    "   } "
                                    " } "));
   // Test RunClassify
-  if (UseSavedModel()) {
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -446,10 +371,9 @@ TEST_P(ClassifierTest, ExampleList) {
                                                "     score: 3 "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, ExampleListWithContext) {
+TEST_F(ClassifierTest, ExampleListWithContext) {
   TF_ASSERT_OK(Create());
   auto* list_and_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -480,8 +404,6 @@ TEST_P(ClassifierTest, ExampleListWithContext) {
                                    "   } "
                                    " } "));
 
-  // Test RunClassify
-  if (UseSavedModel()) {
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -506,10 +428,9 @@ TEST_P(ClassifierTest, ExampleListWithContext) {
                                                "     score: 1 "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
+TEST_F(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
   TF_ASSERT_OK(Create());
   auto* list_and_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -542,8 +463,6 @@ TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
                                    "   } "
                                    " } "));
 
-  // Test RunClassify
-  if (UseSavedModel()) {
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -568,31 +487,19 @@ TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
                                                "     score: 4 "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, ClassesOnly) {
-  if (UseSavedModel()) {
-    auto* signature_defs = meta_graph_def_->mutable_signature_def();
-    SignatureDef sig_def;
-    TensorInfo input_tensor_info;
-    input_tensor_info.set_name(kInputTensor);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-    TensorInfo class_tensor_info;
-    class_tensor_info.set_name(kClassTensor);
-    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
-    sig_def.set_method_name("tensorflow/serving/classify");
-    (*signature_defs)["serving_default"] = sig_def;
-  } else {
-    tensorflow::serving::Signatures signatures;
-    auto signature = signatures.mutable_default_signature()
-                         ->mutable_classification_signature();
-    signature->mutable_input()->set_tensor_name(kInputTensor);
-    signature->mutable_classes()->set_tensor_name(kClassTensor);
-    // No scores Tensor.
-    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-        signatures, meta_graph_def_));
-  }
+TEST_F(ClassifierTest, ClassesOnly) {
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+  SignatureDef sig_def;
+  TensorInfo input_tensor_info;
+  input_tensor_info.set_name(kInputTensor);
+  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+  TensorInfo class_tensor_info;
+  class_tensor_info.set_name(kClassTensor);
+  (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+  sig_def.set_method_name("tensorflow/serving/classify");
+  (*signature_defs)["serving_default"] = sig_def;
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -615,8 +522,7 @@ TEST_P(ClassifierTest, ClassesOnly) {
                                    "     label: 'tres' "
                                    "   } "
                                    " } "));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -637,32 +543,19 @@ TEST_P(ClassifierTest, ClassesOnly) {
                                                "     label: 'tres' "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, ScoresOnly) {
-  if (UseSavedModel()) {
-    auto* signature_defs = meta_graph_def_->mutable_signature_def();
-    SignatureDef sig_def;
-    TensorInfo input_tensor_info;
-    input_tensor_info.set_name(kInputTensor);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-    TensorInfo scores_tensor_info;
-    scores_tensor_info.set_name(kScoreTensor);
-    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-    sig_def.set_method_name("tensorflow/serving/classify");
-    (*signature_defs)["serving_default"] = sig_def;
-
-  } else {
-    tensorflow::serving::Signatures signatures;
-    auto signature = signatures.mutable_default_signature()
-                         ->mutable_classification_signature();
-    signature->mutable_input()->set_tensor_name(kInputTensor);
-    // No classes Tensor.
-    signature->mutable_scores()->set_tensor_name(kScoreTensor);
-    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-        signatures, meta_graph_def_));
-  }
+TEST_F(ClassifierTest, ScoresOnly) {
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+  SignatureDef sig_def;
+  TensorInfo input_tensor_info;
+  input_tensor_info.set_name(kInputTensor);
+  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+  TensorInfo scores_tensor_info;
+  scores_tensor_info.set_name(kScoreTensor);
+  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+  sig_def.set_method_name("tensorflow/serving/classify");
+  (*signature_defs)["serving_default"] = sig_def;
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -685,8 +578,7 @@ TEST_P(ClassifierTest, ScoresOnly) {
                                    "     score: 3 "
                                    "   } "
                                    " } "));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -707,31 +599,19 @@ TEST_P(ClassifierTest, ScoresOnly) {
                                                "     score: 3 "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, ZeroScoresArePresent) {
-  if (UseSavedModel()) {
-    auto* signature_defs = meta_graph_def_->mutable_signature_def();
-    SignatureDef sig_def;
-    TensorInfo input_tensor_info;
-    input_tensor_info.set_name(kInputTensor);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-    TensorInfo scores_tensor_info;
-    scores_tensor_info.set_name(kScoreTensor);
-    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-    sig_def.set_method_name("tensorflow/serving/classify");
-    (*signature_defs)["serving_default"] = sig_def;
-  } else {
-    tensorflow::serving::Signatures signatures;
-    auto signature = signatures.mutable_default_signature()
-                         ->mutable_classification_signature();
-    signature->mutable_input()->set_tensor_name(kInputTensor);
-    // No classes Tensor.
-    signature->mutable_scores()->set_tensor_name(kScoreTensor);
-    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-        signatures, meta_graph_def_));
-  }
+TEST_F(ClassifierTest, ZeroScoresArePresent) {
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+  SignatureDef sig_def;
+  TensorInfo input_tensor_info;
+  input_tensor_info.set_name(kInputTensor);
+  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+  TensorInfo scores_tensor_info;
+  scores_tensor_info.set_name(kScoreTensor);
+  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
+  sig_def.set_method_name("tensorflow/serving/classify");
+  (*signature_defs)["serving_default"] = sig_def;
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -748,24 +628,22 @@ TEST_P(ClassifierTest, ZeroScoresArePresent) {
     EXPECT_NEAR(classification.classes(i).score(), expected_outputs[i], 1e-7);
   }
 
-  // Test RunClassify
-  if (UseSavedModel()) {
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
                              fake_session_, request_, &response));
     // Parse the protos and compare the results with expected scores.
     ASSERT_EQ(response.result().classifications_size(), 1);
-    auto& classification = result_.classifications(0);
-    ASSERT_EQ(classification.classes_size(), 3);
+    auto& classification_resp = result_.classifications(0);
+    ASSERT_EQ(classification_resp.classes_size(), 3);
 
     for (int i = 0; i < 3; ++i) {
-      EXPECT_NEAR(classification.classes(i).score(), expected_outputs[i], 1e-7);
+      EXPECT_NEAR(classification_resp.classes(i).score(), expected_outputs[i],
+                  1e-7);
     }
-  }
 }
 
-TEST_P(ClassifierTest, ValidNamedSignature) {
+TEST_F(ClassifierTest, ValidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kOutputPlusOneSignature);
   auto* examples =
@@ -774,10 +652,6 @@ TEST_P(ClassifierTest, ValidNamedSignature) {
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
   TF_ASSERT_OK(classifier_->Classify(request_, &result_));
 
-  // If using saved_model, this test should use the kOutputPlusOneSignature
-  // named signature. Otherwise, when using session_bundle, the signature_name
-  // in the model_spec will be ignored and the default signature will be used.
-  if (UseSavedModel()) {
     EXPECT_THAT(result_, EqualsProto(" classifications { "
                                      "   classes { "
                                      "     label: 'dos' "
@@ -798,30 +672,7 @@ TEST_P(ClassifierTest, ValidNamedSignature) {
                                      "     score: 4 "
                                      "   } "
                                      " } "));
-  } else {
-    EXPECT_THAT(result_, EqualsProto(" classifications { "
-                                     "   classes { "
-                                     "     label: 'dos' "
-                                     "     score: 2 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'uno' "
-                                     "     score: 1 "
-                                     "   } "
-                                     " } "
-                                     " classifications { "
-                                     "   classes { "
-                                     "     label: 'cuatro' "
-                                     "     score: 4 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'tres' "
-                                     "     score: 3 "
-                                     "   } "
-                                     " } "));
-  }
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
     TF_ASSERT_OK(RunClassify(GetRunOptions(),
                              saved_model_bundle_->meta_graph_def, {},
@@ -846,65 +697,28 @@ TEST_P(ClassifierTest, ValidNamedSignature) {
                                                "     score: 4 "
                                                "   } "
                                                " } "));
-  }
 }
 
-TEST_P(ClassifierTest, InvalidNamedSignature) {
+TEST_F(ClassifierTest, InvalidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kInvalidNamedSignature);
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
 
-  // If using saved_model, this test should fail because the named_signature
-  // requested is actually a regression signature. When using session_bundle,
-  // the signature_name will be ignored and the default signature will be used.
-  if (UseSavedModel()) {
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  } else {
-    TF_ASSERT_OK(status);
-    EXPECT_THAT(result_, EqualsProto(" classifications { "
-                                     "   classes { "
-                                     "     label: 'dos' "
-                                     "     score: 2 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'uno' "
-                                     "     score: 1 "
-                                     "   } "
-                                     " } "
-                                     " classifications { "
-                                     "   classes { "
-                                     "     label: 'cuatro' "
-                                     "     score: 4 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'tres' "
-                                     "     score: 3 "
-                                     "   } "
-                                     " } "));
-  }
-  // Test RunClassify
-  if (UseSavedModel()) {
-    ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  }
-}
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 
-TEST_P(ClassifierTest, MalformedScores) {
-  // If not using SavedModel, we don't use named signatures so the test is not
-  // actually testing the right thing. Skip it.
-  if (!UseSavedModel()) {
-    return;
-  }
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+}
 
+TEST_F(ClassifierTest, MalformedScores) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(
       kImproperlySizedScoresSignature);
@@ -912,365 +726,256 @@ TEST_P(ClassifierTest, MalformedScores) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  }
 }
 
-TEST_P(ClassifierTest, MissingClassificationSignature) {
-  if (UseSavedModel()) {
-    auto* signature_defs = meta_graph_def_->mutable_signature_def();
-    SignatureDef sig_def;
-    (*signature_defs)["serving_default"] = sig_def;
-  } else {
-    tensorflow::serving::Signatures signatures;
-    signatures.mutable_default_signature();
-    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-        signatures, meta_graph_def_));
-  }
+TEST_F(ClassifierTest, MissingClassificationSignature) {
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+  SignatureDef sig_def;
+  (*signature_defs)["serving_default"] = sig_def;
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}});
   // TODO(b/26220896): This error should move to construction time.
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  // Old SessionBundle code treats a missing signature as a FAILED_PRECONDITION
-  // but new SavedModel code treats it as an INVALID_ARGUMENT (signature
-  // specified in the request was invalid).
-  if (UseSavedModel()) {
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  } else {
-    EXPECT_EQ(::tensorflow::error::FAILED_PRECONDITION, status.code())
-        << status;
-  }
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  }
 }
 
-TEST_P(ClassifierTest, EmptyInput) {
+TEST_F(ClassifierTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(ClassifierTest, EmptyExampleList) {
+TEST_F(ClassifierTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   // Touch ExampleList.
   request_.mutable_input()->mutable_example_list();
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(ClassifierTest, EmptyExampleListWithContext) {
+TEST_F(ClassifierTest, EmptyExampleListWithContext) {
   TF_ASSERT_OK(Create());
   // Touch ExampleListWithContext, context populated but no Examples.
   *request_.mutable_input()
        ->mutable_example_list_with_context()
        ->mutable_context() = example({{"dos", 2}});
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    fake_session_, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, fake_session_, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(ClassifierTest, RunsFails) {
+TEST_F(ClassifierTest, RunsFails) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(
             ::testing::Return(errors::Internal("Run totally failed")));
-  } else {
-    bundle_->session.reset(mock);
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(
-            ::testing::Return(errors::Internal("Run totally failed")));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}});
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
-  }
 }
 
-TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
+TEST_F(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
   // This Tensor only has one batch item but we will have two inputs.
   Tensor classes(DT_STRING, TensorShape({1, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-  if (UseSavedModel()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                          ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                         ::testing::Return(Status::OK())));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
-  }
 }
 
-TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
+TEST_F(ClassifierTest, ClassesIncorrectTensorType) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
+
   // This Tensor is the wrong type for class.
   Tensor classes(DT_FLOAT, TensorShape({2, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-  if (UseSavedModel()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                          ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                         ::testing::Return(Status::OK())));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
-  // Test RunClassify
-  if (UseSavedModel()) {
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
-  }
 }
 
-TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
+TEST_F(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor only has one batch item but we will have two inputs.
   Tensor scores(DT_FLOAT, TensorShape({1, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-  if (UseSavedModel()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                          ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                         ::testing::Return(Status::OK())));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
-  }
 }
 
-TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
+TEST_F(ClassifierTest, ScoresIncorrectTensorType) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor is the wrong type for class.
   Tensor scores(DT_STRING, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-  if (UseSavedModel()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                          ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                         ::testing::Return(Status::OK())));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
-  }
 }
 
-TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
+TEST_F(ClassifierTest, MismatchedNumberOfTensorClasses) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
     saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // Scores Tensor has three scores but classes only has two labels.
   Tensor scores(DT_FLOAT, TensorShape({2, 3}));
   std::vector<Tensor> outputs = {classes, scores};
-  if (UseSavedModel()) {
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
         .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                          ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                         ::testing::Return(Status::OK())));
-  }
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  const Status status = classifier_->Classify(request_, &result_);
+  Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(
       status.ToString(),
       ::testing::HasSubstr(
           "Tensors class and score should match in dim_size(1). Got 2 vs. 3"));
-  // Test RunClassify
-  if (UseSavedModel()) {
+
     ClassificationResponse response;
-    const Status status =
-        RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                    mock, request_, &response);
+    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                         {}, mock, request_, &response);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
                 ::testing::HasSubstr("Tensors class and score should match in "
                                      "dim_size(1). Got 2 vs. 3"));
-  }
 }
 
-// Test all ClassifierTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, ClassifierTest,
-                        IsTensorflowServingOSS() ? ::testing::Values(true)
-                                                 : ::testing::Bool());
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index a0818cc95ba..7b48b655b94 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -36,67 +36,11 @@ limitations under the License.
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/apis/regressor.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
-// Implementation of the RegressorInterface using the legacy SessionBundle
-// RegressionSignature signature format.
-class TensorFlowRegressor : public RegressorInterface {
- public:
-  explicit TensorFlowRegressor(Session* session,
-                               const RegressionSignature* const signature)
-      : session_(session), signature_(signature) {}
-
-  ~TensorFlowRegressor() override = default;
-
-  Status Regress(const RegressionRequest& request,
-                 RegressionResult* result) override {
-    TRACELITERAL("TensorFlowRegressor::Regress");
-    TRACELITERAL("ConvertInputTFEXamplesToTensor");
-    // Setup the input Tensor to be a vector of string containing the serialized
-    // tensorflow.Example.
-    Tensor input_tensor;
-    TF_RETURN_IF_ERROR(
-        InputToSerializedExampleTensor(request.input(), &input_tensor));
-
-    const int num_examples = input_tensor.dim_size(0);
-    if (num_examples == 0) {
-      return errors::InvalidArgument("RegressionRequest::input is empty.");
-    }
-    RecordRequestExampleCount(request.model_spec().name(), num_examples);
-
-    TRACELITERAL("RunRegression");
-    Tensor output;
-    TF_RETURN_IF_ERROR(session_bundle::RunRegression(*signature_, input_tensor,
-                                                     session_, &output));
-
-    if (output.dtype() != DT_FLOAT) {
-      return errors::Internal("Expected output Tensor of DT_FLOAT.  Got: ",
-                              DataType_Name(output.dtype()));
-    }
-
-    if (output.NumElements() != num_examples) {
-      return errors::Internal("Expected output batch size to be ", num_examples,
-                              ".  Got: ", output.NumElements());
-    }
-
-    TRACELITERAL("ConvertToRegressionResult");
-    for (int i = 0; i < num_examples; ++i) {
-      result->add_regressions()->set_value(output.flat<float>()(i));
-    }
-    return Status::OK();
-  }
-
- private:
-  Session* const session_;
-  const RegressionSignature* const signature_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(TensorFlowRegressor);
-};
-
 // Implementation of the RegressorInterface using SavedModel.
 class SavedModelTensorFlowRegressor : public RegressorInterface {
  public:
@@ -135,30 +79,6 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
   TF_DISALLOW_COPY_AND_ASSIGN(SavedModelTensorFlowRegressor);
 };
 
-// Implementation of the RegressorInterface
-class SessionBundleRegressor : public RegressorInterface {
- public:
-  explicit SessionBundleRegressor(std::unique_ptr<SessionBundle> bundle)
-      : bundle_(std::move(bundle)) {}
-
-  ~SessionBundleRegressor() override = default;
-
-  Status Regress(const RegressionRequest& request,
-                 RegressionResult* result) override {
-    RegressionSignature signature;
-    TF_RETURN_IF_ERROR(session_bundle::GetRegressionSignature(
-        bundle_->meta_graph_def, &signature));
-
-    TensorFlowRegressor regressor(bundle_->session.get(), &signature);
-    return regressor.Regress(request, result);
-  }
-
- private:
-  std::unique_ptr<SessionBundle> bundle_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(SessionBundleRegressor);
-};
-
 class SavedModelRegressor : public RegressorInterface {
  public:
   SavedModelRegressor(const RunOptions& run_options,
@@ -186,12 +106,6 @@ class SavedModelRegressor : public RegressorInterface {
 
 }  // namespace
 
-Status CreateRegressorFromBundle(std::unique_ptr<SessionBundle> bundle,
-                                 std::unique_ptr<RegressorInterface>* service) {
-  service->reset(new SessionBundleRegressor(std::move(bundle)));
-  return Status::OK();
-}
-
 Status CreateRegressorFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<RegressorInterface>* service) {
@@ -199,13 +113,6 @@ Status CreateRegressorFromSavedModelBundle(
   return Status::OK();
 }
 
-Status CreateFlyweightTensorFlowRegressor(
-    Session* session, const RegressionSignature* const signature,
-    std::unique_ptr<RegressorInterface>* service) {
-  service->reset(new TensorFlowRegressor(session, signature));
-  return Status::OK();
-}
-
 Status CreateFlyweightTensorFlowRegressor(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index 765ae6bd83b..9581ded3e72 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -23,33 +23,17 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/regressor.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
 
-// Create a new RegressorInterface backed by a TensorFlow Session.
-// Requires the SessionBundle manifest have a RegressionSignature
-// as the default signature.
-Status CreateRegressorFromBundle(std::unique_ptr<SessionBundle> bundle,
-                                 std::unique_ptr<RegressorInterface>* service);
-
 // Create a new RegressorInterface backed by a TensorFlow SavedModel.
 // Requires that the default SignatureDef be compatible with Regression.
 Status CreateRegressorFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<RegressorInterface>* service);
 
-// Create a new RegressorInterface backed by a TensorFlow Session using the
-// specified RegressionSignature. Does not take ownership of the Session.
-// Useful in contexts where we need to avoid copying, e.g. if created per
-// request. The caller must ensure that the session and signature live at least
-// as long as the service.
-Status CreateFlyweightTensorFlowRegressor(
-    Session* session, const RegressionSignature* signature,
-    std::unique_ptr<RegressorInterface>* service);
-
 // Create a new RegressorInterface backed by a TensorFlow Session using the
 // specified SignatureDef. Does not take ownership of the Session.
 // Useful in contexts where we need to avoid copying, e.g. if created per
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index bb42521f01c..db661d89533 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -33,10 +33,8 @@ limitations under the License.
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
-#include "tensorflow_serving/util/oss_or_google.h"
 
 namespace tensorflow {
 namespace serving {
@@ -174,34 +172,6 @@ class FakeSession : public tensorflow::Session {
   const optional<int64> expected_timeout_;
 };
 
-// Add a named signature to the mutable signatures* parameter.
-// If is_regression is false, will add a classification signature, which is
-// invalid in regression requests.
-void AddNamedSignature(const string& input_tensor_name,
-                       const string& output_tensor_name,
-                       const string& signature_name, const bool is_regression,
-                       Signatures* signatures) {
-  tensorflow::serving::Signature named_signature;
-  if (is_regression) {
-    named_signature.mutable_regression_signature()
-        ->mutable_input()
-        ->set_tensor_name(input_tensor_name);
-    named_signature.mutable_regression_signature()
-        ->mutable_output()
-        ->set_tensor_name(output_tensor_name);
-  } else {
-    named_signature.mutable_classification_signature()
-        ->mutable_input()
-        ->set_tensor_name(input_tensor_name);
-    named_signature.mutable_classification_signature()
-        ->mutable_classes()
-        ->set_tensor_name(output_tensor_name);
-  }
-  signatures->mutable_named_signatures()->insert(
-      protobuf::MapPair<string, tensorflow::serving::Signature>(
-          signature_name, named_signature));
-}
-
 // Add a named signature to the mutable meta_graph_def* parameter.
 // If is_classification is false, will add a regression signature, which is
 // invalid in classification requests.
@@ -233,78 +203,39 @@ void AddNamedSignatureToSavedModelBundle(
   (*signature_defs)[signature_name] = sig_def;
 }
 
-// Parameter is 'bool use_saved_model'.
-class RegressorTest : public ::testing::TestWithParam<bool> {
+class RegressorTest : public ::testing::Test {
  public:
   void SetUp() override {
-    if (UseSavedModel()) {
-      saved_model_bundle_.reset(new SavedModelBundle);
-      meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
-      fake_session_ = new FakeSession(expected_timeout);
-      saved_model_bundle_->session.reset(fake_session_);
-
-      auto* signature_defs = meta_graph_def_->mutable_signature_def();
-      SignatureDef sig_def;
-      TensorInfo input_tensor_info;
-      input_tensor_info.set_name(kInputTensor);
-      (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-      TensorInfo scores_tensor_info;
-      scores_tensor_info.set_name(kOutputTensor);
-      (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
-      sig_def.set_method_name("tensorflow/serving/regress");
-      (*signature_defs)["serving_default"] = sig_def;
-
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kOutputPlusOneTensor, kOutputPlusOneSignature,
-          true /* is_regression */, meta_graph_def_);
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kOutputPlusOneTensor, kInvalidNamedSignature,
-          false /* is_regression */, meta_graph_def_);
-
-      // Add a named signature where the output is not valid.
-      AddNamedSignatureToSavedModelBundle(
-          kInputTensor, kImproperlySizedOutputTensor,
-          kImproperlySizedOutputSignature, true /* is_regression */,
-          meta_graph_def_);
-    } else {
-      bundle_.reset(new SessionBundle);
-      meta_graph_def_ = &bundle_->meta_graph_def;
-      optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
-      if (!GetParam()) {
-        // For SessionBundle we don't propagate the timeout.
-        expected_timeout = nullopt;
-      }
-      fake_session_ = new FakeSession(expected_timeout);
-      bundle_->session.reset(fake_session_);
-
-      // Setup some defaults for our signature.
-      tensorflow::serving::Signatures signatures;
-      auto default_signature = signatures.mutable_default_signature()
-                                   ->mutable_regression_signature();
-      default_signature->mutable_input()->set_tensor_name(kInputTensor);
-      default_signature->mutable_output()->set_tensor_name(kOutputTensor);
-
-      AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
-                        kOutputPlusOneSignature, true /* is_regression */,
-                        &signatures);
-      AddNamedSignature(kInputTensor, kOutputPlusOneTensor,
-                        kInvalidNamedSignature, false /* is_regression */,
-                        &signatures);
-
-      // Add a named signature where the output is not valid.
-      AddNamedSignature(kInputTensor, kImproperlySizedOutputTensor,
-                        kImproperlySizedOutputSignature,
-                        true /* is_regression */, &signatures);
-
-      TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-          signatures, meta_graph_def_));
-    }
-  }
+    saved_model_bundle_.reset(new SavedModelBundle);
+    meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
+    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    fake_session_ = new FakeSession(expected_timeout);
+    saved_model_bundle_->session.reset(fake_session_);
 
-  // Whether or not to use SavedModel for this test. Simply wraps GetParam()
-  // with a more meaningful name.
-  bool UseSavedModel() { return GetParam(); }
+    auto* signature_defs = meta_graph_def_->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(kInputTensor);
+    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    TensorInfo scores_tensor_info;
+    scores_tensor_info.set_name(kOutputTensor);
+    (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
+    sig_def.set_method_name("tensorflow/serving/regress");
+    (*signature_defs)["serving_default"] = sig_def;
+
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kOutputPlusOneTensor, kOutputPlusOneSignature,
+        true /* is_regression */, meta_graph_def_);
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kOutputPlusOneTensor, kInvalidNamedSignature,
+        false /* is_regression */, meta_graph_def_);
+
+    // Add a named signature where the output is not valid.
+    AddNamedSignatureToSavedModelBundle(
+        kInputTensor, kImproperlySizedOutputTensor,
+        kImproperlySizedOutputSignature, true /* is_regression */,
+        meta_graph_def_);
+  }
 
  protected:
   // Return an example with the feature "output" = [output].
@@ -317,15 +248,11 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   }
 
   Status Create() {
-    if (UseSavedModel()) {
-      std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
-      saved_model->session = std::move(saved_model_bundle_->session);
-      return CreateRegressorFromSavedModelBundle(
-          GetRunOptions(), std::move(saved_model), &regressor_);
-    } else {
-      return CreateRegressorFromBundle(std::move(bundle_), &regressor_);
-    }
+    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
+    saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
+    saved_model->session = std::move(saved_model_bundle_->session);
+    return CreateRegressorFromSavedModelBundle(
+        GetRunOptions(), std::move(saved_model), &regressor_);
   }
 
   RunOptions GetRunOptions() const {
@@ -337,7 +264,6 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   // Variables used to create the regression model
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
-  std::unique_ptr<SessionBundle> bundle_;
   std::unique_ptr<SavedModelBundle> saved_model_bundle_;
 
   // Regression model valid after calling create.
@@ -348,7 +274,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
   RegressionResult result_;
 };
 
-TEST_P(RegressorTest, BasicExampleList) {
+TEST_F(RegressorTest, BasicExampleList) {
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -361,22 +287,18 @@ TEST_P(RegressorTest, BasicExampleList) {
                                    " regressions { "
                                    "   value: 3.0 "
                                    " } "));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(),
-                            saved_model_bundle_->meta_graph_def, {},
-                            fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" regressions { "
-                                               "   value: 2.0 "
-                                               " } "
-                                               " regressions { "
-                                               "   value: 3.0 "
-                                               " } "));
-  }
+  RegressionResponse response;
+  TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                          {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" regressions { "
+                                             "   value: 2.0 "
+                                             " } "
+                                             " regressions { "
+                                             "   value: 3.0 "
+                                             " } "));
 }
 
-TEST_P(RegressorTest, BasicExampleListWithContext) {
+TEST_F(RegressorTest, BasicExampleListWithContext) {
   TF_ASSERT_OK(Create());
   auto* list_with_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -392,22 +314,18 @@ TEST_P(RegressorTest, BasicExampleListWithContext) {
                                    " regressions { "
                                    "   value: 3.0 "
                                    " } "));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(),
-                            saved_model_bundle_->meta_graph_def, {},
-                            fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" regressions { "
-                                               "   value: 3.0 "
-                                               " } "
-                                               " regressions { "
-                                               "   value: 3.0 "
-                                               " } "));
-  }
+  RegressionResponse response;
+  TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                          {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" regressions { "
+                                             "   value: 3.0 "
+                                             " } "
+                                             " regressions { "
+                                             "   value: 3.0 "
+                                             " } "));
 }
 
-TEST_P(RegressorTest, ValidNamedSignature) {
+TEST_F(RegressorTest, ValidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kOutputPlusOneSignature);
   auto* examples =
@@ -415,83 +333,43 @@ TEST_P(RegressorTest, ValidNamedSignature) {
   *examples->Add() = example_with_output(2.0);
   *examples->Add() = example_with_output(3.0);
   TF_ASSERT_OK(regressor_->Regress(request_, &result_));
-  // GetParam() is 'is_saved_model' in this test. If using saved_model, this
-  // test should use the kOutputPlusOneSignature named signature. Otherwise,
-  // when using session_bundle, the signature_name in the model_spec will be
-  // ignored and the default signature will be used.
-  if (GetParam()) {
-    EXPECT_THAT(result_, EqualsProto(" regressions { "
-                                     "   value: 3.0 "
-                                     " } "
-                                     " regressions { "
-                                     "   value: 4.0 "
-                                     " } "));
-  } else {
-    EXPECT_THAT(result_, EqualsProto(" regressions { "
-                                     "   value: 2.0 "
-                                     " } "
-                                     " regressions { "
-                                     "   value: 3.0 "
-                                     " } "));
-  }
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    TF_ASSERT_OK(RunRegress(GetRunOptions(),
-                            saved_model_bundle_->meta_graph_def, {},
-                            fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" regressions { "
-                                               "   value: 3.0 "
-                                               " } "
-                                               " regressions { "
-                                               "   value: 4.0 "
-                                               " } "));
-  }
+  EXPECT_THAT(result_, EqualsProto(" regressions { "
+                                   "   value: 3.0 "
+                                   " } "
+                                   " regressions { "
+                                   "   value: 4.0 "
+                                   " } "));
+
+  RegressionResponse response;
+  TF_ASSERT_OK(RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                          {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" regressions { "
+                                             "   value: 3.0 "
+                                             " } "
+                                             " regressions { "
+                                             "   value: 4.0 "
+                                             " } "));
 }
 
-TEST_P(RegressorTest, InvalidNamedSignature) {
+TEST_F(RegressorTest, InvalidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kInvalidNamedSignature);
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example_with_output(2.0);
   *examples->Add() = example_with_output(3.0);
-  const Status status = regressor_->Regress(request_, &result_);
-
-  // GetParam() is 'is_saved_model' in this test. If using saved_model, this
-  // test should fail because the named_signature requested is actually a
-  // classification signature. When using session_bundle, the signature_name
-  // will be ignored and the default signature will be used.
-  if (GetParam()) {
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  } else {
-    TF_ASSERT_OK(status);
-    EXPECT_THAT(result_, EqualsProto(" regressions { "
-                                     "   value: 2.0 "
-                                     " } "
-                                     " regressions { "
-                                     "   value: 3.0 "
-                                     " } "));
-  }
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  }
-}
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 
-TEST_P(RegressorTest, MalformedOutputs) {
-  // If not using SavedModel, we don't use named signatures so the test is not
-  // actually testing the right thing. Skip it.
-  if (!GetParam()) {
-    return;
-  }
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+}
 
+TEST_F(RegressorTest, MalformedOutputs) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(
       kImproperlySizedOutputSignature);
@@ -511,188 +389,127 @@ TEST_P(RegressorTest, MalformedOutputs) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_P(RegressorTest, EmptyInput) {
+TEST_F(RegressorTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(RegressorTest, EmptyExampleList) {
+TEST_F(RegressorTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   request_.mutable_input()->mutable_example_list();
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(RegressorTest, EmptyExampleListWithContext) {
+TEST_F(RegressorTest, EmptyExampleListWithContext) {
   TF_ASSERT_OK(Create());
   // Add a ExampleListWithContext which has context but no examples.
   *request_.mutable_input()
        ->mutable_example_list_with_context()
        ->mutable_context() = example_with_output(3);
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
-  }
 }
 
-TEST_P(RegressorTest, RunsFails) {
+TEST_F(RegressorTest, RunsFails) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
-    saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
-  if (GetParam()) {
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(
-            ::testing::Return(errors::Internal("Run totally failed")));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillRepeatedly(
-            ::testing::Return(errors::Internal("Run totally failed")));
-  }
+  saved_model_bundle_->session.reset(mock);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillRepeatedly(
+          ::testing::Return(errors::Internal("Run totally failed")));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      mock, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
-  }
 }
 
-TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
+TEST_F(RegressorTest, UnexpectedOutputTensorSize) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
-    saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
+  saved_model_bundle_->session.reset(mock);
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
-  if (GetParam()) {
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                   ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                   ::testing::Return(Status::OK())));
-  }
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                 ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                 ::testing::Return(Status::OK())));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      mock, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                   ::testing::Return(Status::OK())));
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
-  }
 }
 
-TEST_P(RegressorTest, UnexpectedOutputTensorType) {
+TEST_F(RegressorTest, UnexpectedOutputTensorType) {
   MockSession* mock = new MockSession;
-  if (UseSavedModel()) {
-    saved_model_bundle_->session.reset(mock);
-  } else {
-    bundle_->session.reset(mock);
-  }
+  saved_model_bundle_->session.reset(mock);
   // We expect a FLOAT output type; test returning a STRING.
   std::vector<Tensor> outputs = {Tensor(DT_STRING, TensorShape({1}))};
-  if (GetParam()) {
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                   ::testing::Return(Status::OK())));
-  } else {
-    EXPECT_CALL(*mock, Run(_, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<3>(outputs),
-                                   ::testing::Return(Status::OK())));
-  }
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                 ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+      .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                 ::testing::Return(Status::OK())));
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      mock, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
-  // Test RunRegress
-  if (UseSavedModel()) {
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                   ::testing::Return(Status::OK())));
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
-  }
 }
 
-TEST_P(RegressorTest, MissingRegressionSignature) {
-  if (UseSavedModel()) {
-    auto* signature_defs = meta_graph_def_->mutable_signature_def();
-    SignatureDef sig_def;
-    (*signature_defs)["serving_default"] = sig_def;
-  } else {
-    tensorflow::serving::Signatures signatures;
-    signatures.mutable_default_signature();
-    TF_ASSERT_OK(tensorflow::serving::session_bundle::SetSignatures(
-        signatures, meta_graph_def_));
-  }
+TEST_F(RegressorTest, MissingRegressionSignature) {
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+  SignatureDef sig_def;
+  (*signature_defs)["serving_default"] = sig_def;
   TF_ASSERT_OK(Create());
   Feature feature;
   feature.mutable_bytes_list()->add_value("uno");
@@ -701,33 +518,16 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example;
   // TODO(b/26220896): This error should move to construction time.
-  const Status status = regressor_->Regress(request_, &result_);
+  Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  // Old SessionBundle code treats a missing signature as a FAILED_PRECONDITION
-  // but new SavedModel code treats it as an INVALID_ARGUMENT (signature
-  // specified in the request was invalid).
-  if (GetParam()) {
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  } else {
-    EXPECT_EQ(::tensorflow::error::FAILED_PRECONDITION, status.code())
-        << status;
-  }
-  // Test RunRegress
-  if (UseSavedModel()) {
-    RegressionResponse response;
-    const Status status =
-        RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
-                   fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  }
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  RegressionResponse response;
+  status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                      fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-// Test all RegressorTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, RegressorTest,
-                        IsTensorflowServingOSS() ? ::testing::Values(true)
-                                                 : ::testing::Bool());
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 2090d67f4e5e8ee5aa7faf8437bea096a438450a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 16 Jan 2020 11:29:41 -0800
Subject: [PATCH 3638/8103] Remove SessionBundle support from Predictor.

PiperOrigin-RevId: 290108220
---
 .../model_servers/http_rest_api_handler.cc    |   2 +-
 .../model_servers/prediction_service_impl.h   |   2 +-
 tensorflow_serving/model_servers/server.cc    |   1 -
 tensorflow_serving/servables/tensorflow/BUILD |  11 +-
 .../servables/tensorflow/predict_impl.cc      | 125 --------------
 .../servables/tensorflow/predict_impl.h       |   7 +-
 .../servables/tensorflow/predict_impl_test.cc | 154 ++++--------------
 7 files changed, 37 insertions(+), 265 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 58e99b37b04..678079cf3f3 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -52,7 +52,7 @@ HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
                                        ServerCore* core)
     : run_options_(run_options),
       core_(core),
-      predictor_(new TensorflowPredictor(true /* use_saved_model */)),
+      predictor_(new TensorflowPredictor()),
       prediction_api_regex_(
           R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))"),
       modelstatus_api_regex_(
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index a90e64975b3..213dd6f4a41 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -34,7 +34,7 @@ class PredictionServiceImpl final : public PredictionService::Service {
 
   explicit PredictionServiceImpl(const Options& options)
       : core_(options.server_core),
-        predictor_(new TensorflowPredictor(options.use_saved_model)),
+        predictor_(new TensorflowPredictor()),
         use_saved_model_(options.use_saved_model),
         enforce_session_run_timeout_(options.enforce_session_run_timeout) {}
 
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index e4e56e7c520..5742616935a 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -315,7 +315,6 @@ Status Server::BuildAndStart(const Options& server_options) {
 
   PredictionServiceImpl::Options predict_server_options;
   predict_server_options.server_core = server_core_.get();
-  predict_server_options.use_saved_model = use_saved_model;
   predict_server_options.enforce_session_run_timeout =
       server_options.enforce_session_run_timeout;
   prediction_service_ =
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 59d95b6246e..6554d53f7f7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -441,7 +441,6 @@ cc_library(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -453,17 +452,11 @@ cc_test(
     size = "medium",
     srcs = ["predict_impl_test.cc"],
     data = [
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
-        "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
-    ] + if_google([
-        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
-        "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
-    ]),
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
     deps = [
         ":predict_impl",
         ":saved_model_bundle_source_adapter_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index 430a17361f3..8bbd478cb73 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -24,125 +24,10 @@ limitations under the License.
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
 namespace tensorflow {
 namespace serving {
 
-namespace {
-
-Status SessionBundlePredict(
-    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const optional<int64>& servable_version,
-    const internal::PredictResponseTensorSerializationOption option,
-    const PredictRequest& request, PredictResponse* response,
-    Session* session) {
-  // Validate signatures.
-  Signature signature;
-  TF_RETURN_IF_ERROR(
-      session_bundle::GetNamedSignature("inputs", meta_graph_def, &signature));
-  if (!signature.has_generic_signature()) {
-    return tensorflow::Status(
-        tensorflow::error::INVALID_ARGUMENT,
-        "'inputs' named signature is not a generic signature");
-  }
-  GenericSignature input_signature = signature.generic_signature();
-  TF_RETURN_IF_ERROR(
-      session_bundle::GetNamedSignature("outputs", meta_graph_def, &signature));
-  if (!signature.has_generic_signature()) {
-    return tensorflow::Status(
-        tensorflow::error::INVALID_ARGUMENT,
-        "'outputs' named signature is not a generic signature");
-  }
-  GenericSignature output_signature = signature.generic_signature();
-
-  // Verify and prepare input.
-  if (request.inputs().size() != input_signature.map().size()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "input size does not match signature");
-  }
-  std::vector<std::pair<string, Tensor>> inputs;
-  for (auto& input : request.inputs()) {
-    const string& alias = input.first;
-    auto iter = input_signature.map().find(alias);
-    if (iter == input_signature.map().end()) {
-      return tensorflow::Status(
-          tensorflow::error::INVALID_ARGUMENT,
-          "input tensor alias not found in signature: " + alias);
-    }
-    Tensor tensor;
-    if (!tensor.FromProto(input.second)) {
-      return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                                "tensor parsing error: " + alias);
-    }
-    inputs.emplace_back(std::make_pair(iter->second.tensor_name(), tensor));
-  }
-
-  // Prepare run target.
-  std::set<string> seen_outputs;
-  std::vector<string> output_filter(request.output_filter().begin(),
-                                    request.output_filter().end());
-  std::vector<string> output_tensor_names;
-  std::vector<string> output_aliases;
-  for (auto& alias : output_filter) {
-    auto iter = output_signature.map().find(alias);
-    if (iter == output_signature.map().end()) {
-      return tensorflow::Status(
-          tensorflow::error::INVALID_ARGUMENT,
-          "output tensor alias not found in signature: " + alias);
-    }
-    if (seen_outputs.find(alias) != seen_outputs.end()) {
-      return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                                "duplicate output tensor alias: " + alias);
-    }
-    seen_outputs.insert(alias);
-    output_tensor_names.emplace_back(iter->second.tensor_name());
-    output_aliases.emplace_back(alias);
-  }
-  // When no output is specified, fetch all output tensors specified in
-  // the signature.
-  if (output_tensor_names.empty()) {
-    for (auto& iter : output_signature.map()) {
-      output_tensor_names.emplace_back(iter.second.tensor_name());
-      output_aliases.emplace_back(iter.first);
-    }
-  }
-
-  MakeModelSpec(request.model_spec().name(), /*signature_name=*/{},
-                servable_version, response->mutable_model_spec());
-
-  // Run session.
-  std::vector<Tensor> outputs;
-  RunMetadata run_metadata;
-  TF_RETURN_IF_ERROR(session->Run(run_options, inputs, output_tensor_names, {},
-                                  &outputs, &run_metadata));
-
-  // Validate and return output.
-  if (outputs.size() != output_tensor_names.size()) {
-    return tensorflow::Status(tensorflow::error::UNKNOWN,
-                              "Predict internal error");
-  }
-
-  switch (option) {
-    case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
-      for (int i = 0; i < outputs.size(); i++) {
-        outputs[i].AsProtoField(
-            &((*response->mutable_outputs())[output_aliases[i]]));
-      }
-    } break;
-    case internal::PredictResponseTensorSerializationOption::kAsProtoContent: {
-      for (int i = 0; i < outputs.size(); i++) {
-        outputs[i].AsProtoTensorContent(
-            &((*response->mutable_outputs())[output_aliases[i]]));
-      }
-    } break;
-  }
-
-  return Status::OK();
-}
-
-}  // namespace
-
 Status TensorflowPredictor::Predict(const RunOptions& run_options,
                                     ServerCore* core,
                                     const PredictRequest& request,
@@ -160,22 +45,12 @@ Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
                                                  const ModelSpec& model_spec,
                                                  const PredictRequest& request,
                                                  PredictResponse* response) {
-  if (use_saved_model_) {
     ServableHandle<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
     return internal::RunPredict(
         run_options, bundle->meta_graph_def, bundle.id().version,
         core->predict_response_tensor_serialization_option(),
         bundle->session.get(), request, response);
-  }
-  ServableHandle<SessionBundle> bundle;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
-  // SessionBundle is officially deprecated. SessionBundlePredict is for
-  // backward compatibility.
-  return SessionBundlePredict(
-      run_options, bundle->meta_graph_def, bundle.id().version,
-      core->predict_response_tensor_serialization_option(), request, response,
-      bundle->session.get());
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.h b/tensorflow_serving/servables/tensorflow/predict_impl.h
index 9c9bc3e8bb2..0bcca7dd41a 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.h
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.h
@@ -28,8 +28,7 @@ namespace serving {
 // Utility methods for implementation of PredictionService::Predict.
 class TensorflowPredictor {
  public:
-  explicit TensorflowPredictor(bool use_saved_model)
-      : use_saved_model_(use_saved_model) {}
+  explicit TensorflowPredictor() {}
 
   Status Predict(const RunOptions& run_options, ServerCore* core,
                  const PredictRequest& request, PredictResponse* response);
@@ -42,10 +41,6 @@ class TensorflowPredictor {
                               PredictResponse* response);
 
  private:
-  // If use_saved_model_ is true, a SavedModelBundle handle will be retrieved
-  // from the ServerCore and the new SavedModel SignatureDef format will be
-  // used.
-  bool use_saved_model_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 894a33eba91..9c4429d3614 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -25,7 +25,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
@@ -39,42 +38,27 @@ constexpr int kTestModelVersion = 123;
 const char kInputTensorKey[] = "x";
 const char kOutputTensorKey[] = "y";
 
-// Parameter is 'bool use_saved_model'.
-class PredictImplTest : public ::testing::TestWithParam<bool> {
+class PredictImplTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
-    if (!IsTensorflowServingOSS()) {
-      TF_ASSERT_OK(CreateServerCore(
-          test_util::TestSrcDirPath(
-              "/servables/tensorflow/google/testdata/half_plus_two"),
-          false, &server_core_));
-      const string bad_half_plus_two_path = test_util::TestSrcDirPath(
-          "/servables/tensorflow/testdata/bad_half_plus_two");
-      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, false,
-                                    &server_core_bad_model_));
-      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
-                                    &saved_model_server_core_bad_model_));
-    }
-
     TF_ASSERT_OK(CreateServerCore(test_util::TensorflowTestSrcDirPath(
                                       "cc/saved_model/testdata/half_plus_two"),
-                                  true, &saved_model_server_core_));
+                                  &saved_model_server_core_));
     TF_ASSERT_OK(CreateServerCore(
         test_util::TestSrcDirPath(
             "/servables/tensorflow/testdata/saved_model_counter"),
-        true, &saved_model_server_core_counter_model_));
+        &saved_model_server_core_counter_model_));
   }
 
   static void TearDownTestSuite() {
     server_core_.reset();
     server_core_bad_model_.reset();
     saved_model_server_core_.reset();
-    saved_model_server_core_bad_model_.reset();
     saved_model_server_core_counter_model_.reset();
   }
 
  protected:
-  static Status CreateServerCore(const string& model_path, bool use_saved_model,
+  static Status CreateServerCore(const string& model_path,
                                  std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
@@ -87,7 +71,7 @@ class PredictImplTest : public ::testing::TestWithParam<bool> {
     ServerCore::Options options;
     options.model_server_config = config;
     options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), use_saved_model);
+        SessionBundleConfig(), /*use_saved_model=*/true);
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid
@@ -96,19 +80,7 @@ class PredictImplTest : public ::testing::TestWithParam<bool> {
     return ServerCore::Create(std::move(options), server_core);
   }
 
-  ServerCore* GetServerCore() {
-    if (GetParam()) {
-      return saved_model_server_core_.get();
-    }
-    return server_core_.get();
-  }
-
-  ServerCore* GetServerCoreWithBadModel() {
-    if (GetParam()) {
-      return saved_model_server_core_bad_model_.get();
-    }
-    return server_core_bad_model_.get();
-  }
+  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
 
   ServerCore* GetServerCoreWithCounterModel() {
     return saved_model_server_core_counter_model_.get();
@@ -120,23 +92,21 @@ class PredictImplTest : public ::testing::TestWithParam<bool> {
   static std::unique_ptr<ServerCore> server_core_;
   static std::unique_ptr<ServerCore> server_core_bad_model_;
   static std::unique_ptr<ServerCore> saved_model_server_core_;
-  static std::unique_ptr<ServerCore> saved_model_server_core_bad_model_;
   static std::unique_ptr<ServerCore> saved_model_server_core_counter_model_;
 };
 
 std::unique_ptr<ServerCore> PredictImplTest::server_core_;
 std::unique_ptr<ServerCore> PredictImplTest::server_core_bad_model_;
 std::unique_ptr<ServerCore> PredictImplTest::saved_model_server_core_;
-std::unique_ptr<ServerCore> PredictImplTest::saved_model_server_core_bad_model_;
 std::unique_ptr<ServerCore>
     PredictImplTest::saved_model_server_core_counter_model_;
 
-TEST_P(PredictImplTest, MissingOrEmptyModelSpec) {
+TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
   PredictRequest request;
   PredictResponse response;
 
   // Empty request is invalid.
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   EXPECT_EQ(
       tensorflow::error::INVALID_ARGUMENT,
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
@@ -159,7 +129,7 @@ TEST_P(PredictImplTest, MissingOrEmptyModelSpec) {
           .code());
 }
 
-TEST_P(PredictImplTest, EmptyInputList) {
+TEST_F(PredictImplTest, EmptyInputList) {
   PredictRequest request;
   PredictResponse response;
 
@@ -167,7 +137,7 @@ TEST_P(PredictImplTest, EmptyInputList) {
   model_spec->set_name(kTestModelName);
   model_spec->mutable_version()->set_value(kTestModelVersion);
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   // The input is empty.
   EXPECT_EQ(
       tensorflow::error::INVALID_ARGUMENT,
@@ -175,7 +145,7 @@ TEST_P(PredictImplTest, EmptyInputList) {
           .code());
 }
 
-TEST_P(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
+TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   PredictRequest request;
   PredictResponse response;
 
@@ -188,7 +158,7 @@ TEST_P(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   tensor_proto.set_dtype(tensorflow::DT_STRING);
   tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   auto inputs = request.mutable_inputs();
   (*inputs)["key"] = tensor_proto;
   EXPECT_EQ(
@@ -197,7 +167,7 @@ TEST_P(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
           .code());
 }
 
-TEST_P(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
+TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   PredictRequest request;
   PredictResponse response;
 
@@ -211,7 +181,7 @@ TEST_P(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
   request.add_output_filter("output_filter");
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   // Output filter like this doesn't exist.
   EXPECT_EQ(
       tensorflow::error::INVALID_ARGUMENT,
@@ -231,7 +201,7 @@ TEST_P(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
           .code());
 }
 
-TEST_P(PredictImplTest, InputTensorsHaveWrongType) {
+TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   PredictRequest request;
   PredictResponse response;
 
@@ -246,7 +216,7 @@ TEST_P(PredictImplTest, InputTensorsHaveWrongType) {
   (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
   request.add_output_filter(kOutputTensorKey);
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   // Input tensors are all wrong.
   EXPECT_EQ(
       tensorflow::error::INVALID_ARGUMENT,
@@ -254,28 +224,7 @@ TEST_P(PredictImplTest, InputTensorsHaveWrongType) {
           .code());
 }
 
-TEST_P(PredictImplTest, ModelMissingSignatures) {
-  if (GetParam()) {
-    // The test is only related to SessionBundle.
-    return;
-  }
-  PredictRequest request;
-  PredictResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-
-  // Model is missing signatures.
-  TensorflowPredictor predictor(GetParam());
-  EXPECT_EQ(tensorflow::error::FAILED_PRECONDITION,
-            predictor
-                .Predict(GetRunOptions(), GetServerCoreWithBadModel(), request,
-                         &response)
-                .code());
-}
-
-TEST_P(PredictImplTest, PredictionSuccess) {
+TEST_F(PredictImplTest, PredictionSuccess) {
   PredictRequest request;
   PredictResponse response;
 
@@ -288,7 +237,7 @@ TEST_P(PredictImplTest, PredictionSuccess) {
   tensor_proto.set_dtype(tensorflow::DT_FLOAT);
   (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   TF_EXPECT_OK(
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response));
   TensorProto output_tensor_proto;
@@ -297,19 +246,15 @@ TEST_P(PredictImplTest, PredictionSuccess) {
   output_tensor_proto.mutable_tensor_shape();
   PredictResponse expected_response;
   *expected_response.mutable_model_spec() = *model_spec;
-  // signature_name in ModelSpec is populated only for SavedModels.
-  if (GetParam()) {
-    expected_response.mutable_model_spec()->set_signature_name(
-        kDefaultServingSignatureDefKey);
-  }
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
   (*expected_response.mutable_outputs())[kOutputTensorKey] =
       output_tensor_proto;
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-// Test querying a model with a named regression signature (not default). This
-// will work with SavedModel but not supported in the legacy SessionBundle.
-TEST_P(PredictImplTest, PredictionWithNamedRegressionSignature) {
+// Test querying a model with a named regression signature (not default).
+TEST_F(PredictImplTest, PredictionWithNamedRegressionSignature) {
   PredictRequest request;
   PredictResponse response;
 
@@ -322,18 +267,9 @@ TEST_P(PredictImplTest, PredictionWithNamedRegressionSignature) {
   tensor_proto.add_float_val(2.0);
   tensor_proto.set_dtype(tensorflow::DT_FLOAT);
   (*request.mutable_inputs())[kRegressInputs] = tensor_proto;
-  TensorflowPredictor predictor(GetParam());
-  // This request is expected to work with SavedModel, but not SessionBundle.
-  if (GetParam()) {
-    TF_ASSERT_OK(predictor.Predict(GetRunOptions(), GetServerCore(), request,
-                                   &response));
-  } else {
-    ASSERT_EQ(
-        tensorflow::error::INVALID_ARGUMENT,
-        predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
-            .code());
-    return;
-  }
+  TensorflowPredictor predictor;
+  TF_ASSERT_OK(
+      predictor.Predict(GetRunOptions(), GetServerCore(), request, &response));
   TensorProto output_tensor_proto;
   output_tensor_proto.add_float_val(4);
   output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
@@ -345,9 +281,8 @@ TEST_P(PredictImplTest, PredictionWithNamedRegressionSignature) {
 }
 
 // Test querying a model with a classification signature. Predict calls work
-// with predict, classify, and regress signatures when using SavedModel, but
-// will only work with a generic signature when using legacy SessionBundle.
-TEST_P(PredictImplTest, PredictionWithNamedClassificationSignature) {
+// with predict, classify, and regress signatures when using SavedModel.
+TEST_F(PredictImplTest, PredictionWithNamedClassificationSignature) {
   PredictRequest request;
   PredictResponse response;
 
@@ -361,16 +296,7 @@ TEST_P(PredictImplTest, PredictionWithNamedClassificationSignature) {
   tensor_proto.set_dtype(tensorflow::DT_FLOAT);
   (*request.mutable_inputs())[kClassifyInputs] = tensor_proto;
 
-  TensorflowPredictor predictor(GetParam());
-  // This request is expected to work with SavedModel, but not SessionBundle.
-  const bool using_session_bundle = !GetParam();
-  if (using_session_bundle) {
-    ASSERT_EQ(
-        tensorflow::error::INVALID_ARGUMENT,
-        predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
-            .code());
-    return;
-  }
+  TensorflowPredictor predictor;
   TF_ASSERT_OK(
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response));
   TensorProto output_tensor_proto;
@@ -391,10 +317,10 @@ TEST_P(PredictImplTest, PredictionWithNamedClassificationSignature) {
 // *Notes*: These signatures are stateful and over-simplied only to demonstrate
 // Predict calls with only inputs or outputs. State is not supported in
 // TensorFlow Serving on most scalable or production hosting environments.
-TEST_P(PredictImplTest, PredictionWithCustomizedSignatures) {
+TEST_F(PredictImplTest, PredictionWithCustomizedSignatures) {
   PredictRequest request;
   PredictResponse response;
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
 
   // Call get_counter. Expected result 0.
   ModelSpec* model_spec = request.mutable_model_spec();
@@ -402,17 +328,6 @@ TEST_P(PredictImplTest, PredictionWithCustomizedSignatures) {
   model_spec->mutable_version()->set_value(kTestModelVersion);
   model_spec->set_signature_name("get_counter");
 
-  // This request is expected to work with SavedModel, but not SessionBundle.
-  const bool using_session_bundle = !GetParam();
-  if (using_session_bundle) {
-    ASSERT_EQ(tensorflow::error::INVALID_ARGUMENT,
-              predictor
-                  .Predict(GetRunOptions(), GetServerCoreWithCounterModel(),
-                           request, &response)
-                  .code());
-    return;
-  }
-
   TF_ASSERT_OK(predictor.Predict(
       GetRunOptions(), GetServerCoreWithCounterModel(), request, &response));
 
@@ -492,7 +407,7 @@ TEST_P(PredictImplTest, PredictionWithCustomizedSignatures) {
 
 // Verifies that PredictWithModelSpec() uses the model spec override rather than
 // the one in the request.
-TEST_P(PredictImplTest, ModelSpecOverride) {
+TEST_F(PredictImplTest, ModelSpecOverride) {
   auto request = test_util::CreateProto<PredictRequest>(
       "model_spec {"
       "  name: \"test_model\""
@@ -500,7 +415,7 @@ TEST_P(PredictImplTest, ModelSpecOverride) {
   auto model_spec_override =
       test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
 
-  TensorflowPredictor predictor(GetParam());
+  TensorflowPredictor predictor;
   PredictResponse response;
   EXPECT_NE(tensorflow::error::NOT_FOUND,
             predictor.Predict(RunOptions(), GetServerCore(), request, &response)
@@ -512,11 +427,6 @@ TEST_P(PredictImplTest, ModelSpecOverride) {
                 .code());
 }
 
-// Test all PredictImplTest test cases with both SessionBundle and SavedModel.
-INSTANTIATE_TEST_CASE_P(UseSavedModel, PredictImplTest,
-                        IsTensorflowServingOSS() ? ::testing::Values(true)
-                                                 : ::testing::Bool());
-
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From ab475bf6c5e5e4b3b42ffa2aecf18b39fd481ad3 Mon Sep 17 00:00:00 2001
From: Gunhan Gulsoy <gunan@google.com>
Date: Fri, 17 Jan 2020 08:11:05 -0800
Subject: [PATCH 3639/8103] Replace the error_codes.proto references in tf
 serving.

This file has been moved in TF

PiperOrigin-RevId: 290272697
---
 tensorflow_serving/batching/batch_scheduler_retrier_test.cc | 2 +-
 .../batching/streaming_batch_scheduler_test.cc              | 2 +-
 tensorflow_serving/core/aspired_versions_manager_test.cc    | 2 +-
 tensorflow_serving/core/basic_manager_test.cc               | 2 +-
 tensorflow_serving/core/loader_harness_test.cc              | 2 +-
 tensorflow_serving/core/log_collector_test.cc               | 2 +-
 tensorflow_serving/core/request_logger.cc                   | 2 +-
 tensorflow_serving/core/simple_loader_test.cc               | 2 +-
 tensorflow_serving/model_servers/server_core_test.cc        | 2 +-
 .../servables/tensorflow/get_model_metadata_impl_test.cc    | 2 +-
 tensorflow_serving/util/status.proto                        | 6 +++---
 11 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index 9583f2e47a4..31825866c5b 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -19,12 +19,12 @@ limitations under the License.
 
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
index 2e49319e6af..63c7ae579a6 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
@@ -20,9 +20,9 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 
 using ::testing::ElementsAre;
 using ::testing::IsEmpty;
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 6127a5a22b4..a51948e18cd 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -20,11 +20,11 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 61070716412..513e222a01b 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -21,11 +21,11 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/blocking_counter.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/null_file_system.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
 #include "tensorflow_serving/core/test_util/fake_loader.h"
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 82001a4fcd5..b2ad23c2f6b 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -19,11 +19,11 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/test_util/mock_loader.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/any_ptr.h"
diff --git a/tensorflow_serving/core/log_collector_test.cc b/tensorflow_serving/core/log_collector_test.cc
index ff68babd756..5f61565b0db 100644
--- a/tensorflow_serving/core/log_collector_test.cc
+++ b/tensorflow_serving/core/log_collector_test.cc
@@ -16,8 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/core/log_collector.h"
 
 #include <gtest/gtest.h>
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/config/log_collector_config.pb.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 6db237aa955..3de5a84136f 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -18,10 +18,10 @@ limitations under the License.
 #include <random>
 #include <vector>
 
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/random/random.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index c7374129b35..864ea61b76c 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -20,11 +20,11 @@ limitations under the License.
 
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/test_util/test_util.h"
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 882e67ae018..41c5e516ce4 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -18,13 +18,13 @@ limitations under the License.
 #include "google/protobuf/any.pb.h"
 #include "absl/strings/strip.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/random/random.h"
 #include "tensorflow/core/lib/strings/stringprintf.h"
 #include "tensorflow/core/platform/path.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 784e4a7052a..e86a8308f90 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -25,9 +25,9 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/lib/core/error_codes.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
diff --git a/tensorflow_serving/util/status.proto b/tensorflow_serving/util/status.proto
index 8588c780226..332d1b782af 100644
--- a/tensorflow_serving/util/status.proto
+++ b/tensorflow_serving/util/status.proto
@@ -1,10 +1,10 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
-import "tensorflow/core/lib/core/error_codes.proto";
+import "tensorflow/core/protobuf/error_codes.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 // Status that corresponds to Status in
 // third_party/tensorflow/core/lib/core/status.h.

From 4dcfa25b2b65f5a288c774489ad114a2744b56f9 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 22 Jan 2020 10:04:17 -0800
Subject: [PATCH 3640/8103] In ServableStateMonitor, introduce a helper method
 'GetAvailableServables' in ServableStateMonitor.

PiperOrigin-RevId: 290975526
---
 .../core/servable_state_monitor.cc            | 19 ++++++++
 .../core/servable_state_monitor.h             |  7 +++
 .../core/servable_state_monitor_test.cc       | 46 +++++++++++++++++++
 3 files changed, 72 insertions(+)

diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 9c425c7c711..6eb978668d6 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow_serving/core/servable_state.h"
 
 namespace tensorflow {
 namespace serving {
@@ -173,6 +174,24 @@ ServableStateMonitor::ServableMap ServableStateMonitor::GetLiveServableStates()
   return live_states_;
 }
 
+ServableStateMonitor::ServableSet
+ServableStateMonitor::GetAvailableServableStates() const {
+  ServableSet available_servable_set;
+  mutex_lock l(mu_);
+  for (const auto& live_state : live_states_) {
+    const string& servable_name = live_state.first;
+    const auto& version_map = live_state.second;
+    for (const auto& version : version_map) {
+      const ServableStateAndTime state_and_time = version.second;
+      if (state_and_time.state.manager_state ==
+          ServableState::ManagerState::kAvailable) {
+        available_servable_set.insert(servable_name);
+      }
+    }
+  }
+  return available_servable_set;
+}
+
 ServableStateMonitor::BoundedLog ServableStateMonitor::GetBoundedLog() const {
   mutex_lock l(mu_);
   return log_;
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index b5687305f2b..d900284a26c 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -66,6 +66,7 @@ class ServableStateMonitor {
   using VersionMap =
       std::map<Version, ServableStateAndTime, std::greater<Version>>;
   using ServableMap = std::map<ServableName, VersionMap>;
+  using ServableSet = std::set<ServableName>;
 
   struct Options {
     Options() {}
@@ -104,6 +105,12 @@ class ServableStateMonitor {
   /// transitioned to state ServableState::ManagerState::kEnd.
   ServableMap GetLiveServableStates() const LOCKS_EXCLUDED(mu_);
 
+  // Returns all servables that are in state
+  // ServableState::ManagerState::kAvailable.
+  // Note that as opposed to GetAllServableStates() and GetLiveServableStates(),
+  // this method loops over all the tracked servables.
+  ServableSet GetAvailableServableStates() const LOCKS_EXCLUDED(mu_);
+
   /// Returns the current bounded log of handled servable state events.
   BoundedLog GetBoundedLog() const LOCKS_EXCLUDED(mu_);
 
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index f38d6c7804e..d61f15a72fd 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -251,6 +251,52 @@ TEST(ServableStateMonitorTest, GetLiveServableStates) {
                   Pair("bar", ElementsAre(Pair(7, state_1_and_time)))));
 }
 
+TEST(ServableStateMonitorTest, GetAvailableServableStates) {
+  test_util::FakeClockEnv env(Env::Default());
+  EventBus<ServableState>::Options bus_options;
+  bus_options.env = &env;
+  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
+  ServableStateMonitor monitor(bus.get());
+
+  const ServableState state_0 = {
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  const ServableStateAndTime state_0_and_time = {state_0, 1};
+  bus->Publish(state_0);
+  EXPECT_THAT(monitor.GetAvailableServableStates(), testing::IsEmpty());
+
+  env.AdvanceByMicroseconds(1);
+  std::vector<ServableStateAndTime> servable_state_and_time;
+  for (const auto& servable_id : {ServableId{"bar", 6}, ServableId{"bar", 7}}) {
+    const ServableState state = {
+        servable_id, ServableState::ManagerState::kAvailable, Status::OK()};
+    const ServableStateAndTime state_and_time = {state, 2};
+    servable_state_and_time.push_back({state, 2});
+    bus->Publish(state);
+  }
+
+  EXPECT_THAT(monitor.GetAvailableServableStates(),
+              UnorderedElementsAre("bar"));
+
+  // Servable {bar, 6} moves to state kUnloading and is removed from available
+  // servable states.
+  const ServableState state_0_update = {ServableId{"bar", 6},
+                                        ServableState::ManagerState::kUnloading,
+                                        Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  bus->Publish(state_0_update);
+  EXPECT_THAT(monitor.GetAvailableServableStates(),
+              UnorderedElementsAre("bar"));
+  // Servable {bar, 7} moves to state kEnd and is removed from available
+  // servable states.
+  const ServableState state_1_update = {
+      ServableId{"bar", 7}, ServableState::ManagerState::kEnd, Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  bus->Publish(state_1_update);
+  // No available state now.
+  EXPECT_THAT(monitor.GetAvailableServableStates(), ::testing::IsEmpty());
+}
+
 TEST(ServableStateMonitorTest, VersionMapDescendingOrder) {
   test_util::FakeClockEnv env(Env::Default());
   EventBus<ServableState>::Options bus_options;

From 1750599bb57625747d810c7c06207fb25784a960 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 23 Jan 2020 17:00:22 -0800
Subject: [PATCH 3641/8103] Automated rollback of commit
 b853dfef53d0b766a44d600824d5c7fa73845fff

PiperOrigin-RevId: 291275690
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 +
 .../tensorflow/bundle_factory_util_test.cc    |  28 ++++
 .../tensorflow/tflite_session_test.cc         | 144 ++++++++++++++++--
 3 files changed, 164 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 6554d53f7f7..0bbdf41b19a 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -412,10 +412,12 @@ cc_test(
         ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@flatbuffers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:util",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 1c4f52503b8..ffc417545e8 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -23,10 +23,12 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/session_options.h"
@@ -169,6 +171,32 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithFileProbingEnv) {
   EXPECT_THAT(actual, EqualsProto(expected));
 }
 
+#ifdef PLATFORM_GOOGLE
+// This benchmark relies on https://github.com/google/benchmark features,
+// not available in open-sourced TF codebase.
+
+void BM_HalfPlusTwo(benchmark::State& state) {
+  static Session* session;
+  if (state.thread_index() == 0) {
+    SavedModelBundle bundle;
+    TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(),
+                                test_util::GetTestSavedModelPath(), {"serve"},
+                                &bundle));
+    TF_ASSERT_OK(WrapSession(&bundle.session));
+    session = bundle.session.release();
+  }
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run({{"x:0", input}}, {"y:0"}, {}, &outputs));
+  }
+}
+BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+
+#endif  // PLATFORM_GOOGLE
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 8a4f0aa5f79..8f7b483401f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -21,11 +21,16 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "flatbuffers/flexbuffers.h"
+#include "tensorflow/core/framework/attr_value.pb.h"
+#include "tensorflow/core/framework/node_def.pb.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/framework/types.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/test_benchmark.h"
+#include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -97,14 +102,27 @@ constexpr char kTestModelInputList[] = "list";
 constexpr char kTestModelInputShape[] = "shape";
 constexpr char kTestModelOutput[] = "output";
 
+tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
+  switch (tflite_type) {
+    case tflite::TensorType_INT32:
+      return tensorflow::DT_INT32;
+    case tflite::TensorType_STRING:
+      return tensorflow::DT_STRING;
+    default:
+      LOG(FATAL) << "Unsupported tflite type: " << tflite_type;
+  }
+}
+
 // Returns a serialized FlatBuffer tflite model.
 //
 // The model has two inputs (kTestModelInputList|Shape) and one output
 // kTestModelOutput. The output is list that is reshaped to shape via
 // tf.reshape operator.
 //
-// Elements of list are expected to be of `tensor_type` type.
-string BuildTestModel(tflite::TensorType tensor_type) {
+// Elements of list are expected to be of `tensor_type` type. `use_flex_op`
+// sets up the model to use the `Reshape` *flex* op as opposed to using the
+// builtin `Reshape` op from TF Lite.
+string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
   std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
@@ -135,15 +153,40 @@ string BuildTestModel(tflite::TensorType tensor_type) {
                                  /*quantization=*/0, /*is_variable=*/false));
 
   // Add reshape operator.
-  opcodes.push_back(
-      CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
+  tflite::BuiltinOptions builtin_opts_type =
+      tflite::BuiltinOptions_ReshapeOptions;
+  flatbuffers::Offset<void> reshape_opts =
+      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
+          .Union();
+  flatbuffers::Offset<flatbuffers::Vector<uint8_t>> custom_opts = 0;
+  if (use_flex_op) {
+    string flexop = std::string(tflite::kFlexCustomCodePrefix) + "Reshape";
+    opcodes.push_back(CreateOperatorCodeDirect(
+        builder, tflite::BuiltinOperator_CUSTOM, flexop.data()));
+    builtin_opts_type = tflite::BuiltinOptions_NONE;
+    reshape_opts = 0;
+    NodeDef node_def;
+    node_def.set_name("Reshape");
+    node_def.set_op("Reshape");
+    (*node_def.mutable_attr())["T"].set_type(ToTfTensorType(tensor_type));
+    string node_def_str;
+    CHECK(node_def.SerializeToString(&node_def_str));
+    auto flex_builder = absl::make_unique<flexbuffers::Builder>();
+    flex_builder->Vector([&]() {
+      flex_builder->String(node_def.op());
+      flex_builder->String(node_def_str);
+    });
+    flex_builder->Finish();
+    custom_opts = builder.CreateVector(flex_builder->GetBuffer());
+  } else {
+    opcodes.push_back(
+        CreateOperatorCode(builder, tflite::BuiltinOperator_RESHAPE, 0));
+  }
+
   operators.push_back(CreateOperator(
       builder, /*opcode_index=*/0, builder.CreateVector<int32_t>(inputs),
-      builder.CreateVector<int32_t>(outputs),
-      tflite::BuiltinOptions_ReshapeOptions,
-      tflite::CreateReshapeOptions(builder, builder.CreateVector<int>({}))
-          .Union(),
-      /*custom_options=*/0, tflite::CustomOptionsFormat_FLEXBUFFERS));
+      builder.CreateVector<int32_t>(outputs), builtin_opts_type, reshape_opts,
+      custom_opts, tflite::CustomOptionsFormat_FLEXBUFFERS));
 
   auto subgraph = CreateSubGraph(builder, builder.CreateVector(tensors),
                                  builder.CreateVector<int32_t>(inputs),
@@ -159,7 +202,8 @@ string BuildTestModel(tflite::TensorType tensor_type) {
 }
 
 TEST(TfLiteSession, ProcessStrings) {
-  string model_bytes = BuildTestModel(tflite::TensorType_STRING);
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
@@ -177,6 +221,86 @@ TEST(TfLiteSession, ProcessStrings) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
+TEST(TfLiteSession, ProcessStringsFlex) {
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/true);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  Tensor input_list =
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
+  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  TF_EXPECT_OK(session->Run(
+      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
+      {kTestModelOutput}, {}, &outputs));
+  ASSERT_EQ(outputs.size(), 1);
+  test::ExpectTensorEqual<tstring>(
+      outputs[0],
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
+}
+
+#ifdef PLATFORM_GOOGLE
+// These benchmarks rely on https://github.com/google/benchmark features,
+// not available in open-sourced TF codebase.
+
+static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op);
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+    session = sess.release();
+  }
+  Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
+  Tensor input_shape = test::AsTensor<int32>({3, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run(
+        {{kTestModelInputList, input}, {kTestModelInputShape, input_shape}},
+        {kTestModelOutput}, {}, &outputs));
+  }
+}
+
+static void BM_Reshape_Builtin(benchmark::State& state) {
+  BM_Reshape(state, /*use_flex_op=*/false);
+}
+BENCHMARK(BM_Reshape_Builtin)->ThreadRange(1, 64);
+
+static void BM_Reshape_Flex(benchmark::State& state) {
+  BM_Reshape(state, /*use_flex_op=*/true);
+}
+BENCHMARK(BM_Reshape_Flex)->ThreadRange(1, 64);
+
+void BM_HalfPlusTwo(benchmark::State& state) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes;
+    TF_ASSERT_OK(ReadFileToString(
+        Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+    session = sess.release();
+  }
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
+  }
+}
+BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+
+#endif  // PLATFORM_GOOGLE
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 114c0352f3b5dac08353f932f1b950f060d988e8 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 23 Jan 2020 17:07:27 -0800
Subject: [PATCH 3642/8103] Remove unused GetCreator() method.

PiperOrigin-RevId: 291277007
---
 .../saved_model_bundle_source_adapter.cc           | 14 --------------
 .../tensorflow/saved_model_bundle_source_adapter.h |  5 -----
 .../tensorflow/session_bundle_source_adapter.cc    | 14 --------------
 .../tensorflow/session_bundle_source_adapter.h     |  5 -----
 4 files changed, 38 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 50fe51a8289..f272698ebbf 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -111,20 +111,6 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
   return Status::OK();
 }
 
-std::function<Status(
-    std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*)>
-SavedModelBundleSourceAdapter::GetCreator(
-    const SessionBundleSourceAdapterConfig& config) {
-  return [config](std::unique_ptr<tensorflow::serving::SourceAdapter<
-                      StoragePath, std::unique_ptr<Loader>>>* source) {
-    std::unique_ptr<SavedModelBundleSourceAdapter> typed_source;
-    TF_RETURN_IF_ERROR(
-        SavedModelBundleSourceAdapter::Create(config, &typed_source));
-    *source = std::move(typed_source);
-    return Status::OK();
-  };
-}
-
 // Register the source adapter.
 class SavedModelBundleSourceAdapterCreator {
  public:
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
index cafcd13acfa..37606bdfafb 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
@@ -44,11 +44,6 @@ class SavedModelBundleSourceAdapter final
 
   ~SavedModelBundleSourceAdapter() override;
 
-  // Returns a function to create a SavedModel bundle source adapter.
-  static std::function<Status(
-      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*)>
-  GetCreator(const SessionBundleSourceAdapterConfig& config);
-
  private:
   friend class SavedModelBundleSourceAdapterCreator;
 
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
index f24d90f69ef..8fc51cb0009 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
@@ -57,20 +57,6 @@ Status SessionBundleSourceAdapter::Convert(const StoragePath& path,
   return Status::OK();
 }
 
-std::function<Status(
-    std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*)>
-SessionBundleSourceAdapter::GetCreator(
-    const SessionBundleSourceAdapterConfig& config) {
-  return [config](std::unique_ptr<tensorflow::serving::SourceAdapter<
-                      StoragePath, std::unique_ptr<Loader>>>* source) {
-    std::unique_ptr<SessionBundleSourceAdapter> typed_source;
-    TF_RETURN_IF_ERROR(
-        SessionBundleSourceAdapter::Create(config, &typed_source));
-    *source = std::move(typed_source);
-    return Status::OK();
-  };
-}
-
 // Register the source adapter.
 class SessionBundleSourceAdapterCreator {
  public:
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
index 9a23db933e8..a1daaecc177 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
@@ -37,11 +37,6 @@ class SessionBundleSourceAdapter final
 
   ~SessionBundleSourceAdapter() override;
 
-  // Returns a function to create a session bundle source adapter.
-  static std::function<Status(
-      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*)>
-  GetCreator(const SessionBundleSourceAdapterConfig& config);
-
  private:
   friend class SessionBundleSourceAdapterCreator;
 

From f1e4eb2259da90bb9c5fe028ba824ac18a436f67 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Fri, 24 Jan 2020 17:31:59 -0800
Subject: [PATCH 3643/8103] Adds performance guide and documentation for
 TensorBoard integration

PiperOrigin-RevId: 291474661
---
 README.md                                     |   5 +-
 .../g3doc/images/predict_sequence_diagram.png | Bin 0 -> 63575 bytes
 .../g3doc/images/tb_profile_overview.png      | Bin 0 -> 22208 bytes
 .../g3doc/images/tb_profile_setup_dialog.png  | Bin 0 -> 61529 bytes
 .../g3doc/images/tb_profile_zoom.png          | Bin 0 -> 23368 bytes
 tensorflow_serving/g3doc/performance.md       | 230 ++++++++++++++++++
 tensorflow_serving/g3doc/tensorboard.md       | 144 +++++++++++
 7 files changed, 378 insertions(+), 1 deletion(-)
 create mode 100644 tensorflow_serving/g3doc/images/predict_sequence_diagram.png
 create mode 100644 tensorflow_serving/g3doc/images/tb_profile_overview.png
 create mode 100644 tensorflow_serving/g3doc/images/tb_profile_setup_dialog.png
 create mode 100644 tensorflow_serving/g3doc/images/tb_profile_zoom.png
 create mode 100644 tensorflow_serving/g3doc/performance.md
 create mode 100644 tensorflow_serving/g3doc/tensorboard.md

diff --git a/README.md b/README.md
index 719b2988a5c..ee15e2464a1 100644
--- a/README.md
+++ b/README.md
@@ -89,7 +89,10 @@ for detailed instructions on how to export SavedModels.
 
 * [Follow a tutorial on Serving Tensorflow models](tensorflow_serving/g3doc/serving_basic.md)
 * [Configure Tensorflow Serving to make it fit your serving use case](tensorflow_serving/g3doc/serving_config.md)
-* Read the [REST API Guide](tensorflow_serving/g3doc/api_rest.md) or [gRPC API definition](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis)
+* Read the [Performance Guide](tensorflow_serving/g3doc/performance.md)
+and learn how to [use TensorBoard to profile and optimize inference requests](tensorflow_serving/g3doc/tensorboard.md)
+* Read the [REST API Guide](tensorflow_serving/g3doc/api_rest.md)
+or [gRPC API definition](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis)
 * [Use SavedModel Warmup if initial inference requests are slow due to lazy initialization of graph](tensorflow_serving/g3doc/saved_model_warmup.md)
 * [If encountering issues regarding model signatures, please read the SignatureDef documentation](tensorflow_serving/g3doc/signature_defs.md)
 * If using a model with custom ops, [learn how to serve models with custom ops](tensorflow_serving/g3doc/custom_op.md)
diff --git a/tensorflow_serving/g3doc/images/predict_sequence_diagram.png b/tensorflow_serving/g3doc/images/predict_sequence_diagram.png
new file mode 100644
index 0000000000000000000000000000000000000000..790dc536f56a534991158902a6b66eec6ef2289b
GIT binary patch
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diff --git a/tensorflow_serving/g3doc/performance.md b/tensorflow_serving/g3doc/performance.md
new file mode 100644
index 00000000000..da17459a5e5
--- /dev/null
+++ b/tensorflow_serving/g3doc/performance.md
@@ -0,0 +1,230 @@
+# Performance Guide
+
+The performance of TensorFlow Serving is highly dependent on the application it
+runs, the environment in which it is deployed and other software with which it
+shares access to the underlying hardware resources. As such, tuning its
+performance is somewhat case-dependent and there are very few universal rules
+that are guaranteed to yield optimal performance in all settings. With that
+said, this document aims to capture some general principles and best practices
+for running TensorFlow Serving.
+
+Please use the [Profile Inference Requests with TensorBoard](tensorboard.md)
+guide to understand the underlying behavior of your model's computation on
+inference requests, and use this guide to iteratively improve its performance.
+
+Note: If the following quick tips do not solve your problem, please read the
+longer discussion to develop a deep understanding of what affects TensorFlow
+Serving's performance.
+
+## Quick Tips
+
+*   Latency of first request is too high? Enable
+    [model warmup](saved_model_warmup).
+*   Interested in higher resource utilization or throughput? Configure
+    [batching](serving_config.md#batching-configuration)
+
+## Performance Tuning: Objectives and Parameters
+
+When fine-tuning TensorFlow Serving's performance, there are usually 2 types of
+objectives you may have and 3 groups of parameters to tweak to improve upon
+those objectives.
+
+### Objectives
+
+TensorFlow Serving is an *online serving system* for machine-learned models. As
+with many other online serving systems, its primary performance objective is to
+*maximize throughput while keeping tail-latency below certain bounds*. Depending
+on the details and maturity of your application, you may care more about average
+latency than
+[tail-latency](https://blog.bramp.net/post/2018/01/16/measuring-percentile-latency/),
+but some notion of **latency** and **throughput** are usually the metrics
+against which you set performance objectives. Note that we do not discuss
+availability in this guide as that is more a function of the deployment
+environment.
+
+### Parameters
+
+We can roughly think about 3 groups of parameters whose configuration determines
+observed performance: 1) the TensorFlow model 2) the inference requests and 3)
+the server (hardware & binary).
+
+#### 1) The TensorFlow Model
+
+The model defines the computation that TensorFlow Serving will perform upon
+receiving each incoming request.
+
+Underneath the hood, TensorFlow Serving uses the TensorFlow runtime to do the
+actual inference on your requests. This means the **average latency** of serving
+a request with TensorFlow Serving is _usually_ at least that of doing inference
+directly with TensorFlow. This means if on a given machine, inference on a
+single example takes 2 seconds, and you have a sub-second latency target, you
+need to profile inference requests, understand what TensorFlow ops and
+sub-graphs of your model contribute most to that latency, and re-design your
+model with inference latency as a design constraint in mind.
+
+Please note, while the average latency of performing inference with TensorFlow
+Serving is usually not lower than using TensorFlow directly, where TensorFlow
+Serving shines is keeping the **tail latency** down for many clients querying
+many different models, all while efficiently utilizing the underlying hardware
+to maximize throughput.
+
+#### 2) The Inference Requests
+
+##### API Surfaces
+
+TensorFlow Serving has two API surfaces (HTTP and gRPC), both of which implement
+the
+[PredictionService API](https://github.com/tensorflow/serving/blob/r2.0/tensorflow_serving/apis/prediction_service.proto#L15)
+(with the exception of the HTTP Server not exposing a `MultiInference`
+endpoint). Both API surfaces are highly tuned and add minimal latency but in
+practice, the gRPC surface is observed to be slightly more performant.
+
+##### API Methods
+
+In general, it is advised to use the Classify and Regress endpoints as they
+accept
+[tf.Example](https://github.com/tensorflow/serving/blob/r2.0/tensorflow_serving/apis/input.proto#L77),
+which is a higher-level abstraction; however, in rare cases of large (O(Mb))
+structured requests, savvy users may find using PredictRequest and directly
+encoding their Protobuf messages into a TensorProto, and skipping the
+serialization into and deserialization from tf.Example a source of slight
+performance gain.
+
+##### Batch Size
+
+There are two primary ways batching can help your performance. You may configure
+your clients to send batched requests to TensorFlow Serving, or you may send
+individual requests and configure TensorFlow Serving to wait up to a
+predetermined period of time, and perform inference on all requests that arrive
+in that period in one batch. Configuring the latter kind of batching allows you
+to hit TensorFlow Serving at extremely high QPS, while allowing it to
+sub-linearly scale the compute resources needed to keep up. This is further
+discussed in the [configuration guide](serving_config.md#batching-configuration)
+and the
+[batching README](https://github.com/tensorflow/serving/blob/r2.0/tensorflow_serving/batching/README.md).
+
+### 3) The Server (Hardware & Binary)
+
+The TensorFlow Serving binary does fairly precise accounting of the hardware
+upon which it runs. As such, you should avoid running other compute- or
+memory-intensive applications on the same machine, especially ones with dynamic
+resource usage.
+
+As with many other types of workloads, TensorFlow Serving is more efficient when
+deployed on fewer, larger (more CPU and RAM) machines (i.e. a `Deployment` with
+a lower `replicas` in Kubernetes terms). This is due to a better potential for
+multi-tenant deployment to utilize the hardware and lower fixed costs (RPC
+server, TensorFlow runtime, etc.).
+
+#### Accelerators
+
+If your host has access to an accelerator, ensure you have implemented your
+model to place dense computations on the accelerator - this should be
+automatically done if you have used high-level TensorFlow APIs, but if you have
+built custom graphs, or want to pin specific parts of graphs on specific
+accelerators, you may need to manually place certain subgraphs on accelerators
+(i.e. using `with tf.device('/device:GPU:0'): ...`).
+
+#### Modern CPUs
+
+Modern CPUs have continuously extended the x86 instruction set architecture to
+improve support for [SIMD](https://en.wikipedia.org/wiki/SIMD) (Single
+Instruction Multiple Data) and other features critical for dense computations
+(eg. a multiply and addition in one clock cycle). However, in order to run on
+slightly older machines, TensorFlow and TensorFlow Serving are built with the
+modest assumption that the newest of these features are not supported by the
+host CPU.
+
+`Your CPU supports instructions that this TensorFlow binary was not compiled to
+use: AVX2 FMA`
+
+If you see this log entry (possibly different extensions than the 2 listed) at
+TensorFlow Serving start-up, it means you can rebuild TensorFlow Serving and
+target your particular host's platform and enjoy better performance. Building
+TensorFlow Serving from source is relatively easy using Docker and is documented
+[here](building_with_docker.md).
+
+#### Binary Configuration
+
+TensorFlow Serving offers a number of configuration knobs that govern its
+runtime behavior, mostly set through
+[command-line flags](https://github.com/tensorflow/serving/blob/r2.0/tensorflow_serving/model_servers/main.cc).
+Some of these (most notably `tensorflow_intra_op_parallelism` and
+`tensorflow_inter_op_parallelism`) are passed down to configure the TensorFlow
+runtime and are auto-configured, which savvy users may override by doing many
+experiments and finding the right configuration for their specific workload and
+environment.
+
+## Life of a TensorFlow Serving inference request
+
+Let's briefly go through the life of a prototypical example of a TensorFlow
+Serving inference request to see the journey that a typical request goes
+through. For our example, we will dive into a Predict Request being received by
+the 2.0.0 TensorFlow Serving gRPC API surface.
+
+Let's first look at a component-level sequence diagram, and then jump into the
+code that implements this series of interactions.
+
+### Sequence Diagram
+
+<!-- Note: sequence-diagram is not supported by GitHub's markdown engine.
+To activate internally, uncomment the following block and remove the '|'
+characters, which are precluding the dashed arrows from being interpreted
+as end-comment tokens.-->
+
+<!--
+
+<style> .rendered-sequence-diagram { max-width: 900px; overflow: auto; }
+.rendered-sequence-diagram svg { zoom: 0.70; } </style>
+
+```sequence-diagram
+participant Client as C
+participant Prediction\nService as PS
+participant TensorFlow Predictor as TP
+participant Server\nCore as SC
+participant TensorFlow\nRuntime as TF
+
+C->PS: Predict
+PS->TP: Predict
+TP->SC: GetServableHandle
+SC-|->TP: tensorflow::Session
+TP->TF: tensorflow::Session::Run
+TF-|->TP: Output Tensors from Session.Run
+TP-|->PS: PredictResponse
+PS-|->C: PredictResponse
+
+```
+
+-->
+
+![Predict Sequence Diagram](images/predict_sequence_diagram.png)
+
+Note that Client is a component owned by the user, Prediction Service, Servables
+and Server Core are owned by TensorFlow Serving and TensorFlow Runtime is owned
+by [Core TensorFlow](https://github.com/tensorflow/tensorflow).
+
+### Sequence Details
+
+1.  [`PredictionServiceImpl::Predict`](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/model_servers/prediction_service_impl.cc#L38)
+    receives the `PredictRequest`
+2.  We invoke the
+    [`TensorflowPredictor::Predict`](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/servables/tensorflow/predict_impl.cc#L146),
+    propagating the request deadline from the gRPC request (if one was set).
+3.  Inside `TensorflowPredictor::Predict`, we
+    [lookup the Servable (model)](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/servables/tensorflow/predict_impl.cc#L165)
+    the request is looking to perform inference on, from which we retrieve
+    information about the SavedModel and more importantly, a handle to the
+    `Session` object in which the model graph is (possibly partially) loaded.
+    This Servable object was created and committed in memory when the model was
+    loaded by TensorFlow Serving. We then invoke
+    [internal::RunPredict](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/servables/tensorflow/predict_util.cc#L181)
+    to carry out the prediction.
+4.  In `internal::RunPredict`, after validating and preprocessing the request,
+    we use the `Session` object to perform the inference using a blocking call
+    to
+    [Session::Run](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/servables/tensorflow/predict_util.cc#L209),
+    at which point, we enter core TensorFlow's codebase. After the
+    `Session::Run` returns and our `outputs` tensors have been populated, we
+    [convert](https://github.com/tensorflow/serving/blob/b5a11f1e5388c9985a6fc56a58c3421e5f78149f/tensorflow_serving/servables/tensorflow/predict_util.cc#L150)
+    the outputs to a `PredictionResponse` and return the result up the call
+    stack.
diff --git a/tensorflow_serving/g3doc/tensorboard.md b/tensorflow_serving/g3doc/tensorboard.md
new file mode 100644
index 00000000000..48bc3fa1aea
--- /dev/null
+++ b/tensorflow_serving/g3doc/tensorboard.md
@@ -0,0 +1,144 @@
+# Profile Inference Requests with TensorBoard
+
+After deploying TensorFlow Serving and issuing requests from your client, you
+may notice that requests take longer than you expected, or you are not achieving
+the throughput that you would have liked.
+
+In this guide, we will use TensorBoard's Profiler, which you may already use to
+[profile model training](https://www.tensorflow.org/tensorboard/tensorboard_profiling_keras),
+to trace inference requests to help us debug and improve inference performance.
+
+You should use this guide in conjunction with the best practices denoted in the
+[Performance Guide](performance.md) to optimize your model, requests and
+TensorFlow Serving instance.
+
+## Overview
+
+At a high level, we will point TensorBoard's Profiling tool at TensorFlow
+Serving's gRPC server. When we send an inference request to Tensorflow Serving,
+we will also simultaneously use the TensorBoard UI to ask it to capture the
+traces of this request. Behind the scenes, TensorBoard will talk to TensorFlow
+Serving over gRPC and ask it to provide a detailed trace of the lifetime of the
+inference request. TensorBoard will then visualize the activity of every thread
+on every compute device (running code integrated with
+[`profiler::TraceMe`](https://github.com/tensorflow/tensorflow/blob/f65b09f9aedcd33d0703cbf3d9845ea2869c0aa8/tensorflow/core/profiler/lib/traceme.h#L73))
+over the course of the lifetime of the request on the TensorBoard UI for us to
+consume.
+
+## Prerequisites
+
+*   `Tensorflow>=2.0.0`
+*   TensorBoard (should be installed if TF was installed via `pip`)
+*   Docker (which we'll use to download and run TF serving>=2.1.0 image)
+
+## Deploy model with TensorFlow Serving
+
+For this example, we will use Docker, the recommended way to deploy Tensorflow
+Serving, to host a toy model that computes `f(x) = x / 2 + 2` found in the
+[Tensorflow Serving Github repository](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/00000123).
+
+Download the TensorFlow Serving source.
+
+```
+git clone https://github.com/tensorflow/serving /tmp/serving
+cd /tmp/serving
+```
+
+Launch TensorFlow Serving via Docker and deploy the half_plus_two model.
+
+```
+docker pull tensorflow/serving
+MODELS_DIR="$(pwd)/tensorflow_serving/servables/tensorflow/testdata"
+docker run -it --rm -p 8500:8500 -p 8501:8501 \
+-v $MODELS_DIR/saved_model_half_plus_two_cpu:/models/half_plus_two \
+-e MODEL_NAME=half_plus_two \
+tensorflow/serving
+```
+
+In another terminal, query the model to ensure model is deployed correctly
+
+```
+curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+-X POST http://localhost:8501/v1/models/half_plus_two:predict
+
+# Returns => { "predictions": [2.5, 3.0, 4.5] }
+```
+
+## Set up TensorBoard's Profiler
+
+In another terminal, launch the TensorBoard tool on your machine, providing a
+directory to save the inference trace events to:
+
+```
+mkdir -p ~/logs/inference_demo
+tensorboard --logdir ~/logs/inference_demo/ --port 6006
+```
+
+Navigate to http://localhost:6006/ to view the TensorBoard UI. Use the drop-down
+menu at the top to navigate to the Profile tab. Click Capture Profile and
+provide the address of Tensorflow Serving's gRPC server.
+
+![Profiling Tool](images/tb_profile_setup_dialog.png)
+
+As soon as you press "Capture," TensorBoard will start sending profile requests
+to the model server. In the dialog above, you can set both the deadline for each
+request and the total number of times Tensorboard will retry if no trace events
+are collected. If you are profiling an expensive model, you may want to increase
+the deadline to ensure the profile request does not time out before the
+inference request completes.
+
+## Send and Profile an Inference Request
+
+Press Capture on the TensorBoard UI and send an inference request to TF Serving
+quickly thereafter.
+
+```
+curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST \
+http://localhost:8501/v1/models/half_plus_two:predict
+```
+
+You should see a "Capture profile successfully. Please refresh." toast appear at
+the bottom of the screen. This means TensorBoard was able to retrieve trace
+events from TensorFlow Serving and saved them to your `logdir`. Refresh the page
+to visualize the inference request with The Profiler's Trace Viewer, as seen in
+the next section.
+
+Note: If you see `tensorflow.python.framework.errors_impl.UnimplementedError` in
+your TensorBoard logs, it likely means you are running a Tensorflow Serving
+version older than 2.1.
+
+## Analyze the Inference Request Trace
+
+![Inference Request Trace](images/tb_profile_overview.png)
+
+You can now easily see what computation is taking place as a result of your
+inference request. You can zoom and click on any of the rectangles (trace
+events) to get more information such as exact start time and wall duration.
+
+At a high-level, we see two threads belonging to the TensorFlow runtime and a
+third one that belongs to the REST server, handling the receiving of the HTTP
+request and creating a TensorFlow Session.
+
+We can zoom in to see what happens inside the SessionRun.
+
+![Inference Request Trace Zoomed-in](images/tb_profile_zoom.png)
+
+In the second thread, we see an initial ExecutorState::Process call in which no
+TensorFlow ops run but initialization steps are executed.
+
+In the first thread, we see the call to read the first variable, and once the
+second variable is also available, executes the multiplication and add kernels
+in sequence. Finally, the Executor signals that its computation is done by
+calling the DoneCallback and the Session can be closed.
+
+## Next Steps
+
+While this is a simple example, you can use the same process to profile much
+more complex models, allowing you to identify slow ops or bottlenecks in your
+model architecture to improve its performance.
+
+Please refer to
+[TensorBoard Profiler Guide](https://www.tensorflow.org/tensorboard/tensorboard_profiling_keras#trace_viewer)
+for a more complete tutorial on features of TensorBoard's Profiler and
+[TensorFlow Serving Performance Guide](performance.md) to learn more about
+optimizing inference performance.

From a59e0dcb56c635e344599b2a7cf948373019b03b Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 24 Jan 2020 20:57:24 -0800
Subject: [PATCH 3644/8103] Use SavedModelBundleFactory for session source
 adapter instead of SessionBundleFactory. The former handles both session
 bundles and savedmodel formats.

Remove SessionBundleFactory as its now unused due to above change.

PiperOrigin-RevId: 291490496
---
 tensorflow_serving/servables/tensorflow/BUILD |  22 +---
 .../servables/tensorflow/oss/BUILD            |  24 +----
 .../oss/session_bundle_factory_test.cc        |  70 ------------
 .../tensorflow/session_bundle_factory.cc      | 101 ------------------
 .../tensorflow/session_bundle_factory.h       |  80 --------------
 .../session_bundle_source_adapter.cc          |  18 ++--
 .../session_bundle_source_adapter.h           |   6 +-
 tensorflow_serving/session_bundle/oss/BUILD   |   1 +
 .../session_bundle/oss/session_bundle_util.cc |   7 ++
 .../oss/session_bundle_util_test.cc           |   5 +-
 10 files changed, 25 insertions(+), 309 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/session_bundle_factory.h

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0bbdf41b19a..12d18814bd1 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -122,26 +122,6 @@ cc_library(
     ],
 )
 
-cc_library(
-    name = "session_bundle_factory",
-    srcs = ["session_bundle_factory.cc"],
-    hdrs = ["session_bundle_factory.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":bundle_factory_util",
-        ":session_bundle_config_cc_proto",
-        "//tensorflow_serving/batching:batching_session",
-        "//tensorflow_serving/resources:resources_cc_proto",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler",
-    ],
-)
-
 cc_library(
     name = "saved_model_bundle_factory",
     srcs = ["saved_model_bundle_factory.cc"],
@@ -201,7 +181,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":session_bundle_factory",
+        ":saved_model_bundle_factory",
         ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index fd00df33307..9b110469511 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -1,3 +1,5 @@
+load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -7,28 +9,6 @@ package(
 
 licenses(["notice"])  # Apache 2.0
 
-load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
-
-oss_only_cc_test(
-    name = "session_bundle_factory_test",
-    size = "medium",
-    srcs = ["session_bundle_factory_test.cc"],
-    data = ["//tensorflow_serving/session_bundle:session_bundle_half_plus_two"],
-    deps = [
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow:bundle_factory_test",
-        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_factory",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
-
 oss_only_cc_test(
     name = "session_bundle_source_adapter_test",
     size = "medium",
diff --git a/tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
deleted file mode 100644
index 6b840f9529e..00000000000
--- a/tensorflow_serving/servables/tensorflow/oss/session_bundle_factory_test.cc
+++ /dev/null
@@ -1,70 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/session_bundle_factory.h"
-
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "google/protobuf/wrappers.pb.h"
-#include <gmock/gmock.h>
-#include <gtest/gtest.h>
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/public/session.h"
-#include "tensorflow/core/public/version.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_test.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-class SessionBundleFactoryTest : public test_util::BundleFactoryTest {
- public:
-  SessionBundleFactoryTest()
-      : test_util::BundleFactoryTest(
-            test_util::GetTestSessionBundleExportPath()) {}
-
-  virtual ~SessionBundleFactoryTest() = default;
-
-  Status CreateSession(const SessionBundleConfig& config,
-                       std::unique_ptr<Session>* session) const override {
-    std::unique_ptr<SessionBundleFactory> factory;
-    TF_RETURN_IF_ERROR(SessionBundleFactory::Create(config, &factory));
-    std::unique_ptr<SessionBundle> bundle;
-    TF_RETURN_IF_ERROR(factory->CreateSessionBundle(export_dir_, &bundle));
-    *session = std::move(bundle->session);
-    return Status::OK();
-  }
-};
-
-TEST_F(SessionBundleFactoryTest, Basic) {
-  const SessionBundleConfig config;
-  std::unique_ptr<Session> session;
-  Status status = CreateSession(config, &session);
-  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
-  EXPECT_THAT(
-      status.ToString(),
-      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
deleted file mode 100644
index d61be0882c2..00000000000
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory.cc
+++ /dev/null
@@ -1,101 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/session_bundle_factory.h"
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/public/session_options.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
-
-namespace tensorflow {
-namespace serving {
-
-namespace {
-
-// Extracts the signatures from 'bundle'.
-Status GetSignatureDefs(const SessionBundle& bundle,
-                        std::vector<SignatureDef>* signature_defs) {
-  MetaGraphDef meta_graph_def = bundle.meta_graph_def;
-  const Status conversion_status =
-      session_bundle::ConvertSignaturesToSignatureDefs(&meta_graph_def);
-  if (!conversion_status.ok()) {
-    if (meta_graph_def.signature_def().empty()) {
-      return conversion_status;
-    } else {
-      // ConvertSignaturesToSignatureDefs() is best-effort, and sometimes isn't
-      // able to up-convert all the signatures. Proceeding with the subset of
-      // signatures that *can* be converted seems to work for existing
-      // SessionBundle use-cases, so we'll do that. Future use-cases will be
-      // strongly compelled to use SavedModelBundle which won't have this issue.
-      LOG(WARNING) << "Couldn't fully convert the signatures ["
-                   << conversion_status
-                   << "]. Proceeding with a subset of signatures for use as "
-                      "the batching queues";
-    }
-  }
-  for (const auto& entry : meta_graph_def.signature_def()) {
-    const SignatureDef& signature_def = entry.second;
-    signature_defs->push_back(signature_def);
-  }
-  return Status::OK();
-}
-
-}  // namespace
-
-Status SessionBundleFactory::Create(
-    const SessionBundleConfig& config,
-    std::unique_ptr<SessionBundleFactory>* factory) {
-  std::shared_ptr<Batcher> batcher;
-  if (config.has_batching_parameters()) {
-    TF_RETURN_IF_ERROR(
-        CreateBatchScheduler(config.batching_parameters(), &batcher));
-  }
-  factory->reset(new SessionBundleFactory(config, batcher));
-  return Status::OK();
-}
-
-Status SessionBundleFactory::EstimateResourceRequirement(
-    const string& path, ResourceAllocation* estimate) const {
-  return EstimateResourceFromPath(path, estimate);
-}
-
-Status SessionBundleFactory::CreateSessionBundle(
-    const string& path, std::unique_ptr<SessionBundle>* bundle) {
-  bundle->reset(new SessionBundle);
-  TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleFromPathUsingRunOptions(
-      GetSessionOptions(config_), GetRunOptions(config_), path, bundle->get()));
-
-  if (config_.has_batching_parameters()) {
-    LOG(INFO) << "Wrapping session to perform batch processing";
-    if (batch_scheduler_ == nullptr) {
-      return errors::Internal("batch_scheduler_ not set");
-    }
-    std::vector<SignatureDef> signatures;
-    TF_RETURN_IF_ERROR(GetSignatureDefs(**bundle, &signatures));
-    return WrapSessionForBatching(config_.batching_parameters(),
-                                  batch_scheduler_, signatures,
-                                  &(*bundle)->session);
-  }
-  return WrapSession(&(*bundle)->session);
-}
-
-SessionBundleFactory::SessionBundleFactory(
-    const SessionBundleConfig& config, std::shared_ptr<Batcher> batch_scheduler)
-    : config_(config), batch_scheduler_(batch_scheduler) {}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h b/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
deleted file mode 100644
index 7dbf6bb6ed7..00000000000
--- a/tensorflow_serving/servables/tensorflow/session_bundle_factory.h
+++ /dev/null
@@ -1,80 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
-
-#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow_serving/batching/batching_session.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/session_bundle/session_bundle_util.h"
-
-namespace tensorflow {
-namespace serving {
-
-// A factory that creates SessionBundles from export paths.
-//
-// The emitted sessions only support Run(), and although not enforced it is
-// expected that the client will only make non-mutating Run() calls. (If this
-// restriction, which we've added as a safety measure, is problematic for your
-// use-case please contact the TensorFlow Serving team to discuss disabling it.)
-//
-// If the config calls for batching, the emitted sessions automatically batch
-// Run() calls behind the scenes, using a SharedBatchScheduler owned by the
-// factory. The 'config.num_batch_threads' threads are shared across all session
-// instances created by this factory. However, each session has its own
-// dedicated queue of size 'config.max_enqueued_batches'.
-//
-// The factory can also estimate the resource (e.g. RAM) requirements of a
-// SessionBundle based on the export (i.e. prior to loading the session).
-//
-// This class is thread-safe.
-class SessionBundleFactory {
- public:
-  static Status Create(const SessionBundleConfig& config,
-                       std::unique_ptr<SessionBundleFactory>* factory);
-
-  // Instantiates a bundle from a given export path.
-  Status CreateSessionBundle(const string& path,
-                             std::unique_ptr<SessionBundle>* bundle);
-
-  // Estimates the resources a session bundle will use once loaded, from its
-  // export path.
-  // TODO(b/33078719): remove this method after we switch all the callers to
-  // the following one.
-  Status EstimateResourceRequirement(const string& path,
-                                     ResourceAllocation* estimate) const;
-
- private:
-  using Batcher = SharedBatchScheduler<BatchingSessionTask>;
-
-  SessionBundleFactory(const SessionBundleConfig& config,
-                       std::shared_ptr<Batcher> batch_scheduler);
-
-  const SessionBundleConfig config_;
-
-  // A shared batch scheduler. One queue is used for each session this factory
-  // emits. If batching is not configured, this remains null.
-  std::shared_ptr<Batcher> batch_scheduler_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(SessionBundleFactory);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
index 8fc51cb0009..224b459701b 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
@@ -28,9 +28,9 @@ namespace serving {
 Status SessionBundleSourceAdapter::Create(
     const SessionBundleSourceAdapterConfig& config,
     std::unique_ptr<SessionBundleSourceAdapter>* adapter) {
-  std::unique_ptr<SessionBundleFactory> bundle_factory;
+  std::unique_ptr<SavedModelBundleFactory> bundle_factory;
   TF_RETURN_IF_ERROR(
-      SessionBundleFactory::Create(config.config(), &bundle_factory));
+      SavedModelBundleFactory::Create(config.config(), &bundle_factory));
   adapter->reset(new SessionBundleSourceAdapter(std::move(bundle_factory)));
   return Status::OK();
 }
@@ -38,22 +38,22 @@ Status SessionBundleSourceAdapter::Create(
 SessionBundleSourceAdapter::~SessionBundleSourceAdapter() { Detach(); }
 
 SessionBundleSourceAdapter::SessionBundleSourceAdapter(
-    std::unique_ptr<SessionBundleFactory> bundle_factory)
+    std::unique_ptr<SavedModelBundleFactory> bundle_factory)
     : bundle_factory_(std::move(bundle_factory)) {}
 
 Status SessionBundleSourceAdapter::Convert(const StoragePath& path,
                                            std::unique_ptr<Loader>* loader) {
-  std::shared_ptr<SessionBundleFactory> bundle_factory = bundle_factory_;
+  std::shared_ptr<SavedModelBundleFactory> bundle_factory = bundle_factory_;
   auto servable_creator = [bundle_factory,
-                           path](std::unique_ptr<SessionBundle>* bundle) {
-    return bundle_factory->CreateSessionBundle(path, bundle);
+                           path](std::unique_ptr<SavedModelBundle>* bundle) {
+    return bundle_factory->CreateSavedModelBundle(path, bundle);
   };
   auto resource_estimator = [bundle_factory,
                              path](ResourceAllocation* estimate) {
     return bundle_factory->EstimateResourceRequirement(path, estimate);
   };
   loader->reset(
-      new SimpleLoader<SessionBundle>(servable_creator, resource_estimator));
+      new SimpleLoader<SavedModelBundle>(servable_creator, resource_estimator));
   return Status::OK();
 }
 
@@ -64,9 +64,9 @@ class SessionBundleSourceAdapterCreator {
       const SessionBundleSourceAdapterConfig& config,
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
-    std::unique_ptr<SessionBundleFactory> bundle_factory;
+    std::unique_ptr<SavedModelBundleFactory> bundle_factory;
     TF_RETURN_IF_ERROR(
-        SessionBundleFactory::Create(config.config(), &bundle_factory));
+        SavedModelBundleFactory::Create(config.config(), &bundle_factory));
     adapter->reset(new SessionBundleSourceAdapter(std::move(bundle_factory)));
     return Status::OK();
   }
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
index a1daaecc177..f90fd33f938 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
@@ -20,7 +20,7 @@ limitations under the License.
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/source_adapter.h"
 #include "tensorflow_serving/core/storage_path.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_factory.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 
 namespace tensorflow {
@@ -41,14 +41,14 @@ class SessionBundleSourceAdapter final
   friend class SessionBundleSourceAdapterCreator;
 
   explicit SessionBundleSourceAdapter(
-      std::unique_ptr<SessionBundleFactory> bundle_factory);
+      std::unique_ptr<SavedModelBundleFactory> bundle_factory);
 
   Status Convert(const StoragePath& path,
                  std::unique_ptr<Loader>* loader) override;
 
   // We use a shared ptr to share ownership with Loaders we emit, in case they
   // outlive this object.
-  std::shared_ptr<SessionBundleFactory> bundle_factory_;
+  std::shared_ptr<SavedModelBundleFactory> bundle_factory_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(SessionBundleSourceAdapter);
 };
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 501c290e12d..6dfd841af88 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -32,6 +32,7 @@ cc_library(
         ":session_bundle",
         "//tensorflow_serving/session_bundle:session_bundle_util_header",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:lib",
     ],
 )
 
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index cd5e9f8235e..beea4a7e49b 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -17,6 +17,8 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow_serving/session_bundle/manifest_proto.h"
 
 namespace tensorflow {
@@ -40,6 +42,11 @@ Status LoadSessionBundleOrSavedModelBundle(
   if (is_session_bundle != nullptr) {
     *is_session_bundle = false;
   }
+  if (Env::Default()
+          ->FileExists(io::JoinPath(export_dir, "export.meta"))
+          .ok()) {
+    return errors::Unimplemented("Session Bundle is deprecated and removed.");
+  }
   if (MaybeSavedModelDirectory(export_dir)) {
     return LoadSavedModel(session_options, run_options, export_dir, tags,
                           bundle);
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
index 439d45be7c6..9aa79bcdeab 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util_test.cc
@@ -80,11 +80,10 @@ TEST(SessionBundleTest, LoadSessionBundleOrSavedModelBundleFailureTest) {
   Status status = session_bundle::LoadSessionBundleOrSavedModelBundle(
       session_options, run_options, export_dir, tags, &bundle,
       &is_session_bundle);
-  EXPECT_EQ(::tensorflow::error::Code::NOT_FOUND, status.code());
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
   EXPECT_THAT(
       status.ToString(),
-      ::testing::HasSubstr(
-          "Specified file path does not appear to contain a SavedModel"));
+      ::testing::HasSubstr("Session Bundle is deprecated and removed."));
 }
 
 TEST(SessionBundleTest, LoadSessionBundleFromPathUsingRunOptionsTest) {

From e7b7b337eb82bec1556b6ab47353138c5e1a7f8b Mon Sep 17 00:00:00 2001
From: Runzhen Wang <wangrunzhen@gmail.com>
Date: Sun, 26 Jan 2020 16:12:51 -0800
Subject: [PATCH 3645/8103] update resnet_k8s.yaml file

---
 tensorflow_serving/example/resnet_k8s.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/example/resnet_k8s.yaml b/tensorflow_serving/example/resnet_k8s.yaml
index ed1de3fa78c..d3359a498f0 100644
--- a/tensorflow_serving/example/resnet_k8s.yaml
+++ b/tensorflow_serving/example/resnet_k8s.yaml
@@ -13,11 +13,14 @@
 # limitations under the License.
 # ==============================================================================
 
-apiVersion: extensions/v1beta1
+apiVersion: apps/v1
 kind: Deployment
 metadata:
   name: resnet-deployment
 spec:
+  selector:
+    matchLabels:
+      app: resnet-server
   replicas: 3
   template:
     metadata:

From bd206e419be2b0c5b1c6306ccab80cf38496875b Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 27 Jan 2020 14:22:42 -0800
Subject: [PATCH 3646/8103] Update TF Text to latest version and add new tests.

PiperOrigin-RevId: 291799528
---
 tensorflow_serving/model_servers/BUILD        |   7 +-
 .../tensorflow_model_server_test.py           |  15 +++
 .../tensorflow_model_server_test_base.py      |   5 +-
 .../servables/tensorflow/testdata/BUILD       |   7 ++
 .../testdata/tf_text_regression.README        |  19 ++++
 .../tf_text_regression/01/saved_model.pb      | Bin 0 -> 1111050 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 67 bytes
 .../01/variables/variables.index              | Bin 0 -> 144 bytes
 tensorflow_serving/workspace.bzl              |  42 +++++++-
 third_party/icu/BUILD                         |  98 ++++++++++++++++++
 third_party/tf_text/tftext.patch              |  54 +++++++++-
 11 files changed, 231 insertions(+), 16 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression.README
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
 create mode 100644 third_party/icu/BUILD

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e37003626e4..0702dafbea0 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -300,11 +300,7 @@ SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_kernels",
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
 ]) + [
-    "@org_tensorflow_text//tensorflow_text:constrained_sequence_op_cc",
-    "@org_tensorflow_text//tensorflow_text:sentence_breaking_ops_cc",
-    "@org_tensorflow_text//tensorflow_text:unicode_script_tokenizer_cc",
-    "@org_tensorflow_text//tensorflow_text:whitespace_tokenizer_cc",
-    "@org_tensorflow_text//tensorflow_text:wordpiece_tokenizer_cc",
+    "@org_tensorflow_text//tensorflow_text:ops_lib",
 ]
 
 TENSORFLOW_DEPS = [
@@ -404,6 +400,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:tf_text_regression",
     ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 1ec5ed5a091..8fecc51a4d8 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -708,6 +708,21 @@ def test_profiler_service_with_valid_trace_request(self):
     out, err = proc.communicate()
     print("stdout: '{}' | stderr: '{}'".format(out, err))
 
+  def test_tf_text(self):
+    """Test TF Text."""
+    model_path = os.path.join(flags.os.environ['TEST_SRCDIR'],
+                              'tf_serving/tensorflow_serving',
+                              'servables/tensorflow/testdata',
+                              'tf_text_regression')
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default',
+        model_path)[1]
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=3.0,
+        expected_version=self._GetModelVersion(model_path),
+        rpc_timeout=600)
+
 
 if __name__ == '__main__':
   tf.enable_eager_execution()
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index d8c544601f2..683d9d1e69e 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -241,7 +241,8 @@ def VerifyPredictRequest(
       model_name='default',
       specify_output=True,
       batch_input=False,
-      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY,
+      rpc_timeout=RPC_TIMEOUT):
     """Send PredictionService.Predict request and verify output."""
     print('Sending Predict request...')
     # Prepare request
@@ -260,7 +261,7 @@ def VerifyPredictRequest(
     # Send request
     channel = grpc.insecure_channel(model_server_address)
     stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
-    result = stub.Predict(request, RPC_TIMEOUT)  # 5 secs timeout
+    result = stub.Predict(request, rpc_timeout)  # 5 secs timeout
     # Verify response
     self.assertTrue('y' in result.outputs)
     self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 21c02026156..9df1f352853 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -113,6 +113,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "tf_text_regression",
+    srcs = glob(
+        ["tf_text_regression/**"],
+    ),
+)
+
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression.README b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression.README
new file mode 100644
index 00000000000..faf81a58f1a
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression.README
@@ -0,0 +1,19 @@
+# Copyright 2016 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+This model is used to test the integration with TF Text, and is updated using
+this script:
+https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
+
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
new file mode 100644
index 0000000000000000000000000000000000000000..88d20a5f12692a4517a082d4b1279cf858a76fbb
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z!RerV!`sZ=wZ)Eu(~WB#r`ulbEIR1M;Tz2DvG34LSl!%%&jNFU_SNvaQv>Kew0C&e
zWKZkBO=xEbB)%VPI`bfSMGAz!V%WIv2tRe##8n;sneq7|j+EX0@aobMZlyerlT~p(
z@SvL*ZSMY1aVNUr&4XQM={zdF8Q<4VG<3P%@qUR@9!#8ig8zBxdDH#JE;Jn6ZrA(w
z9)vDE-)=2k^*%3ts5oF^Tc7_U>O&K4ueWfQ=DM4h-8GA!C=Tp4#_*KrbB6tCb_3qw
zVzs4Qsg%usYM}4O8+aG9f$hNtyhYav=CR^S#R2pM!^W;)Itea@AsFn*(lrS7=MDR_
z2D*jH-3##3%ch^4x(0#1w|b9M9RRlq02+C02yOEUPonLQji4d#uQ+ew8PNlIt!Wt6
zZ7&rqwD+arZnW#g!giNzdDIEd>7wd^{huh}Y(JM$`M<tOer--NQ&XtB-`e?75g`w0
zym^LREDV|h`}djC;(Oo?ESe9b;oWU!(HKFTg^T6|sna~{p2>liim&uxC)>XgY(G35
H{=xizB<Tv~

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000000000000000000000000000000000000..3a5969d2200c0720d79527e7a00e155dbc0f5016
GIT binary patch
literal 67
zcmcChFZO-JrNSk|!6?L6UJzfFpPZN!Uy_)Vlgh=%!6d|0oSB}NSW;S)TFfQHCBVTf
W#1o&HmsygTn3GwRTExY`#Q*?si4rUT

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
new file mode 100644
index 0000000000000000000000000000000000000000..c2751f3561f6cdf1c4737f1bcc26624c6d17cada
GIT binary patch
literal 144
zcmZQzVB=tvV&Y(Akl~JZ_HcFf4)FK%3vqPvagFzP@^W<!iFXfj4DjG!7h=$GHZ50=
xox=bGj3DB3OhpHrbKuj$4GfG-2@KY7A(w9lJsmiF`9K1MK=|*5Zk1B^+W<lX7w7;0

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index ba8725bda58..b0d5362d4b2 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -57,16 +57,48 @@ def tf_serving_workspace():
         ],
     )
 
+    # ===== Override TF & TF Text defined 'ICU'. (we need a version that contains all data).
+    http_archive(
+        name = "icu",
+        strip_prefix = "icu-release-64-2",
+        sha256 = "dfc62618aa4bd3ca14a3df548cd65fe393155edd213e49c39f3a30ccd618fc27",
+        urls = [
+            "https://github.com/unicode-org/icu/archive/release-64-2.zip",
+        ],
+        build_file = "//third_party/icu:BUILD",
+    )
+
     # ===== TF.Text dependencies
-    # NOTE: Before updating this version, you must manually run the tests found in:
-    # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/tests.txt
+    # NOTE: Before updating this version, you must update the test model
+    # and double check all custom ops have a test:
+    # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "2d6e1be79989d5b03da75a34d9e1331a70221d17dd754e80a7bca6e8daa8ae59",
-        strip_prefix = "text-a2f2ad05638c37161d2f06bdbf6eb5e0858b00e6",
+        sha256 = "a817dc75a02c1e3a3996838253776e4cec2e187870f00af2614bafa1f8ff710a",
+        strip_prefix = "text-2.0.1",
         urls = [
-            "https://github.com/tensorflow/text/archive/a2f2ad05638c37161d2f06bdbf6eb5e0858b00e6.zip",
+            "https://github.com/tensorflow/text/archive/v2.0.1.zip",
         ],
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
+        repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
+    )
+
+    http_archive(
+        name = "com_google_sentencepiece",
+        strip_prefix = "sentencepiece-1.0.0",
+        sha256 = "c05901f30a1d0ed64cbcf40eba08e48894e1b0e985777217b7c9036cac631346",
+        urls = [
+            "https://github.com/google/sentencepiece/archive/1.0.0.zip",
+        ],
+    )
+
+    http_archive(
+        name = "com_google_glog",
+        sha256 = "1ee310e5d0a19b9d584a855000434bb724aa744745d5b8ab1855c85bff8a8e21",
+        strip_prefix = "glog-028d37889a1e80e8a07da1b8945ac706259e5fd8",
+        urls = [
+            "https://mirror.bazel.build/github.com/google/glog/archive/028d37889a1e80e8a07da1b8945ac706259e5fd8.tar.gz",
+            "https://github.com/google/glog/archive/028d37889a1e80e8a07da1b8945ac706259e5fd8.tar.gz",
+        ],
     )
diff --git a/third_party/icu/BUILD b/third_party/icu/BUILD
new file mode 100644
index 00000000000..8faf6c6b72c
--- /dev/null
+++ b/third_party/icu/BUILD
@@ -0,0 +1,98 @@
+"""Builds ICU library."""
+
+package(
+    default_visibility = ["//visibility:public"],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+exports_files([
+    "icu4c/LICENSE",
+    "icu4j/main/shared/licenses/LICENSE",
+])
+
+cc_library(
+    name = "headers",
+    hdrs = glob(["icu4c/source/common/unicode/*.h"]),
+    includes = [
+        "icu4c/source/common",
+    ],
+    deps = [
+    ],
+)
+
+cc_library(
+    name = "common",
+    hdrs = glob(["icu4c/source/common/unicode/*.h"]),
+    includes = [
+        "icu4c/source/common",
+    ],
+    deps = [
+        ":icuuc",
+    ],
+)
+
+alias(
+    name = "nfkc",
+    actual = ":common",
+)
+
+alias(
+    name = "nfkc_cf",
+    actual = ":common",
+)
+
+cc_library(
+    name = "icuuc",
+    srcs = glob(
+        [
+            "icu4c/source/common/*.c",
+            "icu4c/source/common/*.cpp",
+            "icu4c/source/stubdata/*.cpp",
+        ],
+    ),
+    hdrs = glob([
+        "icu4c/source/common/*.h",
+    ]),
+    copts = [
+        "-DU_COMMON_IMPLEMENTATION",
+        "-ffunction-sections",
+        "-fdata-sections",
+    ] + select({
+        ":android": [
+            "-DU_HAVE_NL_LANGINFO_CODESET=0",
+            "-Wno-deprecated-declarations",
+        ],
+        ":apple": [
+            "-Wno-shorten-64-to-32",
+            "-Wno-unused-variable",
+        ],
+        ":windows": [
+            "/utf-8",
+            "/DLOCALE_ALLOW_NEUTRAL_NAMES=0",
+        ],
+        "//conditions:default": [],
+    }),
+    tags = ["requires-rtti"],
+    visibility = [
+        "//visibility:private",
+    ],
+    deps = [
+        ":headers",
+    ],
+)
+
+config_setting(
+    name = "android",
+    values = {"crosstool_top": "//external:android/crosstool"},
+)
+
+config_setting(
+    name = "apple",
+    values = {"cpu": "darwin"},
+)
+
+config_setting(
+    name = "windows",
+    values = {"cpu": "x64_windows"},
+)
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index a140760b39f..1da080e5ef9 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,7 +1,23 @@
---- a/tensorflow_text/tftext.bzl	2019-09-18 15:24:07.320915272 -0700
-+++ b/tensorflow_text/tftext.bzl	2019-09-18 15:26:52.859611294 -0700
-@@ -40,8 +40,7 @@
-         copts = [ "-pthread", "-std=c++11", ],
+diff --git a/tensorflow_text/core/kernels/BUILD b/tensorflow_text/core/kernels/BUILD
+index d03ec5f..6e8cd87 100644
+--- a/tensorflow_text/core/kernels/BUILD
++++ b/tensorflow_text/core/kernels/BUILD
+@@ -16,8 +16,7 @@ OSS_DEPS = [
+     "@com_google_absl//absl/strings",
+     "@com_google_absl//absl/types:optional",
+     "@com_google_absl//absl/types:span",
+-    "@local_config_tf//:libtensorflow_framework",
+-    "@local_config_tf//:tf_header_lib",
++    "@org_tensorflow//tensorflow/core:tensorflow_opensource",
+ ]
+ 
+ tf_kernel_library(
+diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
+index aa5e275..5eaff73 100644
+--- a/tensorflow_text/tftext.bzl
++++ b/tensorflow_text/tftext.bzl
+@@ -44,8 +44,7 @@ def py_tf_text_library(
+         copts = [ "-pthread", ],
          alwayslink = 1,
          deps = cc_op_kernels + [
 -            "@local_config_tf//:libtensorflow_framework",
@@ -9,3 +25,33 @@
 +            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
          ],
      )
+ 
+@@ -55,8 +54,7 @@ def py_tf_text_library(
+         linkshared = 1,
+         deps = [
+             ":" + library_name,
+-            "@local_config_tf//:libtensorflow_framework",
+-            "@local_config_tf//:tf_header_lib",
++            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
+         ],
+     )
+ 
+diff --git a/third_party/icu/data/normalization_data.c b/third_party/icu/data/normalization_data.c
+index 0048e20..f5f75cb 100644
+--- a/third_party/icu/data/normalization_data.c
++++ b/third_party/icu/data/normalization_data.c
+@@ -7,7 +7,7 @@ U_CDECL_BEGIN
+ const struct {
+     double bogus;
+     uint8_t bytes[163760]; 
+-} icudt64l_dat={ 0.0, {
++} icudt64l_data={ 0.0, {
+ 144,0,218,39,20,0,0,0,0,0,2,0,67,109,110,68,
+ 1,0,0,0,3,0,0,0,32,67,111,112,121,114,105,103,
+ 104,116,32,40,67,41,32,50,48,49,54,32,97,110,100,32,
+@@ -10246,4 +10246,4 @@ const struct {
+ }
+ };
+ U_CDECL_END
+-U_CAPI const void * U_EXPORT2 uprv_getICUData_other() { return icudt64l_dat.bytes; }
++U_CAPI const void * U_EXPORT2 uprv_getICUData_other() { return icudt64l_data.bytes; }

From d50aa2b0b986b11368ddcf6b6eb20b9381af474c Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 29 Jan 2020 16:14:27 -0800
Subject: [PATCH 3647/8103] Remove SessionBundleSourceAdapter as we load
 Session bundles via SavedModelBundleSourceAdapter (that internally
 up-converts to SavedModel).

PiperOrigin-RevId: 292239943
---
 tensorflow_serving/model_servers/BUILD        |  5 --
 .../get_model_status_impl_test.cc             |  1 -
 .../http_rest_api_handler_test.cc             |  1 -
 .../model_servers/server_core.cc              |  2 -
 .../test_util/server_core_test_util.h         |  4 -
 tensorflow_serving/servables/tensorflow/BUILD | 21 -----
 .../servables/tensorflow/oss/BUILD            | 32 -------
 .../oss/session_bundle_source_adapter_test.cc | 89 -------------------
 .../session_bundle_source_adapter.cc          | 78 ----------------
 .../session_bundle_source_adapter.h           | 59 ------------
 10 files changed, 292 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/oss/BUILD
 delete mode 100644 tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 0702dafbea0..b15ae380b36 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -88,8 +88,6 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/util:event_bus",
@@ -164,7 +162,6 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -189,7 +186,6 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_github_tencent_rapidjson//:rapidjson",
         "@com_google_absl//absl/strings",
@@ -310,7 +306,6 @@ TENSORFLOW_DEPS = [
     "//tensorflow_serving/servables/tensorflow:multi_inference",
     "//tensorflow_serving/servables/tensorflow:regression_service",
     "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
-    "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
     "//tensorflow_serving/servables/tensorflow:predict_impl",
 ]
 
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index d8c1b64d5bd..9478becad07 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -27,7 +27,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/status.pb.h"
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 41828d496b1..c62d89bfbdf 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -39,7 +39,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 2e7e0acbc8c..b2b65ca9e67 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -28,8 +28,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.h b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
index 5150f59ce0a..d8386facf6d 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.h
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
@@ -39,8 +39,6 @@ class ServerCoreTest : public ::testing::TestWithParam<std::tuple<int, bool>> {
  public:
   // The parameter of this test.
   enum TestType {
-    // SessionBundle is used on export.
-    SESSION_BUNDLE,
     // SavedModelBundle is used on export.
     SAVED_MODEL_BACKWARD_COMPATIBILITY,
     // SavedModelBundle is used on native Saved Model.
@@ -51,8 +49,6 @@ class ServerCoreTest : public ::testing::TestWithParam<std::tuple<int, bool>> {
 
   static string GetNameOfTestType(int test_type) {
     switch (static_cast<TestType>(test_type)) {
-      case SESSION_BUNDLE:
-        return "SESSION_BUNDLE";
       case SAVED_MODEL_BACKWARD_COMPATIBILITY:
         return "SAVED_MODEL_BACKWARD_COMPATIBILITY";
       case SAVED_MODEL:
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 12d18814bd1..1c333e9dd39 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -173,27 +173,6 @@ cc_test(
     ],
 )
 
-cc_library(
-    name = "session_bundle_source_adapter",
-    srcs = ["session_bundle_source_adapter.cc"],
-    hdrs = ["session_bundle_source_adapter.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":saved_model_bundle_factory",
-        ":session_bundle_source_adapter_cc_proto",
-        "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/core:simple_loader",
-        "//tensorflow_serving/core:source_adapter",
-        "//tensorflow_serving/core:storage_path",
-        "//tensorflow_serving/util:optional",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-    alwayslink = 1,
-)
-
 cc_library(
     name = "saved_model_bundle_source_adapter",
     srcs = ["saved_model_bundle_source_adapter.cc"],
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
deleted file mode 100644
index 9b110469511..00000000000
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ /dev/null
@@ -1,32 +0,0 @@
-load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
-
-package(
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-    features = ["-layering_check"],
-)
-
-licenses(["notice"])  # Apache 2.0
-
-oss_only_cc_test(
-    name = "session_bundle_source_adapter_test",
-    size = "medium",
-    srcs = ["session_bundle_source_adapter_test.cc"],
-    data = ["//tensorflow_serving/session_bundle:session_bundle_half_plus_two"],
-    # Link in all registered kernels.
-    linkstatic = 1,
-    deps = [
-        "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/core:servable_data",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/resources:resources_proto",
-        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_proto",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
diff --git a/tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
deleted file mode 100644
index 5d40737a443..00000000000
--- a/tensorflow_serving/servables/tensorflow/oss/session_bundle_source_adapter_test.cc
+++ /dev/null
@@ -1,89 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h"
-
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include <gmock/gmock.h>
-#include <gtest/gtest.h>
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow_serving/core/loader.h"
-#include "tensorflow_serving/core/servable_data.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using test_util::EqualsProto;
-
-class SessionBundleSourceAdapterTest : public ::testing::Test {
- protected:
-  SessionBundleSourceAdapterTest()
-      : export_dir_(test_util::GetTestSessionBundleExportPath()) {}
-
-  // Test data path, to be initialized to point at an export of half-plus-two.
-  const string export_dir_;
-
-  void TestSessionBundleSourceAdapter(
-      const SessionBundleSourceAdapterConfig& config) const {
-    std::unique_ptr<Loader> loader;
-    {
-      std::unique_ptr<SessionBundleSourceAdapter> adapter;
-      TF_CHECK_OK(SessionBundleSourceAdapter::Create(config, &adapter));
-      ServableData<std::unique_ptr<Loader>> loader_data =
-          adapter->AdaptOneVersion(
-              ServableData<StoragePath>({"", 0}, export_dir_));
-      TF_ASSERT_OK(loader_data.status());
-      loader = loader_data.ConsumeDataOrDie();
-
-      // Let the adapter fall out of scope and be deleted. The loader we got
-      // from it should be unaffected. Regression test coverage for b/30202207.
-    }
-
-    // We should get a non-empty resource estimate, and we should get the same
-    // value twice (via memoization).
-    ResourceAllocation first_resource_estimate;
-    TF_ASSERT_OK(loader->EstimateResources(&first_resource_estimate));
-    EXPECT_FALSE(first_resource_estimate.resource_quantities().empty());
-    ResourceAllocation second_resource_estimate;
-    TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
-    EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
-
-    Status status = loader->Load();
-    EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code());
-    EXPECT_THAT(
-        status.ToString(),
-        ::testing::HasSubstr("Session Bundle is deprecated and removed."));
-  }
-};
-
-TEST_F(SessionBundleSourceAdapterTest, Basic) {
-  const SessionBundleSourceAdapterConfig config;
-  TestSessionBundleSourceAdapter(config);
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
deleted file mode 100644
index 224b459701b..00000000000
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.cc
+++ /dev/null
@@ -1,78 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h"
-
-#include <memory>
-#include <string>
-
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow_serving/core/simple_loader.h"
-#include "tensorflow_serving/util/optional.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status SessionBundleSourceAdapter::Create(
-    const SessionBundleSourceAdapterConfig& config,
-    std::unique_ptr<SessionBundleSourceAdapter>* adapter) {
-  std::unique_ptr<SavedModelBundleFactory> bundle_factory;
-  TF_RETURN_IF_ERROR(
-      SavedModelBundleFactory::Create(config.config(), &bundle_factory));
-  adapter->reset(new SessionBundleSourceAdapter(std::move(bundle_factory)));
-  return Status::OK();
-}
-
-SessionBundleSourceAdapter::~SessionBundleSourceAdapter() { Detach(); }
-
-SessionBundleSourceAdapter::SessionBundleSourceAdapter(
-    std::unique_ptr<SavedModelBundleFactory> bundle_factory)
-    : bundle_factory_(std::move(bundle_factory)) {}
-
-Status SessionBundleSourceAdapter::Convert(const StoragePath& path,
-                                           std::unique_ptr<Loader>* loader) {
-  std::shared_ptr<SavedModelBundleFactory> bundle_factory = bundle_factory_;
-  auto servable_creator = [bundle_factory,
-                           path](std::unique_ptr<SavedModelBundle>* bundle) {
-    return bundle_factory->CreateSavedModelBundle(path, bundle);
-  };
-  auto resource_estimator = [bundle_factory,
-                             path](ResourceAllocation* estimate) {
-    return bundle_factory->EstimateResourceRequirement(path, estimate);
-  };
-  loader->reset(
-      new SimpleLoader<SavedModelBundle>(servable_creator, resource_estimator));
-  return Status::OK();
-}
-
-// Register the source adapter.
-class SessionBundleSourceAdapterCreator {
- public:
-  static Status Create(
-      const SessionBundleSourceAdapterConfig& config,
-      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
-          adapter) {
-    std::unique_ptr<SavedModelBundleFactory> bundle_factory;
-    TF_RETURN_IF_ERROR(
-        SavedModelBundleFactory::Create(config.config(), &bundle_factory));
-    adapter->reset(new SessionBundleSourceAdapter(std::move(bundle_factory)));
-    return Status::OK();
-  }
-};
-REGISTER_STORAGE_PATH_SOURCE_ADAPTER(SessionBundleSourceAdapterCreator,
-                                     SessionBundleSourceAdapterConfig);
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
deleted file mode 100644
index f90fd33f938..00000000000
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.h
+++ /dev/null
@@ -1,59 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_SOURCE_ADAPTER_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_SOURCE_ADAPTER_H_
-
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow_serving/core/loader.h"
-#include "tensorflow_serving/core/source_adapter.h"
-#include "tensorflow_serving/core/storage_path.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
-
-namespace tensorflow {
-namespace serving {
-
-// A SourceAdapter that creates SessionBundle Loaders from export paths. It
-// keeps a SessionBundleFactory as its state, which may house a batch scheduler
-// that is shared across all of the session bundles it emits.
-class SessionBundleSourceAdapter final
-    : public UnarySourceAdapter<StoragePath, std::unique_ptr<Loader>> {
- public:
-  static Status Create(const SessionBundleSourceAdapterConfig& config,
-                       std::unique_ptr<SessionBundleSourceAdapter>* adapter);
-
-  ~SessionBundleSourceAdapter() override;
-
- private:
-  friend class SessionBundleSourceAdapterCreator;
-
-  explicit SessionBundleSourceAdapter(
-      std::unique_ptr<SavedModelBundleFactory> bundle_factory);
-
-  Status Convert(const StoragePath& path,
-                 std::unique_ptr<Loader>* loader) override;
-
-  // We use a shared ptr to share ownership with Loaders we emit, in case they
-  // outlive this object.
-  std::shared_ptr<SavedModelBundleFactory> bundle_factory_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(SessionBundleSourceAdapter);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SESSION_BUNDLE_SOURCE_ADAPTER_H_

From 04d0f7e5b76ec0aa0c39b8e8d53db861c9f209bd Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 30 Jan 2020 14:13:55 -0800
Subject: [PATCH 3648/8103] Remove option to create session bundle based
 platform config.

SavedModelBundleSourceAdapter config (in platform config) is
capable of loading both session bundle and savedmodel formats.

PiperOrigin-RevId: 292422304
---
 tensorflow_serving/model_servers/BUILD        |  1 -
 .../get_model_status_impl_test.cc             |  4 +-
 .../http_rest_api_handler_test.cc             |  4 +-
 .../model_servers/platform_config_util.cc     | 19 +++------
 .../model_servers/platform_config_util.h      |  7 ++--
 tensorflow_serving/model_servers/server.cc    |  6 +--
 .../test_util/server_core_test_util.cc        | 42 ++++++++-----------
 .../test_util/server_core_test_util.h         |  6 +--
 .../tensorflow/classification_service_test.cc |  2 +-
 .../get_model_metadata_impl_test.cc           |  2 +-
 .../tensorflow/multi_inference_helper_test.cc |  4 +-
 .../tensorflow/multi_inference_test.cc        |  4 +-
 .../servables/tensorflow/predict_impl_test.cc |  4 +-
 .../servables/tensorflow/predict_util_test.cc | 13 +++---
 .../tensorflow/regression_service_test.cc     |  2 +-
 15 files changed, 49 insertions(+), 71 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index b15ae380b36..6f8d598aafa 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -59,7 +59,6 @@ cc_library(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
     ],
 )
 
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 9478becad07..9002a8526c4 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -68,8 +68,8 @@ class GetModelStatusImplTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
 
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), true /* use_saved_model */);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index c62d89bfbdf..687480ca55b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -94,8 +94,8 @@ class HttpRestApiHandlerTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
 
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), true /* use_saved_model */);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/model_servers/platform_config_util.cc b/tensorflow_serving/model_servers/platform_config_util.cc
index ca555c37374..a0906d66328 100644
--- a/tensorflow_serving/model_servers/platform_config_util.cc
+++ b/tensorflow_serving/model_servers/platform_config_util.cc
@@ -18,27 +18,18 @@ limitations under the License.
 #include "google/protobuf/any.pb.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 
 namespace tensorflow {
 namespace serving {
 
 PlatformConfigMap CreateTensorFlowPlatformConfigMap(
-    const SessionBundleConfig& session_bundle_config, bool use_saved_model) {
+    const SessionBundleConfig& session_bundle_config) {
   PlatformConfigMap platform_config_map;
   ::google::protobuf::Any source_adapter_config;
-  if (use_saved_model) {
-    SavedModelBundleSourceAdapterConfig
-        saved_model_bundle_source_adapter_config;
-    *saved_model_bundle_source_adapter_config.mutable_legacy_config() =
-        session_bundle_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-  } else {
-    SessionBundleSourceAdapterConfig session_bundle_source_adapter_config;
-    *session_bundle_source_adapter_config.mutable_config() =
-        session_bundle_config;
-    source_adapter_config.PackFrom(session_bundle_source_adapter_config);
-  }
+  SavedModelBundleSourceAdapterConfig saved_model_bundle_source_adapter_config;
+  *saved_model_bundle_source_adapter_config.mutable_legacy_config() =
+      session_bundle_config;
+  source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
   (*(*platform_config_map.mutable_platform_configs())[kTensorFlowModelPlatform]
         .mutable_source_adapter_config()) = source_adapter_config;
   return platform_config_map;
diff --git a/tensorflow_serving/model_servers/platform_config_util.h b/tensorflow_serving/model_servers/platform_config_util.h
index 7f9de4299ff..5374e391e3b 100644
--- a/tensorflow_serving/model_servers/platform_config_util.h
+++ b/tensorflow_serving/model_servers/platform_config_util.h
@@ -23,11 +23,10 @@ namespace tensorflow {
 namespace serving {
 
 // Creates a PlatformConfigMap containing a single entry with the key as
-// kTensorFlowModelPlatform and the value as a SourceAdapter config proto for
-// one of {SessionBundleSourceAdapter, SavedModelBundleSourceAdapter} (based
-// on 'use_saved_model' using 'session_bundle_config'.
+// kTensorFlowModelPlatform and the value as a SourceAdapter config proto
+// for SavedModelBundleSourceAdapter.
 PlatformConfigMap CreateTensorFlowPlatformConfigMap(
-    const SessionBundleConfig& session_bundle_config, bool use_saved_model);
+    const SessionBundleConfig& session_bundle_config);
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 5742616935a..a47dee9a893 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -179,8 +179,6 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
 }
 
 Status Server::BuildAndStart(const Options& server_options) {
-  const bool use_saved_model = true;
-
   if (server_options.grpc_port == 0) {
     return errors::InvalidArgument("server_options.grpc_port is not set.");
   }
@@ -269,8 +267,8 @@ Status Server::BuildAndStart(const Options& server_options) {
     session_bundle_config.set_remove_unused_fields_from_bundle_metagraph(
         server_options.remove_unused_fields_from_bundle_metagraph);
     session_bundle_config.set_use_tflite_model(server_options.use_tflite_model);
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        session_bundle_config, use_saved_model);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
     TF_RETURN_IF_ERROR(ParseProtoTextFile<PlatformConfigMap>(
         server_options.platform_config_file, &options.platform_config_map));
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index 136fef792ab..839472eb72b 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -40,7 +40,22 @@ void AddSessionRunLoadThreadPool(SessionBundleConfig* const bundle_config) {
   bundle_config->mutable_session_run_load_threadpool_index()->set_value(1);
 }
 
-ServerCore::Options GetDefaultOptions(const bool use_saved_model) {
+}  // namespace
+
+Status CreateServerCore(const ModelServerConfig& config,
+                        ServerCore::Options options,
+                        std::unique_ptr<ServerCore>* server_core) {
+  options.model_server_config = config;
+  return ServerCore::Create(std::move(options), server_core);
+}
+
+Status CreateServerCore(const ModelServerConfig& config,
+                        std::unique_ptr<ServerCore>* server_core) {
+  return CreateServerCore(config, ServerCoreTest::GetDefaultOptions(),
+                          server_core);
+}
+
+ServerCore::Options ServerCoreTest::GetDefaultOptions() {
   ServerCore::Options options;
   options.file_system_poll_wait_seconds = 1;
   // Reduce the number of initial load threads to be num_load_threads to avoid
@@ -58,7 +73,7 @@ ServerCore::Options GetDefaultOptions(const bool use_saved_model) {
   AddSessionRunLoadThreadPool(&bundle_config);
 
   options.platform_config_map =
-      CreateTensorFlowPlatformConfigMap(bundle_config, use_saved_model);
+      CreateTensorFlowPlatformConfigMap(bundle_config);
   ::google::protobuf::Any fake_source_adapter_config;
   fake_source_adapter_config.PackFrom(
       test_util::FakeLoaderSourceAdapterConfig());
@@ -68,21 +83,6 @@ ServerCore::Options GetDefaultOptions(const bool use_saved_model) {
   return options;
 }
 
-}  // namespace
-
-Status CreateServerCore(const ModelServerConfig& config,
-                        ServerCore::Options options,
-                        std::unique_ptr<ServerCore>* server_core) {
-  options.model_server_config = config;
-  return ServerCore::Create(std::move(options), server_core);
-}
-
-Status CreateServerCore(const ModelServerConfig& config,
-                        std::unique_ptr<ServerCore>* server_core) {
-  return CreateServerCore(config, GetDefaultOptions(true /*use_saved_model */),
-                          server_core);
-}
-
 ModelServerConfig ServerCoreTest::GetTestModelServerConfigForFakePlatform() {
   ModelServerConfig config = GetTestModelServerConfigForTensorflowPlatform();
   ModelConfig* model_config =
@@ -129,14 +129,6 @@ void ServerCoreTest::SwitchToHalfPlusTwoWith2Versions(
   }
 }
 
-ServerCore::Options ServerCoreTest::GetDefaultOptions() {
-  // Model platforms.
-  const TestType test_type = GetTestType();
-  const bool use_saved_model = test_type == SAVED_MODEL ||
-                               test_type == SAVED_MODEL_BACKWARD_COMPATIBILITY;
-  return test_util::GetDefaultOptions(use_saved_model);
-}
-
 Status ServerCoreTest::CreateServerCore(
     const ModelServerConfig& config, ServerCore::Options options,
     std::unique_ptr<ServerCore>* server_core) {
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.h b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
index d8386facf6d..102bdc3acb2 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.h
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
@@ -58,6 +58,9 @@ class ServerCoreTest : public ::testing::TestWithParam<std::tuple<int, bool>> {
     }
   }
 
+  // Creates some reasonable default ServerCore options for tests.
+  static ServerCore::Options GetDefaultOptions();
+
  protected:
   // Returns ModelServerConfig that contains test model for the fake platform.
   ModelServerConfig GetTestModelServerConfigForFakePlatform();
@@ -70,9 +73,6 @@ class ServerCoreTest : public ::testing::TestWithParam<std::tuple<int, bool>> {
   // of half-plus-two that has two versions instead of one.
   void SwitchToHalfPlusTwoWith2Versions(ModelServerConfig* config);
 
-  // Creates some reasonable default ServerCore options for tests.
-  ServerCore::Options GetDefaultOptions();
-
   // Creates a ServerCore object configured with both a fake platform and the
   // tensorflow platform, using the supplied options.
   Status CreateServerCore(const ModelServerConfig& config,
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 00bf58d61b8..382ed1230ff 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -55,7 +55,7 @@ class ClassificationServiceTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
     options.platform_config_map =
-        CreateTensorFlowPlatformConfigMap(SessionBundleConfig(), true);
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index e86a8308f90..dae2aaf8689 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -85,7 +85,7 @@ class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
     ServerCore::Options options;
     options.model_server_config = config;
     options.platform_config_map =
-        CreateTensorFlowPlatformConfigMap(SessionBundleConfig(), true);
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 11ce1031aed..121e540dd8c 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -61,8 +61,8 @@ class MultiInferenceTest : public ::testing::Test {
     // unspecified so the default servable_state_monitor_creator will be used.
     ServerCore::Options options;
     options.model_server_config = config;
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), true /* use_saved_model */);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index c7e77063cba..81adeaecbd9 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -61,8 +61,8 @@ class MultiInferenceTest : public ::testing::Test {
     // unspecified so the default servable_state_monitor_creator will be used.
     ServerCore::Options options;
     options.model_server_config = config;
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), true /* use_saved_model */);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 9c4429d3614..97c95e62a7d 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -70,8 +70,8 @@ class PredictImplTest : public ::testing::Test {
     // unspecified so the default servable_state_monitor_creator will be used.
     ServerCore::Options options;
     options.model_server_config = config;
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), /*use_saved_model=*/true);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index b79a290fee8..d32d5a3c3fe 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -41,24 +41,23 @@ constexpr int kTestModelVersion = 123;
 const char kInputTensorKey[] = "x";
 const char kOutputTensorKey[] = "y";
 
-// Parameter is 'bool use_saved_model'.
 class PredictImplTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
     if (!IsTensorflowServingOSS()) {
       const string bad_half_plus_two_path = test_util::TestSrcDirPath(
           "/servables/tensorflow/testdata/bad_half_plus_two");
-      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path, true,
+      TF_ASSERT_OK(CreateServerCore(bad_half_plus_two_path,
                                     &saved_model_server_core_bad_model_));
     }
 
     TF_ASSERT_OK(CreateServerCore(test_util::TensorflowTestSrcDirPath(
                                       "cc/saved_model/testdata/half_plus_two"),
-                                  true, &saved_model_server_core_));
+                                  &saved_model_server_core_));
     TF_ASSERT_OK(CreateServerCore(
         test_util::TestSrcDirPath(
             "/servables/tensorflow/testdata/saved_model_counter"),
-        true, &saved_model_server_core_counter_model_));
+        &saved_model_server_core_counter_model_));
   }
 
   static void TearDownTestSuite() {
@@ -68,7 +67,7 @@ class PredictImplTest : public ::testing::Test {
   }
 
  protected:
-  static Status CreateServerCore(const string& model_path, bool use_saved_model,
+  static Status CreateServerCore(const string& model_path,
                                  std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
@@ -80,8 +79,8 @@ class PredictImplTest : public ::testing::Test {
     // unspecified so the default servable_state_monitor_creator will be used.
     ServerCore::Options options;
     options.model_server_config = config;
-    options.platform_config_map = CreateTensorFlowPlatformConfigMap(
-        SessionBundleConfig(), use_saved_model);
+    options.platform_config_map =
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index a34d651f42e..a7b8a9ea67d 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -55,7 +55,7 @@ class RegressionServiceTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
     options.platform_config_map =
-        CreateTensorFlowPlatformConfigMap(SessionBundleConfig(), true);
+        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
     // Reduce the number of initial load threads to be num_load_threads to avoid

From 4774fd838bd34605f24110ad0b9820b17a542687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jan 2020 14:37:40 -0800
Subject: [PATCH 3649/8103] Cleaning up BUILD visibility for
 tf_pyclif_proto_library intermediate targets, part 2.

This backs out CL 272904639 now that the deps have been fixed.

PiperOrigin-RevId: 292426974
---
 tensorflow_serving/apis/BUILD | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f3eeeaaead7..56ed22dd027 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -64,7 +64,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "input_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":input_proto",
     proto_srcfile = "input.proto",
 )
@@ -92,7 +91,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "model_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":model_proto",
     proto_srcfile = "model.proto",
 )
@@ -188,7 +186,6 @@ py_library(
 
 tf_pyclif_proto_library(
     name = "predict_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":predict_proto",
     proto_srcfile = "predict.proto",
 )
@@ -293,7 +290,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "classification_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":classification_proto",
     proto_srcfile = "classification.proto",
 )
@@ -329,7 +325,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "inference_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":inference_proto",
     proto_srcfile = "inference.proto",
 )
@@ -383,7 +378,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "regression_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":regression_proto",
     proto_srcfile = "regression.proto",
 )

From 8ed3ceea985529a350290cf782cb34c3c66827d4 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 30 Jan 2020 18:27:46 -0800
Subject: [PATCH 3650/8103] Use SavedModelBundleSourceAdapterConfig instead of
 SessionBundleSourceAdapterConfig proto, and delete the latter proto (now that
 its unused).

PiperOrigin-RevId: 292465541
---
 .../model_servers/test_util/BUILD             |  1 -
 .../test_util/server_core_test_util.cc        |  1 -
 tensorflow_serving/servables/tensorflow/BUILD | 20 ++-----------------
 .../get_model_metadata_impl_test.cc           |  1 -
 .../servables/tensorflow/predict_util_test.cc |  1 -
 .../saved_model_bundle_source_adapter.cc      |  4 ++--
 .../saved_model_bundle_source_adapter.h       |  6 +-----
 .../saved_model_bundle_source_adapter_test.cc | 19 +++++++++---------
 .../session_bundle_source_adapter.proto       | 10 ----------
 .../servables/tensorflow/simple_servers.cc    |  4 ++--
 10 files changed, 17 insertions(+), 50 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.proto

diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 7c0dd3e404f..971868613bb 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -82,7 +82,6 @@ cc_library(
         "//tensorflow_serving/model_servers:server_core",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:test",
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index 839472eb72b..c8eaa846f92 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 1c333e9dd39..503d3d7a82b 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -184,7 +184,6 @@ cc_library(
         ":saved_model_bundle_factory",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":saved_model_warmup",
-        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
@@ -212,8 +211,8 @@ cc_test(
     deps = [
         ":bundle_factory_test_util",
         ":saved_model_bundle_source_adapter",
+        ":saved_model_bundle_source_adapter_cc_proto",
         ":session_bundle_config_cc_proto",
-        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core/test_util:session_test_util",
@@ -228,18 +227,6 @@ cc_test(
     ],
 )
 
-serving_proto_library(
-    name = "session_bundle_source_adapter_proto",
-    srcs = ["session_bundle_source_adapter.proto"],
-    cc_api_version = 2,
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":session_bundle_config_proto",
-    ],
-)
-
 serving_proto_library(
     name = "saved_model_bundle_source_adapter_proto",
     srcs = ["saved_model_bundle_source_adapter.proto"],
@@ -261,7 +248,7 @@ cc_library(
     ],
     deps = [
         ":saved_model_bundle_source_adapter",
-        ":session_bundle_source_adapter_cc_proto",
+        ":saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager_builder",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core:loader",
@@ -422,7 +409,6 @@ cc_test(
         ":predict_impl",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":session_bundle_config_cc_proto",
-        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -472,7 +458,6 @@ cc_test(
         ":predict_util",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":session_bundle_config_cc_proto",
-        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -518,7 +503,6 @@ cc_test(
         ":get_model_metadata_impl",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":session_bundle_config_cc_proto",
-        ":session_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index dae2aaf8689..4392262c1a4 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -39,7 +39,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index d32d5a3c3fe..a819dea266f 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -27,7 +27,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index f272698ebbf..28b412fa28e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -32,11 +32,11 @@ namespace tensorflow {
 namespace serving {
 
 Status SavedModelBundleSourceAdapter::Create(
-    const SessionBundleSourceAdapterConfig& config,
+    const SavedModelBundleSourceAdapterConfig& config,
     std::unique_ptr<SavedModelBundleSourceAdapter>* adapter) {
   std::unique_ptr<SavedModelBundleFactory> bundle_factory;
   TF_RETURN_IF_ERROR(
-      SavedModelBundleFactory::Create(config.config(), &bundle_factory));
+      SavedModelBundleFactory::Create(config.legacy_config(), &bundle_factory));
   adapter->reset(new SavedModelBundleSourceAdapter(std::move(bundle_factory)));
   return Status::OK();
 }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
index 37606bdfafb..bfd3abda034 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h
@@ -25,7 +25,6 @@ limitations under the License.
 #include "tensorflow_serving/core/storage_path.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -36,10 +35,7 @@ namespace serving {
 class SavedModelBundleSourceAdapter final
     : public UnarySourceAdapter<StoragePath, std::unique_ptr<Loader>> {
  public:
-  // TODO(b/32248363): Switch to SavedModelBundleSourceAdapterConfig after we
-  // switch Model Server to Saved Model and populate the "real" fields of
-  // SavedModelBundleSourceAdapterConfig.
-  static Status Create(const SessionBundleSourceAdapterConfig& config,
+  static Status Create(const SavedModelBundleSourceAdapterConfig& config,
                        std::unique_ptr<SavedModelBundleSourceAdapter>* adapter);
 
   ~SavedModelBundleSourceAdapter() override;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 45adffc7f58..da1f3309d2a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -33,8 +33,8 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
@@ -57,18 +57,18 @@ class SavedModelBundleSourceAdapterTest
 
     ram_resource_ = resource_util_->CreateBoundResource(
         device_types::kMain, resource_kinds::kRamBytes);
-    config_.mutable_config()->set_enable_model_warmup(EnableWarmup());
+    config_.mutable_legacy_config()->set_enable_model_warmup(EnableWarmup());
     if (EnableNumRequestIterations()) {
-      config_.mutable_config()
+      config_.mutable_legacy_config()
           ->mutable_model_warmup_options()
           ->mutable_num_request_iterations()
           ->set_value(2);
     }
 
-    config_.mutable_config()->set_enable_session_metadata(
+    config_.mutable_legacy_config()->set_enable_session_metadata(
         EnableSessionMetadata());
 
-    config_.mutable_config()->set_session_target(
+    config_.mutable_legacy_config()->set_session_target(
         test_util::kNewSessionHookSessionTargetPrefix);
     test_util::SetNewSessionHook([&](const SessionOptions& session_options) {
       EXPECT_EQ(EnableSessionMetadata(),
@@ -119,7 +119,8 @@ class SavedModelBundleSourceAdapterTest
     resource_util_->SetQuantity(
         ram_resource_,
         resource_util_->GetQuantity(ram_resource_, first_resource_estimate) -
-            config_.config().experimental_transient_ram_bytes_during_load(),
+            config_.legacy_config()
+                .experimental_transient_ram_bytes_during_load(),
         &expected_post_load_resource_estimate);
     ResourceAllocation actual_post_load_resource_estimate;
     TF_ASSERT_OK(
@@ -139,12 +140,12 @@ class SavedModelBundleSourceAdapterTest
 
   std::unique_ptr<ResourceUtil> resource_util_;
   Resource ram_resource_;
-  SessionBundleSourceAdapterConfig config_;
+  SavedModelBundleSourceAdapterConfig config_;
 };
 
 TEST_P(SavedModelBundleSourceAdapterTest, Basic) {
-  config_.mutable_config()->set_experimental_transient_ram_bytes_during_load(
-      42);
+  config_.mutable_legacy_config()
+      ->set_experimental_transient_ram_bytes_during_load(42);
 
   TestSavedModelBundleSourceAdapter(test_util::GetTestSavedModelPath());
 }
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.proto b/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.proto
deleted file mode 100644
index d1fb90902e8..00000000000
--- a/tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.proto
+++ /dev/null
@@ -1,10 +0,0 @@
-syntax = "proto3";
-
-import "tensorflow_serving/servables/tensorflow/session_bundle_config.proto";
-
-package tensorflow.serving;
-
-// Config proto for SessionBundleSourceAdapter.
-message SessionBundleSourceAdapterConfig {
-  SessionBundleConfig config = 1;
-}
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index 1cb8904858c..cb238b053b4 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -29,7 +29,7 @@ limitations under the License.
 #include "tensorflow_serving/core/storage_path.h"
 #include "tensorflow_serving/core/target.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 
@@ -66,7 +66,7 @@ Status CreateStoragePathSource(
 // the Target.
 Status CreateSavedModelBundleSource(
     std::unique_ptr<SavedModelBundleSourceAdapter>* source) {
-  SessionBundleSourceAdapterConfig config;
+  SavedModelBundleSourceAdapterConfig config;
   TF_RETURN_IF_ERROR(SavedModelBundleSourceAdapter::Create(config, source));
 
   return Status::OK();

From 8aa38bd41bed02d45a55de4be9fb3b1e67ef79ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jan 2020 18:29:01 -0800
Subject: [PATCH 3651/8103] Automated rollback of commit
 4774fd838bd34605f24110ad0b9820b17a542687

PiperOrigin-RevId: 292465657
---
 tensorflow_serving/apis/BUILD | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 56ed22dd027..f3eeeaaead7 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -64,6 +64,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "input_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":input_proto",
     proto_srcfile = "input.proto",
 )
@@ -91,6 +92,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "model_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":model_proto",
     proto_srcfile = "model.proto",
 )
@@ -186,6 +188,7 @@ py_library(
 
 tf_pyclif_proto_library(
     name = "predict_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":predict_proto",
     proto_srcfile = "predict.proto",
 )
@@ -290,6 +293,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "classification_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":classification_proto",
     proto_srcfile = "classification.proto",
 )
@@ -325,6 +329,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "inference_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":inference_proto",
     proto_srcfile = "inference.proto",
 )
@@ -378,6 +383,7 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "regression_pyclif",
+    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":regression_proto",
     proto_srcfile = "regression.proto",
 )

From 4de4c7b6d2f5932f8f2be939335e38c94f1f2dac Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 31 Jan 2020 13:04:28 -0800
Subject: [PATCH 3652/8103] Fix docs to refer to
 `SavedModelBundleSourceAdatperConfig` as `SessionBundleSourceAdapterConfig`
 does not exists anymore.

PiperOrigin-RevId: 292601142
---
 tensorflow_serving/g3doc/custom_source.md    | 2 +-
 tensorflow_serving/g3doc/serving_advanced.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/custom_source.md b/tensorflow_serving/g3doc/custom_source.md
index 8b45db41efc..c42ed73fdad 100644
--- a/tensorflow_serving/g3doc/custom_source.md
+++ b/tensorflow_serving/g3doc/custom_source.md
@@ -102,7 +102,7 @@ Then, create a `SavedModelBundle` source adapter and plug it into the manager:
 
 ```c++
 std::unique_ptr<SavedModelBundleSourceAdapter> bundle_adapter;
-SessionBundleSourceAdapterConfig config;
+SavedModelBundleSourceAdapterConfig config;
 // ... populate 'config' with TensorFlow options.
 TF_CHECK_OK(SavedModelBundleSourceAdapter::Create(config, &bundle_adapter));
 ConnectSourceToTarget(bundle_adapter.get(), manager.get());
diff --git a/tensorflow_serving/g3doc/serving_advanced.md b/tensorflow_serving/g3doc/serving_advanced.md
index 81c0435c638..fd7b1262c6f 100644
--- a/tensorflow_serving/g3doc/serving_advanced.md
+++ b/tensorflow_serving/g3doc/serving_advanced.md
@@ -27,7 +27,7 @@ This tutorial steps through the following tasks:
 
 1.  Train and export a TensorFlow model.
 2.  Manage model versioning with TensorFlow Serving `ServerCore`.
-3.  Configure batching using `SessionBundleSourceAdapterConfig`.
+3.  Configure batching using `SavedModelBundleSourceAdapterConfig`.
 4.  Serve request with TensorFlow Serving `ServerCore`.
 5.  Run and test the service.
 

From 1a36026198df5f7dec1e626ef9b112fecdd2916b Mon Sep 17 00:00:00 2001
From: Eugene Brevdo <ebrevdo@google.com>
Date: Sat, 1 Feb 2020 11:54:22 -0800
Subject: [PATCH 3653/8103] Update minimum bazel version to 1.2.1.

PiperOrigin-RevId: 292721996
---
 .bazelrc                               |  6 ++--
 WORKSPACE                              | 16 +++++++++-
 tensorflow_serving/model_servers/BUILD | 41 +++++++++++++-------------
 3 files changed, 39 insertions(+), 24 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 84c1eb849ef..9e0dc33073f 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -23,8 +23,8 @@ build:nativeopt --copt=-march=native
 build:nativeopt --host_copt=-march=native
 build:nativeopt --copt=-O3
 
-build --action_env PYTHON_BIN_PATH="/usr/bin/python"
-build --define PYTHON_BIN_PATH=/usr/bin/python
+build --action_env PYTHON_BIN_PATH="/usr/bin/python3"
+build --define PYTHON_BIN_PATH=/usr/bin/python3
 
 build --spawn_strategy=standalone
 build --genrule_strategy=standalone
@@ -40,7 +40,7 @@ build -c opt
 build --cxxopt=-std=c++14
 build --host_cxxopt=-std=c++14
 
-# Adding --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
+# Adding "--cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
 # compilation options. It also addresses memory use due to
 # copy-on-write semantics of std::strings of the older ABI.
 build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
diff --git a/WORKSPACE b/WORKSPACE
index e8c09a09dc4..9c85c1dd93c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,6 +15,20 @@ tensorflow_http_archive(
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
+
+
+load("@org_tensorflow//third_party/toolchains/preconfig/generate:archives.bzl",
+     "bazel_toolchains_archive")
+
+bazel_toolchains_archive()
+
+load(
+    "@bazel_toolchains//repositories:repositories.bzl",
+    bazel_toolchains_repositories = "repositories",
+)
+
+bazel_toolchains_repositories()
+
 # START: Upstream TensorFlow dependencies
 # TensorFlow build depends on these dependencies.
 # Needs to be in-sync with TensorFlow sources.
@@ -40,4 +54,4 @@ tf_serving_workspace()
 
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
-check_bazel_version_at_least("0.24.1")
+check_bazel_version_at_least("1.2.1")
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 6f8d598aafa..45a86bf283c 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -2,7 +2,7 @@
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
-load("@bazel_tools//tools/build_defs/pkg:pkg.bzl", "pkg_deb", "pkg_tar")
+load("@bazel_tools//tools/build_defs/pkg:pkg.bzl", "pkg_tar")
 
 package(
     default_visibility = [
@@ -456,24 +456,25 @@ pkg_tar(
     package_dir = "/usr/bin",
 )
 
+# TODO(b/148694084): Re-enable the deb packages.
 # Build with '-c opt --copt=-mavx --copt=-msse4.2'
-pkg_deb(
-    name = "tensorflow_model_server_deb",
-    data = ":tensorflow_model_server_tar",
-    description = "TensorFlow Serving ModelServer",
-    homepage = "https://github.com/tensorflow/serving",
-    maintainer = "TensorFlow Serving team",
-    package = "tensorflow-model-server",
-    version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
-)
+# pkg_deb(
+#     name = "tensorflow_model_server_deb",
+#     data = ":tensorflow_model_server_tar",
+#     description = "TensorFlow Serving ModelServer",
+#     homepage = "https://github.com/tensorflow/serving",
+#     maintainer = "TensorFlow Serving team",
+#     package = "tensorflow-model-server",
+#     version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
+# )
 
-# Build with '-c opt'
-pkg_deb(
-    name = "tensorflow_model_server_universal_deb",
-    data = ":tensorflow_model_server_tar",
-    description = "TensorFlow Serving ModelServer",
-    homepage = "https://github.com/tensorflow/serving",
-    maintainer = "TensorFlow Serving team",
-    package = "tensorflow-model-server-universal",
-    version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
-)
+# # Build with '-c opt'
+# pkg_deb(
+#     name = "tensorflow_model_server_universal_deb",
+#     data = ":tensorflow_model_server_tar",
+#     description = "TensorFlow Serving ModelServer",
+#     homepage = "https://github.com/tensorflow/serving",
+#     maintainer = "TensorFlow Serving team",
+#     package = "tensorflow-model-server-universal",
+#     version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
+# )

From befd6c65a28f6499a459533bbc1ecdc45d1fbb0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Feb 2020 03:33:30 -0800
Subject: [PATCH 3654/8103] Automated rollback of commit
 8aa38bd41bed02d45a55de4be9fb3b1e67ef79ed

PiperOrigin-RevId: 292887306
---
 tensorflow_serving/apis/BUILD | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f3eeeaaead7..56ed22dd027 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -64,7 +64,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "input_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":input_proto",
     proto_srcfile = "input.proto",
 )
@@ -92,7 +91,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "model_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":model_proto",
     proto_srcfile = "model.proto",
 )
@@ -188,7 +186,6 @@ py_library(
 
 tf_pyclif_proto_library(
     name = "predict_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":predict_proto",
     proto_srcfile = "predict.proto",
 )
@@ -293,7 +290,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "classification_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":classification_proto",
     proto_srcfile = "classification.proto",
 )
@@ -329,7 +325,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "inference_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":inference_proto",
     proto_srcfile = "inference.proto",
 )
@@ -383,7 +378,6 @@ serving_proto_library_py(
 
 tf_pyclif_proto_library(
     name = "regression_pyclif",
-    deprecated_proto_lib_visibility = True,  # TODO(b/136847937)
     proto_lib = ":regression_proto",
     proto_srcfile = "regression.proto",
 )

From 13d01fc64330ff883bd1553122d9fd114a5a7368 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 3 Feb 2020 13:39:27 -0800
Subject: [PATCH 3655/8103] Remove support for beta gRPC APIs (we are in TF 2.0
 world now).

PiperOrigin-RevId: 292993673
---
 .../apis/prediction_service_pb2.py            |  12 -
 tensorflow_serving/model_servers/BUILD        |  23 --
 .../tensorflow_model_server_beta_grpc_test.py | 386 ------------------
 3 files changed, 421 deletions(-)
 delete mode 100644 tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py

diff --git a/tensorflow_serving/apis/prediction_service_pb2.py b/tensorflow_serving/apis/prediction_service_pb2.py
index 0fa8ef05083..e51a700f720 100644
--- a/tensorflow_serving/apis/prediction_service_pb2.py
+++ b/tensorflow_serving/apis/prediction_service_pb2.py
@@ -118,15 +118,3 @@
 # @@protoc_insertion_point(module_scope)
 
 ### @@AUTOGENERATED SECTION ENDS HERE@@
-
-
-def beta_create_PredictionService_stub(channel):
-  import warnings
-  from tensorflow_serving.apis import prediction_service_pb2_grpc
-  warnings.simplefilter('default')
-  warnings.warn(
-      'beta_create_PredictionService_stub() method is deprecated. '
-      'This method will be removed in near future versions of TF '
-      'Serving. Please switch to GA gRPC API in '
-      'prediction_service_pb2_grpc.', DeprecationWarning)
-  return prediction_service_pb2_grpc.PredictionServiceStub(channel._channel)
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 45a86bf283c..93b4d43f1f3 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -414,29 +414,6 @@ py_test(
     ],
 )
 
-py_test(
-    name = "tensorflow_model_server_beta_grpc_test",
-    size = "medium",
-    srcs = ["tensorflow_model_server_beta_grpc_test.py"],
-    data = [
-        ":tensorflow_model_server",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-        #"//tensorflow_serving/servables/tensorflow/testdata:batching_config.txt",
-        "//tensorflow_serving/servables/tensorflow/testdata:good_model_config.txt",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/assets/foo.txt",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/saved_model.pb",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
-    ],
-    python_version = "PY2",
-    srcs_version = "PY2AND3",
-    tags = ["notsan"],
-    deps = [
-        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
-)
-
 py_binary(
     name = "tensorflow_model_server_test_client",
     srcs = ["tensorflow_model_server_test_client.py"],
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
deleted file mode 100644
index ac8d31a2c03..00000000000
--- a/tensorflow_serving/model_servers/tensorflow_model_server_beta_grpc_test.py
+++ /dev/null
@@ -1,386 +0,0 @@
-# Copyright 2016 Google Inc. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-
-#!/usr/bin/env python2.7
-"""Minimal sanity tests for tensorflow_model_server with beta gRPC APIs."""
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import atexit
-import os
-import shlex
-import socket
-import subprocess
-import sys
-import time
-
-# This is a placeholder for a Google-internal import.
-
-from grpc.beta import implementations
-import tensorflow as tf
-
-from tensorflow.core.framework import types_pb2
-from tensorflow.python.platform import flags
-from tensorflow.python.saved_model import signature_constants
-from tensorflow_serving.apis import classification_pb2
-from tensorflow_serving.apis import inference_pb2
-from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_service_pb2
-from tensorflow_serving.apis import regression_pb2
-
-FLAGS = flags.FLAGS
-
-RPC_TIMEOUT = 5.0
-CHANNEL_WAIT_TIMEOUT = 5.0
-WAIT_FOR_SERVER_READY_INT_SECS = 60
-
-
-def PickUnusedPort():
-  s = socket.socket(socket.AF_INET6, socket.SOCK_STREAM)
-  s.bind(('', 0))
-  port = s.getsockname()[1]
-  s.close()
-  return port
-
-
-def WaitForServerReady(port):
-  """Waits for a server on the localhost to become ready."""
-  for _ in range(0, WAIT_FOR_SERVER_READY_INT_SECS):
-    time.sleep(1)
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = 'intentionally_missing_model'
-
-    try:
-      # Send empty request to missing model
-      channel = implementations.insecure_channel('localhost', port)
-      stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)
-      stub.Predict(request, RPC_TIMEOUT)
-    except Exception as e:  # pylint: disable=broad-except
-      # Missing model error will have details containing 'Servable'
-      if 'Servable' in e.details():
-        print('Server is ready')
-        break
-
-
-class TensorflowModelServerTest(tf.test.TestCase):
-  """This class defines integration test cases for tensorflow_model_server."""
-
-  @staticmethod
-  def __TestSrcDirPath(relative_path=''):
-    return os.path.join(os.environ['TEST_SRCDIR'],
-                        'tf_serving/tensorflow_serving', relative_path)
-
-  @staticmethod
-  def GetArgsKey(*args, **kwargs):
-    return args + tuple(sorted(kwargs.items()))
-
-  # Maps string key -> 2-tuple of 'host:port' string.
-  model_servers_dict = {}
-
-  @staticmethod
-  def RunServer(model_name,
-                model_path,
-                model_config_file=None,
-                batching_parameters_file=None,
-                grpc_channel_arguments='',
-                wait_for_server_ready=True,
-                pipe=None):
-    """Run tensorflow_model_server using test config.
-
-    A unique instance of server is started for each set of arguments.
-    If called with same arguments, handle to an existing server is
-    returned.
-
-    Args:
-      model_name: Name of model.
-      model_path: Path to model.
-      model_config_file: Path to model config file.
-      batching_parameters_file: Path to batching parameters.
-      grpc_channel_arguments: Custom gRPC args for server.
-      wait_for_server_ready: Wait for gRPC port to be ready.
-      pipe: subpipe.PIPE object to read stderr from server.
-
-    Returns:
-      3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
-
-    Raises:
-      ValueError: when both model_path and config_file is empty.
-    """
-    args_key = TensorflowModelServerTest.GetArgsKey(**locals())
-    if args_key in TensorflowModelServerTest.model_servers_dict:
-      return TensorflowModelServerTest.model_servers_dict[args_key]
-    port = PickUnusedPort()
-    print(('Starting test server on port: {} for model_name: '
-           '{}/model_config_file: {}'.format(port, model_name,
-                                             model_config_file)))
-    command = os.path.join(
-        TensorflowModelServerTest.__TestSrcDirPath('model_servers'),
-        'tensorflow_model_server')
-    command += ' --port=' + str(port)
-
-    if model_config_file:
-      command += ' --model_config_file=' + model_config_file
-    elif model_path:
-      command += ' --model_name=' + model_name
-      command += ' --model_base_path=' + model_path
-    else:
-      raise ValueError('Both model_config_file and model_path cannot be empty!')
-
-    if batching_parameters_file:
-      command += ' --enable_batching'
-      command += ' --batching_parameters_file=' + batching_parameters_file
-    if grpc_channel_arguments:
-      command += ' --grpc_channel_arguments=' + grpc_channel_arguments
-    print(command)
-    proc = subprocess.Popen(shlex.split(command), stderr=pipe)
-    atexit.register(proc.kill)
-    print('Server started')
-    if wait_for_server_ready:
-      WaitForServerReady(port)
-    hostports = (proc, 'localhost:' + str(port), None)
-    TensorflowModelServerTest.model_servers_dict[args_key] = hostports
-    return hostports
-
-  def __BuildModelConfigFile(self):
-    """Write a config file to disk for use in tests.
-
-    Substitutes placeholder for test directory with test directory path
-    in the configuration template file and writes it out to another file
-    used by the test.
-    """
-    with open(self._GetGoodModelConfigTemplate(), 'r') as template_file:
-      config = template_file.read().replace('${TEST_HALF_PLUS_TWO_DIR}',
-                                            self._GetSavedModelBundlePath())
-      config = config.replace('${TEST_HALF_PLUS_THREE_DIR}',
-                              self._GetSavedModelHalfPlusThreePath())
-    with open(self._GetGoodModelConfigFile(), 'w') as config_file:
-      config_file.write(config)
-
-  def setUp(self):
-    """Sets up integration test parameters."""
-    self.testdata_dir = TensorflowModelServerTest.__TestSrcDirPath(
-        'servables/tensorflow/testdata')
-    self.temp_dir = tf.test.get_temp_dir()
-    self.server_proc = None
-    self.__BuildModelConfigFile()
-
-  def tearDown(self):
-    """Deletes created configuration file."""
-    os.remove(self._GetGoodModelConfigFile())
-
-  def _MakeStub(self, hostport):
-    """Returns a gRPC stub using beta gRPC API."""
-    host, port = hostport.split(':')
-    channel = implementations.insecure_channel(host, int(port))
-    return prediction_service_pb2.beta_create_PredictionService_stub(channel)
-
-  def VerifyPredictRequest(
-      self,
-      model_server_address,
-      expected_output,
-      expected_version,
-      model_name='default',
-      specify_output=True,
-      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
-    """Send PredictionService.Predict request and verify output."""
-    print('Sending Predict request...')
-    # Prepare request
-    request = predict_pb2.PredictRequest()
-    request.model_spec.name = model_name
-    request.inputs['x'].dtype = types_pb2.DT_FLOAT
-    request.inputs['x'].float_val.append(2.0)
-    dim = request.inputs['x'].tensor_shape.dim.add()
-    dim.size = 1
-
-    if specify_output:
-      request.output_filter.append('y')
-    # Send request
-    result = self._MakeStub(model_server_address).Predict(request, RPC_TIMEOUT)
-
-    # Verify response
-    self.assertTrue('y' in result.outputs)
-    self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
-    self.assertEqual(1, len(result.outputs['y'].float_val))
-    self.assertEqual(expected_output, result.outputs['y'].float_val[0])
-    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
-                          signature_name, expected_version)
-
-  def _GetSavedModelBundlePath(self):
-    """Returns a path to a model in SavedModel format."""
-    return os.path.join(os.environ['TEST_SRCDIR'], 'tf_serving/external/org_tensorflow/tensorflow/',
-                        'cc/saved_model/testdata/half_plus_two')
-
-  def _GetModelVersion(self, model_path):
-    """Returns version of SavedModel/SessionBundle in given path.
-
-    This method assumes there is exactly one directory with an 'int' valued
-    directory name under `model_path`.
-
-    Args:
-      model_path: A string representing path to the SavedModel/SessionBundle.
-
-    Returns:
-      version of SavedModel/SessionBundle in given path.
-    """
-    return int(os.listdir(model_path)[0])
-
-  def _GetSavedModelHalfPlusThreePath(self):
-    """Returns a path to a half_plus_three model in SavedModel format."""
-    return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
-
-  def _GetSessionBundlePath(self):
-    """Returns a path to a model in SessionBundle format."""
-    return os.path.join(self.testdata_dir, 'half_plus_two')
-
-  def _GetGoodModelConfigTemplate(self):
-    """Returns a path to a working configuration file template."""
-    return os.path.join(self.testdata_dir, 'good_model_config.txt')
-
-  def _GetGoodModelConfigFile(self):
-    """Returns a path to a working configuration file."""
-    return os.path.join(self.temp_dir, 'good_model_config.conf')
-
-  def _VerifyModelSpec(self, actual_model_spec, exp_model_name,
-                       exp_signature_name, exp_version):
-    """Verifies model_spec matches expected model name, signature, version.
-
-    Args:
-      actual_model_spec: An instance of ModelSpec proto.
-      exp_model_name: A string that represents expected model name.
-      exp_signature_name: A string that represents expected signature.
-      exp_version: An integer that represents expected version.
-
-    Returns:
-      None.
-    """
-    self.assertEqual(actual_model_spec.name, exp_model_name)
-    self.assertEqual(actual_model_spec.signature_name, exp_signature_name)
-    self.assertEqual(actual_model_spec.version.value, exp_version)
-
-  def testClassify(self):
-    """Test PredictionService.Classify implementation."""
-    model_path = self._GetSavedModelBundlePath()
-    model_server_address = TensorflowModelServerTest.RunServer(
-        'default', model_path)[1]
-
-    print('Sending Classify request...')
-    # Prepare request
-    request = classification_pb2.ClassificationRequest()
-    request.model_spec.name = 'default'
-    request.model_spec.signature_name = 'classify_x_to_y'
-
-    example = request.input.example_list.examples.add()
-    example.features.feature['x'].float_list.value.extend([2.0])
-
-    # Send request
-    result = self._MakeStub(model_server_address).Classify(request, RPC_TIMEOUT)
-
-    # Verify response
-    self.assertEqual(1, len(result.result.classifications))
-    self.assertEqual(1, len(result.result.classifications[0].classes))
-    expected_output = 3.0
-    self.assertEqual(expected_output,
-                     result.result.classifications[0].classes[0].score)
-    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
-                          request.model_spec.signature_name,
-                          self._GetModelVersion(model_path))
-
-  def testRegress(self):
-    """Test PredictionService.Regress implementation."""
-    model_path = self._GetSavedModelBundlePath()
-    model_server_address = TensorflowModelServerTest.RunServer(
-        'default', model_path)[1]
-
-    print('Sending Regress request...')
-    # Prepare request
-    request = regression_pb2.RegressionRequest()
-    request.model_spec.name = 'default'
-    request.model_spec.signature_name = 'regress_x_to_y'
-
-    example = request.input.example_list.examples.add()
-    example.features.feature['x'].float_list.value.extend([2.0])
-
-    # Send request
-    result = self._MakeStub(model_server_address).Regress(request, RPC_TIMEOUT)
-
-    # Verify response
-    self.assertEqual(1, len(result.result.regressions))
-    expected_output = 3.0
-    self.assertEqual(expected_output, result.result.regressions[0].value)
-    self._VerifyModelSpec(result.model_spec, request.model_spec.name,
-                          request.model_spec.signature_name,
-                          self._GetModelVersion(model_path))
-
-  def testMultiInference(self):
-    """Test PredictionService.MultiInference implementation."""
-    model_path = self._GetSavedModelBundlePath()
-    model_server_address = TensorflowModelServerTest.RunServer(
-        'default', model_path)[1]
-
-    print('Sending MultiInference request...')
-    # Prepare request
-    request = inference_pb2.MultiInferenceRequest()
-    request.tasks.add().model_spec.name = 'default'
-    request.tasks[0].model_spec.signature_name = 'regress_x_to_y'
-    request.tasks[0].method_name = 'tensorflow/serving/regress'
-    request.tasks.add().model_spec.name = 'default'
-    request.tasks[1].model_spec.signature_name = 'classify_x_to_y'
-    request.tasks[1].method_name = 'tensorflow/serving/classify'
-
-    example = request.input.example_list.examples.add()
-    example.features.feature['x'].float_list.value.extend([2.0])
-
-    # Send request
-    result = self._MakeStub(model_server_address).MultiInference(
-        request, RPC_TIMEOUT)
-
-    # Verify response
-    self.assertEqual(2, len(result.results))
-    expected_output = 3.0
-    self.assertEqual(expected_output,
-                     result.results[0].regression_result.regressions[0].value)
-    self.assertEqual(
-        expected_output, result.results[1].classification_result
-        .classifications[0].classes[0].score)
-    for i in range(2):
-      self._VerifyModelSpec(result.results[i].model_spec,
-                            request.tasks[i].model_spec.name,
-                            request.tasks[i].model_spec.signature_name,
-                            self._GetModelVersion(model_path))
-
-  def testPredict(self):
-    """Test PredictionService.Predict implementation with SavedModel."""
-    model_path = self._GetSavedModelBundlePath()
-    model_server_address = TensorflowModelServerTest.RunServer(
-        'default', model_path)[1]
-    expected_version = self._GetModelVersion(model_path)
-    signature_name = signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
-    self.VerifyPredictRequest(
-        model_server_address,
-        expected_output=3.0,
-        expected_version=expected_version,
-        signature_name=signature_name)
-    self.VerifyPredictRequest(
-        model_server_address,
-        expected_output=3.0,
-        specify_output=False,
-        expected_version=expected_version,
-        signature_name=signature_name)
-
-
-if __name__ == '__main__':
-  tf.test.main()

From fd597f074ce127056515bc52ee3a3d4ff4b727bb Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Mon, 3 Feb 2020 18:02:34 -0800
Subject: [PATCH 3656/8103] API spec for httpserver response-streaming (with
 flow-control).

PiperOrigin-RevId: 293049309
---
 .../server/internal/evhttp_request.cc         |  5 +++++
 .../net_http/server/internal/evhttp_request.h |  3 +++
 .../server/public/server_request_interface.h  | 21 +++++++++++++++----
 3 files changed, 25 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index e0dba5a44ad..5aea3ffaf7f 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -346,6 +346,11 @@ void EvHTTPRequest::PartialReply() {
   NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
 }
 
+void EvHTTPRequest::PartialReplyWithFlushCallback(
+    std::function<void(bool result)> callback) {
+  NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
+}
+
 void EvHTTPRequest::ReplyWithStatus(HTTPStatusCode status) {
   bool result =
       server_->EventLoopSchedule([this, status]() { EvSendReply(status); });
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index ba25f8c2633..691ad9eac34 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -96,6 +96,9 @@ class EvHTTPRequest final : public ServerRequestInterface {
   void PartialReplyWithStatus(HTTPStatusCode status) override;
   void PartialReply() override;
 
+  void PartialReplyWithFlushCallback(
+      std::function<void(bool result)> callback) override;
+
   void ReplyWithStatus(HTTPStatusCode status) override;
   void Reply() override;
 
diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index 77207ab5691..aaff3f6454b 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -28,12 +28,11 @@ limitations under the License.
 #define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_SERVER_REQUEST_INTERFACE_H_
 
 #include <cstdlib>
-
+#include <functional>
 #include <memory>
 #include <vector>
 
 #include "absl/strings/string_view.h"
-
 #include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 
 namespace tensorflow {
@@ -125,11 +124,25 @@ class ServerRequestInterface {
   // together including headers specified by the application and
   // headers generated by the server.
   // Trying to modify headers or specifying a status after the first
-  // PartialReply() is called is considered a programming error.
+  // PartialReply() is called is considered a programming error and
+  // the underlying behavior is undefined.
   virtual void PartialReplyWithStatus(HTTPStatusCode status) = 0;
   virtual void PartialReply() = 0;
 
-  // Flow-control mechanism to be added
+  // Similar to PartialReply() but with an on_flush callback which will be
+  // invoked when the response data has been completely flushed by the transport
+  // or when the write fails due to transport errors. This allows the handler to
+  // respect transport-provided flow-control in writing data to the peer.
+  //
+  // Until the callback is invoked, the request object should not be accessed
+  // by the handler after this method is called. If a failure occurs,
+  // the callback will be passed a false value, and the request should be
+  // aborted thereafter by the handler.
+  //
+  // The callback may be invoked immediately but never from the current
+  // call stack.
+  virtual void PartialReplyWithFlushCallback(
+      std::function<void(bool result)> callback) = 0;
 
   // Completes the response and sends any buffered response body
   // to the client. Headers will be generated and sent first if PartialReply()

From 1e7f349a33992f67ee8ca260b32ddd238e74018c Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 3 Feb 2020 20:00:39 -0800
Subject: [PATCH 3657/8103] Use @rules_pkg to replace @bazel_tools to build deb
 package

PiperOrigin-RevId: 293062579
---
 WORKSPACE                              |  9 ++++++
 tensorflow_serving/model_servers/BUILD | 41 +++++++++++++-------------
 2 files changed, 29 insertions(+), 21 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c85c1dd93c..b9ee44d32d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,6 +16,15 @@ tensorflow_http_archive(
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
+http_archive(
+    name = "rules_pkg",
+    sha256 = "5bdc04987af79bd27bc5b00fe30f59a858f77ffa0bd2d8143d5b31ad8b1bd71c",
+    url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.0/rules_pkg-0.2.0.tar.gz",
+)
+
+load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")
+rules_pkg_dependencies()
+
 
 load("@org_tensorflow//third_party/toolchains/preconfig/generate:archives.bzl",
      "bazel_toolchains_archive")
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 93b4d43f1f3..09a6b34b355 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -2,7 +2,7 @@
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
-load("@bazel_tools//tools/build_defs/pkg:pkg.bzl", "pkg_tar")
+load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 
 package(
     default_visibility = [
@@ -433,25 +433,24 @@ pkg_tar(
     package_dir = "/usr/bin",
 )
 
-# TODO(b/148694084): Re-enable the deb packages.
 # Build with '-c opt --copt=-mavx --copt=-msse4.2'
-# pkg_deb(
-#     name = "tensorflow_model_server_deb",
-#     data = ":tensorflow_model_server_tar",
-#     description = "TensorFlow Serving ModelServer",
-#     homepage = "https://github.com/tensorflow/serving",
-#     maintainer = "TensorFlow Serving team",
-#     package = "tensorflow-model-server",
-#     version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
-# )
+pkg_deb(
+    name = "tensorflow_model_server_deb",
+    data = ":tensorflow_model_server_tar",
+    description = "TensorFlow Serving ModelServer",
+    homepage = "https://github.com/tensorflow/serving",
+    maintainer = "TensorFlow Serving team",
+    package = "tensorflow-model-server",
+    version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
+)
 
-# # Build with '-c opt'
-# pkg_deb(
-#     name = "tensorflow_model_server_universal_deb",
-#     data = ":tensorflow_model_server_tar",
-#     description = "TensorFlow Serving ModelServer",
-#     homepage = "https://github.com/tensorflow/serving",
-#     maintainer = "TensorFlow Serving team",
-#     package = "tensorflow-model-server-universal",
-#     version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
-# )
+# Build with '-c opt'
+pkg_deb(
+    name = "tensorflow_model_server_universal_deb",
+    data = ":tensorflow_model_server_tar",
+    description = "TensorFlow Serving ModelServer",
+    homepage = "https://github.com/tensorflow/serving",
+    maintainer = "TensorFlow Serving team",
+    package = "tensorflow-model-server-universal",
+    version = "undefined",  # Set when releasing a new version of TensorFlow Serving (e.g. 1.0.0).
+)

From 7516746a311f96b57a60598feba40cbdd3989e73 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Mon, 3 Feb 2020 21:01:51 -0800
Subject: [PATCH 3658/8103] Change Python version to PY3.

PiperOrigin-RevId: 293068734
---
 tensorflow_serving/model_servers/BUILD | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 09a6b34b355..5095caec351 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -400,7 +400,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
     ]),
-    python_version = "PY2",
+    python_version = "PY3",
     srcs_version = "PY2AND3",
     tags = [
         "noasan",  # b/136281879
@@ -417,7 +417,7 @@ py_test(
 py_binary(
     name = "tensorflow_model_server_test_client",
     srcs = ["tensorflow_model_server_test_client.py"],
-    python_version = "PY2",
+    python_version = "PY3",
     srcs_version = "PY2AND3",
     deps = [
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",

From 0cf65d2105c191c00fba8918ba75fc955bbeace3 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 4 Feb 2020 09:27:43 -0800
Subject: [PATCH 3659/8103] Update Python tests in PY3. - Decode response
 before loading in JSON. - Use 'AssertEqual'.

PiperOrigin-RevId: 293162594
---
 .../model_servers/tensorflow_model_server_test.py    | 12 ++++++------
 .../test_util/tensorflow_model_server_test_base.py   |  2 +-
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 8fecc51a4d8..453bb77941b 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -400,7 +400,7 @@ def testClassifyREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data), {'results': [[['', 3.0]]]})
+    self.assertEqual(json.loads(resp_data.decode()), {'results': [[['', 3.0]]]})
 
   def testRegressREST(self):
     """Test Regress implementation over REST API."""
@@ -420,7 +420,7 @@ def testRegressREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data), {'results': [3.0]})
+    self.assertEqual(json.loads(resp_data.decode()), {'results': [3.0]})
 
   def testPredictREST(self):
     """Test Predict implementation over REST API."""
@@ -440,7 +440,7 @@ def testPredictREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data), {'predictions': [3.0, 3.5, 4.0]})
+    self.assertEqual(json.loads(resp_data.decode()), {'predictions': [3.0, 3.5, 4.0]})
 
   def testPredictColumnarREST(self):
     """Test Predict implementation over REST API with columnar inputs."""
@@ -460,7 +460,7 @@ def testPredictColumnarREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data), {'outputs': [3.0, 3.5, 4.0]})
+    self.assertEqual(json.loads(resp_data.decode()), {'outputs': [3.0, 3.5, 4.0]})
 
   def testGetStatusREST(self):
     """Test ModelStatus implementation over REST API with columnar inputs."""
@@ -480,7 +480,7 @@ def testGetStatusREST(self):
 
     # Verify response
     self.assertEqual(
-        json.loads(resp_data), {
+        json.loads(resp_data.decode()), {
             'model_version_status': [{
                 'version': '123',
                 'state': 'AVAILABLE',
@@ -518,7 +518,7 @@ def testGetModelMetadataREST(self):
         # the sort OK (and the test robust).
         self.assertEqual(
             tensorflow_model_server_test_base.SortedObject(
-                json.loads(resp_data)),
+                json.loads(resp_data.decode())),
             tensorflow_model_server_test_base.SortedObject(expected_metadata))
     except Exception as e:  # pylint: disable=broad-except
       self.fail('Request failed with error: {}'.format(e))
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 683d9d1e69e..c2769dff8d5 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -264,7 +264,7 @@ def VerifyPredictRequest(
     result = stub.Predict(request, rpc_timeout)  # 5 secs timeout
     # Verify response
     self.assertTrue('y' in result.outputs)
-    self.assertIs(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
+    self.assertEqual(types_pb2.DT_FLOAT, result.outputs['y'].dtype)
     self.assertEqual(1, len(result.outputs['y'].float_val))
     self.assertEqual(expected_output, result.outputs['y'].float_val[0])
     self._VerifyModelSpec(result.model_spec, request.model_spec.name,

From 38a017db5c35f60a9641eef0d70f4e8eaecd5608 Mon Sep 17 00:00:00 2001
From: zou000 <zou000@gmail.com>
Date: Tue, 4 Feb 2020 12:53:33 -0800
Subject: [PATCH 3660/8103] Fix a compile warning thrown by gcc-9

The warning is
```
evhttp_request.cc:260:29: error: null argument where non-null required (argument 2) [-Werror=nonnull]
  260 |     if (content_encoding != nullptr) {
      |                             ^~~~~~~
```
 GetRequestHeader will always return a valid string_view, there is no need to explicitly compare it to nullptr.
---
 .../util/net_http/server/internal/evhttp_request.cc           | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 5aea3ffaf7f..b64c4cc03aa 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -258,9 +258,7 @@ bool EvHTTPRequest::NeedUncompressGzipContent() {
   if (handler_options_ != nullptr &&
       handler_options_->auto_uncompress_input()) {
     auto content_encoding = GetRequestHeader(HTTPHeaders::CONTENT_ENCODING);
-    if (content_encoding != nullptr) {
-      return content_encoding.find("gzip") != absl::string_view::npos;
-    }
+    return content_encoding.find("gzip") != absl::string_view::npos;
   }
 
   return false;

From ae4de8b2607eaa007079d8f9f02ac79744363cb0 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 4 Feb 2020 15:52:18 -0800
Subject: [PATCH 3661/8103] Re-format Python test.

PiperOrigin-RevId: 293247763
---
 .../model_servers/tensorflow_model_server_test.py           | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 453bb77941b..b79ee5b5373 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -440,7 +440,8 @@ def testPredictREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data.decode()), {'predictions': [3.0, 3.5, 4.0]})
+    self.assertEqual(
+        json.loads(resp_data.decode()), {'predictions': [3.0, 3.5, 4.0]})
 
   def testPredictColumnarREST(self):
     """Test Predict implementation over REST API with columnar inputs."""
@@ -460,7 +461,8 @@ def testPredictColumnarREST(self):
       self.fail('Request failed with error: {}'.format(e))
 
     # Verify response
-    self.assertEqual(json.loads(resp_data.decode()), {'outputs': [3.0, 3.5, 4.0]})
+    self.assertEqual(
+        json.loads(resp_data.decode()), {'outputs': [3.0, 3.5, 4.0]})
 
   def testGetStatusREST(self):
     """Test ModelStatus implementation over REST API with columnar inputs."""

From e507aa193b9f3520d40e3da5e4d2263280ff35e4 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 4 Feb 2020 20:22:48 -0800
Subject: [PATCH 3662/8103] Upgrade bazel version for Dockerfiles.

PiperOrigin-RevId: 293286449
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 36af5e9f67b..3da4526e268 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -61,7 +61,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.24.1
+ENV BAZEL_VERSION 1.2.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index e545391deef..c43ff57a1cc 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -92,7 +92,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.24.1
+ENV BAZEL_VERSION 1.2.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 1de31e5bdfc..c6713f5839e 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -61,7 +61,7 @@ RUN pip --no-cache-dir install \
     requests
 
 # Set up Bazel
-ENV BAZEL_VERSION 0.24.1
+ENV BAZEL_VERSION 1.2.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 7cbd06e8b7720b82b1d2dfae54c3a828d3a52eb4 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 5 Feb 2020 11:54:49 -0800
Subject: [PATCH 3663/8103] Change dockerfile for PY3.

PiperOrigin-RevId: 293418414
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 8 +++++---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 8 +++++---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 8 +++++---
 3 files changed, 15 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 3da4526e268..f684ca6d25a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -42,15 +42,16 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         wget \
         zip \
         zlib1g-dev \
+        python3-distutils \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python get-pip.py && \
+    python3 get-pip.py && \
     rm get-pip.py
 
-RUN pip --no-cache-dir install \
+RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
@@ -58,7 +59,8 @@ RUN pip --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
-    requests
+    requests \
+    --ignore-installed six
 
 # Set up Bazel
 ENV BAZEL_VERSION 1.2.1
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c43ff57a1cc..2cb34648fdb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -54,6 +54,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         wget \
         zip \
         zlib1g-dev \
+        python3-distutils \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
@@ -78,10 +79,10 @@ RUN apt-get update && \
     rm /usr/lib/x86_64-linux-gnu/libnvparsers*
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python get-pip.py && \
+    python3 get-pip.py && \
     rm get-pip.py
 
-RUN pip --no-cache-dir install \
+RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
@@ -89,7 +90,8 @@ RUN pip --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
-    requests
+    requests \
+     --ignore-installed six
 
 # Set up Bazel
 ENV BAZEL_VERSION 1.2.1
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index c6713f5839e..f3044ae3ad6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -42,15 +42,16 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         wget \
         zip \
         zlib1g-dev \
+        python3-distutils \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python get-pip.py && \
+    python3 get-pip.py && \
     rm get-pip.py
 
-RUN pip --no-cache-dir install \
+RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
     h5py \
@@ -58,7 +59,8 @@ RUN pip --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
-    requests
+    requests \
+    --ignore-installed six
 
 # Set up Bazel
 ENV BAZEL_VERSION 1.2.1

From 2fd33e18a3019d90a4588eeebd364d64b37605ac Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Wed, 5 Feb 2020 15:58:07 -0800
Subject: [PATCH 3664/8103] Update TF Text to v2.1.1 which removes ICU variable
 conflict with core TF.

PiperOrigin-RevId: 293472491
---
 .../tf_text_regression/01/saved_model.pb      | Bin 1111050 -> 1118513 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |  19 ------------------
 3 files changed, 3 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 88d20a5f12692a4517a082d4b1279cf858a76fbb..33f9bef8f84d1fd7cfede37fee4f44aa1e6feab8 100644
GIT binary patch
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index b0d5362d4b2..5b72e68c6fd 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -74,10 +74,10 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "a817dc75a02c1e3a3996838253776e4cec2e187870f00af2614bafa1f8ff710a",
-        strip_prefix = "text-2.0.1",
+        sha256 = "83e4ed74661b5ec6a956f45edf515b26e5ac7b357ee1382146117dfa47729b61",
+        strip_prefix = "text-2.1.1",
         urls = [
-            "https://github.com/tensorflow/text/archive/v2.0.1.zip",
+            "https://github.com/tensorflow/text/archive/v2.1.1.zip",
         ],
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 1da080e5ef9..fb2c05c19cd 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -36,22 +36,3 @@ index aa5e275..5eaff73 100644
          ],
      )
  
-diff --git a/third_party/icu/data/normalization_data.c b/third_party/icu/data/normalization_data.c
-index 0048e20..f5f75cb 100644
---- a/third_party/icu/data/normalization_data.c
-+++ b/third_party/icu/data/normalization_data.c
-@@ -7,7 +7,7 @@ U_CDECL_BEGIN
- const struct {
-     double bogus;
-     uint8_t bytes[163760]; 
--} icudt64l_dat={ 0.0, {
-+} icudt64l_data={ 0.0, {
- 144,0,218,39,20,0,0,0,0,0,2,0,67,109,110,68,
- 1,0,0,0,3,0,0,0,32,67,111,112,121,114,105,103,
- 104,116,32,40,67,41,32,50,48,49,54,32,97,110,100,32,
-@@ -10246,4 +10246,4 @@ const struct {
- }
- };
- U_CDECL_END
--U_CAPI const void * U_EXPORT2 uprv_getICUData_other() { return icudt64l_dat.bytes; }
-+U_CAPI const void * U_EXPORT2 uprv_getICUData_other() { return icudt64l_data.bytes; }

From d3b374bc70348f2e5e22b7e9ebb191ee9d5b3268 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Feb 2020 10:34:23 -0800
Subject: [PATCH 3665/8103] Reduce contention in FastReadDynamicPtr by sharding
 the ReadPtrs, by default one per CPU.

PiperOrigin-RevId: 293843264
---
 .../util/fast_read_dynamic_ptr.h              | 282 +++++++++++++-----
 .../util/fast_read_dynamic_ptr_test.cc        |  18 +-
 2 files changed, 213 insertions(+), 87 deletions(-)

diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index 6ba95274f77..61065d67c73 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -17,13 +17,16 @@ limitations under the License.
 #define TENSORFLOW_SERVING_UTIL_FAST_READ_DYNAMIC_PTR_H_
 
 #include <algorithm>
+#include <atomic>
 #include <functional>
 #include <memory>
 #include <string>
 
 #include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/random.h"
 #include "tensorflow/core/platform/types.h"
 
 namespace tensorflow {
@@ -67,7 +70,20 @@ namespace serving {
 // Care must be taken to not call FastReadDynamicPtr::Update() from a thread
 // that owns any instances of FastReadDynamicPtr::ReadPtr, or else deadlock may
 // occur.
+
+// FastReadDynamicPtr, below, is templatized both on the type pointed to, and on
+// a concept named "ReadPtrHolder", which holds the ReadPtrs for the
+// FastReadDynamicPtr instance.  While we could hold the ReadPtr with just a
+// single ReadPtr and a mutex (see SingleReadPtr, below) having a separate
+// concept lets us use higher performance mechanisms like sharding the ReadPtrs
+// to reduce contention.
+namespace internal_read_ptr_holder {
 template <typename T>
+class ShardedReadPtrs;
+}  // namespace internal_read_ptr_holder
+
+template <typename T,
+          typename ReadPtrHolder = internal_read_ptr_holder::ShardedReadPtrs<T>>
 class FastReadDynamicPtr {
  public:
   // Short, documentative names for the types of smart pointers we use. Callers
@@ -104,111 +120,213 @@ class FastReadDynamicPtr {
   ReadPtr get() const;
 
  private:
-  // A class that behaves like a shared_ptr, except it is capable of being
-  // released (as a unique_ptr) when it becomes unique.
-  class ReleasableSharedPtr;
-
-  // The current pointer, and a mutex to guard it. Note that the only operations
-  // performed under lock are swap, during Update(), and incrementing the
-  // reference count, during get().
-  // TODO(b/24973960): Consider implementing userspace RCU instead of this if
-  // performance is ever a concern.
-  mutable mutex mutex_;
-  std::unique_ptr<ReleasableSharedPtr> object_;
+  // ShareableOwnedPtr wraps an OwnedPtr with an interface that can provide
+  // multiple independent ReadPtrs to it.  These ReadPtrs will have separate
+  // reference counts to reduce contention.
+  class ShareableOwnedPtr;
+
+  mutex mu_;
+  std::unique_ptr<ShareableOwnedPtr> shareable_;
+
+  ReadPtrHolder read_ptrs_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(FastReadDynamicPtr);
 };
 
+template <typename T, typename ReadPtrHolder>
+class FastReadDynamicPtr<T, ReadPtrHolder>::ShareableOwnedPtr {
+ public:
+  explicit ShareableOwnedPtr(OwnedPtr p) : owned_(std::move(p)) {}
+
+  // Returns a new, independent ReadPtr referencing the held OwnedPtr.
+  // Release() will not return the OwnedPtr until the returned ReadPtr and all
+  // its copies are destroyed.
+  ReadPtr NewShare() {
+    if (owned_ == nullptr) {
+      return nullptr;
+    }
+    shares_.fetch_add(1, std::memory_order_release);
+    return std::shared_ptr<T>(owned_.get(), [this](T* p) { DecRef(); });
+  }
+
+  // Waits until all shares have been destroyed, and then returns the OwnedPtr.
+  // No methods should be called after this one.
+  OwnedPtr Release() && {
+    DecRef();
+    no_longer_shared_.WaitForNotification();
+    return std::move(owned_);
+  }
+
+ private:
+  void DecRef() {
+    if (shares_.fetch_sub(1, std::memory_order_acq_rel) == 1) {
+      no_longer_shared_.Notify();
+    }
+  }
+
+  OwnedPtr owned_;
+  // The number of times we've shared the pointer.  This defaults to 1 so we can
+  // safely and incrementally hand out shares, without worrying that
+  // no_longer_shared_ will be notified until Release() has been called, which
+  // decrements this before waiting for a notification.
+  std::atomic<uint32> shares_ = {1};
+  // When shares_ goes to zero, this will be notified.
+  Notification no_longer_shared_;
+  TF_DISALLOW_COPY_AND_ASSIGN(ShareableOwnedPtr);
+};
+
+namespace internal_read_ptr_holder {
+// ReadPtrHolders must provide two methods:
+//   1. get(), which must be thread safe, and returns a shared_ptr<const T>, and
+//   2. update(), which takes a factory function f (which returns a
+//      std::shared_ptr<const T>), calls it one or more times, and updates the
+//      internal state to match.  get() after an update() call should return one
+//      of the pointers produced by the factory.  update() is not required to be
+//      thread-safe against other callers (but must be thread-safe against
+//      parallel get() calls); it will only ever be called under a lock.
 //
-// Implementation details follow.
+// The Factory-based interface of update() may seem strange, but it allows
+// ReadPtrHolders to hold several distinct ReadPtrs.
+
+// SingleReadDPtr is the simplest possible implementation of a ReadPtrHolder,
+// but it causes every reader to contend on both the mutex_lock and the atomic
+// reference count for the ReadPtr it holds.  By default we use ShardedReadPtrs,
+// below, which avoids both of these pitfalls.  SingleReadPtr here is useful
+// primarily for benchmarking and for ensuring that no reader ever goes "back in
+// time": in the sharded implementation, below, it's possible for a reader to
+// see a new version and then see an older version in get(), if the writer is in
+// the midst of an update() call.
 //
-
+// If you don't care about contention and you want to save memory, you might
+// want to use this.
 template <typename T>
-class FastReadDynamicPtr<T>::ReleasableSharedPtr {
+class SingleReadPtr {
  public:
-  explicit ReleasableSharedPtr(OwnedPtr object)
-      : object_{std::move(object)},
-        read_only_object_{
-            object_.get(),
-            // Use a destructor that will notify 'no_longer_referenced_' rather
-            // than deleting.
-            std::bind(&Notification::Notify, &no_longer_referenced_)} {}
-
-  ~ReleasableSharedPtr() {
-    // Block destruction until all outstanding references have been cleaned up.
-    // This prevents the last shared_ptr from calling
-    // no_longer_referenced_.set_value() after destruction.
-    BlockingRelease();
+  std::shared_ptr<const T> get() const {
+    mutex_lock lock(mu_);
+    return p_;
   }
 
-  // Returns a reference to the underlying object, increasing the reference
-  // count by one. May be called concurrently from different threads, but not
-  // concurrently with BlockingRelease().
-  ReadPtr reference() const { return read_only_object_; }
-
-  // Blocks until outstanding values returned by 'reference' have been
-  // destroyed.  Requires that reference() is not being called concurrently.
-  OwnedPtr BlockingRelease() {
-    // Allow the reference count to go to zero.
-    read_only_object_ = nullptr;
-
-    // shared_ptr doesn't call the destructor if it is null, so do not block for
-    // null pointers.
-    if (object_ != nullptr) {
-      no_longer_referenced_.WaitForNotification();
-    }
-
-    // Yield ownership to the caller.
-    return std::move(object_);
+  template <typename Factory>
+  void update(const Factory& f) {
+    auto p = f();
+    mutex_lock lock(mu_);
+    p_.swap(p);
   }
 
  private:
-  // The current object.
-  OwnedPtr object_;
+  mutable mutex mu_;
+  std::shared_ptr<const T> p_;
+};
 
-  // Notified when read_only_object_'s reference count goes to zero.
-  Notification no_longer_referenced_;
+// This maintains a set of sharded ReadPtrs.  It tries to shard one ReadPtr per
+// CPU, but if the port::NumTotalCPUs or port::GetCurrentCPU fails, it falls
+// back to random sharding.
+template <typename T>
+class ShardedReadPtrs {
+ public:
+  ShardedReadPtrs() : shards_(new PaddedThreadSafeSharedPtr[num_shards_]) {}
+
+  std::shared_ptr<const T> get() const {
+    const int shard = GetShard();
+    mutex_lock lock(shards_[shard].mu);
+    return shards_[shard].ps[index_.load(std::memory_order_acquire)];
+  }
 
-  // A shared pointer to object_. Does not actually delete the pointer,
-  // but satisifies 'no_longer_referenced_' upon destruction.
-  ReadPtr read_only_object_;
+  template <typename Factory>
+  void update(const Factory& f) {
+    // First we'll update all the pointers into each shard's next_index, then
+    // we'll change index_ to point to those new pointers, then we'll get rid of
+    // orig_index.  This ensures temporal consistency, so no reader ever goes
+    // back in time: all readers advance to next_index together, when we write
+    // to index_.
+    const uint32 orig_index = index_.load(std::memory_order_acquire);
+    const uint32 next_index = orig_index ? 0 : 1;
+    for (int shard = 0; shard < num_shards_; ++shard) {
+      auto p = f();
+      mutex_lock lock(shards_[shard].mu);
+      shards_[shard].ps[next_index] = std::move(p);
+    }
+    index_.store(next_index, std::memory_order_release);
+    for (int shard = 0; shard < num_shards_; ++shard) {
+      std::shared_ptr<const T> p;
+      mutex_lock lock(shards_[shard].mu);
+      shards_[shard].ps[orig_index].swap(p);
+    }
+  }
 
-  TF_DISALLOW_COPY_AND_ASSIGN(ReleasableSharedPtr);
+ private:
+  // NOTE: If a std::atomic_shared_ptr is ever available, it would be reasonable
+  // to use that here for improved performance.
+  struct ThreadSafeSharedPtr {
+    std::shared_ptr<const T> ps[2];
+    mutex mu;
+  };
+
+  // We pad the pointers to ensure that individual shards don't experience false
+  // sharing between threads.
+  struct PaddedThreadSafeSharedPtr : public ThreadSafeSharedPtr {
+    char padding[64 - sizeof(ThreadSafeSharedPtr)];
+  };
+  static_assert(sizeof(PaddedThreadSafeSharedPtr) >= 64,
+                "PaddedThreadSafeSharedPtr should be at least 64 bytes.");
+
+  static constexpr int kRandomShards = 16;
+  int GetShard() const {
+    const int cpu = port::GetCurrentCPU();
+    if (cpu != -1) {
+      return cpu;
+    }
+    // Otherwise, return a random shard.  random::New64 would introduce a mutex
+    // lock here, which would defeat the purpose of the sharding.  Similarly, a
+    // static std::atomic<uint64>, if updated with any memory order other than
+    // std::memory_order_relaxed, would re-introduce contention on that memory
+    // location.  A thread_local sidesteps both problems with only eight bytes
+    // per thread of overhead.
+    //
+    // MCGs need to be seeded with an odd number, so we ensure the lowest bit is
+    // set.
+    thread_local uint64 state = {random::New64() | 1ULL};
+    // We just need something simple and good enough.  The multiplier here was
+    // picked from "COMPUTATIONALLY EASY, SPECTRALLY GOOD MULTIPLIERS FOR
+    // CONGRUENTIAL PSEUDORANDOM NUMBER GENERATORS" by Steele and Vigna.
+    state *= 0xd09d;
+    // Update this shift if kRandomShards changes.
+    return state >> 60;
+  }
+
+ protected:
+  const int num_shards_ =
+      port::NumTotalCPUs() == -1 ? kRandomShards : port::NumTotalCPUs();
+  std::atomic<uint32> index_{0};
+  std::unique_ptr<PaddedThreadSafeSharedPtr[]> shards_;
 };
 
-template <typename T>
-FastReadDynamicPtr<T>::FastReadDynamicPtr(OwnedPtr ptr)
-    : object_{new ReleasableSharedPtr{std::move(ptr)}} {}
+}  // namespace internal_read_ptr_holder
 
-template <typename T>
-std::unique_ptr<T> FastReadDynamicPtr<T>::Update(std::unique_ptr<T> object) {
-  // Construct a ReleasableSharedPtr outside of the lock, this performs about
-  // three allocations (the ReleasableSharedPtr, the shared_ptr control block,
-  // and the internal state of std::promise) so we take care to keep it out of
-  // the critical section.
-  std::unique_ptr<ReleasableSharedPtr> local_ptr(
-      new ReleasableSharedPtr{std::move(object)});
-
-  // Swap the new ReleasableSharedPtr under lock.
-  {
-    mutex_lock lock(mutex_);
-    using std::swap;
-    swap(object_, local_ptr);
+template <typename T, typename ReadPtrHolder>
+FastReadDynamicPtr<T, ReadPtrHolder>::FastReadDynamicPtr(OwnedPtr p) {
+  if (p != nullptr) {
+    Update(std::move(p));
   }
+}
 
-  // Now local_ptr points to the old object, release it to the caller.  This may
-  // block for a while, so this also must be kept outside of the critical
-  // section.
-  return local_ptr->BlockingRelease();
+template <typename T, typename ReadPtrHolder>
+std::unique_ptr<T> FastReadDynamicPtr<T, ReadPtrHolder>::Update(
+    OwnedPtr new_object) {
+  std::unique_ptr<ShareableOwnedPtr> shareable(
+      new ShareableOwnedPtr(std::move(new_object)));
+  {
+    mutex_lock lock(mu_);
+    read_ptrs_.update([&] { return shareable->NewShare(); });
+    shareable_.swap(shareable);
+  }
+  return shareable == nullptr ? nullptr : std::move(*shareable).Release();
 }
 
-template <typename T>
-typename FastReadDynamicPtr<T>::ReadPtr FastReadDynamicPtr<T>::get() const {
-  // Note: tf_shared_lock (a reader/writer lock vs a normal mutex lock) was
-  // found to generally perform worse in our benchmarks. Before changing this
-  // back to a reader lock, please do careful benchmarks.
-  mutex_lock lock(mutex_);
-  return object_->reference();
+template <typename T, typename ReadPtrHolder>
+std::shared_ptr<const T> FastReadDynamicPtr<T, ReadPtrHolder>::get() const {
+  return read_ptrs_.get();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
index 91098eb59f0..54a3fe1d3c9 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
@@ -24,10 +24,18 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
-typedef FastReadDynamicPtr<int> FastReadIntPtr;
+template <typename T>
+class FastReadDynamicPtrTest : public ::testing::Test {};
 
-TEST(FastReadDynamicPtrTest, SingleThreaded) {
-  FastReadIntPtr fast_read_int;
+using FastReadDynamicPtrTypes = ::testing::Types<
+    FastReadDynamicPtr<int>,
+    FastReadDynamicPtr<int, internal_read_ptr_holder::ShardedReadPtrs<int>>,
+    FastReadDynamicPtr<int, internal_read_ptr_holder::SingleReadPtr<int>>>;
+
+TYPED_TEST_SUITE(FastReadDynamicPtrTest, FastReadDynamicPtrTypes);
+
+TYPED_TEST(FastReadDynamicPtrTest, SingleThreaded) {
+  TypeParam fast_read_int;
 
   {
     // Initially the object should be null.
@@ -46,10 +54,10 @@ TEST(FastReadDynamicPtrTest, SingleThreaded) {
   }
 }
 
-TEST(FastReadDynamicPtrTest, MultiThreaded) {
+TYPED_TEST(FastReadDynamicPtrTest, MultiThreaded) {
   const int kNumThreads = 4;
 
-  FastReadIntPtr fast_read_int;
+  TypeParam fast_read_int;
 
   {
     std::unique_ptr<int> tmp(new int(0));

From e41ee40826652b6aa5a3f071107074923d6ff6c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Feb 2020 13:39:52 -0800
Subject: [PATCH 3666/8103] Ensure that all outstanding ReadPtrs are destroyed
 before allowing a FastReadDynamicPtr to be destroyed.

PiperOrigin-RevId: 293884764
---
 .../util/fast_read_dynamic_ptr.h              |  7 ++++++
 .../util/fast_read_dynamic_ptr_test.cc        | 22 +++++++++++++++++++
 2 files changed, 29 insertions(+)

diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index 61065d67c73..e39856f737d 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -100,6 +100,7 @@ class FastReadDynamicPtr {
 
   // Initially contains a null pointer by default.
   explicit FastReadDynamicPtr(OwnedPtr = nullptr);
+  ~FastReadDynamicPtr();
 
   // Updates the current object with a new one, returning the old object. This
   // method will block until all ReadPtrs that point to the previous object have
@@ -311,6 +312,12 @@ FastReadDynamicPtr<T, ReadPtrHolder>::FastReadDynamicPtr(OwnedPtr p) {
   }
 }
 
+template <typename T, typename ReadPtrHolder>
+FastReadDynamicPtr<T, ReadPtrHolder>::~FastReadDynamicPtr() {
+  // Force a wait until all outstanding ReadPtrs are destroyed.
+  Update(nullptr);
+}
+
 template <typename T, typename ReadPtrHolder>
 std::unique_ptr<T> FastReadDynamicPtr<T, ReadPtrHolder>::Update(
     OwnedPtr new_object) {
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
index 54a3fe1d3c9..dae665282b6 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
@@ -92,6 +92,28 @@ TYPED_TEST(FastReadDynamicPtrTest, MultiThreaded) {
   }
 }
 
+TYPED_TEST(FastReadDynamicPtrTest, WaitsForReadPtrsBeforeDestruction) {
+  const int expected = 12;
+  std::unique_ptr<TypeParam> fast_read_int(new TypeParam);
+  fast_read_int->Update(std::unique_ptr<int>(new int(expected)));
+  Notification got;
+  std::unique_ptr<Thread> thread(Env::Default()->StartThread({}, "Holder", [&] {
+    auto p = fast_read_int->get();
+    ASSERT_NE(p, nullptr);
+    EXPECT_EQ(expected, *p);
+    got.Notify();
+    // The other thread can't notify us that they deleted
+    // fast_read_int because that destruction will block until
+    // we're done with p.  We sleep so that with high
+    // probability, deletion was attempted.
+    Env::Default()->SleepForMicroseconds(1e7);
+    EXPECT_EQ(expected, *p);
+  }));
+  got.WaitForNotification();
+  // Destruction must block until all outstanding ReadPtrs are destroyed.
+  fast_read_int = nullptr;
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 138d9b799606ee4a211775699d285206e10a837d Mon Sep 17 00:00:00 2001
From: Shyam Saladi <saladi@caltech.edu>
Date: Mon, 10 Feb 2020 02:44:53 -0800
Subject: [PATCH 3667/8103] fix typo in flag

---
 tensorflow_serving/g3doc/serving_config.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index d14e9300108..a169da04787 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -194,7 +194,7 @@ config file, as described [above](#reloading-model-server-configuration).
 
 If you would like to assign a label to a version that is not yet loaded (for ex.
 by supplying both the model version and the label at startup time) then you must
-set the `--alow_version_labels_for_unavailable_models` flag to true, which
+set the `--allow_version_labels_for_unavailable_models` flag to true, which
 allows new labels to be assigned to model versions that are not loaded yet.
 
 Please note that this applies only to new version labels (i.e. ones not assigned

From 385e7962ceae7e30e58d1e4ad54b0502795b9ef5 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Tue, 11 Feb 2020 13:03:01 -0800
Subject: [PATCH 3668/8103] Automated rollback of commit
 46fbcb2ca93f46ff18dee4be9dcde74f9a43df6f

PiperOrigin-RevId: 294501856
---
 tensorflow_serving/example/mnist_client.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index 3768ff39d75..d691bf4e38b 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -41,11 +41,12 @@
 import mnist_input_data
 
 
-tf.app.flags.DEFINE_integer('concurrency', 1,
-                            'maximum number of concurrent inference requests')
-tf.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
-tf.app.flags.DEFINE_string('server', '', 'PredictionService host:port')
-tf.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
+tf.compat.v1.app.flags.DEFINE_integer(
+    'concurrency', 1, 'maximum number of concurrent inference requests')
+tf.compat.v1.app.flags.DEFINE_integer('num_tests', 100, 'Number of test images')
+tf.compat.v1.app.flags.DEFINE_string('server', '',
+                                     'PredictionService host:port')
+tf.compat.v1.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
 FLAGS = tf.app.flags.FLAGS
 
 

From ee665381efc6450bd8dc1499d5f6c939263228fe Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Tue, 11 Feb 2020 14:37:23 -0800
Subject: [PATCH 3669/8103] Fixes outdated instructions in kubernetes tutorial

PiperOrigin-RevId: 294523214
---
 tensorflow_serving/g3doc/serving_kubernetes.md | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_kubernetes.md b/tensorflow_serving/g3doc/serving_kubernetes.md
index 2d44f464389..3b22f70d099 100644
--- a/tensorflow_serving/g3doc/serving_kubernetes.md
+++ b/tensorflow_serving/g3doc/serving_kubernetes.md
@@ -227,10 +227,16 @@ format and our project name,
 docker tag $USER/resnet_serving gcr.io/tensorflow-serving/resnet
 ```
 
+Next, we configure Docker to use gcloud as a credential helper:
+
+```shell
+gcloud auth configure-docker
+```
+
 Next we push the image to the Registry,
 
 ```shell
-gcloud docker -- push gcr.io/tensorflow-serving/resnet
+docker push gcr.io/tensorflow-serving/resnet
 ```
 
 ### Create Kubernetes Deployment and Service

From e085cb37b4b5c62154aa063dcbb781b24d5b3fd4 Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Wed, 12 Feb 2020 09:02:27 -0800
Subject: [PATCH 3670/8103] Refined the httpserver flow-control API for
 streaming writes.

PiperOrigin-RevId: 294679764
---
 .../server/internal/evhttp_request.cc         |  5 +-
 .../net_http/server/internal/evhttp_request.h |  4 +-
 .../server/public/server_request_interface.h  | 52 ++++++++++++++-----
 3 files changed, 43 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 5aea3ffaf7f..1d7f7e3533d 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -346,9 +346,10 @@ void EvHTTPRequest::PartialReply() {
   NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
 }
 
-void EvHTTPRequest::PartialReplyWithFlushCallback(
-    std::function<void(bool result)> callback) {
+ServerRequestInterface::CallbackStatus
+EvHTTPRequest::PartialReplyWithFlushCallback(std::function<void()> callback) {
   NET_LOG(FATAL, "PartialReplyWithStatus not implemented.");
+  return CallbackStatus::NOT_SCHEDULED;
 }
 
 void EvHTTPRequest::ReplyWithStatus(HTTPStatusCode status) {
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index 691ad9eac34..db2fcb1e539 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -96,8 +96,8 @@ class EvHTTPRequest final : public ServerRequestInterface {
   void PartialReplyWithStatus(HTTPStatusCode status) override;
   void PartialReply() override;
 
-  void PartialReplyWithFlushCallback(
-      std::function<void(bool result)> callback) override;
+  CallbackStatus PartialReplyWithFlushCallback(
+      std::function<void()> callback) override;
 
   void ReplyWithStatus(HTTPStatusCode status) override;
   void Reply() override;
diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index aaff3f6454b..3df9cefdc11 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -118,6 +118,23 @@ class ServerRequestInterface {
   virtual void AppendResponseHeader(absl::string_view header,
                                     absl::string_view value) = 0;
 
+  // The IO status of a request or response body.
+  enum class BodyStatus {
+    // The body hasn't been completely read or written.
+    PENDING = 0,
+    // The body has been completely read or written or when there is no body.
+    COMPLETE = 1,
+    // The transport has reported a failure and the request should be aborted.
+    FAILED = 2,
+  };
+
+  // This serves as the return value type for callbacks that may be
+  // skipped for optimization reasons
+  enum class CallbackStatus {
+    NOT_SCHEDULED = 0,
+    SCHEDULED = 1,
+  };
+
   // Sends headers and/or any buffered response body data to the client.
   // Assumes 200 if status is not specified.
   // If called for the first time, all the response headers will be sent
@@ -130,34 +147,41 @@ class ServerRequestInterface {
   virtual void PartialReply() = 0;
 
   // Similar to PartialReply() but with an on_flush callback which will be
-  // invoked when the response data has been completely flushed by the transport
-  // or when the write fails due to transport errors. This allows the handler to
-  // respect transport-provided flow-control in writing data to the peer.
+  // invoked when the response data has been completely flushed by the
+  // transport. This allows the handler to apply transport-provided flow-control
+  // in writing data to the peer.
+  //
+  // Returns SCHEDULED if the callback will be invoked asynchronously after
+  // this method returns. Until the callback is invoked, the request object
+  // should not be accessed by the handler.
   //
-  // Until the callback is invoked, the request object should not be accessed
-  // by the handler after this method is called. If a failure occurs,
-  // the callback will be passed a false value, and the request should be
-  // aborted thereafter by the handler.
+  // Returns NOT_SCHEDULED if data is already flushed when this method returns
+  // or when the request should be aborted due to transport failures.
   //
-  // The callback may be invoked immediately but never from the current
-  // call stack.
-  virtual void PartialReplyWithFlushCallback(
-      std::function<void(bool result)> callback) = 0;
+  // The handler should check response_body_status() after this method returns
+  // or from the callback to decide if the request should be aborted due to
+  // transport failures.
+  virtual CallbackStatus PartialReplyWithFlushCallback(
+      std::function<void()> callback) = 0;
+  virtual BodyStatus response_body_status() { return BodyStatus::PENDING; }
+
+  // Request streaming is disabled by default
+  virtual BodyStatus request_body_status() { return BodyStatus::COMPLETE; }
 
   // Completes the response and sends any buffered response body
   // to the client. Headers will be generated and sent first if PartialReply()
   // has never be called.
   // Assumes 200 if status is not specified.
-  // Once Reply() is called, the request object will be owned (and destructed)
+  // Once Reply() is called, the request object will be owned and destructed
   // by the server runtime.
   virtual void ReplyWithStatus(HTTPStatusCode status) = 0;
   virtual void Reply() = 0;
 
   // Aborts the current request forcibly.
+  // Once Abort() is called, the request object will be owned and destructed
+  // by the server runtime.
   virtual void Abort() = 0;
 
-  // To be defined: status enum
-
  protected:
   ServerRequestInterface() = default;
 

From a328ed619b823052bdecfe9f619fbdf3c2a99dbe Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 18 Feb 2020 10:25:39 -0800
Subject: [PATCH 3671/8103] Update bazel genfile directory after bazel version
 upgrade.

PiperOrigin-RevId: 295764267
---
 tensorflow_serving/tools/docker/Dockerfile.devel   |  1 +
 .../tools/pip_package/build_pip_package.sh         | 14 +++++++-------
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index f684ca6d25a..9061c424517 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -60,6 +60,7 @@ RUN pip3 --no-cache-dir install \
     mock \
     numpy \
     requests \
+    --ignore-installed setuptools \
     --ignore-installed six
 
 # Set up Bazel
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 2569420ef7b..efd9b2b4e64 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -41,7 +41,7 @@ function main() {
   mkdir -p ${TMPDIR}/tensorflow_serving/util
 
   echo "Adding python files"
-  cp bazel-genfiles/tensorflow_serving/apis/*_pb2.py \
+  cp bazel-out/k8-opt/bin/tensorflow_serving/apis/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
   cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_pb2.py \
@@ -50,16 +50,16 @@ function main() {
   cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_grpc.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
-  cp bazel-genfiles/tensorflow_serving/config/*_pb2.py \
+  cp bazel-out/k8-opt/bin/tensorflow_serving/config/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/config"
 
-  cp bazel-genfiles/tensorflow_serving/core/*_pb2.py \
+  cp bazel-out/k8-opt/bin/tensorflow_serving/core/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/core"
 
-  cp bazel-genfiles/tensorflow_serving/sources/storage_path/*_pb2.py \
+  cp bazel-out/k8-opt/bin/tensorflow_serving/sources/storage_path/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/sources/storage_path"
 
-  cp bazel-genfiles/tensorflow_serving/util/*_pb2.py \
+  cp bazel-out/k8-opt/bin/tensorflow_serving/util/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/util"
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
@@ -75,10 +75,10 @@ function main() {
 
   pushd "${TMPDIR}"
   echo $(date) : "=== Building wheel (CPU)"
-  python setup.py bdist_wheel --universal \
+  python3 setup.py bdist_wheel --universal \
     --project_name tensorflow-serving-api # >/dev/null
   echo $(date) : "=== Building wheel (GPU)"
-  python setup.py bdist_wheel --universal \
+  python3 setup.py bdist_wheel --universal \
     --project_name tensorflow-serving-api-gpu # >/dev/null
   mkdir -p "${DEST}"
   cp dist/* "${DEST}"

From b9602b3820dddea0d9fa9423b1ae9eaaf2aec977 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 18 Feb 2020 10:44:37 -0800
Subject: [PATCH 3672/8103] Use package python-distutils-extra instead of
 python3-distutils for ubuntu16.04.

PiperOrigin-RevId: 295769402
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 2cb34648fdb..5ee1d380061 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -54,7 +54,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         wget \
         zip \
         zlib1g-dev \
-        python3-distutils \
+        python-distutils-extra \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \

From 3ffd96983af578cc2d215cd5a7076364dc009f29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Mar 2020 16:53:18 -0800
Subject: [PATCH 3673/8103] Explicitly disable Tensorflow v2 behaviors for all
 TF1.x binaries and tests

PiperOrigin-RevId: 298480955
---
 .../servables/tensorflow/testdata/BUILD              | 12 +++---------
 1 file changed, 3 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 9df1f352853..be6d7f0d95e 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -49,9 +49,7 @@ py_binary(
     ],
     python_version = "PY2",
     srcs_version = "PY2AND3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
 py_binary(
@@ -61,9 +59,7 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
 py_binary(
@@ -73,9 +69,7 @@ py_binary(
     ],
     python_version = "PY2",
     srcs_version = "PY2AND3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
 filegroup(

From fdbbe4804611e22f693f9aba81a863f17b40a312 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Wed, 4 Mar 2020 15:32:48 -0800
Subject: [PATCH 3674/8103] Internal changes.

PiperOrigin-RevId: 298956668
---
 .../model_servers/tensorflow_model_server_test.py               | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index b79ee5b5373..4043836a2df 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -28,7 +28,7 @@
 
 import grpc
 from six.moves import range
-import tensorflow as tf
+import tensorflow.compat.v1 as tf
 
 from tensorflow.python.eager import profiler_client
 from tensorflow.python.platform import flags

From 9781ed1857ab0b1195107821ad0f3720872546a1 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Fri, 6 Mar 2020 10:59:18 -0800
Subject: [PATCH 3675/8103] Makes clear that version labels are not supported
 by REST API surface

PiperOrigin-RevId: 299391389
---
 tensorflow_serving/g3doc/serving_config.md | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index a169da04787..35a79b0970a 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -128,13 +128,17 @@ model_version_policy {
 
 ### Assigning String Labels to Model Versions, To Simplify Canary and Rollback
 
+_Note: This feature is only available in the gRPC API surface - if you're using
+REST API you cannot specify version labels._
+
 Sometimes it's helpful to add a level of indirection to model versions. Instead
 of letting all of your clients know that they should be querying version 42, you
 can assign an alias such as "stable" to whichever version is currently the one
 clients should query. If you want to redirect a slice of traffic to a tentative
 canary model version, you can use a second alias "canary".
 
-You can configure these model version aliases, or labels, like so:
+If you're using the gRPC API surface, you can configure these model version
+aliases, or labels, like so:
 
 ```proto
 model_version_policy {

From 0b83b7e0a442d641a84d24afb278e48c8f1c24d5 Mon Sep 17 00:00:00 2001
From: Eugene Brevdo <ebrevdo@google.com>
Date: Fri, 6 Mar 2020 18:18:33 -0800
Subject: [PATCH 3676/8103] Fix deps on tensorflow proto targets.

TensorFlow uses a non-standard protobuf build rule that requires special
renaming when relying on e.g. tensorflow/core:protos_all.

PiperOrigin-RevId: 299478812
---
 .bazelrc                                      |  2 +
 WORKSPACE                                     |  7 +-
 tensorflow_serving/apis/BUILD                 | 17 +++-
 tensorflow_serving/repo.bzl                   |  3 +
 tensorflow_serving/servables/tensorflow/BUILD |  5 +-
 tensorflow_serving/serving.bzl                |  5 ++
 tensorflow_serving/util/BUILD                 |  6 +-
 third_party/tf_patch/BUILD                    |  1 +
 third_party/tf_patch/tf.patch                 | 88 +++++++++++++++++++
 9 files changed, 124 insertions(+), 10 deletions(-)
 create mode 100644 third_party/tf_patch/BUILD
 create mode 100644 third_party/tf_patch/tf.patch

diff --git a/.bazelrc b/.bazelrc
index 9e0dc33073f..48bf9e9f66e 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -46,3 +46,5 @@ build --host_cxxopt=-std=c++14
 build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
 
 build --workspace_status_command=/proc/self/cwd/tools/gen_status_stamp.sh
+
+build --experimental_repo_remote_exec
diff --git a/WORKSPACE b/WORKSPACE
index b9ee44d32d0..8be441f8485 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -10,8 +10,9 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abceedf2f627e83a5d4324d158e2f2b731f0b747f041407a28ff6ba1634dc583",
-    git_commit = "2a2c812ab2330c9aac33335f10679a346436acfb",
+    sha256 = "3513fd2e31a9297452a257e687b88a4c9b44b983880f67f8469b5c6a62bec1d2",
+    git_commit = "7cf58aa514b348b0b44610555dd8e3002c32e999",
+    patch = "//third_party/tf_patch:tf.patch"
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
@@ -63,4 +64,4 @@ tf_serving_workspace()
 
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
-check_bazel_version_at_least("1.2.1")
+check_bazel_version_at_least("2.0.0")
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 56ed22dd027..e2fd7a675b2 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library")
+load("//tensorflow_serving:serving.bzl", "serving_tensorflow_proto_dep")
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
 package(
@@ -30,7 +31,9 @@ serving_proto_library(
     deps = [
         ":model_proto",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
@@ -49,7 +52,9 @@ serving_proto_library(
     srcs = ["input.proto"],
     cc_api_version = 2,
     deps = [
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
@@ -106,7 +111,9 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
@@ -362,7 +369,9 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
diff --git a/tensorflow_serving/repo.bzl b/tensorflow_serving/repo.bzl
index 91d4e331831..f76e7732ae8 100644
--- a/tensorflow_serving/repo.bzl
+++ b/tensorflow_serving/repo.bzl
@@ -17,6 +17,7 @@ _TF_REVISION = "TF_REVISION"
 def _tensorflow_http_archive(ctx):
     git_commit = ctx.attr.git_commit
     sha256 = ctx.attr.sha256
+    patch = ctx.attr.patch
 
     override_git_commit = ctx.os.environ.get(_TF_REVISION)
     if override_git_commit:
@@ -35,11 +36,13 @@ def _tensorflow_http_archive(ctx):
         "",
         strip_prefix,
     )
+    ctx.patch(patch, strip = 1)
 
 tensorflow_http_archive = repository_rule(
     implementation = _tensorflow_http_archive,
     attrs = {
         "git_commit": attr.string(mandatory = True),
         "sha256": attr.string(mandatory = True),
+        "patch": attr.label(mandatory = True),
     },
 )
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 503d3d7a82b..038aa0795fb 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -2,6 +2,7 @@
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = [
@@ -32,7 +33,9 @@ serving_proto_library(
     ],
     deps = [
         "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index 1e3d0460bea..f5f13410463 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -55,3 +55,8 @@ def serving_proto_library_py(name, proto_library, srcs = [], deps = [], visibili
         visibility = visibility,
         testonly = testonly,
     )
+
+def serving_tensorflow_proto_dep(dep):
+    """Rename for deps onto tensorflow protos in serving_proto_library targets.
+    """
+    return "{}_cc".format(dep)
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 7e6c38daa0e..4fe1c1be15d 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -1,6 +1,6 @@
 # Description: Tensorflow Serving utils.
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = [
@@ -400,7 +400,9 @@ serving_proto_library(
     cc_api_version = 2,
     visibility = ["//visibility:public"],
     deps = [
-        "@org_tensorflow//tensorflow/core:protos_all",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
     ],
 )
 
diff --git a/third_party/tf_patch/BUILD b/third_party/tf_patch/BUILD
new file mode 100644
index 00000000000..2d59128ba16
--- /dev/null
+++ b/third_party/tf_patch/BUILD
@@ -0,0 +1 @@
+# Empty BUILD so this is treated like a package.
diff --git a/third_party/tf_patch/tf.patch b/third_party/tf_patch/tf.patch
new file mode 100644
index 00000000000..b6964126263
--- /dev/null
+++ b/third_party/tf_patch/tf.patch
@@ -0,0 +1,88 @@
+diff -r -u old/tensorflow/c/BUILD new/tensorflow/c/BUILD
+--- old/tensorflow/c/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/c/BUILD	2020-03-06 16:02:29.239566981 -0800
+@@ -694,4 +694,5 @@
+         # TODO(b/74620627): remove when _USE_C_SHAPES is removed
+         "//tensorflow/python:cpp_shape_inference_proto_cc",
+     ],
++    alwayslink = 1,
+ )
+diff -r -u old/tensorflow/core/grappler/clusters/BUILD new/tensorflow/core/grappler/clusters/BUILD
+--- old/tensorflow/core/grappler/clusters/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/core/grappler/clusters/BUILD	2020-03-06 16:47:11.057163837 -0800
+@@ -138,6 +138,7 @@
+         "//tensorflow/core/grappler:utils",
+         "//tensorflow/core/kernels:ops_util",
+     ],
++    alwayslink = 1,
+ )
+ 
+ tf_cc_test(
+diff -r -u old/tensorflow/core/grappler/costs/BUILD new/tensorflow/core/grappler/costs/BUILD
+--- old/tensorflow/core/grappler/costs/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/core/grappler/costs/BUILD	2020-03-06 16:45:14.316942148 -0800
+@@ -303,6 +303,7 @@
+         "//tensorflow/core/grappler/costs:cost_estimator",
+         "//tensorflow/core/kernels:ops_util",
+     ],
++    alwayslink = 1,
+ )
+ 
+ cc_library(
+@@ -319,6 +320,7 @@
+         "//tensorflow/core:protos_all_cc",
+         "//tensorflow/core/grappler/clusters:utils",
+     ] + tf_protos_grappler(),
++    alwayslink = 1,
+ )
+ 
+ tf_cc_test(
+@@ -353,6 +355,7 @@
+         "//tensorflow/core/grappler:op_types",
+         "//tensorflow/core/grappler:utils",
+     ] + tf_protos_grappler(),
++    alwayslink = 1,
+ )
+ 
+ tf_cc_test(
+diff -r -u old/tensorflow/core/platform/BUILD new/tensorflow/core/platform/BUILD
+--- old/tensorflow/core/platform/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/core/platform/BUILD	2020-03-06 16:00:30.423279302 -0800
+@@ -578,6 +578,7 @@
+     name = "stacktrace_handler",
+     textual_hdrs = ["stacktrace_handler.h"],
+     deps = tf_windows_aware_platform_deps("stacktrace_handler"),
++    alwayslink = 1,
+ )
+ 
+ cc_library(
+diff -r -u old/tensorflow/core/platform/default/BUILD new/tensorflow/core/platform/default/BUILD
+--- old/tensorflow/core/platform/default/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/core/platform/default/BUILD	2020-03-06 16:00:44.203312903 -0800
+@@ -350,6 +350,7 @@
+         "//tensorflow/core/platform",
+         "//tensorflow/core/platform:stacktrace",
+     ],
++    alwayslink = 1,
+ )
+ 
+ cc_library(
+diff -r -u old/tensorflow/python/BUILD new/tensorflow/python/BUILD
+--- old/tensorflow/python/BUILD	2020-02-06 13:20:27.000000000 -0800
++++ new/tensorflow/python/BUILD	2020-03-06 16:43:09.652704387 -0800
+@@ -496,6 +496,7 @@
+         "//tensorflow/core:protos_all_cc",
+         "//third_party/python_runtime:headers",
+     ],
++    alwayslink = 1,
+ )
+ 
+ cc_library(
+@@ -5650,6 +5651,7 @@
+         "//third_party/py/numpy:headers",
+         "//third_party/python_runtime:headers",
+     ],
++    alwayslink = 1,
+ )
+ 
+ py_library(

From caf2a92ba07ca4d10515f0b018c920e9b325c6c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Mar 2020 17:26:17 -0700
Subject: [PATCH 3677/8103] Allow splitting fields from batched session
 metadata into individual sessions in the batch metadata.

PiperOrigin-RevId: 300214439
---
 .../batching/batching_session.cc              | 36 ++++++++-
 .../batching/batching_session_test.cc         | 75 ++++++++++++++++++-
 2 files changed, 106 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 3866f329a33..877f10843ba 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <stddef.h>
 
+#include "tensorflow/core/framework/cost_graph.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_util.h"
@@ -203,6 +204,11 @@ class BatchingSession : public ServingSession {
                             const std::vector<Tensor>& combined_outputs,
                             Batch<BatchingSessionTask>* batch);
 
+  // Splits RunMetadata parts (e.g. costgraph attribution) into individual task
+  // outputs.
+  Status SplitRunMetadata(RunMetadata* batch_metadata,
+                          Batch<BatchingSessionTask>* batch);
+
   // Processes one batch of Run() calls with 'signature'. Called by
   // 'batch_scheduler_' in a batch thread.
   void ProcessBatch(const TensorSignature& signature,
@@ -539,6 +545,31 @@ Status BatchingSession::SplitOutputTensors(
   return Status::OK();
 }
 
+Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
+                                         Batch<BatchingSessionTask>* batch) {
+  if (batch->num_tasks() > 0) {
+    if (batch_metadata->has_cost_graph()) {
+      // Scale the batch aggregated to reflect the cost of an individual request
+      // in the batch; this assumes all requests in a batch have an equal cost.
+      for (size_t i = 0; i < batch_metadata->cost_graph().cost_size(); ++i) {
+        CostGraphDef_AggregatedCost* cost =
+            batch_metadata->mutable_cost_graph()->mutable_cost(i);
+        const float agg_cost = cost->cost();
+        cost->set_cost(agg_cost / static_cast<float>(batch->num_tasks()));
+      }
+    }
+
+    for (size_t i = 0; i < batch->num_tasks(); ++i) {
+      RunMetadata* run_metadata = batch->mutable_task(i)->run_metadata;
+      if (run_metadata != nullptr) {
+        *run_metadata = *batch_metadata;
+      }
+    }
+  }
+
+  return Status::OK();
+}
+
 void BatchingSession::ProcessBatch(
     const TensorSignature& signature,
     std::unique_ptr<Batch<BatchingSessionTask>> batch) {
@@ -613,9 +644,8 @@ void BatchingSession::ProcessBatch(
   status = wrapped_->Run(run_options, merged_inputs, output_tensor_names,
                          {} /* target node names */, &combined_outputs,
                          &run_metadata);
-  for (int i = 0; i < batch->num_tasks(); ++i) {
-    *(batch->mutable_task(i)->run_metadata) = run_metadata;
-  }
+  status.Update(SplitRunMetadata(&run_metadata, batch.get()));
+
   if (!status.ok()) {
     return;
   }
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 96982882ea0..006b5be44ee 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/framework/cost_graph.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
@@ -60,8 +61,10 @@ class BatchSizeCapturingSession : public ServingSession {
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
     latest_batch_size_ = inputs[0].second.shape().dim_size(0);
-    return wrapped_->Run(run_options, inputs, output_tensor_names,
-                         target_node_names, outputs, run_metadata);
+    Status status = wrapped_->Run(run_options, inputs, output_tensor_names,
+                                  target_node_names, outputs, run_metadata);
+    *(run_metadata->mutable_cost_graph()) = cost_graph_;
+    return status;
   }
 
   Status ListDevices(std::vector<DeviceAttributes>* response) override {
@@ -70,12 +73,17 @@ class BatchSizeCapturingSession : public ServingSession {
 
   int latest_batch_size() const { return latest_batch_size_; }
 
+  CostGraphDef* mutable_cost_graph() { return &cost_graph_; }
+
  private:
   std::unique_ptr<Session> wrapped_;
 
   // The size of the batch most recently submitted to Run().
   int latest_batch_size_ = -1;
 
+  // Cost graph associated with the latest call to Run().
+  CostGraphDef cost_graph_;
+
   TF_DISALLOW_COPY_AND_ASSIGN(BatchSizeCapturingSession);
 };
 
@@ -232,6 +240,69 @@ TEST(BatchingSessionTest, BatchingWithPadding) {
       }));
 }
 
+TEST(BatchingSessionTest, BatchingWithPaddingAndCost) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 2;
+  schedule_options.batch_timeout_micros = 1e6;
+  schedule_options.num_batch_threads = 1;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  batching_session_options.pad_variable_length_inputs = true;
+  std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
+      new BatchSizeCapturingSession(CreateHalfPlusTwoSession()));
+  auto batch_size_capturing_session_raw = batch_size_capturing_session.get();
+
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      std::move(batch_size_capturing_session), &batching_session));
+
+  CostGraphDef* cg = batch_size_capturing_session_raw->mutable_cost_graph();
+  CostGraphDef_AggregatedCost* ag = cg->add_cost();
+  ag->set_cost(7.0);
+  ag = cg->add_cost();
+  ag->set_dimension("named-cost");
+  ag->set_cost(1.0);
+
+  // two requests form a batch and first input gets padded with zeros to match
+  // [1, 3, 3] shape that is accepted by the model.
+  // if padding doesn't work, test will fail.
+  std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "first_request", [&batching_session] {
+        Tensor input = test::AsTensor<float>({1, 2, 3, 4}, {1, 2, 2});
+        Tensor expected_output = test::AsTensor<float>(
+            {2.5, 3, 2.5, 3.5, 4, 2.5, 2.5, 2.5, 2.5}, {1, 3, 3});
+        std::vector<Tensor> output;
+        RunMetadata run_metadata;
+        TF_ASSERT_OK(batching_session->Run({}, {{"x", input}}, {"y"}, {},
+                                           &output, &run_metadata));
+        ASSERT_EQ(1, output.size());
+        test::ExpectTensorEqual<float>(expected_output, output[0]);
+        const CostGraphDef& cgs = run_metadata.cost_graph();
+        EXPECT_EQ(2, cgs.cost_size());
+        EXPECT_NEAR(3.5, cgs.cost(0).cost(), 0.001);
+        EXPECT_NEAR(0.5, cgs.cost(1).cost(), 0.001);
+        EXPECT_EQ("named-cost", cgs.cost(1).dimension());
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request", [&batching_session] {
+        Tensor input =
+            test::AsTensor<float>({5, 6, 7, 8, 9, 10, 11, 12, 13}, {1, 3, 3});
+        Tensor expected_output = test::AsTensor<float>(
+            {4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5}, {1, 3, 3});
+        std::vector<Tensor> output;
+        RunMetadata run_metadata;
+        TF_ASSERT_OK(batching_session->Run({}, {{"x", input}}, {"y"}, {},
+                                           &output, &run_metadata));
+        ASSERT_EQ(1, output.size());
+        test::ExpectTensorEqual<float>(expected_output, output[0]);
+        const CostGraphDef& cgs = run_metadata.cost_graph();
+        EXPECT_EQ(2, cgs.cost_size());
+        EXPECT_NEAR(3.5, cgs.cost(0).cost(), 0.001);
+        EXPECT_NEAR(0.5, cgs.cost(1).cost(), 0.001);
+        EXPECT_EQ("named-cost", cgs.cost(1).dimension());
+      }));
+}
+
 TEST(BatchingSessionTest, UnequalTensorShapesWithPaddingTurnedOff) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;

From 726ca19322680330223a7c9762b1e866b44926aa Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 12 Mar 2020 16:34:13 -0700
Subject: [PATCH 3678/8103] For google-internal, optimize proto parse code for
 lazy scenario, by annotate byte-type fields with Cord.

PiperOrigin-RevId: 300649234
---
 .../apis/internal/serialized_input.proto      |  4 +--
 .../servables/tensorflow/util.cc              | 35 ++++++++++++++-----
 2 files changed, 29 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/apis/internal/serialized_input.proto b/tensorflow_serving/apis/internal/serialized_input.proto
index 36c026a76c8..862438e18e1 100644
--- a/tensorflow_serving/apis/internal/serialized_input.proto
+++ b/tensorflow_serving/apis/internal/serialized_input.proto
@@ -24,10 +24,10 @@ limitations under the License.
 
 syntax = "proto3";
 
-option cc_enable_arenas = true;
-
 package tensorflow.serving.internal;
 
+option cc_enable_arenas = true;
+
 message SerializedExampleList {
   repeated bytes examples = 1;
 }
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 968e11877a5..3c1b60152c7 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -23,6 +23,8 @@ limitations under the License.
 #include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/platform/cord.h"
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/internal/serialized_input.pb.h"
@@ -73,6 +75,7 @@ void RecordRequestExampleCount(const string& model_name, size_t count) {
 }
 
 Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
+  internal::SerializedInput serialized_input;
   // There's a reason we serialize and then parse 'input' in this way:
   // 'example_list' and 'example_list_with_context' are lazily parsed
   // fields, which means they are lazily deserialized the very first
@@ -81,14 +84,20 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
   //
   // SerializedInput proto has been created to prevent this, but at the same
   // time get the count of num_examples as well.
-  //
+  bool parse_serialized_input_ok = false;
+#if defined(PLATFORM_GOOGLE)
   // Benchmark ('BM_InputToSerializedExample') can help measure the effect of
   // changes in the future.
-  const string serialized_input_str = input.SerializeAsString();
-  internal::SerializedInput serialized_input;
-  if (!serialized_input.ParseFromString(serialized_input_str)) {
+  parse_serialized_input_ok =
+      serialized_input.ParseFromCord(input.SerializeAsCord());
+#else
+  parse_serialized_input_ok =
+      serialized_input.ParseFromString(input.SerializeAsString());
+#endif
+  if (!parse_serialized_input_ok) {
     return errors::Internal("Error parsing serialized input.");
   }
+
   const int64 num_examples = NumInputExamples(serialized_input);
   if (num_examples == 0) {
     return errors::InvalidArgument("Input is empty.");
@@ -108,15 +117,25 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
     }
 
     case Input::KindCase::kExampleListWithContext: {
-      const string& context =
+      const auto& context =
           serialized_input.example_list_with_context().context();
       auto input_vec = examples->vec<tstring>();
       int input_vec_index = 0;
       for (const auto& entry :
            serialized_input.example_list_with_context().examples()) {
-        // Avoid the need for repeated serialization of context by simply
-        // appending the Example serialization to the pre-serialized context.
-        input_vec(input_vec_index++) = strings::StrCat(context, entry);
+        tstring& input_str = input_vec(input_vec_index++);
+        input_str.resize_uninitialized(context.size() + entry.size());
+        // 'input_str_ptr' now points to the beginning of input_str.
+        char* input_str_ptr = &input_str[0];
+#if defined(PLATFORM_GOOGLE)
+        // When absl::Cord OSS is fully shipped and protobuf open-source suports
+        // Cord, we can get rid of marco above and unify code path.
+        context.CopyToArray(input_str_ptr);
+        entry.CopyToArray(input_str_ptr + context.size());
+#else
+        memcpy(input_str_ptr, &context[0], context.size());
+        memcpy(input_str_ptr + context.size(), &entry[0], entry.size());
+#endif
       }
     } break;
 

From 3d5b44a95a2c458affeb284f1141a8612427dd8c Mon Sep 17 00:00:00 2001
From: Eugene Brevdo <ebrevdo@google.com>
Date: Thu, 12 Mar 2020 21:33:23 -0700
Subject: [PATCH 3679/8103] Fix tensorflow_serving build when building against
 a recent hash of TensorFlow

PiperOrigin-RevId: 300687304
---
 WORKSPACE                                     | 33 +++++--
 .../batching/streaming_batch_scheduler.h      | 15 ++--
 .../core/aspired_versions_manager.h           | 20 ++---
 tensorflow_serving/core/basic_manager.cc      | 20 ++---
 tensorflow_serving/core/basic_manager.h       | 36 ++++----
 tensorflow_serving/core/caching_manager.h     |  6 +-
 .../core/caching_manager_test.cc              |  6 +-
 .../core/dynamic_source_router.h              |  2 +-
 tensorflow_serving/core/loader_harness.h      | 36 ++++----
 tensorflow_serving/core/log_collector.cc      |  6 +-
 .../core/servable_state_monitor.h             | 40 ++++-----
 .../core/test_util/fake_loader.h              |  2 +-
 tensorflow_serving/example/BUILD              |  2 +-
 tensorflow_serving/model_servers/BUILD        |  8 +-
 .../model_servers/server_core.h               | 29 +++---
 tensorflow_serving/repo.bzl                   |  7 +-
 .../file_system_storage_path_source.h         | 10 +--
 tensorflow_serving/util/class_registration.h  |  2 +-
 tensorflow_serving/util/event_bus.h           |  8 +-
 .../util/net_http/compression/BUILD           |  2 +-
 .../util/net_http/server/internal/BUILD       |  2 +-
 tensorflow_serving/util/observer.h            |  2 +-
 third_party/tf_patch/BUILD                    |  1 -
 third_party/tf_patch/tf.patch                 | 88 -------------------
 24 files changed, 157 insertions(+), 226 deletions(-)
 delete mode 100644 third_party/tf_patch/BUILD
 delete mode 100644 third_party/tf_patch/tf.patch

diff --git a/WORKSPACE b/WORKSPACE
index 8be441f8485..8b8317a55ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -8,11 +8,11 @@ workspace(name = "tf_serving")
 # 3. Request the new archive to be mirrored on mirror.bazel.build for more
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
+
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3513fd2e31a9297452a257e687b88a4c9b44b983880f67f8469b5c6a62bec1d2",
-    git_commit = "7cf58aa514b348b0b44610555dd8e3002c32e999",
-    patch = "//third_party/tf_patch:tf.patch"
+    sha256 = "788bb65c12a79fd02746d614bd87485738d9e4c1aed79fde52ffea434e1c1050",
+    git_commit = "553bff39bbec23e0d7b792fd8b4383014ad0401f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
@@ -24,11 +24,13 @@ http_archive(
 )
 
 load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")
-rules_pkg_dependencies()
 
+rules_pkg_dependencies()
 
-load("@org_tensorflow//third_party/toolchains/preconfig/generate:archives.bzl",
-     "bazel_toolchains_archive")
+load(
+    "@org_tensorflow//third_party/toolchains/preconfig/generate:archives.bzl",
+    "bazel_toolchains_archive",
+)
 
 bazel_toolchains_archive()
 
@@ -53,15 +55,30 @@ http_archive(
 )
 http_archive(
     name = "bazel_skylib",
-    sha256 = "2ef429f5d7ce7111263289644d233707dba35e39696377ebab8b0bc701f7818e",
-    urls = ["https://github.com/bazelbuild/bazel-skylib/releases/download/0.8.0/bazel-skylib.0.8.0.tar.gz"],
+    sha256 = "1dde365491125a3db70731e25658dfdd3bc5dbdfd11b840b3e987ecf043c7ca0",
+    urls = [
+        "https://storage.googleapis.com/mirror.tensorflow.org/github.com/bazelbuild/bazel-skylib/releases/download/0.9.0/bazel_skylib-0.9.0.tar.gz",
+        "https://github.com/bazelbuild/bazel-skylib/releases/download/0.9.0/bazel_skylib-0.9.0.tar.gz",
+    ],
 )  # https://github.com/bazelbuild/bazel-skylib/releases
+
 # END: Upstream TensorFlow dependencies
 
 # Please add all new TensorFlow Serving dependencies in workspace.bzl.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
+
 tf_serving_workspace()
 
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
+
 check_bazel_version_at_least("2.0.0")
+
+# GPRC deps, required to match TF's.  Only after calling tf_serving_workspace()
+load("@com_github_grpc_grpc//bazel:grpc_deps.bzl", "grpc_deps")
+
+grpc_deps()
+
+load("@upb//bazel:repository_defs.bzl", "bazel_version_repository")
+
+bazel_version_repository(name = "bazel_version")
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index 2acb5f848c1..152480019d7 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -184,13 +184,13 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
 
   // Closes 'open_batch_' (unless it equals nullptr), and replaces it with a
   // fresh open batch. Schedules the new batch on 'batch_threads_'.
-  void StartNewBatch() EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  void StartNewBatch() TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Takes a snapshot of 'open_batch_num_', and schedules an event with
   // 'batch_closer_' to close it at time 'close_time_micros' if it is still open
   // at that time.
   void ScheduleCloseOfCurrentOpenBatch(uint64 close_time_micros)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   const Options options_;
 
@@ -206,21 +206,22 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
 
   // The batch that is currently open and into which new tasks can be added.
   // Not owned here; owned by the batch thread pool.
-  Batch<TaskType>* open_batch_ GUARDED_BY(mu_) = nullptr;
+  Batch<TaskType>* open_batch_ TF_GUARDED_BY(mu_) = nullptr;
 
   // The sequence number of 'open_batch_'. Incremented each time 'open_batch_'
   // is assigned to a new (non-null) batch object.
-  int64 open_batch_num_ GUARDED_BY(mu_) = 0;
+  int64 open_batch_num_ TF_GUARDED_BY(mu_) = 0;
 
   // The number of batches "in progress", i.e. batches that have been started
   // but for which the process-batch callback hasn't finished. Note that this
   // counter is somewhat conservative (i.e. might be an overestimate), because
   // it gets decremented after the callback finishes and there could be races.
-  int num_batches_in_progress_ GUARDED_BY(mu_) = 0;
+  int num_batches_in_progress_ TF_GUARDED_BY(mu_) = 0;
 
   // A background task we use to schedule batches to close when they hit their
   // timeout.
-  std::unique_ptr<internal::SingleTaskScheduler> batch_closer_ GUARDED_BY(mu_);
+  std::unique_ptr<internal::SingleTaskScheduler> batch_closer_
+      TF_GUARDED_BY(mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(StreamingBatchScheduler);
 };
@@ -276,7 +277,7 @@ class SingleTaskScheduler {
   };
 
   // A newly-scheduled task hasn't yet been picked up by 'thread_'.
-  optional<Task> updated_task_ GUARDED_BY(mu_);
+  optional<Task> updated_task_ TF_GUARDED_BY(mu_);
 
   // The time parameter passed in the most recent Schedule() invocation.
   // Used to enforce monotonicity.
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 9c412e2c3e3..caed40f7232 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -230,7 +230,7 @@ class AspiredVersionsManager : public Manager,
   void EnqueueAspiredVersionsRequest(
       const StringPiece servable_name,
       std::vector<ServableData<std::unique_ptr<Loader>>> versions)
-      LOCKS_EXCLUDED(pending_aspired_versions_requests_mu_);
+      TF_LOCKS_EXCLUDED(pending_aspired_versions_requests_mu_);
 
   // Processes an aspired-versions request. It assumes the request doesn't
   // re-aspire any servables currently marked as not aspired in
@@ -238,41 +238,41 @@ class AspiredVersionsManager : public Manager,
   void ProcessAspiredVersionsRequest(
       const StringPiece servable_name,
       std::vector<ServableData<std::unique_ptr<Loader>>> versions)
-      EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
 
   // Determines whether an aspired-versions request contains any versions that
   // are currently being managed in 'basic_manager_' with is_aspired==false.
   bool ContainsAnyReaspiredVersions(
       const StringPiece servable_name,
       const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) const
-      SHARED_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
+      TF_SHARED_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
 
   // Performs the action on the harness.
   void PerformAction(const AspiredVersionPolicy::ServableAction action)
-      EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
 
   // Goes through the harness map and calls the configured servable_policy with
   // the state snapshots to get a list of suggested actions. The actions are
   // then ordered and finally the topmost one is performed.
   optional<AspiredVersionPolicy::ServableAction> GetNextAction()
-      EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
 
   // Checks for servables that are not aspired and at some final state and tells
   // 'basic_manager_' to forget about them. This method is intended to be
   // invoked periodically, interleaved with InvokePolicyAndExecuteAction() and
   // HandlePendingAspiredVersionsRequests().
-  void FlushServables() LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_);
+  void FlushServables() TF_LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_);
 
   // Handles enqueued aspired-versions requests. This method is intended to be
   // invoked periodically, interleaved with InvokePolicyAndExecuteAction().
   void HandlePendingAspiredVersionsRequests()
-      LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_,
-                     pending_aspired_versions_requests_mu_);
+      TF_LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_,
+                        pending_aspired_versions_requests_mu_);
 
   // Invokes the aspired-version policy and executes any returned policy action.
   // This method is intended to be invoked periodically.
   void InvokePolicyAndExecuteAction()
-      LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_);
+      TF_LOCKS_EXCLUDED(basic_manager_read_modify_write_mu_);
 
   // Sets the number of load threads.
   //
@@ -294,7 +294,7 @@ class AspiredVersionsManager : public Manager,
   using AspiredVersionsMap =
       std::map<string, std::vector<ServableData<std::unique_ptr<Loader>>>>;
   AspiredVersionsMap pending_aspired_versions_requests_
-      GUARDED_BY(pending_aspired_versions_requests_mu_);
+      TF_GUARDED_BY(pending_aspired_versions_requests_mu_);
   mutable mutex pending_aspired_versions_requests_mu_;
 
   // To lock basic_manager_ to perform atomic read/modify/write operations on
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 95a5cb964e1..52fcec1efad 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -718,16 +718,16 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
     bool resources_reserved;
     // We retry reserving resources because it may involve transiently failing
     // operations like file-reads.
-    const Status reserve_resources_status =
-        Retry(strings::StrCat("Reserving resources for servable: ",
-                              harness->id().DebugString()),
-              harness_options_.max_num_load_retries,
-              harness_options_.load_retry_interval_micros,
-              [&]() EXCLUSIVE_LOCKS_REQUIRED(mu_) {
-                return resource_tracker_->ReserveResources(*harness->loader(),
-                                                           &resources_reserved);
-              },
-              [&]() { return harness->cancel_load_retry(); });
+    const Status reserve_resources_status = Retry(
+        strings::StrCat("Reserving resources for servable: ",
+                        harness->id().DebugString()),
+        harness_options_.max_num_load_retries,
+        harness_options_.load_retry_interval_micros,
+        [&]() TF_EXCLUSIVE_LOCKS_REQUIRED(mu_) {
+          return resource_tracker_->ReserveResources(*harness->loader(),
+                                                     &resources_reserved);
+        },
+        [&]() { return harness->cancel_load_retry(); });
     if (!reserve_resources_status.ok()) {
       return errors::Internal(strings::StrCat(
           "Error while attempting to reserve resources to load servable ",
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index 7919c14b522..cd8abe41d7f 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -293,13 +293,13 @@ class BasicManager : public Manager {
   // status if a corresponding harness was found, else an error status.
   Status GetHealthyHarness(const ServableId& servable_id,
                            LoaderHarness** harness)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Obtains a pointer to every managed loader that is currently holding
   // resources, i.e. whose state is one of kApprovedForLoading, kLoading,
   // kReady, kUnloadRequested, kQuiescing, kQuiesced or kUnloading.
   std::vector<const Loader*> GetLoadersCurrentlyUsingResources() const
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // A load or unload request for a particular servable. Facilitates code
   // sharing across the two cases.
@@ -311,13 +311,13 @@ class BasicManager : public Manager {
 
   // A unification of LoadServable() and UnloadServable().
   void LoadOrUnloadServable(const LoadOrUnloadRequest& request,
-                            DoneCallback done_callback) LOCKS_EXCLUDED(mu_);
+                            DoneCallback done_callback) TF_LOCKS_EXCLUDED(mu_);
 
   // The synchronous logic for handling a load/unload request, including both
   // the decision and execution phases. This is the method run in the executor.
   void HandleLoadOrUnloadRequest(const LoadOrUnloadRequest& request,
                                  DoneCallback done_callback)
-      LOCKS_EXCLUDED(mu_);
+      TF_LOCKS_EXCLUDED(mu_);
 
   // The decision phase of whether to approve a load/unload request. Delegates
   // to one of ApproveLoad() or ApproveUnload() -- see those methods' comments
@@ -332,7 +332,7 @@ class BasicManager : public Manager {
   // precludes concurrent execution of another request that could delete the
   // harness.)
   Status ApproveLoadOrUnload(const LoadOrUnloadRequest& request,
-                             LoaderHarness** harness) LOCKS_EXCLUDED(mu_);
+                             LoaderHarness** harness) TF_LOCKS_EXCLUDED(mu_);
 
   // The decision phase of whether to approve a load request.
   //
@@ -343,12 +343,12 @@ class BasicManager : public Manager {
   // Argument 'mu_lock' is a lock held on 'mu_'. It is released temporarily via
   // 'num_ongoing_load_unload_executions_cv_'.
   Status ApproveLoad(LoaderHarness* harness, mutex_lock* mu_lock)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // The decision phase of whether to approve an unload request. If it succeeds,
   // places the servable into state kQuiescing. Among other things, that
   // prevents a subsequent unload request from proceeding concurrently.
-  Status ApproveUnload(LoaderHarness* harness) EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  Status ApproveUnload(LoaderHarness* harness) TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Attempts to reserve the resources required to load the servable in
   // 'harness'. Does not make any state transitions on 'harness' -- merely
@@ -358,7 +358,7 @@ class BasicManager : public Manager {
   // Argument 'mu_lock' is a lock held on 'mu_'. It is released temporarily via
   // 'num_ongoing_load_unload_executions_cv_'.
   Status ReserveResources(LoaderHarness* harness, mutex_lock* mu_lock)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // The execution phase of loading/unloading a servable. Delegates to either
   // ExecuteLoad() or ExecuteUnload().
@@ -369,17 +369,17 @@ class BasicManager : public Manager {
                              LoaderHarness* harness);
 
   // The execution phase of loading a servable.
-  Status ExecuteLoad(LoaderHarness* harness) LOCKS_EXCLUDED(mu_);
+  Status ExecuteLoad(LoaderHarness* harness) TF_LOCKS_EXCLUDED(mu_);
 
   // The execution phase of loading a unservable.
-  Status ExecuteUnload(LoaderHarness* harness) LOCKS_EXCLUDED(mu_);
+  Status ExecuteUnload(LoaderHarness* harness) TF_LOCKS_EXCLUDED(mu_);
 
   // Unloads all the managed servables.
-  Status UnloadAllServables() LOCKS_EXCLUDED(mu_);
+  Status UnloadAllServables() TF_LOCKS_EXCLUDED(mu_);
 
   // Updates the serving map by copying servables from the managed map, which
   // are ready to be served.
-  void UpdateServingMap() EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  void UpdateServingMap() TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Sets the number of load threads.
   //
@@ -388,7 +388,7 @@ class BasicManager : public Manager {
   // the old thread pool blocks until all threads are done, so it could block
   // for a long time.
   void SetNumLoadThreads(uint32 num_load_threads)
-      LOCKS_EXCLUDED(load_executor_mu_);
+      TF_LOCKS_EXCLUDED(load_executor_mu_);
   uint32 num_load_threads() const;
 
   // Keys are the servable names.
@@ -400,7 +400,7 @@ class BasicManager : public Manager {
   // Fetches the harness with this id from the harness_map_. Returns
   // harness_map_.end(), if the harness is not found.
   ManagedMap::iterator FindHarnessInMap(const ServableId& id)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Publishes the state on the event bus, if an event bus was part of the
   // options, if not we ignore it.
@@ -418,7 +418,7 @@ class BasicManager : public Manager {
 
   // ManagedMap contains all the servables managed by this manager, in different
   // states.
-  ManagedMap managed_map_ GUARDED_BY(mu_);
+  ManagedMap managed_map_ TF_GUARDED_BY(mu_);
 
   // ServingMap contains all the servables which are ready to be served, which
   // is a subset of those in the managed map.
@@ -489,7 +489,7 @@ class BasicManager : public Manager {
   const bool flush_filesystem_caches_ = false;
   // The executor (and associated mutex) used for executing loads of servables.
   mutable mutex load_executor_mu_;
-  std::unique_ptr<Executor> load_executor_ GUARDED_BY(load_executor_mu_);
+  std::unique_ptr<Executor> load_executor_ TF_GUARDED_BY(load_executor_mu_);
 
   // The executor used for executing unloads of servables. (Unlike for loads,
   // the unload executor is fixed for the lifetime of the manager.)
@@ -500,10 +500,10 @@ class BasicManager : public Manager {
 
   // A module that keeps track of available, used and reserved servable
   // resources (e.g. RAM).
-  std::unique_ptr<ResourceTracker> resource_tracker_ GUARDED_BY(mu_);
+  std::unique_ptr<ResourceTracker> resource_tracker_ TF_GUARDED_BY(mu_);
 
   // The number of load/unload requests currently in their execution phase.
-  int num_ongoing_load_unload_executions_ GUARDED_BY(mu_) = 0;
+  int num_ongoing_load_unload_executions_ TF_GUARDED_BY(mu_) = 0;
 
   // Used to wake up threads that are waiting for 'num_ongoing_executions' to
   // decrease.
diff --git a/tensorflow_serving/core/caching_manager.h b/tensorflow_serving/core/caching_manager.h
index c387ef0483d..60d8f82f86d 100644
--- a/tensorflow_serving/core/caching_manager.h
+++ b/tensorflow_serving/core/caching_manager.h
@@ -135,10 +135,10 @@ class CachingManager : public Manager {
   // basic-manager. All other requests block until the load completes and then
   // trivially succeed.
   Status LoadServable(ServableData<std::unique_ptr<Loader>> loader_data)
-      LOCKS_EXCLUDED(load_mutex_map_mu_);
+      TF_LOCKS_EXCLUDED(load_mutex_map_mu_);
 
   // Returns the size of the load_mutex_map_.
-  int64 GetLoadMutexMapSize() const LOCKS_EXCLUDED(load_mutex_map_mu_);
+  int64 GetLoadMutexMapSize() const TF_LOCKS_EXCLUDED(load_mutex_map_mu_);
 
   // Erases the entry from the map corresponding to the servable-id if there is
   // only one remaining reference to the mutex.
@@ -156,7 +156,7 @@ class CachingManager : public Manager {
   // a shared_ptr to allow for reference counting and consequent garbage
   // collection.
   std::map<ServableId, std::shared_ptr<mutex>> load_mutex_map_
-      GUARDED_BY(load_mutex_map_mu_);
+      TF_GUARDED_BY(load_mutex_map_mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(CachingManager);
 };
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index b59cd27a88c..cfe7f899b5e 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -107,13 +107,13 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
   mutable mutex mu_;
 
   // The current earliest version.
-  int64 earliest_version_ GUARDED_BY(mu_) = 0;
+  int64 earliest_version_ TF_GUARDED_BY(mu_) = 0;
 
   // The current latest version.
-  int64 latest_version_ GUARDED_BY(mu_) = 0;
+  int64 latest_version_ TF_GUARDED_BY(mu_) = 0;
 
   // Tracks the number of loaders dispensed by the loader-factory.
-  int64 num_loaders_dispensed_ GUARDED_BY(mu_) = 0;
+  int64 num_loaders_dispensed_ TF_GUARDED_BY(mu_) = 0;
 
   TF_DISALLOW_COPY_AND_ASSIGN(StringLoaderFactory);
 };
diff --git a/tensorflow_serving/core/dynamic_source_router.h b/tensorflow_serving/core/dynamic_source_router.h
index 4fc4c4a4a79..11423da6e44 100644
--- a/tensorflow_serving/core/dynamic_source_router.h
+++ b/tensorflow_serving/core/dynamic_source_router.h
@@ -63,7 +63,7 @@ class DynamicSourceRouter final : public SourceRouter<T> {
   const int num_output_ports_;
 
   mutable mutex routes_mu_;
-  Routes routes_ GUARDED_BY(routes_mu_);
+  Routes routes_ TF_GUARDED_BY(routes_mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(DynamicSourceRouter);
 };
diff --git a/tensorflow_serving/core/loader_harness.h b/tensorflow_serving/core/loader_harness.h
index 992fd0529c3..5a890075475 100644
--- a/tensorflow_serving/core/loader_harness.h
+++ b/tensorflow_serving/core/loader_harness.h
@@ -130,7 +130,7 @@ class LoaderHarness final {
   ServableId id() const { return id_; }
 
   /// Returns the current state of underlying Servable.
-  State state() const LOCKS_EXCLUDED(mu_);
+  State state() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns a pointer to the wrapped loader.
   /// Ownership remains with this class.
@@ -138,18 +138,18 @@ class LoaderHarness final {
 
   /// Returns the current overall state snapshot of the underlying Servable.
   template <typename T = std::nullptr_t>
-  ServableStateSnapshot<T> loader_state_snapshot() const LOCKS_EXCLUDED(mu_);
+  ServableStateSnapshot<T> loader_state_snapshot() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions the state of the harness to kLoadRequested iff its current
   /// state is kNew. The test-and-change is done transactionally, so this method
   /// can be used to ensure that at most one Load() request can proceed.
-  Status LoadRequested() LOCKS_EXCLUDED(mu_);
+  Status LoadRequested() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions to kLoadApproved.
   ///
   /// REQUIRES: State is kLoadRequested when called. Otherwise DCHECK-fails,
   /// transitions to state kError and invokes 'options_.error_callback'.
-  Status LoadApproved() LOCKS_EXCLUDED(mu_);
+  Status LoadApproved() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions to kLoading, delegates to Servable::Load(), then transitions
   /// either to kReady if Load() succeeds, or to kError (and invokes 'options_.
@@ -161,12 +161,12 @@ class LoaderHarness final {
   ///
   /// REQUIRES: State is kLoadApproved when called. Otherwise DCHECK-fails,
   /// transitions to state kError and invokes 'options_.error_callback'.
-  Status Load() LOCKS_EXCLUDED(mu_);
+  Status Load() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions the state of the harness to kUnloadRequested iff its current
   /// state is kReady. The test-and-change is done transactionally, so this
   /// method can be used to ensure that at most one Load() request can proceed.
-  Status UnloadRequested() LOCKS_EXCLUDED(mu_);
+  Status UnloadRequested() TF_LOCKS_EXCLUDED(mu_);
 
   /// Cancels retrying the load of the servable. This is best-effort, and does
   /// not preempt a Load() which is already happening, only subsequent calls.
@@ -174,22 +174,22 @@ class LoaderHarness final {
   /// If the retries are cancelled, the servable goes into a state dependent on
   /// the last Load() called on it. If the last Load() was successful, it will
   /// be in state kReady, else in kError.
-  void set_cancel_load_retry(bool value) LOCKS_EXCLUDED(mu_);
-  bool cancel_load_retry() LOCKS_EXCLUDED(mu_);
+  void set_cancel_load_retry(bool value) TF_LOCKS_EXCLUDED(mu_);
+  bool cancel_load_retry() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions to kUnloading, delegates to Servable::Unload(), then
   /// transitions to kDisabled when Unload() is done.
   ///
   /// REQUIRES: State is kQuiesced when called. Otherwise DCHECK-fails,
   /// transitions to state kError and invokes 'options_.error_callback'.
-  Status Unload() LOCKS_EXCLUDED(mu_);
+  Status Unload() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions the state to kQuiescing, which means that we would like to not
   /// give out any more handles to this servable.
   ///
   /// REQUIRES: State is kUnloadRequested when called. Otherwise DCHECK-fails,
   /// transitions to state kError and invokes 'options_.error_callback'.
-  Status StartQuiescing() LOCKS_EXCLUDED(mu_);
+  Status StartQuiescing() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions the state to kQuiesced, which means that there are no more
   /// live handles to this servable available in the frontend. At this point, we
@@ -197,17 +197,17 @@ class LoaderHarness final {
   ///
   /// REQUIRES: State is kQuiescing when called. Otherwise DCHECK-fails,
   /// transitions to state kError and invokes 'options_.error_callback'.
-  Status DoneQuiescing() LOCKS_EXCLUDED(mu_);
+  Status DoneQuiescing() TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions the state to kError and invokes 'options_.error_callback'.
-  void Error(const Status& status) LOCKS_EXCLUDED(mu_);
+  void Error(const Status& status) TF_LOCKS_EXCLUDED(mu_);
 
   /// Whether anything has gone wrong with this servable. If state is kError,
   /// this will be non-OK. If not OK, the error could be something that occurred
   /// in a Source or SourceAdapter, in the Loader, in the Manager, or elsewhere.
   /// All errors pertaining to the servable are reported here, regardless of
   /// origin.
-  Status status() const LOCKS_EXCLUDED(mu_);
+  Status status() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Gets the additional state. Returns nullptr if the type mismatches or if it
   /// wasn't set.
@@ -222,12 +222,12 @@ class LoaderHarness final {
   // Transitions the state to kError and invokes 'options_.error_callback'.
   // Private method to be used when we want to set an error from another method
   // in this class, where mu_ is already held.
-  void ErrorInternal(const Status& status) EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  void ErrorInternal(const Status& status) TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Expects 'state_' to equal 'from', and if so transitions it to 'to'. If not,
   // DCHECK-fails, calls ErrorInternal() with a suitable error and returns the
   // same error.
-  Status TransitionState(State from, State to) EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  Status TransitionState(State from, State to) TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   const ServableId id_;
   const std::unique_ptr<Loader> loader_;
@@ -235,12 +235,12 @@ class LoaderHarness final {
   const UniqueAnyPtr additional_state_;
   const Options options_;
   mutable mutex mu_;
-  State state_ GUARDED_BY(mu_) = State::kNew;
+  State state_ TF_GUARDED_BY(mu_) = State::kNew;
   // If state_ is kError, this will be non-OK.
-  Status status_ GUARDED_BY(mu_);
+  Status status_ TF_GUARDED_BY(mu_);
   // If set to true, we don't try to retry the load of the servable, if not
   // loaded by the first attempt.
-  bool cancel_load_retry_ GUARDED_BY(mu_) = false;
+  bool cancel_load_retry_ TF_GUARDED_BY(mu_) = false;
 
   TF_DISALLOW_COPY_AND_ASSIGN(LoaderHarness);
 };
diff --git a/tensorflow_serving/core/log_collector.cc b/tensorflow_serving/core/log_collector.cc
index 0dc18aacebb..1d434056630 100644
--- a/tensorflow_serving/core/log_collector.cc
+++ b/tensorflow_serving/core/log_collector.cc
@@ -30,7 +30,7 @@ namespace {
 class Registry {
  public:
   Status Register(const string& type, const LogCollector::Factory& factory)
-      LOCKS_EXCLUDED(mu_) {
+      TF_LOCKS_EXCLUDED(mu_) {
     mutex_lock l(mu_);
     const auto found_it = factory_map_.find(type);
     if (found_it != factory_map_.end()) {
@@ -41,7 +41,7 @@ class Registry {
   }
 
   const LogCollector::Factory* Lookup(const string& type) const
-      LOCKS_EXCLUDED(mu_) {
+      TF_LOCKS_EXCLUDED(mu_) {
     mutex_lock l(mu_);
     const auto found_it = factory_map_.find(type);
     if (found_it == factory_map_.end()) {
@@ -53,7 +53,7 @@ class Registry {
  private:
   mutable mutex mu_;
   std::unordered_map<string, LogCollector::Factory> factory_map_
-      GUARDED_BY(mu_);
+      TF_GUARDED_BY(mu_);
 };
 
 Registry* GetRegistry() {
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index d900284a26c..484bf184235 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -86,33 +86,33 @@ class ServableStateMonitor {
   /// Returns the current state of one servable, or nullopt if that servable is
   /// not being tracked.
   optional<ServableState> GetState(const ServableId& servable_id) const
-      LOCKS_EXCLUDED(mu_);
+      TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current state and time of one servable, or nullopt if that
   /// servable is not being tracked.
   optional<ServableStateAndTime> GetStateAndTime(
-      const ServableId& servable_id) const LOCKS_EXCLUDED(mu_);
+      const ServableId& servable_id) const TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current states of all tracked versions of the given servable,
   /// if any.
   VersionMap GetVersionStates(const string& servable_name) const
-      LOCKS_EXCLUDED(mu_);
+      TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current states of all tracked versions of all servables.
-  ServableMap GetAllServableStates() const LOCKS_EXCLUDED(mu_);
+  ServableMap GetAllServableStates() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current states of all versions of all servables which have not
   /// transitioned to state ServableState::ManagerState::kEnd.
-  ServableMap GetLiveServableStates() const LOCKS_EXCLUDED(mu_);
+  ServableMap GetLiveServableStates() const TF_LOCKS_EXCLUDED(mu_);
 
   // Returns all servables that are in state
   // ServableState::ManagerState::kAvailable.
   // Note that as opposed to GetAllServableStates() and GetLiveServableStates(),
   // this method loops over all the tracked servables.
-  ServableSet GetAvailableServableStates() const LOCKS_EXCLUDED(mu_);
+  ServableSet GetAvailableServableStates() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current bounded log of handled servable state events.
-  BoundedLog GetBoundedLog() const LOCKS_EXCLUDED(mu_);
+  BoundedLog GetBoundedLog() const TF_LOCKS_EXCLUDED(mu_);
 
   /// Notifies when all of the servables have reached the 'goal_state'.
   ///
@@ -144,7 +144,7 @@ class ServableStateMonitor {
   void NotifyWhenServablesReachState(
       const std::vector<ServableRequest>& servables,
       ServableState::ManagerState goal_state,
-      const ServableStateNotifierFn& notifier_fn) LOCKS_EXCLUDED(mu_);
+      const ServableStateNotifierFn& notifier_fn) TF_LOCKS_EXCLUDED(mu_);
 
   /// Similar to NotifyWhenServablesReachState(...), but instead of notifying,
   /// we wait until the 'goal_state' or kEnd is reached.
@@ -155,16 +155,16 @@ class ServableStateMonitor {
       const std::vector<ServableRequest>& servables,
       ServableState::ManagerState goal_state,
       std::map<ServableId, ServableState::ManagerState>* states_reached =
-          nullptr) LOCKS_EXCLUDED(mu_) TF_MUST_USE_RESULT;
+          nullptr) TF_LOCKS_EXCLUDED(mu_) TF_MUST_USE_RESULT;
 
   // Subscribes to all servable state changes hitting this monitor. This is
   // called after the monitor updates its own state based on the event.
   using NotifyFn = std::function<void(const ServableState&)>;
-  void Notify(const NotifyFn& notify_fn) LOCKS_EXCLUDED(notify_mu_);
+  void Notify(const NotifyFn& notify_fn) TF_LOCKS_EXCLUDED(notify_mu_);
 
  private:
   optional<ServableStateMonitor::ServableStateAndTime> GetStateAndTimeInternal(
-      const ServableId& servable_id) const EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      const ServableId& servable_id) const TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Request to send notification, setup using
   // NotifyWhenServablesReachState(...).
@@ -180,16 +180,16 @@ class ServableStateMonitor {
   optional<std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
   ShouldSendStateReachedNotification(
       const ServableStateNotificationRequest& notification_request)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Goes through the notification requests and tries to see if any of them can
   // be sent. If a notification is sent, the corresponding request is removed.
-  void MaybeSendStateReachedNotifications() EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  void MaybeSendStateReachedNotifications() TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Goes through the notify_fns list and calls each one with the currently
   // received ServableState.
   void SendNotifications(const ServableState& servable_state)
-      LOCKS_EXCLUDED(notify_mu_);
+      TF_LOCKS_EXCLUDED(notify_mu_);
 
   // This method is called when an event comes in, but before we update our
   // state with the contents of the event. Subclasses may override this method
@@ -200,7 +200,7 @@ class ServableStateMonitor {
 
   // Handles a bus event.
   void HandleEvent(const EventBus<ServableState>::EventAndTime& state_and_time)
-      LOCKS_EXCLUDED(mu_, notify_mu_);
+      TF_LOCKS_EXCLUDED(mu_, notify_mu_);
 
   const Options options_;
 
@@ -210,26 +210,26 @@ class ServableStateMonitor {
 
   // The current state of each servable version that has appeared on the bus.
   // (Entries are never removed, even when they enter state kEnd.)
-  ServableMap states_ GUARDED_BY(mu_);
+  ServableMap states_ TF_GUARDED_BY(mu_);
 
   // The current state of each servable version that has not transitioned to
   // state ServableState::ManagerState::kEnd.
-  ServableMap live_states_ GUARDED_BY(mu_);
+  ServableMap live_states_ TF_GUARDED_BY(mu_);
 
   // Deque of pairs of timestamp and ServableState, corresponding to the most
   // recent servable state events handled by the monitor. The size of this deque
   // is upper bounded by max_count_log_events in Options.
-  BoundedLog log_ GUARDED_BY(mu_);
+  BoundedLog log_ TF_GUARDED_BY(mu_);
 
   std::vector<ServableStateNotificationRequest>
-      servable_state_notification_requests_ GUARDED_BY(mu_);
+      servable_state_notification_requests_ TF_GUARDED_BY(mu_);
 
   // Separate mutex to protect the notify_fns_ so that they can be updated
   // independently. This also allows these notify_fns_ to call other methods
   // in ServableStateMonitor which don't depend on this mutex without being
   // deadlocked.
   mutable mutex notify_mu_;
-  std::vector<NotifyFn> notify_fns_ GUARDED_BY(notify_mu_);
+  std::vector<NotifyFn> notify_fns_ TF_GUARDED_BY(notify_mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(ServableStateMonitor);
 };
diff --git a/tensorflow_serving/core/test_util/fake_loader.h b/tensorflow_serving/core/test_util/fake_loader.h
index 41579c2f09d..c09c13c3ea4 100644
--- a/tensorflow_serving/core/test_util/fake_loader.h
+++ b/tensorflow_serving/core/test_util/fake_loader.h
@@ -59,7 +59,7 @@ class FakeLoader : public ResourceUnsafeLoader {
   static thread_local bool was_deleted_in_this_thread_;
 
   // Counts the number of FakeLoader objects alive.
-  static int num_fake_loaders_ GUARDED_BY(num_fake_loaders_mu_);
+  static int num_fake_loaders_ TF_GUARDED_BY(num_fake_loaders_mu_);
   static mutex num_fake_loaders_mu_;
 
   // The servable returned from this loader.
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index abd0ef2f971..6bb890f5ec6 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -25,8 +25,8 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
         "@com_google_protobuf//:protobuf_lite",
-        "@grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 5095caec351..3b1238d5c8b 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -208,7 +208,7 @@ cc_library(
         "//tensorflow_serving/apis:model_management_cc_proto",
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
-        "@grpc//:grpc++",
+        "@com_github_grpc_grpc//:grpc++",
     ],
 )
 
@@ -230,7 +230,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
-        "@grpc//:grpc++",
+        "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
@@ -241,7 +241,7 @@ cc_library(
     srcs = ["grpc_status_util.cc"],
     hdrs = ["grpc_status_util.h"],
     deps = [
-        "@grpc//:grpc++",
+        "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -324,7 +324,7 @@ cc_library(
         ":grpc_status_util",
         ":model_service_impl",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@grpc//:grpc++",
+        "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 430dcc9a7a4..0d88acff8b4 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -216,7 +216,7 @@ class ServerCore : public Manager {
   /// IMPORTANT: It is only legal to call this method more than once if using
   /// ModelConfigList (versus custom model config).
   virtual Status ReloadConfig(const ModelServerConfig& config)
-      LOCKS_EXCLUDED(config_mu_);
+      TF_LOCKS_EXCLUDED(config_mu_);
 
   /// Returns ServableStateMonitor that can be used to query servable states.
   virtual ServableStateMonitor* servable_state_monitor() const {
@@ -318,7 +318,7 @@ class ServerCore : public Manager {
       Target<StoragePath>* target,
       std::unique_ptr<FileSystemStoragePathSource>* source,
       std::unique_ptr<PrefixStoragePathSourceAdapter>* prefix_source_adapter)
-      EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // The source adapters to deploy, to handle the configured platforms as well
   // as models whose platform is unknown (errors).
@@ -347,35 +347,36 @@ class ServerCore : public Manager {
   // Connects the source adapters to the manager and waits it to load all
   // configured models.
   Status ConnectAdaptersToManagerAndAwaitModelLoads(SourceAdapters* adapters)
-      EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Updates the config of 'storage_path_source_and_router_->source'.
   Status ReloadStoragePathSourceConfig(
       const FileSystemStoragePathSourceConfig& source_config)
-      EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Updates the configured routes of 'storage_path_source_and_router_->router'.
   Status ReloadRoutes(const DynamicSourceRouter<StoragePath>::Routes& routes)
-      EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Adds/reloads models through ModelConfigList of 'config_'.
-  Status AddModelsViaModelConfigList() EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+  Status AddModelsViaModelConfigList() TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Adds/reloads models through custom model config of 'config_'.
-  Status AddModelsViaCustomModelConfig() EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+  Status AddModelsViaCustomModelConfig()
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Updates the ServerRequestLogger based on the ModelConfigList.
   Status MaybeUpdateServerRequestLogger(
       ModelServerConfig::ConfigCase config_case)
-      EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_);
 
   // Updates 'model_labels_to_versions_' based on 'config_'. Throws an error if
   // requesting to assign an existing label to a version not in state
   // kAvailable. For a new version label, it can be assigned to a version that
   // is not in state kAvailable yet if
   // allow_version_labels_for_unavailable_models is true.
-  Status UpdateModelVersionLabelMap() EXCLUSIVE_LOCKS_REQUIRED(config_mu_)
-      LOCKS_EXCLUDED(model_labels_to_versions_mu_);
+  Status UpdateModelVersionLabelMap() TF_EXCLUSIVE_LOCKS_REQUIRED(config_mu_)
+      TF_LOCKS_EXCLUDED(model_labels_to_versions_mu_);
 
   // ************************************************************************
   // Request Processing.
@@ -388,7 +389,7 @@ class ServerCore : public Manager {
   // Gets the version associated with 'label', for the given model name.
   Status GetModelVersionForLabel(const string& model_name, const string& label,
                                  int64* version) const
-      LOCKS_EXCLUDED(model_labels_to_versions_mu_);
+      TF_LOCKS_EXCLUDED(model_labels_to_versions_mu_);
 
   Status GetUntypedServableHandle(
       const ServableRequest& request,
@@ -414,11 +415,11 @@ class ServerCore : public Manager {
   UniquePtrWithDeps<AspiredVersionsManager> manager_;
 
   // The most recent config supplied to ReloadConfig().
-  ModelServerConfig config_ GUARDED_BY(config_mu_);
+  ModelServerConfig config_ TF_GUARDED_BY(config_mu_);
 
   // A model_name->label->version# map.
   std::unique_ptr<std::map<string, std::map<string, int64>>>
-      model_labels_to_versions_ GUARDED_BY(model_labels_to_versions_mu_);
+      model_labels_to_versions_ TF_GUARDED_BY(model_labels_to_versions_mu_);
 
   struct StoragePathSourceAndRouter {
     FileSystemStoragePathSource* source;
@@ -429,7 +430,7 @@ class ServerCore : public Manager {
   // pointers to the source and router (to enable reconfiguration later). Both
   // are owned by 'manager_'.
   optional<StoragePathSourceAndRouter> storage_path_source_and_router_
-      GUARDED_BY(config_mu_);
+      TF_GUARDED_BY(config_mu_);
 
   // A mutex for reconfiguration, used by ReloadConfig().
   mutable mutex config_mu_;
diff --git a/tensorflow_serving/repo.bzl b/tensorflow_serving/repo.bzl
index f76e7732ae8..9b2cbc7bfee 100644
--- a/tensorflow_serving/repo.bzl
+++ b/tensorflow_serving/repo.bzl
@@ -17,7 +17,7 @@ _TF_REVISION = "TF_REVISION"
 def _tensorflow_http_archive(ctx):
     git_commit = ctx.attr.git_commit
     sha256 = ctx.attr.sha256
-    patch = ctx.attr.patch
+    patch = getattr(ctx.attr, "patch", None)
 
     override_git_commit = ctx.os.environ.get(_TF_REVISION)
     if override_git_commit:
@@ -36,13 +36,14 @@ def _tensorflow_http_archive(ctx):
         "",
         strip_prefix,
     )
-    ctx.patch(patch, strip = 1)
+    if patch:
+        ctx.patch(patch, strip = 1)
 
 tensorflow_http_archive = repository_rule(
     implementation = _tensorflow_http_archive,
     attrs = {
         "git_commit": attr.string(mandatory = True),
         "sha256": attr.string(mandatory = True),
-        "patch": attr.label(mandatory = True),
+        "patch": attr.label(),
     },
 )
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
index 15ba88c8972..ef51009d634 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
@@ -92,7 +92,7 @@ class FileSystemStoragePathSource : public Source<StoragePath> {
 
   // Sends empty aspired-versions lists for each servable in 'servable_names'.
   Status UnaspireServables(const std::set<string>& servable_names)
-      EXCLUSIVE_LOCKS_REQUIRED(mu_);
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   template <typename... Args>
   void CallAspiredVersionsCallback(Args&&... args) {
@@ -112,16 +112,16 @@ class FileSystemStoragePathSource : public Source<StoragePath> {
 
   mutable mutex mu_;
 
-  FileSystemStoragePathSourceConfig config_ GUARDED_BY(mu_);
+  FileSystemStoragePathSourceConfig config_ TF_GUARDED_BY(mu_);
 
-  AspiredVersionsCallback aspired_versions_callback_ GUARDED_BY(mu_);
+  AspiredVersionsCallback aspired_versions_callback_ TF_GUARDED_BY(mu_);
 
-  std::function<void()> aspired_versions_callback_notifier_ GUARDED_BY(mu_);
+  std::function<void()> aspired_versions_callback_notifier_ TF_GUARDED_BY(mu_);
 
   // A thread that calls PollFileSystemAndInvokeCallback() once or periodically.
   using ThreadType =
       absl::variant<absl::monostate, PeriodicFunction, std::unique_ptr<Thread>>;
-  std::unique_ptr<ThreadType> fs_polling_thread_ GUARDED_BY(mu_);
+  std::unique_ptr<ThreadType> fs_polling_thread_ TF_GUARDED_BY(mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(FileSystemStoragePathSource);
 };
diff --git a/tensorflow_serving/util/class_registration.h b/tensorflow_serving/util/class_registration.h
index becd5e59550..7dc5b082475 100644
--- a/tensorflow_serving/util/class_registration.h
+++ b/tensorflow_serving/util/class_registration.h
@@ -312,7 +312,7 @@ class ClassRegistry {
   // A map from proto descriptor names to factories, with a lock.
   struct LockableFactoryMap {
     mutex mu;
-    std::unordered_map<string, FactoryType*> factory_map GUARDED_BY(mu);
+    std::unordered_map<string, FactoryType*> factory_map TF_GUARDED_BY(mu);
   };
 
   // Returns a pointer to the factory map. There is one factory map per set of
diff --git a/tensorflow_serving/util/event_bus.h b/tensorflow_serving/util/event_bus.h
index 4e677d70380..f3f28609dce 100644
--- a/tensorflow_serving/util/event_bus.h
+++ b/tensorflow_serving/util/event_bus.h
@@ -128,16 +128,16 @@ class EventBus : public std::enable_shared_from_this<EventBus<E>> {
   ///   (1) Unsubscribe.
   ///   (2) Tear down anything that the callback references.
   std::unique_ptr<Subscription> Subscribe(const Callback& callback)
-      LOCKS_EXCLUDED(mutex_) TF_MUST_USE_RESULT;
+      TF_LOCKS_EXCLUDED(mutex_) TF_MUST_USE_RESULT;
 
   /// Publishes an event to all subscribers.
-  void Publish(const E& event) LOCKS_EXCLUDED(mutex_);
+  void Publish(const E& event) TF_LOCKS_EXCLUDED(mutex_);
 
  private:
   explicit EventBus(const Options& options);
 
   // Unsubscribes the specified subscriber. Called only by Subscription.
-  void Unsubscribe(const Subscription* subscription) LOCKS_EXCLUDED(mutex_);
+  void Unsubscribe(const Subscription* subscription) TF_LOCKS_EXCLUDED(mutex_);
 
   // All of the information needed for a single subscription, both for
   // publishing events and unsubscribing.
@@ -153,7 +153,7 @@ class EventBus : public std::enable_shared_from_this<EventBus<E>> {
 
   // All subscriptions that the EventBus is aware of. Note that this is not
   // optimized for high scale in the number of subscribers.
-  std::vector<SubscriptionTuple> subscriptions_ GUARDED_BY(mutex_);
+  std::vector<SubscriptionTuple> subscriptions_ TF_GUARDED_BY(mutex_);
 
   const Options options_;
 
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index 323bd414242..dd0c97dd7a0 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -23,7 +23,7 @@ cc_library(
         "@com_google_absl//absl/base",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/strings",
-        "@zlib_archive//:zlib",
+        "@zlib",
     ],
 )
 
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 05020aa0f58..0ecd5597fc8 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -30,7 +30,7 @@ cc_library(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:span",
-        "@zlib_archive//:zlib",
+        "@zlib",
     ],
 )
 
diff --git a/tensorflow_serving/util/observer.h b/tensorflow_serving/util/observer.h
index a795c2ce996..894db93838b 100644
--- a/tensorflow_serving/util/observer.h
+++ b/tensorflow_serving/util/observer.h
@@ -153,7 +153,7 @@ class Observer<Args...>::Impl {
  private:
   mutable mutex mutex_;
   // The function to call when an observed even occurs.
-  Function f_ GUARDED_BY(mutex_);
+  Function f_ TF_GUARDED_BY(mutex_);
 };
 
 }  // namespace serving
diff --git a/third_party/tf_patch/BUILD b/third_party/tf_patch/BUILD
deleted file mode 100644
index 2d59128ba16..00000000000
--- a/third_party/tf_patch/BUILD
+++ /dev/null
@@ -1 +0,0 @@
-# Empty BUILD so this is treated like a package.
diff --git a/third_party/tf_patch/tf.patch b/third_party/tf_patch/tf.patch
deleted file mode 100644
index b6964126263..00000000000
--- a/third_party/tf_patch/tf.patch
+++ /dev/null
@@ -1,88 +0,0 @@
-diff -r -u old/tensorflow/c/BUILD new/tensorflow/c/BUILD
---- old/tensorflow/c/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/c/BUILD	2020-03-06 16:02:29.239566981 -0800
-@@ -694,4 +694,5 @@
-         # TODO(b/74620627): remove when _USE_C_SHAPES is removed
-         "//tensorflow/python:cpp_shape_inference_proto_cc",
-     ],
-+    alwayslink = 1,
- )
-diff -r -u old/tensorflow/core/grappler/clusters/BUILD new/tensorflow/core/grappler/clusters/BUILD
---- old/tensorflow/core/grappler/clusters/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/core/grappler/clusters/BUILD	2020-03-06 16:47:11.057163837 -0800
-@@ -138,6 +138,7 @@
-         "//tensorflow/core/grappler:utils",
-         "//tensorflow/core/kernels:ops_util",
-     ],
-+    alwayslink = 1,
- )
- 
- tf_cc_test(
-diff -r -u old/tensorflow/core/grappler/costs/BUILD new/tensorflow/core/grappler/costs/BUILD
---- old/tensorflow/core/grappler/costs/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/core/grappler/costs/BUILD	2020-03-06 16:45:14.316942148 -0800
-@@ -303,6 +303,7 @@
-         "//tensorflow/core/grappler/costs:cost_estimator",
-         "//tensorflow/core/kernels:ops_util",
-     ],
-+    alwayslink = 1,
- )
- 
- cc_library(
-@@ -319,6 +320,7 @@
-         "//tensorflow/core:protos_all_cc",
-         "//tensorflow/core/grappler/clusters:utils",
-     ] + tf_protos_grappler(),
-+    alwayslink = 1,
- )
- 
- tf_cc_test(
-@@ -353,6 +355,7 @@
-         "//tensorflow/core/grappler:op_types",
-         "//tensorflow/core/grappler:utils",
-     ] + tf_protos_grappler(),
-+    alwayslink = 1,
- )
- 
- tf_cc_test(
-diff -r -u old/tensorflow/core/platform/BUILD new/tensorflow/core/platform/BUILD
---- old/tensorflow/core/platform/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/core/platform/BUILD	2020-03-06 16:00:30.423279302 -0800
-@@ -578,6 +578,7 @@
-     name = "stacktrace_handler",
-     textual_hdrs = ["stacktrace_handler.h"],
-     deps = tf_windows_aware_platform_deps("stacktrace_handler"),
-+    alwayslink = 1,
- )
- 
- cc_library(
-diff -r -u old/tensorflow/core/platform/default/BUILD new/tensorflow/core/platform/default/BUILD
---- old/tensorflow/core/platform/default/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/core/platform/default/BUILD	2020-03-06 16:00:44.203312903 -0800
-@@ -350,6 +350,7 @@
-         "//tensorflow/core/platform",
-         "//tensorflow/core/platform:stacktrace",
-     ],
-+    alwayslink = 1,
- )
- 
- cc_library(
-diff -r -u old/tensorflow/python/BUILD new/tensorflow/python/BUILD
---- old/tensorflow/python/BUILD	2020-02-06 13:20:27.000000000 -0800
-+++ new/tensorflow/python/BUILD	2020-03-06 16:43:09.652704387 -0800
-@@ -496,6 +496,7 @@
-         "//tensorflow/core:protos_all_cc",
-         "//third_party/python_runtime:headers",
-     ],
-+    alwayslink = 1,
- )
- 
- cc_library(
-@@ -5650,6 +5651,7 @@
-         "//third_party/py/numpy:headers",
-         "//third_party/python_runtime:headers",
-     ],
-+    alwayslink = 1,
- )
- 
- py_library(

From 2b6212cf0aa88b719ee00267f83c89d4f7599ef1 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Wed, 18 Mar 2020 09:44:39 -0700
Subject: [PATCH 3680/8103] Allow passing ThreadPoolOptions in various Session
 implementations.

PiperOrigin-RevId: 301607174
---
 .../batching/batching_session.cc              | 33 +++++++-
 .../batching/batching_session.h               |  2 +
 .../batching/batching_session_test.cc         | 76 +++++++++++++++++--
 .../core/test_util/mock_session.h             | 10 +++
 .../servables/tensorflow/curried_session.cc   | 15 ++++
 .../servables/tensorflow/curried_session.h    |  8 ++
 .../tensorflow/curried_session_test.cc        | 55 ++++++++++++--
 .../servables/tensorflow/serving_session.h    | 13 ++++
 .../servables/tensorflow/tflite_session.cc    | 11 +++
 .../servables/tensorflow/tflite_session.h     |  8 ++
 .../tensorflow/tflite_session_test.cc         | 34 +++++++++
 tensorflow_serving/test_util/BUILD            |  2 +-
 tensorflow_serving/test_util/test_util.h      | 39 ++++++++++
 13 files changed, 293 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 877f10843ba..5c585db7f5c 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -26,8 +26,10 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/profiler/lib/traceme.h"
+#include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/batching/batching_util.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/util/cleanup.h"
@@ -172,6 +174,17 @@ class BatchingSession : public ServingSession {
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
 
+  // Similar to the function above, but takes an additional
+  // 'thread_pool_options' to pass to the underlying Session's Run(). We select
+  // an arbitrary 'thread_pool_options' (typically they are the same across
+  // calls).
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override;
+
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
@@ -270,6 +283,17 @@ Status BatchingSession::Run(
     const std::vector<string>& output_tensor_names,
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata) {
+  return Run(run_options, inputs, output_tensor_names, target_node_names,
+             outputs, run_metadata, thread::ThreadPoolOptions());
+}
+
+Status BatchingSession::Run(
+    const RunOptions& run_options,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
+    RunMetadata* run_metadata,
+    const thread::ThreadPoolOptions& thread_pool_options) {
   if (!target_node_names.empty()) {
     return errors::PermissionDenied(
         "BatchingSession does not support target nodes");
@@ -292,7 +316,8 @@ Status BatchingSession::Run(
       last_log_message_secs = now_secs;
     }
     return wrapped_->Run(run_options, inputs, output_tensor_names,
-                         target_node_names, outputs, run_metadata);
+                         target_node_names, outputs, run_metadata,
+                         thread_pool_options);
   }
   BatchScheduler<BatchingSessionTask>* batch_scheduler =
       batch_scheduler_it->second.get();
@@ -311,6 +336,7 @@ Status BatchingSession::Run(
   task->status = &status;
   task->outputs = outputs;
   task->run_metadata = run_metadata;
+  task->thread_pool_options = thread_pool_options;
 
   TF_RETURN_IF_ERROR(batch_scheduler->Schedule(&task));
   done.WaitForNotification();
@@ -637,13 +663,16 @@ void BatchingSession::ProcessBatch(
     return;
   }
 
+  thread::ThreadPoolOptions thread_pool_options =
+      batch->task(0).thread_pool_options;
+
   const std::vector<string> output_tensor_names(
       signature.output_tensors.begin(), signature.output_tensors.end());
   std::vector<Tensor> combined_outputs;
   RunMetadata run_metadata;
   status = wrapped_->Run(run_options, merged_inputs, output_tensor_names,
                          {} /* target node names */, &combined_outputs,
-                         &run_metadata);
+                         &run_metadata, thread_pool_options);
   status.Update(SplitRunMetadata(&run_metadata, batch.get()));
 
   if (!status.ok()) {
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 9a1f0f583dd..7cf92bed9c0 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -28,6 +28,7 @@ limitations under the License.
 
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 
@@ -209,6 +210,7 @@ struct BatchingSessionTask : public BatchTask {
   Status* status;
   std::vector<Tensor>* outputs;
   RunMetadata* run_metadata;
+  thread::ThreadPoolOptions thread_pool_options;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 006b5be44ee..fceabf91d14 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/batching_session.h"
 
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
@@ -27,7 +29,9 @@ limitations under the License.
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/test_util/test_util.h"
@@ -60,9 +64,20 @@ class BatchSizeCapturingSession : public ServingSession {
              const std::vector<string>& output_tensor_names,
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+    return Run(run_options, inputs, output_tensor_names, target_node_names,
+               outputs, run_metadata, thread::ThreadPoolOptions());
+  }
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
     latest_batch_size_ = inputs[0].second.shape().dim_size(0);
     Status status = wrapped_->Run(run_options, inputs, output_tensor_names,
-                                  target_node_names, outputs, run_metadata);
+                                  target_node_names, outputs, run_metadata,
+                                  thread_pool_options);
     *(run_metadata->mutable_cost_graph()) = cost_graph_;
     return status;
   }
@@ -110,9 +125,12 @@ std::unique_ptr<Session> CreateMatrixHalfPlusTwoSession() {
   return std::move(bundle.session);
 }
 
-// Test that a session handles a single request for the half-plus-two model
-// properly. The request has two input floats (size=2 for batching purposes).
-void TestSingleRequest(float input_0, float input_1, Session* session) {
+// Similar to the above function, but takes 'run_options', 'inter_op_threadpool'
+// and 'intra_op_threadpool' as addititional parameters.
+void TestSingleRequest(const RunOptions& run_options, float input_0,
+                       float input_1, Session* session,
+                       test_util::CountingThreadPool* inter_op_threadpool,
+                       test_util::CountingThreadPool* intra_op_threadpool) {
   Tensor input = test::AsTensor<float>({input_0, input_1}, {2});
   // Half plus two: each output should be input / 2 + 2.
   Tensor expected_output =
@@ -120,9 +138,27 @@ void TestSingleRequest(float input_0, float input_1, Session* session) {
 
   const std::vector<std::pair<string, Tensor>> inputs = {{"x", input}};
   std::vector<Tensor> outputs;
-  TF_ASSERT_OK(session->Run(inputs, {"y"}, {} /* target nodes */, &outputs));
+  RunMetadata run_metadata;
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = intra_op_threadpool;
+  TF_ASSERT_OK(session->Run(run_options, inputs, {"y"}, {} /* target nodes */,
+                            &outputs, &run_metadata, thread_pool_options));
   ASSERT_EQ(1, outputs.size());
   test::ExpectTensorEqual<float>(expected_output, outputs[0]);
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  if (inter_op_threadpool != nullptr) {
+    ASSERT_GE(inter_op_threadpool->NumScheduled(), 1);
+  }
+}
+
+// Test that a session handles a single request for the half-plus-two model
+// properly. The request has two input floats (size=2 for batching purposes).
+void TestSingleRequest(float input_0, float input_1, Session* session) {
+  TestSingleRequest(RunOptions(), input_0, input_1, session,
+                    /*inter_op_threadpool=*/nullptr,
+                    /*intra_op_threadpool=*/nullptr);
 }
 
 void TestRequestToMatrixHalfPlusTwo(const std::vector<float>& x_values,
@@ -618,6 +654,36 @@ TEST(BatchingSessionTest, EnqueuedLongerThanTimeout) {
   request_returned.WaitForNotification();
 }
 
+TEST(BatchingSessionTest, ThreadPoolOptions) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 4;  // fits two 2-unit tasks
+  schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
+  schedule_options.num_batch_threads = 1;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+
+  // Asynchronously send two requests whose total size is 4. The two requests in
+  // conjunction should trigger a batch to be processed.
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        TestSingleRequest(RunOptions(), 100.0f, 42.0f, batching_session.get(),
+                          &inter_op_threadpool, &intra_op_threadpool);
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        TestSingleRequest(RunOptions(), 71.5f, 18.3f, batching_session.get(),
+                          &inter_op_threadpool, &intra_op_threadpool);
+      }));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/mock_session.h b/tensorflow_serving/core/test_util/mock_session.h
index 84d699fb1b6..6ee00f2ca52 100644
--- a/tensorflow_serving/core/test_util/mock_session.h
+++ b/tensorflow_serving/core/test_util/mock_session.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_SESSION_H_
 
 #include <gmock/gmock.h>
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/public/session.h"
 
 namespace tensorflow {
@@ -43,6 +44,15 @@ class MockSession : public tensorflow::Session {
                    const std::vector<string>& output_names,
                    const std::vector<string>& target_nodes,
                    std::vector<Tensor>* outputs, RunMetadata* run_metadata));
+  MOCK_METHOD7(
+      Run,
+      ::tensorflow::Status(
+          const RunOptions& run_options,
+          const std::vector<std::pair<string, Tensor>>& inputs,
+          const std::vector<string>& output_names,
+          const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
+          RunMetadata* run_metadata,
+          const tensorflow::thread::ThreadPoolOptions& thread_pool_options));
   MOCK_METHOD4(PRunSetup,
                ::tensorflow::Status(const std::vector<string>& input_names,
                                     const std::vector<string>& output_names,
diff --git a/tensorflow_serving/servables/tensorflow/curried_session.cc b/tensorflow_serving/servables/tensorflow/curried_session.cc
index 8f8393df947..9297f1a0f4b 100644
--- a/tensorflow_serving/servables/tensorflow/curried_session.cc
+++ b/tensorflow_serving/servables/tensorflow/curried_session.cc
@@ -52,6 +52,21 @@ Status CurriedSession::Run(const RunOptions& run_options,
                        target_node_names, outputs, run_metadata);
 }
 
+Status CurriedSession::Run(
+    const RunOptions& run_options,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
+    RunMetadata* run_metadata,
+    const thread::ThreadPoolOptions& thread_pool_options) {
+  TF_RETURN_IF_ERROR(ValidateExplicitInputsDontMatchCurriedInputs(inputs));
+  const std::vector<std::pair<string, Tensor>> combined_inputs =
+      AddCurriedInputs(inputs);
+  return wrapped_->Run(run_options, combined_inputs, output_tensor_names,
+                       target_node_names, outputs, run_metadata,
+                       thread_pool_options);
+}
+
 Status CurriedSession::ListDevices(std::vector<DeviceAttributes>* response) {
   return wrapped_->ListDevices(response);
 }
diff --git a/tensorflow_serving/servables/tensorflow/curried_session.h b/tensorflow_serving/servables/tensorflow/curried_session.h
index 7bd7f9b756e..a6989099697 100644
--- a/tensorflow_serving/servables/tensorflow/curried_session.h
+++ b/tensorflow_serving/servables/tensorflow/curried_session.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CURRIED_SESSION_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CURRIED_SESSION_H_
 
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 
 namespace tensorflow {
@@ -45,6 +46,13 @@ class CurriedSession : public ServingSession {
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
 
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override;
+
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
diff --git a/tensorflow_serving/servables/tensorflow/curried_session_test.cc b/tensorflow_serving/servables/tensorflow/curried_session_test.cc
index 355a8695fac..61a2453cc62 100644
--- a/tensorflow_serving/servables/tensorflow/curried_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/curried_session_test.cc
@@ -15,8 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/curried_session.h"
 
+#include <gmock/gmock.h>
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_interface.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -28,6 +31,7 @@ using ::testing::_;
 using ::testing::ElementsAre;
 using ::testing::HasSubstr;
 using ::testing::Pair;
+using ::testing::Ref;
 using ::testing::Return;
 
 using test_util::EqualsProto;
@@ -36,7 +40,15 @@ MATCHER_P(EqualsTensor, value, "") {
   return arg.DebugString() == value.DebugString();
 }
 
-TEST(RegressorTest, ZeroCurriedInputs) {
+class MockThreadPool : public thread::ThreadPoolInterface {
+ public:
+  MOCK_METHOD1(Schedule, void(std::function<void()>));
+  MOCK_METHOD0(Cancel, void());
+  MOCK_CONST_METHOD0(NumThreads, int());
+  MOCK_CONST_METHOD0(CurrentThreadId, int());
+};
+
+TEST(CurriedSessionTest, ZeroCurriedInputs) {
   const Tensor input = test::AsScalar(0);
 
   test_util::MockSession* mock = new test_util::MockSession;
@@ -51,7 +63,7 @@ TEST(RegressorTest, ZeroCurriedInputs) {
       curried->Run({{"input", input}}, {"output"}, {"target"}, &outputs));
 }
 
-TEST(RegressorTest, Basic) {
+TEST(CurriedSessionTest, Basic) {
   const Tensor input_a = test::AsScalar(0);
   const Tensor input_b = test::AsScalar(1);
   const Tensor curried_0 = test::AsScalar(2);
@@ -76,7 +88,7 @@ TEST(RegressorTest, Basic) {
                             &outputs));
 }
 
-TEST(RegressorTest, WithOptions) {
+TEST(CurriedSessionTest, WithOptions) {
   RunOptions run_options;
   run_options.set_timeout_in_ms(42);
 
@@ -107,7 +119,7 @@ TEST(RegressorTest, WithOptions) {
                             &outputs, &run_metadata));
 }
 
-TEST(RegressorTest, ExplicitInputsMatchCurriedInputs) {
+TEST(CurriedSessionTest, ExplicitInputsMatchCurriedInputs) {
   const Tensor t0 = test::AsScalar(0);
   const Tensor t1 = test::AsScalar(1);
   const Tensor t2 = test::AsScalar(2);
@@ -126,7 +138,7 @@ TEST(RegressorTest, ExplicitInputsMatchCurriedInputs) {
       HasSubstr("Explicit Run() input has same name as curried input t1"));
 }
 
-TEST(RegressorTest, PropagateError) {
+TEST(CurriedSessionTest, PropagateError) {
   test_util::MockSession* mock = new test_util::MockSession;
   auto curried = std::unique_ptr<Session>(
       new CurriedSession(std::unique_ptr<Session>(mock), {}));
@@ -139,6 +151,39 @@ TEST(RegressorTest, PropagateError) {
   EXPECT_THAT(status.ToString(), HasSubstr("Tensor clog"));
 }
 
+TEST(CurriedSessionTest, ThreadPoolOptions) {
+  const Tensor input_a = test::AsScalar(0);
+  const Tensor input_b = test::AsScalar(1);
+  const Tensor curried_0 = test::AsScalar(2);
+  const Tensor curried_1 = test::AsScalar(3);
+
+  test_util::MockSession* mock = new test_util::MockSession;
+  auto curried = std::unique_ptr<Session>(
+      new CurriedSession(std::unique_ptr<Session>(mock),
+                         {{"curried_0", curried_0}, {"curried_1", curried_1}}));
+
+  thread::ThreadPoolOptions thread_pool_options;
+  MockThreadPool mock_threadpool;
+  thread_pool_options.inter_op_threadpool = &mock_threadpool;
+  thread_pool_options.intra_op_threadpool = &mock_threadpool;
+  EXPECT_CALL(
+      *mock,
+      Run(_,
+          ElementsAre(Pair("input_a", EqualsTensor(input_a)),
+                      Pair("input_b", EqualsTensor(input_b)),
+                      Pair("curried_0", EqualsTensor(curried_0)),
+                      Pair("curried_1", EqualsTensor(curried_1))),
+          ElementsAre("output_a", "output_b"),
+          ElementsAre("target_a", "target_b"), _, _, Ref(thread_pool_options)))
+      .WillOnce(Return(Status::OK()));
+  std::vector<Tensor> outputs;
+  RunMetadata run_metadata;
+  TF_ASSERT_OK(curried->Run(RunOptions(),
+                            {{"input_a", input_a}, {"input_b", input_b}},
+                            {"output_a", "output_b"}, {"target_a", "target_b"},
+                            &outputs, &run_metadata, thread_pool_options));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/serving_session.h b/tensorflow_serving/servables/tensorflow/serving_session.h
index 25f749e451f..5b4e8a75893 100644
--- a/tensorflow_serving/servables/tensorflow/serving_session.h
+++ b/tensorflow_serving/servables/tensorflow/serving_session.h
@@ -22,6 +22,7 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/public/session.h"
 
 namespace tensorflow {
@@ -70,6 +71,18 @@ class ServingSessionWrapper : public ServingSession {
     return wrapped_->Run(run_options, inputs, output_tensor_names,
                          target_node_names, outputs, run_metadata);
   }
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
+    return wrapped_->Run(run_options, inputs, output_tensor_names,
+                         target_node_names, outputs, run_metadata,
+                         thread_pool_options);
+  }
+
   Status ListDevices(std::vector<DeviceAttributes>* response) override {
     return wrapped_->ListDevices(response);
   }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index a799ad8ba60..81e066d8cfa 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -283,6 +283,17 @@ Status TfLiteSession::Run(const RunOptions& run_options,
                           const std::vector<string>& target_node_names,
                           std::vector<Tensor>* outputs,
                           RunMetadata* run_metadata) {
+  return Run(run_options, inputs, output_tensor_names, target_node_names,
+             outputs, run_metadata, thread::ThreadPoolOptions());
+}
+
+Status TfLiteSession::Run(
+    const RunOptions& run_options,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
+    RunMetadata* run_metadata,
+    const thread::ThreadPoolOptions& thread_pool_options) {
   // TODO(b/140959776): Remove serialized Run() calls, and support
   // multi-threaded execution -- allowing multiple Run() calls to
   // happen in-parallel.
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 0970ffe6c04..7801c841c24 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -24,6 +24,7 @@ limitations under the License.
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/file_system.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/lite/interpreter.h"
 #include "tensorflow/lite/model.h"
@@ -57,6 +58,13 @@ class TfLiteSession : public ServingSession {
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
 
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override;
+
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 8f7b483401f..7c92f0f4f29 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -30,6 +30,8 @@ limitations under the License.
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/test_benchmark.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
@@ -241,6 +243,38 @@ TEST(TfLiteSession, ProcessStringsFlex) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
+TEST(TfLiteSession, ThreadPoolOptions) {
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  Tensor input_list =
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
+  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  RunMetadata run_metadata;
+  thread::ThreadPoolOptions thread_pool_options;
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  TF_EXPECT_OK(session->Run(
+      RunOptions(),
+      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
+      {kTestModelOutput}, {}, &outputs, &run_metadata, thread_pool_options));
+  ASSERT_EQ(outputs.size(), 1);
+  test::ExpectTensorEqual<tstring>(
+      outputs[0],
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
+  // TfLiteSession does not use the ThreadPoolOptions.
+  EXPECT_EQ(inter_op_threadpool.NumScheduled(), 0);
+  EXPECT_EQ(intra_op_threadpool.NumScheduled(), 0);
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 2760da3a29f..562a40c3f96 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -25,8 +25,8 @@ cc_library(
     deps = [
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
-        "@org_tensorflow//tensorflow/core",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:session_options",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
diff --git a/tensorflow_serving/test_util/test_util.h b/tensorflow_serving/test_util/test_util.h
index f47f0c959ae..e6449d34d73 100644
--- a/tensorflow_serving/test_util/test_util.h
+++ b/tensorflow_serving/test_util/test_util.h
@@ -21,9 +21,13 @@ limitations under the License.
 #include "google/protobuf/message.h"
 #include "google/protobuf/text_format.h"
 #include <gmock/gmock.h>
+#include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/protobuf.h"
+#include "tensorflow/core/platform/thread_annotations.h"
+#include "tensorflow/core/platform/threadpool.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/public/session_options.h"
 
 namespace tensorflow {
 namespace serving {
@@ -98,6 +102,41 @@ bool ProtoStringMatcher::MatchAndExplain(
          CreateProto<Message>(expected_).SerializeAsString();
 }
 
+// An implementation of thread::ThreadPoolInterface that delegates calls to
+// thread::ThreadPool but
+class CountingThreadPool : public thread::ThreadPoolInterface {
+ public:
+  CountingThreadPool(Env* env, const string& name, int num_threads)
+      : thread_pool_(env, name, num_threads), num_scheduled_(0) {}
+  ~CountingThreadPool() = default;
+
+  void Schedule(std::function<void()> fn) override {
+    {
+      mutex_lock l(mu_);
+      num_scheduled_++;
+    }
+    thread_pool_.Schedule(fn);
+  }
+
+  int NumThreads() const override { return thread_pool_.NumThreads(); }
+
+  int CurrentThreadId() const override {
+    return thread_pool_.CurrentThreadId();
+  }
+
+  int NumScheduled() const {
+    {
+      mutex_lock l(mu_);
+      return num_scheduled_;
+    }
+  }
+
+ private:
+  thread::ThreadPool thread_pool_;
+  mutable mutex mu_;
+  int32 num_scheduled_ TF_GUARDED_BY(mu_);
+};
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow

From ff10e691a753011b17208c98eeafaa52c002794c Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Wed, 18 Mar 2020 15:15:46 -0700
Subject: [PATCH 3681/8103] Fix test broken by CL 301607174: some Session
 subclasses may not have implementation for Run() with thread pool options.

PiperOrigin-RevId: 301679567
---
 tensorflow_serving/batching/BUILD             |  2 +-
 .../batching/batching_session.cc              | 56 +++++++++++++++----
 .../batching/batching_session.h               |  3 +-
 3 files changed, 49 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 8cd157ae752..6f27fd75f1c 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -54,7 +54,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/batching:batching_util",
+        ":batching_util",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:hash",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 5c585db7f5c..4ca70b8a798 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -34,7 +34,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/util/cleanup.h"
 #include "tensorflow_serving/util/hash.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -190,6 +189,14 @@ class BatchingSession : public ServingSession {
  private:
   explicit BatchingSession(const BatchingSessionOptions& options);
 
+  // Helper fucntion to run the session.
+  Status InternalRun(const RunOptions& run_options,
+                     const std::vector<std::pair<string, Tensor>>& inputs,
+                     const std::vector<string>& output_tensor_names,
+                     const std::vector<string>& target_node_names,
+                     std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+                     optional<thread::ThreadPoolOptions> thread_pool_options);
+
   // Computes the size of an input tensor list for batching purposes, by
   // analyzing the 0th dimension size of each of the tensors. All tensors in the
   // list must have the same 0th dimension size to be batchable. If the sizes
@@ -283,8 +290,8 @@ Status BatchingSession::Run(
     const std::vector<string>& output_tensor_names,
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata) {
-  return Run(run_options, inputs, output_tensor_names, target_node_names,
-             outputs, run_metadata, thread::ThreadPoolOptions());
+  return InternalRun(run_options, inputs, output_tensor_names,
+                     target_node_names, outputs, run_metadata, nullopt);
 }
 
 Status BatchingSession::Run(
@@ -294,6 +301,18 @@ Status BatchingSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
     const thread::ThreadPoolOptions& thread_pool_options) {
+  return InternalRun(run_options, inputs, output_tensor_names,
+                     target_node_names, outputs, run_metadata,
+                     thread_pool_options);
+}
+
+Status BatchingSession::InternalRun(
+    const RunOptions& run_options,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
+    RunMetadata* run_metadata,
+    optional<thread::ThreadPoolOptions> thread_pool_options) {
   if (!target_node_names.empty()) {
     return errors::PermissionDenied(
         "BatchingSession does not support target nodes");
@@ -315,9 +334,17 @@ Status BatchingSession::Run(
                    << TensorSignatureDebugString(signature);
       last_log_message_secs = now_secs;
     }
-    return wrapped_->Run(run_options, inputs, output_tensor_names,
-                         target_node_names, outputs, run_metadata,
-                         thread_pool_options);
+    // Because the wrapped session may not provide an implementation for
+    // thread_pool_options, we need to invoke different Run() functions
+    // depending on whether thread_pool_options is specified.
+    if (thread_pool_options) {
+      return wrapped_->Run(run_options, inputs, output_tensor_names,
+                           target_node_names, outputs, run_metadata,
+                           thread_pool_options.value());
+    } else {
+      return wrapped_->Run(run_options, inputs, output_tensor_names,
+                           target_node_names, outputs, run_metadata);
+    }
   }
   BatchScheduler<BatchingSessionTask>* batch_scheduler =
       batch_scheduler_it->second.get();
@@ -663,16 +690,25 @@ void BatchingSession::ProcessBatch(
     return;
   }
 
-  thread::ThreadPoolOptions thread_pool_options =
+  optional<thread::ThreadPoolOptions> thread_pool_options =
       batch->task(0).thread_pool_options;
 
   const std::vector<string> output_tensor_names(
       signature.output_tensors.begin(), signature.output_tensors.end());
   std::vector<Tensor> combined_outputs;
   RunMetadata run_metadata;
-  status = wrapped_->Run(run_options, merged_inputs, output_tensor_names,
-                         {} /* target node names */, &combined_outputs,
-                         &run_metadata, thread_pool_options);
+  // Because the wrapped session may not provide an implementation for
+  // thread_pool_options, we need to invoke different Run() functions depending
+  // on whether thread_pool_options is specified.
+  if (thread_pool_options) {
+    status = wrapped_->Run(run_options, merged_inputs, output_tensor_names,
+                           {} /* target node names */, &combined_outputs,
+                           &run_metadata, thread_pool_options.value());
+  } else {
+    status = wrapped_->Run(run_options, merged_inputs, output_tensor_names,
+                           {} /* target node names */, &combined_outputs,
+                           &run_metadata);
+  }
   status.Update(SplitRunMetadata(&run_metadata, batch.get()));
 
   if (!status.ok()) {
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 7cf92bed9c0..9bb30fe2d93 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -31,6 +31,7 @@ limitations under the License.
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -210,7 +211,7 @@ struct BatchingSessionTask : public BatchTask {
   Status* status;
   std::vector<Tensor>* outputs;
   RunMetadata* run_metadata;
-  thread::ThreadPoolOptions thread_pool_options;
+  optional<thread::ThreadPoolOptions> thread_pool_options;
 };
 
 }  // namespace serving

From dfc7a5c3de9f2621715cbc37588bac72eb33b79d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Mar 2020 10:49:39 -0700
Subject: [PATCH 3682/8103] Inline deps variables in BUILD files.

PiperOrigin-RevId: 302057970
---
 tensorflow_serving/model_servers/BUILD | 23 +++++++++++------------
 1 file changed, 11 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 3b1238d5c8b..44a6bec1cde 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -55,8 +55,8 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":model_platform_types",
         "//tensorflow_serving/config:platform_config_cc_proto",
-        "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
     ],
@@ -291,6 +291,8 @@ cc_library(
     ],
 )
 
+# This is not inlined by tools bcos inlining non-constant values
+# is not provably safe.
 SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_kernels",
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
@@ -298,16 +300,6 @@ SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow_text//tensorflow_text:ops_lib",
 ]
 
-TENSORFLOW_DEPS = [
-    "@org_tensorflow//tensorflow/core:tensorflow",
-    "//tensorflow_serving/servables/tensorflow:classification_service",
-    "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
-    "//tensorflow_serving/servables/tensorflow:multi_inference",
-    "//tensorflow_serving/servables/tensorflow:regression_service",
-    "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
-    "//tensorflow_serving/servables/tensorflow:predict_impl",
-]
-
 cc_library(
     name = "server_lib",
     srcs = [
@@ -337,7 +329,14 @@ cc_library(
         "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-    ] + TENSORFLOW_DEPS + SUPPORTED_TENSORFLOW_OPS,
+        "@org_tensorflow//tensorflow/core:tensorflow",
+        "//tensorflow_serving/servables/tensorflow:classification_service",
+        "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
+        "//tensorflow_serving/servables/tensorflow:multi_inference",
+        "//tensorflow_serving/servables/tensorflow:regression_service",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
+        "//tensorflow_serving/servables/tensorflow:predict_impl",
+    ] + SUPPORTED_TENSORFLOW_OPS,
 )
 
 cc_library(

From 162f72949c6ecbe9e610182c923dec0aa5924cf2 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Mon, 23 Mar 2020 19:09:07 -0700
Subject: [PATCH 3683/8103] Update bazel version used in the docker images.

PiperOrigin-RevId: 302570662
---
 WORKSPACE                                            | 4 ++--
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b8317a55ed..830178050f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "788bb65c12a79fd02746d614bd87485738d9e4c1aed79fde52ffea434e1c1050",
-    git_commit = "553bff39bbec23e0d7b792fd8b4383014ad0401f",
+    sha256 = "1c5151923bbd10fb14311f1a0102de84ca3c29eafe2ef52f7ef07cb38f4acf36",
+    git_commit = "083fc9754e64b9ebb7970dc49a9d13d1a72413cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 9061c424517..d771229bf3d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -64,7 +64,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 1.2.1
+ENV BAZEL_VERSION 2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 5ee1d380061..c78927bf897 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -94,7 +94,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 1.2.1
+ENV BAZEL_VERSION 2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index f3044ae3ad6..997bc1f4d80 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -63,7 +63,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 1.2.1
+ENV BAZEL_VERSION 2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 6d6792cd172a486ca4a568455c182f944c47c669 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 26 Mar 2020 14:14:08 -0700
Subject: [PATCH 3684/8103] Bump TF version.

PiperOrigin-RevId: 303191587
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 830178050f8..1082e8b3907 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c5151923bbd10fb14311f1a0102de84ca3c29eafe2ef52f7ef07cb38f4acf36",
-    git_commit = "083fc9754e64b9ebb7970dc49a9d13d1a72413cf",
+    sha256 = "d41bba0a8bfa5ba1128b3e81b8850512697bc9069406bd1ffaa6fb1075f2d0cc",
+    git_commit = "f7132de3d4ded1bf7d246e6d4c6308a4c08689b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08a1ecf9429ae4811dbeb0f255cad08cf746ab73 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 31 Mar 2020 10:32:15 -0700
Subject: [PATCH 3685/8103] Bump TF version.

PiperOrigin-RevId: 303995532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1082e8b3907..278c1e9cff1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d41bba0a8bfa5ba1128b3e81b8850512697bc9069406bd1ffaa6fb1075f2d0cc",
-    git_commit = "f7132de3d4ded1bf7d246e6d4c6308a4c08689b8",
+    sha256 = "74bc00e54f124248527a94045c691410ca0aac72bf8fcedfeec4d5fafebb59e7",
+    git_commit = "71d8bea52cea0a66f47fbf5009f1560b0c946fae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4196a724f2669df31d0a11848cb51d64273a9fe5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Apr 2020 21:22:30 -0700
Subject: [PATCH 3686/8103] Small performance optimization.

PiperOrigin-RevId: 304322695
---
 tensorflow_serving/core/aspired_versions_manager.cc             | 2 +-
 tensorflow_serving/model_servers/server.cc                      | 2 +-
 tensorflow_serving/servables/tensorflow/predict_util.cc         | 2 +-
 .../util/net_http/client/testing/evhttp_echo_client.cc          | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index c14f3e321dd..238488a6cbf 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -262,7 +262,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
           string(servable_name));
-  for (const ServableStateSnapshot<Aspired> state_snapshot : state_snapshots) {
+  for (const ServableStateSnapshot<Aspired>& state_snapshot : state_snapshots) {
     if (state_snapshot.additional_state->is_aspired) {
       current_aspired_versions.insert(state_snapshot.id.version);
     }
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index a47dee9a893..dbb42efec43 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -337,7 +337,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   builder.SetMaxMessageSize(tensorflow::kint32max);
   const std::vector<GrpcChannelArgument> channel_arguments =
       parseGrpcChannelArgs(server_options.grpc_channel_arguments);
-  for (GrpcChannelArgument channel_argument : channel_arguments) {
+  for (const GrpcChannelArgument& channel_argument : channel_arguments) {
     // gRPC accept arguments of two types, int and string. We will attempt to
     // parse each arg as int and pass it on as such if successful. Otherwise we
     // will pass it as a string. gRPC will log arguments that were not accepted.
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 977ea301afc..74ca5be76fa 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -48,7 +48,7 @@ Status VerifySignature(const SignatureDef& signature) {
 template <typename T>
 std::set<string> GetMapKeys(const T& proto_map) {
   std::set<string> keys;
-  for (auto it : proto_map) {
+  for (const auto& it : proto_map) {
     keys.insert(it.first);
   }
   return keys;
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index a6846acbdc7..ea368379d07 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -43,7 +43,7 @@ bool SendRequest(const char* url) {
   std::cout << "Response received: " << std::endl
             << "Status: " << response.status << std::endl;
 
-  for (auto keyval : response.headers) {
+  for (const auto& keyval : response.headers) {
     std::cout << keyval.first << " : " << keyval.second << std::endl;
   }
 

From f77eeeef1e61fb8345f8e4dfde34abb9871e4534 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Apr 2020 10:50:43 -0700
Subject: [PATCH 3687/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2cd8ebfb-b3f9-47b4-aba3-8acc88f33cfe

PiperOrigin-RevId: 305066840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 278c1e9cff1..428a68b4e6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74bc00e54f124248527a94045c691410ca0aac72bf8fcedfeec4d5fafebb59e7",
-    git_commit = "71d8bea52cea0a66f47fbf5009f1560b0c946fae",
+    sha256 = "a51800a9e99dc2fb0c18987d478a95e1555191cee03a09261b0a4285fdf17793",
+    git_commit = "13e3719222f93e26b884b5d723eb6205a046bad9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c2e17f1398f3011f139e58bd568c56b1df9f1a25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Apr 2020 18:02:22 -0700
Subject: [PATCH 3688/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8167dde-2fa0-4f15-81b9-bd9b5a078be2

PiperOrigin-RevId: 305158511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 428a68b4e6f..82a9720f210 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a51800a9e99dc2fb0c18987d478a95e1555191cee03a09261b0a4285fdf17793",
-    git_commit = "13e3719222f93e26b884b5d723eb6205a046bad9",
+    sha256 = "06c92078a88b21cd4af89e46e65fc62896c3d46574ac92f6a635d4141b19aa00",
+    git_commit = "fc94412b3921ba38e763438b2eedf30da596ed1c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 027cb0fdb59051a9b2135fb04bf46c972587fcf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Apr 2020 18:02:12 -0700
Subject: [PATCH 3689/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19bfbd3f-f79c-44a8-b8a6-38a44a9cedc6

PiperOrigin-RevId: 305378947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82a9720f210..7f4ffcdbb81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06c92078a88b21cd4af89e46e65fc62896c3d46574ac92f6a635d4141b19aa00",
-    git_commit = "fc94412b3921ba38e763438b2eedf30da596ed1c",
+    sha256 = "e59ad3c9ef34cb971031a21194f9aac5ad19faba5f59290a2b22a690d15e663f",
+    git_commit = "756ba9c87eb0a43c025d7ba57508e7a2243980e6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce0ca495d323b3731df17590cb37b17bd7b23750 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Apr 2020 00:02:41 -0700
Subject: [PATCH 3690/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/03f133fc-d5b6-48ac-80e6-b77791685cb8

PiperOrigin-RevId: 305419946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f4ffcdbb81..56da66271d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e59ad3c9ef34cb971031a21194f9aac5ad19faba5f59290a2b22a690d15e663f",
-    git_commit = "756ba9c87eb0a43c025d7ba57508e7a2243980e6",
+    sha256 = "b810a1683b0d5cee517f28e71d449d6d4f9fd09cfb99e0f224bb8302b636d377",
+    git_commit = "7404928316e7c415d53d5b3d601bd5cce6e1c45f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0b3c651d7d47f5eb5ae9079e8f41b31bc3048216 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Apr 2020 06:02:42 -0700
Subject: [PATCH 3691/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53e372e6-abb5-4a3e-b59c-03e1c2b72eef

PiperOrigin-RevId: 305461174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56da66271d6..8e5cea099e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b810a1683b0d5cee517f28e71d449d6d4f9fd09cfb99e0f224bb8302b636d377",
-    git_commit = "7404928316e7c415d53d5b3d601bd5cce6e1c45f",
+    sha256 = "7f7af7f7d2e954e7f1e97fe484b2a31d94e835a2d9197c43401bf9ceb33ff23d",
+    git_commit = "7908b844de392c0e18b99ea89ea1bdc898d8dee4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6f506dd723de311dd2404152f55a909fb69b6693 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Apr 2020 12:02:34 -0700
Subject: [PATCH 3692/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8000a7d2-9758-4f69-8b1d-5306b8144212

PiperOrigin-RevId: 305525256
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e5cea099e0..ffee2402b87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f7af7f7d2e954e7f1e97fe484b2a31d94e835a2d9197c43401bf9ceb33ff23d",
-    git_commit = "7908b844de392c0e18b99ea89ea1bdc898d8dee4",
+    sha256 = "56cf31bccac23c12216607cbb6050f4242dd24f95f44aac89848a9b01f08cb41",
+    git_commit = "81256beba4543f595dff4ca42a1d7a16f952f894",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 869e8bd367d536a8a518716982a01ef566ae93f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Apr 2020 18:02:26 -0700
Subject: [PATCH 3693/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2fa6d4b-1bbc-46de-b964-2c449623d46f

PiperOrigin-RevId: 305592978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffee2402b87..05bd1938944 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56cf31bccac23c12216607cbb6050f4242dd24f95f44aac89848a9b01f08cb41",
-    git_commit = "81256beba4543f595dff4ca42a1d7a16f952f894",
+    sha256 = "9690d6c08dc0a5ac950a78c2d2dc0b8b6ea8f8cad88996ade0ef7e6f75e01d22",
+    git_commit = "c34fbb319253b6de309b2ebfe74a284995ec701c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3d696fae97013b33fa88e6b7cc8c7407967e1f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Apr 2020 18:02:19 -0700
Subject: [PATCH 3694/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/504b20ae-0444-4b3f-af25-2ee16a47e4c7

PiperOrigin-RevId: 305798991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05bd1938944..cc6432ab394 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9690d6c08dc0a5ac950a78c2d2dc0b8b6ea8f8cad88996ade0ef7e6f75e01d22",
-    git_commit = "c34fbb319253b6de309b2ebfe74a284995ec701c",
+    sha256 = "56fe504e2591f3ffb7258f00b761820f503abd3dc2a529ec57dd9bdb3b64f6df",
+    git_commit = "3f70de82668c0e61ecedf1bc458ab8b6d5f9b1f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3fec4415dd785853a559e843a0b171e8f85978cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Apr 2020 00:02:32 -0700
Subject: [PATCH 3695/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8fd87727-b0aa-4a16-9864-d9cc6f9c7bae

PiperOrigin-RevId: 305835455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc6432ab394..2eb1644d992 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56fe504e2591f3ffb7258f00b761820f503abd3dc2a529ec57dd9bdb3b64f6df",
-    git_commit = "3f70de82668c0e61ecedf1bc458ab8b6d5f9b1f0",
+    sha256 = "c7aa666138ae0a693fd5a342cf170ea51171350f670655e65b3926adbe580d0a",
+    git_commit = "2e23d38ce733613fd0db938b8ba6bcf39c722ba1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a1b132b713dccc0dfc279940ebc91c499fd06eed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Apr 2020 06:02:38 -0700
Subject: [PATCH 3696/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51b7064b-c317-4e9e-898c-2364e8820746

PiperOrigin-RevId: 305864832
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2eb1644d992..0a7614b6e04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7aa666138ae0a693fd5a342cf170ea51171350f670655e65b3926adbe580d0a",
-    git_commit = "2e23d38ce733613fd0db938b8ba6bcf39c722ba1",
+    sha256 = "a12bfe2d9fbccb52b22de69e5a72cd32888cc141da061f7a4619eff0986e9df1",
+    git_commit = "32c11108cee6b278d6f3af242ee4819c5f195910",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 648299b72b65a3cf3ebc25c0bc49efc9d4a827cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Apr 2020 12:02:30 -0700
Subject: [PATCH 3697/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/57272e68-bced-4bfe-a4a5-9bc3201e8c58

PiperOrigin-RevId: 305918129
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a7614b6e04..1b727fa34e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a12bfe2d9fbccb52b22de69e5a72cd32888cc141da061f7a4619eff0986e9df1",
-    git_commit = "32c11108cee6b278d6f3af242ee4819c5f195910",
+    sha256 = "20150ce5f1ae4a81b0a65896ad24a9627f174f949fd653238b590b7e2be8a39c",
+    git_commit = "d47984f73b309984ae71f905782fd95ad0b0c791",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e3a00cd8ef00523227cbe1f694ab56454a880c3 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Fri, 10 Apr 2020 14:02:25 -0700
Subject: [PATCH 3698/8103] Add a ThreadPoolFactory abstraction for returning
 inter- and intra- thread pools, and update PredictRequest handling logic to
 use the new abstraction.

Users can register their own factory with a config proto and pass the config proto as a command line flag.

PiperOrigin-RevId: 305940371
---
 tensorflow_serving/model_servers/BUILD        |  3 +
 .../model_servers/prediction_service_impl.h   |  4 +-
 tensorflow_serving/model_servers/server.cc    | 11 ++++
 tensorflow_serving/model_servers/server.h     |  3 +
 tensorflow_serving/servables/tensorflow/BUILD | 29 ++++++++-
 .../servables/tensorflow/predict_impl.cc      | 20 ++++--
 .../servables/tensorflow/predict_impl.h       |  7 +-
 .../servables/tensorflow/predict_impl_test.cc | 44 +++++++++++++
 .../servables/tensorflow/predict_util.cc      | 11 ++--
 .../servables/tensorflow/predict_util.h       |  9 ++-
 .../servables/tensorflow/predict_util_test.cc | 52 +++++++++++++--
 .../tensorflow/saved_model_warmup_test.cc     | 23 +++++--
 .../servables/tensorflow/test_util/BUILD      | 30 +++++++++
 .../test_util/fake_thread_pool_factory.cc     | 34 ++++++++++
 .../test_util/fake_thread_pool_factory.h      | 65 +++++++++++++++++++
 .../test_util/fake_thread_pool_factory.proto  | 21 ++++++
 .../tensorflow/thread_pool_factory.h          | 42 ++++++++++++
 .../thread_pool_factory_config.proto          | 28 ++++++++
 18 files changed, 408 insertions(+), 28 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/BUILD
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.proto
 create mode 100644 tensorflow_serving/servables/tensorflow/thread_pool_factory.h
 create mode 100644 tensorflow_serving/servables/tensorflow/thread_pool_factory_config.proto

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 44a6bec1cde..d82f3e8372d 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -230,6 +230,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
+        "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
         "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -336,6 +337,8 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
+        "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
+        "//tensorflow_serving/servables/tensorflow:thread_pool_factory_config_cc_proto",
     ] + SUPPORTED_TENSORFLOW_OPS,
 )
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index 213dd6f4a41..d1d9404a56b 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/predict_impl.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
@@ -30,11 +31,12 @@ class PredictionServiceImpl final : public PredictionService::Service {
     ServerCore* server_core;
     bool use_saved_model;
     bool enforce_session_run_timeout;
+    ThreadPoolFactory* thread_pool_factory = nullptr;
   };
 
   explicit PredictionServiceImpl(const Options& options)
       : core_(options.server_core),
-        predictor_(new TensorflowPredictor()),
+        predictor_(new TensorflowPredictor(options.thread_pool_factory)),
         use_saved_model_(options.use_saved_model),
         enforce_session_run_timeout_(options.enforce_session_run_timeout) {}
 
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index dbb42efec43..a7760558e51 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -49,6 +49,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -315,6 +316,16 @@ Status Server::BuildAndStart(const Options& server_options) {
   predict_server_options.server_core = server_core_.get();
   predict_server_options.enforce_session_run_timeout =
       server_options.enforce_session_run_timeout;
+  if (!server_options.thread_pool_factory_config_file.empty()) {
+    ThreadPoolFactoryConfig thread_pool_factory_config;
+    TF_RETURN_IF_ERROR(ParseProtoTextFile<ThreadPoolFactoryConfig>(
+        server_options.thread_pool_factory_config_file,
+        &thread_pool_factory_config));
+    TF_RETURN_IF_ERROR(ThreadPoolFactoryRegistry::CreateFromAny(
+        thread_pool_factory_config.thread_pool_factory_config(),
+        &thread_pool_factory_));
+  }
+  predict_server_options.thread_pool_factory = thread_pool_factory_.get();
   prediction_service_ =
       absl::make_unique<PredictionServiceImpl>(predict_server_options);
 
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 6a71265f0c5..256b54fd7da 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -28,6 +28,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_service_impl.h"
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
@@ -84,6 +85,7 @@ class Server {
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool use_tflite_model = false;
+    tensorflow::string thread_pool_factory_config_file;
 
     Options();
   };
@@ -114,6 +116,7 @@ class Server {
   // A thread that calls PollFilesystemAndReloadConfig() periodically if
   // fs_model_config_poll_wait_seconds > 0.
   std::unique_ptr<PeriodicFunction> fs_config_polling_thread_;
+  std::unique_ptr<ThreadPoolFactory> thread_pool_factory_;
 };
 
 }  // namespace main
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 038aa0795fb..a2c7b4bd876 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,8 +1,7 @@
 # Description: TensorFlow servables.
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_tensorflow_proto_dep")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = [
@@ -388,10 +387,12 @@ cc_library(
     ],
     deps = [
         ":predict_util",
+        ":thread_pool_factory",
         ":util",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -417,6 +418,8 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:fake_thread_pool_factory",
+        "//tensorflow_serving/servables/tensorflow/test_util:fake_thread_pool_factory_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:test",
@@ -436,6 +439,7 @@ cc_library(
         "//tensorflow_serving/util:optional",
         "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
@@ -869,3 +873,24 @@ cc_test(
         "@org_tensorflow//tensorflow/core:testlib",
     ],
 )
+
+serving_proto_library(
+    name = "thread_pool_factory_config_proto",
+    srcs = ["thread_pool_factory_config.proto"],
+    cc_api_version = 2,
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        "@com_google_protobuf//:cc_wkt_protos",
+    ],
+)
+
+cc_library(
+    name = "thread_pool_factory",
+    hdrs = ["thread_pool_factory.h"],
+    deps = [
+        "//tensorflow_serving/util:class_registration",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index 8bbd478cb73..5af06a57142 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
@@ -45,12 +46,19 @@ Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
                                                  const ModelSpec& model_spec,
                                                  const PredictRequest& request,
                                                  PredictResponse* response) {
-    ServableHandle<SavedModelBundle> bundle;
-    TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
-    return internal::RunPredict(
-        run_options, bundle->meta_graph_def, bundle.id().version,
-        core->predict_response_tensor_serialization_option(),
-        bundle->session.get(), request, response);
+  ServableHandle<SavedModelBundle> bundle;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
+  thread::ThreadPoolOptions thread_pool_options;
+  if (thread_pool_factory_ != nullptr) {
+    thread_pool_options.inter_op_threadpool =
+        thread_pool_factory_->GetInterOpThreadPool();
+    thread_pool_options.intra_op_threadpool =
+        thread_pool_factory_->GetIntraOpThreadPool();
+  }
+  return internal::RunPredict(
+      run_options, bundle->meta_graph_def, bundle.id().version,
+      core->predict_response_tensor_serialization_option(),
+      bundle->session.get(), request, response, thread_pool_options);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.h b/tensorflow_serving/servables/tensorflow/predict_impl.h
index 0bcca7dd41a..0be49fee2f9 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.h
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.h
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
@@ -28,7 +29,10 @@ namespace serving {
 // Utility methods for implementation of PredictionService::Predict.
 class TensorflowPredictor {
  public:
-  explicit TensorflowPredictor() {}
+  TensorflowPredictor() {}
+
+  explicit TensorflowPredictor(ThreadPoolFactory* thread_pool_factory)
+      : thread_pool_factory_(thread_pool_factory) {}
 
   Status Predict(const RunOptions& run_options, ServerCore* core,
                  const PredictRequest& request, PredictResponse* response);
@@ -41,6 +45,7 @@ class TensorflowPredictor {
                               PredictResponse* response);
 
  private:
+  ThreadPoolFactory* thread_pool_factory_ = nullptr;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 97c95e62a7d..ada3cef1453 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -25,6 +25,8 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
@@ -427,6 +429,48 @@ TEST_F(PredictImplTest, ModelSpecOverride) {
                 .code());
 }
 
+TEST_F(PredictImplTest, ThreadPoolFactory) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  test_util::FakeThreadPoolFactoryConfig fake_thread_pool_factory_config;
+  test_util::FakeThreadPoolFactory fake_thread_pool_factory(
+      fake_thread_pool_factory_config);
+  fake_thread_pool_factory.SetInterOpThreadPool(&inter_op_threadpool);
+  fake_thread_pool_factory.SetIntraOpThreadPool(&intra_op_threadpool);
+
+  TensorflowPredictor predictor(&fake_thread_pool_factory);
+  TF_EXPECT_OK(
+      predictor.Predict(GetRunOptions(), GetServerCore(), request, &response));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(3);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape();
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 74ca5be76fa..ca3d62611c6 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -182,8 +182,8 @@ Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
     const optional<int64>& servable_version,
     const internal::PredictResponseTensorSerializationOption option,
-    Session* session, const PredictRequest& request,
-    PredictResponse* response) {
+    Session* session, const PredictRequest& request, PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options) {
   // Validate signatures.
   const string signature_name = request.model_spec().signature_name().empty()
                                     ? kDefaultServingSignatureDefKey
@@ -208,7 +208,7 @@ Status RunPredict(
   RunMetadata run_metadata;
   TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
                                   output_tensor_names, {}, &outputs,
-                                  &run_metadata));
+                                  &run_metadata, thread_pool_options));
 
   return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                      response);
@@ -218,11 +218,12 @@ Status RunPredict(
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
                   const optional<int64>& servable_version, Session* session,
-                  const PredictRequest& request, PredictResponse* response) {
+                  const PredictRequest& request, PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options) {
   return internal::RunPredict(
       run_options, meta_graph_def, servable_version,
       internal::PredictResponseTensorSerializationOption::kAsProtoField,
-      session, request, response);
+      session, request, response, thread_pool_options);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index a406fba8839..bbdf3dc9903 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_UTIL_H_
 
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
@@ -39,7 +40,9 @@ Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
     const optional<int64>& servable_version,
     const PredictResponseTensorSerializationOption tensor_serialization_option,
-    Session* session, const PredictRequest& request, PredictResponse* response);
+    Session* session, const PredictRequest& request, PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options =
+        thread::ThreadPoolOptions());
 
 }  // namespace internal
 
@@ -50,7 +53,9 @@ Status RunPredict(
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
                   const optional<int64>& servable_version, Session* session,
-                  const PredictRequest& request, PredictResponse* response);
+                  const PredictRequest& request, PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options =
+                      thread::ThreadPoolOptions());
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index a819dea266f..b5659260edf 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
@@ -107,14 +108,15 @@ class PredictImplTest : public ::testing::Test {
     return server_core->GetServableHandle(model_spec, bundle);
   }
 
-  Status CallPredict(ServerCore* server_core,
-                     const PredictRequest& request, PredictResponse* response) {
+  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
+                     PredictResponse* response,
+                     const thread::ThreadPoolOptions& thread_pool_options =
+                         thread::ThreadPoolOptions()) {
     ServableHandle<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &bundle));
-    return RunPredict(GetRunOptions(),
-                      bundle->meta_graph_def,
-                      kTestModelVersion, bundle->session.get(),
-                      request, response);
+    return RunPredict(GetRunOptions(), bundle->meta_graph_def,
+                      kTestModelVersion, bundle->session.get(), request,
+                      response, thread_pool_options);
   }
 
   RunOptions GetRunOptions() { return RunOptions(); }
@@ -441,6 +443,44 @@ TEST_F(PredictImplTest, PredictionWithCustomizedSignatures) {
   EXPECT_THAT(response, test_util::EqualsProto(expected_incr_counter_by));
 }
 
+TEST_F(PredictImplTest, ThreadPoolOptions) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  TF_EXPECT_OK(
+      CallPredict(GetServerCore(), request, &response, thread_pool_options));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(3);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape();
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index b92f5cbb4ee..4971d5782e7 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/lib/io/record_writer.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/input.pb.h"
@@ -227,9 +228,14 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   saved_model_bundle.session.reset(mock);
   Tensor scores(DT_FLOAT, TensorShape({1, 1}));
   Tensor classes(DT_STRING, TensorShape({1, 1}));
-  // Regress and Predict case
+  // Regress case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _))
-      .Times(num_warmup_records * 2 * GetNumRequestIterations())
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
+                            Return(Status::OK())));
+  // Predict case
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
+      .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
                             Return(Status::OK())));
   // Classify case
@@ -260,6 +266,7 @@ TEST(SavedModelBundleWarmupTest, NoWarmupDataFile) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
   TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                    base_path, &saved_model_bundle));
 }
@@ -278,6 +285,7 @@ TEST(SavedModelBundleWarmupTest, WarmupDataFileEmpty) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
   TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                    base_path, &saved_model_bundle));
 }
@@ -299,7 +307,7 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(Return(Status::OK()));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
@@ -327,7 +335,7 @@ TEST(SavedModelBundleWarmupTest, UnsupportedFileFormat) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(Return(Status::OK()));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
@@ -355,10 +363,14 @@ TEST(SavedModelBundleWarmupTest, TooManyWarmupRecords) {
   saved_model_bundle.session.reset(mock);
   Tensor scores(DT_FLOAT, TensorShape({1, 1}));
   Tensor classes(DT_STRING, TensorShape({1, 1}));
-  // Regress and Predict case
+  // Regress case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _))
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
                             Return(Status::OK())));
+  // Predict case
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
+      .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
+                            Return(Status::OK())));
   // Classify case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _))
       .WillRepeatedly(
@@ -391,6 +403,7 @@ TEST(SavedModelBundleWarmupTest, UnparsableRecord) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
new file mode 100644
index 00000000000..ca083c1b1ac
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -0,0 +1,30 @@
+# Description: Tensorflow servables test_utils.
+
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+
+licenses(["notice"])  # Apache 2.0
+
+serving_proto_library(
+    name = "fake_thread_pool_factory_proto",
+    testonly = 1,
+    srcs = ["fake_thread_pool_factory.proto"],
+    cc_api_version = 2,
+    visibility = [
+        "//visibility:public",
+    ],
+)
+
+cc_library(
+    name = "fake_thread_pool_factory",
+    testonly = 1,
+    srcs = ["fake_thread_pool_factory.cc"],
+    hdrs = ["fake_thread_pool_factory.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":fake_thread_pool_factory_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
new file mode 100644
index 00000000000..5de252a2125
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
@@ -0,0 +1,34 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+Status FakeThreadPoolFactory::Create(
+    const FakeThreadPoolFactoryConfig& config,
+    std::unique_ptr<ThreadPoolFactory>* result) {
+  *result = std::make_unique<FakeThreadPoolFactory>(config);
+  return Status::OK();
+}
+
+REGISTER_THREAD_POOL_FACTORY(FakeThreadPoolFactory,
+                             FakeThreadPoolFactoryConfig);
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
new file mode 100644
index 00000000000..b500b8f8e4f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
@@ -0,0 +1,65 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_FAKE_THREAD_POOL_FACTORY_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_FAKE_THREAD_POOL_FACTORY_H_
+
+#include <memory>
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+// A fake ThreadPoolFactory that returns the given inter- and intra-op thread
+// pools.
+class FakeThreadPoolFactory final : public ThreadPoolFactory {
+ public:
+  static Status Create(const FakeThreadPoolFactoryConfig& config,
+                       std::unique_ptr<ThreadPoolFactory>* result);
+
+  explicit FakeThreadPoolFactory(const FakeThreadPoolFactoryConfig& config) {}
+  virtual ~FakeThreadPoolFactory() = default;
+
+  virtual thread::ThreadPoolInterface* GetInterOpThreadPool() {
+    return inter_op_thread_pool_;
+  }
+  virtual thread::ThreadPoolInterface* GetIntraOpThreadPool() {
+    return intra_op_thread_pool_;
+  }
+
+  void SetInterOpThreadPool(thread::ThreadPoolInterface* thread_pool) {
+    inter_op_thread_pool_ = thread_pool;
+  }
+  void SetIntraOpThreadPool(thread::ThreadPoolInterface* thread_pool) {
+    intra_op_thread_pool_ = thread_pool;
+  }
+
+ private:
+  thread::ThreadPoolInterface* inter_op_thread_pool_ = nullptr;
+  thread::ThreadPoolInterface* intra_op_thread_pool_ = nullptr;
+  TF_DISALLOW_COPY_AND_ASSIGN(FakeThreadPoolFactory);
+};
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_FAKE_THREAD_POOL_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.proto b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.proto
new file mode 100644
index 00000000000..a75c97783c9
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.proto
@@ -0,0 +1,21 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+syntax = "proto3";
+
+package tensorflow.serving.test_util;
+
+// Config proto for FakeThreadPoolFactory.
+message FakeThreadPoolFactoryConfig {}
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory.h b/tensorflow_serving/servables/tensorflow/thread_pool_factory.h
new file mode 100644
index 00000000000..68a3ffafd30
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory.h
@@ -0,0 +1,42 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_THREAD_POOL_FACTORY_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_THREAD_POOL_FACTORY_H_
+
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow_serving/util/class_registration.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Factory for returning intra- and inter-op thread pools to be used by
+// Tensorflow.
+class ThreadPoolFactory {
+ public:
+  virtual ~ThreadPoolFactory() = default;
+  virtual thread::ThreadPoolInterface* GetInterOpThreadPool() = 0;
+  virtual thread::ThreadPoolInterface* GetIntraOpThreadPool() = 0;
+};
+
+DEFINE_CLASS_REGISTRY(ThreadPoolFactoryRegistry, ThreadPoolFactory);
+#define REGISTER_THREAD_POOL_FACTORY(ClassCreator, ConfigProto)              \
+  REGISTER_CLASS(ThreadPoolFactoryRegistry, ThreadPoolFactory, ClassCreator, \
+                 ConfigProto);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_THREAD_POOL_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory_config.proto b/tensorflow_serving/servables/tensorflow/thread_pool_factory_config.proto
new file mode 100644
index 00000000000..a7c2f2d052e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory_config.proto
@@ -0,0 +1,28 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+syntax = "proto3";
+
+package tensorflow.serving;
+
+import "google/protobuf/any.proto";
+
+option cc_enable_arenas = true;
+
+// Configuration for a thread pool factory.
+message ThreadPoolFactoryConfig {
+  // The config proto for a ThreadPoolFactory in the ThreadPoolFactory registry.
+  google.protobuf.Any thread_pool_factory_config = 1;
+}

From 9c85684f91026d63da1da7a993a955537e7bac52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Apr 2020 18:02:33 -0700
Subject: [PATCH 3699/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5876c10-6905-4c35-a3f1-6fa123ee65b3

PiperOrigin-RevId: 305978933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b727fa34e5..6238dc764b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20150ce5f1ae4a81b0a65896ad24a9627f174f949fd653238b590b7e2be8a39c",
-    git_commit = "d47984f73b309984ae71f905782fd95ad0b0c791",
+    sha256 = "374d12b519d439f5e72d85abb71d1175d23adfd8344944637ac60ad0fd0ed0e7",
+    git_commit = "55d7574acb83246554b381be8399c671e3fd09e0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b3f46d44d07480266b28776caa13211339777bc5 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Fri, 10 Apr 2020 18:08:27 -0700
Subject: [PATCH 3700/8103] Update Dockerfile.devel* with py3.6 installed.

PiperOrigin-RevId: 305979726
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 11 +++++++++++
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 11 +++++++++++
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 11 +++++++++++
 3 files changed, 33 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index d771229bf3d..1c47dbc9baf 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -51,6 +51,17 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
     rm get-pip.py
 
+# Install python 3.6.
+RUN add-apt-repository ppa:deadsnakes/ppa && \
+    apt-get update && apt-get install -y \
+    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    rm -rf /var/lib/apt/lists/* && \
+    python3.6 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+
+# Make python3.6 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c78927bf897..d0cc570fd06 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -78,6 +78,17 @@ RUN apt-get update && \
     rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
     rm /usr/lib/x86_64-linux-gnu/libnvparsers*
 
+# Install python 3.6.
+RUN add-apt-repository ppa:deadsnakes/ppa && \
+    apt-get update && apt-get install -y \
+    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    rm -rf /var/lib/apt/lists/* && \
+    python3.6 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+
+# Make python3.6 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
     rm get-pip.py
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 997bc1f4d80..f180e01c9d9 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -47,6 +47,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
+# Install python 3.6.
+RUN add-apt-repository ppa:deadsnakes/ppa && \
+    apt-get update && apt-get install -y \
+    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    rm -rf /var/lib/apt/lists/* && \
+    python3.6 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+
+# Make python3.6 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
     rm get-pip.py

From ee8f1c0597353319d985722bceb2cd85adbe3405 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Apr 2020 00:02:26 -0700
Subject: [PATCH 3701/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9b6eeec-5340-4ede-8ccf-3471418e54d8

PiperOrigin-RevId: 306006370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6238dc764b4..08e8f27c223 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "374d12b519d439f5e72d85abb71d1175d23adfd8344944637ac60ad0fd0ed0e7",
-    git_commit = "55d7574acb83246554b381be8399c671e3fd09e0",
+    sha256 = "cd046cca22e843c34815ea3dc529a95d2b6cc30655b5ec2dc8937eb19ba85721",
+    git_commit = "2fcd5ca6a524a897c5b313fedf86a3a5109732a8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2f7a07403af73e107f58770590b561e3739370c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Apr 2020 06:02:21 -0700
Subject: [PATCH 3702/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3482dae1-76c8-4eee-b1ee-f9d1d8a55366

PiperOrigin-RevId: 306028689
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08e8f27c223..cc14b405e11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd046cca22e843c34815ea3dc529a95d2b6cc30655b5ec2dc8937eb19ba85721",
-    git_commit = "2fcd5ca6a524a897c5b313fedf86a3a5109732a8",
+    sha256 = "f46da01970f353070dd71b0a54e9344846eeb78b315f285a234d95a396e8ef1e",
+    git_commit = "046466fc46ebc8ea50ece42f621b4881fe4cbddf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a60bb2265b03ad2a0d9f80ab91a9833f9bff8e6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Apr 2020 12:02:19 -0700
Subject: [PATCH 3703/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c543d6a5-ec19-4eb3-9835-2ff6076fc779

PiperOrigin-RevId: 306049235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc14b405e11..ae51eeffe3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f46da01970f353070dd71b0a54e9344846eeb78b315f285a234d95a396e8ef1e",
-    git_commit = "046466fc46ebc8ea50ece42f621b4881fe4cbddf",
+    sha256 = "e583a01eebcfb289fc4c80eaa81f2b57bb3d23023afcc5d32b23509d70ac0e58",
+    git_commit = "20a26f65d08ed37232a5adb19d9762bf65b6d761",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10d188ef78fbd20e8d3d5cbf66643e7279c0c62b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Apr 2020 18:02:30 -0700
Subject: [PATCH 3704/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c06f0390-2d56-4080-9816-7d374309752d

PiperOrigin-RevId: 306071384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae51eeffe3c..b16557bc636 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e583a01eebcfb289fc4c80eaa81f2b57bb3d23023afcc5d32b23509d70ac0e58",
-    git_commit = "20a26f65d08ed37232a5adb19d9762bf65b6d761",
+    sha256 = "72df05f5e228c2e0d23329a5225ebf269f4279565ce92819f46ee4a7d0202fbe",
+    git_commit = "b737d47b533ec0abfc12977022f8fb8e550e7f44",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 59412c3cf770914bfb4364677c9367fa3ec9c3e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Apr 2020 00:02:43 -0700
Subject: [PATCH 3705/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17dec1ad-301b-43ab-a5b7-de01e363d79d

PiperOrigin-RevId: 306093551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b16557bc636..3ac98ead23c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72df05f5e228c2e0d23329a5225ebf269f4279565ce92819f46ee4a7d0202fbe",
-    git_commit = "b737d47b533ec0abfc12977022f8fb8e550e7f44",
+    sha256 = "5e60442487049dc4905e12d832eca41ed0b2aee7da22f40fc9dab4a39b491bfb",
+    git_commit = "c9d5c9f981dc7224b457ae3eb52a48e33721dbc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 50bb61ec8b2d6e7e6642ca14ff0e82b5a4588456 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Apr 2020 06:02:23 -0700
Subject: [PATCH 3706/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a501c80-5dc4-4290-929f-3152ab519674

PiperOrigin-RevId: 306115701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ac98ead23c..21deee96dba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e60442487049dc4905e12d832eca41ed0b2aee7da22f40fc9dab4a39b491bfb",
-    git_commit = "c9d5c9f981dc7224b457ae3eb52a48e33721dbc7",
+    sha256 = "aa7efc2840a3cf8fa55e93ae7c06043fa0c90b9ed7c7f7060cbb274c25c4b5ee",
+    git_commit = "c6bfd60ab1477e2b279c498d65a9424f51520a94",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1aedd476a7d271dc86b9d33b1aba02b383dce682 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Apr 2020 12:02:41 -0700
Subject: [PATCH 3707/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48265cd5-a433-424b-a52f-c38a26e40352

PiperOrigin-RevId: 306136989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21deee96dba..15ab9933043 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa7efc2840a3cf8fa55e93ae7c06043fa0c90b9ed7c7f7060cbb274c25c4b5ee",
-    git_commit = "c6bfd60ab1477e2b279c498d65a9424f51520a94",
+    sha256 = "6e2898973462a0a016b1c50e231e8f0ceac8a3789fd154456d8db7198b399b50",
+    git_commit = "11b8e457e406aea41e6c15827a88ddf559f356dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8190a4f90ad048a9550b3a7cb99fb1ec29b4a7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Apr 2020 18:02:26 -0700
Subject: [PATCH 3708/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19f7660e-26fc-42bc-a0a9-610dc02ac303

PiperOrigin-RevId: 306159479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15ab9933043..d04bf9968f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e2898973462a0a016b1c50e231e8f0ceac8a3789fd154456d8db7198b399b50",
-    git_commit = "11b8e457e406aea41e6c15827a88ddf559f356dc",
+    sha256 = "099969c16ccdb993596885fd6786db0292961e76727025322abbf5bfd1f835dd",
+    git_commit = "1227a9446db345ad3f96e56097e01aaf30c93168",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f0bd9cf8b85710b638938361d356dbf15fda2e86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Apr 2020 22:51:08 -0700
Subject: [PATCH 3709/8103] Add more metrics for batching.

PiperOrigin-RevId: 306181025
---
 .../batching/batching_session.cc              | 48 +++++++++++++-
 .../batching/batching_session_test.cc         | 65 +++++++++++++++++++
 2 files changed, 111 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 4ca70b8a798..61942c16037 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/monitoring/percentile_sampler.h"
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/threadpool_options.h"
@@ -40,6 +41,42 @@ namespace serving {
 
 namespace {
 
+// For all metrics: consider adding breakdowns based on model name or status if
+// needed. Note that model name is not available as a session property or on any
+// of the inputs currently.
+void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
+  static auto* cell = tensorflow::monitoring::PercentileSampler<1>::New(
+      {"/tensorflow/serving/batching_session/padding_size",
+       "execution_batch_size",
+       "Tracks the padding size distribution on batches."},
+      /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+      /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber);
+  cell->GetCell(absl::StrCat(execution_batch_size))
+      ->Add(static_cast<double>(padding_size));
+}
+
+void RecordInputBatchSize(int32 batch_size) {
+  static tensorflow::monitoring::PercentileSamplerCell* cell =
+      tensorflow::monitoring::PercentileSampler<0>::New(
+          {"/tensorflow/serving/batching_session/input_batch_size",
+           "Tracks the batch size distribution on the inputs."},
+          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
+          ->GetCell();
+  cell->Add(static_cast<double>(batch_size));
+}
+
+void RecordProcessedBatchSize(int32 batch_size) {
+  static tensorflow::monitoring::PercentileSamplerCell* cell =
+      tensorflow::monitoring::PercentileSampler<0>::New(
+          {"/tensorflow/serving/batching_session/processed_batch_size",
+           "Tracks the batch size distribution on processing."},
+          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
+          ->GetCell();
+  cell->Add(static_cast<double>(batch_size));
+}
+
 string TensorSignatureDebugString(const TensorSignature& signature) {
   return strings::StrCat("{input_tensors: <",
                          str_util::Join(signature.input_tensors, ", "),
@@ -406,6 +443,10 @@ Status BatchingSession::ComputeInputSize(
       }
     }
   }
+  for (const auto& entry : inputs) {
+    const Tensor& tensor = entry.second;
+    RecordInputBatchSize(tensor.shape().dim_size(0));
+  }
   return Status::OK();
 }
 
@@ -432,8 +473,11 @@ Status BatchingSession::MergeInputTensors(
                             batch.num_tasks());
   }
 
-  const int padding_size =
-      RoundToLowestAllowedBatchSize(batch.size()) - batch.size();
+  const int lowest_allowed_batch_size =
+      RoundToLowestAllowedBatchSize(batch.size());
+  const int padding_size = lowest_allowed_batch_size - batch.size();
+  RecordPaddingSize(padding_size, lowest_allowed_batch_size);
+  RecordProcessedBatchSize(lowest_allowed_batch_size);
 
   // For each input tensor name, a vector of tensors from the individual tasks.
   std::map<string, std::vector<Tensor>> tensors_to_merge;
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index fceabf91d14..103e402facd 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -27,6 +27,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/threadpool_options.h"
@@ -201,6 +202,19 @@ SignatureDef CreateSignatureDef(const TensorSignature& tensor_signature) {
   return signature_def;
 }
 
+int GetPercentileTotal(string label) {
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  int total_samples = 0;
+  const monitoring::PointSet& lps = *collected_metrics->point_set_map.at(label);
+  for (int i = 0; i < lps.points.size(); ++i) {
+    total_samples += lps.points[i]->percentiles_value.accumulator;
+  }
+  return static_cast<int>(total_samples);
+}
+
 TEST(BatchingSessionTest, TensorSignatureFromSignatureDef) {
   const SignatureDef signature_def =
       CreateSignatureDef({{"x0", "x1"}, {"y0", "y1"}});
@@ -406,6 +420,12 @@ TEST(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
 
+  int32 start_input_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/input_batch_size");
+  int32 start_process_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/processed_batch_size");
+  int32 start_pad_value =
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size");
   TF_ASSERT_OK(CreateBasicBatchingSession(
       schedule_options, batching_session_options,
       {{"input_0", "input_1"}, {"output"}}, CreateHalfPlusTwoSession(),
@@ -416,9 +436,26 @@ TEST(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
       {{"input_0", test::AsTensor<int>({3}, {1})},
        {"input_1", test::AsTensor<int>({5, 7}, {2})}},
       {"output"}, batching_session.get());
+
+  // We expect no change.
+  EXPECT_EQ(start_input_value,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/input_batch_size"));
+  EXPECT_EQ(start_process_value,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/processed_batch_size"));
+  EXPECT_EQ(
+      start_pad_value,
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
 TEST(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
+  int32 start_input_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/input_batch_size");
+  int32 start_process_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/processed_batch_size");
+  int32 start_pad_value =
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size");
   // Arrange to capture the batch size.
   std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
       new BatchSizeCapturingSession(CreateHalfPlusTwoSession()));
@@ -438,9 +475,26 @@ TEST(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
 
   // It should not add any padding, i.e. leave the batch size at 2.
   EXPECT_EQ(2, batch_size_capturing_session_raw->latest_batch_size());
+
+  // We expect no pad, 2 inputs, and a batch process of 2.
+  EXPECT_EQ(start_input_value + 2,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/input_batch_size"));
+  EXPECT_EQ(start_process_value + 2,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/processed_batch_size"));
+  EXPECT_EQ(
+      start_pad_value,
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
 TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
+  int32 start_input_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/input_batch_size");
+  int32 start_process_value = GetPercentileTotal(
+      "/tensorflow/serving/batching_session/processed_batch_size");
+  int32 start_pad_value =
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size");
   // Arrange to capture the batch size.
   std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
       new BatchSizeCapturingSession(CreateHalfPlusTwoSession()));
@@ -460,6 +514,17 @@ TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
 
   // It should pad the batch size from 2 to 3.
   EXPECT_EQ(3, batch_size_capturing_session_raw->latest_batch_size());
+
+  // We expect 1 pad, 2 inputs, and a batch process of 3.
+  EXPECT_EQ(start_input_value + 2,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/input_batch_size"));
+  EXPECT_EQ(start_process_value + 3,
+            GetPercentileTotal(
+                "/tensorflow/serving/batching_session/processed_batch_size"));
+  EXPECT_EQ(
+      start_pad_value + 1,
+      GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
 TEST(BatchingSessionTest, UnsortedAllowedBatchSizesRejected) {

From c6ec7f6b2fc0fff3de76b795796b7ce0a42566bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Apr 2020 00:02:33 -0700
Subject: [PATCH 3710/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2562ee97-2840-49a3-8a64-d9ffb97aa078

PiperOrigin-RevId: 306186082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d04bf9968f3..c8a74462e69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "099969c16ccdb993596885fd6786db0292961e76727025322abbf5bfd1f835dd",
-    git_commit = "1227a9446db345ad3f96e56097e01aaf30c93168",
+    sha256 = "319fd1bd6fe79682cbc09283a088bd7e5a81f1629271512c45d12df0f0407608",
+    git_commit = "75dae0460335b6c469bf5c7b591065de793565f9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9269764e7a5d0588fd636d8f7fb812ed4ca2133c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Apr 2020 12:02:39 -0700
Subject: [PATCH 3711/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/889875f1-417c-499b-bce0-f37c38e4f4da

PiperOrigin-RevId: 306280236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8a74462e69..b1d29fef1f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "319fd1bd6fe79682cbc09283a088bd7e5a81f1629271512c45d12df0f0407608",
-    git_commit = "75dae0460335b6c469bf5c7b591065de793565f9",
+    sha256 = "ac8a6f0c5f9966a4c61105cd28491b9384d3b51faf19e0eb0284e1e55d4dc411",
+    git_commit = "7ef03832a7105502f51501acba5d7467a616574d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2fb96fab167a81b16f0e6746b49a540da2952625 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Apr 2020 18:03:12 -0700
Subject: [PATCH 3712/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/127bb24a-d3b3-45c7-86b6-18633f1b18b1

PiperOrigin-RevId: 306348971
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1d29fef1f5..56dbdf26395 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac8a6f0c5f9966a4c61105cd28491b9384d3b51faf19e0eb0284e1e55d4dc411",
-    git_commit = "7ef03832a7105502f51501acba5d7467a616574d",
+    sha256 = "a4b1d4d9a153b87cd4136f7488fcf5e9eb4ab14617edcf725c9b372c67c0b7c7",
+    git_commit = "867673d63b6ee56229498176fc3a00235b8eb2cf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9feac12f2223124c7ecc85a687e1ee2b24e3f7ad Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 13 Apr 2020 23:12:11 -0700
Subject: [PATCH 3713/8103] Rename method to clarify intent.

PiperOrigin-RevId: 306381156
---
 tensorflow_serving/servables/tensorflow/tflite_session.cc | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 81e066d8cfa..19f826f20b3 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -70,10 +70,10 @@ Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
   return Status::OK();
 }
 
-std::string TfLiteToTensorName(const string& name) {
+std::string TfToTfLiteTensorName(const string& tf_name) {
   // TF variable names have ':0' suffix, TF Lite variables dont.
   std::pair<absl::string_view, absl::string_view> name_index =
-      absl::StrSplit(name, absl::MaxSplits(':', 1));
+      absl::StrSplit(tf_name, absl::MaxSplits(':', 1));
   return std::string(name_index.first);
 }
 
@@ -299,7 +299,7 @@ Status TfLiteSession::Run(
   // happen in-parallel.
   absl::MutexLock lock(&mutex_);
   for (const auto& input : inputs) {
-    const string& name = TfLiteToTensorName(input.first);
+    const string& name = TfToTfLiteTensorName(input.first);
     if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing input TFLite tensor: ", name);
     }
@@ -314,7 +314,7 @@ Status TfLiteSession::Run(
 
   outputs->clear();
   for (const auto& tfname : output_tensor_names) {
-    const string& name = TfLiteToTensorName(tfname);
+    const string& name = TfToTfLiteTensorName(tfname);
     if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing output TFLite tensor: ", name);
     }

From 1bd82f500e5b5d1b58e4bb11f40fdbdec93a0e33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Apr 2020 00:02:43 -0700
Subject: [PATCH 3714/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cff101df-99f5-4f5b-896b-41b8e3009abe

PiperOrigin-RevId: 306385250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56dbdf26395..93c7941015c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4b1d4d9a153b87cd4136f7488fcf5e9eb4ab14617edcf725c9b372c67c0b7c7",
-    git_commit = "867673d63b6ee56229498176fc3a00235b8eb2cf",
+    sha256 = "22ba4aa9394ca42c494ca4431df111910426081631ab9f65b6ca0e939a69e2c5",
+    git_commit = "e3043d7c7c5fa3f8aa6747305e84c77caba8fcaa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08ae78b0e02ad558a6775bb97ed915c6feb9b6b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Apr 2020 06:02:33 -0700
Subject: [PATCH 3715/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da0067d5-f6d3-436a-bb04-1dbd7e71dc85

PiperOrigin-RevId: 306423296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93c7941015c..f1c3928ea72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22ba4aa9394ca42c494ca4431df111910426081631ab9f65b6ca0e939a69e2c5",
-    git_commit = "e3043d7c7c5fa3f8aa6747305e84c77caba8fcaa",
+    sha256 = "be5955dad82410264bb141529622bfe0299350cf178998e759513ebbe194b73a",
+    git_commit = "12f99f575a2f061dd394a88a13051b6c932bf270",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 975f474a4ea9ef134439e266ec4a471741253ecf Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Tue, 14 Apr 2020 08:05:36 -0700
Subject: [PATCH 3716/8103] Plug ThreadPoolFactory into Classify request
 handling logic.

PiperOrigin-RevId: 306439568
---
 .../model_servers/http_rest_api_handler.cc    |  3 +-
 .../model_servers/prediction_service_impl.cc  | 10 ++-
 .../model_servers/prediction_service_impl.h   |  4 +-
 tensorflow_serving/servables/tensorflow/BUILD |  2 +-
 .../tensorflow/classification_service.cc      |  9 +-
 .../tensorflow/classification_service.h       | 12 +--
 .../tensorflow/classification_service_test.cc | 86 +++++++++++++++++--
 .../servables/tensorflow/classifier.cc        | 37 ++++++--
 .../servables/tensorflow/classifier.h         | 12 ++-
 .../servables/tensorflow/classifier_test.cc   | 67 +++++++++------
 .../servables/tensorflow/regressor_test.cc    | 21 +++--
 .../tensorflow/saved_model_warmup_test.cc     | 25 ++----
 .../servables/tensorflow/util.cc              |  7 +-
 .../servables/tensorflow/util.h               |  5 +-
 14 files changed, 217 insertions(+), 83 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 678079cf3f3..2ff9c9caf70 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -27,6 +27,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
@@ -144,7 +145,7 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
 
   ClassificationResponse response;
   TF_RETURN_IF_ERROR(TensorflowClassificationServiceImpl::Classify(
-      run_options_, core_, request, &response));
+      run_options_, core_, thread::ThreadPoolOptions(), request, &response));
   TF_RETURN_IF_ERROR(
       MakeJsonFromClassificationResult(response.result(), output));
   return Status::OK();
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 1fdbf20f352..f37b249969b 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
 
 #include "grpc/grpc.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
@@ -78,9 +79,16 @@ ::grpc::Status PredictionServiceImpl::Classify(
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
+  thread::ThreadPoolOptions thread_pool_options;
+  if (thread_pool_factory_ != nullptr) {
+    thread_pool_options.inter_op_threadpool =
+        thread_pool_factory_->GetInterOpThreadPool();
+    thread_pool_options.intra_op_threadpool =
+        thread_pool_factory_->GetIntraOpThreadPool();
+  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowClassificationServiceImpl::Classify(
-          run_options, core_, *request, response));
+          run_options, core_, thread_pool_options, *request, response));
   if (!status.ok()) {
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index d1d9404a56b..25c05b54419 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -38,7 +38,8 @@ class PredictionServiceImpl final : public PredictionService::Service {
       : core_(options.server_core),
         predictor_(new TensorflowPredictor(options.thread_pool_factory)),
         use_saved_model_(options.use_saved_model),
-        enforce_session_run_timeout_(options.enforce_session_run_timeout) {}
+        enforce_session_run_timeout_(options.enforce_session_run_timeout),
+        thread_pool_factory_(options.thread_pool_factory) {}
 
   ::grpc::Status Predict(::grpc::ServerContext* context,
                          const PredictRequest* request,
@@ -65,6 +66,7 @@ class PredictionServiceImpl final : public PredictionService::Service {
   std::unique_ptr<TensorflowPredictor> predictor_;
   const bool use_saved_model_;
   const bool enforce_session_run_timeout_;
+  ThreadPoolFactory* thread_pool_factory_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index a2c7b4bd876..72abc42e80e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -583,11 +583,11 @@ cc_library(
     ],
     deps = [
         ":classifier",
+        ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:classifier",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index 09028d79324..2b1d84424ca 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -29,6 +29,7 @@ namespace serving {
 
 Status TensorflowClassificationServiceImpl::Classify(
     const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
     const ClassificationRequest& request, ClassificationResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
@@ -36,12 +37,13 @@ Status TensorflowClassificationServiceImpl::Classify(
                               "Missing ModelSpec");
   }
 
-  return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
-                               response);
+  return ClassifyWithModelSpec(run_options, core, thread_pool_options,
+                               request.model_spec(), request, response);
 }
 
 Status TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const ClassificationRequest& request,
     ClassificationResponse* response) {
   TRACELITERAL("TensorflowClassificationServiceImpl::ClassifyWithModelSpec");
@@ -50,7 +52,8 @@ Status TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &saved_model_bundle));
   return RunClassify(run_options, saved_model_bundle->meta_graph_def,
                      saved_model_bundle.id().version,
-                     saved_model_bundle->session.get(), request, response);
+                     saved_model_bundle->session.get(), request, response,
+                     thread_pool_options);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.h b/tensorflow_serving/servables/tensorflow/classification_service.h
index 94ee3159150..a5e3246856a 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.h
+++ b/tensorflow_serving/servables/tensorflow/classification_service.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CLASSIFICATION_SERVICE_H_
 
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
@@ -29,16 +30,17 @@ namespace serving {
 class TensorflowClassificationServiceImpl {
  public:
   static Status Classify(const RunOptions& run_options, ServerCore* core,
+                         const thread::ThreadPoolOptions& thread_pool_options,
                          const ClassificationRequest& request,
                          ClassificationResponse* response);
 
   // Like Classify(), but uses 'model_spec' instead of the one embedded in
   // 'request'.
-  static Status ClassifyWithModelSpec(const RunOptions& run_options,
-                                      ServerCore* core,
-                                      const ModelSpec& model_spec,
-                                      const ClassificationRequest& request,
-                                      ClassificationResponse* response);
+  static Status ClassifyWithModelSpec(
+      const RunOptions& run_options, ServerCore* core,
+      const thread::ThreadPoolOptions& thread_pool_options,
+      const ModelSpec& model_spec, const ClassificationRequest& request,
+      ClassificationResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 382ed1230ff..f439375acde 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
@@ -80,21 +81,24 @@ TEST_F(ClassificationServiceTest, InvalidModelSpec) {
 
   // No model_spec specified.
   EXPECT_EQ(TensorflowClassificationServiceImpl::Classify(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
   EXPECT_EQ(TensorflowClassificationServiceImpl::Classify(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
   EXPECT_EQ(TensorflowClassificationServiceImpl::Classify(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::NOT_FOUND);
 }
@@ -109,7 +113,8 @@ TEST_F(ClassificationServiceTest, InvalidSignature) {
       "}");
   ClassificationResponse response;
   EXPECT_EQ(TensorflowClassificationServiceImpl::Classify(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 }
@@ -157,7 +162,8 @@ TEST_F(ClassificationServiceTest, ClassificationSuccess) {
       "}");
   ClassificationResponse response;
   TF_EXPECT_OK(TensorflowClassificationServiceImpl::Classify(
-      RunOptions(), server_core_.get(), request, &response));
+      RunOptions(), server_core_.get(), thread::ThreadPoolOptions(), request,
+      &response));
   EXPECT_THAT(response,
               test_util::EqualsProto(
                   "result { classifications { classes { score: 42 } } }"
@@ -181,15 +187,79 @@ TEST_F(ClassificationServiceTest, ModelSpecOverride) {
   ClassificationResponse response;
   EXPECT_NE(tensorflow::error::NOT_FOUND,
             TensorflowClassificationServiceImpl::Classify(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code());
   EXPECT_EQ(tensorflow::error::NOT_FOUND,
             TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
-                RunOptions(), server_core_.get(), model_spec_override, request,
-                &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                model_spec_override, request, &response)
                 .code());
 }
 
+TEST_F(ClassificationServiceTest, ThreadPoolOptions) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  ClassificationResponse response;
+  TF_EXPECT_OK(TensorflowClassificationServiceImpl::Classify(
+      RunOptions(), server_core_.get(), thread_pool_options, request,
+      &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto(
+                  "result { classifications { classes { score: 42 } } }"
+                  "model_spec {"
+                  "  name: \"test_model\""
+                  "  signature_name: \"classify_x_to_y\""
+                  "  version { value: 123 }"
+                  "}"));
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 25999d30e30..fff9f9133c5 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -29,6 +29,8 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/tracing.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/classification.pb.h"
@@ -44,10 +46,15 @@ namespace {
 // Implementation of the ClassifierInterface using SavedModel.
 class SavedModelTensorFlowClassifier : public ClassifierInterface {
  public:
-  explicit SavedModelTensorFlowClassifier(const RunOptions& run_options,
-                                          Session* session,
-                                          const SignatureDef* const signature)
-      : run_options_(run_options), session_(session), signature_(signature) {}
+  explicit SavedModelTensorFlowClassifier(
+      const RunOptions& run_options, Session* session,
+      const SignatureDef* const signature,
+      const thread::ThreadPoolOptions& thread_pool_options =
+          thread::ThreadPoolOptions())
+      : run_options_(run_options),
+        session_(session),
+        signature_(signature),
+        thread_pool_options_(thread_pool_options) {}
 
   ~SavedModelTensorFlowClassifier() override = default;
 
@@ -64,7 +71,7 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
     int num_examples;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
-        session_, &outputs, &num_examples));
+        session_, &outputs, &num_examples, thread_pool_options_));
 
     TRACELITERAL("ConvertToClassificationResult");
     return PostProcessClassificationResult(
@@ -75,6 +82,7 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
   const RunOptions run_options_;
   Session* const session_;
   const SignatureDef* const signature_;
+  const thread::ThreadPoolOptions thread_pool_options_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(SavedModelTensorFlowClassifier);
 };
@@ -121,8 +129,17 @@ Status CreateFlyweightTensorFlowClassifier(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     std::unique_ptr<ClassifierInterface>* service) {
-  service->reset(
-      new SavedModelTensorFlowClassifier(run_options, session, signature));
+  return CreateFlyweightTensorFlowClassifier(
+      run_options, session, signature, thread::ThreadPoolOptions(), service);
+}
+
+Status CreateFlyweightTensorFlowClassifier(
+    const RunOptions& run_options, Session* session,
+    const SignatureDef* signature,
+    const thread::ThreadPoolOptions& thread_pool_options,
+    std::unique_ptr<ClassifierInterface>* service) {
+  service->reset(new SavedModelTensorFlowClassifier(
+      run_options, session, signature, thread_pool_options));
   return Status::OK();
 }
 
@@ -295,14 +312,16 @@ Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
                    const optional<int64>& servable_version, Session* session,
                    const ClassificationRequest& request,
-                   ClassificationResponse* response) {
+                   ClassificationResponse* response,
+                   const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
   TF_RETURN_IF_ERROR(GetClassificationSignatureDef(request.model_spec(),
                                                    meta_graph_def, &signature));
 
   std::unique_ptr<ClassifierInterface> classifier_interface;
   TF_RETURN_IF_ERROR(CreateFlyweightTensorFlowClassifier(
-      run_options, session, &signature, &classifier_interface));
+      run_options, session, &signature, thread_pool_options,
+      &classifier_interface));
 
   MakeModelSpec(request.model_spec().name(),
                 request.model_spec().signature_name(), servable_version,
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index af23aef7a18..51b940b7414 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -22,6 +22,7 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classifier.h"
 #include "tensorflow_serving/util/optional.h"
 
@@ -44,6 +45,13 @@ Status CreateFlyweightTensorFlowClassifier(
     const SignatureDef* signature,
     std::unique_ptr<ClassifierInterface>* service);
 
+// Similar to the above function, but with an additional thread_pool_factory.
+Status CreateFlyweightTensorFlowClassifier(
+    const RunOptions& run_options, Session* session,
+    const SignatureDef* signature,
+    const thread::ThreadPoolOptions& thread_pool_options,
+    std::unique_ptr<ClassifierInterface>* service);
+
 // Get a classification signature from the meta_graph_def that's either:
 // 1) The signature that model_spec explicitly specifies to use.
 // 2) The default serving signature.
@@ -73,7 +81,9 @@ Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
                    const optional<int64>& servable_version, Session* session,
                    const ClassificationRequest& request,
-                   ClassificationResponse* response);
+                   ClassificationResponse* response,
+                   const thread::ThreadPoolOptions& thread_pool_options =
+                       thread::ThreadPoolOptions());
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index a8d59133350..8951a9d6340 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -28,6 +28,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/classification.pb.h"
@@ -98,6 +99,16 @@ class FakeSession : public tensorflow::Session {
              const std::vector<string>& output_names,
              const std::vector<string>& target_nodes,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+    return Run(run_options, inputs, output_names, target_nodes, outputs,
+               run_metadata, thread::ThreadPoolOptions());
+  }
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_names,
+             const std::vector<string>& target_nodes,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
     if (expected_timeout_) {
       CHECK_EQ(*expected_timeout_, run_options.timeout_in_ms());
     }
@@ -293,11 +304,11 @@ class ClassifierTest : public ::testing::Test {
   }
 
   Status Create() {
-      std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
-      saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
-      saved_model->session = std::move(saved_model_bundle_->session);
-      return CreateClassifierFromSavedModelBundle(
-          GetRunOptions(), std::move(saved_model), &classifier_);
+    std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
+    saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
+    saved_model->session = std::move(saved_model_bundle_->session);
+    return CreateClassifierFromSavedModelBundle(
+        GetRunOptions(), std::move(saved_model), &classifier_);
   }
 
   RunOptions GetRunOptions() const {
@@ -814,16 +825,16 @@ TEST_F(ClassifierTest, EmptyExampleListWithContext) {
 TEST_F(ClassifierTest, RunsFails) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+    EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
         .WillRepeatedly(
             ::testing::Return(errors::Internal("Run totally failed")));
-  TF_ASSERT_OK(Create());
-  auto* examples =
-      request_.mutable_input()->mutable_example_list()->mutable_examples();
-  *examples->Add() = example({{"dos", 2}});
-  Status status = classifier_->Classify(request_, &result_);
-  ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
+    TF_ASSERT_OK(Create());
+    auto* examples =
+        request_.mutable_input()->mutable_example_list()->mutable_examples();
+    *examples->Add() = example({{"dos", 2}});
+    Status status = classifier_->Classify(request_, &result_);
+    ASSERT_FALSE(status.ok());
+    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
 
     ClassificationResponse response;
     status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
@@ -839,9 +850,9 @@ TEST_F(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   Tensor classes(DT_STRING, TensorShape({1, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                         ::testing::Return(Status::OK())));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                       ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -867,9 +878,9 @@ TEST_F(ClassifierTest, ClassesIncorrectTensorType) {
   Tensor classes(DT_FLOAT, TensorShape({2, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                         ::testing::Return(Status::OK())));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                       ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -895,9 +906,9 @@ TEST_F(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   // This Tensor only has one batch item but we will have two inputs.
   Tensor scores(DT_FLOAT, TensorShape({1, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                         ::testing::Return(Status::OK())));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                       ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -922,9 +933,9 @@ TEST_F(ClassifierTest, ScoresIncorrectTensorType) {
   // This Tensor is the wrong type for class.
   Tensor scores(DT_STRING, TensorShape({2, 2}));
   std::vector<Tensor> outputs = {classes, scores};
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                         ::testing::Return(Status::OK())));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                       ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -951,9 +962,9 @@ TEST_F(ClassifierTest, MismatchedNumberOfTensorClasses) {
   // Scores Tensor has three scores but classes only has two labels.
   Tensor scores(DT_FLOAT, TensorShape({2, 3}));
   std::vector<Tensor> outputs = {classes, scores};
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
-        .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                         ::testing::Return(Status::OK())));
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
+                                       ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index db661d89533..19b68b895a4 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -27,6 +27,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/input.pb.h"
@@ -94,6 +95,16 @@ class FakeSession : public tensorflow::Session {
              const std::vector<string>& output_names,
              const std::vector<string>& target_nodes,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+    return Run(run_options, inputs, output_names, target_nodes, outputs,
+               run_metadata, thread::ThreadPoolOptions());
+  }
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_names,
+             const std::vector<string>& target_nodes,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
     if (expected_timeout_) {
       CHECK_EQ(*expected_timeout_, run_options.timeout_in_ms());
     }
@@ -441,7 +452,7 @@ TEST_F(RegressorTest, EmptyExampleListWithContext) {
 TEST_F(RegressorTest, RunsFails) {
   MockSession* mock = new MockSession;
   saved_model_bundle_->session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(
           ::testing::Return(errors::Internal("Run totally failed")));
   TF_ASSERT_OK(Create());
@@ -461,7 +472,7 @@ TEST_F(RegressorTest, UnexpectedOutputTensorSize) {
   MockSession* mock = new MockSession;
   saved_model_bundle_->session.reset(mock);
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                  ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
@@ -470,7 +481,7 @@ TEST_F(RegressorTest, UnexpectedOutputTensorSize) {
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                  ::testing::Return(Status::OK())));
   RegressionResponse response;
@@ -485,7 +496,7 @@ TEST_F(RegressorTest, UnexpectedOutputTensorType) {
   saved_model_bundle_->session.reset(mock);
   // We expect a FLOAT output type; test returning a STRING.
   std::vector<Tensor> outputs = {Tensor(DT_STRING, TensorShape({1}))};
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                  ::testing::Return(Status::OK())));
   TF_ASSERT_OK(Create());
@@ -495,7 +506,7 @@ TEST_F(RegressorTest, UnexpectedOutputTensorType) {
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
                                  ::testing::Return(Status::OK())));
   RegressionResponse response;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 4971d5782e7..ad5cba0385d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -228,24 +228,19 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   saved_model_bundle.session.reset(mock);
   Tensor scores(DT_FLOAT, TensorShape({1, 1}));
   Tensor classes(DT_STRING, TensorShape({1, 1}));
-  // Regress case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
-                            Return(Status::OK())));
-  // Predict case
+  // Regress and Predict cases
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
-      .Times(num_warmup_records * GetNumRequestIterations())
+      .Times(num_warmup_records * 2 * GetNumRequestIterations())
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
                             Return(Status::OK())));
   // Classify case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(
           DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
                 Return(Status::OK())));
   // MultiInference case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
@@ -363,21 +358,17 @@ TEST(SavedModelBundleWarmupTest, TooManyWarmupRecords) {
   saved_model_bundle.session.reset(mock);
   Tensor scores(DT_FLOAT, TensorShape({1, 1}));
   Tensor classes(DT_STRING, TensorShape({1, 1}));
-  // Regress case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _))
-      .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
-                            Return(Status::OK())));
-  // Predict case
+  // Regress and Predict cases
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
                             Return(Status::OK())));
   // Classify case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _, _))
       .WillRepeatedly(
           DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
                 Return(Status::OK())));
   // MultiInference case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _, _))
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
           Return(Status::OK())));
@@ -427,7 +418,7 @@ TEST(SavedModelBundleWarmupTest, RunFailure) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _))
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::Return(errors::InvalidArgument("Run failed")));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 3c1b60152c7..6a34e47154e 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/cord.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/internal/serialized_input.pb.h"
@@ -150,7 +151,8 @@ Status PerformOneShotTensorComputation(
     const RunOptions& run_options, const Input& input,
     const string& input_tensor_name,
     const std::vector<string>& output_tensor_names, Session* session,
-    std::vector<Tensor>* outputs, int* num_input_examples) {
+    std::vector<Tensor>* outputs, int* num_input_examples,
+    const thread::ThreadPoolOptions& thread_pool_options) {
   // Setup the input Tensor to be a vector of string containing the serialized
   // tensorflow.Example.
   Tensor input_tensor;
@@ -159,7 +161,8 @@ Status PerformOneShotTensorComputation(
 
   RunMetadata run_metadata;
   return session->Run(run_options, {{input_tensor_name, input_tensor}},
-                      output_tensor_names, {}, outputs, &run_metadata);
+                      output_tensor_names, {}, outputs, &run_metadata,
+                      thread_pool_options);
 }
 
 void MakeModelSpec(const string& model_name,
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 699b28f419a..aca0fb3b319 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
@@ -62,7 +63,9 @@ Status PerformOneShotTensorComputation(
     const RunOptions& run_options, const Input& input,
     const string& input_tensor_name,
     const std::vector<string>& output_tensor_names, Session* session,
-    std::vector<Tensor>* outputs, int* num_input_examples);
+    std::vector<Tensor>* outputs, int* num_input_examples,
+    const thread::ThreadPoolOptions& thread_pool_options =
+        thread::ThreadPoolOptions());
 
 // Populates given model_spec based on the model name and optional
 // signature/version information.

From aef6ab2f3c16d0beed9d49fce084b6821ac1934b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Apr 2020 12:02:23 -0700
Subject: [PATCH 3717/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd7deb05-faf5-444a-939b-d1f1dbee7cfb

PiperOrigin-RevId: 306485911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1c3928ea72..a3cd470bc82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be5955dad82410264bb141529622bfe0299350cf178998e759513ebbe194b73a",
-    git_commit = "12f99f575a2f061dd394a88a13051b6c932bf270",
+    sha256 = "a88caa04789786cf7db3b7bdaad61b0f5dccbf1faa8d7e219ed50f2b0b58cf29",
+    git_commit = "22573b59c03b49d6fa4ae5f441c4fe43d6f896f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e47964784819c28fdc9b252852181ef5a9370c9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Apr 2020 18:02:43 -0700
Subject: [PATCH 3718/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f346923c-ab31-4224-99b1-82dc0e562e3a

PiperOrigin-RevId: 306552055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3cd470bc82..8894ade11a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a88caa04789786cf7db3b7bdaad61b0f5dccbf1faa8d7e219ed50f2b0b58cf29",
-    git_commit = "22573b59c03b49d6fa4ae5f441c4fe43d6f896f1",
+    sha256 = "dd8ef0150b9da20b58f7e6d023fb57de17a925bfde745bb006354a76969cd92a",
+    git_commit = "52da2427503cea7f7bfa140ce258e5397db85d69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ff9ebf2db8bf7cbc7bb199bbb207409eae25d5cc Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Tue, 14 Apr 2020 22:19:56 -0700
Subject: [PATCH 3719/8103] Plug ThreadPoolFactory into Regress request
 handling logic.

PiperOrigin-RevId: 306581095
---
 .../model_servers/http_rest_api_handler.cc    |  2 +-
 .../model_servers/prediction_service_impl.cc  |  9 +-
 .../tensorflow/regression_service.cc          |  9 +-
 .../servables/tensorflow/regression_service.h | 11 +--
 .../tensorflow/regression_service_test.cc     | 83 +++++++++++++++++--
 .../servables/tensorflow/regressor.cc         | 36 ++++++--
 .../servables/tensorflow/regressor.h          | 12 ++-
 7 files changed, 134 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 2ff9c9caf70..8a7b2387658 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -165,7 +165,7 @@ Status HttpRestApiHandler::ProcessRegressRequest(
 
   RegressionResponse response;
   TF_RETURN_IF_ERROR(TensorflowRegressionServiceImpl::Regress(
-      run_options_, core_, request, &response));
+      run_options_, core_, thread::ThreadPoolOptions(), request, &response));
   TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response.result(), output));
   return Status::OK();
 }
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index f37b249969b..31dcb80ae46 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -104,9 +104,16 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
+  thread::ThreadPoolOptions thread_pool_options;
+  if (thread_pool_factory_ != nullptr) {
+    thread_pool_options.inter_op_threadpool =
+        thread_pool_factory_->GetInterOpThreadPool();
+    thread_pool_options.intra_op_threadpool =
+        thread_pool_factory_->GetIntraOpThreadPool();
+  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowRegressionServiceImpl::Regress(
-          run_options, core_, *request, response));
+          run_options, core_, thread_pool_options, *request, response));
   if (!status.ok()) {
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index c730611a2f6..d78d8a22df7 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -27,6 +27,7 @@ namespace serving {
 
 Status TensorflowRegressionServiceImpl::Regress(
     const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
     const RegressionRequest& request, RegressionResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
@@ -34,12 +35,13 @@ Status TensorflowRegressionServiceImpl::Regress(
                               "Missing ModelSpec");
   }
 
-  return RegressWithModelSpec(run_options, core, request.model_spec(), request,
-                              response);
+  return RegressWithModelSpec(run_options, core, thread_pool_options,
+                              request.model_spec(), request, response);
 }
 
 Status TensorflowRegressionServiceImpl::RegressWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const RegressionRequest& request,
     RegressionResponse* response) {
   TRACELITERAL("TensorflowRegressionServiceImpl::RegressWithModelSpec");
@@ -48,7 +50,8 @@ Status TensorflowRegressionServiceImpl::RegressWithModelSpec(
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &saved_model_bundle));
   return RunRegress(run_options, saved_model_bundle->meta_graph_def,
                     saved_model_bundle.id().version,
-                    saved_model_bundle->session.get(), request, response);
+                    saved_model_bundle->session.get(), request, response,
+                    thread_pool_options);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.h b/tensorflow_serving/servables/tensorflow/regression_service.h
index f9f154f60c1..f32e0487976 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.h
+++ b/tensorflow_serving/servables/tensorflow/regression_service.h
@@ -29,16 +29,17 @@ namespace serving {
 class TensorflowRegressionServiceImpl final {
  public:
   static Status Regress(const RunOptions& run_options, ServerCore* core,
+                        const thread::ThreadPoolOptions& thread_pool_options,
                         const RegressionRequest& request,
                         RegressionResponse* response);
 
   // Like Regress(), but uses 'model_spec' instead of the one embedded in
   // 'request'.
-  static Status RegressWithModelSpec(const RunOptions& run_options,
-                                     ServerCore* core,
-                                     const ModelSpec& model_spec,
-                                     const RegressionRequest& request,
-                                     RegressionResponse* response);
+  static Status RegressWithModelSpec(
+      const RunOptions& run_options, ServerCore* core,
+      const thread::ThreadPoolOptions& thread_pool_options,
+      const ModelSpec& model_spec, const RegressionRequest& request,
+      RegressionResponse* response);
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index a7b8a9ea67d..824e0df55a2 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -80,21 +80,24 @@ TEST_F(RegressionServiceTest, InvalidModelSpec) {
 
   // No model_spec specified.
   EXPECT_EQ(TensorflowRegressionServiceImpl::Regress(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
   EXPECT_EQ(TensorflowRegressionServiceImpl::Regress(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
   EXPECT_EQ(TensorflowRegressionServiceImpl::Regress(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::NOT_FOUND);
 }
@@ -109,7 +112,8 @@ TEST_F(RegressionServiceTest, InvalidSignature) {
       "}");
   RegressionResponse response;
   EXPECT_EQ(TensorflowRegressionServiceImpl::Regress(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code(),
             tensorflow::error::INVALID_ARGUMENT);
 }
@@ -157,7 +161,8 @@ TEST_F(RegressionServiceTest, RegressionSuccess) {
       "}");
   RegressionResponse response;
   TF_EXPECT_OK(TensorflowRegressionServiceImpl::Regress(
-      RunOptions(), server_core_.get(), request, &response));
+      RunOptions(), server_core_.get(), thread::ThreadPoolOptions(), request,
+      &response));
   EXPECT_THAT(response,
               test_util::EqualsProto("result { regressions { value: 42 } }"
                                      "model_spec {"
@@ -180,15 +185,77 @@ TEST_F(RegressionServiceTest, ModelSpecOverride) {
   RegressionResponse response;
   EXPECT_NE(tensorflow::error::NOT_FOUND,
             TensorflowRegressionServiceImpl::Regress(
-                RunOptions(), server_core_.get(), request, &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                request, &response)
                 .code());
   EXPECT_EQ(tensorflow::error::NOT_FOUND,
             TensorflowRegressionServiceImpl::RegressWithModelSpec(
-                RunOptions(), server_core_.get(), model_spec_override, request,
-                &response)
+                RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
+                model_spec_override, request, &response)
                 .code());
 }
 
+TEST_F(RegressionServiceTest, ThreadPoolOptions) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  RegressionResponse response;
+  TF_EXPECT_OK(TensorflowRegressionServiceImpl::Regress(
+      RunOptions(), server_core_.get(), thread_pool_options, request,
+      &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto("result { regressions { value: 42 } }"
+                                     "model_spec {"
+                                     "  name: \"test_model\""
+                                     "  signature_name: \"regress_x_to_y\""
+                                     "  version { value: 123 }"
+                                     "}"));
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 7b48b655b94..51c730257fc 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/tracing.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/input.pb.h"
@@ -44,10 +45,15 @@ namespace {
 // Implementation of the RegressorInterface using SavedModel.
 class SavedModelTensorFlowRegressor : public RegressorInterface {
  public:
-  explicit SavedModelTensorFlowRegressor(const RunOptions& run_options,
-                                         Session* session,
-                                         const SignatureDef* const signature)
-      : run_options_(run_options), session_(session), signature_(signature) {}
+  explicit SavedModelTensorFlowRegressor(
+      const RunOptions& run_options, Session* session,
+      const SignatureDef* const signature,
+      const thread::ThreadPoolOptions& thread_pool_options =
+          thread::ThreadPoolOptions())
+      : run_options_(run_options),
+        session_(session),
+        signature_(signature),
+        thread_pool_options_(thread_pool_options) {}
 
   ~SavedModelTensorFlowRegressor() override = default;
 
@@ -64,7 +70,7 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
     int num_examples;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
-        session_, &outputs, &num_examples));
+        session_, &outputs, &num_examples, thread_pool_options_));
 
     TRACELITERAL("ConvertToRegressionResult");
     return PostProcessRegressionResult(*signature_, num_examples,
@@ -75,6 +81,7 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
   const RunOptions run_options_;
   Session* const session_;
   const SignatureDef* const signature_;
+  const thread::ThreadPoolOptions thread_pool_options_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(SavedModelTensorFlowRegressor);
 };
@@ -117,8 +124,17 @@ Status CreateFlyweightTensorFlowRegressor(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     std::unique_ptr<RegressorInterface>* service) {
-  service->reset(
-      new SavedModelTensorFlowRegressor(run_options, session, signature));
+  return CreateFlyweightTensorFlowRegressor(
+      run_options, session, signature, thread::ThreadPoolOptions(), service);
+}
+
+Status CreateFlyweightTensorFlowRegressor(
+    const RunOptions& run_options, Session* session,
+    const SignatureDef* signature,
+    const thread::ThreadPoolOptions& thread_pool_options,
+    std::unique_ptr<RegressorInterface>* service) {
+  service->reset(new SavedModelTensorFlowRegressor(
+      run_options, session, signature, thread_pool_options));
   return Status::OK();
 }
 
@@ -240,14 +256,16 @@ Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
                   const optional<int64>& servable_version, Session* session,
                   const RegressionRequest& request,
-                  RegressionResponse* response) {
+                  RegressionResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
   TF_RETURN_IF_ERROR(GetRegressionSignatureDef(request.model_spec(),
                                                meta_graph_def, &signature));
 
   std::unique_ptr<RegressorInterface> regressor_interface;
   TF_RETURN_IF_ERROR(CreateFlyweightTensorFlowRegressor(
-      run_options, session, &signature, &regressor_interface));
+      run_options, session, &signature, thread_pool_options,
+      &regressor_interface));
 
   MakeModelSpec(request.model_spec().name(),
                 request.model_spec().signature_name(), servable_version,
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index 9581ded3e72..f42a38eb363 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -22,6 +22,7 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/regressor.h"
 #include "tensorflow_serving/util/optional.h"
 
@@ -44,6 +45,13 @@ Status CreateFlyweightTensorFlowRegressor(
     const SignatureDef* signature,
     std::unique_ptr<RegressorInterface>* service);
 
+// Similar to the above function, but with additional 'thread_pool_options'.
+Status CreateFlyweightTensorFlowRegressor(
+    const RunOptions& run_options, Session* session,
+    const SignatureDef* signature,
+    const thread::ThreadPoolOptions& thread_pool_options,
+    std::unique_ptr<RegressorInterface>* service);
+
 // Get a regression signature from the meta_graph_def that's either:
 // 1) The signature that model_spec explicitly specifies to use.
 // 2) The default serving signature.
@@ -73,7 +81,9 @@ Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
                   const optional<int64>& servable_version, Session* session,
                   const RegressionRequest& request,
-                  RegressionResponse* response);
+                  RegressionResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options =
+                      thread::ThreadPoolOptions());
 
 }  // namespace serving
 }  // namespace tensorflow

From ed40b89f57911d47d1b9061e2419d4e7ea00a364 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Apr 2020 00:02:40 -0700
Subject: [PATCH 3720/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/182374c6-9432-48ca-a1ab-e79de2e14c04

PiperOrigin-RevId: 306590420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8894ade11a1..e5b4bc1831e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd8ef0150b9da20b58f7e6d023fb57de17a925bfde745bb006354a76969cd92a",
-    git_commit = "52da2427503cea7f7bfa140ce258e5397db85d69",
+    sha256 = "ded9f560ca9841d1968feff14cf917b7d9466675f32a12eba34ac2b929e69c5b",
+    git_commit = "5c182c25022ec9fc7c35cb17b4aa9225090dba3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eb869244a3b8f96c65ff321442a061faa5c76374 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Apr 2020 06:02:38 -0700
Subject: [PATCH 3721/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26393c33-dfe2-4d5b-91dc-63e6bb80e00c

PiperOrigin-RevId: 306627597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5b4bc1831e..7f4c7d6a339 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ded9f560ca9841d1968feff14cf917b7d9466675f32a12eba34ac2b929e69c5b",
-    git_commit = "5c182c25022ec9fc7c35cb17b4aa9225090dba3a",
+    sha256 = "f22f66d16b36014e8de0a892522c7f04584cea808a822a8074624077047b2b9f",
+    git_commit = "6ee1ea88595e5afe7fa31b31e287659d615e13a3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2836eeaa5c4f4c580c9414201d492d38c5ac081f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Apr 2020 12:02:27 -0700
Subject: [PATCH 3722/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d58a62d-afd4-44d7-b898-e1ff3c24b83a

PiperOrigin-RevId: 306691091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f4c7d6a339..565e2954f07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f22f66d16b36014e8de0a892522c7f04584cea808a822a8074624077047b2b9f",
-    git_commit = "6ee1ea88595e5afe7fa31b31e287659d615e13a3",
+    sha256 = "faae01c1a8961a735c37f300237955a73e9c1a95b3a1fa46618549f003343d19",
+    git_commit = "f0b2a9d4c711a665eaae891356bb2f7244519464",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2030be3e08c1ad0494c0959186e05925fcafb7f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Apr 2020 18:02:40 -0700
Subject: [PATCH 3723/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/370747fc-cc89-4ee8-bc42-2e01a1ad26cc

PiperOrigin-RevId: 306757755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 565e2954f07..7fc08149f68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "faae01c1a8961a735c37f300237955a73e9c1a95b3a1fa46618549f003343d19",
-    git_commit = "f0b2a9d4c711a665eaae891356bb2f7244519464",
+    sha256 = "ed6e10a55c3ced337f5736e20d4d54d1f549936cd1e1fe43c432de4c0b4e9ec3",
+    git_commit = "02f2a5128ca4aa6a5e30106d6f3781dc5d38b352",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c2721a99591f5e1e65de714d76e6137792e897f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Apr 2020 00:02:47 -0700
Subject: [PATCH 3724/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6496c4d4-b953-4c7d-bf39-4df85fb703df

PiperOrigin-RevId: 306793495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7fc08149f68..719af03465e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed6e10a55c3ced337f5736e20d4d54d1f549936cd1e1fe43c432de4c0b4e9ec3",
-    git_commit = "02f2a5128ca4aa6a5e30106d6f3781dc5d38b352",
+    sha256 = "13f399ea89a16b081a3bb8e11463afdf5f761d8332ea89529dc3d0e9fb02402e",
+    git_commit = "d129b573656d67345c594c5c2f1484c2da9a3e30",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e862e59def38e9c84df5e78b3b22f456f825e493 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Apr 2020 06:02:27 -0700
Subject: [PATCH 3725/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c63fbfa6-22d7-4555-80f0-cda60f98e586

PiperOrigin-RevId: 306830512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 719af03465e..1a2352c449f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13f399ea89a16b081a3bb8e11463afdf5f761d8332ea89529dc3d0e9fb02402e",
-    git_commit = "d129b573656d67345c594c5c2f1484c2da9a3e30",
+    sha256 = "16d536cfba9909b41092f88ec71b6a6d840ef846851747d0c97adb288dea17ec",
+    git_commit = "83eeaab4b3aa8f8294be8a729a0670858dcba93b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9a2db1da9b7e992d29ad4ccfcb125734d0cd760e Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 16 Apr 2020 09:00:44 -0700
Subject: [PATCH 3726/8103] Plug ThreadPoolFactory into MultiInference request
 handling logic.

PiperOrigin-RevId: 306856194
---
 .../model_servers/prediction_service_impl.cc  | 37 +++++-----
 .../servables/tensorflow/multi_inference.cc   | 16 ++--
 .../servables/tensorflow/multi_inference.h    | 26 ++++---
 .../tensorflow/multi_inference_helper.cc      | 16 ++--
 .../tensorflow/multi_inference_helper.h       | 10 ++-
 .../tensorflow/multi_inference_helper_test.cc | 74 ++++++++++++++-----
 .../tensorflow/multi_inference_test.cc        | 35 +++++++++
 7 files changed, 147 insertions(+), 67 deletions(-)

diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 31dcb80ae46..5a17cdf5864 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -34,6 +34,18 @@ int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
                    gpr_now(GPR_CLOCK_MONOTONIC)));
 }
 
+thread::ThreadPoolOptions GetThreadPoolOptions(
+    ThreadPoolFactory *thread_pool_factory) {
+  thread::ThreadPoolOptions thread_pool_options;
+  if (thread_pool_factory != nullptr) {
+    thread_pool_options.inter_op_threadpool =
+        thread_pool_factory->GetInterOpThreadPool();
+    thread_pool_options.intra_op_threadpool =
+        thread_pool_factory->GetIntraOpThreadPool();
+  }
+  return thread_pool_options;
+}
+
 }  // namespace
 
 ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
@@ -79,16 +91,10 @@ ::grpc::Status PredictionServiceImpl::Classify(
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
-  thread::ThreadPoolOptions thread_pool_options;
-  if (thread_pool_factory_ != nullptr) {
-    thread_pool_options.inter_op_threadpool =
-        thread_pool_factory_->GetInterOpThreadPool();
-    thread_pool_options.intra_op_threadpool =
-        thread_pool_factory_->GetIntraOpThreadPool();
-  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowClassificationServiceImpl::Classify(
-          run_options, core_, thread_pool_options, *request, response));
+          run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
+          *request, response));
   if (!status.ok()) {
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
@@ -104,16 +110,10 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
-  thread::ThreadPoolOptions thread_pool_options;
-  if (thread_pool_factory_ != nullptr) {
-    thread_pool_options.inter_op_threadpool =
-        thread_pool_factory_->GetInterOpThreadPool();
-    thread_pool_options.intra_op_threadpool =
-        thread_pool_factory_->GetIntraOpThreadPool();
-  }
   const ::grpc::Status status =
       ToGRPCStatus(TensorflowRegressionServiceImpl::Regress(
-          run_options, core_, thread_pool_options, *request, response));
+          run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
+          *request, response));
   if (!status.ok()) {
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
@@ -129,8 +129,9 @@ ::grpc::Status PredictionServiceImpl::MultiInference(
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
-  const ::grpc::Status status = ToGRPCStatus(
-      RunMultiInferenceWithServerCore(run_options, core_, *request, response));
+  const ::grpc::Status status = ToGRPCStatus(RunMultiInferenceWithServerCore(
+      run_options, core_, GetThreadPoolOptions(thread_pool_factory_), *request,
+      response));
   if (!status.ok()) {
     VLOG(1) << "MultiInference request failed: " << status.error_message();
   }
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index d29d8383479..b29a7b2a857 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -96,7 +96,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
   int num_examples;
   TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
       run_options, request.input(), input_tensor_name, output_tensor_names,
-      session_, &outputs, &num_examples));
+      session_, &outputs, &num_examples, thread_pool_options_));
   RecordRequestExampleCount(model_name, num_examples);
 
   TRACELITERAL("PostProcessResults");
@@ -129,15 +129,15 @@ Status TensorFlowMultiInferenceRunner::Infer(
   return Status::OK();
 }
 
-Status RunMultiInference(const RunOptions& run_options,
-                         const MetaGraphDef& meta_graph_def,
-                         const optional<int64>& servable_version,
-                         Session* session, const MultiInferenceRequest& request,
-                         MultiInferenceResponse* response) {
+Status RunMultiInference(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const optional<int64>& servable_version, Session* session,
+    const MultiInferenceRequest& request, MultiInferenceResponse* response,
+    const tensorflow::thread::ThreadPoolOptions& thread_pool_options) {
   TRACELITERAL("RunMultiInference");
 
-  TensorFlowMultiInferenceRunner inference_runner(session, &meta_graph_def,
-                                                  servable_version);
+  TensorFlowMultiInferenceRunner inference_runner(
+      session, &meta_graph_def, servable_version, thread_pool_options);
   return inference_runner.Infer(run_options, request, response);
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.h b/tensorflow_serving/servables/tensorflow/multi_inference.h
index f84efdba10f..273fb4d1ad6 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_H_
 
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/inference.pb.h"
@@ -32,14 +33,17 @@ class TensorFlowMultiInferenceRunner {
   TensorFlowMultiInferenceRunner(Session* session,
                                  const MetaGraphDef* meta_graph_def)
       : TensorFlowMultiInferenceRunner(session, meta_graph_def,
-                                       /*servable_version*/ {}) {}
+                                       /*servable_version=*/{}) {}
 
-  TensorFlowMultiInferenceRunner(Session* session,
-                                 const MetaGraphDef* meta_graph_def,
-                                 optional<int64> servable_version)
+  TensorFlowMultiInferenceRunner(
+      Session* session, const MetaGraphDef* meta_graph_def,
+      optional<int64> servable_version,
+      const thread::ThreadPoolOptions& thread_pool_options =
+          thread::ThreadPoolOptions())
       : session_(session),
         meta_graph_def_(meta_graph_def),
-        servable_version_(servable_version) {}
+        servable_version_(servable_version),
+        thread_pool_options_(thread_pool_options) {}
 
   // Run inference and return the inference results in the same order as the
   // InferenceTasks in the request.
@@ -55,14 +59,16 @@ class TensorFlowMultiInferenceRunner {
   // If available, servable_version is used to set the ModelSpec version in the
   // InferenceResults of the MultiInferenceResponse.
   const optional<int64> servable_version_;
+  const tensorflow::thread::ThreadPoolOptions thread_pool_options_;
 };
 
 // Creates TensorFlowMultiInferenceRunner and calls Infer on it.
-Status RunMultiInference(const RunOptions& run_options,
-                         const MetaGraphDef& meta_graph_def,
-                         const optional<int64>& servable_version,
-                         Session* session, const MultiInferenceRequest& request,
-                         MultiInferenceResponse* response);
+Status RunMultiInference(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const optional<int64>& servable_version, Session* session,
+    const MultiInferenceRequest& request, MultiInferenceResponse* response,
+    const tensorflow::thread::ThreadPoolOptions& thread_pool_options =
+        tensorflow::thread::ThreadPoolOptions());
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
index 3090ec771fe..730f5c92a68 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
@@ -34,24 +34,26 @@ const ModelSpec& GetModelSpecFromRequest(const MultiInferenceRequest& request) {
 
 }  // namespace
 
-Status RunMultiInferenceWithServerCore(const RunOptions& run_options,
-                                       ServerCore* core,
-                                       const MultiInferenceRequest& request,
-                                       MultiInferenceResponse* response) {
+Status RunMultiInferenceWithServerCore(
+    const RunOptions& run_options, ServerCore* core,
+    const tensorflow::thread::ThreadPoolOptions& thread_pool_options,
+    const MultiInferenceRequest& request, MultiInferenceResponse* response) {
   return RunMultiInferenceWithServerCoreWithModelSpec(
-      run_options, core, GetModelSpecFromRequest(request), request, response);
+      run_options, core, thread_pool_options, GetModelSpecFromRequest(request),
+      request, response);
 }
 
 Status RunMultiInferenceWithServerCoreWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
+    const tensorflow::thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const MultiInferenceRequest& request,
     MultiInferenceResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
 
   return RunMultiInference(run_options, bundle->meta_graph_def,
-                           bundle.id().version, bundle->session.get(),
-                           request, response);
+                           bundle.id().version, bundle->session.get(), request,
+                           response, thread_pool_options);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
index 844a2d9c922..f31510f2336 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_HELPER_H_
 
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/util/optional.h"
@@ -25,15 +26,16 @@ namespace tensorflow {
 namespace serving {
 
 // Runs MultiInference
-Status RunMultiInferenceWithServerCore(const RunOptions& run_options,
-                                       ServerCore* core,
-                                       const MultiInferenceRequest& request,
-                                       MultiInferenceResponse* response);
+Status RunMultiInferenceWithServerCore(
+    const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
+    const MultiInferenceRequest& request, MultiInferenceResponse* response);
 
 // Like RunMultiInferenceWithServerCore(), but uses 'model_spec' instead of the
 // one(s) embedded in 'request'.
 Status RunMultiInferenceWithServerCoreWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
+    const thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const MultiInferenceRequest& request,
     MultiInferenceResponse* response);
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 121e540dd8c..1afd04c31fd 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -121,9 +121,9 @@ TEST_F(MultiInferenceTest, MissingInputTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT, "Input is empty");
 }
 
@@ -134,9 +134,9 @@ TEST_F(MultiInferenceTest, UndefinedSignatureTest) {
                request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT, "signature not found");
 }
 
@@ -156,9 +156,9 @@ TEST_F(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   task->set_method_name(kRegressMethodName);
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT,
                     "must access the same model name");
 }
@@ -171,9 +171,9 @@ TEST_F(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT,
                     "Duplicate evaluation of signature: regress_x_to_y");
 }
@@ -184,9 +184,9 @@ TEST_F(MultiInferenceTest, UsupportedSignatureTypeTest) {
   PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
 }
 
@@ -197,9 +197,9 @@ TEST_F(MultiInferenceTest, SignaturesWithDifferentInputsTest) {
   PopulateTask("regress_x2_to_y3", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(RunOptions(),
-                                                    GetServerCore(),
-                                                    request, &response),
+  ExpectStatusError(RunMultiInferenceWithServerCore(
+                        RunOptions(), GetServerCore(),
+                        thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT,
                     "Input tensor must be the same");
 }
@@ -220,6 +220,7 @@ TEST_F(MultiInferenceTest, ValidSingleSignatureTest) {
 
   MultiInferenceResponse response;
   TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+                                               thread::ThreadPoolOptions(),
                                                request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
@@ -252,6 +253,7 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
 
   MultiInferenceResponse response;
   TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+                                               thread::ThreadPoolOptions(),
                                                request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
@@ -282,6 +284,7 @@ TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
 
   MultiInferenceResponse response;
   TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+                                               thread::ThreadPoolOptions(),
                                                request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
@@ -299,15 +302,46 @@ TEST_F(MultiInferenceTest, ModelSpecOverride) {
   MultiInferenceResponse response;
   EXPECT_NE(tensorflow::error::NOT_FOUND,
             RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+                                            thread::ThreadPoolOptions(),
                                             request, &response)
                 .code());
   EXPECT_EQ(tensorflow::error::NOT_FOUND,
             RunMultiInferenceWithServerCoreWithModelSpec(
-                RunOptions(), GetServerCore(), model_spec_override, request,
-                &response)
+                RunOptions(), GetServerCore(), thread::ThreadPoolOptions(),
+                model_spec_override, request, &response)
                 .code());
 }
 
+TEST_F(MultiInferenceTest, ThreadPoolOptions) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result = expected_response.add_results();
+  auto* model_spec = inference_result->mutable_model_spec();
+  *model_spec = request.tasks(0).model_spec();
+  model_spec->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  MultiInferenceResponse response;
+  TF_ASSERT_OK(RunMultiInferenceWithServerCore(
+      RunOptions(), GetServerCore(), thread_pool_options, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index 81adeaecbd9..d35fe417915 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -384,6 +384,41 @@ TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
+TEST_F(MultiInferenceTest, ThreadPoolOptions) {
+  std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
+  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result = expected_response.add_results();
+  auto* model_spec = inference_result->mutable_model_spec();
+  *model_spec = request.tasks(0).model_spec();
+  model_spec->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
+                                                    /*num_threads=*/1);
+  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
+                                                    /*num_threads=*/1);
+  thread::ThreadPoolOptions thread_pool_options;
+  thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
+  thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
+  MultiInferenceResponse response;
+  ServableHandle<SavedModelBundle> bundle;
+  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                                 servable_version_, bundle->session.get(),
+                                 request, &response, thread_pool_options));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+
+  // The intra_op_threadpool doesn't have anything scheduled.
+  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From da5105499ac354198a52baa6d58607cc6ce193ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Apr 2020 12:02:49 -0700
Subject: [PATCH 3727/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9b69354-67d8-41d4-9ef9-fb1645078c53

PiperOrigin-RevId: 306893954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a2352c449f..4f9becfd529 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16d536cfba9909b41092f88ec71b6a6d840ef846851747d0c97adb288dea17ec",
-    git_commit = "83eeaab4b3aa8f8294be8a729a0670858dcba93b",
+    sha256 = "29cc53568a473a7e2c84d54b9d1d75520c5b81a65425f8d9329ddc87ee39a115",
+    git_commit = "380feaac4dae8089532c7ccae719a6c68e0cb738",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b700b3a22185f1cf6a34e6f8277a8683b6e906c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Apr 2020 18:02:22 -0700
Subject: [PATCH 3728/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b52a3696-0cf7-4e5c-845b-c9599cba5cbf

PiperOrigin-RevId: 306958864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f9becfd529..d16741ca63c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29cc53568a473a7e2c84d54b9d1d75520c5b81a65425f8d9329ddc87ee39a115",
-    git_commit = "380feaac4dae8089532c7ccae719a6c68e0cb738",
+    sha256 = "9dc7569de06d74d588f856f539117bd374ac4173465e2c723f1dd3ffe019c44b",
+    git_commit = "d5743e269c90200863c923f6af3025b2c17fdf40",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f34b0129174cd44d969f448dbc1b46651e875699 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Apr 2020 00:02:37 -0700
Subject: [PATCH 3729/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1db8c7fb-7e8b-418b-8d12-d30472ee2903

PiperOrigin-RevId: 306994954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d16741ca63c..09e0da28846 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dc7569de06d74d588f856f539117bd374ac4173465e2c723f1dd3ffe019c44b",
-    git_commit = "d5743e269c90200863c923f6af3025b2c17fdf40",
+    sha256 = "fa4f70551272b18fa6eee78420b91159e5df64ae1168b9c04b24162856b9e6a6",
+    git_commit = "0ade89f3edcc30889674554206419c23c50276d1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5ad9b5aaf516141fe8accde4b1fe93cab65e80bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Apr 2020 06:02:30 -0700
Subject: [PATCH 3730/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6fdcf812-7192-4155-b584-273355c18435

PiperOrigin-RevId: 307029711
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09e0da28846..98886ae920c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa4f70551272b18fa6eee78420b91159e5df64ae1168b9c04b24162856b9e6a6",
-    git_commit = "0ade89f3edcc30889674554206419c23c50276d1",
+    sha256 = "c1dedb69fa853d732f5ac60f68d0524312fcae1b2a7070faf774f360dff4624a",
+    git_commit = "05c2d62e9cdf361a65009ac31bc86f52f653db63",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2b0dd56af99dc9777c4d28488029051ef97ee68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Apr 2020 12:02:28 -0700
Subject: [PATCH 3731/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a2205bc-8adf-46cd-9b10-52e36de79821

PiperOrigin-RevId: 307087670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98886ae920c..810788881ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1dedb69fa853d732f5ac60f68d0524312fcae1b2a7070faf774f360dff4624a",
-    git_commit = "05c2d62e9cdf361a65009ac31bc86f52f653db63",
+    sha256 = "aedf52a91cad10ff5a90896e6573b4541895b576db29152e47bc631297c6c697",
+    git_commit = "5115a0205400a205288920dea495a10ce0f0ef4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f09f9eda263c0c5456149c3e3c4d0b6df763306 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Apr 2020 18:02:30 -0700
Subject: [PATCH 3732/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b78804ba-3a58-46e3-aa2f-153c17d9d670

PiperOrigin-RevId: 307147933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 810788881ef..7d93a537b8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aedf52a91cad10ff5a90896e6573b4541895b576db29152e47bc631297c6c697",
-    git_commit = "5115a0205400a205288920dea495a10ce0f0ef4e",
+    sha256 = "8cd7925fb0b7538078e6d537d09713d4b7b4458bfcef75aa5bc32ea48dc11f73",
+    git_commit = "26d33d55e7b98e4303ea0df0d158c82483144713",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ddf1499cd691b1101c6695a859a98f517c20c280 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Apr 2020 00:02:31 -0700
Subject: [PATCH 3733/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02921512-7a3f-4010-85be-58913ab2a3ec

PiperOrigin-RevId: 307171804
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d93a537b8c..c562c0cc114 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cd7925fb0b7538078e6d537d09713d4b7b4458bfcef75aa5bc32ea48dc11f73",
-    git_commit = "26d33d55e7b98e4303ea0df0d158c82483144713",
+    sha256 = "c40dac01dfded96b56ac840cbd3214304224db6f14e56c9ab9d92cfa1259b053",
+    git_commit = "7ae5b12f4714455028b7422dcfe3f0dd3172b4d3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3be219c5be6fb48d35902888345026d2b812f1b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Apr 2020 06:02:17 -0700
Subject: [PATCH 3734/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67cf980e-442f-4f73-b350-3ca1f5ca17c3

PiperOrigin-RevId: 307191783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c562c0cc114..3e0b3920aa8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c40dac01dfded96b56ac840cbd3214304224db6f14e56c9ab9d92cfa1259b053",
-    git_commit = "7ae5b12f4714455028b7422dcfe3f0dd3172b4d3",
+    sha256 = "09bd2df5b0dc0bbbd805c11f7b23bc6878268b434a610247baead9e1f4c4d952",
+    git_commit = "292f0bbd66ac0cc12c0cb252f5ca9eccb4ae0006",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6cdbfdb26273e6206b7def68d7e2c95f360544f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Apr 2020 12:02:23 -0700
Subject: [PATCH 3735/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10162b91-b1de-417d-9873-4137857c7219

PiperOrigin-RevId: 307211850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e0b3920aa8..0aeedf4f1dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09bd2df5b0dc0bbbd805c11f7b23bc6878268b434a610247baead9e1f4c4d952",
-    git_commit = "292f0bbd66ac0cc12c0cb252f5ca9eccb4ae0006",
+    sha256 = "0e90c4a1b1b41d02625d15c1823030ef900e30bad7c3a13710bfbab34692beea",
+    git_commit = "814ebb1bccca0a32a00644f8ddc2978c50fbe9f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b44795f11a446432d151e3adc96802d1751a2cdc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Apr 2020 00:03:41 -0700
Subject: [PATCH 3736/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f055ec7f-bafe-4296-93bd-2b41fed0e5a9

PiperOrigin-RevId: 307253063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0aeedf4f1dc..7b0479f253c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e90c4a1b1b41d02625d15c1823030ef900e30bad7c3a13710bfbab34692beea",
-    git_commit = "814ebb1bccca0a32a00644f8ddc2978c50fbe9f6",
+    sha256 = "5c09f67183042e134579a29562b58099b58d3f3bbc2405af0351d3586037b5df",
+    git_commit = "f31621823a2467daf7cf40e9e2d3a56ce193e695",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 06027248da59f3b1efe6a81c1fce447d195e5284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Apr 2020 06:02:29 -0700
Subject: [PATCH 3737/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80a227e8-3d9f-4cbd-88a9-e7b99ce69155

PiperOrigin-RevId: 307273819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b0479f253c..9d345e8282c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c09f67183042e134579a29562b58099b58d3f3bbc2405af0351d3586037b5df",
-    git_commit = "f31621823a2467daf7cf40e9e2d3a56ce193e695",
+    sha256 = "341ff84c58c55ccf7a889774ff14edab44286e724f14c3f45848a8ce0132ff3f",
+    git_commit = "b4ef5098aac47fa65040b99319d28620c517ce20",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6eef58aaf692676f0ca66e07ca1e1011a0b49116 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Apr 2020 12:02:16 -0700
Subject: [PATCH 3738/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc27799c-d95c-4bfa-a3a8-9f042d007be0

PiperOrigin-RevId: 307295213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d345e8282c..2b8a61c1ff2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "341ff84c58c55ccf7a889774ff14edab44286e724f14c3f45848a8ce0132ff3f",
-    git_commit = "b4ef5098aac47fa65040b99319d28620c517ce20",
+    sha256 = "ce06a7525a7d491f45d16e44200b4e0787f933dfbf54346c0763b46e3d69b122",
+    git_commit = "0b4f9157354142c49ff0f72a3b66c56da240c3ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 729f69a586d058108d415855a01dcab434d39568 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Apr 2020 18:02:29 -0700
Subject: [PATCH 3739/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb9210d6-7413-4f4f-83e9-36284ebfdc4c

PiperOrigin-RevId: 307316965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b8a61c1ff2..6c753a07163 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce06a7525a7d491f45d16e44200b4e0787f933dfbf54346c0763b46e3d69b122",
-    git_commit = "0b4f9157354142c49ff0f72a3b66c56da240c3ca",
+    sha256 = "6b0876011f5d0a430f8970bd1d68783ec4d6032139154907429ee7106fc783e0",
+    git_commit = "b3c65cd1820d598e8b5f399b4f542f6d24712023",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2316b7cefb43c1595223a83220374211c0aa4a40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Apr 2020 00:02:52 -0700
Subject: [PATCH 3740/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/009a20e8-d999-4a40-8eef-7f75e8013df8

PiperOrigin-RevId: 307343022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c753a07163..b5487ebd4b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b0876011f5d0a430f8970bd1d68783ec4d6032139154907429ee7106fc783e0",
-    git_commit = "b3c65cd1820d598e8b5f399b4f542f6d24712023",
+    sha256 = "f878e702662c9bfb1c9cb34a0fff9bdaacebf0474b115b7ced1f45e24128d939",
+    git_commit = "163cd2c8c70305b2ffefedfccd56feae403d30ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5617f6473c1fe0e238fb8c95532e04e6b25aa818 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Apr 2020 06:02:20 -0700
Subject: [PATCH 3741/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b017deaa-f931-4ccb-8fea-8d1749633ec5

PiperOrigin-RevId: 307383594
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5487ebd4b0..062f7f34df6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f878e702662c9bfb1c9cb34a0fff9bdaacebf0474b115b7ced1f45e24128d939",
-    git_commit = "163cd2c8c70305b2ffefedfccd56feae403d30ae",
+    sha256 = "13fd11f4118a38a90e3aa623608ea5bc7c96da7a62f032c78a245c285dd81b38",
+    git_commit = "ef822dcf28603f9fc5b7ef46224e6db6dd33eaf9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 137b6dd721b25bf41df96d3f169649683d6c1e21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Apr 2020 12:03:21 -0700
Subject: [PATCH 3742/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a08cebc-edbf-4b07-97f4-71f4b9a596d0

PiperOrigin-RevId: 307447797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 062f7f34df6..9c680414fb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13fd11f4118a38a90e3aa623608ea5bc7c96da7a62f032c78a245c285dd81b38",
-    git_commit = "ef822dcf28603f9fc5b7ef46224e6db6dd33eaf9",
+    sha256 = "471ee20990573983adc237e8cd8914ed30b05f9aff7c7b03577eadc868939768",
+    git_commit = "9068396144131747a83383a641e52efedc28c34e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 516ae2a599fca79c2799da7099da2179c4d2a3c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Apr 2020 18:02:30 -0700
Subject: [PATCH 3743/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8336c1b7-c3a0-47b9-83a2-4888f7f0f91b

PiperOrigin-RevId: 307514138
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c680414fb0..dbfd6da1222 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "471ee20990573983adc237e8cd8914ed30b05f9aff7c7b03577eadc868939768",
-    git_commit = "9068396144131747a83383a641e52efedc28c34e",
+    sha256 = "0cf5b0e55eed55898a5c400571b17129f4e58fd18df926b0dc9fd436bae8287d",
+    git_commit = "711627bacc8803b902b949bf27db094099c0d9f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 70805940d39c03941eadc0e7a2877514a0c648bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Apr 2020 00:02:38 -0700
Subject: [PATCH 3744/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c059705-dc94-4fe1-9edd-53ed99a57413

PiperOrigin-RevId: 307552029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbfd6da1222..4bf51a62610 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cf5b0e55eed55898a5c400571b17129f4e58fd18df926b0dc9fd436bae8287d",
-    git_commit = "711627bacc8803b902b949bf27db094099c0d9f1",
+    sha256 = "6578b17d756d611211756a0b4190f70a94d2739b623387191013de2e0a9a5b47",
+    git_commit = "748ab50543360fb9701f7c37d2aac7bc9edc5e76",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39da2553c09ff0cc55c5c7f6966af43b14cbf2b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Apr 2020 06:02:26 -0700
Subject: [PATCH 3745/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e150cf9d-623b-40a2-92ab-79cb319ee0c1

PiperOrigin-RevId: 307589535
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bf51a62610..814291ec2d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6578b17d756d611211756a0b4190f70a94d2739b623387191013de2e0a9a5b47",
-    git_commit = "748ab50543360fb9701f7c37d2aac7bc9edc5e76",
+    sha256 = "d0b087064a63fae952d085677d69d9c70463db83adc4050c6a187b4a765de778",
+    git_commit = "adbacb4206cf440f3628e7240a53d8e0f12122b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f56aeaa83ee62577cee88d9d6d06d8317b4b9ec1 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Tue, 21 Apr 2020 11:21:56 -0700
Subject: [PATCH 3746/8103] Assign Clayne Robison as maintainer for MKL
 Dockerfiles

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 4 ++--
 tensorflow_serving/tools/docker/Dockerfile.mkl       | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index f180e01c9d9..a3b4cf7979b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -16,7 +16,7 @@ FROM ubuntu:18.04 as base_build
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
 
-LABEL maintainer="Karthik Vadla <karthik.vadla@intel.com>"
+LABEL maintainer="Clayne Robison <clayne.b.robison@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
@@ -74,7 +74,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 2.0.0
+ARG BAZEL_VERSION 2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 3faeecbc2d8..1a357ba0cfd 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -21,7 +21,7 @@ FROM ubuntu:18.04
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
 
-LABEL maintainer="Karthik Vadla <karthik.vadla@intel.com>"
+LABEL maintainer="Clayne Robison <clayne.b.robison@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 

From 0626f2c424174d6c35a58fff626345c8a97c50c5 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Tue, 21 Apr 2020 11:31:55 -0700
Subject: [PATCH 3747/8103] Syntax error for ARG

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index a3b4cf7979b..b01903fc401 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -74,7 +74,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ARG BAZEL_VERSION 2.0.0
+ARG BAZEL_VERSION=2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From c0b6e955c5b0e3fa151952bf88bae70e47403bd9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Apr 2020 12:02:31 -0700
Subject: [PATCH 3748/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc432cbf-12c1-4903-b57b-36a911176b03

PiperOrigin-RevId: 307653126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 814291ec2d7..2572817b558 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0b087064a63fae952d085677d69d9c70463db83adc4050c6a187b4a765de778",
-    git_commit = "adbacb4206cf440f3628e7240a53d8e0f12122b6",
+    sha256 = "f08e081ceef34a3eb5c0464a1a91c0cacbd9e7980727fec47055408bb738b36e",
+    git_commit = "b92ac2abf14edad01f1f198818c273abe678282f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b7999fdad289475439ea5720a836bd55aee0591f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Apr 2020 18:02:26 -0700
Subject: [PATCH 3749/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/720baa33-17b7-47a8-b5b3-d0ecf17d1512

PiperOrigin-RevId: 307718815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2572817b558..93f82619e21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f08e081ceef34a3eb5c0464a1a91c0cacbd9e7980727fec47055408bb738b36e",
-    git_commit = "b92ac2abf14edad01f1f198818c273abe678282f",
+    sha256 = "4a5347c77b33d30bf7da972297555be526785f812a3a74e86db28a02442b2bbb",
+    git_commit = "8b81136e28e25a1637f364de4dcddc602fec35f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6c448f396c80589f6abb06bfe2af293f46a32554 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Apr 2020 00:02:28 -0700
Subject: [PATCH 3750/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e898cac5-1b66-4dbc-8c0a-e0427b0ff41b

PiperOrigin-RevId: 307759246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93f82619e21..1385738e2f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a5347c77b33d30bf7da972297555be526785f812a3a74e86db28a02442b2bbb",
-    git_commit = "8b81136e28e25a1637f364de4dcddc602fec35f3",
+    sha256 = "487b2d0172be7e3266d302781ca025624e5112c0617dbb064eb60689c7505cc4",
+    git_commit = "4137c3284222479576e6adc23bc71ff6ba6bad66",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a451a2657f85338ac2ee1122a1633919b897e87a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Apr 2020 06:02:27 -0700
Subject: [PATCH 3751/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d47ab24a-3719-495f-b08e-4ca61e5bf057

PiperOrigin-RevId: 307800322
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1385738e2f6..da1351bffe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "487b2d0172be7e3266d302781ca025624e5112c0617dbb064eb60689c7505cc4",
-    git_commit = "4137c3284222479576e6adc23bc71ff6ba6bad66",
+    sha256 = "bb211cd96a6a13fe2d6f91142ba3b4299aab54bceb3b651249f516c2d634633e",
+    git_commit = "a51b060d16c9bc5e019892df6a63f9d1643d1246",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8bd3f7b29b83156905657993a401900265648493 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Apr 2020 18:02:24 -0700
Subject: [PATCH 3752/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13402514-e9d5-4da4-af08-d6bdab08fc52

PiperOrigin-RevId: 307943980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da1351bffe0..3050ec54209 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb211cd96a6a13fe2d6f91142ba3b4299aab54bceb3b651249f516c2d634633e",
-    git_commit = "a51b060d16c9bc5e019892df6a63f9d1643d1246",
+    sha256 = "81439175641622dc12417965ec73ed5a5a71ca0c25fd1246e8447ba9f4d3a97c",
+    git_commit = "49e59a8cad98ff3cfaa38247108bad2f8d23e70f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f2d10d5c46517bfccc8e050d1a0858c439a1b3b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Apr 2020 00:02:53 -0700
Subject: [PATCH 3753/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf2cbb08-3049-4c77-9a12-891e47fbf3dc

PiperOrigin-RevId: 307990468
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3050ec54209..fead854aa72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81439175641622dc12417965ec73ed5a5a71ca0c25fd1246e8447ba9f4d3a97c",
-    git_commit = "49e59a8cad98ff3cfaa38247108bad2f8d23e70f",
+    sha256 = "0a46fcdc02abd4670c617c5299f9335c9b129250db9e61a57f1b7189bf5ab8a6",
+    git_commit = "d644a9a87edc7dff25a29accc896642c0452c2b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de5f54d07d63393b28b6c5b575b72acf2f815675 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Apr 2020 06:02:35 -0700
Subject: [PATCH 3754/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4bb4cba0-67b4-406c-8454-33bb648d1823

PiperOrigin-RevId: 308034099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fead854aa72..c8476ed1226 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a46fcdc02abd4670c617c5299f9335c9b129250db9e61a57f1b7189bf5ab8a6",
-    git_commit = "d644a9a87edc7dff25a29accc896642c0452c2b5",
+    sha256 = "c3d21d794b101e92e8d5011de5409fd7df717d569edaf51fc6d1f99a4b3ccf89",
+    git_commit = "45e0468e02343e22df6a1d46f36d064e638bbd30",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fbf4beafd3c19d23c86ae7ee64ceb2dc64d4fbb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Apr 2020 12:02:36 -0700
Subject: [PATCH 3755/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee6897df-d3bb-44ce-813d-96e5d34c51ba

PiperOrigin-RevId: 308101230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8476ed1226..ff00487d452 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3d21d794b101e92e8d5011de5409fd7df717d569edaf51fc6d1f99a4b3ccf89",
-    git_commit = "45e0468e02343e22df6a1d46f36d064e638bbd30",
+    sha256 = "212ec21a7694f5c7d4bc26398a09b68ba19519f7df7c01092c7d86ea6762fb5b",
+    git_commit = "07295482688b834ccdde71a51dc42848d7e8df0b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b5ba516225703e69cf3a67b27743871531e1f20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Apr 2020 18:02:21 -0700
Subject: [PATCH 3756/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9abb600-41fa-4554-b34e-d7905e7e1dde

PiperOrigin-RevId: 308168302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff00487d452..2cc1363cd6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "212ec21a7694f5c7d4bc26398a09b68ba19519f7df7c01092c7d86ea6762fb5b",
-    git_commit = "07295482688b834ccdde71a51dc42848d7e8df0b",
+    sha256 = "7bf18bc0b2a121e70a9b22042f4a4e8b854256a329ac543da94f3c329d30d6f0",
+    git_commit = "5194a4e1a171ee8d6233d3abf798b0c0552c88d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 91f951f517dd3931982a3e976a04c5527b98904b Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 23 Apr 2020 21:58:39 -0700
Subject: [PATCH 3757/8103] Internal change.

PiperOrigin-RevId: 308193642
---
 tensorflow_serving/servables/tensorflow/BUILD | 3 +++
 tensorflow_serving/test_util/BUILD            | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 72abc42e80e..340649b6bc6 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -889,6 +889,9 @@ serving_proto_library(
 cc_library(
     name = "thread_pool_factory",
     hdrs = ["thread_pool_factory.h"],
+    visibility = [
+        "//visibility:public",
+    ],
     deps = [
         "//tensorflow_serving/util:class_registration",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 562a40c3f96..0e6cfd5d4de 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -22,6 +22,9 @@ cc_library(
     testonly = 1,
     srcs = ["test_util.cc"],
     hdrs = ["test_util.h"],
+    visibility = [
+        "//visibility:public",
+    ],
     deps = [
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",

From 43bef08d189f9862b0cf10e4d31bc6db792af949 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Apr 2020 00:02:27 -0700
Subject: [PATCH 3758/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ba175d5-43af-41bf-a099-9c5b10105e5b

PiperOrigin-RevId: 308205850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cc1363cd6a..623e75c8918 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bf18bc0b2a121e70a9b22042f4a4e8b854256a329ac543da94f3c329d30d6f0",
-    git_commit = "5194a4e1a171ee8d6233d3abf798b0c0552c88d7",
+    sha256 = "0b31220d75361a8e1a77de135d00ff091e2a7dc591dae7145c2a33461bd90beb",
+    git_commit = "b713165f1e02c78a66833445916e8f468befcf6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f74b366a525afe36a7d367ebd86449be2ef4cd82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Apr 2020 12:02:39 -0700
Subject: [PATCH 3759/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a4639f2-4b78-42c3-aeaa-780dc0f4aa82

PiperOrigin-RevId: 308298328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 623e75c8918..705bbd08fbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b31220d75361a8e1a77de135d00ff091e2a7dc591dae7145c2a33461bd90beb",
-    git_commit = "b713165f1e02c78a66833445916e8f468befcf6a",
+    sha256 = "faa726681ba3e9d9ca7c98ea1ed3a1517c65357229a5d740a1636b0a1b748917",
+    git_commit = "0cc61262155e64f0bc2fa508e247de3c53331913",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da32c137314c0c36e7224283216622e7e6b8f23a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Apr 2020 18:02:20 -0700
Subject: [PATCH 3760/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa08d387-9ed9-4b6c-a9b3-4c9a82592d30

PiperOrigin-RevId: 308361038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 705bbd08fbe..759a85e073a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "faa726681ba3e9d9ca7c98ea1ed3a1517c65357229a5d740a1636b0a1b748917",
-    git_commit = "0cc61262155e64f0bc2fa508e247de3c53331913",
+    sha256 = "8fe47272a09e1e63dadc9fcc32d30fa8c648e07e90942944f8fe6a33ad1d7121",
+    git_commit = "0713f9aede61bd46cd32da4364301b25658e0dfa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c3f9c835759f52f8bec3b158b0b9f5b1a5744f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Apr 2020 00:02:34 -0700
Subject: [PATCH 3761/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e946d019-2237-4b86-9ecc-96735d9783d6

PiperOrigin-RevId: 308388609
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 759a85e073a..3fe39cc3cf8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fe47272a09e1e63dadc9fcc32d30fa8c648e07e90942944f8fe6a33ad1d7121",
-    git_commit = "0713f9aede61bd46cd32da4364301b25658e0dfa",
+    sha256 = "99add5999e319a917460596bc9ed6f2d5c0efcd1ea7b7ddf5920ec09de252702",
+    git_commit = "cc532f09c1ffd7d97635d5ece3ef7722a3cba9be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4dd5bd15cd659fa68f938ded19e8d940f8a75f80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Apr 2020 06:02:31 -0700
Subject: [PATCH 3762/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/56ef41a4-12ad-4635-a024-f7ca4eb552cf

PiperOrigin-RevId: 308409616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fe39cc3cf8..213274404a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99add5999e319a917460596bc9ed6f2d5c0efcd1ea7b7ddf5920ec09de252702",
-    git_commit = "cc532f09c1ffd7d97635d5ece3ef7722a3cba9be",
+    sha256 = "eedd0d0ce932118cadfd59d521a362f9eccdefa9aee15409dedb8d7744b46a70",
+    git_commit = "1ef0ba37ec253dbd4e63c3c43a0b65819624ba54",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4c9eb99566a51efdf796bdf04f3238bccf9873d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Apr 2020 12:02:13 -0700
Subject: [PATCH 3763/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b7eb2ee-d2b1-4253-9c7a-62c0896effd2

PiperOrigin-RevId: 308430183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 213274404a1..4e9e42c578c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eedd0d0ce932118cadfd59d521a362f9eccdefa9aee15409dedb8d7744b46a70",
-    git_commit = "1ef0ba37ec253dbd4e63c3c43a0b65819624ba54",
+    sha256 = "fc3f2348f51c9140031f36eab13215bc48ec9b55ce4ebb824c0e0b1656672932",
+    git_commit = "be3e3961f831cb752121235c51e318de8b8ade52",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0e41b11b38c5cb72798b265a23c1f81b9e25966 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Apr 2020 18:02:30 -0700
Subject: [PATCH 3764/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e337c3e4-af4e-40fa-a7dd-f91871c7e990

PiperOrigin-RevId: 308451664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e9e42c578c..a5a0fd6a3d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc3f2348f51c9140031f36eab13215bc48ec9b55ce4ebb824c0e0b1656672932",
-    git_commit = "be3e3961f831cb752121235c51e318de8b8ade52",
+    sha256 = "915f24340ef03b43f2f5b51f1ec2a18317c057d7c7f395fcec389aad5b444854",
+    git_commit = "12f5bf916bdfa002fbe0f01e8df90c74aa755d15",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c06ba42bff8c78206723181b8e6b80c3a9ef4e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Apr 2020 00:02:28 -0700
Subject: [PATCH 3765/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/431b3a3e-e2b7-4a80-bdc8-3854e027966d

PiperOrigin-RevId: 308472706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5a0fd6a3d2..4348709c295 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "915f24340ef03b43f2f5b51f1ec2a18317c057d7c7f395fcec389aad5b444854",
-    git_commit = "12f5bf916bdfa002fbe0f01e8df90c74aa755d15",
+    sha256 = "66efa0952fc91fb3740d209399592a8585e43960d10a852a78dab61a2606f556",
+    git_commit = "396f96e3727c68c173c47ef41f3689150ae489ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0be89909e4c0ba52e23bbbbff9d990f8b703dcaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Apr 2020 06:02:20 -0700
Subject: [PATCH 3766/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9122df40-f707-41ef-a9a8-1067c0c01e11

PiperOrigin-RevId: 308494124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4348709c295..0359ee55d9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66efa0952fc91fb3740d209399592a8585e43960d10a852a78dab61a2606f556",
-    git_commit = "396f96e3727c68c173c47ef41f3689150ae489ff",
+    sha256 = "934906242bf06e2856ad9937954b37cd6bb9bd3f2cb40503b0efb4de6fcb43b2",
+    git_commit = "71f066b350e13837e0fce8270ca37ba6ef25dab1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6af0c949c51fa129fb5963e98f5827ce8d98f4d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Apr 2020 12:02:38 -0700
Subject: [PATCH 3767/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abdf5999-ddb8-4c8c-9bb2-57b4e858d3ec

PiperOrigin-RevId: 308515974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0359ee55d9c..f0a4b7ad213 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "934906242bf06e2856ad9937954b37cd6bb9bd3f2cb40503b0efb4de6fcb43b2",
-    git_commit = "71f066b350e13837e0fce8270ca37ba6ef25dab1",
+    sha256 = "0971b98ebfd44df0eca7220bae18e8fa2bc99d1f9d94e61d2ed70883b3fcc6ef",
+    git_commit = "e1e4579eee9b94080ff157e427a47f52396c87c3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98165614503dec21e171e899bbf1b237135b0559 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Apr 2020 18:02:32 -0700
Subject: [PATCH 3768/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bacf7a36-a26e-48b6-86ac-4eb6c98fe61a

PiperOrigin-RevId: 308538393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0a4b7ad213..bd9ac277e98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0971b98ebfd44df0eca7220bae18e8fa2bc99d1f9d94e61d2ed70883b3fcc6ef",
-    git_commit = "e1e4579eee9b94080ff157e427a47f52396c87c3",
+    sha256 = "4be2342c7de5ab4999b325e441edfe51127a9c3954308349374ce23b4de11fad",
+    git_commit = "56000c5d70dfc514c3331dea10123963a404c0d3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db46eb6f3cb89158cd58b873b1d60a7474561806 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Apr 2020 00:02:21 -0700
Subject: [PATCH 3769/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/896beb8b-a732-484e-9f05-bf8b3806f0a5

PiperOrigin-RevId: 308566702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd9ac277e98..2ab9a4ed20f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4be2342c7de5ab4999b325e441edfe51127a9c3954308349374ce23b4de11fad",
-    git_commit = "56000c5d70dfc514c3331dea10123963a404c0d3",
+    sha256 = "6859ea6a09231abb78a040d20d971602962bf978f64d1be4329aef3c247709eb",
+    git_commit = "c19307fe0a0cf071de32c0ec59be1b973a4e9452",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 26a8e5b005fdc6470e6e2775feb859e553e239bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Apr 2020 06:02:35 -0700
Subject: [PATCH 3770/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe5f4fba-c8f0-4604-b79f-8f120cb26e36

PiperOrigin-RevId: 308605391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ab9a4ed20f..d9746b534fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6859ea6a09231abb78a040d20d971602962bf978f64d1be4329aef3c247709eb",
-    git_commit = "c19307fe0a0cf071de32c0ec59be1b973a4e9452",
+    sha256 = "1b692a0fe066236f7e745122cf8d25f86ee249dfec6a8dd99d9ecd6264fab329",
+    git_commit = "036b75a818493a30cd25caef1761931a3bc2b074",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 805de05f6f92b3403643e5a9e7404a2448b317ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Apr 2020 12:02:22 -0700
Subject: [PATCH 3771/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f13c4d3-d064-4ab1-8e1e-3bdfb3d250b0

PiperOrigin-RevId: 308669547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9746b534fd..7bb85fa8556 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b692a0fe066236f7e745122cf8d25f86ee249dfec6a8dd99d9ecd6264fab329",
-    git_commit = "036b75a818493a30cd25caef1761931a3bc2b074",
+    sha256 = "2ca808b779b074e9a5bde1e00d2a80289148c4359659cb8d8027cffe250c740c",
+    git_commit = "020835b5764f0e7dea73b697f11716863d72c4ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From df537dde2f9a1bd3d1656e95cc4b5fbebe3385d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Apr 2020 18:02:20 -0700
Subject: [PATCH 3772/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ab697ce-3f22-419b-bb06-38a0f8872374

PiperOrigin-RevId: 308736491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bb85fa8556..9163163a0b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ca808b779b074e9a5bde1e00d2a80289148c4359659cb8d8027cffe250c740c",
-    git_commit = "020835b5764f0e7dea73b697f11716863d72c4ca",
+    sha256 = "2df7653100f31e56b5df010d6283badef0dbb2e9261a64f98e26359b81445847",
+    git_commit = "a59f9bac826327577462f24d656142534d17bdf8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e26682237cf756eca2dc12c83e8d5d24f00c1261 Mon Sep 17 00:00:00 2001
From: Terry Heo <terryheo@google.com>
Date: Mon, 27 Apr 2020 22:25:29 -0700
Subject: [PATCH 3773/8103] Add a tflite benchmark for Mobilenet v1 quant

PiperOrigin-RevId: 308763130
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 ++
 .../servables/tensorflow/testdata/BUILD       |   7 +++++
 .../testdata/mobilenet_v1_quant_tflite.README |  17 ++++++++++
 .../00000123/model.tflite                     | Bin 0 -> 4276352 bytes
 .../tensorflow/tflite_session_test.cc         |  29 ++++++++++++++++++
 5 files changed, 55 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite.README
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/model.tflite

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 340649b6bc6..a2e94de50ca 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -354,6 +354,7 @@ cc_test(
     size = "small",
     srcs = ["tflite_session_test.cc"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
     ],
     deps = [
@@ -366,6 +367,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
         "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite:version",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index be6d7f0d95e..d056e37fc31 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -114,6 +114,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "mobilenet_v1_quant_tflite",
+    srcs = glob(
+        ["mobilenet_v1_quant_tflite/**"],
+    ),
+)
+
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite.README b/tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite.README
new file mode 100644
index 00000000000..7f4afb76aa2
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite.README
@@ -0,0 +1,17 @@
+# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# =============================================================================
+
+This model is used to test model serving on TFLite session.
+It's extracted from http://download.tensorflow.org/models/mobilenet_v1_2018_08_02/mobilenet_v1_1.0_224_quant.tgz
diff --git a/tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/model.tflite
new file mode 100644
index 0000000000000000000000000000000000000000..437640b069407fc49dba3eb2c14753eb456567a9
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literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 7c92f0f4f29..7e12e1b73fb 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -44,6 +44,10 @@ constexpr char kTestModel[] =
     "/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/"
     "model.tflite";
 
+constexpr char kMobileNetModel[] =
+    "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
+    "model.tflite";
+
 TEST(TfLiteSession, BasicTest) {
   string model_bytes;
   TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
@@ -333,6 +337,31 @@ void BM_HalfPlusTwo(benchmark::State& state) {
 }
 BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
 
+void BM_MobileNet(benchmark::State& state) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes;
+    TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                  test_util::TestSrcDirPath(kMobileNetModel),
+                                  &model_bytes));
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+    session = sess.release();
+  }
+  std::vector<int8> x_data(1 * 224 * 224 * 3, 1);
+  Tensor x = test::AsTensor<int8>(x_data, TensorShape({1, 224, 224, 3}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run(
+        {{"input", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
+  }
+}
+BENCHMARK(BM_MobileNet)->ThreadRange(1, 64);
+
 #endif  // PLATFORM_GOOGLE
 
 }  // namespace

From fee9d12070a76c1cf56bc8ae40f306a09dfd07b1 Mon Sep 17 00:00:00 2001
From: Yichao 'Peak' Ji <peakji@users.noreply.github.com>
Date: Tue, 28 Apr 2020 13:46:53 +0800
Subject: [PATCH 3774/8103] Allow batch size of zero in row format JSON

---
 tensorflow_serving/util/json_tensor.cc | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index f5db8b920c6..6f959943c4c 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -966,7 +966,7 @@ Status MakeRowFormatJsonFromTensors(
   // Verify if each named tensor has same first dimension. The first dimension
   // is the batchsize and for an output to be consistent, all named tensors must
   // be batched to the same size.
-  int batch_size = 0;
+  int batch_size = -1;
   // Track offset into value list for each tensor (used in the next section).
   std::unordered_map<string, int> offset_map;
   for (const auto& kv : tensor_map) {
@@ -977,11 +977,7 @@ Status MakeRowFormatJsonFromTensors(
                                      " has no shape information ");
     }
     const int cur_batch_size = tensor.tensor_shape().dim(0).size();
-    if (cur_batch_size < 1) {
-      return errors::InvalidArgument(
-          "Tensor name: ", name, " has invalid batch size: ", cur_batch_size);
-    }
-    if (batch_size != 0 && batch_size != cur_batch_size) {
+    if (batch_size >= 0 && batch_size != cur_batch_size) {
       return errors::InvalidArgument(
           "Tensor name: ", name,
           " has inconsistent batch size: ", cur_batch_size,

From b064c1d3df03b0401c5ca61de0d5ab36cd5645a5 Mon Sep 17 00:00:00 2001
From: Yichao 'Peak' Ji <peakji@users.noreply.github.com>
Date: Tue, 28 Apr 2020 14:37:41 +0800
Subject: [PATCH 3775/8103] Add tests for zero-sized batch

---
 tensorflow_serving/util/json_tensor_test.cc | 45 +++++++++++++++++++++
 1 file changed, 45 insertions(+)

diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index e149625998b..6bfd73e61bc 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1017,6 +1017,51 @@ TEST(JsontensorTest, FromJsonMultipleNamedTensorsErrors) {
   EXPECT_THAT(status.error_message(), HasSubstr("inconsistent batch size"));
 }
 
+TEST(JsontensorTest, FromJsonSingleZeroBatchTensor) {
+  TensorMap tensormap;
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_INT32
+    tensor_shape {
+      dim { }
+      dim { size: 2 }
+    }
+    )",
+                                          &tensormap["int_tensor"]));
+
+  string json;
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
+  TF_EXPECT_OK(CompareJson(json, R"({ "predictions": [] })"));
+}
+
+TEST(JsontensorTest, FromJsonMultipleZeroBatchTensors) {
+  TensorMap tensormap;
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_STRING
+    tensor_shape {
+      dim { }
+      dim { size: 1 }
+      dim { size: 2 }
+    }
+    )",
+                                          &tensormap["str_tensor"]));
+
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_FLOAT
+    tensor_shape {
+      dim { }
+      dim { size: 1 }
+      dim { size: 2 }
+    }
+    )",
+                                          &tensormap["float_tensor"]));
+
+  string json;
+  TF_EXPECT_OK(
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json));
+  TF_EXPECT_OK(CompareJson(json, R"({ "predictions": [] })"));
+}
+
 template <typename RequestType>
 class ClassifyRegressRequestTest : public ::testing::Test {
  protected:

From 2ab5b88b9b344a386c938dc1c5f2975118d7806a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Apr 2020 00:02:27 -0700
Subject: [PATCH 3776/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c89f94a7-e66d-4893-85bc-e5a6c75c97fa

PiperOrigin-RevId: 308773168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9163163a0b7..37951fe643c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2df7653100f31e56b5df010d6283badef0dbb2e9261a64f98e26359b81445847",
-    git_commit = "a59f9bac826327577462f24d656142534d17bdf8",
+    sha256 = "d072f1b1c6a607297b764be8056b2cde40256881ecd5fde1beb1420c6379a66e",
+    git_commit = "428cdeda09aef81e958eeb274b83d27ad635b57b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 913cb4b4aba39872f4445e2ea2db031afe9fe5a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Apr 2020 06:02:27 -0700
Subject: [PATCH 3777/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da99af4b-c42d-4144-aed7-13192c25c08c

PiperOrigin-RevId: 308808833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37951fe643c..30199132f99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d072f1b1c6a607297b764be8056b2cde40256881ecd5fde1beb1420c6379a66e",
-    git_commit = "428cdeda09aef81e958eeb274b83d27ad635b57b",
+    sha256 = "8e08058a1e45cdbe6227062c957cee951cd95cfecf5efc5f7d9b1dd2825108a9",
+    git_commit = "69ccb409a0b2fe72ddc5a074f5d109216dc46435",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 55c195d04d122d9f3ada383bcca66c0979d76390 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Apr 2020 12:02:21 -0700
Subject: [PATCH 3778/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/116ee15b-035d-449e-bd28-257577713556

PiperOrigin-RevId: 308868942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30199132f99..6655f35416a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e08058a1e45cdbe6227062c957cee951cd95cfecf5efc5f7d9b1dd2825108a9",
-    git_commit = "69ccb409a0b2fe72ddc5a074f5d109216dc46435",
+    sha256 = "4642f4a07abd7ddb6aa65c6b311af6eba6817813f1c4e8522fb5c08dcf0e4c57",
+    git_commit = "18c8e4b1e57387079407420571ea2cebd1663d80",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4f8d3b789964d173f2d0bd87a42abfbd6a2b1e71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Apr 2020 23:54:02 -0700
Subject: [PATCH 3779/8103] Support for
 MLMD(https://www.tensorflow.org/tfx/guide/mlmd) broadcast in TensorFlow
 serving.

PiperOrigin-RevId: 309368932
---
 tensorflow_serving/servables/tensorflow/BUILD |  31 +++++++
 .../tensorflow/bundle_factory_test_util.cc    |   6 ++
 .../tensorflow/bundle_factory_test_util.h     |   1 +
 .../tensorflow/machine_learning_metadata.cc   |  53 ++++++++++++
 .../tensorflow/machine_learning_metadata.h    |  36 +++++++++
 .../machine_learning_metadata_test.cc         |  76 ++++++++++++++++++
 .../saved_model_bundle_source_adapter.cc      |   3 +
 .../saved_model_bundle_source_adapter_test.cc |  23 ++++++
 .../servables/tensorflow/testdata/BUILD       |  15 +++-
 .../testdata/saved_model_half_plus_two.py     |  40 ++++++++-
 .../00000123/assets.extra/mlmd_uuid           |   1 +
 .../00000123/assets/foo.txt                   |   1 +
 .../00000123/saved_model.pb                   | Bin 0 -> 12685 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 15 files changed, 280 insertions(+), 6 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
 create mode 100644 tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets.extra/mlmd_uuid
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets/foo.txt
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.index

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index a2e94de50ca..1bc513de206 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -183,6 +183,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":machine_learning_metadata",
         ":saved_model_bundle_factory",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":saved_model_warmup",
@@ -205,6 +206,7 @@ cc_test(
     size = "medium",
     srcs = ["saved_model_bundle_source_adapter_test.cc"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mlmd",
         "//tensorflow_serving/session_bundle:session_bundle_half_plus_two",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ],
@@ -876,6 +878,35 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "machine_learning_metadata",
+    srcs = ["machine_learning_metadata.cc"],
+    hdrs = ["machine_learning_metadata.h"],
+    deps = [
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_test(
+    name = "machine_learning_metadata_test",
+    size = "small",
+    srcs = ["machine_learning_metadata_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mlmd",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":bundle_factory_test_util",
+        ":machine_learning_metadata",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:testlib",
+    ],
+)
+
 serving_proto_library(
     name = "thread_pool_factory_config_proto",
     srcs = ["thread_pool_factory_config.proto"],
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index c60f0c0b56f..f3ab4f87ac2 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -37,6 +37,8 @@ const char kTestSessionBundleExportPath[] =
     "session_bundle/testdata/half_plus_two/00000123";
 const char kTestTfLiteModelPath[] =
     "servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123";
+const char kTestMLMDSavedModelPath[] =
+    "servables/tensorflow/testdata/half_plus_two_mlmd/00000123";
 
 }  // namespace
 
@@ -44,6 +46,10 @@ string GetTestSavedModelPath() {
   return test_util::TensorflowTestSrcDirPath(kTestSavedModelPath);
 }
 
+string GetTestMLMetadataSavedModelPath() {
+  return test_util::TensorflowTestSrcDirPath(kTestMLMDSavedModelPath);
+}
+
 string GetTestSessionBundleExportPath() {
   return test_util::TestSrcDirPath(kTestSessionBundleExportPath);
 }
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index 2b151aefe71..04754ba1b80 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -28,6 +28,7 @@ namespace test_util {
 // Returns the path of the Saved Model (the pb version) for the half plus two
 // model.
 string GetTestSavedModelPath();
+string GetTestMLMetadataSavedModelPath();
 
 // Returns the Session Bundle export path for the half plus two model.
 string GetTestSessionBundleExportPath();
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
new file mode 100644
index 00000000000..2ae084e9253
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
@@ -0,0 +1,53 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/monitoring/gauge.h"
+#include "tensorflow/core/lib/strings/strcat.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace {
+
+static constexpr char kMLMDKeyFile[] = "mlmd_uuid";
+
+auto* mlmd_map = monitoring::Gauge<string, 2>::New(
+    "/tensorflow/serving/mlmd_map",
+    "Mapping for ML Metadata UUID to model_name and version.", "model_name",
+    "version");
+
+}  // namespace
+
+void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
+                             int64 version) {
+  const string mlmd_path = tensorflow::io::JoinPath(
+      export_dir, tensorflow::kSavedModelAssetsExtraDirectory, kMLMDKeyFile);
+  if (Env::Default()->FileExists(mlmd_path).ok()) {
+    string mlmd_key;
+    auto status = ReadFileToString(Env::Default(), mlmd_path, &mlmd_key);
+    if (!status.ok()) {
+      LOG(WARNING) << "ML Metadata Key Found But couldn't be read.";
+    } else {
+      mlmd_map->GetCell(model_name, strings::StrCat(version))->Set(mlmd_key);
+    }
+  }
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
new file mode 100644
index 00000000000..92d3b613ec6
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
@@ -0,0 +1,36 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MACHINE_LEARNING_METADATA_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MACHINE_LEARNING_METADATA_H_
+
+#include <string>
+
+#include "tensorflow/core/platform/status.h"
+
+namespace tensorflow {
+namespace serving {
+
+// If present, processes Machine Learning Metadata associated with the
+// SavedModel. Currently, this broadcasts the MLMD UUID as a key associated
+// with a loaded model.
+// For more information: https://www.tensorflow.org/tfx/guide/mlmd
+void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
+                             int64 version);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MACHINE_LEARNING_METADATA_H_
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
new file mode 100644
index 00000000000..4652d5e2110
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
@@ -0,0 +1,76 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/monitoring/gauge.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+const char mlmd_streamz[] = "/tensorflow/serving/mlmd_map";
+
+class MachineLearningMetaDataTest : public ::testing::Test {
+ protected:
+  MachineLearningMetaDataTest() {}
+  virtual ~MachineLearningMetaDataTest() = default;
+};
+
+TEST_F(MachineLearningMetaDataTest, BasicTest) {
+  // Keep both cases in the same test as there's no way to reset the TFStreamz
+  // between reads. This leads to ordering/sharding dependencies on the test.
+  {
+    // No MLMD in SavedModel case.
+    string test_data_path = test_util::GetTestSavedModelPath();
+    MaybePublishMLMDStreamz(test_data_path, "missing_model", 9696);
+    auto* collection_registry = monitoring::CollectionRegistry::Default();
+    monitoring::CollectionRegistry::CollectMetricsOptions options;
+    const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+        collection_registry->CollectMetrics(options);
+    const monitoring::PointSet& lps =
+        *collected_metrics->point_set_map.at(mlmd_streamz);
+    EXPECT_EQ(0, lps.points.size());
+  }
+  {
+    // MLMD in SavedModel case.
+    const string test_data_path = test_util::TestSrcDirPath(
+        strings::StrCat("/servables/tensorflow/testdata/",
+                        "saved_model_half_plus_two_mlmd/00000123"));
+    MaybePublishMLMDStreamz(test_data_path, "test_model", 9696);
+    auto* collection_registry = monitoring::CollectionRegistry::Default();
+    monitoring::CollectionRegistry::CollectMetricsOptions options;
+    const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+        collection_registry->CollectMetrics(options);
+    const monitoring::PointSet& lps =
+        *collected_metrics->point_set_map.at(mlmd_streamz);
+    EXPECT_EQ(1, lps.points.size());
+    EXPECT_EQ(2, lps.points[0]->labels.size());
+    EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
+    EXPECT_EQ("test_model", lps.points[0]->labels[0].value);
+    EXPECT_EQ("version", lps.points[0]->labels[1].name);
+    EXPECT_EQ("9696", lps.points[0]->labels[1].value);
+    EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
+  }
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 28b412fa28e..5dde5d22fb2 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 #include "tensorflow_serving/util/optional.h"
@@ -56,6 +57,8 @@ SavedModelBundleSourceAdapter::GetServableCreator(
                                   std::unique_ptr<SavedModelBundle>* bundle) {
       TF_RETURN_IF_ERROR(bundle_factory->CreateSavedModelBundleWithMetadata(
           metadata, path, bundle));
+      MaybePublishMLMDStreamz(path, metadata.servable_id.name,
+                              metadata.servable_id.version);
       if (bundle_factory->config().enable_model_warmup()) {
         return RunSavedModelWarmup(
             bundle_factory->config().model_warmup_options(),
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index da1f3309d2a..48c4270acfc 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -26,6 +26,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/monitoring/gauge.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/test_util/session_test_util.h"
@@ -157,6 +158,28 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
   TestSavedModelBundleSourceAdapter(
       test_util::GetTestSessionBundleExportPath());
 }
+
+TEST_P(SavedModelBundleSourceAdapterTest, MLMetadata) {
+  if (!EnableSessionMetadata()) return;
+  TestSavedModelBundleSourceAdapter(test_util::TestSrcDirPath(
+      strings::StrCat("/servables/tensorflow/testdata/",
+                      "saved_model_half_plus_two_mlmd/00000123")));
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  const monitoring::PointSet& lps =
+      *collected_metrics->point_set_map.at("/tensorflow/serving/mlmd_map");
+
+  EXPECT_EQ(1, lps.points.size());
+  EXPECT_EQ(2, lps.points[0]->labels.size());
+  EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
+  EXPECT_EQ("name", lps.points[0]->labels[0].value);
+  EXPECT_EQ("version", lps.points[0]->labels[1].name);
+  EXPECT_EQ("42", lps.points[0]->labels[1].value);
+  EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
+}
+
 // Test all SavedModelBundleSourceAdapterTest test cases with
 // warmup, num_request_iterations enabled/disabled and session-metadata
 // enabled/disabled.
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index d056e37fc31..ccb85d28ac2 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -47,8 +47,8 @@ py_binary(
     srcs = [
         "export_bad_half_plus_two.py",
     ],
-    python_version = "PY2",
-    srcs_version = "PY2AND3",
+    python_version = "PY3",
+    srcs_version = "PY3",
     deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
@@ -67,8 +67,8 @@ py_binary(
     srcs = [
         "saved_model_half_plus_two.py",
     ],
-    python_version = "PY2",
-    srcs_version = "PY2AND3",
+    python_version = "PY3",
+    srcs_version = "PY3",
     deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
@@ -79,6 +79,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_mlmd",
+    srcs = glob(
+        ["saved_model_half_plus_two_mlmd/**"],
+    ),
+)
+
 filegroup(
     name = "saved_model_half_plus_two_gpu",
     srcs = glob(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index ac4f061f669..b2b1c3f3517 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -54,7 +54,7 @@
 import sys
 
 # This is a placeholder for a Google-internal import.
-import tensorflow as tf
+import tensorflow.compat.v1 as tf
 
 from tensorflow.python.lib.io import file_io
 
@@ -134,10 +134,29 @@ def _create_asset_file():
   return filename_tensor.assign(original_assets_filename)
 
 
+def _write_mlmd(export_dir, mlmd_uuid):
+  """Writes an ML Metadata UUID into the assets.extra directory.
+
+  Args:
+    export_dir: The export directory for the SavedModel.
+    mlmd_uuid: The string to write as the ML Metadata UUID.
+
+  Returns:
+    The path to which the MLMD UUID was written.
+  """
+  assets_extra_directory = os.path.join(export_dir, "assets.extra")
+  if not file_io.file_exists(assets_extra_directory):
+    file_io.recursive_create_dir(assets_extra_directory)
+  path = os.path.join(assets_extra_directory, "mlmd_uuid")
+  file_io.write_string_to_file(path, mlmd_uuid)
+  return path
+
+
 def _generate_saved_model_for_half_plus_two(export_dir,
                                             as_text=False,
                                             as_tflite=False,
                                             use_main_op=False,
+                                            include_mlmd=False,
                                             device_type="cpu"):
   """Generates SavedModel for half plus two.
 
@@ -146,6 +165,7 @@ def _generate_saved_model_for_half_plus_two(export_dir,
     as_text: Writes the SavedModel protocol buffer in text format to disk.
     as_tflite: Writes the Model in Tensorflow Lite format to disk.
     use_main_op: Whether to supply a main op during SavedModel build time.
+    include_mlmd: Whether to include an MLMD key in the SavedModel.
     device_type: Device to force ops to run on.
   """
   builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
@@ -166,7 +186,8 @@ def _generate_saved_model_for_half_plus_two(export_dir,
 
       # Create a placeholder for serialized tensorflow.Example messages to be
       # fed.
-      serialized_tf_example = tf.placeholder(tf.string, name="tf_example")
+      serialized_tf_example = tf.placeholder(
+          tf.string, name="tf_example", shape=[None])
 
       # Parse the tensorflow.Example looking for a feature named "x" with a
       # single floating point value.
@@ -269,6 +290,9 @@ def _generate_saved_model_for_half_plus_two(export_dir,
   if not as_tflite:
     builder.save(as_text)
 
+  if include_mlmd:
+    _write_mlmd(export_dir, "test_mlmd_uuid")
+
 
 def main(_):
   _generate_saved_model_for_half_plus_two(
@@ -299,6 +323,13 @@ def main(_):
       "dir": FLAGS.output_dir_tflite,
   })
 
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_mlmd, include_mlmd=True, device_type=FLAGS.device)
+  print("SavedModel with MLMD generated for %(device)s at: %(dir)s " % {
+      "device": FLAGS.device,
+      "dir": FLAGS.output_dir_mlmd,
+  })
+
 
 if __name__ == "__main__":
   parser = argparse.ArgumentParser()
@@ -322,6 +353,11 @@ def main(_):
       type=str,
       default="/tmp/saved_model_half_plus_two_tflite",
       help="Directory where to output model in TensorFlow Lite format.")
+  parser.add_argument(
+      "--output_dir_mlmd",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_mlmd",
+      help="Directory where to output the SavedModel with ML Metadata.")
   parser.add_argument(
       "--device",
       type=str,
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets.extra/mlmd_uuid b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets.extra/mlmd_uuid
new file mode 100644
index 00000000000..afc2417480e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets.extra/mlmd_uuid
@@ -0,0 +1 @@
+test_mlmd_uuid
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets/foo.txt b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets/foo.txt
new file mode 100644
index 00000000000..f9ff0366880
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/saved_model.pb
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000000000000000000000000000000000000..a378d172b66af3595a20b49a506ef16b03d8d017
GIT binary patch
literal 20
TcmZQzV6bO^U<U>U2QUTz4K@M4

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_mlmd/00000123/variables/variables.index
new file mode 100644
index 0000000000000000000000000000000000000000..5ae2cc0f2d45a17b3b86dbac99d1b2a64e2be29a
GIT binary patch
literal 172
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literal 0
HcmV?d00001


From ca2e0032d1ead843398d7744e8c51ead28daf63c Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 1 May 2020 10:29:43 -0700
Subject: [PATCH 3780/8103] Update bazel config of Dockerfile.devel*

Fixes #1596

PiperOrigin-RevId: 309430833
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 1c47dbc9baf..e8fc4b94fb9 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -95,7 +95,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--config=nativeopt"
+ARG TF_SERVING_BUILD_OPTIONS="--config=release"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index d0cc570fd06..c447d6728c6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -148,7 +148,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--config=nativeopt"
+ARG TF_SERVING_BUILD_OPTIONS="--config=release"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index f180e01c9d9..338b023d4d2 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -94,7 +94,7 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
 FROM base_build as binary_build
 
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=nativeopt"
+ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 
 ARG TF_SERVING_BAZEL_OPTIONS=""

From 707d2df901e76efc7c2d3072bb32b5e05bd7f356 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 May 2020 00:02:40 -0700
Subject: [PATCH 3781/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2bc578f-8bdd-4da7-8f8d-70c6086b7648

PiperOrigin-RevId: 309608575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6655f35416a..a4fb08ef5d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4642f4a07abd7ddb6aa65c6b311af6eba6817813f1c4e8522fb5c08dcf0e4c57",
-    git_commit = "18c8e4b1e57387079407420571ea2cebd1663d80",
+    sha256 = "497f76d9d64761b6c04a2164a9eafec524cf52c1a419c9d6c8885b05192c47b4",
+    git_commit = "b8ff27ef4ebbe3d7b8b219dfd1c96eb3b3e6beaa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 11cce512bb3503d89acfa0722931e8a45b3e6422 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 May 2020 06:02:31 -0700
Subject: [PATCH 3782/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07f94614-a9f6-4c47-8e21-f335353525a9

PiperOrigin-RevId: 309627938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4fb08ef5d1..9fd506b84e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "497f76d9d64761b6c04a2164a9eafec524cf52c1a419c9d6c8885b05192c47b4",
-    git_commit = "b8ff27ef4ebbe3d7b8b219dfd1c96eb3b3e6beaa",
+    sha256 = "c121421116b42621a0e9dc54ada2230455638c9cbe9f480afb6cea29e9bb2785",
+    git_commit = "ea8351a70be157487165be3761d73fdce803d697",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ea16f26ee0c67e887ef1db4175db9537d0c79c95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 May 2020 12:02:36 -0700
Subject: [PATCH 3783/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4b787b2-8a18-4c84-a8bd-6c21934506e2

PiperOrigin-RevId: 309646599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fd506b84e3..b5bc2a3be2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c121421116b42621a0e9dc54ada2230455638c9cbe9f480afb6cea29e9bb2785",
-    git_commit = "ea8351a70be157487165be3761d73fdce803d697",
+    sha256 = "1ddcb5a69307bdb7a97ad9c1bbd93ac601b31b2d16413384f6ca348c54c45f7a",
+    git_commit = "595965c9c84e3495bae995589f3169a80df92c47",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d4f0dca61d5b7040d09ab478eda5105d018a68a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 May 2020 18:02:25 -0700
Subject: [PATCH 3784/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f24ec16-b054-405b-8351-cb7e64308da6

PiperOrigin-RevId: 309667238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5bc2a3be2c..15c50bacc37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ddcb5a69307bdb7a97ad9c1bbd93ac601b31b2d16413384f6ca348c54c45f7a",
-    git_commit = "595965c9c84e3495bae995589f3169a80df92c47",
+    sha256 = "66cdbbeecc0ba3abd5203c076781f113946ab9e0d3ee146988dfdc917639e43a",
+    git_commit = "5b823b7a641ff42c577d69ffb51dfadb7b48a8ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b2a4f0aed84f6c03d3da888fa46f6972dca25cb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 May 2020 00:02:45 -0700
Subject: [PATCH 3785/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c19bb73f-076e-4e05-84e4-93bfa75ef78a

PiperOrigin-RevId: 309690706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15c50bacc37..48dd247f463 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66cdbbeecc0ba3abd5203c076781f113946ab9e0d3ee146988dfdc917639e43a",
-    git_commit = "5b823b7a641ff42c577d69ffb51dfadb7b48a8ab",
+    sha256 = "143b244e7a4b3fba3adc570820832fa69c181e0095dcb1076e9dd4e126cdc508",
+    git_commit = "308bc077374544b3e27597b604d5b5e484de48a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 74cf8bb8906426c72208b99de336e57107b8057b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 May 2020 06:02:40 -0700
Subject: [PATCH 3786/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2768d394-2ee3-4788-b991-f0a6688bd4fb

PiperOrigin-RevId: 309727919
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48dd247f463..ad64dde0bae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "143b244e7a4b3fba3adc570820832fa69c181e0095dcb1076e9dd4e126cdc508",
-    git_commit = "308bc077374544b3e27597b604d5b5e484de48a6",
+    sha256 = "3066f31f85caeb4b51cde077afbc11776f17124c70293acda63e92408a77822a",
+    git_commit = "c22145e96416a17506cdc6db3d690798a14df24f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2ad7c0c723232d418a0b5746685e14adcf7a47a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 May 2020 12:02:51 -0700
Subject: [PATCH 3787/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38be7e40-d669-4347-b485-e4fab14586f5

PiperOrigin-RevId: 309792348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad64dde0bae..092c2418f9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3066f31f85caeb4b51cde077afbc11776f17124c70293acda63e92408a77822a",
-    git_commit = "c22145e96416a17506cdc6db3d690798a14df24f",
+    sha256 = "43945a6066302c62022a495ad96877cb727c2465db32bafd60f1fbcf14981fbe",
+    git_commit = "b7e2b82cfacbd346b288cc28a16c6c7c40c7cbed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58540f746c65516dc3fcda7751c6983050307409 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Mon, 4 May 2020 12:13:11 -0700
Subject: [PATCH 3788/8103] Fix order dependency in batching_session_test.

PiperOrigin-RevId: 309794539
---
 tensorflow_serving/batching/batching_session_test.cc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 103e402facd..15fe94ab08f 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -208,7 +208,9 @@ int GetPercentileTotal(string label) {
   const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
       collection_registry->CollectMetrics(options);
   int total_samples = 0;
-  const monitoring::PointSet& lps = *collected_metrics->point_set_map.at(label);
+  const auto& point_set_map = collected_metrics->point_set_map;
+  if (point_set_map.find(label) == point_set_map.end()) return 0;
+  const monitoring::PointSet& lps = *point_set_map.at(label);
   for (int i = 0; i < lps.points.size(); ++i) {
     total_samples += lps.points[i]->percentiles_value.accumulator;
   }

From 8a3a95dd7f63085b608a8c58cea38ceb3a00bf17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 May 2020 18:02:27 -0700
Subject: [PATCH 3789/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ad4cca5-96cd-4dd4-a666-4f9de9fa3e69

PiperOrigin-RevId: 309856640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 092c2418f9a..e2cb72d8895 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43945a6066302c62022a495ad96877cb727c2465db32bafd60f1fbcf14981fbe",
-    git_commit = "b7e2b82cfacbd346b288cc28a16c6c7c40c7cbed",
+    sha256 = "663df0121072312db671940840235e3322ce87110bc08c181c66539a98c96459",
+    git_commit = "bff3eb21dd00d6637084f0eb4f8424cac8e0bcc5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b84bed9368d99398951fcffb7adafbed90a81558 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 May 2020 00:02:41 -0700
Subject: [PATCH 3790/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d30a2ce-ca16-4718-90a8-33686d39915b

PiperOrigin-RevId: 309892531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2cb72d8895..7e7423c38a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "663df0121072312db671940840235e3322ce87110bc08c181c66539a98c96459",
-    git_commit = "bff3eb21dd00d6637084f0eb4f8424cac8e0bcc5",
+    sha256 = "96552cb8bad5f47b225b07ef93d80789221331c496d0167742855ce9f7c03d12",
+    git_commit = "ca42ecb2f0cb4e72f2a55c0ea6909e19b2f52b17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 78d0bee4ffacc1241b63e1144ad08f55cec9d706 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 May 2020 06:02:33 -0700
Subject: [PATCH 3791/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a33df9f-605e-4bde-be97-127a3f29c5ef

PiperOrigin-RevId: 309931070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e7423c38a9..24aba848d27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96552cb8bad5f47b225b07ef93d80789221331c496d0167742855ce9f7c03d12",
-    git_commit = "ca42ecb2f0cb4e72f2a55c0ea6909e19b2f52b17",
+    sha256 = "a6f2aa0aad7873730147e8948e275e5b9ec3887dc3149dbf1f57acb45bf8fd79",
+    git_commit = "cd70ab943e055584a59438308d0b2cc024dbb81a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20d0b2d917eeead2437513926c60fe8f71c29ebb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 May 2020 12:02:15 -0700
Subject: [PATCH 3792/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ff61018-2a87-4a54-a980-1455e071d961

PiperOrigin-RevId: 309992953
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24aba848d27..bf70b9b1c13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6f2aa0aad7873730147e8948e275e5b9ec3887dc3149dbf1f57acb45bf8fd79",
-    git_commit = "cd70ab943e055584a59438308d0b2cc024dbb81a",
+    sha256 = "c35b5a7997d0af11921078e272e62fe399ebcf4537289681ab50898ca641af22",
+    git_commit = "dfc190e78833f4d619657b908f9aeec8c4f09b0a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 745c735e315941925e324cbebe78a1f09d5a7443 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Tue, 5 May 2020 16:40:05 -0700
Subject: [PATCH 3793/8103] Split BasicTest in machine_learning_metadata_test
 into multiple test methods without order dependency.

PiperOrigin-RevId: 310045684
---
 .../machine_learning_metadata_test.cc         | 80 +++++++++----------
 1 file changed, 40 insertions(+), 40 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
index 4652d5e2110..c0565fd5725 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
@@ -28,47 +28,47 @@ namespace {
 
 const char mlmd_streamz[] = "/tensorflow/serving/mlmd_map";
 
-class MachineLearningMetaDataTest : public ::testing::Test {
- protected:
-  MachineLearningMetaDataTest() {}
-  virtual ~MachineLearningMetaDataTest() = default;
-};
-
-TEST_F(MachineLearningMetaDataTest, BasicTest) {
-  // Keep both cases in the same test as there's no way to reset the TFStreamz
-  // between reads. This leads to ordering/sharding dependencies on the test.
-  {
-    // No MLMD in SavedModel case.
-    string test_data_path = test_util::GetTestSavedModelPath();
-    MaybePublishMLMDStreamz(test_data_path, "missing_model", 9696);
-    auto* collection_registry = monitoring::CollectionRegistry::Default();
-    monitoring::CollectionRegistry::CollectMetricsOptions options;
-    const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
-        collection_registry->CollectMetrics(options);
-    const monitoring::PointSet& lps =
-        *collected_metrics->point_set_map.at(mlmd_streamz);
-    EXPECT_EQ(0, lps.points.size());
-  }
-  {
-    // MLMD in SavedModel case.
-    const string test_data_path = test_util::TestSrcDirPath(
-        strings::StrCat("/servables/tensorflow/testdata/",
-                        "saved_model_half_plus_two_mlmd/00000123"));
-    MaybePublishMLMDStreamz(test_data_path, "test_model", 9696);
-    auto* collection_registry = monitoring::CollectionRegistry::Default();
-    monitoring::CollectionRegistry::CollectMetricsOptions options;
-    const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
-        collection_registry->CollectMetrics(options);
-    const monitoring::PointSet& lps =
-        *collected_metrics->point_set_map.at(mlmd_streamz);
-    EXPECT_EQ(1, lps.points.size());
-    EXPECT_EQ(2, lps.points[0]->labels.size());
-    EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
-    EXPECT_EQ("test_model", lps.points[0]->labels[0].value);
-    EXPECT_EQ("version", lps.points[0]->labels[1].name);
-    EXPECT_EQ("9696", lps.points[0]->labels[1].value);
-    EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
+bool GetMlmdUuid(const string& model_name, const string& version,
+                 std::string* mlmd_uuid) {
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  const auto& point_set_map = collected_metrics->point_set_map;
+  if (point_set_map.empty() ||
+      point_set_map.find(mlmd_streamz) == point_set_map.end())
+    return false;
+  const monitoring::PointSet& lps =
+      *collected_metrics->point_set_map.at(mlmd_streamz);
+  for (int i = 0; i < lps.points.size(); ++i) {
+    if ((lps.points[i]->labels[0].name == "model_name") &&
+        (lps.points[i]->labels[0].value == model_name) &&
+        (lps.points[i]->labels[1].name == "version") &&
+        (lps.points[i]->labels[1].value == version)) {
+      *mlmd_uuid = lps.points[i]->string_value;
+      return true;
+    }
   }
+  return false;
+}
+
+TEST(MachineLearningMetaDataTest, BasicTest_MLMD_missing) {
+  std::string mlmd_uuid;
+  ASSERT_FALSE(GetMlmdUuid("missing_model", "9696", &mlmd_uuid));
+  string test_data_path = test_util::GetTestSavedModelPath();
+  MaybePublishMLMDStreamz(test_data_path, "missing_model", 9696);
+  EXPECT_FALSE(GetMlmdUuid("missing_model", "9696", &mlmd_uuid));
+}
+
+TEST(MachineLearningMetaDataTest, BasicTest_MLMD_present) {
+  std::string mlmd_uuid;
+  ASSERT_FALSE(GetMlmdUuid("test_model", "9696", &mlmd_uuid));
+  const string test_data_path = test_util::TestSrcDirPath(
+      strings::StrCat("/servables/tensorflow/testdata/",
+                      "saved_model_half_plus_two_mlmd/00000123"));
+  MaybePublishMLMDStreamz(test_data_path, "test_model", 9696);
+  EXPECT_TRUE(GetMlmdUuid("test_model", "9696", &mlmd_uuid));
+  EXPECT_EQ("test_mlmd_uuid", mlmd_uuid);
 }
 
 }  // namespace

From 8c15b22c1a8ccf449c307c3bd60e1f2751fe5a05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 May 2020 18:02:39 -0700
Subject: [PATCH 3794/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32f99068-0888-4991-aa18-648a3ea98224

PiperOrigin-RevId: 310058422
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf70b9b1c13..603bb7b08f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c35b5a7997d0af11921078e272e62fe399ebcf4537289681ab50898ca641af22",
-    git_commit = "dfc190e78833f4d619657b908f9aeec8c4f09b0a",
+    sha256 = "b221bd5934e0a53316eb24447ee323ee2d8b861dac37140a6250bb93d90d7e7c",
+    git_commit = "30559f13a1a68ab6933b0078515a5f54bdb2dc89",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d0d854ce811d25ff94a3c3ac99b4b9308aae60dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 May 2020 00:02:44 -0700
Subject: [PATCH 3795/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4bcd735d-451e-4b06-98e9-b9f1103448ea

PiperOrigin-RevId: 310098044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 603bb7b08f0..fc1e053bab4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b221bd5934e0a53316eb24447ee323ee2d8b861dac37140a6250bb93d90d7e7c",
-    git_commit = "30559f13a1a68ab6933b0078515a5f54bdb2dc89",
+    sha256 = "f96e8a90a374d9ea6ec8013eee6c457706a85520c339ab91f73d761ecb86399e",
+    git_commit = "15f4125513ae2e4b694f4aa14bb106928dbc6bb7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1cd20af2b6a0746dc8470f7e9f078bb17369b22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 May 2020 06:02:43 -0700
Subject: [PATCH 3796/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aed37d51-c6b1-4e3f-81ff-c0f0fdad619e

PiperOrigin-RevId: 310136356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc1e053bab4..3d6c60b506b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f96e8a90a374d9ea6ec8013eee6c457706a85520c339ab91f73d761ecb86399e",
-    git_commit = "15f4125513ae2e4b694f4aa14bb106928dbc6bb7",
+    sha256 = "d29e795431e3425a9bb730d1b2a60a249a5da1cb53379fe8cf18c608bdf153ec",
+    git_commit = "2323679d9e46d82f4549000c83a82a9a606be630",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5a3857a376447cf487f69d8466a03c663d55f134 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 May 2020 12:02:23 -0700
Subject: [PATCH 3797/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7b8e587-9c5b-4db3-8d37-d0a875727d56

PiperOrigin-RevId: 310199657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d6c60b506b..68dba65d16e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d29e795431e3425a9bb730d1b2a60a249a5da1cb53379fe8cf18c608bdf153ec",
-    git_commit = "2323679d9e46d82f4549000c83a82a9a606be630",
+    sha256 = "af842d11571bc137779f35bbf2088fc74315add4236be0f08fea71ddb5990b3e",
+    git_commit = "c43c69e388d5e54d125edb6694c1bf80ee623ccb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5bd9cea5520268fd472a6c4513d4c5392443fe4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 May 2020 18:02:29 -0700
Subject: [PATCH 3798/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d81391c4-a7ca-4a0b-8c07-d0483de92cc6

PiperOrigin-RevId: 310265703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68dba65d16e..824eaacbfa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af842d11571bc137779f35bbf2088fc74315add4236be0f08fea71ddb5990b3e",
-    git_commit = "c43c69e388d5e54d125edb6694c1bf80ee623ccb",
+    sha256 = "16f0ca116e8f8462f55e2720dde5b2ff015b79592eab2ee21a28d5d881216d33",
+    git_commit = "87a9c6491da162381b755c8c4da40a68c1f41cca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf820ad1d4005f9bb99ace8ab796e6226e8dbdf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 May 2020 00:02:55 -0700
Subject: [PATCH 3799/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/722a071a-9bde-47da-bfa0-872b086cda3e

PiperOrigin-RevId: 310304585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 824eaacbfa6..8dcef53101b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16f0ca116e8f8462f55e2720dde5b2ff015b79592eab2ee21a28d5d881216d33",
-    git_commit = "87a9c6491da162381b755c8c4da40a68c1f41cca",
+    sha256 = "6a190fdc4521d0f13eef0921eae8280c262c67f57885ed8afed48eff1695d68c",
+    git_commit = "f80762268db9ced9ad3f7bc28924330303321765",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e98839f80613e9688e923bc7a3106655d382960 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 May 2020 06:03:00 -0700
Subject: [PATCH 3800/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd9bdea3-6c77-4472-8fb5-d9e13dd27978

PiperOrigin-RevId: 310343100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8dcef53101b..e02c8b6e27f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a190fdc4521d0f13eef0921eae8280c262c67f57885ed8afed48eff1695d68c",
-    git_commit = "f80762268db9ced9ad3f7bc28924330303321765",
+    sha256 = "badd4dad8f772c944e5cf95cf0bf6c47be9913b79e67c023f42e18bedbfc24bc",
+    git_commit = "a8b9d64276a4d502310f1396a40f04354ffc09ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 67f77a533853cec8f9c4e0a3833ff64c96d29a1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 May 2020 12:02:55 -0700
Subject: [PATCH 3801/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/127760e7-4b39-43bd-9330-cd9bf9d3184d

PiperOrigin-RevId: 310408739
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e02c8b6e27f..a9c4e4db477 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "badd4dad8f772c944e5cf95cf0bf6c47be9913b79e67c023f42e18bedbfc24bc",
-    git_commit = "a8b9d64276a4d502310f1396a40f04354ffc09ae",
+    sha256 = "6559be5a1c905b1935354a1a37aa9bf8462f842d820f5443df64587c9884fa9b",
+    git_commit = "a8c163702f16226398a90cb8c3aa2301e8930310",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f0e75aabc162b15887bdffa4bb57bab80105705f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 May 2020 18:02:37 -0700
Subject: [PATCH 3802/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b50d39d-eb2b-4909-911a-9b9eabbb2bb2

PiperOrigin-RevId: 310473202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9c4e4db477..bdd6c508fa0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6559be5a1c905b1935354a1a37aa9bf8462f842d820f5443df64587c9884fa9b",
-    git_commit = "a8c163702f16226398a90cb8c3aa2301e8930310",
+    sha256 = "e3c9e3b6dc4a8ed40a24e7d46c3a4ec34429eb898453c18c3843fbda8832dab1",
+    git_commit = "3d0dac26f57b6235fddaee21705ec4a51eeedd4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From beb027d79b6e97e18fa50b86d60a45c9a627bcc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 May 2020 00:03:01 -0700
Subject: [PATCH 3803/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94c64f20-f478-494d-b2d4-6636aea3d5e3

PiperOrigin-RevId: 310511491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdd6c508fa0..78fb658baa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3c9e3b6dc4a8ed40a24e7d46c3a4ec34429eb898453c18c3843fbda8832dab1",
-    git_commit = "3d0dac26f57b6235fddaee21705ec4a51eeedd4a",
+    sha256 = "331020e796cf986703e243cbb25f346ff156043814f1f8575668e95e59fb42b7",
+    git_commit = "392d3a0ab81d16e8815385175e3daa9d023cca67",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cacd2ebfd9e04ccead9c9baceb20bbe5e465c392 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 May 2020 06:03:11 -0700
Subject: [PATCH 3804/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85739368-42d9-4746-8597-11c406d6bd63

PiperOrigin-RevId: 310544635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78fb658baa6..2d9e987339d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "331020e796cf986703e243cbb25f346ff156043814f1f8575668e95e59fb42b7",
-    git_commit = "392d3a0ab81d16e8815385175e3daa9d023cca67",
+    sha256 = "e0926f6ae8caae719c91bcba5e24d34c303922e1fd9b14d2a5f148de9d732c2b",
+    git_commit = "966cba56f3c6b4c6f2b8f9ca19f89de23c0d8fa2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 942ada7efb88597130498e150336e95be0c80d41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 May 2020 12:02:51 -0700
Subject: [PATCH 3805/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2294367-8260-486b-93f9-a923be40ce62

PiperOrigin-RevId: 310601687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d9e987339d..ffb1b2dc3fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0926f6ae8caae719c91bcba5e24d34c303922e1fd9b14d2a5f148de9d732c2b",
-    git_commit = "966cba56f3c6b4c6f2b8f9ca19f89de23c0d8fa2",
+    sha256 = "78a7fcaa2d7958bcd3e7510868cc71e97d382119f3ab5056060b40d85c1f2a68",
+    git_commit = "b6c57a6e4b2e17256abeb7ba993e7cb130dd188b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ff9e950fa692c6f9387239bb9fa877975e8cf1c1 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Fri, 8 May 2020 13:50:38 -0700
Subject: [PATCH 3806/8103] Revert pinning the version for "com_google_absl".

PiperOrigin-RevId: 310622367
---
 tensorflow_serving/workspace.bzl | 13 -------------
 1 file changed, 13 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 5b72e68c6fd..b01590f826a 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -1,7 +1,6 @@
 # TensorFlow Serving external dependencies that can be loaded in WORKSPACE
 # files.
 
-load("@org_tensorflow//third_party:repo.bzl", "tf_http_archive")
 load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
@@ -45,18 +44,6 @@ def tf_serving_workspace():
         build_file = "@//third_party/libevent:BUILD",
     )
 
-    # ===== Override TF defined `com_google_absl` (we need a recent version).
-    tf_http_archive(
-        name = "com_google_absl",
-        build_file = str(Label("@org_tensorflow//third_party:com_google_absl.BUILD")),
-        sha256 = "b6aa25c8283cca9de282bb7f5880b04492af76213b2f48c135c4963c6333a21e",
-        strip_prefix = "abseil-cpp-36d37ab992038f52276ca66b9da80c1cf0f57dc2",
-        urls = [
-            "http://mirror.tensorflow.org/github.com/abseil/abseil-cpp/archive/36d37ab992038f52276ca66b9da80c1cf0f57dc2.tar.gz",
-            "https://github.com/abseil/abseil-cpp/archive/36d37ab992038f52276ca66b9da80c1cf0f57dc2.tar.gz",
-        ],
-    )
-
     # ===== Override TF & TF Text defined 'ICU'. (we need a version that contains all data).
     http_archive(
         name = "icu",

From 0ac2f9a7079b0e6f6a149b1200f6bf6120f7f8d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 May 2020 18:02:46 -0700
Subject: [PATCH 3807/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/540b0bec-0096-4128-a05e-4d016d4073c2

PiperOrigin-RevId: 310663003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffb1b2dc3fc..f9893b73da2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78a7fcaa2d7958bcd3e7510868cc71e97d382119f3ab5056060b40d85c1f2a68",
-    git_commit = "b6c57a6e4b2e17256abeb7ba993e7cb130dd188b",
+    sha256 = "87237a347662033bfc1acff4bfac97db2035a786ed4eed0c08a1a72eab1317fe",
+    git_commit = "aa48faeb0873abbfbf693c930d822e21b10c064d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b6489f843b35df698703ec1ee20f98689ca2d6e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 May 2020 00:02:57 -0700
Subject: [PATCH 3808/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f40c4fb2-b889-43c8-bd15-ae3ac550aa7f

PiperOrigin-RevId: 310691925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9893b73da2..640a369d489 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87237a347662033bfc1acff4bfac97db2035a786ed4eed0c08a1a72eab1317fe",
-    git_commit = "aa48faeb0873abbfbf693c930d822e21b10c064d",
+    sha256 = "2161b3c2762e0b9e7c4da5f56ee0020d0a306c932ee223552aa3e235ce9df87f",
+    git_commit = "632bf511498ce76f07562fa5b24545e9e4f75dd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dbcd54fc323a87b459de36a6f4ab9d03cc4679d2 Mon Sep 17 00:00:00 2001
From: Bairen Yi <yibairen.byron@bytedance.com>
Date: Sat, 9 May 2020 15:41:56 +0800
Subject: [PATCH 3809/8103] Fix typo

---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 640a369d489..121984d83a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -74,7 +74,7 @@ load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_le
 
 check_bazel_version_at_least("2.0.0")
 
-# GPRC deps, required to match TF's.  Only after calling tf_serving_workspace()
+# GRPC deps, required to match TF's.  Only after calling tf_serving_workspace()
 load("@com_github_grpc_grpc//bazel:grpc_deps.bzl", "grpc_deps")
 
 grpc_deps()

From e7901bfeaa5e6ad2cc6b183d046a3ed25a159045 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 May 2020 06:02:54 -0700
Subject: [PATCH 3810/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d3d14b1-106a-4cb9-8dd5-d76e06db021a

PiperOrigin-RevId: 310712303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 640a369d489..87df3fdf1b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2161b3c2762e0b9e7c4da5f56ee0020d0a306c932ee223552aa3e235ce9df87f",
-    git_commit = "632bf511498ce76f07562fa5b24545e9e4f75dd6",
+    sha256 = "76502a28151289c2bc1a119d4765b18c406e14fb5a709e78f54d005f020760ab",
+    git_commit = "efc69b7b037d0a098b9842cc5171dc57e53cfa50",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dfb41f191ad9b61e9a8ca2cda4fa381733b9179d Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Sun, 10 May 2020 00:13:05 +0900
Subject: [PATCH 3811/8103] Add metrics to the Prometheus API

---
 .../model_servers/http_server.cc              |  5 ++
 .../model_servers/prediction_service_impl.cc  |  5 ++
 .../servables/tensorflow/predict_util.cc      | 14 +++-
 .../servables/tensorflow/util.cc              | 74 +++++++++++++++++++
 .../servables/tensorflow/util.h               | 10 +++
 5 files changed, 105 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 2a94bbbe2d2..3d28fb493d4 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/http_server.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
@@ -143,6 +144,7 @@ class RestApiRequestDispatcher {
 
  private:
   void ProcessRequest(net_http::ServerRequestInterface* req) {
+    const uint64 start = Env::Default()->NowMicros();
     string body;
     int64_t num_bytes = 0;
     auto request_chunk = req->ReadRequestBytes(&num_bytes);
@@ -164,11 +166,14 @@ class RestApiRequestDispatcher {
       req->OverwriteResponseHeader(kv.first, kv.second);
     }
     req->WriteResponseString(output);
+    UpdateAllLatencyTime(Env::Default()->NowMicros() - start);
     if (http_status != net_http::HTTPStatusCode::OK) {
       VLOG(1) << "Error Processing HTTP/REST request: " << req->http_method()
               << " " << req->uri_path() << " Error: " << status.ToString();
+      RecordAllRequestFailCount();
     }
     req->ReplyWithStatus(http_status);
+    RecordAllRequestCount();
   }
 
   const RE2 regex_;
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 5a17cdf5864..be8f867a9d1 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 #include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
 #include "tensorflow_serving/servables/tensorflow/regression_service.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -51,6 +52,7 @@ thread::ThreadPoolOptions GetThreadPoolOptions(
 ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
                                               const PredictRequest *request,
                                               PredictResponse *response) {
+  const uint64 start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   if (enforce_session_run_timeout_) {
     run_options.set_timeout_in_ms(
@@ -59,10 +61,13 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
 
   const ::grpc::Status status =
       ToGRPCStatus(predictor_->Predict(run_options, core_, *request, response));
+  UpdateAllLatencyTime(Env::Default()->NowMicros() - start);
 
   if (!status.ok()) {
     VLOG(1) << "Predict failed: " << status.error_message();
+    RecordAllRequestFailCount();
   }
+  RecordAllRequestCount();
   return status;
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index ca3d62611c6..0b6660326d4 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -206,9 +206,17 @@ Status RunPredict(
                                           &output_tensor_aliases));
   std::vector<Tensor> outputs;
   RunMetadata run_metadata;
-  TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
-                                  output_tensor_names, {}, &outputs,
-                                  &run_metadata, thread_pool_options));
+
+  const uint64 start = Env::Default()->NowMicros();
+  Status status = session->Run(run_options, input_tensors,
+                               output_tensor_names, {}, &outputs,
+                               &run_metadata);
+  UpdateModelLatencyTime(request.model_spec().name(), Env::Default()->NowMicros() - start);
+  if (status != Status::OK()) {
+    RecordModelRequestFailCount(request.model_spec().name());
+  }
+  RecordModelRequestCount(request.model_spec().name());
+  TF_RETURN_IF_ERROR(status);
 
   return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                      response);
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 6a34e47154e..b3b8ce01e89 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -47,6 +47,48 @@ auto* example_count_total = monitoring::Counter<1>::New(
     "/tensorflow/serving/request_example_count_total",
     "The total number of tensorflow.Examples.", "model");
 
+// Metrics by model
+auto* model_request_count_total = monitoring::Counter<1>::New(
+    "/tensorflow/serving/model_request_count",
+    "The total number of requests.", "model");
+
+auto* model_request_fail_count_total = monitoring::Counter<1>::New(
+    "/tensorflow/serving/model_request_fail_count",
+    "The total number of faled requests.", "model");
+
+auto* model_latency_total = monitoring::Counter<1>::New(
+    "/tensorflow/serving/model_request_latency_usec",
+    "The total time spent on executing graphs in microseconds.", "model");
+
+auto* model_latency_histogram = monitoring::Sampler<1>::New(
+    {"/tensorflow/serving/model_request_latency_histogram_usec",							    
+     "The total time spent on executing graphs in microseconds.", "model"},
+    // It would be nice to be able to set the parameters flexibly.
+    monitoring::Buckets::Explicit({
+	1000, 2000, 3000, 4000, 5000, 7000, 9000, 11000, 13000, 15000,
+	17000, 19000, 21000, 24000, 27000, 30000, 33000, 35000, 38000}));
+
+// All processing metrics
+auto* all_request_count_total = monitoring::Counter<0>::New(
+    "/tensorflow/serving/all_request_count",
+    "The total number of requests.");
+
+auto* all_request_fail_count_total = monitoring::Counter<0>::New(
+    "/tensorflow/serving/all_request_fail_count",
+    "The total number of faled requests.");
+
+auto* all_latency_total = monitoring::Counter<0>::New(
+    "/tensorflow/serving/all_request_latency_usec",
+    "The total time spent on serving in microseconds.");
+
+auto* all_latency_histogram = monitoring::Sampler<0>::New(
+    {"/tensorflow/serving/all_request_latency_histogram_usec",
+     "The total time spent on serving in microseconds."},
+    // It would be nice to be able to set the parameters flexibly.
+    monitoring::Buckets::Explicit({
+	1000, 2000, 3000, 4000, 5000, 7000, 9000, 11000, 13000, 15000,
+	17000, 19000, 21000, 24000, 27000, 30000, 33000, 35000, 38000}));
+
 // Returns the number of examples in the Input.
 int NumInputExamples(const internal::SerializedInput& input) {
   switch (input.kind_case()) {
@@ -70,6 +112,38 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 
 }  // namespace internal
 
+// Metrics by model
+void RecordModelRequestCount(const string& model_name) {
+  model_request_count_total->GetCell(model_name)->IncrementBy(1);
+}
+
+void RecordModelRequestFailCount(const string& model_name) {
+  model_request_fail_count_total->GetCell(model_name)->IncrementBy(1);
+}
+
+void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs) {
+  if (running_time_usecs > 0) {
+    model_latency_total->GetCell(model_name)->IncrementBy(running_time_usecs);
+    model_latency_histogram->GetCell(model_name)->Add(running_time_usecs);
+  }
+}
+
+// All processing metrics
+void RecordAllRequestCount() {
+  all_request_count_total->GetCell()->IncrementBy(1);
+}
+
+void RecordAllRequestFailCount() {
+  all_request_fail_count_total->GetCell()->IncrementBy(1);
+}
+
+void UpdateAllLatencyTime(const uint64 running_time_usecs) {
+  if (running_time_usecs > 0) {
+    all_latency_total->GetCell()->IncrementBy(running_time_usecs);
+    all_latency_histogram->GetCell()->Add(running_time_usecs);
+  }
+}
+
 void RecordRequestExampleCount(const string& model_name, size_t count) {
   example_counts->GetCell(model_name)->Add(count);
   example_count_total->GetCell(model_name)->IncrementBy(count);
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index aca0fb3b319..2a2e226694c 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -38,6 +38,16 @@ monitoring::Counter<1>* GetExampleCountTotal();
 
 }  // namespace internal
 
+// Metrics by model
+void RecordModelRequestCount(const string& model_name);
+void RecordModelRequestFailCount(const string& model_name);
+void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs);
+
+// All processing metrics
+void RecordAllRequestCount();
+void RecordAllRequestFailCount();
+void UpdateAllLatencyTime(const uint64 running_time_usecs);
+
 // Records the example count of this request with the metric tracking the
 // histogram of number of examples per request.
 void RecordRequestExampleCount(const string& model_name, size_t count);

From 5da5cd9821aded1cccb38ff9d5edf8a017da77d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 May 2020 12:02:45 -0700
Subject: [PATCH 3812/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/87a35693-ee83-4ef4-a0a3-d82121532873

PiperOrigin-RevId: 310731021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87df3fdf1b0..1ba590402c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76502a28151289c2bc1a119d4765b18c406e14fb5a709e78f54d005f020760ab",
-    git_commit = "efc69b7b037d0a098b9842cc5171dc57e53cfa50",
+    sha256 = "b06b633c27103604fb681bd0f5263e818c379e00d175faa6983e805adc8b350f",
+    git_commit = "6bb6011359cb19272c128f0e805e435e6f9a5187",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a602bceaac186e689adbbb34552cf94cc689fb25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 May 2020 18:02:37 -0700
Subject: [PATCH 3813/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35c62c46-7776-4ca9-b16f-8192bea82423

PiperOrigin-RevId: 310750583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ba590402c1..b8523f1a8d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b06b633c27103604fb681bd0f5263e818c379e00d175faa6983e805adc8b350f",
-    git_commit = "6bb6011359cb19272c128f0e805e435e6f9a5187",
+    sha256 = "97e92e3a49fca732bd47ca7add625e64f43f1a1b12113b982f5328e23d078440",
+    git_commit = "de5b0cfd434c7a9f848ab100b70a6be16e48280b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83b882a3afc8823b1e3d1ad5f7110a4eb7a5c292 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 May 2020 00:03:00 -0700
Subject: [PATCH 3814/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f9ff03c-7a04-4a01-8d27-617c5034929e

PiperOrigin-RevId: 310769764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8523f1a8d9..dba92583916 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97e92e3a49fca732bd47ca7add625e64f43f1a1b12113b982f5328e23d078440",
-    git_commit = "de5b0cfd434c7a9f848ab100b70a6be16e48280b",
+    sha256 = "c081d69627cd0abaf39dcb79d496fa4787c8ee092639e8fe33c2de4300d53ed2",
+    git_commit = "38d2ef6be9bc000dba1ef5a50cf62d7e03d21c7e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d45b1452aa50fb1e024be3ab71723d5a6e14c331 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 May 2020 06:02:48 -0700
Subject: [PATCH 3815/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/481abaa8-eaff-44c9-adc7-46f970ec206b

PiperOrigin-RevId: 310789087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dba92583916..c1e659dc339 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c081d69627cd0abaf39dcb79d496fa4787c8ee092639e8fe33c2de4300d53ed2",
-    git_commit = "38d2ef6be9bc000dba1ef5a50cf62d7e03d21c7e",
+    sha256 = "32c09f36b82fb54debedde3dab4178d6494c6daabfc390b1dc7d80f28ea95b26",
+    git_commit = "dc5547788083933462b26b32b09e90de7970e02d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6b775f5c2a19c80b2d691fd084526b2c71b8c5dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 May 2020 12:02:47 -0700
Subject: [PATCH 3816/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23a6d0fb-4d95-4dfc-874e-63e2f14fda2b

PiperOrigin-RevId: 310809164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1e659dc339..296f1d847df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32c09f36b82fb54debedde3dab4178d6494c6daabfc390b1dc7d80f28ea95b26",
-    git_commit = "dc5547788083933462b26b32b09e90de7970e02d",
+    sha256 = "19f80a1d700d87e401e386abebb54ecaef48d7904294170cc622a45a449c7d0a",
+    git_commit = "b8681699f0e792f870b2113a4af64b3ad5c8615d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 695fcf59b5b119c62c473f4e5332925d9188ace4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 May 2020 18:03:18 -0700
Subject: [PATCH 3817/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d9fd9a2-c36c-426b-bd3d-3e7574481f03

PiperOrigin-RevId: 310829921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 296f1d847df..d82e284fc70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19f80a1d700d87e401e386abebb54ecaef48d7904294170cc622a45a449c7d0a",
-    git_commit = "b8681699f0e792f870b2113a4af64b3ad5c8615d",
+    sha256 = "449731a1ec35ba843c5d607dc4a661204196cb098553399050c08ecbb6f6db3a",
+    git_commit = "f8ffa8a8dd98df48610d64e7f2a994438468d8e5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a22f00c939b3c04cb7c3842bb79e9a6075c469a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 May 2020 00:03:34 -0700
Subject: [PATCH 3818/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0ddb519-04bb-4087-b5c3-f0232d2fcd43

PiperOrigin-RevId: 310857233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d82e284fc70..7dcc327107b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "449731a1ec35ba843c5d607dc4a661204196cb098553399050c08ecbb6f6db3a",
-    git_commit = "f8ffa8a8dd98df48610d64e7f2a994438468d8e5",
+    sha256 = "2499cb189475a5c57d9477508d661ec5f1b8f0662182f3b462cf56f3fc4686e4",
+    git_commit = "b7d7b6d7dbc56d83eafcf2e44eb5066e18ebdadb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83533141aa62f1e08237c5b0f6380819a20c67a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 May 2020 06:02:45 -0700
Subject: [PATCH 3819/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f505a4c-947f-445f-8b94-8ae05eb8bd77

PiperOrigin-RevId: 310896449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7dcc327107b..dcbbc44435a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2499cb189475a5c57d9477508d661ec5f1b8f0662182f3b462cf56f3fc4686e4",
-    git_commit = "b7d7b6d7dbc56d83eafcf2e44eb5066e18ebdadb",
+    sha256 = "5d58745977416f35a42abd75cdcb37fe2004a5d60d4578244988d30075ef9428",
+    git_commit = "476ec938b253a9479de09aab88dceec6f0a304ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e1ceccbde64272fbe09915cc34053ad44648447e Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 11 May 2020 08:54:49 -0700
Subject: [PATCH 3820/8103] Return error strings that conform to JSON specs, to
 prevent malformed JSON responses that fail to parse.

Fixes #1600

PiperOrigin-RevId: 310921928
---
 .../model_servers/http_rest_api_handler.cc       | 12 +-----------
 .../model_servers/http_rest_api_handler_test.cc  |  7 +++++++
 tensorflow_serving/util/json_tensor.cc           | 15 +++++++++++++++
 tensorflow_serving/util/json_tensor.h            | 11 +++++++++++
 tensorflow_serving/util/json_tensor_test.cc      | 16 ++++++++++++++++
 5 files changed, 50 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 8a7b2387658..c453eb0804b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -68,14 +68,6 @@ void AddHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Content-Type", "application/json"});
 }
 
-void FillJsonErrorMsg(const string& errmsg, string* output) {
-  // Errors are represented as following JSON object:
-  // {
-  //   "error": "<CEscaped error message string>"
-  // }
-  absl::StrAppend(output, R"({ "error": ")", absl::CEscape(errmsg), R"(" })");
-}
-
 }  // namespace
 
 Status HttpRestApiHandler::ProcessRequest(
@@ -125,9 +117,7 @@ Status HttpRestApiHandler::ProcessRequest(
     }
   }
 
-  if (!status.ok()) {
-    FillJsonErrorMsg(status.error_message(), output);
-  }
+  MakeJsonFromStatus(status, output);
   return status;
 }
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 687480ca55b..45b002e899e 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -267,6 +267,13 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
       "POST", req_path, R"({ "instances": ["x", "y"] })", &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
+
+  // Incorrect signature_name type.
+  status = handler_.ProcessRequest(
+      "POST", req_path, R"({ "signature_name": 100 })", &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(GetJsonErrorMsg(output),
+              HasSubstr("'signature_name' key must be a string value."));
 }
 
 TEST_F(HttpRestApiHandlerTest, Predict) {
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index f5db8b920c6..9c07f762a95 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -74,6 +74,9 @@ constexpr char kPredictResponseOutputsKey[] = "outputs";
 // in the JSON response object.
 constexpr char kClassifyRegressResponseKey[] = "results";
 
+// All error messages are keyed off this in the JSON response object.
+constexpr char kErrorResponseKey[] = "error";
+
 // All binary (base64 encoded) strings are keyd off this in JSON.
 constexpr char kBase64Key[] = "b64";
 
@@ -1119,5 +1122,17 @@ Status MakeJsonFromRegressionResult(const RegressionResult& result,
   return Status::OK();
 }
 
+void MakeJsonFromStatus(const tensorflow::Status& status, string* json) {
+  if (status.ok()) return;
+  const string& error_message = status.error_message();
+  rapidjson::StringBuffer buffer;
+  rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(buffer);
+  writer.StartObject();
+  writer.Key(kErrorResponseKey);
+  writer.String(error_message.c_str(), error_message.size());
+  writer.EndObject();
+  json->append(buffer.GetString());
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/json_tensor.h b/tensorflow_serving/util/json_tensor.h
index 1c5f77d5c3e..b481e83afbd 100644
--- a/tensorflow_serving/util/json_tensor.h
+++ b/tensorflow_serving/util/json_tensor.h
@@ -297,6 +297,17 @@ tensorflow::Status MakeJsonFromClassificationResult(
 tensorflow::Status MakeJsonFromRegressionResult(const RegressionResult& result,
                                                 string* json);
 
+// Make JSON object from Status.
+//
+// The output JSON object is formatted as follows:
+//
+// {
+//   "error": "<status error message>"
+// }
+//
+// If `status` is OK then we do not append anything to output `json`.
+void MakeJsonFromStatus(const tensorflow::Status& status, string* json);
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index e149625998b..bc2762c699a 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1399,6 +1399,22 @@ TEST(ClassifyRegressnResultTest, JsonFromResultErrors) {
   EXPECT_THAT(status.error_message(), HasSubstr("empty RegressionResults"));
 }
 
+TEST(MakeJsonFromTensors, StatusOK) {
+  string json;
+  MakeJsonFromStatus(Status::OK(), &json);
+  EXPECT_EQ(json, "");
+}
+
+TEST(MakeJsonFromTensors, StatusError) {
+  string json;
+  MakeJsonFromStatus(errors::InvalidArgument("Bad key: \"key\""), &json);
+  TF_EXPECT_OK(CompareJson(json, R"({ "error": "Bad key: \"key\"" })"));
+
+  json.clear();
+  MakeJsonFromStatus(errors::InvalidArgument("Bad key: 'key'"), &json);
+  TF_EXPECT_OK(CompareJson(json, R"({ "error": "Bad key: 'key'" })"));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 613c53f751e141aecd966fb4f7f6b3e0ad567ca3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 May 2020 12:02:55 -0700
Subject: [PATCH 3821/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/306f701f-9f95-41b7-bf9b-57e6c93fd975

PiperOrigin-RevId: 310962250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcbbc44435a..f9de7aee93f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d58745977416f35a42abd75cdcb37fe2004a5d60d4578244988d30075ef9428",
-    git_commit = "476ec938b253a9479de09aab88dceec6f0a304ed",
+    sha256 = "387174fffd8f6f0285f6aa18cbfe1ceb3d48e54173e00cf76fb1b796e8f01f01",
+    git_commit = "fea2279d1091b268df6ce4ff422f330e481efed7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e7830148e53acfec7d3af7dd512a7e825f75da2a Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Mon, 11 May 2020 16:08:33 -0700
Subject: [PATCH 3822/8103] Minimize the diffs between mkl and non-mkl
 Dockerfiles

---
 .../tools/docker/Dockerfile.devel-mkl           | 17 +++++++++--------
 tensorflow_serving/tools/docker/Dockerfile.mkl  |  6 ++----
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index a11073bb853..b312348d862 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -47,6 +47,10 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python3 get-pip.py && \
+    rm get-pip.py
+
 # Install python 3.6.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
@@ -58,10 +62,6 @@ RUN add-apt-repository ppa:deadsnakes/ppa && \
 # Make python3.6 the default python version
 RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
 
-RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python3 get-pip.py && \
-    rm get-pip.py
-
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
@@ -71,10 +71,11 @@ RUN pip3 --no-cache-dir install \
     mock \
     numpy \
     requests \
+    --ignore-installed setuptools \
     --ignore-installed six
 
 # Set up Bazel
-ARG BAZEL_VERSION=2.0.0
+ENV BAZEL_VERSION 2.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
@@ -91,12 +92,11 @@ RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tenso
     git remote add upstream https://github.com/tensorflow/serving.git && \
     if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
 
-FROM base_build as binary_build
 
+FROM base_build as binary_build
 # Build, and install TensorFlow Serving
 ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
-
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
@@ -118,7 +118,8 @@ RUN bazel build --color=yes --curses=yes \
     tensorflow_serving/tools/pip_package:build_pip_package && \
     bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
     /tmp/pip && \
-    pip --no-cache-dir install --upgrade /tmp/pip/tensorflow_serving*.whl && \
+    pip --no-cache-dir install --upgrade \
+    /tmp/pip/tensorflow_serving_api-*.whl && \
     rm -rf /tmp/pip
 
 # Copy MKL libraries
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 1a357ba0cfd..96a51bf6839 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -42,7 +42,6 @@ COPY --from=build_image /usr/local/lib/libmklml_intel.so /usr/local/lib
 ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
 ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'
 
-
 # Expose ports
 # gRPC
 EXPOSE 8500
@@ -57,9 +56,6 @@ RUN mkdir -p ${MODEL_BASE_PATH}
 # The only required piece is the model name in order to differentiate endpoints
 ENV MODEL_NAME=model
 
-# Create a script that runs the model server so we can use environment variables
-# while also passing in arguments from the docker command line
-
 # Setting MKL environment variables can improve performance.
 # https://www.tensorflow.org/guide/performance/overview
 # Read about Tuning MKL for the best performance
@@ -97,6 +93,8 @@ ENV MKLDNN_VERBOSE=0
 ENV TENSORFLOW_INTRA_OP_PARALLELISM=2
 ENV TENSORFLOW_INTER_OP_PARALLELISM=2
 
+# Create a script that runs the model server so we can use environment variables
+# while also passing in arguments from the docker command line
 RUN echo '#!/bin/bash \n\n\
 tensorflow_model_server --port=8500 --rest_api_port=8501 \
 --tensorflow_intra_op_parallelism=${TENSORFLOW_INTRA_OP_PARALLELISM} \

From 68cc7ed095795c5d54174dd2dbbd89943fdb77db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 May 2020 18:02:34 -0700
Subject: [PATCH 3823/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/305d26ff-c9c5-4622-a4fd-965ebe45ad27

PiperOrigin-RevId: 311033230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9de7aee93f..be06f991dce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "387174fffd8f6f0285f6aa18cbfe1ceb3d48e54173e00cf76fb1b796e8f01f01",
-    git_commit = "fea2279d1091b268df6ce4ff422f330e481efed7",
+    sha256 = "ad8766ebbc910c3ec75e572073c8d0e7802c1841a8aa10f95178b497287214b5",
+    git_commit = "af9492fdaf8abcbc73fbaa83eb964a94f8b8b02d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56714da74df6c025e9518cba5a9aafbfd46147ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 May 2020 00:02:54 -0700
Subject: [PATCH 3824/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea4aa42b-14b7-4df6-8b50-414397a2e490

PiperOrigin-RevId: 311071814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be06f991dce..b0dd2de5a90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad8766ebbc910c3ec75e572073c8d0e7802c1841a8aa10f95178b497287214b5",
-    git_commit = "af9492fdaf8abcbc73fbaa83eb964a94f8b8b02d",
+    sha256 = "645b2e7d7729bb6fccc7cf6707cd8e7d316d44bd5aa2801d71398d91813644c2",
+    git_commit = "abaffb8ad1ca8ddd35d1434e3a8dfe4c8d4b30ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d9de96afc10a4994fa62b313b257fb08f530206f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 May 2020 18:02:37 -0700
Subject: [PATCH 3825/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e57c9f9-4d71-41bc-8cff-0d064cddb6fd

PiperOrigin-RevId: 311239297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0dd2de5a90..e8c917b7d72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "645b2e7d7729bb6fccc7cf6707cd8e7d316d44bd5aa2801d71398d91813644c2",
-    git_commit = "abaffb8ad1ca8ddd35d1434e3a8dfe4c8d4b30ef",
+    sha256 = "f4adeb0bc8d5fa8c9790c1661d8dacd0dad6e6395ffc0217172e2ff7e1723f4b",
+    git_commit = "ce11d03f84bb182c0eb4bdda0d838c58c83a9e24",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f46b88af8af94be3c6497cc6c50a4e5c0625b2d5 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Tue, 12 May 2020 21:06:58 -0700
Subject: [PATCH 3826/8103] Pin "com_google_absl" at the same version(with same
 patch) with Tensorflow.

PiperOrigin-RevId: 311259355
---
 tensorflow_serving/workspace.bzl | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index b01590f826a..a23c0cd5ae2 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -1,6 +1,7 @@
 # TensorFlow Serving external dependencies that can be loaded in WORKSPACE
 # files.
 
+load("@org_tensorflow//third_party:repo.bzl", "tf_http_archive")
 load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
@@ -55,6 +56,21 @@ def tf_serving_workspace():
         build_file = "//third_party/icu:BUILD",
     )
 
+    # ===== Pin `com_google_absl` with the same version(and patch) with Tensorflow.
+    tf_http_archive(
+        name = "com_google_absl",
+        build_file = str(Label("@org_tensorflow//third_party:com_google_absl.BUILD")),
+        # TODO: Remove the patch when https://github.com/abseil/abseil-cpp/issues/326 is resolved
+        # and when TensorFlow is build against CUDA 10.2
+        patch_file = str(Label("@org_tensorflow//third_party:com_google_absl_fix_mac_and_nvcc_build.patch")),
+        sha256 = "f368a8476f4e2e0eccf8a7318b98dafbe30b2600f4e3cf52636e5eb145aba06a",  # SHARED_ABSL_SHA
+        strip_prefix = "abseil-cpp-df3ea785d8c30a9503321a3d35ee7d35808f190d",
+        urls = [
+            "https://storage.googleapis.com/mirror.tensorflow.org/github.com/abseil/abseil-cpp/archive/df3ea785d8c30a9503321a3d35ee7d35808f190d.tar.gz",
+            "https://github.com/abseil/abseil-cpp/archive/df3ea785d8c30a9503321a3d35ee7d35808f190d.tar.gz",
+        ],
+    )
+
     # ===== TF.Text dependencies
     # NOTE: Before updating this version, you must update the test model
     # and double check all custom ops have a test:

From b89fcadc008a4333a06cbd2c505f36a99f38d564 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 May 2020 00:02:54 -0700
Subject: [PATCH 3827/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eef92e68-6538-465e-9e87-342c31cd2788

PiperOrigin-RevId: 311277293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8c917b7d72..eb67a3ad491 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4adeb0bc8d5fa8c9790c1661d8dacd0dad6e6395ffc0217172e2ff7e1723f4b",
-    git_commit = "ce11d03f84bb182c0eb4bdda0d838c58c83a9e24",
+    sha256 = "d1a045fe955ba565399ff303b266bd7b9fc9708651e14a57af468d2296b3f708",
+    git_commit = "e71443f838b2a16aea5b8ff38cc8e211449206d1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20f9ce5d19b497e4cb95ea2089fbfb2d58c0bb34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 May 2020 06:15:09 -0700
Subject: [PATCH 3828/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0e982ac-834e-4264-9c0a-ea9385b7e08f

PiperOrigin-RevId: 311314504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb67a3ad491..7dc2c8de06f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1a045fe955ba565399ff303b266bd7b9fc9708651e14a57af468d2296b3f708",
-    git_commit = "e71443f838b2a16aea5b8ff38cc8e211449206d1",
+    sha256 = "0461d6250b18ed315c5394711a588f74a7b41ca2fed2b20c946ed043782d13c5",
+    git_commit = "eed4bb5cc10125abc6d175050062372dce34bfd2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8ea95d906421ff9517b0027662546741c486edf Mon Sep 17 00:00:00 2001
From: Greg Billock <gbillock@google.com>
Date: Wed, 13 May 2020 10:48:07 -0700
Subject: [PATCH 3829/8103] Update TF Text to v2.2.0.

PiperOrigin-RevId: 311360445
---
 .../tf_text_regression/01/saved_model.pb      | Bin 1118513 -> 1127616 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |   4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 33f9bef8f84d1fd7cfede37fee4f44aa1e6feab8..1cbcbf12c0f2f4e8f56fc139db5eb00078723895 100644
GIT binary patch
delta 17577
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DD#cwP

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index a23c0cd5ae2..ce87eb55a8d 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -77,10 +77,10 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "83e4ed74661b5ec6a956f45edf515b26e5ac7b357ee1382146117dfa47729b61",
-        strip_prefix = "text-2.1.1",
+        sha256 = "f64647276f7288d1b1fe4c89581d51404d0ce4ae97f2bcc4c19bd667549adca8",
+        strip_prefix = "text-2.2.0",
         urls = [
-            "https://github.com/tensorflow/text/archive/v2.1.1.zip",
+            "https://github.com/tensorflow/text/archive/v2.2.0.zip",
         ],
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index fb2c05c19cd..ee1d89d3f5b 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,5 +1,5 @@
 diff --git a/tensorflow_text/core/kernels/BUILD b/tensorflow_text/core/kernels/BUILD
-index d03ec5f..6e8cd87 100644
+index bdca365..5f5cdf6 100644
 --- a/tensorflow_text/core/kernels/BUILD
 +++ b/tensorflow_text/core/kernels/BUILD
 @@ -16,8 +16,7 @@ OSS_DEPS = [
@@ -11,7 +11,7 @@ index d03ec5f..6e8cd87 100644
 +    "@org_tensorflow//tensorflow/core:tensorflow_opensource",
  ]
  
- tf_kernel_library(
+ cc_library(
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
 index aa5e275..5eaff73 100644
 --- a/tensorflow_text/tftext.bzl

From 7679084b1a3c425d04f264fb3d16e8c42d1885e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 May 2020 12:02:42 -0700
Subject: [PATCH 3830/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e5d8da5-82df-4188-b72c-9a3ce82ed466

PiperOrigin-RevId: 311376304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7dc2c8de06f..d629ba506fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0461d6250b18ed315c5394711a588f74a7b41ca2fed2b20c946ed043782d13c5",
-    git_commit = "eed4bb5cc10125abc6d175050062372dce34bfd2",
+    sha256 = "2f6f9edea873b3a94b9ed6f7bc5a3c08168685184a67b3cb3d0d8e1195773d9e",
+    git_commit = "13f445fb39c84526a838b59a3bf48031031543f2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3703812bf811b36665cf1872c8fab5ea76233811 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 May 2020 18:02:38 -0700
Subject: [PATCH 3831/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/87797b2e-6a94-476c-b17e-afa0190db40e

PiperOrigin-RevId: 311441811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d629ba506fc..6aa95893242 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f6f9edea873b3a94b9ed6f7bc5a3c08168685184a67b3cb3d0d8e1195773d9e",
-    git_commit = "13f445fb39c84526a838b59a3bf48031031543f2",
+    sha256 = "83291dc377989fd8a97ac2ef60df6f65b5a47b825e766b8e206c66d40f4bc5ce",
+    git_commit = "e1b0e64119a082bda7ac0125c59b970d7eac54f1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 51c10594dacaf25f02496bdafc3f0201bca9986e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 May 2020 00:02:46 -0700
Subject: [PATCH 3832/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11312d03-5ee6-40d6-81d6-50279e421531

PiperOrigin-RevId: 311480115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6aa95893242..7c6ed354205 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83291dc377989fd8a97ac2ef60df6f65b5a47b825e766b8e206c66d40f4bc5ce",
-    git_commit = "e1b0e64119a082bda7ac0125c59b970d7eac54f1",
+    sha256 = "aeec0dac16d6533f90a22fe5c0e0f5f3993879c7648559e3b0e105f0f5f58719",
+    git_commit = "63262ea46da769530412d2591cf692f9d018e6ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0cb123f18df4032d8f22c1b2e19b4f41bd6c3da3 Mon Sep 17 00:00:00 2001
From: Yasir Modak <42785357+ymodak@users.noreply.github.com>
Date: Thu, 14 May 2020 02:17:02 -0700
Subject: [PATCH 3833/8103] fix broken web link

This fixes https://github.com/tensorflow/tensorflow/issues/38523
---
 tensorflow_serving/g3doc/serving_basic.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 6c08e7c5d09..6a71939dbdf 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -86,7 +86,7 @@ You can add meta graph and variables to the builder using
     predefined SavedModel tag constants. For more details, see
     [tag_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/tag_constants.py)
     and
-    [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/tag_constants).
+    [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/tag_constants).
 
 *   `signature_def_map` specifies the map of user-supplied key for a
     **signature** to a tensorflow::SignatureDef to add to the meta graph.

From 683105923b11d083c5a66b887e4fea7ad85d7ae6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 May 2020 06:02:55 -0700
Subject: [PATCH 3834/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64075c38-6cc9-4702-abd3-6b686e08ffcc

PiperOrigin-RevId: 311517326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c6ed354205..251ea2785d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aeec0dac16d6533f90a22fe5c0e0f5f3993879c7648559e3b0e105f0f5f58719",
-    git_commit = "63262ea46da769530412d2591cf692f9d018e6ab",
+    sha256 = "6e24377ba5a1686b67c6cf9a5935b056848148f90f86a9a36e30fec16817089a",
+    git_commit = "a04c8be3e7086d9e14ba37c3c0945a3ea98414ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c03fb21167b31b1bad83e80de871c5c38747815 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 May 2020 12:02:40 -0700
Subject: [PATCH 3835/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d8b4c19-8c49-45d8-88b5-3f02c855c7f4

PiperOrigin-RevId: 311578619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 251ea2785d6..77fb0ab3288 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e24377ba5a1686b67c6cf9a5935b056848148f90f86a9a36e30fec16817089a",
-    git_commit = "a04c8be3e7086d9e14ba37c3c0945a3ea98414ce",
+    sha256 = "0c641a965c2d38a125bd576c6e0dff6875a4c68906361236d9c383af6f83b286",
+    git_commit = "8565ed2eed43057d4f880a0594100108df438d85",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c9bb744b0fd02b7dd162231a08c639ddc288686a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 May 2020 18:02:51 -0700
Subject: [PATCH 3836/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60908b70-cdac-41a8-9139-338384db720b

PiperOrigin-RevId: 311643275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77fb0ab3288..e798116e57a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c641a965c2d38a125bd576c6e0dff6875a4c68906361236d9c383af6f83b286",
-    git_commit = "8565ed2eed43057d4f880a0594100108df438d85",
+    sha256 = "3dd4e71ec3a2b6b9753beb3d4a8568059206888903ddf3fde51e2e7d7ba31e3f",
+    git_commit = "b4cf239a2f1fb9f5979eed8d543fb8a754470339",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 507713e16e4bdc9b8e4e6f857f5ab2eb1cf35c5a Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Thu, 14 May 2020 22:38:31 -0700
Subject: [PATCH 3837/8103] Make Internal Change.

PiperOrigin-RevId: 311672299
---
 tensorflow_serving/servables/tensorflow/BUILD |  6 ++++
 ...ict_response_tensor_serialization_option.h | 33 +++++++++++++++++++
 .../servables/tensorflow/predict_util.h       |  6 +---
 3 files changed, 40 insertions(+), 5 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 1bc513de206..0b2e9023c1b 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -430,6 +430,11 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "predict_response_tensor_serialization_option",
+    hdrs = ["predict_response_tensor_serialization_option.h"],
+)
+
 cc_library(
     name = "predict_util",
     srcs = ["predict_util.cc"],
@@ -438,6 +443,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":predict_response_tensor_serialization_option",
         ":util",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/util:optional",
diff --git a/tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h b/tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h
new file mode 100644
index 00000000000..0dbef792b8a
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h
@@ -0,0 +1,33 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_RESPONSE_TENSOR_SERIALIZATION_OPTION_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_RESPONSE_TENSOR_SERIALIZATION_OPTION_H_
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+// Whether to serialize proto as field or content.
+enum class PredictResponseTensorSerializationOption {
+  kAsProtoField = 0,
+  kAsProtoContent = 1,
+};
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_RESPONSE_TENSOR_SERIALIZATION_OPTION_H_
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index bbdf3dc9903..7f9ce1912ba 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -22,17 +22,13 @@ limitations under the License.
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
 
 namespace internal {
-// Whether to serialize proto as field or content.
-enum class PredictResponseTensorSerializationOption {
-  kAsProtoField = 0,
-  kAsProtoContent = 1,
-};
 
 // Similar to RunPredict below, but allows specification of a serialization
 // option for the TensorProtos in the response.

From d1150f5819a08e96b21e721308db936fb8ba9874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 May 2020 00:03:01 -0700
Subject: [PATCH 3838/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32f65365-d7a2-47e3-aabf-5cf1313dd420

PiperOrigin-RevId: 311681075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e798116e57a..4c634924cbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dd4e71ec3a2b6b9753beb3d4a8568059206888903ddf3fde51e2e7d7ba31e3f",
-    git_commit = "b4cf239a2f1fb9f5979eed8d543fb8a754470339",
+    sha256 = "75522e2aaf384582823eae37490763cb8900809ccff315368e36e9f618c2060f",
+    git_commit = "28899d991f8f7443a04343fe9f308a1ea28a0795",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 595174873a24b1d3ff6307ad0b515eaeb5001960 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 May 2020 06:02:41 -0700
Subject: [PATCH 3839/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43fb5646-eaed-44da-bb5b-b7032117f5f0

PiperOrigin-RevId: 311716157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c634924cbe..3db19928936 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75522e2aaf384582823eae37490763cb8900809ccff315368e36e9f618c2060f",
-    git_commit = "28899d991f8f7443a04343fe9f308a1ea28a0795",
+    sha256 = "1bb13e1b98c123880cff699ddeee376dca61c4383e68eee93915727a563a5c1e",
+    git_commit = "06c671cde8970541f3a8ef7604502adf9d4e5099",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f7aebd906a70ba0fa04105ceee6227960b764f7 Mon Sep 17 00:00:00 2001
From: Yichao 'Peak' Ji <peakji@users.noreply.github.com>
Date: Sat, 16 May 2020 15:40:32 +0800
Subject: [PATCH 3840/8103] Test zero-sized batch with tensors of different
 shapes

---
 tensorflow_serving/util/json_tensor_test.cc | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 6bfd73e61bc..f25fd706294 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1022,7 +1022,7 @@ TEST(JsontensorTest, FromJsonSingleZeroBatchTensor) {
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
     dtype: DT_INT32
     tensor_shape {
-      dim { }
+      dim { size: 0 }
       dim { size: 2 }
     }
     )",
@@ -1039,7 +1039,7 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensors) {
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
     dtype: DT_STRING
     tensor_shape {
-      dim { }
+      dim { size: 0 }
       dim { size: 1 }
       dim { size: 2 }
     }
@@ -1049,9 +1049,9 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensors) {
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
     dtype: DT_FLOAT
     tensor_shape {
-      dim { }
-      dim { size: 1 }
-      dim { size: 2 }
+      dim { size: 0 }
+      dim { size: 3 }
+      dim { size: 4 }
     }
     )",
                                           &tensormap["float_tensor"]));

From 91afd42dab8ce50f86bbf65065dce0c28163314b Mon Sep 17 00:00:00 2001
From: Yichao 'Peak' Ji <peakji@users.noreply.github.com>
Date: Sat, 16 May 2020 15:51:20 +0800
Subject: [PATCH 3841/8103] Test inconsistent batch size between zero and
 non-zero

---
 tensorflow_serving/util/json_tensor_test.cc | 29 +++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index f25fd706294..0f14733a9d4 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1062,6 +1062,35 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensors) {
   TF_EXPECT_OK(CompareJson(json, R"({ "predictions": [] })"));
 }
 
+TEST(JsontensorTest, FromJsonMultipleZeroBatchTensorsErrors) {
+  TensorMap tensormap;
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_INT32
+    tensor_shape {
+      dim { size: 0 }
+      dim { size: 2 }
+    }
+    )",
+                                          &tensormap["int_tensor"]));
+
+  ASSERT_TRUE(TextFormat::ParseFromString(R"(
+    dtype: DT_STRING
+    tensor_shape {
+      dim { size: 1 }
+      dim { size: 2 }
+    }
+    string_val: "foo"
+    string_val: "bar"
+    )",
+                                          &tensormap["str_tensor"]));
+
+  string json;
+  const auto& status =
+      MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("inconsistent batch size"));
+}
+
 template <typename RequestType>
 class ClassifyRegressRequestTest : public ::testing::Test {
  protected:

From 3e7bde5c6b605ecc180efb390b1307bf820d08e7 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 18 May 2020 09:17:25 -0700
Subject: [PATCH 3842/8103] Make Internal Change.

PiperOrigin-RevId: 312092067
---
 tensorflow_serving/servables/tensorflow/BUILD |  64 ++++
 .../tensorflow/saved_model_warmup.cc          |  94 +-----
 .../servables/tensorflow/saved_model_warmup.h |  14 +-
 .../tensorflow/saved_model_warmup_test.cc     | 292 +-----------------
 .../saved_model_warmup_test_util.cc           | 167 ++++++++++
 .../tensorflow/saved_model_warmup_test_util.h |  72 +++++
 .../tensorflow/saved_model_warmup_util.cc     | 126 ++++++++
 .../tensorflow/saved_model_warmup_util.h      |  46 +++
 .../saved_model_warmup_util_test.cc           | 183 +++++++++++
 9 files changed, 670 insertions(+), 388 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0b2e9023c1b..f34eaceddcb 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -840,6 +840,68 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "saved_model_warmup_util",
+    srcs = ["saved_model_warmup_util.cc"],
+    hdrs = ["saved_model_warmup_util.h"],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":util",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+    ],
+)
+
+cc_library(
+    name = "saved_model_warmup_test_util",
+    testonly = 1,
+    srcs = ["saved_model_warmup_test_util.cc"],
+    hdrs = ["saved_model_warmup_test_util.h"],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+    ],
+)
+
+cc_test(
+    name = "saved_model_warmup_util_test",
+    size = "small",
+    srcs = ["saved_model_warmup_util_test.cc"],
+    deps = [
+        ":saved_model_warmup_test_util",
+        ":saved_model_warmup_util",
+        ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
+
 cc_library(
     name = "saved_model_warmup",
     srcs = ["saved_model_warmup.cc"],
@@ -849,6 +911,7 @@ cc_library(
         ":multi_inference",
         ":predict_util",
         ":regressor",
+        ":saved_model_warmup_util",
         ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
@@ -867,6 +930,7 @@ cc_test(
     srcs = ["saved_model_warmup_test.cc"],
     deps = [
         ":saved_model_warmup",
+        ":saved_model_warmup_test_util",
         ":session_bundle_config_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 28a8d871cf3..aa7b3ce30f8 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -36,22 +36,6 @@ namespace serving {
 
 namespace {
 
-auto* model_warm_up_latency = monitoring::Sampler<2>::New(
-    {
-        "/tensorflow/serving/model_warmup_latency",
-        "Distribution of wall time (in microseconds) for warming up the model.",
-        "model_path",
-        "status",
-    },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
-    monitoring::Buckets::Exponential(10, 1.8, 33));
-
-uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
-  const uint64 end_microseconds = EnvTime::NowMicros();
-  // Avoid clock skew.
-  if (end_microseconds < start_microseconds) return 0;
-  return end_microseconds - start_microseconds;
-}
-
 Status RunWarmupRequest(const PredictionLog& warmup_record,
                         const RunOptions& run_options,
                         const MetaGraphDef& meta_graph_def, Session* session) {
@@ -91,82 +75,14 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
 
 }  // namespace
 
-constexpr char WarmupConsts::kRequestsFileName[];
-constexpr int WarmupConsts::kMaxNumRecords;
-
 Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
                            const RunOptions& run_options,
                            const string& export_dir, SavedModelBundle* bundle) {
-  const uint64 start_microseconds = EnvTime::NowMicros();
-  const string warmup_path =
-      io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
-                   WarmupConsts::kRequestsFileName);
-  if (!tensorflow::Env::Default()->FilesExist({warmup_path}, nullptr)) {
-    LOG(INFO) << "No warmup data file found at " << warmup_path;
-    // Having warmup data is optional, return OK
-    return Status::OK();
-  }
-
-  const int num_request_iterations = [&]() {
-    if (model_warmup_options.has_num_request_iterations()) {
-      return model_warmup_options.num_request_iterations().value();
-    }
-    // Default of 1.
-    return 1;
-  }();
-  LOG(INFO) << "Starting to read warmup data for model at " << warmup_path
-            << " with model-warmup-options "
-            << model_warmup_options.DebugString();
-  std::unique_ptr<tensorflow::RandomAccessFile> tf_record_file;
-  TF_RETURN_IF_ERROR(tensorflow::Env::Default()->NewRandomAccessFile(
-      warmup_path, &tf_record_file));
-
-  std::unique_ptr<tensorflow::io::SequentialRecordReader> tf_record_file_reader;
-  tf_record_file_reader.reset(
-      new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
-  int num_warmup_records = 0;
-  tstring record;
-  Status status = tf_record_file_reader->ReadRecord(&record);
-  tensorflow::serving::PredictionLog prediction_log;
-  while (status.ok()) {
-    if (!prediction_log.ParseFromArray(record.data(), record.size())) {
-      return errors::InvalidArgument(strings::StrCat(
-          "Failed to parse warmup record: ", record, " from ", warmup_path));
-    }
-
-    for (int i = 0; i < num_request_iterations; ++i) {
-      TF_RETURN_IF_ERROR(RunWarmupRequest(prediction_log, run_options,
-                                          bundle->meta_graph_def,
-                                          bundle->session.get()));
-    }
-    ++num_warmup_records;
-    if (num_warmup_records > WarmupConsts::kMaxNumRecords) {
-      return errors::InvalidArgument(
-          "Number of warmup records exceeeds the maximum (",
-          WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
-    }
-    status = tf_record_file_reader->ReadRecord(&record);
-  }
-
-  const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
-  model_warm_up_latency->GetCell(export_dir, status.ToString())
-      ->Add(warmup_latency);
-
-  if (errors::IsDataLoss(status)) {
-    return errors::DataLoss(
-        status.error_message(),
-        ". Please verify your warmup data is in TFRecord format.");
-  }
-
-  // OUT_OF_RANGE error means EOF was reached, do not return error in this case
-  if (!errors::IsOutOfRange(status)) {
-    return status;
-  }
-
-  LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
-            << ". Number of warmup records read: " << num_warmup_records
-            << ". Elapsed time (microseconds): " << warmup_latency << ".";
-  return Status::OK();
+  return internal::RunSavedModelWarmup(
+      model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
+        return RunWarmupRequest(prediction_log, run_options,
+                                bundle->meta_graph_def, bundle->GetSession());
+      });
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
index e432ed7e880..2c624931b9e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.h
@@ -21,21 +21,15 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/protobuf/saved_model.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace tensorflow {
 namespace serving {
 
-struct WarmupConsts {
-  static constexpr char kRequestsFileName[] = "tf_serving_warmup_requests";
-  static constexpr int kMaxNumRecords = 1000;
-};
-
-// Reads sample warmup requests from assets.extra/tf_serving_warmup_requests
-// file (if exists) and invokes them one by one on the given saved_model_bundle,
-// to trigger lazy initializations (such as TF optimizations, XLA compilations)
-// at load time, and consequently improve first request latency.
-// Warmup is skipped if no warmup file present.
+// Run warmup requests to trigger lazy initializations (such as TF
+// optimizations, XLA compilations) at load time, and consequently improve first
+// request latency.
 // Supported request types: Regress, Classify, Predict, MultiInference.
 Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
                            const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index ad5cba0385d..730a6da6e5a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -38,6 +38,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/prediction_log.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace tensorflow {
@@ -52,144 +53,6 @@ using ::testing::Return;
 using ::testing::SetArgPointee;
 using ::testing::SizeIs;
 
-void PopulateInferenceTask(const string& model_name,
-                           const string& signature_name,
-                           const string& method_name, InferenceTask* task) {
-  ModelSpec model_spec;
-  model_spec.set_name(model_name);
-  model_spec.set_signature_name(signature_name);
-  *task->mutable_model_spec() = model_spec;
-  task->set_method_name(method_name);
-}
-
-void PopulateMultiInferenceRequest(MultiInferenceRequest* request) {
-  request->mutable_input()->mutable_example_list()->add_examples();
-  PopulateInferenceTask("test_model", kRegressMethodName, kRegressMethodName,
-                        request->add_tasks());
-  PopulateInferenceTask("test_model", kClassifyMethodName, kClassifyMethodName,
-                        request->add_tasks());
-}
-
-void PopulatePredictRequest(PredictRequest* request) {
-  request->mutable_model_spec()->set_signature_name(kPredictMethodName);
-  TensorProto tensor_proto;
-  tensor_proto.add_string_val("input_value");
-  tensor_proto.set_dtype(tensorflow::DT_STRING);
-  tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
-  (*request->mutable_inputs())[kPredictInputs] = tensor_proto;
-}
-
-void PopulateClassificationRequest(ClassificationRequest* request) {
-  request->mutable_input()->mutable_example_list()->add_examples();
-  request->mutable_model_spec()->set_signature_name(kClassifyMethodName);
-}
-
-void PopulateRegressionRequest(RegressionRequest* request) {
-  request->mutable_input()->mutable_example_list()->add_examples();
-  request->mutable_model_spec()->set_signature_name(kRegressMethodName);
-}
-
-void PopulatePredictionLog(PredictionLog* prediction_log,
-                           PredictionLog::LogTypeCase log_type) {
-  switch (log_type) {
-    case PredictionLog::kRegressLog: {
-      PopulateRegressionRequest(
-          prediction_log->mutable_regress_log()->mutable_request());
-    } break;
-    case PredictionLog::kClassifyLog: {
-      PopulateClassificationRequest(
-          prediction_log->mutable_classify_log()->mutable_request());
-    } break;
-    case PredictionLog::kPredictLog: {
-      PopulatePredictRequest(
-          prediction_log->mutable_predict_log()->mutable_request());
-    } break;
-    case PredictionLog::kMultiInferenceLog: {
-      PopulateMultiInferenceRequest(
-          prediction_log->mutable_multi_inference_log()->mutable_request());
-    } break;
-    case PredictionLog::kSessionRunLog:
-      prediction_log->mutable_session_run_log();
-      TF_FALLTHROUGH_INTENDED;
-    default:
-      return;
-  }
-}
-
-Status WriteWarmupData(const string& fname,
-                       const std::vector<string>& warmup_records,
-                       int num_warmup_records) {
-  Env* env = Env::Default();
-  std::unique_ptr<WritableFile> file;
-  TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
-
-  io::RecordWriterOptions options;
-  io::RecordWriter writer(file.get(), options);
-  for (int i = 0; i < num_warmup_records; ++i) {
-    for (const string& warmup_record : warmup_records) {
-      TF_RETURN_IF_ERROR(writer.WriteRecord(warmup_record));
-    }
-  }
-  TF_RETURN_IF_ERROR(writer.Flush());
-  return Status::OK();
-}
-
-Status WriteWarmupDataAsSerializedProtos(
-    const string& fname, const std::vector<string>& warmup_records,
-    int num_warmup_records) {
-  Env* env = Env::Default();
-  std::unique_ptr<WritableFile> file;
-  TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
-  for (int i = 0; i < num_warmup_records; ++i) {
-    for (const string& warmup_record : warmup_records) {
-      TF_RETURN_IF_ERROR(file->Append(warmup_record));
-    }
-  }
-  TF_RETURN_IF_ERROR(file->Close());
-  return Status::OK();
-}
-
-void AddMixedWarmupData(std::vector<string>* warmup_records) {
-  for (auto& log_type :
-       {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
-        PredictionLog::kPredictLog, PredictionLog::kMultiInferenceLog}) {
-    PredictionLog prediction_log;
-    PopulatePredictionLog(&prediction_log, log_type);
-    warmup_records->push_back(prediction_log.SerializeAsString());
-  }
-}
-
-// Creates a test SignatureDef with the given parameters
-SignatureDef CreateSignatureDef(const string& method_name,
-                                const std::vector<string>& input_names,
-                                const std::vector<string>& output_names) {
-  SignatureDef signature_def;
-  signature_def.set_method_name(method_name);
-  for (const string& input_name : input_names) {
-    TensorInfo input;
-    input.set_name(input_name);
-    (*signature_def.mutable_inputs())[input_name] = input;
-  }
-  for (const string& output_name : output_names) {
-    TensorInfo output;
-    output.set_name(output_name);
-    (*signature_def.mutable_outputs())[output_name] = output;
-  }
-  return signature_def;
-}
-
-void AddSignatures(MetaGraphDef* meta_graph_def) {
-  (*meta_graph_def->mutable_signature_def())[kRegressMethodName] =
-      CreateSignatureDef(kRegressMethodName, {kRegressInputs},
-                         {kRegressOutputs});
-  (*meta_graph_def->mutable_signature_def())[kClassifyMethodName] =
-      CreateSignatureDef(kClassifyMethodName, {kClassifyInputs},
-                         {kClassifyOutputClasses, kClassifyOutputScores});
-  (*meta_graph_def->mutable_signature_def())[kPredictMethodName] =
-      CreateSignatureDef(kPredictMethodName, {kPredictInputs},
-                         {kPredictOutputs});
-}
-
 class SavedModelBundleWarmupOptionsTest
     : public ::testing::TestWithParam<bool> {
  public:
@@ -216,7 +79,7 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
   string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
+                              internal::WarmupConsts::kRequestsFileName);
 
   int num_warmup_records = 10;
   std::vector<string> warmup_records;
@@ -251,46 +114,12 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
 INSTANTIATE_TEST_SUITE_P(WarmupOptions, SavedModelBundleWarmupOptionsTest,
                          ::testing::Bool());
 
-TEST(SavedModelBundleWarmupTest, NoWarmupDataFile) {
-  string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-
-  SavedModelBundle saved_model_bundle;
-  AddSignatures(&saved_model_bundle.meta_graph_def);
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
-  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                   base_path, &saved_model_bundle));
-}
-
-TEST(SavedModelBundleWarmupTest, WarmupDataFileEmpty) {
-  string base_path = io::JoinPath(testing::TmpDir(), "WarmupDataFileEmpty");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
-
-  std::vector<string> warmup_records;
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 0));
-  SavedModelBundle saved_model_bundle;
-  AddSignatures(&saved_model_bundle.meta_graph_def);
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
-  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                   base_path, &saved_model_bundle));
-}
-
 TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
   string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedLogType");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
   string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
+                              internal::WarmupConsts::kRequestsFileName);
 
   std::vector<string> warmup_records;
   // Add unsupported log type
@@ -312,121 +141,6 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
               ::testing::HasSubstr("Unsupported log_type for warmup"));
 }
 
-TEST(SavedModelBundleWarmupTest, UnsupportedFileFormat) {
-  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedFileFormat");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  const string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                                    WarmupConsts::kRequestsFileName);
-
-  std::vector<string> warmup_records;
-  // Add unsupported log type
-  PredictionLog prediction_log;
-  PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog);
-  warmup_records.push_back(prediction_log.SerializeAsString());
-
-  TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
-  SavedModelBundle saved_model_bundle;
-  AddSignatures(&saved_model_bundle.meta_graph_def);
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-      .WillRepeatedly(Return(Status::OK()));
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
-  ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr(
-                  "Please verify your warmup data is in TFRecord format"));
-}
-
-TEST(SavedModelBundleWarmupTest, TooManyWarmupRecords) {
-  string base_path = io::JoinPath(testing::TmpDir(), "TooManyWarmupRecords");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
-
-  std::vector<string> warmup_records;
-  AddMixedWarmupData(&warmup_records);
-  TF_ASSERT_OK(
-      WriteWarmupData(fname, warmup_records, WarmupConsts::kMaxNumRecords + 1));
-  SavedModelBundle saved_model_bundle;
-  AddSignatures(&saved_model_bundle.meta_graph_def);
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  Tensor scores(DT_FLOAT, TensorShape({1, 1}));
-  Tensor classes(DT_STRING, TensorShape({1, 1}));
-  // Regress and Predict cases
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
-      .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
-                            Return(Status::OK())));
-  // Classify case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _, _))
-      .WillRepeatedly(
-          DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
-                Return(Status::OK())));
-  // MultiInference case
-  EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _, _))
-      .WillRepeatedly(DoAll(
-          SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
-          Return(Status::OK())));
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
-  ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  EXPECT_THAT(
-      status.ToString(),
-      ::testing::HasSubstr("Number of warmup records exceeeds the maximum"));
-}
-
-TEST(SavedModelBundleWarmupTest, UnparsableRecord) {
-  string base_path = io::JoinPath(testing::TmpDir(), "UnparsableRecord");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
-
-  std::vector<string> warmup_records = {"malformed_record"};
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
-  SavedModelBundle saved_model_bundle;
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _)).Times(0);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _)).Times(0);
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
-  ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Failed to parse warmup record"));
-}
-
-TEST(SavedModelBundleWarmupTest, RunFailure) {
-  string base_path = io::JoinPath(testing::TmpDir(), "RunFailure");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              WarmupConsts::kRequestsFileName);
-
-  int num_warmup_records = 10;
-  std::vector<string> warmup_records;
-  AddMixedWarmupData(&warmup_records);
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
-  SavedModelBundle saved_model_bundle;
-  AddSignatures(&saved_model_bundle.meta_graph_def);
-  MockSession* mock = new MockSession;
-  saved_model_bundle.session.reset(mock);
-  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-      .WillOnce(::testing::Return(errors::InvalidArgument("Run failed")));
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
-  ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
-  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
-}
-
 }  // namespace
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
new file mode 100644
index 00000000000..63cbee86bae
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -0,0 +1,167 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
+
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/platform/env.h"
+
+namespace tensorflow {
+namespace serving {
+
+void PopulateInferenceTask(const string& model_name,
+                           const string& signature_name,
+                           const string& method_name, InferenceTask* task) {
+  ModelSpec model_spec;
+  model_spec.set_name(model_name);
+  model_spec.set_signature_name(signature_name);
+  *task->mutable_model_spec() = model_spec;
+  task->set_method_name(method_name);
+}
+
+void PopulateMultiInferenceRequest(MultiInferenceRequest* request) {
+  request->mutable_input()->mutable_example_list()->add_examples();
+  PopulateInferenceTask("test_model", kRegressMethodName, kRegressMethodName,
+                        request->add_tasks());
+  PopulateInferenceTask("test_model", kClassifyMethodName, kClassifyMethodName,
+                        request->add_tasks());
+}
+
+void PopulatePredictRequest(PredictRequest* request) {
+  request->mutable_model_spec()->set_signature_name(kPredictMethodName);
+  TensorProto tensor_proto;
+  tensor_proto.add_string_val("input_value");
+  tensor_proto.set_dtype(tensorflow::DT_STRING);
+  tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
+  (*request->mutable_inputs())[kPredictInputs] = tensor_proto;
+}
+
+void PopulateClassificationRequest(ClassificationRequest* request) {
+  request->mutable_input()->mutable_example_list()->add_examples();
+  request->mutable_model_spec()->set_signature_name(kClassifyMethodName);
+}
+
+void PopulateRegressionRequest(RegressionRequest* request) {
+  request->mutable_input()->mutable_example_list()->add_examples();
+  request->mutable_model_spec()->set_signature_name(kRegressMethodName);
+}
+
+void PopulatePredictionLog(PredictionLog* prediction_log,
+                           PredictionLog::LogTypeCase log_type) {
+  switch (log_type) {
+    case PredictionLog::kRegressLog: {
+      PopulateRegressionRequest(
+          prediction_log->mutable_regress_log()->mutable_request());
+    } break;
+    case PredictionLog::kClassifyLog: {
+      PopulateClassificationRequest(
+          prediction_log->mutable_classify_log()->mutable_request());
+    } break;
+    case PredictionLog::kPredictLog: {
+      PopulatePredictRequest(
+          prediction_log->mutable_predict_log()->mutable_request());
+    } break;
+    case PredictionLog::kMultiInferenceLog: {
+      PopulateMultiInferenceRequest(
+          prediction_log->mutable_multi_inference_log()->mutable_request());
+    } break;
+    case PredictionLog::kSessionRunLog:
+      prediction_log->mutable_session_run_log();
+      TF_FALLTHROUGH_INTENDED;
+    default:
+      return;
+  }
+}
+
+Status WriteWarmupData(const string& fname,
+                       const std::vector<string>& warmup_records,
+                       int num_warmup_records) {
+  Env* env = Env::Default();
+  std::unique_ptr<WritableFile> file;
+  TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
+
+  io::RecordWriterOptions options;
+  io::RecordWriter writer(file.get(), options);
+  for (int i = 0; i < num_warmup_records; ++i) {
+    for (const string& warmup_record : warmup_records) {
+      TF_RETURN_IF_ERROR(writer.WriteRecord(warmup_record));
+    }
+  }
+  TF_RETURN_IF_ERROR(writer.Flush());
+  return Status::OK();
+}
+
+Status WriteWarmupDataAsSerializedProtos(
+    const string& fname, const std::vector<string>& warmup_records,
+    int num_warmup_records) {
+  Env* env = Env::Default();
+  std::unique_ptr<WritableFile> file;
+  TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
+  for (int i = 0; i < num_warmup_records; ++i) {
+    for (const string& warmup_record : warmup_records) {
+      TF_RETURN_IF_ERROR(file->Append(warmup_record));
+    }
+  }
+  TF_RETURN_IF_ERROR(file->Close());
+  return Status::OK();
+}
+
+void AddMixedWarmupData(std::vector<string>* warmup_records) {
+  for (auto& log_type :
+       {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
+        PredictionLog::kPredictLog, PredictionLog::kMultiInferenceLog}) {
+    PredictionLog prediction_log;
+    PopulatePredictionLog(&prediction_log, log_type);
+    warmup_records->push_back(prediction_log.SerializeAsString());
+  }
+}
+
+// Creates a test SignatureDef with the given parameters
+SignatureDef CreateSignatureDef(const string& method_name,
+                                const std::vector<string>& input_names,
+                                const std::vector<string>& output_names) {
+  SignatureDef signature_def;
+  signature_def.set_method_name(method_name);
+  for (const string& input_name : input_names) {
+    TensorInfo input;
+    input.set_name(input_name);
+    (*signature_def.mutable_inputs())[input_name] = input;
+  }
+  for (const string& output_name : output_names) {
+    TensorInfo output;
+    output.set_name(output_name);
+    (*signature_def.mutable_outputs())[output_name] = output;
+  }
+  return signature_def;
+}
+
+void AddSignatures(MetaGraphDef* meta_graph_def) {
+  (*meta_graph_def->mutable_signature_def())[kRegressMethodName] =
+      CreateSignatureDef(kRegressMethodName, {kRegressInputs},
+                         {kRegressOutputs});
+  (*meta_graph_def->mutable_signature_def())[kClassifyMethodName] =
+      CreateSignatureDef(kClassifyMethodName, {kClassifyInputs},
+                         {kClassifyOutputClasses, kClassifyOutputScores});
+  (*meta_graph_def->mutable_signature_def())[kPredictMethodName] =
+      CreateSignatureDef(kPredictMethodName, {kPredictInputs},
+                         {kPredictOutputs});
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
new file mode 100644
index 00000000000..69dd5ecb8aa
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
@@ -0,0 +1,72 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_TEST_UTIL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_TEST_UTIL_H_
+
+#include <string>
+
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/io/record_writer.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+void PopulateInferenceTask(const string& model_name,
+                           const string& signature_name,
+                           const string& method_name, InferenceTask* task);
+
+void PopulateMultiInferenceRequest(MultiInferenceRequest* request);
+
+void PopulatePredictRequest(PredictRequest* request);
+
+void PopulateClassificationRequest(ClassificationRequest* request);
+
+void PopulateRegressionRequest(RegressionRequest* request);
+
+void PopulatePredictionLog(PredictionLog* prediction_log,
+                           PredictionLog::LogTypeCase log_type);
+
+Status WriteWarmupData(const string& fname,
+                       const std::vector<string>& warmup_records,
+                       int num_warmup_records);
+
+Status WriteWarmupDataAsSerializedProtos(
+    const string& fname, const std::vector<string>& warmup_records,
+    int num_warmup_records);
+
+void AddMixedWarmupData(std::vector<string>* warmup_records);
+
+// Creates a test SignatureDef with the given parameters
+SignatureDef CreateSignatureDef(const string& method_name,
+                                const std::vector<string>& input_names,
+                                const std::vector<string>& output_names);
+
+void AddSignatures(MetaGraphDef* meta_graph_def);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_TEST_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
new file mode 100644
index 00000000000..db4e9d82252
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -0,0 +1,126 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/io/record_reader.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+namespace {
+
+auto* model_warm_up_latency = monitoring::Sampler<2>::New(
+    {
+        "/tensorflow/serving/model_warmup_latency",
+        "Distribution of wall time (in microseconds) for warming up the model.",
+        "model_path",
+        "status",
+    },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
+    monitoring::Buckets::Exponential(10, 1.8, 33));
+
+uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
+  const uint64 end_microseconds = EnvTime::NowMicros();
+  // Avoid clock skew.
+  if (end_microseconds < start_microseconds) return 0;
+  return end_microseconds - start_microseconds;
+}
+
+}  // namespace
+
+constexpr char WarmupConsts::kRequestsFileName[];
+constexpr int WarmupConsts::kMaxNumRecords;
+
+Status RunSavedModelWarmup(
+    const ModelWarmupOptions& model_warmup_options, const string export_dir,
+    std::function<Status(PredictionLog)> warmup_request_executor) {
+  const uint64 start_microseconds = EnvTime::NowMicros();
+  const string warmup_path =
+      io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
+                   WarmupConsts::kRequestsFileName);
+  if (!tensorflow::Env::Default()->FilesExist({warmup_path}, nullptr)) {
+    LOG(INFO) << "No warmup data file found at " << warmup_path;
+    // Having warmup data is optional, return OK
+    return Status::OK();
+  }
+
+  const int num_request_iterations = [&]() {
+    if (model_warmup_options.has_num_request_iterations()) {
+      return model_warmup_options.num_request_iterations().value();
+    }
+    // Default of 1.
+    return 1;
+  }();
+  LOG(INFO) << "Starting to read warmup data for model at " << warmup_path
+            << " with model-warmup-options "
+            << model_warmup_options.DebugString();
+  std::unique_ptr<tensorflow::RandomAccessFile> tf_record_file;
+  TF_RETURN_IF_ERROR(tensorflow::Env::Default()->NewRandomAccessFile(
+      warmup_path, &tf_record_file));
+
+  std::unique_ptr<tensorflow::io::SequentialRecordReader> tf_record_file_reader;
+  tf_record_file_reader.reset(
+      new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
+  int num_warmup_records = 0;
+  tstring record;
+  Status status = tf_record_file_reader->ReadRecord(&record);
+  tensorflow::serving::PredictionLog prediction_log;
+  while (status.ok()) {
+    if (!prediction_log.ParseFromArray(record.data(), record.size())) {
+      return errors::InvalidArgument(strings::StrCat(
+          "Failed to parse warmup record: ", record, " from ", warmup_path));
+    }
+
+    for (int i = 0; i < num_request_iterations; ++i) {
+      TF_RETURN_IF_ERROR(warmup_request_executor(prediction_log));
+    }
+    ++num_warmup_records;
+    if (num_warmup_records > WarmupConsts::kMaxNumRecords) {
+      return errors::InvalidArgument(
+          "Number of warmup records exceeeds the maximum (",
+          WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
+    }
+    status = tf_record_file_reader->ReadRecord(&record);
+  }
+
+  const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
+  model_warm_up_latency->GetCell(export_dir, status.ToString())
+      ->Add(warmup_latency);
+
+  if (errors::IsDataLoss(status)) {
+    return errors::DataLoss(
+        status.error_message(),
+        ". Please verify your warmup data is in TFRecord format.");
+  }
+
+  // OUT_OF_RANGE error means EOF was reached, do not return error in this case
+  if (!errors::IsOutOfRange(status)) {
+    return status;
+  }
+
+  LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
+            << ". Number of warmup records read: " << num_warmup_records
+            << ". Elapsed time (microseconds): " << warmup_latency << ".";
+  return Status::OK();
+}
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
new file mode 100644
index 00000000000..dfe49aa928b
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
@@ -0,0 +1,46 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_UTIL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_UTIL_H_
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/protobuf/saved_model.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+struct WarmupConsts {
+  static constexpr char kRequestsFileName[] = "tf_serving_warmup_requests";
+  static constexpr int kMaxNumRecords = 1000;
+};
+
+// Reads sample warmup requests from assets.extra/tf_serving_warmup_requests
+// file (if exists) and invokes them one by one on the given saved_model,
+// to trigger lazy initializations (such as TF optimizations, XLA compilations)
+// at load time, and consequently improve first request latency.
+// Warmup is skipped if no warmup file present.
+Status RunSavedModelWarmup(
+    const ModelWarmupOptions& model_warmup_options, const string export_dir,
+    std::function<Status(PredictionLog)> warmup_request_executor);
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
new file mode 100644
index 00000000000..ee4ffdabbdd
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -0,0 +1,183 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
+
+#include "google/protobuf/wrappers.pb.h"
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/io/record_writer.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+namespace {
+
+class SavedModelBundleWarmupUtilTest : public ::testing::Test {
+ protected:
+  SavedModelBundleWarmupUtilTest() : warmup_request_counter_(0) {}
+  void FakeRunWarmupRequest() { warmup_request_counter_++; }
+  int warmup_request_counter_;
+};
+
+TEST_F(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
+  string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+                                   [this](PredictionLog prediction_log) {
+                                     this->FakeRunWarmupRequest();
+                                     return Status::OK();
+                                   }));
+  EXPECT_EQ(warmup_request_counter_, 0);
+}
+
+TEST_F(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
+  string base_path = io::JoinPath(testing::TmpDir(), "WarmupDataFileEmpty");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 0));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+                                   [this](PredictionLog prediction_log) {
+                                     this->FakeRunWarmupRequest();
+                                     return Status::OK();
+                                   }));
+  EXPECT_EQ(warmup_request_counter_, 0);
+}
+
+TEST_F(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
+  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedFileFormat");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  const string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                                    internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  // Add unsupported log type
+  PredictionLog prediction_log;
+  PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog);
+  warmup_records.push_back(prediction_log.SerializeAsString());
+
+  TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  const Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path,
+      [](PredictionLog prediction_log) { return Status::OK(); });
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr(
+                  "Please verify your warmup data is in TFRecord format"));
+}
+
+TEST_F(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
+  string base_path = io::JoinPath(testing::TmpDir(), "TooManyWarmupRecords");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  AddMixedWarmupData(&warmup_records);
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records,
+                               internal::WarmupConsts::kMaxNumRecords + 1));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  const Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path,
+      [](PredictionLog prediction_log) { return Status::OK(); });
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_THAT(
+      status.ToString(),
+      ::testing::HasSubstr("Number of warmup records exceeeds the maximum"));
+}
+
+TEST_F(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
+  string base_path = io::JoinPath(testing::TmpDir(), "UnparsableRecord");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records = {"malformed_record"};
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
+  SavedModelBundle saved_model_bundle;
+  const Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path,
+      [](PredictionLog prediction_log) { return Status::OK(); });
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Failed to parse warmup record"));
+}
+
+TEST_F(SavedModelBundleWarmupUtilTest, RunFailure) {
+  string base_path = io::JoinPath(testing::TmpDir(), "RunFailure");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<string> warmup_records;
+  AddMixedWarmupData(&warmup_records);
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path, [](PredictionLog prediction_log) {
+        return errors::InvalidArgument("Run failed");
+      });
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
+}
+
+}  // namespace
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow

From 6ad81047a282f0e67ceebe9e25d7f0201e636a84 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Wed, 20 May 2020 22:01:18 -0700
Subject: [PATCH 3843/8103] Fix icu dependency checksum.

PiperOrigin-RevId: 312616094
---
 tensorflow_serving/workspace.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index ce87eb55a8d..ee58c331150 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -49,7 +49,7 @@ def tf_serving_workspace():
     http_archive(
         name = "icu",
         strip_prefix = "icu-release-64-2",
-        sha256 = "dfc62618aa4bd3ca14a3df548cd65fe393155edd213e49c39f3a30ccd618fc27",
+        sha256 = "10cd92f1585c537d937ecbb587f6c3b36a5275c87feabe05d777a828677ec32f",
         urls = [
             "https://github.com/unicode-org/icu/archive/release-64-2.zip",
         ],

From c1ce0752f1076bd6f92e1af5f73e3a3c552f4691 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 21 May 2020 12:56:44 -0700
Subject: [PATCH 3844/8103] Fix broken GetModelMetadata request processing.

Fixes #1612

PiperOrigin-RevId: 312723939
---
 .../model_servers/prediction_service_impl.cc  |  5 -----
 .../model_servers/prediction_service_impl.h   |  3 ---
 .../tensorflow_model_server_test.py           | 22 +++++++++++++++++++
 3 files changed, 22 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 5a17cdf5864..34f1d72748a 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -69,11 +69,6 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
 ::grpc::Status PredictionServiceImpl::GetModelMetadata(
     ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
     GetModelMetadataResponse *response) {
-  if (!use_saved_model_) {
-    return ToGRPCStatus(
-        errors::InvalidArgument("GetModelMetadata API is only available when "
-                                "use_saved_model is set to true"));
-  }
   const ::grpc::Status status = ToGRPCStatus(
       GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
   if (!status.ok()) {
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index 25c05b54419..db89d95b0a9 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -29,7 +29,6 @@ class PredictionServiceImpl final : public PredictionService::Service {
   // Options for configuring a PredictionServiceImpl object.
   struct Options {
     ServerCore* server_core;
-    bool use_saved_model;
     bool enforce_session_run_timeout;
     ThreadPoolFactory* thread_pool_factory = nullptr;
   };
@@ -37,7 +36,6 @@ class PredictionServiceImpl final : public PredictionService::Service {
   explicit PredictionServiceImpl(const Options& options)
       : core_(options.server_core),
         predictor_(new TensorflowPredictor(options.thread_pool_factory)),
-        use_saved_model_(options.use_saved_model),
         enforce_session_run_timeout_(options.enforce_session_run_timeout),
         thread_pool_factory_(options.thread_pool_factory) {}
 
@@ -64,7 +62,6 @@ class PredictionServiceImpl final : public PredictionService::Service {
  private:
   ServerCore* core_;
   std::unique_ptr<TensorflowPredictor> predictor_;
-  const bool use_saved_model_;
   const bool enforce_session_run_timeout_;
   ThreadPoolFactory* thread_pool_factory_;
 };
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 4043836a2df..9b4ed64131c 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -34,6 +34,7 @@
 from tensorflow.python.platform import flags
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
+from tensorflow_serving.apis import get_model_metadata_pb2
 from tensorflow_serving.apis import get_model_status_pb2
 from tensorflow_serving.apis import inference_pb2
 from tensorflow_serving.apis import model_service_pb2_grpc
@@ -102,6 +103,27 @@ def testGetModelStatus(self):
     # OK error code (0) indicates no error occurred
     self.assertEqual(0, result.model_version_status[0].status.error_code)
 
+  def testGetModelMetadata(self):
+    """Test PredictionService.GetModelMetadata implementation."""
+    model_path = self._GetSavedModelBundlePath()
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', model_path)[1]
+
+    print('Sending GetModelMetadata request...')
+    # Send request
+    request = get_model_metadata_pb2.GetModelMetadataRequest()
+    request.model_spec.name = 'default'
+    request.metadata_field.append('signature_def')
+    channel = grpc.insecure_channel(model_server_address)
+    stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
+    result = stub.GetModelMetadata(request, RPC_TIMEOUT)  # 5 secs timeout
+    # Verify response
+    self.assertEqual('default', result.model_spec.name)
+    self.assertEqual(
+        self._GetModelVersion(model_path), result.model_spec.version.value)
+    self.assertEqual(1, len(result.metadata))
+    self.assertIn('signature_def', result.metadata)
+
   def testClassify(self):
     """Test PredictionService.Classify implementation."""
     model_path = self._GetSavedModelBundlePath()

From 4867fedbff8a33f499972268abe96618abcb81aa Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Thu, 21 May 2020 17:27:23 -0700
Subject: [PATCH 3845/8103] Adds support for SignatureDefs stored in metadata
 buffers to tflite sessions

PiperOrigin-RevId: 312771639
---
 tensorflow_serving/model_servers/BUILD        |   1 +
 .../tensorflow_model_server_test.py           |  10 +++
 .../tensorflow_model_server_test_base.py      |   5 ++
 tensorflow_serving/servables/tensorflow/BUILD |   6 +-
 .../servables/tensorflow/testdata/BUILD       |  12 +++-
 .../testdata/saved_model_half_plus_two.py     |  39 ++++++++++-
 .../00000123/model.tflite                     | Bin 0 -> 992 bytes
 .../servables/tensorflow/tflite_session.cc    |  61 ++++++++++++++++--
 .../tensorflow/tflite_session_test.cc         |  51 ++++++++++++++-
 9 files changed, 173 insertions(+), 12 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite_with_sigdef/00000123/model.tflite

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d82f3e8372d..d23025023bc 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -396,6 +396,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
         "//tensorflow_serving/servables/tensorflow/testdata:tf_text_regression",
     ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 9b4ed64131c..246284a0dad 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -591,6 +591,16 @@ def testPredictOnTfLite(self):
         specify_output=False,
         expected_version=self._GetModelVersion(self._GetTfLiteModelPath()))
 
+  def testPredictWithSignatureDefOnTfLite(self):
+    """Test saved model prediction on a TF Lite mode."""
+    model_server_address = TensorflowModelServerTest.RunServer(
+        'default', self._GetTfLiteModelWithSigDefPath(), model_type='tflite')[1]
+    self.VerifyPredictRequest(
+        model_server_address,
+        expected_output=3.0,
+        specify_output=False,
+        expected_version=self._GetModelVersion(self._GetTfLiteModelPath()))
+
   def test_tf_saved_model_save(self):
     base_path = os.path.join(self.get_temp_dir(), 'tf_saved_model_save')
     export_path = os.path.join(base_path, '00000123')
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index c2769dff8d5..9b7dad3f213 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -296,6 +296,11 @@ def _GetTfLiteModelPath(self):
     """Returns a path to a model in TF Lite format."""
     return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_tflite')
 
+  def _GetTfLiteModelWithSigDefPath(self):
+    """Returns a path to a model in TF Lite format."""
+    return os.path.join(self.testdata_dir,
+                        'saved_model_half_plus_two_tflite_with_sigdef')
+
   def _GetSessionBundlePath(self):
     """Returns a path to a model in SessionBundle format."""
     return os.path.join(self.session_bundle_testdata_dir, 'half_plus_two')
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index f34eaceddcb..fc41637464e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -339,15 +339,15 @@ cc_library(
         ":serving_session",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/synchronization",
-        "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
-        "@org_tensorflow//tensorflow/lite/core/api",
+        "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
 
@@ -364,12 +364,14 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@flatbuffers",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite:version",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index ccb85d28ac2..238d835b9d5 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -69,7 +69,10 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
+    deps = [
+        "@org_tensorflow//tensorflow:tensorflow_py",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils",
+    ],
 )
 
 filegroup(
@@ -107,6 +110,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_tflite_with_sigdef",
+    srcs = glob(
+        ["saved_model_half_plus_two_tflite_with_sigdef/**"],
+    ),
+)
+
 filegroup(
     name = "saved_model_half_plus_two_gpu_trt",
     srcs = glob(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index b2b1c3f3517..38c4794540e 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -56,6 +56,7 @@
 # This is a placeholder for a Google-internal import.
 import tensorflow.compat.v1 as tf
 
+from tensorflow.lite.tools.signature import signature_def_utils
 from tensorflow.python.lib.io import file_io
 
 FLAGS = None
@@ -155,6 +156,7 @@ def _write_mlmd(export_dir, mlmd_uuid):
 def _generate_saved_model_for_half_plus_two(export_dir,
                                             as_text=False,
                                             as_tflite=False,
+                                            as_tflite_with_sigdef=False,
                                             use_main_op=False,
                                             include_mlmd=False,
                                             device_type="cpu"):
@@ -164,6 +166,8 @@ def _generate_saved_model_for_half_plus_two(export_dir,
     export_dir: The directory to which the SavedModel should be written.
     as_text: Writes the SavedModel protocol buffer in text format to disk.
     as_tflite: Writes the Model in Tensorflow Lite format to disk.
+    as_tflite_with_sigdef: Writes the Model with SignatureDefs in Tensorflow
+      Lite format to disk.
     use_main_op: Whether to supply a main op during SavedModel build time.
     include_mlmd: Whether to include an MLMD key in the SavedModel.
     device_type: Device to force ops to run on.
@@ -198,8 +202,18 @@ def _generate_saved_model_for_half_plus_two(export_dir,
       # parse_example only works on CPU
       with tf.device("/cpu:0"):
         tf_example = tf.parse_example(serialized_tf_example, feature_configs)
-      # Use tf.identity() to assign name
-      x = tf.identity(tf_example["x"], name="x")
+
+      if as_tflite:
+        # TFLite v1 converter does not support unknown shape.
+        x = tf.ensure_shape(tf_example["x"], (1, 1), name="x")
+      else:
+        # Use tf.identity() to assign name
+        x = tf.identity(tf_example["x"], name="x")
+
+      if as_tflite_with_sigdef:
+        # Resulting TFLite model will have input named "tflite_input".
+        x = tf.ensure_shape(tf_example["x"], (1, 1), name="tflite_input")
+
       if device_type == "mkl":
         # Create a small convolution op to trigger MKL
         # The op will return 0s so this won't affect the
@@ -268,9 +282,13 @@ def _generate_saved_model_for_half_plus_two(export_dir,
     # Initialize all variables and then save the SavedModel.
     sess.run(tf.global_variables_initializer())
 
-    if as_tflite:
+    if as_tflite or as_tflite_with_sigdef:
       converter = tf.lite.TFLiteConverter.from_session(sess, [x], [y])
       tflite_model = converter.convert()
+      if as_tflite_with_sigdef:
+        k = tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
+        tflite_model = signature_def_utils.set_signature_defs(
+            tflite_model, {k: predict_signature_def})
       open(export_dir + "/model.tflite", "wb").write(tflite_model)
     else:
       if use_main_op:
@@ -330,6 +348,15 @@ def main(_):
       "dir": FLAGS.output_dir_mlmd,
   })
 
+  _generate_saved_model_for_half_plus_two(
+      FLAGS.output_dir_tflite_with_sigdef, device_type=FLAGS.device,
+      as_tflite_with_sigdef=True)
+  print("SavedModel in TFLite format with SignatureDef generated for "
+        "%(device)s at: %(dir)s " % {
+            "device": FLAGS.device,
+            "dir": FLAGS.output_dir_tflite_with_sigdef,
+        })
+
 
 if __name__ == "__main__":
   parser = argparse.ArgumentParser()
@@ -358,6 +385,12 @@ def main(_):
       type=str,
       default="/tmp/saved_model_half_plus_two_mlmd",
       help="Directory where to output the SavedModel with ML Metadata.")
+  parser.add_argument(
+      "--output_dir_tflite_with_sigdef",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_tflite_with_sigdef",
+      help=("Directory where to output model with signature def in "
+            "TensorFlow Lite format."))
   parser.add_argument(
       "--device",
       type=str,
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite_with_sigdef/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tflite_with_sigdef/00000123/model.tflite
new file mode 100644
index 0000000000000000000000000000000000000000..5485f11e1192c5c0d423d7d11cdc99dd10012d55
GIT binary patch
literal 992
zcmZuwO=}ZD7=9;RlVvS2U89zegF=xWB(11WyeJ5Q&|XBa7g<&_sVm8*?9R5$-Gj&C
zFYq9qdi3C-KcGLLhyDWbCwS5Id1hy60?zWx?7Z_n@8`^#h`f5f{Q!#_q4dQQUzVjK
zUC34?#JmI?V>(qLUxD}7dq4x&a{m`)S^D^I0k?oW*-K+nWI7t^Q65dSiHEU?t!;Xs
zF3|+81Cu0;vLZFfL`MfY%adtp&)4Cv3;c%8IdBGi2R;Fe;V%4g%?X_yB<UVK#>Lpk
z>)=kHj>3M>HluN3bd;p~g?YT$Q9VCw_{!pDpl0Dpuryng_j*RB`7|4ir-vKP@Wy_o
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zq&{E&yJ&A~Zhs9*JKHZ_-hMVsQA?wT13?LGM@8D`>Sd4HkpBQqfG+^MUi+KGNs6uQ
z^R7Fq_|*+*L7RMxtF*rgECb}9As)*3&wIi<#Fc#dpoJE0nd9G>=X$6KxtAQV@z?ga
za$EsUfn#6@JOt=(1b!bY&+B-0oy{3!jDt3a&rX-TTK6Ml^u1Gz7j)Sx%4@w7XY(zx
zVE^fzc`+yYsP)dBUTkxxr>cI`y9Y21^7$S-`&HceTZ^NGSZJR$t2j-YH(!&Fs`5=?
Gg#Q4#|BE;P

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 19f826f20b3..4bea6ef4fd5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -23,6 +23,8 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
+#include "tensorflow/lite/tools/signature/signature_def_util.h"
+#include "tensorflow/lite/util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -219,6 +221,37 @@ Status TfLiteSession::Create(string&& buffer,
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
+  SignatureDef lite_signature_def;
+  std::map<string, SignatureDef> signature_defs;
+  const auto status =
+      tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
+  if (status != Status::OK()) {
+    return errors::InvalidArgument(
+        "Invalid SignatureDefs found in TfLite model: %s",
+        status.error_message());
+  }
+  const bool has_lite_signature_def = !signature_defs.empty();
+  if (has_lite_signature_def) {
+    // TODO(b/157098128): Support multiple SignatureDefs by key.
+    if (signature_defs.size() > 1) {
+      return errors::InvalidArgument(
+          "Multiple SignatureDefs found in TfLite model: %s",
+          status.error_message());
+    }
+    lite_signature_def = signature_defs.begin()->second;
+  }
+  std::string method = kPredictMethodName;
+  std::map<std::string, std::string> tensor_to_sigdef_name;
+  if (has_lite_signature_def) {
+    method = std::string(lite_signature_def.method_name());
+    for (const auto& t : lite_signature_def.inputs()) {
+      tensor_to_sigdef_name[TfToTfLiteTensorName(t.second.name())] = t.first;
+    }
+    for (const auto& t : lite_signature_def.outputs()) {
+      tensor_to_sigdef_name[TfToTfLiteTensorName(t.second.name())] = t.first;
+    }
+  }
+
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
   std::unique_ptr<tflite::Interpreter> interpreter;
@@ -237,19 +270,37 @@ Status TfLiteSession::Create(string&& buffer,
   std::map<string, int> input_tensor_to_index;
   std::map<string, int> output_tensor_to_index;
 
-  // Build a default SignatureDef map.
-  // TODO(b/140959776): Add support to read this map from tflite model.
   signatures->clear();
   SignatureDef* sigdef = &(*signatures)[kDefaultServingSignatureDefKey];
   for (const auto& info : inputs) {
-    (*sigdef->mutable_inputs())[info.first] = info.second.first;
+    auto name = info.first;
+    if (has_lite_signature_def) {
+      auto it = tensor_to_sigdef_name.find(info.first);
+      if (it == tensor_to_sigdef_name.end()) {
+        return errors::Internal(
+            "Cannot find signature def input name from tflite input tensor",
+            name);
+      }
+      name = it->second;
+    }
+    (*sigdef->mutable_inputs())[name] = info.second.first;
     input_tensor_to_index[info.first] = info.second.second;
   }
   for (const auto& info : outputs) {
-    (*sigdef->mutable_outputs())[info.first] = info.second.first;
+    auto name = info.first;
+    if (has_lite_signature_def) {
+      auto it = tensor_to_sigdef_name.find(info.first);
+      if (it == tensor_to_sigdef_name.end()) {
+        return errors::Internal(
+            "Cannot find signature def output name from tflite output tensor",
+            name);
+      }
+      name = it->second;
+    }
+    (*sigdef->mutable_outputs())[name] = info.second.first;
     output_tensor_to_index[info.first] = info.second.second;
   }
-  sigdef->set_method_name(kPredictMethodName);
+  sigdef->set_method_name(method);
 
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 7e12e1b73fb..de97a1ba9cc 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "flatbuffers/flexbuffers.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/attr_value.pb.h"
 #include "tensorflow/core/framework/node_def.pb.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
@@ -32,6 +33,7 @@ limitations under the License.
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
@@ -128,7 +130,8 @@ tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
 // Elements of list are expected to be of `tensor_type` type. `use_flex_op`
 // sets up the model to use the `Reshape` *flex* op as opposed to using the
 // builtin `Reshape` op from TF Lite.
-string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
+string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
+                      SignatureDef* signature_def = nullptr) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
   std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
@@ -203,6 +206,19 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op) {
       builder.CreateVector(&subgraph, 1), builder.CreateString("testmodel"),
       builder.CreateVector(buffers)));
 
+  if (signature_def) {
+    std::string model_buffer = string(
+        reinterpret_cast<char*>(builder.GetBufferPointer()), builder.GetSize());
+    std::string model_buffer_with_signature_def;
+    auto model = tflite::FlatBufferModel::BuildFromModel(
+        flatbuffers::GetRoot<tflite::Model>(model_buffer.data()));
+    std::map<string, SignatureDef> signature_def_map = {
+        {kDefaultServingSignatureDefKey, *signature_def}};
+    TF_CHECK_OK(tflite::SetSignatureDefMap(model->GetModel(), signature_def_map,
+                                           &model_buffer_with_signature_def));
+    return model_buffer_with_signature_def;
+  }
+
   return string(reinterpret_cast<char*>(builder.GetBufferPointer()),
                 builder.GetSize());
 }
@@ -279,6 +295,39 @@ TEST(TfLiteSession, ThreadPoolOptions) {
   EXPECT_EQ(intra_op_threadpool.NumScheduled(), 0);
 }
 
+TEST(TfLiteSession, SimpleSignatureDef) {
+  auto test_signature_def = SignatureDef();
+  TensorInfo input_list_tensor;
+  TensorInfo input_shape_tensor;
+  TensorInfo output_tensor;
+  constexpr char kSignatureInputList[] = "input_list";
+  constexpr char kSignatureInputShape[] = "input_shape";
+  constexpr char kSignatureOutput[] = "sigdef_output";
+  *input_list_tensor.mutable_name() = absl::StrCat(kTestModelInputList, ":0");
+  *input_shape_tensor.mutable_name() = absl::StrCat(kTestModelInputShape, ":0");
+  *output_tensor.mutable_name() = absl::StrCat(kTestModelOutput, ":0");
+  *test_signature_def.mutable_method_name() = kClassifyMethodName;
+  (*test_signature_def.mutable_inputs())[kSignatureInputList] =
+      input_list_tensor;
+  (*test_signature_def.mutable_inputs())[kSignatureInputShape] =
+      input_shape_tensor;
+  (*test_signature_def.mutable_outputs())[kSignatureOutput] = output_tensor;
+  string model_bytes = BuildTestModel(
+      tflite::TensorType_STRING, /*use_flex_op=*/false, &test_signature_def);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+
+  auto sigdef = signatures[kDefaultServingSignatureDefKey];
+  ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
+            kTestModelInputList);
+  ASSERT_EQ(sigdef.inputs().at(kSignatureInputShape).name(),
+            kTestModelInputShape);
+  ASSERT_EQ(sigdef.outputs().at(kSignatureOutput).name(), kTestModelOutput);
+  ASSERT_EQ(sigdef.method_name(), kClassifyMethodName);
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.

From c1a2a5bef026634604c1da6b7d08b4d4d6ae99e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 May 2020 18:02:48 -0700
Subject: [PATCH 3846/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64c28b95-6d5f-43b7-a18f-9662c72395b9

PiperOrigin-RevId: 312775753
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3db19928936..bebef3325e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1bb13e1b98c123880cff699ddeee376dca61c4383e68eee93915727a563a5c1e",
-    git_commit = "06c671cde8970541f3a8ef7604502adf9d4e5099",
+    sha256 = "2830a324f599d01b26d5fe07b4e22ae8f92aad01e002154abbd161e6b64e3ad9",
+    git_commit = "ed39014cf6c7e0fcd7a08ce445a52ec27949c251",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b69b8e51c9bc57e858f079a707547b8f4adc968d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 May 2020 00:02:46 -0700
Subject: [PATCH 3847/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb1530c4-104a-4772-baa3-1027e73f7445

PiperOrigin-RevId: 312803218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bebef3325e4..b12097abe7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2830a324f599d01b26d5fe07b4e22ae8f92aad01e002154abbd161e6b64e3ad9",
-    git_commit = "ed39014cf6c7e0fcd7a08ce445a52ec27949c251",
+    sha256 = "2659261fe7f6aaa361725be19fd65637d85e1d639807f2e989669c7b9ba52f5f",
+    git_commit = "dade83541f5d009e7d3a52191837f3fb3a1fd8ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 16aab9336d28218962590459f0c2c1f964a40c3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 May 2020 06:02:36 -0700
Subject: [PATCH 3848/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9231ad7d-4854-4438-bee7-647162cd17b5

PiperOrigin-RevId: 312825075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b12097abe7c..5c313bcbcaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2659261fe7f6aaa361725be19fd65637d85e1d639807f2e989669c7b9ba52f5f",
-    git_commit = "dade83541f5d009e7d3a52191837f3fb3a1fd8ae",
+    sha256 = "00ed00ce0e02519ea92df29dfb235bfb302f6e1d054817d54b0fe4b27f6e9c0b",
+    git_commit = "f8c0e68a8aa5d575a19129ec67c9ed6262652082",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a3d7c04037ddc01ae574398397e10ae9e7bd364f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 May 2020 12:02:35 -0700
Subject: [PATCH 3849/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/035e8c8b-e1c0-496a-8118-cb0ec2a65ca1

PiperOrigin-RevId: 312846903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c313bcbcaa..c48a1812f36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00ed00ce0e02519ea92df29dfb235bfb302f6e1d054817d54b0fe4b27f6e9c0b",
-    git_commit = "f8c0e68a8aa5d575a19129ec67c9ed6262652082",
+    sha256 = "8dd1dfa847e1221afbb159fd081b8d3e47ec93d17ef87b3ca8114c4d8dac8ae7",
+    git_commit = "29fb4d12a7e3443128f7300e52e346d3629b75a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 88df8d7164e0d297f5949845c820bad7a9596651 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 May 2020 18:02:28 -0700
Subject: [PATCH 3850/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43f7bd73-3ebc-40ee-9548-ff0f96fc59d9

PiperOrigin-RevId: 312868125
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c48a1812f36..61c9ad89ca6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dd1dfa847e1221afbb159fd081b8d3e47ec93d17ef87b3ca8114c4d8dac8ae7",
-    git_commit = "29fb4d12a7e3443128f7300e52e346d3629b75a9",
+    sha256 = "2f28768012de14b5710863e42d76c95890c90428976aa42fc064ad0a3d15a7a3",
+    git_commit = "e9654dfbc94632bf24252bdde2cc5a56dc92cb9e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 378235bfe5c317adf2a4b9801ba589fdecb61b37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 May 2020 00:02:41 -0700
Subject: [PATCH 3851/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9c96144-9957-41d2-85ed-0c13e052bc9c

PiperOrigin-RevId: 312887802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61c9ad89ca6..77c5818b286 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f28768012de14b5710863e42d76c95890c90428976aa42fc064ad0a3d15a7a3",
-    git_commit = "e9654dfbc94632bf24252bdde2cc5a56dc92cb9e",
+    sha256 = "4231b8fd86024c201454840fd98a49544a5b7ea61ff7e6ea1ba91fa14ce1bd74",
+    git_commit = "2544e4e277c7142a5a803558ffd1e7dc27d3c1c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f06838773f5a7e51ed217f252ff5d49ae81b34bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 May 2020 06:02:28 -0700
Subject: [PATCH 3852/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6360b506-c10e-47f9-9510-d29e3d3d60af

PiperOrigin-RevId: 312905881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77c5818b286..bc40e6cfd75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4231b8fd86024c201454840fd98a49544a5b7ea61ff7e6ea1ba91fa14ce1bd74",
-    git_commit = "2544e4e277c7142a5a803558ffd1e7dc27d3c1c2",
+    sha256 = "ae80158660ce4d7854b76a2b9032961e3fba05e26493e93a35740b008afb4c6d",
+    git_commit = "73b9acd1438857c12798e56cdb2b8bf5fd94c878",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 830f166a7bdf571bfe378238c09823de46863a73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 May 2020 12:02:20 -0700
Subject: [PATCH 3853/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c6a2508-f95d-4115-9f9a-77d33d1f1901

PiperOrigin-RevId: 312922802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc40e6cfd75..dd3d666d756 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae80158660ce4d7854b76a2b9032961e3fba05e26493e93a35740b008afb4c6d",
-    git_commit = "73b9acd1438857c12798e56cdb2b8bf5fd94c878",
+    sha256 = "f692d1a5cee4ee6916891337efec1122622fadb96598feecf54a5858695d7991",
+    git_commit = "df5e319d05778e6773e7703dc61fa6baaf4fe3b3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 93a8a3e65bf532fe26b05bac542e0e18b2b7a61f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 May 2020 18:02:19 -0700
Subject: [PATCH 3854/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09531b64-6d2e-4414-9f41-12851fe8b3f0

PiperOrigin-RevId: 312940230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd3d666d756..d83820053c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f692d1a5cee4ee6916891337efec1122622fadb96598feecf54a5858695d7991",
-    git_commit = "df5e319d05778e6773e7703dc61fa6baaf4fe3b3",
+    sha256 = "f1c60e08ed502b63b17b48a42d4eaffd55fcf38d0ef71ead72e5d8dfc631f213",
+    git_commit = "144b3dc7902c05078341b1942fd1312a28f15003",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b45cb0574086475168e252cfcb352721b1cc108c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 May 2020 00:03:00 -0700
Subject: [PATCH 3855/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa123bd6-dc58-4b88-8602-53ab2aa0812e

PiperOrigin-RevId: 312957203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d83820053c6..8c95016eecb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1c60e08ed502b63b17b48a42d4eaffd55fcf38d0ef71ead72e5d8dfc631f213",
-    git_commit = "144b3dc7902c05078341b1942fd1312a28f15003",
+    sha256 = "6ee488d91070351a4282b144e4e82327cde7e5edc02cf010e87342bdf0a64ab5",
+    git_commit = "c76a8d14b1465710618e3262ef7c84bc4677b152",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0bb076ee1c13f65e267573437a5174c70e6eaaf8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 May 2020 06:02:22 -0700
Subject: [PATCH 3856/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d652f63-373a-4c7c-8e45-93309b64da49

PiperOrigin-RevId: 312974743
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c95016eecb..30fe9ecfdb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ee488d91070351a4282b144e4e82327cde7e5edc02cf010e87342bdf0a64ab5",
-    git_commit = "c76a8d14b1465710618e3262ef7c84bc4677b152",
+    sha256 = "09110b086ef5adb7ae7deba6843a94143ead5950fe043863c689857337288ed9",
+    git_commit = "1727b70d6ad5a58377588786d704c68bac511db5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8fd9c71d4372e1295ceaeaa9cea4ed4f99a6b971 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 May 2020 18:02:34 -0700
Subject: [PATCH 3857/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2fa7e00f-58f6-4925-b9a0-3e2c8805e74e

PiperOrigin-RevId: 313010510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30fe9ecfdb7..8cadd184498 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09110b086ef5adb7ae7deba6843a94143ead5950fe043863c689857337288ed9",
-    git_commit = "1727b70d6ad5a58377588786d704c68bac511db5",
+    sha256 = "7233eb7a8a95390d31c3029ab4a870b515b023d75981b6c8c0a5f5ddf86b6677",
+    git_commit = "a1f496664ed89e7c23072093cdccef739c2f8014",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 99dfd14c11cfd500ff3beda0c8f1b99094e9d88d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 May 2020 00:02:41 -0700
Subject: [PATCH 3858/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f962830-b19b-409b-b10a-c3945b5cef79

PiperOrigin-RevId: 313033436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cadd184498..be526f650f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7233eb7a8a95390d31c3029ab4a870b515b023d75981b6c8c0a5f5ddf86b6677",
-    git_commit = "a1f496664ed89e7c23072093cdccef739c2f8014",
+    sha256 = "3ce773a1fac2f246930250ced0db4d84f8703f0b9aef072dcb8d8b475d4e55bb",
+    git_commit = "2cc80a74f239817971b1e8669fa2d597ffde2cff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0d8883f10965ec32a77ea2527fcd40dedf649cca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 May 2020 06:02:31 -0700
Subject: [PATCH 3859/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e4fbe6a9-a0bf-4f2c-8de8-02e041e84971

PiperOrigin-RevId: 313065266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be526f650f0..3eb5343e734 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ce773a1fac2f246930250ced0db4d84f8703f0b9aef072dcb8d8b475d4e55bb",
-    git_commit = "2cc80a74f239817971b1e8669fa2d597ffde2cff",
+    sha256 = "a87d1dc130982d759dc73d041b39c6a219b0e405d9d610d72b936f7ab3915a04",
+    git_commit = "bdef91bcfff2ff27e6745262f867624e237d8c96",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From edd795177d9fe3975861576c42898a2312e69e78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 May 2020 12:02:27 -0700
Subject: [PATCH 3860/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ebc329ea-2230-47c6-867a-598f6eb2bcaa

PiperOrigin-RevId: 313093741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3eb5343e734..0822249dad3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a87d1dc130982d759dc73d041b39c6a219b0e405d9d610d72b936f7ab3915a04",
-    git_commit = "bdef91bcfff2ff27e6745262f867624e237d8c96",
+    sha256 = "12dbcbb00f7333b6caa6ca6429513f34ae979f36ea839615e0b84d613725ceb9",
+    git_commit = "19e90f75441f7cd3e6521fbeea8143f09a5b1560",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 970ad480e908013c35ee3e2c677a22f409819ec0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 May 2020 18:02:33 -0700
Subject: [PATCH 3861/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9dda481-be7c-447a-9b3c-c02f982fab60

PiperOrigin-RevId: 313115427
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0822249dad3..e1f3bd9218c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12dbcbb00f7333b6caa6ca6429513f34ae979f36ea839615e0b84d613725ceb9",
-    git_commit = "19e90f75441f7cd3e6521fbeea8143f09a5b1560",
+    sha256 = "917b1a5de353e046c5276b884b20e4ee4d5ccfbd12497fc92a6d41d6bf08e439",
+    git_commit = "291125835ea056c6a1621d9fd83054178e5eaedc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7e380f818f795c4887008799bba104b6930c043c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 May 2020 00:02:36 -0700
Subject: [PATCH 3862/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd1f212c-055a-4940-93fe-b5022000a2b2

PiperOrigin-RevId: 313140386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1f3bd9218c..8152618c2bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "917b1a5de353e046c5276b884b20e4ee4d5ccfbd12497fc92a6d41d6bf08e439",
-    git_commit = "291125835ea056c6a1621d9fd83054178e5eaedc",
+    sha256 = "3772702e54bd4985c229e55a7386970742827c548e1213db7cd4d5082019ddbc",
+    git_commit = "7b48dab3ac85a79921f29bd093cedda8ab09e213",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4bb43faf10263ee773e3fdd337d16b963210b96c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 May 2020 06:02:27 -0700
Subject: [PATCH 3863/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/89cc25f8-481a-4bd7-bbd2-1d78b49eee74

PiperOrigin-RevId: 313175942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8152618c2bf..b5ea32b4577 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3772702e54bd4985c229e55a7386970742827c548e1213db7cd4d5082019ddbc",
-    git_commit = "7b48dab3ac85a79921f29bd093cedda8ab09e213",
+    sha256 = "597efb2dad888343ffc703b30737ded934dd7bdaa41ede3d62eb8fecd19a00a3",
+    git_commit = "e3e0ba57815094e58c6df16ef1b68281418bf4a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 313c02eb5e6af7df33edb7ab3a1bfaf628eef1d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 May 2020 12:02:20 -0700
Subject: [PATCH 3864/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54e0aca2-b77d-4769-b772-9710bc68a231

PiperOrigin-RevId: 313240313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5ea32b4577..1025dfbd4ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "597efb2dad888343ffc703b30737ded934dd7bdaa41ede3d62eb8fecd19a00a3",
-    git_commit = "e3e0ba57815094e58c6df16ef1b68281418bf4a6",
+    sha256 = "3e761cc9d723c0a3111c051315317927b134740e3baa75251513acc1c508c31b",
+    git_commit = "a3aec8d37ec6dcd7e82a68067162f492be00944f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 22ea5f1ef7d63b9b03d2be53ed7f9dade5a9f389 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 May 2020 18:02:16 -0700
Subject: [PATCH 3865/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3b0a673-7455-48e7-9b0e-6d7908c17212

PiperOrigin-RevId: 313303386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1025dfbd4ea..05db6cd1a21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e761cc9d723c0a3111c051315317927b134740e3baa75251513acc1c508c31b",
-    git_commit = "a3aec8d37ec6dcd7e82a68067162f492be00944f",
+    sha256 = "abcf2e87b64ed3b9b8b0a082b097368705c6a5fe8528cab1accbbef54f9cf209",
+    git_commit = "1de7105aeb3358a290f09c3ee46c5fe760a90c75",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2c545d27543efed521db15f6bbea5171cbe69b79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 May 2020 00:02:34 -0700
Subject: [PATCH 3866/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af65a5c4-76e1-44b0-b0bf-1733ba1f109c

PiperOrigin-RevId: 313339130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05db6cd1a21..4e91268eb41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abcf2e87b64ed3b9b8b0a082b097368705c6a5fe8528cab1accbbef54f9cf209",
-    git_commit = "1de7105aeb3358a290f09c3ee46c5fe760a90c75",
+    sha256 = "6911cda1084a41f1e9d1b7bf714e4aacc8cbe9542b19a7d6d1c47b0a882becc1",
+    git_commit = "8f31b06f53b92cdd172587dc3300e23c846d1973",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 954ea5cbbb3b5e57364ff662e53b352b4c8ef33f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 May 2020 06:02:29 -0700
Subject: [PATCH 3867/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f5545b9-27f8-4f11-8461-05156bbd401c

PiperOrigin-RevId: 313374464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e91268eb41..b1910b56337 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6911cda1084a41f1e9d1b7bf714e4aacc8cbe9542b19a7d6d1c47b0a882becc1",
-    git_commit = "8f31b06f53b92cdd172587dc3300e23c846d1973",
+    sha256 = "3b2439b3da30098258984b2cc22d441063b2ac6579349431aba09b3dfc33c6bf",
+    git_commit = "9b7b8f16f38ad06ef0efde4168fad2c482626a4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 432f21130def606c6d6837e59536fb0e771b34e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 May 2020 12:02:35 -0700
Subject: [PATCH 3868/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0c9874e-11ac-40e3-8f9c-fa60a87a0c24

PiperOrigin-RevId: 313435713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1910b56337..e81c1c79d7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b2439b3da30098258984b2cc22d441063b2ac6579349431aba09b3dfc33c6bf",
-    git_commit = "9b7b8f16f38ad06ef0efde4168fad2c482626a4a",
+    sha256 = "19724263c27b7f01dcb47efc2f102c51bc981ec92e6db000487b79ca01be803b",
+    git_commit = "be4d17c088b8c8121f7a3655f5b01af5e3eab573",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7a4fac3c483d8ddfc47219b4763711f7bbf57087 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 May 2020 18:02:32 -0700
Subject: [PATCH 3869/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd828af9-4cff-4473-9f26-4eaebc3fb0d7

PiperOrigin-RevId: 313500085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e81c1c79d7b..24615648668 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19724263c27b7f01dcb47efc2f102c51bc981ec92e6db000487b79ca01be803b",
-    git_commit = "be4d17c088b8c8121f7a3655f5b01af5e3eab573",
+    sha256 = "baaf61b20617de3da74723560d9c806702f479abfcde2b9daff757883b2c8d52",
+    git_commit = "ad8a4e1bdaf172a6490552c0bb072207fbaf08c0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a17b89484c43b35c31c3dbdadbf3d3f524bd367f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 May 2020 00:02:52 -0700
Subject: [PATCH 3870/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bca09314-7338-4852-be79-6e42ec856ba5

PiperOrigin-RevId: 313536652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24615648668..c379acf3de9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baaf61b20617de3da74723560d9c806702f479abfcde2b9daff757883b2c8d52",
-    git_commit = "ad8a4e1bdaf172a6490552c0bb072207fbaf08c0",
+    sha256 = "14efe52a02453e3503d03c0ed760a0f8d89d435183e1e1bd5b1af61dd0262958",
+    git_commit = "dedac5053f1ca2d6a7820e330714e50d2d724cee",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e9d14228303e824e5740b17d8a86efa8998bac1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 May 2020 06:02:31 -0700
Subject: [PATCH 3871/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ba3d22b-57a4-45a2-853a-f036f0cbc760

PiperOrigin-RevId: 313572470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c379acf3de9..ce2bc0324cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "14efe52a02453e3503d03c0ed760a0f8d89d435183e1e1bd5b1af61dd0262958",
-    git_commit = "dedac5053f1ca2d6a7820e330714e50d2d724cee",
+    sha256 = "dbbde00e7044c5b8788ea36ad78075ea8ae5e9f2c9581034725e240de220e5f5",
+    git_commit = "2217251dfa78bf1c935452ddc682ef1cb873242a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 338226a5adcf9d256a1567fdff39c1164b329058 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 May 2020 12:02:50 -0700
Subject: [PATCH 3872/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc76c10b-df34-4183-ac6b-23528ba9cb2e

PiperOrigin-RevId: 313632706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce2bc0324cd..382390f7788 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbbde00e7044c5b8788ea36ad78075ea8ae5e9f2c9581034725e240de220e5f5",
-    git_commit = "2217251dfa78bf1c935452ddc682ef1cb873242a",
+    sha256 = "f7e2adc9f8d71cfe2edebb7211c5ba55ef72228b6f7a03d69726db824958c8ec",
+    git_commit = "3883662dafd32c04cfc7a75df98a4e64782508ea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c32ebd5e9f09828c80413ca989b99e8544502c1a Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 28 May 2020 14:42:18 -0700
Subject: [PATCH 3873/8103] Update ICU library to include knowledge of built-in
 data files.

PiperOrigin-RevId: 313662726
---
 tensorflow_serving/workspace.bzl |  2 +
 third_party/icu/BUILD            |  3 +-
 third_party/icu/README           | 30 +++++++++++++++
 third_party/icu/data.patch       | 65 ++++++++++++++++++++++++++++++++
 4 files changed, 98 insertions(+), 2 deletions(-)
 create mode 100644 third_party/icu/README
 create mode 100644 third_party/icu/data.patch

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index ee58c331150..77a06e8288b 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -54,6 +54,8 @@ def tf_serving_workspace():
             "https://github.com/unicode-org/icu/archive/release-64-2.zip",
         ],
         build_file = "//third_party/icu:BUILD",
+        patches = ["//third_party/icu:data.patch"],
+        patch_args = ["-p1", "-s"],
     )
 
     # ===== Pin `com_google_absl` with the same version(and patch) with Tensorflow.
diff --git a/third_party/icu/BUILD b/third_party/icu/BUILD
index 8faf6c6b72c..7749dda07e5 100644
--- a/third_party/icu/BUILD
+++ b/third_party/icu/BUILD
@@ -56,10 +56,9 @@ cc_library(
     ]),
     copts = [
         "-DU_COMMON_IMPLEMENTATION",
-        "-ffunction-sections",
-        "-fdata-sections",
     ] + select({
         ":android": [
+            "-fdata-sections",
             "-DU_HAVE_NL_LANGINFO_CODESET=0",
             "-Wno-deprecated-declarations",
         ],
diff --git a/third_party/icu/README b/third_party/icu/README
new file mode 100644
index 00000000000..b16b693a343
--- /dev/null
+++ b/third_party/icu/README
@@ -0,0 +1,30 @@
+ICU currently does not have public BUILD files for Bazel, so we've created
+our own based upon the currently downloaded version of Bazel. This BUILD
+is similar to the one used in TensorFlow and TF Text.
+
+TensorFlow and TF Text also patch Bazel to include data files necessary
+which are not a part of the core release, but are built into the code. This
+patch file is a combination of the two. Below are the steps to generate:
+1.  Checkout ICU and update to the correct version.
+    `cd /tmp`
+    `git clone https://github.com/unicode-org/icu.git`
+    `git checkout release-64-2`
+2.  Apply TF Text patch.
+    `cp third_party/tensorflow_text/oss_scripts/third_party/icu/udata.patch.oss /tmp/icu`
+    `patch -p1 < udata.patch.oss`
+3.  Copy the files and stash the changes.
+    `git status`
+    `cp icu4c/source/common/udata.cpp ..`
+    `cp icu4c/source/common/unicode/uconfig.h ..`
+    `git stash`
+4.  Apply TF patch.
+    `cp third_party/tensorflow/third_party/icu/udata.patch.oss /tmp/icu`
+    `patch -p1 < udate.patch.oss`
+5.  Combine changes.
+    `git add . && git commit -m .`
+    `git stash pop`
+    < resolve differences with vim >
+    `git add .`
+    `git reset HEAD^`
+6.  Generate new patch file.
+    `git diff > icu.data.patch`
diff --git a/third_party/icu/data.patch b/third_party/icu/data.patch
new file mode 100644
index 00000000000..bcea58afeee
--- /dev/null
+++ b/third_party/icu/data.patch
@@ -0,0 +1,65 @@
+--- a/icu4c/source/common/udata.cpp
++++ b/icu4c/source/common/udata.cpp
+@@ -18,11 +18,10 @@
+ 
+ #include "unicode/utypes.h"  /* U_PLATFORM etc. */
+ 
+-#ifdef __GNUC__
+-/* if gcc
+-#define ATTRIBUTE_WEAK __attribute__ ((weak))
+-might have to #include some other header
+-*/
++#if defined(__GNUC__) || defined(__SUNPRO_CC)
++#  define ATTRIBUTE_WEAK __attribute__ ((weak))
++#else
++#  define ATTRIBUTE_WEAK
+ #endif
+ 
+ #include "unicode/putil.h"
+@@ -649,10 +648,10 @@ extern "C" const DataHeader U_DATA_API U_ICUDATA_ENTRY_POINT;
+  * partial-data-library access functions where each returns a pointer
+  * to its data package, if it is linked in.
+  */
+-/*
+-extern const void *uprv_getICUData_collation(void) ATTRIBUTE_WEAK;
+-extern const void *uprv_getICUData_conversion(void) ATTRIBUTE_WEAK;
+-*/
++U_CDECL_BEGIN
++const void *uprv_getICUData_conversion(void) ATTRIBUTE_WEAK;
++const void *uprv_getICUData_other(void) ATTRIBUTE_WEAK;
++U_CDECL_END
+ 
+ /*----------------------------------------------------------------------*
+  *                                                                      *
+@@ -709,11 +708,14 @@ openCommonData(const char *path,          /*  Path from OpenChoice?          */
+         /*
+         if (uprv_getICUData_collation) {
+             setCommonICUDataPointer(uprv_getICUData_collation(), FALSE, pErrorCode);
++        }*/
++        if (uprv_getICUData_other) {
++            setCommonICUDataPointer(uprv_getICUData_other(), FALSE, pErrorCode);
+         }
+         if (uprv_getICUData_conversion) {
+             setCommonICUDataPointer(uprv_getICUData_conversion(), FALSE, pErrorCode);
+         }
+-        */
++
+ #if U_PLATFORM_HAS_WINUWP_API == 0 // Windows UWP Platform does not support dll icu data at this time
+         setCommonICUDataPointer(&U_ICUDATA_ENTRY_POINT, FALSE, pErrorCode);
+         {
+diff --git a/icu4c/source/common/unicode/uconfig.h b/icu4c/source/common/unicode/uconfig.h
+index e61eb5795c..95c43f2334 100644
+--- a/icu4c/source/common/unicode/uconfig.h
++++ b/icu4c/source/common/unicode/uconfig.h
+@@ -55,6 +55,11 @@
+ #include "uconfig_local.h"
+ #endif
+ 
++// Tensorflow is statically linked on all platforms.
++#ifndef U_STATIC_IMPLEMENTATION
++#define U_STATIC_IMPLEMENTATION
++#endif
++
+ /**
+  * \def U_DEBUG
+  * Determines whether to include debugging code.
\ No newline at end of file

From 3df036223b66738de1b873e9b163230fb7661cb4 Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Thu, 28 May 2020 15:22:06 -0700
Subject: [PATCH 3874/8103] Adds support for version labels in HTTP REST API

Fixes #1555

PiperOrigin-RevId: 313670021
---
 tensorflow_serving/g3doc/api_rest.md          |  22 +--
 tensorflow_serving/g3doc/serving_config.md    |  20 ++-
 .../model_servers/http_rest_api_handler.cc    | 158 +++++++++++-------
 .../model_servers/http_rest_api_handler.h     |  43 +++--
 .../http_rest_api_handler_test.cc             |  90 +++++++++-
 5 files changed, 233 insertions(+), 100 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index fa3a648cc12..b3d6875f8c1 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -27,11 +27,11 @@ gRPC API. It returns the status of a model in the ModelServer.
 ### URL
 
 ```
-GET http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]
+GET http://host:port/v1/models/${MODEL_NAME}[/versions/${VERSION}|/labels/${LABEL}]
 ```
 
-`/versions/${MODEL_VERSION}` is optional. If omitted status for all versions is
-returned in the response.
+Including `/versions/${VERSION}` or `/labels/${LABEL}` is optional. If omitted
+status for all versions is returned in the response.
 
 ### Response format
 
@@ -48,11 +48,11 @@ gRPC API. It returns the metadata of a model in the ModelServer.
 ### URL
 
 ```
-GET http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]/metadata
+GET http://host:port/v1/models/${MODEL_NAME}[/versions/${VERSION}|/labels/${LABEL}]/metadata
 ```
 
-`/versions/${MODEL_VERSION}` is optional. If omitted the model metadata for
-the latest version is returned in the response.
+Including `/versions/${VERSION}` or `/labels/${LABEL}` is optional. If omitted
+the model metadata for the latest version is returned in the response.
 
 ### Response format
 
@@ -69,10 +69,11 @@ gRPC API.
 ### URL
 
 ```
-POST http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]:(classify|regress)
+POST http://host:port/v1/models/${MODEL_NAME}[/versions/${VERSION}|/labels/${LABEL}]:(classify|regress)
 ```
 
-`/versions/${MODEL_VERSION}` is optional. If omitted the latest version is used.
+Including `/versions/${VERSION}` or `/labels/${LABEL}` is optional. If omitted
+the latest version is used.
 
 ### Request format
 
@@ -165,10 +166,11 @@ gRPC API.
 ### URL
 
 ```
-POST http://host:port/v1/models/${MODEL_NAME}[/versions/${MODEL_VERSION}]:predict
+POST http://host:port/v1/models/${MODEL_NAME}[/versions/${VERSION}|/labels/${LABEL}]:predict
 ```
 
-`/versions/${MODEL_VERSION}` is optional. If omitted the latest version is used.
+Including `/versions/${VERSION}` or `/labels/${LABEL}` is optional. If omitted
+the latest version is used.
 
 ### Request format
 
diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 35a79b0970a..93ea3fbdf83 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -128,17 +128,13 @@ model_version_policy {
 
 ### Assigning String Labels to Model Versions, To Simplify Canary and Rollback
 
-_Note: This feature is only available in the gRPC API surface - if you're using
-REST API you cannot specify version labels._
-
 Sometimes it's helpful to add a level of indirection to model versions. Instead
 of letting all of your clients know that they should be querying version 42, you
 can assign an alias such as "stable" to whichever version is currently the one
 clients should query. If you want to redirect a slice of traffic to a tentative
 canary model version, you can use a second alias "canary".
 
-If you're using the gRPC API surface, you can configure these model version
-aliases, or labels, like so:
+You can configure these model version aliases, or labels, like so:
 
 ```proto
 model_version_policy {
@@ -212,6 +208,20 @@ if you would like to move a label from pointing to version N to version N+1, you
 may first submit a config containing version N and N+1, and then submit a config
 that contains version N+1, the label pointing to N+1 and no version N.
 
+#### REST Usage
+
+If you're using the REST API surface to make inference requests, instead of
+using
+
+`/v1/models/<model name>/versions/<version number>`
+
+simply request a version using a label by structuring your request path like so
+
+`/v1/models/<model name>/labels/<version label>`.
+
+Note that version label is restricted to a sequence of Word characters, composed
+of alphanumeral characters and underscores (i.e. `[a-zA-Z0-9_]+`).
+
 ## Monitoring Configuration
 
 You may provide a monitoring configuration to the server by using the
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index c453eb0804b..64f8c0dc232 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -23,10 +23,12 @@ limitations under the License.
 #include "absl/strings/numbers.h"
 #include "absl/strings/str_cat.h"
 #include "absl/strings/str_replace.h"
+#include "absl/strings/string_view.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
@@ -55,9 +57,9 @@ HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
       core_(core),
       predictor_(new TensorflowPredictor()),
       prediction_api_regex_(
-          R"((?i)/v1/models/([^/:]+)(?:/versions/(\d+))?:(classify|regress|predict))"),
+          R"((?i)/v1/models/([^/:]+)(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?:(classify|regress|predict))"),
       modelstatus_api_regex_(
-          R"((?i)/v1/models(?:/([^/:]+))?(?:/versions/(\d+))?(?:\/(metadata))?)") {
+          R"((?i)/v1/models(?:/([^/:]+))?(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?(?:\/(metadata))?)") {
 }
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
@@ -68,6 +70,29 @@ void AddHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Content-Type", "application/json"});
 }
 
+Status FillModelSpecWithNameVersionAndLabel(
+    const absl::string_view model_name,
+    const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view> model_version_label,
+    ::tensorflow::serving::ModelSpec* model_spec) {
+  model_spec->set_name(string(model_name));
+
+  if (model_version.has_value() && model_version_label.has_value()) {
+    return errors::InvalidArgument(
+        "Both model version (", model_version.value(),
+        ") and model version label (", model_version_label.value(),
+        ") cannot be supplied.");
+  }
+
+  if (model_version.has_value()) {
+    model_spec->mutable_version()->set_value(model_version.value());
+  }
+  if (model_version_label.has_value()) {
+    model_spec->set_version_label(string(model_version_label.value()));
+  }
+  return Status::OK();
+}
+
 }  // namespace
 
 Status HttpRestApiHandler::ProcessRequest(
@@ -79,41 +104,57 @@ Status HttpRestApiHandler::ProcessRequest(
   AddHeaders(headers);
   string model_name;
   string model_version_str;
+  string model_version_label_str;
   string method;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
-  if (http_method == "POST" &&
-      RE2::FullMatch(string(request_path), prediction_api_regex_, &model_name,
-                     &model_version_str, &method)) {
-    absl::optional<int64> model_version;
-    if (!model_version_str.empty()) {
-      int64 version;
-      if (!absl::SimpleAtoi(model_version_str, &version)) {
-        return errors::InvalidArgument(
-            "Failed to convert version: ", model_version_str, " to numeric.");
-      }
-      model_version = version;
+
+  // Parse request parameters
+  bool parse_successful = false;
+  if (http_method == "POST") {
+    parse_successful =
+        RE2::FullMatch(string(request_path), prediction_api_regex_, &model_name,
+                       &model_version_str, &model_version_label_str, &method);
+  } else if (http_method == "GET") {
+    parse_successful = RE2::FullMatch(
+        string(request_path), modelstatus_api_regex_, &model_name,
+        &model_version_str, &model_version_label_str, &model_subresource);
+  }
+
+  absl::optional<int64> model_version;
+  absl::optional<absl::string_view> model_version_label;
+  if (!model_version_str.empty()) {
+    int64 version;
+    if (!absl::SimpleAtoi(model_version_str, &version)) {
+      return errors::InvalidArgument(
+          "Failed to convert version: ", model_version_str, " to numeric.");
     }
+    model_version = version;
+  }
+  if (!model_version_label_str.empty()) {
+    model_version_label = model_version_label_str;
+  }
+
+  // Dispatch request to appropriate processor
+  if (http_method == "POST" && parse_successful) {
     if (method == "classify") {
-      status = ProcessClassifyRequest(model_name, model_version, request_body,
-                                      output);
+      status = ProcessClassifyRequest(
+          model_name, model_version, model_version_label, request_body, output);
     } else if (method == "regress") {
-      status = ProcessRegressRequest(model_name, model_version, request_body,
-                                     output);
+      status = ProcessRegressRequest(model_name, model_version,
+                                     model_version_label, request_body, output);
     } else if (method == "predict") {
-      status = ProcessPredictRequest(model_name, model_version, request_body,
-                                     output);
+      status = ProcessPredictRequest(model_name, model_version,
+                                     model_version_label, request_body, output);
     }
-  } else if (http_method == "GET" &&
-             RE2::FullMatch(string(request_path), modelstatus_api_regex_,
-                            &model_name, &model_version_str,
-                            &model_subresource)) {
+  } else if (http_method == "GET" && parse_successful) {
     if (!model_subresource.empty() && model_subresource == "metadata") {
-      status =
-          ProcessModelMetadataRequest(model_name, model_version_str, output);
+      status = ProcessModelMetadataRequest(model_name, model_version,
+                                           model_version_label, output);
     } else {
-      status = ProcessModelStatusRequest(model_name, model_version_str, output);
+      status = ProcessModelStatusRequest(model_name, model_version,
+                                         model_version_label, output);
     }
   }
 
@@ -124,13 +165,12 @@ Status HttpRestApiHandler::ProcessRequest(
 Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   ClassificationRequest request;
-  request.mutable_model_spec()->set_name(string(model_name));
-  if (model_version.has_value()) {
-    request.mutable_model_spec()->mutable_version()->set_value(
-        model_version.value());
-  }
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request.mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, &request));
 
   ClassificationResponse response;
@@ -144,13 +184,12 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
 Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   RegressionRequest request;
-  request.mutable_model_spec()->set_name(string(model_name));
-  if (model_version.has_value()) {
-    request.mutable_model_spec()->mutable_version()->set_value(
-        model_version.value());
-  }
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request.mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, &request));
 
   RegressionResponse response;
@@ -163,13 +202,13 @@ Status HttpRestApiHandler::ProcessRegressRequest(
 Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   PredictRequest request;
-  request.mutable_model_spec()->set_name(string(model_name));
-  if (model_version.has_value()) {
-    request.mutable_model_spec()->mutable_version()->set_value(
-        model_version.value());
-  }
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request.mutable_model_spec()));
+
   JsonPredictRequestFormat format;
   TF_RETURN_IF_ERROR(FillPredictRequestFromJson(
       request_body,
@@ -188,22 +227,19 @@ Status HttpRestApiHandler::ProcessPredictRequest(
 
 Status HttpRestApiHandler::ProcessModelStatusRequest(
     const absl::string_view model_name,
-    const absl::string_view model_version_str, string* output) {
-  GetModelStatusRequest request;
+    const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    string* output) {
   // We do not yet support returning status of all models
   // to be in-sync with the gRPC GetModelStatus API.
   if (model_name.empty()) {
     return errors::InvalidArgument("Missing model name in request.");
   }
-  request.mutable_model_spec()->set_name(string(model_name));
-  if (!model_version_str.empty()) {
-    int64 version;
-    if (!absl::SimpleAtoi(model_version_str, &version)) {
-      return errors::InvalidArgument(
-          "Failed to convert version: ", model_version_str, " to numeric.");
-    }
-    request.mutable_model_spec()->mutable_version()->set_value(version);
-  }
+
+  GetModelStatusRequest request;
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request.mutable_model_spec()));
 
   GetModelStatusResponse response;
   TF_RETURN_IF_ERROR(
@@ -222,22 +258,18 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
 
 Status HttpRestApiHandler::ProcessModelMetadataRequest(
     const absl::string_view model_name,
-    const absl::string_view model_version_str, string* output) {
-  GetModelMetadataRequest request;
+    const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    string* output) {
   if (model_name.empty()) {
     return errors::InvalidArgument("Missing model name in request.");
   }
-  request.mutable_model_spec()->set_name(string(model_name));
+  GetModelMetadataRequest request;
   // We currently only support the kSignatureDef metadata field
   request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
-  if (!model_version_str.empty()) {
-    int64 version;
-    if (!absl::SimpleAtoi(model_version_str, &version)) {
-      return errors::InvalidArgument(
-          "Failed to convert version: ", model_version_str, " to numeric.");
-    }
-    request.mutable_model_spec()->mutable_version()->set_value(version);
-  }
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request.mutable_model_spec()));
 
   GetModelMetadataResponse response;
   TF_RETURN_IF_ERROR(
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 442d3bd9a34..840b0bad3a0 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -85,24 +85,31 @@ class HttpRestApiHandler {
                         string* output);
 
  private:
-  Status ProcessClassifyRequest(const absl::string_view model_name,
-                                const absl::optional<int64>& model_version,
-                                const absl::string_view request_body,
-                                string* output);
-  Status ProcessRegressRequest(const absl::string_view model_name,
-                               const absl::optional<int64>& model_version,
-                               const absl::string_view request_body,
-                               string* output);
-  Status ProcessPredictRequest(const absl::string_view model_name,
-                               const absl::optional<int64>& model_version,
-                               const absl::string_view request_body,
-                               string* output);
-  Status ProcessModelStatusRequest(const absl::string_view model_name,
-                                   const absl::string_view model_version_str,
-                                   string* output);
-  Status ProcessModelMetadataRequest(const absl::string_view model_name,
-                                     const absl::string_view model_version_str,
-                                     string* output);
+  Status ProcessClassifyRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body, string* output);
+  Status ProcessRegressRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body, string* output);
+  Status ProcessPredictRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body, string* output);
+  Status ProcessModelStatusRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      string* output);
+  Status ProcessModelMetadataRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      string* output);
   Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
                     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap);
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 45b002e899e..f0730659547 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -53,6 +53,8 @@ constexpr char kTestModelBasePath[] = "cc/saved_model/testdata/half_plus_two";
 constexpr char kTestModelName[] = "saved_model_half_plus_two_2_versions";
 constexpr char kNonexistentModelName[] = "nonexistent_model";
 constexpr int kTestModelVersion1 = 123;
+constexpr char kTestModelVersionLabel[] = "Version_Label";
+constexpr char kNonexistentModelVersionLabel[] = "Version_Nonexistent";
 
 using HeaderList = std::vector<std::pair<string, string>>;
 
@@ -101,7 +103,12 @@ class HttpRestApiHandlerTest : public ::testing::Test {
     options.num_initial_load_threads = options.num_load_threads;
     options.aspired_version_policy =
         std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    return ServerCore::Create(std::move(options), server_core);
+    TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), server_core));
+
+    // Reload config with version labels map
+    (*model_config->mutable_version_labels())[kTestModelVersionLabel] =
+        kTestModelVersion1;
+    return server_core->get()->ReloadConfig(config);
   }
 
   string GetJsonErrorMsg(const string& json) {
@@ -217,6 +224,29 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
                                    &headers, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest(
+      "POST", "/v1/models/foo/label/some_label:regress", "", &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest(
+      "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
+      &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("POST",
+                                   "/v1/models/foo/labels/some-label:regress",
+                                   "", &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("POST",
+                                   "/v1/models/foo/versions/some_label:regress",
+                                   "", &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
@@ -268,6 +298,16 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
 
+  // Nonexistent version label.
+  status = handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kNonexistentModelVersionLabel, ":predict"),
+      R"({ "instances": ["x", "y"] })", &headers, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(),
+              HasSubstr("Unrecognized servable version label"));
+
   // Incorrect signature_name type.
   status = handler_.ProcessRequest(
       "POST", req_path, R"({ "signature_name": 100 })", &headers, &output);
@@ -299,6 +339,16 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
 
+  // Query specific versions using a version label.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":predict"),
+      R"({"instances": [1.0, 2.0]})", &headers, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [2.5, 3.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
   // Query specific versions with explicit signature_name.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST",
@@ -345,6 +395,17 @@ TEST_F(HttpRestApiHandlerTest, Regress) {
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions using a version label.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":regress"),
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
+      &headers, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
 }
 
 TEST_F(HttpRestApiHandlerTest, Classify) {
@@ -360,11 +421,11 @@ TEST_F(HttpRestApiHandlerTest, Classify) {
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
 
-  // Query specific versions.
+  // Query specific versions using a version label.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST",
-      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
-                   kTestModelVersion1, ":classify"),
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":classify"),
       R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 10.0 } ] })",
       &headers, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 7]]] })"));
@@ -416,6 +477,27 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
       }
      ]
     })"));
+
+  // Get status of specific version using a version label.
+  TF_EXPECT_OK(
+      handler_.ProcessRequest("GET",
+                              absl::StrCat("/v1/models/", kTestModelName,
+                                           "/labels/", kTestModelVersionLabel),
+                              "", &headers, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
 }
 
 TEST_F(HttpRestApiHandlerTest, GetModelMetadata) {

From 425d596b9b0aef2bf3ea675c985f01e55f880a4e Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 28 May 2020 17:26:50 -0700
Subject: [PATCH 3875/8103] Update TF Text regression model to catch errors
 thrown from within ops.

PiperOrigin-RevId: 313691033
---
 .../tf_text_regression/01/saved_model.pb      | Bin 1127616 -> 1171194 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 1cbcbf12c0f2f4e8f56fc139db5eb00078723895..e072c55791b9e5d052963206ff2a5654c952d5bb 100644
GIT binary patch
delta 28949
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From 8b8434240e688ac78f1132f19c86951f99ed2abe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 May 2020 18:02:36 -0700
Subject: [PATCH 3876/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6dd9582-0dbb-4215-897b-58f247f6bfc1

PiperOrigin-RevId: 313695790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 382390f7788..ab38beba326 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7e2adc9f8d71cfe2edebb7211c5ba55ef72228b6f7a03d69726db824958c8ec",
-    git_commit = "3883662dafd32c04cfc7a75df98a4e64782508ea",
+    sha256 = "3f1692d22d79bfb0551a5e288a76f0462286cb84b58c68195c81404dd17f6660",
+    git_commit = "789ebcf00b3ceb8a4a7a073a271a89ed75f9734c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3a0bdbe5c216e4eeab8110cad8d959d21a2e376a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sat, 30 May 2020 19:22:34 -0700
Subject: [PATCH 3877/8103] Add Python 3.7 as supported for
 tensorflow-serving-api package.

The API package itself is a collection of .proto files, and should be
compatible with Python 3.7. Underlying dependencies: protobuf and grpcio
both support Python 3.7, so we can too.

Fixes #1640

PiperOrigin-RevId: 313979135
---
 tensorflow_serving/tools/pip_package/setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 16a96d0a3b0..9a7a9c5f4d0 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -81,6 +81,7 @@
         'Programming Language :: Python :: 3.4',
         'Programming Language :: Python :: 3.5',
         'Programming Language :: Python :: 3.6',
+        'Programming Language :: Python :: 3.7',
         'Topic :: Scientific/Engineering',
         'Topic :: Scientific/Engineering :: Mathematics',
         'Topic :: Scientific/Engineering :: Artificial Intelligence',

From fd5a2a2508daf21ad174b4ec7b62501486137c01 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 1 Jun 2020 14:40:43 -0700
Subject: [PATCH 3878/8103] Update CUDA Version to 10.1(Keep it the same with
 Tensorflow) to fix the build error.

PiperOrigin-RevId: 314206286
---
 .../tools/docker/Dockerfile.devel-gpu         | 61 +++++++++----------
 .../tools/docker/Dockerfile.gpu               | 42 ++++++-------
 2 files changed, 46 insertions(+), 57 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index c447d6728c6..ef14462d3e7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:10.0-base-ubuntu16.04 as base_build
+FROM nvidia/cuda:10.1-base-ubuntu18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -20,27 +20,30 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=7.4.1.5
-ENV TF_TENSORRT_VERSION=5.0.2
+ENV CUDNN_VERSION=7.6.4.38
+ENV TF_TENSORRT_VERSION=6.0.1
+ENV CUDA=10.1
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-10-0 \
-        cuda-cublas-dev-10-0 \
-        cuda-cudart-dev-10-0 \
-        cuda-cufft-dev-10-0 \
-        cuda-curand-dev-10-0 \
-        cuda-cusolver-dev-10-0 \
-        cuda-cusparse-dev-10-0 \
+        cuda-command-line-tools-10-1 \
+        libcublas10=10.2.1.243-1 \
+        libcublas-dev=10.2.1.243-1 \
+        cuda-nvrtc-10-1 \
+        cuda-nvrtc-dev-10-1 \
+        cuda-cudart-dev-10-1 \
+        cuda-cufft-dev-10-1 \
+        cuda-curand-dev-10-1 \
+        cuda-cusolver-dev-10-1 \
+        cuda-cusparse-dev-10-1 \
         curl \
         git \
         libfreetype6-dev \
-        libpng12-dev \
         libtool \
-        libcudnn7=${CUDNN_VERSION}-1+cuda10.0 \
-        libcudnn7-dev=${CUDNN_VERSION}-1+cuda10.0 \
+        libcudnn7=${CUDNN_VERSION}-1+cuda${CUDA} \
+        libcudnn7-dev=${CUDNN_VERSION}-1+cuda${CUDA} \
         libcurl3-dev \
         libzmq3-dev \
         mlocate \
@@ -58,25 +61,20 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    find /usr/local/cuda-10.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
+    find /usr/local/cuda-10.1/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
 
-# The 'apt-get install' of the nvinfer-runtime-trt-repo-* library adds a new
-# list which contains libnvinfer library, so it needs another 'apt-get update'
-# to retrieve that list before it can actually install the library.
 RUN apt-get update && \
-    apt-get install --no-install-recommends \
-        nvinfer-runtime-trt-repo-ubuntu1604-${TF_TENSORRT_VERSION}-ga-cuda10.0 && \
-    apt-get update && \
-    apt-get install --no-install-recommends \
-        libnvinfer5=${TF_TENSORRT_VERSION}-1+cuda10.0 \
-        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda10.0 && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvinfer_static.a && \
-    rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin_static.a && \
-    rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvparsers*
+        apt-get install -y --no-install-recommends libnvinfer6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvinfer-plugin6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvonnxparsers6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvparsers6=${TF_TENSORRT_VERSION}-1+cuda${CUDA}\
+        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        && apt-get clean \
+        && rm -rf /var/lib/apt/lists/*;
 
 # Install python 3.6.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
@@ -118,12 +116,11 @@ RUN mkdir /bazel && \
 
 # Build TensorFlow with the CUDA configuration
 ENV CI_BUILD_PYTHON python
-ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
+ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/cuda/lib64/stubs:/usr/include/x86_64-linux-gnu:$LD_LIBRARY_PATH
 ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_COMPUTE_CAPABILITIES=3.0,3.5,5.2,6.0,6.1,7.0
-ENV TF_CUDA_VERSION=10.0
+ENV TF_CUDA_VERSION=10.1
 ENV TF_CUDNN_VERSION=7
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index d34856eb217..5e7fca05bb9 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:10.0-base-ubuntu16.04
+FROM nvidia/cuda:10.1-base-ubuntu18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -25,39 +25,31 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=7.4.1.5
-ENV TF_TENSORRT_VERSION=5.0.2
+ENV CUDNN_VERSION=7.6.4.38
+ENV TF_TENSORRT_VERSION=6.0.1
+ENV CUDA=10.1
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-10-0 \
-        cuda-command-line-tools-10-0 \
-        cuda-cublas-10-0 \
-        cuda-cufft-10-0 \
-        cuda-curand-10-0 \
-        cuda-cusolver-10-0 \
-        cuda-cusparse-10-0 \
-        libcudnn7=${CUDNN_VERSION}-1+cuda10.0 \
+        cuda-command-line-tools-10-1 \
+        libcublas10=10.2.1.243-1 \
+        libcublas-dev=10.2.1.243-1 \
+        cuda-cufft-10-1 \
+        cuda-curand-10-1 \
+        cuda-cusolver-10-1 \
+        cuda-cusparse-10-1 \
+        libcudnn7=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# The 'apt-get install' of nvinfer-runtime-trt-repo-* library adds a new list
-# which contains libnvinfer library, so it needs another 'apt-get update' to
-# retrieve that list before it can actually install the library.
-#
-# We don't install libnvinfer-dev since we don't need to build against TensorRT.
+# We don't install libnvinfer-dev since we don't need to build against TensorRT
 RUN apt-get update && \
-    apt-get install --no-install-recommends \
-        nvinfer-runtime-trt-repo-ubuntu1604-${TF_TENSORRT_VERSION}-ga-cuda10.0 && \
-    apt-get update && \
-    apt-get install --no-install-recommends \
-        libnvinfer5=${TF_TENSORRT_VERSION}-1+cuda10.0 && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
-    rm /usr/lib/x86_64-linux-gnu/libnvparsers*
+        apt-get install -y --no-install-recommends libnvinfer6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvinfer-plugin6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        && apt-get clean \
+        && rm -rf /var/lib/apt/lists/*;
 
 # Install TF Serving GPU pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server

From a61ab0fdde9a9bf24126b8940409fe4c8eab4a3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Jun 2020 18:02:32 -0700
Subject: [PATCH 3879/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c19ca466-ba29-4cd5-b43d-e34792b2ef5b

PiperOrigin-RevId: 314240827
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab38beba326..d3dcb10ef96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f1692d22d79bfb0551a5e288a76f0462286cb84b58c68195c81404dd17f6660",
-    git_commit = "789ebcf00b3ceb8a4a7a073a271a89ed75f9734c",
+    sha256 = "ec3f3b8299305fd40745e1596ea2dc75f80aef901ed77def00f201fdc8307972",
+    git_commit = "c98e2360600d65dfb1f9af16416b69819df68355",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2f153efedd17221192a64a0d53275670de84ebe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jun 2020 00:02:43 -0700
Subject: [PATCH 3880/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36007fac-31a5-47c8-9de3-3b751dbe3882

PiperOrigin-RevId: 314277357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3dcb10ef96..98478bae3c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec3f3b8299305fd40745e1596ea2dc75f80aef901ed77def00f201fdc8307972",
-    git_commit = "c98e2360600d65dfb1f9af16416b69819df68355",
+    sha256 = "fafeea091e06895a028d0b4e8a27c843ccece1bdfa461218bd92de6fbf46e925",
+    git_commit = "cae9671a88d44fa1228bb87aafa50713c68f003f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e3047d9670ddd6fb1a63a8be8254895f642f294 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jun 2020 06:02:38 -0700
Subject: [PATCH 3881/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/270770b2-9fd6-416b-8088-2932f7f5da5a

PiperOrigin-RevId: 314316006
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98478bae3c0..29d16cf9e40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fafeea091e06895a028d0b4e8a27c843ccece1bdfa461218bd92de6fbf46e925",
-    git_commit = "cae9671a88d44fa1228bb87aafa50713c68f003f",
+    sha256 = "4aa7655e9d65eeb24943c8623b8c5b882ceee02b716b755b2516af8e7ff6ec77",
+    git_commit = "bc49458b14127fedeb1e1fdf73cf86a1406eb8d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8d7d1d6bbc50756e73aed4b9eb5a2c8ff25cdc79 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Tue, 2 Jun 2020 11:01:38 -0700
Subject: [PATCH 3882/8103] Migrates profiler_client trace to the new api in
 tensorflow_model_server_test.

PiperOrigin-RevId: 314364350
---
 .../model_servers/tensorflow_model_server_test.py          | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 246284a0dad..07f341d3edb 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -30,8 +30,8 @@
 from six.moves import range
 import tensorflow.compat.v1 as tf
 
-from tensorflow.python.eager import profiler_client
 from tensorflow.python.platform import flags
+from tensorflow.python.profiler import profiler_client
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
 from tensorflow_serving.apis import get_model_metadata_pb2
@@ -729,14 +729,13 @@ def test_profiler_service_with_valid_trace_request(self):
     # Prepare args to ProfilerClient
     logdir = os.path.join(self.temp_dir, 'logs')
     worker_list = ''
-    include_dataset_ops = True
     duration_ms = 1000
     num_tracing_attempts = 3
     os.makedirs(logdir)
 
     # Send a tracing request
-    profiler_client.start_tracing(grpc_addr, logdir, duration_ms, worker_list,
-                                  include_dataset_ops, num_tracing_attempts)
+    profiler_client.trace(grpc_addr, logdir, duration_ms, worker_list,
+                          num_tracing_attempts)
 
     #  Log stdout & stderr of subprocess issuing predict requests for debugging
     out, err = proc.communicate()

From 8894c81b5d8bd64e82a50e44cf8144535860a018 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jun 2020 12:02:42 -0700
Subject: [PATCH 3883/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/329ec60d-fd13-4721-ad12-ec7028825718

PiperOrigin-RevId: 314376473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29d16cf9e40..dfa9e970157 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4aa7655e9d65eeb24943c8623b8c5b882ceee02b716b755b2516af8e7ff6ec77",
-    git_commit = "bc49458b14127fedeb1e1fdf73cf86a1406eb8d8",
+    sha256 = "64838030e3bbbc203da2c142137ac086ea31133d6c6904d46c4fd3a96f7d3ab9",
+    git_commit = "f3e72c63dff7ad9fc0ebb1a0127bafc16e7b7669",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 28f812d8ce8f256e2d9256d6a98cd8f75f747842 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Tue, 2 Jun 2020 13:31:09 -0700
Subject: [PATCH 3884/8103] Update the testing model for TRT to fix the test.

PiperOrigin-RevId: 314393724
---
 .../00000123/assets/foo.txt                   |   1 +
 .../00000123/saved_model.pb                   | Bin 13551 -> 13043 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 4 files changed, 1 insertion(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/assets/foo.txt
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.index

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/assets/foo.txt b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/assets/foo.txt
new file mode 100644
index 00000000000..f9ff0366880
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/saved_model.pb
index 5a25a431f6ba3328f8af80bd3bcd8a1bee6e91be..338011cc04f396044a92a4c6b5946faedc2836d2 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000000000000000000000000000000000000..a378d172b66af3595a20b49a506ef16b03d8d017
GIT binary patch
literal 20
TcmZQzV6bO^U<U>U2QUTz4K@M4

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu_trt/00000123/variables/variables.index
new file mode 100644
index 0000000000000000000000000000000000000000..5ae2cc0f2d45a17b3b86dbac99d1b2a64e2be29a
GIT binary patch
literal 172
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zt?&nOlUW62c!1pZ*P0HC8ruj!nG8U{2*S*_>||jah6A4#ZeU<!N?{0x3zdGK(;mZ-
S$p;c31j2tebgPuQ-v$7#(;A!r

literal 0
HcmV?d00001


From af7eac3950820bf7df302c1664b3a3e14a2c2db0 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Tue, 2 Jun 2020 15:07:33 -0700
Subject: [PATCH 3885/8103] Adds storage.googleapis.com as the primary download
 location for the ICU, and resets the sha256 to match this archive.

PiperOrigin-RevId: 314412394
---
 tensorflow_serving/workspace.bzl | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 77a06e8288b..d49f73a645f 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -49,8 +49,9 @@ def tf_serving_workspace():
     http_archive(
         name = "icu",
         strip_prefix = "icu-release-64-2",
-        sha256 = "10cd92f1585c537d937ecbb587f6c3b36a5275c87feabe05d777a828677ec32f",
+        sha256 = "dfc62618aa4bd3ca14a3df548cd65fe393155edd213e49c39f3a30ccd618fc27",
         urls = [
+            "https://storage.googleapis.com/mirror.tensorflow.org/github.com/unicode-org/icu/archive/release-64-2.zip",
             "https://github.com/unicode-org/icu/archive/release-64-2.zip",
         ],
         build_file = "//third_party/icu:BUILD",

From ecf143b6525f698e5d961443768d0f9004a3024d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jun 2020 00:02:41 -0700
Subject: [PATCH 3886/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e98ce99-85a7-4720-8497-c90a9e61676c

PiperOrigin-RevId: 314479290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfa9e970157..dcc72e5a166 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64838030e3bbbc203da2c142137ac086ea31133d6c6904d46c4fd3a96f7d3ab9",
-    git_commit = "f3e72c63dff7ad9fc0ebb1a0127bafc16e7b7669",
+    sha256 = "a2775fecd9030d3b32275f882b7abcf4996cc30d06e286060c8beed46d501aa6",
+    git_commit = "8d68bfd01650e700e1752e873ffaa703db5ea0e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5a8344598cfae16aaffc889ea0f5b2adf6f68bb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jun 2020 06:02:41 -0700
Subject: [PATCH 3887/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b115b7e-4e9d-43c1-964f-f7ec1b0e8cb9

PiperOrigin-RevId: 314516425
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcc72e5a166..d4aead4cfca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2775fecd9030d3b32275f882b7abcf4996cc30d06e286060c8beed46d501aa6",
-    git_commit = "8d68bfd01650e700e1752e873ffaa703db5ea0e4",
+    sha256 = "3fa034bad21e3f16e4a6d235e82829ac5ef62a4f3e577d1913cca5d7a83bd573",
+    git_commit = "2cbb43e1fc944ccbb3f9e137a8086bb275cef9cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad29197970ad5493bd1886ef20f910dfacc7b343 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jun 2020 12:02:34 -0700
Subject: [PATCH 3888/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8b73c68-5ae8-4986-afd3-a11ba42d2fcd

PiperOrigin-RevId: 314576720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4aead4cfca..bcea92c9a69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3fa034bad21e3f16e4a6d235e82829ac5ef62a4f3e577d1913cca5d7a83bd573",
-    git_commit = "2cbb43e1fc944ccbb3f9e137a8086bb275cef9cb",
+    sha256 = "2d1829c6d5204103854eb3b60ad06760abf5ffc8f719adb37ae6920499bae30d",
+    git_commit = "0836e5e4ea18b81e43cae801307d642d82548b29",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54475e6508889c13992aced1da12a372d997e4e3 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Wed, 3 Jun 2020 13:45:22 -0700
Subject: [PATCH 3889/8103] Add release notes for TF Serving 2.2.0

PiperOrigin-RevId: 314596384
---
 RELEASE.md | 37 +++++++++++++++++++++++++++++++++++++
 1 file changed, 37 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 831c5230932..69987bead10 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,40 @@
+# Release 2.2.0
+
+## Major Features and Improvements
+
+* Upgrade to CUDA Version 10.1. (commit: 3ab70a7811f63b994da076e2688ccc66feccee96)
+* Update TF Text to v2.2.0. (commit: fd9842816eddb4782579eadd119156190d6d2fec)
+
+## Breaking Changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TensorFlow version 2.2.0
+* Add a SourceAdapter that adds a prefix to StoragePath. (commit: f337623da81521eefd8cdc2da1c4a450ecf1d028)
+* Switch users of `tensorflow::Env::Now*()` to `EnvTime::Now*()`. (commit: 8a0895eb8127941b2e9dada20718dd28f3dbaee1)
+* Remove SessionBundle support from Predictor. (commit: 2090d67f4e5e8ee5aa7faf8437bea096a438450a)
+* Replace the error_codes.proto references in tf serving. (commit: ab475bf6c5e5e4b3b42ffa2aecf18b39fd481ad3)
+* Adds [performance guide and documentation](tensorflow_serving/g3doc/tensorboard.md) for TensorBoard integration (commit: f1e4eb2259da90bb9c5fe028ba824ac18a436f67)
+* Remove SessionBundleSourceAdapter as we load Session bundles via (commit: d50aa2b0b986b11368ddcf6b6eb20b9381af474c)
+* Use SavedModelBundleSourceAdapterConfig instead of (commit: 8ed3ceea985529a350290cf782cb34c3c66827d4)
+* Update minimum bazel version to 1.2.1. (commit: 1a36026198df5f7dec1e626ef9b112fecdd2916b)
+* Drop support for beta gRPC APIs. (commit: 13d01fc64330ff883bd1553122d9fd114a5a7368)
+* API spec for httpserver response-streaming (with flow-control). (commit: fd597f074ce127056515bc52ee3a3d4ff4b727bb)
+* Change Python version to PY3. (commit: 7516746a311f96b57a60598feba40cbdd3989e73)
+* Update Python tests in PY3. (commit: 0cf65d2105c191c00fba8918ba75fc955bbeace3)
+* Upgrade bazel version for Dockerfiles. (commit: e507aa193b9f3520d40e3da5e4d2263280ff35e4)
+* Change dockerfile for PY3. (commit: 7cbd06e8b7720b82b1d2dfae54c3a828d3a52eb4)
+* Reduce contention in FastReadDynamicPtr by sharding the ReadPtrs, by default one per CPU. (commit: d3b374bc70348f2e5e22b7e9ebb191ee9d5b3268)
+* Ensure that all outstanding ReadPtrs are destroyed before allowing a (commit: e41ee40826652b6aa5a3f071107074923d6ff6c7)
+* Allow splitting fields from batched session metadata into individual sessions (commit: caf2a92ba07ca4d10515f0b018c920e9b325c6c8)
+* Allow passing ThreadPoolOptions in various Session implementations. (commit: 2b6212cf0aa88b719ee00267f83c89d4f7599ef1)
+* Update bazel version used in the docker images. (commit: 162f72949c6ecbe9e610182c923dec0aa5924cf2)
+* Format error strings correctly in JSON response (Fixes #1600). (commit: 1ff4d31cd9a0a736162813c149139cce0ccaaa2c)
+* Fix broken GetModelMetadata request processing (#1612) (commit: 55c40374b548b89e8de6d899ef2b0b355c0fa9e5)
+* Support Python 3.7 in tensorflow-serving-api package (Fixes #1640) (commit: f775bb25e80a6c7b3c66842eb9085d44d9752ec2)
+* Update ICU library to include knowledge of built-in data files. (commit: 774f2489384cf985c534298d1303474c268efe5c)
+* Adds storage.googleapis.com as the primary download location for the ICU, and resets the sha256 to match this archive. (commit: 028d05095c4e302c06096e5ea32917718828ea47)
+
 # Release 2.1.0
 
 ## Major Features and Improvements

From 62dd00c4b8be7712c0c8d3468f963c6f78a60755 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jun 2020 18:02:58 -0700
Subject: [PATCH 3890/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/344c9c75-cd70-4109-a77a-626f11acc62d

PiperOrigin-RevId: 314640785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcea92c9a69..c2f168222a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d1829c6d5204103854eb3b60ad06760abf5ffc8f719adb37ae6920499bae30d",
-    git_commit = "0836e5e4ea18b81e43cae801307d642d82548b29",
+    sha256 = "67a98ad36b8f8a8eed52b28137104c9baad4793a6ad4af83dea3bbdeae043ef6",
+    git_commit = "c03f284caf4a6a8de07d23ddcab0476475098c69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0be1b1e31c581868c2dfbe0f94da40f241caa65f Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Wed, 3 Jun 2020 18:05:13 -0700
Subject: [PATCH 3891/8103] Install python3-distutils in gpu docker config.

PiperOrigin-RevId: 314641112
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index ef14462d3e7..569eb55adbb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -57,6 +57,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         wget \
         zip \
         zlib1g-dev \
+        python3-distutils \
         python-distutils-extra \
         && \
     apt-get clean && \

From 56854d3fa27cce8c1f7816214f59e6e82c4bf5fc Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Wed, 3 Jun 2020 21:55:21 -0700
Subject: [PATCH 3892/8103] Update bazel version requirement and version used
 in the docker images to match with TF (3.0.0).

PiperOrigin-RevId: 314664610
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2f168222a7..4f6e115f266 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -72,7 +72,7 @@ tf_serving_workspace()
 # Specify the minimum required bazel version.
 load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
 
-check_bazel_version_at_least("2.0.0")
+check_bazel_version_at_least("3.0.0")
 
 # GPRC deps, required to match TF's.  Only after calling tf_serving_workspace()
 load("@com_github_grpc_grpc//bazel:grpc_deps.bzl", "grpc_deps")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index e8fc4b94fb9..fb247c127d7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -75,7 +75,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 2.0.0
+ENV BAZEL_VERSION 3.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 569eb55adbb..6693cf89075 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -104,7 +104,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 2.0.0
+ENV BAZEL_VERSION 3.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 338b023d4d2..dc1bb42d7a7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -74,7 +74,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six
 
 # Set up Bazel
-ENV BAZEL_VERSION 2.0.0
+ENV BAZEL_VERSION 3.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From c6b9dcac44a38ad300e9ee16740450f4040476f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jun 2020 00:02:57 -0700
Subject: [PATCH 3893/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2074434c-fa6b-4ba5-8e1f-19ce3154065d

PiperOrigin-RevId: 314677943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f6e115f266..0188ddc32ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67a98ad36b8f8a8eed52b28137104c9baad4793a6ad4af83dea3bbdeae043ef6",
-    git_commit = "c03f284caf4a6a8de07d23ddcab0476475098c69",
+    sha256 = "8fbd81c9e41b0c17fca72e6af4ab72afe2936d2a2b63e417d6f95bd5e52888ed",
+    git_commit = "0aca2efde5c13497806b8a8af59e06892ea4971d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a4acf169664e1d8b0ca80966433fd47b2a0f20e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jun 2020 06:02:36 -0700
Subject: [PATCH 3894/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c87e0d53-c2da-4452-91ec-cd76d7230bc8

PiperOrigin-RevId: 314714806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0188ddc32ce..c05bef433d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fbd81c9e41b0c17fca72e6af4ab72afe2936d2a2b63e417d6f95bd5e52888ed",
-    git_commit = "0aca2efde5c13497806b8a8af59e06892ea4971d",
+    sha256 = "4beffe7738e7dec2fed66ea5df461cb9c45ac9e7011ad72c5a2163216fd0de6a",
+    git_commit = "0ca0c442c0c9a17aa5326ccfdd7b24b86fc49853",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c21f7715fdc01714e01c7189121855fb24fd853 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jun 2020 12:02:53 -0700
Subject: [PATCH 3895/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fd100cb-a293-4614-bf60-13b26dc13002

PiperOrigin-RevId: 314775815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c05bef433d8..c34203db08f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4beffe7738e7dec2fed66ea5df461cb9c45ac9e7011ad72c5a2163216fd0de6a",
-    git_commit = "0ca0c442c0c9a17aa5326ccfdd7b24b86fc49853",
+    sha256 = "792c49c5053a4426631e4e351132f9723926337b939d6aefef4c10efb3f83ccb",
+    git_commit = "90fdbf3965e5288925cdd1f9f2b4beeb45963201",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From baab6180231009e9ebd86d5d0df301ce360e445e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Jun 2020 18:02:23 -0700
Subject: [PATCH 3896/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b806cb05-525e-4173-b012-04dc4a02264a

PiperOrigin-RevId: 314840616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34203db08f..3b219d37162 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "792c49c5053a4426631e4e351132f9723926337b939d6aefef4c10efb3f83ccb",
-    git_commit = "90fdbf3965e5288925cdd1f9f2b4beeb45963201",
+    sha256 = "f06934f44662709977c4a1cbee43c183174510ba2f1d740723737192d8691881",
+    git_commit = "38403a53d7692fd6c95d3affd719b6bcde356af8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 74ea413db4407c1affe2b9fa69dc53ecdba61fa6 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Thu, 4 Jun 2020 21:29:44 -0700
Subject: [PATCH 3897/8103] Install cuda-nvrtc 10.1 into release tf serving gpu
 docker image.

PiperOrigin-RevId: 314861537
---
 tensorflow_serving/tools/docker/Dockerfile.gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 5e7fca05bb9..8047d8d234c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -34,6 +34,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         cuda-command-line-tools-10-1 \
         libcublas10=10.2.1.243-1 \
         libcublas-dev=10.2.1.243-1 \
+        cuda-nvrtc-10-1 \
         cuda-cufft-10-1 \
         cuda-curand-10-1 \
         cuda-cusolver-10-1 \

From fbc5909b7eb249509c02b83a4d3ffc124ad7d282 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jun 2020 00:02:38 -0700
Subject: [PATCH 3898/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf4b45a7-6f5b-43e0-bf30-5feb1aac99de

PiperOrigin-RevId: 314877210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b219d37162..1464438810c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f06934f44662709977c4a1cbee43c183174510ba2f1d740723737192d8691881",
-    git_commit = "38403a53d7692fd6c95d3affd719b6bcde356af8",
+    sha256 = "71006e3b34a61670b9c6483afc71dcefbe601e8fdc343f85597264720775dcf9",
+    git_commit = "59ad162eb037ee3855b1c0f9cde62e773cf15f51",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d975bc89b87a81fa8615cab015c57835cb875e98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jun 2020 06:02:26 -0700
Subject: [PATCH 3899/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a02bf45a-24d3-4517-a122-3bb2fd774e35

PiperOrigin-RevId: 314914573
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1464438810c..d3729d2a0f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71006e3b34a61670b9c6483afc71dcefbe601e8fdc343f85597264720775dcf9",
-    git_commit = "59ad162eb037ee3855b1c0f9cde62e773cf15f51",
+    sha256 = "4883a59fa31c44d475f90c278d0d3180f5b4cc82e22a0b63e82de7e50db7e5ec",
+    git_commit = "624a381705f29efa4c9b4d16fb90d8d0ed20e703",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e07d60811fca123dddef9bc7ff2023fe4fa4e638 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jun 2020 12:02:25 -0700
Subject: [PATCH 3900/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c20bc89-9080-4dd8-b3a0-346c8a089bdd

PiperOrigin-RevId: 314970223
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3729d2a0f3..56f39f8352c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4883a59fa31c44d475f90c278d0d3180f5b4cc82e22a0b63e82de7e50db7e5ec",
-    git_commit = "624a381705f29efa4c9b4d16fb90d8d0ed20e703",
+    sha256 = "5c71b1b022dda7673203e7e8c0674f1dfaf17a55464f3981a969ef8a951abd28",
+    git_commit = "21786579349435551133ab8fa2f66d0f6dc5efd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b5e02794303444cbd179c1d24e3ad0a55f92f2b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jun 2020 18:03:02 -0700
Subject: [PATCH 3901/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c512b8d7-7995-41bb-b422-dd9d1a658599

PiperOrigin-RevId: 315029066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56f39f8352c..4bc6e59810c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c71b1b022dda7673203e7e8c0674f1dfaf17a55464f3981a969ef8a951abd28",
-    git_commit = "21786579349435551133ab8fa2f66d0f6dc5efd6",
+    sha256 = "70daac490bde59120698023855290b73fc796dc0f2815796837e0902c13510a6",
+    git_commit = "9c9e961174a02f20ec26d114fa02912d0f524598",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a5cd1caafacd7480f5d8d2dd164adce3410b024f Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Fri, 5 Jun 2020 18:33:08 -0700
Subject: [PATCH 3902/8103] Fixes instructions on sample commands to serve a
 model with docker.

PiperOrigin-RevId: 315032048
---
 tensorflow_serving/g3doc/docker.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 0cfac91d4dd..9476358170f 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -183,8 +183,8 @@ the REST API port (8501):
 ```shell
 docker run -p 8501:8501 \
   --mount type=bind,\
-  source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu,\
-  target=/models/half_plus_two \
+source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu,\
+target=/models/half_plus_two \
   -e MODEL_NAME=half_plus_two -t tensorflow/serving &
 ```
 
@@ -259,9 +259,9 @@ the REST API port (8501):
 
 ```shell
 docker run --runtime=nvidia -p 8501:8501 \
-  --mount type=bind,\
-  source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
-  target=/models/half_plus_two \
+--mount type=bind,\
+source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
+target=/models/half_plus_two \
   -e MODEL_NAME=half_plus_two -t tensorflow/serving:latest-gpu &
 ```
 

From 8589d8177bd300625b4c7596240150f8a8002d19 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Sat, 6 Jun 2020 19:59:37 -0700
Subject: [PATCH 3903/8103] Change use_tflite_model to prefer_tflite_model to
 allow multi-tenancy of Tensorflow models with Tensorflow Lite models.

PiperOrigin-RevId: 315120918
---
 tensorflow_serving/model_servers/main.cc      | 12 ++-
 tensorflow_serving/model_servers/server.cc    |  3 +-
 tensorflow_serving/model_servers/server.h     |  2 +-
 .../tensorflow_model_server_test_base.py      |  2 +-
 .../tensorflow/bundle_factory_test.h          | 16 +++-
 .../tensorflow/saved_model_bundle_factory.cc  |  7 +-
 .../saved_model_bundle_factory_test.cc        | 92 +++++++++++++++----
 .../tensorflow/session_bundle_config.proto    |  7 +-
 8 files changed, 110 insertions(+), 31 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2b83500692d..fa837f1fa95 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -188,11 +188,13 @@ int main(int argc, char** argv) {
           &options.remove_unused_fields_from_bundle_metagraph,
           "Removes unused fields from MetaGraphDef proto message to save "
           "memory."),
-      tensorflow::Flag("use_tflite_model", &options.use_tflite_model,
-                       "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Load and use "
-                       "TensorFlow Lite model from `model.tflite` file in "
-                       "SavedModel directory instead of the TensorFlow model "
-                       "from `saved_model.pb` file.")};
+      tensorflow::Flag("prefer_tflite_model", &options.prefer_tflite_model,
+                       "EXPERIMENTAL; CAN BE REMOVED ANYTIME! "
+                       "Prefer TensorFlow Lite model from `model.tflite` file "
+                       "in SavedModel directory, instead of the TensorFlow "
+                       "model from `saved_model.pb` file. "
+                       "If no TensorFlow Lite model found, fallback to "
+                       "TensorFlow model.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index a7760558e51..c7354758a22 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -267,7 +267,8 @@ Status Server::BuildAndStart(const Options& server_options) {
     }
     session_bundle_config.set_remove_unused_fields_from_bundle_metagraph(
         server_options.remove_unused_fields_from_bundle_metagraph);
-    session_bundle_config.set_use_tflite_model(server_options.use_tflite_model);
+    session_bundle_config.set_prefer_tflite_model(
+        server_options.prefer_tflite_model);
     options.platform_config_map =
         CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 256b54fd7da..f102054fc9c 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -84,7 +84,7 @@ class Server {
     // Tensorflow session run options.
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
-    bool use_tflite_model = false;
+    bool prefer_tflite_model = false;
     tensorflow::string thread_pool_factory_config_file;
 
     Options();
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 9b7dad3f213..aca34b40454 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -205,7 +205,7 @@ def RunServer(model_name,
       raise ValueError('Both model_config_file and model_path cannot be empty!')
 
     if model_type == 'tflite':
-      command += ' --use_tflite_model=true'
+      command += ' --prefer_tflite_model=true'
 
     if monitoring_config_file:
       command += ' --monitoring_config_file=' + monitoring_config_file
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
index d1024838b12..e24f4afb04b 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
@@ -36,7 +36,6 @@ namespace tensorflow {
 namespace serving {
 namespace test_util {
 
-using ::testing::_;
 using test_util::EqualsProto;
 
 // The base class for SessionBundleFactoryTest and SavedModelBundleFactoryTest.
@@ -52,6 +51,10 @@ class BundleFactoryTest : public ::testing::Test {
   void TestBasic() const {
     const SessionBundleConfig config = GetSessionBundleConfig();
     std::unique_ptr<Session> session;
+    if (ExpectCreateBundleFailure()) {
+      EXPECT_FALSE(CreateSession(config, &session).ok());
+      return;
+    }
     TF_ASSERT_OK(CreateSession(config, &session));
     TestSingleRequest(session.get());
   }
@@ -62,6 +65,10 @@ class BundleFactoryTest : public ::testing::Test {
     batching_params->mutable_max_batch_size()->set_value(2);
     batching_params->mutable_max_enqueued_batches()->set_value(INT_MAX);
     std::unique_ptr<Session> session;
+    if (ExpectCreateBundleFailure()) {
+      EXPECT_FALSE(CreateSession(config, &session).ok());
+      return;
+    }
     TF_ASSERT_OK(CreateSession(config, &session));
 
     // Run multiple requests concurrently. They should be executed as 5 batches,
@@ -100,6 +107,10 @@ class BundleFactoryTest : public ::testing::Test {
     // Since the session_run_load_threadpool_index in the config is set, the
     // session-bundle should be loaded successfully from path with RunOptions.
     std::unique_ptr<Session> session;
+    if (ExpectCreateBundleFailure()) {
+      EXPECT_FALSE(CreateSession(config, &session).ok());
+      return;
+    }
     TF_ASSERT_OK(CreateSession(config, &session));
 
     TestSingleRequest(session.get());
@@ -136,6 +147,9 @@ class BundleFactoryTest : public ::testing::Test {
 
   // Returns true if RunOptions is supported by underlying session.
   virtual bool IsRunOptionsSupported() const { return true; }
+
+  // Returns true if CreateBundle is expected to fail.
+  virtual bool ExpectCreateBundleFailure() const { return false; }
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index b68e5d18b33..289d7d983e3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -86,6 +86,11 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle) {
   return Status::OK();
 }
 
+bool TfLiteModelFound(const string& model_dir) {
+  const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
+  return Env::Default()->FilesExist({fname}, nullptr);
+}
+
 }  // namespace
 
 Status SavedModelBundleFactory::Create(
@@ -138,7 +143,7 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     return result;
   }();
 
-  if (config_.use_tflite_model()) {
+  if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
     TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 87c845e4623..ec0e92f504c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -87,14 +87,20 @@ Status CreateBundleFromPath(const CreationType creation_type,
   return Status::OK();
 }
 
+struct SavedModelBundleFactoryTestParam {
+  CreationType creation_type;
+  ModelType model_type;
+  bool prefer_tflite_model;
+};
+
 // Tests SavedModelBundleFactory with native SavedModel.
 class SavedModelBundleFactoryTest
     : public test_util::BundleFactoryTest,
-      public ::testing::WithParamInterface<std::pair<CreationType, ModelType>> {
+      public ::testing::WithParamInterface<SavedModelBundleFactoryTestParam> {
  public:
   SavedModelBundleFactoryTest()
       : test_util::BundleFactoryTest(
-            GetParam().second == ModelType::kTfModel
+            GetParam().model_type == ModelType::kTfModel
                 ? test_util::GetTestSavedModelPath()
                 : test_util::GetTestTfLiteModelPath()) {}
 
@@ -104,27 +110,32 @@ class SavedModelBundleFactoryTest
   Status CreateSession(const SessionBundleConfig& config,
                        std::unique_ptr<Session>* session) const override {
     std::unique_ptr<SavedModelBundle> bundle;
-    TF_RETURN_IF_ERROR(
-        CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
+    TF_RETURN_IF_ERROR(CreateBundleFromPath(GetParam().creation_type, config,
+                                            export_dir_, &bundle));
     *session = std::move(bundle->session);
     return Status::OK();
   }
 
   SessionBundleConfig GetSessionBundleConfig() const override {
     SessionBundleConfig config;
-    if (GetParam().second == ModelType::kTfLiteModel) {
-      config.set_use_tflite_model(true);
-    }
+    config.set_prefer_tflite_model(GetParam().prefer_tflite_model);
     return config;
   }
 
   bool IsRunOptionsSupported() const override {
     // Presently TensorFlow Lite sessions do NOT support RunOptions.
-    return GetParam().second != ModelType::kTfLiteModel;
+    return GetParam().prefer_tflite_model == false ||
+           GetParam().model_type != ModelType::kTfLiteModel;
+  }
+
+  bool ExpectCreateBundleFailure() const override {
+    // The test Tensorflow Lite model does not include saved_model artifacts
+    return GetParam().prefer_tflite_model == false &&
+           GetParam().model_type == ModelType::kTfLiteModel;
   }
 
   std::vector<string> GetModelFiles() {
-    switch (GetParam().second) {
+    switch (GetParam().model_type) {
       case ModelType::kTfModel: {
         const string& dir = test_util::GetTestSavedModelPath();
         return {
@@ -147,10 +158,38 @@ class SavedModelBundleFactoryTest
 INSTANTIATE_TEST_SUITE_P(
     CreationType, SavedModelBundleFactoryTest,
     ::testing::Values(
-        std::make_pair(CreationType::kWithoutMetadata, ModelType::kTfModel),
-        std::make_pair(CreationType::kWithoutMetadata, ModelType::kTfLiteModel),
-        std::make_pair(CreationType::kWithMetadata, ModelType::kTfModel),
-        std::make_pair(CreationType::kWithMetadata, ModelType::kTfLiteModel)));
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithoutMetadata, ModelType::kTfModel,
+            true  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithoutMetadata, ModelType::kTfModel,
+            false  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithoutMetadata, ModelType::kTfLiteModel,
+            true  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithoutMetadata, ModelType::kTfLiteModel,
+            false  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithMetadata, ModelType::kTfModel,
+            true  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithMetadata, ModelType::kTfModel,
+            false  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithMetadata, ModelType::kTfLiteModel,
+            true  // prefer_tflite_model
+        },
+        SavedModelBundleFactoryTestParam{
+            CreationType::kWithMetadata, ModelType::kTfLiteModel,
+            false  // prefer_tflite_model
+        }));
 
 TEST_P(SavedModelBundleFactoryTest, Basic) { TestBasic(); }
 
@@ -164,6 +203,10 @@ TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
   *config.add_saved_model_tags() = kSavedModelTagServe;
   *config.add_experimental_fixed_input_tensors() = fixed_input_proto;
   std::unique_ptr<Session> session;
+  if (ExpectCreateBundleFailure()) {
+    EXPECT_FALSE(CreateSession(config, &session).ok());
+    return;
+  }
   TF_ASSERT_OK(CreateSession(config, &session));
 
   // half plus two: output should be input / 2 + 2.
@@ -185,9 +228,16 @@ TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphDefault) {
   SessionBundleConfig config = GetSessionBundleConfig();
   *config.add_saved_model_tags() = kSavedModelTagServe;
   std::unique_ptr<SavedModelBundle> bundle;
-  TF_ASSERT_OK(
-      CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
-  if (GetParam().second == ModelType::kTfLiteModel) {
+  if (ExpectCreateBundleFailure()) {
+    EXPECT_FALSE(CreateBundleFromPath(GetParam().creation_type, config,
+                                      export_dir_, &bundle)
+                     .ok());
+    return;
+  }
+  TF_ASSERT_OK(CreateBundleFromPath(GetParam().creation_type, config,
+                                    export_dir_, &bundle));
+  if (GetParam().prefer_tflite_model &&
+      (GetParam().model_type == ModelType::kTfLiteModel)) {
     // TF Lite model never has a graph_def.
     EXPECT_FALSE(bundle->meta_graph_def.has_graph_def());
   } else {
@@ -201,8 +251,14 @@ TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphEnabled) {
   *config.add_saved_model_tags() = kSavedModelTagServe;
   config.set_remove_unused_fields_from_bundle_metagraph(true);
   std::unique_ptr<SavedModelBundle> bundle;
-  TF_ASSERT_OK(
-      CreateBundleFromPath(GetParam().first, config, export_dir_, &bundle));
+  if (ExpectCreateBundleFailure()) {
+    EXPECT_FALSE(CreateBundleFromPath(GetParam().creation_type, config,
+                                      export_dir_, &bundle)
+                     .ok());
+    return;
+  }
+  TF_ASSERT_OK(CreateBundleFromPath(GetParam().creation_type, config,
+                                    export_dir_, &bundle));
   EXPECT_FALSE(bundle->meta_graph_def.has_graph_def());
   EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
 }
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 1d6ca90c981..d6e9db04695 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -86,9 +86,10 @@ message SessionBundleConfig {
 
   // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
   //
-  // Use TensorFlow Lite model from `model.tflite` file in SavedModel directory,
-  // instead of the TensorFlow model from `saved_model.pb` file.
-  bool use_tflite_model = 783;
+  // Prefer TensorFlow Lite model from `model.tflite` file in SavedModel
+  // directory, instead of the TensorFlow model from `saved_model.pb` file.
+  // If no TensorFlow Lite model found, fallback to TensorFlow model.
+  bool prefer_tflite_model = 783;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From fd30dac69ae7070a7fdb581dadd3dc4453e6319f Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Mon, 8 Jun 2020 11:11:21 -0700
Subject: [PATCH 3904/8103] INTERNAL_CHANGES

PiperOrigin-RevId: 315312742
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index fb247c127d7..648a4984315 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -72,7 +72,7 @@ RUN pip3 --no-cache-dir install \
     numpy \
     requests \
     --ignore-installed setuptools \
-    --ignore-installed six
+    --ignore-installed six>=1.12.0
 
 # Set up Bazel
 ENV BAZEL_VERSION 3.0.0
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 6693cf89075..8c4ec1eeb32 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -101,7 +101,7 @@ RUN pip3 --no-cache-dir install \
     mock \
     numpy \
     requests \
-     --ignore-installed six
+     --ignore-installed six>=1.12.0
 
 # Set up Bazel
 ENV BAZEL_VERSION 3.0.0
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index dc1bb42d7a7..0f160da61ea 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -71,7 +71,7 @@ RUN pip3 --no-cache-dir install \
     mock \
     numpy \
     requests \
-    --ignore-installed six
+    --ignore-installed six>=1.12.0
 
 # Set up Bazel
 ENV BAZEL_VERSION 3.0.0

From a33978ca4c29387845e9b51d5653b997d4b3f814 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jun 2020 21:40:54 -0700
Subject: [PATCH 3905/8103] Introducing Arena usage to TensorFlow Serving's
 HTTP handlers.

PiperOrigin-RevId: 315416058
---
 .../model_servers/http_rest_api_handler.cc    | 86 +++++++++++--------
 1 file changed, 51 insertions(+), 35 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 64f8c0dc232..cd3cd081802 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <string>
 
 #include "google/protobuf/any.pb.h"
+#include "google/protobuf/arena.h"
 #include "google/protobuf/util/json_util.h"
 #include "absl/strings/escaping.h"
 #include "absl/strings/numbers.h"
@@ -167,17 +168,20 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::optional<int64>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
-  ClassificationRequest request;
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<ClassificationRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
-      request.mutable_model_spec()));
-  TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, &request));
+      request->mutable_model_spec()));
+  TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, request));
 
-  ClassificationResponse response;
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<ClassificationResponse>(&arena);
   TF_RETURN_IF_ERROR(TensorflowClassificationServiceImpl::Classify(
-      run_options_, core_, thread::ThreadPoolOptions(), request, &response));
+      run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(
-      MakeJsonFromClassificationResult(response.result(), output));
+      MakeJsonFromClassificationResult(response->result(), output));
   return Status::OK();
 }
 
@@ -186,16 +190,18 @@ Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::optional<int64>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
-  RegressionRequest request;
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<RegressionRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
-      request.mutable_model_spec()));
-  TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, &request));
+      request->mutable_model_spec()));
+  TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, request));
 
-  RegressionResponse response;
+  auto* response = ::google::protobuf::Arena::CreateMessage<RegressionResponse>(&arena);
   TF_RETURN_IF_ERROR(TensorflowRegressionServiceImpl::Regress(
-      run_options_, core_, thread::ThreadPoolOptions(), request, &response));
-  TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response.result(), output));
+      run_options_, core_, thread::ThreadPoolOptions(), *request, response));
+  TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response->result(), output));
   return Status::OK();
 }
 
@@ -204,24 +210,26 @@ Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::optional<int64>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
-  PredictRequest request;
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<PredictRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
-      request.mutable_model_spec()));
+      request->mutable_model_spec()));
 
   JsonPredictRequestFormat format;
   TF_RETURN_IF_ERROR(FillPredictRequestFromJson(
       request_body,
-      [this, &request](const string& sig,
-                       ::google::protobuf::Map<string, TensorInfo>* map) {
-        return this->GetInfoMap(request.model_spec(), sig, map);
+      [this, request](const string& sig,
+                      ::google::protobuf::Map<string, TensorInfo>* map) {
+        return this->GetInfoMap(request->model_spec(), sig, map);
       },
-      &request, &format));
+      request, &format));
 
-  PredictResponse response;
+  auto* response = ::google::protobuf::Arena::CreateMessage<PredictResponse>(&arena);
   TF_RETURN_IF_ERROR(
-      predictor_->Predict(run_options_, core_, request, &response));
-  TF_RETURN_IF_ERROR(MakeJsonFromTensors(response.outputs(), format, output));
+      predictor_->Predict(run_options_, core_, *request, response));
+  TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
   return Status::OK();
 }
 
@@ -236,19 +244,22 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
     return errors::InvalidArgument("Missing model name in request.");
   }
 
-  GetModelStatusRequest request;
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<GetModelStatusRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
-      request.mutable_model_spec()));
+      request->mutable_model_spec()));
 
-  GetModelStatusResponse response;
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<GetModelStatusResponse>(&arena);
   TF_RETURN_IF_ERROR(
-      GetModelStatusImpl::GetModelStatus(core_, request, &response));
+      GetModelStatusImpl::GetModelStatus(core_, *request, response));
   JsonPrintOptions opts;
   opts.add_whitespace = true;
   opts.always_print_primitive_fields = true;
   // Note this is protobuf::util::Status (not TF Status) object.
-  const auto& status = MessageToJsonString(response, output, opts);
+  const auto& status = MessageToJsonString(*response, output, opts);
   if (!status.ok()) {
     return errors::Internal("Failed to convert proto to json. Error: ",
                             status.ToString());
@@ -264,16 +275,21 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
   if (model_name.empty()) {
     return errors::InvalidArgument("Missing model name in request.");
   }
-  GetModelMetadataRequest request;
+
+  ::google::protobuf::Arena arena;
+
+  auto* request =
+      ::google::protobuf::Arena::CreateMessage<GetModelMetadataRequest>(&arena);
   // We currently only support the kSignatureDef metadata field
-  request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
+  request->add_metadata_field(GetModelMetadataImpl::kSignatureDef);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
-      request.mutable_model_spec()));
+      request->mutable_model_spec()));
 
-  GetModelMetadataResponse response;
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<GetModelMetadataResponse>(&arena);
   TF_RETURN_IF_ERROR(
-      GetModelMetadataImpl::GetModelMetadata(core_, request, &response));
+      GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
   JsonPrintOptions opts;
   opts.add_whitespace = true;
   opts.always_print_primitive_fields = true;
@@ -287,7 +303,7 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
 
   string model_spec_output;
   const auto& status1 =
-      MessageToJsonString(response.model_spec(), &model_spec_output, opts);
+      MessageToJsonString(response->model_spec(), &model_spec_output, opts);
   if (!status1.ok()) {
     return errors::Internal(
         "Failed to convert model spec proto to json. Error: ",
@@ -295,13 +311,13 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
   }
 
   tensorflow::serving::SignatureDefMap signature_def_map;
-  if (response.metadata().end() ==
-      response.metadata().find(GetModelMetadataImpl::kSignatureDef)) {
+  if (response->metadata().end() ==
+      response->metadata().find(GetModelMetadataImpl::kSignatureDef)) {
     return errors::Internal(
         "Failed to find 'signature_def' key in the GetModelMetadataResponse "
         "metadata map.");
   }
-  bool unpack_status = response.metadata()
+  bool unpack_status = response->metadata()
                            .at(GetModelMetadataImpl::kSignatureDef)
                            .UnpackTo(&signature_def_map);
   if (!unpack_status) {

From 9fe39bbe1435e2344b9514bac541aa0e982cc9e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jun 2020 21:01:55 -0700
Subject: [PATCH 3906/8103] Internal tfstreamz fixes.

PiperOrigin-RevId: 315826569
---
 .../batching/batching_session.cc              |  4 +--
 .../batching/batching_session_test.cc         | 30 +++++++++++++++++++
 2 files changed, 32 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 61942c16037..3840d303df9 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -47,8 +47,8 @@ namespace {
 void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
   static auto* cell = tensorflow::monitoring::PercentileSampler<1>::New(
       {"/tensorflow/serving/batching_session/padding_size",
-       "execution_batch_size",
-       "Tracks the padding size distribution on batches."},
+       "Tracks the padding size distribution on batches.",
+       "execution_batch_size"},
       /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
       /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber);
   cell->GetCell(absl::StrCat(execution_batch_size))
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 15fe94ab08f..104f4a760e8 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -217,6 +217,25 @@ int GetPercentileTotal(string label) {
   return static_cast<int>(total_samples);
 }
 
+bool CheckDescriptor(string label, const string& description,
+                     const std::vector<string>& labels) {
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  const auto& metric_descriptor_map = collected_metrics->metric_descriptor_map;
+  if (metric_descriptor_map.find(label) == metric_descriptor_map.end()) {
+    return false;
+  }
+  const monitoring::MetricDescriptor& desc = *metric_descriptor_map.at(label);
+  if (desc.description != description) return false;
+  if (labels.size() != desc.label_names.size()) return false;
+  for (int i = 0; i < labels.size(); ++i) {
+    if (labels[i] != desc.label_names[i]) return false;
+  }
+  return true;
+}
+
 TEST(BatchingSessionTest, TensorSignatureFromSignatureDef) {
   const SignatureDef signature_def =
       CreateSignatureDef({{"x0", "x1"}, {"y0", "y1"}});
@@ -497,6 +516,17 @@ TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
       "/tensorflow/serving/batching_session/processed_batch_size");
   int32 start_pad_value =
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size");
+  EXPECT_TRUE(
+      CheckDescriptor("/tensorflow/serving/batching_session/padding_size",
+                      "Tracks the padding size distribution on batches.",
+                      {"execution_batch_size"}));
+  EXPECT_TRUE(
+      CheckDescriptor("/tensorflow/serving/batching_session/input_batch_size",
+                      "Tracks the batch size distribution on the inputs.", {}));
+  EXPECT_TRUE(CheckDescriptor(
+      "/tensorflow/serving/batching_session/processed_batch_size",
+      "Tracks the batch size distribution on processing.", {}));
+
   // Arrange to capture the batch size.
   std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
       new BatchSizeCapturingSession(CreateHalfPlusTwoSession()));

From 2c0bcec68c040306e009b5a10d4bc80bc58fe0c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jun 2020 00:55:19 -0700
Subject: [PATCH 3907/8103] Fix tensorflow::errors:* calls, which use StrCat
 instead of StrFormat

PiperOrigin-RevId: 315851936
---
 .../servables/tensorflow/get_model_metadata_impl.cc           | 4 ++--
 tensorflow_serving/servables/tensorflow/tflite_session.cc     | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 365ec20ddbe..390dfd423de 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -39,7 +39,7 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   for (const auto& metadata_field : request.metadata_field()) {
     if (metadata_field != GetModelMetadataImpl::kSignatureDef) {
       return tensorflow::errors::InvalidArgument(
-          "Metadata field %s is not supported", metadata_field);
+          "Metadata field ", metadata_field, " is not supported");
     }
   }
   return tensorflow::Status::OK();
@@ -90,7 +90,7 @@ Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
           SavedModelGetSignatureDef(core, model_spec, request, response));
     } else {
       return tensorflow::errors::InvalidArgument(
-          "MetadataField %s is not supported", metadata_field);
+          "MetadataField ", metadata_field, " is not supported");
     }
   }
   return tensorflow::Status::OK();
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 4bea6ef4fd5..078f96e2369 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -227,7 +227,7 @@ Status TfLiteSession::Create(string&& buffer,
       tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
   if (status != Status::OK()) {
     return errors::InvalidArgument(
-        "Invalid SignatureDefs found in TfLite model: %s",
+        "Invalid SignatureDefs found in TfLite model: ",
         status.error_message());
   }
   const bool has_lite_signature_def = !signature_defs.empty();
@@ -235,7 +235,7 @@ Status TfLiteSession::Create(string&& buffer,
     // TODO(b/157098128): Support multiple SignatureDefs by key.
     if (signature_defs.size() > 1) {
       return errors::InvalidArgument(
-          "Multiple SignatureDefs found in TfLite model: %s",
+          "Multiple SignatureDefs found in TfLite model: ",
           status.error_message());
     }
     lite_signature_def = signature_defs.begin()->second;

From 6ab568467594c036b7446667f90cee612a219dd2 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Sat, 13 Jun 2020 19:55:47 -0700
Subject: [PATCH 3908/8103] Move tensor as opposed to copy.

PiperOrigin-RevId: 316302563
---
 tensorflow_serving/batching/batching_session.cc | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 3840d303df9..72ed909f5fc 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -519,7 +519,7 @@ Status BatchingSession::MergeInputTensors(
           }
         }
       }
-      tensor_vec.push_back(optionally_padded_tensor);
+      tensor_vec.push_back(std::move(optionally_padded_tensor));
       if (i == batch.num_tasks() - 1 && padding_size > 0) {
         // This is the last task. Insert padding.
         //
@@ -529,7 +529,7 @@ Status BatchingSession::MergeInputTensors(
         //
         // Slice() operates on the 0th dimension, which is the batch dimension.
         // It avoids a deep copy, which is a nice efficiency bonus.
-        const Tensor padding_tensor = optionally_padded_tensor.Slice(0, 1);
+        const Tensor padding_tensor = tensor_vec.back().Slice(0, 1);
         for (int i = 0; i < padding_size; ++i) {
           tensor_vec.push_back(padding_tensor);
         }
@@ -557,7 +557,7 @@ Status BatchingSession::MergeInputTensors(
       return errors::Internal("Tensor concat operation failed: ",
                               concat_status.ToString());
     }
-    merged_inputs->push_back({tensor_name, concated});
+    merged_inputs->push_back({tensor_name, std::move(concated)});
   }
 
   return Status::OK();
@@ -634,7 +634,7 @@ Status BatchingSession::SplitOutputTensors(
       if (split_tensor == split_tensors.end()) {
         return errors::Internal("Task does not conform to batch signature");
       }
-      task->outputs->push_back(split_tensor->second[i]);
+      task->outputs->push_back(std::move(split_tensor->second[i]));
     }
   }
   // (Ignore a possible final split_tensors entry containing the padding.)

From 3ca9e89d1b6147706981467a84c6421c44d3794a Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Sun, 14 Jun 2020 19:06:32 -0700
Subject: [PATCH 3909/8103] Instrumentation for BatchingSession: - Add queuing
 latency stat. - Change the TraceMe activity to break down by thread pool
 name.

PiperOrigin-RevId: 316381555
---
 tensorflow_serving/batching/BUILD             |  1 +
 .../batching/batching_session.cc              | 47 ++++++++++++++-----
 2 files changed, 36 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 6f27fd75f1c..febed776e2c 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -62,6 +62,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 72ed909f5fc..d8abbaaae7e 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/monitoring/percentile_sampler.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/lib/strings/str_util.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/threadpool_options.h"
@@ -41,6 +42,13 @@ namespace serving {
 
 namespace {
 
+auto* queuing_latency = monitoring::Sampler<1>::New(
+    {"/tensorflow/serving/batching_session/queuing_latency",
+     "Distribution of wall time spent (in microseconds) in queuing",
+     "thread_pool_name"},
+    // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
+    monitoring::Buckets::Exponential(100, 1.2, 52));
+
 // For all metrics: consider adding breakdowns based on model name or status if
 // needed. Note that model name is not available as a session property or on any
 // of the inputs currently.
@@ -187,6 +195,7 @@ class BatchingSession : public ServingSession {
       const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
       const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
           signatures_with_scheduler_creators,
+      const std::string& thread_pool_name,
       std::unique_ptr<BatchingSession>* result);
 
   ~BatchingSession() override = default;
@@ -224,7 +233,8 @@ class BatchingSession : public ServingSession {
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
-  explicit BatchingSession(const BatchingSessionOptions& options);
+  explicit BatchingSession(const BatchingSessionOptions& options,
+                           const std::string& thread_pool_name);
 
   // Helper fucntion to run the session.
   Status InternalRun(const RunOptions& run_options,
@@ -278,6 +288,9 @@ class BatchingSession : public ServingSession {
                      std::unique_ptr<BatchScheduler<BatchingSessionTask>>,
                      HashTensorSignature, EqTensorSignature>
       batch_schedulers_;
+  // The name of the thread pool of the underlying batch scheduler. It is used
+  // for monitoring purpose, and can be empty if not known.
+  const std::string thread_pool_name_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(BatchingSession);
 };
@@ -286,9 +299,10 @@ Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
         signatures_with_scheduler_creators,
+    const std::string& thread_pool_name,
     std::unique_ptr<BatchingSession>* result) {
-  auto batching_session =
-      std::unique_ptr<BatchingSession>(new BatchingSession(options));
+  auto batching_session = std::unique_ptr<BatchingSession>(
+      new BatchingSession(options, thread_pool_name));
   BatchingSession* raw_batching_session = batching_session.get();
   batching_session->wrapped_ = std::move(wrapped);
 
@@ -355,7 +369,8 @@ Status BatchingSession::InternalRun(
         "BatchingSession does not support target nodes");
   }
 
-  profiler::TraceMe trace_me("BatchingSessionRun");
+  profiler::TraceMe trace_me(
+      strings::StrCat("BatchingSessionRun:", thread_pool_name_));
   const TensorSignature signature =
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);
@@ -411,8 +426,9 @@ Status BatchingSession::ListDevices(std::vector<DeviceAttributes>* response) {
   return wrapped_->ListDevices(response);
 }
 
-BatchingSession::BatchingSession(const BatchingSessionOptions& options)
-    : options_(options) {}
+BatchingSession::BatchingSession(const BatchingSessionOptions& options,
+                                 const std::string& thread_pool_name)
+    : options_(options), thread_pool_name_(thread_pool_name) {}
 
 Status BatchingSession::ComputeInputSize(
     const std::vector<std::pair<string, Tensor>>& inputs, size_t* size) const {
@@ -713,6 +729,8 @@ void BatchingSession::ProcessBatch(
         batch_deadline_micros = task_deadline_micros;
       }
     }
+    queuing_latency->GetCell(thread_pool_name_)
+        ->Add(dequeue_time_micros - task.enqueue_time_micros);
   }
   if (all_tasks_timeout_exceeded) {
     status = Status(error::RESOURCE_EXHAUSTED,
@@ -769,9 +787,9 @@ Status CreateBatchingSession(
     std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session) {
   std::unique_ptr<BatchingSession> internal_batching_session;
-  TF_RETURN_IF_ERROR(BatchingSession::Create(options, std::move(session),
-                                             signatures_with_scheduler_creators,
-                                             &internal_batching_session));
+  TF_RETURN_IF_ERROR(BatchingSession::Create(
+      options, std::move(session), signatures_with_scheduler_creators,
+      /*thread_pool_name=*/"", &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
   return Status::OK();
 }
@@ -805,9 +823,14 @@ Status CreateBasicBatchingSession(
         *batch_scheduler = std::move(basic_batch_scheduler);
         return Status::OK();
       };
-  return CreateBatchingSession(batching_session_options,
-                               {{signature, scheduler_creator}},
-                               std::move(session), batching_session);
+
+  std::unique_ptr<BatchingSession> internal_batching_session;
+  TF_RETURN_IF_ERROR(BatchingSession::Create(
+      batching_session_options, std::move(session),
+      {{signature, scheduler_creator}}, schedule_options.thread_pool_name,
+      &internal_batching_session));
+  *batching_session = std::move(internal_batching_session);
+  return Status::OK();
 }
 
 }  // namespace serving

From 8078eca1f903fb0d2392fb769dfa9711a2765d32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jun 2020 12:18:39 -0700
Subject: [PATCH 3910/8103] No-op internal dependency change.

PiperOrigin-RevId: 316939329
---
 tensorflow_serving/servables/tensorflow/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fc41637464e..d231de88769 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -299,7 +299,6 @@ cc_library(
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:tensorflow",
     ],
 )
 

From 102261586fac6bcc28d03071767c83ef36c9bf96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jun 2020 13:34:46 -0700
Subject: [PATCH 3911/8103] Internal changes: use the new Google Mock
 MOCK_METHOD macro instead of the older MOCK_METHOD<n> macros.

PiperOrigin-RevId: 317931090
---
 .../core/aspired_versions_manager_test.cc     |  6 +-
 .../core/test_util/mock_loader.h              | 11 +--
 .../core/test_util/mock_log_collector.h       |  5 +-
 .../core/test_util/mock_request_logger.h      |  9 ++-
 .../test_util/mock_server_request_logger.h    | 16 ++--
 .../core/test_util/mock_session.h             | 78 ++++++++++---------
 .../core/test_util/mock_storage_path_target.h |  5 +-
 .../test_util/mock_server_core.h              | 12 +--
 .../tensorflow/curried_session_test.cc        |  8 +-
 .../util/test_util/mock_file_probing_env.h    | 11 +--
 10 files changed, 87 insertions(+), 74 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index a51948e18cd..7ec3c373231 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -1170,9 +1170,9 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
 
 class MockAspiredVersionPolicy : public AspiredVersionPolicy {
  public:
-  MOCK_CONST_METHOD1(GetNextAction,
-                     optional<ServableAction>(
-                         const std::vector<AspiredServableStateSnapshot>&));
+  MOCK_METHOD(optional<ServableAction>, GetNextAction,
+              (const std::vector<AspiredServableStateSnapshot>&),
+              (const, override));
 };
 
 TEST(AspiredVersionsManagerTest, CallPolicyWithAllVersions) {
diff --git a/tensorflow_serving/core/test_util/mock_loader.h b/tensorflow_serving/core/test_util/mock_loader.h
index 152a76573ca..8e14c4fd0a7 100644
--- a/tensorflow_serving/core/test_util/mock_loader.h
+++ b/tensorflow_serving/core/test_util/mock_loader.h
@@ -27,11 +27,12 @@ namespace test_util {
 
 class MockLoader : public Loader {
  public:
-  MOCK_CONST_METHOD1(EstimateResources, Status(ResourceAllocation* estimate));
-  MOCK_METHOD0(Load, Status());
-  MOCK_METHOD1(LoadWithMetadata, Status(const Metadata&));
-  MOCK_METHOD0(Unload, void());
-  MOCK_METHOD0(servable, AnyPtr());
+  MOCK_METHOD(Status, EstimateResources, (ResourceAllocation * estimate),
+              (const, override));
+  MOCK_METHOD(Status, Load, (), (override));
+  MOCK_METHOD(Status, LoadWithMetadata, (const Metadata&), (override));
+  MOCK_METHOD(void, Unload, (), (override));
+  MOCK_METHOD(AnyPtr, servable, (), (override));
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/core/test_util/mock_log_collector.h b/tensorflow_serving/core/test_util/mock_log_collector.h
index 13b11e65354..3b1d4607567 100644
--- a/tensorflow_serving/core/test_util/mock_log_collector.h
+++ b/tensorflow_serving/core/test_util/mock_log_collector.h
@@ -27,8 +27,9 @@ namespace serving {
 class MockLogCollector : public LogCollector {
  public:
   MockLogCollector() = default;
-  MOCK_METHOD1(CollectMessage, Status(const google::protobuf::Message& message));
-  MOCK_METHOD0(Flush, Status());
+  MOCK_METHOD(Status, CollectMessage, (const google::protobuf::Message& message),
+              (override));
+  MOCK_METHOD(Status, Flush, (), (override));
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/test_util/mock_request_logger.h b/tensorflow_serving/core/test_util/mock_request_logger.h
index 11961e3a30d..89e34ece47c 100644
--- a/tensorflow_serving/core/test_util/mock_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_request_logger.h
@@ -48,10 +48,11 @@ class MockRequestLogger : public RequestLogger {
     }
   }
 
-  MOCK_METHOD4(CreateLogMessage, Status(const google::protobuf::Message& request,
-                                        const google::protobuf::Message& response,
-                                        const LogMetadata& log_metadata,
-                                        std::unique_ptr<google::protobuf::Message>* log));
+  MOCK_METHOD(Status, CreateLogMessage,
+              (const google::protobuf::Message& request, const google::protobuf::Message& response,
+               const LogMetadata& log_metadata,
+               std::unique_ptr<google::protobuf::Message>* log),
+              (override));
 
  private:
   std::function<void(void)> notify_destruction_;
diff --git a/tensorflow_serving/core/test_util/mock_server_request_logger.h b/tensorflow_serving/core/test_util/mock_server_request_logger.h
index 0104a0e285b..fdfe0d78f63 100644
--- a/tensorflow_serving/core/test_util/mock_server_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_server_request_logger.h
@@ -30,13 +30,15 @@ class MockServerRequestLogger : public ServerRequestLogger {
  public:
   MockServerRequestLogger() : ServerRequestLogger({}) {}
 
-  MOCK_METHOD1(Update,
-               Status(const std::map<string, std::vector<LoggingConfig>>&
-                          logging_config_map));
-
-  MOCK_METHOD3(Log, Status(const google::protobuf::Message& request,
-                           const google::protobuf::Message& response,
-                           const LogMetadata& log_metadata));
+  MOCK_METHOD(Status, Update,
+              ((const std::map<string, std::vector<LoggingConfig>>&
+                    logging_config_map)),
+              (override));
+
+  MOCK_METHOD(Status, Log,
+              (const google::protobuf::Message& request, const google::protobuf::Message& response,
+               const LogMetadata& log_metadata),
+              (override));
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/core/test_util/mock_session.h b/tensorflow_serving/core/test_util/mock_session.h
index 6ee00f2ca52..dcae1a65a50 100644
--- a/tensorflow_serving/core/test_util/mock_session.h
+++ b/tensorflow_serving/core/test_util/mock_session.h
@@ -30,45 +30,49 @@ class MockSession : public tensorflow::Session {
   MockSession() : Session() {
     ON_CALL(*this, Close()).WillByDefault(::testing::Return(Status::OK()));
   }
-  MOCK_METHOD1(Create, ::tensorflow::Status(const GraphDef& graph));
-  MOCK_METHOD1(Extend, ::tensorflow::Status(const GraphDef& graph));
-  MOCK_METHOD4(Run, ::tensorflow::Status(
-                        const std::vector<std::pair<string, Tensor>>& inputs,
-                        const std::vector<string>& output_names,
-                        const std::vector<string>& target_nodes,
-                        std::vector<Tensor>* outputs));
-  MOCK_METHOD6(Run,
-               ::tensorflow::Status(
-                   const RunOptions& run_options,
-                   const std::vector<std::pair<string, Tensor>>& inputs,
-                   const std::vector<string>& output_names,
-                   const std::vector<string>& target_nodes,
-                   std::vector<Tensor>* outputs, RunMetadata* run_metadata));
-  MOCK_METHOD7(
-      Run,
-      ::tensorflow::Status(
-          const RunOptions& run_options,
-          const std::vector<std::pair<string, Tensor>>& inputs,
-          const std::vector<string>& output_names,
-          const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
-          RunMetadata* run_metadata,
-          const tensorflow::thread::ThreadPoolOptions& thread_pool_options));
-  MOCK_METHOD4(PRunSetup,
-               ::tensorflow::Status(const std::vector<string>& input_names,
-                                    const std::vector<string>& output_names,
-                                    const std::vector<string>& target_nodes,
-                                    string* handle));
-  MOCK_METHOD4(PRun, ::tensorflow::Status(
-                         const string& handle,
-                         const std::vector<std::pair<string, Tensor>>& inputs,
-                         const std::vector<string>& output_names,
-                         std::vector<Tensor>* outputs));
+  MOCK_METHOD(::tensorflow::Status, Create, (const GraphDef& graph),
+              (override));
+  MOCK_METHOD(::tensorflow::Status, Extend, (const GraphDef& graph),
+              (override));
+  MOCK_METHOD(::tensorflow::Status, Run,
+              ((const std::vector<std::pair<string, Tensor>>& inputs),
+               const std::vector<string>& output_names,
+               const std::vector<string>& target_nodes,
+               std::vector<Tensor>* outputs),
+              (override));
+  MOCK_METHOD(::tensorflow::Status, Run,
+              (const RunOptions& run_options,
+               (const std::vector<std::pair<string, Tensor>>& inputs),
+               const std::vector<string>& output_names,
+               const std::vector<string>& target_nodes,
+               std::vector<Tensor>* outputs, RunMetadata* run_metadata),
+              (override));
+  MOCK_METHOD(
+      ::tensorflow::Status, Run,
+      (const RunOptions& run_options,
+       (const std::vector<std::pair<string, Tensor>>& inputs),
+       const std::vector<string>& output_names,
+       const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
+       RunMetadata* run_metadata,
+       const tensorflow::thread::ThreadPoolOptions& thread_pool_options),
+      (override));
+  MOCK_METHOD(::tensorflow::Status, PRunSetup,
+              (const std::vector<string>& input_names,
+               const std::vector<string>& output_names,
+               const std::vector<string>& target_nodes, string* handle),
+              (override));
+  MOCK_METHOD(::tensorflow::Status, PRun,
+              (const string& handle,
+               (const std::vector<std::pair<string, Tensor>>& inputs),
+               const std::vector<string>& output_names,
+               std::vector<Tensor>* outputs),
+              (override));
 
-  MOCK_METHOD1(ListDevices,
-               ::tensorflow::Status(
-                   std::vector<::tensorflow::DeviceAttributes>* response));
+  MOCK_METHOD(::tensorflow::Status, ListDevices,
+              (std::vector<::tensorflow::DeviceAttributes> * response),
+              (override));
 
-  MOCK_METHOD0(Close, ::tensorflow::Status());
+  MOCK_METHOD(::tensorflow::Status, Close, (), (override));
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/core/test_util/mock_storage_path_target.h b/tensorflow_serving/core/test_util/mock_storage_path_target.h
index fc9af700a8a..449ba21e4c0 100644
--- a/tensorflow_serving/core/test_util/mock_storage_path_target.h
+++ b/tensorflow_serving/core/test_util/mock_storage_path_target.h
@@ -30,8 +30,9 @@ namespace test_util {
 class MockStoragePathTarget : public TargetBase<StoragePath> {
  public:
   ~MockStoragePathTarget() override { Detach(); }
-  MOCK_METHOD2(SetAspiredVersions,
-               void(const StringPiece, std::vector<ServableData<StoragePath>>));
+  MOCK_METHOD(void, SetAspiredVersions,
+              (const StringPiece, std::vector<ServableData<StoragePath>>),
+              (override));
 };
 
 }  // namespace test_util
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index 4a220d2eca6..cb965e063df 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -79,11 +79,13 @@ class MockServerCore : public ServerCore {
   explicit MockServerCore(const PlatformConfigMap& platform_config_map)
       : ServerCore(GetOptions(platform_config_map)) {}
 
-  MOCK_CONST_METHOD0(servable_state_monitor, ServableStateMonitor*());
-  MOCK_METHOD1(ReloadConfig, Status(const ModelServerConfig&));
-  MOCK_METHOD3(Log, Status(const google::protobuf::Message& request,
-                           const google::protobuf::Message& response,
-                           const LogMetadata& log_metadata));
+  MOCK_METHOD(ServableStateMonitor*, servable_state_monitor, (),
+              (const, override));
+  MOCK_METHOD(Status, ReloadConfig, (const ModelServerConfig&), (override));
+  MOCK_METHOD(Status, Log,
+              (const google::protobuf::Message& request, const google::protobuf::Message& response,
+               const LogMetadata& log_metadata),
+              (override));
 
   template <typename T>
   Status GetServableHandle(const ModelSpec& model_spec,
diff --git a/tensorflow_serving/servables/tensorflow/curried_session_test.cc b/tensorflow_serving/servables/tensorflow/curried_session_test.cc
index 61a2453cc62..744c58d04c1 100644
--- a/tensorflow_serving/servables/tensorflow/curried_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/curried_session_test.cc
@@ -42,10 +42,10 @@ MATCHER_P(EqualsTensor, value, "") {
 
 class MockThreadPool : public thread::ThreadPoolInterface {
  public:
-  MOCK_METHOD1(Schedule, void(std::function<void()>));
-  MOCK_METHOD0(Cancel, void());
-  MOCK_CONST_METHOD0(NumThreads, int());
-  MOCK_CONST_METHOD0(CurrentThreadId, int());
+  MOCK_METHOD(void, Schedule, (std::function<void()>), (override));
+  MOCK_METHOD(void, Cancel, (), (override));
+  MOCK_METHOD(int, NumThreads, (), (const, override));
+  MOCK_METHOD(int, CurrentThreadId, (), (const, override));
 };
 
 TEST(CurriedSessionTest, ZeroCurriedInputs) {
diff --git a/tensorflow_serving/util/test_util/mock_file_probing_env.h b/tensorflow_serving/util/test_util/mock_file_probing_env.h
index fd5d73e7c7e..78fe35d8178 100644
--- a/tensorflow_serving/util/test_util/mock_file_probing_env.h
+++ b/tensorflow_serving/util/test_util/mock_file_probing_env.h
@@ -26,11 +26,12 @@ namespace test_util {
 
 class MockFileProbingEnv : public FileProbingEnv {
  public:
-  MOCK_METHOD1(FileExists, Status(const string& fname));
-  MOCK_METHOD2(GetChildren,
-               Status(const string& fname, std::vector<string>* children));
-  MOCK_METHOD1(IsDirectory, Status(const string& fname));
-  MOCK_METHOD2(GetFileSize, Status(const string& fname, uint64* file_size));
+  MOCK_METHOD(Status, FileExists, (const string& fname), (override));
+  MOCK_METHOD(Status, GetChildren,
+              (const string& fname, std::vector<string>* children), (override));
+  MOCK_METHOD(Status, IsDirectory, (const string& fname), (override));
+  MOCK_METHOD(Status, GetFileSize, (const string& fname, uint64* file_size),
+              (override));
 };
 
 }  // namespace test_util

From 83863b8fec26a8ea2d3957366173f9a52658b469 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jul 2020 10:57:33 -0700
Subject: [PATCH 3912/8103] adjust error message for incorrect keys of
 instances object

Error message is always returning "object must only have keys", this could be confusing when the object is missing some keys.

PiperOrigin-RevId: 320222169
---
 tensorflow_serving/util/json_tensor.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 8c3c8d1ed7f..bf394a6aa1a 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -558,7 +558,7 @@ Status FillTensorMapFromInstancesList(
         return errors::InvalidArgument(
             "Failed to process element: ", tensor_count,
             " of 'instances' list. JSON object: ", JsonValueToString(elem),
-            " must only have keys: ", absl::StrJoin(input_names, ","));
+            " keys must be equal to: ", absl::StrJoin(input_names, ","));
       }
     } else {
       if (IsElementObject(elem)) {

From c719ce5960ec5ecac58b53cf2bc55a18270a68cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jul 2020 13:25:40 -0700
Subject: [PATCH 3913/8103] \nInternal refactor\n

PiperOrigin-RevId: 320253255
---
 tensorflow_serving/model_servers/server_core_test.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 41c5e516ce4..7b1df94105e 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -388,7 +388,7 @@ string ModelNameForPlatform(const string& platform) {
   if (it != platform_to_model_map->end()) {
     return it->second;
   }
-  const string random = strings::Printf("%llu", random::New64());
+  const string random = strings::StrCat(random::New64());
   const string model_name =
       strings::StrCat("model_", random, "_for_", platform);
   (*platform_to_model_map)[platform] = model_name;

From aabc78f8b399fb88f4a867b62ae2d86c0aee9a0f Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 9 Jul 2020 13:46:42 -0700
Subject: [PATCH 3914/8103] In shared batch scheduler, rename 'max_batch_size'
 to 'input_batch_size_limit'.

PiperOrigin-RevId: 320466006
---
 .../servables/tensorflow/bundle_factory_util.cc              | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index bdf098a4d4a..b50515258ad 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -92,7 +92,7 @@ Status CreateBatchScheduler(const BatchingParameters& batching_config,
         batching_config.allowed_batch_sizes().size() - 1);
     const int max_size = batching_config.has_max_batch_size()
                              ? batching_config.max_batch_size().value()
-                             : Batcher::QueueOptions().max_batch_size;
+                             : Batcher::QueueOptions().input_batch_size_limit;
     if (last_allowed_size != max_size) {
       return errors::InvalidArgument(
           "Last entry in allowed_batch_sizes must match max_batch_size; last "
@@ -161,7 +161,8 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
 
   Batcher::QueueOptions queue_options;
   if (batching_config.has_max_batch_size()) {
-    queue_options.max_batch_size = batching_config.max_batch_size().value();
+    queue_options.input_batch_size_limit =
+        batching_config.max_batch_size().value();
   }
   if (batching_config.has_batch_timeout_micros()) {
     queue_options.batch_timeout_micros =

From 195584c93e53f2461d8fef2f071f53a0a57e4dd9 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 10 Jul 2020 21:28:52 -0700
Subject: [PATCH 3915/8103] Automated rollback of commit
 aabc78f8b399fb88f4a867b62ae2d86c0aee9a0f

PiperOrigin-RevId: 320725389
---
 .../servables/tensorflow/bundle_factory_util.cc              | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index b50515258ad..bdf098a4d4a 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -92,7 +92,7 @@ Status CreateBatchScheduler(const BatchingParameters& batching_config,
         batching_config.allowed_batch_sizes().size() - 1);
     const int max_size = batching_config.has_max_batch_size()
                              ? batching_config.max_batch_size().value()
-                             : Batcher::QueueOptions().input_batch_size_limit;
+                             : Batcher::QueueOptions().max_batch_size;
     if (last_allowed_size != max_size) {
       return errors::InvalidArgument(
           "Last entry in allowed_batch_sizes must match max_batch_size; last "
@@ -161,8 +161,7 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
 
   Batcher::QueueOptions queue_options;
   if (batching_config.has_max_batch_size()) {
-    queue_options.input_batch_size_limit =
-        batching_config.max_batch_size().value();
+    queue_options.max_batch_size = batching_config.max_batch_size().value();
   }
   if (batching_config.has_batch_timeout_micros()) {
     queue_options.batch_timeout_micros =

From 2c98b4bcfd2c29dce9ecad08156126833dbb7e00 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 16 Jul 2020 22:33:24 -0700
Subject: [PATCH 3916/8103] Internal change.

PiperOrigin-RevId: 321715810
---
 .bazelrc | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index 48bf9e9f66e..d63a6987a23 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -23,6 +23,8 @@ build:nativeopt --copt=-march=native
 build:nativeopt --host_copt=-march=native
 build:nativeopt --copt=-O3
 
+build --keep_going
+build --verbose_failures=true
 build --action_env PYTHON_BIN_PATH="/usr/bin/python3"
 build --define PYTHON_BIN_PATH=/usr/bin/python3
 

From 932358ec7511e54ad9c93ea606cc677da2d1fcb2 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 17 Jul 2020 00:34:51 -0700
Subject: [PATCH 3917/8103] Update rules_pkg to latest (0.2.5) release.

PiperOrigin-RevId: 321727856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bc6e59810c..8f5e45e9223 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -19,8 +19,8 @@ load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
 http_archive(
     name = "rules_pkg",
-    sha256 = "5bdc04987af79bd27bc5b00fe30f59a858f77ffa0bd2d8143d5b31ad8b1bd71c",
-    url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.0/rules_pkg-0.2.0.tar.gz",
+    sha256 = "352c090cc3d3f9a6b4e676cf42a6047c16824959b438895a76c2989c6d7c246a",
+    url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.5/rules_pkg-0.2.5.tar.gz",
 )
 
 load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")

From 4b265a6948ae23d6eb9eb436748e4ad22a468b06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Jul 2020 12:01:43 -0700
Subject: [PATCH 3918/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/103e859c-d572-4acc-b864-d6c0c2fc12b5

PiperOrigin-RevId: 321825944
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f5e45e9223..799e4ebc1c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70daac490bde59120698023855290b73fc796dc0f2815796837e0902c13510a6",
-    git_commit = "9c9e961174a02f20ec26d114fa02912d0f524598",
+    sha256 = "ea0be0bd6fe3cb54cf12118b7d8bc08191e58b8889de9a99058a414dd4551b6c",
+    git_commit = "a15c3bcd9af1b0cc62d4e4f4391bcdf615fe32f0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec48a704aa9616bf4dbc08394560c38c1a9cef5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Jul 2020 18:01:26 -0700
Subject: [PATCH 3919/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95c7a0b8-e189-49d9-a8fc-7991de06527f

PiperOrigin-RevId: 321889785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 799e4ebc1c3..26d94f6c184 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea0be0bd6fe3cb54cf12118b7d8bc08191e58b8889de9a99058a414dd4551b6c",
-    git_commit = "a15c3bcd9af1b0cc62d4e4f4391bcdf615fe32f0",
+    sha256 = "5dfb252e63066c01556051e4b5872ade2facb40acb25447d18a8b08aba02a281",
+    git_commit = "a44821de91b5ac3a082b2253ec8e695a69ccf2be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2dadd5ccc62810fe2407f8d3ca2993f3097179e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Jul 2020 00:01:22 -0700
Subject: [PATCH 3920/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/118ce0c9-b1ca-43c2-b406-92284a0800c6

PiperOrigin-RevId: 321917136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26d94f6c184..81fef86ad26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5dfb252e63066c01556051e4b5872ade2facb40acb25447d18a8b08aba02a281",
-    git_commit = "a44821de91b5ac3a082b2253ec8e695a69ccf2be",
+    sha256 = "72e448aea992d5ef58058a23ea3694e9e952cc59ef868a335d0282572ccb2744",
+    git_commit = "2f14e77dbcc4d81dce8d525d5566d3e364e3e9f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ace99f142b50c90a645b781d275cc95c8f2a51d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Jul 2020 06:01:22 -0700
Subject: [PATCH 3921/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00bf67c8-11c2-4a15-8c4a-0889592d3454

PiperOrigin-RevId: 321937063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81fef86ad26..a8856b4ec69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72e448aea992d5ef58058a23ea3694e9e952cc59ef868a335d0282572ccb2744",
-    git_commit = "2f14e77dbcc4d81dce8d525d5566d3e364e3e9f6",
+    sha256 = "f8bc1150b194282062bb7a2e8aed1f3b67a56d4e9cf515ebb9cbf4c2919fca78",
+    git_commit = "c9f4236b31cdef27fac65f3304d35cdaecdc9f53",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82561e90b72561e254f78bbe692a79befeb79d99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Jul 2020 18:01:46 -0700
Subject: [PATCH 3922/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3a67d5d-3e17-46ac-9dc7-1dadcf1aa29b

PiperOrigin-RevId: 321979209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8856b4ec69..f02c65b25c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8bc1150b194282062bb7a2e8aed1f3b67a56d4e9cf515ebb9cbf4c2919fca78",
-    git_commit = "c9f4236b31cdef27fac65f3304d35cdaecdc9f53",
+    sha256 = "0a36c1217b0df423bb38b5ee62173c7e7fd053659ae593ddd83ad466fa43e4f7",
+    git_commit = "ec5f0929ad8eab2cbb0239199e9401e3d7edf7fc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5e946c32a20703794118a3d45230703eeb1ebebf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Jul 2020 00:01:26 -0700
Subject: [PATCH 3923/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/357d83c6-ed8e-402f-8a48-048acaee16e1

PiperOrigin-RevId: 321998292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f02c65b25c3..679db9858e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a36c1217b0df423bb38b5ee62173c7e7fd053659ae593ddd83ad466fa43e4f7",
-    git_commit = "ec5f0929ad8eab2cbb0239199e9401e3d7edf7fc",
+    sha256 = "45db6695b36413ecab98f556740e79187e01a3af034ef90467466d7127304f8e",
+    git_commit = "8fcb21c8e8ad1089e38294305093ecdb37bf0ded",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a26cc7723f1bf4b3bd479de2804a5630ae99d55a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Jul 2020 06:01:23 -0700
Subject: [PATCH 3924/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb2478c4-bb9f-4ae6-910c-fc2faf5f3d1f

PiperOrigin-RevId: 322018909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 679db9858e7..7d44163c7bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45db6695b36413ecab98f556740e79187e01a3af034ef90467466d7127304f8e",
-    git_commit = "8fcb21c8e8ad1089e38294305093ecdb37bf0ded",
+    sha256 = "9f42140811986558725453691df37e035c14c54ee0d2080d2a926f34bc620854",
+    git_commit = "6c6e53ee31750a21b3049967a2e242e63c3dd0f8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 924be1a43aae5e6a9a300e4491a19f5066417cc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jul 2020 12:01:22 -0700
Subject: [PATCH 3925/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2fbdebfa-485b-4024-94f9-52deb56e5323

PiperOrigin-RevId: 322194349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d44163c7bc..f86a3223093 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f42140811986558725453691df37e035c14c54ee0d2080d2a926f34bc620854",
-    git_commit = "6c6e53ee31750a21b3049967a2e242e63c3dd0f8",
+    sha256 = "af52593b0c6324c13ceb6bfc9121eb9c9594389bf4296f1939d4491de5915d75",
+    git_commit = "fa41a1f07a47e29a38a2979ec4a4f32b00659650",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e323fb24a2d0d1c43444e3e962f19e496b920349 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jul 2020 18:01:33 -0700
Subject: [PATCH 3926/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b4760bf-89fe-48e6-9839-f5e4fdad5cef

PiperOrigin-RevId: 322265249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f86a3223093..4c07487dfa5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af52593b0c6324c13ceb6bfc9121eb9c9594389bf4296f1939d4491de5915d75",
-    git_commit = "fa41a1f07a47e29a38a2979ec4a4f32b00659650",
+    sha256 = "6ea7e63e441c420e8afedccbbc0aaf21546a3ddd0d4dbb7cd00d48373e84d72e",
+    git_commit = "f5b9c2225584c79539ff6746b3417e8505443a4b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dfeb2e39b6dd6e6b0c4d00cf45a165c6334fbdfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jul 2020 00:01:34 -0700
Subject: [PATCH 3927/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b825d020-2f9f-4c03-8bbe-c66351524aa3

PiperOrigin-RevId: 322304331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c07487dfa5..10b0f9d14a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ea7e63e441c420e8afedccbbc0aaf21546a3ddd0d4dbb7cd00d48373e84d72e",
-    git_commit = "f5b9c2225584c79539ff6746b3417e8505443a4b",
+    sha256 = "f405255774364918b4b423bdc51de85c81c105ccbdd377e280b089dd4216ed2a",
+    git_commit = "81822a2d8a3af6f16301469c63bd6820dbf1a874",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6d6c2dd3f4db75a4c4f2011958b79492fd30873b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jul 2020 06:01:34 -0700
Subject: [PATCH 3928/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eddd0b02-c48d-4cba-9ac3-5ddfff55be57

PiperOrigin-RevId: 322344134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10b0f9d14a8..b88e8f4eaad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f405255774364918b4b423bdc51de85c81c105ccbdd377e280b089dd4216ed2a",
-    git_commit = "81822a2d8a3af6f16301469c63bd6820dbf1a874",
+    sha256 = "0f773b37fff28d5822f5c6618d54ac58d70c59791483a30dbe2fceea2c33994d",
+    git_commit = "994d094c8c9d0695c3e278e5fe2caa88a30ea3be",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db76ef21bb4b6f42b81954358f59829f00a94283 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jul 2020 12:01:35 -0700
Subject: [PATCH 3929/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94cc8870-cab8-4c33-b34e-0b665fbb30a6

PiperOrigin-RevId: 322410995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b88e8f4eaad..d4e6bda4eb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f773b37fff28d5822f5c6618d54ac58d70c59791483a30dbe2fceea2c33994d",
-    git_commit = "994d094c8c9d0695c3e278e5fe2caa88a30ea3be",
+    sha256 = "c4bdb57d5b7fecc6de22eaf5e00e6740796f62bb6468b4281c40fed3b1871c40",
+    git_commit = "099cc6f9452bace63deafdba68e4a38ba9618a4c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d7c6a65b816849cf2b84015a5b2972be7950dc89 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 21 Jul 2020 15:34:33 -0700
Subject: [PATCH 3930/8103] In batching session, implement the support for
 'enable_large_batch_splitting'.

PiperOrigin-RevId: 322456759
---
 tensorflow_serving/batching/BUILD             |  25 ++
 .../batching/batching_session.cc              | 252 ++++++++++++-
 .../batching/batching_session.h               |  39 +-
 .../batching/batching_session_test.cc         | 348 ++++++++++++++----
 .../batching/incremental_barrier.cc           |  66 ++++
 .../batching/incremental_barrier.h            |  83 +++++
 .../batching/incremental_barrier_test.cc      | 135 +++++++
 7 files changed, 868 insertions(+), 80 deletions(-)
 create mode 100644 tensorflow_serving/batching/incremental_barrier.cc
 create mode 100644 tensorflow_serving/batching/incremental_barrier.h
 create mode 100644 tensorflow_serving/batching/incremental_barrier_test.cc

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index febed776e2c..bb237ab5642 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -46,6 +46,16 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "incremental_barrier",
+    srcs = ["incremental_barrier.cc"],
+    hdrs = ["incremental_barrier.h"],
+    deps = [
+        "@com_google_absl//absl/functional:bind_front",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_library(
     name = "batching_session",
     srcs = ["batching_session.cc"],
@@ -55,6 +65,7 @@ cc_library(
     ],
     deps = [
         ":batching_util",
+        "//tensorflow_serving/batching:incremental_barrier",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:hash",
@@ -66,6 +77,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:threadsafe_status",
         "@org_tensorflow//tensorflow/core/profiler/lib:traceme",
     ],
 )
@@ -142,3 +154,16 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
+
+cc_test(
+    name = "incremental_barrier_test",
+    srcs = ["incremental_barrier_test.cc"],
+    deps = [
+        ":incremental_barrier",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/functional:bind_front",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index d8abbaaae7e..cc0512eca8c 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -17,10 +17,13 @@ limitations under the License.
 
 #include <stddef.h>
 
+#include <memory>
+
 #include "tensorflow/core/framework/cost_graph.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_util.h"
+#include "tensorflow/core/kernels/batching_util/threadsafe_status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -33,6 +36,7 @@ limitations under the License.
 #include "tensorflow/core/profiler/lib/traceme.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/batching/batching_util.h"
+#include "tensorflow_serving/batching/incremental_barrier.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/util/cleanup.h"
 #include "tensorflow_serving/util/hash.h"
@@ -129,15 +133,23 @@ TensorSignature TensorSignatureFromRunArgs(
   return signature;
 }
 
+// Constructs vector of one task input from one BatchingSessionTask.
+const std::vector<std::pair<string, Tensor>>& GetTaskInput(
+    const BatchingSessionTask& batching_session_task) {
+  if (batching_session_task.is_partial) {
+    return *batching_session_task.owned_split_inputs;
+  }
+  return *batching_session_task.inputs;
+}
+
 // Constructs vector of all task inputs from Batch of BatchingSessionTasks.
 // Input for each task is a vector of pairs (tensor_name, tensor_value).
 std::vector<std::vector<std::pair<string, Tensor>>> GetTaskInputsVector(
     const Batch<BatchingSessionTask>& batch) {
   std::vector<std::vector<std::pair<string, Tensor>>> all_task_inputs;
+  all_task_inputs.reserve(batch.num_tasks());
   for (int i = 0; i < batch.num_tasks(); ++i) {
-    const std::vector<std::pair<string, Tensor>>& task_inputs =
-        *batch.task(i).inputs;
-    all_task_inputs.push_back(task_inputs);
+    all_task_inputs.push_back(GetTaskInput(batch.task(i)));
   }
   return all_task_inputs;
 }
@@ -213,6 +225,13 @@ class BatchingSession : public ServingSession {
   //
   // RunMetadata:
   // We copy the batched call's RunMetadata to each non-batched call's output.
+  // When input of a call is processed in multiple batches as opposed to one
+  // (i.e., `enable_large_batch_splitting` is true for batch scheduler),
+  // `RunMetadata.CostGraphDef.AggregatedCost` is the sum of all splits of the
+  // corresponding input and as correct as if the input is not split (again
+  // assuming all individual tasks in a batch have equal cost, which is the
+  // assumption before splitting is introduced), the rest of fields in
+  // `RunMetadata` are copied from the processing result of first split.
   Status Run(const RunOptions& run_options,
              const std::vector<std::pair<string, Tensor>>& inputs,
              const std::vector<string>& output_tensor_names,
@@ -416,6 +435,9 @@ Status BatchingSession::InternalRun(
   task->outputs = outputs;
   task->run_metadata = run_metadata;
   task->thread_pool_options = thread_pool_options;
+  task->thread_safe_status = std::make_shared<ThreadSafeStatus>();
+  task->shared_outputs = std::make_shared<std::vector<std::vector<Tensor>>>();
+  task->split_run_metadatas = absl::make_unique<std::vector<RunMetadata>>();
 
   TF_RETURN_IF_ERROR(batch_scheduler->Schedule(&task));
   done.WaitForNotification();
@@ -508,7 +530,7 @@ Status BatchingSession::MergeInputTensors(
   // Populate 'tensors_to_merge'.
   for (int i = 0; i < batch.num_tasks(); ++i) {
     const std::vector<std::pair<string, Tensor>>& task_inputs =
-        *batch.task(i).inputs;
+        GetTaskInput(batch.task(i));
     for (const auto& entry : task_inputs) {
       const string& tensor_name = entry.first;
       const Tensor& tensor = entry.second;
@@ -650,7 +672,14 @@ Status BatchingSession::SplitOutputTensors(
       if (split_tensor == split_tensors.end()) {
         return errors::Internal("Task does not conform to batch signature");
       }
-      task->outputs->push_back(std::move(split_tensor->second[i]));
+
+      if (task->is_partial) {
+        std::vector<Tensor>& tensor_vector =
+            (*task->shared_outputs)[task->split_index];
+        tensor_vector.push_back(std::move(split_tensor->second[i]));
+      } else {
+        task->outputs->push_back(std::move(split_tensor->second[i]));
+      }
     }
   }
   // (Ignore a possible final split_tensors entry containing the padding.)
@@ -673,9 +702,19 @@ Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
     }
 
     for (size_t i = 0; i < batch->num_tasks(); ++i) {
-      RunMetadata* run_metadata = batch->mutable_task(i)->run_metadata;
-      if (run_metadata != nullptr) {
-        *run_metadata = *batch_metadata;
+      BatchingSessionTask* batching_session_task = batch->mutable_task(i);
+      if (batching_session_task->is_partial) {
+        // If 'is_partial', 'split_run_metadatas' is not nullptr and points
+        // to a vector of size
+        // 'batching_session_task->output_tensor_names->size'.
+        (*batching_session_task
+              ->split_run_metadatas)[batching_session_task->split_index] =
+            *batch_metadata;
+      } else {
+        RunMetadata* run_metadata = batching_session_task->run_metadata;
+        if (run_metadata != nullptr) {
+          *run_metadata = *batch_metadata;
+        }
       }
     }
   }
@@ -703,8 +742,14 @@ void BatchingSession::ProcessBatch(
   Status status;
   auto finally = MakeCleanup([&status, &batch] {
     for (int i = 0; i < batch->num_tasks(); ++i) {
-      *batch->mutable_task(i)->status = status;
-      batch->mutable_task(i)->done->Notify();
+      BatchingSessionTask* task = batch->mutable_task(i);
+      if (task->is_partial) {
+        task->thread_safe_status->Update(status);
+        task->done_callback();
+      } else {
+        *batch->mutable_task(i)->status = status;
+        batch->mutable_task(i)->done->Notify();
+      }
     }
   });
 
@@ -780,6 +825,156 @@ void BatchingSession::ProcessBatch(
   status = SplitOutputTensors(signature, combined_outputs, batch.get());
 }
 
+// TODO(b/158393551):
+// Share implementation between `SplitInputTask` here and
+// `BatchResource::SplitInputTask` by refactoring and unifying the naming or
+// type differences of data members.
+Status SplitInputTask(
+    std::unique_ptr<BatchingSessionTask>* input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks) {
+  BatchingSessionTask& input_task = *(*input_task_ptr);
+  const int64 input_task_size = input_task.size();
+
+  DCHECK_GT(input_task_size, open_batch_remaining_slot);
+
+  // `split_task_done_callback` runs only after all split tasks are complete.
+  std::function<void()> split_task_done_callback =
+      [done_notification = input_task.done,
+       shared_outputs = input_task.shared_outputs,
+       shared_status = input_task.thread_safe_status,
+       num_output = input_task.output_tensor_names->size(),
+       outputs = input_task.outputs, status = input_task.status,
+       run_metadata = input_task.run_metadata,
+       split_run_metadatas = input_task.split_run_metadatas]() {
+        // `cost_dimension_map` aggregates costs from all splits for each
+        // dimension.
+        absl::flat_hash_map<string, float> cost_dimension_map;
+        for (int i = 0; i < num_output; ++i) {
+          Tensor output_tensor;
+
+          // Concat i-th tensor from each split into i-th tensor of output.
+          std::vector<Tensor> to_concatenate;
+          to_concatenate.reserve(shared_outputs->size());
+          for (int j = 0; j < shared_outputs->size(); ++j) {
+            to_concatenate.push_back(std::move((*shared_outputs)[j][i]));
+          }
+          const auto concat_status =
+              tensor::Concat(to_concatenate, &output_tensor);
+          if (!concat_status.ok()) {
+            shared_status->Update(concat_status);
+          }
+
+          outputs->push_back(std::move(output_tensor));
+        }
+
+        for (const auto& split : *split_run_metadatas) {
+          if (split.has_cost_graph()) {
+            for (const auto& cost : split.cost_graph().cost()) {
+              cost_dimension_map[cost.dimension()] += cost.cost();
+            }
+          }
+        }
+        *status = shared_status->status();
+
+        *run_metadata = (*split_run_metadatas)[0];
+        std::vector<string> cost_dimensions;
+        for (const auto& cost_and_dimension :
+             run_metadata->cost_graph().cost()) {
+          cost_dimensions.push_back(cost_and_dimension.dimension());
+        }
+        run_metadata->mutable_cost_graph()->clear_cost();
+        for (const auto& dimension : cost_dimensions) {
+          const auto iter = cost_dimension_map.find(dimension);
+          if (iter != cost_dimension_map.end()) {
+            auto graph_cost = run_metadata->mutable_cost_graph()->add_cost();
+            graph_cost->set_dimension(iter->first);
+            graph_cost->set_cost(iter->second);
+          }
+        }
+
+        done_notification->Notify();
+      };
+  IncrementalBarrier barrier(split_task_done_callback);
+
+  std::vector<int64> output_task_sizes;
+
+  if (open_batch_remaining_slot > 0) {
+    output_task_sizes.push_back(open_batch_remaining_slot);
+  }
+
+  for (int left_task_size = input_task_size - open_batch_remaining_slot;
+       left_task_size > 0; left_task_size -= max_batch_size) {
+    int next_task_size = std::min(left_task_size, max_batch_size);
+    output_task_sizes.push_back(next_task_size);
+  }
+
+  const int output_task_num = output_task_sizes.size();
+
+  input_task.shared_outputs->resize(output_task_num);
+
+  for (int i = 0; i < output_task_num; ++i) {
+    (*input_task.shared_outputs)[i].reserve(
+        input_task.output_tensor_names->size());
+  }
+
+  input_task.split_run_metadatas->resize(output_task_num);
+
+  output_tasks->reserve(output_task_num);
+  for (int i = 0; i < output_task_num; i++) {
+    auto task = absl::make_unique<BatchingSessionTask>();
+    task->enqueue_time_micros = input_task.enqueue_time_micros;
+    task->run_options = input_task.run_options;
+    task->zeroth_dim_size = output_task_sizes[i];
+    // `task->owned_input` will be initialized separately out of this for-loop.
+    task->output_tensor_names = input_task.output_tensor_names;
+
+    task->owned_split_inputs =
+        absl::make_unique<std::vector<std::pair<string, Tensor>>>();
+    task->split_index = i;
+    task->shared_outputs = input_task.shared_outputs;
+    task->thread_safe_status = input_task.thread_safe_status;
+    task->is_partial = true;
+    task->done_callback = barrier.Inc();
+
+    task->split_run_metadatas = input_task.split_run_metadatas;
+
+    output_tasks->push_back(std::move(task));
+  }
+
+  const int num_input_tensors = input_task.inputs->size();
+
+  // Splits each input tensor according to `output_task_sizes`, and
+  // initializes input of `output_tasks` with split results.
+  for (int i = 0; i < num_input_tensors; ++i) {
+    std::vector<Tensor> split_tensors;
+    const string& tensor_name = (*input_task.inputs)[i].first;
+    const Tensor& input_tensor = (*input_task.inputs)[i].second;
+    // TODO(b/158393551):
+    // Figure out the optimal implementation of Split, by using
+    // 'Tensor::Slice' and eliminating unnecessary memcpy as much as possible.
+    const Status split_status =
+        tensor::Split(input_tensor, output_task_sizes, &split_tensors);
+    if (!split_status.ok()) {
+      return errors::Internal(
+          "When splitting input, Tensor split operation failed: ",
+          split_status.ToString());
+    }
+    if (split_tensors.size() != output_task_sizes.size()) {
+      return errors::Internal(
+          "When splitting input, tensor split operation did not work as "
+          "expected; got ",
+          split_tensors.size(), " splits; expected ", output_task_sizes.size());
+    }
+    for (int j = 0; j < output_tasks->size(); ++j) {
+      BatchingSessionTask& output_task = *((*output_tasks)[j]);
+      output_task.owned_split_inputs->push_back(
+          std::make_pair(tensor_name, split_tensors[j]));
+    }
+  }
+  return Status::OK();
+}
+
 Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
@@ -799,9 +994,40 @@ Status CreateBasicBatchingSession(
     const BatchingSessionOptions& batching_session_options,
     const TensorSignature& signature, std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session) {
-  if (!batching_session_options.allowed_batch_sizes.empty()) {
-    if (batching_session_options.allowed_batch_sizes.back() !=
-        schedule_options.max_batch_size) {
+  const auto& allowed_batch_sizes =
+      batching_session_options.allowed_batch_sizes;
+  if (!allowed_batch_sizes.empty()) {
+    if (schedule_options.enable_large_batch_splitting) {
+      const int max_allowed_batch_size = allowed_batch_sizes.back();
+      int32 last_size = 0;
+      for (size_t i = 0; i < allowed_batch_sizes.size(); ++i) {
+        const int32 size = allowed_batch_sizes.at(i);
+        if (i > 0 && size <= last_size) {
+          return errors::InvalidArgument(
+              "allowed_batch_sizes entries must be monotonically increasing");
+        }
+        last_size = size;
+      }
+      if (max_allowed_batch_size > schedule_options.max_batch_size) {
+        return errors::InvalidArgument(
+            "Last entry in allowed_batch_sizes must be less than or equal to "
+            "max_batch_size; last "
+            "entry was ",
+            max_allowed_batch_size, "; expected ",
+            schedule_options.max_batch_size);
+      }
+      if (schedule_options.max_batch_size != max_allowed_batch_size) {
+        return errors::InvalidArgument(
+            "Last entry in allowed_batch_sizes must be equal to "
+            "max_execution_batch_size; last "
+            "entry was ",
+            max_allowed_batch_size, "; expected ",
+            schedule_options.max_batch_size);
+      }
+    } else if (allowed_batch_sizes.back() != schedule_options.max_batch_size) {
+      // TODO(b/b/161641195):
+      // Validate `allowed_batch_sizes` increase monotonically for non
+      // large_batch_splitting case.
       return errors::InvalidArgument(
           "Last entry in allowed_batch_sizes must match max_batch_size; last "
           "entry was ",
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 9bb30fe2d93..58662447275 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -28,7 +28,9 @@ limitations under the License.
 
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
+#include "tensorflow/core/kernels/batching_util/threadsafe_status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/util/optional.h"
@@ -192,6 +194,15 @@ Status CreateBasicBatchingSession(
     const TensorSignature& signature, std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session);
 
+// The default implementation of
+// `BasicBatchScheduler::Options.split_input_task_func` if corresponding batch
+// scheduler for a batching session sets
+// `BasicBatchScheduler::Options.enable_large_batch_splitting` to true.
+Status SplitInputTask(
+    std::unique_ptr<BatchingSessionTask>* input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks);
+
 //////////
 // Implementation details follow. API users need not read.
 
@@ -206,12 +217,38 @@ struct BatchingSessionTask : public BatchTask {
   const std::vector<std::pair<string, Tensor>>* inputs;
   const std::vector<string>* output_tensor_names;
 
-  // Fields populated when a task is processed (as part of a batch).
+  // Fields populated when a task is processed (as part of a batch), and
+  // returned by BatchingSession when a task is complete.
   Notification* done;
   Status* status;
   std::vector<Tensor>* outputs;
   RunMetadata* run_metadata;
   optional<thread::ThreadPoolOptions> thread_pool_options;
+
+  // Fields populated when a task is processed (as part of a batch), and
+  // substantially used in the intermediate stage if a task is a slice of
+  // input task (i.e., is_partial=true).
+  bool is_partial = false;
+  // 'owned_split_inputs' stores pairs of tensor names and input tensors
+  // if 'is_partial' = true.
+  std::unique_ptr<std::vector<std::pair<string, Tensor>>> owned_split_inputs;
+  // The index of this split, along the 0-th dimension of input from op
+  // invocation.
+  int split_index = 0;
+  std::function<void()> done_callback;
+  typedef std::vector<std::vector<Tensor>> TensorMatrix;
+  // For shared_ptr objects, ownership shared by:
+  // 1) each split of task (to fill one row in this matrix)
+  // and
+  // 2) callback that runs to merge output of individual splits for an op
+  // invocation, after all splits complete.
+  // Two-dimensional tensor matrix,
+  std::shared_ptr<TensorMatrix> shared_outputs;
+  // 'status' records error (could be from any split) if at least one split
+  // returns error, OK otherwise.
+  std::shared_ptr<ThreadSafeStatus> thread_safe_status;
+  // 'split_run_metadatas' records `run_metadata` of each split.
+  std::shared_ptr<std::vector<RunMetadata>> split_run_metadatas;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 104f4a760e8..17814df97f7 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/thread_annotations.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -74,8 +75,12 @@ class BatchSizeCapturingSession : public ServingSession {
              const std::vector<string>& output_tensor_names,
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override {
-    latest_batch_size_ = inputs[0].second.shape().dim_size(0);
+             const thread::ThreadPoolOptions& thread_pool_options) override
+      TF_LOCKS_EXCLUDED(latest_batch_size_mu_) {
+    {
+      mutex_lock l(latest_batch_size_mu_);
+      latest_batch_size_ = inputs[0].second.shape().dim_size(0);
+    }
     Status status = wrapped_->Run(run_options, inputs, output_tensor_names,
                                   target_node_names, outputs, run_metadata,
                                   thread_pool_options);
@@ -87,15 +92,19 @@ class BatchSizeCapturingSession : public ServingSession {
     return wrapped_->ListDevices(response);
   }
 
-  int latest_batch_size() const { return latest_batch_size_; }
+  int latest_batch_size() const TF_LOCKS_EXCLUDED(latest_batch_size_mu_) {
+    mutex_lock l(latest_batch_size_mu_);
+    return latest_batch_size_;
+  }
 
   CostGraphDef* mutable_cost_graph() { return &cost_graph_; }
 
  private:
   std::unique_ptr<Session> wrapped_;
 
+  mutable mutex latest_batch_size_mu_;
   // The size of the batch most recently submitted to Run().
-  int latest_batch_size_ = -1;
+  int latest_batch_size_ TF_GUARDED_BY(latest_batch_size_mu_) = -1;
 
   // Cost graph associated with the latest call to Run().
   CostGraphDef cost_graph_;
@@ -162,10 +171,9 @@ void TestSingleRequest(float input_0, float input_1, Session* session) {
                     /*intra_op_threadpool=*/nullptr);
 }
 
-void TestRequestToMatrixHalfPlusTwo(const std::vector<float>& x_values,
-                                    TensorShape x_shape,
-                                    const std::vector<float>& y_values,
-                                    TensorShape y_shape, Session* session) {
+void TestRequest(const std::vector<float>& x_values, TensorShape x_shape,
+                 const std::vector<float>& y_values, TensorShape y_shape,
+                 Session* session) {
   Tensor input = test::AsTensor<float>(x_values, x_shape);
   Tensor expected_output = test::AsTensor<float>(y_values, y_shape);
   std::vector<Tensor> output;
@@ -236,7 +244,7 @@ bool CheckDescriptor(string label, const string& description,
   return true;
 }
 
-TEST(BatchingSessionTest, TensorSignatureFromSignatureDef) {
+TEST(BatchingSessionSignatureTest, TensorSignatureFromSignatureDef) {
   const SignatureDef signature_def =
       CreateSignatureDef({{"x0", "x1"}, {"y0", "y1"}});
   const TensorSignature tensor_signature =
@@ -246,7 +254,7 @@ TEST(BatchingSessionTest, TensorSignatureFromSignatureDef) {
               UnorderedElementsAre("y0", "y1"));
 }
 
-TEST(BatchingSessionTest, TensorSignatureFromSignatureDefs) {
+TEST(BatchingSessionSignatureTest, TensorSignatureFromSignatureDefs) {
   const SignatureDef signature_def_0 =
       CreateSignatureDef({{"x0", "x1"}, {"y0", "y1"}});
   const SignatureDef signature_def_1 =
@@ -259,11 +267,55 @@ TEST(BatchingSessionTest, TensorSignatureFromSignatureDefs) {
               UnorderedElementsAre("y0", "y1", "y3"));
 }
 
-TEST(BatchingSessionTest, Basic) {
+class BatchingSessionTest : public ::testing::TestWithParam<bool> {
+ public:
+  BatchingSessionTest() {}
+
+  bool enable_large_batch_splitting() const { return GetParam(); }
+
+  std::function<
+      Status(std::unique_ptr<BatchingSessionTask>* input_task,
+             int first_output_task_size, int max_batch_size,
+             std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)>
+  get_split_input_task_func() const {
+    const bool enable_large_batch_splitting =
+        this->enable_large_batch_splitting();
+    return [enable_large_batch_splitting](
+               std::unique_ptr<BatchingSessionTask>* input_task,
+               int open_batch_remaining_slot, int max_batch_size,
+               std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)
+               -> Status {
+      if (enable_large_batch_splitting) {
+        return SplitInputTask(input_task, open_batch_remaining_slot,
+                              max_batch_size, output_tasks);
+      } else {
+        return Status::OK();
+      }
+    };
+  }
+
+  // If 'enable_large_batch_splitting' is true, annotate `input_options` with
+  // parameters for splitting large batches.
+  BasicBatchScheduler<BatchingSessionTask>::Options annotate_options(
+      const BasicBatchScheduler<BatchingSessionTask>::Options input_options) {
+    BasicBatchScheduler<BatchingSessionTask>::Options output_options =
+        input_options;
+    if (enable_large_batch_splitting()) {
+      output_options.enable_large_batch_splitting = true;
+      output_options.split_input_task_func = get_split_input_task_func();
+      output_options.max_execution_batch_size = input_options.max_batch_size;
+    }
+    return output_options;
+  }
+};
+
+TEST_P(BatchingSessionTest, Basic) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 4;  // fits two 2-unit tasks
   schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
+
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -282,11 +334,12 @@ TEST(BatchingSessionTest, Basic) {
       }));
 }
 
-TEST(BatchingSessionTest, BatchingWithPadding) {
+TEST_P(BatchingSessionTest, BatchingWithPadding) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;
   schedule_options.batch_timeout_micros = 1e6;
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   batching_session_options.pad_variable_length_inputs = true;
@@ -298,19 +351,74 @@ TEST(BatchingSessionTest, BatchingWithPadding) {
   // if padding doesn't work, test will fail.
   std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "first_request", [&batching_session] {
-        TestRequestToMatrixHalfPlusTwo(
-            {1, 2, 3, 4}, {1, 2, 2}, {2.5, 3, 2.5, 3.5, 4, 2.5, 2.5, 2.5, 2.5},
-            {1, 3, 3}, batching_session.get());
+        TestRequest({1, 2, 3, 4}, {1, 2, 2},
+                    {2.5, 3, 2.5, 3.5, 4, 2.5, 2.5, 2.5, 2.5}, {1, 3, 3},
+                    batching_session.get());
       }));
   std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "second_request", [&batching_session] {
-        TestRequestToMatrixHalfPlusTwo({5, 6, 7, 8, 9, 10, 11, 12, 13},
-                                       {1, 3, 3},
-                                       {4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5},
-                                       {1, 3, 3}, batching_session.get());
+        TestRequest({5, 6, 7, 8, 9, 10, 11, 12, 13}, {1, 3, 3},
+                    {4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5}, {1, 3, 3},
+                    batching_session.get());
       }));
 }
 
+TEST_P(BatchingSessionTest, BatchingWithLargeBatch) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 3;
+  schedule_options.batch_timeout_micros = 1e6;
+  schedule_options.num_batch_threads = 2;
+  schedule_options = annotate_options(schedule_options);
+  schedule_options.max_execution_batch_size = 2;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+  if (enable_large_batch_splitting()) {
+    // `max_execution_batch_size` is 2, so input of second request will be
+    // split for processing.
+    std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
+        ThreadOptions(), "first_request", [&batching_session] {
+          TestRequest({5, 6, 7, 8}, {1, 2, 2}, {4.5, 5, 5.5, 6}, {1, 2, 2},
+                      batching_session.get());
+        }));
+    std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+        ThreadOptions(), "second_request", [&batching_session] {
+          TestRequest({5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}, {3, 2, 2},
+                      {4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5, 9, 9.5, 10},
+                      {3, 2, 2}, batching_session.get());
+        }));
+  } else {
+    Tensor input1 = test::AsTensor<float>({5, 6, 7, 8}, {1, 2, 2});
+    Tensor expected_output1 =
+        test::AsTensor<float>({4.5, 5, 5.5, 6}, {1, 2, 2});
+    std::vector<Tensor> output1;
+    absl::Notification notify;
+    std::unique_ptr<Thread> first_request_thread(
+        Env::Default()->StartThread(ThreadOptions(), "first_request", [&] {
+          auto status =
+              batching_session->Run({{"x", input1}}, {"y"}, {}, &output1);
+          EXPECT_TRUE(status.ok());
+          test::ExpectTensorEqual<float>(expected_output1, output1[0]);
+        }));
+
+    // `max_batch_size` is 3, so input2 (of size 4) will be invalidated.
+    Tensor input2 = test::AsTensor<float>(
+        {5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20}, {4, 2, 2});
+    std::vector<Tensor> output2;
+    std::unique_ptr<Thread> second_request_thread(
+        Env::Default()->StartThread(ThreadOptions(), "second_request", [&] {
+          auto status =
+              batching_session->Run({{"x", input2}}, {"y"}, {}, &output2);
+          EXPECT_FALSE(status.ok());
+          EXPECT_THAT(status.error_message(),
+                      HasSubstr("Task size 4 is larger than "
+                                "maximum input batch size 3"));
+        }));
+  }
+}
+
 TEST(BatchingSessionTest, BatchingWithPaddingAndCost) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;
@@ -374,11 +482,100 @@ TEST(BatchingSessionTest, BatchingWithPaddingAndCost) {
       }));
 }
 
-TEST(BatchingSessionTest, UnequalTensorShapesWithPaddingTurnedOff) {
+TEST_P(BatchingSessionTest, BatchingWithCost) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 3;
+  schedule_options.batch_timeout_micros = 1e6;
+  schedule_options.num_batch_threads = 2;
+  schedule_options = annotate_options(schedule_options);
+  schedule_options.max_execution_batch_size = 2;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
+      new BatchSizeCapturingSession(CreateHalfPlusTwoSession()));
+  auto batch_size_capturing_session_raw = batch_size_capturing_session.get();
+
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      std::move(batch_size_capturing_session), &batching_session));
+
+  CostGraphDef* cg = batch_size_capturing_session_raw->mutable_cost_graph();
+  CostGraphDef_AggregatedCost* ag = cg->add_cost();
+  ag->set_cost(7.0);
+  ag = cg->add_cost();
+  ag->set_dimension("named-cost");
+  ag->set_cost(1.0);
+
+  // two requests form a batch and first input gets padded with zeros to match
+  // [1, 3, 3] shape that is accepted by the model.
+  // if padding doesn't work, test will fail.
+  std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "first_request", [&batching_session] {
+        Tensor input = test::AsTensor<float>({1, 2, 3, 4, 5, 6}, {1, 2, 3});
+        Tensor expected_output =
+            test::AsTensor<float>({2.5, 3, 3.5, 4, 4.5, 5}, {1, 2, 3});
+        std::vector<Tensor> output;
+        RunMetadata run_metadata;
+        TF_ASSERT_OK(batching_session->Run({}, {{"x", input}}, {"y"}, {},
+                                           &output, &run_metadata));
+        ASSERT_EQ(1, output.size());
+        test::ExpectTensorEqual<float>(expected_output, output[0]);
+        const CostGraphDef& cgs = run_metadata.cost_graph();
+        EXPECT_EQ(2, cgs.cost_size());
+        EXPECT_NEAR(3.5, cgs.cost(0).cost(), 0.001);
+        EXPECT_NEAR(0.5, cgs.cost(1).cost(), 0.001);
+        EXPECT_EQ("named-cost", cgs.cost(1).dimension());
+      }));
+  if (enable_large_batch_splitting()) {
+    std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+        ThreadOptions(), "second_request", [&batching_session] {
+          Tensor input =
+              test::AsTensor<float>({5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
+                                     17, 18, 19, 20, 21, 22},
+                                    {3, 2, 3});
+          Tensor expected_output =
+              test::AsTensor<float>({4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5, 9,
+                                     9.5, 10, 10.5, 11, 11.5, 12, 12.5, 13},
+                                    {3, 2, 3});
+          std::vector<Tensor> output;
+          RunMetadata run_metadata;
+          TF_ASSERT_OK(batching_session->Run({}, {{"x", input}}, {"y"}, {},
+                                             &output, &run_metadata));
+          ASSERT_EQ(1, output.size());
+          test::ExpectTensorEqual<float>(expected_output, output[0]);
+          const CostGraphDef& cgs = run_metadata.cost_graph();
+          EXPECT_EQ(2, cgs.cost_size());
+          EXPECT_NEAR(10.5, cgs.cost(0).cost(), 0.001);
+          EXPECT_NEAR(1.5, cgs.cost(1).cost(), 0.001);
+          EXPECT_EQ("named-cost", cgs.cost(1).dimension());
+        }));
+  } else {
+    std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+        ThreadOptions(), "second_request", [&batching_session] {
+          Tensor input = test::AsTensor<float>({5, 6, 7, 8, 9, 10}, {1, 2, 3});
+          Tensor expected_output =
+              test::AsTensor<float>({4.5, 5, 5.5, 6, 6.5, 7}, {1, 2, 3});
+          std::vector<Tensor> output;
+          RunMetadata run_metadata;
+          TF_ASSERT_OK(batching_session->Run({}, {{"x", input}}, {"y"}, {},
+                                             &output, &run_metadata));
+          ASSERT_EQ(1, output.size());
+          test::ExpectTensorEqual<float>(expected_output, output[0]);
+          const CostGraphDef& cgs = run_metadata.cost_graph();
+          EXPECT_EQ(2, cgs.cost_size());
+          EXPECT_NEAR(3.5, cgs.cost(0).cost(), 0.001);
+          EXPECT_NEAR(0.5, cgs.cost(1).cost(), 0.001);
+          EXPECT_EQ("named-cost", cgs.cost(1).dimension());
+        }));
+  }
+}
+
+TEST_P(BatchingSessionTest, UnequalTensorShapesWithPaddingTurnedOff) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;
   schedule_options.batch_timeout_micros = 1e6;
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   batching_session_options.pad_variable_length_inputs = false;
@@ -408,11 +605,12 @@ TEST(BatchingSessionTest, UnequalTensorShapesWithPaddingTurnedOff) {
       }));
 }
 
-TEST(BatchingSessionTest, SingletonBatch) {
+TEST_P(BatchingSessionTest, SingletonBatch) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 4;  // fits two 2-unit tasks
   schedule_options.batch_timeout_micros = 0;
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -421,12 +619,13 @@ TEST(BatchingSessionTest, SingletonBatch) {
   TestSingleRequest(100.0f, 42.0f, batching_session.get());
 }
 
-TEST(BatchingSessionTest, RequestThatDoesntMatchSignatureGetsRunAnyway) {
+TEST_P(BatchingSessionTest, RequestThatDoesntMatchSignatureGetsRunAnyway) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   // Set the batching parameters s.t. if the request is batched the test will
   // timeout.
   schedule_options.max_batch_size = 100;
   schedule_options.batch_timeout_micros = INT_MAX;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -436,8 +635,9 @@ TEST(BatchingSessionTest, RequestThatDoesntMatchSignatureGetsRunAnyway) {
   TestSingleRequest(100.0f, 42.0f, batching_session.get());
 }
 
-TEST(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
+TEST_P(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
 
@@ -470,7 +670,7 @@ TEST(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
-TEST(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
+TEST_P(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
   int32 start_input_value = GetPercentileTotal(
       "/tensorflow/serving/batching_session/input_batch_size");
   int32 start_process_value = GetPercentileTotal(
@@ -486,6 +686,7 @@ TEST(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
   schedule_options.max_batch_size = 4;
   schedule_options.batch_timeout_micros = 0;
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   BatchingSessionOptions batching_session_options;
   batching_session_options.allowed_batch_sizes = {2, 4};
   std::unique_ptr<Session> batching_session;
@@ -509,7 +710,7 @@ TEST(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
-TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
+TEST_P(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
   int32 start_input_value = GetPercentileTotal(
       "/tensorflow/serving/batching_session/input_batch_size");
   int32 start_process_value = GetPercentileTotal(
@@ -536,6 +737,7 @@ TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
   schedule_options.max_batch_size = 4;
   schedule_options.batch_timeout_micros = 0;
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   BatchingSessionOptions batching_session_options;
   batching_session_options.allowed_batch_sizes = {1, 3, 4};
   std::unique_ptr<Session> batching_session;
@@ -559,9 +761,10 @@ TEST(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
 }
 
-TEST(BatchingSessionTest, UnsortedAllowedBatchSizesRejected) {
+TEST_P(BatchingSessionTest, UnsortedAllowedBatchSizesRejected) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 4;
+  schedule_options = annotate_options(schedule_options);
   BatchingSessionOptions batching_session_options;
   batching_session_options.allowed_batch_sizes = {4, 2};  // Not sorted.
   std::unique_ptr<Session> batching_session;
@@ -571,10 +774,11 @@ TEST(BatchingSessionTest, UnsortedAllowedBatchSizesRejected) {
                    .ok());
 }
 
-TEST(BatchingSessionTest,
-     FinalAllowedBatchSizeDifferingFromMaxBatchSizeRejected) {
+TEST_P(BatchingSessionTest,
+       FinalAllowedBatchSizeLargerThanMaxBatchSizeRejected) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 4;
+  schedule_options = annotate_options(schedule_options);
   BatchingSessionOptions batching_session_options;
   batching_session_options.allowed_batch_sizes = {2, 8};  // Final entry != 4.
   std::unique_ptr<Session> batching_session;
@@ -584,11 +788,12 @@ TEST(BatchingSessionTest,
                    .ok());
 }
 
-TEST(BatchingSessionTest, DifferentOrderForInputAndOutputTensors) {
+TEST_P(BatchingSessionTest, DifferentOrderForInputAndOutputTensors) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 6;  // fits three 2-unit tasks
   schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -632,29 +837,33 @@ TEST(BatchingSessionTest, DifferentOrderForInputAndOutputTensors) {
       }));
 }
 
-TEST(BatchingSessionTest, MultipleSignatures) {
+TEST_P(BatchingSessionTest, MultipleSignatures) {
   std::vector<BatchScheduler<BatchingSessionTask>*> schedulers;
-  auto create_scheduler = [&schedulers](
-      std::function<void(std::unique_ptr<Batch<BatchingSessionTask>>)>
-          process_batch_callback,
-      std::unique_ptr<BatchScheduler<BatchingSessionTask>>* scheduler) {
-    BasicBatchScheduler<BatchingSessionTask>::Options options;
-    options.max_batch_size = 4;                      // fits two 2-unit tasks
-    options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
-    options.num_batch_threads = 1;
-    std::unique_ptr<BasicBatchScheduler<BatchingSessionTask>> basic_scheduler;
-    TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
-        options, process_batch_callback, &basic_scheduler));
-    schedulers.push_back(basic_scheduler.get());
-    *scheduler = std::move(basic_scheduler);
-    return Status::OK();
-  };
+  auto create_scheduler =
+      [&schedulers, this](
+          std::function<void(std::unique_ptr<Batch<BatchingSessionTask>>)>
+              process_batch_callback,
+          std::unique_ptr<BatchScheduler<BatchingSessionTask>>* scheduler) {
+        BasicBatchScheduler<BatchingSessionTask>::Options options;
+        options.max_batch_size = 4;  // fits two 2-unit tasks
+        options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
+        options.num_batch_threads = 1;
+        options = annotate_options(options);
+        std::unique_ptr<BasicBatchScheduler<BatchingSessionTask>>
+            basic_scheduler;
+        TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
+            options, process_batch_callback, &basic_scheduler));
+        schedulers.push_back(basic_scheduler.get());
+        *scheduler = std::move(basic_scheduler);
+        return Status::OK();
+      };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
-  TF_CHECK_OK(CreateBatchingSession(
-      batching_session_options, {{{{"x"}, {"y"}}, create_scheduler},
-                                 {{{"x2"}, {"y3"}}, create_scheduler}},
-      CreateHalfPlusTwoSession(), &batching_session));
+  TF_CHECK_OK(CreateBatchingSession(batching_session_options,
+                                    {{{{"x"}, {"y"}}, create_scheduler},
+                                     {{{"x2"}, {"y3"}}, create_scheduler}},
+                                    CreateHalfPlusTwoSession(),
+                                    &batching_session));
   ASSERT_EQ(2, schedulers.size());
 
   // Create lambdas for 2-unit inference requests to each signature.
@@ -696,23 +905,26 @@ TEST(BatchingSessionTest, MultipleSignatures) {
   EXPECT_EQ(0, schedulers[1]->NumEnqueuedTasks());
 }
 
-TEST(BatchingSessionTest, EnqueuedLongerThanTimeout) {
+TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
   BatchScheduler<BatchingSessionTask>* scheduler = nullptr;
-  auto create_scheduler = [&scheduler](
-      std::function<void(std::unique_ptr<Batch<BatchingSessionTask>>)>
-          process_batch_callback,
-      std::unique_ptr<BatchScheduler<BatchingSessionTask>>* new_scheduler) {
-    BasicBatchScheduler<BatchingSessionTask>::Options options;
-    options.max_batch_size = 4;                      // fits two 2-unit tasks
-    options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
-    options.num_batch_threads = 1;
-    std::unique_ptr<BasicBatchScheduler<BatchingSessionTask>> basic_scheduler;
-    TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
-        options, process_batch_callback, &basic_scheduler));
-    scheduler = basic_scheduler.get();
-    *new_scheduler = std::move(basic_scheduler);
-    return Status::OK();
-  };
+  auto create_scheduler =
+      [&scheduler, this](
+          std::function<void(std::unique_ptr<Batch<BatchingSessionTask>>)>
+              process_batch_callback,
+          std::unique_ptr<BatchScheduler<BatchingSessionTask>>* new_scheduler) {
+        BasicBatchScheduler<BatchingSessionTask>::Options options;
+        options.max_batch_size = 4;  // fits two 2-unit tasks
+        options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
+        options.num_batch_threads = 1;
+        options = annotate_options(options);
+        std::unique_ptr<BasicBatchScheduler<BatchingSessionTask>>
+            basic_scheduler;
+        TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
+            options, process_batch_callback, &basic_scheduler));
+        scheduler = basic_scheduler.get();
+        *new_scheduler = std::move(basic_scheduler);
+        return Status::OK();
+      };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
   TF_CHECK_OK(CreateBatchingSession(
@@ -751,11 +963,12 @@ TEST(BatchingSessionTest, EnqueuedLongerThanTimeout) {
   request_returned.WaitForNotification();
 }
 
-TEST(BatchingSessionTest, ThreadPoolOptions) {
+TEST_P(BatchingSessionTest, ThreadPoolOptions) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 4;  // fits two 2-unit tasks
   schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
   schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -781,6 +994,9 @@ TEST(BatchingSessionTest, ThreadPoolOptions) {
       }));
 }
 
+INSTANTIATE_TEST_CASE_P(WithOrWithoutThreadPools, BatchingSessionTest,
+                        ::testing::Bool());
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/batching/incremental_barrier.cc b/tensorflow_serving/batching/incremental_barrier.cc
new file mode 100644
index 00000000000..40324700b69
--- /dev/null
+++ b/tensorflow_serving/batching/incremental_barrier.cc
@@ -0,0 +1,66 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/incremental_barrier.h"
+
+#include <atomic>
+#include <functional>
+
+#include "absl/functional/bind_front.h"
+#include "tensorflow/core/platform/logging.h"
+
+namespace tensorflow {
+namespace serving {
+
+class InternalIncrementalBarrier {
+ public:
+  explicit InternalIncrementalBarrier(IncrementalBarrier::DoneCallback callback)
+      : left_(1), done_callback_(std::move(callback)) {}
+
+  void operator()() {
+    DCHECK_GE(left_.load(std::memory_order_relaxed), 0);
+
+    if (left_.fetch_sub(1, std::memory_order_acq_rel) - 1 == 0) {
+      IncrementalBarrier::DoneCallback done_callback =
+          std::move(done_callback_);
+      delete this;
+      done_callback();
+    }
+  }
+
+  IncrementalBarrier::BarrierCallback Inc() {
+    left_.fetch_add(1, std::memory_order_acq_rel);
+
+    // std::bind_front is only available ever since C++20.
+    return absl::bind_front(&InternalIncrementalBarrier::operator(), this);
+  }
+
+ private:
+  std::atomic<int> left_;
+  IncrementalBarrier::DoneCallback done_callback_;
+};
+
+IncrementalBarrier::IncrementalBarrier(DoneCallback done_callback)
+    : internal_barrier_(
+          new InternalIncrementalBarrier(std::move(done_callback))) {}
+
+IncrementalBarrier::~IncrementalBarrier() { (*internal_barrier_)(); }
+
+IncrementalBarrier::BarrierCallback IncrementalBarrier::Inc() {
+  return internal_barrier_->Inc();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/batching/incremental_barrier.h b/tensorflow_serving/batching/incremental_barrier.h
new file mode 100644
index 00000000000..e7c09dc333b
--- /dev/null
+++ b/tensorflow_serving/batching/incremental_barrier.h
@@ -0,0 +1,83 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_INCREMENTAL_BARRIER_H_
+#define TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_INCREMENTAL_BARRIER_H_
+
+#include <atomic>
+#include <functional>
+
+namespace tensorflow {
+namespace serving {
+
+class InternalIncrementalBarrier;
+
+// BarrierClosure (see
+// https://github.com/chromium/chromium/blob/master/base/barrier_closure.h)
+// executes a callback after it has been invoked |num_closures| times.
+// Plus, `BarrierClosure` is a continuation-passing style abstraction and self-
+// deleting.
+
+// IncrementalBarrier is a convenience class to be used in place of a barrier
+// closure, which is particularly helpful (e.g. simplify code) because callers
+// don't need to calculate the |num_closures| beforehand.
+//
+// Example Usage:
+//   void MakeCalls() {
+//     typedef std::function<void()> Callback;
+//     typedef std::function<void(Callback)> OtherCallback;
+//     Callback done_callback = ...
+//     OtherCallback cb1 = ...
+//     OtherCallback cb2 = ...
+//     std::thread threads[2];
+//     {
+//         IncrementalBarrier barrier(done_callback);
+//         threads[0] = std::thread(cb1(barrier.Inc());
+//         threads[1] = std::thread(cb2(barrier.Inc());
+//         ... at this moment, `barrier` is incremented twice, and then
+//         destructed....
+//     }
+//     threads[0].join();
+//     threads[1].join();
+//   }
+//
+//  `done_callback` will be called when both conditions are true:
+//  1) after `barrier` is destructed.
+//  2) Each `BarrierCallback` returned by `Inc` is called.
+// This class is thread-safe.
+class IncrementalBarrier {
+ public:
+  typedef std::function<void()> DoneCallback;
+  typedef std::function<void()> BarrierCallback;
+  explicit IncrementalBarrier(DoneCallback callback);
+
+  ~IncrementalBarrier();
+
+  // Returns a BarrierCallback (std::function) that individual task call to
+  // signal its completeness.
+  // The returned BarrierCallback outlives this `IncrementalBarrier` instance.
+  // Furthermore, each task should eventually call the returned function, or
+  // else done_callback wouldn't be called.
+  BarrierCallback Inc();
+
+ private:
+  // self-deleting, thereby not owned by 'IncrementalBarrier'.
+  InternalIncrementalBarrier* internal_barrier_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_INCREMENTAL_BARRIER_H_
diff --git a/tensorflow_serving/batching/incremental_barrier_test.cc b/tensorflow_serving/batching/incremental_barrier_test.cc
new file mode 100644
index 00000000000..b58d38aec16
--- /dev/null
+++ b/tensorflow_serving/batching/incremental_barrier_test.cc
@@ -0,0 +1,135 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/incremental_barrier.h"
+
+#include <atomic>
+
+#include "absl/functional/bind_front.h"
+#include "absl/time/time.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/platform.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/platform/test_benchmark.h"
+#include "tensorflow/core/platform/thread_annotations.h"
+#include "tensorflow/core/platform/threadpool.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+// A thread-safe counter class.
+class Counter {
+ public:
+  void Increment() TF_LOCKS_EXCLUDED(mu_) {
+    mutex_lock l(mu_);
+    ++count_;
+  }
+
+  int GetCount() TF_LOCKS_EXCLUDED(mu_) {
+    mutex_lock l(mu_);
+    return count_;
+  }
+
+ private:
+  mutex mu_;
+  int count_ = 0;
+};
+
+TEST(IncrementalBarrierTest, RunInstantlyWhenZeroClosure) {
+  Counter counter;
+  EXPECT_EQ(counter.GetCount(), 0);
+  {
+    IncrementalBarrier::DoneCallback done_callback =
+        absl::bind_front(&Counter::Increment, &counter);
+    IncrementalBarrier barrier(done_callback);
+    EXPECT_EQ(counter.GetCount(), 0);
+  }
+  EXPECT_EQ(counter.GetCount(), 1);
+}
+
+TEST(IncrementalBarrierTest, RunAfterNumClosuresOneNowTwoLater) {
+  Counter counter;
+
+  IncrementalBarrier::BarrierCallback bc1, bc2;
+  {
+    IncrementalBarrier::DoneCallback done_callback =
+        absl::bind_front(&Counter::Increment, &counter);
+    IncrementalBarrier barrier(done_callback);
+
+    CHECK_EQ(counter.GetCount(), 0);
+
+    bc1 = barrier.Inc();
+    bc2 = barrier.Inc();
+
+    IncrementalBarrier::BarrierCallback bc3 = barrier.Inc();
+    bc3();
+
+    CHECK_EQ(counter.GetCount(), 0);
+  }
+
+  CHECK_EQ(counter.GetCount(), 0);
+  bc1();
+  CHECK_EQ(counter.GetCount(), 0);
+  bc2();
+  CHECK_EQ(counter.GetCount(), 1);
+}
+
+TEST(IncrementalBarrierTest, RunAfterNumClosuresConcurrency) {
+  const int num_closure = 100, num_thread = 2;
+  std::atomic<int> schedule_count{0};
+  Counter counter;
+
+  {
+    IncrementalBarrier::DoneCallback done_callback =
+        absl::bind_front(&Counter::Increment, &counter);
+    IncrementalBarrier barrier(done_callback);
+
+    CHECK_EQ(counter.GetCount(), 0);
+
+    tensorflow::thread::ThreadPool pool(tensorflow::Env::Default(),
+                                        "BarrierClosure", num_thread);
+    for (int i = 0; i < num_closure; ++i) {
+      pool.Schedule([&barrier, &schedule_count]() {
+        schedule_count.fetch_add(1);
+        IncrementalBarrier::BarrierCallback bc = barrier.Inc();
+
+        Env::Default()->SleepForMicroseconds(100);
+        bc();
+      });
+    }
+
+    CHECK_EQ(counter.GetCount(), 0);
+  }
+
+  CHECK_EQ(schedule_count.load(std::memory_order_relaxed), 100);
+  CHECK_EQ(counter.GetCount(), 1);
+}
+
+#if defined(PLATFORM_GOOGLE)
+void BM_FunctionInc(benchmark::State& state) {
+  IncrementalBarrier barrier([] {});
+  for (auto _ : state) {
+    barrier.Inc()();
+  }
+}
+
+BENCHMARK(BM_FunctionInc);
+#endif  // PLATFORM_GOOGLE
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 010b28dd6ba5d9e080ca6d77bc204ee44ed40e1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jul 2020 18:01:49 -0700
Subject: [PATCH 3931/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aba141e2-9bfe-4cef-9cc3-3ad369668b9f

PiperOrigin-RevId: 322481382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4e6bda4eb7..5b84ea4d640 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4bdb57d5b7fecc6de22eaf5e00e6740796f62bb6468b4281c40fed3b1871c40",
-    git_commit = "099cc6f9452bace63deafdba68e4a38ba9618a4c",
+    sha256 = "94ec73a8fcbf02649cac7b45d3bd5754369106a3e85400c870ea891bd8e182f9",
+    git_commit = "4807acc07e7a51c61a0da6a2f6dd4d4558fa08a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec2f01ca780445f40945c32765585f50369a86af Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 22 Jul 2020 14:27:49 -0700
Subject: [PATCH 3932/8103] Internal change

PiperOrigin-RevId: 322655432
---
 tensorflow_serving/batching/batching_session_test.cc | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 17814df97f7..a43a9d2e2a8 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <memory>
 
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/cost_graph.pb.h"
@@ -394,7 +395,7 @@ TEST_P(BatchingSessionTest, BatchingWithLargeBatch) {
     Tensor expected_output1 =
         test::AsTensor<float>({4.5, 5, 5.5, 6}, {1, 2, 2});
     std::vector<Tensor> output1;
-    absl::Notification notify;
+    Notification notify;
     std::unique_ptr<Thread> first_request_thread(
         Env::Default()->StartThread(ThreadOptions(), "first_request", [&] {
           auto status =

From 87ca67ea79c69ab5258b3c15719c5bfa3a3be8b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Jul 2020 18:04:07 -0700
Subject: [PATCH 3933/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0a0776f-6ff6-4573-86dc-24a4f89b7172

PiperOrigin-RevId: 322695459
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b84ea4d640..b39dc469eb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94ec73a8fcbf02649cac7b45d3bd5754369106a3e85400c870ea891bd8e182f9",
-    git_commit = "4807acc07e7a51c61a0da6a2f6dd4d4558fa08a5",
+    sha256 = "cf4e487b3bde86ab8b50d09d7bd36c0562acea2471960a9918aadeb8306394b7",
+    git_commit = "24ba29946cf6648c32f9356ccb29f6b9a4e77197",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf38a05017bcf91f960cef7c8a02ae977f873c1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jul 2020 00:01:25 -0700
Subject: [PATCH 3934/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45e588ff-6c18-42b4-aba0-6f9f48174907

PiperOrigin-RevId: 322733308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b39dc469eb5..9eb7e2e5f31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf4e487b3bde86ab8b50d09d7bd36c0562acea2471960a9918aadeb8306394b7",
-    git_commit = "24ba29946cf6648c32f9356ccb29f6b9a4e77197",
+    sha256 = "04ab8b0632b5112d276f5acb18285eedc3d1a3e6eb59103a23362a136566d9af",
+    git_commit = "488448c742e99663a46946a40df477180b2c6935",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 16974289a793552c4204062e3737aee248a014f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jul 2020 06:01:51 -0700
Subject: [PATCH 3935/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a88d89c5-adb2-4017-a0db-bf1ea56d3f66

PiperOrigin-RevId: 322770955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9eb7e2e5f31..084de41a9df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04ab8b0632b5112d276f5acb18285eedc3d1a3e6eb59103a23362a136566d9af",
-    git_commit = "488448c742e99663a46946a40df477180b2c6935",
+    sha256 = "0a9a4e402dd35312e00662b1a8a9a18fb5f87d0f7d448b18292569c14cb3fb9c",
+    git_commit = "bd6b557c02a5cc1d094a7bb180b9779121a58520",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eebc893f6a99eb7821905248b79bc3b089f11ddb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jul 2020 12:01:28 -0700
Subject: [PATCH 3936/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d6b9f47-5349-41a6-bfb4-771ef35f43a3

PiperOrigin-RevId: 322835396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 084de41a9df..4a9e8ae714b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a9a4e402dd35312e00662b1a8a9a18fb5f87d0f7d448b18292569c14cb3fb9c",
-    git_commit = "bd6b557c02a5cc1d094a7bb180b9779121a58520",
+    sha256 = "f6f5e2c7900c4eb334c6070fe54fcf4b719ae334de691c89c816c9cfa7bee727",
+    git_commit = "9ce9e779f1510f688771090527fcd45de41691ac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 269184cf31a6fec5c3f305778de1d9145875329f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jul 2020 18:06:53 -0700
Subject: [PATCH 3937/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c186e1c-edcf-4c9f-9175-ddb12c5b1352

PiperOrigin-RevId: 322908176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a9e8ae714b..4b12b56cda2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6f5e2c7900c4eb334c6070fe54fcf4b719ae334de691c89c816c9cfa7bee727",
-    git_commit = "9ce9e779f1510f688771090527fcd45de41691ac",
+    sha256 = "8a7c11ef0c4d2ccb5769198e7bdc89dac9b8c69389e9014cdfacaf15afdc4079",
+    git_commit = "f3dd9c4db29f7ef2f154b781d765080477531996",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f826a0805cd0dcc4225ad16767370736a29328aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jul 2020 00:01:29 -0700
Subject: [PATCH 3938/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98f974b5-039b-44f1-ae1a-c027fbdaa1a6

PiperOrigin-RevId: 322946201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b12b56cda2..742d0c99881 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a7c11ef0c4d2ccb5769198e7bdc89dac9b8c69389e9014cdfacaf15afdc4079",
-    git_commit = "f3dd9c4db29f7ef2f154b781d765080477531996",
+    sha256 = "64e53ff7e2fe6a06b6d45119e72d65522fdf3f59cd423e18a86c67c72b4f690e",
+    git_commit = "da698a62692b323b150718d4281fba8d9365820a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d8abc6eb04323f57645923e667e6f201d2662097 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jul 2020 06:01:44 -0700
Subject: [PATCH 3939/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6741cbd4-d8a6-4f33-877e-5be44f162dd7

PiperOrigin-RevId: 322981973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 742d0c99881..452be0e889a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64e53ff7e2fe6a06b6d45119e72d65522fdf3f59cd423e18a86c67c72b4f690e",
-    git_commit = "da698a62692b323b150718d4281fba8d9365820a",
+    sha256 = "fca7cc5e789963a462a2b5fd74374941e3ba7de9db45c86fa3f67e361fb5de8b",
+    git_commit = "fdbb2851c22c6b96320c0e2cbe61689bc7e4ad5e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1270b8ce192225edcaafb00a50822216dd0b1de0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jul 2020 11:00:26 -0700
Subject: [PATCH 3940/8103] Adding /usr/local/cuda/extras/CUPTI/lib64 to
 LD_LIBRARY_PATH in order to unblock profiling

PiperOrigin-RevId: 323028893
---
 tensorflow_serving/tools/docker/Dockerfile.gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 8047d8d234c..ed9ca3f7a3b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -28,6 +28,7 @@ LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 ENV CUDNN_VERSION=7.6.4.38
 ENV TF_TENSORRT_VERSION=6.0.1
 ENV CUDA=10.1
+ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \

From 8674389f558026f3b216d65593d6386226284302 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jul 2020 12:01:33 -0700
Subject: [PATCH 3941/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0caa50b9-ef03-4206-8e42-3d85fbbf79c0

PiperOrigin-RevId: 323042554
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 452be0e889a..4de9c3b643b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fca7cc5e789963a462a2b5fd74374941e3ba7de9db45c86fa3f67e361fb5de8b",
-    git_commit = "fdbb2851c22c6b96320c0e2cbe61689bc7e4ad5e",
+    sha256 = "89857ae0051ac11bb4346befba82407a139df5e423dc54dd32324cd7ce07cd76",
+    git_commit = "6f57dbfffabdd3b9ddf11795bca369d7d6ddeb41",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ce013452b6c4b0312ad88d61615e5434aed164a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jul 2020 18:03:53 -0700
Subject: [PATCH 3942/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1ee719f-fd34-417a-9231-138e98c978ed

PiperOrigin-RevId: 323107975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4de9c3b643b..80e490a2410 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89857ae0051ac11bb4346befba82407a139df5e423dc54dd32324cd7ce07cd76",
-    git_commit = "6f57dbfffabdd3b9ddf11795bca369d7d6ddeb41",
+    sha256 = "fe17895acf0023c5f704cc64fe1d6b77b73393bc14e4ee9413cd898ff8a05e67",
+    git_commit = "cf95331c57da7ba86a75b9706096c62a7ef08646",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From adc27c5fbccf7b05b988ff041267f366ea940cd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jul 2020 00:02:03 -0700
Subject: [PATCH 3943/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e161a89f-2fda-4e47-a00b-100c44c57fa1

PiperOrigin-RevId: 323132998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80e490a2410..79eff00c365 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe17895acf0023c5f704cc64fe1d6b77b73393bc14e4ee9413cd898ff8a05e67",
-    git_commit = "cf95331c57da7ba86a75b9706096c62a7ef08646",
+    sha256 = "02bbb3114cbb97a4cf14250dc3f495359538fc97c8ecea17b625080c8b13d04b",
+    git_commit = "4874f237b8c7d0ce7eaa96d45819419ea37ebde5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d687d3e8827c82f4f1b68337c67b2cbe6e4126e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jul 2020 00:41:55 -0700
Subject: [PATCH 3944/8103] Improve error message

PiperOrigin-RevId: 323135760
---
 .../sources/storage_path/file_system_storage_path_source.cc   | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index a9d200f461d..db212542109 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -265,7 +265,9 @@ Status PollFileSystemForServable(
 
   if (!at_least_one_version_found) {
     LOG(WARNING) << "No versions of servable " << servable.servable_name()
-                 << " found under base path " << servable.base_path();
+                 << " found under base path " << servable.base_path()
+                 << ". Did you forget to name your leaf directory as a number "
+                    "(eg. '/1/')?";
   }
 
   return Status::OK();

From 058771f0b454676385bf55d40d953ce894061964 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jul 2020 06:01:41 -0700
Subject: [PATCH 3945/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4e23f64-805e-4247-a8e3-86103fe9b4ce

PiperOrigin-RevId: 323155640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79eff00c365..2bcc7a953ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02bbb3114cbb97a4cf14250dc3f495359538fc97c8ecea17b625080c8b13d04b",
-    git_commit = "4874f237b8c7d0ce7eaa96d45819419ea37ebde5",
+    sha256 = "978cc6b793fa140dd87309116fe6eef76be6656561ce71f0e596c15f4d435edc",
+    git_commit = "055c5e107db5a3b7b0899d8974e14ab6ce772fc0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b3e4b4c542f112ca973a4ca605c9e94eb75ca3a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jul 2020 18:01:46 -0700
Subject: [PATCH 3946/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4f844bf-89c8-41e3-b1a8-1373c6c481c5

PiperOrigin-RevId: 323196763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bcc7a953ea..ead7a8ed461 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "978cc6b793fa140dd87309116fe6eef76be6656561ce71f0e596c15f4d435edc",
-    git_commit = "055c5e107db5a3b7b0899d8974e14ab6ce772fc0",
+    sha256 = "b6e7536dbb113f8f7171d53b719eae4ba6635e4abbbd4046443b52b3f36ba7b2",
+    git_commit = "1c29b137644edaec7169fbcf7a2d4154d32b231f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 51f62698382f63560e64936433d374cf21a127f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Jul 2020 00:01:43 -0700
Subject: [PATCH 3947/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce0a1d61-753c-4135-8b22-c8e8d00879bd

PiperOrigin-RevId: 323216189
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ead7a8ed461..af5fc9baf4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6e7536dbb113f8f7171d53b719eae4ba6635e4abbbd4046443b52b3f36ba7b2",
-    git_commit = "1c29b137644edaec7169fbcf7a2d4154d32b231f",
+    sha256 = "eb441289f572eddeb329996f99d02a4eb5261e755d932a07cac71a8d34604af3",
+    git_commit = "03300ba696f102ab4dd11703a558f3ac65363e21",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f8ba23fd648ee768049578c515f22d24d6c6e935 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Jul 2020 06:21:38 -0700
Subject: [PATCH 3948/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5b3c94a-88f2-4371-bc3a-b6721c91dfcb

PiperOrigin-RevId: 323238432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af5fc9baf4f..2738bc5ef48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb441289f572eddeb329996f99d02a4eb5261e755d932a07cac71a8d34604af3",
-    git_commit = "03300ba696f102ab4dd11703a558f3ac65363e21",
+    sha256 = "c49f322177d16c471307ae3051a5df06c4d31a7b1ec24f53059d4b6b4201026d",
+    git_commit = "3a3d3591923501aa6fb03ef4da1d64400ad209d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 48ccc6cbe381c4737cbc634e997b1d4c4a9c7c6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jul 2020 00:01:47 -0700
Subject: [PATCH 3949/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14247560-62c1-4cd5-a92e-80147dde7663

PiperOrigin-RevId: 323309087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2738bc5ef48..ef93b96db16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c49f322177d16c471307ae3051a5df06c4d31a7b1ec24f53059d4b6b4201026d",
-    git_commit = "3a3d3591923501aa6fb03ef4da1d64400ad209d8",
+    sha256 = "2a09f4af97e59f088bbf4c8d314a45d03bbafa0e9229e12267d0e244eaa595b2",
+    git_commit = "7145fc0e49be01ef6943f4df386ce38567e37797",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8758b627dd3d51c0b9b4fbaa7733da6c61d4ae2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jul 2020 06:01:34 -0700
Subject: [PATCH 3950/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/496ee22c-bb1d-4b99-a13c-4aef1beb6194

PiperOrigin-RevId: 323346240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef93b96db16..a0d99ad1e54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a09f4af97e59f088bbf4c8d314a45d03bbafa0e9229e12267d0e244eaa595b2",
-    git_commit = "7145fc0e49be01ef6943f4df386ce38567e37797",
+    sha256 = "e978afee8f062e683d4a69912fd40df893f5d6fbb61e828b43873e85d1c2e0f2",
+    git_commit = "8c6f2d55762f3fc94f98fdd8b3c5d59ee1276dba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1385c6c67d4652b6219e36d915bbc2e2dc84fb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jul 2020 12:02:12 -0700
Subject: [PATCH 3951/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a974a1c-13d9-4f14-905c-cfd8a89c50f5

PiperOrigin-RevId: 323410576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0d99ad1e54..7aec2b3c1fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e978afee8f062e683d4a69912fd40df893f5d6fbb61e828b43873e85d1c2e0f2",
-    git_commit = "8c6f2d55762f3fc94f98fdd8b3c5d59ee1276dba",
+    sha256 = "b88168a6222caa4bcb2345eaf800a24c8f7e09319d37425c529f75cdf0b62bb4",
+    git_commit = "3b8ffcaa8a171ef707b5ef342db84f576a0d4944",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b98de7b366b1f624c77f03a9a61f476fdcbce5e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jul 2020 14:17:20 -0700
Subject: [PATCH 3952/8103] Internal cleanup

PiperOrigin-RevId: 323439014
---
 tensorflow_serving/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/BUILD b/tensorflow_serving/BUILD
index 02b8aeec1b1..9e96c89fc4f 100644
--- a/tensorflow_serving/BUILD
+++ b/tensorflow_serving/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//tensorflow_serving:internal"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 exports_files(["LICENSE"])
 

From d100d8f5e0ee57c911b7b36c5a575795060a604e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jul 2020 18:01:59 -0700
Subject: [PATCH 3953/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0157bf95-25f3-46e6-b7fa-0560d84bb454

PiperOrigin-RevId: 323481094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7aec2b3c1fa..c12982f1c7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b88168a6222caa4bcb2345eaf800a24c8f7e09319d37425c529f75cdf0b62bb4",
-    git_commit = "3b8ffcaa8a171ef707b5ef342db84f576a0d4944",
+    sha256 = "7309f9850361e5afbc3eaef29908313ffd4c9f2795ef62c608eee15af6f5babb",
+    git_commit = "247db5c30ea6aa144f791ba9eaf2e60e449d55a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b8d2823e3e8ee7ff514a0142d8e2a0a8741e796e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jul 2020 00:01:42 -0700
Subject: [PATCH 3954/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a07632d-b528-4621-97f5-ba4671b6ef26

PiperOrigin-RevId: 323519366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c12982f1c7c..29957f7e18f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7309f9850361e5afbc3eaef29908313ffd4c9f2795ef62c608eee15af6f5babb",
-    git_commit = "247db5c30ea6aa144f791ba9eaf2e60e449d55a4",
+    sha256 = "b1570e3d2cc70d95f52b051589c05ce33813cc7a8b136af19e40e22d45c8a80b",
+    git_commit = "22f8998de295d0d24501732bd8bbade7ac770b03",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 16d245403f673b29e97034329663f6c5a7fcb1e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jul 2020 06:01:34 -0700
Subject: [PATCH 3955/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ba58291-59f0-4fcc-bd11-e46e8108f173

PiperOrigin-RevId: 323556962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29957f7e18f..4968dc42393 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1570e3d2cc70d95f52b051589c05ce33813cc7a8b136af19e40e22d45c8a80b",
-    git_commit = "22f8998de295d0d24501732bd8bbade7ac770b03",
+    sha256 = "7190df4897640587622b65c499a69543d8d95c936faf11b390f4492f3bde5d70",
+    git_commit = "f295633406569f9a6ee71467a9bb34ef1cc6852b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4e7ff59bd94ead14f9faa62b89ea7b4c4cb6149d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jul 2020 12:01:24 -0700
Subject: [PATCH 3956/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/27d353dc-ad04-4afa-84fb-deaf02d645f3

PiperOrigin-RevId: 323622698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4968dc42393..5245b53862e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7190df4897640587622b65c499a69543d8d95c936faf11b390f4492f3bde5d70",
-    git_commit = "f295633406569f9a6ee71467a9bb34ef1cc6852b",
+    sha256 = "2005320ae952d84b998420510481d94bab1dcbab7db3974e94d712d02d4e65e2",
+    git_commit = "e82d258f17bb47ce5fe8daa5c88cbbd7fcc0924b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d48105c0399e1814676e5e451715f25ee1e2c089 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Tue, 28 Jul 2020 16:13:15 -0700
Subject: [PATCH 3957/8103] Let TF serving use ThreadSafeStatus in its own
 repository.

PiperOrigin-RevId: 323674650
---
 tensorflow_serving/batching/BUILD             | 26 +++++++-
 .../batching/batching_session.cc              |  2 +-
 .../batching/batching_session.h               |  2 +-
 .../batching/threadsafe_status.cc             | 53 ++++++++++++++++
 .../batching/threadsafe_status.h              | 62 +++++++++++++++++++
 .../batching/threadsafe_status_test.cc        | 53 ++++++++++++++++
 6 files changed, 195 insertions(+), 3 deletions(-)
 create mode 100644 tensorflow_serving/batching/threadsafe_status.cc
 create mode 100644 tensorflow_serving/batching/threadsafe_status.h
 create mode 100644 tensorflow_serving/batching/threadsafe_status_test.cc

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index bb237ab5642..44f24c3837d 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -65,6 +65,7 @@ cc_library(
     ],
     deps = [
         ":batching_util",
+        ":threadsafe_status",
         "//tensorflow_serving/batching:incremental_barrier",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:cleanup",
@@ -77,11 +78,22 @@ cc_library(
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:threadsafe_status",
         "@org_tensorflow//tensorflow/core/profiler/lib:traceme",
     ],
 )
 
+cc_library(
+    name = "threadsafe_status",
+    srcs = ["threadsafe_status.cc"],
+    hdrs = ["threadsafe_status.h"],
+    deps = [
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/synchronization",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_test(
     name = "batching_session_test",
     srcs = [
@@ -167,3 +179,15 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_test(
+    name = "threadsafe_status_test",
+    srcs = ["threadsafe_status_test.cc"],
+    deps = [
+        ":threadsafe_status",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index cc0512eca8c..6cf8a436056 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_util.h"
-#include "tensorflow/core/kernels/batching_util/threadsafe_status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -37,6 +36,7 @@ limitations under the License.
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/batching/batching_util.h"
 #include "tensorflow_serving/batching/incremental_barrier.h"
+#include "tensorflow_serving/batching/threadsafe_status.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/util/cleanup.h"
 #include "tensorflow_serving/util/hash.h"
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 58662447275..8d2634aad6b 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -28,11 +28,11 @@ limitations under the License.
 
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
-#include "tensorflow/core/kernels/batching_util/threadsafe_status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow_serving/batching/threadsafe_status.h"
 #include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/batching/threadsafe_status.cc b/tensorflow_serving/batching/threadsafe_status.cc
new file mode 100644
index 00000000000..687c9bc9d51
--- /dev/null
+++ b/tensorflow_serving/batching/threadsafe_status.cc
@@ -0,0 +1,53 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/threadsafe_status.h"
+
+#include "absl/base/thread_annotations.h"
+#include "absl/status/status.h"
+#include "absl/synchronization/mutex.h"
+#include "tensorflow/core/platform/mutex.h"
+
+namespace tensorflow {
+namespace serving {
+const Status& ThreadSafeStatus::status() const& {
+  tf_shared_lock lock(mutex_);
+  return status_;
+}
+
+Status ThreadSafeStatus::status() && {
+  tf_shared_lock lock(mutex_);
+  return std::move(status_);
+}
+
+void ThreadSafeStatus::Update(const Status& new_status) {
+  if (new_status.ok()) {
+    return;
+  }
+
+  mutex_lock lock(mutex_);
+  status_.Update(new_status);
+}
+
+void ThreadSafeStatus::Update(Status&& new_status) {
+  if (new_status.ok()) {
+    return;
+  }
+
+  mutex_lock lock(mutex_);
+  status_.Update(std::forward<Status>(new_status));
+}
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/batching/threadsafe_status.h b/tensorflow_serving/batching/threadsafe_status.h
new file mode 100644
index 00000000000..5f87fb90072
--- /dev/null
+++ b/tensorflow_serving/batching/threadsafe_status.h
@@ -0,0 +1,62 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_THREADSAFE_STATUS_H_
+#define TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_THREADSAFE_STATUS_H_
+
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/platform/thread_annotations.h"
+
+namespace tensorflow {
+namespace serving {
+// TODO(b/161829688):
+// Possibly merge ThreadSafeStatus implementation in TF and TF serving, when
+// TF exposes ThreadSafeStatus in its public API (i.e., an release candidate).
+// Wrapper class to allow both lock-free construction and concurrent updates on
+// a 'status'.
+//
+// Example Usage:
+//   std::thread threads[2];
+//   ThreadSafeStatus thread_safe_status;
+//   threads[0] = std::thread([&]() {
+//     status.Update(errors::Internal("internal error"));
+//   });
+//   threads[1] = std::thread([&]() {
+//     status.Update(errors::InvalidArgument("invalid argument"));
+//   });
+//   threads[0].Join();
+//   threads[1].Join();
+//
+//   NOTE:
+//   When updated in a multi-threading setup, only the first error is retained.
+class ThreadSafeStatus {
+ public:
+  const Status& status() const& TF_LOCKS_EXCLUDED(mutex_);
+  Status status() && TF_LOCKS_EXCLUDED(mutex_);
+
+  // Retains the first error status: replaces the current status with
+  // `new_status` if `new_status` is not OK and the previous status is OK.
+  void Update(const Status& new_status) TF_LOCKS_EXCLUDED(mutex_);
+  void Update(Status&& new_status) TF_LOCKS_EXCLUDED(mutex_);
+
+ private:
+  mutable mutex mutex_;
+  Status status_ TF_GUARDED_BY(mutex_);
+};
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_CORE_KERNELS_BATCHING_UTIL_THREADSAFE_STATUS_H_
diff --git a/tensorflow_serving/batching/threadsafe_status_test.cc b/tensorflow_serving/batching/threadsafe_status_test.cc
new file mode 100644
index 00000000000..adf2cea733d
--- /dev/null
+++ b/tensorflow_serving/batching/threadsafe_status_test.cc
@@ -0,0 +1,53 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/threadsafe_status.h"
+
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(ThreadSafeStatus, DefaultOk) {
+  ThreadSafeStatus status;
+  TF_EXPECT_OK(status.status());
+}
+
+TEST(ThreadSafeStatus, Update) {
+  ThreadSafeStatus status;
+  TF_EXPECT_OK(status.status());
+
+  status.Update(errors::FailedPrecondition("original error"));
+  EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
+
+  status.Update(Status::OK());
+  EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
+
+  status.Update(errors::Internal("new error"));
+  EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
+}
+
+TEST(ThreadSafeStatus, Move) {
+  ThreadSafeStatus status;
+  TF_EXPECT_OK(std::move(status).status());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 7412b6a338818b85495a8c05ae866794a66cdef9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jul 2020 18:02:20 -0700
Subject: [PATCH 3958/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04672eee-858e-4b7c-85e2-a2b0c7a2625e

PiperOrigin-RevId: 323692490
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5245b53862e..a42dc4bcc09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2005320ae952d84b998420510481d94bab1dcbab7db3974e94d712d02d4e65e2",
-    git_commit = "e82d258f17bb47ce5fe8daa5c88cbbd7fcc0924b",
+    sha256 = "298330663b61b29a46d6cdc190a46730a3b0595b1f77ca096baf6688a8afd1b3",
+    git_commit = "8b23245d0932876ad4d3a036875c48c4cbdbd063",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5fa28ff2d2887eb580d14c9a66344e46a22ac8e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jul 2020 00:01:24 -0700
Subject: [PATCH 3959/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a9a28ac-4aa4-4155-9bea-d8c6e694b937

PiperOrigin-RevId: 323730191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a42dc4bcc09..0e7f3585675 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "298330663b61b29a46d6cdc190a46730a3b0595b1f77ca096baf6688a8afd1b3",
-    git_commit = "8b23245d0932876ad4d3a036875c48c4cbdbd063",
+    sha256 = "2277ef49b29e05da50615bfef7c36010d1c77c524c5d2defffe9ebc2c69304e3",
+    git_commit = "d227b141aa2bf36d62f58c741afb267f55ee4512",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98c26918bb672b190fe2016d304de3d52a45a663 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jul 2020 06:03:13 -0700
Subject: [PATCH 3960/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a947374b-f579-4760-9818-9e62d02f82f0

PiperOrigin-RevId: 323771648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e7f3585675..ae6699b5219 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2277ef49b29e05da50615bfef7c36010d1c77c524c5d2defffe9ebc2c69304e3",
-    git_commit = "d227b141aa2bf36d62f58c741afb267f55ee4512",
+    sha256 = "ae24a050f5d338a57c8cd93e8f5f4d22f9685941b694f60aa0621584b29bc2af",
+    git_commit = "8a0e1711f4def103d1c06036c27701213262f0a1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e943c7b6a5966c029391fdb7b6d0790a2ced97c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jul 2020 12:01:52 -0700
Subject: [PATCH 3961/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef576675-3c55-4a99-a866-378c4afef7b7

PiperOrigin-RevId: 323837430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae6699b5219..5a8aad9cfa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae24a050f5d338a57c8cd93e8f5f4d22f9685941b694f60aa0621584b29bc2af",
-    git_commit = "8a0e1711f4def103d1c06036c27701213262f0a1",
+    sha256 = "75a20373210406f2db9859ecaf729f74177207c083f998c3bffe372fe03c68d2",
+    git_commit = "b646fc746788f8214b5f83233193f0bbc80d0b9b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 390732ace75ca9110c706f0aeb65d35a5390ca81 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Wed, 29 Jul 2020 17:47:19 -0700
Subject: [PATCH 3962/8103] Update TF Text to v2.3.0.

PiperOrigin-RevId: 323906346
---
 .../tf_text_regression/01/saved_model.pb      | Bin 1171194 -> 2213600 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index e072c55791b9e5d052963206ff2a5654c952d5bb..4ac4a9bc8fa1c9a7ecb98463b7709e912d8c0c00 100644
GIT binary patch
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zxSG0%!bMue=gyvY?z9;b<$qX5o6e4fVe0rPtGu5@@tj7JF+?4p9`^cKb4cluBINk!
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zh+J*w;>Jz3tT;{ln`IsTbbySt(KS6EW%@?9RAiTVs_JSh#fSCYuK9N<*`udjc+u>+
z)5a#$dla#>0gC7yMez%hOB%e2%RSX<9mr9A6O7zqVj$j`4r|A`5+N~Um^UO!OXA0P
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zr?6ar%kJWg5S@2*Dlc#f_YYM1dW+RByCS6D<{C$&KE9qZ)i@&c@^$Bw|J4!cdR;_`
zisi6}{PbM>2<LOsb+ib`VsXZpj6v<^?0xO$tfkQ%9F{DdU>=r?eyFib-%I3}Sc?5+
z4oq+Od@zqLnvxf8`RG*^97S1`wXh11vC02fc{%OR-F#g{Q(WnsnZQ}L!q=;1(TGw}
zIzq|oTGQT8k+M7gucgQR?MH%}(K&Uu)+~LpRc=FQm<<zuJI*!0()}}K_sg;ld&jmH
z9P!69eScDXB@-u}H|v~fbEnOkGHv3(8BH@MPi-1Jv8panooxC%UgvK4W=)yE?j9F=
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zwPkmxq7{{_IG0Z;KM_?8y3h2D6ZAuT^qwa-1G8(45BEVx=stzw`~J-A`Xx*yPZ)9l
zq3D@BdtCcd*g9?f2OM~TD>)jmy_Ka}eW3k0>@031x*%Y`rJ22whndS~G1)I7(c5D^
zi`{P=7_>e$jn4m93+9hGz8?VVdNh}nNlnk`zb&I*R%K;vMc~)I`J_aiN@@-X2kqQ^
z@{wS_{RPL%#`aHVVYdAT+8>5Vt2|bKv)a?gpnYwpbnIv^9gMbgv6T>f06tlK^JR*1
zsVi#c%ZDuzY%LX@)wId`+XBT9!X;UiHHli1xiDD8e#sNCCd9a0F*~MsJJ{CwT=@@=
z?`nkK`7+)UXSS-UK-?FF<0Criq_5)H|B0d4IFz3w<*F<;yRwojs2v>3bFL^qMLax3
ziHX1Ok2ia7$@i@Q5!&~jlmmL_TSqAwbV#paODr4L$m-6*2EWFUoN4p{U_oZL|CP0;
zy_^|J##tx3&m+3Tv0>~36ZtTa*DWKry(V&Rdr>o<+eu~w+ZjHN9-poY8M9NYLPobr
zm_;4-e7D~MGlh?~z%#_s*Kl2w*p@LQv#u@?7~wmP@3UIk&d=7xOVn2^=FD;z|J*s{
z-@e{zXE3N#FM)j7zt(+jdcP*r&)Zu8QmSe%J-FtBEvM2JO<JeEd)S?6FFaoG_=K4A
zejW*rEMXoHD(fmM14sF~kr)v-eeTK_SXuE4oe<{8Wos7gt*q!^+433T?mXY;F0u5W
zw?Vr-$*e^EM)^)M?vl;p!O6Z8DD}9kiFA8H(*nOv{KYI5PS++6>Klx>K9rd+lEcf7
zb3PN?udPrJ>z1FDK4YrYtJ<$bOG`UA6Udf(K=P<<{M`8CMB9nw*86Dv`p;76zj-3S
zrC>Dm0#m<>9_-oT@wJ+BYT|CS5T}B=nm|wAk@|G<{URGcvz$prshJ&JsNDIAr<)ix
z!9Csky2pnL`5m8R4$Z9VUlXYH0q^yS5^5db$y#<n_!p^}b~kJ-xTvGb@s9anzAx!s
zb{3FM-vi2GJquS>_3sD0rDgq7r=%W*VMxY#YP_84xH`m-v;XTe{aJmcw+tP1p7R{1
zdqg_-wrp>ljT^HRlt#7sO#3NrG_QjR&ds&VZ))-Q^y#ggJB;%F&ADyA?RZzxwj-MM
zxNtAOz?CJ4;4A}D=y>07!$_eaT3|VoNx!VEG~E(bi8ziLpyk7&c)t7pYlw^bKDY$$
z^J+$?bg7b1ziht`rPbWQN~$#`%}TmN+mF)AIDFff?UrP0@0C-5?4zSYW-TruNRF@1
z0eb9>sR~<3>G<&f<Ne)Q*MED1PkH%2+u^;I6PYeoGNp~bs*Vq2SV1RSE|75~Lki@~
ze;JI`;el+^wYgQq#fFe-w)iZ&!&pi?9A>g?TG|z|aUx4C;Xj<m-iPviceg)a==RO5
zL{&|ldB#XFaFSsIiuG8Af1Ke1{Cl<gw4c*q|2y^!K4;`R3;D-&Mdsk_(D~^ir&@iu
zy_A>d0N%zrkn^$wOuMG+gLFZkdbZ#)e;HZ-X^wBdOYAv56vXYVK~KpdKNFmmfnWJ9
zq(P}}S$La-gt)acA*F=GFDv%bO-hw29q^<v!{&syV<ec94c5=}F-fRf+Z!@c8{@Ec
z_;@GVm$nn=SG#G&{D%w3bFh=|JF)#N_yfd_&&`vHe<Y*2CQ#+;E6x1{|H?OR1z=j1
ziLnFuQXkUq30jcyzgRst>Z2k~`4M*(vv12Nb6z-fg}}E0xIq|_K1kK-L+uC2Y;y<e
z#_R)&k|b{m&<%AKtF#7XGfVwtR*s>>0zx&|III!qVG6*l*SXF#22AR%buIC!ArtH-
zby!aPUtQ){)!Ad1>%DBE!;OAIwJ5bRuOMFd!%}a#^&JcyskUZsn4*tVT)jiA5I9ZC
z<zj!CvAfad+n|UQ{bNUw$*ww3=2OK<^UF)!w6<=ZU*6XaWASshI0nWdU5r(zv|xbL
z9w2VIxV*l-a+?aWsIj+@SE(PjS8G)fy{tTvX0qZYAe55<t2pD*6j+63PL%H+w$cTw
z;>h;E3bruHbLOIRm141G0GzAf=H<<-#eKi^#3?F{j{ld=oK*DBpE}q0e4i@7dEi(B
z?5vM8?*18xs=$f9V@aNtiUq%m8wxjJt0?imZ?9jZ3sXpY4Jh8Tp*y2MI@2Miq%W=v
z?59LR-QRvnq&CK0BbRMUH`p)J&N*o%9QF*cJ>_^)U{{8Q!I;wo2(S&%m7!t$`=C>O
zTb76`y`aNGoqE6b`F2|Fc3~OB-ELiFBG3aamvcUMbpd|adb>-uHeA<3R`Km_VTV?T
zpTF6y_`T;B#DzTEem9kk@WAwFhiB9-cMUU|(XIl~>q$?4%QmW6Gi7mP$vj*{BkY>p
z+F8(Md0>!zKs1I446(okrH9C)fraSDN)O}N>8S8aT+<r&C>lJVuY}7}@!EFM@jY$k
z?R3L~oni1|czx<Vtol6<PHz8HveJ!dzV?t3Uphih2TvRIv)=QB#r7YSj1KOe0Ceko
z>kQ9iZ)b1TS|wT5R(`AtPPhH~i|L!op9S0oR2X}<l(&dywv@;5vl4NZx0J7^ziQ=!
z?k|*g!5d&j82LhZt$g>o7s|)UcS~O^FA+b!P#%?U;AfpI<@6WJ>*Z^=zgRx({{gFj
Bc-H^`

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index d49f73a645f..05bddf51ac4 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -80,10 +80,10 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "f64647276f7288d1b1fe4c89581d51404d0ce4ae97f2bcc4c19bd667549adca8",
-        strip_prefix = "text-2.2.0",
+        sha256 = "05cc1b0eda8f4f734cb81d4389a637d26372b8621cb4c4a7e30ee5bc1e8c63da",
+        strip_prefix = "text-2.3.0",
         urls = [
-            "https://github.com/tensorflow/text/archive/v2.2.0.zip",
+            "https://github.com/tensorflow/text/archive/v2.3.0.zip",
         ],
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],

From 512e30781bf212812620d53b36fb04d8082e71c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jul 2020 18:01:40 -0700
Subject: [PATCH 3963/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd73121d-0f7f-4714-8256-ab10dcb3b519

PiperOrigin-RevId: 323908366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a8aad9cfa7..728293cfe03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75a20373210406f2db9859ecaf729f74177207c083f998c3bffe372fe03c68d2",
-    git_commit = "b646fc746788f8214b5f83233193f0bbc80d0b9b",
+    sha256 = "3029fd5ca540274f9134c7570bf9505db0a662b87c47cceb6e9686693e77aa72",
+    git_commit = "e3b51aabc049126132993edb3aee3ac2df93b95a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b62cff7f97d724868eeb103e627c2ccbc30a3a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jul 2020 00:04:18 -0700
Subject: [PATCH 3964/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0425cb09-9202-4bf0-93b7-e7c5da378d17

PiperOrigin-RevId: 323948978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 728293cfe03..de6f144af00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3029fd5ca540274f9134c7570bf9505db0a662b87c47cceb6e9686693e77aa72",
-    git_commit = "e3b51aabc049126132993edb3aee3ac2df93b95a",
+    sha256 = "9565b2664cf224edc5bab2dc4d4aec1d3050b6c57f1dddcff0a335073def250d",
+    git_commit = "640cdad89f7d3d2ab392526f2859e4f3e3f78721",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5a46503a6a3e05836a07bf735be0f58e8397e908 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jul 2020 06:01:40 -0700
Subject: [PATCH 3965/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58ea6dde-cf78-44b4-b4d4-a45a0c424a0e

PiperOrigin-RevId: 323987485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de6f144af00..8fae55b6c14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9565b2664cf224edc5bab2dc4d4aec1d3050b6c57f1dddcff0a335073def250d",
-    git_commit = "640cdad89f7d3d2ab392526f2859e4f3e3f78721",
+    sha256 = "9729324add6bf25e76ee24ee2adfb5ceaed39ca0aa8fae728dc66adaa3e4b27a",
+    git_commit = "0ee8bee0bad67d75fd4cc5a0dae35e7efe10de69",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e71fe2aec1f80a07f40425421887d94f7aa092ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jul 2020 12:01:56 -0700
Subject: [PATCH 3966/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/331e462c-5546-444b-9252-0e12a28ed6aa

PiperOrigin-RevId: 324051824
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fae55b6c14..293c9e21678 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9729324add6bf25e76ee24ee2adfb5ceaed39ca0aa8fae728dc66adaa3e4b27a",
-    git_commit = "0ee8bee0bad67d75fd4cc5a0dae35e7efe10de69",
+    sha256 = "eb15ae9142a6131ffa09635cb6de3421cea7e42e77f2b58094df1e9ba8e14301",
+    git_commit = "d09a3df6e462266f756f8ba23bc5eb247b8a3a1d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b82fe23e6479242164cf79b600fefaed0dda5733 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jul 2020 18:01:47 -0700
Subject: [PATCH 3967/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/debb2c83-99fb-4589-8a89-715f05523db2

PiperOrigin-RevId: 324122471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 293c9e21678..5cdade47cff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb15ae9142a6131ffa09635cb6de3421cea7e42e77f2b58094df1e9ba8e14301",
-    git_commit = "d09a3df6e462266f756f8ba23bc5eb247b8a3a1d",
+    sha256 = "b3c9bbe8b254932a35bb7934a50e4e0caddfb3d5e2548ff7817b5664cf58fdda",
+    git_commit = "8dd314781e011fdc0664d1b18e62a56850d9e004",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From acd6506e9afa6be87d7bef9aec0648c9fbb1225e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Jul 2020 00:01:56 -0700
Subject: [PATCH 3968/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c93cbe3-1515-44e4-bd58-f8c38f260dd2

PiperOrigin-RevId: 324161601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cdade47cff..28bd9d2a707 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3c9bbe8b254932a35bb7934a50e4e0caddfb3d5e2548ff7817b5664cf58fdda",
-    git_commit = "8dd314781e011fdc0664d1b18e62a56850d9e004",
+    sha256 = "e26fc0fb663c689818f10c85c36fe01c47d02860f27c419edd81f55c05d2a3fd",
+    git_commit = "fc0fb29fa521cca46704647573cd79866a37288f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d48455417a96c3958184b4bfabb9aa458232addb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Jul 2020 06:01:49 -0700
Subject: [PATCH 3969/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb24c511-f18e-4106-a1f8-13e513afc748

PiperOrigin-RevId: 324195335
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28bd9d2a707..a182edf4176 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e26fc0fb663c689818f10c85c36fe01c47d02860f27c419edd81f55c05d2a3fd",
-    git_commit = "fc0fb29fa521cca46704647573cd79866a37288f",
+    sha256 = "d8b6a864efd57baed32eec3810a3d01256744bf0c16e388e060c0a7774adcd5c",
+    git_commit = "deba51f80e05775bb4cc83647b475802be58f1e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 23719830519974a2989bf069c7614eccdbd2da10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Jul 2020 12:01:45 -0700
Subject: [PATCH 3970/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0274cb0b-94e7-417e-b22f-4fca404ecf59

PiperOrigin-RevId: 324254981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a182edf4176..134a9843b66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8b6a864efd57baed32eec3810a3d01256744bf0c16e388e060c0a7774adcd5c",
-    git_commit = "deba51f80e05775bb4cc83647b475802be58f1e4",
+    sha256 = "09083bf2d130112c467f28dfa8b82fd85a26af084b2998e61d6ee61e5ec7d5f9",
+    git_commit = "74408f404a1c22ece5f17e94dc588c8a8337b9bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 06fbf878a98c8bd4202e33bc1c097a6ce184d06e Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Fri, 31 Jul 2020 13:56:48 -0700
Subject: [PATCH 3971/8103] Migrate the remaining references of tf.app to
 compat.v1.

PiperOrigin-RevId: 324278818
---
 tensorflow_serving/example/mnist_client.py               | 2 +-
 tensorflow_serving/example/resnet_client_grpc.py         | 9 +++++----
 .../model_servers/tensorflow_model_server_test_client.py | 8 ++++----
 .../tensorflow/testdata/export_bad_half_plus_two.py      | 2 +-
 .../servables/tensorflow/testdata/export_counter.py      | 2 +-
 .../tensorflow/testdata/saved_model_half_plus_two.py     | 2 +-
 6 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index d691bf4e38b..a9078cc2c8f 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -47,7 +47,7 @@
 tf.compat.v1.app.flags.DEFINE_string('server', '',
                                      'PredictionService host:port')
 tf.compat.v1.app.flags.DEFINE_string('work_dir', '/tmp', 'Working directory. ')
-FLAGS = tf.app.flags.FLAGS
+FLAGS = tf.compat.v1.app.flags.FLAGS
 
 
 class _ResultCounter(object):
diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index 1388e9a6a9d..7c99f0b9d33 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -30,10 +30,11 @@
 # The image URL is the location of the image we should send to the server
 IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
 
-tf.app.flags.DEFINE_string('server', 'localhost:8500',
-                           'PredictionService host:port')
-tf.app.flags.DEFINE_string('image', '', 'path to image in JPEG format')
-FLAGS = tf.app.flags.FLAGS
+tf.compat.v1.app.flags.DEFINE_string('server', 'localhost:8500',
+                                     'PredictionService host:port')
+tf.compat.v1.app.flags.DEFINE_string('image', '',
+                                     'path to image in JPEG format')
+FLAGS = tf.compat.v1.app.flags.FLAGS
 
 
 def main(_):
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
index 1bd3617606e..546726a9ab2 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
@@ -29,9 +29,9 @@
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 
 
-tf.app.flags.DEFINE_string('server', 'localhost:8500',
-                           'inception_inference service host:port')
-FLAGS = tf.app.flags.FLAGS
+tf.compat.v1.app.flags.DEFINE_string('server', 'localhost:8500',
+                                     'inception_inference service host:port')
+FLAGS = tf.compat.v1.app.flags.FLAGS
 
 
 def main(_):
@@ -48,4 +48,4 @@ def main(_):
 
 
 if __name__ == '__main__':
-  tf.app.run()
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
index a062e1cc7e3..d8b58ef1754 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
@@ -56,4 +56,4 @@ def main(_):
 
 
 if __name__ == "__main__":
-  tf.app.run()
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
index 7a304cc1078..1e733199b24 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
@@ -103,4 +103,4 @@ def main(unused_argv):
 
 
 if __name__ == "__main__":
-  tf.app.run()
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 38c4794540e..0c3a9e770af 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -397,4 +397,4 @@ def main(_):
       default="cpu",
       help="Force model to run on 'cpu', 'mkl', or 'gpu'")
   FLAGS, unparsed = parser.parse_known_args()
-  tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)
+  tf.compat.v1.app.run(main=main, argv=[sys.argv[0]] + unparsed)

From 5842c77d3e23caf9973c767e255233bd23699b69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Jul 2020 18:01:38 -0700
Subject: [PATCH 3972/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b044b564-24d0-4eca-b0a2-06dc8a93ecc4

PiperOrigin-RevId: 324328187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 134a9843b66..fd633022df8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09083bf2d130112c467f28dfa8b82fd85a26af084b2998e61d6ee61e5ec7d5f9",
-    git_commit = "74408f404a1c22ece5f17e94dc588c8a8337b9bb",
+    sha256 = "e0d672a0396d8e8338d0bc52916c4d20e3c1642aa1fd5efb07a449af4bb986ad",
+    git_commit = "111caf888de00cfed7b092d07a7a18034934f7a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c587f0ff192c3ecd85cee3bb5fabade462d19a1e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Aug 2020 00:01:44 -0700
Subject: [PATCH 3973/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da383a07-0755-4981-bf45-c29c1efb266e

PiperOrigin-RevId: 324363618
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd633022df8..3170d620afc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0d672a0396d8e8338d0bc52916c4d20e3c1642aa1fd5efb07a449af4bb986ad",
-    git_commit = "111caf888de00cfed7b092d07a7a18034934f7a6",
+    sha256 = "2324dfa699a8178a9c8a66d89103249125bc59ae1f2e6b667d1a3867893a6440",
+    git_commit = "8a449bdb65252abbe5b5b4c9e430e5620e6d01cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1bc472add4a2e3ffe0624f7c88a0e0288cbeac3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Aug 2020 06:01:32 -0700
Subject: [PATCH 3974/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d94f7b57-78ff-4b90-ab06-76604363f4e0

PiperOrigin-RevId: 324391639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3170d620afc..1a80cec416e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2324dfa699a8178a9c8a66d89103249125bc59ae1f2e6b667d1a3867893a6440",
-    git_commit = "8a449bdb65252abbe5b5b4c9e430e5620e6d01cd",
+    sha256 = "e9423fc922aad152f9419bf0b8a7df59bf6a86ef8c356c7f611cc301086076a2",
+    git_commit = "44597e39fb9e6eeb614d2119d516c0d4ede084cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1e032a5cc47ed4d3f450b68bf112e61b41c4308e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Aug 2020 12:01:44 -0700
Subject: [PATCH 3975/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/148cb1a2-4b98-4894-b173-0569026a007e

PiperOrigin-RevId: 324412035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a80cec416e..5cd32a322fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9423fc922aad152f9419bf0b8a7df59bf6a86ef8c356c7f611cc301086076a2",
-    git_commit = "44597e39fb9e6eeb614d2119d516c0d4ede084cc",
+    sha256 = "f570a55ec3d6a2587609d8a334dfdaa12569b9da1a457864b9ad2bf3cba94d67",
+    git_commit = "af197c251c1c4251dee82f8dd9a2f10fc7b28b24",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d855c9a481c611da5c9f5d494f84012070d3c6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Aug 2020 18:01:49 -0700
Subject: [PATCH 3976/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99950808-c620-42de-a0de-47de26cdf8d0

PiperOrigin-RevId: 324434642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cd32a322fe..54f16ea9a87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f570a55ec3d6a2587609d8a334dfdaa12569b9da1a457864b9ad2bf3cba94d67",
-    git_commit = "af197c251c1c4251dee82f8dd9a2f10fc7b28b24",
+    sha256 = "46492832258b7c4e05cfa118448ff80e257cd1fbcdb718c2c0754a5a4f7ee116",
+    git_commit = "d0b99d9dde59b7ede020a99922e08c7b0f9a1428",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ce1b1dc66f2f356ca42d786bf2b4c08e666379dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Aug 2020 00:01:29 -0700
Subject: [PATCH 3977/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad589e89-11bd-498f-b0f6-3ada2bdfb8b6

PiperOrigin-RevId: 324457639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54f16ea9a87..3c5e6829ed2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46492832258b7c4e05cfa118448ff80e257cd1fbcdb718c2c0754a5a4f7ee116",
-    git_commit = "d0b99d9dde59b7ede020a99922e08c7b0f9a1428",
+    sha256 = "4c3042689411ba5ed356233a7de00895b154e6af200c93f2a2a3774f05aa2bee",
+    git_commit = "628954a351df5f286b9339b6b04eacd3e5d23230",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e32411d6da94f0d4c8b519421a064ab158f73a3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Aug 2020 06:01:47 -0700
Subject: [PATCH 3978/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/334fc0d7-3ffb-44ba-82b1-c66f429dfaae

PiperOrigin-RevId: 324479290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c5e6829ed2..7bf77ef0d76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c3042689411ba5ed356233a7de00895b154e6af200c93f2a2a3774f05aa2bee",
-    git_commit = "628954a351df5f286b9339b6b04eacd3e5d23230",
+    sha256 = "5c90441c992522cb50bc9d49c4e4da75ed441eaa2d4c4bd3858eaae07b8e5012",
+    git_commit = "4910e8e8ed56af3779eaa88449631a7855d4815e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4fe8ce8d458bba77b82e90d5df532a0ca4b38ca7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Aug 2020 12:01:34 -0700
Subject: [PATCH 3979/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6c0ea74-090c-4ad7-8e09-cb2971087239

PiperOrigin-RevId: 324651882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bf77ef0d76..61b8bb793d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c90441c992522cb50bc9d49c4e4da75ed441eaa2d4c4bd3858eaae07b8e5012",
-    git_commit = "4910e8e8ed56af3779eaa88449631a7855d4815e",
+    sha256 = "523ed6cacdb75bebc0bda7b68e76714e3900bfce658310808165721eda198b94",
+    git_commit = "3ccad31d3963077b9879c9e18921e32213b9c32f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f22f802c73bfdd548f85dacffc24022b0d79dfc7 Mon Sep 17 00:00:00 2001
From: Jose Baiocchi <jbaiocchi@google.com>
Date: Mon, 3 Aug 2020 13:35:35 -0700
Subject: [PATCH 3980/8103] Cleanup TraceMe idioms

PiperOrigin-RevId: 324672953
---
 tensorflow_serving/batching/batching_session.cc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 6cf8a436056..e600965dbd8 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -388,8 +388,9 @@ Status BatchingSession::InternalRun(
         "BatchingSession does not support target nodes");
   }
 
-  profiler::TraceMe trace_me(
-      strings::StrCat("BatchingSessionRun:", thread_pool_name_));
+  profiler::TraceMe trace_me([this] {
+    return strings::StrCat("BatchingSessionRun:", thread_pool_name_);
+  });
   const TensorSignature signature =
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);

From 28497482b9e90ed2730dc7aa8d68a0c9e9632e60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Aug 2020 18:01:25 -0700
Subject: [PATCH 3981/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ec6c976-b0d6-4dae-817a-d2409727ef5d

PiperOrigin-RevId: 324722681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61b8bb793d3..e8c1ce0db7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "523ed6cacdb75bebc0bda7b68e76714e3900bfce658310808165721eda198b94",
-    git_commit = "3ccad31d3963077b9879c9e18921e32213b9c32f",
+    sha256 = "f1e8f222f09cb2403cc9ea4180442bf810e261daa2e3d6e1a2e2945111dfd967",
+    git_commit = "9474df4a1273601606018ae788a165e703253ed3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43c93e57746843c1d80886e9370961ef6d5be54d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Aug 2020 00:01:37 -0700
Subject: [PATCH 3982/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d3060b9-b5e4-4ec7-a004-ad5be9fae91c

PiperOrigin-RevId: 324759030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8c1ce0db7e..fa8f4c5a5df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1e8f222f09cb2403cc9ea4180442bf810e261daa2e3d6e1a2e2945111dfd967",
-    git_commit = "9474df4a1273601606018ae788a165e703253ed3",
+    sha256 = "d9fa726217549d32f7952d3665723bc7ca070eeb21a0a15963c9e430687faed8",
+    git_commit = "d46875f207c1e45808b699bc3fb218392e4bf8a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cef4203199e28043a5b189b5b8e51627931237ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Aug 2020 06:01:29 -0700
Subject: [PATCH 3983/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12e5b113-4d53-4581-8918-6dec99d5dff7

PiperOrigin-RevId: 324796774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa8f4c5a5df..2d87cdc37d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9fa726217549d32f7952d3665723bc7ca070eeb21a0a15963c9e430687faed8",
-    git_commit = "d46875f207c1e45808b699bc3fb218392e4bf8a5",
+    sha256 = "7f33cd1cd18902c505c54cee786ee9cada8b968334bb423dcb5212e7a20046ed",
+    git_commit = "572d7a71e3fbd202148e231e5a18d89ec411a046",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b855d76b2eba13b080460089525cf50a11be91d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Aug 2020 12:01:32 -0700
Subject: [PATCH 3984/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f82e4c4c-0adf-4474-b8ef-d32a3231e4b0

PiperOrigin-RevId: 324860109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d87cdc37d9..84724219121 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f33cd1cd18902c505c54cee786ee9cada8b968334bb423dcb5212e7a20046ed",
-    git_commit = "572d7a71e3fbd202148e231e5a18d89ec411a046",
+    sha256 = "960535905d153ee39d2c4fca604e0a58b1892f05c0f1e5923c9ed77a90ebe6b2",
+    git_commit = "6ccee7b92432a2a0c41dc3b8ae207f3b570d6737",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From add14eff04a8ec9f6a50efa6ba85bf329b8c36cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Aug 2020 18:01:35 -0700
Subject: [PATCH 3985/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58041db0-372a-417c-b81a-5e19381a543b

PiperOrigin-RevId: 324929592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84724219121..314e16cafbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "960535905d153ee39d2c4fca604e0a58b1892f05c0f1e5923c9ed77a90ebe6b2",
-    git_commit = "6ccee7b92432a2a0c41dc3b8ae207f3b570d6737",
+    sha256 = "21c925895bd21759501d608a3a031353fbdad2c2725bf0bbeae6eb79f28aaacf",
+    git_commit = "6acd86d539464b611d37b8dc13251fafab25fb5c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ca058e3aed9db99af3e05dafb1f81af6a702a2df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Aug 2020 00:01:53 -0700
Subject: [PATCH 3986/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47f0ce4a-7bec-4091-b620-8de729d7f8b2

PiperOrigin-RevId: 324965910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 314e16cafbc..7d88ac00704 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21c925895bd21759501d608a3a031353fbdad2c2725bf0bbeae6eb79f28aaacf",
-    git_commit = "6acd86d539464b611d37b8dc13251fafab25fb5c",
+    sha256 = "3e39569fe5ab022852359e32ebed42a636c7d49451e81f23674f0c29624a70ca",
+    git_commit = "c0b2748f6bc35dcbdc775e77d00f7da4fab75cde",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27c48d98b5283ca1db3107992a49753ce0882182 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Aug 2020 06:02:00 -0700
Subject: [PATCH 3987/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60607b33-32a2-413e-91ae-45b6cfc9c3aa

PiperOrigin-RevId: 325003933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d88ac00704..c3405397781 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e39569fe5ab022852359e32ebed42a636c7d49451e81f23674f0c29624a70ca",
-    git_commit = "c0b2748f6bc35dcbdc775e77d00f7da4fab75cde",
+    sha256 = "c41f891985b4ed0eeeb8b7cb413df1bc22727799dc0073b849888aa90d80a14f",
+    git_commit = "671844cd4186d04de4aaec2df4458a9753d0dac5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a4310fdca55a2640b58391b8c4f47349cc16fef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Aug 2020 12:01:49 -0700
Subject: [PATCH 3988/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00fabe06-eb3a-4cf0-8c21-7292a215f8b1

PiperOrigin-RevId: 325069061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3405397781..b44652f1bc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c41f891985b4ed0eeeb8b7cb413df1bc22727799dc0073b849888aa90d80a14f",
-    git_commit = "671844cd4186d04de4aaec2df4458a9753d0dac5",
+    sha256 = "a8fc8358c4f0f849b5f5d7ca4994b5b2dcef7c5e13f30cc649441ce241487c22",
+    git_commit = "fdd6b2f9b6709fca6e4faf8982dc738e1f0a2d34",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a14a2e72f8403a9f18a51cd7dffb2d95c32c3330 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Aug 2020 18:01:26 -0700
Subject: [PATCH 3989/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b27084a1-8e45-4027-b0e1-ac79edd9a8ee

PiperOrigin-RevId: 325139673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b44652f1bc5..d67daaf2aaf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8fc8358c4f0f849b5f5d7ca4994b5b2dcef7c5e13f30cc649441ce241487c22",
-    git_commit = "fdd6b2f9b6709fca6e4faf8982dc738e1f0a2d34",
+    sha256 = "26ea119e94813156bf461a2438580bd91945655cac57d198305d96586ea08fbe",
+    git_commit = "9d21546fea0f749648749ea6bb007a6ddff9dc7d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 41188d482beb693d4e79e6934d25f1edd44321ac Mon Sep 17 00:00:00 2001
From: Jiyong Jung <jiyongjung@google.com>
Date: Wed, 5 Aug 2020 19:21:02 -0700
Subject: [PATCH 3990/8103] Adds LICENSE file to tensorflow-serving-api python
 package.

It is recommended to include LICENSE file in the package.[1] But tensorflow-serving-api doesn't have one in it.

We need LICENSE file and recent versions of `wheel` will automatically pickup LICENSE file in local directory.

[1] https://packaging.python.org/tutorials/packaging-projects/#creating-a-license

PiperOrigin-RevId: 325149814
---
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index efd9b2b4e64..f4b94939ed5 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -72,8 +72,10 @@ function main() {
 
   echo "Adding package setup files"
   cp ${PIP_SRC_DIR}/setup.py "${TMPDIR}"
+  cp LICENSE "${TMPDIR}"
 
   pushd "${TMPDIR}"
+  python3 -m pip install --upgrade wheel -q
   echo $(date) : "=== Building wheel (CPU)"
   python3 setup.py bdist_wheel --universal \
     --project_name tensorflow-serving-api # >/dev/null

From 90bdae57e083b0080919f23ca4a908d85c3d860b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Aug 2020 00:01:29 -0700
Subject: [PATCH 3991/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d75ad1f-0297-4ee4-8df8-5c3bc886cdf8

PiperOrigin-RevId: 325175855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d67daaf2aaf..cdb4dd5dc90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26ea119e94813156bf461a2438580bd91945655cac57d198305d96586ea08fbe",
-    git_commit = "9d21546fea0f749648749ea6bb007a6ddff9dc7d",
+    sha256 = "23840936bb443ac30118180edd32005f66888bc1357cb13963768ea2a9f733a0",
+    git_commit = "9b3d8452d7ce4a804f1f1865ad7890fd910937dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 90fe157120938c0e6e0f14d9b38aeb450d6d3422 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Aug 2020 06:01:26 -0700
Subject: [PATCH 3992/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5cd82b51-5e80-4ae5-b2b7-91d6f330ce38

PiperOrigin-RevId: 325214885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdb4dd5dc90..b8843345a23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23840936bb443ac30118180edd32005f66888bc1357cb13963768ea2a9f733a0",
-    git_commit = "9b3d8452d7ce4a804f1f1865ad7890fd910937dc",
+    sha256 = "adc2d4aebec53f82558febfe3204845c7e23fc219fbc2df66de6acd8a4f1f645",
+    git_commit = "4be925e37852e7b80a11f96fee03e4cb085b1408",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5512ff3ee567d488616e4962e4ab1e47b241b20c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Aug 2020 12:01:17 -0700
Subject: [PATCH 3993/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11b132c9-4a7c-4b38-8cc1-59e5edbf4175

PiperOrigin-RevId: 325279313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8843345a23..044424b9101 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "adc2d4aebec53f82558febfe3204845c7e23fc219fbc2df66de6acd8a4f1f645",
-    git_commit = "4be925e37852e7b80a11f96fee03e4cb085b1408",
+    sha256 = "87d9832fe5bae5dc6b1601d282102ca632ff619f1b1b344c6444503522753a9b",
+    git_commit = "19806267f85275a395e7a9cd80d5be23d0c70a74",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 53c5a65e8158dc1a2a85a2394482cc6acc1736bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Aug 2020 12:27:02 -0700
Subject: [PATCH 3994/8103] Enable a way to 'forget' unloaded models in the
 ServableStateMonitor.

PiperOrigin-RevId: 325284942
---
 tensorflow_serving/core/BUILD                 |  1 +
 .../core/servable_state_monitor.cc            | 18 ++++++
 .../core/servable_state_monitor.h             |  4 ++
 .../core/servable_state_monitor_test.cc       | 57 +++++++++++++++++++
 4 files changed, 80 insertions(+)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 3a28b83dc06..a1ab182def4 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -430,6 +430,7 @@ cc_test(
     deps = [
         ":servable_state_monitor",
         "//tensorflow_serving/core/test_util:test_main",
+        "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
 )
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 6eb978668d6..e08228dcd57 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -174,6 +174,24 @@ ServableStateMonitor::ServableMap ServableStateMonitor::GetLiveServableStates()
   return live_states_;
 }
 
+void ServableStateMonitor::ForgetUnloadedServableStates() {
+  mutex_lock l(mu_);
+
+  for (auto& state : states_) {
+    std::vector<Version> versions_to_forget;
+    auto& version_map = state.second;
+    for (const auto& version : version_map) {
+      if (version.second.state.manager_state ==
+          ServableState::ManagerState::kEnd) {
+        versions_to_forget.emplace_back(version.first);
+      }
+    }
+    for (const auto& version : versions_to_forget) {
+      version_map.erase(version);
+    }
+  }
+}
+
 ServableStateMonitor::ServableSet
 ServableStateMonitor::GetAvailableServableStates() const {
   ServableSet available_servable_set;
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index 484bf184235..b42c18611a1 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -105,6 +105,10 @@ class ServableStateMonitor {
   /// transitioned to state ServableState::ManagerState::kEnd.
   ServableMap GetLiveServableStates() const TF_LOCKS_EXCLUDED(mu_);
 
+  /// Removes all servable versions from the ServableMap whose
+  /// states have transitioned to kEnd.
+  void ForgetUnloadedServableStates() TF_LOCKS_EXCLUDED(mu_);
+
   // Returns all servables that are in state
   // ServableState::ManagerState::kAvailable.
   // Note that as opposed to GetAllServableStates() and GetLiveServableStates(),
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index d61f15a72fd..a6a09726035 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -324,6 +324,63 @@ TEST(ServableStateMonitorTest, VersionMapDescendingOrder) {
                                                   Pair(7, state_1_and_time)))));
 }
 
+TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
+  test_util::FakeClockEnv env(Env::Default());
+  EventBus<ServableState>::Options bus_options;
+  bus_options.env = &env;
+  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
+  ServableStateMonitor monitor(bus.get());
+
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kAvailable,
+                                 Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  const ServableStateAndTime state_0_and_time = {state_0, 1};
+  bus->Publish(state_0);
+  EXPECT_THAT(monitor.GetLiveServableStates(),
+              UnorderedElementsAre(
+                  Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
+
+  const ServableState state_1 = {ServableId{"bar", 1},
+                                 ServableState::ManagerState::kAvailable,
+                                 Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  const ServableStateAndTime state_1_and_time = {state_1, 2};
+  bus->Publish(state_1);
+  EXPECT_THAT(monitor.GetLiveServableStates(),
+              UnorderedElementsAre(
+                  Pair("foo", ElementsAre(Pair(42, state_0_and_time))),
+                  Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
+
+  const ServableState state_2 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kUnloading,
+                                 Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  const ServableStateAndTime state_2_and_time = {state_2, 3};
+  bus->Publish(state_2);
+  monitor.ForgetUnloadedServableStates();
+  // "foo" state should still be recorded since it hasn't reached kEnd.
+  EXPECT_THAT(monitor.GetAllServableStates(),
+              UnorderedElementsAre(
+                  Pair("foo", ElementsAre(Pair(42, state_2_and_time))),
+                  Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
+
+  const ServableState state_3 = {
+      ServableId{"foo", 42}, ServableState::ManagerState::kEnd, Status::OK()};
+  env.AdvanceByMicroseconds(1);
+  const ServableStateAndTime state_3_and_time = {state_3, 4};
+  bus->Publish(state_3);
+  EXPECT_THAT(monitor.GetAllServableStates(),
+              UnorderedElementsAre(
+                  Pair("foo", ElementsAre(Pair(42, state_3_and_time))),
+                  Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
+  monitor.ForgetUnloadedServableStates();
+  EXPECT_THAT(monitor.GetAllServableStates(),
+              UnorderedElementsAre(
+                  Pair("foo", IsEmpty()),
+                  Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
+}
+
 TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateZeroServables) {
   auto bus = EventBus<ServableState>::CreateEventBus({});
   ServableStateMonitor monitor(bus.get());

From d38dfb1309abd1da55f3b2cf6559791ee7c39bea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Aug 2020 18:01:59 -0700
Subject: [PATCH 3995/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/738303ac-3690-4139-879c-64d2b51de9a9

PiperOrigin-RevId: 325349105
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 044424b9101..96a3655881b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87d9832fe5bae5dc6b1601d282102ca632ff619f1b1b344c6444503522753a9b",
-    git_commit = "19806267f85275a395e7a9cd80d5be23d0c70a74",
+    sha256 = "2268d8f98e596cbbddaffd12d1e800864c08aa646d6153c265f33431ecf77498",
+    git_commit = "a684b992889cc93fb4dc461934de894a4f18268b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 42afdc98579e43522a66682713bcf3dfaedddcb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Aug 2020 00:01:22 -0700
Subject: [PATCH 3996/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75626d57-e2c5-484b-abcc-0c5357250e91

PiperOrigin-RevId: 325387296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96a3655881b..54cee272b2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2268d8f98e596cbbddaffd12d1e800864c08aa646d6153c265f33431ecf77498",
-    git_commit = "a684b992889cc93fb4dc461934de894a4f18268b",
+    sha256 = "87baaa909bc318c2d630f0b76ca47b5ba5fffa25af9510ba481cecfd1386f7dd",
+    git_commit = "d9ea5051104b3580fee2d49c94be2ec45012672f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9186b1a465211fc7f334025a922914949c5e2471 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 7 Aug 2020 19:36:22 -0700
Subject: [PATCH 3997/8103] Set cuda compute capabilities for `cuda` build
 config.

PiperOrigin-RevId: 325552145
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index d63a6987a23..3e8a6f5fcd1 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -5,6 +5,7 @@ build:release --copt=-msse4.2
 # Options used to build with CUDA.
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
+build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_37,sm_52,sm_60,sm_61,compute_70"
 
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the

From eb053667684b22e93073c6f072ffbf2f8ecc83ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Aug 2020 18:01:21 -0700
Subject: [PATCH 3998/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/058e8cdc-5b77-455c-a63f-9083dae3d1f3

PiperOrigin-RevId: 325635282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54cee272b2b..5d30d5ce0c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87baaa909bc318c2d630f0b76ca47b5ba5fffa25af9510ba481cecfd1386f7dd",
-    git_commit = "d9ea5051104b3580fee2d49c94be2ec45012672f",
+    sha256 = "a50ef2145828fb245d2fda06ace294309859d7252a47ff11452abae4b6a1c01d",
+    git_commit = "79b77e8bfd95d614f5fabea72ad06d18afda284c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27701b5cda0ddd584b8d2edaa1158ba817384025 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Aug 2020 00:01:54 -0700
Subject: [PATCH 3999/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f0edb48-c024-4fa9-b7af-c7f11ab203de

PiperOrigin-RevId: 325655612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d30d5ce0c2..c2dec9a0ab5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a50ef2145828fb245d2fda06ace294309859d7252a47ff11452abae4b6a1c01d",
-    git_commit = "79b77e8bfd95d614f5fabea72ad06d18afda284c",
+    sha256 = "f5e37f189cf30f9a3f2b65b50ca142b008dfa9b6736676211b6a8514bc68f083",
+    git_commit = "12a806e96866296b154134b27ef4228f39f403cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c095d5483fc7f51da356da257b98a52cbc00de25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Aug 2020 06:01:31 -0700
Subject: [PATCH 4000/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aba513e4-760a-4157-8a07-d0629d810db5

PiperOrigin-RevId: 325677498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2dec9a0ab5..5b278047fcd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5e37f189cf30f9a3f2b65b50ca142b008dfa9b6736676211b6a8514bc68f083",
-    git_commit = "12a806e96866296b154134b27ef4228f39f403cc",
+    sha256 = "2d24d78f2dd4b351093651e6b2c1ece2c086372aa89605c1266dc3a1608d9155",
+    git_commit = "947b6c3a4bc8d51565e73e2f3d977b3298b9f64c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a9b82625e440c3d7a32147f229b4a91639ce235d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Aug 2020 12:01:31 -0700
Subject: [PATCH 4001/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2b8dbb6-0858-4da9-8312-25df755ed355

PiperOrigin-RevId: 325698375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b278047fcd..3108f710e8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d24d78f2dd4b351093651e6b2c1ece2c086372aa89605c1266dc3a1608d9155",
-    git_commit = "947b6c3a4bc8d51565e73e2f3d977b3298b9f64c",
+    sha256 = "d7a12b1a6369d38d21f560a7de35ef74ad2bdfe79829d90a10d82aa98aeca690",
+    git_commit = "5676c66e9108dd6bb609b6e032860ba9c2e80078",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d46fbf65cc3a749ebe20d12926b328b11e575809 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Aug 2020 18:01:31 -0700
Subject: [PATCH 4002/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c06d72cd-8176-47d0-a4e9-1196620180cd

PiperOrigin-RevId: 325721635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3108f710e8c..f06b8fc8bd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7a12b1a6369d38d21f560a7de35ef74ad2bdfe79829d90a10d82aa98aeca690",
-    git_commit = "5676c66e9108dd6bb609b6e032860ba9c2e80078",
+    sha256 = "335e3684ad4c7317bcb28f10f0d23ca69e72ef8d00b62b90ba9c1304df794965",
+    git_commit = "e69bf2f9e30cefee81c7fdcee1ae71962b09d19c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c342c03bd544273d2c42794228952c94957c63eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Aug 2020 00:01:29 -0700
Subject: [PATCH 4003/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24f38f09-00ec-4422-a98a-a431c5576760

PiperOrigin-RevId: 325748713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f06b8fc8bd1..9e0bc221c6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "335e3684ad4c7317bcb28f10f0d23ca69e72ef8d00b62b90ba9c1304df794965",
-    git_commit = "e69bf2f9e30cefee81c7fdcee1ae71962b09d19c",
+    sha256 = "575e5caf2f8e75765a77417a36680fabe07d7e1d7015386440c007387cb752dc",
+    git_commit = "0720cbfdd3b1147f6c88343ee04997fc3085c5dd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d599e9513b00b0a83b7038659ba6ad9cafd18e9d Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 10 Aug 2020 00:36:59 -0700
Subject: [PATCH 4004/8103] Make Internal Changes

PiperOrigin-RevId: 325752590
---
 tensorflow_serving/model_servers/BUILD        |  16 +++
 .../model_servers/http_rest_api_handler.cc    |  85 ++------------
 .../model_servers/http_rest_api_handler.h     |   2 -
 .../model_servers/http_rest_api_util.cc       | 105 ++++++++++++++++++
 .../model_servers/http_rest_api_util.h        |  55 +++++++++
 5 files changed, 186 insertions(+), 77 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/http_rest_api_util.cc
 create mode 100644 tensorflow_serving/model_servers/http_rest_api_util.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d23025023bc..50c5682e1fc 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -265,6 +265,21 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "http_rest_api_util",
+    srcs = ["http_rest_api_util.cc"],
+    hdrs = ["http_rest_api_util.h"],
+    visibility = ["//visibility:public"],
+    deps = [
+        "//tensorflow_serving/apis:get_model_status_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/types:optional",
+        "@com_googlesource_code_re2//:re2",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_library(
     name = "http_rest_api_handler",
     srcs = ["http_rest_api_handler.cc"],
@@ -272,6 +287,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":get_model_status_impl",
+        ":http_rest_api_util",
         ":server_core",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index cd3cd081802..fc90b4df6e1 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -35,6 +35,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/model_servers/get_model_status_impl.h"
+#include "tensorflow_serving/model_servers/http_rest_api_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
@@ -50,52 +51,16 @@ using protobuf::util::MessageToJsonString;
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::TensorflowPredictor;
 
-const char* const HttpRestApiHandler::kPathRegex = "(?i)/v1/.*";
+const char* const HttpRestApiHandler::kPathRegex = kHTTPRestApiHandlerPathRegex;
 
 HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
                                        ServerCore* core)
     : run_options_(run_options),
       core_(core),
-      predictor_(new TensorflowPredictor()),
-      prediction_api_regex_(
-          R"((?i)/v1/models/([^/:]+)(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?:(classify|regress|predict))"),
-      modelstatus_api_regex_(
-          R"((?i)/v1/models(?:/([^/:]+))?(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?(?:\/(metadata))?)") {
-}
+      predictor_(new TensorflowPredictor()) {}
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
 
-namespace {
-
-void AddHeaders(std::vector<std::pair<string, string>>* headers) {
-  headers->push_back({"Content-Type", "application/json"});
-}
-
-Status FillModelSpecWithNameVersionAndLabel(
-    const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
-    const absl::optional<absl::string_view> model_version_label,
-    ::tensorflow::serving::ModelSpec* model_spec) {
-  model_spec->set_name(string(model_name));
-
-  if (model_version.has_value() && model_version_label.has_value()) {
-    return errors::InvalidArgument(
-        "Both model version (", model_version.value(),
-        ") and model version label (", model_version_label.value(),
-        ") cannot be supplied.");
-  }
-
-  if (model_version.has_value()) {
-    model_spec->mutable_version()->set_value(model_version.value());
-  }
-  if (model_version_label.has_value()) {
-    model_spec->set_version_label(string(model_version_label.value()));
-  }
-  return Status::OK();
-}
-
-}  // namespace
-
 Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
@@ -104,38 +69,17 @@ Status HttpRestApiHandler::ProcessRequest(
   output->clear();
   AddHeaders(headers);
   string model_name;
-  string model_version_str;
-  string model_version_label_str;
   string method;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
-
-  // Parse request parameters
-  bool parse_successful = false;
-  if (http_method == "POST") {
-    parse_successful =
-        RE2::FullMatch(string(request_path), prediction_api_regex_, &model_name,
-                       &model_version_str, &model_version_label_str, &method);
-  } else if (http_method == "GET") {
-    parse_successful = RE2::FullMatch(
-        string(request_path), modelstatus_api_regex_, &model_name,
-        &model_version_str, &model_version_label_str, &model_subresource);
-  }
-
   absl::optional<int64> model_version;
-  absl::optional<absl::string_view> model_version_label;
-  if (!model_version_str.empty()) {
-    int64 version;
-    if (!absl::SimpleAtoi(model_version_str, &version)) {
-      return errors::InvalidArgument(
-          "Failed to convert version: ", model_version_str, " to numeric.");
-    }
-    model_version = version;
-  }
-  if (!model_version_label_str.empty()) {
-    model_version_label = model_version_label_str;
-  }
+  absl::optional<string> model_version_label;
+  bool parse_successful;
+
+  TF_RETURN_IF_ERROR(ParseModelInfo(
+      http_method, request_path, &model_name, &model_version,
+      &model_version_label, &method, &model_subresource, &parse_successful));
 
   // Dispatch request to appropriate processor
   if (http_method == "POST" && parse_successful) {
@@ -255,16 +199,7 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
       ::google::protobuf::Arena::CreateMessage<GetModelStatusResponse>(&arena);
   TF_RETURN_IF_ERROR(
       GetModelStatusImpl::GetModelStatus(core_, *request, response));
-  JsonPrintOptions opts;
-  opts.add_whitespace = true;
-  opts.always_print_primitive_fields = true;
-  // Note this is protobuf::util::Status (not TF Status) object.
-  const auto& status = MessageToJsonString(*response, output, opts);
-  if (!status.ok()) {
-    return errors::Internal("Failed to convert proto to json. Error: ",
-                            status.ToString());
-  }
-  return Status::OK();
+  return ToJsonString(*response, output);
 }
 
 Status HttpRestApiHandler::ProcessModelMetadataRequest(
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 840b0bad3a0..15675bee4b1 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -116,8 +116,6 @@ class HttpRestApiHandler {
   const RunOptions run_options_;
   ServerCore* core_;
   std::unique_ptr<TensorflowPredictor> predictor_;
-  const RE2 prediction_api_regex_;
-  const RE2 modelstatus_api_regex_;
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
new file mode 100644
index 00000000000..230f938e0bb
--- /dev/null
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -0,0 +1,105 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/http_rest_api_util.h"
+
+#include "google/protobuf/util/json_util.h"
+#include "absl/strings/numbers.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/errors.h"
+
+namespace tensorflow {
+namespace serving {
+
+const char* const kPredictionApiGegex =
+    R"((?i)/v1/models/([^/:]+)(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?:(classify|regress|predict))";
+const char* const kModelStatusApiRegex =
+    R"((?i)/v1/models(?:/([^/:]+))?(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?(?:\/(metadata))?)";
+
+void AddHeaders(std::vector<std::pair<string, string>>* headers) {
+  headers->push_back({"Content-Type", "application/json"});
+}
+
+Status FillModelSpecWithNameVersionAndLabel(
+    const absl::string_view model_name,
+    const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view> model_version_label,
+    ::tensorflow::serving::ModelSpec* model_spec) {
+  model_spec->set_name(string(model_name));
+
+  if (model_version.has_value() && model_version_label.has_value()) {
+    return errors::InvalidArgument(
+        "Both model version (", model_version.value(),
+        ") and model version label (", model_version_label.value(),
+        ") cannot be supplied.");
+  }
+
+  if (model_version.has_value()) {
+    model_spec->mutable_version()->set_value(model_version.value());
+  }
+  if (model_version_label.has_value()) {
+    model_spec->set_version_label(string(model_version_label.value()));
+  }
+  return Status::OK();
+}
+
+Status ParseModelInfo(const absl::string_view http_method,
+                      const absl::string_view request_path, string* model_name,
+                      absl::optional<int64>* model_version,
+                      absl::optional<string>* model_version_label,
+                      string* method, string* model_subresource,
+                      bool* parse_successful) {
+  string model_version_str;
+  string model_version_label_str;
+  // Parse request parameters
+  if (http_method == "POST") {
+    *parse_successful =
+        RE2::FullMatch(string(request_path), kPredictionApiGegex, model_name,
+                       &model_version_str, &model_version_label_str, method);
+  } else if (http_method == "GET") {
+    *parse_successful = RE2::FullMatch(
+        string(request_path), kModelStatusApiRegex, model_name,
+        &model_version_str, &model_version_label_str, model_subresource);
+  }
+
+  if (!model_version_str.empty()) {
+    int64 version;
+    if (!absl::SimpleAtoi(model_version_str, &version)) {
+      return errors::InvalidArgument(
+          "Failed to convert version: ", model_version_str, " to numeric.");
+    }
+    *model_version = version;
+  }
+  if (!model_version_label_str.empty()) {
+    *model_version_label = model_version_label_str;
+  }
+  return Status::OK();
+}
+
+Status ToJsonString(const GetModelStatusResponse& response, string* output) {
+  google::protobuf::util::JsonPrintOptions opts;
+  opts.add_whitespace = true;
+  opts.always_print_primitive_fields = true;
+  // Note this is protobuf::util::Status (not TF Status) object.
+  const auto& status = MessageToJsonString(response, output, opts);
+  if (!status.ok()) {
+    return errors::Internal("Failed to convert proto to json. Error: ",
+                            status.ToString());
+  }
+  return Status::OK();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.h b/tensorflow_serving/model_servers/http_rest_api_util.h
new file mode 100644
index 00000000000..cbd552020c5
--- /dev/null
+++ b/tensorflow_serving/model_servers/http_rest_api_util.h
@@ -0,0 +1,55 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_UTIL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_UTIL_H_
+
+#include <string>
+#include <vector>
+
+#include "absl/strings/string_view.h"
+#include "absl/types/optional.h"
+#include "re2/re2.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/get_model_status.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+const char* const kHTTPRestApiHandlerPathRegex = "(?i)/v1/.*";
+
+void AddHeaders(std::vector<std::pair<string, string>>* headers);
+
+Status FillModelSpecWithNameVersionAndLabel(
+    const absl::string_view model_name,
+    const absl::optional<int64>& model_version,
+    const absl::optional<absl::string_view> model_version_label,
+    ::tensorflow::serving::ModelSpec* model_spec);
+
+// Parse model information from the request.
+Status ParseModelInfo(const absl::string_view http_method,
+                      const absl::string_view request_path, string* model_name,
+                      absl::optional<int64>* model_version,
+                      absl::optional<string>* model_version_label,
+                      string* method, string* model_subresource,
+                      bool* parse_successful);
+
+Status ToJsonString(const GetModelStatusResponse& response, string* output);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_UTIL_H_

From e32fd7f1d85f0235ec968d5f5a58891f0143360e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Aug 2020 06:01:25 -0700
Subject: [PATCH 4005/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3a7c96a-02c9-41ef-b6c3-e8433a9c0b27

PiperOrigin-RevId: 325788480
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e0bc221c6f..be72d172296 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "575e5caf2f8e75765a77417a36680fabe07d7e1d7015386440c007387cb752dc",
-    git_commit = "0720cbfdd3b1147f6c88343ee04997fc3085c5dd",
+    sha256 = "fc6d7c57cd9427e695a38ad00fb6ecc3f623bac792dd44ad73a3f85b338b68be",
+    git_commit = "8a4ffe2e1ae722cff5306778df0cfca8b7f503fe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73c199eb56f1b97c077f01f0713581b6e47e9f63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Aug 2020 12:01:25 -0700
Subject: [PATCH 4006/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb6193a7-1f23-4f65-b7ed-ae4bf8511ded

PiperOrigin-RevId: 325856462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be72d172296..121b72fadfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc6d7c57cd9427e695a38ad00fb6ecc3f623bac792dd44ad73a3f85b338b68be",
-    git_commit = "8a4ffe2e1ae722cff5306778df0cfca8b7f503fe",
+    sha256 = "9023696fa1bd14f646d270f71dd016216a8290520d84fceba661ca37761fd0da",
+    git_commit = "d5eaf2316406e774a7f38a6fac7826783cbf4e8c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c176ebd72b83ef67f1f84b27f3b74d78b71702c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Aug 2020 18:01:35 -0700
Subject: [PATCH 4007/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb56c896-d453-4cbf-aeb3-b601ac18fe2f

PiperOrigin-RevId: 325927595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 121b72fadfa..94266d17e13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9023696fa1bd14f646d270f71dd016216a8290520d84fceba661ca37761fd0da",
-    git_commit = "d5eaf2316406e774a7f38a6fac7826783cbf4e8c",
+    sha256 = "721090a1b87e72c67c31875ad1b9f9f7dfe72ca53964000b61ed578576d0ced6",
+    git_commit = "6411114cbd94777be68d78b6005cb44fad8e4983",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d102bbbec1717f3d93f4580db2c742e5c9fdafba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Aug 2020 00:01:22 -0700
Subject: [PATCH 4008/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/42f4355a-f10f-4786-852f-b378d8935c18

PiperOrigin-RevId: 325966900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94266d17e13..12418b0be5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "721090a1b87e72c67c31875ad1b9f9f7dfe72ca53964000b61ed578576d0ced6",
-    git_commit = "6411114cbd94777be68d78b6005cb44fad8e4983",
+    sha256 = "3e75dd3a3679b17a0d92ba7a341e651cb468a7088ecda273a8d14c003bb5e6bf",
+    git_commit = "403258a15c64b0a6fb8d0d40996702bd304446af",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cabcfaac53f33b400d7ed9a9db793cbb4cde399a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Aug 2020 06:02:41 -0700
Subject: [PATCH 4009/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43188340-76c1-4f4a-ad29-accacd89cf8b

PiperOrigin-RevId: 326005732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12418b0be5a..6fe19434d8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e75dd3a3679b17a0d92ba7a341e651cb468a7088ecda273a8d14c003bb5e6bf",
-    git_commit = "403258a15c64b0a6fb8d0d40996702bd304446af",
+    sha256 = "938eab1f8541a2181dd03455c54ae151b47506c6c7208d120e146c12ef45dc4e",
+    git_commit = "af5df07df41a2a9dcb9c73b594b5e7ffc853e88a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e007bc3a23a2ea750e005b6803e1c1c0a587637 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Aug 2020 12:01:34 -0700
Subject: [PATCH 4010/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7fc19bd8-93c7-4938-8d4a-9e180215a8da

PiperOrigin-RevId: 326070730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fe19434d8a..7c090820ad9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "938eab1f8541a2181dd03455c54ae151b47506c6c7208d120e146c12ef45dc4e",
-    git_commit = "af5df07df41a2a9dcb9c73b594b5e7ffc853e88a",
+    sha256 = "4da4ea94e8d769c2856b4559cf18d31cc72a624f3dce5e269d60a45f5f6e197e",
+    git_commit = "aa9d2d80f4921c9d352aaa6ab3872cc14c4028e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 150b2c260bc94111fc2fad1b2eb9224a53d8bb83 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Aug 2020 18:01:38 -0700
Subject: [PATCH 4011/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32e8c052-3343-433f-b545-735ed6c4e789

PiperOrigin-RevId: 326141490
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c090820ad9..dc3e012e2c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4da4ea94e8d769c2856b4559cf18d31cc72a624f3dce5e269d60a45f5f6e197e",
-    git_commit = "aa9d2d80f4921c9d352aaa6ab3872cc14c4028e4",
+    sha256 = "3b3e564573c777c81cf48ad792fb148c1cf31884fd350561f675827436f25a35",
+    git_commit = "9662a54d49aa6a114a8950d7ed5a92ed9f1750ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 85a6a23e3ad2e68767b44468f9040f8085bccbb2 Mon Sep 17 00:00:00 2001
From: Yiming Zhang <yimingz@google.com>
Date: Tue, 11 Aug 2020 21:42:03 -0700
Subject: [PATCH 4012/8103] Add release notes for TF Serving 2.3.0

PiperOrigin-RevId: 326165491
---
 RELEASE.md | 52 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 52 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 69987bead10..179c793133e 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,55 @@
+# Release 2.3.0
+
+## Bug Fixes and Other Changes
+
+* Add a ThreadPoolFactory abstraction for returning inter- and intra- thread pools, and update PredictRequest handling logic to use the new abstraction. (commit: 8e3a00cd8ef00523227cbe1f694ab56454a880c3)
+* Update Dockerfile.devel* with py3.6 installed. (commit: b3f46d44d07480266b28776caa13211339777bc5)
+* Add more metrics for batching. (commit: f0bd9cf8b85710b638938361d356dbf15fda2e86)
+* Rename method to clarify intent. (commit: 9feac12f2223124c7ecc85a687e1ee2b24e3f7ad)
+* Plug ThreadPoolFactory into Classify request handling logic. (commit: 975f474a4ea9ef134439e266ec4a471741253ecf)
+* Plug ThreadPoolFactory into Regress request handling logic. (commit: ff9ebf2db8bf7cbc7bb199bbb207409eae25d5cc)
+* Plug ThreadPoolFactory into MultiInference request handling logic. (commit: 9a2db1da9b7e992d29ad4ccfcb125734d0cd760e)
+* Add a tflite benchmark for Mobilenet v1 quant (commit: e26682237cf756eca2dc12c83e8d5d24f00c1261)
+* Allow batch size of zero in row format JSON (commit: fee9d12070a76c1cf56bc8ae40f306a09dfd07b1)
+* Add tests for zero-sized batch (commit: b064c1d3df03b0401c5ca61de0d5ab36cd5645a5)
+* Support for MLMD(https://www.tensorflow.org/tfx/guide/mlmd) broadcast in TensorFlow serving. (commit: 4f8d3b789964d173f2d0bd87a42abfbd6a2b1e71)
+* Fix docker based builds (fixes #1596) (commit: ca2e0032d1ead843398d7744e8c51ead28daf63c)
+* Fix order dependency in batching_session_test. (commit: 58540f746c65516dc3fcda7751c6983050307409)
+* Split BasicTest in machine_learning_metadata_test into multiple test methods without order dependency. (commit: 745c735e315941925e324cbebe78a1f09d5a7443)
+* Revert pinning the version for "com_google_absl". (commit: ff9e950fa692c6f9387239bb9fa877975e8cf1c1)
+* Minimize the diffs between mkl and non-mkl Dockerfiles (commit: e7830148e53acfec7d3af7dd512a7e825f75da2a)
+* Pin "com_google_absl" at the same version(with same patch) with Tensorflow. (commit: f46b88af8af94be3c6497cc6c50a4e5c0625b2d5)
+* Update TF Text to v2.2.0. (commit: f8ea95d906421ff9517b0027662546741c486edf)
+* fix broken web link (commit: 0cb123f18df4032d8f22c1b2e19b4f41bd6c3da3)
+* Test zero-sized batch with tensors of different shapes (commit: 1f7aebd906a70ba0fa04105ceee6227960b764f7)
+* Test inconsistent batch size between zero and non-zero (commit: 91afd42dab8ce50f86bbf65065dce0c28163314b)
+* Fix broken GetModelMetadata request processing (#1612) (commit: c1ce0752f1076bd6f92e1af5f73e3a3c552f4691)
+* Adds support for SignatureDefs stored in metadata buffers to tflite sessions (commit: 4867fedbff8a33f499972268abe96618abcb81aa)
+* Update ICU library to include knowledge of built-in data files. (commit: c32ebd5e9f09828c80413ca989b99e8544502c1a)
+* Add support for version labels to REST API (Fixes #1555). (commit: 3df036223b66738de1b873e9b163230fb7661cb4)
+* Update TF Text regression model to catch errors thrown from within ops. (commit: 425d596b9b0aef2bf3ea675c985f01e55f880a4e)
+* Upgrade to CUDA Version 10.1. (commit: fd5a2a2508daf21ad174b4ec7b62501486137c01)
+* Migrates profiler_client trace to the new api in tensorflow_model_server_test. (commit: 8d7d1d6bbc50756e73aed4b9eb5a2c8ff25cdc79)
+* Update the testing model for TRT to fix the test. (commit: 28f812d8ce8f256e2d9256d6a98cd8f75f747842)
+* Add release notes for TF Serving 2.2.0 (commit: 54475e6508889c13992aced1da12a372d997e4e3)
+* Update bazel version requirement and version used in the docker images to match with TF (3.0.0). (commit: 56854d3fa27cce8c1f7816214f59e6e82c4bf5fc)
+* Fixes instructions on sample commands to serve a model with docker. (commit: a5cd1caafacd7480f5d8d2dd164adce3410b024f)
+* Change use_tflite_model to prefer_tflite_model to allow multi-tenancy of Tensorflow models with Tensorflow Lite models. (commit: 8589d8177bd300625b4c7596240150f8a8002d19)
+* Introducing Arena usage to TensorFlow Serving's HTTP handlers. (commit: a33978ca4c29387845e9b51d5653b997d4b3f814)
+* Fix tensorflow::errors:* calls, which use StrCat instead of StrFormat (commit: 2c0bcec68c040306e009b5a10d4bc80bc58fe0c5)
+* Instrumentation for BatchingSession: (commit: 3ca9e89d1b6147706981467a84c6421c44d3794a)
+* adjust error message for incorrect keys of instances object (commit: 83863b8fec26a8ea2d3957366173f9a52658b469)
+* Update rules_pkg to latest (0.2.5) release. (commit: 932358ec7511e54ad9c93ea606cc677da2d1fcb2)
+* In batching session, implement the support for 'enable_large_batch_splitting'. (commit: d7c6a65b816849cf2b84015a5b2972be7950dc89)
+* Update version for 2.3.0-rc0 release. (commit: 3af330317628a713a6e318097c7cd6fa8571165d)
+* Set cuda compute capabilities for `cuda` build config. (commit: 731a34f0b3f43a6f7a8da85655d3a4a5c72d066a)
+* Update version for 2.3.0 release. (commit: 8b4c7095b9931442a77288624fdd1a207671eb4c)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google.
+
+
 # Release 2.2.0
 
 ## Major Features and Improvements

From 681f9b3688619b37e7e7ec1a61fc808f2e13bd74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Aug 2020 00:01:13 -0700
Subject: [PATCH 4013/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5f571ea-dd2d-493e-b73f-fd134f22f0eb

PiperOrigin-RevId: 326179568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc3e012e2c6..c4de0fb4e3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b3e564573c777c81cf48ad792fb148c1cf31884fd350561f675827436f25a35",
-    git_commit = "9662a54d49aa6a114a8950d7ed5a92ed9f1750ff",
+    sha256 = "b7dc4294da8b92f467b0a1616b8a515a9041ce19a48c053fe6ae9fe27b6a09ec",
+    git_commit = "57f61ed3fd1b1d9aaf75351b08132cd553369795",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e9f41a2a7a85869f9f09821084afda9bc1bbdfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Aug 2020 06:01:16 -0700
Subject: [PATCH 4014/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7dd1977c-2337-4c40-a792-324de371216b

PiperOrigin-RevId: 326216680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4de0fb4e3d..33ddeecea70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7dc4294da8b92f467b0a1616b8a515a9041ce19a48c053fe6ae9fe27b6a09ec",
-    git_commit = "57f61ed3fd1b1d9aaf75351b08132cd553369795",
+    sha256 = "ed94ebbe35c6baeb17abafe3271cbfa2b9cba7d14048cd4054304874f1dd2b81",
+    git_commit = "3ae4ccf38c9731343bd7a39db7bac8067335646a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 85499d9bbecbd1a7e1124c224d613aa7bcad3a10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Aug 2020 12:01:35 -0700
Subject: [PATCH 4015/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d2c5ed1-6756-4717-a838-deb63a4d1122

PiperOrigin-RevId: 326281254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33ddeecea70..b1a56733d5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed94ebbe35c6baeb17abafe3271cbfa2b9cba7d14048cd4054304874f1dd2b81",
-    git_commit = "3ae4ccf38c9731343bd7a39db7bac8067335646a",
+    sha256 = "b7383e45b7296bce5a91e9ffbe74d96124c4f4b14e1869e3221d04bc68f7ed29",
+    git_commit = "723820dc7e0be49296a78467ff65e61cff418b91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e6e0345b31567b1eacc37f23fa570a2f2c5930ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Aug 2020 18:01:50 -0700
Subject: [PATCH 4016/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca9f0bd7-2f61-48e7-b502-464768edd038

PiperOrigin-RevId: 326353640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1a56733d5f..789a5dce766 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7383e45b7296bce5a91e9ffbe74d96124c4f4b14e1869e3221d04bc68f7ed29",
-    git_commit = "723820dc7e0be49296a78467ff65e61cff418b91",
+    sha256 = "ca242d84263a5e30f5bd7ea7ddb0c5ea5bfaa7c524a073a532a334f8473102e5",
+    git_commit = "1c98821ea402f98a564b012346e8377e90cea526",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ead408b9ac1a7491ea410e59bec4b1bd91cd4a00 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 12 Aug 2020 18:32:36 -0700
Subject: [PATCH 4017/8103] In shared batch scheduler, rename 'max_batch_size'
 to 'input_batch_size_limit'.

PiperOrigin-RevId: 326357643
---
 .../servables/tensorflow/bundle_factory_util.cc              | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index bdf098a4d4a..b50515258ad 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -92,7 +92,7 @@ Status CreateBatchScheduler(const BatchingParameters& batching_config,
         batching_config.allowed_batch_sizes().size() - 1);
     const int max_size = batching_config.has_max_batch_size()
                              ? batching_config.max_batch_size().value()
-                             : Batcher::QueueOptions().max_batch_size;
+                             : Batcher::QueueOptions().input_batch_size_limit;
     if (last_allowed_size != max_size) {
       return errors::InvalidArgument(
           "Last entry in allowed_batch_sizes must match max_batch_size; last "
@@ -161,7 +161,8 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
 
   Batcher::QueueOptions queue_options;
   if (batching_config.has_max_batch_size()) {
-    queue_options.max_batch_size = batching_config.max_batch_size().value();
+    queue_options.input_batch_size_limit =
+        batching_config.max_batch_size().value();
   }
   if (batching_config.has_batch_timeout_micros()) {
     queue_options.batch_timeout_micros =

From 4d52fdfa024682edf25dc0308e330f07916f4684 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Aug 2020 00:01:28 -0700
Subject: [PATCH 4018/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/311c1548-3768-43f1-a9f5-cf73964fdd99

PiperOrigin-RevId: 326393156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 789a5dce766..3e61446a889 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca242d84263a5e30f5bd7ea7ddb0c5ea5bfaa7c524a073a532a334f8473102e5",
-    git_commit = "1c98821ea402f98a564b012346e8377e90cea526",
+    sha256 = "0a0cb85dbc35c7f7ec30cd1469dbb09400208da85f4f757096efa42fc1b6312b",
+    git_commit = "7f5fdceaf05ceb1d2a75f3f899491c2e19da2b26",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc8ba5d2db93730a65a7e05e6bda675d7701503f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Aug 2020 06:01:35 -0700
Subject: [PATCH 4019/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc406883-26cf-4eff-8086-8156d7bc771e

PiperOrigin-RevId: 326430641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e61446a889..b3dd13fc4c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a0cb85dbc35c7f7ec30cd1469dbb09400208da85f4f757096efa42fc1b6312b",
-    git_commit = "7f5fdceaf05ceb1d2a75f3f899491c2e19da2b26",
+    sha256 = "cbbdae859fa96bf08626d1ea236e4862bb6dc48b8c8d587fa20753b8d7581134",
+    git_commit = "c60a66c4eec48011af907925409db466348b7da0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d1e1e1e5fe927f6061a63afe21c7222bea43f887 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Aug 2020 12:01:54 -0700
Subject: [PATCH 4020/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a756f0c-c5e4-4b4d-9013-06693f282a2f

PiperOrigin-RevId: 326494496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3dd13fc4c1..fc1b7a3e64c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbbdae859fa96bf08626d1ea236e4862bb6dc48b8c8d587fa20753b8d7581134",
-    git_commit = "c60a66c4eec48011af907925409db466348b7da0",
+    sha256 = "213bbd60d90871b087e9d12a2ce824ab32ae88aa8467d25c1ac601512e5dc2db",
+    git_commit = "dc3f225de9b5d969ccb60871926f37dd7aaf7863",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 220192afc3ce735540b544c1f6c9f440817d0827 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Aug 2020 18:01:56 -0700
Subject: [PATCH 4021/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9abdcb64-ed27-4cb6-beaa-136768d80b8a

PiperOrigin-RevId: 326563981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc1b7a3e64c..569f5d1f36b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "213bbd60d90871b087e9d12a2ce824ab32ae88aa8467d25c1ac601512e5dc2db",
-    git_commit = "dc3f225de9b5d969ccb60871926f37dd7aaf7863",
+    sha256 = "d4ab6ad205fc873fdfa2c8eea8e807f20f983c0f9a156b7d417b4e3ddc060532",
+    git_commit = "cc64f9e4249249d9052dc5341cf2e3e2c14ebb1d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 850181f05dbb143073aa9fe2023b32a125c5c781 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Aug 2020 00:01:22 -0700
Subject: [PATCH 4022/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07dd849b-77b8-4316-8038-21ffacb56f9e

PiperOrigin-RevId: 326601381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 569f5d1f36b..9f601b42285 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4ab6ad205fc873fdfa2c8eea8e807f20f983c0f9a156b7d417b4e3ddc060532",
-    git_commit = "cc64f9e4249249d9052dc5341cf2e3e2c14ebb1d",
+    sha256 = "fc04a4841172678cf9988cdd91c202e5e252f1b02025fd97f5a9d3cefd9e2ad1",
+    git_commit = "0ebd59175d99a1cd396034e99d8d3c02d6c4b53e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e5562b29af033f4f789308ed7881784e00154697 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Aug 2020 06:01:29 -0700
Subject: [PATCH 4023/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/839be0e2-6468-480b-a9c9-7e45b65eee3c

PiperOrigin-RevId: 326640819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f601b42285..e3038895532 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc04a4841172678cf9988cdd91c202e5e252f1b02025fd97f5a9d3cefd9e2ad1",
-    git_commit = "0ebd59175d99a1cd396034e99d8d3c02d6c4b53e",
+    sha256 = "44aa5325531b42bb4a88bafe6bb269c589e0fe7dcd06a860d20dc7f5ea56e124",
+    git_commit = "736090fe1c38e835b198357fa4afcbc4d00d9bd7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0c742bbdea22f78d3e957ee691669978f3280e3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Aug 2020 12:11:26 -0700
Subject: [PATCH 4024/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4800a302-d51b-45da-80d1-92b6c06eca98

PiperOrigin-RevId: 326704006
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3038895532..37d0bfdc18d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44aa5325531b42bb4a88bafe6bb269c589e0fe7dcd06a860d20dc7f5ea56e124",
-    git_commit = "736090fe1c38e835b198357fa4afcbc4d00d9bd7",
+    sha256 = "5b0dddaba6eaa61578724e8b968bb48d3ea5b3dbadb615d631fbfae2dacb47a7",
+    git_commit = "8c3b7438dbe6193757f949540e072fcf0ae8985f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aefe6f81415c97d95c0225f342de03e65277607b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Aug 2020 18:02:21 -0700
Subject: [PATCH 4025/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51654032-b0c0-4011-92af-ba914beb562f

PiperOrigin-RevId: 326763479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37d0bfdc18d..48e9fd4f006 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b0dddaba6eaa61578724e8b968bb48d3ea5b3dbadb615d631fbfae2dacb47a7",
-    git_commit = "8c3b7438dbe6193757f949540e072fcf0ae8985f",
+    sha256 = "13637bec9803195ff19ae6e357cd918f61730f33e7a6b64d69062bac5ff2f850",
+    git_commit = "a9c09d46dec3ab1de464074fa5810e573c35c6dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5de75656bcd8b2036a1307b012cebeffda54c0b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Aug 2020 00:01:38 -0700
Subject: [PATCH 4026/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/669a866a-7ce1-4a86-88e0-4d161371dac7

PiperOrigin-RevId: 326790828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48e9fd4f006..23bf0758b74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13637bec9803195ff19ae6e357cd918f61730f33e7a6b64d69062bac5ff2f850",
-    git_commit = "a9c09d46dec3ab1de464074fa5810e573c35c6dc",
+    sha256 = "1d778ecdfc4dda0ef4c7ef498e225f049b3164f2270d683f72aae0ec1d74caba",
+    git_commit = "71ff2165766a85de539ada60ab7c3f7e3dfc4dc6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf0abdc20bad0c7b73c7d67e65ec9b9a0dc32dc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Aug 2020 06:01:24 -0700
Subject: [PATCH 4027/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa747f09-754f-4aa3-8954-0ab0fe071f24

PiperOrigin-RevId: 326811576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23bf0758b74..cc6735602d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d778ecdfc4dda0ef4c7ef498e225f049b3164f2270d683f72aae0ec1d74caba",
-    git_commit = "71ff2165766a85de539ada60ab7c3f7e3dfc4dc6",
+    sha256 = "72d815bf7523886567e96caf438a84193d7b40e1edf51dce1bb7a76c891a6263",
+    git_commit = "7e703f509409d00f99e9c87f69909c2808cc1142",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 83381d2051bed845e35af10ff83917464768c97f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Aug 2020 18:01:42 -0700
Subject: [PATCH 4028/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02115d8d-e6f9-4f8b-a468-e6a8daf7f376

PiperOrigin-RevId: 326852903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc6735602d4..695611b5ba2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72d815bf7523886567e96caf438a84193d7b40e1edf51dce1bb7a76c891a6263",
-    git_commit = "7e703f509409d00f99e9c87f69909c2808cc1142",
+    sha256 = "9498a98aabc4120afff9c34a41678f3786db935baa4f67b1e7181de3df3a6007",
+    git_commit = "26c4ee0c833e74f94d0102d8b005c41a28b44445",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6120b27403d36e367dc8a18cd8611ff740981309 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Aug 2020 00:01:30 -0700
Subject: [PATCH 4029/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d659ae2-359b-4353-9f55-1f8f3d29e191

PiperOrigin-RevId: 326873810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 695611b5ba2..c9e518b7dd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9498a98aabc4120afff9c34a41678f3786db935baa4f67b1e7181de3df3a6007",
-    git_commit = "26c4ee0c833e74f94d0102d8b005c41a28b44445",
+    sha256 = "7b6e7bdcf9360b01f2c77ce184ab7098d99248c9f1075852c504a7ecefec8634",
+    git_commit = "0d93baff069942da48f792d3ed20785e37bd673f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f75592e8eb604ab979efcae14d178dbc4f086d0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Aug 2020 06:01:32 -0700
Subject: [PATCH 4030/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ee6950c-81a7-4f62-ad83-efa5a7e5349c

PiperOrigin-RevId: 326895498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9e518b7dd3..88dffa5071a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b6e7bdcf9360b01f2c77ce184ab7098d99248c9f1075852c504a7ecefec8634",
-    git_commit = "0d93baff069942da48f792d3ed20785e37bd673f",
+    sha256 = "10b0c551fb591719c86dbe1efe29f3cae0c1b79630755bd75981a6565439cbb4",
+    git_commit = "5dde308f5ef0dd8e65813fd42d821f5a42a510d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e0d247b2e4050713194b8fad0be24a0636df7209 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Aug 2020 12:01:22 -0700
Subject: [PATCH 4031/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ffab50a5-f3b5-4155-9542-8b1b9eec19bf

PiperOrigin-RevId: 326916067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88dffa5071a..1c7668ca57a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10b0c551fb591719c86dbe1efe29f3cae0c1b79630755bd75981a6565439cbb4",
-    git_commit = "5dde308f5ef0dd8e65813fd42d821f5a42a510d8",
+    sha256 = "94b57d26412af691ffd379c11dfb69f4c0d3806fc592b0213979029592cb56bf",
+    git_commit = "6582dfafdc8160f03233bdc4ba197b6954c5c09e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c6a4279c47554136d37b45c97a3cd7de1e203428 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Aug 2020 18:01:53 -0700
Subject: [PATCH 4032/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0fec839-651c-4eaf-90a7-020c7a8b3361

PiperOrigin-RevId: 326938432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c7668ca57a..3013b12ea79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94b57d26412af691ffd379c11dfb69f4c0d3806fc592b0213979029592cb56bf",
-    git_commit = "6582dfafdc8160f03233bdc4ba197b6954c5c09e",
+    sha256 = "f64c983f8081470a5f3b7cf801842be6b0b3b66b8f7cebb164579fbde373347f",
+    git_commit = "c164998f777f34ab01ac2f074a585e2c97be844f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf2c186a3e43aaa7b622a0c80fbe5e15e07aa76b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Aug 2020 00:01:25 -0700
Subject: [PATCH 4033/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9fda1a49-9b2a-417d-94ca-e81d047bb33a

PiperOrigin-RevId: 326965995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3013b12ea79..9b810867296 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f64c983f8081470a5f3b7cf801842be6b0b3b66b8f7cebb164579fbde373347f",
-    git_commit = "c164998f777f34ab01ac2f074a585e2c97be844f",
+    sha256 = "c27b2e188c8578f33f77b299bb200689f354fbd06e06ef983013e59061614ebf",
+    git_commit = "431b88f123a5dd1405a2fe6eb68f9861beafb853",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6b64cac80cba792ec6a2d1857244acae7bfe57a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Aug 2020 06:01:34 -0700
Subject: [PATCH 4034/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7cfd3fe-7ed4-4fce-8902-75a4e763e1cf

PiperOrigin-RevId: 327006097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b810867296..ded05593c65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c27b2e188c8578f33f77b299bb200689f354fbd06e06ef983013e59061614ebf",
-    git_commit = "431b88f123a5dd1405a2fe6eb68f9861beafb853",
+    sha256 = "6c85fddfb0d023b66738aed4a78be783e29a21e9c99a60b94d1e01fb8d521b02",
+    git_commit = "916b61ff7264f21409f4586ca9f9e8f546487713",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 69c6aef09557df9327d979342af31a471ea2bd92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Aug 2020 12:01:22 -0700
Subject: [PATCH 4035/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f6c5039-ae12-484e-89f4-17f3850929e9

PiperOrigin-RevId: 327068358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ded05593c65..a5eeaf639f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c85fddfb0d023b66738aed4a78be783e29a21e9c99a60b94d1e01fb8d521b02",
-    git_commit = "916b61ff7264f21409f4586ca9f9e8f546487713",
+    sha256 = "0b0deabbb4a1c1cb55450928748950d01b1a4b3ba0d0a3b90db179c32001e1ae",
+    git_commit = "562b1d70231a4b9e05c6bd4666f67b890860c930",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c54ca7ec95928b6eec39f350140835ebbe3caeb0 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Mon, 17 Aug 2020 12:07:43 -0700
Subject: [PATCH 4036/8103] Added abstract layer for remote predict op over
 different RPC protocols with template.

PiperOrigin-RevId: 327069825
---
 .../tensorflow/ops/remote_predict/BUILD       | 113 +++++++++++
 .../tensorflow/ops/remote_predict/__init__.py |  25 +++
 .../kernels/prediction_service_grpc.cc        |  66 +++++++
 .../kernels/prediction_service_grpc.h         |  50 +++++
 .../kernels/remote_predict_op_kernel.cc       |  28 +++
 .../kernels/remote_predict_op_kernel.h        | 182 ++++++++++++++++++
 .../remote_predict/ops/remote_predict_op.cc   | 104 ++++++++++
 .../python/ops/remote_predict_ops.py          |  35 ++++
 8 files changed, 603 insertions(+)
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/__init__.py
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.cc
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
new file mode 100644
index 00000000000..b285f0ed153
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -0,0 +1,113 @@
+# Description:
+# Remote Predict Op Prototype
+load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
+
+licenses(["notice"])
+
+cc_library(
+    name = "remote_predict_op_kernel_lib",
+    srcs = [
+        "kernels/prediction_service_grpc.cc",
+        "kernels/remote_predict_op_kernel.cc",
+    ],
+    hdrs = [
+        "kernels/prediction_service_grpc.h",
+        "kernels/remote_predict_op_kernel.h",
+    ],
+    deps = [
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/status",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/core:framework_headers_lib",
+        "@org_tensorflow//tensorflow/core/kernels:ops_util_hdrs",
+    ],
+    alwayslink = 1,
+)
+
+tf_gen_op_libs(
+    op_lib_names = ["remote_predict_op"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+tf_gen_op_wrapper_cc(
+    name = "gen_cc_remote_predict_op",
+    out_ops_file = "cc/ops/remote_predict_op",
+    deps = [":remote_predict_op_op_lib"],
+)
+
+cc_library(
+    name = "remote_predict_ops_cc",
+    srcs = ["cc/ops/remote_predict_op.cc"],
+    hdrs = ["cc/ops/remote_predict_op.h"],
+    visibility = [
+        "//tensorflow_serving/experimental/example:__subpackages__",
+        "//tensorflow_serving/model_servers:__subpackages__",
+    ],
+    deps = [
+        ":remote_predict_op_op_lib",
+        "@org_tensorflow//tensorflow/cc:const_op",
+        "@org_tensorflow//tensorflow/cc:ops",
+        "@org_tensorflow//tensorflow/cc:scope",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+tf_gen_op_wrapper_py(
+    name = "gen_remote_predict_op",
+    out = "ops/gen_remote_predict_op.py",
+    deps = [":remote_predict_op_op_lib"],
+)
+
+tf_kernel_library(
+    name = "remote_predict_op_kernel",
+    srcs = [
+        "kernels/prediction_service_grpc.cc",
+        "kernels/remote_predict_op_kernel.cc",
+    ],
+    hdrs = [
+        "kernels/prediction_service_grpc.h",
+        "kernels/remote_predict_op_kernel.h",
+    ],
+    visibility = [
+        "//tensorflow_serving/experimental/example:__subpackages__",
+        "//tensorflow_serving/model_servers:__subpackages__",
+    ],
+    deps = [
+        ":remote_predict_op_op_lib",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/time",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels:ops_util",
+        "@org_tensorflow//tensorflow/core/kernels:split_lib",
+    ],
+)
+
+tf_custom_op_library(
+    name = "python/ops/_remote_predict_op.so",
+    srcs = [
+        "ops/remote_predict_op.cc",
+    ],
+    deps = [":remote_predict_op_kernel_lib"],
+)
+
+filegroup(
+    name = "all_files",
+    srcs = glob(
+        ["**/*"],
+        exclude = [
+            "**/METADATA",
+            "**/OWNERS",
+        ],
+    ),
+    visibility = [
+        "//tensorflow_serving:__subpackages__",
+    ],
+)
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/__init__.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/__init__.py
new file mode 100644
index 00000000000..c1597decea2
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/__init__.py
@@ -0,0 +1,25 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""Ops and modules related to RemotePredict.
+
+@@run
+"""
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+from tensorflow.python.util.all_util import remove_undocumented
+from tensorflow_serving.experimental.tensorflow.ops.remote_predict.python.ops.remote_predict_ops import run
+
+remove_undocumented(__name__)
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
new file mode 100644
index 00000000000..988f6b0330c
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -0,0 +1,66 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
+
+#include "grpcpp/create_channel.h"
+#include "grpcpp/security/credentials.h"
+#include "absl/time/clock.h"
+
+using namespace tensorflow;  // NOLINT(build/namespaces)
+namespace tensorflow {
+namespace serving {
+namespace {
+
+absl::Status FromGrpcStatus(const ::grpc::Status& s) {
+  if (s.ok()) {
+    return absl::Status();
+  }
+  return absl::Status(static_cast<absl::StatusCode>(s.error_code()),
+                      s.error_message());
+}
+
+}  // namespace
+
+PredictionServiceGrpc::PredictionServiceGrpc(
+    const std::string& target_address) {
+  // TODO(b/159739577): Set security channel from incoming rpc request.
+  auto channel = ::grpc::CreateChannel(target_address,
+                                       ::grpc::InsecureChannelCredentials());
+  stub_ = tensorflow::serving::PredictionService::NewStub(channel);
+}
+
+::grpc::ClientContext* PredictionServiceGrpc::CreateRpc(
+    absl::Duration max_rpc_deadline) {
+  ::grpc::ClientContext* rpc = new ::grpc::ClientContext();
+  // TODO(b/159739577): Set deadline as the min value between
+  // the incoming rpc deadline and max_rpc_deadline_millis.
+  rpc->set_deadline(std::chrono::system_clock::now() +
+                    absl::ToChronoSeconds(max_rpc_deadline));
+  return rpc;
+}
+
+void PredictionServiceGrpc::Predict(
+    ::grpc::ClientContext* rpc, PredictRequest* request,
+    PredictResponse* response,
+    std::function<void(absl::Status status)> callback) {
+  std::function<void(::grpc::Status)> wrapped_callback =
+      [callback](::grpc::Status status) { callback(FromGrpcStatus(status)); };
+
+  stub_->experimental_async()->Predict(rpc, request, response,
+                                       wrapped_callback);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
new file mode 100644
index 00000000000..c09f77fb351
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
@@ -0,0 +1,50 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_PREDICTION_SERVICE_GRPC_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_PREDICTION_SERVICE_GRPC_H_
+#include <string>
+
+#include "absl/status/status.h"
+#include "absl/time/time.h"
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// gRPC based communication point with PredictionService.
+class PredictionServiceGrpc {
+ public:
+  // Creates a new instance. Returns an error if the creation fails.
+  static absl::Status Create(const std::string& target_address,
+                             std::unique_ptr<PredictionServiceGrpc>* service) {
+    service->reset(new PredictionServiceGrpc(target_address));
+    return ::absl::OkStatus();
+  }
+
+  ::grpc::ClientContext* CreateRpc(absl::Duration max_rpc_deadline);
+
+  void Predict(::grpc::ClientContext* rpc, PredictRequest* request,
+               PredictResponse* response,
+               std::function<void(absl::Status status)> callback);
+
+ private:
+  PredictionServiceGrpc(const std::string& target_address);
+  std::unique_ptr<tensorflow::serving::PredictionService::Stub> stub_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_PREDICTION_SERVICE_GRPC_H_
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.cc
new file mode 100644
index 00000000000..1b97d99da3f
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.cc
@@ -0,0 +1,28 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h"
+
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+REGISTER_KERNEL_BUILDER(Name("TfServingRemotePredict").Device(DEVICE_CPU),
+                        RemotePredictOp<PredictionServiceGrpc>);
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
new file mode 100644
index 00000000000..8ef26ac0dad
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -0,0 +1,182 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_REMOTE_PREDICT_OP_KERNEL_H_
+#define TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_REMOTE_PREDICT_OP_KERNEL_H_
+
+#include "google/protobuf/map.h"
+#include "absl/status/status.h"
+#include "absl/time/time.h"
+#include "tensorflow/core/framework/common_shape_fns.h"
+#include "tensorflow/core/framework/op_kernel.h"
+#include "tensorflow/core/framework/register_types.h"
+#include "tensorflow/core/framework/resource_mgr.h"
+#include "tensorflow/core/framework/shape_inference.h"
+#include "tensorflow/core/kernels/ops_util.h"
+#include "tensorflow/core/lib/core/threadpool.h"
+#include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+typedef google::protobuf::Map<tensorflow::string, tensorflow::TensorProto> AliasTensorMap;
+
+// Remote Predict Op kernel implementation class templated on different
+// PredictionServiceStubTypes.
+template <typename PredictionServiceStubType>
+class RemotePredictOp : public AsyncOpKernel {
+ public:
+  explicit RemotePredictOp(OpKernelConstruction* context)
+      : AsyncOpKernel(context) {
+    string target_address;
+    OP_REQUIRES_OK(context,
+                   context->GetAttr("target_address", &target_address));
+    OP_REQUIRES_OK(context, context->GetAttr("model_name", &model_name_));
+    OP_REQUIRES_OK(context, context->GetAttr("model_version", &model_version_));
+    OP_REQUIRES_OK(context, context->GetAttr("max_rpc_deadline_millis",
+                                             &max_rpc_deadline_millis_));
+    OP_REQUIRES_OK(context, context->GetAttr("fail_op_on_rpc_error",
+                                             &fail_op_on_rpc_error_));
+    absl::Status prediction_service_status =
+        PredictionServiceStubType::Create(target_address, &prediction_service_);
+    OP_REQUIRES(context, prediction_service_status.ok(),
+                tensorflow::Status(static_cast<tensorflow::error::Code>(
+                                       prediction_service_status.code()),
+                                   prediction_service_status.message()));
+  }
+
+  void ComputeAsync(OpKernelContext* context, DoneCallback done) override {
+    // Get the input tensor alias names.
+    const auto& input_tensor_aliases = context->input(0).flat<tstring>();
+
+    // Get the input tensors.
+    OpInputList input_tensors;
+    OP_REQUIRES_OK_ASYNC(
+        context, context->input_list("input_tensors", &input_tensors), done);
+    // Get the output tensor alias names.
+    // Directly index to output_tensor_aliases by moving past all the input
+    // before it, including the input_tensor_aliases and input_tensors.
+    auto output_tensor_aliases =
+        context->input(1 + input_tensors.size()).flat<tstring>();
+
+    // Build the PredictRequest.
+    PredictRequest* request = new PredictRequest();
+
+    request->mutable_model_spec()->set_name(model_name_);
+    if (model_version_ >= 0) {
+      request->mutable_model_spec()->mutable_version()->set_value(
+          model_version_);
+    }
+
+    AliasTensorMap& inputs = *request->mutable_inputs();
+    for (int i = 0; i < input_tensor_aliases.size(); ++i) {
+      tensorflow::TensorProto proto;
+      input_tensors[i].AsProtoField(&proto);
+      inputs[input_tensor_aliases(i)] = proto;
+    }
+
+    for (int i = 0; i < output_tensor_aliases.size(); ++i) {
+      request->add_output_filter(tensorflow::string(output_tensor_aliases(i)));
+    }
+
+    PredictResponse* response = new PredictResponse();
+
+    auto rpc = prediction_service_->CreateRpc(
+        absl::Milliseconds(max_rpc_deadline_millis_));
+
+    auto callback = [this, context, rpc, request, response,
+                     output_tensor_aliases, done](const absl::Status& status) {
+      PostProcessResponse(context, response, status, fail_op_on_rpc_error_,
+                          output_tensor_aliases, [&]() {
+                            delete rpc;
+                            delete request;
+                            delete response;
+                            done();
+                          });
+    };
+    // Make the RPC call.
+    prediction_service_->Predict(rpc, request, response, callback);
+  }
+
+  void PostProcessResponse(OpKernelContext* context, PredictResponse* response,
+                           const absl::Status& rpc_status,
+                           bool fail_op_on_rpc_error,
+                           TTypes<const tstring>::Flat output_tensor_aliases,
+                           DoneCallback rpc_done) {
+    auto rpc_cleaner = gtl::MakeCleanup([&] { rpc_done(); });
+    Tensor* status_code;
+    OP_REQUIRES_OK_ASYNC(
+        context, context->allocate_output(0, TensorShape({}), &status_code),
+        rpc_cleaner.release());
+    status_code->scalar<int>()() = static_cast<int>(rpc_status.code());
+    Tensor* status_error_message;
+    OP_REQUIRES_OK_ASYNC(
+        context,
+        context->allocate_output(1, TensorShape({}), &status_error_message),
+        rpc_cleaner.release());
+    status_error_message->scalar<tstring>()() = rpc_status.message();
+    OpOutputList output_tensors_list;
+    OP_REQUIRES_OK_ASYNC(
+        context, context->output_list("output_tensors", &output_tensors_list),
+        rpc_cleaner.release());
+    // Process the response.
+    if (!rpc_status.ok()) {
+      if (fail_op_on_rpc_error) {
+        OP_REQUIRES_ASYNC(context, rpc_status.ok(),
+                          tensorflow::errors::Aborted(rpc_status.message()),
+                          rpc_cleaner.release());
+      } else {
+        // Allocate some empty output for the output_tensors.
+        for (int i = 0; i < output_tensors_list.size(); ++i) {
+          Tensor* unused;
+          OP_REQUIRES_OK_ASYNC(
+              context,
+              output_tensors_list.allocate(i, TensorShape({}), &unused),
+              rpc_cleaner.release());
+        }
+        return;
+      }
+    }
+    OP_REQUIRES_ASYNC(
+        context, output_tensors_list.size() == output_tensor_aliases.size(),
+        errors::Internal(
+            "Response doesn't have the right number of outputs; actual: ",
+            output_tensors_list.size(),
+            " expected: ", output_tensor_aliases.size()),
+        rpc_cleaner.release());
+    AliasTensorMap& outputs = *response->mutable_outputs();
+    for (int i = 0; i < output_tensor_aliases.size(); i++) {
+      Tensor output_tensor;
+      OP_REQUIRES_ASYNC(
+          context, output_tensor.FromProto(outputs[output_tensor_aliases(i)]),
+          errors::Internal("Response tensor proto: ",
+                           tensorflow::string(output_tensor_aliases(i)),
+                           " cannot be converted back to a tensor."),
+          rpc_cleaner.release());
+      output_tensors_list.set(i, output_tensor);
+    }
+  }
+
+ private:
+  string model_name_;
+  int64 model_version_;
+  bool fail_op_on_rpc_error_;
+  int64 max_rpc_deadline_millis_;
+  std::unique_ptr<PredictionServiceStubType> prediction_service_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+#endif  // TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_REMOTE_PREDICT_OP_KERNEL_H_
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
new file mode 100644
index 00000000000..fd88c6ad636
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -0,0 +1,104 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow/core/framework/common_shape_fns.h"
+#include "tensorflow/core/framework/op.h"
+#include "tensorflow/core/framework/shape_inference.h"
+// TODO(b/159739577): add unit tests.
+namespace tensorflow {
+
+REGISTER_OP("TfServingRemotePredict")
+    .Attr("T: list(type)")
+    .Attr("target_address: string = ''")
+    .Attr("model_name: string = ''")
+    .Attr("model_version: int = -1")
+    .Attr("fail_op_on_rpc_error: bool = true")
+    .Attr("max_rpc_deadline_millis: int = 30000")
+    .Input("input_tensor_aliases: string")
+    .Input("input_tensors: T")
+    .Input("output_tensor_aliases: string")
+    .Output("status_code: int32")
+    .Output("status_error_message: string")
+    .Output("output_tensors: output_types")
+    .Attr("output_types: list(type)")
+    .SetShapeFn([](shape_inference::InferenceContext* c) {
+      shape_inference::ShapeHandle unused;
+      // Checks the length of input_tensor_aliases with that of input_tensors.
+      std::vector<shape_inference::ShapeHandle> input_aliases_handle;
+      TF_RETURN_IF_ERROR(
+          c->input("input_tensor_aliases", &input_aliases_handle));
+      TF_RETURN_IF_ERROR(c->WithRank(input_aliases_handle[0], 1, &unused));
+      std::vector<shape_inference::ShapeHandle> inputs_handle;
+      TF_RETURN_IF_ERROR(c->input("input_tensors", &inputs_handle));
+      if (c->Value(c->NumElements(input_aliases_handle[0])) !=
+          inputs_handle.size()) {
+        return errors::InvalidArgument(
+            "'input_tensors' should be equal in length to "
+            "'input_tensor_aliases'. Length of 'input_tensors': ",
+            inputs_handle.size(), ", length of 'input_tensor_aliases': ",
+            c->Value(c->NumElements(input_aliases_handle[0])));
+      }
+
+      // Checks the length of output_tensor_aliases with that of output_types.
+      DataTypeVector output_types;
+      TF_RETURN_IF_ERROR(c->GetAttr("output_types", &output_types));
+      std::vector<shape_inference::ShapeHandle> output_aliases_handle;
+      TF_RETURN_IF_ERROR(
+          c->input("output_tensor_aliases", &output_aliases_handle));
+      if (c->Value(c->NumElements(output_aliases_handle[0])) !=
+          output_types.size()) {
+        return errors::InvalidArgument(
+            "'output_types' should be equal in length to "
+            "'output_tensor_aliases'. Length of 'output_types': ",
+            output_types.size(), ", length of 'output_tensor_aliases': ",
+            c->Value(c->NumElements(output_aliases_handle[0])));
+      }
+
+      // We know the shape of the first 2 outputs, but not the rest.
+      TF_RETURN_IF_ERROR(c->set_output("status_code", {c->Scalar()}));
+      TF_RETURN_IF_ERROR(c->set_output("status_error_message", {c->Scalar()}));
+      for (int i = 2; i < c->num_outputs(); ++i) {
+        c->set_output(i, c->UnknownShape());
+      }
+
+      return Status::OK();
+    })
+    .Doc(R"doc(
+Invokes Predict on a remote graph.
+fail_op_on_rpc_error: If set true, the Op fails if the rpc fails, and returns
+  the status code as 0 and an empty status_message. Otherwise the
+  Op returns the status of the rpc call, along with the output tensors, if any.
+  Set true by default.
+max_rpc_deadline_millis: The rpc deadline for remote predict. The actual
+deadline is min(incoming_rpc_deadline, max_rpc_deadline_millis).
+target_address: Address of the server hosting the remote graph.
+model_name: Model name of the remote TF graph.
+model_version: the target version for the Predict call. When unset, the
+  default value (-1) implies the latest available version should be used.
+input_tensor_aliases: Tensor of strings for the input tensor alias names to supply
+  to the RemotePredict call.
+input_tensors: List of tensors to provide as input. Should be equal in length
+  to 'input_tensor_aliases'.
+output_tensor_aliases: Tensor of strings for the output tensor alias names to
+  supply to the Predict call.
+status_code: Returns the status code of the rpc call; basically converting
+  tensorflow::error::Code to it's int value, so 0 means OK.
+status_error_message: Returns the error message in the rpc status.
+output_tensors: Tensors returned by the Predict call on the remote graph, which 
+  are in the same order as output_tensor_aliases.
+output_types: A list of types of the output tensors. Length of this list should
+  be equal to the length of 'output_tensor_aliases'.
+)doc");
+
+}  // namespace tensorflow
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
new file mode 100644
index 00000000000..2f49c089457
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
@@ -0,0 +1,35 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""Operations for RemotePredict."""
+
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import os.path
+# This is a placeholder for a Google-internal import.
+import tensorflow.google.compat.v1 as tf
+
+from tensorflow_serving.experimental.tensorflow.ops.remote_predict.ops import gen_remote_predict_op
+# pylint: disable=wildcard-import
+from tensorflow_serving.experimental.tensorflow.ops.remote_predict.ops.gen_remote_predict_op import *
+# pylint: enable=wildcard-import
+
+_remote_predict_op_module = tf.load_op_library(
+    os.path.join(tf.compat.v1.resource_loader.get_data_files_path(),
+                 '_remote_predict_op.so'))
+
+# Alias
+run = gen_remote_predict_op.tf_serving_remote_predict

From 6773fda10faaa90aee66fb08577549a2fb7b666e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Aug 2020 18:02:01 -0700
Subject: [PATCH 4037/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c2889b8-0e27-4277-a278-b0f02ebb8828

PiperOrigin-RevId: 327137898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5eeaf639f6..82638823cc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b0deabbb4a1c1cb55450928748950d01b1a4b3ba0d0a3b90db179c32001e1ae",
-    git_commit = "562b1d70231a4b9e05c6bd4666f67b890860c930",
+    sha256 = "980e65c711a68669c4b017f2275a69ebd175e039d66b04da8861c3a181064b4a",
+    git_commit = "eb7b12243ea28ca04e9a913317e1ae3efe64e9c0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d4ae676c67acb100913f0682a9332aaa3303e55 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Mon, 17 Aug 2020 21:14:39 -0700
Subject: [PATCH 4038/8103] Implement unit test for external version of remote
 predict op.

PiperOrigin-RevId: 327159124
---
 .../tensorflow/ops/remote_predict/BUILD       |  54 ++++++
 .../kernels/prediction_service_grpc_test.cc   |  48 +++++
 .../kernels/remote_predict_op_kernel.h        |   7 +-
 .../kernels/remote_predict_op_kernel_test.cc  | 168 ++++++++++++++++++
 4 files changed, 272 insertions(+), 5 deletions(-)
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index b285f0ed153..3fbc2f94ad3 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -18,6 +18,7 @@ cc_library(
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
+        "@com_google_absl//absl/time",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework_headers_lib",
         "@org_tensorflow//tensorflow/core/kernels:ops_util_hdrs",
@@ -98,6 +99,59 @@ tf_custom_op_library(
     deps = [":remote_predict_op_kernel_lib"],
 )
 
+cc_test(
+    name = "remote_predict_ops_cc_test",
+    size = "small",
+    srcs = [
+        "kernels/remote_predict_op_kernel.h",
+        "kernels/remote_predict_op_kernel_test.cc",
+    ],
+    deps = [
+        ":remote_predict_ops_cc",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/time",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/cc:client_session",
+        "@org_tensorflow//tensorflow/cc:const_op",
+        "@org_tensorflow//tensorflow/core:all_kernels",
+        "@org_tensorflow//tensorflow/core:direct_session",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/kernels:ops_util",
+    ],
+)
+
+cc_library(
+    name = "prediction_service_grpc",
+    srcs = ["kernels/prediction_service_grpc.cc"],
+    hdrs = ["kernels/prediction_service_grpc.h"],
+    deps = [
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/time",
+    ],
+)
+
+cc_test(
+    name = "prediction_service_grpc_test",
+    size = "small",
+    srcs = [
+        "kernels/prediction_service_grpc_test.cc",
+    ],
+    deps = [
+        ":prediction_service_grpc",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/core:testlib",
+    ],
+)
+
 filegroup(
     name = "all_files",
     srcs = glob(
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
new file mode 100644
index 00000000000..4fabc2e3702
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
+
+#include <memory>
+
+#include "absl/time/clock.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+class PredictionServiceGrpcTest : public ::testing::Test {
+ protected:
+  virtual void SetUp() {
+    auto prediction_service_status =
+        PredictionServiceGrpc::Create("target_address", &grpc_stub_);
+  }
+  std::unique_ptr<PredictionServiceGrpc> grpc_stub_;
+  std::unique_ptr<::grpc::ClientContext> rpc_;
+};
+
+TEST_F(PredictionServiceGrpcTest, TestSetDeadline) {
+  const absl::Duration deadline = absl::Milliseconds(30000);
+  rpc_.reset(grpc_stub_->CreateRpc(deadline));
+
+  EXPECT_NEAR(absl::ToDoubleMilliseconds(deadline),
+              absl::ToDoubleMilliseconds(absl::FromChrono(rpc_->deadline()) -
+                                         absl::Now()),
+              10);
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index 8ef26ac0dad..c3a9602e207 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -140,11 +140,8 @@ class RemotePredictOp : public AsyncOpKernel {
       } else {
         // Allocate some empty output for the output_tensors.
         for (int i = 0; i < output_tensors_list.size(); ++i) {
-          Tensor* unused;
-          OP_REQUIRES_OK_ASYNC(
-              context,
-              output_tensors_list.allocate(i, TensorShape({}), &unused),
-              rpc_cleaner.release());
+          Tensor output_tensor;
+          output_tensors_list.set(i, output_tensor);
         }
         return;
       }
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
new file mode 100644
index 00000000000..3d51f20de12
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -0,0 +1,168 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h"
+
+#include "absl/status/status.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/client/client_session.h"
+#include "tensorflow/cc/ops/const_op.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/cc/ops/remote_predict_op.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+// Empty mock rpc class.
+class MockRpc {};
+
+// Mock class for RemotePredict Op kernel test.
+class MockPredictionService {
+ public:
+  static absl::Status Create(const string& target_address,
+                             std::unique_ptr<MockPredictionService>* service) {
+    service->reset(new MockPredictionService(target_address));
+    return ::absl::OkStatus();
+  }
+
+  MockRpc* CreateRpc(absl::Duration max_rpc_deadline) { return new MockRpc; }
+
+  // The model_name in request determines response and/or status.
+  void Predict(MockRpc* rpc, PredictRequest* request, PredictResponse* response,
+               std::function<void(absl::Status status)> callback);
+
+  static constexpr char kGoodModel[] = "good_model";
+  static constexpr char kBadModel[] = "bad_model";
+
+ private:
+  MockPredictionService(const string& target_address);
+};
+
+constexpr char MockPredictionService::kGoodModel[];
+constexpr char MockPredictionService::kBadModel[];
+
+typedef google::protobuf::Map<tensorflow::string, tensorflow::TensorProto> AliasTensorMap;
+
+MockPredictionService::MockPredictionService(const string& target_address) {}
+
+void MockPredictionService::Predict(
+    MockRpc* rpc, PredictRequest* request, PredictResponse* response,
+    std::function<void(absl::Status status)> callback) {
+  // Use model name to specify the behavior of each test.
+  std::string model_name = request->model_spec().name();
+  if (model_name == kGoodModel) {
+    *(response->mutable_model_spec()) = request->model_spec();
+    AliasTensorMap& inputs = *request->mutable_inputs();
+    AliasTensorMap& outputs = *response->mutable_outputs();
+    outputs["output0"] = inputs["input0"];
+    outputs["output1"] = inputs["input1"];
+    callback(::absl::OkStatus());
+  }
+
+  if (model_name == kBadModel) {
+    callback(absl::Status(absl::StatusCode::kAborted, "Aborted"));
+  }
+}
+
+REGISTER_KERNEL_BUILDER(Name("TfServingRemotePredict").Device(DEVICE_CPU),
+                        RemotePredictOp<MockPredictionService>);
+
+using RemotePredict = ops::TfServingRemotePredict;
+
+// Use model_name to specify the behavior of different tests.
+::tensorflow::Status RunRemotePredict(
+    const string& model_name, std::vector<Tensor>* outputs,
+    const DataTypeSlice& output_types = {DT_INT32, DT_INT32},
+    const absl::optional<::absl::Duration> deadline = absl::nullopt,
+    bool fail_on_rpc_error = true,
+    const string& target_address = "target_address",
+    int64 target_model_version = -1) {
+  const Scope scope = Scope::DisabledShapeInferenceScope();
+  // Model_name will decide the result of the RPC.
+  auto input_tensor_aliases = ops::Const(
+      scope.WithOpName("input_tensor_aliases"), {"input0", "input1"});
+  auto input_tensors0 = ops::Const(scope.WithOpName("input_tensors0"), {1, 2});
+  auto input_tensors1 = ops::Const(scope.WithOpName("input_tensors1"), {3, 4});
+  auto output_tensor_aliases = ops::Const(
+      scope.WithOpName("output_tensor_aliases"), {"output0", "output1"});
+  std::vector<Output> fetch_outputs;
+  RemotePredict::Attrs attrs = RemotePredict::Attrs()
+                                   .TargetAddress(target_address)
+                                   .ModelName(model_name);
+
+  if (target_model_version >= 0) {
+    attrs = attrs.ModelVersion(target_model_version);
+  }
+  if (deadline.has_value()) {
+    attrs = attrs.MaxRpcDeadlineMillis(absl::ToInt64Seconds(deadline.value()) *
+                                       1000);
+  }
+  attrs = attrs.FailOpOnRpcError(fail_on_rpc_error);
+
+  auto remote_predict = RemotePredict(
+      scope, input_tensor_aliases, {input_tensors0, input_tensors1},
+      output_tensor_aliases, output_types, attrs);
+
+  fetch_outputs = {remote_predict.status_code,
+                   remote_predict.status_error_message};
+  fetch_outputs.insert(fetch_outputs.end(),
+                       remote_predict.output_tensors.begin(),
+                       remote_predict.output_tensors.end());
+  TF_RETURN_IF_ERROR(scope.status());
+
+  ClientSession session(scope);
+  return session.Run(fetch_outputs, outputs);
+}
+
+TEST(RemotePredictTest, TestSimple) {
+  std::vector<Tensor> outputs;
+  TF_ASSERT_OK(RunRemotePredict(
+      /*model_name=*/MockPredictionService::kGoodModel, &outputs));
+  ASSERT_EQ(4, outputs.size());
+  // Checks whether the status code is 0 and there is no error message.
+  EXPECT_EQ(0, outputs[0].scalar<int>()());
+  EXPECT_EQ("", outputs[1].scalar<tensorflow::tstring>()());
+  test::ExpectTensorEqual<int>(outputs[2], test::AsTensor<int>({1, 2}));
+  test::ExpectTensorEqual<int>(outputs[3], test::AsTensor<int>({3, 4}));
+}
+
+TEST(RemotePredictTest, TestRpcError) {
+  std::vector<Tensor> outputs;
+  const auto status = RunRemotePredict(
+      /*model_name=*/MockPredictionService::kBadModel, &outputs);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(error::Code::ABORTED, status.code());
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Aborted"));
+}
+
+TEST(RemotePredictTest, TestRpcErrorReturnStatus) {
+  std::vector<Tensor> outputs;
+  // Specifying output_types to float solves
+  // "MemorySanitizer: use-of-uninitialized-value"
+  const auto status = RunRemotePredict(
+      /*model_name=*/MockPredictionService::kBadModel, &outputs,
+      {DT_FLOAT, DT_FLOAT}, /*deadline=*/absl::nullopt,
+      /*fail_on_rpc_error=*/false);
+
+  EXPECT_TRUE(status.ok());
+  EXPECT_EQ(static_cast<int>(error::Code::ABORTED), outputs[0].scalar<int>()());
+  EXPECT_EQ("Aborted", outputs[1].scalar<tensorflow::tstring>()());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 2fa58cd98263182c3a01f406994a54137b2a88f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Aug 2020 00:01:31 -0700
Subject: [PATCH 4039/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5c8538f-1a04-406d-b3b0-02566c807ce2

PiperOrigin-RevId: 327175628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82638823cc1..7e490e8a7d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "980e65c711a68669c4b017f2275a69ebd175e039d66b04da8861c3a181064b4a",
-    git_commit = "eb7b12243ea28ca04e9a913317e1ae3efe64e9c0",
+    sha256 = "851ba51cc0b1191d1bf802a908f921f748233134a0bb00c0c3ba35683d9070bd",
+    git_commit = "bace0c60df8fddaf53fdb490b61a7ed9878fbd46",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 12e2401a0d2c09393793b2c48f46247ce364496b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Aug 2020 06:01:33 -0700
Subject: [PATCH 4040/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e50d0efe-e6cf-40ae-a255-73e0887aee33

PiperOrigin-RevId: 327212814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e490e8a7d4..be2d6ebe0fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "851ba51cc0b1191d1bf802a908f921f748233134a0bb00c0c3ba35683d9070bd",
-    git_commit = "bace0c60df8fddaf53fdb490b61a7ed9878fbd46",
+    sha256 = "a1b7d20f73a2131877954ac55faea6c94e6f5148eee1fb3380a59ef688759ca4",
+    git_commit = "e0fbb58fc40cdafe8dbe68c60a4a566cfb8cb576",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c475d9e8a97e026daf9361092d9b54eb899861b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Aug 2020 12:01:36 -0700
Subject: [PATCH 4041/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/56fdf1c3-65e8-4c16-a0c3-0865118b5240

PiperOrigin-RevId: 327277102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be2d6ebe0fd..afc32945b71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1b7d20f73a2131877954ac55faea6c94e6f5148eee1fb3380a59ef688759ca4",
-    git_commit = "e0fbb58fc40cdafe8dbe68c60a4a566cfb8cb576",
+    sha256 = "fe615e74fa08d5acd0115857bfbd519bffc7c51fa10e56ab013927d2c7a411d9",
+    git_commit = "28499e44622370e8b1a865a073d5a8ebdc3a9511",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d5b980f487996aa1f890a559eae968735dfebf5d Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Tue, 18 Aug 2020 13:09:06 -0700
Subject: [PATCH 4042/8103] 1. Add an example which call the Remote Predict Op
 directly. 2. Add an example which call the Remote Predict Op in a TF graph.
 The code to create the TF graph is included. 3. Link the
 tensorflow_model_server_main_lib with Remote Predict Op.

PiperOrigin-RevId: 327291373
---
 tensorflow_serving/experimental/example/BUILD |  54 +++++++
 .../example/half_plus_two_with_rpop.py        | 139 ++++++++++++++++++
 .../example/half_plus_two_with_rpop_client.py |  67 +++++++++
 .../example/remote_predict_client.py          |  62 ++++++++
 .../tensorflow/ops/remote_predict/BUILD       |  18 +++
 .../python/ops/remote_predict_ops.py          |   2 +-
 6 files changed, 341 insertions(+), 1 deletion(-)
 create mode 100644 tensorflow_serving/experimental/example/BUILD
 create mode 100644 tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
 create mode 100644 tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
 create mode 100644 tensorflow_serving/experimental/example/remote_predict_client.py

diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
new file mode 100644
index 00000000000..d7b28b82c16
--- /dev/null
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -0,0 +1,54 @@
+# Description: Tensorflow Serving examples.
+
+package(
+    default_visibility = ["//tensorflow_serving:internal"],
+    features = ["no_layering_check"],
+)
+
+licenses(["notice"])
+
+filegroup(
+    name = "all_files",
+    srcs = glob(
+        ["**/*"],
+        exclude = [
+            "**/METADATA",
+            "**/OWNERS",
+        ],
+    ),
+)
+
+py_binary(
+    name = "remote_predict_client",
+    srcs = ["remote_predict_client.py"],
+    python_version = "PY3",
+    deps = [
+        "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
+py_binary(
+    name = "half_plus_two_with_rpop",
+    srcs = [
+        "half_plus_two_with_rpop.py",
+    ],
+    python_version = "PY3",
+    srcs_version = "PY3",
+    deps = [
+        "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
+py_binary(
+    name = "half_plus_two_with_rpop_client",
+    srcs = ["half_plus_two_with_rpop_client.py"],
+    python_version = "PY3",
+    deps = [
+        "//tensorflow_serving/apis:predict_proto_py_pb2",
+        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
+        "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
new file mode 100644
index 00000000000..ca7d4c9b6a0
--- /dev/null
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
@@ -0,0 +1,139 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Exports an example inference graph with RemotePredictOp.
+
+Exports a TensorFlow graph to `/tmp/half_plus_two_with_rpop` based on the
+`SavedModel` format.
+
+This graph calculates,
+
+\\(
+  y = a*x + b
+\\)
+
+where `a` is variable with `a=0.5`, and  `b` is the first output tensors from
+RemotePredictOp.
+"""
+
+import tensorflow.compat.v1 as tf
+
+from tensorflow_serving.experimental.tensorflow.ops.remote_predict.python.ops import remote_predict_ops
+
+tf.app.flags.DEFINE_string("output_dir", "/tmp/half_plus_two_with_rpop/1/",
+                           "Savedmodel export path")
+tf.app.flags.DEFINE_string("target_address", "",
+                           "Target address for the RemotePredictOp.")
+tf.app.flags.DEFINE_string("remote_model_name", "half_plus_two_with_rpop",
+                           "Model name for the RemotePredictOp.")
+tf.app.flags.DEFINE_integer("remote_model_version", -1,
+                            "Model version for the RemotePredictOp.")
+
+FLAGS = tf.app.flags.FLAGS
+
+
+def _generate_saved_model_for_half_plus_two(export_dir, target_address,
+                                            remote_model_name):
+  """Generates SavedModel for half plus two with RemotePredictOp.
+
+  Args:
+    export_dir: The directory to which the SavedModel should be written.
+    target_address: The target_address for RemotePredictOp.
+    remote_model_name: The model name for RemotePredictOp.
+  """
+  builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
+
+  device_name = "/cpu:0"
+
+  with tf.Session(
+      graph=tf.Graph(),
+      config=tf.ConfigProto(log_device_placement=True)) as sess:
+    with tf.device(device_name):
+      a = tf.Variable(0.5, name="a")
+
+      model_name = remote_model_name
+      input_tensor_aliases = tf.constant(["x"])
+      input_tensors = [tf.constant(2.0, tf.float32)]
+
+      output_tensor_aliases = tf.constant(["y"])
+      output_types = [tf.float32]
+
+      results = remote_predict_ops.run(
+          input_tensor_aliases,
+          input_tensors,
+          output_tensor_aliases,
+          target_address=target_address,
+          model_name=model_name,
+          model_version=FLAGS.remote_model_version,
+          output_types=output_types)
+      b = results.output_tensors[0]
+
+      # Create a placeholder for serialized tensorflow.Example messages to be
+      # fed.
+      serialized_tf_example = tf.placeholder(tf.string, name="tf_example")
+
+      # Parse the tensorflow.Example looking for a feature named "x" with a
+      # single floating point value.
+      feature_configs = {"x": tf.FixedLenFeature([1], dtype=tf.float32)}
+      # parse_example only works on CPU
+      with tf.device("/cpu:0"):
+        tf_example = tf.parse_example(serialized_tf_example, feature_configs)
+      # Use tf.identity() to assign name
+      x = tf.identity(tf_example["x"], name="x")
+      y = tf.add(tf.multiply(a, x), b, name="y")
+
+    # Set up the signature for Predict with input and output tensor
+    # specification.
+    predict_input_tensor = tf.saved_model.utils.build_tensor_info(x)
+    predict_signature_inputs = {"x": predict_input_tensor}
+
+    predict_output_tensor = tf.saved_model.utils.build_tensor_info(y)
+    predict_signature_outputs = {"y": predict_output_tensor}
+    predict_signature_def = (
+        tf.saved_model.signature_def_utils.build_signature_def(
+            inputs=predict_signature_inputs,
+            outputs=predict_signature_outputs,
+            method_name=tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
+
+    signature_def_map = {
+        tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
+            predict_signature_def
+    }
+    # Initialize all variables and then save the SavedModel.
+    sess.run(tf.global_variables_initializer())
+
+    builder.add_meta_graph_and_variables(
+        sess, [tf.saved_model.tag_constants.SERVING],
+        signature_def_map=signature_def_map,
+        assets_collection=tf.get_collection(tf.GraphKeys.ASSET_FILEPATHS),
+        main_op=tf.compat.v1.tables_initializer(),
+        strip_default_attrs=True)
+  builder.save(False)
+
+
+def main(_):
+  _generate_saved_model_for_half_plus_two(FLAGS.output_dir,
+                                          FLAGS.target_address,
+                                          FLAGS.remote_model_name)
+  print(
+      "SavedModel generated at: %(dir)s with target_address: %(target_address)s"
+      ", remote_model_name: %(remote_model_name)s. " % {
+          "dir": FLAGS.output_dir,
+          "target_address": FLAGS.target_address,
+          "remote_model_name": FLAGS.remote_model_name
+      })
+
+
+if __name__ == "__main__":
+  tf.app.run()
diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
new file mode 100644
index 00000000000..1345297fc1e
--- /dev/null
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
@@ -0,0 +1,67 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Remote Predict Op client example.
+
+This client sample code will send a request to query model
+/tmp/half_plus_two_with_rpop which contains Remote Predict Op. The Remote
+Predict Op will send a request to query /tmp/half_plus_two. For more details
+about /tmp/half_plus_two_with_rpop, please refer to half_plus_two_with_rpop.py.
+
+To run this client example locally, please create a server config file like:
+  model_config_list {
+    config: {
+      name: "half_plus_two"
+      base_path: "/tmp/half_plus_two"
+      model_platform: "tensorflow"
+    }
+    config: {
+      name: "half_plus_two_with_rpop"
+      base_path: "/tmp/half_plus_two_with_rpop"
+      model_platform: "tensorflow"
+    }
+  }
+And then run
+tensorflow_model_server --port=8850 --model_config_file=/tmp/config_file.txt
+
+"""
+from __future__ import print_function
+
+# This is a placeholder for a Google-internal import.
+
+import grpc
+import tensorflow.compat.v1 as tf
+
+from tensorflow_serving.apis import predict_pb2
+from tensorflow_serving.apis import prediction_service_pb2_grpc
+
+tf.app.flags.DEFINE_string('server', 'localhost:8850',
+                           'PredictionService host:port')
+FLAGS = tf.app.flags.FLAGS
+
+
+def main(_):
+  channel = grpc.insecure_channel(FLAGS.server)
+  stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
+  # Send request
+  request = predict_pb2.PredictRequest()
+  request.model_spec.name = 'half_plus_two_with_rpop'
+  request.model_spec.signature_name = 'serving_default'
+  request.inputs['x'].CopyFrom(tf.make_tensor_proto([10.0], shape=[1]))
+  result = stub.Predict(request, 30)
+  print(result)
+
+
+if __name__ == '__main__':
+  tf.compat.v1.app.run()
diff --git a/tensorflow_serving/experimental/example/remote_predict_client.py b/tensorflow_serving/experimental/example/remote_predict_client.py
new file mode 100644
index 00000000000..fc3487c580d
--- /dev/null
+++ b/tensorflow_serving/experimental/example/remote_predict_client.py
@@ -0,0 +1,62 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Remote Predict Op client example.
+
+Example client code which calls the Remote Predict Op directly.
+"""
+
+from __future__ import print_function
+
+# This is a placeholder for a Google-internal import.
+
+import tensorflow.compat.v1 as tf
+
+from tensorflow_serving.experimental.tensorflow.ops.remote_predict.python.ops import remote_predict_ops
+
+tf.app.flags.DEFINE_string("input_tensor_aliases", "x",
+                           "Aliases of input tensors")
+tf.app.flags.DEFINE_float("input_value", 1.0, "input value")
+tf.app.flags.DEFINE_string("output_tensor_aliases", "y",
+                           "Aliases of output tensors")
+
+tf.app.flags.DEFINE_string("target_address", "localhost:8850",
+                           "PredictionService address host:port")
+tf.app.flags.DEFINE_string("model_name", "half_plus_two", "Name of the model")
+tf.app.flags.DEFINE_integer("model_version", -1, "Version of the model")
+tf.app.flags.DEFINE_boolean("fail_op_on_rpc_error", True, "Failure handling")
+tf.app.flags.DEFINE_integer("rpc_deadline_millis", 30000,
+                            "rpc deadline in milliseconds")
+
+FLAGS = tf.app.flags.FLAGS
+
+
+def main(unused_argv):
+  print("Call remote_predict_op")
+  results = remote_predict_ops.run(
+      [FLAGS.input_tensor_aliases],
+      [tf.constant(FLAGS.input_value, dtype=tf.float32)],
+      [FLAGS.output_tensor_aliases],
+      target_address=FLAGS.target_address,
+      model_name=FLAGS.model_name,
+      model_version=FLAGS.model_version,
+      fail_op_on_rpc_error=FLAGS.fail_op_on_rpc_error,
+      max_rpc_deadline_millis=FLAGS.rpc_deadline_millis,
+      output_types=[tf.float32])
+  print("Done remote_predict_op")
+  print("Returned Result:", results.output_tensors[0].numpy())
+
+
+if __name__ == "__main__":
+  tf.app.run()
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 3fbc2f94ad3..cee2e9aac27 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -1,6 +1,7 @@
 # Description:
 # Remote Predict Op Prototype
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
+load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
 
 licenses(["notice"])
 
@@ -99,6 +100,23 @@ tf_custom_op_library(
     deps = [":remote_predict_op_kernel_lib"],
 )
 
+tf_custom_op_py_library(
+    name = "remote_predict_py",
+    srcs = glob(["python/ops/*.py"]) + ["__init__.py"],
+    dso = [":python/ops/_remote_predict_op.so"],
+    kernels = [
+        ":remote_predict_op_kernel",
+        ":remote_predict_op_op_lib",
+    ],
+    srcs_version = "PY2AND3",
+    visibility = ["//tensorflow_serving/experimental/example:__subpackages__"],
+    deps = [
+        ":gen_remote_predict_op",
+        "@org_tensorflow//tensorflow:tensorflow_py",
+        "@org_tensorflow//tensorflow/python:framework_for_generated_wrappers",
+    ],
+)
+
 cc_test(
     name = "remote_predict_ops_cc_test",
     size = "small",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
index 2f49c089457..2b009adfbf0 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
@@ -20,7 +20,7 @@
 
 import os.path
 # This is a placeholder for a Google-internal import.
-import tensorflow.google.compat.v1 as tf
+import tensorflow.compat.v1 as tf
 
 from tensorflow_serving.experimental.tensorflow.ops.remote_predict.ops import gen_remote_predict_op
 # pylint: disable=wildcard-import

From ae30b947172862aa59734e61237961439b8a156a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Aug 2020 18:01:54 -0700
Subject: [PATCH 4043/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a2a09386-10ee-4755-bf8a-ab0004556f6d

PiperOrigin-RevId: 327345053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afc32945b71..6dd4cf1fe21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe615e74fa08d5acd0115857bfbd519bffc7c51fa10e56ab013927d2c7a411d9",
-    git_commit = "28499e44622370e8b1a865a073d5a8ebdc3a9511",
+    sha256 = "242f29df89f63e9ac98330801cb1f809dab4c30f614c4e2e6afc27db801bc229",
+    git_commit = "206c93c6d02baa0eeb1f0d026383698939d6e388",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 92b5a0e66a51bb5940420083e6a449bcf15ef629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Aug 2020 00:01:22 -0700
Subject: [PATCH 4044/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c926d9d-40cb-4862-b858-7f00ba614a7a

PiperOrigin-RevId: 327382421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dd4cf1fe21..593cff6ea4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "242f29df89f63e9ac98330801cb1f809dab4c30f614c4e2e6afc27db801bc229",
-    git_commit = "206c93c6d02baa0eeb1f0d026383698939d6e388",
+    sha256 = "deb89b4a6556eda0c647fdc11904c4f4680e7c073cf13e80c8964dd6a2b34c0c",
+    git_commit = "b829e9ace3b4367140d26f8bfeee2655aead18b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c98fa952f85cf5bdfae84765a365ade4adbe43bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Aug 2020 06:01:29 -0700
Subject: [PATCH 4045/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdfdf7c2-6a5e-41a7-aa74-2857ead881e2

PiperOrigin-RevId: 327418575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 593cff6ea4c..37d6497481d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "deb89b4a6556eda0c647fdc11904c4f4680e7c073cf13e80c8964dd6a2b34c0c",
-    git_commit = "b829e9ace3b4367140d26f8bfeee2655aead18b9",
+    sha256 = "666ce3b18bfe8621215cca6447cab241668d4e2b19e3213fe0ed0a2216d6689c",
+    git_commit = "30be1a42b3ba6a5d6240cb3246af401e0a2a7bb3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d20e3b486a524df4330aef27814d38b95ba55133 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Aug 2020 12:01:25 -0700
Subject: [PATCH 4046/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91940fc3-70c0-4c8a-95dc-0ae1e88d3300

PiperOrigin-RevId: 327478913
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37d6497481d..2cf122fdccc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "666ce3b18bfe8621215cca6447cab241668d4e2b19e3213fe0ed0a2216d6689c",
-    git_commit = "30be1a42b3ba6a5d6240cb3246af401e0a2a7bb3",
+    sha256 = "5fce365b7be87f2b93f65d1d538046f32940079b9724ac0cdde00525539bcaf1",
+    git_commit = "0e65b3a903cb5f0457d4972cd9ab1b1b8fa98e4d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a069a434cfd27fc64e21bc43a11aaffd8847376b Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Wed, 19 Aug 2020 15:01:26 -0700
Subject: [PATCH 4047/8103] Update default remote model name.

PiperOrigin-RevId: 327513633
---
 .../experimental/example/half_plus_two_with_rpop.py             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
index ca7d4c9b6a0..5388e06044e 100644
--- a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
@@ -35,7 +35,7 @@
                            "Savedmodel export path")
 tf.app.flags.DEFINE_string("target_address", "",
                            "Target address for the RemotePredictOp.")
-tf.app.flags.DEFINE_string("remote_model_name", "half_plus_two_with_rpop",
+tf.app.flags.DEFINE_string("remote_model_name", "half_plus_two",
                            "Model name for the RemotePredictOp.")
 tf.app.flags.DEFINE_integer("remote_model_version", -1,
                             "Model version for the RemotePredictOp.")

From f6cd0ddd4802b5426135be661f9a3f51fddfa460 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Aug 2020 18:01:31 -0700
Subject: [PATCH 4048/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01635057-d96b-42dd-b438-852ae68ed413

PiperOrigin-RevId: 327544232
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cf122fdccc..7ccab11d296 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fce365b7be87f2b93f65d1d538046f32940079b9724ac0cdde00525539bcaf1",
-    git_commit = "0e65b3a903cb5f0457d4972cd9ab1b1b8fa98e4d",
+    sha256 = "b0d15081a4cc693ab58fe8b13515ca386899d276b8b61b08dcfc9e009139db8c",
+    git_commit = "af41265d5463e055fd09534e231eebf85a7e83e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fc82463d197dde52a613b1717f8705964c57178f Mon Sep 17 00:00:00 2001
From: Pedram Pejman <peddy@google.com>
Date: Wed, 19 Aug 2020 19:07:53 -0700
Subject: [PATCH 4049/8103] Adds user guide for Remote Predict Op

PiperOrigin-RevId: 327552204
---
 .../example/half_plus_two_with_rpop.py        |   2 +-
 .../example/half_plus_two_with_rpop_client.py |   4 +-
 .../example/remote_predict_client.py          |   2 +-
 .../tensorflow/ops/remote_predict/README.md   | 186 ++++++++++++++++++
 .../remote_predict/ops/remote_predict_op.cc   |   2 +-
 5 files changed, 191 insertions(+), 5 deletions(-)
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/README.md

diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
index 5388e06044e..d755f37f6cf 100644
--- a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
@@ -23,7 +23,7 @@
   y = a*x + b
 \\)
 
-where `a` is variable with `a=0.5`, and  `b` is the first output tensors from
+where `a` is variable with `a=0.5`, and `b` is the first output tensors from
 RemotePredictOp.
 """
 
diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
index 1345297fc1e..b5b4bf7fb55 100644
--- a/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
@@ -33,7 +33,7 @@
     }
   }
 And then run
-tensorflow_model_server --port=8850 --model_config_file=/tmp/config_file.txt
+tensorflow_model_server --port=8500 --model_config_file=/tmp/config_file.txt
 
 """
 from __future__ import print_function
@@ -46,7 +46,7 @@
 from tensorflow_serving.apis import predict_pb2
 from tensorflow_serving.apis import prediction_service_pb2_grpc
 
-tf.app.flags.DEFINE_string('server', 'localhost:8850',
+tf.app.flags.DEFINE_string('server', 'localhost:8500',
                            'PredictionService host:port')
 FLAGS = tf.app.flags.FLAGS
 
diff --git a/tensorflow_serving/experimental/example/remote_predict_client.py b/tensorflow_serving/experimental/example/remote_predict_client.py
index fc3487c580d..1f09a26c077 100644
--- a/tensorflow_serving/experimental/example/remote_predict_client.py
+++ b/tensorflow_serving/experimental/example/remote_predict_client.py
@@ -31,7 +31,7 @@
 tf.app.flags.DEFINE_string("output_tensor_aliases", "y",
                            "Aliases of output tensors")
 
-tf.app.flags.DEFINE_string("target_address", "localhost:8850",
+tf.app.flags.DEFINE_string("target_address", "localhost:8500",
                            "PredictionService address host:port")
 tf.app.flags.DEFINE_string("model_name", "half_plus_two", "Name of the model")
 tf.app.flags.DEFINE_integer("model_version", -1, "Version of the model")
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/README.md b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/README.md
new file mode 100644
index 00000000000..107489cd8fc
--- /dev/null
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/README.md
@@ -0,0 +1,186 @@
+# Remote Predict TensorFlow Operator
+
+_Warning: This is an experimental feature, not yet supported by TensorFlow
+Serving team and may change or be removed at any point. While we would love to
+hear about your interest and discuss your use cases for this op via
+[Github Issues](https://github.com/tensorflow/serving/issues), we cannot offer
+debugging help and support for this feature at the moment as many pieces needed
+to productionize its usage are not currently available. We look forward to
+hearing your preliminary thoughts and feedback as we continue to assess the need
+for this feature and iterate on its design._
+
+## Motivation and Use Case
+
+The Remote Predict Op (RPOp) is an experimental TensorFlow operator that enables
+users to make a
+[Predict RPC](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_service.proto#L23)
+from within a TensorFlow graph executing on machine A to another graph hosted by
+TensorFlow Serving on machine B. This capability unlocks the following two
+use-cases:
+
+1) *Serving large models*: When model size grows beyond what can be loaded into
+the host machine's RAM, we can split the model into subgraphs, hosted on
+multiple machines, and use this op to distribute the inference over the
+subgraphs on the various machines.
+
+2) *Re-using model sub-graphs*: In cases where we have N models that share the
+same base (as in Transfer Learning use cases) or otherwise have significant
+common subgraphs or shared embeddings, instead of embedding the shared component
+in each graph, we can host them centrally, and have the different consumer
+graphs use the RPOp to remote call into them.
+
+For this guide, we will do a deeper walk-through of the first use case.
+
+### Serving Large Models
+
+Many machine learning models have to make inferences over items in large
+corpuses of potentially billions of items. The elements of these corpuses are
+often represented using large embedding matrices, which in the most extreme
+cases are too large to fit in the RAM of the host machine.
+
+Using RPOp, we can shard the embedding matrix and split it over multiple
+machines, all running TensorFlow Serving to serve their embedding shard. We
+could then have a master graph that processes the input request, farms out
+requests to the various leaf shards, post-processes their responses and returns
+the final response to the user.
+
+## Configuration
+
+This op uses a combination of attributes (set at model export time) and inputs
+(set at inference time) to configure remote inference.
+
+Some notable configurable attributes include:
+
+*   `target_address`: Address of the server hosting the remote graph.
+*   `model_name`: The name of the remote TF graph.
+*   `model_version`: the target model version for the Predict call. When unset,
+    the default value (-1) implies the latest available version should be used.
+*   `max_rpc_deadline_millis`: The rpc deadline for remote predict. Of course if
+    the incoming RPC times out before this deadline is reached, the client
+    should timeout the incoming RPC to this server.
+*   `output_types`: A list, equal in length to output_tensors, of types of the
+    output tensors.
+
+The inputs that the op expects at inference time are:
+
+*   `input_tensor_aliases`: Tensor of strings for the input tensor alias names
+    to supply to the RemotePredict call.
+*   `input_tensors`: List of tensors to provide as input, which should be equal
+    in length to 'input_tensor_aliases'.
+*   `output_tensor_aliases`: Tensor of strings for the output tensor alias names
+    to supply to the Predict call.
+
+And the outputs that the op will provide are:
+
+*   `status_code`: Returns the status code of the RPC, converting
+    tensorflow::error::Code to its int value; 0 means OK.
+*   `status_error_message`: Returns the error message contained in the RPC
+    status.
+*   `output_tensors`: Tensors returned by the Predict call on the remote graph.
+
+It's worth noting that the RPOp kernel implementation is templated on a
+PredictionServiceStubType, which allows users to easily extend it to support RPC
+frameworks other than gRPC, for which this op comes with out of the box support.
+
+## Usage
+
+To demonstrate usage of this feature, we'll serve a modified version of the
+[half plus two model](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py)
+where instead of directly computing `y = a * x + b; a = 0.5, b = 2`, we rely on
+a remote graph (a vanilla half plus two model) to supply us the value for `b` in
+the first tensor in its output. The code for this example model can be found
+[here](../../../example/half_plus_two_with_rpop.py).
+
+To ease the set up and not get into networking-environment-specific concerns,
+we'll demonstrate deploying both of these on the same TF Serving instance,
+utilizing the host's loopback interface.
+
+### Export Models and Model Config
+
+Note: The following assumes your current working directory is the root of the
+repository.
+
+First, use [this script](../../../example/half_plus_two_with_rpop.py) to export
+the model containing the RPOp. By default, it will be exported to
+`/tmp/half_plus_two_with_rpop`. Read through the script to see how to configure
+the parameters of the RPOp:
+
+`tools/run_in_docker.sh bazel run
+tensorflow_serving/experimental/example:half_plus_two_with_rpop --
+--target_address=localhost:8500`
+
+Then, copy over the vanilla half plus two
+[model](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu).
+
+`cp -r
+tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu/
+/tmp/half_plus_two`
+
+Finally, create a model config file `/tmp/config_file.txt` containing the
+following:
+
+```
+model_config_list {
+  config: {
+    name: "half_plus_two"
+    base_path: "/tmp/half_plus_two"
+    model_platform: "tensorflow"
+  }
+  config: {
+    name: "half_plus_two_with_rpop"
+    base_path: "/tmp/half_plus_two_with_rpop"
+    model_platform: "tensorflow"
+  }
+}
+```
+
+### Build and Run TF Serving
+
+You will then need to build TF Serving with the RPOp op and kernel linked in.
+
+Add the following two lines to the list of deps of the `server_lib` C++ library
+build rule in model server's
+[BUILD file](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/model_servers/BUILD)
+to link the op and kernel into the model server binary.
+
+```
+cc_library(
+    name = "server_lib",
+    ...
+    deps = [ ...
+    "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_op_kernel",
+    "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_ops_cc",
+    ] + SUPPORTED_TENSORFLOW_OPS,
+)
+```
+
+Then use this command to build the TF Serving binary, with the op linked in,
+using Docker:
+
+`tools/run_in_docker.sh bazel build
+tensorflow_serving/model_servers:tensorflow_model_server`
+
+### Deploy Models
+
+Now, you can start TF Serving:
+
+`bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server --port=8500
+--rest_api_port=8501 --model_config_file=/tmp/config_file.txt`
+
+### Make Inference Calls
+
+You may now send inference requests to this model:
+
+`curl -d '{"instances": [1.0, 2.0, 5.0]}' -X POST
+http://localhost:8501/v1/models/half_plus_two_with_rpop:predict`
+
+## Caveat & Feedback
+
+As mentioned in the warning, this op is only a part of a larger set of
+infrastructure needed to enable distributed serving in production settings,
+including support for determining reasonable graph partition points, executing
+the graph splits, injection of the RPOp(s), coordinating new model version
+rollouts, load balancing, autoscaling and more. We look forward to hearing your
+feedback and thoughts on whether this op is a good fit for your production use
+cases to help us better understand the value in releasing the additional tooling
+and infrastructure needed to productionize such a set up.
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index fd88c6ad636..2b6d30b563c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -15,7 +15,7 @@ limitations under the License.
 #include "tensorflow/core/framework/common_shape_fns.h"
 #include "tensorflow/core/framework/op.h"
 #include "tensorflow/core/framework/shape_inference.h"
-// TODO(b/159739577): add unit tests.
+
 namespace tensorflow {
 
 REGISTER_OP("TfServingRemotePredict")

From 4498e1c5ae9f3717eb4e7fbccbe9950c84234930 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Aug 2020 00:01:18 -0700
Subject: [PATCH 4050/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dc399ad-2f9e-469a-9866-449185cb9bb3

PiperOrigin-RevId: 327578227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ccab11d296..e86bb90b8cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0d15081a4cc693ab58fe8b13515ca386899d276b8b61b08dcfc9e009139db8c",
-    git_commit = "af41265d5463e055fd09534e231eebf85a7e83e9",
+    sha256 = "568095e9c0bbfdbcd4fdbe66379c3ae91d3f6de1589f3c82e03621376d767eab",
+    git_commit = "75341df553aac3a03ac51b66e588c24accbbc677",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6b49f6f8a9f4665c22ac7cff27ddda72ae9e61e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Aug 2020 06:01:33 -0700
Subject: [PATCH 4051/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7990865a-21b1-4baa-916d-e84472b5c125

PiperOrigin-RevId: 327612136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e86bb90b8cd..1a97d839b95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "568095e9c0bbfdbcd4fdbe66379c3ae91d3f6de1589f3c82e03621376d767eab",
-    git_commit = "75341df553aac3a03ac51b66e588c24accbbc677",
+    sha256 = "1ba99924d842a33e01a82b39c70ac6dfc991d6a6500886d900ddab2431c73698",
+    git_commit = "6787ce30efdfefbf69681ca9795959fb7244240b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe2989b32d628956ed955fdd393aced86e5371ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Aug 2020 12:01:36 -0700
Subject: [PATCH 4052/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38de8e9b-fca3-4efc-b983-354d518a7fdf

PiperOrigin-RevId: 327670950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a97d839b95..83d5a92bbcd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ba99924d842a33e01a82b39c70ac6dfc991d6a6500886d900ddab2431c73698",
-    git_commit = "6787ce30efdfefbf69681ca9795959fb7244240b",
+    sha256 = "42c781f73e8a4792864b97a3d7c9edfedea21d0590380682b356b1a69b93cba7",
+    git_commit = "920def4fb881e080f46f44ff274d8dda533d7637",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b724ceda57b4fdc9b5bd09da231c7186435cd807 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 20 Aug 2020 13:08:27 -0700
Subject: [PATCH 4053/8103] Add support for serving regress/classify (native)
 TF2 models.

Native TF2 models do not have regress/classify method names.
When using native (read: non-compat) TF2 saved_model APIs,
only `predict` method is supported and exists in the generated
SavedModel.

This change skips method name checks for all predict/regress/classify
entry points, while adding/retaining checks for input/output names.

Fixes #1657

PiperOrigin-RevId: 327683863
---
 tensorflow_serving/model_servers/BUILD        |   2 +
 tensorflow_serving/model_servers/main.cc      |   7 +-
 tensorflow_serving/model_servers/server.cc    |   4 +
 tensorflow_serving/model_servers/server.h     |   1 +
 .../tensorflow_model_server_test.py           |  29 ++-
 .../tensorflow_model_server_test_base.py      |   4 +
 tensorflow_serving/servables/tensorflow/BUILD |   3 +
 .../servables/tensorflow/classifier.cc        |  36 ++-
 .../servables/tensorflow/classifier.h         |   4 +-
 .../servables/tensorflow/classifier_test.cc   | 181 +++++++------
 .../servables/tensorflow/predict_util.cc      |   3 +-
 .../servables/tensorflow/predict_util_test.cc |  98 ++++++++
 .../servables/tensorflow/regressor.cc         |  27 +-
 .../servables/tensorflow/regressor.h          |   4 +-
 .../servables/tensorflow/regressor_test.cc    | 133 ++++++----
 .../servables/tensorflow/testdata/BUILD       |   8 +
 .../testdata/saved_model_half_plus_two.py     | 135 ++++++++--
 ...half_plus_two_tf2_2_versions_metadata.json | 237 ++++++++++++++++++
 .../00000123/assets/foo.txt                   |   1 +
 .../00000123/saved_model.pb                   | Bin 0 -> 31166 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 231 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 239 bytes
 .../servables/tensorflow/util.cc              |   8 +
 .../servables/tensorflow/util.h               |  11 +
 .../servables/tensorflow/util_test.cc         |   8 +
 25 files changed, 760 insertions(+), 184 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/assets/foo.txt
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.index

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 50c5682e1fc..a15765cb13d 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -353,6 +353,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
+        "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory_config_cc_proto",
     ] + SUPPORTED_TENSORFLOW_OPS,
@@ -411,6 +412,7 @@ py_test(
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_three/00000123/variables/variables.index",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
         "//tensorflow_serving/servables/tensorflow/testdata:tf_text_regression",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index fa837f1fa95..72071a7f1d8 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -194,7 +194,12 @@ int main(int argc, char** argv) {
                        "in SavedModel directory, instead of the TensorFlow "
                        "model from `saved_model.pb` file. "
                        "If no TensorFlow Lite model found, fallback to "
-                       "TensorFlow model.")};
+                       "TensorFlow model."),
+      tensorflow::Flag(
+          "enable_signature_method_name_check",
+          &options.enable_signature_method_name_check,
+          "Enable method_name check for SignatureDef. Disable this if serving "
+          "native TF2 regression/classification models.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index c7354758a22..719c3fdb5c9 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -50,6 +50,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -191,6 +192,9 @@ Status Server::BuildAndStart(const Options& server_options) {
         "server_options.model_config_file are empty!");
   }
 
+  SetSignatureMethodNameCheckFeature(
+      server_options.enable_signature_method_name_check);
+
   // For ServerCore Options, we leave servable_state_monitor_creator unspecified
   // so the default servable_state_monitor_creator will be used.
   ServerCore::Options options;
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index f102054fc9c..762cfebe6a6 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -86,6 +86,7 @@ class Server {
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool prefer_tflite_model = false;
     tensorflow::string thread_pool_factory_config_file;
+    bool enable_signature_method_name_check = false;
 
     Options();
   };
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 07f341d3edb..1a9b94e864e 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -124,9 +124,8 @@ def testGetModelMetadata(self):
     self.assertEqual(1, len(result.metadata))
     self.assertIn('signature_def', result.metadata)
 
-  def testClassify(self):
+  def _TestClassify(self, model_path):
     """Test PredictionService.Classify implementation."""
-    model_path = self._GetSavedModelBundlePath()
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
@@ -153,9 +152,16 @@ def testClassify(self):
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
 
-  def testRegress(self):
+  def testClassify(self):
+    """Test PredictionService.Classify implementation for TF1 model."""
+    self._TestClassify(self._GetSavedModelBundlePath())
+
+  def testClassifyTf2(self):
+    """Test PredictionService.Classify implementation for TF2 model."""
+    self._TestClassify(self._GetSavedModelHalfPlusTwoTf2())
+
+  def _TestRegress(self, model_path):
     """Test PredictionService.Regress implementation."""
-    model_path = self._GetSavedModelBundlePath()
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
@@ -180,9 +186,16 @@ def testRegress(self):
                           request.model_spec.signature_name,
                           self._GetModelVersion(model_path))
 
-  def testMultiInference(self):
+  def testRegress(self):
+    """Test PredictionService.Regress implementation for TF1 model."""
+    self._TestRegress(self._GetSavedModelBundlePath())
+
+  def testRegressTf2(self):
+    """Test PredictionService.Regress implementation for TF2 model."""
+    self._TestRegress(self._GetSavedModelHalfPlusTwoTf2())
+
+  def _TestMultiInference(self, model_path):
     """Test PredictionService.MultiInference implementation."""
-    model_path = self._GetSavedModelBundlePath()
     model_server_address = TensorflowModelServerTest.RunServer(
         'default', model_path)[1]
 
@@ -218,6 +231,10 @@ def testMultiInference(self):
                             request.tasks[i].model_spec.signature_name,
                             self._GetModelVersion(model_path))
 
+  def testMultiInference(self):
+    """Test PredictionService.MultiInference implementation for TF1 model."""
+    self._TestMultiInference(self._GetSavedModelBundlePath())
+
   def testPredictSavedModel(self):
     """Test PredictionService.Predict implementation with SavedModel."""
     self._TestPredict(self._GetSavedModelBundlePath())
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index aca34b40454..038e36a5242 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -288,6 +288,10 @@ def _GetModelVersion(self, model_path):
     """
     return int(os.listdir(model_path)[0])
 
+  def _GetSavedModelHalfPlusTwoTf2(self):
+    """Returns a path to a TF2 half_plus_two model in SavedModel format."""
+    return os.path.join(self.testdata_dir, 'saved_model_half_plus_two_tf2_cpu')
+
   def _GetSavedModelHalfPlusThreePath(self):
     """Returns a path to a half_plus_three model in SavedModel format."""
     return os.path.join(self.testdata_dir, 'saved_model_half_plus_three')
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d231de88769..fe600e9d75f 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -476,6 +476,7 @@ cc_test(
         ":predict_util",
         ":saved_model_bundle_source_adapter_cc_proto",
         ":session_bundle_config_cc_proto",
+        ":util",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers:model_platform_types",
@@ -570,6 +571,7 @@ cc_test(
     srcs = ["classifier_test.cc"],
     deps = [
         ":classifier",
+        ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
@@ -693,6 +695,7 @@ cc_test(
     srcs = ["regressor_test.cc"],
     deps = [
         ":regressor",
+        ":util",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index fff9f9133c5..91ea42e1b3e 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -154,10 +154,15 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
     return errors::InvalidArgument(strings::StrCat(
         "No signature was found with the name: ", signature_name));
   }
-  if (iter->second.method_name() != kClassifyMethodName) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Expected classification signature method_name to be ",
-        kClassifyMethodName, ". Was: ", iter->second.method_name()));
+  if (GetSignatureMethodNameCheckFeature()) {
+    if (iter->second.method_name() != kClassifyMethodName) {
+      return errors::InvalidArgument(strings::StrCat(
+          "Expected classification signature method_name to be ",
+          kClassifyMethodName, ". Was: ", iter->second.method_name()));
+    }
+  } else {
+    TF_RETURN_IF_ERROR(
+        PreProcessClassification(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
   return Status::OK();
@@ -166,7 +171,8 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
 Status PreProcessClassification(const SignatureDef& signature,
                                 string* input_tensor_name,
                                 std::vector<string>* output_tensor_names) {
-  if (signature.method_name() != kClassifyMethodName) {
+  if (GetSignatureMethodNameCheckFeature() &&
+      signature.method_name() != kClassifyMethodName) {
     return errors::InvalidArgument(strings::StrCat(
         "Expected classification signature method_name to be ",
         kClassifyMethodName, ". Was: ", signature.method_name()));
@@ -183,26 +189,30 @@ Status PreProcessClassification(const SignatureDef& signature,
 
   auto input_iter = signature.inputs().find(kClassifyInputs);
   if (input_iter == signature.inputs().end()) {
-    return errors::FailedPrecondition(
+    return errors::InvalidArgument(
         "No classification inputs found in SignatureDef: ",
         signature.DebugString());
   }
-  *input_tensor_name = input_iter->second.name();
+  if (input_tensor_name != nullptr) {
+    *input_tensor_name = input_iter->second.name();
+  }
 
   auto classes_iter = signature.outputs().find(kClassifyOutputClasses);
   auto scores_iter = signature.outputs().find(kClassifyOutputScores);
   if (classes_iter == signature.outputs().end() &&
       scores_iter == signature.outputs().end()) {
-    return errors::FailedPrecondition(strings::StrCat(
+    return errors::InvalidArgument(strings::StrCat(
         "Expected classification signature outputs to contain at least one of ",
         "\"", kClassifyOutputClasses, "\" or \"", kClassifyOutputScores,
         "\". Signature was: ", signature.DebugString()));
   }
-  if (classes_iter != signature.outputs().end()) {
-    output_tensor_names->push_back(classes_iter->second.name());
-  }
-  if (scores_iter != signature.outputs().end()) {
-    output_tensor_names->push_back(scores_iter->second.name());
+  if (output_tensor_names != nullptr) {
+    if (classes_iter != signature.outputs().end()) {
+      output_tensor_names->push_back(classes_iter->second.name());
+    }
+    if (scores_iter != signature.outputs().end()) {
+      output_tensor_names->push_back(scores_iter->second.name());
+    }
   }
   return Status::OK();
 }
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index 51b940b7414..f394a9cd129 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -60,8 +60,8 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
                                      const MetaGraphDef& meta_graph_def,
                                      SignatureDef* signature);
 
-// Validate a SignatureDef to make sure it's compatible with classification, and
-// if so, populate the input and output tensor names.
+// Validate a SignatureDef to make sure it's compatible with classification.
+// Populate the input and output tensor names, if the args are not nullptr.
 //
 // NOTE: output_tensor_names may already have elements in it (e.g. when building
 // a full list of outputs from multiple signatures), and this function will just
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 8951a9d6340..ad497b3a3d0 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -35,6 +36,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
 
@@ -222,37 +224,10 @@ class FakeSession : public tensorflow::Session {
   const optional<int64> expected_timeout_;
 };
 
-// Add a named signature to the mutable meta_graph_def* parameter.
-// If is_classification is false, will add a regression signature, which is
-// invalid in classification requests.
-void AddNamedSignatureToSavedModelBundle(
-    const string& input_tensor_name, const string& output_scores_tensor_name,
-    const string& signature_name, const bool is_classification,
-    tensorflow::MetaGraphDef* meta_graph_def) {
-  auto* signature_defs = meta_graph_def->mutable_signature_def();
-  SignatureDef sig_def;
-  TensorInfo input_tensor_info;
-  input_tensor_info.set_name(input_tensor_name);
-  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-  TensorInfo scores_tensor_info;
-  scores_tensor_info.set_name(output_scores_tensor_name);
-  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-  string methond_name = "tensorflow/serving/regress";
-  if (is_classification) {
-    TensorInfo class_tensor_info;
-    class_tensor_info.set_name(kClassTensor);
-    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
-
-    methond_name = "tensorflow/serving/classify";
-  }
-  sig_def.set_method_name(methond_name);
-  (*signature_defs)[signature_name] = sig_def;
-}
-
-// Parameter is 'bool use_saved_model'.
-class ClassifierTest : public ::testing::Test {
+class ClassifierTest : public ::testing::TestWithParam<bool> {
  public:
   void SetUp() override {
+    SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
     optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
@@ -263,15 +238,16 @@ class ClassifierTest : public ::testing::Test {
     SignatureDef sig_def;
     TensorInfo input_tensor_info;
     input_tensor_info.set_name(kInputTensor);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    (*sig_def.mutable_inputs())[kClassifyInputs] = input_tensor_info;
     TensorInfo class_tensor_info;
     class_tensor_info.set_name(kClassTensor);
-    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
+    (*sig_def.mutable_outputs())[kClassifyOutputClasses] = class_tensor_info;
     TensorInfo scores_tensor_info;
     scores_tensor_info.set_name(kScoreTensor);
-    (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-    sig_def.set_method_name("tensorflow/serving/classify");
-    (*signature_defs)["serving_default"] = sig_def;
+    (*sig_def.mutable_outputs())[kClassifyOutputScores] = scores_tensor_info;
+    if (IsMethodNameCheckEnabled())
+      sig_def.set_method_name(kClassifyMethodName);
+    (*signature_defs)[kDefaultServingSignatureDefKey] = sig_def;
 
     AddNamedSignatureToSavedModelBundle(
         kInputTensor, kOutputPlusOneClassTensor, kOutputPlusOneSignature,
@@ -288,6 +264,8 @@ class ClassifierTest : public ::testing::Test {
   }
 
  protected:
+  bool IsMethodNameCheckEnabled() { return GetParam(); }
+
   // Return an example with the feature "output" = [output].
   Example example(const std::vector<std::pair<string, float>>& class_scores) {
     Feature classes_feature;
@@ -317,6 +295,37 @@ class ClassifierTest : public ::testing::Test {
     return run_options;
   }
 
+  // Add a named signature to the mutable meta_graph_def* parameter.
+  // If is_classification is false, will add a regression signature, which is
+  // invalid in classification requests.
+  void AddNamedSignatureToSavedModelBundle(
+      const string& input_tensor_name, const string& output_scores_tensor_name,
+      const string& signature_name, const bool is_classification,
+      tensorflow::MetaGraphDef* meta_graph_def) {
+    auto* signature_defs = meta_graph_def->mutable_signature_def();
+    SignatureDef sig_def;
+    TensorInfo input_tensor_info;
+    input_tensor_info.set_name(input_tensor_name);
+    string method_name;
+    (*sig_def.mutable_inputs())[kClassifyInputs] = input_tensor_info;
+    if (is_classification) {
+      TensorInfo scores_tensor_info;
+      scores_tensor_info.set_name(output_scores_tensor_name);
+      (*sig_def.mutable_outputs())[kClassifyOutputScores] = scores_tensor_info;
+      TensorInfo class_tensor_info;
+      class_tensor_info.set_name(kClassTensor);
+      (*sig_def.mutable_outputs())[kClassifyOutputClasses] = class_tensor_info;
+      method_name = kClassifyMethodName;
+    } else {
+      TensorInfo output_tensor_info;
+      output_tensor_info.set_name(output_scores_tensor_name);
+      (*sig_def.mutable_outputs())[kRegressOutputs] = output_tensor_info;
+      method_name = kRegressMethodName;
+    }
+    if (IsMethodNameCheckEnabled()) sig_def.set_method_name(method_name);
+    (*signature_defs)[signature_name] = sig_def;
+  }
+
   // Variables used to create the classifier.
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
@@ -330,7 +339,7 @@ class ClassifierTest : public ::testing::Test {
   ClassificationResult result_;
 };
 
-TEST_F(ClassifierTest, ExampleList) {
+TEST_P(ClassifierTest, ExampleList) {
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -384,7 +393,7 @@ TEST_F(ClassifierTest, ExampleList) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, ExampleListWithContext) {
+TEST_P(ClassifierTest, ExampleListWithContext) {
   TF_ASSERT_OK(Create());
   auto* list_and_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -441,7 +450,7 @@ TEST_F(ClassifierTest, ExampleListWithContext) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
+TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
   TF_ASSERT_OK(Create());
   auto* list_and_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -500,17 +509,10 @@ TEST_F(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, ClassesOnly) {
+TEST_P(ClassifierTest, ClassesOnly) {
   auto* signature_defs = meta_graph_def_->mutable_signature_def();
-  SignatureDef sig_def;
-  TensorInfo input_tensor_info;
-  input_tensor_info.set_name(kInputTensor);
-  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-  TensorInfo class_tensor_info;
-  class_tensor_info.set_name(kClassTensor);
-  (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
-  sig_def.set_method_name("tensorflow/serving/classify");
-  (*signature_defs)["serving_default"] = sig_def;
+  (*signature_defs)[kDefaultServingSignatureDefKey].mutable_outputs()->erase(
+      kClassifyOutputScores);
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -556,17 +558,11 @@ TEST_F(ClassifierTest, ClassesOnly) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, ScoresOnly) {
+TEST_P(ClassifierTest, ScoresOnly) {
   auto* signature_defs = meta_graph_def_->mutable_signature_def();
-  SignatureDef sig_def;
-  TensorInfo input_tensor_info;
-  input_tensor_info.set_name(kInputTensor);
-  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-  TensorInfo scores_tensor_info;
-  scores_tensor_info.set_name(kScoreTensor);
-  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-  sig_def.set_method_name("tensorflow/serving/classify");
-  (*signature_defs)["serving_default"] = sig_def;
+  (*signature_defs)[kDefaultServingSignatureDefKey].mutable_outputs()->erase(
+      kClassifyOutputClasses);
+
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -612,17 +608,10 @@ TEST_F(ClassifierTest, ScoresOnly) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, ZeroScoresArePresent) {
+TEST_P(ClassifierTest, ZeroScoresArePresent) {
   auto* signature_defs = meta_graph_def_->mutable_signature_def();
-  SignatureDef sig_def;
-  TensorInfo input_tensor_info;
-  input_tensor_info.set_name(kInputTensor);
-  (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-  TensorInfo scores_tensor_info;
-  scores_tensor_info.set_name(kScoreTensor);
-  (*sig_def.mutable_outputs())["scores"] = scores_tensor_info;
-  sig_def.set_method_name("tensorflow/serving/classify");
-  (*signature_defs)["serving_default"] = sig_def;
+  (*signature_defs)[kDefaultServingSignatureDefKey].mutable_outputs()->erase(
+      kClassifyOutputClasses);
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -654,7 +643,7 @@ TEST_F(ClassifierTest, ZeroScoresArePresent) {
     }
 }
 
-TEST_F(ClassifierTest, ValidNamedSignature) {
+TEST_P(ClassifierTest, ValidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kOutputPlusOneSignature);
   auto* examples =
@@ -710,7 +699,7 @@ TEST_F(ClassifierTest, ValidNamedSignature) {
                                                " } "));
 }
 
-TEST_F(ClassifierTest, InvalidNamedSignature) {
+TEST_P(ClassifierTest, InvalidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kInvalidNamedSignature);
   auto* examples =
@@ -729,7 +718,7 @@ TEST_F(ClassifierTest, InvalidNamedSignature) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_F(ClassifierTest, MalformedScores) {
+TEST_P(ClassifierTest, MalformedScores) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(
       kImproperlySizedScoresSignature);
@@ -749,10 +738,10 @@ TEST_F(ClassifierTest, MalformedScores) {
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_F(ClassifierTest, MissingClassificationSignature) {
+TEST_P(ClassifierTest, MissingClassificationSignature) {
   auto* signature_defs = meta_graph_def_->mutable_signature_def();
   SignatureDef sig_def;
-  (*signature_defs)["serving_default"] = sig_def;
+  (*signature_defs)[kDefaultServingSignatureDefKey] = sig_def;
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -769,7 +758,7 @@ TEST_F(ClassifierTest, MissingClassificationSignature) {
     EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_F(ClassifierTest, EmptyInput) {
+TEST_P(ClassifierTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
@@ -786,7 +775,7 @@ TEST_F(ClassifierTest, EmptyInput) {
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(ClassifierTest, EmptyExampleList) {
+TEST_P(ClassifierTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   // Touch ExampleList.
   request_.mutable_input()->mutable_example_list();
@@ -803,7 +792,7 @@ TEST_F(ClassifierTest, EmptyExampleList) {
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(ClassifierTest, EmptyExampleListWithContext) {
+TEST_P(ClassifierTest, EmptyExampleListWithContext) {
   TF_ASSERT_OK(Create());
   // Touch ExampleListWithContext, context populated but no Examples.
   *request_.mutable_input()
@@ -822,7 +811,7 @@ TEST_F(ClassifierTest, EmptyExampleListWithContext) {
                 ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(ClassifierTest, RunsFails) {
+TEST_P(ClassifierTest, RunsFails) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
     EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
@@ -843,7 +832,7 @@ TEST_F(ClassifierTest, RunsFails) {
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
 }
 
-TEST_F(ClassifierTest, ClassesIncorrectTensorBatchSize) {
+TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
   // This Tensor only has one batch item but we will have two inputs.
@@ -870,7 +859,7 @@ TEST_F(ClassifierTest, ClassesIncorrectTensorBatchSize) {
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 }
 
-TEST_F(ClassifierTest, ClassesIncorrectTensorType) {
+TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
 
@@ -899,7 +888,7 @@ TEST_F(ClassifierTest, ClassesIncorrectTensorType) {
                 ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
 }
 
-TEST_F(ClassifierTest, ScoresIncorrectTensorBatchSize) {
+TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
@@ -926,7 +915,7 @@ TEST_F(ClassifierTest, ScoresIncorrectTensorBatchSize) {
     EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 }
 
-TEST_F(ClassifierTest, ScoresIncorrectTensorType) {
+TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
@@ -955,7 +944,7 @@ TEST_F(ClassifierTest, ScoresIncorrectTensorType) {
                 ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
 }
 
-TEST_F(ClassifierTest, MismatchedNumberOfTensorClasses) {
+TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   MockSession* mock = new MockSession;
     saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
@@ -987,6 +976,36 @@ TEST_F(ClassifierTest, MismatchedNumberOfTensorClasses) {
                                      "dim_size(1). Got 2 vs. 3"));
 }
 
+TEST_P(ClassifierTest, MethodNameCheck) {
+  ClassificationResponse response;
+  *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
+      example({{"dos", 2}, {"uno", 1}});
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+
+  // Legit method name. Should always work.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      kClassifyMethodName);
+  TF_EXPECT_OK(RunClassify(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                           request_, &response));
+
+  // Unsupported method name will fail when method check is enabled.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      "not/supported/method");
+  EXPECT_EQ(RunClassify(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                        request_, &response)
+                .ok(),
+            !IsMethodNameCheckEnabled());
+
+  // Empty method name will fail when method check is enabled.
+  (*signature_defs)[kDefaultServingSignatureDefKey].clear_method_name();
+  EXPECT_EQ(RunClassify(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                        request_, &response)
+                .ok(),
+            !IsMethodNameCheckEnabled());
+}
+
+INSTANTIATE_TEST_SUITE_P(Classifier, ClassifierTest, ::testing::Bool());
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index ca3d62611c6..79970171674 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -34,7 +34,8 @@ namespace serving {
 namespace {
 
 Status VerifySignature(const SignatureDef& signature) {
-  if (signature.method_name() != kPredictMethodName &&
+  if (GetSignatureMethodNameCheckFeature() &&
+      signature.method_name() != kPredictMethodName &&
       signature.method_name() != kClassifyMethodName &&
       signature.method_name() != kRegressMethodName) {
     return errors::Internal(strings::StrCat(
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index b5659260edf..afdb104e3db 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -28,6 +28,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/oss_or_google.h"
 
@@ -41,6 +42,52 @@ constexpr int kTestModelVersion = 123;
 const char kInputTensorKey[] = "x";
 const char kOutputTensorKey[] = "y";
 
+// Fake Session, that copies input tensors to output.
+class FakeSession : public tensorflow::Session {
+ public:
+  FakeSession() {}
+  ~FakeSession() override = default;
+  Status Create(const GraphDef& graph) override {
+    return errors::Unimplemented("not available in fake");
+  }
+  Status Extend(const GraphDef& graph) override {
+    return errors::Unimplemented("not available in fake");
+  }
+  Status Close() override {
+    return errors::Unimplemented("not available in fake");
+  }
+  Status ListDevices(std::vector<DeviceAttributes>* response) override {
+    return errors::Unimplemented("not available in fake");
+  }
+  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_names,
+             const std::vector<string>& target_nodes,
+             std::vector<Tensor>* outputs) override {
+    RunMetadata run_metadata;
+    return Run(RunOptions(), inputs, output_names, target_nodes, outputs,
+               &run_metadata);
+  }
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_names,
+             const std::vector<string>& target_nodes,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+    return Run(run_options, inputs, output_names, target_nodes, outputs,
+               run_metadata, thread::ThreadPoolOptions());
+  }
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_names,
+             const std::vector<string>& target_nodes,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
+    for (const auto& t : inputs) {
+      outputs->push_back(t.second);
+    }
+    return Status::OK();
+  }
+};
+
 class PredictImplTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
@@ -481,6 +528,57 @@ TEST_F(PredictImplTest, ThreadPoolOptions) {
   ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
 }
 
+TEST_F(PredictImplTest, MethodNameCheck) {
+  ServableHandle<SavedModelBundle> bundle;
+  TF_ASSERT_OK(GetSavedModelServableHandle(GetServerCore(), &bundle));
+  MetaGraphDef meta_graph_def = bundle->meta_graph_def;
+  auto* signature_defs = meta_graph_def.mutable_signature_def();
+
+  PredictRequest request;
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  FakeSession fake_session;
+  PredictResponse response;
+
+  bool old_val = GetSignatureMethodNameCheckFeature();
+
+  SetSignatureMethodNameCheckFeature(true);
+  // Legit method name.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      kPredictMethodName);
+  TF_EXPECT_OK(RunPredict(GetRunOptions(), meta_graph_def, kTestModelVersion,
+                          &fake_session, request, &response,
+                          thread::ThreadPoolOptions()));
+  // Unsupported method name will fail check.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      "not/supported/method");
+  EXPECT_FALSE(RunPredict(GetRunOptions(), meta_graph_def, kTestModelVersion,
+                          &fake_session, request, &response,
+                          thread::ThreadPoolOptions())
+                   .ok());
+
+  SetSignatureMethodNameCheckFeature(false);
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      kPredictMethodName);
+  TF_EXPECT_OK(RunPredict(GetRunOptions(), meta_graph_def, kTestModelVersion,
+                          &fake_session, request, &response,
+                          thread::ThreadPoolOptions()));
+  // Unsupported method name should also work.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      "not/supported/method");
+  TF_EXPECT_OK(RunPredict(GetRunOptions(), meta_graph_def, kTestModelVersion,
+                          &fake_session, request, &response,
+                          thread::ThreadPoolOptions()));
+
+  SetSignatureMethodNameCheckFeature(old_val);
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 51c730257fc..d6d6fe496d7 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -149,10 +149,14 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
     return errors::InvalidArgument(strings::StrCat(
         "No signature was found with the name: ", signature_name));
   }
-  if (iter->second.method_name() != kRegressMethodName) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Expected regression signature method_name to be ", kRegressMethodName,
-        ". Was: ", iter->second.method_name()));
+  if (GetSignatureMethodNameCheckFeature()) {
+    if (iter->second.method_name() != kRegressMethodName) {
+      return errors::InvalidArgument(strings::StrCat(
+          "Expected regression signature method_name to be ",
+          kRegressMethodName, ". Was: ", iter->second.method_name()));
+    }
+  } else {
+    TF_RETURN_IF_ERROR(PreProcessRegression(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
   return Status::OK();
@@ -161,7 +165,8 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
 Status PreProcessRegression(const SignatureDef& signature,
                             string* input_tensor_name,
                             std::vector<string>* output_tensor_names) {
-  if (signature.method_name() != kRegressMethodName) {
+  if (GetSignatureMethodNameCheckFeature() &&
+      signature.method_name() != kRegressMethodName) {
     return errors::InvalidArgument(strings::StrCat(
         "Expected regression signature method_name to be ", kRegressMethodName,
         ". Was: ", signature.method_name()));
@@ -177,19 +182,23 @@ Status PreProcessRegression(const SignatureDef& signature,
 
   auto input_iter = signature.inputs().find(kRegressInputs);
   if (input_iter == signature.inputs().end()) {
-    return errors::FailedPrecondition(
+    return errors::InvalidArgument(
         "No regression inputs found in SignatureDef: ",
         signature.DebugString());
   }
-  *input_tensor_name = input_iter->second.name();
+  if (input_tensor_name != nullptr) {
+    *input_tensor_name = input_iter->second.name();
+  }
 
   auto output_iter = signature.outputs().find(kRegressOutputs);
   if (output_iter == signature.outputs().end()) {
-    return errors::FailedPrecondition(
+    return errors::InvalidArgument(
         "No regression outputs found in SignatureDef: ",
         signature.DebugString());
   }
-  output_tensor_names->push_back(output_iter->second.name());
+  if (output_tensor_names != nullptr) {
+    output_tensor_names->push_back(output_iter->second.name());
+  }
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index f42a38eb363..b5128d56ec0 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -60,8 +60,8 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
                                  const MetaGraphDef& meta_graph_def,
                                  SignatureDef* signature);
 
-// Validate a SignatureDef to make sure it's compatible with Regression, and if
-// so, populate the input and output tensor names.
+// Validate a SignatureDef to make sure it's compatible with Regression.
+// Populate the input and output tensor names, if the args are not nullptr.
 //
 // NOTE: output_tensor_names may already have elements in it (e.g. when building
 // a full list of outputs from multiple signatures), and this function will just
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 19b68b895a4..8cee118c90c 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -34,6 +35,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/core/test_util/mock_session.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/optional.h"
 
@@ -183,40 +185,10 @@ class FakeSession : public tensorflow::Session {
   const optional<int64> expected_timeout_;
 };
 
-// Add a named signature to the mutable meta_graph_def* parameter.
-// If is_classification is false, will add a regression signature, which is
-// invalid in classification requests.
-void AddNamedSignatureToSavedModelBundle(
-    const string& input_tensor_name, const string& output_scores_tensor_name,
-    const string& signature_name, const bool is_regression,
-    tensorflow::MetaGraphDef* meta_graph_def) {
-  auto* signature_defs = meta_graph_def->mutable_signature_def();
-  SignatureDef sig_def;
-  string methond_name;
-  if (is_regression) {
-    TensorInfo input_tensor_info;
-    input_tensor_info.set_name(input_tensor_name);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-    TensorInfo scores_tensor_info;
-    scores_tensor_info.set_name(output_scores_tensor_name);
-    (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
-    methond_name = "tensorflow/serving/regress";
-  } else {
-    TensorInfo input_tensor_info;
-    input_tensor_info.set_name(input_tensor_name);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
-    TensorInfo class_tensor_info;
-    class_tensor_info.set_name(kOutputPlusOneTensor);
-    (*sig_def.mutable_outputs())["classes"] = class_tensor_info;
-    methond_name = "tensorflow/serving/classify";
-  }
-  sig_def.set_method_name(methond_name);
-  (*signature_defs)[signature_name] = sig_def;
-}
-
-class RegressorTest : public ::testing::Test {
+class RegressorTest : public ::testing::TestWithParam<bool> {
  public:
   void SetUp() override {
+    SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
     optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
@@ -227,12 +199,12 @@ class RegressorTest : public ::testing::Test {
     SignatureDef sig_def;
     TensorInfo input_tensor_info;
     input_tensor_info.set_name(kInputTensor);
-    (*sig_def.mutable_inputs())["inputs"] = input_tensor_info;
+    (*sig_def.mutable_inputs())[kRegressInputs] = input_tensor_info;
     TensorInfo scores_tensor_info;
     scores_tensor_info.set_name(kOutputTensor);
-    (*sig_def.mutable_outputs())["outputs"] = scores_tensor_info;
-    sig_def.set_method_name("tensorflow/serving/regress");
-    (*signature_defs)["serving_default"] = sig_def;
+    (*sig_def.mutable_outputs())[kRegressOutputs] = scores_tensor_info;
+    if (IsMethodNameCheckEnabled()) sig_def.set_method_name(kRegressMethodName);
+    (*signature_defs)[kDefaultServingSignatureDefKey] = sig_def;
 
     AddNamedSignatureToSavedModelBundle(
         kInputTensor, kOutputPlusOneTensor, kOutputPlusOneSignature,
@@ -249,6 +221,8 @@ class RegressorTest : public ::testing::Test {
   }
 
  protected:
+  bool IsMethodNameCheckEnabled() { return GetParam(); }
+
   // Return an example with the feature "output" = [output].
   Example example_with_output(const float output) {
     Feature feature;
@@ -272,6 +246,37 @@ class RegressorTest : public ::testing::Test {
     return run_options;
   }
 
+  // Add a named signature to the mutable meta_graph_def* parameter.
+  // If is_regression is false, will add a classification signature, which is
+  // invalid in classification requests.
+  void AddNamedSignatureToSavedModelBundle(
+      const string& input_tensor_name, const string& output_scores_tensor_name,
+      const string& signature_name, const bool is_regression,
+      tensorflow::MetaGraphDef* meta_graph_def) {
+    auto* signature_defs = meta_graph_def->mutable_signature_def();
+    SignatureDef sig_def;
+    string method_name;
+    if (is_regression) {
+      TensorInfo input_tensor_info;
+      input_tensor_info.set_name(input_tensor_name);
+      (*sig_def.mutable_inputs())[kRegressInputs] = input_tensor_info;
+      TensorInfo scores_tensor_info;
+      scores_tensor_info.set_name(output_scores_tensor_name);
+      (*sig_def.mutable_outputs())[kRegressOutputs] = scores_tensor_info;
+      method_name = kRegressMethodName;
+    } else {
+      TensorInfo input_tensor_info;
+      input_tensor_info.set_name(input_tensor_name);
+      (*sig_def.mutable_inputs())[kClassifyInputs] = input_tensor_info;
+      TensorInfo class_tensor_info;
+      class_tensor_info.set_name(kOutputPlusOneTensor);
+      (*sig_def.mutable_outputs())[kClassifyOutputClasses] = class_tensor_info;
+      method_name = kClassifyMethodName;
+    }
+    if (IsMethodNameCheckEnabled()) sig_def.set_method_name(method_name);
+    (*signature_defs)[signature_name] = sig_def;
+  }
+
   // Variables used to create the regression model
   tensorflow::MetaGraphDef* meta_graph_def_;
   FakeSession* fake_session_;
@@ -285,7 +290,7 @@ class RegressorTest : public ::testing::Test {
   RegressionResult result_;
 };
 
-TEST_F(RegressorTest, BasicExampleList) {
+TEST_P(RegressorTest, BasicExampleList) {
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -309,7 +314,7 @@ TEST_F(RegressorTest, BasicExampleList) {
                                              " } "));
 }
 
-TEST_F(RegressorTest, BasicExampleListWithContext) {
+TEST_P(RegressorTest, BasicExampleListWithContext) {
   TF_ASSERT_OK(Create());
   auto* list_with_context =
       request_.mutable_input()->mutable_example_list_with_context();
@@ -336,7 +341,7 @@ TEST_F(RegressorTest, BasicExampleListWithContext) {
                                              " } "));
 }
 
-TEST_F(RegressorTest, ValidNamedSignature) {
+TEST_P(RegressorTest, ValidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kOutputPlusOneSignature);
   auto* examples =
@@ -362,7 +367,7 @@ TEST_F(RegressorTest, ValidNamedSignature) {
                                              " } "));
 }
 
-TEST_F(RegressorTest, InvalidNamedSignature) {
+TEST_P(RegressorTest, InvalidNamedSignature) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(kInvalidNamedSignature);
   auto* examples =
@@ -380,7 +385,7 @@ TEST_F(RegressorTest, InvalidNamedSignature) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_F(RegressorTest, MalformedOutputs) {
+TEST_P(RegressorTest, MalformedOutputs) {
   TF_ASSERT_OK(Create());
   request_.mutable_model_spec()->set_signature_name(
       kImproperlySizedOutputSignature);
@@ -400,7 +405,7 @@ TEST_F(RegressorTest, MalformedOutputs) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
-TEST_F(RegressorTest, EmptyInput) {
+TEST_P(RegressorTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
@@ -416,7 +421,7 @@ TEST_F(RegressorTest, EmptyInput) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(RegressorTest, EmptyExampleList) {
+TEST_P(RegressorTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   request_.mutable_input()->mutable_example_list();
   Status status = regressor_->Regress(request_, &result_);
@@ -431,7 +436,7 @@ TEST_F(RegressorTest, EmptyExampleList) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(RegressorTest, EmptyExampleListWithContext) {
+TEST_P(RegressorTest, EmptyExampleListWithContext) {
   TF_ASSERT_OK(Create());
   // Add a ExampleListWithContext which has context but no examples.
   *request_.mutable_input()
@@ -449,7 +454,7 @@ TEST_F(RegressorTest, EmptyExampleListWithContext) {
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
-TEST_F(RegressorTest, RunsFails) {
+TEST_P(RegressorTest, RunsFails) {
   MockSession* mock = new MockSession;
   saved_model_bundle_->session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
@@ -468,7 +473,7 @@ TEST_F(RegressorTest, RunsFails) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
 }
 
-TEST_F(RegressorTest, UnexpectedOutputTensorSize) {
+TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   MockSession* mock = new MockSession;
   saved_model_bundle_->session.reset(mock);
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
@@ -491,7 +496,7 @@ TEST_F(RegressorTest, UnexpectedOutputTensorSize) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
 }
 
-TEST_F(RegressorTest, UnexpectedOutputTensorType) {
+TEST_P(RegressorTest, UnexpectedOutputTensorType) {
   MockSession* mock = new MockSession;
   saved_model_bundle_->session.reset(mock);
   // We expect a FLOAT output type; test returning a STRING.
@@ -517,10 +522,10 @@ TEST_F(RegressorTest, UnexpectedOutputTensorType) {
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
 }
 
-TEST_F(RegressorTest, MissingRegressionSignature) {
+TEST_P(RegressorTest, MissingRegressionSignature) {
   auto* signature_defs = meta_graph_def_->mutable_signature_def();
   SignatureDef sig_def;
-  (*signature_defs)["serving_default"] = sig_def;
+  (*signature_defs)[kDefaultServingSignatureDefKey] = sig_def;
   TF_ASSERT_OK(Create());
   Feature feature;
   feature.mutable_bytes_list()->add_value("uno");
@@ -539,6 +544,36 @@ TEST_F(RegressorTest, MissingRegressionSignature) {
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
+TEST_P(RegressorTest, MethodNameCheck) {
+  RegressionResponse response;
+  *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
+      example_with_output(2.0);
+  auto* signature_defs = meta_graph_def_->mutable_signature_def();
+
+  // Legit method name. Should always work.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      kRegressMethodName);
+  TF_EXPECT_OK(RunRegress(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                          request_, &response));
+
+  // Unsupported method name will fail when method check is enabled.
+  (*signature_defs)[kDefaultServingSignatureDefKey].set_method_name(
+      "not/supported/method");
+  EXPECT_EQ(RunRegress(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                       request_, &response)
+                .ok(),
+            !IsMethodNameCheckEnabled());
+
+  // Empty method name will fail when method check is enabled.
+  (*signature_defs)[kDefaultServingSignatureDefKey].clear_method_name();
+  EXPECT_EQ(RunRegress(GetRunOptions(), *meta_graph_def_, {}, fake_session_,
+                       request_, &response)
+                .ok(),
+            !IsMethodNameCheckEnabled());
+}
+
+INSTANTIATE_TEST_SUITE_P(Regressor, RegressorTest, ::testing::Bool());
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 238d835b9d5..59e84f3fa99 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -16,6 +16,7 @@ exports_files(
     [
         "half_plus_two_model_metadata.json",
         "saved_model_half_plus_two_2_versions_metadata.json",
+        "saved_model_half_plus_two_tf2_2_versions_metadata.json",
     ],
     visibility = ["//tensorflow_serving:internal"],
 )
@@ -82,6 +83,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_tf2_cpu",
+    srcs = glob(
+        ["saved_model_half_plus_two_tf2_cpu/**"],
+    ),
+)
+
 filegroup(
     name = "saved_model_half_plus_two_mlmd",
     srcs = glob(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 0c3a9e770af..537cee048b6 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -62,6 +62,15 @@
 FLAGS = None
 
 
+def _get_feature_spec():
+  """Returns feature spec for parsing tensorflow.Example."""
+  # tensorflow.Example contains two features "x" and "x2".
+  return {
+      "x": tf.FixedLenFeature([1], dtype=tf.float32),
+      "x2": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0])
+  }
+
+
 def _write_assets(assets_directory, assets_filename):
   """Writes asset files to be used with SavedModel for half plus two.
 
@@ -82,6 +91,18 @@ def _write_assets(assets_directory, assets_filename):
   return path
 
 
+def _build_predict_signature(input_tensor, output_tensor):
+  """Helper function for building a predict SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {"x": input_tensor_info}
+
+  output_tensor_info = tf.saved_model.utils.build_tensor_info(output_tensor)
+  signature_outputs = {"y": output_tensor_info}
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.PREDICT_METHOD_NAME)
+
+
 def _build_regression_signature(input_tensor, output_tensor):
   """Helper function for building a regression SignatureDef."""
   input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
@@ -115,7 +136,7 @@ def _build_classification_signature(input_tensor, scores_tensor):
       tf.saved_model.signature_constants.CLASSIFY_METHOD_NAME)
 
 
-def _create_asset_file():
+def _create_asset_file(tf2=False):
   """Helper to create assets file. Returns a tensor for the filename."""
   # Create an assets file that can be saved and restored as part of the
   # SavedModel.
@@ -124,6 +145,9 @@ def _create_asset_file():
   original_assets_filepath = _write_assets(original_assets_directory,
                                            original_assets_filename)
 
+  if tf2:
+    return tf.saved_model.Asset(original_assets_filepath)
+
   # Set up the assets collection.
   assets_filepath = tf.constant(original_assets_filepath)
   tf.add_to_collection(tf.GraphKeys.ASSET_FILEPATHS, assets_filepath)
@@ -153,7 +177,72 @@ def _write_mlmd(export_dir, mlmd_uuid):
   return path
 
 
+class HalfPlusTwoModel(tf.Module):
+  """Native TF2 half-plus-two model."""
+
+  def __init__(self):
+    self.a = tf.Variable(0.5, name="a")
+    self.b = tf.Variable(2.0, name="b")
+    self.c = tf.Variable(3.0, name="c")
+    self.asset = _create_asset_file(tf2=True)
+
+  def compute(self, x, inc):
+    return tf.add(tf.multiply(self.a, x), inc)
+
+  def get_serving_signatures(self):
+    return {
+        "regress_x_to_y": self.regress_xy,
+        "regress_x_to_y2": self.regress_xy2,
+        "regress_x2_to_y3": self.regress_x2y3,
+        "classify_x_to_y": self.classify_xy,
+        "classify_x2_to_y3": self.classify_x2y3,
+        tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY: self.predict,
+    }
+
+  @tf.function(input_signature=[tf.TensorSpec(shape=[1], dtype=tf.float32)])
+  def predict(self, x):
+    return {"y": self.compute(x, self.b)}
+
+  @tf.function(input_signature=[
+      tf.TensorSpec([None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS)
+  ])
+  def regress_xy(self, serialized_proto):
+    x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
+    return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x, self.b)}
+
+  @tf.function(input_signature=[
+      tf.TensorSpec([None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS)
+  ])
+  def regress_xy2(self, serialized_proto):
+    x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
+    return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x, self.c)}
+
+  @tf.function(input_signature=[
+      tf.TensorSpec(
+          shape=[1], dtype=tf.float32, name=tf.saved_model.REGRESS_INPUTS)
+  ])
+  def regress_x2y3(self, x2):
+    return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x2, self.c)}
+
+  @tf.function(input_signature=[
+      tf.TensorSpec([None],
+                    dtype=tf.string,
+                    name=tf.saved_model.CLASSIFY_INPUTS)
+  ])
+  def classify_xy(self, serialized_proto):
+    x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
+    return {tf.saved_model.CLASSIFY_OUTPUT_SCORES: self.compute(x, self.b)}
+
+  @tf.function(input_signature=[
+      tf.TensorSpec(
+          shape=[1], dtype=tf.float32, name=tf.saved_model.CLASSIFY_INPUTS)
+  ])
+  def classify_x2y3(self, x2):
+    return {tf.saved_model.CLASSIFY_OUTPUT_SCORES: self.compute(x2, self.c)}
+
+
 def _generate_saved_model_for_half_plus_two(export_dir,
+                                            tf2=False,
                                             as_text=False,
                                             as_tflite=False,
                                             as_tflite_with_sigdef=False,
@@ -164,6 +253,7 @@ def _generate_saved_model_for_half_plus_two(export_dir,
 
   Args:
     export_dir: The directory to which the SavedModel should be written.
+    tf2: If True generates a SavedModel using native (non compat) TF2 APIs.
     as_text: Writes the SavedModel protocol buffer in text format to disk.
     as_tflite: Writes the Model in Tensorflow Lite format to disk.
     as_tflite_with_sigdef: Writes the Model with SignatureDefs in Tensorflow
@@ -172,6 +262,11 @@ def _generate_saved_model_for_half_plus_two(export_dir,
     include_mlmd: Whether to include an MLMD key in the SavedModel.
     device_type: Device to force ops to run on.
   """
+  if tf2:
+    hp = HalfPlusTwoModel()
+    tf.saved_model.save(hp, export_dir, signatures=hp.get_serving_signatures())
+    return
+
   builder = tf.saved_model.builder.SavedModelBuilder(export_dir)
 
   device_name = "/cpu:0"
@@ -193,15 +288,10 @@ def _generate_saved_model_for_half_plus_two(export_dir,
       serialized_tf_example = tf.placeholder(
           tf.string, name="tf_example", shape=[None])
 
-      # Parse the tensorflow.Example looking for a feature named "x" with a
-      # single floating point value.
-      feature_configs = {
-          "x": tf.FixedLenFeature([1], dtype=tf.float32),
-          "x2": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0])
-      }
       # parse_example only works on CPU
       with tf.device("/cpu:0"):
-        tf_example = tf.parse_example(serialized_tf_example, feature_configs)
+        tf_example = tf.parse_example(serialized_tf_example,
+                                      _get_feature_spec())
 
       if as_tflite:
         # TFLite v1 converter does not support unknown shape.
@@ -255,17 +345,7 @@ def _generate_saved_model_for_half_plus_two(export_dir,
 
     assign_filename_op = _create_asset_file()
 
-    # Set up the signature for Predict with input and output tensor
-    # specification.
-    predict_input_tensor = tf.saved_model.utils.build_tensor_info(x)
-    predict_signature_inputs = {"x": predict_input_tensor}
-
-    predict_output_tensor = tf.saved_model.utils.build_tensor_info(y)
-    predict_signature_outputs = {"y": predict_output_tensor}
-    predict_signature_def = (
-        tf.saved_model.signature_def_utils.build_signature_def(
-            predict_signature_inputs, predict_signature_outputs,
-            tf.saved_model.signature_constants.PREDICT_METHOD_NAME))
+    predict_signature_def = _build_predict_signature(x, y)
 
     signature_def_map = {
         "regress_x_to_y":
@@ -277,7 +357,7 @@ def _generate_saved_model_for_half_plus_two(export_dir,
         "classify_x_to_y":
             _build_classification_signature(serialized_tf_example, y),
         tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
-            predict_signature_def
+            _build_predict_signature(x, y)
     }
     # Initialize all variables and then save the SavedModel.
     sess.run(tf.global_variables_initializer())
@@ -320,6 +400,16 @@ def main(_):
       "dir": FLAGS.output_dir
   })
 
+  _generate_saved_model_for_half_plus_two(
+      "%s_%s" % (FLAGS.output_dir_tf2, FLAGS.device),
+      tf2=True,
+      device_type=FLAGS.device)
+  print(
+      "SavedModel TF2 generated for %(device)s at: %(dir)s" % {
+          "device": FLAGS.device,
+          "dir": "%s_%s" % (FLAGS.output_dir_tf2, FLAGS.device),
+      })
+
   _generate_saved_model_for_half_plus_two(
       FLAGS.output_dir_pbtxt, as_text=True, device_type=FLAGS.device)
   print("SavedModel generated for %(device)s at: %(dir)s" % {
@@ -365,6 +455,11 @@ def main(_):
       type=str,
       default="/tmp/saved_model_half_plus_two",
       help="Directory where to output SavedModel.")
+  parser.add_argument(
+      "--output_dir_tf2",
+      type=str,
+      default="/tmp/saved_model_half_plus_two_tf2",
+      help="Directory where to output TF2 SavedModel.")
   parser.add_argument(
       "--output_dir_pbtxt",
       type=str,
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
new file mode 100644
index 00000000000..b7ea7986acb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
@@ -0,0 +1,237 @@
+{
+ "model_spec": {
+  "name": "saved_model_half_plus_two_2_versions",
+  "signature_name": "",
+  "version": "123"
+ },
+ "metadata": {
+  "signature_def": {
+   "signature_def": {
+    "regress_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "regress_x_to_y_inputs:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall_3:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "regress_x_to_y2": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "regress_x_to_y2_inputs:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall_4:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "classify_x_to_y": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_STRING",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "classify_x_to_y_inputs:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "-1",
+          "name": ""
+         },
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall_1:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "serving_default": {
+     "inputs": {
+      "x": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "serving_default_x:0"
+      }
+     },
+     "outputs": {
+      "y": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall_5:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "regress_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "regress_x2_to_y3_inputs:0"
+      }
+     },
+     "outputs": {
+      "outputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall_2:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "classify_x2_to_y3": {
+     "inputs": {
+      "inputs": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "classify_x2_to_y3_inputs:0"
+      }
+     },
+     "outputs": {
+      "scores": {
+       "dtype": "DT_FLOAT",
+       "tensor_shape": {
+        "dim": [
+         {
+          "size": "1",
+          "name": ""
+         }
+        ],
+        "unknown_rank": false
+       },
+       "name": "StatefulPartitionedCall:0"
+      }
+     },
+     "method_name": "tensorflow/serving/predict"
+    },
+    "__saved_model_init_op": {
+     "inputs": {},
+     "outputs": {
+      "__saved_model_init_op": {
+       "dtype": "DT_INVALID",
+       "tensor_shape": {
+        "dim": [],
+        "unknown_rank": true
+       },
+       "name": "NoOp"
+      }
+     },
+     "method_name": ""
+    }
+   }
+  }
+ }
+}
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/assets/foo.txt b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/assets/foo.txt
new file mode 100644
index 00000000000..f9ff0366880
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/saved_model.pb
new file mode 100644
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HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000000000000000000000000000000000000..2d7ac9cf101fa8c8ed2965c582334253ce674493
GIT binary patch
literal 231
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ZA5{T%O-WKRNhE7ZmXb-vr-^}!0RXK+HHiQK

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.index
new file mode 100644
index 0000000000000000000000000000000000000000..a7b8b6728d363b2d41524253b5deea5408438d84
GIT binary patch
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z5GsST7)%scfKmc~EBt{{$@*ns3=Rq$K#}*?nhrAn0V4=c`*H?EgE<TbJ}un9z{s4!
eFcTs6VqNjBd5j#Z8TmoV@PqK*4c#iG?zaJ;H!>*z

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 6a34e47154e..87eeee02362 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
+#include <atomic>
+
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
@@ -60,6 +62,8 @@ int NumInputExamples(const internal::SerializedInput& input) {
   return 0;
 }
 
+std::atomic<bool> signature_method_check{true};
+
 }  // namespace
 
 namespace internal {
@@ -70,6 +74,10 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 
 }  // namespace internal
 
+void SetSignatureMethodNameCheckFeature(bool v) { signature_method_check = v; }
+
+bool GetSignatureMethodNameCheckFeature() { return signature_method_check; }
+
 void RecordRequestExampleCount(const string& model_name, size_t count) {
   example_counts->GetCell(model_name)->Add(count);
   example_count_total->GetCell(model_name)->IncrementBy(count);
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index aca0fb3b319..0b8a211a3f9 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -38,6 +38,17 @@ monitoring::Counter<1>* GetExampleCountTotal();
 
 }  // namespace internal
 
+// Enable/disable `method_name` checks on `SignatureDef` for predict, classify,
+// regress APIs. Native TF2 models use fixed `method_name` for all APIs, and
+// the check needs to be disabled to support both TF1 and (native) TF2 models.
+//
+// Disabling the check (typically done at process startup) should be OK and
+// safe for most API users. By default the checks are enabled.
+void SetSignatureMethodNameCheckFeature(bool v);
+
+// Get current state of `method_name` check (see above for details).
+bool GetSignatureMethodNameCheckFeature();
+
 // Records the example count of this request with the metric tracking the
 // histogram of number of examples per request.
 void RecordRequestExampleCount(const string& model_name, size_t count);
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 9b683b4b6a0..8c9b45dd37f 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -268,6 +268,14 @@ TEST(ModelSpecTest, AllOptionalSet) {
   EXPECT_THAT(model_spec.version().value(), Eq(1));
 }
 
+TEST(SignatureMethodNameCheckFeature, SetGet) {
+  SetSignatureMethodNameCheckFeature(true);
+  EXPECT_TRUE(GetSignatureMethodNameCheckFeature());
+
+  SetSignatureMethodNameCheckFeature(false);
+  EXPECT_FALSE(GetSignatureMethodNameCheckFeature());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 165d53b1c4f590f9adbbfd759b3d68fa57c56eb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Aug 2020 18:01:36 -0700
Subject: [PATCH 4054/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f2e3ad6-d63a-41ed-bcea-d1999412a425

PiperOrigin-RevId: 327732603
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83d5a92bbcd..0bf16e92b3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42c781f73e8a4792864b97a3d7c9edfedea21d0590380682b356b1a69b93cba7",
-    git_commit = "920def4fb881e080f46f44ff274d8dda533d7637",
+    sha256 = "4e323477bee3f6a6d7c36543702cdba808cc7810ffa5eee89d25e3416a14a711",
+    git_commit = "cb4191a2067d61f23267ae493ab3e5e32185b3ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 618af082019c55475bb50893a7afab54356e1eba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Aug 2020 00:01:42 -0700
Subject: [PATCH 4055/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9a6abc9-ae6d-4ae4-b01e-4cc24535879d

PiperOrigin-RevId: 327765923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bf16e92b3b..a6ce7673840 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e323477bee3f6a6d7c36543702cdba808cc7810ffa5eee89d25e3416a14a711",
-    git_commit = "cb4191a2067d61f23267ae493ab3e5e32185b3ae",
+    sha256 = "f94af4bf8e95fac4df703dd9e694a94a1b2d8223ee8be0edbab957c165cc08c3",
+    git_commit = "2dae6b39672362ad86da11754feba0b02af9d2bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f6af28fa80f9b90ecbdc2380c76d7223bd8b6155 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Aug 2020 06:01:31 -0700
Subject: [PATCH 4056/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/305d926d-7acc-4aa2-9623-b59d7ba01f56

PiperOrigin-RevId: 327797421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6ce7673840..356368b4580 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f94af4bf8e95fac4df703dd9e694a94a1b2d8223ee8be0edbab957c165cc08c3",
-    git_commit = "2dae6b39672362ad86da11754feba0b02af9d2bc",
+    sha256 = "7b93d60be30a5f994162c805dc607a8a0777d507b1ae4303e609dc15581a3630",
+    git_commit = "33f55fcccb29aa01d08b6ac9aecc9a0504562e80",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 146c23b988f2498473ea85e8ef2db9fbddb8399c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Aug 2020 12:01:30 -0700
Subject: [PATCH 4057/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75f0be2c-1ded-42b1-8157-b749f9710ff8

PiperOrigin-RevId: 327849462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 356368b4580..9a5fd5b8602 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b93d60be30a5f994162c805dc607a8a0777d507b1ae4303e609dc15581a3630",
-    git_commit = "33f55fcccb29aa01d08b6ac9aecc9a0504562e80",
+    sha256 = "0007112c402ca22fefcb868e25b99bb3640ee82ccec2f7ecb16d755cf5b3e4fb",
+    git_commit = "5359d70fda8b80f6075153c3d7bc829e8c8f9a3b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c70c60a93e83080cb02aa8271cd16cb2b4d26276 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 21 Aug 2020 12:58:26 -0700
Subject: [PATCH 4058/8103] Internal change, not for external usage.

PiperOrigin-RevId: 327859610
---
 tensorflow_serving/model_servers/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a15765cb13d..7c3b2973e48 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -425,6 +425,7 @@ py_test(
     srcs_version = "PY2AND3",
     tags = [
         "noasan",  # b/136281879
+        "nomsan",  # b/165917680
     ],
     deps = [
         "//tensorflow_serving/apis:model_service_proto_py_pb2",

From f84187e8d3e19a298656a661a888c0563c21910e Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 21 Aug 2020 14:59:57 -0700
Subject: [PATCH 4059/8103] For batching session in TF serving model server,
 introduce options to enable large batch splitting. - Keep default behavior
 unchanged.

PiperOrigin-RevId: 327880352
---
 tensorflow_serving/servables/tensorflow/BUILD |  2 ++
 .../tensorflow/bundle_factory_test.h          |  8 ++++++-
 .../tensorflow/bundle_factory_util.cc         | 24 +++++++++++++++++++
 .../tensorflow/saved_model_bundle_factory.cc  |  8 +++----
 .../saved_model_bundle_factory_test.cc        |  8 ++++++-
 .../tensorflow/session_bundle_config.proto    | 19 +++++++++++++--
 6 files changed, 61 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fe600e9d75f..bcb7f2e9a2a 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -141,6 +141,8 @@ cc_library(
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/types:optional",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
index e24f4afb04b..60918043a40 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
@@ -59,11 +59,17 @@ class BundleFactoryTest : public ::testing::Test {
     TestSingleRequest(session.get());
   }
 
-  void TestBatching() const {
+  void TestBatching(bool enable_large_batch_splitting) const {
     SessionBundleConfig config = GetSessionBundleConfig();
+
     BatchingParameters *batching_params = config.mutable_batching_parameters();
     batching_params->mutable_max_batch_size()->set_value(2);
     batching_params->mutable_max_enqueued_batches()->set_value(INT_MAX);
+
+    if (enable_large_batch_splitting) {
+      batching_params->mutable_enable_large_batch_splitting()->set_value(true);
+      batching_params->mutable_max_execution_batch_size()->set_value(1);
+    }
     std::unique_ptr<Session> session;
     if (ExpectCreateBundleFailure()) {
       EXPECT_FALSE(CreateSession(config, &session).ok());
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index b50515258ad..4cb6f67d92c 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow_serving/batching/batching_session.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 
@@ -172,6 +173,29 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
     queue_options.max_enqueued_batches =
         batching_config.max_enqueued_batches().value();
   }
+  if (batching_config.has_enable_large_batch_splitting() &&
+      batching_config.enable_large_batch_splitting().value()) {
+    queue_options.enable_large_batch_splitting = true;
+
+    if (batching_config.has_max_execution_batch_size()) {
+      queue_options.max_execution_batch_size =
+          batching_config.max_execution_batch_size().value();
+    } else {
+      queue_options.max_execution_batch_size =
+          batching_config.max_batch_size().value();
+    }
+
+    queue_options.split_input_task_func =
+        [](std::unique_ptr<tensorflow::serving::BatchingSessionTask>*
+               input_task,
+           int open_batch_remaining_slot, int max_batch_size,
+           std::vector<
+               std::unique_ptr<tensorflow::serving::BatchingSessionTask>>*
+               output_tasks) -> tensorflow::Status {
+      return SplitInputTask(input_task, open_batch_remaining_slot,
+                            max_batch_size, output_tasks);
+    };
+  }
 
   BatchingSessionOptions batching_session_options;
   for (int allowed_batch_size : batching_config.allowed_batch_sizes()) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 289d7d983e3..7917f7cb988 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -127,8 +127,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   bundle->reset(new SavedModelBundle);
   std::unordered_set<string> saved_model_tags(
       config_.saved_model_tags().begin(), config_.saved_model_tags().end());
-  // Defaults to loading the meta graph def corresponding to the `serve` tag if
-  // no `saved_model_tags` are specified.
+  // Defaults to loading the meta graph def corresponding to the `serve` tag
+  // if no `saved_model_tags` are specified.
   if (saved_model_tags.empty()) {
     saved_model_tags.insert(kSavedModelTagServe);
   }
@@ -176,8 +176,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
       return errors::Internal("batch_scheduler_ not set");
     }
     // Enable batching of requests to any one signature_def in the SavedModel.
-    // Note that in the future, the plan is to enable explicit configuration of
-    // the one or many SignatureDefs to enable.
+    // Note that in the future, the plan is to enable explicit configuration
+    // of the one or many SignatureDefs to enable.
     const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
     return WrapSessionForBatching(config_.batching_parameters(),
                                   batch_scheduler_, signatures,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index ec0e92f504c..6f365abaa0d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -263,7 +263,13 @@ TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphEnabled) {
   EXPECT_FALSE(bundle->meta_graph_def.signature_def().empty());
 }
 
-TEST_P(SavedModelBundleFactoryTest, Batching) { TestBatching(); }
+TEST_P(SavedModelBundleFactoryTest, Batching) {
+  // Most test cases don't cover batching session code path so call
+  // 'TestBatching' twice with different options for batching test case, as
+  // opposed to parameterize test.
+  TestBatching(false /* enable_large_batch_splitting */);
+  TestBatching(true /* enable_large_batch_splitting */);
+}
 
 TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
   const double kTotalFileSize = test_util::GetTotalFileSize(GetModelFiles());
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index d6e9db04695..cb9fee10b39 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -96,10 +96,11 @@ message SessionBundleConfig {
 // default value from the relevant batching config struct (SharedBatchScheduler
 // ::Options or BatchSchedulerRetrier::Options) is used.
 message BatchingParameters {
-  // SharedBatchScheduler options (see shared_batch_scheduler.h):
+  // SharedBatchScheduler options (see shared_batch_scheduler.h for more details
+  // about what each field means):
   //
 
-  // The maximum size of each batch.
+  // The maximum size of each input batch.
   //
   // IMPORTANT: As discussed above, use 'max_batch_size * 2' client threads to
   // achieve high throughput with batching.
@@ -123,6 +124,20 @@ message BatchingParameters {
   // The name to use for the pool of batch threads.
   google.protobuf.StringValue thread_pool_name = 5;
 
+  // If true, queue implementation would split one input batch task into
+  // subtasks (as specified by `split_input_task_func` below) and fit subtasks
+  // into different batches.
+  google.protobuf.BoolValue enable_large_batch_splitting = 8;
+
+  // The maximum size of each enqueued batch to be processed (i.e., in
+  // `batches_`). Relevant iff enable_large_batch_splitting is true. And when
+  // relevant, 'max_batch_size' should be greater or equal than
+  // `max_execution_batch_size`
+  //
+  // The scheduler may form batches of any size between 1 and this number
+  // (inclusive).
+  google.protobuf.Int64Value max_execution_batch_size = 9;
+
   // BatchingSession options (see batching_session.h):
   //
 

From 5dd8929db07d5e8bcacb5e40fa85d0e5e99c491f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Aug 2020 18:02:36 -0700
Subject: [PATCH 4060/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af9f6b18-3e1b-4dcf-89ed-2ce993f2f320

PiperOrigin-RevId: 327905192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a5fd5b8602..a2178ae914b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0007112c402ca22fefcb868e25b99bb3640ee82ccec2f7ecb16d755cf5b3e4fb",
-    git_commit = "5359d70fda8b80f6075153c3d7bc829e8c8f9a3b",
+    sha256 = "49306705bbae9b2abbdb52dd86cf32e80df658c5283d5ed794d63f86d983efed",
+    git_commit = "441508d2ab47e9aae3ceb62d59004f4f4b5d8c2b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From abb8d3b516a310ec4269cd6bf892644d5150485a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 21 Aug 2020 19:35:36 -0700
Subject: [PATCH 4061/8103] Add multi-inference support for TF2 models that use
 native (non-compat) APIs to export to SavedModel.

Such APIs do not allow for explicitly setting the
tensor input name/alias for regress or classify entry
points -- this causes multiple tensor names to exist for
inputs for different graphs (say regress and classify).

This change adds support for allowing multiple input
names in the multi-inference processing path, making
it possible to support TF2 models.

PiperOrigin-RevId: 327912526
---
 .../tensorflow_model_server_test.py           |   4 +
 tensorflow_serving/servables/tensorflow/BUILD |   4 +
 .../servables/tensorflow/multi_inference.cc   |  12 +-
 .../tensorflow/multi_inference_helper_test.cc | 142 ++++++++-------
 .../tensorflow/multi_inference_test.cc        | 163 +++++++++---------
 .../servables/tensorflow/util.cc              |  23 +++
 .../servables/tensorflow/util.h               |  10 ++
 7 files changed, 208 insertions(+), 150 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 1a9b94e864e..a2fcbaeb5a2 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -235,6 +235,10 @@ def testMultiInference(self):
     """Test PredictionService.MultiInference implementation for TF1 model."""
     self._TestMultiInference(self._GetSavedModelBundlePath())
 
+  def testMultiInferenceTf2(self):
+    """Test PredictionService.MultiInference implementation for TF2 model."""
+    self._TestMultiInference(self._GetSavedModelHalfPlusTwoTf2())
+
   def testPredictSavedModel(self):
     """Test PredictionService.Predict implementation with SavedModel."""
     self._TestPredict(self._GetSavedModelBundlePath())
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index bcb7f2e9a2a..e63108dfbb0 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -739,10 +739,12 @@ cc_test(
     size = "medium",
     srcs = ["multi_inference_test.cc"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ],
     deps = [
         ":multi_inference",
+        ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
@@ -786,10 +788,12 @@ cc_test(
     size = "medium",
     srcs = ["multi_inference_helper_test.cc"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
         "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ],
     deps = [
         ":multi_inference_helper",
+        ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index b29a7b2a857..fdc5ce913b5 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -33,8 +33,8 @@ Status TensorFlowMultiInferenceRunner::Infer(
   TRACELITERAL("TensorFlowMultiInferenceRunner::Infer");
 
   string model_name = "";
-  string input_tensor_name = "";
   std::set<string> signature_names;
+  std::set<string> input_tensor_name_set;
   std::set<string> output_tensor_name_set;
   for (const auto& task : request.tasks()) {
     if (task.model_spec().name().empty()) {
@@ -77,13 +77,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
       return errors::Unimplemented("Unsupported signature method_name: ",
                                    task.method_name());
     }
-    if (input_tensor_name.empty()) {
-      input_tensor_name = input_name;
-    } else if (input_tensor_name != input_name) {
-      return errors::InvalidArgument(
-          "Input tensor must be the same for all Signatures.");
-    }
-
+    input_tensor_name_set.insert(input_name);
     for (const auto& output_tensor_name : output_names) {
       output_tensor_name_set.insert(output_tensor_name);
     }
@@ -95,7 +89,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
   std::vector<Tensor> outputs;
   int num_examples;
   TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
-      run_options, request.input(), input_tensor_name, output_tensor_names,
+      run_options, request.input(), input_tensor_name_set, output_tensor_names,
       session_, &outputs, &num_examples, thread_pool_options_));
   RecordRequestExampleCount(model_name, num_examples);
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 1afd04c31fd..92f527ec922 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
@@ -39,9 +40,16 @@ namespace {
 constexpr char kTestModelName[] = "test_model";
 constexpr int kTestModelVersion = 123;
 
+// Test fixture for MultiInferenceTest related tests sets up a ServerCore
+// pointing to TF1 or TF2 version of half_plus_two SavedModel (based on `T`).
+typedef std::integral_constant<int, 1> tf1_model_t;
+typedef std::integral_constant<int, 2> tf2_model_t;
+
+template <typename T>
 class MultiInferenceTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
+    SetSignatureMethodNameCheckFeature(UseTf1Model());
     TF_ASSERT_OK(CreateServerCore(&server_core_));
   }
 
@@ -52,9 +60,12 @@ class MultiInferenceTest : public ::testing::Test {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
-    model_config->set_base_path(test_util::TensorflowTestSrcDirPath(
-        "cc/saved_model/testdata/half_plus_two"));
-
+    const auto& tf1_saved_model = test_util::TensorflowTestSrcDirPath(
+        "cc/saved_model/testdata/half_plus_two");
+    const auto& tf2_saved_model = test_util::TestSrcDirPath(
+        "/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu");
+    model_config->set_base_path(UseTf1Model() ? tf1_saved_model
+                                              : tf2_saved_model);
     model_config->set_model_platform(kTensorFlowModelPlatform);
 
     // For ServerCore Options, we leave servable_state_monitor_creator
@@ -71,7 +82,9 @@ class MultiInferenceTest : public ::testing::Test {
     return ServerCore::Create(std::move(options), server_core);
   }
 
-  ServerCore* GetServerCore() { return server_core_.get(); }
+  static bool UseTf1Model() { return std::is_same<T, tf1_model_t>::value; }
+
+  ServerCore* GetServerCore() { return this->server_core_.get(); }
 
   const int64 servable_version_ = kTestModelVersion;
 
@@ -79,7 +92,10 @@ class MultiInferenceTest : public ::testing::Test {
   static std::unique_ptr<ServerCore> server_core_;
 };
 
-std::unique_ptr<ServerCore> MultiInferenceTest::server_core_;
+template <typename T>
+std::unique_ptr<ServerCore> MultiInferenceTest<T>::server_core_;
+
+TYPED_TEST_SUITE_P(MultiInferenceTest);
 
 ////////////////////////////////////////////////////////////////////////////////
 // Test Helpers
@@ -116,18 +132,18 @@ void ExpectStatusError(const Status& status,
 ////////////////////////////////////////////////////////////////////////////////
 // Tests
 
-TEST_F(MultiInferenceTest, MissingInputTest) {
+TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
   MultiInferenceRequest request;
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
   ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
+                        RunOptions(), this->GetServerCore(),
                         thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT, "Input is empty");
 }
 
-TEST_F(MultiInferenceTest, UndefinedSignatureTest) {
+TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
   PopulateTask("ThisSignatureDoesNotExist", kRegressMethodName, -1,
@@ -135,13 +151,13 @@ TEST_F(MultiInferenceTest, UndefinedSignatureTest) {
 
   MultiInferenceResponse response;
   ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
+                        RunOptions(), this->GetServerCore(),
                         thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT, "signature not found");
 }
 
 // Two ModelSpecs, accessing different models.
-TEST_F(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
+TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
   // Valid signature.
@@ -157,13 +173,13 @@ TEST_F(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
 
   MultiInferenceResponse response;
   ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
+                        RunOptions(), this->GetServerCore(),
                         thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT,
                     "must access the same model name");
 }
 
-TEST_F(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
@@ -172,65 +188,51 @@ TEST_F(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
 
   MultiInferenceResponse response;
   ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
+                        RunOptions(), this->GetServerCore(),
                         thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::INVALID_ARGUMENT,
                     "Duplicate evaluation of signature: regress_x_to_y");
 }
 
-TEST_F(MultiInferenceTest, UsupportedSignatureTypeTest) {
+TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
   PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
   ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
+                        RunOptions(), this->GetServerCore(),
                         thread::ThreadPoolOptions(), request, &response),
                     tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
 }
 
-TEST_F(MultiInferenceTest, SignaturesWithDifferentInputsTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}, {"x2", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
-  PopulateTask("regress_x2_to_y3", kRegressMethodName, -1, request.add_tasks());
-
-  MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "Input tensor must be the same");
-}
-
-TEST_F(MultiInferenceTest, ValidSingleSignatureTest) {
+TYPED_TEST_P(MultiInferenceTest, ValidSingleSignatureTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y", kRegressMethodName, this->servable_version_,
                request.add_tasks());
 
   MultiInferenceResponse expected_response;
   auto* inference_result = expected_response.add_results();
   auto* model_spec = inference_result->mutable_model_spec();
   *model_spec = request.tasks(0).model_spec();
-  model_spec->mutable_version()->set_value(servable_version_);
+  model_spec->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
   MultiInferenceResponse response;
-  TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
-                                               thread::ThreadPoolOptions(),
-                                               request, &response));
+  TF_ASSERT_OK(RunMultiInferenceWithServerCore(
+      RunOptions(), this->GetServerCore(), thread::ThreadPoolOptions(), request,
+      &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y", kRegressMethodName, this->servable_version_,
                request.add_tasks());
-  PopulateTask("regress_x_to_y2", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y2", kRegressMethodName, this->servable_version_,
                request.add_tasks());
 
   MultiInferenceResponse expected_response;
@@ -239,7 +241,7 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   auto* inference_result_1 = expected_response.add_results();
   auto* model_spec_1 = inference_result_1->mutable_model_spec();
   *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
+  model_spec_1->mutable_version()->set_value(this->servable_version_);
   auto* regression_result_1 = inference_result_1->mutable_regression_result();
   regression_result_1->add_regressions()->set_value(3.0);
 
@@ -247,82 +249,83 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   auto* inference_result_2 = expected_response.add_results();
   auto* model_spec_2 = inference_result_2->mutable_model_spec();
   *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
+  model_spec_2->mutable_version()->set_value(this->servable_version_);
   auto* regression_result_2 = inference_result_2->mutable_regression_result();
   regression_result_2->add_regressions()->set_value(4.0);
 
   MultiInferenceResponse response;
-  TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
-                                               thread::ThreadPoolOptions(),
-                                               request, &response));
+  TF_ASSERT_OK(RunMultiInferenceWithServerCore(
+      RunOptions(), this->GetServerCore(), thread::ThreadPoolOptions(), request,
+      &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y", kRegressMethodName, this->servable_version_,
                request.add_tasks());
-  PopulateTask("classify_x_to_y", kClassifyMethodName, servable_version_,
+  PopulateTask("classify_x_to_y", kClassifyMethodName, this->servable_version_,
                request.add_tasks());
 
   MultiInferenceResponse expected_response;
   auto* inference_result_1 = expected_response.add_results();
   auto* model_spec_1 = inference_result_1->mutable_model_spec();
   *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
+  model_spec_1->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result_1->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
   auto* inference_result_2 = expected_response.add_results();
   auto* model_spec_2 = inference_result_2->mutable_model_spec();
   *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
+  model_spec_2->mutable_version()->set_value(this->servable_version_);
   auto* classification_result =
       inference_result_2->mutable_classification_result();
   classification_result->add_classifications()->add_classes()->set_score(3.0);
 
   MultiInferenceResponse response;
-  TF_ASSERT_OK(RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
-                                               thread::ThreadPoolOptions(),
-                                               request, &response));
+  TF_ASSERT_OK(RunMultiInferenceWithServerCore(
+      RunOptions(), this->GetServerCore(), thread::ThreadPoolOptions(), request,
+      &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
 // Verifies that RunMultiInferenceWithServerCoreWithModelSpec() uses the model
 // spec override rather than the one in the request.
-TEST_F(MultiInferenceTest, ModelSpecOverride) {
+TYPED_TEST_P(MultiInferenceTest, ModelSpecOverride) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y", kRegressMethodName, this->servable_version_,
                request.add_tasks());
   auto model_spec_override =
       test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
 
   MultiInferenceResponse response;
   EXPECT_NE(tensorflow::error::NOT_FOUND,
-            RunMultiInferenceWithServerCore(RunOptions(), GetServerCore(),
+            RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                             thread::ThreadPoolOptions(),
                                             request, &response)
                 .code());
-  EXPECT_EQ(tensorflow::error::NOT_FOUND,
-            RunMultiInferenceWithServerCoreWithModelSpec(
-                RunOptions(), GetServerCore(), thread::ThreadPoolOptions(),
-                model_spec_override, request, &response)
-                .code());
+  EXPECT_EQ(
+      tensorflow::error::NOT_FOUND,
+      RunMultiInferenceWithServerCoreWithModelSpec(
+          RunOptions(), this->GetServerCore(), thread::ThreadPoolOptions(),
+          model_spec_override, request, &response)
+          .code());
 }
 
-TEST_F(MultiInferenceTest, ThreadPoolOptions) {
+TYPED_TEST_P(MultiInferenceTest, ThreadPoolOptions) {
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+  PopulateTask("regress_x_to_y", kRegressMethodName, this->servable_version_,
                request.add_tasks());
 
   MultiInferenceResponse expected_response;
   auto* inference_result = expected_response.add_results();
   auto* model_spec = inference_result->mutable_model_spec();
   *model_spec = request.tasks(0).model_spec();
-  model_spec->mutable_version()->set_value(servable_version_);
+  model_spec->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
@@ -334,14 +337,25 @@ TEST_F(MultiInferenceTest, ThreadPoolOptions) {
   thread_pool_options.inter_op_threadpool = &inter_op_threadpool;
   thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
   MultiInferenceResponse response;
-  TF_ASSERT_OK(RunMultiInferenceWithServerCore(
-      RunOptions(), GetServerCore(), thread_pool_options, request, &response));
+  TF_ASSERT_OK(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread_pool_options, request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 
   // The intra_op_threadpool doesn't have anything scheduled.
   ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
 }
 
+REGISTER_TYPED_TEST_SUITE_P(
+    MultiInferenceTest, MissingInputTest, UndefinedSignatureTest,
+    InconsistentModelSpecsInRequestTest, EvaluateDuplicateSignaturesTest,
+    UsupportedSignatureTypeTest, ValidSingleSignatureTest,
+    MultipleValidRegressSignaturesTest, RegressAndClassifySignaturesTest,
+    ModelSpecOverride, ThreadPoolOptions);
+
+typedef ::testing::Types<tf1_model_t, tf2_model_t> ModelTypes;
+INSTANTIATE_TYPED_TEST_SUITE_P(MultiInference, MultiInferenceTest, ModelTypes);
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index d35fe417915..25cc73fa5ed 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
@@ -39,9 +40,16 @@ namespace {
 constexpr char kTestModelName[] = "test_model";
 constexpr int kTestModelVersion = 123;
 
+// Test fixture for MultiInferenceTest related tests sets up a ServerCore
+// pointing to TF1 or TF2 version of half_plus_two SavedModel (based on `T`).
+typedef std::integral_constant<int, 1> tf1_model_t;
+typedef std::integral_constant<int, 2> tf2_model_t;
+
+template <typename T>
 class MultiInferenceTest : public ::testing::Test {
  public:
   static void SetUpTestSuite() {
+    SetSignatureMethodNameCheckFeature(UseTf1Model());
     TF_ASSERT_OK(CreateServerCore(&server_core_));
   }
 
@@ -52,9 +60,12 @@ class MultiInferenceTest : public ::testing::Test {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
-    model_config->set_base_path(test_util::TensorflowTestSrcDirPath(
-        "cc/saved_model/testdata/half_plus_two"));
-
+    const auto& tf1_saved_model = test_util::TensorflowTestSrcDirPath(
+        "cc/saved_model/testdata/half_plus_two");
+    const auto& tf2_saved_model = test_util::TestSrcDirPath(
+        "/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu");
+    model_config->set_base_path(UseTf1Model() ? tf1_saved_model
+                                              : tf2_saved_model);
     model_config->set_model_platform(kTensorFlowModelPlatform);
 
     // For ServerCore Options, we leave servable_state_monitor_creator
@@ -71,7 +82,9 @@ class MultiInferenceTest : public ::testing::Test {
     return ServerCore::Create(std::move(options), server_core);
   }
 
-  ServerCore* GetServerCore() { return server_core_.get(); }
+  static bool UseTf1Model() { return std::is_same<T, tf1_model_t>::value; }
+
+  ServerCore* GetServerCore() { return this->server_core_.get(); }
 
   Status GetInferenceRunner(
       std::unique_ptr<TensorFlowMultiInferenceRunner>* inference_runner) {
@@ -81,7 +94,8 @@ class MultiInferenceTest : public ::testing::Test {
     TF_RETURN_IF_ERROR(GetServerCore()->GetServableHandle(model_spec, &bundle));
 
     inference_runner->reset(new TensorFlowMultiInferenceRunner(
-        bundle->session.get(), &bundle->meta_graph_def, {servable_version_}));
+        bundle->session.get(), &bundle->meta_graph_def,
+        {this->servable_version_}));
     return Status::OK();
   }
 
@@ -97,7 +111,10 @@ class MultiInferenceTest : public ::testing::Test {
   static std::unique_ptr<ServerCore> server_core_;
 };
 
-std::unique_ptr<ServerCore> MultiInferenceTest::server_core_;
+template <typename T>
+std::unique_ptr<ServerCore> MultiInferenceTest<T>::server_core_;
+
+TYPED_TEST_SUITE_P(MultiInferenceTest);
 
 ////////////////////////////////////////////////////////////////////////////////
 // Test Helpers
@@ -124,16 +141,16 @@ void PopulateTask(const string& signature_name, const string& method_name,
 void ExpectStatusError(const Status& status,
                        const tensorflow::error::Code expected_code,
                        const string& message_substring) {
-  ASSERT_EQ(expected_code, status.code());
+  EXPECT_EQ(expected_code, status.code());
   EXPECT_THAT(status.error_message(), ::testing::HasSubstr(message_substring));
 }
 
 ////////////////////////////////////////////////////////////////////////////////
 // Tests
 
-TEST_F(MultiInferenceTest, MissingInputTest) {
+TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   PopulateTask("regress_x_to_y", kRegressMethodName, request.add_tasks());
@@ -144,16 +161,17 @@ TEST_F(MultiInferenceTest, MissingInputTest) {
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
+      RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                        this->servable_version_, bundle->session.get(), request,
+                        &response),
       tensorflow::error::INVALID_ARGUMENT, "Input is empty");
 }
 
-TEST_F(MultiInferenceTest, UndefinedSignatureTest) {
+TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -166,17 +184,18 @@ TEST_F(MultiInferenceTest, UndefinedSignatureTest) {
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
+      RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                        this->servable_version_, bundle->session.get(), request,
+                        &response),
       tensorflow::error::INVALID_ARGUMENT, "signature not found");
 }
 
 // Two ModelSpecs, accessing different models.
-TEST_F(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
+TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -198,16 +217,17 @@ TEST_F(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
+      RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                        this->servable_version_, bundle->session.get(), request,
+                        &response),
       tensorflow::error::INVALID_ARGUMENT, "must access the same model name");
 }
 
-TEST_F(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -222,17 +242,18 @@ TEST_F(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
+      RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                        this->servable_version_, bundle->session.get(), request,
+                        &response),
       tensorflow::error::INVALID_ARGUMENT,
       "Duplicate evaluation of signature: regress_x_to_y");
 }
 
-TEST_F(MultiInferenceTest, UsupportedSignatureTypeTest) {
+TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -244,39 +265,17 @@ TEST_F(MultiInferenceTest, UsupportedSignatureTypeTest) {
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
+      RunMultiInference(RunOptions(), bundle->meta_graph_def,
+                        this->servable_version_, bundle->session.get(), request,
+                        &response),
       tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
 }
 
-TEST_F(MultiInferenceTest, SignaturesWithDifferentInputsTest) {
-  std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
-
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}, {"x2", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, request.add_tasks());
-  PopulateTask("regress_x2_to_y3", kRegressMethodName, request.add_tasks());
-
-  MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "Input tensor must be the same");
-
-  // MultiInference testing
-  ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
-  ExpectStatusError(
-      RunMultiInference(RunOptions(), bundle->meta_graph_def, servable_version_,
-                        bundle->session.get(), request, &response),
-      tensorflow::error::INVALID_ARGUMENT, "Input tensor must be the same");
-}
-
-TEST_F(MultiInferenceTest, ValidSingleSignatureTest) {
+TYPED_TEST_P(MultiInferenceTest, ValidSingleSignatureTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -286,7 +285,7 @@ TEST_F(MultiInferenceTest, ValidSingleSignatureTest) {
   auto* inference_result = expected_response.add_results();
   auto* model_spec = inference_result->mutable_model_spec();
   *model_spec = request.tasks(0).model_spec();
-  model_spec->mutable_version()->set_value(servable_version_);
+  model_spec->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
@@ -297,16 +296,16 @@ TEST_F(MultiInferenceTest, ValidSingleSignatureTest) {
   // MultiInference testing
   response.Clear();
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   TF_ASSERT_OK(RunMultiInference(RunOptions(), bundle->meta_graph_def,
-                                 servable_version_, bundle->session.get(),
+                                 this->servable_version_, bundle->session.get(),
                                  request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -319,7 +318,7 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   auto* inference_result_1 = expected_response.add_results();
   auto* model_spec_1 = inference_result_1->mutable_model_spec();
   *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
+  model_spec_1->mutable_version()->set_value(this->servable_version_);
   auto* regression_result_1 = inference_result_1->mutable_regression_result();
   regression_result_1->add_regressions()->set_value(3.0);
 
@@ -327,7 +326,7 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   auto* inference_result_2 = expected_response.add_results();
   auto* model_spec_2 = inference_result_2->mutable_model_spec();
   *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
+  model_spec_2->mutable_version()->set_value(this->servable_version_);
   auto* regression_result_2 = inference_result_2->mutable_regression_result();
   regression_result_2->add_regressions()->set_value(4.0);
 
@@ -338,16 +337,16 @@ TEST_F(MultiInferenceTest, MultipleValidRegressSignaturesTest) {
   // MultiInference testing
   response.Clear();
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   TF_ASSERT_OK(RunMultiInference(RunOptions(), bundle->meta_graph_def,
-                                 servable_version_, bundle->session.get(),
+                                 this->servable_version_, bundle->session.get(),
                                  request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
+TYPED_TEST_P(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -358,14 +357,14 @@ TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   auto* inference_result_1 = expected_response.add_results();
   auto* model_spec_1 = inference_result_1->mutable_model_spec();
   *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
+  model_spec_1->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result_1->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
   auto* inference_result_2 = expected_response.add_results();
   auto* model_spec_2 = inference_result_2->mutable_model_spec();
   *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
+  model_spec_2->mutable_version()->set_value(this->servable_version_);
   auto* classification_result =
       inference_result_2->mutable_classification_result();
   classification_result->add_classifications()->add_classes()->set_score(3.0);
@@ -377,16 +376,16 @@ TEST_F(MultiInferenceTest, RegressAndClassifySignaturesTest) {
   // MultiInference testing
   response.Clear();
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   TF_ASSERT_OK(RunMultiInference(RunOptions(), bundle->meta_graph_def,
-                                 servable_version_, bundle->session.get(),
+                                 this->servable_version_, bundle->session.get(),
                                  request, &response));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 }
 
-TEST_F(MultiInferenceTest, ThreadPoolOptions) {
+TYPED_TEST_P(MultiInferenceTest, ThreadPoolOptions) {
   std::unique_ptr<TensorFlowMultiInferenceRunner> inference_runner;
-  TF_ASSERT_OK(GetInferenceRunner(&inference_runner));
+  TF_ASSERT_OK(this->GetInferenceRunner(&inference_runner));
 
   MultiInferenceRequest request;
   AddInput({{"x", 2}}, &request);
@@ -396,7 +395,7 @@ TEST_F(MultiInferenceTest, ThreadPoolOptions) {
   auto* inference_result = expected_response.add_results();
   auto* model_spec = inference_result->mutable_model_spec();
   *model_spec = request.tasks(0).model_spec();
-  model_spec->mutable_version()->set_value(servable_version_);
+  model_spec->mutable_version()->set_value(this->servable_version_);
   auto* regression_result = inference_result->mutable_regression_result();
   regression_result->add_regressions()->set_value(3.0);
 
@@ -409,9 +408,9 @@ TEST_F(MultiInferenceTest, ThreadPoolOptions) {
   thread_pool_options.intra_op_threadpool = &intra_op_threadpool;
   MultiInferenceResponse response;
   ServableHandle<SavedModelBundle> bundle;
-  TF_ASSERT_OK(GetServableHandle(&bundle));
+  TF_ASSERT_OK(this->GetServableHandle(&bundle));
   TF_ASSERT_OK(RunMultiInference(RunOptions(), bundle->meta_graph_def,
-                                 servable_version_, bundle->session.get(),
+                                 this->servable_version_, bundle->session.get(),
                                  request, &response, thread_pool_options));
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 
@@ -419,6 +418,16 @@ TEST_F(MultiInferenceTest, ThreadPoolOptions) {
   ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
 }
 
+REGISTER_TYPED_TEST_SUITE_P(
+    MultiInferenceTest, MissingInputTest, UndefinedSignatureTest,
+    InconsistentModelSpecsInRequestTest, EvaluateDuplicateSignaturesTest,
+    UsupportedSignatureTypeTest, ValidSingleSignatureTest,
+    MultipleValidRegressSignaturesTest, RegressAndClassifySignaturesTest,
+    ThreadPoolOptions);
+
+typedef ::testing::Types<tf1_model_t, tf2_model_t> ModelTypes;
+INSTANTIATE_TYPED_TEST_SUITE_P(MultiInference, MultiInferenceTest, ModelTypes);
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 87eeee02362..c247d8bc6d1 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -173,6 +173,29 @@ Status PerformOneShotTensorComputation(
                       thread_pool_options);
 }
 
+Status PerformOneShotTensorComputation(
+    const RunOptions& run_options, const Input& input,
+    const std::set<string>& input_tensor_names,
+    const std::vector<string>& output_tensor_names, Session* session,
+    std::vector<Tensor>* outputs, int* num_input_examples,
+    const thread::ThreadPoolOptions& thread_pool_options) {
+  // Setup the input Tensor to be a vector of string containing the serialized
+  // tensorflow.Example.
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(InputToSerializedExampleTensor(input, &input_tensor));
+  *num_input_examples = input_tensor.dim_size(0);
+
+  std::vector<std::pair<string, Tensor>> inputs;
+  inputs.reserve(input_tensor_names.size());
+  for (const auto& name : input_tensor_names) {
+    inputs.emplace_back(name, input_tensor);
+  }
+
+  RunMetadata run_metadata;
+  return session->Run(run_options, inputs, output_tensor_names, {}, outputs,
+                      &run_metadata, thread_pool_options);
+}
+
 void MakeModelSpec(const string& model_name,
                    const optional<string>& signature_name,
                    const optional<int64>& version, ModelSpec* model_spec) {
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 0b8a211a3f9..5171497ffb7 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -78,6 +78,16 @@ Status PerformOneShotTensorComputation(
     const thread::ThreadPoolOptions& thread_pool_options =
         thread::ThreadPoolOptions());
 
+// Same as PerformOneShotTensorComputation() above, except allows for multiple
+// input tensor names (each tensor is fed the *same* `input`).
+Status PerformOneShotTensorComputation(
+    const RunOptions& run_options, const Input& input,
+    const std::set<string>& input_tensor_names,
+    const std::vector<string>& output_tensor_names, Session* session,
+    std::vector<Tensor>* outputs, int* num_input_examples,
+    const thread::ThreadPoolOptions& thread_pool_options =
+        thread::ThreadPoolOptions());
+
 // Populates given model_spec based on the model name and optional
 // signature/version information.
 // If signature_name has a value and is empty, model_spec's signature_name is

From a921ae07089d8b47a0016ee64dd1f007a01eb396 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Aug 2020 00:01:34 -0700
Subject: [PATCH 4062/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41511feb-8bb3-4f2d-8993-e6b50d9e61d8

PiperOrigin-RevId: 327928384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2178ae914b..9e5d104232c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49306705bbae9b2abbdb52dd86cf32e80df658c5283d5ed794d63f86d983efed",
-    git_commit = "441508d2ab47e9aae3ceb62d59004f4f4b5d8c2b",
+    sha256 = "3bf6e80b9fd3be012dd11d1285efc6d0797553101523aa2c17576cf7998ddb89",
+    git_commit = "fcdb58d185039bd732e877a3cae6485608a39e70",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54cd1c890cf94cdecf20b89f887ffe522fbab3e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Aug 2020 06:02:11 -0700
Subject: [PATCH 4063/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdac9518-d3df-4c55-bcf1-184db84cb8cf

PiperOrigin-RevId: 327947539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e5d104232c..3c0b81e0328 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bf6e80b9fd3be012dd11d1285efc6d0797553101523aa2c17576cf7998ddb89",
-    git_commit = "fcdb58d185039bd732e877a3cae6485608a39e70",
+    sha256 = "c63fd3a7830961e5a7b633d16da7af278df8854aa27dadfa841b0e29d9d7ba3b",
+    git_commit = "885a34acbf0e67dd19aa9ad1c446e952bf066c20",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 887dea14c3a1fe42150c534753d79068f450b4f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Aug 2020 06:01:26 -0700
Subject: [PATCH 4064/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c809093-57a3-4dc1-98f7-4c0299ea7d41

PiperOrigin-RevId: 328021982
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c0b81e0328..4fbc2534f95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c63fd3a7830961e5a7b633d16da7af278df8854aa27dadfa841b0e29d9d7ba3b",
-    git_commit = "885a34acbf0e67dd19aa9ad1c446e952bf066c20",
+    sha256 = "66fda5d6d894180ae65fceb5ee9aba2aab60b3a166cad545e3651f30218d1949",
+    git_commit = "cd00fde218710400725237e684bf0a2a7d9f100b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 47289ebcafbc5fcd066d166c5fd7bb9f2c532e96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Aug 2020 18:01:31 -0700
Subject: [PATCH 4065/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84c3b02c-52cd-4cd9-94db-9724f0776a40

PiperOrigin-RevId: 328062212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fbc2534f95..ca917b120b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66fda5d6d894180ae65fceb5ee9aba2aab60b3a166cad545e3651f30218d1949",
-    git_commit = "cd00fde218710400725237e684bf0a2a7d9f100b",
+    sha256 = "c795c52d71c0fd11635504b3f2a866bdf005c70c3d26dc3244983b2f642ccb48",
+    git_commit = "01b030b77623c5fa00a43640f77af2a43572d02c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 69996d31e429da5304d7746c6435fb5e6fb74054 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Aug 2020 00:01:26 -0700
Subject: [PATCH 4066/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2d48f3f-f5c1-4f77-be51-a6a56fa0e872

PiperOrigin-RevId: 328088800
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca917b120b8..c29d00b0a8b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c795c52d71c0fd11635504b3f2a866bdf005c70c3d26dc3244983b2f642ccb48",
-    git_commit = "01b030b77623c5fa00a43640f77af2a43572d02c",
+    sha256 = "046de1ab4d87827fe65aca98aef42072dd772d9696bc7c1d866dd8389c975831",
+    git_commit = "d4dcba1340f363762cc6003d4ed1f4db2df61858",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad5fa1e5fdbf954765de11a7765dcda90405eaeb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Aug 2020 06:01:25 -0700
Subject: [PATCH 4067/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f86d966-7bdb-4da5-9511-1e8b43d2015a

PiperOrigin-RevId: 328126972
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c29d00b0a8b..7837a77a661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "046de1ab4d87827fe65aca98aef42072dd772d9696bc7c1d866dd8389c975831",
-    git_commit = "d4dcba1340f363762cc6003d4ed1f4db2df61858",
+    sha256 = "fb165008afe6d8dcb0a486eb1d063a574135a219959948b82d30fc390e3a0d7f",
+    git_commit = "051ed1cbfdefac1404cbfe0c2b1dd6e13c4e8fbd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4a3aca01fa7a7e58d130364d185a9db3d2c5d2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Aug 2020 12:01:18 -0700
Subject: [PATCH 4068/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da5545ef-171e-47cf-a1f4-0c0a562a0a0f

PiperOrigin-RevId: 328183855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7837a77a661..3758e16e448 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb165008afe6d8dcb0a486eb1d063a574135a219959948b82d30fc390e3a0d7f",
-    git_commit = "051ed1cbfdefac1404cbfe0c2b1dd6e13c4e8fbd",
+    sha256 = "41b70edae86bd9f09bac1e56812790ca805b41bc030ee83967497c578cf64d90",
+    git_commit = "ee31098e5927e5b6181465ebb79b344cd36aa205",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c809305a50412a2b47f2287c76ea0be1070aabd6 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 24 Aug 2020 13:57:44 -0700
Subject: [PATCH 4069/8103] Use absl::optional instead of
 tensorflow::serving::optional.

PiperOrigin-RevId: 328205058
---
 tensorflow_serving/core/BUILD                 | 28 ++++++++++-------
 .../core/aspired_version_policy.cc            |  4 +--
 .../core/aspired_version_policy.h             |  7 ++---
 .../core/aspired_version_policy_test.cc       |  8 ++---
 .../core/aspired_versions_manager.cc          | 15 ++++-----
 .../core/aspired_versions_manager.h           |  4 +--
 .../core/aspired_versions_manager_test.cc     | 18 ++++++-----
 .../core/availability_preserving_policy.cc    | 14 +++++----
 .../core/availability_preserving_policy.h     |  3 +-
 tensorflow_serving/core/basic_manager.h       |  8 ++---
 tensorflow_serving/core/basic_manager_test.cc | 22 ++++++-------
 tensorflow_serving/core/caching_manager.cc    |  4 +--
 .../core/caching_manager_test.cc              |  1 -
 .../core/load_servables_fast.cc               |  3 +-
 tensorflow_serving/core/loader_harness.h      |  4 +--
 tensorflow_serving/core/manager.h             |  7 +++--
 .../core/resource_preserving_policy.cc        | 10 +++---
 .../core/resource_preserving_policy.h         |  4 +--
 .../core/servable_state_monitor.cc            | 31 ++++++++++---------
 .../core/servable_state_monitor.h             | 16 +++++-----
 tensorflow_serving/core/simple_loader.h       | 15 ++++-----
 tensorflow_serving/core/simple_loader_test.cc |  4 +--
 tensorflow_serving/core/test_util/BUILD       |  1 +
 .../core/test_util/availability_test_util.cc  |  4 ++-
 tensorflow_serving/model_servers/BUILD        |  3 +-
 .../model_servers/get_model_status_impl.cc    |  4 ++-
 .../model_servers/server_core.cc              |  4 +--
 .../model_servers/server_core.h               |  6 ++--
 28 files changed, 136 insertions(+), 116 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index a1ab182def4..d58a66ce188 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -92,7 +92,8 @@ cc_library(
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/util:any_ptr",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
+        "@com_google_absl//absl/types:variant",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -338,7 +339,7 @@ cc_library(
     deps = [
         ":servable_handle",
         ":servable_id",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -418,7 +419,7 @@ cc_library(
         ":servable_id",
         ":servable_state",
         "//tensorflow_serving/util:event_bus",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -442,8 +443,8 @@ cc_library(
     deps = [
         ":loader",
         ":servable_id",
-        "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:retrier",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -476,6 +477,7 @@ cc_library(
         ":servable_handle",
         ":servable_id",
         ":servable_state",
+        ":source",
         "//tensorflow_serving/resources:resource_tracker",
         "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:event_bus",
@@ -483,7 +485,9 @@ cc_library(
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
         "//tensorflow_serving/util:hash",
         "//tensorflow_serving/util:inline_executor",
+        "//tensorflow_serving/util:retrier",
         "//tensorflow_serving/util:threadpool_executor",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -503,6 +507,7 @@ cc_test(
         "//tensorflow_serving/util:any_ptr",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:threadpool_executor",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
@@ -530,7 +535,7 @@ cc_library(
         ":target",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:observer",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
     ],
@@ -551,6 +556,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util:any_ptr",
         "//tensorflow_serving/util:event_bus",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
@@ -617,7 +623,7 @@ cc_library(
         ":servable_handle",
         ":servable_id",
         ":source_adapter",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -637,7 +643,6 @@ cc_test(
         "//tensorflow_serving/core/test_util:manager_test_util",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util:event_bus",
-        "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:threadpool_executor",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
@@ -654,7 +659,7 @@ cc_library(
     deps = [
         ":loader_harness",
         ":servable_id",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -667,7 +672,7 @@ cc_test(
         ":loader_harness",
         ":servable_id",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
     ],
 )
 
@@ -681,7 +686,7 @@ cc_library(
     deps = [
         ":aspired_version_policy",
         ":loader_harness",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
     ],
 )
 
@@ -705,7 +710,7 @@ cc_library(
     deps = [
         ":aspired_version_policy",
         ":loader_harness",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
     ],
 )
 
@@ -734,6 +739,7 @@ cc_library(
         ":servable_state_monitor",
         ":source",
         ":target",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/core/aspired_version_policy.cc b/tensorflow_serving/core/aspired_version_policy.cc
index 6a022fc979f..01cf119aa16 100644
--- a/tensorflow_serving/core/aspired_version_policy.cc
+++ b/tensorflow_serving/core/aspired_version_policy.cc
@@ -18,9 +18,9 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-optional<ServableId> AspiredVersionPolicy::GetHighestAspiredNewServableId(
+absl::optional<ServableId> AspiredVersionPolicy::GetHighestAspiredNewServableId(
     const std::vector<AspiredServableStateSnapshot>& all_versions) {
-  optional<ServableId> highest_version_id;
+  absl::optional<ServableId> highest_version_id;
   for (const auto& version : all_versions) {
     if (version.is_aspired && version.state == LoaderHarness::State::kNew) {
       if (!highest_version_id ||
diff --git a/tensorflow_serving/core/aspired_version_policy.h b/tensorflow_serving/core/aspired_version_policy.h
index cd819d8433b..c0e40ee6bf8 100644
--- a/tensorflow_serving/core/aspired_version_policy.h
+++ b/tensorflow_serving/core/aspired_version_policy.h
@@ -19,12 +19,11 @@ limitations under the License.
 #include <string>
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/core/loader_harness.h"
 #include "tensorflow_serving/core/servable_id.h"
-#include "tensorflow_serving/util/optional.h"
-
 namespace tensorflow {
 namespace serving {
 
@@ -75,13 +74,13 @@ class AspiredVersionPolicy {
   ///
   /// If no action is to be performed, we don't return an action, meaning
   /// that the servable stream is up to date.
-  virtual optional<ServableAction> GetNextAction(
+  virtual absl::optional<ServableAction> GetNextAction(
       const std::vector<AspiredServableStateSnapshot>& all_versions) const = 0;
 
  protected:
   /// Returns the aspired ServableId with the highest version that matches
   /// kNew state, if any exists.
-  static optional<ServableId> GetHighestAspiredNewServableId(
+  static absl::optional<ServableId> GetHighestAspiredNewServableId(
       const std::vector<AspiredServableStateSnapshot>& all_versions);
 
  private:
diff --git a/tensorflow_serving/core/aspired_version_policy_test.cc b/tensorflow_serving/core/aspired_version_policy_test.cc
index 3b5c07d06b4..5cc9d368141 100644
--- a/tensorflow_serving/core/aspired_version_policy_test.cc
+++ b/tensorflow_serving/core/aspired_version_policy_test.cc
@@ -17,9 +17,9 @@ limitations under the License.
 #include <vector>
 
 #include <gtest/gtest.h>
+#include "absl/types/optional.h"
 #include "tensorflow_serving/core/loader_harness.h"
 #include "tensorflow_serving/core/servable_id.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -28,7 +28,7 @@ class AspiredVersionPolicyTest : public ::testing::Test {
  public:
   // Expose the protected AspiredVersionPolicy::GetHighestAspiredNewServableId()
   // method.
-  optional<ServableId> GetHighestAspiredNewServableId(
+  absl::optional<ServableId> GetHighestAspiredNewServableId(
       const std::vector<AspiredServableStateSnapshot>& all_versions) {
     return AspiredVersionPolicy::GetHighestAspiredNewServableId(all_versions);
   }
@@ -39,7 +39,7 @@ TEST_F(AspiredVersionPolicyTest, NoHighestAspiredNewServableId) {
   std::vector<AspiredServableStateSnapshot> versions;
   versions.push_back({{"test", 10}, LoaderHarness::State::kNew, false});
   versions.push_back({{"test", 9}, LoaderHarness::State::kUnloading, true});
-  optional<ServableId> highest_aspired_new =
+  absl::optional<ServableId> highest_aspired_new =
       GetHighestAspiredNewServableId(versions);
   ASSERT_FALSE(highest_aspired_new);
 }
@@ -53,7 +53,7 @@ TEST_F(AspiredVersionPolicyTest, HighestAspiredNewServableId) {
   versions.push_back({{"test", 5}, LoaderHarness::State::kNew, true});
   versions.push_back({{"test", 3}, LoaderHarness::State::kNew, true});
 
-  optional<ServableId> highest_aspired_new =
+  absl::optional<ServableId> highest_aspired_new =
       GetHighestAspiredNewServableId(versions);
   ASSERT_TRUE(highest_aspired_new);
   EXPECT_EQ("test", highest_aspired_new.value().name);
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 238488a6cbf..1dd50f82499 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -50,8 +50,9 @@ struct Aspired {
 // Note that this returns a strict weak ordering.
 struct CompareActions {
  public:
-  bool operator()(const optional<AspiredVersionPolicy::ServableAction>& lhs,
-                  const optional<AspiredVersionPolicy::ServableAction>& rhs) {
+  bool operator()(
+      const absl::optional<AspiredVersionPolicy::ServableAction>& lhs,
+      const absl::optional<AspiredVersionPolicy::ServableAction>& rhs) {
     if (!lhs) {
       return false;
     }
@@ -324,9 +325,9 @@ bool AspiredVersionsManager::ContainsAnyReaspiredVersions(
 
 // We collect the version policy actions for each servable stream first. Then
 // we sort them based on the global policy and pick the first one.
-optional<AspiredVersionPolicy::ServableAction>
+absl::optional<AspiredVersionPolicy::ServableAction>
 AspiredVersionsManager::GetNextAction() {
-  std::vector<optional<AspiredVersionPolicy::ServableAction>> actions;
+  std::vector<absl::optional<AspiredVersionPolicy::ServableAction>> actions;
   for (const string& servable_name :
        basic_manager_->GetManagedServableNames()) {
     std::vector<AspiredServableStateSnapshot> aspired_state_snapshots;
@@ -342,8 +343,8 @@ AspiredVersionsManager::GetNextAction() {
   }
 
   std::sort(actions.begin(), actions.end(), CompareActions());
-  const optional<AspiredVersionPolicy::ServableAction> next_action =
-      !actions.empty() ? actions[0] : nullopt;
+  const absl::optional<AspiredVersionPolicy::ServableAction> next_action =
+      !actions.empty() ? actions[0] : absl::nullopt;
   if (next_action) {
     VLOG(1) << "Taking action: " << next_action->DebugString();
   }
@@ -430,7 +431,7 @@ void AspiredVersionsManager::HandlePendingAspiredVersionsRequests() {
 void AspiredVersionsManager::InvokePolicyAndExecuteAction() {
   mutex_lock l(basic_manager_read_modify_write_mu_);
 
-  const optional<AspiredVersionPolicy::ServableAction> next_action =
+  const absl::optional<AspiredVersionPolicy::ServableAction> next_action =
       GetNextAction();
   if (!next_action) {
     return;
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index caed40f7232..d0395d72510 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -21,6 +21,7 @@ limitations under the License.
 #include <unordered_map>
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
@@ -40,7 +41,6 @@ limitations under the License.
 #include "tensorflow_serving/core/target.h"
 #include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/observer.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -254,7 +254,7 @@ class AspiredVersionsManager : public Manager,
   // Goes through the harness map and calls the configured servable_policy with
   // the state snapshots to get a list of suggested actions. The actions are
   // then ordered and finally the topmost one is performed.
-  optional<AspiredVersionPolicy::ServableAction> GetNextAction()
+  absl::optional<AspiredVersionPolicy::ServableAction> GetNextAction()
       TF_EXCLUSIVE_LOCKS_REQUIRED(basic_manager_read_modify_write_mu_);
 
   // Checks for servables that are not aspired and at some final state and tells
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 7ec3c373231..6761afb7a93 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -38,6 +39,8 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::FakeLoader;
+using test_util::WaitUntilServableManagerStateIsOneOf;
 using ::testing::_;
 using ::testing::Invoke;
 using ::testing::InvokeWithoutArgs;
@@ -45,8 +48,6 @@ using ::testing::NiceMock;
 using ::testing::Return;
 using ::testing::UnorderedElementsAre;
 using ::testing::UnorderedElementsAreArray;
-using test_util::FakeLoader;
-using test_util::WaitUntilServableManagerStateIsOneOf;
 
 constexpr char kServableName[] = "kServableName";
 constexpr char kServableName2[] = "kServableName2";
@@ -1170,7 +1171,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
 
 class MockAspiredVersionPolicy : public AspiredVersionPolicy {
  public:
-  MOCK_METHOD(optional<ServableAction>, GetNextAction,
+  MOCK_METHOD(absl::optional<ServableAction>, GetNextAction,
               (const std::vector<AspiredServableStateSnapshot>&),
               (const, override));
 };
@@ -1199,11 +1200,12 @@ TEST(AspiredVersionsManagerTest, CallPolicyWithAllVersions) {
 
   std::vector<AspiredServableStateSnapshot> all_versions;
   EXPECT_CALL(*policy, GetNextAction(_))
-      .WillOnce(Invoke([&all_versions](
-          const std::vector<AspiredServableStateSnapshot>& snapshots) {
-        all_versions = snapshots;
-        return nullopt;
-      }));
+      .WillOnce(Invoke(
+          [&all_versions](
+              const std::vector<AspiredServableStateSnapshot>& snapshots) {
+            all_versions = snapshots;
+            return absl::nullopt;
+          }));
   test_util::AspiredVersionsManagerTestAccess(manager.get())
       .InvokePolicyAndExecuteAction();
   EXPECT_EQ(kNumVersionsPerServable, all_versions.size());
diff --git a/tensorflow_serving/core/availability_preserving_policy.cc b/tensorflow_serving/core/availability_preserving_policy.cc
index 73287542a16..befc3b76139 100644
--- a/tensorflow_serving/core/availability_preserving_policy.cc
+++ b/tensorflow_serving/core/availability_preserving_policy.cc
@@ -14,6 +14,8 @@ limitations under the License.
 ==============================================================================*/
 
 #include "tensorflow_serving/core/availability_preserving_policy.h"
+
+#include "absl/types/optional.h"
 #include "tensorflow_serving/core/loader_harness.h"
 
 namespace tensorflow {
@@ -22,7 +24,7 @@ namespace serving {
 namespace {
 
 // Returns the ServableId with the lowest version, if any exists.
-optional<ServableId> GetLowestServableId(
+absl::optional<ServableId> GetLowestServableId(
     const std::vector<AspiredServableStateSnapshot>& all_versions) {
   const auto& iterator =
       std::min_element(all_versions.begin(), all_versions.end(),
@@ -31,7 +33,7 @@ optional<ServableId> GetLowestServableId(
                          return a.id.version < b.id.version;
                        });
   if (iterator == all_versions.end()) {
-    return nullopt;
+    return absl::nullopt;
   } else {
     return iterator->id;
   }
@@ -39,7 +41,7 @@ optional<ServableId> GetLowestServableId(
 
 }  // namespace
 
-optional<AspiredVersionPolicy::ServableAction>
+absl::optional<AspiredVersionPolicy::ServableAction>
 AvailabilityPreservingPolicy::GetNextAction(
     const std::vector<AspiredServableStateSnapshot>& all_versions) const {
   // We first try to unload non-aspired versions (if any).
@@ -62,7 +64,7 @@ AvailabilityPreservingPolicy::GetNextAction(
   // ready, unload the lowest non-aspired version.
   if (!has_aspired || has_aspired_serving ||
       unaspired_serving_versions.size() > 1) {
-    optional<ServableId> version_to_unload =
+    absl::optional<ServableId> version_to_unload =
         GetLowestServableId(unaspired_serving_versions);
     if (version_to_unload) {
       return {{Action::kUnload, version_to_unload.value()}};
@@ -71,7 +73,7 @@ AvailabilityPreservingPolicy::GetNextAction(
 
   // If there is at least one new aspired version, load the one with the
   // highest version number.
-  optional<ServableId> highest_new_aspired_version_id =
+  absl::optional<ServableId> highest_new_aspired_version_id =
       GetHighestAspiredNewServableId(all_versions);
   if (highest_new_aspired_version_id) {
     VLOG(1) << "AvailabilityPreservingPolicy requesting to load servable "
@@ -79,7 +81,7 @@ AvailabilityPreservingPolicy::GetNextAction(
     return {{Action::kLoad, highest_new_aspired_version_id.value()}};
   }
 
-  return nullopt;
+  return absl::nullopt;
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/availability_preserving_policy.h b/tensorflow_serving/core/availability_preserving_policy.h
index df68bae5850..497dea76d95 100644
--- a/tensorflow_serving/core/availability_preserving_policy.h
+++ b/tensorflow_serving/core/availability_preserving_policy.h
@@ -20,7 +20,6 @@ limitations under the License.
 
 #include "tensorflow_serving/core/aspired_version_policy.h"
 #include "tensorflow_serving/core/loader_harness.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -39,7 +38,7 @@ namespace serving {
 // load the aspired new version with the highest version number.
 class AvailabilityPreservingPolicy final : public AspiredVersionPolicy {
  public:
-  optional<ServableAction> GetNextAction(
+  absl::optional<ServableAction> GetNextAction(
       const std::vector<AspiredServableStateSnapshot>& all_versions)
       const override;
 };
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index cd8abe41d7f..59e47754112 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -22,6 +22,7 @@ limitations under the License.
 #include <unordered_map>
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/hash/hash.h"
@@ -40,7 +41,6 @@ limitations under the License.
 #include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/executor.h"
 #include "tensorflow_serving/util/fast_read_dynamic_ptr.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -212,7 +212,7 @@ class BasicManager : public Manager {
   /// REQUIRES: This manager should have been managing this servable already,
   /// else we return nullopt.
   template <typename T = std::nullptr_t>
-  optional<ServableStateSnapshot<T>> GetManagedServableStateSnapshot(
+  absl::optional<ServableStateSnapshot<T>> GetManagedServableStateSnapshot(
       const ServableId& id);
 
   /// @return the additional state for the servable. Returns nullptr if there is
@@ -549,13 +549,13 @@ BasicManager::GetManagedServableStateSnapshots(
 }
 
 template <typename T>
-optional<ServableStateSnapshot<T>>
+absl::optional<ServableStateSnapshot<T>>
 BasicManager::GetManagedServableStateSnapshot(const ServableId& id) {
   mutex_lock l(mu_);
 
   auto iter = FindHarnessInMap(id);
   if (iter == managed_map_.end()) {
-    return nullopt;
+    return absl::nullopt;
   }
   return iter->second->loader_state_snapshot<T>();
 }
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 513e222a01b..ed368c63be6 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -39,6 +40,8 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::FakeLoader;
+using test_util::WaitUntilServableManagerStateIsOneOf;
 using ::testing::_;
 using ::testing::AnyOf;
 using ::testing::HasSubstr;
@@ -50,8 +53,6 @@ using ::testing::NiceMock;
 using ::testing::Return;
 using ::testing::UnorderedElementsAre;
 using ::testing::UnorderedElementsAreArray;
-using test_util::FakeLoader;
-using test_util::WaitUntilServableManagerStateIsOneOf;
 
 constexpr char kServableName[] = "kServableName";
 constexpr char kServableName2[] = "kServableName2";
@@ -223,7 +224,7 @@ TEST_P(BasicManagerTest, StopManagingDisabledServable) {
       id, [](const Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
-  const optional<ServableStateSnapshot<>> snapshot =
+  const absl::optional<ServableStateSnapshot<>> snapshot =
       basic_manager_->GetManagedServableStateSnapshot(id);
   EXPECT_EQ(LoaderHarness::State::kDisabled, snapshot->state);
   const ServableState expected_state = {id, ServableState::ManagerState::kEnd,
@@ -245,7 +246,7 @@ TEST_P(BasicManagerTest, DontStopManagingOnError) {
   });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
-  const optional<ServableStateSnapshot<>> snapshot =
+  const absl::optional<ServableStateSnapshot<>> snapshot =
       basic_manager_->GetManagedServableStateSnapshot(id);
   EXPECT_EQ(LoaderHarness::State::kError, snapshot->state);
   const ServableState expected_error_state = {
@@ -456,7 +457,7 @@ TEST_P(BasicManagerTest, GetManagedServableStateSnapshot) {
   // Check servable state snapshot corresponding to a servable-id that is in
   // ready state.
   const ServableId id_ready = {kServableName, 1};
-  const optional<ServableStateSnapshot<>> actual_ready_snapshot =
+  const absl::optional<ServableStateSnapshot<>> actual_ready_snapshot =
       basic_manager_->GetManagedServableStateSnapshot(id_ready);
   EXPECT_TRUE(actual_ready_snapshot);
   const ServableStateSnapshot<> expected_ready_snapshot = {
@@ -725,11 +726,10 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
 
   Notification unload_called;
   Notification unload_continue;
-  EXPECT_CALL(*loader, Unload())
-      .WillOnce(Invoke([&]() {
-        unload_called.Notify();
-        unload_continue.WaitForNotification();
-      }));
+  EXPECT_CALL(*loader, Unload()).WillOnce(Invoke([&]() {
+    unload_called.Notify();
+    unload_continue.WaitForNotification();
+  }));
   // Scoped to ensure UnloadServable() is scheduled.
   std::unique_ptr<Thread> unload_thread(
       Env::Default()->StartThread(ThreadOptions(), "UnloadThread", [&]() {
@@ -1362,7 +1362,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
               EqualsServableState(expected_error_state));
 
   // Make sure we're still managing the rejected servable.
-  const optional<ServableStateSnapshot<>> snapshot =
+  const absl::optional<ServableStateSnapshot<>> snapshot =
       basic_manager_->GetManagedServableStateSnapshot(rejected_id);
   EXPECT_EQ(LoaderHarness::State::kError, snapshot->state);
 }
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 338086d0336..89829e644aa 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <utility>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -24,7 +25,6 @@ limitations under the License.
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/servable_id.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -124,7 +124,7 @@ Status CachingManager::LoadServable(
 
     // Retrieve the state of the servable from the wrapped basic-manager. The
     // servable should already be managed by the basic-manager.
-    const optional<ServableStateSnapshot<>> snapshot =
+    const absl::optional<ServableStateSnapshot<>> snapshot =
         basic_manager_->GetManagedServableStateSnapshot(servable_id);
     if (snapshot) {
       // The servable is already being managed by 'basic_manager_'. Hence it
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index cfe7f899b5e..3dcfa303656 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -33,7 +33,6 @@ limitations under the License.
 #include "tensorflow_serving/core/test_util/fake_loader_source_adapter.h"
 #include "tensorflow_serving/core/test_util/manager_test_util.h"
 #include "tensorflow_serving/util/event_bus.h"
-#include "tensorflow_serving/util/optional.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index 940700f7cef..70297dc1506 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow_serving/core/servable_state.h"
@@ -96,7 +97,7 @@ Status ConnectSourcesWithFastInitialLoad(
           for (const auto& id_and_state : states_reached) {
             if (id_and_state.second !=
                 ServableState::ManagerState::kAvailable) {
-              optional<ServableState> maybe_state =
+              absl::optional<ServableState> maybe_state =
                   servable_state_monitor->GetState(id_and_state.first);
               const string error_msg =
                   maybe_state && !maybe_state.value().health.ok()
diff --git a/tensorflow_serving/core/loader_harness.h b/tensorflow_serving/core/loader_harness.h
index 5a890075475..c3d0c7aaade 100644
--- a/tensorflow_serving/core/loader_harness.h
+++ b/tensorflow_serving/core/loader_harness.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/mutex.h"
@@ -25,7 +26,6 @@ limitations under the License.
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/servable_id.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -253,7 +253,7 @@ template <typename T = std::nullptr_t>
 struct ServableStateSnapshot final {
   ServableId id;
   LoaderHarness::State state;
-  optional<T> additional_state;
+  absl::optional<T> additional_state;
 };
 
 template <typename T>
diff --git a/tensorflow_serving/core/manager.h b/tensorflow_serving/core/manager.h
index 9622f4207d3..9fefca206ab 100644
--- a/tensorflow_serving/core/manager.h
+++ b/tensorflow_serving/core/manager.h
@@ -22,13 +22,13 @@ limitations under the License.
 #include <string>
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/servable_id.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -47,7 +47,7 @@ struct ServableRequest {
   string name;
 
   // An optional specific version number to use.
-  optional<int64> version;
+  absl::optional<int64> version;
 
   // How to choose a version number automatically, if 'version' is left unset.
   enum class AutoVersionPolicy {
@@ -65,7 +65,8 @@ struct ServableRequest {
   ////////
   // Legacy constructors. Do not use in new code.
   ServableRequest() = default;
-  ServableRequest(const string& name_in, const optional<int64>& version_in)
+  ServableRequest(const string& name_in,
+                  const absl::optional<int64>& version_in)
       : name(name_in),
         version(version_in),
         auto_version_policy(AutoVersionPolicy::kLatest) {}
diff --git a/tensorflow_serving/core/resource_preserving_policy.cc b/tensorflow_serving/core/resource_preserving_policy.cc
index 51bb74c486a..b74443fc1e2 100644
--- a/tensorflow_serving/core/resource_preserving_policy.cc
+++ b/tensorflow_serving/core/resource_preserving_policy.cc
@@ -18,7 +18,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-optional<AspiredVersionPolicy::ServableAction>
+absl::optional<AspiredVersionPolicy::ServableAction>
 ResourcePreservingPolicy::GetNextAction(
     const std::vector<AspiredServableStateSnapshot>& all_versions) const {
   // First iterate over all_versions and find any in kReady that are no longer
@@ -41,20 +41,20 @@ ResourcePreservingPolicy::GetNextAction(
                            version.state != LoaderHarness::State::kError;
                   });
   if (not_aspired_not_finished) {
-    return nullopt;
+    return absl::nullopt;
   }
 
   // Third and only if no action was found earlier, load the aspired new
   // servable with the highest version if any.
-  optional<ServableId> highest_aspired_new_version_id =
+  absl::optional<ServableId> highest_aspired_new_version_id =
       GetHighestAspiredNewServableId(all_versions);
   if (highest_aspired_new_version_id) {
     VLOG(1) << "ResourcePreservingPolicy requesting to load servable "
-            << highest_aspired_new_version_id;
+            << highest_aspired_new_version_id.value();
     return {{Action::kLoad, highest_aspired_new_version_id.value()}};
   }
 
-  return nullopt;
+  return absl::nullopt;
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/resource_preserving_policy.h b/tensorflow_serving/core/resource_preserving_policy.h
index 1f4f0364dc4..6c6a6c8c848 100644
--- a/tensorflow_serving/core/resource_preserving_policy.h
+++ b/tensorflow_serving/core/resource_preserving_policy.h
@@ -18,9 +18,9 @@ limitations under the License.
 
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow_serving/core/aspired_version_policy.h"
 #include "tensorflow_serving/core/loader_harness.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -41,7 +41,7 @@ namespace serving {
 // NB: This policy does not in any way solve cross-replica availability.
 class ResourcePreservingPolicy final : public AspiredVersionPolicy {
  public:
-  optional<ServableAction> GetNextAction(
+  absl::optional<ServableAction> GetNextAction(
       const std::vector<AspiredServableStateSnapshot>& all_versions)
       const override;
 };
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index e08228dcd57..135f6a5a521 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -58,9 +58,9 @@ void UpdateLiveStates(
 
 // Returns the state reached iff the servable has reached 'goal_state' or kEnd,
 // otherwise nullopt.
-optional<ServableState::ManagerState> HasSpecificServableReachedState(
+absl::optional<ServableState::ManagerState> HasSpecificServableReachedState(
     const ServableId& servable_id, const ServableState::ManagerState goal_state,
-    const optional<ServableStateMonitor::ServableStateAndTime>
+    const absl::optional<ServableStateMonitor::ServableStateAndTime>
         opt_servable_state_time) {
   if (!opt_servable_state_time) {
     return {};
@@ -75,10 +75,10 @@ optional<ServableState::ManagerState> HasSpecificServableReachedState(
 
 // Returns the id of the servable in the stream which has reached 'goal_state'
 // or kEnd. If no servable has done so, returns nullopt.
-optional<ServableId> HasAnyServableInStreamReachedState(
+absl::optional<ServableId> HasAnyServableInStreamReachedState(
     const string& stream_name, const ServableState::ManagerState goal_state,
     const ServableStateMonitor::ServableMap& states) {
-  optional<ServableId> opt_servable_id;
+  absl::optional<ServableId> opt_servable_id;
   const auto found_it = states.find(stream_name);
   if (found_it == states.end()) {
     return {};
@@ -121,33 +121,33 @@ ServableStateMonitor::~ServableStateMonitor() {
   bus_subscription_ = nullptr;
 }
 
-optional<ServableStateMonitor::ServableStateAndTime>
+absl::optional<ServableStateMonitor::ServableStateAndTime>
 ServableStateMonitor::GetStateAndTimeInternal(
     const ServableId& servable_id) const {
   auto it = states_.find(servable_id.name);
   if (it == states_.end()) {
-    return nullopt;
+    return absl::nullopt;
   }
   const VersionMap& versions = it->second;
   auto it2 = versions.find(servable_id.version);
   if (it2 == versions.end()) {
-    return nullopt;
+    return absl::nullopt;
   }
   return it2->second;
 }
 
-optional<ServableStateMonitor::ServableStateAndTime>
+absl::optional<ServableStateMonitor::ServableStateAndTime>
 ServableStateMonitor::GetStateAndTime(const ServableId& servable_id) const {
   mutex_lock l(mu_);
   return GetStateAndTimeInternal(servable_id);
 }
 
-optional<ServableState> ServableStateMonitor::GetState(
+absl::optional<ServableState> ServableStateMonitor::GetState(
     const ServableId& servable_id) const {
-  const optional<ServableStateAndTime>& state_and_time =
+  const absl::optional<ServableStateAndTime>& state_and_time =
       GetStateAndTime(servable_id);
   if (!state_and_time) {
-    return nullopt;
+    return absl::nullopt;
   }
   return state_and_time->state;
 }
@@ -278,7 +278,8 @@ void ServableStateMonitor::HandleEvent(
   log_.emplace_back(state_and_time.state, state_and_time.event_time_micros);
 }
 
-optional<std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
+absl::optional<
+    std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
 ServableStateMonitor::ShouldSendStateReachedNotification(
     const ServableStateNotificationRequest& notification_request) {
   bool reached_goal_state = true;
@@ -287,7 +288,7 @@ ServableStateMonitor::ShouldSendStateReachedNotification(
     if (servable_request.version) {
       const ServableId servable_id = {servable_request.name,
                                       *servable_request.version};
-      const optional<ServableState::ManagerState> opt_state =
+      const absl::optional<ServableState::ManagerState> opt_state =
           HasSpecificServableReachedState(servable_id,
                                           notification_request.goal_state,
                                           GetStateAndTimeInternal(servable_id));
@@ -299,7 +300,7 @@ ServableStateMonitor::ShouldSendStateReachedNotification(
           reached_goal_state && *opt_state == notification_request.goal_state;
       states_reached[servable_id] = *opt_state;
     } else {
-      const optional<ServableId> opt_servable_id =
+      const absl::optional<ServableId> opt_servable_id =
           HasAnyServableInStreamReachedState(
               servable_request.name, notification_request.goal_state, states_);
       if (!opt_servable_id) {
@@ -320,7 +321,7 @@ void ServableStateMonitor::MaybeSendStateReachedNotifications() {
   for (auto iter = servable_state_notification_requests_.begin();
        iter != servable_state_notification_requests_.end();) {
     const ServableStateNotificationRequest& notification_request = *iter;
-    const optional<
+    const absl::optional<
         std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
         opt_state_and_states_reached =
             ShouldSendStateReachedNotification(notification_request);
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index b42c18611a1..7de9b9ef596 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include <functional>
 #include <map>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/mutex.h"
@@ -28,7 +29,6 @@ limitations under the License.
 #include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/util/event_bus.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -85,12 +85,12 @@ class ServableStateMonitor {
 
   /// Returns the current state of one servable, or nullopt if that servable is
   /// not being tracked.
-  optional<ServableState> GetState(const ServableId& servable_id) const
+  absl::optional<ServableState> GetState(const ServableId& servable_id) const
       TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current state and time of one servable, or nullopt if that
   /// servable is not being tracked.
-  optional<ServableStateAndTime> GetStateAndTime(
+  absl::optional<ServableStateAndTime> GetStateAndTime(
       const ServableId& servable_id) const TF_LOCKS_EXCLUDED(mu_);
 
   /// Returns the current states of all tracked versions of the given servable,
@@ -167,8 +167,9 @@ class ServableStateMonitor {
   void Notify(const NotifyFn& notify_fn) TF_LOCKS_EXCLUDED(notify_mu_);
 
  private:
-  optional<ServableStateMonitor::ServableStateAndTime> GetStateAndTimeInternal(
-      const ServableId& servable_id) const TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
+  absl::optional<ServableStateMonitor::ServableStateAndTime>
+  GetStateAndTimeInternal(const ServableId& servable_id) const
+      TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   // Request to send notification, setup using
   // NotifyWhenServablesReachState(...).
@@ -181,7 +182,8 @@ class ServableStateMonitor {
   // Checks whether the notification request is satisfied and we cand send it.
   // If so, returns the 'reached_goal_state' bool and the 'states_reached' by
   // each servable.  Oterwise returns nullopt.
-  optional<std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
+  absl::optional<
+      std::pair<bool, std::map<ServableId, ServableState::ManagerState>>>
   ShouldSendStateReachedNotification(
       const ServableStateNotificationRequest& notification_request)
       TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
@@ -203,7 +205,7 @@ class ServableStateMonitor {
       const EventBus<ServableState>::EventAndTime& state_and_time);
 
   // Handles a bus event.
-  void HandleEvent(const EventBus<ServableState>::EventAndTime& state_and_time)
+  void HandleEvent(const EventBus<ServableState>::EventAndTime& event_and_time)
       TF_LOCKS_EXCLUDED(mu_, notify_mu_);
 
   const Options options_;
diff --git a/tensorflow_serving/core/simple_loader.h b/tensorflow_serving/core/simple_loader.h
index 49967465ce0..12cfec35b8f 100644
--- a/tensorflow_serving/core/simple_loader.h
+++ b/tensorflow_serving/core/simple_loader.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include <functional>
 #include <memory>
 
+#include "absl/types/optional.h"
 #include "absl/types/variant.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -30,7 +31,6 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/util/any_ptr.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -115,7 +115,7 @@ class SimpleLoader : public Loader {
   // Constructor which accepts all variations of the params.
   SimpleLoader(CreatorVariant creator_variant,
                ResourceEstimator resource_estimator,
-               optional<ResourceEstimator> post_load_resource_estimator);
+               absl::optional<ResourceEstimator> post_load_resource_estimator);
 
   ~SimpleLoader() override = default;
 
@@ -142,10 +142,10 @@ class SimpleLoader : public Loader {
   // An optional function that estimates the resources needed for the servable
   // after it has been loaded. (If omitted, 'resource_estimator_' should be used
   // for all estimates, i.e. before, during and after load.)
-  optional<ResourceEstimator> post_load_resource_estimator_;
+  absl::optional<ResourceEstimator> post_load_resource_estimator_;
 
   // The memoized estimated resource requirement of the servable.
-  mutable optional<ResourceAllocation> memoized_resource_estimate_;
+  mutable absl::optional<ResourceAllocation> memoized_resource_estimate_;
 
   std::unique_ptr<ResourceUtil> resource_util_;
   Resource ram_resource_;
@@ -231,14 +231,15 @@ SimpleLoader<ServableType>::EstimateNoResources() {
 template <typename ServableType>
 SimpleLoader<ServableType>::SimpleLoader(Creator creator,
                                          ResourceEstimator resource_estimator)
-    : SimpleLoader(CreatorVariant(creator), resource_estimator, nullopt) {}
+    : SimpleLoader(CreatorVariant(creator), resource_estimator, absl::nullopt) {
+}
 
 template <typename ServableType>
 SimpleLoader<ServableType>::SimpleLoader(
     CreatorWithMetadata creator_with_metadata,
     ResourceEstimator resource_estimator)
     : SimpleLoader(CreatorVariant(creator_with_metadata), resource_estimator,
-                   nullopt) {}
+                   absl::nullopt) {}
 
 template <typename ServableType>
 SimpleLoader<ServableType>::SimpleLoader(
@@ -258,7 +259,7 @@ SimpleLoader<ServableType>::SimpleLoader(
 template <typename ServableType>
 SimpleLoader<ServableType>::SimpleLoader(
     CreatorVariant creator_variant, ResourceEstimator resource_estimator,
-    optional<ResourceEstimator> post_load_resource_estimator)
+    absl::optional<ResourceEstimator> post_load_resource_estimator)
     : creator_variant_(creator_variant),
       resource_estimator_(resource_estimator),
       post_load_resource_estimator_(post_load_resource_estimator) {
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 864ea61b76c..0d4818d7a43 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -179,10 +179,10 @@ TYPED_TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
         *estimate = pre_load_resources;
         return Status::OK();
       },
-      [&post_load_resources](ResourceAllocation* estimate) {
+      absl::make_optional([&post_load_resources](ResourceAllocation* estimate) {
         *estimate = post_load_resources;
         return Status::OK();
-      });
+      }));
 
   // Run it twice, to exercise memoization.
   for (int i = 0; i < 2; ++i) {
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index 9ed632e1415..bf9215b458b 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -116,6 +116,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         "//tensorflow_serving/core:servable_state_monitor",
+        "@com_google_absl//absl/types:optional",
         "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/test_util/availability_test_util.cc b/tensorflow_serving/core/test_util/availability_test_util.cc
index 5606809df44..49044ab5877 100644
--- a/tensorflow_serving/core/test_util/availability_test_util.cc
+++ b/tensorflow_serving/core/test_util/availability_test_util.cc
@@ -14,6 +14,8 @@ limitations under the License.
 ==============================================================================*/
 
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
+
+#include "absl/types/optional.h"
 #include "tensorflow/core/platform/env.h"
 
 namespace tensorflow {
@@ -27,7 +29,7 @@ namespace {
 bool ServableManagerStateIsOneOf(
     const ServableStateMonitor& monitor, const ServableId& servable,
     const std::vector<ServableState::ManagerState>& states) {
-  optional<ServableState> maybe_state = monitor.GetState(servable);
+  absl::optional<ServableState> maybe_state = monitor.GetState(servable);
   if (!maybe_state) {
     return false;
   }
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 7c3b2973e48..3d0fba173b4 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -90,9 +90,9 @@ cc_library(
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/util:event_bus",
-        "//tensorflow_serving/util:optional",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -140,6 +140,7 @@ cc_library(
         "//tensorflow_serving/core:servable_state_monitor",
         "//tensorflow_serving/util:status_cc_proto",
         "//tensorflow_serving/util:status_util",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index 813e7119627..3f295f4383d 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <string>
 
+#include "absl/types/optional.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/util/status.pb.h"
@@ -82,7 +83,8 @@ Status GetModelStatusImpl::GetModelStatusWithModelSpec(
     // Only gets status for specified version of specified model.
     const int64 version = model_spec.version().value();
     const ServableId id = {model_name, version};
-    const optional<ServableState> opt_servable_state = monitor.GetState(id);
+    const absl::optional<ServableState> opt_servable_state =
+        monitor.GetState(id);
     if (!opt_servable_state) {
       return tensorflow::errors::NotFound("Could not find version ", version,
                                           " of model ", model_name);
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index b2b65ca9e67..69ba76cb196 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -303,7 +303,7 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
                                      " model(s) did not become available: {");
     for (const auto& id_and_state : states_reached) {
       if (id_and_state.second != ServableState::ManagerState::kAvailable) {
-        optional<ServableState> maybe_state =
+        absl::optional<ServableState> maybe_state =
             monitor->GetState(id_and_state.first);
         const string error_msg =
             maybe_state && !maybe_state.value().health.ok()
@@ -320,7 +320,7 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
 }
 
 Status ServerCore::AddModelsViaModelConfigList() {
-  const bool is_first_config = storage_path_source_and_router_ == nullopt;
+  const bool is_first_config = storage_path_source_and_router_ == absl::nullopt;
 
   // Create/reload the source, source router and source adapters.
   const FileSystemStoragePathSourceConfig source_config =
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 0d88acff8b4..6ddf50b1074 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -24,6 +24,7 @@ limitations under the License.
 
 #include "google/protobuf/any.pb.h"
 #include "absl/base/macros.h"
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/macros.h"
@@ -44,7 +45,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/util/event_bus.h"
-#include "tensorflow_serving/util/optional.h"
 #include "tensorflow_serving/util/unique_ptr_with_deps.h"
 
 namespace tensorflow {
@@ -93,7 +93,7 @@ class ServerCore : public Manager {
     ModelServerConfig model_server_config;
     // Relative (non-absolute) base-paths in model_server_config will
     // be prepended with model_config_list_root_dir.
-    optional<string> model_config_list_root_dir;
+    absl::optional<string> model_config_list_root_dir;
 
     // The AspiredVersionPolicy to use for the manager. Must be non-null.
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy;
@@ -429,7 +429,7 @@ class ServerCore : public Manager {
   // If the configuration uses a file-system source, this is populated with
   // pointers to the source and router (to enable reconfiguration later). Both
   // are owned by 'manager_'.
-  optional<StoragePathSourceAndRouter> storage_path_source_and_router_
+  absl::optional<StoragePathSourceAndRouter> storage_path_source_and_router_
       TF_GUARDED_BY(config_mu_);
 
   // A mutex for reconfiguration, used by ReloadConfig().

From cf1cf93eac1896c3c482d17b440489edea110670 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 24 Aug 2020 14:51:14 -0700
Subject: [PATCH 4070/8103] Use absl::optional instead of
 tensorflow::serving::optional.

PiperOrigin-RevId: 328214711
---
 tensorflow_serving/batching/BUILD             |  4 ++--
 .../batching/batching_session.cc              | 21 ++++++++++---------
 .../batching/batching_session.h               |  4 ++--
 .../batching/streaming_batch_scheduler.cc     |  8 ++++---
 .../batching/streaming_batch_scheduler.h      |  3 +--
 5 files changed, 21 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 44f24c3837d..6f8b227880d 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -25,7 +25,7 @@ cc_library(
     visibility = ["//visibility:private"],
     deps = [
         ":batch_scheduler_retrier",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
     ],
@@ -70,7 +70,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:hash",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index e600965dbd8..e69833ea2ec 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -256,12 +256,13 @@ class BatchingSession : public ServingSession {
                            const std::string& thread_pool_name);
 
   // Helper fucntion to run the session.
-  Status InternalRun(const RunOptions& run_options,
-                     const std::vector<std::pair<string, Tensor>>& inputs,
-                     const std::vector<string>& output_tensor_names,
-                     const std::vector<string>& target_node_names,
-                     std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-                     optional<thread::ThreadPoolOptions> thread_pool_options);
+  Status InternalRun(
+      const RunOptions& run_options,
+      const std::vector<std::pair<string, Tensor>>& inputs,
+      const std::vector<string>& output_tensor_names,
+      const std::vector<string>& target_node_names,
+      std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+      absl::optional<thread::ThreadPoolOptions> thread_pool_options);
 
   // Computes the size of an input tensor list for batching purposes, by
   // analyzing the 0th dimension size of each of the tensors. All tensors in the
@@ -361,7 +362,7 @@ Status BatchingSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata) {
   return InternalRun(run_options, inputs, output_tensor_names,
-                     target_node_names, outputs, run_metadata, nullopt);
+                     target_node_names, outputs, run_metadata, absl::nullopt);
 }
 
 Status BatchingSession::Run(
@@ -382,7 +383,7 @@ Status BatchingSession::InternalRun(
     const std::vector<string>& output_tensor_names,
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
-    optional<thread::ThreadPoolOptions> thread_pool_options) {
+    absl::optional<thread::ThreadPoolOptions> thread_pool_options) {
   if (!target_node_names.empty()) {
     return errors::PermissionDenied(
         "BatchingSession does not support target nodes");
@@ -522,7 +523,7 @@ Status BatchingSession::MergeInputTensors(
   std::map<string, std::vector<Tensor>> tensors_to_merge;
   // For each input tensor name a vector of maximum dimension sizes
   // among tensors from individual tasks.
-  optional<std::map<string, std::vector<int>>> max_dim_sizes;
+  absl::optional<std::map<string, std::vector<int>>> max_dim_sizes;
   if (options_.pad_variable_length_inputs) {
     std::vector<std::vector<std::pair<string, Tensor>>> all_task_inputs =
         GetTaskInputsVector(batch);
@@ -798,7 +799,7 @@ void BatchingSession::ProcessBatch(
     return;
   }
 
-  optional<thread::ThreadPoolOptions> thread_pool_options =
+  absl::optional<thread::ThreadPoolOptions> thread_pool_options =
       batch->task(0).thread_pool_options;
 
   const std::vector<string> output_tensor_names(
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 8d2634aad6b..a900cca65f9 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -26,6 +26,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/platform/threadpool_options.h"
@@ -33,7 +34,6 @@ limitations under the License.
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -223,7 +223,7 @@ struct BatchingSessionTask : public BatchTask {
   Status* status;
   std::vector<Tensor>* outputs;
   RunMetadata* run_metadata;
-  optional<thread::ThreadPoolOptions> thread_pool_options;
+  absl::optional<thread::ThreadPoolOptions> thread_pool_options;
 
   // Fields populated when a task is processed (as part of a batch), and
   // substantially used in the intermediate stage if a task is a slice of
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.cc b/tensorflow_serving/batching/streaming_batch_scheduler.cc
index b33b4d4a453..2932e7fa5cf 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.cc
@@ -17,6 +17,8 @@ limitations under the License.
 
 #include <utility>
 
+#include "absl/types/optional.h"
+
 namespace tensorflow {
 namespace serving {
 
@@ -50,7 +52,7 @@ void SingleTaskScheduler::Schedule(uint64 time_micros,
 }
 
 void SingleTaskScheduler::ThreadLogic() {
-  optional<Task> current_task = nullopt;
+  absl::optional<Task> current_task = absl::nullopt;
   for (;;) {
     // Sleep until the time specified in the current task, if any.
     if (current_task) {
@@ -65,7 +67,7 @@ void SingleTaskScheduler::ThreadLogic() {
       mutex_lock l(mu_);
       if (updated_task_) {
         current_task = updated_task_;
-        updated_task_ = nullopt;
+        updated_task_ = absl::nullopt;
         // We've got an updated task. Start over.
         continue;
       }
@@ -75,7 +77,7 @@ void SingleTaskScheduler::ThreadLogic() {
     // nothing to do, so sleep for a spell.
     if (current_task) {
       current_task->closure();
-      current_task = nullopt;
+      current_task = absl::nullopt;
     } else {
       if (stop_.HasBeenNotified()) {
         return;
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index 152480019d7..436518d3316 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -36,7 +36,6 @@ limitations under the License.
 #include "tensorflow/core/platform/thread_annotations.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/batching/batch_scheduler_retrier.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -277,7 +276,7 @@ class SingleTaskScheduler {
   };
 
   // A newly-scheduled task hasn't yet been picked up by 'thread_'.
-  optional<Task> updated_task_ TF_GUARDED_BY(mu_);
+  absl::optional<Task> updated_task_ TF_GUARDED_BY(mu_);
 
   // The time parameter passed in the most recent Schedule() invocation.
   // Used to enforce monotonicity.

From 6cc273a0430d79087ebfc5c30420bfdac289c335 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 24 Aug 2020 17:32:11 -0700
Subject: [PATCH 4071/8103] Internal change.

PiperOrigin-RevId: 328239791
---
 tensorflow_serving/BUILD | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/BUILD b/tensorflow_serving/BUILD
index 9e96c89fc4f..78b0e3ae6bb 100644
--- a/tensorflow_serving/BUILD
+++ b/tensorflow_serving/BUILD
@@ -12,9 +12,7 @@ exports_files(["LICENSE"])
 
 package_group(
     name = "internal",
-    packages = [
-        "//tensorflow_serving/...",
-    ],
+    packages = ["//tensorflow_serving/..."],
 )
 
 filegroup(

From dc25f42508fdfa966d9d9ed020f6d8689c899bf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Aug 2020 18:02:00 -0700
Subject: [PATCH 4072/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e98646ec-88e7-4836-a7e1-bbf4b03f2fb3

PiperOrigin-RevId: 328243201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3758e16e448..7d07b204842 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41b70edae86bd9f09bac1e56812790ca805b41bc030ee83967497c578cf64d90",
-    git_commit = "ee31098e5927e5b6181465ebb79b344cd36aa205",
+    sha256 = "c56fb5ffd9a9e5f3253bd0d268bd8538ed0de927faad12299351e417b1b8369b",
+    git_commit = "e82addaf775118306dd7c3cb6b6d0fb26ae130c1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6ccb003eb45f4961128e5cc2edf5d8b61ef51111 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 24 Aug 2020 23:53:03 -0700
Subject: [PATCH 4073/8103] Remove tensorflow::serving::MakeCleanup and use
 tensorflow::gtl::MakeCleanup.

PiperOrigin-RevId: 328278897
---
 tensorflow_serving/batching/BUILD             |   1 -
 .../batching/batching_session.cc              |   4 +-
 tensorflow_serving/core/BUILD                 |   1 -
 tensorflow_serving/core/basic_manager.cc      |   1 -
 tensorflow_serving/util/BUILD                 |  18 --
 tensorflow_serving/util/cleanup.h             | 123 --------
 tensorflow_serving/util/cleanup_test.cc       | 266 ------------------
 7 files changed, 2 insertions(+), 412 deletions(-)
 delete mode 100644 tensorflow_serving/util/cleanup.h
 delete mode 100644 tensorflow_serving/util/cleanup_test.cc

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 6f8b227880d..b88aa883a46 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -68,7 +68,6 @@ cc_library(
         ":threadsafe_status",
         "//tensorflow_serving/batching:incremental_barrier",
         "//tensorflow_serving/servables/tensorflow:serving_session",
-        "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:hash",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:core_cpu",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index e69833ea2ec..26839660ca6 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -26,6 +26,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/gtl/cleanup.h"
 #include "tensorflow/core/lib/monitoring/percentile_sampler.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/lib/strings/str_util.h"
@@ -38,7 +39,6 @@ limitations under the License.
 #include "tensorflow_serving/batching/incremental_barrier.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
-#include "tensorflow_serving/util/cleanup.h"
 #include "tensorflow_serving/util/hash.h"
 
 namespace tensorflow {
@@ -742,7 +742,7 @@ void BatchingSession::ProcessBatch(
   // individual tasks and signal that they are done. We use MakeCleanup() to
   // ensure that this happens no matter how we exit the method below.
   Status status;
-  auto finally = MakeCleanup([&status, &batch] {
+  auto finally = gtl::MakeCleanup([&status, &batch] {
     for (int i = 0; i < batch->num_tasks(); ++i) {
       BatchingSessionTask* task = batch->mutable_task(i);
       if (task->is_partial) {
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index d58a66ce188..e22dc4aec77 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -479,7 +479,6 @@ cc_library(
         ":servable_state",
         ":source",
         "//tensorflow_serving/resources:resource_tracker",
-        "//tensorflow_serving/util:cleanup",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:executor",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 52fcec1efad..f57041dcd70 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -29,7 +29,6 @@ limitations under the License.
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/source.h"
-#include "tensorflow_serving/util/cleanup.h"
 #include "tensorflow_serving/util/hash.h"
 #include "tensorflow_serving/util/inline_executor.h"
 #include "tensorflow_serving/util/retrier.h"
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 4fe1c1be15d..7067e3c3c32 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -191,24 +191,6 @@ cc_test(
     ],
 )
 
-cc_library(
-    name = "cleanup",
-    hdrs = ["cleanup.h"],
-    deps = [
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-)
-
-cc_test(
-    name = "cleanup_test",
-    size = "small",
-    srcs = ["cleanup_test.cc"],
-    deps = [
-        ":cleanup",
-        "//tensorflow_serving/core/test_util:test_main",
-    ],
-)
-
 cc_library(
     name = "executor",
     hdrs = ["executor.h"],
diff --git a/tensorflow_serving/util/cleanup.h b/tensorflow_serving/util/cleanup.h
deleted file mode 100644
index e8ffb85f367..00000000000
--- a/tensorflow_serving/util/cleanup.h
+++ /dev/null
@@ -1,123 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// MakeCleanup(f) returns an RAII cleanup object that calls 'f' in its
-// destructor. The easiest way to use MakeCleanup is with a lambda argument,
-// capturing the return value in an 'auto' local variable. Most users will not
-// need more sophisticated syntax than that.
-//
-// Example:
-//   void func() {}
-//     FILE* fp = fopen("data.txt", "r");
-//     if (fp == nullptr) return;
-//     auto fp_cleaner = MakeCleanup([fp] { fclose(fp); });
-//     // No matter what, fclose(fp) will happen.
-//     DataObject d;
-//     while (ReadDataObject(fp, &d)) {
-//       if (d.IsBad()) {
-//         printf("D'oh! Bad data");
-//         return;
-//       }
-//       PushGoodData(d);
-//     }
-//   }
-//
-// You can use Cleanup<F> directly, instead of using MakeCleanup and auto,
-// but there's rarely a reason to do that.
-//
-// You can call 'release()' on a Cleanup object to cancel the cleanup.
-
-#ifndef TENSORFLOW_SERVING_UTIL_CLEANUP_H_
-#define TENSORFLOW_SERVING_UTIL_CLEANUP_H_
-
-#include <type_traits>
-#include <utility>
-
-#include "tensorflow/core/platform/macros.h"
-#include "tensorflow/core/platform/types.h"
-
-namespace tensorflow {
-namespace serving {
-
-// A move-only RAII object that calls a stored cleanup functor when
-// destroyed. Cleanup<F> is the return type of MakeCleanup(F).
-template <typename F>
-class Cleanup {
- public:
-  Cleanup() : released_(true), f_() {}
-
-  template <typename G>
-  explicit Cleanup(G&& f)          // NOLINT
-      : f_(std::forward<G>(f)) {}  // NOLINT(build/c++11)
-
-  Cleanup(Cleanup&& src)  // NOLINT
-      : released_(src.is_released()),
-        f_(src.release()) {}
-
-  // Implicitly move-constructible from any compatible Cleanup<G>.
-  // The source will be released as if src.release() were called.
-  // A moved-from Cleanup can be safely destroyed or reassigned.
-  template <typename G>
-  Cleanup(Cleanup<G>&& src)  // NOLINT
-      : released_(src.is_released()),
-        f_(src.release()) {}
-
-  // Assignment to a Cleanup object behaves like destroying it
-  // and making a new one in its place, analogous to unique_ptr
-  // semantics.
-  Cleanup& operator=(Cleanup&& src) {  // NOLINT
-    if (!released_) f_();
-    released_ = src.released_;
-    f_ = src.release();
-    return *this;
-  }
-
-  ~Cleanup() {
-    if (!released_) {
-      f_();
-    }
-  }
-
-  // Releases the cleanup function instead of running it.
-  // Hint: use c.release()() to run early.
-  F release() {
-    released_ = true;
-    return std::move(f_);
-  }
-
-  bool is_released() const { return released_; }
-
- private:
-  static_assert(!std::is_reference<F>(), "F must not be a reference");
-
-  bool released_ = false;
-  F f_;
-};
-
-//////////
-// Implementation details follow. API users need not read.
-
-template <typename F, typename DecayF = typename std::decay<F>::type>
-Cleanup<DecayF> MakeCleanup(F&& f) TF_MUST_USE_RESULT;
-
-template <typename F, typename DecayF>
-Cleanup<DecayF> MakeCleanup(F&& f) {
-  return Cleanup<DecayF>(std::forward<F>(f));
-}
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_UTIL_CLEANUP_H_
diff --git a/tensorflow_serving/util/cleanup_test.cc b/tensorflow_serving/util/cleanup_test.cc
deleted file mode 100644
index 682fa4bb919..00000000000
--- a/tensorflow_serving/util/cleanup_test.cc
+++ /dev/null
@@ -1,266 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/util/cleanup.h"
-
-#include <functional>
-#include <string>
-#include <type_traits>
-
-#include <gtest/gtest.h>
-
-namespace tensorflow {
-namespace serving {
-
-using AnyCleanup = Cleanup<std::function<void()>>;
-
-template <typename T1, typename T2>
-void AssertTypeEq() {
-  static_assert(std::is_same<T1, T2>::value, "unexpected type");
-}
-
-TEST(CleanupTest, BasicLambda) {
-  string s = "active";
-  {
-    auto s_cleaner = MakeCleanup([&s] { s.assign("cleaned"); });
-    EXPECT_EQ("active", s);
-  }
-  EXPECT_EQ("cleaned", s);
-}
-
-TEST(FinallyTest, NoCaptureLambda) {
-  // Noncapturing lambdas are just structs and use aggregate initializers.
-  // Make sure MakeCleanup is compatible with that kind of initialization.
-  static string& s = *new string;
-  s.assign("active");
-  {
-    auto s_cleaner = MakeCleanup([] { s.append(" clean"); });
-    EXPECT_EQ("active", s);
-  }
-  EXPECT_EQ("active clean", s);
-}
-
-TEST(CleanupTest, Release) {
-  string s = "active";
-  {
-    auto s_cleaner = MakeCleanup([&s] { s.assign("cleaned"); });
-    EXPECT_EQ("active", s);
-    s_cleaner.release();
-  }
-  EXPECT_EQ("active", s);  // no cleanup should have occurred.
-}
-
-TEST(FinallyTest, TypeErasedWithoutFactory) {
-  string s = "active";
-  {
-    AnyCleanup s_cleaner([&s] { s.append(" clean"); });
-    EXPECT_EQ("active", s);
-  }
-  EXPECT_EQ("active clean", s);
-}
-
-struct Appender {
-  Appender(string* s_in, const string& msg_in) : s(s_in), msg(msg_in) {}
-  void operator()() const { s->append(msg); }
-  string* s;
-  string msg;
-};
-
-TEST(CleanupTest, NonLambda) {
-  string s = "active";
-  {
-    auto c = MakeCleanup(Appender(&s, " cleaned"));
-    AssertTypeEq<decltype(c), Cleanup<Appender>>();
-    EXPECT_EQ("active", s);
-  }
-  EXPECT_EQ("active cleaned", s);
-}
-
-TEST(CleanupTest, Assign) {
-  string s = "0";
-  {
-    auto clean1 = MakeCleanup(Appender(&s, " 1"));
-    auto clean2 = MakeCleanup(Appender(&s, " 2"));
-    EXPECT_EQ("0", s);
-    clean2 = std::move(clean1);
-    EXPECT_EQ("0 2", s);
-  }
-  EXPECT_EQ("0 2 1", s);
-}
-
-TEST(CleanupTest, AssignAny) {
-  // Check that implicit conversions can happen in assignment.
-  string s = "0";
-  {
-    auto clean1 = MakeCleanup(Appender(&s, " 1"));
-    AnyCleanup clean2 = MakeCleanup(Appender(&s, " 2"));
-    EXPECT_EQ("0", s);
-    clean2 = std::move(clean1);
-    EXPECT_EQ("0 2", s);
-  }
-  EXPECT_EQ("0 2 1", s);
-}
-
-TEST(CleanupTest, AssignFromReleased) {
-  string s = "0";
-  {
-    auto clean1 = MakeCleanup(Appender(&s, " 1"));
-    auto clean2 = MakeCleanup(Appender(&s, " 2"));
-    EXPECT_EQ("0", s);
-    clean1.release();
-    clean2 = std::move(clean1);
-    EXPECT_EQ("0 2", s);
-  }
-  EXPECT_EQ("0 2", s);
-}
-
-TEST(CleanupTest, AssignToReleased) {
-  string s = "0";
-  {
-    auto clean1 = MakeCleanup(Appender(&s, " 1"));
-    auto clean2 = MakeCleanup(Appender(&s, " 2"));
-    EXPECT_EQ("0", s);
-    clean2.release();
-    EXPECT_EQ("0", s);
-    clean2 = std::move(clean1);
-    EXPECT_EQ("0", s);
-  }
-  EXPECT_EQ("0 1", s);
-}
-
-TEST(CleanupTest, AssignToDefaultInitialized) {
-  string s = "0";
-  {
-    auto clean1 = MakeCleanup(Appender(&s, " 1"));
-    {
-      AnyCleanup clean2;
-      EXPECT_EQ("0", s);
-      clean2 = std::move(clean1);
-      EXPECT_EQ("0", s);
-    }
-    EXPECT_EQ("0 1", s);
-  }
-  EXPECT_EQ("0 1", s);
-}
-
-class CleanupReferenceTest : public testing::Test {
- public:
-  struct F {
-    int* cp;
-    int* i;
-    F(int* cp, int* i) : cp(cp), i(i) {}
-    F(const F& o) : cp(o.cp), i(o.i) { ++*cp; }
-    F& operator=(const F& o) {
-      cp = o.cp;
-      i = o.i;
-      ++*cp;
-      return *this;
-    }
-    F(F&&) = default;
-    F& operator=(F&&) = default;
-    void operator()() const { ++*i; }
-  };
-  int copies_ = 0;
-  int calls_ = 0;
-  F f_ = F(&copies_, &calls_);
-
-  static int g_calls;
-  void SetUp() override { g_calls = 0; }
-  static void CleanerFunction() { ++g_calls; }
-};
-int CleanupReferenceTest::g_calls = 0;
-
-TEST_F(CleanupReferenceTest, FunctionPointer) {
-  {
-    auto c = MakeCleanup(&CleanerFunction);
-    AssertTypeEq<decltype(c), Cleanup<void (*)()>>();
-    EXPECT_EQ(0, g_calls);
-  }
-  EXPECT_EQ(1, g_calls);
-  // Test that a function reference decays to a function pointer.
-  {
-    auto c = MakeCleanup(CleanerFunction);
-    AssertTypeEq<decltype(c), Cleanup<void (*)()>>();
-    EXPECT_EQ(1, g_calls);
-  }
-  EXPECT_EQ(2, g_calls);
-}
-
-TEST_F(CleanupReferenceTest, AssignLvalue) {
-  string s = "0";
-  Appender app1(&s, "1");
-  Appender app2(&s, "2");
-  {
-    auto c = MakeCleanup(app1);
-    c.release();
-    c = MakeCleanup(app2);
-    EXPECT_EQ("0", s);
-    app1();
-    EXPECT_EQ("01", s);
-  }
-  EXPECT_EQ("012", s);
-}
-
-TEST_F(CleanupReferenceTest, FunctorLvalue) {
-  // Test that MakeCleanup(lvalue) produces Cleanup<F>, not Cleanup<F&>.
-  EXPECT_EQ(0, copies_);
-  EXPECT_EQ(0, calls_);
-  {
-    auto c = MakeCleanup(f_);
-    AssertTypeEq<decltype(c), Cleanup<F>>();
-    EXPECT_EQ(1, copies_);
-    EXPECT_EQ(0, calls_);
-  }
-  EXPECT_EQ(1, copies_);
-  EXPECT_EQ(1, calls_);
-  {
-    auto c = MakeCleanup(f_);
-    EXPECT_EQ(2, copies_);
-    EXPECT_EQ(1, calls_);
-    F f2 = c.release();  // release is a move.
-    EXPECT_EQ(2, copies_);
-    EXPECT_EQ(1, calls_);
-    auto c2 = MakeCleanup(f2);  // copy
-    EXPECT_EQ(3, copies_);
-    EXPECT_EQ(1, calls_);
-  }
-  EXPECT_EQ(3, copies_);
-  EXPECT_EQ(2, calls_);
-}
-
-TEST_F(CleanupReferenceTest, FunctorRvalue) {
-  {
-    auto c = MakeCleanup(std::move(f_));
-    AssertTypeEq<decltype(c), Cleanup<F>>();
-    EXPECT_EQ(0, copies_);
-    EXPECT_EQ(0, calls_);
-  }
-  EXPECT_EQ(0, copies_);
-  EXPECT_EQ(1, calls_);
-}
-
-TEST_F(CleanupReferenceTest, FunctorReferenceWrapper) {
-  {
-    auto c = MakeCleanup(std::cref(f_));
-    AssertTypeEq<decltype(c), Cleanup<std::reference_wrapper<const F>>>();
-    EXPECT_EQ(0, copies_);
-    EXPECT_EQ(0, calls_);
-  }
-  EXPECT_EQ(0, copies_);
-  EXPECT_EQ(1, calls_);
-}
-
-}  // namespace serving
-}  // namespace tensorflow

From 0a972ab516a8f996f93ca9cf58293005854876d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Aug 2020 00:01:24 -0700
Subject: [PATCH 4074/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd955860-d7cc-48d0-99ae-0ea7a8c6aaf9

PiperOrigin-RevId: 328279557
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d07b204842..783aab7234a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c56fb5ffd9a9e5f3253bd0d268bd8538ed0de927faad12299351e417b1b8369b",
-    git_commit = "e82addaf775118306dd7c3cb6b6d0fb26ae130c1",
+    sha256 = "85c9f8870745f006dd1e8a46d3415d679bb368e0eb575d16d1fc35e0233e1e39",
+    git_commit = "5937b1d82a0f964e79ae4aa40c6ad986d5deec7f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 56ac5293a0271fb6b9b2568f1fb6fd00c3d171bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Aug 2020 03:49:56 -0700
Subject: [PATCH 4075/8103] Make Internal Change

PiperOrigin-RevId: 328303011
---
 tensorflow_serving/core/basic_manager.cc | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index f57041dcd70..731067623f0 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -728,10 +728,12 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
         },
         [&]() { return harness->cancel_load_retry(); });
     if (!reserve_resources_status.ok()) {
-      return errors::Internal(strings::StrCat(
-          "Error while attempting to reserve resources to load servable ",
-          harness->id().DebugString(), ": ",
-          reserve_resources_status.error_message()));
+      return Status(
+          reserve_resources_status.code(),
+          strings::StrCat(
+              "Error while attempting to reserve resources to load servable ",
+              harness->id().DebugString(), ": ",
+              reserve_resources_status.error_message()));
     }
     if (resources_reserved) {
       // Woohoo! We got our resources.

From 9c681e7153d7f34d17917060977dc86aa8342a5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Aug 2020 06:01:22 -0700
Subject: [PATCH 4076/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30d02aa0-c0b9-4860-b707-96866b8347d0

PiperOrigin-RevId: 328316069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 783aab7234a..110a95a7f1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85c9f8870745f006dd1e8a46d3415d679bb368e0eb575d16d1fc35e0233e1e39",
-    git_commit = "5937b1d82a0f964e79ae4aa40c6ad986d5deec7f",
+    sha256 = "c9b313227686c59fb9d97ead77604722267bad717ea35ef115fff77f9ddb7b6a",
+    git_commit = "de1a269b21cbad035faa095d8ce88fc2d680cf4a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c310607a03f9931d428c4472c1e0e0c33b286d1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Aug 2020 12:01:23 -0700
Subject: [PATCH 4077/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cc6a755-f831-40c9-8c02-f5fc35cd8a4c

PiperOrigin-RevId: 328375551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 110a95a7f1e..de841deeaef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9b313227686c59fb9d97ead77604722267bad717ea35ef115fff77f9ddb7b6a",
-    git_commit = "de1a269b21cbad035faa095d8ce88fc2d680cf4a",
+    sha256 = "d606052c9a1c11ec813f588d6e91483f06c3b2b05008b85ca9eda3905aa50de4",
+    git_commit = "c66e39713e484b5bbbe3f97c238acba129e62ea1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 19429c528534c18eb9e3b82af42d7acc16a09345 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Aug 2020 18:01:48 -0700
Subject: [PATCH 4078/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e71a5bb3-aabe-46c5-9a03-a673f31f77ab

PiperOrigin-RevId: 328441277
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de841deeaef..4de6ba5474a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d606052c9a1c11ec813f588d6e91483f06c3b2b05008b85ca9eda3905aa50de4",
-    git_commit = "c66e39713e484b5bbbe3f97c238acba129e62ea1",
+    sha256 = "ed91508f97c997a0f28e32296246ec99f5016901be62de46baa703a0c2b7c743",
+    git_commit = "a8a19d7f5198258a00c9117a3f656deed7dd35df",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d52d278261b90432b68a0f18e6315c238389289 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Aug 2020 00:01:49 -0700
Subject: [PATCH 4079/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ece3348f-d38c-4f15-a983-aa21b2b55ce7

PiperOrigin-RevId: 328479025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4de6ba5474a..9e0a8efdb08 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed91508f97c997a0f28e32296246ec99f5016901be62de46baa703a0c2b7c743",
-    git_commit = "a8a19d7f5198258a00c9117a3f656deed7dd35df",
+    sha256 = "2733b32627d6c6f8f08dd14c758100b713542fd06e1b4f8d6ccd7530d8abffee",
+    git_commit = "32f0fb73dbe4d9c09477cba2750cf35fbe6efeba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a826d0f2f2ee46d240408297616711612156ddd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Aug 2020 01:52:04 -0700
Subject: [PATCH 4080/8103] Use LOG(WARNING) instead of LOG(INFO) for actual
 allocation problems. Since this is retried and may eventually succeed, let's
 not upgrade it to ERROR for now.

PiperOrigin-RevId: 328490548
---
 tensorflow_serving/resources/resource_tracker.cc | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/resources/resource_tracker.cc b/tensorflow_serving/resources/resource_tracker.cc
index 259b21aadbc..eca0cd6b003 100644
--- a/tensorflow_serving/resources/resource_tracker.cc
+++ b/tensorflow_serving/resources/resource_tracker.cc
@@ -55,12 +55,13 @@ Status ResourceTracker::ReserveResources(const Loader& servable,
     util_->Add(servable_resources, &used_resources_);
     *success = true;
   } else {
-    LOG(INFO) << "Insufficient resources to load servable "
-              << "\ntotal resources:\n"
-              << total_resources_.DebugString() << "used/reserved resources:\n"
-              << used_resources_.DebugString()
-              << "resources requested by servable:\n"
-              << servable_resources.DebugString();
+    LOG(WARNING) << "Insufficient resources to load servable "
+                 << "\ntotal resources:\n"
+                 << total_resources_.DebugString()
+                 << "used/reserved resources:\n"
+                 << used_resources_.DebugString()
+                 << "resources requested by servable:\n"
+                 << servable_resources.DebugString();
     *success = false;
   }
 

From 3982a430ff29815d32bc0801d79d189387a7a855 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Aug 2020 06:01:28 -0700
Subject: [PATCH 4081/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43d48a7c-21cf-46ac-9c80-6161ce37bfd5

PiperOrigin-RevId: 328516620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e0a8efdb08..0da4c9bde04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2733b32627d6c6f8f08dd14c758100b713542fd06e1b4f8d6ccd7530d8abffee",
-    git_commit = "32f0fb73dbe4d9c09477cba2750cf35fbe6efeba",
+    sha256 = "502937cc54103a0c15da6ddcbae212418eec271f3ee5a80f2199c2301f971c90",
+    git_commit = "ed6d0f3e804753d514a03e4321987ba26d4b4960",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db2f83b72522d6ac70b06bdf9486eca4dd7ecf6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Aug 2020 12:01:19 -0700
Subject: [PATCH 4082/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd9c0d96-0d5c-4108-b0d4-9a605e9cee45

PiperOrigin-RevId: 328577823
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0da4c9bde04..f41610d9544 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "502937cc54103a0c15da6ddcbae212418eec271f3ee5a80f2199c2301f971c90",
-    git_commit = "ed6d0f3e804753d514a03e4321987ba26d4b4960",
+    sha256 = "e6d5c7fe618756be683f4710dabab51f3b8234898e1798cb67abeded71afc8b4",
+    git_commit = "fe36fba52bd7b13cb100425ca3b4de775af2b8c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27261e99e87710b32811175549f3c50fb015fdb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Aug 2020 18:01:47 -0700
Subject: [PATCH 4083/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0706b47d-9bba-4b4c-bd44-a93eeeeddc7e

PiperOrigin-RevId: 328647098
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f41610d9544..368b2034e43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6d5c7fe618756be683f4710dabab51f3b8234898e1798cb67abeded71afc8b4",
-    git_commit = "fe36fba52bd7b13cb100425ca3b4de775af2b8c2",
+    sha256 = "ae0e13bab6f0e67a8ac44e499a902fc6c5edabc2516aa8ec94b634826b63211f",
+    git_commit = "9544dfa6063e37afd7aa35aa33e8622734acc69b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d94c2f3394f408ba9ffc20eb650758b912bc62f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Aug 2020 00:01:40 -0700
Subject: [PATCH 4084/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e88ada6a-5d2d-4e60-8117-5e176d7dd0df

PiperOrigin-RevId: 328685350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 368b2034e43..2219d9525b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae0e13bab6f0e67a8ac44e499a902fc6c5edabc2516aa8ec94b634826b63211f",
-    git_commit = "9544dfa6063e37afd7aa35aa33e8622734acc69b",
+    sha256 = "fff93d13582b4ac89397ec9662a5ff378495affcd5992487e225080e3e0e1293",
+    git_commit = "188db19ebf9a645b90ad6ee6e6e127be28e68224",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a10583a358a0d1e96f52be4c044c29feb5db04b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Aug 2020 06:01:15 -0700
Subject: [PATCH 4085/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/beadec84-a798-4a77-9d8e-59dc5c71c8f0

PiperOrigin-RevId: 328722666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2219d9525b0..44789fe7ea6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fff93d13582b4ac89397ec9662a5ff378495affcd5992487e225080e3e0e1293",
-    git_commit = "188db19ebf9a645b90ad6ee6e6e127be28e68224",
+    sha256 = "04dc4fa88d3139f9cefd9269698db984f9679abf58bc050f5a780193be4553f0",
+    git_commit = "d00ddfd14d63df5bf065631b7e8f3ab226c76c97",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ade50845afee99937840e76da2d2355a2d7d4be6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Aug 2020 12:01:21 -0700
Subject: [PATCH 4086/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/070af700-ef37-41bb-a5d7-98b0b2d7060b

PiperOrigin-RevId: 328785483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44789fe7ea6..d407d9c2ef0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04dc4fa88d3139f9cefd9269698db984f9679abf58bc050f5a780193be4553f0",
-    git_commit = "d00ddfd14d63df5bf065631b7e8f3ab226c76c97",
+    sha256 = "1a5da7ff22fc62f741bc0263242127cbd36eb49265e4a5b5e8a3ed08194b0172",
+    git_commit = "69e75a3a12f88968961310cea746ea3e914eb5c6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e8e5222abbb39e84d1d4e5e9813626b2cc51daac Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 27 Aug 2020 13:50:28 -0700
Subject: [PATCH 4087/8103] Use absl::optional and remove
 tensorflow::serving::optional.

PiperOrigin-RevId: 328809356
---
 tensorflow_serving/servables/tensorflow/BUILD |  15 +-
 .../servables/tensorflow/classifier.cc        |   4 +-
 .../servables/tensorflow/classifier.h         |   6 +-
 .../servables/tensorflow/classifier_test.cc   | 503 ++++++++--------
 .../servables/tensorflow/multi_inference.cc   |   2 +-
 .../servables/tensorflow/multi_inference.h    |   8 +-
 .../tensorflow/multi_inference_helper.h       |   2 +-
 .../servables/tensorflow/predict_util.cc      |   7 +-
 .../servables/tensorflow/predict_util.h       |   9 +-
 .../servables/tensorflow/regressor.cc         |   4 +-
 .../servables/tensorflow/regressor.h          |   6 +-
 .../servables/tensorflow/regressor_test.cc    |  10 +-
 .../saved_model_bundle_source_adapter.cc      |   1 -
 .../servables/tensorflow/util.cc              |   6 +-
 .../servables/tensorflow/util.h               |   6 +-
 tensorflow_serving/util/BUILD                 |  23 -
 tensorflow_serving/util/optional.cc           |  25 -
 tensorflow_serving/util/optional.h            | 568 ------------------
 tensorflow_serving/util/optional_test.cc      | 525 ----------------
 19 files changed, 292 insertions(+), 1438 deletions(-)
 delete mode 100644 tensorflow_serving/util/optional.cc
 delete mode 100644 tensorflow_serving/util/optional.h
 delete mode 100644 tensorflow_serving/util/optional_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index e63108dfbb0..fb88cecbc35 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -196,7 +196,6 @@ cc_library(
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
-        "//tensorflow_serving/util:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -449,8 +448,8 @@ cc_library(
         ":predict_response_tensor_serialization_option",
         ":util",
         "//tensorflow_serving/apis:predict_cc_proto",
-        "//tensorflow_serving/util:optional",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
@@ -558,7 +557,7 @@ cc_library(
         "//tensorflow_serving/apis:classifier",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
@@ -580,7 +579,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
@@ -682,7 +681,7 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
@@ -704,7 +703,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
@@ -727,6 +726,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:classifier",
         "//tensorflow_serving/servables/tensorflow:regressor",
         "//tensorflow_serving/servables/tensorflow:util",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
@@ -775,6 +775,7 @@ cc_library(
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/model_servers:server_core",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:framework",
@@ -822,7 +823,7 @@ cc_library(
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis/internal:serialized_input_cc_proto",
-        "//tensorflow_serving/util:optional",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 91ea42e1b3e..5d8cc0709dd 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -320,8 +320,8 @@ Status PostProcessClassificationResult(
 
 Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
-                   const optional<int64>& servable_version, Session* session,
-                   const ClassificationRequest& request,
+                   const absl::optional<int64>& servable_version,
+                   Session* session, const ClassificationRequest& request,
                    ClassificationResponse* response,
                    const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index f394a9cd129..9df1b2117fe 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -20,11 +20,11 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/types/optional.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classifier.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -79,8 +79,8 @@ Status PostProcessClassificationResult(
 // Creates SavedModelTensorflowClassifier and runs Classification on it.
 Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
-                   const optional<int64>& servable_version, Session* session,
-                   const ClassificationRequest& request,
+                   const absl::optional<int64>& servable_version,
+                   Session* session, const ClassificationRequest& request,
                    ClassificationResponse* response,
                    const thread::ThreadPoolOptions& thread_pool_options =
                        thread::ThreadPoolOptions());
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index ad497b3a3d0..aa7eada02ca 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
+#include "absl/types/optional.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
@@ -38,15 +39,14 @@ limitations under the License.
 #include "tensorflow_serving/core/test_util/mock_session.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
-using ::testing::_;
 using test_util::EqualsProto;
 using test_util::MockSession;
+using ::testing::_;
 
 const char kInputTensor[] = "input:0";
 const char kClassTensor[] = "output:0";
@@ -66,7 +66,7 @@ const char kImproperlySizedScoresSignature[] = "ImproperlySizedScoresSignature";
 // class for that example.
 class FakeSession : public tensorflow::Session {
  public:
-  explicit FakeSession(optional<int64> expected_timeout)
+  explicit FakeSession(absl::optional<int64> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
   Status Create(const GraphDef& graph) override {
@@ -221,7 +221,7 @@ class FakeSession : public tensorflow::Session {
   }
 
  private:
-  const optional<int64> expected_timeout_;
+  const absl::optional<int64> expected_timeout_;
 };
 
 class ClassifierTest : public ::testing::TestWithParam<bool> {
@@ -230,7 +230,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
     SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    absl::optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
     fake_session_ = new FakeSession(expected_timeout);
     saved_model_bundle_->session.reset(fake_session_);
 
@@ -367,30 +367,29 @@ TEST_P(ClassifierTest, ExampleList) {
                                    "   } "
                                    " } "));
   // Test RunClassify
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "     score: 2 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "     score: 1 "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     label: 'cuatro' "
-                                               "     score: 4 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'tres' "
-                                               "     score: 3 "
-                                               "   } "
-                                               " } "));
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "     score: 2 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "     score: 1 "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     label: 'cuatro' "
+                                             "     score: 4 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'tres' "
+                                             "     score: 3 "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, ExampleListWithContext) {
@@ -424,30 +423,29 @@ TEST_P(ClassifierTest, ExampleListWithContext) {
                                    "   } "
                                    " } "));
 
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "     score: 2 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "     score: 1 "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "     score: 2 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "     score: 1 "
-                                               "   } "
-                                               " } "));
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "     score: 2 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "     score: 1 "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "     score: 2 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "     score: 1 "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
@@ -483,30 +481,29 @@ TEST_P(ClassifierTest, ExampleListWithContext_DuplicateFeatures) {
                                    "   } "
                                    " } "));
 
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "     score: 1 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "     score: 2 "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     label: 'tres' "
-                                               "     score: 3 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'cuatro' "
-                                               "     score: 4 "
-                                               "   } "
-                                               " } "));
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "     score: 1 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "     score: 2 "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     label: 'tres' "
+                                             "     score: 3 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'cuatro' "
+                                             "     score: 4 "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, ClassesOnly) {
@@ -536,26 +533,25 @@ TEST_P(ClassifierTest, ClassesOnly) {
                                    "   } "
                                    " } "));
 
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     label: 'cuatro' "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'tres' "
-                                               "   } "
-                                               " } "));
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     label: 'cuatro' "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'tres' "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, ScoresOnly) {
@@ -586,26 +582,25 @@ TEST_P(ClassifierTest, ScoresOnly) {
                                    "   } "
                                    " } "));
 
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     score: 2 "
-                                               "   } "
-                                               "   classes { "
-                                               "     score: 1 "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     score: 4 "
-                                               "   } "
-                                               "   classes { "
-                                               "     score: 3 "
-                                               "   } "
-                                               " } "));
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     score: 2 "
+                                             "   } "
+                                             "   classes { "
+                                             "     score: 1 "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     score: 4 "
+                                             "   } "
+                                             "   classes { "
+                                             "     score: 3 "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, ZeroScoresArePresent) {
@@ -628,19 +623,18 @@ TEST_P(ClassifierTest, ZeroScoresArePresent) {
     EXPECT_NEAR(classification.classes(i).score(), expected_outputs[i], 1e-7);
   }
 
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    // Parse the protos and compare the results with expected scores.
-    ASSERT_EQ(response.result().classifications_size(), 1);
-    auto& classification_resp = result_.classifications(0);
-    ASSERT_EQ(classification_resp.classes_size(), 3);
-
-    for (int i = 0; i < 3; ++i) {
-      EXPECT_NEAR(classification_resp.classes(i).score(), expected_outputs[i],
-                  1e-7);
-    }
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  // Parse the protos and compare the results with expected scores.
+  ASSERT_EQ(response.result().classifications_size(), 1);
+  auto& classification_resp = result_.classifications(0);
+  ASSERT_EQ(classification_resp.classes_size(), 3);
+
+  for (int i = 0; i < 3; ++i) {
+    EXPECT_NEAR(classification_resp.classes(i).score(), expected_outputs[i],
+                1e-7);
+  }
 }
 
 TEST_P(ClassifierTest, ValidNamedSignature) {
@@ -652,51 +646,50 @@ TEST_P(ClassifierTest, ValidNamedSignature) {
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
   TF_ASSERT_OK(classifier_->Classify(request_, &result_));
 
-    EXPECT_THAT(result_, EqualsProto(" classifications { "
-                                     "   classes { "
-                                     "     label: 'dos' "
-                                     "     score: 3 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'uno' "
-                                     "     score: 2 "
-                                     "   } "
-                                     " } "
-                                     " classifications { "
-                                     "   classes { "
-                                     "     label: 'cuatro' "
-                                     "     score: 5 "
-                                     "   } "
-                                     "   classes { "
-                                     "     label: 'tres' "
-                                     "     score: 4 "
-                                     "   } "
-                                     " } "));
-
-    ClassificationResponse response;
-    TF_ASSERT_OK(RunClassify(GetRunOptions(),
-                             saved_model_bundle_->meta_graph_def, {},
-                             fake_session_, request_, &response));
-    EXPECT_THAT(response.result(), EqualsProto(" classifications { "
-                                               "   classes { "
-                                               "     label: 'dos' "
-                                               "     score: 3 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'uno' "
-                                               "     score: 2 "
-                                               "   } "
-                                               " } "
-                                               " classifications { "
-                                               "   classes { "
-                                               "     label: 'cuatro' "
-                                               "     score: 5 "
-                                               "   } "
-                                               "   classes { "
-                                               "     label: 'tres' "
-                                               "     score: 4 "
-                                               "   } "
-                                               " } "));
+  EXPECT_THAT(result_, EqualsProto(" classifications { "
+                                   "   classes { "
+                                   "     label: 'dos' "
+                                   "     score: 3 "
+                                   "   } "
+                                   "   classes { "
+                                   "     label: 'uno' "
+                                   "     score: 2 "
+                                   "   } "
+                                   " } "
+                                   " classifications { "
+                                   "   classes { "
+                                   "     label: 'cuatro' "
+                                   "     score: 5 "
+                                   "   } "
+                                   "   classes { "
+                                   "     label: 'tres' "
+                                   "     score: 4 "
+                                   "   } "
+                                   " } "));
+
+  ClassificationResponse response;
+  TF_ASSERT_OK(RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
+                           {}, fake_session_, request_, &response));
+  EXPECT_THAT(response.result(), EqualsProto(" classifications { "
+                                             "   classes { "
+                                             "     label: 'dos' "
+                                             "     score: 3 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'uno' "
+                                             "     score: 2 "
+                                             "   } "
+                                             " } "
+                                             " classifications { "
+                                             "   classes { "
+                                             "     label: 'cuatro' "
+                                             "     score: 5 "
+                                             "   } "
+                                             "   classes { "
+                                             "     label: 'tres' "
+                                             "     score: 4 "
+                                             "   } "
+                                             " } "));
 }
 
 TEST_P(ClassifierTest, InvalidNamedSignature) {
@@ -731,11 +724,11 @@ TEST_P(ClassifierTest, MalformedScores) {
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
 TEST_P(ClassifierTest, MissingClassificationSignature) {
@@ -749,13 +742,13 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
   // TODO(b/26220896): This error should move to construction time.
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
 }
 
 TEST_P(ClassifierTest, EmptyInput) {
@@ -767,12 +760,12 @@ TEST_P(ClassifierTest, EmptyInput) {
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleList) {
@@ -784,12 +777,12 @@ TEST_P(ClassifierTest, EmptyExampleList) {
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleListWithContext) {
@@ -803,38 +796,38 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Invalid argument: Input is empty"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, fake_session_, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Invalid argument: Input is empty"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       fake_session_, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Invalid argument: Input is empty"));
 }
 
 TEST_P(ClassifierTest, RunsFails) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
-    EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-        .WillRepeatedly(
-            ::testing::Return(errors::Internal("Run totally failed")));
-    TF_ASSERT_OK(Create());
-    auto* examples =
-        request_.mutable_input()->mutable_example_list()->mutable_examples();
-    *examples->Add() = example({{"dos", 2}});
-    Status status = classifier_->Classify(request_, &result_);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
-
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
+  saved_model_bundle_->session.reset(mock);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(
+          ::testing::Return(errors::Internal("Run totally failed")));
+  TF_ASSERT_OK(Create());
+  auto* examples =
+      request_.mutable_input()->mutable_example_list()->mutable_examples();
+  *examples->Add() = example({{"dos", 2}});
+  Status status = classifier_->Classify(request_, &result_);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
+
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
 }
 
 TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
+  saved_model_bundle_->session.reset(mock);
   // This Tensor only has one batch item but we will have two inputs.
   Tensor classes(DT_STRING, TensorShape({1, 2}));
   Tensor scores(DT_FLOAT, TensorShape({2, 2}));
@@ -852,16 +845,16 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 }
 
 TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
+  saved_model_bundle_->session.reset(mock);
 
   // This Tensor is the wrong type for class.
   Tensor classes(DT_FLOAT, TensorShape({2, 2}));
@@ -880,17 +873,17 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
 }
 
 TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
+  saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor only has one batch item but we will have two inputs.
   Tensor scores(DT_FLOAT, TensorShape({1, 2}));
@@ -908,16 +901,16 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 }
 
 TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
+  saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // This Tensor is the wrong type for class.
   Tensor scores(DT_STRING, TensorShape({2, 2}));
@@ -936,17 +929,17 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
 }
 
 TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   MockSession* mock = new MockSession;
-    saved_model_bundle_->session.reset(mock);
+  saved_model_bundle_->session.reset(mock);
   Tensor classes(DT_STRING, TensorShape({2, 2}));
   // Scores Tensor has three scores but classes only has two labels.
   Tensor scores(DT_FLOAT, TensorShape({2, 3}));
@@ -967,13 +960,13 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
       ::testing::HasSubstr(
           "Tensors class and score should match in dim_size(1). Got 2 vs. 3"));
 
-    ClassificationResponse response;
-    status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def,
-                         {}, mock, request_, &response);
-    ASSERT_FALSE(status.ok());
-    EXPECT_THAT(status.ToString(),
-                ::testing::HasSubstr("Tensors class and score should match in "
-                                     "dim_size(1). Got 2 vs. 3"));
+  ClassificationResponse response;
+  status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
+                       mock, request_, &response);
+  ASSERT_FALSE(status.ok());
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Tensors class and score should match in "
+                                   "dim_size(1). Got 2 vs. 3"));
 }
 
 TEST_P(ClassifierTest, MethodNameCheck) {
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index fdc5ce913b5..1ee57b70012 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -125,7 +125,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
 
 Status RunMultiInference(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const optional<int64>& servable_version, Session* session,
+    const absl::optional<int64>& servable_version, Session* session,
     const MultiInferenceRequest& request, MultiInferenceResponse* response,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options) {
   TRACELITERAL("RunMultiInference");
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.h b/tensorflow_serving/servables/tensorflow/multi_inference.h
index 273fb4d1ad6..a09242f937b 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.h
@@ -16,12 +16,12 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_H_
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -37,7 +37,7 @@ class TensorFlowMultiInferenceRunner {
 
   TensorFlowMultiInferenceRunner(
       Session* session, const MetaGraphDef* meta_graph_def,
-      optional<int64> servable_version,
+      absl::optional<int64> servable_version,
       const thread::ThreadPoolOptions& thread_pool_options =
           thread::ThreadPoolOptions())
       : session_(session),
@@ -58,14 +58,14 @@ class TensorFlowMultiInferenceRunner {
   const MetaGraphDef* const meta_graph_def_;
   // If available, servable_version is used to set the ModelSpec version in the
   // InferenceResults of the MultiInferenceResponse.
-  const optional<int64> servable_version_;
+  const absl::optional<int64> servable_version_;
   const tensorflow::thread::ThreadPoolOptions thread_pool_options_;
 };
 
 // Creates TensorFlowMultiInferenceRunner and calls Infer on it.
 Status RunMultiInference(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const optional<int64>& servable_version, Session* session,
+    const absl::optional<int64>& servable_version, Session* session,
     const MultiInferenceRequest& request, MultiInferenceResponse* response,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options =
         tensorflow::thread::ThreadPoolOptions());
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
index f31510f2336..bad35fddea1 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.h
@@ -16,11 +16,11 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_HELPER_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MULTI_INFERENCE_HELPER_H_
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 79970171674..8702c99df06 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -181,7 +181,7 @@ Status PostProcessPredictionResult(
 namespace internal {
 Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const optional<int64>& servable_version,
+    const absl::optional<int64>& servable_version,
     const internal::PredictResponseTensorSerializationOption option,
     Session* session, const PredictRequest& request, PredictResponse* response,
     const thread::ThreadPoolOptions& thread_pool_options) {
@@ -218,8 +218,9 @@ Status RunPredict(
 
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version, Session* session,
-                  const PredictRequest& request, PredictResponse* response,
+                  const absl::optional<int64>& servable_version,
+                  Session* session, const PredictRequest& request,
+                  PredictResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options) {
   return internal::RunPredict(
       run_options, meta_graph_def, servable_version,
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index 7f9ce1912ba..f34c0bfdf4d 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_UTIL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_PREDICT_UTIL_H_
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -23,7 +24,6 @@ limitations under the License.
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -34,7 +34,7 @@ namespace internal {
 // option for the TensorProtos in the response.
 Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const optional<int64>& servable_version,
+    const absl::optional<int64>& servable_version,
     const PredictResponseTensorSerializationOption tensor_serialization_option,
     Session* session, const PredictRequest& request, PredictResponse* response,
     const thread::ThreadPoolOptions& thread_pool_options =
@@ -48,8 +48,9 @@ Status RunPredict(
 // specifying serialization option as kAsProtoField for backward compatibility.
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version, Session* session,
-                  const PredictRequest& request, PredictResponse* response,
+                  const absl::optional<int64>& servable_version,
+                  Session* session, const PredictRequest& request,
+                  PredictResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options =
                       thread::ThreadPoolOptions());
 
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index d6d6fe496d7..3dca0bd3076 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -263,8 +263,8 @@ Status PostProcessRegressionResult(
 
 Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version, Session* session,
-                  const RegressionRequest& request,
+                  const absl::optional<int64>& servable_version,
+                  Session* session, const RegressionRequest& request,
                   RegressionResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index b5128d56ec0..b12eeba954d 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -20,11 +20,11 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/types/optional.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/regressor.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -79,8 +79,8 @@ Status PostProcessRegressionResult(
 // Creates SavedModelTensorflowRegressor and runs Regression on it.
 Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const optional<int64>& servable_version, Session* session,
-                  const RegressionRequest& request,
+                  const absl::optional<int64>& servable_version,
+                  Session* session, const RegressionRequest& request,
                   RegressionResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options =
                       thread::ThreadPoolOptions());
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 8cee118c90c..3261a3d9de3 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/map.h"
+#include "absl/types/optional.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
@@ -37,15 +38,14 @@ limitations under the License.
 #include "tensorflow_serving/core/test_util/mock_session.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/test_util/test_util.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
-using ::testing::_;
 using test_util::EqualsProto;
 using test_util::MockSession;
+using ::testing::_;
 
 const char kInputTensor[] = "input:0";
 const char kOutputTensor[] = "output:0";
@@ -62,7 +62,7 @@ const char kImproperlySizedOutputSignature[] = "ImproperlySizedOutputSignature";
 // Copies the "output" float feature from each Example.
 class FakeSession : public tensorflow::Session {
  public:
-  explicit FakeSession(optional<int64> expected_timeout)
+  explicit FakeSession(absl::optional<int64> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
   Status Create(const GraphDef& graph) override {
@@ -182,7 +182,7 @@ class FakeSession : public tensorflow::Session {
   }
 
  private:
-  const optional<int64> expected_timeout_;
+  const absl::optional<int64> expected_timeout_;
 };
 
 class RegressorTest : public ::testing::TestWithParam<bool> {
@@ -191,7 +191,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
     SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-    optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    absl::optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
     fake_session_ = new FakeSession(expected_timeout);
     saved_model_bundle_->session.reset(fake_session_);
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 5dde5d22fb2..c09c5235af7 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -27,7 +27,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index c247d8bc6d1..a085e09c2a6 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -32,7 +32,6 @@ limitations under the License.
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/internal/serialized_input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -197,8 +196,9 @@ Status PerformOneShotTensorComputation(
 }
 
 void MakeModelSpec(const string& model_name,
-                   const optional<string>& signature_name,
-                   const optional<int64>& version, ModelSpec* model_spec) {
+                   const absl::optional<string>& signature_name,
+                   const absl::optional<int64>& version,
+                   ModelSpec* model_spec) {
   model_spec->Clear();
   model_spec->set_name(model_name);
   if (signature_name) {
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 5171497ffb7..76e5688dd04 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_UTIL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_UTIL_H_
 
+#include "absl/types/optional.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
@@ -24,7 +25,6 @@ limitations under the License.
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/util/optional.h"
 
 namespace tensorflow {
 namespace serving {
@@ -93,8 +93,8 @@ Status PerformOneShotTensorComputation(
 // If signature_name has a value and is empty, model_spec's signature_name is
 // set to tensorflow::kDefaultServingSignatureDefKey.
 void MakeModelSpec(const string& model_name,
-                   const optional<string>& signature_name,
-                   const optional<int64>& version, ModelSpec* model_spec);
+                   const absl::optional<string>& signature_name,
+                   const absl::optional<int64>& version, ModelSpec* model_spec);
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 7067e3c3c32..390c8d95889 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -157,29 +157,6 @@ cc_test(
     ],
 )
 
-cc_library(
-    name = "optional",
-    srcs = ["optional.cc"],
-    hdrs = ["optional.h"],
-    visibility = ["//visibility:public"],
-    deps = [
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-)
-
-cc_test(
-    name = "optional_test",
-    size = "small",
-    srcs = [
-        "optional_test.cc",
-    ],
-    deps = [
-        ":optional",
-        "//tensorflow_serving/core/test_util:test_main",
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-)
-
 cc_test(
     name = "any_ptr_test",
     srcs = [
diff --git a/tensorflow_serving/util/optional.cc b/tensorflow_serving/util/optional.cc
deleted file mode 100644
index cbb1c7ef230..00000000000
--- a/tensorflow_serving/util/optional.cc
+++ /dev/null
@@ -1,25 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/util/optional.h"
-
-namespace tensorflow {
-namespace serving {
-
-extern const in_place_t in_place{};
-extern const nullopt_t nullopt{{}};
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/util/optional.h b/tensorflow_serving/util/optional.h
deleted file mode 100644
index bdf94a3f525..00000000000
--- a/tensorflow_serving/util/optional.h
+++ /dev/null
@@ -1,568 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_UTIL_OPTIONAL_H_
-#define TENSORFLOW_SERVING_UTIL_OPTIONAL_H_
-
-#include <array>
-#include <functional>
-#include <initializer_list>
-#include <new>
-#include <string>
-#include <tuple>
-#include <type_traits>
-#include <utility>
-#include <vector>
-
-#include "tensorflow/core/platform/logging.h"
-
-namespace tensorflow {
-namespace serving {
-// A value of type tensorflow::serving::optional<T> holds either a value of T or
-// an "empty" value.  When it holds a value of T, it stores it as a direct
-// subobject, so sizeof(optional<T>) is approximately sizeof(T)+1. The interface
-// is based on the upcoming std::experimental::optional<T>, and
-// tensorflow::serving::optional<T> is designed to be cheaply drop-in
-// replaceable by std::experimental::optional<T>, once it is rolled out.
-//
-// This implementation is based on the specification in N4335 Section 5:
-// http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2014/n4335.html
-//
-// Differences between tensorflow::serving::optional<T> and
-// std::experimental::optional<T> include:
-//    - tensorflow::serving::optional<T> is basically a proper subset of
-//         std::experimental::optional<T>.
-//    - constexpr not used. (dependency on some differences between C++11 and
-//         C++14.)
-//    - noexcept not used.
-//    - exceptions not used - in lieu of exceptions we use CHECK-failure.
-//
-// std::optional<T> might not quite be a drop-in replacement for
-// std::experimental::optional<T> because the standards committee is considering
-// changes to the semantics of relational operators as part of the process of
-// turning std::experimental::optional<T> into std::optional<T>.  The best way
-// of making sure you aren't affected by those changes is to make sure that your
-// type T defines all of the operators consistently. (x <= y is exactly
-// equivalent to !(x > y), etc.)
-//
-// Synopsis:
-//
-//     #include "tensorflow_serving/util/optional.h"
-//
-//     using tensorflow::serving::optional;
-//     using tensorflow::serving::nullopt;
-//     using tensorflow::serving::in_place;
-//     using tensorflow::serving::make_optional;
-//
-//     optional<string> f() {
-//       string result;
-//       if (...) {
-//          ...
-//          result = ...;
-//          return result;
-//       } else {
-//          ...
-//          return nullopt;
-//       }
-//     }
-//
-//     int main() {
-//         optional<string> optstr = f();
-//         if (optstr) {
-//            // non-empty
-//            print(optstr.value());
-//         } else {
-//            // empty
-//            error();
-//         }
-//     }
-template <typename T>
-class optional;
-
-// The tag constant `in_place` is used as the first parameter of an optional<T>
-// constructor to indicate that the remaining arguments should be forwarded
-// to the underlying T constructor.
-struct in_place_t {};
-extern const in_place_t in_place;
-
-// The tag constant `nullopt` is used to indicate an empty optional<T> in
-// certain functions, such as construction or assignment.
-struct nullopt_t {
-  // It must not be default-constructible to avoid ambiguity for opt = {}.
-  explicit constexpr nullopt_t(int /*unused*/) {}
-};
-extern const nullopt_t nullopt;
-
-// See comment above first declaration.
-template <typename T>
-class optional {
- public:
-  typedef T value_type;
-
-  // A default constructed optional holds the empty value, NOT a default
-  // constructed T.
-  optional() {}
-
-  // An optional initialized with `nullopt` holds the empty value.
-  optional(nullopt_t /*unused*/) {}  // NOLINT(runtime/explicit)
-
-  // Copy constructor, standard semantics.
-  optional(const optional& src) {
-    if (src) {
-      construct(src.reference());
-    }
-  }
-
-  // Move constructor, standard semantics.
-  optional(optional&& src) {  // NOLINT(build/c++11)
-    if (src) {
-      construct(std::move(src.reference()));
-    }
-  }
-
-  // Creates a non-empty optional<T> with a copy of the given value of T.
-  optional(const T& src) {  // NOLINT(runtime/explicit)
-    construct(src);
-  }
-
-  // Creates a non-empty optional<T> with a moved-in value of T.
-  optional(T&& src) {  // NOLINT
-    construct(std::move(src));
-  }
-
-  // optional<T>(in_place, arg1, arg2, arg3) constructs a non-empty optional
-  // with an in-place constructed value of T(arg1,arg2,arg3).
-  template <typename... Args>
-  explicit optional(in_place_t /*unused*/,
-                    Args&&... args) {  // NOLINT(build/c++11)
-    construct(std::forward<Args>(args)...);
-  }
-
-  // optional<T>(in_place, {arg1, arg2, arg3}) constructs a non-empty optional
-  // with an in-place list-initialized value of T({arg1, arg2, arg3}).
-  template <class U, typename... Args>
-  explicit optional(in_place_t /*unused*/, std::initializer_list<U> il,
-                    Args&&... args) {  // NOLINT(build/c++11)
-    construct(il, std::forward<Args>(args)...);
-  }
-
-  // Destructor, standard semantics.
-  ~optional() { clear(); }
-
-  // Assignment from nullopt: opt = nullopt
-  optional& operator=(nullopt_t /*unused*/) {
-    clear();
-    return *this;
-  }
-
-  // Copy assignment, standard semantics.
-  optional& operator=(const optional& src) {
-    if (src) {
-      operator=(src.reference());
-    } else {
-      clear();
-    }
-    return *this;
-  }
-
-  // Move assignment, standard semantics.
-  optional& operator=(optional&& src) {  // NOLINT(build/c++11)
-    if (src) {
-      operator=(std::move(src.reference()));
-    } else {
-      clear();
-    }
-    return *this;
-  }
-
-  // Copy assignment from T.  If empty becomes copy construction.
-  optional& operator=(const T& src) {  // NOLINT(build/c++11)
-    if (*this) {
-      reference() = src;
-    } else {
-      construct(src);
-    }
-    return *this;
-  }
-
-  // Move assignment from T.  If empty becomes move construction.
-  optional& operator=(T&& src) {  // NOLINT(build/c++11)
-    if (*this) {
-      reference() = std::move(src);
-    } else {
-      construct(std::move(src));
-    }
-    return *this;
-  }
-
-  // Emplace reconstruction.  (Re)constructs the underlying T in-place with the
-  // given arguments forwarded:
-  //
-  // optional<Foo> opt;
-  // opt.emplace(arg1,arg2,arg3);  (Constructs Foo(arg1,arg2,arg3))
-  //
-  // If the optional is non-empty, and the `args` refer to subobjects of the
-  // current object, then behaviour is undefined.  This is because the current
-  // object will be destructed before the new object is constructed with `args`.
-  //
-  template <typename... Args>
-  void emplace(Args&&... args) {
-    clear();
-    construct(std::forward<Args>(args)...);
-  }
-
-  // Emplace reconstruction with initializer-list.  See immediately above.
-  template <class U, class... Args>
-  void emplace(std::initializer_list<U> il, Args&&... args) {
-    clear();
-    construct(il, std::forward<Args>(args)...);
-  }
-
-  // Swap, standard semantics.
-  void swap(optional& src) {
-    if (*this) {
-      if (src) {
-        using std::swap;
-        swap(reference(), src.reference());
-      } else {
-        src.construct(std::move(reference()));
-        destruct();
-      }
-    } else {
-      if (src) {
-        construct(std::move(src.reference()));
-        src.destruct();
-      } else {
-        // no effect (swap(disengaged, disengaged))
-      }
-    }
-  }
-
-  // You may use `*opt`, and `opt->m`, to access the underlying T value and T's
-  // member `m`, respectively.  If the optional is empty, behaviour is
-  // undefined.
-  const T* operator->() const {
-    DCHECK(engaged_);
-    return pointer();
-  }
-  T* operator->() {
-    DCHECK(engaged_);
-    return pointer();
-  }
-  const T& operator*() const {
-    DCHECK(engaged_);
-    return reference();
-  }
-  T& operator*() {
-    DCHECK(engaged_);
-    return reference();
-  }
-
-  // In a bool context an optional<T> will return false if and only if it is
-  // empty.
-  //
-  //   if (opt) {
-  //     // do something with opt.value();
-  //   } else {
-  //     // opt is empty
-  //   }
-  //
-  operator bool() const { return engaged_; }
-
-  // Use `opt.value()` to get a reference to underlying value.  The constness
-  // and lvalue/rvalue-ness of `opt` is preserved to the view of the T
-  // subobject.
-  const T& value() const & {
-    CHECK(*this) << "Bad optional access";
-    return reference();
-  }
-  T& value() & {
-    CHECK(*this) << "Bad optional access";
-    return reference();
-  }
-  T&& value() && {  // NOLINT(build/c++11)
-    CHECK(*this) << "Bad optional access";
-    return std::move(reference());
-  }
-  const T&& value() const && {  // NOLINT(build/c++11)
-    CHECK(*this) << "Bad optional access";
-    return std::move(reference());
-  }
-
-  // Use `opt.value_or(val)` to get either the value of T or the given default
-  // `val` in the empty case.
-  template <class U>
-  T value_or(U&& val) const & {
-    if (*this) {
-      return reference();
-    } else {
-      return static_cast<T>(std::forward<U>(val));
-    }
-  }
-  template <class U>
-  T value_or(U&& val) && {  // NOLINT(build/c++11)
-    if (*this) {
-      return std::move(reference());
-    } else {
-      return static_cast<T>(std::forward<U>(val));
-    }
-  }
-
- private:
-  // Private accessors for internal storage viewed as pointer or reference to T.
-  const T* pointer() const {
-    return static_cast<const T*>(static_cast<const void*>(&storage_));
-  }
-  T* pointer() { return static_cast<T*>(static_cast<void*>(&storage_)); }
-  const T& reference() const { return *pointer(); }
-  T& reference() { return *pointer(); }
-
-  // Construct inner T in place with given `args`.
-  // Precondition: engaged_ is false
-  // Postcondition: engaged_ is true
-  template <class... Args>
-  void construct(Args&&... args) {
-    DCHECK(!engaged_);
-    engaged_ = true;
-    new (pointer()) T(std::forward<Args>(args)...);
-    DCHECK(engaged_);
-  }
-
-  // Destruct inner T.
-  // Precondition: engaged_ is true
-  // Postcondition: engaged_ is false
-  void destruct() {
-    DCHECK(engaged_);
-    pointer()->T::~T();
-    engaged_ = false;
-    DCHECK(!engaged_);
-  }
-
-  // Destroy inner T if engaged.
-  // Postcondition: engaged_ is false
-  void clear() {
-    if (engaged_) {
-      destruct();
-    }
-    DCHECK(!engaged_);
-  }
-
-  // The internal storage for a would-be T value, constructed and destroyed
-  // with placement new and placement delete.
-  typename std::aligned_storage<sizeof(T), alignof(T)>::type storage_;
-
-  // Whether or not this optional is non-empty.
-  bool engaged_ = false;
-
-  // T constraint checks. You can't have an optional of nullopt_t, in_place_t or
-  // a reference.
-  static_assert(
-      !std::is_same<nullopt_t, typename std::remove_cv<T>::type>::value,
-      "optional<nullopt_t> is not allowed.");
-  static_assert(
-      !std::is_same<in_place_t, typename std::remove_cv<T>::type>::value,
-      "optional<in_place_t> is not allowed.");
-  static_assert(!std::is_reference<T>::value,
-                "optional<reference> is not allowed.");
-};
-
-// make_optional(v) creates a non-empty optional<T> where the type T is deduced
-// from v.  Can also be explicitly instantiated as make_optional<T>(v).
-template <typename T>
-optional<typename std::decay<T>::type> make_optional(T&& v) {
-  return optional<typename std::decay<T>::type>(std::forward<T>(v));
-}
-
-// All combinations of the six comparisons between optional<T>, T and nullopt.
-// The empty value is considered less than all non-empty values, and equal to
-// itself.
-template <typename T>
-bool operator==(const optional<T>& lhs, const optional<T>& rhs) {
-  if (lhs) {
-    if (rhs) {
-      return *lhs == *rhs;
-    } else {
-      return false;
-    }
-  } else {
-    if (rhs) {
-      return false;
-    } else {
-      return true;
-    }
-  }
-}
-
-template <typename T>
-bool operator!=(const optional<T>& lhs, const optional<T>& rhs) {
-  return !(lhs == rhs);
-}
-
-template <typename T>
-bool operator<(const optional<T>& lhs, const optional<T>& rhs) {
-  if (!rhs) {
-    return false;
-  } else if (!lhs) {
-    return true;
-  } else {
-    return *lhs < *rhs;
-  }
-}
-
-template <typename T>
-bool operator>(const optional<T>& lhs, const optional<T>& rhs) {
-  return rhs < lhs;
-}
-
-template <typename T>
-bool operator<=(const optional<T>& lhs, const optional<T>& rhs) {
-  return !(rhs < lhs);
-}
-
-template <typename T>
-bool operator>=(const optional<T>& lhs, const optional<T>& rhs) {
-  return !(lhs < rhs);
-}
-
-template <typename T>
-bool operator==(const optional<T>& lhs, nullopt_t rhs) {
-  return !lhs;
-}
-
-template <typename T>
-bool operator==(nullopt_t lhs, const optional<T>& rhs) {
-  return !rhs;
-}
-
-template <typename T>
-bool operator!=(const optional<T>& lhs, nullopt_t rhs) {
-  return static_cast<bool>(lhs);
-}
-
-template <typename T>
-bool operator!=(nullopt_t lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs);
-}
-
-template <typename T>
-bool operator<(const optional<T>& lhs, nullopt_t rhs) {
-  return false;
-}
-
-template <typename T>
-bool operator<(nullopt_t lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs);
-}
-
-template <typename T>
-bool operator<=(const optional<T>& lhs, nullopt_t rhs) {
-  return !lhs;
-}
-
-template <typename T>
-bool operator<=(nullopt_t lhs, const optional<T>& rhs) {
-  return true;
-}
-
-template <typename T>
-bool operator>(const optional<T>& lhs, nullopt_t rhs) {
-  return static_cast<bool>(lhs);
-}
-
-template <typename T>
-bool operator>(nullopt_t lhs, const optional<T>& rhs) {
-  return false;
-}
-
-template <typename T>
-bool operator>=(const optional<T>& lhs, nullopt_t rhs) {
-  return true;
-}
-
-template <typename T>
-bool operator>=(nullopt_t lhs, const optional<T>& rhs) {
-  return !rhs;
-}
-
-template <typename T>
-bool operator==(const optional<T>& lhs, const T& rhs) {
-  return static_cast<bool>(lhs) ? *lhs == rhs : false;
-}
-
-template <typename T>
-bool operator==(const T& lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs) ? lhs == *rhs : false;
-}
-
-template <typename T>
-bool operator!=(const optional<T>& lhs, const T& rhs) {
-  return static_cast<bool>(lhs) ? !(*lhs == rhs) : true;
-}
-
-template <typename T>
-bool operator!=(const T& lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs) ? !(lhs == *rhs) : true;
-}
-
-template <typename T>
-bool operator<(const optional<T>& lhs, const T& rhs) {
-  return static_cast<bool>(lhs) ? *lhs < rhs : true;
-}
-
-template <typename T>
-bool operator<(const T& lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs) ? lhs < *rhs : false;
-}
-
-template <typename T>
-bool operator>(const optional<T>& lhs, const T& rhs) {
-  return static_cast<bool>(lhs) ? rhs < *lhs : false;
-}
-
-template <typename T>
-bool operator>(const T& lhs, const optional<T>& rhs) {
-  return static_cast<bool>(rhs) ? *rhs < lhs : true;
-}
-
-template <typename T>
-bool operator<=(const optional<T>& lhs, const T& rhs) {
-  return !(lhs > rhs);
-}
-
-template <typename T>
-bool operator<=(const T& lhs, const optional<T>& rhs) {
-  return !(lhs > rhs);
-}
-
-template <typename T>
-bool operator>=(const optional<T>& lhs, const T& rhs) {
-  return !(lhs < rhs);
-}
-
-template <typename T>
-bool operator>=(const T& lhs, const optional<T>& rhs) {
-  return !(lhs < rhs);
-}
-
-// Swap, standard semantics.
-template <typename T>
-inline void swap(optional<T>& a, optional<T>& b) {
-  a.swap(b);
-}
-
-}  // end namespace serving
-}  // end namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_UTIL_OPTIONAL_H_
diff --git a/tensorflow_serving/util/optional_test.cc b/tensorflow_serving/util/optional_test.cc
deleted file mode 100644
index 09a4b379d70..00000000000
--- a/tensorflow_serving/util/optional_test.cc
+++ /dev/null
@@ -1,525 +0,0 @@
-/* Copyright 2016 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/util/optional.h"
-
-#include <stddef.h>
-
-#include <gtest/gtest.h>
-#include "tensorflow/core/platform/logging.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-struct StructorListener {
-  int construct0 = 0;
-  int construct1 = 0;
-  int construct2 = 0;
-  int listinit = 0;
-  int copy = 0;
-  int move = 0;
-  int copy_assign = 0;
-  int move_assign = 0;
-  int destruct = 0;
-};
-
-struct Listenable {
-  static StructorListener* listener;
-
-  Listenable() { ++listener->construct0; }
-  Listenable(int /*unused*/) { ++listener->construct1; }  // NOLINT
-  Listenable(int /*unused*/, int /*unused*/) { ++listener->construct2; }
-  Listenable(std::initializer_list<int> /*unused*/) { ++listener->listinit; }
-  Listenable(const Listenable& /*unused*/) { ++listener->copy; }
-  Listenable(Listenable&& /*unused*/) { ++listener->move; }  // NOLINT
-  Listenable& operator=(const Listenable& /*unused*/) {
-    ++listener->copy_assign;
-    return *this;
-  }
-  Listenable& operator=(Listenable&& /*unused*/) {  // NOLINT
-    ++listener->move_assign;
-    return *this;
-  }
-  ~Listenable() { ++listener->destruct; }
-};
-
-StructorListener* Listenable::listener = nullptr;
-
-TEST(OptionalTest, DefaultConstructor) {
-  optional<int> empty;
-  EXPECT_FALSE(empty);
-}
-
-TEST(OptionalTest, NullOptConstructor) {
-  optional<int> empty(nullopt);
-  EXPECT_FALSE(empty);
-}
-
-TEST(OptionalTest, CopyConstructor) {
-  optional<int> empty, opt42 = 42;
-  optional<int> empty_copy(empty);
-  EXPECT_FALSE(empty_copy);
-  optional<int> opt42_copy(opt42);
-  EXPECT_TRUE(opt42_copy);
-  EXPECT_EQ(42, opt42_copy);
-}
-
-TEST(OptionalTest, StructorBasic) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-  {
-    optional<Listenable> empty;
-    EXPECT_FALSE(empty);
-    optional<Listenable> opt0(in_place);
-    EXPECT_TRUE(opt0);
-    optional<Listenable> opt1(in_place, 1);
-    EXPECT_TRUE(opt1);
-    optional<Listenable> opt2(in_place, 1, 2);
-    EXPECT_TRUE(opt2);
-  }
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(1, listener.construct1);
-  EXPECT_EQ(1, listener.construct2);
-  EXPECT_EQ(3, listener.destruct);
-}
-
-TEST(OptionalTest, CopyMoveStructor) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-  optional<Listenable> original(in_place);
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(0, listener.copy);
-  EXPECT_EQ(0, listener.move);
-  optional<Listenable> copy(original);
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(1, listener.copy);
-  EXPECT_EQ(0, listener.move);
-  optional<Listenable> move(std::move(original));
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(1, listener.copy);
-  EXPECT_EQ(1, listener.move);
-}
-
-TEST(OptionalTest, ListInit) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-  optional<Listenable> listinit1(in_place, {1});
-  optional<Listenable> listinit2(in_place, {1, 2});
-  EXPECT_EQ(2, listener.listinit);
-}
-
-TEST(OptionalTest, CopyAssignment) {
-  const optional<int> empty, opt1 = 1, opt2 = 2;
-  optional<int> empty_to_opt1, opt1_to_opt2, opt2_to_empty;
-
-  EXPECT_FALSE(empty_to_opt1);
-  empty_to_opt1 = empty;
-  EXPECT_FALSE(empty_to_opt1);
-  empty_to_opt1 = opt1;
-  EXPECT_TRUE(empty_to_opt1);
-  EXPECT_EQ(1, empty_to_opt1.value());
-
-  EXPECT_FALSE(opt1_to_opt2);
-  opt1_to_opt2 = opt1;
-  EXPECT_TRUE(opt1_to_opt2);
-  EXPECT_EQ(1, opt1_to_opt2.value());
-  opt1_to_opt2 = opt2;
-  EXPECT_TRUE(opt1_to_opt2);
-  EXPECT_EQ(2, opt1_to_opt2.value());
-
-  EXPECT_FALSE(opt2_to_empty);
-  opt2_to_empty = opt2;
-  EXPECT_TRUE(opt2_to_empty);
-  EXPECT_EQ(2, opt2_to_empty.value());
-  opt2_to_empty = empty;
-  EXPECT_FALSE(opt2_to_empty);
-}
-
-TEST(OptionalTest, MoveAssignment) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-
-  optional<Listenable> empty1, empty2, set1(in_place), set2(in_place);
-  EXPECT_EQ(2, listener.construct0);
-  optional<Listenable> empty_to_empty, empty_to_set, set_to_empty(in_place),
-      set_to_set(in_place);
-  EXPECT_EQ(4, listener.construct0);
-  empty_to_empty = std::move(empty1);
-  empty_to_set = std::move(set1);
-  set_to_empty = std::move(empty2);
-  set_to_set = std::move(set2);
-  EXPECT_EQ(0, listener.copy);
-  EXPECT_EQ(1, listener.move);
-  EXPECT_EQ(1, listener.destruct);
-  EXPECT_EQ(1, listener.move_assign);
-}
-
-TEST(OptionalTest, AssignmentVarious) {
-  optional<int> opt;
-  EXPECT_FALSE(opt);
-  opt = 42;
-  EXPECT_TRUE(opt);
-  EXPECT_EQ(42, opt.value());
-  opt = nullopt;
-  EXPECT_FALSE(opt);
-  opt = 42;
-  EXPECT_TRUE(opt);
-  EXPECT_EQ(42, opt.value());
-  opt = 43;
-  EXPECT_TRUE(opt);
-  EXPECT_EQ(43, opt.value());
-}
-
-TEST(OptionalTest, Emplace) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-  optional<Listenable> opt;
-  EXPECT_FALSE(opt);
-  opt.emplace(1);
-  EXPECT_TRUE(opt);
-  opt.emplace(1, 2);
-  EXPECT_EQ(1, listener.construct1);
-  EXPECT_EQ(1, listener.construct2);
-  EXPECT_EQ(1, listener.destruct);
-}
-
-TEST(OptionalTest, Swap) {
-  optional<int> opt_empty, opt1 = 1, opt2 = 2;
-  EXPECT_FALSE(opt_empty);
-  EXPECT_TRUE(opt1);
-  EXPECT_EQ(1, opt1.value());
-  EXPECT_TRUE(opt2);
-  EXPECT_EQ(2, opt2.value());
-  swap(opt_empty, opt1);
-  EXPECT_FALSE(opt1);
-  EXPECT_TRUE(opt_empty);
-  EXPECT_EQ(1, opt_empty.value());
-  EXPECT_TRUE(opt2);
-  EXPECT_EQ(2, opt2.value());
-  swap(opt_empty, opt1);
-  EXPECT_FALSE(opt_empty);
-  EXPECT_TRUE(opt1);
-  EXPECT_EQ(1, opt1.value());
-  EXPECT_TRUE(opt2);
-  EXPECT_EQ(2, opt2.value());
-  swap(opt1, opt2);
-  EXPECT_FALSE(opt_empty);
-  EXPECT_TRUE(opt1);
-  EXPECT_EQ(2, opt1.value());
-  EXPECT_TRUE(opt2);
-  EXPECT_EQ(1, opt2.value());
-}
-
-TEST(OptionalTest, PointerStuff) {
-  optional<string> opt(in_place, "foo");
-  EXPECT_EQ("foo", *opt);
-  const auto& opt_const = opt;
-  EXPECT_EQ("foo", *opt_const);
-  EXPECT_EQ(opt->size(), 3);
-  EXPECT_EQ(opt_const->size(), 3);
-}
-
-// gcc has a bug pre 4.9 where it doesn't do correct overload resolution
-// between rvalue reference qualified member methods. Skip that test to make
-// the build green again when using the old compiler.
-#if defined(__GNUC__) && !defined(__clang__)
-#if __GNUC__ < 4 || (__GNUC__ == 4 && __GNUC_MINOR__ < 9)
-#define SKIP_OVERLOAD_TEST_DUE_TO_GCC_BUG
-#endif
-#endif
-
-TEST(OptionalTest, Value) {
-  using O = optional<string>;
-  using CO = const optional<string>;
-  O lvalue(in_place, "lvalue");
-  CO clvalue(in_place, "clvalue");
-  EXPECT_EQ("lvalue", lvalue.value());
-  EXPECT_EQ("clvalue", clvalue.value());
-  EXPECT_EQ("xvalue", O(in_place, "xvalue").value());
-#ifndef SKIP_OVERLOAD_TEST_DUE_TO_GCC_BUG
-  EXPECT_EQ("cxvalue", CO(in_place, "cxvalue").value());
-#endif
-}
-
-TEST(OptionalTest, ValueOr) {
-  optional<double> opt_empty, opt_set = 1.2;
-  EXPECT_EQ(42.0, opt_empty.value_or(42));
-  EXPECT_EQ(1.2, opt_set.value_or(42));
-  EXPECT_EQ(42.0, optional<double>().value_or(42));
-  EXPECT_EQ(1.2, optional<double>(1.2).value_or(42));
-}
-
-TEST(OptionalTest, make_optional) { EXPECT_EQ(42, make_optional(42).value()); }
-
-TEST(OptionalTest, Comparisons) {
-  optional<int> ae, be, a2 = 2, b2 = 2, a4 = 4, b4 = 4;
-
-#define OptionalTest_Comparisons_EXPECT_LESS(x, y) \
-  EXPECT_FALSE((x) == (y));                        \
-  EXPECT_TRUE((x) != (y));                         \
-  EXPECT_TRUE((x) < (y));                          \
-  EXPECT_FALSE((x) > (y));                         \
-  EXPECT_TRUE((x) <= (y));                         \
-  EXPECT_FALSE((x) >= (y));
-
-#define OptionalTest_Comparisons_EXPECT_SAME(x, y) \
-  EXPECT_TRUE((x) == (y));                         \
-  EXPECT_FALSE((x) != (y));                        \
-  EXPECT_FALSE((x) < (y));                         \
-  EXPECT_FALSE((x) > (y));                         \
-  EXPECT_TRUE((x) <= (y));                         \
-  EXPECT_TRUE((x) >= (y));
-
-#define OptionalTest_Comparisons_EXPECT_GREATER(x, y) \
-  EXPECT_FALSE((x) == (y));                           \
-  EXPECT_TRUE((x) != (y));                            \
-  EXPECT_FALSE((x) < (y));                            \
-  EXPECT_TRUE((x) > (y));                             \
-  EXPECT_FALSE((x) <= (y));                           \
-  EXPECT_TRUE((x) >= (y));
-
-  // LHS: nullopt, ae, a2, 3, a4
-  // RHS: nullopt, be, b2, 3, b4
-
-  // OptionalTest_Comparisons_EXPECT_NOT_TO_WORK(nullopt,nullopt);
-  OptionalTest_Comparisons_EXPECT_SAME(nullopt, be);
-  OptionalTest_Comparisons_EXPECT_LESS(nullopt, b2);
-  // OptionalTest_Comparisons_EXPECT_NOT_TO_WORK(nullopt,3);
-  OptionalTest_Comparisons_EXPECT_LESS(nullopt, b4);
-
-  OptionalTest_Comparisons_EXPECT_SAME(ae, nullopt);
-  OptionalTest_Comparisons_EXPECT_SAME(ae, be);
-  OptionalTest_Comparisons_EXPECT_LESS(ae, b2);
-  OptionalTest_Comparisons_EXPECT_LESS(ae, 3);
-  OptionalTest_Comparisons_EXPECT_LESS(ae, b4);
-
-  OptionalTest_Comparisons_EXPECT_GREATER(a2, nullopt);
-  OptionalTest_Comparisons_EXPECT_GREATER(a2, be);
-  OptionalTest_Comparisons_EXPECT_SAME(a2, b2);
-  OptionalTest_Comparisons_EXPECT_LESS(a2, 3);
-  OptionalTest_Comparisons_EXPECT_LESS(a2, b4);
-
-  // OptionalTest_Comparisons_EXPECT_NOT_TO_WORK(3,nullopt);
-  OptionalTest_Comparisons_EXPECT_GREATER(3, be);
-  OptionalTest_Comparisons_EXPECT_GREATER(3, b2);
-  OptionalTest_Comparisons_EXPECT_SAME(3, 3);
-  OptionalTest_Comparisons_EXPECT_LESS(3, b4);
-
-  OptionalTest_Comparisons_EXPECT_GREATER(a4, nullopt);
-  OptionalTest_Comparisons_EXPECT_GREATER(a4, be);
-  OptionalTest_Comparisons_EXPECT_GREATER(a4, b2);
-  OptionalTest_Comparisons_EXPECT_GREATER(a4, 3);
-  OptionalTest_Comparisons_EXPECT_SAME(a4, b4);
-}
-
-TEST(OptionalTest, SwapRegression) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-
-  {
-    optional<Listenable> a;
-    optional<Listenable> b(in_place);
-    a.swap(b);
-  }
-
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(1, listener.move);
-  EXPECT_EQ(2, listener.destruct);
-
-  {
-    optional<Listenable> a(in_place);
-    optional<Listenable> b;
-    a.swap(b);
-  }
-
-  EXPECT_EQ(2, listener.construct0);
-  EXPECT_EQ(2, listener.move);
-  EXPECT_EQ(4, listener.destruct);
-}
-
-TEST(OptionalTest, BigStringLeakCheck) {
-  constexpr size_t n = 1 << 16;
-
-  using OS = optional<string>;
-
-  OS a;
-  OS b = nullopt;
-  OS c = string(n, 'c');
-  string sd(n, 'd');
-  OS d = sd;
-  OS e(in_place, n, 'e');
-  OS f;
-  f.emplace(n, 'f');
-
-  OS ca(a);
-  OS cb(b);
-  OS cc(c);
-  OS cd(d);
-  OS ce(e);
-
-  OS oa;
-  OS ob = nullopt;
-  OS oc = string(n, 'c');
-  string sod(n, 'd');
-  OS od = sod;
-  OS oe(in_place, n, 'e');
-  OS of;
-  of.emplace(n, 'f');
-
-  OS ma(std::move(oa));
-  OS mb(std::move(ob));
-  OS mc(std::move(oc));
-  OS md(std::move(od));
-  OS me(std::move(oe));
-  OS mf(std::move(of));
-
-  OS aa1;
-  OS ab1 = nullopt;
-  OS ac1 = string(n, 'c');
-  string sad1(n, 'd');
-  OS ad1 = sad1;
-  OS ae1(in_place, n, 'e');
-  OS af1;
-  af1.emplace(n, 'f');
-
-  OS aa2;
-  OS ab2 = nullopt;
-  OS ac2 = string(n, 'c');
-  string sad2(n, 'd');
-  OS ad2 = sad2;
-  OS ae2(in_place, n, 'e');
-  OS af2;
-  af2.emplace(n, 'f');
-
-  aa1 = af2;
-  ab1 = ae2;
-  ac1 = ad2;
-  ad1 = ac2;
-  ae1 = ab2;
-  af1 = aa2;
-
-  OS aa3;
-  OS ab3 = nullopt;
-  OS ac3 = string(n, 'c');
-  string sad3(n, 'd');
-  OS ad3 = sad3;
-  OS ae3(in_place, n, 'e');
-  OS af3;
-  af3.emplace(n, 'f');
-
-  aa3 = nullopt;
-  ab3 = nullopt;
-  ac3 = nullopt;
-  ad3 = nullopt;
-  ae3 = nullopt;
-  af3 = nullopt;
-
-  OS aa4;
-  OS ab4 = nullopt;
-  OS ac4 = string(n, 'c');
-  string sad4(n, 'd');
-  OS ad4 = sad4;
-  OS ae4(in_place, n, 'e');
-  OS af4;
-  af4.emplace(n, 'f');
-
-  aa4 = OS(in_place, n, 'a');
-  ab4 = OS(in_place, n, 'b');
-  ac4 = OS(in_place, n, 'c');
-  ad4 = OS(in_place, n, 'd');
-  ae4 = OS(in_place, n, 'e');
-  af4 = OS(in_place, n, 'f');
-
-  OS aa5;
-  OS ab5 = nullopt;
-  OS ac5 = string(n, 'c');
-  string sad5(n, 'd');
-  OS ad5 = sad5;
-  OS ae5(in_place, n, 'e');
-  OS af5;
-  af5.emplace(n, 'f');
-
-  string saa5(n, 'a');
-  string sab5(n, 'a');
-  string sac5(n, 'a');
-  string sad52(n, 'a');
-  string sae5(n, 'a');
-  string saf5(n, 'a');
-
-  aa5 = saa5;
-  ab5 = sab5;
-  ac5 = sac5;
-  ad5 = sad52;
-  ae5 = sae5;
-  af5 = saf5;
-
-  OS aa6;
-  OS ab6 = nullopt;
-  OS ac6 = string(n, 'c');
-  string sad6(n, 'd');
-  OS ad6 = sad6;
-  OS ae6(in_place, n, 'e');
-  OS af6;
-  af6.emplace(n, 'f');
-
-  aa6 = string(n, 'a');
-  ab6 = string(n, 'b');
-  ac6 = string(n, 'c');
-  ad6 = string(n, 'd');
-  ae6 = string(n, 'e');
-  af6 = string(n, 'f');
-
-  OS aa7;
-  OS ab7 = nullopt;
-  OS ac7 = string(n, 'c');
-  string sad7(n, 'd');
-  OS ad7 = sad7;
-  OS ae7(in_place, n, 'e');
-  OS af7;
-  af7.emplace(n, 'f');
-
-  aa7.emplace(n, 'A');
-  ab7.emplace(n, 'B');
-  ac7.emplace(n, 'C');
-  ad7.emplace(n, 'D');
-  ae7.emplace(n, 'E');
-  af7.emplace(n, 'F');
-}
-
-TEST(OptionalTest, MoveAssignRegression) {
-  StructorListener listener;
-  Listenable::listener = &listener;
-
-  {
-    optional<Listenable> a;
-    Listenable b;
-    a = std::move(b);
-  }
-
-  EXPECT_EQ(1, listener.construct0);
-  EXPECT_EQ(1, listener.move);
-  EXPECT_EQ(2, listener.destruct);
-}
-
-TEST(OptionalTest, ValueType) {
-  EXPECT_TRUE((std::is_same<optional<int>::value_type, int>::value));
-  EXPECT_TRUE((std::is_same<optional<string>::value_type, string>::value));
-  EXPECT_FALSE((std::is_same<optional<int>::value_type, nullopt_t>::value));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow

From 780a184adfa7059db0c2f04fa34664c1dc8374ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Aug 2020 18:01:28 -0700
Subject: [PATCH 4088/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b1c7fdf-7ce6-42d0-9be2-a7ffda4f834c

PiperOrigin-RevId: 328854476
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d407d9c2ef0..fbc4f843c32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a5da7ff22fc62f741bc0263242127cbd36eb49265e4a5b5e8a3ed08194b0172",
-    git_commit = "69e75a3a12f88968961310cea746ea3e914eb5c6",
+    sha256 = "4613aa706f98ddaf5a561a18901aacae4bc50e7fb27485a6573946571755d27e",
+    git_commit = "a054cccea9d2d0d90e9ba6c8d3083f8740804569",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1c31023e5c9d16e6e123408d18fd1e7e2a3d9ea8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Aug 2020 00:01:33 -0700
Subject: [PATCH 4089/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f81bfaf-ba1d-426e-8b88-9a5f509d23a8

PiperOrigin-RevId: 328890338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbc4f843c32..bd9ce7d06fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4613aa706f98ddaf5a561a18901aacae4bc50e7fb27485a6573946571755d27e",
-    git_commit = "a054cccea9d2d0d90e9ba6c8d3083f8740804569",
+    sha256 = "dd385a7ec0e9293e3d9813d356572768666beadbcce01d4f54873ab0371ad01e",
+    git_commit = "17a43be51dfef16181b43adebfde35d8892e2377",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d717c9da47e7c734c9603934e289f44f86dae22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Aug 2020 06:21:50 -0700
Subject: [PATCH 4090/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1a0a979-d006-4be2-b343-1bc7df9d3399

PiperOrigin-RevId: 328926803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd9ce7d06fb..23f12405b83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd385a7ec0e9293e3d9813d356572768666beadbcce01d4f54873ab0371ad01e",
-    git_commit = "17a43be51dfef16181b43adebfde35d8892e2377",
+    sha256 = "44c9333654046a892b66b1bad27be32f71694300c6f0aa19187e13610cf1b1c2",
+    git_commit = "0f17988fd92829a577b2cf715a137377d68f9c09",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f6d9affe98be23c5628be8751f1933aaf3547633 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Aug 2020 12:01:20 -0700
Subject: [PATCH 4091/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29233df3-10e2-496d-9912-f09b828aa244

PiperOrigin-RevId: 328982886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23f12405b83..688cbf15bb9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44c9333654046a892b66b1bad27be32f71694300c6f0aa19187e13610cf1b1c2",
-    git_commit = "0f17988fd92829a577b2cf715a137377d68f9c09",
+    sha256 = "2c4994429c74e7b7690bf5eb1c245933140332fcfb26a063233c9d9719a25170",
+    git_commit = "59d177d9acabe8e70bc33e554a364d2620bc6999",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e24c50b9599eae89af74439fcc1fc6badce036d5 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Fri, 28 Aug 2020 14:42:49 -0700
Subject: [PATCH 4092/8103] Make Internal Change

PiperOrigin-RevId: 329012488
---
 tensorflow_serving/servables/tensorflow/BUILD | 16 +++-
 .../tensorflow/bundle_factory_util.cc         | 69 +--------------
 .../tensorflow/bundle_factory_util.h          | 15 ++--
 .../tensorflow/bundle_factory_util_test.cc    | 39 ++-------
 .../servables/tensorflow/oss/BUILD            | 35 ++++++++
 .../tensorflow/oss/resource_estimator.cc      | 33 +++++++
 .../tensorflow/oss/resource_estimator.h       | 38 ++++++++
 .../tensorflow/oss/resource_estimator_test.cc | 86 +++++++++++++++++++
 .../servables/tensorflow/resource_estimator.h | 27 ++++++
 .../tensorflow/saved_model_bundle_factory.cc  |  3 +-
 .../tensorflow/session_bundle_config.proto    |  3 +
 .../servables/tensorflow/util.cc              | 73 ++++++++++++++++
 .../servables/tensorflow/util.h               | 13 +++
 .../servables/tensorflow/util_test.cc         | 34 ++++++++
 14 files changed, 374 insertions(+), 110 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/BUILD
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/resource_estimator.h

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fb88cecbc35..3595af0b347 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,6 +1,6 @@
 # Description: TensorFlow servables.
 
-load("//tensorflow_serving:oss_or_google.bzl", "if_google")
+load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_tensorflow_proto_dep")
 
 package(
@@ -38,6 +38,14 @@ serving_proto_library(
     ],
 )
 
+cc_library(
+    name = "resource_estimator",
+    hdrs = ["resource_estimator.h"],
+    deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
+        "//tensorflow_serving/servables/tensorflow/oss:resource_estimator",
+    ]) + if_google(["//tensorflow_serving/servables/tensorflow/google:resource_estimator"]),
+)
+
 cc_library(
     name = "bundle_factory_util",
     srcs = ["bundle_factory_util.cc"],
@@ -46,6 +54,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":resource_estimator",
         ":serving_session",
         ":session_bundle_config_cc_proto",
         "//tensorflow_serving/batching:batching_session",
@@ -823,6 +832,9 @@ cc_library(
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis/internal:serialized_input_cc_proto",
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/util:file_probing_env",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -840,7 +852,9 @@ cc_test(
     deps = [
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
         "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util/test_util:mock_file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 4cb6f67d92c..ec2a66c454e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -32,41 +32,6 @@ namespace {
 
 using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
-// Constants used in the resource estimation heuristic. See the documentation
-// on EstimateResourceFromPath().
-constexpr double kResourceEstimateRAMMultiplier = 1.2;
-constexpr int kResourceEstimateRAMPadBytes = 0;
-
-// Returns all the descendants, both directories and files, recursively under
-// 'dirname'. The paths returned are all prefixed with 'dirname'.
-Status GetAllDescendants(const string& dirname, FileProbingEnv* env,
-                         std::vector<string>* const descendants) {
-  descendants->clear();
-  // Make sure that dirname exists;
-  TF_RETURN_IF_ERROR(env->FileExists(dirname));
-  std::deque<string> dir_q;      // Queue for the BFS
-  std::vector<string> dir_list;  // List of all dirs discovered
-  dir_q.push_back(dirname);
-  Status ret;  // Status to be returned.
-  // Do a BFS on the directory to discover all immediate children.
-  while (!dir_q.empty()) {
-    string dir = dir_q.front();
-    dir_q.pop_front();
-    std::vector<string> children;
-    // GetChildren might fail if we don't have appropriate permissions.
-    TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
-    for (const string& child : children) {
-      const string child_path = io::JoinPath(dir, child);
-      descendants->push_back(child_path);
-      // If the child is a directory add it to the queue.
-      if (env->IsDirectory(child_path).ok()) {
-        dir_q.push_back(child_path);
-      }
-    }
-  }
-  return Status::OK();
-}
-
 }  // namespace
 
 SessionOptions GetSessionOptions(const SessionBundleConfig& config) {
@@ -112,39 +77,11 @@ Status CreateBatchScheduler(const BatchingParameters& batching_config,
   return Batcher::Create(options, batch_scheduler);
 }
 
-Status EstimateResourceFromPath(const string& path,
+Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate) {
   TensorflowFileProbingEnv env(Env::Default());
-  return EstimateResourceFromPath(path, &env, estimate);
-}
-
-Status EstimateResourceFromPath(const string& path, FileProbingEnv* env,
-                                ResourceAllocation* estimate) {
-  if (env == nullptr) {
-    return errors::Internal("FileProbingEnv not set");
-  }
-
-  std::vector<string> descendants;
-  TF_RETURN_IF_ERROR(GetAllDescendants(path, env, &descendants));
-  uint64 total_file_size = 0;
-  for (const string& descendant : descendants) {
-    if (!(env->IsDirectory(descendant).ok())) {
-      uint64 file_size;
-      TF_RETURN_IF_ERROR(env->GetFileSize(descendant, &file_size));
-      total_file_size += file_size;
-    }
-  }
-  const uint64 ram_requirement =
-      total_file_size * kResourceEstimateRAMMultiplier +
-      kResourceEstimateRAMPadBytes;
-
-  ResourceAllocation::Entry* ram_entry = estimate->add_resource_quantities();
-  Resource* ram_resource = ram_entry->mutable_resource();
-  ram_resource->set_device(device_types::kMain);
-  ram_resource->set_kind(resource_kinds::kRamBytes);
-  ram_entry->set_quantity(ram_requirement);
-
-  return Status::OK();
+  return EstimateMainRamBytesFromPath(path, use_validation_result, &env,
+                                      estimate);
 }
 
 Status WrapSessionForBatching(const BatchingParameters& batching_config,
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 85e099abaf1..2279279fa90 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -23,6 +23,7 @@ limitations under the License.
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/batching/batching_session.h"
 #include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/resource_estimator.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/util/file_probing_env.h"
 
@@ -49,16 +50,12 @@ Status CreateBatchScheduler(
 // loaded, from its export or saved model path. tensorflow::Env::Default() will
 // be used to access the file system.
 //
-// Uses the following crude heuristic, for now: estimated main-memory RAM =
-// (combined size of all exported file(s)) * kResourceEstimateRAMMultiplier +
-// kResourceEstimateRAMPadBytes.
+// If use_validation_result = true, tries to use the result from infra validtion
+// first. Otherwise, uses the following crude heuristic: estimated main-memory
+// RAM = (combined size of all exported file(s)) *
+// kResourceEstimateRAMMultiplier + kResourceEstimateRAMPadBytes.
 // TODO(b/27694447): Improve the heuristic. At a minimum, account for GPU RAM.
-Status EstimateResourceFromPath(const string& path,
-                                ResourceAllocation* estimate);
-
-// Similar to the above function, but also supplies a FileProbingEnv to use in
-// lieu of tensorflow::Env::Default().
-Status EstimateResourceFromPath(const string& path, FileProbingEnv* env,
+Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate);
 
 // Wraps a session in a new session that automatically batches Run() calls, for
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index ffc417545e8..915b7c65a33 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -46,10 +46,7 @@ namespace serving {
 namespace {
 
 using test_util::EqualsProto;
-using ::testing::_;
-using ::testing::DoAll;
-using ::testing::Return;
-using ::testing::SetArgPointee;
+
 using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
 class BundleFactoryUtilTest : public ::testing::Test {
@@ -129,8 +126,9 @@ TEST_F(BundleFactoryUtilTest, BatchingConfigError) {
 
 TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithBadExport) {
   ResourceAllocation resource_requirement;
-  const Status status =
-      EstimateResourceFromPath("/a/bogus/export/dir", &resource_requirement);
+  const Status status = EstimateResourceFromPath(
+      "/a/bogus/export/dir",
+      /*use_validation_result=*/false, &resource_requirement);
   EXPECT_FALSE(status.ok());
 }
 
@@ -141,33 +139,8 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithGoodExport) {
       test_util::GetExpectedResourceEstimate(kTotalFileSize);
 
   ResourceAllocation actual;
-  TF_ASSERT_OK(EstimateResourceFromPath(export_dir_, &actual));
-  EXPECT_THAT(actual, EqualsProto(expected));
-}
-
-TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithFileProbingEnv) {
-  const string export_dir = "/foo/bar";
-  const string child = "child";
-  const string child_path = io::JoinPath(export_dir, child);
-  const double file_size = 100;
-
-  // Set up the expectation that the directory contains exactly one child with
-  // the given file size.
-  test_util::MockFileProbingEnv env;
-  EXPECT_CALL(env, FileExists(export_dir)).WillRepeatedly(Return(Status::OK()));
-  EXPECT_CALL(env, GetChildren(export_dir, _))
-      .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
-                            Return(Status::OK())));
-  EXPECT_CALL(env, IsDirectory(child_path))
-      .WillRepeatedly(Return(errors::FailedPrecondition("")));
-  EXPECT_CALL(env, GetFileSize(child_path, _))
-      .WillRepeatedly(DoAll(SetArgPointee<1>(file_size), Return(Status::OK())));
-
-  ResourceAllocation actual;
-  TF_ASSERT_OK(EstimateResourceFromPath(export_dir, &env, &actual));
-
-  ResourceAllocation expected =
-      test_util::GetExpectedResourceEstimate(file_size);
+  TF_ASSERT_OK(EstimateResourceFromPath(
+      export_dir_, /*use_validation_result=*/false, &actual));
   EXPECT_THAT(actual, EqualsProto(expected));
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
new file mode 100644
index 00000000000..884e02d65d1
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -0,0 +1,35 @@
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+    features = ["-layering_check"],
+)
+
+licenses(["notice"])
+
+cc_library(
+    name = "resource_estimator",
+    srcs = ["resource_estimator.cc"],
+    hdrs = ["resource_estimator.h"],
+    deps = [
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:util",
+        "//tensorflow_serving/util:file_probing_env",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_test(
+    name = "resource_estimator_test",
+    srcs = ["resource_estimator_test.cc"],
+    deps = [
+        ":resource_estimator",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
+        "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util/test_util:mock_file_probing_env",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
new file mode 100644
index 00000000000..38ffc873df3
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
@@ -0,0 +1,33 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/oss/resource_estimator.h"
+
+#include "tensorflow/core/platform/path.h"
+#include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status EstimateMainRamBytesFromPath(const string& path,
+                                    bool use_validation_result,
+                                    FileProbingEnv* env,
+                                    ResourceAllocation* estimate) {
+  return EstimateResourceFromPathUsingDiskState(path, env, estimate);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
new file mode 100644
index 00000000000..2a90a7b64fc
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
@@ -0,0 +1,38 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_RESOURCE_ESTIMATER_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_RESOURCE_ESTIMATER_H_
+
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/util/file_probing_env.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Estimates the ram resources a session bundle or saved model bundle will use
+// once loaded, from its export or saved model path.
+// TODO(b/150736159): Support use_validation_result. Right now,
+// use_validation_result is ignored and the function always get resource
+// estimation from disk.
+Status EstimateMainRamBytesFromPath(const string& path,
+                                    bool use_validation_result,
+                                    FileProbingEnv* env,
+                                    ResourceAllocation* estimate);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_RESOURCE_ESTIMATER_H_
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
new file mode 100644
index 00000000000..f1d404ace98
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
@@ -0,0 +1,86 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/oss/resource_estimator.h"
+
+#include <cstddef>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/path.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/test_util/mock_file_probing_env.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using test_util::EqualsProto;
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::Return;
+using ::testing::SetArgPointee;
+
+class ResourceEstimatorTest : public ::testing::Test {
+ protected:
+  void SetUp() {
+    export_dir_ = "/foo/bar";
+    const string child = "child";
+    const string child_path = io::JoinPath(export_dir_, child);
+    file_size_ = 100;
+
+    // Set up the expectation that the directory contains exactly one child with
+    // the given file size.
+    EXPECT_CALL(env_, FileExists(export_dir_))
+        .WillRepeatedly(Return(Status::OK()));
+    EXPECT_CALL(env_, GetChildren(export_dir_, _))
+        .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
+                              Return(Status::OK())));
+    EXPECT_CALL(env_, IsDirectory(child_path))
+        .WillRepeatedly(Return(errors::FailedPrecondition("")));
+    EXPECT_CALL(env_, GetFileSize(child_path, _))
+        .WillRepeatedly(
+            DoAll(SetArgPointee<1>(file_size_), Return(Status::OK())));
+  }
+
+  string export_dir_;
+  double file_size_;
+  test_util::MockFileProbingEnv env_;
+};
+
+TEST_F(ResourceEstimatorTest, EstimateResourceFromPathWithFileProbingEnv) {
+  ResourceAllocation actual;
+  TF_ASSERT_OK(EstimateMainRamBytesFromPath(
+      export_dir_, /*use_validation_result=*/false, &env_, &actual));
+  ResourceAllocation expected =
+      test_util::GetExpectedResourceEstimate(file_size_);
+  EXPECT_THAT(actual, EqualsProto(expected));
+}
+
+TEST_F(ResourceEstimatorTest, EstimateResourceFromValidationResult) {
+  // Currently, using validation result is not supported yet.
+  // Uses disk state to estimate the resource usage.
+  ResourceAllocation actual;
+  TF_ASSERT_OK(EstimateMainRamBytesFromPath(
+      export_dir_, /*use_validation_result=*/true, &env_, &actual));
+  ResourceAllocation expected =
+      test_util::GetExpectedResourceEstimate(file_size_);
+  EXPECT_THAT(actual, EqualsProto(expected));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/resource_estimator.h b/tensorflow_serving/servables/tensorflow/resource_estimator.h
new file mode 100644
index 00000000000..a1498708d4e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/resource_estimator.h
@@ -0,0 +1,27 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RESOURCE_ESTIMATOR_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RESOURCE_ESTIMATOR_H_
+
+#include "tensorflow_serving/util/oss_or_google.h"
+
+#ifdef TENSORFLOW_SERVING_GOOGLE
+#include "tensorflow_serving/servables/tensorflow/google/resource_estimator.h"
+#else
+#include "tensorflow_serving/servables/tensorflow/oss/resource_estimator.h"
+#endif
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RESOURCE_ESTIMATOR_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 7917f7cb988..4d4ad342029 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -107,7 +107,8 @@ Status SavedModelBundleFactory::Create(
 
 Status SavedModelBundleFactory::EstimateResourceRequirement(
     const string& path, ResourceAllocation* estimate) const {
-  return EstimateResourceFromPath(path, estimate);
+  return EstimateResourceFromPath(
+      path, config_.resource_estimation_uses_validation_result(), estimate);
 }
 
 Status SavedModelBundleFactory::CreateSavedModelBundleWithMetadata(
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index cb9fee10b39..2ebf4830ad8 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -90,6 +90,9 @@ message SessionBundleConfig {
   // directory, instead of the TensorFlow model from `saved_model.pb` file.
   // If no TensorFlow Lite model found, fallback to TensorFlow model.
   bool prefer_tflite_model = 783;
+
+  // Tries to use infra validation result to estimate resource usage.
+  bool resource_estimation_uses_validation_result = 784;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index a085e09c2a6..987dce5e41a 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -27,16 +27,22 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/cord.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/internal/serialized_input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/resources/resource_values.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
+// Constants used in the resource estimation heuristic.
+static constexpr double kResourceEstimateRAMMultiplier = 1.2;
+static constexpr int kResourceEstimateRAMPadBytes = 0;
+
 auto* example_counts = monitoring::Sampler<1>::New(
     {"/tensorflow/serving/request_example_counts",
      "The number of tensorflow.Examples per request.", "model"},
@@ -63,6 +69,35 @@ int NumInputExamples(const internal::SerializedInput& input) {
 
 std::atomic<bool> signature_method_check{true};
 
+// Returns all the descendants, both directories and files, recursively under
+// 'dirname'. The paths returned are all prefixed with 'dirname'.
+Status GetAllDescendants(const string& dirname, FileProbingEnv* env,
+                         std::vector<string>* const descendants) {
+  descendants->clear();
+  // Make sure that dirname exists;
+  TF_RETURN_IF_ERROR(env->FileExists(dirname));
+  std::deque<string> dir_q;      // Queue for the BFS
+  std::vector<string> dir_list;  // List of all dirs discovered
+  dir_q.push_back(dirname);
+  // Do a BFS on the directory to discover all immediate children.
+  while (!dir_q.empty()) {
+    const string dir = dir_q.front();
+    dir_q.pop_front();
+    std::vector<string> children;
+    // GetChildren might fail if we don't have appropriate permissions.
+    TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
+    for (const string& child : children) {
+      const string child_path = io::JoinPath(dir, child);
+      descendants->push_back(child_path);
+      // If the child is a directory add it to the queue.
+      if (env->IsDirectory(child_path).ok()) {
+        dir_q.push_back(child_path);
+      }
+    }
+  }
+  return Status::OK();
+}
+
 }  // namespace
 
 namespace internal {
@@ -211,5 +246,43 @@ void MakeModelSpec(const string& model_name,
   }
 }
 
+Status GetModelDiskSize(const string& path, FileProbingEnv* env,
+                        uint64* total_file_size) {
+  if (env == nullptr) {
+    return errors::Internal("FileProbingEnv not set");
+  }
+
+  std::vector<string> descendants;
+  TF_RETURN_IF_ERROR(GetAllDescendants(path, env, &descendants));
+  *total_file_size = 0;
+  for (const string& descendant : descendants) {
+    if (!(env->IsDirectory(descendant).ok())) {
+      uint64 file_size;
+      TF_RETURN_IF_ERROR(env->GetFileSize(descendant, &file_size));
+      *total_file_size += file_size;
+    }
+  }
+  return Status::OK();
+}
+
+Status EstimateResourceFromPathUsingDiskState(const string& path,
+                                              FileProbingEnv* env,
+                                              ResourceAllocation* estimate) {
+  uint64 total_file_size = 0;
+  TF_RETURN_IF_ERROR(GetModelDiskSize(path, env, &total_file_size));
+
+  const uint64 ram_requirement =
+      total_file_size * kResourceEstimateRAMMultiplier +
+      kResourceEstimateRAMPadBytes;
+
+  ResourceAllocation::Entry* ram_entry = estimate->add_resource_quantities();
+  Resource* ram_resource = ram_entry->mutable_resource();
+  ram_resource->set_device(device_types::kMain);
+  ram_resource->set_kind(resource_kinds::kRamBytes);
+  ram_entry->set_quantity(ram_requirement);
+
+  return Status::OK();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 76e5688dd04..ffd1e7f926e 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -25,6 +25,8 @@ limitations under the License.
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/util/file_probing_env.h"
 
 namespace tensorflow {
 namespace serving {
@@ -96,6 +98,17 @@ void MakeModelSpec(const string& model_name,
                    const absl::optional<string>& signature_name,
                    const absl::optional<int64>& version, ModelSpec* model_spec);
 
+// Gets the disk size of the model in the given path.
+Status GetModelDiskSize(const string& path, FileProbingEnv* env,
+                        uint64* total_file_size);
+
+// Estimates the resources a session bundle or saved model bundle will use once
+// loaded, from its export or saved model path. Directly uses disk state for
+// estimation.
+Status EstimateResourceFromPathUsingDiskState(const string& path,
+                                              FileProbingEnv* env,
+                                              ResourceAllocation* estimate);
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 8c9b45dd37f..d1d2cc1b5e5 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -25,15 +25,22 @@ limitations under the License.
 #include "tensorflow/core/lib/histogram/histogram.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/platform/path.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
 #include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/test_util/mock_file_probing_env.h"
 
 namespace tensorflow {
 namespace serving {
 namespace {
 
 using test_util::EqualsProto;
+using ::testing::_;
+using ::testing::DoAll;
 using ::testing::Eq;
 using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::SetArgPointee;
 
 class InputUtilTest : public ::testing::Test {
  protected:
@@ -276,6 +283,33 @@ TEST(SignatureMethodNameCheckFeature, SetGet) {
   EXPECT_FALSE(GetSignatureMethodNameCheckFeature());
 }
 
+TEST(ResourceEstimatorTest, EstimateResourceFromPathUsingDiskState) {
+  const string export_dir = "/foo/bar";
+  const string child = "child";
+  const string child_path = io::JoinPath(export_dir, child);
+  const double file_size = 100;
+
+  // Set up the expectation that the directory contains exactly one child with
+  // the given file size.
+  test_util::MockFileProbingEnv env;
+  EXPECT_CALL(env, FileExists(export_dir)).WillRepeatedly(Return(Status::OK()));
+  EXPECT_CALL(env, GetChildren(export_dir, _))
+      .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
+                            Return(Status::OK())));
+  EXPECT_CALL(env, IsDirectory(child_path))
+      .WillRepeatedly(Return(errors::FailedPrecondition("")));
+  EXPECT_CALL(env, GetFileSize(child_path, _))
+      .WillRepeatedly(DoAll(SetArgPointee<1>(file_size), Return(Status::OK())));
+
+  ResourceAllocation actual;
+  TF_ASSERT_OK(
+      EstimateResourceFromPathUsingDiskState(export_dir, &env, &actual));
+
+  ResourceAllocation expected =
+      test_util::GetExpectedResourceEstimate(file_size);
+  EXPECT_THAT(actual, EqualsProto(expected));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 023013fcb495b28975cae4fe75e72faca86c1078 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Aug 2020 18:02:03 -0700
Subject: [PATCH 4093/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c77c84f-8062-4f64-a834-38a0c2d3c6ca

PiperOrigin-RevId: 329041936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 688cbf15bb9..1485d5440f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c4994429c74e7b7690bf5eb1c245933140332fcfb26a063233c9d9719a25170",
-    git_commit = "59d177d9acabe8e70bc33e554a364d2620bc6999",
+    sha256 = "1d6f50f55ed31704c6c4b5a429301030bc31b7c1638a33fe2bd9e776316079ed",
+    git_commit = "90117c484e4845b753b0ec2381fe66731d33380a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d8faed196f40703881556a33ee86503f7a4a237e Mon Sep 17 00:00:00 2001
From: Yi Situ <yisitu@google.com>
Date: Fri, 28 Aug 2020 18:52:38 -0700
Subject: [PATCH 4094/8103] Move profiler services behind profiler namespace.

PiperOrigin-RevId: 329046847
---
 tensorflow_serving/model_servers/server.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 719c3fdb5c9..627f80deebd 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -137,7 +137,7 @@ BuildServerCredentialsFromSSLConfigFile(const string& ssl_config_file) {
 
   ssl_ops.force_client_auth = ssl_config.client_verify();
 
-  if (ssl_config.custom_ca().size() > 0) {
+  if (!ssl_config.custom_ca().empty()) {
     ssl_ops.pem_root_certs = ssl_config.custom_ca();
   }
 

From 28f5894ee4afd382c81bfb6aa39ee82764f2380f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Aug 2020 00:01:39 -0700
Subject: [PATCH 4095/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76b59916-8d8f-42cc-afe4-799b8c0ab7c5

PiperOrigin-RevId: 329068944
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1485d5440f3..e052aa4c12c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d6f50f55ed31704c6c4b5a429301030bc31b7c1638a33fe2bd9e776316079ed",
-    git_commit = "90117c484e4845b753b0ec2381fe66731d33380a",
+    sha256 = "f3b53969235027782eaa0f85f5e46c4dff9ff629b35396ac0a86c9915793a87c",
+    git_commit = "c5aac1cc5962c1f20c076b7c3ec0773cbc48efde",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b30412a318b8a29acdda5349b3b2553a52b862af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Aug 2020 06:01:32 -0700
Subject: [PATCH 4096/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b329f9e1-f638-4fff-8d9c-de1f96f139c7

PiperOrigin-RevId: 329090681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e052aa4c12c..1c4eb6876d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3b53969235027782eaa0f85f5e46c4dff9ff629b35396ac0a86c9915793a87c",
-    git_commit = "c5aac1cc5962c1f20c076b7c3ec0773cbc48efde",
+    sha256 = "2e2dda97faa01b11fbc14683bdcbc52a5b4a9e3c1bfc98bbc483fe47d3c839ef",
+    git_commit = "eed8f6c0946cd229d9b749295dd02045271b066e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae450ee6e9cc16c484da137f8ad667acf14776d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Aug 2020 18:01:29 -0700
Subject: [PATCH 4097/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e09654f4-d84e-42de-b309-049e1a290be5

PiperOrigin-RevId: 329135008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c4eb6876d5..73ada0f1e45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e2dda97faa01b11fbc14683bdcbc52a5b4a9e3c1bfc98bbc483fe47d3c839ef",
-    git_commit = "eed8f6c0946cd229d9b749295dd02045271b066e",
+    sha256 = "a18190a4f5e5cfaae5ab1c0e8185fe32a2dc1c24f514eafb9794294805d94d07",
+    git_commit = "16d2b56de211a28805eca2413474c6ca535ff3a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ab625ba4de68945cbbcd6e0a122f1d1d440bc806 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Aug 2020 00:01:32 -0700
Subject: [PATCH 4098/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35ea12c1-cafb-465e-96ba-58ee70bfef24

PiperOrigin-RevId: 329155415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73ada0f1e45..085223dba6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a18190a4f5e5cfaae5ab1c0e8185fe32a2dc1c24f514eafb9794294805d94d07",
-    git_commit = "16d2b56de211a28805eca2413474c6ca535ff3a5",
+    sha256 = "7eeea6ac5e6255bda7ec6f6fe69b16b31e7d94c8cd408677e0481d7ce3daea39",
+    git_commit = "da7c96135a049fce318d4c38bae309c9528ab895",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7981df5715c04fa6e8509b66bc8523c10f070ae3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Aug 2020 06:01:31 -0700
Subject: [PATCH 4099/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dabaffb2-b0a4-4c27-8288-a9bc438a2999

PiperOrigin-RevId: 329177013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 085223dba6f..216d5296741 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7eeea6ac5e6255bda7ec6f6fe69b16b31e7d94c8cd408677e0481d7ce3daea39",
-    git_commit = "da7c96135a049fce318d4c38bae309c9528ab895",
+    sha256 = "9a1de41da9c64501ace300542f92b9b37c057932f215d058c991ca520e253810",
+    git_commit = "de52bc1b16ec15c2afc5696edd89480f8bad5257",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82a68caca207d4507259007284a5094373d10e21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Aug 2020 00:01:41 -0700
Subject: [PATCH 4100/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5f7b307-3638-4242-8e97-4ae3b39e85f0

PiperOrigin-RevId: 329249241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 216d5296741..564321e4ad7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a1de41da9c64501ace300542f92b9b37c057932f215d058c991ca520e253810",
-    git_commit = "de52bc1b16ec15c2afc5696edd89480f8bad5257",
+    sha256 = "c4d2a557f3e6e7e09b7e24dbbd7bc57c9ab4be8feb573bce770f3f49aa8ec198",
+    git_commit = "c0757ec6ed6e55b7fb50b5049276e6c140981b5d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae8b894c85dc4d89960a4464e238680a13dc4f05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Aug 2020 06:01:54 -0700
Subject: [PATCH 4101/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10034890-ca6c-4c41-b65e-e266b63da74a

PiperOrigin-RevId: 329287161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 564321e4ad7..478721a0269 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4d2a557f3e6e7e09b7e24dbbd7bc57c9ab4be8feb573bce770f3f49aa8ec198",
-    git_commit = "c0757ec6ed6e55b7fb50b5049276e6c140981b5d",
+    sha256 = "0948f936d493b59b189dc90ca5022ff305c0dcef986b7d6395da3a6cd9fc29f7",
+    git_commit = "44dbace063796ea99c5b3d27a3a5810048d5096c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98a55030e10a61ee0c3f6b8fc57e2cf63fc59719 Mon Sep 17 00:00:00 2001
From: Yi Situ <yisitu@google.com>
Date: Mon, 31 Aug 2020 10:21:10 -0700
Subject: [PATCH 4102/8103] Deprecate tensorflow::CreateProfilerService() and
 update serving client.

PiperOrigin-RevId: 329327406
---
 tensorflow_serving/model_servers/server.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 627f80deebd..b16aca7ca24 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -334,7 +334,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   prediction_service_ =
       absl::make_unique<PredictionServiceImpl>(predict_server_options);
 
-  profiler_service_ = tensorflow::CreateProfilerService();
+  profiler_service_ = tensorflow::profiler::CreateProfilerService();
 
   ::grpc::ServerBuilder builder;
   builder.AddListeningPort(

From 15e0ee88c45d6887b460e48a3d084cccddbb8ec4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Aug 2020 12:01:27 -0700
Subject: [PATCH 4103/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9fd9027-0a26-40e9-a81e-b1309873bc00

PiperOrigin-RevId: 329349077
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 478721a0269..a8e6c2f4ed1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0948f936d493b59b189dc90ca5022ff305c0dcef986b7d6395da3a6cd9fc29f7",
-    git_commit = "44dbace063796ea99c5b3d27a3a5810048d5096c",
+    sha256 = "fce684631d69eccbac98c5bfd09cbbbc786412943392f4438dac81abf0049259",
+    git_commit = "5574be6465472d32f5849e353b150d45eb7738f2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d36a869b8a21939d4f06a9ff770f1fad9c6aebdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Aug 2020 18:21:57 -0700
Subject: [PATCH 4104/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3adff081-7669-4bb9-b302-36274b431f04

PiperOrigin-RevId: 329418304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8e6c2f4ed1..969a40c37f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fce684631d69eccbac98c5bfd09cbbbc786412943392f4438dac81abf0049259",
-    git_commit = "5574be6465472d32f5849e353b150d45eb7738f2",
+    sha256 = "db65d358f4707d125a0d4cafad65b4b8950e755d1a586f0dd7f173e28288eb3a",
+    git_commit = "3a3f9145392ce550e8a73f8b5e8f0907629bb145",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 877cfd9e3dfb76a1d41a5aaafa55fa9ffa797ff6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Sep 2020 00:01:39 -0700
Subject: [PATCH 4105/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e77c97e-b15d-4756-8e5a-a8443b1f0747

PiperOrigin-RevId: 329453079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 969a40c37f7..39be392b6a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db65d358f4707d125a0d4cafad65b4b8950e755d1a586f0dd7f173e28288eb3a",
-    git_commit = "3a3f9145392ce550e8a73f8b5e8f0907629bb145",
+    sha256 = "16d51a09f696a47c0de6648fe0a74e438cce663ba8cacc8c8181b3f47d59a1e1",
+    git_commit = "df56f011bd79f8182960a29e73ac9b4c0c4db700",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 016befd53c87f6a5a1516488014be4551325af1e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Sep 2020 06:01:39 -0700
Subject: [PATCH 4106/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e8492a2-2512-49e1-aa79-76baf5b439ea

PiperOrigin-RevId: 329491302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39be392b6a7..875daab986e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16d51a09f696a47c0de6648fe0a74e438cce663ba8cacc8c8181b3f47d59a1e1",
-    git_commit = "df56f011bd79f8182960a29e73ac9b4c0c4db700",
+    sha256 = "7c635156f13c948b8b845042740cf28b7ecfab6e5cb3def7b6eb345fc46d6604",
+    git_commit = "6293abccc7cf52de315b3ab665e47624b62fd885",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 425967c520ff43a57818b6887cb4c5c5672e16a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Sep 2020 12:01:25 -0700
Subject: [PATCH 4107/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d17fa8f-a62d-49f3-a6a7-dec6d4179617

PiperOrigin-RevId: 329553147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 875daab986e..13ce03b2a0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c635156f13c948b8b845042740cf28b7ecfab6e5cb3def7b6eb345fc46d6604",
-    git_commit = "6293abccc7cf52de315b3ab665e47624b62fd885",
+    sha256 = "b2d956a36499d69d31d038e3d41b08a0c551206c08f88199431f9eec26ca82d9",
+    git_commit = "a067c6723019ea08d3b4a1acf2cb1dbd42e33e09",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1d310f7dbcdc0e5f805005d6a216ac4f2045a6d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Sep 2020 18:01:36 -0700
Subject: [PATCH 4108/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/03c873ad-1aad-410d-ba6b-372dc86eb2ac

PiperOrigin-RevId: 329618804
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13ce03b2a0f..9739e374f48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2d956a36499d69d31d038e3d41b08a0c551206c08f88199431f9eec26ca82d9",
-    git_commit = "a067c6723019ea08d3b4a1acf2cb1dbd42e33e09",
+    sha256 = "cef77e2041dabaade22a5747d19b8294b634c00f1b58ca0938f45167280702eb",
+    git_commit = "9119dd3fad3dbd42ea07efb7a18970fcc6b8b975",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b61bfd87ba41375d1626826fe2c6041fcbe8af9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Sep 2020 00:01:54 -0700
Subject: [PATCH 4109/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2831157c-e3fb-4efe-a7f2-cb93d6a1e15e

PiperOrigin-RevId: 329657153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9739e374f48..8e5fa333ab5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cef77e2041dabaade22a5747d19b8294b634c00f1b58ca0938f45167280702eb",
-    git_commit = "9119dd3fad3dbd42ea07efb7a18970fcc6b8b975",
+    sha256 = "1050732a47b055513774ab5d9a0a8adf4fa5f5a965d36c518d54a9b81694c1f3",
+    git_commit = "6245e7dc98ba2c9a3b40c8fa5a5283804f3d8c1d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec5ed2fdfc93d108340d8e1c6991e6105a5ce21d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Sep 2020 06:01:39 -0700
Subject: [PATCH 4110/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8847637-7544-4551-91f5-a204c1aabc69

PiperOrigin-RevId: 329697072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e5fa333ab5..053b4cae383 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1050732a47b055513774ab5d9a0a8adf4fa5f5a965d36c518d54a9b81694c1f3",
-    git_commit = "6245e7dc98ba2c9a3b40c8fa5a5283804f3d8c1d",
+    sha256 = "28e8ff9d8b86e38deb718ecdcf58c043bf0ebbf41355720e60c4099a08377ebe",
+    git_commit = "da2c5d264781f587294c9866d778d22288b3c9cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 600cb28414e934de81e0e4e786d59ea128bc091a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Sep 2020 12:18:48 -0700
Subject: [PATCH 4111/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a03af50e-3ba7-4464-bce3-da2bd07a77d2

PiperOrigin-RevId: 329762665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 053b4cae383..f8843d504e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28e8ff9d8b86e38deb718ecdcf58c043bf0ebbf41355720e60c4099a08377ebe",
-    git_commit = "da2c5d264781f587294c9866d778d22288b3c9cd",
+    sha256 = "2017b643ecda07018831fdd1145d72f4c7033d770d2e4c1b5ce7fe2ddeff3f59",
+    git_commit = "51565c5652e96f1726ae96d3b406f09cebfdaef2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 086929269b5f2c0f5d71c30accb79d74694c9ece Mon Sep 17 00:00:00 2001
From: Sanjoy Das <sanjoy@google.com>
Date: Wed, 2 Sep 2020 16:00:12 -0700
Subject: [PATCH 4112/8103] Change the SASS & PTX we ship with TF

Announcement: https://groups.google.com/a/tensorflow.org/g/developers/c/uCKQeiTA3u8/m/xDBWKcrUAgAJ
PiperOrigin-RevId: 329805962
---
 .bazelrc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 3e8a6f5fcd1..49a342ef44f 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -5,7 +5,7 @@ build:release --copt=-msse4.2
 # Options used to build with CUDA.
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
-build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_37,sm_52,sm_60,sm_61,compute_70"
+build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
 
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the

From adc5a7578355c52dbfd2659c019ec25bbb80ae39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Sep 2020 18:01:38 -0700
Subject: [PATCH 4113/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a72cf17c-a934-4c14-b95c-cb2ae28fd385

PiperOrigin-RevId: 329826127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8843d504e1..dd244ed8ddf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2017b643ecda07018831fdd1145d72f4c7033d770d2e4c1b5ce7fe2ddeff3f59",
-    git_commit = "51565c5652e96f1726ae96d3b406f09cebfdaef2",
+    sha256 = "a5cae21601a7d53340386cfd10d2e5e05e763da88df5eb4ad170c881752bd61e",
+    git_commit = "b64dfc0c63defad2704f224dff2aa3cf97469f91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ebf36c4543ffca89f55aa92833adf469f202e570 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Sep 2020 00:01:39 -0700
Subject: [PATCH 4114/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43e260dd-2aaf-4926-9836-9520187f56e9

PiperOrigin-RevId: 329864102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd244ed8ddf..5798038a526 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5cae21601a7d53340386cfd10d2e5e05e763da88df5eb4ad170c881752bd61e",
-    git_commit = "b64dfc0c63defad2704f224dff2aa3cf97469f91",
+    sha256 = "2f37ea64b29c1b9c7c037cc13de610549924594afda1b42f6081301c8033afd0",
+    git_commit = "d65352ddd3bad47a0eaffce0a40c96617866f51f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ab2ec0bbe4d45a323b40894589e5ff720aacd9da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Sep 2020 06:01:45 -0700
Subject: [PATCH 4115/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52382d6d-9b9b-4103-8a63-7451aa4f3a54

PiperOrigin-RevId: 329903970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5798038a526..d3e38c6a89a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f37ea64b29c1b9c7c037cc13de610549924594afda1b42f6081301c8033afd0",
-    git_commit = "d65352ddd3bad47a0eaffce0a40c96617866f51f",
+    sha256 = "c2cd1ea76cd8b4dde7fcbe333fd39def09fb09911949730bbc3913e0174678ad",
+    git_commit = "8f80e6e01351cb4f77587b59d860be196fcd8a97",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 71eb044a8f6a67c0b6e1993a6220cd9c153cd812 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Sep 2020 12:01:32 -0700
Subject: [PATCH 4116/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86af7744-5843-4828-9993-437bd434f798

PiperOrigin-RevId: 329964984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3e38c6a89a..079c98ccf56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2cd1ea76cd8b4dde7fcbe333fd39def09fb09911949730bbc3913e0174678ad",
-    git_commit = "8f80e6e01351cb4f77587b59d860be196fcd8a97",
+    sha256 = "87d5da810ef324018844e1145ecf8dd2829b73b6416e26f02ec0f109ee1d6afa",
+    git_commit = "380ecc5ae86df424d48d68b1a93df9e1b6094d6b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01ac07b530c7920073a8e33615c04755f2a3c0f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Sep 2020 18:01:36 -0700
Subject: [PATCH 4117/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60cf118c-182c-4b78-9981-c2dd3208402a

PiperOrigin-RevId: 330029233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 079c98ccf56..e4a627f5557 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87d5da810ef324018844e1145ecf8dd2829b73b6416e26f02ec0f109ee1d6afa",
-    git_commit = "380ecc5ae86df424d48d68b1a93df9e1b6094d6b",
+    sha256 = "ff06948cb5778834be75739983a20fb4a86a8422f4eb14e4db8ac31a8e57d603",
+    git_commit = "2cea1ba130eb5627d7f5c1af8518054ff000c4ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 10517cefe84eeda3e66ee4cd95b1df63b9f223a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Sep 2020 00:01:26 -0700
Subject: [PATCH 4118/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f725386e-1687-41b3-b62f-1706ab475fe6

PiperOrigin-RevId: 330060329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4a627f5557..23dc931fe32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff06948cb5778834be75739983a20fb4a86a8422f4eb14e4db8ac31a8e57d603",
-    git_commit = "2cea1ba130eb5627d7f5c1af8518054ff000c4ef",
+    sha256 = "97d14cd1f21e13087248834cce9b0613fc3fa820bdf838aa796e7f11de027a17",
+    git_commit = "e9669d3b681fdbaa91c9a8512aa9575cf994cf9d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6a85a07e19960110bfd568501a2fb1fc85fa9844 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Sep 2020 18:01:33 -0700
Subject: [PATCH 4119/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d206b6eb-294a-4d69-a2c2-152278def5da

PiperOrigin-RevId: 330140196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23dc931fe32..d4cf02725b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97d14cd1f21e13087248834cce9b0613fc3fa820bdf838aa796e7f11de027a17",
-    git_commit = "e9669d3b681fdbaa91c9a8512aa9575cf994cf9d",
+    sha256 = "5f22aa3387fa975c82f28f1823d9c31f8f5d50c2a157ba6dec437f1b2cc83332",
+    git_commit = "5f1f7e54edda039e1b356450d49b25c0ead583fb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43a29a0d87ef8388e77e6f02b7ee1ce59232c5e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Sep 2020 00:02:03 -0700
Subject: [PATCH 4120/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0fe5b65e-2fe6-4f4f-8db9-11949e95e27f

PiperOrigin-RevId: 330163221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4cf02725b8..94236f6601d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f22aa3387fa975c82f28f1823d9c31f8f5d50c2a157ba6dec437f1b2cc83332",
-    git_commit = "5f1f7e54edda039e1b356450d49b25c0ead583fb",
+    sha256 = "2906808b1b87ec9e537db82888465e18fabf66ff477e5c551582a625cdf66fe2",
+    git_commit = "ddc9c3fdfa97d200f02650710e10c72b5efcd116",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 81f1583e5d30c30cf70e8e7ccf0e02c1bf529d0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Sep 2020 06:01:24 -0700
Subject: [PATCH 4121/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d91b58de-ebcb-4df1-94c1-bc3d5d09c864

PiperOrigin-RevId: 330184585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94236f6601d..e3573041df7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2906808b1b87ec9e537db82888465e18fabf66ff477e5c551582a625cdf66fe2",
-    git_commit = "ddc9c3fdfa97d200f02650710e10c72b5efcd116",
+    sha256 = "37f8411ae79e5d101b84d01ea7ab236021117b84705f37e0150d8fbd394f7403",
+    git_commit = "5bb9e81e1ac7d3944986504bb37a0b1c6b27576c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3a5b324959d8a00dd341b4d087fac78d1744c83e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Sep 2020 18:01:35 -0700
Subject: [PATCH 4122/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/926370db-1975-436e-8cca-0852453dc5cb

PiperOrigin-RevId: 330223571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3573041df7..d2dff1a7859 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37f8411ae79e5d101b84d01ea7ab236021117b84705f37e0150d8fbd394f7403",
-    git_commit = "5bb9e81e1ac7d3944986504bb37a0b1c6b27576c",
+    sha256 = "8b1cd3177762b0d1ad4e1251e1afe120ad74599947367f1c2ea474830a85cc31",
+    git_commit = "38c3134bb1e0150a4376127c46a7eb482b0c66e3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f316c14b7aeebed33085497b2d6c4756fe6d6255 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Sep 2020 06:01:35 -0700
Subject: [PATCH 4123/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ced4940a-e758-456c-8762-bc2f0ca6313e

PiperOrigin-RevId: 330265112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2dff1a7859..8a912aa6ece 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b1cd3177762b0d1ad4e1251e1afe120ad74599947367f1c2ea474830a85cc31",
-    git_commit = "38c3134bb1e0150a4376127c46a7eb482b0c66e3",
+    sha256 = "307db72b9fef6fe8c63be096e0ee82ed98f8f532c53dc1fa1192c848273ffc8e",
+    git_commit = "bb49eafc080caf205d5ba4478d9c93552ce46d57",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 140798725acea16cd9e60f1dc31956231f478eb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Sep 2020 18:01:46 -0700
Subject: [PATCH 4124/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2909f826-b19a-40ab-80a9-6334e85f3eea

PiperOrigin-RevId: 330306663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a912aa6ece..aa6f09156a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "307db72b9fef6fe8c63be096e0ee82ed98f8f532c53dc1fa1192c848273ffc8e",
-    git_commit = "bb49eafc080caf205d5ba4478d9c93552ce46d57",
+    sha256 = "897510ff2b1e5fef4026ab849afee3a7568806b706404e2f9f613b471dbec331",
+    git_commit = "e9f0135b7ee366d9751e66532f011d4f8e5a1351",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6dfd5b2694d1b1d300eb977c636388c67ec20b4a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Sep 2020 00:02:10 -0700
Subject: [PATCH 4125/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48997e2c-e1e9-45aa-bc5b-0e2351341948

PiperOrigin-RevId: 330334090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa6f09156a7..3889e972534 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "897510ff2b1e5fef4026ab849afee3a7568806b706404e2f9f613b471dbec331",
-    git_commit = "e9f0135b7ee366d9751e66532f011d4f8e5a1351",
+    sha256 = "0a7dc0881889dfddc0c7bebb11c780228378a897ca5c9d206812a693351fe8ed",
+    git_commit = "31dfc1deeda674a7be98f5357cc1d993ceb925d4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 405aa98cb1129eb243dc572455b11b8245df6eb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Sep 2020 06:01:33 -0700
Subject: [PATCH 4126/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0bb4ecc-c33d-47ff-bf97-7490a3f89150

PiperOrigin-RevId: 330372097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3889e972534..a017db2c7b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a7dc0881889dfddc0c7bebb11c780228378a897ca5c9d206812a693351fe8ed",
-    git_commit = "31dfc1deeda674a7be98f5357cc1d993ceb925d4",
+    sha256 = "606841cd27e3f912184d9e22f6be8225dfe8d0feadf48ec62bdc864f50d76f4f",
+    git_commit = "4ef5fca16bf0ba84ece8f86959f37e6767297103",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 93ba466cda2c13bf05e8e0bb5c1292edaf09dd6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Sep 2020 12:01:22 -0700
Subject: [PATCH 4127/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdcea74a-4132-4d94-81da-87c9aeb55f4d

PiperOrigin-RevId: 330404009
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a017db2c7b2..013732227d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "606841cd27e3f912184d9e22f6be8225dfe8d0feadf48ec62bdc864f50d76f4f",
-    git_commit = "4ef5fca16bf0ba84ece8f86959f37e6767297103",
+    sha256 = "d4c57cbfb33bbc0fc7992260481242b7c1649056de3c2666df41aa7e156db209",
+    git_commit = "5c1c1085fe331de3dde07e6b3f40f69de4cb5a19",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b783e635007a14c3959eda7cbde75cee12b04f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Sep 2020 18:01:40 -0700
Subject: [PATCH 4128/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c94a0f1-291a-4f63-aa0c-858300f73155

PiperOrigin-RevId: 330429240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 013732227d6..7b3f7220703 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4c57cbfb33bbc0fc7992260481242b7c1649056de3c2666df41aa7e156db209",
-    git_commit = "5c1c1085fe331de3dde07e6b3f40f69de4cb5a19",
+    sha256 = "25b1c044e29c7255fc95c2474c96c89622ba46388399fccc0f4584eac78b6fed",
+    git_commit = "19db9445e8b5dfcb2cfbf9b84847a54ec941a253",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6298ff494c53394d70f8b28752d77b0307d6cec1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Sep 2020 00:01:45 -0700
Subject: [PATCH 4129/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a8bfacd-8ad3-4604-a04e-58c7b2ce35d2

PiperOrigin-RevId: 330456015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b3f7220703..56e71a85e58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25b1c044e29c7255fc95c2474c96c89622ba46388399fccc0f4584eac78b6fed",
-    git_commit = "19db9445e8b5dfcb2cfbf9b84847a54ec941a253",
+    sha256 = "73fe1935ac947ab20b7fe1dc01fecbf5b244183bcea779e173e50506b8c4b7cd",
+    git_commit = "d0bd7a5be56e9eee3af2a01ce74544d3d6b69710",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 600ce9661f708a4f25dcadb367127a86d6ea2c04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Sep 2020 06:01:33 -0700
Subject: [PATCH 4130/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5de8d064-04cb-4667-b804-d541a172b3e8

PiperOrigin-RevId: 330493787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56e71a85e58..bcb182b267b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73fe1935ac947ab20b7fe1dc01fecbf5b244183bcea779e173e50506b8c4b7cd",
-    git_commit = "d0bd7a5be56e9eee3af2a01ce74544d3d6b69710",
+    sha256 = "f954ad6d4de9b4186e087927dc7dd81794e7d03a05332aff8e0de7e026a6a87a",
+    git_commit = "43cafdc62063dc4195d00b556a1ec76662018d1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5dbe995a7bc7ca8e6d41db6d9af8601f550756e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Sep 2020 12:01:52 -0700
Subject: [PATCH 4131/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3648ff2-6372-4b43-abbf-c6154d829f3b

PiperOrigin-RevId: 330556843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcb182b267b..aaa845aed6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f954ad6d4de9b4186e087927dc7dd81794e7d03a05332aff8e0de7e026a6a87a",
-    git_commit = "43cafdc62063dc4195d00b556a1ec76662018d1b",
+    sha256 = "15577feb788a2724ef89baf01926b64d459115fbb456df21c20d06a55ca0dcbd",
+    git_commit = "e2b2c29a5a2fcfe729242201e3c7fa75a866ab58",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a6e1c44d142cd51e5c7612e5574d0e93ee35f71a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Sep 2020 18:02:31 -0700
Subject: [PATCH 4132/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef5e2072-e008-4bed-a4b7-111072210e3f

PiperOrigin-RevId: 330626304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aaa845aed6c..aa5db0b1575 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15577feb788a2724ef89baf01926b64d459115fbb456df21c20d06a55ca0dcbd",
-    git_commit = "e2b2c29a5a2fcfe729242201e3c7fa75a866ab58",
+    sha256 = "c51101cf82c94b4eb2a28657f9b64d5296f49b1bc3ccce18b12664c6595918f7",
+    git_commit = "60bee510603883af15f4dc9dfade8ca1bc497799",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6eab5efaa1acaef452795841badaa7c8663b50e6 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Tue, 8 Sep 2020 19:28:05 -0700
Subject: [PATCH 4133/8103] Temporarily remove sm_80 to fix gpu image build
 failure.

PiperOrigin-RevId: 330637233
---
 .bazelrc | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 49a342ef44f..f2694f2f030 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -5,7 +5,8 @@ build:release --copt=-msse4.2
 # Options used to build with CUDA.
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
-build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
+# TODO(b/168066599): Upgrade to CUDA 11 for TensorFlow Serving.
+build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75"
 
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the

From 48f3801a524be52ad4145ebefcfaea61e3742232 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Sep 2020 00:01:31 -0700
Subject: [PATCH 4134/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/680322f5-51fc-45e2-9d53-4bb12040ca03

PiperOrigin-RevId: 330666408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa5db0b1575..a35c227e466 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c51101cf82c94b4eb2a28657f9b64d5296f49b1bc3ccce18b12664c6595918f7",
-    git_commit = "60bee510603883af15f4dc9dfade8ca1bc497799",
+    sha256 = "3798f0ebfb90de734522996830cc559aacd56f41435bc546fa270cb9f0c0ba32",
+    git_commit = "e19872cc6558eee6a29f5e1be09f4e90e71a4850",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fd0947b3a010e8b21f711976b74125467d9599dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Sep 2020 06:01:24 -0700
Subject: [PATCH 4135/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1555c3a1-b1d1-4b58-bad5-8d9479e73f6d

PiperOrigin-RevId: 330706768
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a35c227e466..a3c887bde7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3798f0ebfb90de734522996830cc559aacd56f41435bc546fa270cb9f0c0ba32",
-    git_commit = "e19872cc6558eee6a29f5e1be09f4e90e71a4850",
+    sha256 = "3aaecba78c91ce4df4a8a681983bfedb4fc499983ab24fa942453b1c571a3caf",
+    git_commit = "217aea5274b78d1d88875985a3f7e42659c50a32",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 892ea42864676b67cbccdfa0794a15d30e65a1b6 Mon Sep 17 00:00:00 2001
From: Hyeonjong Ryu <xhae@google.com>
Date: Wed, 9 Sep 2020 14:17:03 -0700
Subject: [PATCH 4136/8103] Adding custom op support.

PiperOrigin-RevId: 330795679
---
 tensorflow_serving/servables/tensorflow/BUILD             | 1 +
 tensorflow_serving/servables/tensorflow/tflite_session.cc | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3595af0b347..31f7060ec81 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -356,6 +356,7 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
+        "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 078f96e2369..f1f7a163d78 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
@@ -254,6 +255,8 @@ Status TfLiteSession::Create(string&& buffer,
 
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
+  // TODO(b/165643512): Remove adding Hashtable to resolver by default.
+  tflite::ops::custom::AddHashtableOps(&resolver);
   std::unique_ptr<tflite::Interpreter> interpreter;
   if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
     return errors::Internal("Cannot build Interpreter from buffer.");

From 4468d25f20de9d867b84d2fde6ab4dad6b094814 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Sep 2020 12:01:29 -0700
Subject: [PATCH 4137/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fff631db-d51a-47fa-b6f0-569c5283e2e9

PiperOrigin-RevId: 330986307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3c887bde7f..b8e63c5a233 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3aaecba78c91ce4df4a8a681983bfedb4fc499983ab24fa942453b1c571a3caf",
-    git_commit = "217aea5274b78d1d88875985a3f7e42659c50a32",
+    sha256 = "012a1f4858d01224e59479d400ab09c05381aae9233e30cf7083d1eb371dd1d2",
+    git_commit = "28c8ecf51efe205511577c9b251be5f0771a84bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 02624a83f70060095df7c132fa46a7a09f9bff6a Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 10 Sep 2020 13:56:11 -0700
Subject: [PATCH 4138/8103] Upgrade to PY3 for tests.

PiperOrigin-RevId: 331010374
---
 tensorflow_serving/batching/test_util/BUILD   |  4 ++--
 .../matrix_half_plus_two_saved_model.py       | 20 +++++++++----------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index 4f92c1f142b..54bb56d954a 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -46,7 +46,7 @@ cc_test(
 py_binary(
     name = "matrix_half_plus_two_saved_model",
     srcs = ["matrix_half_plus_two_saved_model.py"],
-    python_version = "PY2",
-    srcs_version = "PY2AND3",
+    python_version = "PY3",
+    srcs_version = "PY3",
     deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
diff --git a/tensorflow_serving/batching/test_util/matrix_half_plus_two_saved_model.py b/tensorflow_serving/batching/test_util/matrix_half_plus_two_saved_model.py
index bbc8a891ffe..d111459009c 100644
--- a/tensorflow_serving/batching/test_util/matrix_half_plus_two_saved_model.py
+++ b/tensorflow_serving/batching/test_util/matrix_half_plus_two_saved_model.py
@@ -13,8 +13,11 @@
 # limitations under the License.
 # ==============================================================================
 
-import argparse
-import tensorflow as tf
+import tensorflow.compat.v1 as tf
+FLAGS = tf.app.flags.FLAGS
+
+tf.app.flags.DEFINE_string("output_dir", "/tmp/matrix_half_plus_two/1",
+                           "The directory where to write SavedModel files.")
 
 
 def _generate_saved_model_for_matrix_half_plus_two(export_dir):
@@ -47,12 +50,9 @@ def _generate_saved_model_for_matrix_half_plus_two(export_dir):
     builder.save()
 
 
+def main(_):
+  _generate_saved_model_for_matrix_half_plus_two(FLAGS.output_dir)
+
+
 if __name__ == "__main__":
-  parser = argparse.ArgumentParser()
-  parser.add_argument(
-      "--output_dir",
-      type=str,
-      default="/tmp/matrix_half_plus_two/1",
-      help="The directory where to write SavedModel files.")
-  args = parser.parse_args()
-  _generate_saved_model_for_matrix_half_plus_two(args.output_dir)
+  tf.compat.v1.app.run()

From 81ca499f5fbb6216eba4f6d46d4b239b0cdc074c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Sep 2020 18:01:50 -0700
Subject: [PATCH 4139/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf39b60b-1872-4330-aa6e-691e54e67425

PiperOrigin-RevId: 331056380
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8e63c5a233..456f6065cd2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "012a1f4858d01224e59479d400ab09c05381aae9233e30cf7083d1eb371dd1d2",
-    git_commit = "28c8ecf51efe205511577c9b251be5f0771a84bc",
+    sha256 = "c59f703bb71c6c7cdfe8c710edfe8b03303be2ea023d729a14e045c602e2852f",
+    git_commit = "ce3da0f66de1f96e54358c17106659dcb7a67b64",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b291c4df771b3a6767782bdcfa086f93512ca182 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 10 Sep 2020 20:12:00 -0700
Subject: [PATCH 4140/8103] Update CUDA Version to 11.0.

PiperOrigin-RevId: 331071521
---
 .bazelrc                                      |  4 +-
 .../tools/docker/Dockerfile.devel-gpu         | 52 ++++++++++---------
 .../tools/docker/Dockerfile.gpu               | 29 +++++------
 3 files changed, 43 insertions(+), 42 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index f2694f2f030..a759ad92eec 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -5,8 +5,8 @@ build:release --copt=-msse4.2
 # Options used to build with CUDA.
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
-# TODO(b/168066599): Upgrade to CUDA 11 for TensorFlow Serving.
-build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75"
+
+build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
 
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 8c4ec1eeb32..56ff378e9a3 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:10.1-base-ubuntu18.04 as base_build
+FROM nvidia/cuda:11.0-cudnn8-devel-ubuntu18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -20,30 +20,30 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=7.6.4.38
-ENV TF_TENSORRT_VERSION=6.0.1
-ENV CUDA=10.1
+ENV CUDNN_VERSION=8.0.2.39
+ENV TF_TENSORRT_VERSION=7.1.3
+ENV CUDA=11.0
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-10-1 \
-        libcublas10=10.2.1.243-1 \
-        libcublas-dev=10.2.1.243-1 \
-        cuda-nvrtc-10-1 \
-        cuda-nvrtc-dev-10-1 \
-        cuda-cudart-dev-10-1 \
-        cuda-cufft-dev-10-1 \
-        cuda-curand-dev-10-1 \
-        cuda-cusolver-dev-10-1 \
-        cuda-cusparse-dev-10-1 \
+        cuda-command-line-tools-11-0 \
+        libcublas-11-0 \
+        libcublas-dev-11-0 \
+        cuda-nvrtc-11-0 \
+        cuda-nvrtc-dev-11-0 \
+        cuda-cudart-dev-11-0 \
+        libcufft-dev-11-0 \
+        libcurand-dev-11-0 \
+        libcusolver-dev-11-0 \
+        libcusparse-dev-11-0 \
         curl \
         git \
         libfreetype6-dev \
         libtool \
-        libcudnn7=${CUDNN_VERSION}-1+cuda${CUDA} \
-        libcudnn7-dev=${CUDNN_VERSION}-1+cuda${CUDA} \
+        libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
+        libcudnn8-dev=${CUDNN_VERSION}-1+cuda${CUDA} \
         libcurl3-dev \
         libzmq3-dev \
         mlocate \
@@ -62,16 +62,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    find /usr/local/cuda-10.1/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
-    rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v7.a
+    find /usr/local/cuda-11.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
+    rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v8.a
 
 RUN apt-get update && \
-        apt-get install -y --no-install-recommends libnvinfer6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
         libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
         libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-plugin6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvonnxparsers6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvparsers6=${TF_TENSORRT_VERSION}-1+cuda${CUDA}\
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        # TODO: need to verify
+        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda${CUDA}\
         libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
         libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
         && apt-get clean \
@@ -117,12 +118,13 @@ RUN mkdir /bazel && \
 
 # Build TensorFlow with the CUDA configuration
 ENV CI_BUILD_PYTHON python
-ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/cuda/lib64/stubs:/usr/include/x86_64-linux-gnu:$LD_LIBRARY_PATH
+ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/cuda/lib64/stubs:/usr/include/x86_64-linux-gnu:/usr/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH
+
 ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_VERSION=10.1
-ENV TF_CUDNN_VERSION=7
+ENV TF_CUDA_VERSION=11.0
+ENV TF_CUDNN_VERSION=8
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
 WORKDIR /
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index ed9ca3f7a3b..7e12ceacf94 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:10.1-base-ubuntu18.04
+FROM nvidia/cuda:11.0-cudnn8-devel-ubuntu18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -25,22 +25,21 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=7.6.4.38
-ENV TF_TENSORRT_VERSION=6.0.1
-ENV CUDA=10.1
+ENV CUDNN_VERSION=8.0.2.39
+ENV TF_TENSORRT_VERSION=7.1.3
+ENV CUDA=11.0
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-10-1 \
-        libcublas10=10.2.1.243-1 \
-        libcublas-dev=10.2.1.243-1 \
-        cuda-nvrtc-10-1 \
-        cuda-cufft-10-1 \
-        cuda-curand-10-1 \
-        cuda-cusolver-10-1 \
-        cuda-cusparse-10-1 \
-        libcudnn7=${CUDNN_VERSION}-1+cuda${CUDA} \
+        cuda-command-line-tools-11-0 \
+        libcublas-11-0 \
+        libcublas-dev-11-0 \
+        libcufft-11-0 \
+        libcurand-11-0 \
+        libcusolver-11-0 \
+        libcusparse-11-0 \
+        libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
         && \
     apt-get clean && \
@@ -48,8 +47,8 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
 RUN apt-get update && \
-        apt-get install -y --no-install-recommends libnvinfer6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-plugin6=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 

From c03b12ad19426eb13013c0a75826db219dbbbef6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Sep 2020 00:01:44 -0700
Subject: [PATCH 4141/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dd13fda-420b-4df3-8412-56e801cf7db5

PiperOrigin-RevId: 331095864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 456f6065cd2..b05bf3171cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c59f703bb71c6c7cdfe8c710edfe8b03303be2ea023d729a14e045c602e2852f",
-    git_commit = "ce3da0f66de1f96e54358c17106659dcb7a67b64",
+    sha256 = "596845be889151a2175c63d540d1b1f041f513ebad09d348c9734eaa14a0267e",
+    git_commit = "ac08ee766f8469ec591e73c8c2d33481f44aabd8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 084eaeb15fdc87d83b8c19f558dc1f56bd3a024e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Sep 2020 02:13:05 -0700
Subject: [PATCH 4142/8103] Makes clear how to make a default config file for
 serving multiple models.

PiperOrigin-RevId: 331109833
---
 tensorflow_serving/g3doc/serving_config.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 93ea3fbdf83..068a74a5614 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -76,10 +76,12 @@ model_config_list {
   config {
     name: 'my_first_model'
     base_path: '/tmp/my_first_model/'
+    model_platform: 'tensorflow'
   }
   config {
     name: 'my_second_model'
     base_path: '/tmp/my_second_model/'
+    model_platform: 'tensorflow'
   }
 }
 ```

From b5713bbc7f7811e782396a32728ab3f0d5379e07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Sep 2020 06:14:58 -0700
Subject: [PATCH 4143/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3592dbb-1d56-469d-b062-2283f4717c96

PiperOrigin-RevId: 331135117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b05bf3171cd..3caf52974a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "596845be889151a2175c63d540d1b1f041f513ebad09d348c9734eaa14a0267e",
-    git_commit = "ac08ee766f8469ec591e73c8c2d33481f44aabd8",
+    sha256 = "323d7b01a5eae4c327e3f7471c09ad55756169c6ed2c186ee20d358d2584a00e",
+    git_commit = "4585e33550e84051ec2f0f1cedcc24894cc42b2f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a614d047b1d155bb7c02ec10153234fc5e3dab76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Sep 2020 12:27:30 -0700
Subject: [PATCH 4144/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e98e44d-4f7f-4888-8c3a-09e547c8dcb7

PiperOrigin-RevId: 331199661
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3caf52974a3..0494f8b0af4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "323d7b01a5eae4c327e3f7471c09ad55756169c6ed2c186ee20d358d2584a00e",
-    git_commit = "4585e33550e84051ec2f0f1cedcc24894cc42b2f",
+    sha256 = "be41960db07c41b346d7ad465a57706bd02e79b0bad165550823eb464831372c",
+    git_commit = "69c0637422cadf2901ccf2a62a1b8f41a3127a51",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ed4508d9fb6eff5c51834217fa01ad2a77399e05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Sep 2020 18:01:32 -0700
Subject: [PATCH 4145/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/582f1e78-1f8a-48d5-9614-be9416b76610

PiperOrigin-RevId: 331258935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0494f8b0af4..2fae0c6f502 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be41960db07c41b346d7ad465a57706bd02e79b0bad165550823eb464831372c",
-    git_commit = "69c0637422cadf2901ccf2a62a1b8f41a3127a51",
+    sha256 = "164381223f2b806d1e9405f0046e6b0f971e98596bfae0ba21046a6cf1ae1f49",
+    git_commit = "0e3fc397e395272b912e6c113d6e0d7fb2270fc0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01a12daf300fee9319e0dae1bb24472888cac216 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Sep 2020 00:01:43 -0700
Subject: [PATCH 4146/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df73d843-b34b-4bd5-a680-fe6445ec59ef

PiperOrigin-RevId: 331289693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fae0c6f502..a0dc1393f60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "164381223f2b806d1e9405f0046e6b0f971e98596bfae0ba21046a6cf1ae1f49",
-    git_commit = "0e3fc397e395272b912e6c113d6e0d7fb2270fc0",
+    sha256 = "d8b055d2b99668a2c0dcffc8b500eca93c67652a5a20e634630d88df79a0362d",
+    git_commit = "c3137a8294c006b8658ce4d0122c244d406acbfc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2a211d6538936fa16fa1e7753c4881b4975fddb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Sep 2020 06:01:48 -0700
Subject: [PATCH 4147/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/586e72da-885f-45e0-922e-b17be120468f

PiperOrigin-RevId: 331313665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0dc1393f60..8a33b4da6e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8b055d2b99668a2c0dcffc8b500eca93c67652a5a20e634630d88df79a0362d",
-    git_commit = "c3137a8294c006b8658ce4d0122c244d406acbfc",
+    sha256 = "6c6b4cd8d5ce64a6feab7980caf0fd4ceabd8b19825565ae23deee280216a42c",
+    git_commit = "7cabcdf073abad8c46e9dda62bb8fa4682d2061e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 89784a8ba6b8ff5c7f6b0e3dc8e21e92b152bda1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Sep 2020 18:01:57 -0700
Subject: [PATCH 4148/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa578be3-b576-4af3-92c8-a33c77ac1cd1

PiperOrigin-RevId: 331361754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a33b4da6e9..f27e5104b43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c6b4cd8d5ce64a6feab7980caf0fd4ceabd8b19825565ae23deee280216a42c",
-    git_commit = "7cabcdf073abad8c46e9dda62bb8fa4682d2061e",
+    sha256 = "dd3c79052732a16d58dc601a5889961eab2022278d2303529faac1552e5f2a17",
+    git_commit = "d33c01b88aa423c143050fcd44b23f36cebe6a20",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9080320eb65f43bd0fd7c7fa37ff7019bb06ae25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Sep 2020 00:01:33 -0700
Subject: [PATCH 4149/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5b58ee7-67be-440d-aa5a-04bbcc19ca2b

PiperOrigin-RevId: 331385101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f27e5104b43..6ae81480e07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd3c79052732a16d58dc601a5889961eab2022278d2303529faac1552e5f2a17",
-    git_commit = "d33c01b88aa423c143050fcd44b23f36cebe6a20",
+    sha256 = "9575b2af075db8446ca458a6813570c8e19b7aeef4f2cc10e1e8467b3f998a8d",
+    git_commit = "9396e98574418ae24165d66def572466902d7f9b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 260fa098ec5d51a6e424b1f2f19f11d2106fe110 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Sep 2020 06:01:24 -0700
Subject: [PATCH 4150/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3444c596-8971-472d-b6d9-5c7913602c29

PiperOrigin-RevId: 331409013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ae81480e07..d63b7103156 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9575b2af075db8446ca458a6813570c8e19b7aeef4f2cc10e1e8467b3f998a8d",
-    git_commit = "9396e98574418ae24165d66def572466902d7f9b",
+    sha256 = "0a6d5206f6582daa58674575dd99189b6302d167e94dc06584feab5f087c8a70",
+    git_commit = "cd8a2bef151b8d870872f8ccb8d798dffd0cfc5a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 859d444e8a55f7b4e69caaeb4e8012a6dab0b70a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Sep 2020 12:01:34 -0700
Subject: [PATCH 4151/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e20a84e-5826-476c-8f14-ef4cd1ee98d5

PiperOrigin-RevId: 331432226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d63b7103156..39b4525c48d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a6d5206f6582daa58674575dd99189b6302d167e94dc06584feab5f087c8a70",
-    git_commit = "cd8a2bef151b8d870872f8ccb8d798dffd0cfc5a",
+    sha256 = "6c59ef1b818f616cc22f4fa00ad9211b0edb246e30bd4063629cb84753089bac",
+    git_commit = "1e3e627444e4f09649f64ab49a27d0b39d49cbd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cc26864806ef3b2d09c10e271743dc7e6fc95755 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Sep 2020 18:01:40 -0700
Subject: [PATCH 4152/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/873486e7-84e8-434a-a38c-862ebdcbb362

PiperOrigin-RevId: 331457342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39b4525c48d..ac440edc50b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c59ef1b818f616cc22f4fa00ad9211b0edb246e30bd4063629cb84753089bac",
-    git_commit = "1e3e627444e4f09649f64ab49a27d0b39d49cbd6",
+    sha256 = "d6fb48f8c325b86fa12677032e59fc98ef00bd5a6069f23c0109055e47f419cf",
+    git_commit = "ffa116ef3f471d61dbe8c1ba571f1f2f22f7a656",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6774ad13c0df6eb62954ec906eeb55caf56d761f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Sep 2020 00:07:11 -0700
Subject: [PATCH 4153/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97643242-5eed-412e-826a-eb4092a44125

PiperOrigin-RevId: 331490071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac440edc50b..5fc617a3b3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6fb48f8c325b86fa12677032e59fc98ef00bd5a6069f23c0109055e47f419cf",
-    git_commit = "ffa116ef3f471d61dbe8c1ba571f1f2f22f7a656",
+    sha256 = "fb57b559316dcaefdcac0fa4d325d5139c538ff467333451077b0e3b3d53f215",
+    git_commit = "2cb2f064794b6c24158ed09fe2245c5c95e93248",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f526a32b2cf7e9c51fc96d7ad9cb5f93f3233f71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Sep 2020 06:02:02 -0700
Subject: [PATCH 4154/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1b4d7cb-cdc5-4e57-bf44-7a417a64d1bf

PiperOrigin-RevId: 331530830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5fc617a3b3e..f640b1f68d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb57b559316dcaefdcac0fa4d325d5139c538ff467333451077b0e3b3d53f215",
-    git_commit = "2cb2f064794b6c24158ed09fe2245c5c95e93248",
+    sha256 = "7db6be9d17e1c7f86c2f1c9ddc4637d6040db729b6f8a0bece918d1341b1f081",
+    git_commit = "e81e142255103df831b8d0a574386c4e1b70ad7c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 34795f153df062fa9408cfed9641ecc83fe7fb36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Sep 2020 12:01:43 -0700
Subject: [PATCH 4155/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ee04189-a8e2-43f2-a4fd-d04320952a50

PiperOrigin-RevId: 331598018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f640b1f68d2..7377ab810a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7db6be9d17e1c7f86c2f1c9ddc4637d6040db729b6f8a0bece918d1341b1f081",
-    git_commit = "e81e142255103df831b8d0a574386c4e1b70ad7c",
+    sha256 = "646cfb79067e48a9ff0e53d328597766c75163f732646c071e2d37cbe8be7e84",
+    git_commit = "5f9f391f6889702d5389aece7ae3276e9e9b3af1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 78ff058501274aa37b6bbc18aec225604d4cda47 Mon Sep 17 00:00:00 2001
From: Jiho Choi <jihochoi@google.com>
Date: Mon, 14 Sep 2020 14:34:09 -0700
Subject: [PATCH 4156/8103] Use TraceMeEncode in BatchingSession's TraceMe.

PiperOrigin-RevId: 331630581
---
 tensorflow_serving/batching/BUILD               | 1 +
 tensorflow_serving/batching/batching_session.cc | 4 +++-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index b88aa883a46..e7a4d234ffc 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -78,6 +78,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
         "@org_tensorflow//tensorflow/core/profiler/lib:traceme",
+        "@org_tensorflow//tensorflow/core/profiler/lib:traceme_encode",
     ],
 )
 
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 26839660ca6..f0e9029d388 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -34,6 +34,7 @@ limitations under the License.
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/profiler/lib/traceme.h"
+#include "tensorflow/core/profiler/lib/traceme_encode.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/batching/batching_util.h"
 #include "tensorflow_serving/batching/incremental_barrier.h"
@@ -390,7 +391,8 @@ Status BatchingSession::InternalRun(
   }
 
   profiler::TraceMe trace_me([this] {
-    return strings::StrCat("BatchingSessionRun:", thread_pool_name_);
+    return profiler::TraceMeEncode("BatchingSessionRun",
+                                   {{"thread_pool_name", thread_pool_name_}});
   });
   const TensorSignature signature =
       TensorSignatureFromRunArgs(inputs, output_tensor_names);

From 0c51aa70a83ea98124fa7d2e8133aafe6b96b45e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Sep 2020 18:17:57 -0700
Subject: [PATCH 4157/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b8c252b-b73f-4e0b-8428-1558ad5df79c

PiperOrigin-RevId: 331672286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7377ab810a6..1d8e872ef53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "646cfb79067e48a9ff0e53d328597766c75163f732646c071e2d37cbe8be7e84",
-    git_commit = "5f9f391f6889702d5389aece7ae3276e9e9b3af1",
+    sha256 = "bfe50aaf59dbb7081d73dab349f9ef9a0148d4361269a8b0f7a40f6e2ebd507c",
+    git_commit = "11bf9f8de49222946a959f90e9e0c3c5e8d1a53c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 163bd1528935e77574242f5016b439ae7c3be3ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Sep 2020 00:05:18 -0700
Subject: [PATCH 4158/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8be4f150-3ac7-4c28-83f4-ba956d67ccf1

PiperOrigin-RevId: 331710173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d8e872ef53..0b72b16f9d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bfe50aaf59dbb7081d73dab349f9ef9a0148d4361269a8b0f7a40f6e2ebd507c",
-    git_commit = "11bf9f8de49222946a959f90e9e0c3c5e8d1a53c",
+    sha256 = "73b900ccdd6738f0e3b79bab02b9f3f6a1f54e76d6645e95f658dde78459fecb",
+    git_commit = "0d005c6bd461542d0b71962c5de572add6a7adb6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ad7cf6471f5d39c6cf956a1970a3bff9f54bfc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Sep 2020 06:02:15 -0700
Subject: [PATCH 4159/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22f29f30-1cf9-4e64-8993-3d5588f27ba0

PiperOrigin-RevId: 331751273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b72b16f9d5..5937774f367 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73b900ccdd6738f0e3b79bab02b9f3f6a1f54e76d6645e95f658dde78459fecb",
-    git_commit = "0d005c6bd461542d0b71962c5de572add6a7adb6",
+    sha256 = "77d11019935671d89adbfc82dbe389dd6ac728260407c0dbcf6a29a735a0f8a1",
+    git_commit = "80a15264e015aa0e488a251ef61c30d76826c327",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 63654e5cac28439f8110c92485bd1fe46943f45f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Sep 2020 12:02:42 -0700
Subject: [PATCH 4160/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3311f9bd-4d6d-425c-9360-477b6c95ab7d

PiperOrigin-RevId: 331822586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5937774f367..ae4bdb30948 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77d11019935671d89adbfc82dbe389dd6ac728260407c0dbcf6a29a735a0f8a1",
-    git_commit = "80a15264e015aa0e488a251ef61c30d76826c327",
+    sha256 = "b8902b29108b90c96f62f6dafcb0f8335243ae72bb0eb165c1a7c5562f85bb90",
+    git_commit = "6f72965db7323faf1e424e5b4a8b5d8f1d625149",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c317582981cfc1550b27d9d73f71c6ca38e5c8c5 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Tue, 15 Sep 2020 13:55:31 -0700
Subject: [PATCH 4161/8103] Export metrics for runtime latency for
 predict/classify/regress.

PiperOrigin-RevId: 331847494
---
 .../servables/tensorflow/classifier.cc        |  6 +++-
 .../servables/tensorflow/predict_util.cc      |  5 ++++
 .../servables/tensorflow/regressor.cc         |  6 +++-
 .../servables/tensorflow/util.cc              | 30 ++++++++++++++++---
 .../servables/tensorflow/util.h               |  7 ++++-
 5 files changed, 47 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 5d8cc0709dd..46c63f41bd5 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -69,9 +69,13 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
 
     std::vector<Tensor> outputs;
     int num_examples;
+    int64 runtime_latency;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
-        session_, &outputs, &num_examples, thread_pool_options_));
+        session_, &outputs, &num_examples, thread_pool_options_,
+        &runtime_latency));
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Classify",
+                         /*runtime=*/"TF1", runtime_latency);
 
     TRACELITERAL("ConvertToClassificationResult");
     return PostProcessClassificationResult(
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 8702c99df06..b0b41ae1436 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -207,9 +207,14 @@ Status RunPredict(
                                           &output_tensor_aliases));
   std::vector<Tensor> outputs;
   RunMetadata run_metadata;
+  const uint64 start_microseconds = EnvTime::NowMicros();
   TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
                                   output_tensor_names, {}, &outputs,
                                   &run_metadata, thread_pool_options));
+  const uint64 end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                       /*runtime=*/"TF1",
+                       end_microseconds - start_microseconds);
 
   return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                      response);
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 3dca0bd3076..fe96cdb5fe3 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -68,9 +68,13 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
 
     std::vector<Tensor> outputs;
     int num_examples;
+    int64 runtime_latency;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
-        session_, &outputs, &num_examples, thread_pool_options_));
+        session_, &outputs, &num_examples, thread_pool_options_,
+        &runtime_latency));
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Regress",
+                         /*runtime=*/"TF1", runtime_latency);
 
     TRACELITERAL("ConvertToRegressionResult");
     return PostProcessRegressionResult(*signature_, num_examples,
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 987dce5e41a..3d00a913c13 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -54,6 +54,16 @@ auto* example_count_total = monitoring::Counter<1>::New(
     "/tensorflow/serving/request_example_count_total",
     "The total number of tensorflow.Examples.", "model");
 
+auto* runtime_latency = monitoring::Sampler<3>::New(
+    {
+        "/tensorflow/serving/runtime_latency",
+        "Distribution of wall time (in microseconds) for Tensorflow runtime.",
+        "model_name",
+        "API",
+        "runtime",
+    },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
+    monitoring::Buckets::Exponential(10, 1.8, 33));
+
 // Returns the number of examples in the Input.
 int NumInputExamples(const internal::SerializedInput& input) {
   switch (input.kind_case()) {
@@ -194,17 +204,24 @@ Status PerformOneShotTensorComputation(
     const string& input_tensor_name,
     const std::vector<string>& output_tensor_names, Session* session,
     std::vector<Tensor>* outputs, int* num_input_examples,
-    const thread::ThreadPoolOptions& thread_pool_options) {
+    const thread::ThreadPoolOptions& thread_pool_options,
+    int64* runtime_latency) {
   // Setup the input Tensor to be a vector of string containing the serialized
   // tensorflow.Example.
   Tensor input_tensor;
   TF_RETURN_IF_ERROR(InputToSerializedExampleTensor(input, &input_tensor));
   *num_input_examples = input_tensor.dim_size(0);
 
+  const uint64 start_microseconds = EnvTime::NowMicros();
   RunMetadata run_metadata;
-  return session->Run(run_options, {{input_tensor_name, input_tensor}},
-                      output_tensor_names, {}, outputs, &run_metadata,
-                      thread_pool_options);
+  TF_RETURN_IF_ERROR(session->Run(
+      run_options, {{input_tensor_name, input_tensor}}, output_tensor_names, {},
+      outputs, &run_metadata, thread_pool_options));
+  const uint64 end_microseconds = EnvTime::NowMicros();
+  if (runtime_latency != nullptr) {
+    *runtime_latency = end_microseconds - start_microseconds;
+  }
+  return Status::OK();
 }
 
 Status PerformOneShotTensorComputation(
@@ -284,5 +301,10 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
   return Status::OK();
 }
 
+void RecordRuntimeLatency(const string& model_name, const string& api,
+                          const string& runtime, int64 latency_usec) {
+  runtime_latency->GetCell(model_name, api, runtime)->Add(latency_usec);
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index ffd1e7f926e..17a52afdba0 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -78,7 +78,8 @@ Status PerformOneShotTensorComputation(
     const std::vector<string>& output_tensor_names, Session* session,
     std::vector<Tensor>* outputs, int* num_input_examples,
     const thread::ThreadPoolOptions& thread_pool_options =
-        thread::ThreadPoolOptions());
+        thread::ThreadPoolOptions(),
+    int64* runtime_latency = nullptr);
 
 // Same as PerformOneShotTensorComputation() above, except allows for multiple
 // input tensor names (each tensor is fed the *same* `input`).
@@ -109,6 +110,10 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
                                               FileProbingEnv* env,
                                               ResourceAllocation* estimate);
 
+// Update metrics for runtime latency.
+void RecordRuntimeLatency(const string& model_name, const string& api,
+                          const string& runtime, int64 latency_usec);
+
 }  // namespace serving
 }  // namespace tensorflow
 

From f599a3ad7aaab9058637b71cfa67580130222a52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Sep 2020 18:37:48 -0700
Subject: [PATCH 4162/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa1db7da-e3a2-439b-b9e1-3fae23c66081

PiperOrigin-RevId: 331902405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae4bdb30948..7d6a80726c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8902b29108b90c96f62f6dafcb0f8335243ae72bb0eb165c1a7c5562f85bb90",
-    git_commit = "6f72965db7323faf1e424e5b4a8b5d8f1d625149",
+    sha256 = "9c51c40f1f534c7d67cfcdf60280efdd22ee065ce703c09098344d9ed7b1cad9",
+    git_commit = "71b0a01408d8e0db9bf1839c2b5b926439a64fbc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a55db62d70ab6b80aa9c94fb9c2354e564951518 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Sep 2020 00:02:15 -0700
Subject: [PATCH 4163/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37d7ef66-bcf9-4474-8ee4-68ba18af62ef

PiperOrigin-RevId: 331943857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d6a80726c8..ae7b6c4639f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c51c40f1f534c7d67cfcdf60280efdd22ee065ce703c09098344d9ed7b1cad9",
-    git_commit = "71b0a01408d8e0db9bf1839c2b5b926439a64fbc",
+    sha256 = "5aa320182f946a59b2751939697449b4df3947796e3963f81cd23f1ca8ed4b3e",
+    git_commit = "202fc9a80878d252229cd6cb030d16e6eece99e3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e87519baccb4fc8098bd168a4340674669d941a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Sep 2020 06:02:46 -0700
Subject: [PATCH 4164/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f19071cd-a7aa-4146-9181-5a198d6ab85b

PiperOrigin-RevId: 331988423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae7b6c4639f..94a43764246 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5aa320182f946a59b2751939697449b4df3947796e3963f81cd23f1ca8ed4b3e",
-    git_commit = "202fc9a80878d252229cd6cb030d16e6eece99e3",
+    sha256 = "6465b6a00c9aa7b4b59248226f4bec012a030a2521e6a4e1ceaa38f3f152bdb4",
+    git_commit = "69fa737ac627b27cb5a04239ee5f67b65e44d5a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6fc49fac2f67cd13afe6c04457a764df353659c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Sep 2020 12:01:43 -0700
Subject: [PATCH 4165/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3966bd76-8ebe-470e-90c1-4eaf77016d2a

PiperOrigin-RevId: 332056815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94a43764246..374fa97d77e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6465b6a00c9aa7b4b59248226f4bec012a030a2521e6a4e1ceaa38f3f152bdb4",
-    git_commit = "69fa737ac627b27cb5a04239ee5f67b65e44d5a4",
+    sha256 = "3acfc18ef18ee19e5865364cd44b3f2a0a0183ccf2373dafbde28b46f605f78d",
+    git_commit = "ac057e43ce538c871081cc5cfbc5362b2068e270",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4bc57300025308cf5a106a37b7063a9659bd7902 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Sep 2020 18:21:17 -0700
Subject: [PATCH 4166/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77b08cf5-465b-43cd-a5aa-3a79fc02ba60

PiperOrigin-RevId: 332132339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 374fa97d77e..2e55eb12456 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3acfc18ef18ee19e5865364cd44b3f2a0a0183ccf2373dafbde28b46f605f78d",
-    git_commit = "ac057e43ce538c871081cc5cfbc5362b2068e270",
+    sha256 = "89dc42d0a9a8ef483d97009de5a4a2215e8bddc53388fab910c0759bc9a6505a",
+    git_commit = "6e9ea3faaf82f6ecb7a8619a0a5976367aa46d90",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7db4c5aaf8fdaaad6cb685fa9a5daf0d7ba8a09e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Sep 2020 00:01:48 -0700
Subject: [PATCH 4167/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdd20871-119c-4d0d-91a2-5e691825ba6b

PiperOrigin-RevId: 332172925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e55eb12456..5dcb8a4e9a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89dc42d0a9a8ef483d97009de5a4a2215e8bddc53388fab910c0759bc9a6505a",
-    git_commit = "6e9ea3faaf82f6ecb7a8619a0a5976367aa46d90",
+    sha256 = "800afec3dd6cf746dd5dca48129aa324fe1dcfdbb2ad6ad4a2d7074350514b8d",
+    git_commit = "adb6563eca6ff3e6cc815d31f9ddbaca95aa977f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 23a5e8ba8a854e8dfa56eec94e48d77730ec8576 Mon Sep 17 00:00:00 2001
From: Hyeonjong Ryu <xhae@google.com>
Date: Thu, 17 Sep 2020 02:29:46 -0700
Subject: [PATCH 4168/8103] Internal fix on TFLite support.

PiperOrigin-RevId: 332190777
---
 .../servables/tensorflow/tflite_session.cc    | 24 +++++--
 .../tensorflow/tflite_session_test.cc         | 66 +++++++++++++++++--
 2 files changed, 78 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index f1f7a163d78..1256df73998 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -278,30 +278,36 @@ Status TfLiteSession::Create(string&& buffer,
   for (const auto& info : inputs) {
     auto name = info.first;
     if (has_lite_signature_def) {
-      auto it = tensor_to_sigdef_name.find(info.first);
+      const auto& lite_name = TfToTfLiteTensorName(name);
+      auto it = tensor_to_sigdef_name.find(lite_name);
       if (it == tensor_to_sigdef_name.end()) {
         return errors::Internal(
             "Cannot find signature def input name from tflite input tensor",
             name);
       }
       name = it->second;
+      input_tensor_to_index[lite_name] = info.second.second;
+    } else {
+      input_tensor_to_index[info.first] = info.second.second;
     }
     (*sigdef->mutable_inputs())[name] = info.second.first;
-    input_tensor_to_index[info.first] = info.second.second;
   }
   for (const auto& info : outputs) {
     auto name = info.first;
     if (has_lite_signature_def) {
-      auto it = tensor_to_sigdef_name.find(info.first);
+      const auto& lite_name = TfToTfLiteTensorName(name);
+      auto it = tensor_to_sigdef_name.find(lite_name);
       if (it == tensor_to_sigdef_name.end()) {
         return errors::Internal(
             "Cannot find signature def output name from tflite output tensor",
             name);
       }
       name = it->second;
+      output_tensor_to_index[lite_name] = info.second.second;
+    } else {
+      output_tensor_to_index[info.first] = info.second.second;
     }
     (*sigdef->mutable_outputs())[name] = info.second.first;
-    output_tensor_to_index[info.first] = info.second.second;
   }
   sigdef->set_method_name(method);
 
@@ -353,7 +359,10 @@ Status TfLiteSession::Run(
   // happen in-parallel.
   absl::MutexLock lock(&mutex_);
   for (const auto& input : inputs) {
-    const string& name = TfToTfLiteTensorName(input.first);
+    string name = input.first;
+    if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
+      name = TfToTfLiteTensorName(input.first);
+    }
     if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing input TFLite tensor: ", name);
     }
@@ -368,7 +377,10 @@ Status TfLiteSession::Run(
 
   outputs->clear();
   for (const auto& tfname : output_tensor_names) {
-    const string& name = TfToTfLiteTensorName(tfname);
+    string name = tfname;
+    if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
+      name = TfToTfLiteTensorName(tfname);
+    }
     if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing output TFLite tensor: ", name);
     }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index de97a1ba9cc..5cfd8266482 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -106,9 +106,9 @@ TEST(TfLiteSession, BasicTest) {
   }
 }
 
-constexpr char kTestModelInputList[] = "list";
-constexpr char kTestModelInputShape[] = "shape";
-constexpr char kTestModelOutput[] = "output";
+constexpr char kTestModelInputList[] = "list:0";
+constexpr char kTestModelInputShape[] = "shape:0";
+constexpr char kTestModelOutput[] = "output:0";
 
 tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
   switch (tflite_type) {
@@ -303,9 +303,9 @@ TEST(TfLiteSession, SimpleSignatureDef) {
   constexpr char kSignatureInputList[] = "input_list";
   constexpr char kSignatureInputShape[] = "input_shape";
   constexpr char kSignatureOutput[] = "sigdef_output";
-  *input_list_tensor.mutable_name() = absl::StrCat(kTestModelInputList, ":0");
-  *input_shape_tensor.mutable_name() = absl::StrCat(kTestModelInputShape, ":0");
-  *output_tensor.mutable_name() = absl::StrCat(kTestModelOutput, ":0");
+  *input_list_tensor.mutable_name() = kTestModelInputList;
+  *input_shape_tensor.mutable_name() = kTestModelInputShape;
+  *output_tensor.mutable_name() = kTestModelOutput;
   *test_signature_def.mutable_method_name() = kClassifyMethodName;
   (*test_signature_def.mutable_inputs())[kSignatureInputList] =
       input_list_tensor;
@@ -328,6 +328,60 @@ TEST(TfLiteSession, SimpleSignatureDef) {
   ASSERT_EQ(sigdef.method_name(), kClassifyMethodName);
 }
 
+TEST(TfLiteSession, SimpleSignatureDefAndRun) {
+  auto test_signature_def = SignatureDef();
+  TensorInfo input_list_tensor;
+  TensorInfo input_shape_tensor;
+  TensorInfo output_tensor;
+  constexpr char kSignatureInputList[] = "input_list";
+  constexpr char kSignatureInputShape[] = "input_shape";
+  constexpr char kSignatureOutput[] = "sigdef_output";
+  std::string liteTestModelInputList = kTestModelInputList;
+  std::string liteTestModelInputShape = kTestModelInputShape;
+  std::string liteTestModelOutput = kTestModelOutput;
+  liteTestModelInputList =
+      liteTestModelInputList.substr(0, liteTestModelInputList.size() - 2);
+  liteTestModelInputShape =
+      liteTestModelInputShape.substr(0, liteTestModelInputShape.size() - 2);
+  liteTestModelOutput =
+      liteTestModelOutput.substr(0, liteTestModelOutput.size() - 2);
+  *input_list_tensor.mutable_name() = liteTestModelInputList;
+  *input_shape_tensor.mutable_name() = liteTestModelInputShape;
+  *output_tensor.mutable_name() = liteTestModelOutput;
+  *test_signature_def.mutable_method_name() = kClassifyMethodName;
+  (*test_signature_def.mutable_inputs())[kSignatureInputList] =
+      input_list_tensor;
+  (*test_signature_def.mutable_inputs())[kSignatureInputShape] =
+      input_shape_tensor;
+  (*test_signature_def.mutable_outputs())[kSignatureOutput] = output_tensor;
+  string model_bytes = BuildTestModel(
+      tflite::TensorType_STRING, /*use_flex_op=*/false, &test_signature_def);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+
+  auto sigdef = signatures[kDefaultServingSignatureDefKey];
+  ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
+            kTestModelInputList);
+  ASSERT_EQ(sigdef.inputs().at(kSignatureInputShape).name(),
+            kTestModelInputShape);
+  ASSERT_EQ(sigdef.outputs().at(kSignatureOutput).name(), kTestModelOutput);
+  ASSERT_EQ(sigdef.method_name(), kClassifyMethodName);
+
+  Tensor input_list =
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
+  Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
+  std::vector<Tensor> outputs;
+  TF_EXPECT_OK(session->Run(
+      {{kTestModelInputList, input_list}, {kTestModelInputShape, input_shape}},
+      {kTestModelOutput}, {}, &outputs));
+  ASSERT_EQ(outputs.size(), 1);
+  test::ExpectTensorEqual<tstring>(
+      outputs[0],
+      test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.

From 82232b59c08de556311aa424262f90cd90f0ea57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Sep 2020 06:01:33 -0700
Subject: [PATCH 4169/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1e9dabf-04a7-41d2-a841-596ea21e5bc1

PiperOrigin-RevId: 332218136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5dcb8a4e9a6..59e27b9a0ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "800afec3dd6cf746dd5dca48129aa324fe1dcfdbb2ad6ad4a2d7074350514b8d",
-    git_commit = "adb6563eca6ff3e6cc815d31f9ddbaca95aa977f",
+    sha256 = "ef6c13eb7585d59fcb7a3a9df97ce4a24ca0e656ccd9f5a50009c99cf7817b41",
+    git_commit = "6178c32ac7df1e9b95961b4dce6b27ba2607f3aa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 32bec88b1ca618d9136b97ef7a6110677ce2c54b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Sep 2020 12:01:35 -0700
Subject: [PATCH 4170/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/004ab9fc-5ce4-4207-83d5-f25dd30ed875

PiperOrigin-RevId: 332284092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59e27b9a0ef..e132184efce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef6c13eb7585d59fcb7a3a9df97ce4a24ca0e656ccd9f5a50009c99cf7817b41",
-    git_commit = "6178c32ac7df1e9b95961b4dce6b27ba2607f3aa",
+    sha256 = "f2e275a8fd3b0f9826aee6a82f8db753cd3316d3bd28b325f308802b9516da5d",
+    git_commit = "145f29f35a7c3ad0c5137379fee5da616136b32e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3168c1edaec2e0eb4180129e2ab98f8a4e00493 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Sep 2020 18:02:21 -0700
Subject: [PATCH 4171/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b072ffe5-1765-41d5-8ec1-b285c4bbe33c

PiperOrigin-RevId: 332355917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e132184efce..e0e0ff681d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2e275a8fd3b0f9826aee6a82f8db753cd3316d3bd28b325f308802b9516da5d",
-    git_commit = "145f29f35a7c3ad0c5137379fee5da616136b32e",
+    sha256 = "5126bf1f9d4f5546b425c74c78e3d986de508ddac326596ab61ff2e9fb8ef25a",
+    git_commit = "33294c19da45ceee5f921fda3002696bd9110250",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0b951c807375f1f305280a96124d8b6d6e045bd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Sep 2020 18:56:26 -0700
Subject: [PATCH 4172/8103] Refactor net_http/client to expose request/response
 functionality as a public API (not yet finalized) for usage testing
 ServerRequestInterface and HttpServerInterface instances.

PiperOrigin-RevId: 332362639
---
 .../util/net_http/client/README.md            |  3 -
 .../util/net_http/client/{ => internal}/BUILD |  4 +-
 .../util/net_http/client/internal/README.md   |  5 ++
 .../{ => internal}/evhttp_connection.cc       |  2 +-
 .../client/{ => internal}/evhttp_connection.h | 45 +++-------
 .../util/net_http/client/public/BUILD         | 30 +++++++
 .../util/net_http/client/public/README.md     |  5 ++
 .../util/net_http/client/public/httpclient.h  | 48 +++++++++++
 .../client/public/httpclient_interface.h      | 84 +++++++++++++++++++
 .../util/net_http/client/testing/BUILD        |  2 +-
 .../client/testing/evhttp_echo_client.cc      |  2 +-
 .../util/net_http/server/internal/BUILD       |  4 +-
 .../server/internal/evhttp_request_test.cc    |  2 +-
 .../server/internal/evhttp_server_test.cc     |  4 +-
 14 files changed, 193 insertions(+), 47 deletions(-)
 delete mode 100644 tensorflow_serving/util/net_http/client/README.md
 rename tensorflow_serving/util/net_http/client/{ => internal}/BUILD (86%)
 create mode 100644 tensorflow_serving/util/net_http/client/internal/README.md
 rename tensorflow_serving/util/net_http/client/{ => internal}/evhttp_connection.cc (98%)
 rename tensorflow_serving/util/net_http/client/{ => internal}/evhttp_connection.h (76%)
 create mode 100644 tensorflow_serving/util/net_http/client/public/BUILD
 create mode 100644 tensorflow_serving/util/net_http/client/public/README.md
 create mode 100644 tensorflow_serving/util/net_http/client/public/httpclient.h
 create mode 100644 tensorflow_serving/util/net_http/client/public/httpclient_interface.h

diff --git a/tensorflow_serving/util/net_http/client/README.md b/tensorflow_serving/util/net_http/client/README.md
deleted file mode 100644
index 394fab4437c..00000000000
--- a/tensorflow_serving/util/net_http/client/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-The client library is still under development, and currently used for writing tests.
-
-The API specs are yet to be finalized.
\ No newline at end of file
diff --git a/tensorflow_serving/util/net_http/client/BUILD b/tensorflow_serving/util/net_http/client/internal/BUILD
similarity index 86%
rename from tensorflow_serving/util/net_http/client/BUILD
rename to tensorflow_serving/util/net_http/client/internal/BUILD
index d608554a736..5e42816c6a7 100644
--- a/tensorflow_serving/util/net_http/client/BUILD
+++ b/tensorflow_serving/util/net_http/client/internal/BUILD
@@ -6,7 +6,7 @@ package(
     ],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_library(
     name = "evhttp_client",
@@ -17,10 +17,10 @@ cc_library(
         "evhttp_connection.h",
     ],
     deps = [
+        "//tensorflow_serving/util/net_http/client/public:http_client_api",
         "//tensorflow_serving/util/net_http/internal:net_logging",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
-        "@com_google_absl//absl/base",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/synchronization",
     ],
diff --git a/tensorflow_serving/util/net_http/client/internal/README.md b/tensorflow_serving/util/net_http/client/internal/README.md
new file mode 100644
index 00000000000..350cd1da9d5
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/internal/README.md
@@ -0,0 +1,5 @@
+The client library is still under development, and has yet to be finalized.
+
+It should be primarily used for writing tests for users of the
+ServerRequestInterface and HTTPServerInterface APIs to verify basic
+functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
similarity index 98%
rename from tensorflow_serving/util/net_http/client/evhttp_connection.cc
rename to tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
index 3b5b2a8f3eb..28b562df18c 100644
--- a/tensorflow_serving/util/net_http/client/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
@@ -15,7 +15,7 @@ limitations under the License.
 
 // libevent based client implementation
 
-#include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
 
 #include "absl/strings/str_cat.h"
 #include "tensorflow_serving/util/net_http/internal/net_logging.h"
diff --git a/tensorflow_serving/util/net_http/client/evhttp_connection.h b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
similarity index 76%
rename from tensorflow_serving/util/net_http/client/evhttp_connection.h
rename to tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
index 2243cc8d079..b58e3e13088 100644
--- a/tensorflow_serving/util/net_http/client/evhttp_connection.h
+++ b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
@@ -13,10 +13,8 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
-// API for the HTTP client
-
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_EVHTTP_CONNECTION_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_EVHTTP_CONNECTION_H_
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
 
 #include <functional>
 #include <memory>
@@ -35,6 +33,7 @@ limitations under the License.
 #include "libevent/include/event2/util.h"
 
 // TODO(wenboz): move EventExecutor to net_http/common
+#include "tensorflow_serving/util/net_http/client/public/httpclient_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 namespace tensorflow {
@@ -43,36 +42,17 @@ namespace net_http {
 
 // The following types may be moved to an API interface in future.
 
-// Data to be copied
-struct ClientRequest {
-  typedef std::pair<absl::string_view, absl::string_view> HeaderKeyValue;
-
-  absl::string_view uri_path;
-  absl::string_view method;  // must be in upper-case
-  std::vector<HeaderKeyValue> headers;
-  absl::string_view body;
-};
-
-// Caller allocates the data for output
-struct ClientResponse {
-  typedef std::pair<std::string, std::string> HeaderKeyValue;
-
-  int status = 0;
-  std::vector<HeaderKeyValue> headers;
-  std::string body;
-
-  std::function<void()> done;  // callback
-};
-
-class EvHTTPConnection final {
+class EvHTTPConnection final : public HTTPClientInterface {
  public:
-  ~EvHTTPConnection();
+  EvHTTPConnection() = default;
+
+  ~EvHTTPConnection() override;
 
   EvHTTPConnection(const EvHTTPConnection& other) = delete;
   EvHTTPConnection& operator=(const EvHTTPConnection& other) = delete;
 
   // Terminates the connection.
-  void Terminate();
+  void Terminate() override;
 
   // Returns a new connection given an absolute URL.
   // Always treat the URL scheme as "http" for now.
@@ -94,20 +74,19 @@ class EvHTTPConnection final {
   // or any error has happened.
   // Returns false if any error.
   bool BlockingSendRequest(const ClientRequest& request,
-                           ClientResponse* response);
+                           ClientResponse* response) override;
 
   // Sends a request and returns immediately. The response will be handled
   // asynchronously via the response->done callback.
   // Returns false if any error in sending the request, or if the executor
   // has not been configured.
-  bool SendRequest(const ClientRequest& request, ClientResponse* response);
+  bool SendRequest(const ClientRequest& request,
+                   ClientResponse* response) override;
 
   // Sets the executor for processing requests asynchronously.
-  void SetExecutor(std::unique_ptr<EventExecutor> executor);
+  void SetExecutor(std::unique_ptr<EventExecutor> executor) override;
 
  private:
-  EvHTTPConnection() = default;
-
   struct event_base* ev_base_;
   struct evhttp_uri* http_uri_;
   struct evhttp_connection* evcon_;
diff --git a/tensorflow_serving/util/net_http/client/public/BUILD b/tensorflow_serving/util/net_http/client/public/BUILD
new file mode 100644
index 00000000000..47c7a7b008d
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/public/BUILD
@@ -0,0 +1,30 @@
+# Description: APIs for experimental testing of net_http server instances
+
+package(
+    default_visibility = [
+        "//tensorflow_serving/util/net_http:__subpackages__",
+    ],
+)
+
+licenses(["notice"])
+
+cc_library(
+    name = "http_client_api",
+    srcs = [],
+    hdrs = [
+        "httpclient_interface.h",
+    ],
+    deps = ["//tensorflow_serving/util/net_http/server/public:http_server_api"],
+)
+
+cc_library(
+    name = "http_client",
+    hdrs = [
+        "httpclient.h",
+    ],
+    deps = [
+        ":http_client_api",
+        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
+        "@com_google_absl//absl/memory",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/client/public/README.md b/tensorflow_serving/util/net_http/client/public/README.md
new file mode 100644
index 00000000000..350cd1da9d5
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/public/README.md
@@ -0,0 +1,5 @@
+The client library is still under development, and has yet to be finalized.
+
+It should be primarily used for writing tests for users of the
+ServerRequestInterface and HTTPServerInterface APIs to verify basic
+functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/public/httpclient.h b/tensorflow_serving/util/net_http/client/public/httpclient.h
new file mode 100644
index 00000000000..315394b3bb5
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/public/httpclient.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
+
+#include "absl/memory/memory.h"
+#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/public/httpclient_interface.h"
+
+// Factory to manage internal dependency
+// NOTE: This API is not yet finalized, and should in its current state be
+// considered experimental
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Creates a connection to a server implemented based on the libevents library.
+// Returns nullptr if there is any error.
+inline std::unique_ptr<HTTPClientInterface> CreateEvHTTPConnection(
+    absl::string_view host, int port) {
+  auto connection = absl::make_unique<EvHTTPConnection>();
+  connection = connection->Connect(host, port);
+  if (!connection) {
+    return nullptr;
+  }
+
+  return std::move(connection);
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
diff --git a/tensorflow_serving/util/net_http/client/public/httpclient_interface.h b/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
new file mode 100644
index 00000000000..9d5a4166013
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
@@ -0,0 +1,84 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
+
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+
+// API for the HTTP Client
+// NOTE: This API is not yet finalized, and should be considered experimental.
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Data to be copied
+struct ClientRequest {
+  typedef std::pair<absl::string_view, absl::string_view> HeaderKeyValue;
+
+  absl::string_view uri_path;
+  absl::string_view method;  // must be in upper-case
+  std::vector<HeaderKeyValue> headers;
+  absl::string_view body;
+};
+
+// Caller allocates the data for output
+struct ClientResponse {
+  typedef std::pair<std::string, std::string> HeaderKeyValue;
+
+  int status = 0;
+  std::vector<HeaderKeyValue> headers;
+  std::string body;
+
+  std::function<void()> done;  // callback
+};
+
+// This interface class specifies the API contract for the HTTP client.
+class HTTPClientInterface {
+ public:
+  HTTPClientInterface(const HTTPClientInterface& other) = delete;
+  HTTPClientInterface& operator=(const HTTPClientInterface& other) = delete;
+
+  virtual ~HTTPClientInterface() = default;
+
+  // Terminates the connection.
+  virtual void Terminate() = 0;
+
+  // Sends a request and blocks the caller till a response is received
+  // or any error has happened.
+  // Returns false if any error.
+  virtual bool BlockingSendRequest(const ClientRequest& request,
+                                   ClientResponse* response) = 0;
+
+  // Sends a request and returns immediately. The response will be handled
+  // asynchronously via the response->done callback.
+  // Returns false if any error in sending the request, or if the executor
+  // has not been configured.
+  virtual bool SendRequest(const ClientRequest& request,
+                           ClientResponse* response) = 0;
+
+  // Sets the executor for processing requests asynchronously.
+  virtual void SetExecutor(std::unique_ptr<EventExecutor> executor) = 0;
+
+ protected:
+  HTTPClientInterface() = default;
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
diff --git a/tensorflow_serving/util/net_http/client/testing/BUILD b/tensorflow_serving/util/net_http/client/testing/BUILD
index 7eab2c74567..c54e7a9afcd 100644
--- a/tensorflow_serving/util/net_http/client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/testing/BUILD
@@ -10,6 +10,6 @@ cc_binary(
     name = "evhttp_echo_client",
     srcs = ["evhttp_echo_client.cc"],
     deps = [
-        "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index ea368379d07..6e3e21c0f3b 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -18,7 +18,7 @@ limitations under the License.
 
 #include <iostream>
 
-#include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
 
 namespace {
 
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 0ecd5597fc8..d67559ea318 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -42,7 +42,7 @@ cc_test(
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
         "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
@@ -59,7 +59,7 @@ cc_test(
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/util/net_http/client:evhttp_client",
+        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
         "//tensorflow_serving/util/net_http/compression:gzip_zlib",
         "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index be7df2fb265..0dc8252644d 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -19,7 +19,7 @@ limitations under the License.
 
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
-#include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index ffb9c20fc21..82329670387 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -18,11 +18,9 @@ limitations under the License.
 #include <memory>
 
 #include <gtest/gtest.h>
-
 #include "absl/memory/memory.h"
 #include "absl/synchronization/notification.h"
-
-#include "tensorflow_serving/util/net_http/client/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"

From ea09cb64091c859f6c3832988db30a6c0e4437ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Sep 2020 00:06:45 -0700
Subject: [PATCH 4173/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bbf0820d-57eb-4394-bdee-153821fbe4c5

PiperOrigin-RevId: 332397277
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0e0ff681d9..7b0fbc72806 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5126bf1f9d4f5546b425c74c78e3d986de508ddac326596ab61ff2e9fb8ef25a",
-    git_commit = "33294c19da45ceee5f921fda3002696bd9110250",
+    sha256 = "c25a4cd054f6704bc1553cfc94120e86ceb1dfdcc7a9aa8b5bd19f9a0cc2d9f3",
+    git_commit = "643c2d27f973a0eb985132bea879c8dafe78e45f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3d3fa501087052e3391b4dbdb91f862c95524980 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Sep 2020 06:03:37 -0700
Subject: [PATCH 4174/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfda90dd-80ef-4620-8e98-c1ed12093e5f

PiperOrigin-RevId: 332436221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b0fbc72806..7b5bea3024d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c25a4cd054f6704bc1553cfc94120e86ceb1dfdcc7a9aa8b5bd19f9a0cc2d9f3",
-    git_commit = "643c2d27f973a0eb985132bea879c8dafe78e45f",
+    sha256 = "4e7b9ab4458aeb80bdbdc811fb722eba19150d506659a1a21797c0bb3535f8c3",
+    git_commit = "ce90b95e52ffa514ea69a8fe375e3a99e5c2f9fd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1d134da103a6c0f56eb6430570d4be0546237050 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Sep 2020 12:01:35 -0700
Subject: [PATCH 4175/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66c71845-dd69-4825-b8a8-62f957b19a4c

PiperOrigin-RevId: 332497742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b5bea3024d..ab754ef007c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e7b9ab4458aeb80bdbdc811fb722eba19150d506659a1a21797c0bb3535f8c3",
-    git_commit = "ce90b95e52ffa514ea69a8fe375e3a99e5c2f9fd",
+    sha256 = "56f11047238c8b5f3a9501efb3cab9864d4d3106208719384865d25dfe704453",
+    git_commit = "e4ec26f50ca9e85ce05d32d148d37b6724abd973",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d915edd718e271f50d2adcbe6e5183f227a0972c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Sep 2020 18:01:42 -0700
Subject: [PATCH 4176/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a063e8d4-949f-4498-b648-48512298de4c

PiperOrigin-RevId: 332561737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab754ef007c..5f9bb2262e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56f11047238c8b5f3a9501efb3cab9864d4d3106208719384865d25dfe704453",
-    git_commit = "e4ec26f50ca9e85ce05d32d148d37b6724abd973",
+    sha256 = "e4aaf1ec32f6ace40869934f4c058ac38049594b5e93e9d8ae858ca1d69e90af",
+    git_commit = "6bdae6145a521693aba42eff7f3c8b070429c05b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d71bc8a68501ba2e8528044b3be8b8e001465ff8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Sep 2020 00:01:34 -0700
Subject: [PATCH 4177/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90528c19-4a09-4115-b898-a9bc136d0fea

PiperOrigin-RevId: 332590675
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f9bb2262e5..f8e41214675 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4aaf1ec32f6ace40869934f4c058ac38049594b5e93e9d8ae858ca1d69e90af",
-    git_commit = "6bdae6145a521693aba42eff7f3c8b070429c05b",
+    sha256 = "787dcb2302e6b853b8857a946c8aec85b8bb375cd42ee35dd89dade1ff19f566",
+    git_commit = "da8558533d925694483d2c136a9220d6d49d843c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ab0f4cf910741fc276365af2dda44b73f77a70e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Sep 2020 06:01:28 -0700
Subject: [PATCH 4178/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72b3597c-f81a-4d2f-899d-b37adec646ae

PiperOrigin-RevId: 332614894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8e41214675..e09eeaef757 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "787dcb2302e6b853b8857a946c8aec85b8bb375cd42ee35dd89dade1ff19f566",
-    git_commit = "da8558533d925694483d2c136a9220d6d49d843c",
+    sha256 = "d90042b64786f54ff77db0ce59134ed90fa5a9a7b5080af882bd6097681e5c6f",
+    git_commit = "029edc4da6b8f683670a442dec7ce691c3a42390",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b3ff8d5366a6aa8877ff50af4b1fe4d67968dbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 19 Sep 2020 18:01:41 -0700
Subject: [PATCH 4179/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc738530-d6e8-41b0-bf83-5e4bfa077f3e

PiperOrigin-RevId: 332662424
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e09eeaef757..25b698b8139 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d90042b64786f54ff77db0ce59134ed90fa5a9a7b5080af882bd6097681e5c6f",
-    git_commit = "029edc4da6b8f683670a442dec7ce691c3a42390",
+    sha256 = "c293d25c0f5d9e9570c8653585d892b0416326411808c991c88da42706a23dac",
+    git_commit = "65703b43a02356e68c75be241672e1c6486a4334",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7ff9e7a708354f9410bdb1dcbd7e970f43569c76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Sep 2020 06:01:54 -0700
Subject: [PATCH 4180/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba44f82c-c895-472a-af68-c7d28c210338

PiperOrigin-RevId: 332709097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25b698b8139..4bae2f6bfaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c293d25c0f5d9e9570c8653585d892b0416326411808c991c88da42706a23dac",
-    git_commit = "65703b43a02356e68c75be241672e1c6486a4334",
+    sha256 = "c9ed36eb8f9546b7f0baf1fe021dc8d5f0f0868fe537c08c41302a3b664aec8a",
+    git_commit = "46b6537110a00470dfc3093911f1a8c9eebdbe25",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0fb77adffac0219d7cddd1ba66aa2c8488fb3ea2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Sep 2020 00:02:53 -0700
Subject: [PATCH 4181/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/762cbb33-ca64-44eb-aef0-ce7cee640c5e

PiperOrigin-RevId: 332791546
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bae2f6bfaa..320ab877ee0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9ed36eb8f9546b7f0baf1fe021dc8d5f0f0868fe537c08c41302a3b664aec8a",
-    git_commit = "46b6537110a00470dfc3093911f1a8c9eebdbe25",
+    sha256 = "51881734f6f13b98e31370768e558d8f8f5aea10e4daaad35adcb2cebd32dcc2",
+    git_commit = "7a085a0a7191ebfcea5269615f0417438109f4b9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e612540021ec09f3a921329a7a09bdada6df094f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Sep 2020 06:01:42 -0700
Subject: [PATCH 4182/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd0135d9-c33f-4e14-a87c-f99a9baa47de

PiperOrigin-RevId: 332833823
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 320ab877ee0..8917164d230 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51881734f6f13b98e31370768e558d8f8f5aea10e4daaad35adcb2cebd32dcc2",
-    git_commit = "7a085a0a7191ebfcea5269615f0417438109f4b9",
+    sha256 = "b23c8ac8513c83be8136114d4a7dea9a5d2c10aefd248f41e265a51887f15e9c",
+    git_commit = "d146fd6acca5cdbaa9cef2a60f60775868c62246",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1f45993b66d22b9c3150efde5b533619f479f712 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Sep 2020 12:01:29 -0700
Subject: [PATCH 4183/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca0ae2e9-23fb-449a-b9eb-87b17b66e2dd

PiperOrigin-RevId: 332901359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8917164d230..fa8e9acfc22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b23c8ac8513c83be8136114d4a7dea9a5d2c10aefd248f41e265a51887f15e9c",
-    git_commit = "d146fd6acca5cdbaa9cef2a60f60775868c62246",
+    sha256 = "4c3a325afb96530682ba91b0b88372c6302f2d3ae92849775c7f7218221e819a",
+    git_commit = "dea7fe9610b544ed41a3290d27b8ef4f9cd968c7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7513ba22b59e4eb4647c0622cdaac69c75aa465b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Sep 2020 18:01:49 -0700
Subject: [PATCH 4184/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a904ad94-f52b-4d50-9ec7-87fe0dbd983a

PiperOrigin-RevId: 332977025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa8e9acfc22..de58cd11586 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c3a325afb96530682ba91b0b88372c6302f2d3ae92849775c7f7218221e819a",
-    git_commit = "dea7fe9610b544ed41a3290d27b8ef4f9cd968c7",
+    sha256 = "6efb23feddc7fd5db8b30e968b66de0115653766d0b4eee14bb17e0b22c6d289",
+    git_commit = "4a9dcba7e4c5ec9c84aaae3d786e8ecabe8e7806",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 72927141f29d83614cf8304725b1a7e6357ce6ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Sep 2020 18:17:25 -0700
Subject: [PATCH 4185/8103] Broaden net_http client visibility and use
 HTTPStatusCode in ClientResponse status

PiperOrigin-RevId: 332979589
---
 .../client/internal/evhttp_connection.cc      |  4 +++-
 .../util/net_http/client/public/BUILD         |  8 +++++++
 .../client/public/httpclient_interface.h      |  3 ++-
 .../client/testing/evhttp_echo_client.cc      |  2 +-
 .../server/internal/evhttp_request_test.cc    | 21 ++++++++++---------
 .../server/internal/evhttp_server_test.cc     | 16 +++++++-------
 6 files changed, 33 insertions(+), 21 deletions(-)

diff --git a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
index 28b562df18c..1ae587a64a1 100644
--- a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
@@ -19,6 +19,7 @@ limitations under the License.
 
 #include "absl/strings/str_cat.h"
 #include "tensorflow_serving/util/net_http/internal/net_logging.h"
+#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 
 namespace tensorflow {
 namespace serving {
@@ -103,7 +104,8 @@ namespace {
 
 // Copy ev response data to ClientResponse.
 void PopulateResponse(evhttp_request* req, ClientResponse* response) {
-  response->status = evhttp_request_get_response_code(req);
+  response->status =
+      static_cast<HTTPStatusCode>(evhttp_request_get_response_code(req));
 
   struct evkeyvalq* headers = evhttp_request_get_input_headers(req);
   struct evkeyval* header;
diff --git a/tensorflow_serving/util/net_http/client/public/BUILD b/tensorflow_serving/util/net_http/client/public/BUILD
index 47c7a7b008d..34e9d41fe0e 100644
--- a/tensorflow_serving/util/net_http/client/public/BUILD
+++ b/tensorflow_serving/util/net_http/client/public/BUILD
@@ -2,10 +2,18 @@
 
 package(
     default_visibility = [
+        ":http_client_users",
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
 )
 
+package_group(
+    name = "http_client_users",
+    packages = [
+        "//third_party/ecclesia/...",
+    ],
+)
+
 licenses(["notice"])
 
 cc_library(
diff --git a/tensorflow_serving/util/net_http/client/public/httpclient_interface.h b/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
index 9d5a4166013..cdc59c91ba5 100644
--- a/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
+++ b/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
 
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 
 // API for the HTTP Client
 // NOTE: This API is not yet finalized, and should be considered experimental.
@@ -39,7 +40,7 @@ struct ClientRequest {
 struct ClientResponse {
   typedef std::pair<std::string, std::string> HeaderKeyValue;
 
-  int status = 0;
+  HTTPStatusCode status = HTTPStatusCode::UNDEFINED;
   std::vector<HeaderKeyValue> headers;
   std::string body;
 
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index 6e3e21c0f3b..5c68a589ca0 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -41,7 +41,7 @@ bool SendRequest(const char* url) {
   }
 
   std::cout << "Response received: " << std::endl
-            << "Status: " << response.status << std::endl;
+            << "Status: " << static_cast<int>(response.status) << std::endl;
 
   for (const auto& keyval : response.headers) {
     std::cout << keyval.first << " : " << keyval.second << std::endl;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 0dc8252644d..c0372c202db 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
@@ -82,7 +83,7 @@ TEST_F(EvHTTPRequestTest, SimpleGETNotFound) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 404);
+  EXPECT_EQ(response.status, HTTPStatusCode::NOT_FOUND);
   EXPECT_FALSE(response.body.empty());
 
   server->Terminate();
@@ -107,7 +108,7 @@ TEST_F(EvHTTPRequestTest, SimpleGETOK) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK");
 
   server->Terminate();
@@ -137,7 +138,7 @@ TEST_F(EvHTTPRequestTest, SimplePOST) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "abcde");
 
   server->Terminate();
@@ -210,7 +211,7 @@ TEST_F(EvHTTPRequestTest, RequestHeaders) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK");
 
   server->Terminate();
@@ -247,7 +248,7 @@ TEST_F(EvHTTPRequestTest, ResponseHeaders) {
       EXPECT_EQ(keyvalue.second, "v2");
     }
   }
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK");
 
   server->Terminate();
@@ -279,7 +280,7 @@ TEST_F(EvHTTPRequestTest, InvalidGzipPost) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
 
   server->Terminate();
   server->WaitForTermination();
@@ -308,7 +309,7 @@ TEST_F(EvHTTPRequestTest, DisableGzipPost) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
 
   server->Terminate();
   server->WaitForTermination();
@@ -359,7 +360,7 @@ TEST_F(EvHTTPRequestTest, ValidGzipPost) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
 
   server->Terminate();
   server->WaitForTermination();
@@ -396,7 +397,7 @@ TEST_F(EvHTTPRequestTest, GzipExceedingLimit) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
 
   server->Terminate();
   server->WaitForTermination();
@@ -446,7 +447,7 @@ TEST_F(EvHTTPRequestTest, LargeGzipPost) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
 
   server->Terminate();
   server->WaitForTermination();
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index 82329670387..f771fc4cce5 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -99,7 +99,7 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK");
 
   // no canonicalization for the trailing "/"
@@ -107,7 +107,7 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 404);
+  EXPECT_EQ(response.status, HTTPStatusCode::NOT_FOUND);
 
   server->Terminate();
   server->WaitForTermination();
@@ -138,7 +138,7 @@ TEST_F(EvHTTPServerTest, RequestHandlerOverwriting) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK2");
 
   server->Terminate();
@@ -168,7 +168,7 @@ TEST_F(EvHTTPServerTest, SingleRequestDispather) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK");
 
   server->Terminate();
@@ -206,14 +206,14 @@ TEST_F(EvHTTPServerTest, UriPrecedesOverRequestDispather) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK1");
 
   request = {"/okxx", "GET", {}, nullptr};
   response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK2");
 
   server->Terminate();
@@ -251,7 +251,7 @@ TEST_F(EvHTTPServerTest, InOrderRequestDispather) {
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK1");
 
   server->Terminate();
@@ -289,7 +289,7 @@ TEST_F(EvHTTPServerTest, RequestHandlerInteraction) {
   handler1_start.Notify();
   response_done.WaitForNotification();
 
-  EXPECT_EQ(response.status, 200);
+  EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK1");
 
   connection->Terminate();

From 9f8e1e0a22198b2a8406e2b21c26d3de1be087e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Sep 2020 00:01:50 -0700
Subject: [PATCH 4186/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/939d7a51-6ac3-49ef-a0e0-b12b7cf967a2

PiperOrigin-RevId: 333017878
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de58cd11586..74949a0a8ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6efb23feddc7fd5db8b30e968b66de0115653766d0b4eee14bb17e0b22c6d289",
-    git_commit = "4a9dcba7e4c5ec9c84aaae3d786e8ecabe8e7806",
+    sha256 = "51ce0a8244df1f3045cf466cde606483953d13c5f72542548e5d5ba8128c3b65",
+    git_commit = "1a2b1d0ae199dd328bff8eb6c6dfb74ac8b79c61",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58b03b6124780a136a40dd5318f68f04b2966bf9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Sep 2020 06:01:46 -0700
Subject: [PATCH 4187/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12a971cb-dbfe-48f1-904d-07c173b733be

PiperOrigin-RevId: 333061744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74949a0a8ee..71a8233cbd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51ce0a8244df1f3045cf466cde606483953d13c5f72542548e5d5ba8128c3b65",
-    git_commit = "1a2b1d0ae199dd328bff8eb6c6dfb74ac8b79c61",
+    sha256 = "9306bb4981f376064c5fb85f8c6e1c042cf87df92f4f6204d1dd2595c47a7abb",
+    git_commit = "712fd5cfe4a5de420a4226c874664423eba4cb1a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e9de1c860f7bcc6ced1df9febf6661bd59a00e17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Sep 2020 12:34:29 -0700
Subject: [PATCH 4188/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2103f53e-0616-4787-844c-7bbbebdea8be

PiperOrigin-RevId: 333136690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71a8233cbd4..36604ceae73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9306bb4981f376064c5fb85f8c6e1c042cf87df92f4f6204d1dd2595c47a7abb",
-    git_commit = "712fd5cfe4a5de420a4226c874664423eba4cb1a",
+    sha256 = "a2c77e2c5143098b9e3b53d154d28caba9896d95a7c47208d23521e29fe976d5",
+    git_commit = "0e718f2b0a9de489f135b9228f2db11c00a857d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c318137e3ad9d3514b3d6c660366e043b524c5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Sep 2020 18:02:39 -0700
Subject: [PATCH 4189/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b21226c-1720-446f-a1aa-5e4ec9c1d822

PiperOrigin-RevId: 333198286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36604ceae73..30d4f5233f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2c77e2c5143098b9e3b53d154d28caba9896d95a7c47208d23521e29fe976d5",
-    git_commit = "0e718f2b0a9de489f135b9228f2db11c00a857d5",
+    sha256 = "4ec5b203917ef5528cc1804e40e8ff0bb2890e2969f2ceee37d8540073354889",
+    git_commit = "568e2bef00f24af1159a0846abf67c099ca78a21",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ef10e5b5be60fe1f5d734893024babdb716492b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Sep 2020 00:01:36 -0700
Subject: [PATCH 4190/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46bbc2c4-ec6a-4543-b147-c9dd7c5ae57b

PiperOrigin-RevId: 333236304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30d4f5233f1..2fc0769eb7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ec5b203917ef5528cc1804e40e8ff0bb2890e2969f2ceee37d8540073354889",
-    git_commit = "568e2bef00f24af1159a0846abf67c099ca78a21",
+    sha256 = "dd306da27725499d06ce44309888fb959f3ef48f0aa4d330c8cf031a9bccfddb",
+    git_commit = "e143ada4a6c1a42ea90873dc4582160d1a50f69f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8495be15b439ba1d5e97ef00b0e64d13abb1f8dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Sep 2020 06:01:52 -0700
Subject: [PATCH 4191/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb45a54d-df15-4c44-aa7f-6a377658c2d6

PiperOrigin-RevId: 333276364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fc0769eb7a..205f94089e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd306da27725499d06ce44309888fb959f3ef48f0aa4d330c8cf031a9bccfddb",
-    git_commit = "e143ada4a6c1a42ea90873dc4582160d1a50f69f",
+    sha256 = "97d7780cb079b11ecadc3bf548506752a71c0e886cb99a7cb4985e46b8003338",
+    git_commit = "c2a9c3a07327d75a21601238b9cb6fafdfda6e01",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d9bde73569385b4ef3ef8e36d2c832a8ae9a92ad Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 23 Sep 2020 10:30:45 -0700
Subject: [PATCH 4192/8103] In model warm-up path, re-write error code
 out-of-range (intended when reading EOF in a file) to ok.

PiperOrigin-RevId: 333320963
---
 .../servables/tensorflow/saved_model_warmup_util.cc  | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index db4e9d82252..602e16814bc 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -100,6 +100,13 @@ Status RunSavedModelWarmup(
     status = tf_record_file_reader->ReadRecord(&record);
   }
 
+  // OUT_OF_RANGE error means EOF was reached, re-write it to OK; in this way
+  // the 'model_warm_up_latency' metric below records OK upon successful
+  // warm-up.
+  if (errors::IsOutOfRange(status)) {
+    status = Status::OK();
+  }
+
   const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
   model_warm_up_latency->GetCell(export_dir, status.ToString())
       ->Add(warmup_latency);
@@ -110,10 +117,7 @@ Status RunSavedModelWarmup(
         ". Please verify your warmup data is in TFRecord format.");
   }
 
-  // OUT_OF_RANGE error means EOF was reached, do not return error in this case
-  if (!errors::IsOutOfRange(status)) {
-    return status;
-  }
+  TF_RETURN_IF_ERROR(status);
 
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
             << ". Number of warmup records read: " << num_warmup_records

From 1a5bf9e9325bb84263369270d66553977cf38967 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Sep 2020 12:30:19 -0700
Subject: [PATCH 4193/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c005bbc-9e11-44af-9f07-af4ed2ff0b1f

PiperOrigin-RevId: 333348133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 205f94089e6..e7bf1909588 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97d7780cb079b11ecadc3bf548506752a71c0e886cb99a7cb4985e46b8003338",
-    git_commit = "c2a9c3a07327d75a21601238b9cb6fafdfda6e01",
+    sha256 = "22cedd315f740c95b74d3ab0f18d800d128936ee9c3db81c542beab1e062fd01",
+    git_commit = "5e4a5ff1efe5395c2c977cd9d4c18107c789589e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0c591d9fb8a3efb460b2623ab5c3d989f52def3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Sep 2020 18:01:32 -0700
Subject: [PATCH 4194/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/598101fe-8bc5-4592-adc1-349f9b8996e9

PiperOrigin-RevId: 333412450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7bf1909588..e4b9c952d4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22cedd315f740c95b74d3ab0f18d800d128936ee9c3db81c542beab1e062fd01",
-    git_commit = "5e4a5ff1efe5395c2c977cd9d4c18107c789589e",
+    sha256 = "00ec50c29b4833bcde19d1b02fa6e8e17920043efbf2fea33be64c0413eb545b",
+    git_commit = "53171d4ead08ffbb4ff8c24a32631a5c80449de8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From da000ce74fa6ca630774a393d96ecb374d67eda6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Sep 2020 00:04:27 -0700
Subject: [PATCH 4195/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/993cad61-ffdd-42e3-bef6-aeb66497b1a9

PiperOrigin-RevId: 333456288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4b9c952d4c..2bad6ad485c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00ec50c29b4833bcde19d1b02fa6e8e17920043efbf2fea33be64c0413eb545b",
-    git_commit = "53171d4ead08ffbb4ff8c24a32631a5c80449de8",
+    sha256 = "32db7b7a09e3d39c6a0098ecbb87c158c35ea5f401ba27394d4e588a8bbbe855",
+    git_commit = "45a2235d04012c4f0f29b68bcad39fe7d36446b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1c56531e39342fe13f2c492691d0ff0eedf1ca59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Sep 2020 06:01:34 -0700
Subject: [PATCH 4196/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/104ce8f3-ca00-4162-8dd9-aa025c81dc47

PiperOrigin-RevId: 333498669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bad6ad485c..93cbeb2ae3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32db7b7a09e3d39c6a0098ecbb87c158c35ea5f401ba27394d4e588a8bbbe855",
-    git_commit = "45a2235d04012c4f0f29b68bcad39fe7d36446b8",
+    sha256 = "3ebbc51dd4bce49eb3155dbc3305a473b49ff4db3823bbf3ef91ef39ec90af8a",
+    git_commit = "b023b033299a2e88a8f25980e234144657df5fc2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3bac5db38043951023913ba526d530daf0a4459d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Sep 2020 18:02:52 -0700
Subject: [PATCH 4197/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abe4483b-cbfd-45f2-a79d-e09c8c499d7e

PiperOrigin-RevId: 333638868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93cbeb2ae3e..f9cd00a8b43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ebbc51dd4bce49eb3155dbc3305a473b49ff4db3823bbf3ef91ef39ec90af8a",
-    git_commit = "b023b033299a2e88a8f25980e234144657df5fc2",
+    sha256 = "44b665911a70fee784269fec2e4babda2d53ed6a6a9b5b45ac2eb6324a6d2aa5",
+    git_commit = "fbe4f6e8a404a1bda52c755b2601195b2107fc35",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f39a803cfda6128206623e7a537df4b0e93725f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Sep 2020 00:05:35 -0700
Subject: [PATCH 4198/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e342a0f-3289-435d-a531-f4e7c688105d

PiperOrigin-RevId: 333678658
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9cd00a8b43..b9cfcdba429 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44b665911a70fee784269fec2e4babda2d53ed6a6a9b5b45ac2eb6324a6d2aa5",
-    git_commit = "fbe4f6e8a404a1bda52c755b2601195b2107fc35",
+    sha256 = "714e2760c0b50212ac41dbb73e0b59f6f7be1079621415f96510d5214621b8a5",
+    git_commit = "4248bf24936959fda84b2dd5a58942433f3a3a8c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b5e76f4f1c58e90ab75b823784439f8c0e8fc8df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Sep 2020 06:22:12 -0700
Subject: [PATCH 4199/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72ccfc9b-83eb-42c4-87b4-f6c9f80caa41

PiperOrigin-RevId: 333720527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9cfcdba429..8fb02cc3342 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "714e2760c0b50212ac41dbb73e0b59f6f7be1079621415f96510d5214621b8a5",
-    git_commit = "4248bf24936959fda84b2dd5a58942433f3a3a8c",
+    sha256 = "b2433c1958597d610005386c905b6197d279afb4faa53cc5484d7afb7d96b1f4",
+    git_commit = "9aff666a8db689168e2d3aaef17b8a252791ada7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 81728431d5f03af4256b0b810705ea5adc86f834 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Sep 2020 12:01:51 -0700
Subject: [PATCH 4200/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a243e056-d47a-4a01-88a8-d23682b03ee7

PiperOrigin-RevId: 333779832
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fb02cc3342..287e9b8e1dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2433c1958597d610005386c905b6197d279afb4faa53cc5484d7afb7d96b1f4",
-    git_commit = "9aff666a8db689168e2d3aaef17b8a252791ada7",
+    sha256 = "e4601defcd678d82019c6b5d1bb9e9dd02e1af9258f5bda0de1419bc2ff6ee2c",
+    git_commit = "7d66cb75522916187746c1b62170ec5774117383",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b847bac5f2e1dc6a98f431b1fdf42ceebceceeb6 Mon Sep 17 00:00:00 2001
From: Adarshreddy adelli <adarshreddy9849@gmail.com>
Date: Sat, 26 Sep 2020 01:38:40 +0530
Subject: [PATCH 4201/8103] fix Client Rest API endpoint

---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 9476358170f..1aee8647efe 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -22,7 +22,7 @@ One of the easiest ways to get started using TensorFlow Serving is with
 # Returns => { "predictions": [2.5, 3.0, 4.5] }
 </pre>
 
-For additional serving endpoints, see the <a href="./api_rest">Client REST API</a>.
+For additional serving endpoints, see the <a href="./api_rest.md">Client REST API</a>.
 
 ## Install Docker
 

From 3bb4985d454f17b1820bf53328f222f4b567d614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Sep 2020 18:02:23 -0700
Subject: [PATCH 4202/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f081be73-b558-4675-bca4-5f5bb78bbd9d

PiperOrigin-RevId: 333844078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 287e9b8e1dd..d6552ed5cf0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4601defcd678d82019c6b5d1bb9e9dd02e1af9258f5bda0de1419bc2ff6ee2c",
-    git_commit = "7d66cb75522916187746c1b62170ec5774117383",
+    sha256 = "7d62432f0b8a772c7fde566a594ff018ef4a2597692e9e48bc1a0f0883ca0f40",
+    git_commit = "751ad6f5d3bc7789c24a5ccc772774af0ad98d3d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f95d152451ee2aa233105154ff161954a5a942ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Sep 2020 00:01:34 -0700
Subject: [PATCH 4203/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43f0141c-be70-46bc-89a2-4903f15cc405

PiperOrigin-RevId: 333877738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6552ed5cf0..a8b1802f1cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d62432f0b8a772c7fde566a594ff018ef4a2597692e9e48bc1a0f0883ca0f40",
-    git_commit = "751ad6f5d3bc7789c24a5ccc772774af0ad98d3d",
+    sha256 = "b29f28ae85297289ab6e43009b5ba57eb1af14cf86c52a874cb409344d605e9a",
+    git_commit = "00ea01af949de4334ad036bfeebfd155c594e18b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86063db8450e1448924bf6d1ca8d482ebdb94516 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Sep 2020 06:01:34 -0700
Subject: [PATCH 4204/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/15fe0ead-0fb8-4417-bb72-b19ac9db613f

PiperOrigin-RevId: 333904665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8b1802f1cb..c75ec4f3552 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b29f28ae85297289ab6e43009b5ba57eb1af14cf86c52a874cb409344d605e9a",
-    git_commit = "00ea01af949de4334ad036bfeebfd155c594e18b",
+    sha256 = "a394a87acdbe527ba8eda120ffe5d824ee0a9c7a8cd5b1b517bd0ff8f4606cc2",
+    git_commit = "e41868cd1fb26babb6dffc49e32cd2b21c210c1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2340535229842daf307bd9bbb3f48e122d4e3cd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Sep 2020 12:01:24 -0700
Subject: [PATCH 4205/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5372ce99-0593-4656-875e-4d28f34e25dd

PiperOrigin-RevId: 333929584
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c75ec4f3552..578e68187a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a394a87acdbe527ba8eda120ffe5d824ee0a9c7a8cd5b1b517bd0ff8f4606cc2",
-    git_commit = "e41868cd1fb26babb6dffc49e32cd2b21c210c1b",
+    sha256 = "5d2db08d0956c033e4537e2f3d6f47856a39028a30073790d0a49b952658a73c",
+    git_commit = "a0b68d1ecc46f9bbc8fad4f18c68f25c6bd5ae48",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1b7b501f6b196867fa58f719963975f1f5c9d65f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Sep 2020 18:01:51 -0700
Subject: [PATCH 4206/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d767b26-63dc-451b-a393-8eebb82122f0

PiperOrigin-RevId: 333955979
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 578e68187a4..4f56f8c54eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d2db08d0956c033e4537e2f3d6f47856a39028a30073790d0a49b952658a73c",
-    git_commit = "a0b68d1ecc46f9bbc8fad4f18c68f25c6bd5ae48",
+    sha256 = "dc04cad263109f2a56175c36ae13830ee155586b80b378f4df6024c4c692478e",
+    git_commit = "16a59707b60ea4ba5f4f2910ef532e30300e6315",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad2f83ce9ba897910f03b76e2ec9bc14eb987a2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Sep 2020 06:01:55 -0700
Subject: [PATCH 4207/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da0963d4-d548-4967-9045-6292fc4c6268

PiperOrigin-RevId: 334008733
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f56f8c54eb..86c1ff545b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc04cad263109f2a56175c36ae13830ee155586b80b378f4df6024c4c692478e",
-    git_commit = "16a59707b60ea4ba5f4f2910ef532e30300e6315",
+    sha256 = "ed49604ba3970d8e90e8c9c539552cf4c781e6cb7fb0cb5ec7fbbc2aa2b90f2e",
+    git_commit = "3b382e84270e3499e452c2048d84fbaf3e40d449",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39aa2a02f25cd377252713169469affe136d0a1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Sep 2020 12:01:36 -0700
Subject: [PATCH 4208/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0bbefc98-140b-4689-8ae5-f695aaadfe8b

PiperOrigin-RevId: 334033769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86c1ff545b8..297dadb936f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed49604ba3970d8e90e8c9c539552cf4c781e6cb7fb0cb5ec7fbbc2aa2b90f2e",
-    git_commit = "3b382e84270e3499e452c2048d84fbaf3e40d449",
+    sha256 = "5577cb062d4c627a28b62274667cc830bebb5145fb535a17d02dcffcd400aaac",
+    git_commit = "7679280cbd712c4fa0c12d0c2c1f0b4bed3a4d6f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3cc82573e1b68c6e0336f227f54bccec176a9db9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Sep 2020 18:01:44 -0700
Subject: [PATCH 4209/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5ca2bdf-8af0-4279-9cd1-be6b86cc8a7b

PiperOrigin-RevId: 334060595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 297dadb936f..0bef2246b51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5577cb062d4c627a28b62274667cc830bebb5145fb535a17d02dcffcd400aaac",
-    git_commit = "7679280cbd712c4fa0c12d0c2c1f0b4bed3a4d6f",
+    sha256 = "1874e2b689611c55b639271dcdad79f2fdd52e9aed01f2eeea4115a1315b5e55",
+    git_commit = "652291e217c199d2f92b19bbc0f499d57537d7f9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 26a4d21c9c01ed1922b78ca93858fd4f2bccc1db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Sep 2020 00:02:27 -0700
Subject: [PATCH 4210/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bed8cf41-0dbd-44c6-9285-2c6bcb8aa9bf

PiperOrigin-RevId: 334095457
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bef2246b51..5e633c5d9e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1874e2b689611c55b639271dcdad79f2fdd52e9aed01f2eeea4115a1315b5e55",
-    git_commit = "652291e217c199d2f92b19bbc0f499d57537d7f9",
+    sha256 = "687ab616c7558c5a0cddf92248a6fd9d470802b75a8e27775b90eaf3c1772c72",
+    git_commit = "c603937ed5cb3cc753bf988656937d7233ecd76f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e191307546faed2e4cdcb7d1c1027ee46bc8ad64 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Sep 2020 06:01:36 -0700
Subject: [PATCH 4211/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b47343e-59cc-41ff-9109-7495e170d22c

PiperOrigin-RevId: 334140863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e633c5d9e7..a7938798959 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "687ab616c7558c5a0cddf92248a6fd9d470802b75a8e27775b90eaf3c1772c72",
-    git_commit = "c603937ed5cb3cc753bf988656937d7233ecd76f",
+    sha256 = "a58cc2b896cd07b329a750ea035af525a3a6cf56114c21b02804c0d65bcafe45",
+    git_commit = "0eae98209020e52dd3a00e3368d748f86ee94ef3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c6ff8b5ae88c9e2708bb81268d2054ce4f8d6773 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Sep 2020 12:14:08 -0700
Subject: [PATCH 4212/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43d97c28-1c06-42dd-aa08-7c8c6723f47c

PiperOrigin-RevId: 334210943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7938798959..3ed86e5e6ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a58cc2b896cd07b329a750ea035af525a3a6cf56114c21b02804c0d65bcafe45",
-    git_commit = "0eae98209020e52dd3a00e3368d748f86ee94ef3",
+    sha256 = "b901b60b3dfc2026b350cb6140e07f0d5b2122124b969d334be56ed6e2db7326",
+    git_commit = "3c34be1769b07c4686f7eb60c7f6043861e84b21",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0c1b26df394e3c8b2b27d1567d544831c728609c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Sep 2020 18:03:25 -0700
Subject: [PATCH 4213/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65cf55c4-f963-411e-beb4-0a7e34ad0408

PiperOrigin-RevId: 334276212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ed86e5e6ac..cbe049f70ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b901b60b3dfc2026b350cb6140e07f0d5b2122124b969d334be56ed6e2db7326",
-    git_commit = "3c34be1769b07c4686f7eb60c7f6043861e84b21",
+    sha256 = "8191ce419aff4abe8ef3183a5b1d27b586f2cd4bc754e646bc86bbc98da1c63f",
+    git_commit = "e1b710dd046acefd717f2a54817cfa446aea522f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4f8d16b65bc06ac0e4dbb8943f71b91c03b16b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Sep 2020 00:12:15 -0700
Subject: [PATCH 4214/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77870d1d-9808-478c-bdda-da0a2ad22468

PiperOrigin-RevId: 334318691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbe049f70ea..cfe8d9fbfa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8191ce419aff4abe8ef3183a5b1d27b586f2cd4bc754e646bc86bbc98da1c63f",
-    git_commit = "e1b710dd046acefd717f2a54817cfa446aea522f",
+    sha256 = "8f1171e010ce016e303af1c5d6b94049ca9d90d573b1da17e1a00729cc0a2a4f",
+    git_commit = "b40e326ca34d2bd9383cb339258dd8c5b00d12a8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 21971f2168bcaa527c35efce74a0acb2707af357 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Sep 2020 06:38:58 -0700
Subject: [PATCH 4215/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84cc7583-d7af-42c8-a408-9bbb809f683b

PiperOrigin-RevId: 334367084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfe8d9fbfa6..ed0d8a02cc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f1171e010ce016e303af1c5d6b94049ca9d90d573b1da17e1a00729cc0a2a4f",
-    git_commit = "b40e326ca34d2bd9383cb339258dd8c5b00d12a8",
+    sha256 = "be16450f19a564fd6f5b5092fbd00a85039ff5be0a023ba6087b19931eb22ae1",
+    git_commit = "9427f6f2cfc21aac7fcd25710cc354bcd8c195ad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 24b14942531205da5f005e943871a8c89ebe7db3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Sep 2020 12:03:55 -0700
Subject: [PATCH 4216/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf3980a5-84fe-4db7-8116-f5bd40e33613

PiperOrigin-RevId: 334431652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed0d8a02cc8..6ccc7d35f9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be16450f19a564fd6f5b5092fbd00a85039ff5be0a023ba6087b19931eb22ae1",
-    git_commit = "9427f6f2cfc21aac7fcd25710cc354bcd8c195ad",
+    sha256 = "d36b7f21951179f74940972618b9a02ee9dc7aca11bcdcd0f1f1a3e351fbd9ca",
+    git_commit = "3cda087cdc3a311c02fd57c16c231103e0054926",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db18c54f94ec478d74809bd7a6ec0fd64c6b6dd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Sep 2020 18:44:58 -0700
Subject: [PATCH 4217/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c3fb918-ae20-4893-b031-3fb4e7e7b773

PiperOrigin-RevId: 334507067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ccc7d35f9b..13515ec51ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d36b7f21951179f74940972618b9a02ee9dc7aca11bcdcd0f1f1a3e351fbd9ca",
-    git_commit = "3cda087cdc3a311c02fd57c16c231103e0054926",
+    sha256 = "a092c1d330a6fb3dc3f4a0a2b568f08bc0b3109e014fb96890e0f30b334a0f31",
+    git_commit = "1c482cdd838caa42f9aa68ebe48a0283771e300d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4898209b0a8e6cbd92ae2daa24103534e387b6d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Sep 2020 00:02:23 -0700
Subject: [PATCH 4218/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a067ccbf-65ea-47e5-be26-4cf3927147b4

PiperOrigin-RevId: 334539687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13515ec51ab..75d5ff6d8b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a092c1d330a6fb3dc3f4a0a2b568f08bc0b3109e014fb96890e0f30b334a0f31",
-    git_commit = "1c482cdd838caa42f9aa68ebe48a0283771e300d",
+    sha256 = "62e0aab6cc73e18ac33a0ead193dc642a842d800e1cde5b5cb8706ca1cab65dd",
+    git_commit = "e79e90cb04fb453b7ed023295007bdb02fde61da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4de4e3bf4b6f60760f4078dbba154b586b984537 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Sep 2020 06:02:43 -0700
Subject: [PATCH 4219/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed21c4a1-2b63-42e3-b9f3-1027845d96c1

PiperOrigin-RevId: 334582243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75d5ff6d8b2..bde6b346dba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62e0aab6cc73e18ac33a0ead193dc642a842d800e1cde5b5cb8706ca1cab65dd",
-    git_commit = "e79e90cb04fb453b7ed023295007bdb02fde61da",
+    sha256 = "9cf7ed95f1c584aab615b2b4e40a95a7fd637be62ee8b6c1517dfcbb16af3ba1",
+    git_commit = "48e66b2056d0f9bfabc0e499f39826c94980634f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c36faab1c93f5d404fbef546793e5ad514247ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Sep 2020 12:01:32 -0700
Subject: [PATCH 4220/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b17adc5b-b375-457d-9c19-2869c241a1f1

PiperOrigin-RevId: 334648897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bde6b346dba..e370b2a45aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cf7ed95f1c584aab615b2b4e40a95a7fd637be62ee8b6c1517dfcbb16af3ba1",
-    git_commit = "48e66b2056d0f9bfabc0e499f39826c94980634f",
+    sha256 = "44f5f68e802ce82b3dba1ad65413be5cc4af92f5ccac640637b9acff1213ef2d",
+    git_commit = "e075feb3452d39a1e957c924eb8d3e6f8f7dd9b1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0eadb8f80ed9c222ca64cc74df95af797bfd180d Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Wed, 30 Sep 2020 17:28:46 -0700
Subject: [PATCH 4221/8103] Fixit: fix order dependency in
 batching_session_test.

PiperOrigin-RevId: 334713802
---
 .../batching/batching_session_test.cc         | 20 +++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index a43a9d2e2a8..a93b3af9bc7 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -718,16 +718,6 @@ TEST_P(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
       "/tensorflow/serving/batching_session/processed_batch_size");
   int32 start_pad_value =
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size");
-  EXPECT_TRUE(
-      CheckDescriptor("/tensorflow/serving/batching_session/padding_size",
-                      "Tracks the padding size distribution on batches.",
-                      {"execution_batch_size"}));
-  EXPECT_TRUE(
-      CheckDescriptor("/tensorflow/serving/batching_session/input_batch_size",
-                      "Tracks the batch size distribution on the inputs.", {}));
-  EXPECT_TRUE(CheckDescriptor(
-      "/tensorflow/serving/batching_session/processed_batch_size",
-      "Tracks the batch size distribution on processing.", {}));
 
   // Arrange to capture the batch size.
   std::unique_ptr<BatchSizeCapturingSession> batch_size_capturing_session(
@@ -760,6 +750,16 @@ TEST_P(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
   EXPECT_EQ(
       start_pad_value + 1,
       GetPercentileTotal("/tensorflow/serving/batching_session/padding_size"));
+  EXPECT_TRUE(
+      CheckDescriptor("/tensorflow/serving/batching_session/padding_size",
+                      "Tracks the padding size distribution on batches.",
+                      {"execution_batch_size"}));
+  EXPECT_TRUE(
+      CheckDescriptor("/tensorflow/serving/batching_session/input_batch_size",
+                      "Tracks the batch size distribution on the inputs.", {}));
+  EXPECT_TRUE(CheckDescriptor(
+      "/tensorflow/serving/batching_session/processed_batch_size",
+      "Tracks the batch size distribution on processing.", {}));
 }
 
 TEST_P(BatchingSessionTest, UnsortedAllowedBatchSizesRejected) {

From 79819454b65bbdcfa7c1aeeb01c77bec01b7e1ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Sep 2020 18:13:31 -0700
Subject: [PATCH 4222/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04e2eded-530e-4d21-baad-4c1ab4044da7

PiperOrigin-RevId: 334720173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e370b2a45aa..4e3e1cda874 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44f5f68e802ce82b3dba1ad65413be5cc4af92f5ccac640637b9acff1213ef2d",
-    git_commit = "e075feb3452d39a1e957c924eb8d3e6f8f7dd9b1",
+    sha256 = "7f9a24befc6ff7f5c25e0c1d4dbfa6457e5ebc4dd727134d059674d90493179a",
+    git_commit = "3abfb8c74bf66df7f10bb52793e51906f2375f7f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From af3fbed25e85a958cbd2be43f75da31126248822 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Oct 2020 00:01:41 -0700
Subject: [PATCH 4223/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf579d24-79e2-405d-8cfe-66813cd784d3

PiperOrigin-RevId: 334755491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e3e1cda874..4b0dd9fc5dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f9a24befc6ff7f5c25e0c1d4dbfa6457e5ebc4dd727134d059674d90493179a",
-    git_commit = "3abfb8c74bf66df7f10bb52793e51906f2375f7f",
+    sha256 = "b5b9c0c92fa743be616fdbd8cf14d0410961f35f1e3eb2573ec114ad77abbbda",
+    git_commit = "933507aeda94bfa6127e02503c46342f7927f47a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a4e5fc258bb909370321cef860e3f7fd8ce1f29f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Oct 2020 06:01:29 -0700
Subject: [PATCH 4224/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8265af11-b34e-45e3-ab86-3b28c99a3591

PiperOrigin-RevId: 334797359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b0dd9fc5dc..3c288dc253a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5b9c0c92fa743be616fdbd8cf14d0410961f35f1e3eb2573ec114ad77abbbda",
-    git_commit = "933507aeda94bfa6127e02503c46342f7927f47a",
+    sha256 = "aa4f5abd0e5c99513ae08fbdf77ab2b421673ee032741812382b2015dd2f12fd",
+    git_commit = "69d173c2690fc0f7aed35eed5e28e2b3d03b72da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d721ab66bf861292978416d99adf19bba20d0400 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Oct 2020 12:29:06 -0700
Subject: [PATCH 4225/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/852d4b4c-5f06-40af-99bf-2c4d8ef6945c

PiperOrigin-RevId: 334872788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c288dc253a..b85cc23390f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa4f5abd0e5c99513ae08fbdf77ab2b421673ee032741812382b2015dd2f12fd",
-    git_commit = "69d173c2690fc0f7aed35eed5e28e2b3d03b72da",
+    sha256 = "4bd722e0414888d2751f0190f36dfe0a5d4382d2a41c299c00c38f754212fe8d",
+    git_commit = "e4f2583fb2c9d72eb87d27cc19ef763e14e94394",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b288645c260e92d47bb4126b79bf81fe43c8ae07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Oct 2020 18:01:50 -0700
Subject: [PATCH 4226/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78ed33d9-6ba4-471a-b433-20137f59a8bb

PiperOrigin-RevId: 334936629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b85cc23390f..90559a7dff2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bd722e0414888d2751f0190f36dfe0a5d4382d2a41c299c00c38f754212fe8d",
-    git_commit = "e4f2583fb2c9d72eb87d27cc19ef763e14e94394",
+    sha256 = "f1af01b8eae17300af416896aacf44953341c9f6c58d72a4b66cbf1fdc37a4f0",
+    git_commit = "12cb2288b983bd51f323d1cc0a3f8bf2ce4652cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dc5cfd4a6f8f15b5f1774351aadaa5e6039a5126 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Oct 2020 00:01:46 -0700
Subject: [PATCH 4227/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/478dc507-af10-404f-92a0-ace33262adda

PiperOrigin-RevId: 334972474
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90559a7dff2..ed82a62f59d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1af01b8eae17300af416896aacf44953341c9f6c58d72a4b66cbf1fdc37a4f0",
-    git_commit = "12cb2288b983bd51f323d1cc0a3f8bf2ce4652cb",
+    sha256 = "051b79375c5b9ecfa371d4101d410eea77b2af6262a42bf86c829063fd42e16f",
+    git_commit = "cafa2ffdac22756dde19337c6460a3d0a5e2b116",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e740dd7c002dd3f1db62e7c3807d455928082ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Oct 2020 06:02:20 -0700
Subject: [PATCH 4228/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71efbe77-b399-4bf5-998e-0e9dfd44d16a

PiperOrigin-RevId: 335012440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed82a62f59d..0c097077a8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "051b79375c5b9ecfa371d4101d410eea77b2af6262a42bf86c829063fd42e16f",
-    git_commit = "cafa2ffdac22756dde19337c6460a3d0a5e2b116",
+    sha256 = "fbf51ab4a0a8a24397dc82fb00e6d6270a05e149b0b16cbcf35a6405e2843612",
+    git_commit = "7dd629d9a15d444e57a9c4a721f2e94328080e38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cd78635242335c90c6060cef1b82d6b22350e157 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Oct 2020 12:02:14 -0700
Subject: [PATCH 4229/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24f9e94e-cfa9-4247-9018-56e51b977d35

PiperOrigin-RevId: 335072798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c097077a8c..47b150aabc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbf51ab4a0a8a24397dc82fb00e6d6270a05e149b0b16cbcf35a6405e2843612",
-    git_commit = "7dd629d9a15d444e57a9c4a721f2e94328080e38",
+    sha256 = "1f7f030cc3b773d2a465b681801a709fc4287a850dfce2372254899b760dcad7",
+    git_commit = "8d9132b8bfacf51a28ac4e21a8c99ec0d5679929",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2ab062bce1830641c4e072c1dffc1e2b6def0a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Oct 2020 00:01:58 -0700
Subject: [PATCH 4230/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/510d176b-2c34-4a68-bc50-fd893202849e

PiperOrigin-RevId: 335165594
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47b150aabc6..b5650b8df28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f7f030cc3b773d2a465b681801a709fc4287a850dfce2372254899b760dcad7",
-    git_commit = "8d9132b8bfacf51a28ac4e21a8c99ec0d5679929",
+    sha256 = "9672149fdd85f73931a6793f58f6fbc34279006799df0623c2fc14d1b7f31cc0",
+    git_commit = "5b5aab7f63ad9667edee3bb837adc4033ccbeac3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From db8129bde9804cd0ebf7f2a0b6f2e9d42f344fed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Oct 2020 06:01:34 -0700
Subject: [PATCH 4231/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ac75e34-90c3-45af-ac87-2ffb399d9268

PiperOrigin-RevId: 335189499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5650b8df28..3f60437266c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9672149fdd85f73931a6793f58f6fbc34279006799df0623c2fc14d1b7f31cc0",
-    git_commit = "5b5aab7f63ad9667edee3bb837adc4033ccbeac3",
+    sha256 = "2a723883e40ac2506aa2a904cc854e6b0edb5e512fde87d53827ce1470dabfd4",
+    git_commit = "2256067e7038786530f0f50265893668b5a7330e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a505a03722377fea5a21ca69329a51083423b7db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Oct 2020 18:02:35 -0700
Subject: [PATCH 4232/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17ec3bec-ce1f-41ad-baa3-6fe85d64ee2a

PiperOrigin-RevId: 335235890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f60437266c..e1aaf461592 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a723883e40ac2506aa2a904cc854e6b0edb5e512fde87d53827ce1470dabfd4",
-    git_commit = "2256067e7038786530f0f50265893668b5a7330e",
+    sha256 = "0f9079b2ecff7aa8d519f1661b6a3e1f62c443c76e43e86120332c08c94d44ec",
+    git_commit = "c8b15f70992ce4d3ffb5ff3d4fce3fcfcef50edd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 16ffcd572575ea69ec816f8fc6f0f876c8062d50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Oct 2020 06:01:59 -0700
Subject: [PATCH 4233/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d8bc8a9-f785-4e2d-95e7-4ad317dad211

PiperOrigin-RevId: 335282847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1aaf461592..8824ecd418a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f9079b2ecff7aa8d519f1661b6a3e1f62c443c76e43e86120332c08c94d44ec",
-    git_commit = "c8b15f70992ce4d3ffb5ff3d4fce3fcfcef50edd",
+    sha256 = "e75f83479e69a2a5fc26ec20333e40dcf51b092f80dfdc8c2c328526225c8732",
+    git_commit = "9439a1412008989add06dd01d445714268398344",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a368af960b6b9c699db4f88678a082753a9862a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Oct 2020 18:01:51 -0700
Subject: [PATCH 4234/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dec96b3f-9999-4e41-8037-87b52587d23c

PiperOrigin-RevId: 335330124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8824ecd418a..3e4a4faac0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e75f83479e69a2a5fc26ec20333e40dcf51b092f80dfdc8c2c328526225c8732",
-    git_commit = "9439a1412008989add06dd01d445714268398344",
+    sha256 = "52783127230f5e1f07efaaaaee960fca7a690617020f377084dfed9c19aa2fb8",
+    git_commit = "edeb46930e7e6cef0154ef7fa8014bb42d4052c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 025e13b6bffbe8def1b9224980e5c2eb98abcf10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Oct 2020 00:02:07 -0700
Subject: [PATCH 4235/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8045aae2-a1fb-40a8-beec-66a0c8156c77

PiperOrigin-RevId: 335357580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e4a4faac0f..2b1654f5407 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52783127230f5e1f07efaaaaee960fca7a690617020f377084dfed9c19aa2fb8",
-    git_commit = "edeb46930e7e6cef0154ef7fa8014bb42d4052c2",
+    sha256 = "d531127be55323d100f253676240a2d4cb48b74b1f6db52b3dd835b8490c72bb",
+    git_commit = "1c1b3accab37d181c1dae86ae0e2c769a6fd8730",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27cd2f136f7aa733c0eef6c45b70e67dfb7d86de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Oct 2020 06:02:15 -0700
Subject: [PATCH 4236/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ee5068f-f94e-4057-9feb-1031fabba8ab

PiperOrigin-RevId: 335400704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b1654f5407..c4b775d227b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d531127be55323d100f253676240a2d4cb48b74b1f6db52b3dd835b8490c72bb",
-    git_commit = "1c1b3accab37d181c1dae86ae0e2c769a6fd8730",
+    sha256 = "58572b5161e904217b1a46d94d680c4667542011def3a6f92e6cc0c3eee165c4",
+    git_commit = "e8d84bd57a45dce49cebd5afe09875425813695f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3285bdfc71653181c0596069b953bd66ad5d8949 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Oct 2020 12:02:45 -0700
Subject: [PATCH 4237/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/214c3d3e-f6f1-4f60-bdfe-b17a4bec2d42

PiperOrigin-RevId: 335468272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4b775d227b..d902b176f2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58572b5161e904217b1a46d94d680c4667542011def3a6f92e6cc0c3eee165c4",
-    git_commit = "e8d84bd57a45dce49cebd5afe09875425813695f",
+    sha256 = "038df8a4efe1e70d24b9a9f1ceb1809d450aff8588059646ceccaa0713ed69d1",
+    git_commit = "a4af555c80dcc961ae8924da3c75074738f8eab3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b770f8edd5b297b7a74dd0b2e337baed817507da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Oct 2020 18:01:36 -0700
Subject: [PATCH 4238/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/873ef732-6237-4e75-8a57-64fdbf4bc285

PiperOrigin-RevId: 335540526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d902b176f2e..e9dc323c4dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "038df8a4efe1e70d24b9a9f1ceb1809d450aff8588059646ceccaa0713ed69d1",
-    git_commit = "a4af555c80dcc961ae8924da3c75074738f8eab3",
+    sha256 = "c923014835d105bdde91b4be1b7987152f398198e73b1b8acdc563dfc33d1332",
+    git_commit = "1831af3c012643a5d61012bf71b653e075dcfd22",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84e0189d1b9828813125efef9ff2d541f101705a Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 5 Oct 2020 18:37:24 -0700
Subject: [PATCH 4239/8103] Update CUDNN_VERSION to 8.0.4.30.

PiperOrigin-RevId: 335545413
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 56ff378e9a3..41d8445fd62 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -20,7 +20,7 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.0.2.39
+ENV CUDNN_VERSION=8.0.4.30
 ENV TF_TENSORRT_VERSION=7.1.3
 ENV CUDA=11.0
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 7e12ceacf94..676d0975417 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -25,7 +25,7 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.0.2.39
+ENV CUDNN_VERSION=8.0.4.30
 ENV TF_TENSORRT_VERSION=7.1.3
 ENV CUDA=11.0
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH

From 966aef9ec37abe3c1e7c728d767fe86d7eef9fcb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Oct 2020 00:01:44 -0700
Subject: [PATCH 4240/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b49e9dc3-ca18-4afd-a998-56a2765cf201

PiperOrigin-RevId: 335581789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9dc323c4dc..4c52278da43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c923014835d105bdde91b4be1b7987152f398198e73b1b8acdc563dfc33d1332",
-    git_commit = "1831af3c012643a5d61012bf71b653e075dcfd22",
+    sha256 = "30571c7327b6bdce183dbb4fb8ddea36236b31b32464cd2c5666210fdd045807",
+    git_commit = "bebcbfe67c5a0e617e3c691c44d499325ffa2ce8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 651939fc513e8557f8dc3a53d593e830d9e52f3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Oct 2020 06:01:39 -0700
Subject: [PATCH 4241/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a455ec2d-a6ee-44a1-97e7-745f12d58425

PiperOrigin-RevId: 335623112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c52278da43..468f3bed858 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30571c7327b6bdce183dbb4fb8ddea36236b31b32464cd2c5666210fdd045807",
-    git_commit = "bebcbfe67c5a0e617e3c691c44d499325ffa2ce8",
+    sha256 = "c5037bb98d1dadc27e12c36921fdf2de608e21c1d355b2f1eaf9e0a3f5f5e552",
+    git_commit = "9648531c0bf5163de26e8688c017d58b3eb80405",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86606446dbc76d9b86fc2b928ffc820d13a80a82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Oct 2020 12:01:36 -0700
Subject: [PATCH 4242/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1bc8f98c-01fa-4ce5-9123-18cff74fab8e

PiperOrigin-RevId: 335689580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 468f3bed858..627607306d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5037bb98d1dadc27e12c36921fdf2de608e21c1d355b2f1eaf9e0a3f5f5e552",
-    git_commit = "9648531c0bf5163de26e8688c017d58b3eb80405",
+    sha256 = "b9bc43355391fff27a5479b6bcb5352c17edec7f74f1c9a40ae9818b5ce73ffa",
+    git_commit = "43aa22645e0e19b9a4be10e83f40e069d0554a08",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8c295bb158642f3a14eecc5fa104a07133a8bcc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Oct 2020 18:01:59 -0700
Subject: [PATCH 4243/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f585b72-5b57-4aaf-9bbe-acf99f30b0a8

PiperOrigin-RevId: 335762112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 627607306d6..421e14c3da4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9bc43355391fff27a5479b6bcb5352c17edec7f74f1c9a40ae9818b5ce73ffa",
-    git_commit = "43aa22645e0e19b9a4be10e83f40e069d0554a08",
+    sha256 = "6fbf82b15306a209ac6cb66875eb590ccebb8d131cf1b1d3b1aba5f75b0a46cb",
+    git_commit = "27134a78b3cb2dbe8bebba276082ac569a55af12",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be13713aec30fff5fcfb784f988a4761b6c0bfb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Oct 2020 00:01:58 -0700
Subject: [PATCH 4244/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5953cce1-722a-4247-941b-f26e66d45b70

PiperOrigin-RevId: 335804629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 421e14c3da4..d5a744126ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fbf82b15306a209ac6cb66875eb590ccebb8d131cf1b1d3b1aba5f75b0a46cb",
-    git_commit = "27134a78b3cb2dbe8bebba276082ac569a55af12",
+    sha256 = "48108fdc23f3a804c9b07c24dba3c8f4c5131d4530e2f2dd78750838e5c45403",
+    git_commit = "884008e6eb5999897e2f0e9ab96ab5fa1a97fb2c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5fe2bff5ba30715fbb0e1d6c68d62591078e16e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Oct 2020 06:01:35 -0700
Subject: [PATCH 4245/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b959b89a-7283-48de-a365-8da1475a5bd4

PiperOrigin-RevId: 335850055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5a744126ab..85bf0063fac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48108fdc23f3a804c9b07c24dba3c8f4c5131d4530e2f2dd78750838e5c45403",
-    git_commit = "884008e6eb5999897e2f0e9ab96ab5fa1a97fb2c",
+    sha256 = "23209448ce1570407081961619a91513ce8276a3746110208e3d5bb12409c3b3",
+    git_commit = "b196e2189f3ca513e4e3a783a2fa00c2df67b57d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2e14cd9dc2647127d7cb8c44ceab5dfcf6ac28c4 Mon Sep 17 00:00:00 2001
From: Frederic Rechtenstein <frec@google.com>
Date: Wed, 7 Oct 2020 09:19:14 -0700
Subject: [PATCH 4246/8103] Support multiple SignatureDefs by key in TFLite
 models

PiperOrigin-RevId: 335883685
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 +-
 .../servables/tensorflow/tflite_session.cc    | 123 ++++++-------
 .../tensorflow/tflite_session_main.cc         |   6 +
 .../tensorflow/tflite_session_test.cc         | 168 +++++++++++-------
 4 files changed, 164 insertions(+), 135 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 31f7060ec81..e9a4cdbc700 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -390,7 +390,7 @@ cc_binary(
     srcs = ["tflite_session_main.cc"],
     deps = [
         ":tflite_session_lib",
-        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 1256df73998..b8548a31e8e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -73,8 +73,9 @@ Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
   return Status::OK();
 }
 
-std::string TfToTfLiteTensorName(const string& tf_name) {
-  // TF variable names have ':0' suffix, TF Lite variables dont.
+std::string CanonicalTfLiteTensorName(const string& tf_name) {
+  // TF variable names have ':0' suffix, early versions of the TF Lite converter
+  // used to strip this suffix. Enforce this behavior for compatibility.
   std::pair<absl::string_view, absl::string_view> name_index =
       absl::StrSplit(tf_name, absl::MaxSplits(':', 1));
   return std::string(name_index.first);
@@ -222,37 +223,6 @@ Status TfLiteSession::Create(string&& buffer,
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
-  SignatureDef lite_signature_def;
-  std::map<string, SignatureDef> signature_defs;
-  const auto status =
-      tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
-  if (status != Status::OK()) {
-    return errors::InvalidArgument(
-        "Invalid SignatureDefs found in TfLite model: ",
-        status.error_message());
-  }
-  const bool has_lite_signature_def = !signature_defs.empty();
-  if (has_lite_signature_def) {
-    // TODO(b/157098128): Support multiple SignatureDefs by key.
-    if (signature_defs.size() > 1) {
-      return errors::InvalidArgument(
-          "Multiple SignatureDefs found in TfLite model: ",
-          status.error_message());
-    }
-    lite_signature_def = signature_defs.begin()->second;
-  }
-  std::string method = kPredictMethodName;
-  std::map<std::string, std::string> tensor_to_sigdef_name;
-  if (has_lite_signature_def) {
-    method = std::string(lite_signature_def.method_name());
-    for (const auto& t : lite_signature_def.inputs()) {
-      tensor_to_sigdef_name[TfToTfLiteTensorName(t.second.name())] = t.first;
-    }
-    for (const auto& t : lite_signature_def.outputs()) {
-      tensor_to_sigdef_name[TfToTfLiteTensorName(t.second.name())] = t.first;
-    }
-  }
-
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
   // TODO(b/165643512): Remove adding Hashtable to resolver by default.
@@ -270,46 +240,59 @@ Status TfLiteSession::Create(string&& buffer,
   TensorInfoMap outputs;
   TF_RETURN_IF_ERROR(GetTensorInfoMap(*interpreter, false, &outputs));
 
+  // Map of TFLite tensor name -> tensor index
   std::map<string, int> input_tensor_to_index;
   std::map<string, int> output_tensor_to_index;
-
-  signatures->clear();
-  SignatureDef* sigdef = &(*signatures)[kDefaultServingSignatureDefKey];
   for (const auto& info : inputs) {
-    auto name = info.first;
-    if (has_lite_signature_def) {
-      const auto& lite_name = TfToTfLiteTensorName(name);
-      auto it = tensor_to_sigdef_name.find(lite_name);
-      if (it == tensor_to_sigdef_name.end()) {
-        return errors::Internal(
-            "Cannot find signature def input name from tflite input tensor",
-            name);
-      }
-      name = it->second;
-      input_tensor_to_index[lite_name] = info.second.second;
-    } else {
-      input_tensor_to_index[info.first] = info.second.second;
-    }
-    (*sigdef->mutable_inputs())[name] = info.second.first;
+    const string& tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+    input_tensor_to_index[tflite_tensor_name] = info.second.second;
   }
   for (const auto& info : outputs) {
-    auto name = info.first;
-    if (has_lite_signature_def) {
-      const auto& lite_name = TfToTfLiteTensorName(name);
-      auto it = tensor_to_sigdef_name.find(lite_name);
-      if (it == tensor_to_sigdef_name.end()) {
-        return errors::Internal(
-            "Cannot find signature def output name from tflite output tensor",
-            name);
+    const string& tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+    output_tensor_to_index[tflite_tensor_name] = info.second.second;
+  }
+
+  // Attempt to read signature defs from the model file
+  std::map<string, SignatureDef> signature_defs;
+  const auto status =
+      tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
+  if (status != Status::OK()) {
+    return errors::InvalidArgument(
+        "Invalid SignatureDefs found in TfLite model: ",
+        status.error_message());
+  }
+  const bool has_lite_signature_def = !signature_defs.empty();
+
+  signatures->clear();
+  if (has_lite_signature_def) {
+    // Ensure that canonical TFLite tensor names are used in signature defs
+    for (const auto& signature_item : signature_defs) {
+      SignatureDef* tflite_signature = &(*signatures)[signature_item.first];
+      tflite_signature->CopyFrom(signature_item.second);
+      for (auto& input : *tflite_signature->mutable_inputs()) {
+        TensorInfo* tensor_info = &input.second;
+        tensor_info->set_name(CanonicalTfLiteTensorName(tensor_info->name()));
       }
-      name = it->second;
-      output_tensor_to_index[lite_name] = info.second.second;
-    } else {
-      output_tensor_to_index[info.first] = info.second.second;
+      for (auto& output : *tflite_signature->mutable_outputs()) {
+        TensorInfo* tensor_info = &output.second;
+        tensor_info->set_name(CanonicalTfLiteTensorName(tensor_info->name()));
+      }
+    }
+  } else {
+    // Build a mock signature from the input/output tensors of the model.
+    // TODO(b/169239308)
+    LOG(WARNING) << "No signature def found in TFLite model. Generating one.";
+    SignatureDef* sigdef = &(*signatures)[kDefaultServingSignatureDefKey];
+    for (const auto& info : inputs) {
+      string tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+      (*sigdef->mutable_inputs())[tflite_tensor_name] = info.second.first;
     }
-    (*sigdef->mutable_outputs())[name] = info.second.first;
+    for (const auto& info : outputs) {
+      string tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+      (*sigdef->mutable_outputs())[tflite_tensor_name] = info.second.first;
+    }
+    sigdef->set_method_name(kPredictMethodName);
   }
-  sigdef->set_method_name(method);
 
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
@@ -359,10 +342,7 @@ Status TfLiteSession::Run(
   // happen in-parallel.
   absl::MutexLock lock(&mutex_);
   for (const auto& input : inputs) {
-    string name = input.first;
-    if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
-      name = TfToTfLiteTensorName(input.first);
-    }
+    const string& name = CanonicalTfLiteTensorName(input.first);
     if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing input TFLite tensor: ", name);
     }
@@ -377,10 +357,7 @@ Status TfLiteSession::Run(
 
   outputs->clear();
   for (const auto& tfname : output_tensor_names) {
-    string name = tfname;
-    if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
-      name = TfToTfLiteTensorName(tfname);
-    }
+    const string& name = CanonicalTfLiteTensorName(tfname);
     if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
       return errors::InvalidArgument("Missing output TFLite tensor: ", name);
     }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index 47e5578fb5c..e9114c6c77e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -53,5 +53,11 @@ int main(int argc, char** argv) {
   }
   std::cout << "Successfully created TF Lite Session for model file: "
             << filename << std::endl;
+
+  std::cout << "Signatures: " << std::endl;
+  for (const auto& signature_info : signatures) {
+    std::cout << "  " << signature_info.first << ": "
+              << signature_info.second.DebugString() << std::endl;
+  }
   return 0;
 }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 5cfd8266482..57390110b18 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -42,6 +42,10 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using ::testing::_;
+using ::testing::Pair;
+using ::testing::UnorderedElementsAre;
+
 constexpr char kTestModel[] =
     "/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/"
     "model.tflite";
@@ -58,7 +62,7 @@ TEST(TfLiteSession, BasicTest) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
+  TF_ASSERT_OK(
       TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
@@ -106,9 +110,30 @@ TEST(TfLiteSession, BasicTest) {
   }
 }
 
-constexpr char kTestModelInputList[] = "list:0";
-constexpr char kTestModelInputShape[] = "shape:0";
-constexpr char kTestModelOutput[] = "output:0";
+constexpr char kTestModelInputList[] = "list";
+constexpr char kTestModelInputShape[] = "shape";
+constexpr char kTestModelOutput[] = "output";
+
+constexpr char kSignatureInputList[] = "input_list";
+constexpr char kSignatureInputShape[] = "input_shape";
+constexpr char kSignatureOutput[] = "sigdef_output";
+
+std::map<string, SignatureDef> GetTestSignatureDefMap() {
+  auto signature_def = SignatureDef();
+  TensorInfo input_list_tensor;
+  TensorInfo input_shape_tensor;
+  TensorInfo output_tensor;
+  *input_list_tensor.mutable_name() = absl::StrCat(kTestModelInputList, ":0");
+  *input_shape_tensor.mutable_name() = absl::StrCat(kTestModelInputShape, ":0");
+  *output_tensor.mutable_name() = absl::StrCat(kTestModelOutput, ":0");
+  *signature_def.mutable_method_name() = kClassifyMethodName;
+  (*signature_def.mutable_inputs())[kSignatureInputList] = input_list_tensor;
+  (*signature_def.mutable_inputs())[kSignatureInputShape] = input_shape_tensor;
+  (*signature_def.mutable_outputs())[kSignatureOutput] = output_tensor;
+  std::map<string, SignatureDef> signature_def_map = {
+      {kDefaultServingSignatureDefKey, signature_def}};
+  return signature_def_map;
+}
 
 tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
   switch (tflite_type) {
@@ -131,7 +156,7 @@ tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
 // sets up the model to use the `Reshape` *flex* op as opposed to using the
 // builtin `Reshape` op from TF Lite.
 string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
-                      SignatureDef* signature_def = nullptr) {
+                      std::map<string, SignatureDef>* signature_def_map) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
   std::vector<flatbuffers::Offset<tflite::Tensor>> tensors;
@@ -206,15 +231,14 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
       builder.CreateVector(&subgraph, 1), builder.CreateString("testmodel"),
       builder.CreateVector(buffers)));
 
-  if (signature_def) {
+  if (signature_def_map) {
     std::string model_buffer = string(
         reinterpret_cast<char*>(builder.GetBufferPointer()), builder.GetSize());
     std::string model_buffer_with_signature_def;
     auto model = tflite::FlatBufferModel::BuildFromModel(
         flatbuffers::GetRoot<tflite::Model>(model_buffer.data()));
-    std::map<string, SignatureDef> signature_def_map = {
-        {kDefaultServingSignatureDefKey, *signature_def}};
-    TF_CHECK_OK(tflite::SetSignatureDefMap(model->GetModel(), signature_def_map,
+    TF_CHECK_OK(tflite::SetSignatureDefMap(model->GetModel(),
+                                           *signature_def_map,
                                            &model_buffer_with_signature_def));
     return model_buffer_with_signature_def;
   }
@@ -224,11 +248,13 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
 }
 
 TEST(TfLiteSession, ProcessStrings) {
+  auto model_signature_def_map = GetTestSignatureDefMap();
   string model_bytes =
-      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false,
+                     &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
+  TF_ASSERT_OK(
       TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
@@ -244,11 +270,13 @@ TEST(TfLiteSession, ProcessStrings) {
 }
 
 TEST(TfLiteSession, ProcessStringsFlex) {
+  auto model_signature_def_map = GetTestSignatureDefMap();
   string model_bytes =
-      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/true);
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/true,
+                     &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
+  TF_ASSERT_OK(
       TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
@@ -264,11 +292,13 @@ TEST(TfLiteSession, ProcessStringsFlex) {
 }
 
 TEST(TfLiteSession, ThreadPoolOptions) {
+  auto model_signature_def_map = GetTestSignatureDefMap();
   string model_bytes =
-      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false);
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false,
+                     &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
+  TF_ASSERT_OK(
       TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
@@ -296,66 +326,80 @@ TEST(TfLiteSession, ThreadPoolOptions) {
 }
 
 TEST(TfLiteSession, SimpleSignatureDef) {
-  auto test_signature_def = SignatureDef();
+  auto model_signature_def_map = GetTestSignatureDefMap();
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false,
+                     &model_signature_def_map);
+
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  // Fill an entry in the output signatures map, to check that it gets cleared
+  string kResidualSignatureKey = "residual_signature";
+  signatures[kResidualSignatureKey] = SignatureDef();
+
+  std::unique_ptr<TfLiteSession> session;
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+
+  ASSERT_THAT(signatures,
+              UnorderedElementsAre(Pair(kDefaultServingSignatureDefKey, _)));
+
+  auto sigdef = signatures[kDefaultServingSignatureDefKey];
+  EXPECT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
+            kTestModelInputList);
+  EXPECT_EQ(sigdef.inputs().at(kSignatureInputShape).name(),
+            kTestModelInputShape);
+  EXPECT_EQ(sigdef.outputs().at(kSignatureOutput).name(), kTestModelOutput);
+  EXPECT_EQ(sigdef.method_name(), kClassifyMethodName);
+}
+
+TEST(TfLiteSession, MultipleSignatureDef) {
   TensorInfo input_list_tensor;
   TensorInfo input_shape_tensor;
   TensorInfo output_tensor;
-  constexpr char kSignatureInputList[] = "input_list";
-  constexpr char kSignatureInputShape[] = "input_shape";
-  constexpr char kSignatureOutput[] = "sigdef_output";
   *input_list_tensor.mutable_name() = kTestModelInputList;
   *input_shape_tensor.mutable_name() = kTestModelInputShape;
   *output_tensor.mutable_name() = kTestModelOutput;
-  *test_signature_def.mutable_method_name() = kClassifyMethodName;
-  (*test_signature_def.mutable_inputs())[kSignatureInputList] =
-      input_list_tensor;
-  (*test_signature_def.mutable_inputs())[kSignatureInputShape] =
-      input_shape_tensor;
-  (*test_signature_def.mutable_outputs())[kSignatureOutput] = output_tensor;
+  SignatureDef signature1 = SignatureDef();
+  *signature1.mutable_method_name() = kClassifyMethodName;
+  (*signature1.mutable_inputs())[kSignatureInputList] = input_list_tensor;
+  (*signature1.mutable_outputs())[kSignatureOutput] = output_tensor;
+  SignatureDef signature2 = SignatureDef();
+  *signature2.mutable_method_name() = kClassifyMethodName;
+  (*signature2.mutable_inputs())[kSignatureInputShape] = input_shape_tensor;
+  (*signature2.mutable_outputs())[kSignatureOutput] = output_tensor;
+  constexpr char kSignatureKey1[] = "signature1";
+  constexpr char kSignatureKey2[] = "signature2";
+  std::map<string, SignatureDef> signature_def_map = {
+      {kSignatureKey1, signature1}, {kSignatureKey2, signature2}};
+
   string model_bytes = BuildTestModel(
-      tflite::TensorType_STRING, /*use_flex_op=*/false, &test_signature_def);
+      tflite::TensorType_STRING, /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
       TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
 
-  auto sigdef = signatures[kDefaultServingSignatureDefKey];
-  ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
-            kTestModelInputList);
-  ASSERT_EQ(sigdef.inputs().at(kSignatureInputShape).name(),
+  ASSERT_THAT(signatures, UnorderedElementsAre(Pair(kSignatureKey1, _),
+                                               Pair(kSignatureKey2, _)));
+  auto result_signature1 = signatures[kSignatureKey1];
+  EXPECT_THAT(result_signature1.inputs().at(kSignatureInputList).name(),
+              kTestModelInputList);
+  EXPECT_EQ(result_signature1.outputs().at(kSignatureOutput).name(),
+            kTestModelOutput);
+  EXPECT_EQ(result_signature1.method_name(), kClassifyMethodName);
+  auto result_signature2 = signatures[kSignatureKey2];
+  EXPECT_EQ(result_signature2.inputs().at(kSignatureInputShape).name(),
             kTestModelInputShape);
-  ASSERT_EQ(sigdef.outputs().at(kSignatureOutput).name(), kTestModelOutput);
-  ASSERT_EQ(sigdef.method_name(), kClassifyMethodName);
+  EXPECT_EQ(result_signature2.outputs().at(kSignatureOutput).name(),
+            kTestModelOutput);
+  EXPECT_EQ(result_signature2.method_name(), kClassifyMethodName);
 }
 
 TEST(TfLiteSession, SimpleSignatureDefAndRun) {
-  auto test_signature_def = SignatureDef();
-  TensorInfo input_list_tensor;
-  TensorInfo input_shape_tensor;
-  TensorInfo output_tensor;
-  constexpr char kSignatureInputList[] = "input_list";
-  constexpr char kSignatureInputShape[] = "input_shape";
-  constexpr char kSignatureOutput[] = "sigdef_output";
-  std::string liteTestModelInputList = kTestModelInputList;
-  std::string liteTestModelInputShape = kTestModelInputShape;
-  std::string liteTestModelOutput = kTestModelOutput;
-  liteTestModelInputList =
-      liteTestModelInputList.substr(0, liteTestModelInputList.size() - 2);
-  liteTestModelInputShape =
-      liteTestModelInputShape.substr(0, liteTestModelInputShape.size() - 2);
-  liteTestModelOutput =
-      liteTestModelOutput.substr(0, liteTestModelOutput.size() - 2);
-  *input_list_tensor.mutable_name() = liteTestModelInputList;
-  *input_shape_tensor.mutable_name() = liteTestModelInputShape;
-  *output_tensor.mutable_name() = liteTestModelOutput;
-  *test_signature_def.mutable_method_name() = kClassifyMethodName;
-  (*test_signature_def.mutable_inputs())[kSignatureInputList] =
-      input_list_tensor;
-  (*test_signature_def.mutable_inputs())[kSignatureInputShape] =
-      input_shape_tensor;
-  (*test_signature_def.mutable_outputs())[kSignatureOutput] = output_tensor;
-  string model_bytes = BuildTestModel(
-      tflite::TensorType_STRING, /*use_flex_op=*/false, &test_signature_def);
+  auto model_signature_def_map = GetTestSignatureDefMap();
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, /*use_flex_op=*/false,
+                     &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
@@ -389,7 +433,9 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
 static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
   static TfLiteSession* session;
   if (state.thread_index() == 0) {
-    string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op);
+    auto model_signature_def_map = GetTestSignatureDefMap();
+    string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op,
+                                        &model_signature_def_map);
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     TF_ASSERT_OK(
@@ -460,7 +506,7 @@ void BM_MobileNet(benchmark::State& state) {
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run(
-        {{"input", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
+        {{"x:0", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
   }
 }
 BENCHMARK(BM_MobileNet)->ThreadRange(1, 64);

From c6cbfc644f525b69e92f23420e82792114cc97fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Oct 2020 12:01:41 -0700
Subject: [PATCH 4247/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/407fc8ae-f1b4-44b1-a037-2de12daed860

PiperOrigin-RevId: 335920838
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85bf0063fac..6c49f842946 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23209448ce1570407081961619a91513ce8276a3746110208e3d5bb12409c3b3",
-    git_commit = "b196e2189f3ca513e4e3a783a2fa00c2df67b57d",
+    sha256 = "ff99dbcfc37acf90ffe4161cc917a5c3f2ae2b17741a73bd3d03d66045180c50",
+    git_commit = "811248e122cb18a2811b0fd546b624385c82de5d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 43e7cfaa39357b69d54a3a91b8696d7aed7fa7e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Oct 2020 14:42:21 -0700
Subject: [PATCH 4248/8103] Move some utilities from batching_session to
 batching_util for upcoming TFRT SavedModel batching supports.

PiperOrigin-RevId: 335956459
---
 tensorflow_serving/batching/BUILD             | 10 ++-
 .../batching/batching_options.h               | 83 +++++++++++++++++++
 .../batching/batching_session.cc              | 76 +++--------------
 .../batching/batching_session.h               | 56 +------------
 .../batching/batching_session_test.cc         |  9 +-
 tensorflow_serving/batching/batching_util.cc  | 36 +++++++-
 tensorflow_serving/batching/batching_util.h   | 49 ++++++++++-
 7 files changed, 191 insertions(+), 128 deletions(-)
 create mode 100644 tensorflow_serving/batching/batching_options.h

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index e7a4d234ffc..a162167a1a9 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -56,6 +56,12 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "batching_options",
+    hdrs = ["batching_options.h"],
+    deps = [],
+)
+
 cc_library(
     name = "batching_session",
     srcs = ["batching_session.cc"],
@@ -64,9 +70,10 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":batching_options",
         ":batching_util",
+        ":incremental_barrier",
         ":threadsafe_status",
-        "//tensorflow_serving/batching:incremental_barrier",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:hash",
         "@com_google_absl//absl/types:optional",
@@ -148,6 +155,7 @@ cc_library(
     srcs = ["batching_util.cc"],
     hdrs = ["batching_util.h"],
     deps = [
+        "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/batching/batching_options.h b/tensorflow_serving/batching/batching_options.h
new file mode 100644
index 00000000000..6b0a28389d2
--- /dev/null
+++ b/tensorflow_serving/batching/batching_options.h
@@ -0,0 +1,83 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_BATCHING_BATCHING_OPTIONS_H_
+#define TENSORFLOW_SERVING_BATCHING_BATCHING_OPTIONS_H_
+
+#include <vector>
+
+namespace tensorflow {
+namespace serving {
+
+// Batching options.
+struct BatchingOptions {
+  // If set, restricts the allowed tensor batch sizes.
+  //
+  // When the batch scheduler forms a batch of size N, the batch size is rounded
+  // up to the smallest value M in 'allowed_batch_sizes' s.t. M >= N. The
+  // tensors submitted to the "Run()" call are padded with M-N repeats of one of
+  // the first N entries (i.e. a guaranteed valid entry). The last M-N entries
+  // of the output tensors are ignored.
+  //
+  // This option is useful when the underlying platform has some per-batch-size
+  // overhead, to limit the number of distinct batch sizes that can occur. It
+  // may be sensible to use an exponential sequence e.g. [8, 16, 32, ...,
+  // max_batch_size], a linear one e.g. [100, 200, 300, ..., max_batch_size], or
+  // perhaps a hybrid e.g. [8, 16, 32, 64, 100, 200, 300, ..., max_batch_size].
+  //
+  // IMPORTANT: The entries must be in increasing order.
+  //
+  // IMPORTANT: The final entry in 'allowed_batch_sizes' must equal the maximum
+  //            batch size parameter supplied to the batch scheduler.
+  //
+  // If left empty, no rounding/padding is performed.
+  std::vector<int> allowed_batch_sizes;
+
+  // If set to true, padding is performed for tensors of the same name
+  // but with unequal dimensions (modulo zeroth dimension), so that
+  // all tensors of the same name have equal dim sizes.
+  // For each tensor its first element is used as padding value.
+  //
+  // For example:
+  // given input tensors of shapes [1, 500, 101], [2, 300, 101], [1, 400, 101]
+  // they will be padded to shapes [1, 500, 101], [2, 500, 101], [1, 500, 101].
+  // Padding is not performed in zeroth dimension.
+  //
+  // Supported tensor datatypes:
+  // DT_FLOAT, DT_DOUBLE, DT_INT8, DT_UINT8, DT_INT16,
+  // DT_UINT16, DT_INT32, DT_INT64, DT_COMPLEX64, DT_COMPLEX128,
+  // DT_STRING, DT_BOOL, DT_QINT8, DT_QUINT8, DT_QINT16,
+  // DT_QUINT16, DT_QINT32, DT_HALF, DT_RESOURCE.
+  //
+  // Supported ranks: from 1 to 6.
+  //
+  // This option is useful when using recurrent models(like LSTMs) with serving.
+  // These models typically accept variable-length inputs and when
+  // training them typical strategy is to save sequence lengths for decoding
+  // and pad those variable-length dims to maximum in batch.
+  // So, this option is used to achieve similar behavior
+  // when serving with batching, it is assumed that sequence lengths
+  // have already been saved.
+  //
+  // If tensors with the same name have different shapes
+  // (modulo zeroth dimension) and this option is set to false,
+  // then error Status will be returned.
+  bool pad_variable_length_inputs = false;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_BATCHING_BATCHING_OPTIONS_H_
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index f0e9029d388..25e7ef83551 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -154,21 +154,6 @@ std::vector<std::vector<std::pair<string, Tensor>>> GetTaskInputsVector(
   }
   return all_task_inputs;
 }
-// Returns true iff all dims of shape1 are equal to dims of shape2 starting with
-// the first (not zeroth) dimension.
-// For example, for shapes [1, 2, 3] and [4, 2, 3] the result is true.
-bool AreShapesEqualExceptZeroDim(const TensorShape& shape1,
-                                 const TensorShape& shape2) {
-  if (shape1.dims() != shape2.dims()) {
-    return false;
-  }
-  for (int i = 1; i < shape1.dims(); ++i) {
-    if (shape1.dim_size(i) != shape2.dim_size(i)) {
-      return false;
-    }
-  }
-  return true;
-}
 
 }  // namespace
 
@@ -272,11 +257,6 @@ class BatchingSession : public ServingSession {
   Status ComputeInputSize(const std::vector<std::pair<string, Tensor>>& inputs,
                           size_t* size) const;
 
-  // Returns the smallest entry in 'options_.allowed_batch_sizes' that is
-  // greater than or equal to 'batch_size'. If 'options_.allowed_batch_sizes' is
-  // empty, simply returns 'batch_size'.
-  int RoundToLowestAllowedBatchSize(int batch_size) const;
-
   // Merges the input tensors in a batch, via concatenation of correspondingly-
   // named tensors. Puts the merged inputs in the order they are in in the
   // signature. Assumes 'batch' is non-empty. Returns an error if there are any
@@ -458,33 +438,14 @@ BatchingSession::BatchingSession(const BatchingSessionOptions& options,
 
 Status BatchingSession::ComputeInputSize(
     const std::vector<std::pair<string, Tensor>>& inputs, size_t* size) const {
-  if (inputs.empty()) {
-    return errors::InvalidArgument(
-        "Batching session Run() must have at least one input tensor");
-  }
-
-  bool first = true;
-  for (const auto& entry : inputs) {
-    const Tensor& tensor = entry.second;
-
-    if (tensor.shape().dims() == 0) {
-      return errors::InvalidArgument(
-          "Batching session Run() input tensors must have at least one "
-          "dimension");
-    }
-    const size_t this_size = tensor.shape().dim_size(0);
-
-    if (first) {
-      *size = this_size;
-      first = false;
-    } else {
-      if (this_size != *size) {
-        return errors::InvalidArgument(
-            "Batching session Run() input tensors must have equal "
-            "0th-dimension size");
-      }
-    }
-  }
+  TF_RETURN_IF_ERROR(::tensorflow::serving::ComputeTensorBatchSize(
+      inputs, size,
+      [](const std::pair<std::string, Tensor>& tensor) {
+        return tensor.second.shape().dims();
+      },
+      [](const std::pair<std::string, Tensor>& tensor, size_t dim) {
+        return tensor.second.shape().dim_size(dim);
+      }));
   for (const auto& entry : inputs) {
     const Tensor& tensor = entry.second;
     RecordInputBatchSize(tensor.shape().dim_size(0));
@@ -492,20 +453,6 @@ Status BatchingSession::ComputeInputSize(
   return Status::OK();
 }
 
-int BatchingSession::RoundToLowestAllowedBatchSize(int batch_size) const {
-  if (options_.allowed_batch_sizes.empty()) {
-    return batch_size;
-  }
-  for (int allowed_size : options_.allowed_batch_sizes) {
-    if (allowed_size >= batch_size) {
-      return allowed_size;
-    }
-  }
-  LOG(ERROR) << "Maximum batch size greater than largest allowed size; "
-                "ignoring allowed sizes constraint";
-  return batch_size;
-}
-
 Status BatchingSession::MergeInputTensors(
     const TensorSignature& signature, const Batch<BatchingSessionTask>& batch,
     std::vector<std::pair<string, Tensor>>* merged_inputs) {
@@ -516,7 +463,7 @@ Status BatchingSession::MergeInputTensors(
   }
 
   const int lowest_allowed_batch_size =
-      RoundToLowestAllowedBatchSize(batch.size());
+      RoundToLowestAllowedBatchSize(options_.allowed_batch_sizes, batch.size());
   const int padding_size = lowest_allowed_batch_size - batch.size();
   RecordPaddingSize(padding_size, lowest_allowed_batch_size);
   RecordProcessedBatchSize(lowest_allowed_batch_size);
@@ -620,8 +567,9 @@ Status BatchingSession::SplitOutputTensors(
   for (int i = 0; i < batch->num_tasks(); ++i) {
     task_sizes_plus_optional_padding.push_back(batch->task(i).zeroth_dim_size);
   }
-  const int padding_size =
-      RoundToLowestAllowedBatchSize(batch->size()) - batch->size();
+  const int padding_size = RoundToLowestAllowedBatchSize(
+                               options_.allowed_batch_sizes, batch->size()) -
+                           batch->size();
   if (padding_size > 0) {
     task_sizes_plus_optional_padding.push_back(padding_size);
   }
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index a900cca65f9..fcef7e04ece 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -33,6 +33,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow_serving/batching/batching_options.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
 
 namespace tensorflow {
@@ -81,60 +82,7 @@ struct SignatureWithBatchingSessionSchedulerCreator {
 };
 
 // Options for batching tensorflow Sessions; see the Create*() functions below.
-struct BatchingSessionOptions {
-  // If set, restricts the allowed tensor batch sizes.
-  //
-  // When the batch scheduler forms a batch of size N, the batch size is rounded
-  // up to the smallest value M in 'allowed_batch_sizes' s.t. M >= N. The
-  // tensors submitted to the underlying Session are padded with M-N repeats of
-  // one of the first N entries (i.e. a guaranteed valid entry). The last M-N
-  // entries of the output tensors are ignored.
-  //
-  // This option is useful when the underlying platform has some per-batch-size
-  // overhead, to limit the number of distinct batch sizes that can occur. It
-  // may be sensible to use an exponential sequence e.g. [8, 16, 32, ...,
-  // max_batch_size], a linear one e.g. [100, 200, 300, ..., max_batch_size], or
-  // perhaps a hybrid e.g. [8, 16, 32, 64, 100, 200, 300, ..., max_batch_size].
-  //
-  // IMPORTANT: The entries must be in increasing order.
-  //
-  // IMPORTANT: The final entry in 'allowed_batch_sizes' must equal the maximum
-  //            batch size parameter supplied to the batch scheduler.
-  //
-  // If left empty, no rounding/padding is performed.
-  std::vector<int> allowed_batch_sizes;
-
-  // If set to true, padding is performed for tensors of the same name
-  // but with unequal dimensions (modulo zeroth dimension), so that
-  // all tensors of the same name have equal dim sizes.
-  // For each tensor its first element is used as padding value.
-  //
-  // For example:
-  // given input tensors of shapes [1, 500, 101], [2, 300, 101], [1, 400, 101]
-  // they will be padded to shapes [1, 500, 101], [2, 500, 101], [1, 500, 101].
-  // Padding is not performed in zeroth dimension.
-  //
-  // Supported tensor datatypes:
-  // DT_FLOAT, DT_DOUBLE, DT_INT8, DT_UINT8, DT_INT16,
-  // DT_UINT16, DT_INT32, DT_INT64, DT_COMPLEX64, DT_COMPLEX128,
-  // DT_STRING, DT_BOOL, DT_QINT8, DT_QUINT8, DT_QINT16,
-  // DT_QUINT16, DT_QINT32, DT_HALF, DT_RESOURCE.
-  //
-  // Supported ranks: from 1 to 6.
-  //
-  // This option is useful when using recurrent models(like LSTMs) with serving.
-  // These models typically accept variable-length inputs and when
-  // training them typical strategy is to save sequence lengths for decoding
-  // and pad those variable-length dims to maximum in batch.
-  // So, this option is used to achieve similar behavior
-  // when serving with batching, it is assumed that sequence lengths
-  // have already been saved.
-  //
-  // If tensors with the same name have different shapes
-  // (modulo zeroth dimension) and this option is set to false,
-  // then error Status will be returned.
-  bool pad_variable_length_inputs = false;
-};
+using BatchingSessionOptions = BatchingOptions;
 
 // Wraps a session in a new session that automatically batches Run() calls.
 // Uses one batcher for each distinct Run() signature supported. In addition to
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index a93b3af9bc7..c14cf05cdf2 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -653,11 +653,10 @@ TEST_P(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
       {{"input_0", "input_1"}, {"output"}}, CreateHalfPlusTwoSession(),
       &batching_session));
 
-  ExpectError(
-      "Batching session Run() input tensors must have equal 0th-dimension size",
-      {{"input_0", test::AsTensor<int>({3}, {1})},
-       {"input_1", test::AsTensor<int>({5, 7}, {2})}},
-      {"output"}, batching_session.get());
+  ExpectError("Batching Run() input tensors must have equal 0th-dimension size",
+              {{"input_0", test::AsTensor<int>({3}, {1})},
+               {"input_1", test::AsTensor<int>({5, 7}, {2})}},
+              {"output"}, batching_session.get());
 
   // We expect no change.
   EXPECT_EQ(start_input_value,
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 4daf1193b45..375a70fa3f2 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/types.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/env_time.h"
 
 namespace tensorflow {
 namespace serving {
@@ -48,7 +49,7 @@ struct OneDimPadding {
 // is ignored, because we don't perform padding in that dimension.
 template <int num_dims>
 Eigen::array<OneDimPadding, num_dims> CreatePadding(
-    Tensor tensor, const std::vector<int>& max_dim_sizes) {
+    Tensor tensor, absl::Span<const int> max_dim_sizes) {
   Eigen::array<OneDimPadding, num_dims> padding;
   for (unsigned int i = 0; i < max_dim_sizes.size(); ++i) {
     if (i > 0 && max_dim_sizes[i] - tensor.dim_size(i) > 0) {
@@ -101,7 +102,7 @@ struct PadTensor {
 // Only ranks from 1 to 6 are supported (like in PadOp).
 template <typename T>
 Status PadTensorOfSpecificType(const Tensor& tensor,
-                               const std::vector<int>& max_dim_sizes,
+                               absl::Span<const int> max_dim_sizes,
                                Tensor* output_tensor) {
   int num_dims = tensor.dims();
   switch (num_dims) {
@@ -180,7 +181,7 @@ std::map<string, std::vector<int>> CalculateMaxDimSizes(
   return max_dim_sizes;
 }
 
-Status AddPadding(const Tensor& tensor, const std::vector<int>& max_dim_sizes,
+Status AddPadding(const Tensor& tensor, absl::Span<const int> max_dim_sizes,
                   Tensor* padded_tensor) {
   const DataType input_dtype = tensor.dtype();
   Status padding_status;
@@ -202,5 +203,34 @@ Status AddPadding(const Tensor& tensor, const std::vector<int>& max_dim_sizes,
 #undef CASE
   return padding_status;
 }
+
+int RoundToLowestAllowedBatchSize(absl::Span<const int> allowed_batch_sizes,
+                                  int batch_size) {
+  if (allowed_batch_sizes.empty()) {
+    return batch_size;
+  }
+  for (int allowed_size : allowed_batch_sizes) {
+    if (allowed_size >= batch_size) {
+      return allowed_size;
+    }
+  }
+  LOG(WARNING) << "Maximum batch size greater than largest allowed size; "
+                  "ignoring allowed sizes constraint";
+  return batch_size;
+}
+
+bool AreShapesEqualExceptZeroDim(const TensorShape& shape1,
+                                 const TensorShape& shape2) {
+  if (shape1.dims() != shape2.dims()) {
+    return false;
+  }
+  for (int i = 1; i < shape1.dims(); ++i) {
+    if (shape1.dim_size(i) != shape2.dim_size(i)) {
+      return false;
+    }
+  }
+  return true;
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/batching/batching_util.h b/tensorflow_serving/batching/batching_util.h
index c5ee217685d..0d963ce04a1 100644
--- a/tensorflow_serving/batching/batching_util.h
+++ b/tensorflow_serving/batching/batching_util.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/types/span.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/core/status.h"
 
@@ -59,8 +60,54 @@ std::map<string, std::vector<int>> CalculateMaxDimSizes(
 //
 // Supported tensor ranks: from 1 to 6.
 
-Status AddPadding(const Tensor& tensor, const std::vector<int>& max_dim_sizes,
+Status AddPadding(const Tensor& tensor, absl::Span<const int> max_dim_sizes,
                   Tensor* padded_tensor);
+
+// Returns the smallest entry in `allowed_batch_sizes` that is greater than or
+// equal to `batch_size`. If `allowed_batch_sizes` is empty, simply returns
+// `batch_size`.
+int RoundToLowestAllowedBatchSize(absl::Span<const int> allowed_batch_sizes,
+                                  int batch_size);
+
+// Returns true iff all dims of shape1 are equal to dims of shape2 starting with
+// the first (not zeroth) dimension.
+// For example, for shapes [1, 2, 3] and [4, 2, 3] the result is true.
+bool AreShapesEqualExceptZeroDim(const TensorShape& shape1,
+                                 const TensorShape& shape2);
+
+// Returns the first dimension size (batching dimension) of each tensor in
+// `inputs`. If their first dimension sizes don't match, returns an error.
+template <typename TensorList, typename DimFunc, typename DimSizeFunc>
+Status ComputeTensorBatchSize(TensorList inputs, size_t* size, DimFunc dim_func,
+                              DimSizeFunc dim_size_func) {
+  if (inputs.empty()) {
+    return errors::InvalidArgument(
+        "Batching Run() must have at least one input tensor");
+  }
+
+  bool first = true;
+  for (const auto& tensor : inputs) {
+    if (dim_func(tensor) == 0) {
+      return errors::InvalidArgument(
+          "Batching Run() input tensors must have at least one "
+          "dimension");
+    }
+    const size_t this_size = dim_size_func(tensor, 0);
+
+    if (first) {
+      *size = this_size;
+      first = false;
+    } else {
+      if (this_size != *size) {
+        return errors::InvalidArgument(
+            "Batching Run() input tensors must have equal "
+            "0th-dimension size");
+      }
+    }
+  }
+  return Status::OK();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 #endif  // TENSORFLOW_SERVING_BATCHING_BATCHING_UTIL_H_

From 4248c4e41bcc026ec0c7621b1100bcf1e4ed2993 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Oct 2020 18:01:33 -0700
Subject: [PATCH 4249/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5d9a8a7-0b91-4d53-85f7-e8236844db8f

PiperOrigin-RevId: 335991553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c49f842946..f3e7910f5bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff99dbcfc37acf90ffe4161cc917a5c3f2ae2b17741a73bd3d03d66045180c50",
-    git_commit = "811248e122cb18a2811b0fd546b624385c82de5d",
+    sha256 = "0495b39f1e8a26e6b4c6597a603c122c06fbc10b60b7c09222d8013d2f3a6e86",
+    git_commit = "68a6fe0d984377b625b421d34f8c607d6ed73597",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1eb2dc028c0082bcfa0d4dad9402ca446cca7992 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Oct 2020 18:01:43 -0700
Subject: [PATCH 4250/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55eb32cd-344a-42c4-bcd4-7f36e30f8565

PiperOrigin-RevId: 336202656
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3e7910f5bf..5b3b919cb2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0495b39f1e8a26e6b4c6597a603c122c06fbc10b60b7c09222d8013d2f3a6e86",
-    git_commit = "68a6fe0d984377b625b421d34f8c607d6ed73597",
+    sha256 = "00d3aa175c0b098e3567c6c33e411bdde39406432feddedb9f01b29c6c4b4ad3",
+    git_commit = "e01adec56da68c9335bb9a7736c82b0f66ddcc43",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1b533a49b15b5bdfae42329a8069981aceee82d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 00:01:30 -0700
Subject: [PATCH 4251/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5750eb7-c6ba-492c-8e39-9164e4edad45

PiperOrigin-RevId: 336240961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b3b919cb2e..b9dbb72555e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00d3aa175c0b098e3567c6c33e411bdde39406432feddedb9f01b29c6c4b4ad3",
-    git_commit = "e01adec56da68c9335bb9a7736c82b0f66ddcc43",
+    sha256 = "c0d7abec5cb69474f56f8c7ca90a09837b0b8b8675379feb897afe4f20d55183",
+    git_commit = "1a678bf42ca08651dc9932d51402bbe119f284ae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 718152dc386f9fa7b21ed36d9d85518e987d7bf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 04:22:41 -0700
Subject: [PATCH 4252/8103] Add dedicated aliases field to ModelServerConfig.

PiperOrigin-RevId: 336268746
---
 tensorflow_serving/config/model_server_config.proto | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/config/model_server_config.proto b/tensorflow_serving/config/model_server_config.proto
index 8d3d5543e9f..187f535a90b 100644
--- a/tensorflow_serving/config/model_server_config.proto
+++ b/tensorflow_serving/config/model_server_config.proto
@@ -20,6 +20,10 @@ message ModelConfig {
   // Name of the model.
   string name = 1;
 
+  // List of aliases which can be used for addressing this model instead of
+  // using the model name. This is an experimental field.
+  repeated string alias = 9;
+
   // Base path to the model, excluding the version directory.
   // E.g> for a model at /foo/bar/my_model/123, where 123 is the version, the
   // base path is /foo/bar/my_model.

From 1e356b348c11d2a1ce3b1c6eff1d9ad63b84e16a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 06:01:40 -0700
Subject: [PATCH 4253/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66c9f295-3818-4637-8555-2d2c4d594755

PiperOrigin-RevId: 336278841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9dbb72555e..1861048b803 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0d7abec5cb69474f56f8c7ca90a09837b0b8b8675379feb897afe4f20d55183",
-    git_commit = "1a678bf42ca08651dc9932d51402bbe119f284ae",
+    sha256 = "ca17774f2a4e933a215b73e2a562b5bf19596a43f5cbff07514f04fea5ce1b92",
+    git_commit = "8dc7f8a7b764c680491dc6e907cb01d952700ab6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b624628977a12b1757b9ddcd3312b3768de8231 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 11:30:49 -0700
Subject: [PATCH 4254/8103] Remove deprecated flag
 fail_if_no_model_versions_found from tensorflow serving binary

PiperOrigin-RevId: 336332148
---
 tensorflow_serving/model_servers/server_core.cc | 2 --
 tensorflow_serving/model_servers/server_core.h  | 6 ------
 2 files changed, 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 69ba76cb196..393198d7902 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -567,8 +567,6 @@ FileSystemStoragePathSourceConfig ServerCore::CreateStoragePathSourceConfig(
   FileSystemStoragePathSourceConfig source_config;
   source_config.set_file_system_poll_wait_seconds(
       options_.file_system_poll_wait_seconds);
-  source_config.set_fail_if_zero_versions_at_startup(
-      options_.fail_if_no_model_versions_found);
   source_config.set_servable_versions_always_present(
       options_.servable_versions_always_present);
   for (const auto& model : config.model_config_list().config()) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 6ddf50b1074..1e3ca765e29 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -154,12 +154,6 @@ class ServerCore : public Manager {
     // field.
     bool allow_version_labels = true;
 
-    // If set to true, the server will fail to start up (or fail a config
-    // reload) if, for any configured model, no versions of the model are found
-    // in the filesystem under the model's base path.
-    ABSL_DEPRECATED("Use servable_versions_always_present.")
-    bool fail_if_no_model_versions_found = false;
-
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
     // in the filesystem under the model's base path. In addition, if the

From 07de033218fab6817e0bd6c3d9ec7cb63f472654 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 12:02:15 -0700
Subject: [PATCH 4255/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7cb8c20d-9bc2-4139-9820-abbcd3f7d7b0

PiperOrigin-RevId: 336338171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1861048b803..cbfb47419ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca17774f2a4e933a215b73e2a562b5bf19596a43f5cbff07514f04fea5ce1b92",
-    git_commit = "8dc7f8a7b764c680491dc6e907cb01d952700ab6",
+    sha256 = "57d869d02527059dbd14430d25b47abbda84fd5daec1b8bdfd537d5dd84c01ed",
+    git_commit = "edcd8eb2cdd3bbfaeead1d5c0537727a3cd701dc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d9f44920caef697502f9c7dc345b62f451906d52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Oct 2020 18:01:27 -0700
Subject: [PATCH 4256/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2bb989f-c6b4-46f4-a3d2-a95cd7ba4abf

PiperOrigin-RevId: 336399044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbfb47419ec..a268e23b0e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57d869d02527059dbd14430d25b47abbda84fd5daec1b8bdfd537d5dd84c01ed",
-    git_commit = "edcd8eb2cdd3bbfaeead1d5c0537727a3cd701dc",
+    sha256 = "c5849ad4f3a43e3926cf2d08f80ac0ad5741ea91cec049254da9d174274a4b01",
+    git_commit = "603b945f8af5bcd7a09d125c6d83f52354361e55",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 63b4280847eeeaa20d68750214a1d11022000071 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Oct 2020 00:01:57 -0700
Subject: [PATCH 4257/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d932692-ec47-407c-80fa-3c2cf7491712

PiperOrigin-RevId: 336426522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a268e23b0e4..41ccd058ca2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5849ad4f3a43e3926cf2d08f80ac0ad5741ea91cec049254da9d174274a4b01",
-    git_commit = "603b945f8af5bcd7a09d125c6d83f52354361e55",
+    sha256 = "e4be1aeb574f0ed033f87e6b8f2fdc80a5b3642ce4c52c9958ccd89f838c43b5",
+    git_commit = "aebb9e60178100ddd62fa7c19dfcd14240ebe681",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2ad0e39a5c8135d9bb1fcb38376dd5238417f03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Oct 2020 06:01:33 -0700
Subject: [PATCH 4258/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/87da60cc-b1fd-47b5-a965-3443f048eeb8

PiperOrigin-RevId: 336450102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41ccd058ca2..9839f12290d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4be1aeb574f0ed033f87e6b8f2fdc80a5b3642ce4c52c9958ccd89f838c43b5",
-    git_commit = "aebb9e60178100ddd62fa7c19dfcd14240ebe681",
+    sha256 = "2d0bf37e2555d5bd9f74e51bcc346aa8cbe7b216be73b7c9ef9b8a1af3ff5209",
+    git_commit = "66731f587f293a6189c296a7b447bdccf2819731",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3090060c7ff17ee2706053691a692b9ffd14068f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Oct 2020 18:01:32 -0700
Subject: [PATCH 4259/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2172d854-a22e-42fa-8a9a-5dfada2a52d1

PiperOrigin-RevId: 336492782
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9839f12290d..09e3ddd58d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d0bf37e2555d5bd9f74e51bcc346aa8cbe7b216be73b7c9ef9b8a1af3ff5209",
-    git_commit = "66731f587f293a6189c296a7b447bdccf2819731",
+    sha256 = "b7f4a0ebb379662b8491ded7edc275b0746cbea5325dfd167821c34e70054441",
+    git_commit = "01764967201319cce0d03dcd0acd7b8dea8bd447",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c51c1a4af3df947cfeacdf64d04a32547fffbff2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Oct 2020 06:01:29 -0700
Subject: [PATCH 4260/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2de3273-4fce-47ca-a33d-35db5134e348

PiperOrigin-RevId: 336534874
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09e3ddd58d4..5401bab2ed8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7f4a0ebb379662b8491ded7edc275b0746cbea5325dfd167821c34e70054441",
-    git_commit = "01764967201319cce0d03dcd0acd7b8dea8bd447",
+    sha256 = "cf9f965179b9c938a4f383aa3026a24d1a50632188ca4b4746b8acfe9d347873",
+    git_commit = "a1e5d73663152b0d7f0d9661e5d602b442acddba",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f50a464ebb516ec0d81b026898ccac85bc2dfbf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Oct 2020 12:01:40 -0700
Subject: [PATCH 4261/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f3582db-1ecf-46e6-87d3-95412bb3a8be

PiperOrigin-RevId: 336555473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5401bab2ed8..d6c2c020ee0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf9f965179b9c938a4f383aa3026a24d1a50632188ca4b4746b8acfe9d347873",
-    git_commit = "a1e5d73663152b0d7f0d9661e5d602b442acddba",
+    sha256 = "90b1b3a6660a3c9c5ad812d28414fd5a1e8af4d0cd8d35df53cd97a5f203f3d4",
+    git_commit = "4e3c130155daf7a3f0c1ae3a362a07705101151c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d5ef779f4ad328cd720e27a3475e9e79f0428467 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Oct 2020 18:01:42 -0700
Subject: [PATCH 4262/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be052a57-17a6-4ce5-bacf-e07782636991

PiperOrigin-RevId: 336577611
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6c2c020ee0..48cc8641c94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90b1b3a6660a3c9c5ad812d28414fd5a1e8af4d0cd8d35df53cd97a5f203f3d4",
-    git_commit = "4e3c130155daf7a3f0c1ae3a362a07705101151c",
+    sha256 = "0088c8c3c72f510e968aee64af15c027ebeacb29adac7a42b42bd23980b743d9",
+    git_commit = "98400c0a6adb9713a7912847697cd77afdca0f0c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 46b08673a93f314639564d50f2af600b8eccf532 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Oct 2020 00:02:08 -0700
Subject: [PATCH 4263/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9abe2a5-009a-4434-86fe-361aae4cd222

PiperOrigin-RevId: 336605449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48cc8641c94..b28acf988c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0088c8c3c72f510e968aee64af15c027ebeacb29adac7a42b42bd23980b743d9",
-    git_commit = "98400c0a6adb9713a7912847697cd77afdca0f0c",
+    sha256 = "5e3ea269ff158b29859b5569997d75c5010a3cc3453a19e4fd980b7440f58cfc",
+    git_commit = "0af213f96cd8bf661873ab631862e0a8b6b0f0fb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ea4895081b638f83569d821cd5a5e86c54613e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Oct 2020 06:01:32 -0700
Subject: [PATCH 4264/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16a7effc-c9e3-4990-a1cd-ded1d5ad3ad7

PiperOrigin-RevId: 336648260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b28acf988c9..a93f8fc44a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e3ea269ff158b29859b5569997d75c5010a3cc3453a19e4fd980b7440f58cfc",
-    git_commit = "0af213f96cd8bf661873ab631862e0a8b6b0f0fb",
+    sha256 = "e78cb137ecfa6f2e609418ffd949601117e97e38729423743e08ed4f7e61fb63",
+    git_commit = "9dfedbd7f0fc7f37dd8fac30bcc76c290ba4ebc7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0cb94cd79aacb965b3923d4a51b4091cf84d5e22 Mon Sep 17 00:00:00 2001
From: Jiho Choi <jihochoi@google.com>
Date: Mon, 12 Oct 2020 10:00:04 -0700
Subject: [PATCH 4265/8103] Fix TraceMe instrumentation for the padding size.

PiperOrigin-RevId: 336685281
---
 tensorflow_serving/batching/batching_session.cc | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 25e7ef83551..8d68c130e16 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -465,6 +465,12 @@ Status BatchingSession::MergeInputTensors(
   const int lowest_allowed_batch_size =
       RoundToLowestAllowedBatchSize(options_.allowed_batch_sizes, batch.size());
   const int padding_size = lowest_allowed_batch_size - batch.size();
+  profiler::TraceMe trace_me([lowest_allowed_batch_size, padding_size]() {
+    return profiler::TraceMeEncode(
+        "MergeInputTensors",
+        {{"batch_size_after_padding", lowest_allowed_batch_size},
+         {"padding_amount", padding_size}});
+  });
   RecordPaddingSize(padding_size, lowest_allowed_batch_size);
   RecordProcessedBatchSize(lowest_allowed_batch_size);
 

From f4e9df7423fba9f164830c0c2e7175a18eb4ddcc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Oct 2020 12:01:38 -0700
Subject: [PATCH 4266/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b1d8fe6-b699-4614-b197-9028bc29c6d2

PiperOrigin-RevId: 336713126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a93f8fc44a0..e51177aeab7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e78cb137ecfa6f2e609418ffd949601117e97e38729423743e08ed4f7e61fb63",
-    git_commit = "9dfedbd7f0fc7f37dd8fac30bcc76c290ba4ebc7",
+    sha256 = "413f57da025be1a9b2a304c475f5d80fe4e3211c5a355b9a997c1ae57d231e31",
+    git_commit = "38718b4ed5feabbd4019fa24c828bdc1733289c9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f212387eeaf346402168cfb709009ae1b892fb82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Oct 2020 18:01:36 -0700
Subject: [PATCH 4267/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a80935b6-108a-4232-a6f5-3727ae192ac6

PiperOrigin-RevId: 336784004
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e51177aeab7..ac810f30389 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "413f57da025be1a9b2a304c475f5d80fe4e3211c5a355b9a997c1ae57d231e31",
-    git_commit = "38718b4ed5feabbd4019fa24c828bdc1733289c9",
+    sha256 = "5cb378daa798ce37e967758a35f37494532ed7b486fa45c23fd20a6e7e5c3a9a",
+    git_commit = "eaf34140950dbcec60e5884bd9fc335923846e3f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c76acd8ee5cda6267c5a7bf0821a0b9ecd1ebb14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Oct 2020 00:02:35 -0700
Subject: [PATCH 4268/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6e79c21-8d37-4188-b34d-b0816f8bb072

PiperOrigin-RevId: 336820894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac810f30389..c0c8cdae356 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cb378daa798ce37e967758a35f37494532ed7b486fa45c23fd20a6e7e5c3a9a",
-    git_commit = "eaf34140950dbcec60e5884bd9fc335923846e3f",
+    sha256 = "718cb6c0a16dadcd553cd8baa7b2dc9a243480bb02cebe4cfec8f306fce25cdc",
+    git_commit = "78ba66c122978cfb33f64634dfbecd7f9fa70e46",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From aa6c5f5b6175fb17064c0afbd999da9eccae6ea3 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 15 Oct 2020 13:12:29 -0700
Subject: [PATCH 4269/8103] Temporarily disable failing test, until we root
 cause and fix it.

PiperOrigin-RevId: 337367935
---
 .../model_servers/tensorflow_model_server_test.py              | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index a2fcbaeb5a2..96c1415ed2b 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -23,6 +23,7 @@
 import os
 import subprocess
 import time
+import unittest
 
 # This is a placeholder for a Google-internal import.
 
@@ -32,6 +33,7 @@
 
 from tensorflow.python.platform import flags
 from tensorflow.python.profiler import profiler_client
+
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
 from tensorflow_serving.apis import get_model_metadata_pb2
@@ -723,6 +725,7 @@ def test_distrat_sequential_keras_saved_model_save(self):
         expected_output=2.0,
         expected_version=expected_version)
 
+  @unittest.skip('b/170966383')
   def test_profiler_service_with_valid_trace_request(self):
     """Test integration with profiler service by sending tracing requests."""
 

From 25a50a7d17e782b3d45196b98799b5bec3fdd205 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Oct 2020 18:01:33 -0700
Subject: [PATCH 4270/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2a8ce13-974c-463d-a913-51f1551d1d6c

PiperOrigin-RevId: 337420869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0c8cdae356..a6732484acf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "718cb6c0a16dadcd553cd8baa7b2dc9a243480bb02cebe4cfec8f306fce25cdc",
-    git_commit = "78ba66c122978cfb33f64634dfbecd7f9fa70e46",
+    sha256 = "bc35040a2d40cc2b6e849bdd08cfabb7cbbed19c127cfa52b8f4967a6ae86513",
+    git_commit = "30060737d73f17aa39277a217298972d910ee3e8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a551fc3b7daf201fcf7156a8f48e650f0099e66f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Oct 2020 00:02:16 -0700
Subject: [PATCH 4271/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7d2eba8-a50b-477b-86fb-0bf5c521e3ff

PiperOrigin-RevId: 337455937
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6732484acf..f7eeda6d3da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc35040a2d40cc2b6e849bdd08cfabb7cbbed19c127cfa52b8f4967a6ae86513",
-    git_commit = "30060737d73f17aa39277a217298972d910ee3e8",
+    sha256 = "e7fed5021fab5854c70219dc92f4be9c43a8da09969f7582da6cef45fac70a98",
+    git_commit = "3ba72a8d69a27228e6243026e2e0768027f05561",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 86e922dfe8ba35d9d3d3ee2fb1a00266e97ea5a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Oct 2020 06:01:24 -0700
Subject: [PATCH 4272/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8baedb90-56b4-469b-b168-3cf39d82185c

PiperOrigin-RevId: 337491533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7eeda6d3da..ee2bbcb87a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7fed5021fab5854c70219dc92f4be9c43a8da09969f7582da6cef45fac70a98",
-    git_commit = "3ba72a8d69a27228e6243026e2e0768027f05561",
+    sha256 = "451341b891a3d0f631a8dcec5a1db666d2d278e7da1d8bb4e7f60ce8985569a9",
+    git_commit = "dc843fad65fb4eb1b173a7577d0d932b2af94951",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 32d527e363e0bfcef7fabb99b6f34c022d85c068 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Oct 2020 12:01:31 -0700
Subject: [PATCH 4273/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1cf6e643-7517-42d5-af13-a114275cebea

PiperOrigin-RevId: 337551175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee2bbcb87a6..2f9a4cf22e8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "451341b891a3d0f631a8dcec5a1db666d2d278e7da1d8bb4e7f60ce8985569a9",
-    git_commit = "dc843fad65fb4eb1b173a7577d0d932b2af94951",
+    sha256 = "d634cd25d59874317c4f93616939403431b93a1f860df03eaabff7692e8c5085",
+    git_commit = "cae7bb034427fcc69454f56af07b684ae79c8bc6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c59501b21a2fc47f696cc02175c9259885cab47f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Oct 2020 18:01:45 -0700
Subject: [PATCH 4274/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13e9de18-6c98-436a-bc35-fab8ba61e5e3

PiperOrigin-RevId: 337610198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f9a4cf22e8..d7740903b31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d634cd25d59874317c4f93616939403431b93a1f860df03eaabff7692e8c5085",
-    git_commit = "cae7bb034427fcc69454f56af07b684ae79c8bc6",
+    sha256 = "1a12545296c3de9f1bdab81552df6ac608e51c569a00df2d3d9a7eb15ffacbb1",
+    git_commit = "79cbda6352d62030e54851c8eb87e66b76c56d4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3c2207765a8df4cd3b59371a3d1dd4dcd1245241 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Oct 2020 00:01:22 -0700
Subject: [PATCH 4275/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/170539ce-ee95-4155-861c-370ea63af104

PiperOrigin-RevId: 337636467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7740903b31..7169d8aabff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a12545296c3de9f1bdab81552df6ac608e51c569a00df2d3d9a7eb15ffacbb1",
-    git_commit = "79cbda6352d62030e54851c8eb87e66b76c56d4e",
+    sha256 = "9bb4afc20d472fb5e2aeebaadb6552d71549559603f752980ef486d0ee4cb216",
+    git_commit = "bfd573cc1712c231cb334e092ceab8e096c9ce0f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 77655ea2640429568b7021356bcc6c34ff60fb60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Oct 2020 06:02:11 -0700
Subject: [PATCH 4276/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29d7a985-8c24-4677-a9c2-eb1fae507a7b

PiperOrigin-RevId: 337657411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7169d8aabff..1f17ace4908 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bb4afc20d472fb5e2aeebaadb6552d71549559603f752980ef486d0ee4cb216",
-    git_commit = "bfd573cc1712c231cb334e092ceab8e096c9ce0f",
+    sha256 = "1df254a557be21da4def57adc7820be74a64ca02ec157907b4c208adbc0db220",
+    git_commit = "01e1696cfca77dfe2438f55a43bf342c0c913510",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a0b03833fd426d150953d496b8918769b4970d04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Oct 2020 18:01:27 -0700
Subject: [PATCH 4277/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/283f7786-25f7-4cad-b6f4-f9fd784ee811

PiperOrigin-RevId: 337694748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f17ace4908..8306b579e54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1df254a557be21da4def57adc7820be74a64ca02ec157907b4c208adbc0db220",
-    git_commit = "01e1696cfca77dfe2438f55a43bf342c0c913510",
+    sha256 = "98cd0d80d5e487f539268d42b1cfb04a42f360bd8d634873e5471c49cbb30b75",
+    git_commit = "0f9acc15ba56ecf01a79889d29295310559c681a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08740d08fb81baa86e53181102e4e518b3d9356e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Oct 2020 00:01:33 -0700
Subject: [PATCH 4278/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c6f0cda-53aa-4010-a653-2e9a5c05145e

PiperOrigin-RevId: 337713680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8306b579e54..4c90d9a562c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98cd0d80d5e487f539268d42b1cfb04a42f360bd8d634873e5471c49cbb30b75",
-    git_commit = "0f9acc15ba56ecf01a79889d29295310559c681a",
+    sha256 = "06b56363b9754e425037176d2643e0a3266678907ec62cb206b6321dc79d55c9",
+    git_commit = "a038cf2695852a649474af55a3ed49f6a72e3965",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9e910a8d53acffe1c88e505b0c102a1518771bab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Oct 2020 06:02:20 -0700
Subject: [PATCH 4279/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08578947-f1dc-40e0-8db8-53b238ef6da2

PiperOrigin-RevId: 337734130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c90d9a562c..706eb76ab30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06b56363b9754e425037176d2643e0a3266678907ec62cb206b6321dc79d55c9",
-    git_commit = "a038cf2695852a649474af55a3ed49f6a72e3965",
+    sha256 = "d47c3bd83035c26051e75df22079f76ff74d81a32f6780212169cf0d010128e5",
+    git_commit = "813ef350aa2858a8764d318ef521d97dd62c5859",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac10e74078123189dc1c8a3cd29d530b7c972782 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Sun, 18 Oct 2020 16:29:14 -0700
Subject: [PATCH 4280/8103] Add vlog to dump updated model label map (for
 debugging) each time the map is updated.

PiperOrigin-RevId: 337769119
---
 tensorflow_serving/model_servers/server_core.cc | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 393198d7902..dc69200bac6 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -537,6 +537,18 @@ Status ServerCore::UpdateModelVersionLabelMap() {
     return Status::OK();
   }
 
+  if (VLOG_IS_ON(4)) {
+    VLOG(4) << "Updated model label map is: ";
+    for (const auto& model_name_and_version_labels : *new_label_map) {
+      for (const auto& label_and_version :
+           model_name_and_version_labels.second) {
+        VLOG(4) << "\t Model name: " << model_name_and_version_labels.first
+                << "\t label: " << label_and_version.first
+                << " at version: " << label_and_version.second;
+      }
+    }
+  }
+
   mutex_lock l(model_labels_to_versions_mu_);
   model_labels_to_versions_.swap(new_label_map);
 

From 941a611b9c7f283966336f6b86e7924b9b9e31ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Oct 2020 18:01:51 -0700
Subject: [PATCH 4281/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40bb30b4-342f-46d5-8309-a9189ee0c711

PiperOrigin-RevId: 337774356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 706eb76ab30..828c4cfd72d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d47c3bd83035c26051e75df22079f76ff74d81a32f6780212169cf0d010128e5",
-    git_commit = "813ef350aa2858a8764d318ef521d97dd62c5859",
+    sha256 = "b39a767815ac19505b0d2375c688b3b4c57e76b8a48179abe22e3bb1e6f7271e",
+    git_commit = "b78986adbb7a1806d3cc35e8aa060398fab18c76",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e130ae3ef862ef0bc3c2d49f33601127b440193a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Oct 2020 00:02:01 -0700
Subject: [PATCH 4282/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10053ba6-091e-46df-b83e-e9359045e0e6

PiperOrigin-RevId: 337800054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 828c4cfd72d..edacf9f48d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b39a767815ac19505b0d2375c688b3b4c57e76b8a48179abe22e3bb1e6f7271e",
-    git_commit = "b78986adbb7a1806d3cc35e8aa060398fab18c76",
+    sha256 = "0df24385cf0d165fc154f3fd26e939f6ff370e93a976582303d252ce753ca51d",
+    git_commit = "a0adbf94b0d86f019aa8b9a0ddd18ffe442c6d18",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ad2fbb92d277e8d8e30fc6055152f73b4c086185 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Oct 2020 06:01:41 -0700
Subject: [PATCH 4283/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbcd7eae-b498-4ef4-b2d9-d9f6b4e36a46

PiperOrigin-RevId: 337839455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edacf9f48d3..67779dca40a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0df24385cf0d165fc154f3fd26e939f6ff370e93a976582303d252ce753ca51d",
-    git_commit = "a0adbf94b0d86f019aa8b9a0ddd18ffe442c6d18",
+    sha256 = "bf85feaf31981067f6bb7fb01e8a31d05bfe576728d9fb586d388b113dfe35d3",
+    git_commit = "2ff96dca2843f7dc1518e2a33a3958904cae4170",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 005f0f6ad762ef11ede9d04d9a256f7967a4c31f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Oct 2020 09:26:58 -0700
Subject: [PATCH 4284/8103] Remove deprecated flag
 fail_if_no_model_versions_found from tensorflow serving binary

PiperOrigin-RevId: 337871259
---
 tensorflow_serving/model_servers/server_core.cc | 2 ++
 tensorflow_serving/model_servers/server_core.h  | 6 ++++++
 2 files changed, 8 insertions(+)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index dc69200bac6..bf87fcb8a4b 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -579,6 +579,8 @@ FileSystemStoragePathSourceConfig ServerCore::CreateStoragePathSourceConfig(
   FileSystemStoragePathSourceConfig source_config;
   source_config.set_file_system_poll_wait_seconds(
       options_.file_system_poll_wait_seconds);
+  source_config.set_fail_if_zero_versions_at_startup(
+      options_.fail_if_no_model_versions_found);
   source_config.set_servable_versions_always_present(
       options_.servable_versions_always_present);
   for (const auto& model : config.model_config_list().config()) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 1e3ca765e29..6ddf50b1074 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -154,6 +154,12 @@ class ServerCore : public Manager {
     // field.
     bool allow_version_labels = true;
 
+    // If set to true, the server will fail to start up (or fail a config
+    // reload) if, for any configured model, no versions of the model are found
+    // in the filesystem under the model's base path.
+    ABSL_DEPRECATED("Use servable_versions_always_present.")
+    bool fail_if_no_model_versions_found = false;
+
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
     // in the filesystem under the model's base path. In addition, if the

From e6a300513839b5b4bbd76993a2ca81a8cbb1c1ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Oct 2020 12:01:24 -0700
Subject: [PATCH 4285/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f6a8ff4-2b7b-4dc3-aaf0-24f817f3b0f1

PiperOrigin-RevId: 337904166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67779dca40a..e00c3252dc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf85feaf31981067f6bb7fb01e8a31d05bfe576728d9fb586d388b113dfe35d3",
-    git_commit = "2ff96dca2843f7dc1518e2a33a3958904cae4170",
+    sha256 = "02824b4ca556744fdf90c975aa09018b91ba5e5e253e0f510bf4ba4325dc83ab",
+    git_commit = "1dd24b74c291218f097f0e2a086a0fbd847bbea2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6809ca2ca98fa32a3828a431719aa4a4e40efac5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Oct 2020 18:02:23 -0700
Subject: [PATCH 4286/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e67ddabd-d419-4d15-9cf5-2846fcf62ebc

PiperOrigin-RevId: 337972876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e00c3252dc1..61165d403c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02824b4ca556744fdf90c975aa09018b91ba5e5e253e0f510bf4ba4325dc83ab",
-    git_commit = "1dd24b74c291218f097f0e2a086a0fbd847bbea2",
+    sha256 = "a8d22d7ed586231c48e789bd75aedb972c3add8f5f809cddc7ddd0575398e826",
+    git_commit = "d119ff9af89a69c991d26f7afbe1c7ee511aeb8e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ae1a8cdfabbd5426c5156e1d3b112df5e6ce9175 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Oct 2020 00:01:47 -0700
Subject: [PATCH 4287/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2364210f-322b-4e5f-a595-53fa75114d1e

PiperOrigin-RevId: 338008014
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61165d403c9..8262fa54769 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8d22d7ed586231c48e789bd75aedb972c3add8f5f809cddc7ddd0575398e826",
-    git_commit = "d119ff9af89a69c991d26f7afbe1c7ee511aeb8e",
+    sha256 = "57d2a544750de76af46a54f1d75fec7f0195b73e89e50cdacf05374398681019",
+    git_commit = "8b5f4ac405ad9db82610a79471d139366c850388",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2472e17d9ea0b99f828c0bc766b3a1a837c7b26a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Oct 2020 06:01:37 -0700
Subject: [PATCH 4288/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4dd5075f-581d-4869-8925-44a14aacac2b

PiperOrigin-RevId: 338045857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8262fa54769..eaa51a05758 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57d2a544750de76af46a54f1d75fec7f0195b73e89e50cdacf05374398681019",
-    git_commit = "8b5f4ac405ad9db82610a79471d139366c850388",
+    sha256 = "9cc1a372476f539908ce6cbced9655976154c64586cc88a740a31a88e97548a1",
+    git_commit = "9e9d2f51dafdddbd9028b17196a0956f334d4779",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d0daa1064ecdd56ecb5c0a8aca37c3e198cb313d Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Tue, 20 Oct 2020 08:03:53 -0700
Subject: [PATCH 4289/8103] Add python wrapper for remote predict op and clean
 the build and include files.

PiperOrigin-RevId: 338060487
---
 .../tensorflow/ops/remote_predict/BUILD       | 11 +++
 .../kernels/remote_predict_op_kernel.h        | 16 +++-
 .../remote_predict/ops/remote_predict_op.cc   |  1 +
 .../python/ops/remote_predict_ops.py          | 88 ++++++++++++++++++-
 4 files changed, 110 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index cee2e9aac27..f821eaad8db 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -16,12 +16,15 @@ cc_library(
         "kernels/remote_predict_op_kernel.h",
     ],
     deps = [
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework_headers_lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels:ops_util_hdrs",
     ],
     alwayslink = 1,
@@ -80,13 +83,17 @@ tf_kernel_library(
     ],
     deps = [
         ":remote_predict_op_op_lib",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels:ops_util",
         "@org_tensorflow//tensorflow/core/kernels:split_lib",
     ],
@@ -126,10 +133,13 @@ cc_test(
     ],
     deps = [
         ":remote_predict_ops_cc",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
+        "@com_google_protobuf//:cc_wkt_protos",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/cc:client_session",
         "@org_tensorflow//tensorflow/cc:const_op",
@@ -137,6 +147,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:direct_session",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
         "@org_tensorflow//tensorflow/core/kernels:ops_util",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index c3a9602e207..eadddaa548a 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -15,6 +15,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_REMOTE_PREDICT_OP_KERNEL_H_
 #define TENSORFLOW_SERVING_EXPERIMENTAL_TENSORFLOW_OPS_REMOTE_PREDICT_KERNELS_REMOTE_PREDICT_OP_KERNEL_H_
 
+#include "google/protobuf/wrappers.pb.h"
 #include "google/protobuf/map.h"
 #include "absl/status/status.h"
 #include "absl/time/time.h"
@@ -23,10 +24,14 @@ limitations under the License.
 #include "tensorflow/core/framework/register_types.h"
 #include "tensorflow/core/framework/resource_mgr.h"
 #include "tensorflow/core/framework/shape_inference.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/kernels/ops_util.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
-#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow/core/protobuf/named_tensor.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -134,9 +139,12 @@ class RemotePredictOp : public AsyncOpKernel {
     // Process the response.
     if (!rpc_status.ok()) {
       if (fail_op_on_rpc_error) {
-        OP_REQUIRES_ASYNC(context, rpc_status.ok(),
-                          tensorflow::errors::Aborted(rpc_status.message()),
-                          rpc_cleaner.release());
+        OP_REQUIRES_OK_ASYNC(
+            context,
+            tensorflow::Status(
+                static_cast<tensorflow::error::Code>(rpc_status.code()),
+                rpc_status.message()),
+            rpc_cleaner.release());
       } else {
         // Allocate some empty output for the output_tensors.
         for (int i = 0; i < output_tensors_list.size(); ++i) {
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index 2b6d30b563c..a02c33685f8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -74,6 +74,7 @@ REGISTER_OP("TfServingRemotePredict")
 
       return Status::OK();
     })
+    .SetIsStateful()
     .Doc(R"doc(
 Invokes Predict on a remote graph.
 fail_op_on_rpc_error: If set true, the Op fails if the rpc fails, and returns
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
index 2b009adfbf0..c5fd560ced8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
@@ -31,5 +31,89 @@
     os.path.join(tf.compat.v1.resource_loader.get_data_files_path(),
                  '_remote_predict_op.so'))
 
-# Alias
-run = gen_remote_predict_op.tf_serving_remote_predict
+
+# Aliases
+def run(input_tensor_alias,
+        input_tensors,
+        output_tensor_alias,
+        target_address,
+        model_name,
+        model_version=-1,
+        max_rpc_deadline_millis=3000,
+        output_types=None,
+        name=None):
+  """Runs a predict in remote process through rpc.
+
+  Args:
+    input_tensor_alias: input tensor alias for Predict
+    input_tensors: input tensors for Predict
+    output_tensor_alias: output tensor alias for Predict
+    target_address: target_address where the rpc is sent to
+    model_name: model_name that the Predict is running on
+    model_version: the model version for the Predict call. If unset, the highest
+      version available for serving will be targeted.
+    max_rpc_deadline_millis: rpc deadline in millis
+    output_types: output types for Predict
+    name: name for the op in the graph
+
+  Returns:
+    output_tensors as a result of the Predict.
+
+  Raises ValueError if model_name value is missing.
+  """
+  if model_name is None:
+    raise ValueError('model_name must be specified.')
+  return (gen_remote_predict_op.tf_serving_remote_predict(
+      input_tensor_alias,
+      input_tensors,
+      output_tensor_alias,
+      target_address=target_address,
+      model_name=model_name,
+      model_version=model_version,
+      fail_op_on_rpc_error=True,
+      max_rpc_deadline_millis=max_rpc_deadline_millis,
+      output_types=output_types,
+      name=name))[2]
+
+
+def run_returning_status(input_tensor_alias,
+                         input_tensors,
+                         output_tensor_alias,
+                         target_address,
+                         model_name,
+                         model_version=-1,
+                         max_rpc_deadline_millis=3000,
+                         output_types=None,
+                         name=None):
+  """Runs a predict in remote process through rpc.
+
+  Args:
+    input_tensor_alias: input tensor alias for Predict
+    input_tensors: input tensors for Predict
+    output_tensor_alias: output tensor alias for Predict
+    target_address: target_address where the rpc is sent to
+    model_name: model_name that the Predict is running on
+    model_version: the model version for the Predict call. If unset, the highest
+      version available for serving will be targeted.
+    max_rpc_deadline_millis: rpc deadline in millis
+    output_types: output types for Predict
+    name: name for the op in the graph.
+
+  Returns:
+    status_code, status_error_message and output_tensors.
+
+  Raises ValueError if model_name value is missing.
+  """
+  if model_name is None:
+    raise ValueError('model_name must be specified.')
+  return (gen_remote_predict_op.tf_serving_remote_predict(
+      input_tensor_alias,
+      input_tensors,
+      output_tensor_alias,
+      target_address=target_address,
+      model_name=model_name,
+      model_version=model_version,
+      fail_op_on_rpc_error=False,
+      max_rpc_deadline_millis=max_rpc_deadline_millis,
+      output_types=output_types,
+      name=name))

From f61fb12f062a3747c5362e2079db1331d432daa1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Oct 2020 12:01:39 -0700
Subject: [PATCH 4290/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/154a3036-4bbb-4aec-bdbd-fa59f4f2605e

PiperOrigin-RevId: 338105973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eaa51a05758..2018466ece1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cc1a372476f539908ce6cbced9655976154c64586cc88a740a31a88e97548a1",
-    git_commit = "9e9d2f51dafdddbd9028b17196a0956f334d4779",
+    sha256 = "2ff26df2b4e79a1e67ae5b8137af8192c03f3b8d4934bf9e0bb7945f213601c0",
+    git_commit = "24ee71b4032adf4fda507f69016426b66c3425d7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 304a05a10635afe96c2a4fe379f110afa41d81fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Oct 2020 18:01:59 -0700
Subject: [PATCH 4291/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ffe8339-d882-4cd8-bd7c-ef83669e5d5d

PiperOrigin-RevId: 338174272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2018466ece1..f5e07c7bbda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ff26df2b4e79a1e67ae5b8137af8192c03f3b8d4934bf9e0bb7945f213601c0",
-    git_commit = "24ee71b4032adf4fda507f69016426b66c3425d7",
+    sha256 = "2ae841838a73a954a5d4d93f68b2c7eaed95255fb43db1f380897f58d2661f32",
+    git_commit = "db14325178ef9aebcb5632b0f9ba1d860ccd7a5f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a134d752f525b9cd7bfa0bb3c2647908a148fbc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Oct 2020 00:01:29 -0700
Subject: [PATCH 4292/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/190996a2-4f11-4b56-bff4-08f138bc946f

PiperOrigin-RevId: 338210525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5e07c7bbda..7150cf5443a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ae841838a73a954a5d4d93f68b2c7eaed95255fb43db1f380897f58d2661f32",
-    git_commit = "db14325178ef9aebcb5632b0f9ba1d860ccd7a5f",
+    sha256 = "f5008aa50bb464687c983b2d05f7989b173f24461a316d14b34a39d0f05290b3",
+    git_commit = "aaa6c70293202fa23cd03660e1d18a00a82a0b0f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c9262562e7b4142bb43ec0818b482c31ab49da02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Oct 2020 06:01:29 -0700
Subject: [PATCH 4293/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62ecb7eb-abd3-4e87-8a6a-e794bde0fe64

PiperOrigin-RevId: 338248192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7150cf5443a..b49f16287c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5008aa50bb464687c983b2d05f7989b173f24461a316d14b34a39d0f05290b3",
-    git_commit = "aaa6c70293202fa23cd03660e1d18a00a82a0b0f",
+    sha256 = "aa7fb899e8accd09a8a7c213a89f917d69eac9bc51971354ad5cc7a445e6010f",
+    git_commit = "87c1cf490f5ffa5504061b539ed61e7106f70293",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5eb828e600580ce568120fbd43a1b1f70cdf1a68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Oct 2020 12:01:26 -0700
Subject: [PATCH 4294/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a9043fd-6249-491d-8267-d1b49e2e8c3b

PiperOrigin-RevId: 338311106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b49f16287c1..a01a6914464 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa7fb899e8accd09a8a7c213a89f917d69eac9bc51971354ad5cc7a445e6010f",
-    git_commit = "87c1cf490f5ffa5504061b539ed61e7106f70293",
+    sha256 = "7445687e19509f181c9db0863b5ecba50bf631fceb381626869c72207ea119d7",
+    git_commit = "d10c8b7495fcff75db9070faa763ab36b001ea48",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b017254164b753bd272f9c7c50a8267050c195d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Oct 2020 18:01:51 -0700
Subject: [PATCH 4295/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/860de1bd-d71a-4313-94fc-d4b1716b3b08

PiperOrigin-RevId: 338377991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a01a6914464..f2d7175c7d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7445687e19509f181c9db0863b5ecba50bf631fceb381626869c72207ea119d7",
-    git_commit = "d10c8b7495fcff75db9070faa763ab36b001ea48",
+    sha256 = "ec61947ccd52985635854866f2ce2b0dd29708112357dbf9d821f3a861f13dff",
+    git_commit = "12d00c3e349d0736b7f42b4e9a5b1b908f9aec15",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2d72227139654f0b060044a3472e98a8d61de8ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Oct 2020 00:01:40 -0700
Subject: [PATCH 4296/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21d2105d-eea0-4bf9-b9f2-5bc74dc757c2

PiperOrigin-RevId: 338416060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2d7175c7d4..aa8e3236121 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec61947ccd52985635854866f2ce2b0dd29708112357dbf9d821f3a861f13dff",
-    git_commit = "12d00c3e349d0736b7f42b4e9a5b1b908f9aec15",
+    sha256 = "9a8dbc66b65ae7b0716157b4bc85cddf04d04869aa9bfa5ebf022209a4218a87",
+    git_commit = "e18ddad5fa889813a95a3304125cd9dc7ba8d0b7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82100c1d56ea6e8bbf2cbcf1b007e796293a7748 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Oct 2020 06:01:41 -0700
Subject: [PATCH 4297/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/891b5aeb-1555-4958-8faf-7eeadacbd939

PiperOrigin-RevId: 338456724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa8e3236121..22faa1b0290 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a8dbc66b65ae7b0716157b4bc85cddf04d04869aa9bfa5ebf022209a4218a87",
-    git_commit = "e18ddad5fa889813a95a3304125cd9dc7ba8d0b7",
+    sha256 = "8b2db5b1f2c2a431a6e907efd1beadfdea06368df4b5d10cf447ef54ce957930",
+    git_commit = "9a224653075bc0ba3be915e7996b62aaf84373cd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5c3a2f57371f04ed1fb8a953579433312d9c48d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Oct 2020 12:01:34 -0700
Subject: [PATCH 4298/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a559ae3d-8e6f-4d09-9394-57fa7929e5bc

PiperOrigin-RevId: 338520449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22faa1b0290..8571053acfe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b2db5b1f2c2a431a6e907efd1beadfdea06368df4b5d10cf447ef54ce957930",
-    git_commit = "9a224653075bc0ba3be915e7996b62aaf84373cd",
+    sha256 = "efdfafff0bc0c82d6fe3e9e0aeefc8a6f43f0c773ca5326f5563fb19c987930c",
+    git_commit = "2da9da61dbae49f0ba3c35a214993a33a361d0a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8d8d7f793113ca9bbc83eb5295d951e42965aa0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Oct 2020 18:01:35 -0700
Subject: [PATCH 4299/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34e19309-4129-4645-a916-295a5450b4e2

PiperOrigin-RevId: 338586331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8571053acfe..67f32c871ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efdfafff0bc0c82d6fe3e9e0aeefc8a6f43f0c773ca5326f5563fb19c987930c",
-    git_commit = "2da9da61dbae49f0ba3c35a214993a33a361d0a4",
+    sha256 = "ce37c7d3d2044040040bd5fc30542e58d264f1e0b46d3a662efa55a9cc16bfb0",
+    git_commit = "c17952e2c500497fc945f0ce95130241a06e4471",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 373c6ceb1d85579c5fbe015600f6a7d74eacbeff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Oct 2020 00:01:51 -0700
Subject: [PATCH 4300/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f509afd-8196-4876-a592-3f86114a1803

PiperOrigin-RevId: 338622718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67f32c871ad..918176a65e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce37c7d3d2044040040bd5fc30542e58d264f1e0b46d3a662efa55a9cc16bfb0",
-    git_commit = "c17952e2c500497fc945f0ce95130241a06e4471",
+    sha256 = "5653fe91a9d1466d16f851a48254f60a67f6d53c97c0b035fb702638b1d7ad9f",
+    git_commit = "7de03982fb401a3ab67a038c3a0a46b24bc67fbf",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4fa3434862546825a16b52f0f08c60fa686320c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Oct 2020 06:01:40 -0700
Subject: [PATCH 4301/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5626240d-896d-432b-835f-7b960b1ae29d

PiperOrigin-RevId: 338658716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 918176a65e9..cd6cef2a0f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5653fe91a9d1466d16f851a48254f60a67f6d53c97c0b035fb702638b1d7ad9f",
-    git_commit = "7de03982fb401a3ab67a038c3a0a46b24bc67fbf",
+    sha256 = "eac795484c76db5ef68baef5c00e3203674a04266c4a72f954c6b7546932c9ec",
+    git_commit = "5bbb8a2bd1def6865b1510175a3da5fd12387e10",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b3961bc022309c9c8f9263926acf21b59710508e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Oct 2020 12:01:26 -0700
Subject: [PATCH 4302/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b8b7dc7-e312-4743-991e-7d2327b34413

PiperOrigin-RevId: 338718209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd6cef2a0f0..08770c661a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eac795484c76db5ef68baef5c00e3203674a04266c4a72f954c6b7546932c9ec",
-    git_commit = "5bbb8a2bd1def6865b1510175a3da5fd12387e10",
+    sha256 = "799cc20fff1ed071a04e3991eee91a26585787650f3530500c28d5b0bbd58f01",
+    git_commit = "5479744e3f2439d47b1125bb7b6835867f744229",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c997a26bc8a61d4ab2db88694973f1c89f4fd344 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Oct 2020 18:01:39 -0700
Subject: [PATCH 4303/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fabd2878-0302-49c6-afc2-76be46419105

PiperOrigin-RevId: 338777644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08770c661a7..4787fcb289c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "799cc20fff1ed071a04e3991eee91a26585787650f3530500c28d5b0bbd58f01",
-    git_commit = "5479744e3f2439d47b1125bb7b6835867f744229",
+    sha256 = "c1c56957e5d285e6a246cbd2ff8089bb134d1506b4c261eb0b9b9f458e47355f",
+    git_commit = "893afc20679bd3f80cc101f6e6dc2f2d70092261",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e34bd54af699de02b0b8043371993b53b5ca3976 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Oct 2020 00:01:43 -0700
Subject: [PATCH 4304/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/735317eb-efd1-435e-8d5b-22c00170b654

PiperOrigin-RevId: 338804043
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4787fcb289c..7e130c16c0a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1c56957e5d285e6a246cbd2ff8089bb134d1506b4c261eb0b9b9f458e47355f",
-    git_commit = "893afc20679bd3f80cc101f6e6dc2f2d70092261",
+    sha256 = "0828ab2caaeea5dd4a50273ba2c9b982d561f2ebe41e879bd144573da677c622",
+    git_commit = "c2081e9c26a713d86e5f6b68f9fa101d44e43d91",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 69641a8f40cad6815afb5244fa8e16ce4d95115e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Oct 2020 06:01:27 -0700
Subject: [PATCH 4305/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67c12889-1740-4050-bdd1-ccc38e40a545

PiperOrigin-RevId: 338825877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e130c16c0a..5d3554a9be3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0828ab2caaeea5dd4a50273ba2c9b982d561f2ebe41e879bd144573da677c622",
-    git_commit = "c2081e9c26a713d86e5f6b68f9fa101d44e43d91",
+    sha256 = "ac7cb505278b973c80f82576a704e192ee9daa6773c1e46e3401bf4f73bcc085",
+    git_commit = "9bf094291f08cadf92a4603f5b2ffa7ad495fac9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3773ac296dc8ab174cdbbeae52072ea2c86e4ed3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Oct 2020 12:01:18 -0700
Subject: [PATCH 4306/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/369e434b-76b9-4192-916a-2b9d1c76d24e

PiperOrigin-RevId: 338847350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d3554a9be3..c77a28c00ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac7cb505278b973c80f82576a704e192ee9daa6773c1e46e3401bf4f73bcc085",
-    git_commit = "9bf094291f08cadf92a4603f5b2ffa7ad495fac9",
+    sha256 = "5d6588768b93218091a45c3c4e05f0ede57537a05fe4a2246d2620f36e570a7c",
+    git_commit = "7e71a2732f09c56d33ed3e03a7f0f66cc19c050d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 20040a86ff6a189da1bd31a4a50b811fc6cf8d67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Oct 2020 18:01:26 -0700
Subject: [PATCH 4307/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af43417d-683f-42c4-b66e-35a315912eda

PiperOrigin-RevId: 338869228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c77a28c00ed..316b528a5f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d6588768b93218091a45c3c4e05f0ede57537a05fe4a2246d2620f36e570a7c",
-    git_commit = "7e71a2732f09c56d33ed3e03a7f0f66cc19c050d",
+    sha256 = "be4f18c576057e442a847b622cae5dd98ee84775950fcf1f783846302024843a",
+    git_commit = "6b3e587edb6cd3a7bf400f99e68fb2ba835acb4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 263306d388e7c85a1d89882db52ff4f57f502f66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Oct 2020 06:01:29 -0700
Subject: [PATCH 4308/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ece09a7d-db34-44cb-ba1a-c1c3e68b2dcd

PiperOrigin-RevId: 338912984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 316b528a5f6..44d641daf12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be4f18c576057e442a847b622cae5dd98ee84775950fcf1f783846302024843a",
-    git_commit = "6b3e587edb6cd3a7bf400f99e68fb2ba835acb4e",
+    sha256 = "2bc6996c88d125e99d36febbec757eb9951562582b288f97c1ec94a38e87fa1c",
+    git_commit = "7929dbda3d6b09faff14c89a1913a426460c0d62",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e13e6ab3052f28fb4a2c3684e603508be458cea3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Oct 2020 18:01:51 -0700
Subject: [PATCH 4309/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84473b9a-1dd2-474a-bb08-17eed784f549

PiperOrigin-RevId: 338957391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44d641daf12..dfc5fde7f68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2bc6996c88d125e99d36febbec757eb9951562582b288f97c1ec94a38e87fa1c",
-    git_commit = "7929dbda3d6b09faff14c89a1913a426460c0d62",
+    sha256 = "09871bdc33e9800cd8ea885f61484561716eeec6f7ab9edbee935bd705d7a24f",
+    git_commit = "4625f1d87f17537a8d50dc68a213d2da875c12ce",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1136c2953d08ffbb26dc27e3a1b19f4fc30bd79c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Oct 2020 06:02:15 -0700
Subject: [PATCH 4310/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c2777e3-fc60-4cde-afec-10478442df01

PiperOrigin-RevId: 339022448
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfc5fde7f68..f64406ea6e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09871bdc33e9800cd8ea885f61484561716eeec6f7ab9edbee935bd705d7a24f",
-    git_commit = "4625f1d87f17537a8d50dc68a213d2da875c12ce",
+    sha256 = "e02070e1ddc5dbc05d6d0a6be7799d619851a0fb3f85f17204a1fb7a2167f207",
+    git_commit = "e453eec2ca4c84630a0c01b281416dda4d88e0ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f318d24d143827d4db189b4fd043d5d95f43532d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Oct 2020 12:02:02 -0700
Subject: [PATCH 4311/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/521436e4-62db-4b8b-a591-2a30391afd11

PiperOrigin-RevId: 339087720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f64406ea6e7..ab77481912a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e02070e1ddc5dbc05d6d0a6be7799d619851a0fb3f85f17204a1fb7a2167f207",
-    git_commit = "e453eec2ca4c84630a0c01b281416dda4d88e0ed",
+    sha256 = "988ce9a21c293054c0d4234c1cd4d337b3d3abc3107e05d73683b09506fe6b15",
+    git_commit = "059fafcef224438e3790043d2dbf839b9948e63d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f6b894f995ac80ccd478123ac74652ba4b569551 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Oct 2020 18:01:30 -0700
Subject: [PATCH 4312/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4db7a5c0-2c87-47f7-950f-3f5cb569dd2d

PiperOrigin-RevId: 339157454
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab77481912a..b38b285cea3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "988ce9a21c293054c0d4234c1cd4d337b3d3abc3107e05d73683b09506fe6b15",
-    git_commit = "059fafcef224438e3790043d2dbf839b9948e63d",
+    sha256 = "034e99c88b02381660caceebb0f4be7337caa2edc6ddd69bab772f7c51e7495c",
+    git_commit = "774a9fe02c4eca2247d08e4f8e974e9e0a7aecb1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 82f8cc039d091916b8186dfa1ff4b6c006e7277c Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 26 Oct 2020 23:24:51 -0700
Subject: [PATCH 4313/8103] Add `portpicker` module required to run modelserver
 e2e tests.

PiperOrigin-RevId: 339190821
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 1 +
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 +
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 1 +
 3 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 648a4984315..f711f2e6019 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -70,6 +70,7 @@ RUN pip3 --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
+    portpicker \
     requests \
     --ignore-installed setuptools \
     --ignore-installed six>=1.12.0
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 41d8445fd62..7ed1f577a64 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -101,6 +101,7 @@ RUN pip3 --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
+    portpicker \
     requests \
      --ignore-installed six>=1.12.0
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index e47b1866658..b019eaadf95 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -70,6 +70,7 @@ RUN pip3 --no-cache-dir install \
     keras_preprocessing>=1.1.0 \
     mock \
     numpy \
+    portpicker \
     requests \
     --ignore-installed six>=1.12.0
 

From 3f857360a1ed99961011c27c4707912d7b0a9614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Oct 2020 00:01:31 -0700
Subject: [PATCH 4314/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2687b63-98f8-4dfa-8d9f-8f960f06089c

PiperOrigin-RevId: 339193855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b38b285cea3..ccb31c2d056 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "034e99c88b02381660caceebb0f4be7337caa2edc6ddd69bab772f7c51e7495c",
-    git_commit = "774a9fe02c4eca2247d08e4f8e974e9e0a7aecb1",
+    sha256 = "205e7dc8b751a191b46121d9884be8c055faa125fd1d90fe01352dc03511ad1f",
+    git_commit = "68b74a30fae55a04570fbd3810d28a0fcf44ab17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eae8f47a1481ec31b76e4c0b2389ebd85a8a9f68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Oct 2020 06:01:48 -0700
Subject: [PATCH 4315/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75b079d2-724e-4321-a95c-1967f7732127

PiperOrigin-RevId: 339232957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ccb31c2d056..4ddac1fbdce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "205e7dc8b751a191b46121d9884be8c055faa125fd1d90fe01352dc03511ad1f",
-    git_commit = "68b74a30fae55a04570fbd3810d28a0fcf44ab17",
+    sha256 = "bd0c9a6a9663b85429f047de33f891a94fc5f3b6673ac71e8500cee1e914442b",
+    git_commit = "4d6ea6bd4df86f5c08e08e39539b010d2c0d9e83",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c96474cfcca46b1216e52634efb68986cf8aa9b8 Mon Sep 17 00:00:00 2001
From: Lescurel <louis.klein7@gmail.com>
Date: Tue, 27 Oct 2020 17:32:42 +0100
Subject: [PATCH 4316/8103] changing "infintiy" to "really high value"

Putting "infinity" in the doc might confuse users that could believe
that "infinity" is a possible value that can be set in the confirguration
files.
See this question on StackOverflow:
https://stackoverflow.com/q/64552963/7370153
And the relevant quote from the question:
> Still, the suggestion in the documentation that some "infinity"
> value exists is giving me restless sleep. How can I indicate
> infinity here?
---
 tensorflow_serving/batching/README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/batching/README.md b/tensorflow_serving/batching/README.md
index f152fa72e7b..6ea45b46ec1 100644
--- a/tensorflow_serving/batching/README.md
+++ b/tensorflow_serving/batching/README.md
@@ -127,7 +127,7 @@ helpful in selecting values to experiment with.
 #### Overall Guidelines
 
 First of all, while experimenting you should temporarily set
-`max_enqueued_batches` to infinity. Later, for your production setup, set it as
+`max_enqueued_batches` to a really high value. Later, for your production setup, set it as
 follows: If you are performing online serving, depending on the policy used to
 (re-)route requests to server instances, consider setting `max_enqueued_batches`
 equal to `num_batch_threads` to minimize queueing delay at a given server while
@@ -144,7 +144,7 @@ code to pad the batches with dummy elements.
 
 If your system is CPU-only (no GPU), then consider starting with the following
 values: `num_batch_threads` equal to the number of CPU cores; `max_batch_size`
-to infinity; `batch_timeout_micros` to 0. Then experiment with
+to a really high value; `batch_timeout_micros` to 0. Then experiment with
 `batch_timeout_micros` values in the 1-10 millisecond (1000-10000 microsecond)
 range, while keeping in mind that 0 may be the optimal value.
 
@@ -155,7 +155,7 @@ consider the following approach:
 
 1. Set `num_batch_threads` to the number of CPU cores.
 
-2. Temporarily set `batch_timeout_micros` to infinity while you tune
+2. Temporarily set `batch_timeout_micros` to a really high value while you tune
 `max_batch_size` to achieve the desired balance between throughput and average
 latency. Consider values in the hundreds or thousands.
 

From a0bed15f2df1ffe4551d4e2f27b6544a96c9289b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Oct 2020 12:01:30 -0700
Subject: [PATCH 4317/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3e9e5d8-1279-4e46-9be5-c583307e4ef0

PiperOrigin-RevId: 339298788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ddac1fbdce..57d7235a17a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd0c9a6a9663b85429f047de33f891a94fc5f3b6673ac71e8500cee1e914442b",
-    git_commit = "4d6ea6bd4df86f5c08e08e39539b010d2c0d9e83",
+    sha256 = "a468c8c3023f4f516192cb422f8b8f32fb68cdad9e44277c678647fad554cdf1",
+    git_commit = "365442b8d0dbd4c6c10bee812b09766b6f95187b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From edb60312255be8dcea8f7695941bc53cde4b5288 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Oct 2020 18:01:56 -0700
Subject: [PATCH 4318/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6660767-b688-458c-a962-be2f14355be8

PiperOrigin-RevId: 339369085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57d7235a17a..4d973914f58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a468c8c3023f4f516192cb422f8b8f32fb68cdad9e44277c678647fad554cdf1",
-    git_commit = "365442b8d0dbd4c6c10bee812b09766b6f95187b",
+    sha256 = "e65636054e8b0965cb4616fe988dc503bcb83d607695d60bf1674475461ef434",
+    git_commit = "33c556c11dc54f78dbd02c7297854b91cb5543e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9e606456601012bd0a9015fd5c9fe5e935999f87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Oct 2020 00:01:30 -0700
Subject: [PATCH 4319/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a0b7c48-1648-4854-93a2-bba80e96a057

PiperOrigin-RevId: 339406154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d973914f58..6e6bfdb8c1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e65636054e8b0965cb4616fe988dc503bcb83d607695d60bf1674475461ef434",
-    git_commit = "33c556c11dc54f78dbd02c7297854b91cb5543e4",
+    sha256 = "b19a68065474633287919546792359c97e9d1b48ac5ea24c57b7d09d964ddde4",
+    git_commit = "10f777a05ba92e4d1775911181536a09ec2ff4d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From afa73c992551a19efa21c9500cba7d79b18a5373 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Oct 2020 06:01:40 -0700
Subject: [PATCH 4320/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55f7749c-1803-41f0-980a-aff462cc0a7c

PiperOrigin-RevId: 339444225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e6bfdb8c1a..c96c2c949c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b19a68065474633287919546792359c97e9d1b48ac5ea24c57b7d09d964ddde4",
-    git_commit = "10f777a05ba92e4d1775911181536a09ec2ff4d9",
+    sha256 = "fb8050bb914f2fe61862854afc4c84511605ef45570512b5fb79ecfe53961515",
+    git_commit = "d26b3348df5504fd48cf0b60cba7452f7236d3f3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de124a605317d9d6238ce7b1eeeb9e43b134d755 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Oct 2020 12:01:32 -0700
Subject: [PATCH 4321/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98450a9c-fbbe-46c6-83f1-ded51fbba7d0

PiperOrigin-RevId: 339508702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c96c2c949c7..9735c4c5aea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb8050bb914f2fe61862854afc4c84511605ef45570512b5fb79ecfe53961515",
-    git_commit = "d26b3348df5504fd48cf0b60cba7452f7236d3f3",
+    sha256 = "dd749904f6791df8c6b206677f07a129e86a2233d3c02b67e4bf23f17a34eb5e",
+    git_commit = "69d9fb6c3c4bbbe7f35221ed20dd18aca0958c08",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c0a5619a01e3af69459aa6396d614945370bbd02 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 28 Oct 2020 16:18:14 -0700
Subject: [PATCH 4322/8103] Minimal commandline client to trigger profiler on
 the modelserver.

PiperOrigin-RevId: 339559641
---
 tensorflow_serving/model_servers/BUILD        | 10 ++++++
 .../model_servers/profiler_client.py          | 34 +++++++++++++++++++
 2 files changed, 44 insertions(+)
 create mode 100644 tensorflow_serving/model_servers/profiler_client.py

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 3d0fba173b4..9f04eafec83 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -448,6 +448,16 @@ py_binary(
     ],
 )
 
+py_binary(
+    name = "profiler_client",
+    srcs = ["profiler_client.py"],
+    python_version = "PY3",
+    srcs_version = "PY2AND3",
+    deps = [
+        "@org_tensorflow//tensorflow:tensorflow_py",
+    ],
+)
+
 pkg_tar(
     name = "tensorflow_model_server_tar",
     srcs = [
diff --git a/tensorflow_serving/model_servers/profiler_client.py b/tensorflow_serving/model_servers/profiler_client.py
new file mode 100644
index 00000000000..c4573842980
--- /dev/null
+++ b/tensorflow_serving/model_servers/profiler_client.py
@@ -0,0 +1,34 @@
+# Copyright 2020 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""Simple client to send profiling request to ModelServer."""
+
+from __future__ import absolute_import
+from __future__ import division
+from __future__ import print_function
+
+import tensorflow as tf
+
+from tensorflow.python.profiler import profiler_client
+
+
+def main(argv):
+  server = argv[1] if len(argv) > 1 else 'localhost:8500'
+  logdir = argv[2] if len(argv) > 2 else '/tmp'
+  duration_ms = argv[3] if len(argv) > 3 else 2000
+  profiler_client.trace(server, logdir, duration_ms)
+
+
+if __name__ == '__main__':
+  tf.compat.v1.app.run()

From 08d78e7c95912dfafc1d46467ec26196e6859a05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Oct 2020 18:01:53 -0700
Subject: [PATCH 4323/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/efd4a782-5deb-4dc4-9260-79fe174fea40

PiperOrigin-RevId: 339575397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9735c4c5aea..7f9b6dc5d3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd749904f6791df8c6b206677f07a129e86a2233d3c02b67e4bf23f17a34eb5e",
-    git_commit = "69d9fb6c3c4bbbe7f35221ed20dd18aca0958c08",
+    sha256 = "fbc6a8630015233d07f3c0db38092651d85b103f2b1633faef8a278f60cc1899",
+    git_commit = "ad891c3a24f4633a7b40b037976d39700d7f1be0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7c357e4dcd948ee122da314976d40c2f57829e70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Oct 2020 00:01:36 -0700
Subject: [PATCH 4324/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1e5dc65-be86-4577-acd4-5be690a73640

PiperOrigin-RevId: 339611876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f9b6dc5d3f..f1b0819162c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbc6a8630015233d07f3c0db38092651d85b103f2b1633faef8a278f60cc1899",
-    git_commit = "ad891c3a24f4633a7b40b037976d39700d7f1be0",
+    sha256 = "081712ebc3a4ceaf40c308a717740baf9da0669f22680d58c0c77afed07d3eb9",
+    git_commit = "f162769b41b6ad817339ecb3a08ca5961377ab1f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3057f9c3e1f778af4ca39b0b418036c120d14c4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Oct 2020 06:01:29 -0700
Subject: [PATCH 4325/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/687b1c37-4dab-4a44-a62f-c3223d120b77

PiperOrigin-RevId: 339652484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1b0819162c..ed65609895f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "081712ebc3a4ceaf40c308a717740baf9da0669f22680d58c0c77afed07d3eb9",
-    git_commit = "f162769b41b6ad817339ecb3a08ca5961377ab1f",
+    sha256 = "600f0fbbdc51e47b84af07533ea19467000e8756be7ad41bba940d9226ca9217",
+    git_commit = "6889abad2da6e4a075dd4485a5e5484878bd6d22",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3789022061f2919ea4b44167504a973286924349 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Oct 2020 12:01:28 -0700
Subject: [PATCH 4326/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3367fd8-a8ce-411e-b3f7-dc2894954c18

PiperOrigin-RevId: 339717063
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed65609895f..d9e7cbee2d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "600f0fbbdc51e47b84af07533ea19467000e8756be7ad41bba940d9226ca9217",
-    git_commit = "6889abad2da6e4a075dd4485a5e5484878bd6d22",
+    sha256 = "913cd2b300e6acb99bf6131a66e64ccfb4675324d06756c894fad053fde6813f",
+    git_commit = "f362f072fb8f1e8eaec5ff9690a4542dba9933a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8b3c6fc1bc2127d44ab531f55009914c2d0e4d4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Oct 2020 18:01:41 -0700
Subject: [PATCH 4327/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a975a2b3-65d9-49c3-8ef9-258a950afd97

PiperOrigin-RevId: 339784599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9e7cbee2d5..a1a509d1f2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "913cd2b300e6acb99bf6131a66e64ccfb4675324d06756c894fad053fde6813f",
-    git_commit = "f362f072fb8f1e8eaec5ff9690a4542dba9933a5",
+    sha256 = "56e0d4cf3356e33a28988b59750abc182b45baa193722ed0933ee5340cad66f8",
+    git_commit = "2d03c32d6299935ea74083c943c8d727ff50d4c8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 84dfc8b66ff6c1a693766613034ddc3ff044a330 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 29 Oct 2020 22:38:56 -0700
Subject: [PATCH 4328/8103] Add signature name to RPOp.

PiperOrigin-RevId: 339813374
---
 .../kernels/remote_predict_op_kernel.h               |  6 ++++++
 .../kernels/remote_predict_op_kernel_test.cc         |  5 +++--
 .../ops/remote_predict/ops/remote_predict_op.cc      |  3 +++
 .../remote_predict/python/ops/remote_predict_ops.py  | 12 +++++++++---
 4 files changed, 21 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index eadddaa548a..f42f255d790 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -54,6 +54,8 @@ class RemotePredictOp : public AsyncOpKernel {
                                              &max_rpc_deadline_millis_));
     OP_REQUIRES_OK(context, context->GetAttr("fail_op_on_rpc_error",
                                              &fail_op_on_rpc_error_));
+    OP_REQUIRES_OK(context,
+                   context->GetAttr("signature_name", &signature_name_));
     absl::Status prediction_service_status =
         PredictionServiceStubType::Create(target_address, &prediction_service_);
     OP_REQUIRES(context, prediction_service_status.ok(),
@@ -80,6 +82,9 @@ class RemotePredictOp : public AsyncOpKernel {
     PredictRequest* request = new PredictRequest();
 
     request->mutable_model_spec()->set_name(model_name_);
+
+    request->mutable_model_spec()->set_signature_name(signature_name_);
+
     if (model_version_ >= 0) {
       request->mutable_model_spec()->mutable_version()->set_value(
           model_version_);
@@ -179,6 +184,7 @@ class RemotePredictOp : public AsyncOpKernel {
   int64 model_version_;
   bool fail_op_on_rpc_error_;
   int64 max_rpc_deadline_millis_;
+  string signature_name_;
   std::unique_ptr<PredictionServiceStubType> prediction_service_;
 };
 
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 3d51f20de12..9698a22c333 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -90,7 +90,7 @@ ::tensorflow::Status RunRemotePredict(
     const absl::optional<::absl::Duration> deadline = absl::nullopt,
     bool fail_on_rpc_error = true,
     const string& target_address = "target_address",
-    int64 target_model_version = -1) {
+    int64 target_model_version = -1, const string& signature_name = "") {
   const Scope scope = Scope::DisabledShapeInferenceScope();
   // Model_name will decide the result of the RPC.
   auto input_tensor_aliases = ops::Const(
@@ -102,7 +102,8 @@ ::tensorflow::Status RunRemotePredict(
   std::vector<Output> fetch_outputs;
   RemotePredict::Attrs attrs = RemotePredict::Attrs()
                                    .TargetAddress(target_address)
-                                   .ModelName(model_name);
+                                   .ModelName(model_name)
+                                   .SignatureName(signature_name);
 
   if (target_model_version >= 0) {
     attrs = attrs.ModelVersion(target_model_version);
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index a02c33685f8..df8bb5c3dc2 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -25,6 +25,7 @@ REGISTER_OP("TfServingRemotePredict")
     .Attr("model_version: int = -1")
     .Attr("fail_op_on_rpc_error: bool = true")
     .Attr("max_rpc_deadline_millis: int = 30000")
+    .Attr("signature_name: string = 'serving_default'")
     .Input("input_tensor_aliases: string")
     .Input("input_tensors: T")
     .Input("output_tensor_aliases: string")
@@ -83,6 +84,8 @@ fail_op_on_rpc_error: If set true, the Op fails if the rpc fails, and returns
   Set true by default.
 max_rpc_deadline_millis: The rpc deadline for remote predict. The actual
 deadline is min(incoming_rpc_deadline, max_rpc_deadline_millis).
+signature_name: the signature def for remote graph inference, defaulting to 
+"serving_default".
 target_address: Address of the server hosting the remote graph.
 model_name: Model name of the remote TF graph.
 model_version: the target version for the Predict call. When unset, the
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
index c5fd560ced8..59e3541c79c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
@@ -41,7 +41,8 @@ def run(input_tensor_alias,
         model_version=-1,
         max_rpc_deadline_millis=3000,
         output_types=None,
-        name=None):
+        name=None,
+        signature_name='serving_default'):
   """Runs a predict in remote process through rpc.
 
   Args:
@@ -55,6 +56,7 @@ def run(input_tensor_alias,
     max_rpc_deadline_millis: rpc deadline in millis
     output_types: output types for Predict
     name: name for the op in the graph
+    signature_name: the signature def for remote graph inference
 
   Returns:
     output_tensors as a result of the Predict.
@@ -72,6 +74,7 @@ def run(input_tensor_alias,
       model_version=model_version,
       fail_op_on_rpc_error=True,
       max_rpc_deadline_millis=max_rpc_deadline_millis,
+      signature_name=signature_name,
       output_types=output_types,
       name=name))[2]
 
@@ -84,7 +87,8 @@ def run_returning_status(input_tensor_alias,
                          model_version=-1,
                          max_rpc_deadline_millis=3000,
                          output_types=None,
-                         name=None):
+                         name=None,
+                         signature_name='serving_default'):
   """Runs a predict in remote process through rpc.
 
   Args:
@@ -97,7 +101,8 @@ def run_returning_status(input_tensor_alias,
       version available for serving will be targeted.
     max_rpc_deadline_millis: rpc deadline in millis
     output_types: output types for Predict
-    name: name for the op in the graph.
+    name: name for the op in the graph
+    signature_name: the signature def for remote graph inference
 
   Returns:
     status_code, status_error_message and output_tensors.
@@ -115,5 +120,6 @@ def run_returning_status(input_tensor_alias,
       model_version=model_version,
       fail_op_on_rpc_error=False,
       max_rpc_deadline_millis=max_rpc_deadline_millis,
+      signature_name=signature_name,
       output_types=output_types,
       name=name))

From 6a1e7a935f7efad5f988bb3d0da24e04280bcbfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Oct 2020 00:01:45 -0700
Subject: [PATCH 4329/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbd202cb-d2a5-47de-91f2-1beb6e96f480

PiperOrigin-RevId: 339821880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1a509d1f2f..f88171306ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56e0d4cf3356e33a28988b59750abc182b45baa193722ed0933ee5340cad66f8",
-    git_commit = "2d03c32d6299935ea74083c943c8d727ff50d4c8",
+    sha256 = "5260199fddc3c531c66f38e615948dc149df1b700521c3eebd8546dc1ffa380c",
+    git_commit = "5a832a95244e4462a2ae42b7ab26b5a256393242",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a0a9d14322bf30299d0056182952c00d1961bf35 Mon Sep 17 00:00:00 2001
From: gbaned <48215717+gbaned@users.noreply.github.com>
Date: Fri, 30 Oct 2020 17:16:14 +0530
Subject: [PATCH 4330/8103] Update json_tensor.cc

Changed "Excepting" to "Expecting"
---
 tensorflow_serving/util/json_tensor.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index bf394a6aa1a..c067206e2e1 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -670,7 +670,7 @@ Status FillPredictRequestFromJson(
         kPredictRequestInstancesKey, "' keys to exist ");
     }
     if (!itr_instances->value.IsArray()) {
-      return FormatError(doc, "Excepting '",
+      return FormatError(doc, "Expecting '",
         kPredictRequestInstancesKey, "' to be an list/array");
     }
     if (!itr_instances->value.Capacity()) {

From 85acd2d2aaa9e2daf1f11ed5c02a24164103f6d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Oct 2020 06:04:31 -0700
Subject: [PATCH 4331/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee35f2a6-1397-4bfb-a246-7ebcd51cc00c

PiperOrigin-RevId: 339857578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f88171306ac..6bdb8f92c4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5260199fddc3c531c66f38e615948dc149df1b700521c3eebd8546dc1ffa380c",
-    git_commit = "5a832a95244e4462a2ae42b7ab26b5a256393242",
+    sha256 = "490482dab3b076d04e8d197587477bd899720607f2a96e82d2e6759a8aad4845",
+    git_commit = "be084bd7a4dd241eb781fc704f57bcacc5c9b6dd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9c0345833fea51f4f2a141b4f4249488a05f79c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Oct 2020 12:01:30 -0700
Subject: [PATCH 4332/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0abfcf28-d20d-45f1-9022-e378db206b98

PiperOrigin-RevId: 339913839
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bdb8f92c4b..8899eea1d64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "490482dab3b076d04e8d197587477bd899720607f2a96e82d2e6759a8aad4845",
-    git_commit = "be084bd7a4dd241eb781fc704f57bcacc5c9b6dd",
+    sha256 = "f474e57e3394bd738701de6fdad7de5c8d2e782a4ff65824538ee441957874ec",
+    git_commit = "b2d17e7e8657c8b7cb8dfd6556877d589b91535d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9113de22353350443bdd42c5d594ec653e57c0da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Oct 2020 12:41:26 -0700
Subject: [PATCH 4333/8103] When RPC error occurs, the output tensors should
 still get allocated. This is required otherwise all the dependent ops would
 not get executed.

PiperOrigin-RevId: 339921089
---
 .../ops/remote_predict/kernels/remote_predict_op_kernel.h  | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index f42f255d790..fb5c31ae3ee 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -153,8 +153,11 @@ class RemotePredictOp : public AsyncOpKernel {
       } else {
         // Allocate some empty output for the output_tensors.
         for (int i = 0; i < output_tensors_list.size(); ++i) {
-          Tensor output_tensor;
-          output_tensors_list.set(i, output_tensor);
+          Tensor* unused;
+          OP_REQUIRES_OK_ASYNC(
+              context,
+              output_tensors_list.allocate(i, TensorShape({}), &unused),
+              rpc_cleaner.release());
         }
         return;
       }

From 383b1a0bdacbab446b18b684969772b95fabfc51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Oct 2020 18:01:27 -0700
Subject: [PATCH 4334/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7adba31d-a89b-4c1a-8dec-26d7982f1a52

PiperOrigin-RevId: 339971264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8899eea1d64..358af1fd906 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f474e57e3394bd738701de6fdad7de5c8d2e782a4ff65824538ee441957874ec",
-    git_commit = "b2d17e7e8657c8b7cb8dfd6556877d589b91535d",
+    sha256 = "b7aba4640f800942e57406b21e3a37710a43760471e6744df4372f18dfe550ee",
+    git_commit = "3ad80ca351936181ff16a30e932ea1268c001447",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 31547ea3b0d6f0863f2bb61d7c35ed64531fdf57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Oct 2020 00:01:29 -0700
Subject: [PATCH 4335/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb6e50aa-c29a-42b9-946a-09db02c0366e

PiperOrigin-RevId: 339997426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 358af1fd906..578452d7701 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7aba4640f800942e57406b21e3a37710a43760471e6744df4372f18dfe550ee",
-    git_commit = "3ad80ca351936181ff16a30e932ea1268c001447",
+    sha256 = "d1eca1c7344c383750f60056391d2299a684ebccb58b1d4e8febb8e131559ca1",
+    git_commit = "5b76abd4497cd4a121c8f64b8db107f8a1de6388",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 58b10bc7450a41d395788cf425b2d2bca925a1a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Oct 2020 06:01:52 -0700
Subject: [PATCH 4336/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c99afab-f953-42be-9013-bfb0acaebcd3

PiperOrigin-RevId: 340019559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 578452d7701..b7b1fad5672 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1eca1c7344c383750f60056391d2299a684ebccb58b1d4e8febb8e131559ca1",
-    git_commit = "5b76abd4497cd4a121c8f64b8db107f8a1de6388",
+    sha256 = "a84982d220740b97ed74520c4d002ad6430d840a489dbc1b0b062128801ca468",
+    git_commit = "377434ff41473a33f7bedd1c08199d5af1fd33e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ccaea06baa4f237cbb289bd606e8a62968af650b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Oct 2020 12:01:28 -0700
Subject: [PATCH 4337/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07c2289e-c7ca-4db0-a10c-f5685f6537de

PiperOrigin-RevId: 340040365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7b1fad5672..9564feb8505 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a84982d220740b97ed74520c4d002ad6430d840a489dbc1b0b062128801ca468",
-    git_commit = "377434ff41473a33f7bedd1c08199d5af1fd33e9",
+    sha256 = "371f94db4c59819964a82d26ee8e62cabb2c7f1b871a931c93750e399785e2c7",
+    git_commit = "89b078797d237405c0a4396b4fa9c9ecec28db2b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0e54de252adf578a5eae83b99d68b21c6345f86a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Oct 2020 18:01:31 -0700
Subject: [PATCH 4338/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ff941e53-8513-45d4-831e-a02f372a5c4f

PiperOrigin-RevId: 340061508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9564feb8505..1d4935e61b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "371f94db4c59819964a82d26ee8e62cabb2c7f1b871a931c93750e399785e2c7",
-    git_commit = "89b078797d237405c0a4396b4fa9c9ecec28db2b",
+    sha256 = "c422efca6489d9f8ea436a10850765bc1dcbd6b61b39885ec37cbac0cdb32f6e",
+    git_commit = "d3bcfc947d692256c27a3b0486504c8c306ca739",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 499c239883d0b8fcad5564e346575a2bf673e217 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Nov 2020 00:01:24 -0700
Subject: [PATCH 4339/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9712100e-2a0a-4ee4-a548-9cd9b773a772

PiperOrigin-RevId: 340081851
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d4935e61b8..20fb7b8cf69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c422efca6489d9f8ea436a10850765bc1dcbd6b61b39885ec37cbac0cdb32f6e",
-    git_commit = "d3bcfc947d692256c27a3b0486504c8c306ca739",
+    sha256 = "c6565a9fea2fcc208b25792ada8e4946b92cea78c03b2279864b4544c8173b21",
+    git_commit = "6679bc9474d8ba01dbe19a28a553aef308371c57",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6e8fed8ef76900a2d12bba738cd90096593e2a5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Nov 2020 05:01:21 -0800
Subject: [PATCH 4340/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f860e4d5-19cb-4bca-886a-5a7c56f4b38a

PiperOrigin-RevId: 340101575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20fb7b8cf69..edb6f74bd9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6565a9fea2fcc208b25792ada8e4946b92cea78c03b2279864b4544c8173b21",
-    git_commit = "6679bc9474d8ba01dbe19a28a553aef308371c57",
+    sha256 = "1d620a04c89b1f88a2c4e3c2af54b98843424ab931bd23e32961c207db8fca35",
+    git_commit = "898ae24a05ae738a816bca5f20226f8323dc1b21",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2cdc3b8a711a0e46f305f4d0c0f21acc33afe8e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Nov 2020 17:01:29 -0800
Subject: [PATCH 4341/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25c4b93c-01a3-4128-86cf-3f98fa43e2b9

PiperOrigin-RevId: 340145228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edb6f74bd9a..c3e15cf3c92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d620a04c89b1f88a2c4e3c2af54b98843424ab931bd23e32961c207db8fca35",
-    git_commit = "898ae24a05ae738a816bca5f20226f8323dc1b21",
+    sha256 = "4acef44fcefc89185a0c54aa432d31003cce6e86f43cea9766b70e1af1925c2d",
+    git_commit = "b2c3e950580cec60df1fae4382b20624f8977e4f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e941ff982247e8bd725c7440beefc9ee02b0d456 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Nov 2020 23:01:24 -0800
Subject: [PATCH 4342/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3025f20-6b76-4ea9-bf9d-6d122465e42d

PiperOrigin-RevId: 340174087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3e15cf3c92..c8e64cb7308 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4acef44fcefc89185a0c54aa432d31003cce6e86f43cea9766b70e1af1925c2d",
-    git_commit = "b2c3e950580cec60df1fae4382b20624f8977e4f",
+    sha256 = "4ac3de93386f678e3b958404ac71f717828ac9156950151610cf44b5b02c06cd",
+    git_commit = "c40d0d3b4ec76c01d456539f3ea4903246a2a82b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5be29eb5c9088d84310526b73a82b61b972c3ae2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Nov 2020 00:02:02 -0800
Subject: [PATCH 4343/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/991c801e-c899-4787-b775-25184030c6fb

PiperOrigin-RevId: 340179114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8e64cb7308..6fe6ce581fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ac3de93386f678e3b958404ac71f717828ac9156950151610cf44b5b02c06cd",
-    git_commit = "c40d0d3b4ec76c01d456539f3ea4903246a2a82b",
+    sha256 = "7f3906df897712bbede88b35a7508f4304724cb67245971b18c97514e49d330a",
+    git_commit = "c33f9482309289ba457d7f2a1b8f7ea76b8b587b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e1012015e07e9ef75e2c2b68ab87c705d652cdba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Nov 2020 06:01:34 -0800
Subject: [PATCH 4344/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a365cc6-7372-44f3-923a-8f18ea161f4f

PiperOrigin-RevId: 340218264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fe6ce581fe..ade0766a13f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f3906df897712bbede88b35a7508f4304724cb67245971b18c97514e49d330a",
-    git_commit = "c33f9482309289ba457d7f2a1b8f7ea76b8b587b",
+    sha256 = "e6853cac3bafccfd7a5214f67f7f0c0745c1e25f58e6353493065ae104a553dc",
+    git_commit = "67f54bb8925f6a74a029edc09a3429282d418190",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 030fa5a2e3d6f820aa5044df2bf642285e612a85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Nov 2020 12:01:23 -0800
Subject: [PATCH 4345/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91953eb6-7321-4ca5-aadd-6fbff96d1565

PiperOrigin-RevId: 340286235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ade0766a13f..f50d799ba78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6853cac3bafccfd7a5214f67f7f0c0745c1e25f58e6353493065ae104a553dc",
-    git_commit = "67f54bb8925f6a74a029edc09a3429282d418190",
+    sha256 = "90ca95c2717e7af8c2d033e5b8f1819a69cc1b563df6be2e80d514d6776f162d",
+    git_commit = "cb2f5c429168c4e62a3fe2eb5402bd399fb3e9b4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From cfabf2d8ca9540308fbcb995878d31015237e426 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Nov 2020 18:01:28 -0800
Subject: [PATCH 4346/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f692dc6-9093-4b99-8262-ca3f14e0ff1d

PiperOrigin-RevId: 340354383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f50d799ba78..cc4ed21aea7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90ca95c2717e7af8c2d033e5b8f1819a69cc1b563df6be2e80d514d6776f162d",
-    git_commit = "cb2f5c429168c4e62a3fe2eb5402bd399fb3e9b4",
+    sha256 = "f62778aa3b4b5fdfbc0a223027cdb074b4dd08155215572e2494ffde374972c9",
+    git_commit = "5ed3b0fa560b6c5888f2ec1ff76930fe54a13518",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c783ff2fff372075368c89fb91b3077a09ef0490 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Nov 2020 00:02:48 -0800
Subject: [PATCH 4347/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/592a628d-f46c-4020-acc8-74fdb80272c6

PiperOrigin-RevId: 340390602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc4ed21aea7..63d25b4fb25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f62778aa3b4b5fdfbc0a223027cdb074b4dd08155215572e2494ffde374972c9",
-    git_commit = "5ed3b0fa560b6c5888f2ec1ff76930fe54a13518",
+    sha256 = "8cfa4a09f60c814130d77a505f324641d596b2035162e05bf0f406be19707527",
+    git_commit = "cfd834264dbd82a28cb43957fcde5a8d53657aaa",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 39b61784126c42378e5b9c455abb4fec64fd4f80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Nov 2020 06:01:29 -0800
Subject: [PATCH 4348/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0004218a-006a-4d43-bdf5-78af0640a264

PiperOrigin-RevId: 340428684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63d25b4fb25..d9d8c0f82d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cfa4a09f60c814130d77a505f324641d596b2035162e05bf0f406be19707527",
-    git_commit = "cfd834264dbd82a28cb43957fcde5a8d53657aaa",
+    sha256 = "593e88496364798a6201c9f366f8f7d242af1588ded97ddc6d694700d439cab6",
+    git_commit = "218caef97666384211ea9171dc6029ec3ec7bdd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 29729afe1f9363196c808bd41551d21e8fa90a1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Nov 2020 12:01:32 -0800
Subject: [PATCH 4349/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd17c14f-e087-4153-9583-733c751ba45d

PiperOrigin-RevId: 340494886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9d8c0f82d5..ce1a5118587 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "593e88496364798a6201c9f366f8f7d242af1588ded97ddc6d694700d439cab6",
-    git_commit = "218caef97666384211ea9171dc6029ec3ec7bdd6",
+    sha256 = "8b606f34d70c4cd0daef86d3ca71a733c1c0f8920ded88a4879e8c8e8d4fcffc",
+    git_commit = "a1ce93056333b296d02601870fa3bc89e16d6de9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4d0fea053e9fd3a56c775827cd41281275b158de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Nov 2020 18:01:32 -0800
Subject: [PATCH 4350/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1ed7dc8-870b-4c6c-a913-9198be89e20a

PiperOrigin-RevId: 340560950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce1a5118587..cee316cf6b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b606f34d70c4cd0daef86d3ca71a733c1c0f8920ded88a4879e8c8e8d4fcffc",
-    git_commit = "a1ce93056333b296d02601870fa3bc89e16d6de9",
+    sha256 = "44ec299800307b8f3b940599456f7741bcdab103163d59a4cff2ed3413fea69f",
+    git_commit = "508ef034d8b5bf640130b9b2d026a3cf675e97f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 220d6644e083c44bc84d46db9b1095839ecb037d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Nov 2020 00:01:32 -0800
Subject: [PATCH 4351/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50d58bce-ea2b-4a01-bd0e-544edfd981fa

PiperOrigin-RevId: 340595675
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cee316cf6b2..242558b880a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44ec299800307b8f3b940599456f7741bcdab103163d59a4cff2ed3413fea69f",
-    git_commit = "508ef034d8b5bf640130b9b2d026a3cf675e97f6",
+    sha256 = "c2c6af4bf3dc25aec52a07e571954f86241440225029073c8b8d632f128e130e",
+    git_commit = "f65f285b443acbcb926106054c9a85aa374ec7ad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8cabc5a60ebb24cbba6c6b509c707a325a12ebcf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Nov 2020 06:01:29 -0800
Subject: [PATCH 4352/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18966815-836e-4a20-828f-4a1bc88de6cd

PiperOrigin-RevId: 340633586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 242558b880a..f7f7089872f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2c6af4bf3dc25aec52a07e571954f86241440225029073c8b8d632f128e130e",
-    git_commit = "f65f285b443acbcb926106054c9a85aa374ec7ad",
+    sha256 = "5e551bb1a2dd7067977c002445584cbde5d9e58584f553f5d5824d695abba02d",
+    git_commit = "e9586bdec2d510f48315fd9d98fd2593e7c1b341",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 96d36a2c4e034c88c21b6725ca9c91c1aac691e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Nov 2020 12:01:49 -0800
Subject: [PATCH 4353/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31934ccb-c38c-411c-b9f6-689f4e38e72c

PiperOrigin-RevId: 340700335
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7f7089872f..0f6d7397d29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e551bb1a2dd7067977c002445584cbde5d9e58584f553f5d5824d695abba02d",
-    git_commit = "e9586bdec2d510f48315fd9d98fd2593e7c1b341",
+    sha256 = "8f646373351da2f2ff80aaec5d10ec19da40b4f51da3edd0c7f5048b5d0b5c4f",
+    git_commit = "1dcdf0d7ff0d03285fce4abeb9250432746793d8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5fc987e0d29c43a3ae5e4e34c96599b92365da36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Nov 2020 18:01:27 -0800
Subject: [PATCH 4354/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b5e979b-c849-4ac1-9964-6337d572a457

PiperOrigin-RevId: 340761542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f6d7397d29..e4cfa601a4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f646373351da2f2ff80aaec5d10ec19da40b4f51da3edd0c7f5048b5d0b5c4f",
-    git_commit = "1dcdf0d7ff0d03285fce4abeb9250432746793d8",
+    sha256 = "e6265bf4211b1832abe264a45eb46628e9b05505ef9c92d4fe4fc2a06f126ada",
+    git_commit = "14e9addaaae5b4ff94e3b09f3e1ac475eb8f3be3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6a734a29f08319b70e8a041029e1e8244a4d35d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Nov 2020 00:01:52 -0800
Subject: [PATCH 4355/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aac0849a-1fb5-4556-9579-da9919703933

PiperOrigin-RevId: 340796498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4cfa601a4e..ab5a3895132 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6265bf4211b1832abe264a45eb46628e9b05505ef9c92d4fe4fc2a06f126ada",
-    git_commit = "14e9addaaae5b4ff94e3b09f3e1ac475eb8f3be3",
+    sha256 = "bef6dde9fed639b8aba3f36c6cb978036bab376c9ccfc280a392167e826b4a71",
+    git_commit = "cb370e7eb82eb547691b8c5e06f5648ca53e11f9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ff60c5d1d16c3d965d67d805e608c3781369267 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Nov 2020 06:02:45 -0800
Subject: [PATCH 4356/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e18b327-6723-408f-8116-c5201c6a4fd3

PiperOrigin-RevId: 340836600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab5a3895132..0c39c0667c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef6dde9fed639b8aba3f36c6cb978036bab376c9ccfc280a392167e826b4a71",
-    git_commit = "cb370e7eb82eb547691b8c5e06f5648ca53e11f9",
+    sha256 = "c760fc166aff09adeb2fb993466043fbf50365671f1f25316963327d02a9c75f",
+    git_commit = "6d9e0887f6bce8fbeeb430364e520d05350d96d5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be1f09f092d5ef014b927b841cfb4316c66d4a68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Nov 2020 12:01:32 -0800
Subject: [PATCH 4357/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16721164-a3cc-45c1-842d-70cdbf61f538

PiperOrigin-RevId: 340900368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c39c0667c4..967e86f80c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c760fc166aff09adeb2fb993466043fbf50365671f1f25316963327d02a9c75f",
-    git_commit = "6d9e0887f6bce8fbeeb430364e520d05350d96d5",
+    sha256 = "07e8774e77341ba3d4643fa75cc3ce15478b5480c755fc1eae22d399a9fe012d",
+    git_commit = "a1947ce92eb9d2c301dc1863cd89850e6fb8d122",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d6cb97d13b80eaf33a2a62a1efe2e8cabbf796e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Nov 2020 18:01:30 -0800
Subject: [PATCH 4358/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60f6b2a6-27b2-4be7-968c-f4f51593a2a1

PiperOrigin-RevId: 340963115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 967e86f80c6..ac68604dae2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07e8774e77341ba3d4643fa75cc3ce15478b5480c755fc1eae22d399a9fe012d",
-    git_commit = "a1947ce92eb9d2c301dc1863cd89850e6fb8d122",
+    sha256 = "6841107cf4d77e27b074ec3c4ad64a0f2a8c196e53c1e9c34b2fa21e2411e9e8",
+    git_commit = "7540f9ff5ac877ca9bd750d21a8607d4f3008952",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 33a5ba03883cc5f2c9e8d67fc4bb08ff7d04fc20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Nov 2020 00:01:37 -0800
Subject: [PATCH 4359/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/439a1175-a25f-45e0-8b18-fab84d168506

PiperOrigin-RevId: 340999561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac68604dae2..818216e87c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6841107cf4d77e27b074ec3c4ad64a0f2a8c196e53c1e9c34b2fa21e2411e9e8",
-    git_commit = "7540f9ff5ac877ca9bd750d21a8607d4f3008952",
+    sha256 = "ae0e7ffb548db6f354f387f7f7ace92035d7799c79690a23f75774d7372dc99b",
+    git_commit = "b54a2ddf6839d31f9ba65be7e50f0513e397d89d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a6fdb1ccf65f6795a37960da15ba28e5d75fa839 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Nov 2020 06:01:16 -0800
Subject: [PATCH 4360/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e458af30-abfb-4aff-ad24-d0533f94b16c

PiperOrigin-RevId: 341035175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 818216e87c5..7b122ab2e77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae0e7ffb548db6f354f387f7f7ace92035d7799c79690a23f75774d7372dc99b",
-    git_commit = "b54a2ddf6839d31f9ba65be7e50f0513e397d89d",
+    sha256 = "7267d248d0646542da748020ebddcb08d87bab0c1eb1722d6bd46d5e0c9bf72d",
+    git_commit = "1dc3d68cf2f99d7818acc454dfddcfd86d9d994e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 249c40721a4e0d905ba7346ee96333e698eb1f81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Nov 2020 12:01:33 -0800
Subject: [PATCH 4361/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98f47c15-f62b-4c98-9309-2b69fe9666f3

PiperOrigin-RevId: 341092868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b122ab2e77..b58066d0c17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7267d248d0646542da748020ebddcb08d87bab0c1eb1722d6bd46d5e0c9bf72d",
-    git_commit = "1dc3d68cf2f99d7818acc454dfddcfd86d9d994e",
+    sha256 = "01d31fe23054803c6d315c831522915b612046557c68d750ced235a3eb826087",
+    git_commit = "5ab2ad101ebc9cac15a9e80c367eef2d8d0381d4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d3caccffdddfe7a3f7e3f117d3808708f993b71a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Nov 2020 18:01:32 -0800
Subject: [PATCH 4362/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4833038e-0234-4be4-9834-9b313ae8ffd4

PiperOrigin-RevId: 341150844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b58066d0c17..4068720995e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01d31fe23054803c6d315c831522915b612046557c68d750ced235a3eb826087",
-    git_commit = "5ab2ad101ebc9cac15a9e80c367eef2d8d0381d4",
+    sha256 = "60820df37054d8fa74095e726ebc63a2631dcf64a4a08463b6a86d2ed6a648c4",
+    git_commit = "fcb5476957be0eb77a9e1fa6548f156672bb0050",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54776b2effeec7411f5da185f79af2f7f3015489 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Nov 2020 00:01:42 -0800
Subject: [PATCH 4363/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba971750-174d-4dcd-a2f0-d88ba767826f

PiperOrigin-RevId: 341177068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4068720995e..c03e728e5d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60820df37054d8fa74095e726ebc63a2631dcf64a4a08463b6a86d2ed6a648c4",
-    git_commit = "fcb5476957be0eb77a9e1fa6548f156672bb0050",
+    sha256 = "98f31546982aba8c1065fcd2624beee12eee5e682f4173bb537fe7ff27176fe0",
+    git_commit = "73272ab087d9e8fcd0224e25a603fdaedc923431",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73a68f54c77da31a158061a62fb96d5620becab3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Nov 2020 06:01:45 -0800
Subject: [PATCH 4364/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ba5e95b-38f3-4b7d-bdfd-d12bd6074798

PiperOrigin-RevId: 341198095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c03e728e5d1..ab8ffb7470b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98f31546982aba8c1065fcd2624beee12eee5e682f4173bb537fe7ff27176fe0",
-    git_commit = "73272ab087d9e8fcd0224e25a603fdaedc923431",
+    sha256 = "abec3458a2f0087a6db8b3ffd44c93dd0b35b804e3855374c081a0e1df8c4984",
+    git_commit = "92525fe6fc6c0c2e9271e6644171facedcdde02e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 07589060b58635f51c7d85ab9d4a9aaa6d81e40d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Nov 2020 12:01:24 -0800
Subject: [PATCH 4365/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ff08c17f-abe2-4776-bfa8-c7458ecedc3e

PiperOrigin-RevId: 341217698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab8ffb7470b..27664d51384 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abec3458a2f0087a6db8b3ffd44c93dd0b35b804e3855374c081a0e1df8c4984",
-    git_commit = "92525fe6fc6c0c2e9271e6644171facedcdde02e",
+    sha256 = "1fef940f3154116bacb9a01926e2eeb34ca78f9c625a2d069b73bd547efddd0d",
+    git_commit = "5e33e7418e75904be2feffce8f0f1bee19f8f9ad",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 07cf2457d88b3fbe8d3716907a10ceec867cc270 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Nov 2020 18:01:17 -0800
Subject: [PATCH 4366/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d6db4c06-4bc2-4289-890f-eaf9869f2371

PiperOrigin-RevId: 341238126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27664d51384..14d7d74aad0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fef940f3154116bacb9a01926e2eeb34ca78f9c625a2d069b73bd547efddd0d",
-    git_commit = "5e33e7418e75904be2feffce8f0f1bee19f8f9ad",
+    sha256 = "da5ca23e529b815a9d947c5372beaa2b59738bf953f62511aae85bf2c77f5acc",
+    git_commit = "8e2be96fdc388049efe4bdbfa7a92e139ed0f4cb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2338e5a63f8f9ac7930f8910bb3f62045ab3772a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Nov 2020 00:01:27 -0800
Subject: [PATCH 4367/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8c3bba7-e419-4c20-8976-edc75c3cb993

PiperOrigin-RevId: 341257395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14d7d74aad0..b37e918b20e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da5ca23e529b815a9d947c5372beaa2b59738bf953f62511aae85bf2c77f5acc",
-    git_commit = "8e2be96fdc388049efe4bdbfa7a92e139ed0f4cb",
+    sha256 = "6a9908b4962eec9540f568bdadb1e53bbd737f2aba29acaa09fd222c940f8b4f",
+    git_commit = "ec957ef376e0defff194b877102c5177c1168263",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 01d6f9f782e58f1c7836b2dea01a48913d087332 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Nov 2020 06:01:33 -0800
Subject: [PATCH 4368/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cbf92876-6883-4294-ab06-526ef6ca8768

PiperOrigin-RevId: 341278924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b37e918b20e..e457f9b0cf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a9908b4962eec9540f568bdadb1e53bbd737f2aba29acaa09fd222c940f8b4f",
-    git_commit = "ec957ef376e0defff194b877102c5177c1168263",
+    sha256 = "a04d1d388723d5b1b6e54509800279310b97610ab564c3408e2d8ae179733ba7",
+    git_commit = "13736b5adf8daa0c76747e861d3f295c184dcabb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf11635a83b4137d55f525f174ab7d13fb8dc8bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Nov 2020 12:01:38 -0800
Subject: [PATCH 4369/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4df9333b-b11d-442c-bd8b-895b1d98b1b5

PiperOrigin-RevId: 341300490
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e457f9b0cf5..a46e8b12600 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a04d1d388723d5b1b6e54509800279310b97610ab564c3408e2d8ae179733ba7",
-    git_commit = "13736b5adf8daa0c76747e861d3f295c184dcabb",
+    sha256 = "0827a5c69b28a71332a64afaf8cb7f1589cf4214fb0fb07cdcf5b6a3b599b496",
+    git_commit = "97a396ac4b52e681395bc3f8ea5e3519e6290e5d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 418e244466fd8370a0463bea42f0c468533a361d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Nov 2020 18:01:33 -0800
Subject: [PATCH 4370/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b6ff8b9-6865-40cd-b7f0-19aff43805da

PiperOrigin-RevId: 341321602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a46e8b12600..c62115b9e22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0827a5c69b28a71332a64afaf8cb7f1589cf4214fb0fb07cdcf5b6a3b599b496",
-    git_commit = "97a396ac4b52e681395bc3f8ea5e3519e6290e5d",
+    sha256 = "bd62c29264939438a4fdc923760db69400b776daa0ca6fb107bf7a50505b647a",
+    git_commit = "0126b15fb9d0372f743636f0645c13ce110a14da",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b86d214da22a2329f2b85119fda88c7257fbdfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Nov 2020 00:01:55 -0800
Subject: [PATCH 4371/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18e32e5b-4372-4b36-b5c1-b3a5ed0da9b7

PiperOrigin-RevId: 341350384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c62115b9e22..d42d2b89d85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd62c29264939438a4fdc923760db69400b776daa0ca6fb107bf7a50505b647a",
-    git_commit = "0126b15fb9d0372f743636f0645c13ce110a14da",
+    sha256 = "af0e5cf65a96f9a26dfeeb0784ec72a2d777063f335f6f16b8e125546c5a8073",
+    git_commit = "c914621376d1b2105daf7f77a330fd85c02540bc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 004c8e4e53897d98e3ef518133b0b76bdbff408f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Nov 2020 06:01:29 -0800
Subject: [PATCH 4372/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c29027a-3f9a-4b93-b904-b5e72e2c9f78

PiperOrigin-RevId: 341390134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d42d2b89d85..4c15a2af3a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af0e5cf65a96f9a26dfeeb0784ec72a2d777063f335f6f16b8e125546c5a8073",
-    git_commit = "c914621376d1b2105daf7f77a330fd85c02540bc",
+    sha256 = "a6dc7abc871b04eed6300aed86820b5fffe829955f237b707b42259ee7d9c7be",
+    git_commit = "cd24d4b3458896432e57e3d82888260f69d29ac6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fb18c33323ca999e5ff917850fb0da072c36dd58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Nov 2020 12:01:32 -0800
Subject: [PATCH 4373/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8e352bc-bae9-492d-9682-3b7077311271

PiperOrigin-RevId: 341455978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c15a2af3a7..637da35a9f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6dc7abc871b04eed6300aed86820b5fffe829955f237b707b42259ee7d9c7be",
-    git_commit = "cd24d4b3458896432e57e3d82888260f69d29ac6",
+    sha256 = "df332b5f174d9e759dbbad95d6fbdebe4d64d95cf547abdd0b7e1fea4398760c",
+    git_commit = "55a311cb735689a431c6aa9a6c765c5c5c034ede",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a53f4a8e390f0b7da1fce2760af9167cd88c41c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Nov 2020 18:01:55 -0800
Subject: [PATCH 4374/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/265bb860-fb74-4b8b-8bf6-eafeddfcc5ed

PiperOrigin-RevId: 341523681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 637da35a9f8..a8e0951133c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df332b5f174d9e759dbbad95d6fbdebe4d64d95cf547abdd0b7e1fea4398760c",
-    git_commit = "55a311cb735689a431c6aa9a6c765c5c5c034ede",
+    sha256 = "aab5b7797d7fe3334746b73caffc9e185863ebf56f9651cedfa5065448547302",
+    git_commit = "30b69242f8b64ebe7d30057dd6adcd519ea0ed9f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 64372d0ed3bd4eae3a4c97312cae3d777921a22a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Nov 2020 00:01:33 -0800
Subject: [PATCH 4375/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3389582-03a2-4a35-ad0a-174580e408da

PiperOrigin-RevId: 341563775
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8e0951133c..46074c9de11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aab5b7797d7fe3334746b73caffc9e185863ebf56f9651cedfa5065448547302",
-    git_commit = "30b69242f8b64ebe7d30057dd6adcd519ea0ed9f",
+    sha256 = "2aac6c2802dbf9a878c45b252ea9dba1906d7f1c78530c2a953be388da686409",
+    git_commit = "f2c163919f51657ec0684bf415b3821af1afdc4f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From af665627b8152d4c62d207a97c6e712cb2e9a120 Mon Sep 17 00:00:00 2001
From: Terry Heo <terryheo@google.com>
Date: Tue, 10 Nov 2020 01:54:31 -0800
Subject: [PATCH 4376/8103] Fix BM_MobileNet benchmark

Update input type and name for MobileNet benchmark.

PiperOrigin-RevId: 341576645
---
 .../servables/tensorflow/tflite_session_test.cc             | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 57390110b18..ca41f4658d3 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -499,14 +499,14 @@ void BM_MobileNet(benchmark::State& state) {
         TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
     session = sess.release();
   }
-  std::vector<int8> x_data(1 * 224 * 224 * 3, 1);
-  Tensor x = test::AsTensor<int8>(x_data, TensorShape({1, 224, 224, 3}));
+  std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);
+  Tensor x = test::AsTensor<uint8>(x_data, TensorShape({1, 224, 224, 3}));
   std::vector<Tensor> outputs;
   testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run(
-        {{"x:0", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
+        {{"input", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
   }
 }
 BENCHMARK(BM_MobileNet)->ThreadRange(1, 64);

From 779e5240b9c4f404211023704594d25f9801de35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Nov 2020 06:01:44 -0800
Subject: [PATCH 4377/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/159dc82d-b80e-4db2-9e05-b3b04ada870e

PiperOrigin-RevId: 341603487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46074c9de11..ac981e14e4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2aac6c2802dbf9a878c45b252ea9dba1906d7f1c78530c2a953be388da686409",
-    git_commit = "f2c163919f51657ec0684bf415b3821af1afdc4f",
+    sha256 = "8a107a1ac536832fe007bb1cae37a081528406a137f4bd2bf46ef157df91bb24",
+    git_commit = "2c05a4a796a853f92df819b61792720df0859a38",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f4bdbfc399c039678a7f3dc9c395ac846a533df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Nov 2020 12:01:32 -0800
Subject: [PATCH 4378/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/819bb2f5-1a22-465b-9875-befb97a32e46

PiperOrigin-RevId: 341668314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac981e14e4a..a5ac354dd1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a107a1ac536832fe007bb1cae37a081528406a137f4bd2bf46ef157df91bb24",
-    git_commit = "2c05a4a796a853f92df819b61792720df0859a38",
+    sha256 = "6259891b1eea49203df71f0b2f165f0d03e0da8ce27162a46df573a1e088b90c",
+    git_commit = "ad95899595cba5d6bc3e4936340b62ed7b7cea58",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 77d42bd450e093236f069c25213728c9fda258c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Nov 2020 18:01:28 -0800
Subject: [PATCH 4379/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e9c8ef0-1687-4fbf-bbc4-30059de26008

PiperOrigin-RevId: 341736240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5ac354dd1a..16d8c42a70b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6259891b1eea49203df71f0b2f165f0d03e0da8ce27162a46df573a1e088b90c",
-    git_commit = "ad95899595cba5d6bc3e4936340b62ed7b7cea58",
+    sha256 = "bff4e1304c847d782090350a4146665154e56d946a714dc7e99fb1547a052c5a",
+    git_commit = "658b303f1756bc97e3faf4eb4a7b6d94ad121078",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6f25d83fbcdc10c62d4b255bdb7cefb8d2139d3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Nov 2020 00:01:48 -0800
Subject: [PATCH 4380/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c7f85c2-6866-441f-a145-cebbd654a726

PiperOrigin-RevId: 341774563
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16d8c42a70b..57bdbdfcc31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bff4e1304c847d782090350a4146665154e56d946a714dc7e99fb1547a052c5a",
-    git_commit = "658b303f1756bc97e3faf4eb4a7b6d94ad121078",
+    sha256 = "b8733a0bccf5aaf4df555219e4a14c0ca58132d9d64701608c0d3ed7758324dc",
+    git_commit = "ee9115e96ee708344cbaeb80c46a3fd6481b532b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d50054efb36a520622a45e5a5c577230513253ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Nov 2020 06:01:42 -0800
Subject: [PATCH 4381/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fa16ad1-2ccf-4356-8b21-19054a83a685

PiperOrigin-RevId: 341814876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57bdbdfcc31..116ba9fea26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8733a0bccf5aaf4df555219e4a14c0ca58132d9d64701608c0d3ed7758324dc",
-    git_commit = "ee9115e96ee708344cbaeb80c46a3fd6481b532b",
+    sha256 = "209bbf68d89ae1a4d47b37e8918bf86f65bef007641203466ffee71feef27b40",
+    git_commit = "e7a139356239c05dcbade7d118e7d22b1a81873e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4660936b5a6153394a6d683fb1619b0732510869 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Nov 2020 12:01:29 -0800
Subject: [PATCH 4382/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1171fbc0-3885-494c-a6b5-d5be521bdaa4

PiperOrigin-RevId: 341880161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 116ba9fea26..6e3498206b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "209bbf68d89ae1a4d47b37e8918bf86f65bef007641203466ffee71feef27b40",
-    git_commit = "e7a139356239c05dcbade7d118e7d22b1a81873e",
+    sha256 = "b9bcb8f035a43820fc7e75fd91b4c508d93daf51066a0aa23a0ba7e4c9e96c4e",
+    git_commit = "2de245e6eeb292083d8c43f85fac74957d8c24b4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c027e379e1a091e992ea9c63b142138f97a74ff3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Nov 2020 18:01:25 -0800
Subject: [PATCH 4383/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1897b994-c993-4ef6-bb22-6acf2a902108

PiperOrigin-RevId: 341949684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e3498206b9..60847ef89af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9bcb8f035a43820fc7e75fd91b4c508d93daf51066a0aa23a0ba7e4c9e96c4e",
-    git_commit = "2de245e6eeb292083d8c43f85fac74957d8c24b4",
+    sha256 = "f1a87bfcbb4b2557a03557f698527a44144fdf8a496e73a9c1f4c2712903bb94",
+    git_commit = "7ac4c1f85e3013e1e18197c251a879c9f90f9e15",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c4d430906aad17d0db9cef945c79596be3ef0029 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 00:01:43 -0800
Subject: [PATCH 4384/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5cd942d-b26f-46db-9075-d35f504f003f

PiperOrigin-RevId: 341990556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60847ef89af..6ebe5a63ad1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1a87bfcbb4b2557a03557f698527a44144fdf8a496e73a9c1f4c2712903bb94",
-    git_commit = "7ac4c1f85e3013e1e18197c251a879c9f90f9e15",
+    sha256 = "85e0fc9c94bd14eaf0950048e39f9370573656e0b8a1631add681811a47647af",
+    git_commit = "4fee5e9fa5a6efe1180f9c3e108083ecf9fae93a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f3c5f21b130e385cd3376c9540a01aaca2936e78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 06:01:37 -0800
Subject: [PATCH 4385/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea8b1bf0-aeb2-44ce-9087-2ff5e851d4b0

PiperOrigin-RevId: 342031857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ebe5a63ad1..583f5d30f62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85e0fc9c94bd14eaf0950048e39f9370573656e0b8a1631add681811a47647af",
-    git_commit = "4fee5e9fa5a6efe1180f9c3e108083ecf9fae93a",
+    sha256 = "77803cac7408ef0246585f1b04a736a7f37584c2e568977bcdb1c59b24a80ea2",
+    git_commit = "bd41392156fb955bafc859e1ca6333c037559afd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1009eb0e6bdae2e35dbfb9f4ad7270e74705e2e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 08:55:26 -0800
Subject: [PATCH 4386/8103] Add JSPB BUILD targets for inference and example
 proto files.

PiperOrigin-RevId: 342058009
---
 tensorflow_serving/apis/BUILD | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index e2fd7a675b2..f7b32aac83e 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,9 +1,6 @@
 # Description: Tensorflow Serving APIs.
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library")
-load("//tensorflow_serving:serving.bzl", "serving_tensorflow_proto_dep")
+load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
 package(
@@ -336,6 +333,11 @@ tf_pyclif_proto_library(
     proto_srcfile = "inference.proto",
 )
 
+tf_jspb_proto_library(
+    name = "inference_jspb_proto",
+    deps = [":inference_proto"],
+)
+
 serving_proto_library(
     name = "regression_proto",
     srcs = ["regression.proto"],

From 9a1423a8e7f6962ba524e680dabf32115e9844d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 12:01:26 -0800
Subject: [PATCH 4387/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52c17270-2c4c-44a4-b9de-026d7fbb1e8a

PiperOrigin-RevId: 342099908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 583f5d30f62..0eb9d0af91b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77803cac7408ef0246585f1b04a736a7f37584c2e568977bcdb1c59b24a80ea2",
-    git_commit = "bd41392156fb955bafc859e1ca6333c037559afd",
+    sha256 = "ed530753ce17316eb67cf63eb6363fc7d0704920996954203764361f938c66d7",
+    git_commit = "68f4b8463799601f33f9cc3bb77e2551eaa7c878",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a05d5245e6a9132444c7b2cf989f58ceb08527f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 12:09:09 -0800
Subject: [PATCH 4388/8103] Internal Change.

PiperOrigin-RevId: 342102165
---
 tensorflow_serving/model_servers/BUILD | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9f04eafec83..f7de17e0251 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -17,7 +17,10 @@ licenses(["notice"])  # Apache 2.0
 # vanilla TensorFlow ModelServer without any other modifications. Exclusively
 # for adding custom TensorFlow ops. Does not grant access to private headers
 # or other implementation details.
-package_group(name = "tensorflow_model_server_custom_op_clients")
+package_group(
+    name = "tensorflow_model_server_custom_op_clients",
+    packages = ["//cloud/ai/documentai/..."],
+)
 
 package_group(
     name = "testing",

From 2de23c8084e5fc15e47c2a6c7ac3fb45f21a569e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Nov 2020 18:01:44 -0800
Subject: [PATCH 4389/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a10ff63b-8705-4de8-8c73-cb75a071f33c

PiperOrigin-RevId: 342171743
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0eb9d0af91b..08b06bb512b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed530753ce17316eb67cf63eb6363fc7d0704920996954203764361f938c66d7",
-    git_commit = "68f4b8463799601f33f9cc3bb77e2551eaa7c878",
+    sha256 = "98bf7250805eb3a254051269a6355ee79d177c353288142507926b67765b72c0",
+    git_commit = "ded40f9b8f2b99f683d3919a55f93ee4ae5de808",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a2c020ae64e982f1c3170985c6aeaea9208a75af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Nov 2020 00:02:17 -0800
Subject: [PATCH 4390/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4100684c-d19f-4c30-9336-495c399266b0

PiperOrigin-RevId: 342210283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08b06bb512b..ed5f8521db8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98bf7250805eb3a254051269a6355ee79d177c353288142507926b67765b72c0",
-    git_commit = "ded40f9b8f2b99f683d3919a55f93ee4ae5de808",
+    sha256 = "f3d2dd71fbcf280bad89a6bb57a2674b3f9b5a7565c28ce64e99b0dfb8cedcbf",
+    git_commit = "4dcf6a4ccd6e4f83ef9cf3c6b14ec1b9d48ee9b0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5b0c111988568a0ba655531453f941f471727264 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Nov 2020 06:01:25 -0800
Subject: [PATCH 4391/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cfe68b56-3186-485a-ae69-8b986a4f873b

PiperOrigin-RevId: 342247881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed5f8521db8..f84a15a1d40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3d2dd71fbcf280bad89a6bb57a2674b3f9b5a7565c28ce64e99b0dfb8cedcbf",
-    git_commit = "4dcf6a4ccd6e4f83ef9cf3c6b14ec1b9d48ee9b0",
+    sha256 = "e58c7416c0062aedd04be89a093312a49d5162307ffd2e705c4a8b0e7620100d",
+    git_commit = "8a1bb87da5b8dcec1d7f0bf8baa43565c095830e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e11635160a9fa448cddb814bd16fbf84ceb5b93d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Nov 2020 12:01:33 -0800
Subject: [PATCH 4392/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f398e163-f992-4032-92df-6eca2ef1b586

PiperOrigin-RevId: 342310149
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f84a15a1d40..19b63afdd8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e58c7416c0062aedd04be89a093312a49d5162307ffd2e705c4a8b0e7620100d",
-    git_commit = "8a1bb87da5b8dcec1d7f0bf8baa43565c095830e",
+    sha256 = "74b0b26d6ad1cc13633c768e8ac80d2616ca632b0f3b93b77ca3f3d2718e9d75",
+    git_commit = "691a4e830f15a30c961a7106e4d3f1645315f04f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 54caae58eebbcc272e36e4d166e0684f95e42140 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Nov 2020 00:01:45 -0800
Subject: [PATCH 4393/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d59e8350-448c-4a03-831c-4bb6c592becc

PiperOrigin-RevId: 342398684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19b63afdd8d..51a8062882e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74b0b26d6ad1cc13633c768e8ac80d2616ca632b0f3b93b77ca3f3d2718e9d75",
-    git_commit = "691a4e830f15a30c961a7106e4d3f1645315f04f",
+    sha256 = "e198f5795a8d80dfdcc9d73ea685aea5bd2429981636e2af48bf11da527d2ee1",
+    git_commit = "befea92a3d74a010791eb845267f03c54315d660",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bf546df976e7b120f51c9d982386293823331b58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Nov 2020 06:01:38 -0800
Subject: [PATCH 4394/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d649d11-d1d4-4a6a-b24c-7e78d7278c8c

PiperOrigin-RevId: 342419500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51a8062882e..9d2d34ba219 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e198f5795a8d80dfdcc9d73ea685aea5bd2429981636e2af48bf11da527d2ee1",
-    git_commit = "befea92a3d74a010791eb845267f03c54315d660",
+    sha256 = "1fd831317ff5d0dbc169d0339a9138233b7d58a65cc0a262be96c028c80d688f",
+    git_commit = "ce7fa94553f651d6fdc0a652de26a157cf9a0ad7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2faafb0bb8adf8eebb5a20aa61621b1075f6ed09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Nov 2020 12:01:25 -0800
Subject: [PATCH 4395/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b943061-b6d0-4140-b7c2-93ef757fdca6

PiperOrigin-RevId: 342440425
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d2d34ba219..26e6c1f5930 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fd831317ff5d0dbc169d0339a9138233b7d58a65cc0a262be96c028c80d688f",
-    git_commit = "ce7fa94553f651d6fdc0a652de26a157cf9a0ad7",
+    sha256 = "4c30283897358776184b0ab1f21c35c61b3e67a75f9d1508da9349d2cba7868b",
+    git_commit = "2894fd21c01a020c45dd928b12a74f8c6f17f653",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fb03f7d537fbad62733cf1c0fa6a7fe9c4ce4b49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Nov 2020 18:01:25 -0800
Subject: [PATCH 4396/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a44dc591-cf23-40f6-b8fd-9131123d07c7

PiperOrigin-RevId: 342462497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26e6c1f5930..64b6b20fc78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c30283897358776184b0ab1f21c35c61b3e67a75f9d1508da9349d2cba7868b",
-    git_commit = "2894fd21c01a020c45dd928b12a74f8c6f17f653",
+    sha256 = "3ea960210d0e48fa6646071a70d73aedfe08b03fb858a019cef053821578ac10",
+    git_commit = "cdd740738d09d96574885a8838d0e1015759337a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1705bddc453c8a7212906db4c8dc37e21253860b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Nov 2020 06:01:31 -0800
Subject: [PATCH 4397/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1444b0c0-65c4-44a2-99a8-4895f920a893

PiperOrigin-RevId: 342505133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64b6b20fc78..7a74fc9ea77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ea960210d0e48fa6646071a70d73aedfe08b03fb858a019cef053821578ac10",
-    git_commit = "cdd740738d09d96574885a8838d0e1015759337a",
+    sha256 = "978287622c6f53eb87ab908523615ddf63bf7dadd2818c00b9e96fd5faa4fa70",
+    git_commit = "ce0d0a458c87c8c3c541d56bfbea85455e4c7003",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a5bfd8b557e3fc0154b7ae9af1580dcdf5f4e14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Nov 2020 18:01:18 -0800
Subject: [PATCH 4398/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfabca23-c087-451f-bde6-cefc5376d3ba

PiperOrigin-RevId: 342549581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a74fc9ea77..a0300b46d90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "978287622c6f53eb87ab908523615ddf63bf7dadd2818c00b9e96fd5faa4fa70",
-    git_commit = "ce0d0a458c87c8c3c541d56bfbea85455e4c7003",
+    sha256 = "758197f1b464f600f024f6358c26181c7b4139c3ce13b521be3870fc8b28886b",
+    git_commit = "fa25e04b1f5eaad6b7cb771cc6035d535466c516",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 27899a257902bd78266bc7e23d4831e8a7d9c33a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Nov 2020 06:01:34 -0800
Subject: [PATCH 4399/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb98bb59-1ead-4a78-af39-0da122cda878

PiperOrigin-RevId: 342619404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0300b46d90..bd1dc39d30f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "758197f1b464f600f024f6358c26181c7b4139c3ce13b521be3870fc8b28886b",
-    git_commit = "fa25e04b1f5eaad6b7cb771cc6035d535466c516",
+    sha256 = "f291b229fe4ae31eacf011d39bcb034223305cadcaf6b5af2c1da319748e86c0",
+    git_commit = "6468a1d17ae43c161e836bd3d1af081e8e44ef0d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 772cd9d4e82deb0b6a97e5919bee980a1fb4ae7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Nov 2020 12:01:26 -0800
Subject: [PATCH 4400/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5152e9ef-405c-4f55-88f4-744edd5d3322

PiperOrigin-RevId: 342688369
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd1dc39d30f..45d36811a0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f291b229fe4ae31eacf011d39bcb034223305cadcaf6b5af2c1da319748e86c0",
-    git_commit = "6468a1d17ae43c161e836bd3d1af081e8e44ef0d",
+    sha256 = "ba30bd799a638bfcd0cbb9b70f9f7456e66ad1f456f8dd402d2a0a4bfbe14987",
+    git_commit = "ce25634e3ec6c79c89645e4c52b004eabb869cb8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 06714a533b617c57131c093e4397c392a31087e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Nov 2020 18:01:45 -0800
Subject: [PATCH 4401/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d4dee36e-aa86-45cd-8ef9-af5dfe5edd5b

PiperOrigin-RevId: 342761887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45d36811a0c..4f877cc5117 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba30bd799a638bfcd0cbb9b70f9f7456e66ad1f456f8dd402d2a0a4bfbe14987",
-    git_commit = "ce25634e3ec6c79c89645e4c52b004eabb869cb8",
+    sha256 = "06f06de2a52b5a25251dc8a54d40cfeb4f1cf633a861550fbc0114702425db31",
+    git_commit = "d652afc0d8c354c06059630af17492168e3858ef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bff26c71a38aef5956344e4641ff3cd33e8f3872 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Nov 2020 00:01:22 -0800
Subject: [PATCH 4402/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd657314-2676-4500-97d6-5bd64ebb9423

PiperOrigin-RevId: 342804798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f877cc5117..4460b87aaf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06f06de2a52b5a25251dc8a54d40cfeb4f1cf633a861550fbc0114702425db31",
-    git_commit = "d652afc0d8c354c06059630af17492168e3858ef",
+    sha256 = "cf1f5fe1d6942d37c551c79713c322eae00223fddfd94d4bee31d23c70e4b412",
+    git_commit = "10bad819448edb1c8378d765a55bcd13b2213015",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c06d3fadb5dda928b5c5fe819176a57738833a57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Nov 2020 06:01:30 -0800
Subject: [PATCH 4403/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94280170-4d98-49b7-976e-6b78ad61e1d0

PiperOrigin-RevId: 342846656
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4460b87aaf7..b6440dc7e38 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf1f5fe1d6942d37c551c79713c322eae00223fddfd94d4bee31d23c70e4b412",
-    git_commit = "10bad819448edb1c8378d765a55bcd13b2213015",
+    sha256 = "4ba32785380c1fc8d7a042615ea03b951b36b11cd8e8b979a700c8fc932c943d",
+    git_commit = "df86a9308a1112a8fd6cd8369a24ec84fa6cd125",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3884187cb9253bb9baa240b2009cfc6d4847b9f9 Mon Sep 17 00:00:00 2001
From: Frederic Rechtenstein <frec@google.com>
Date: Tue, 17 Nov 2020 08:37:56 -0800
Subject: [PATCH 4404/8103] Fall back to legacy TFLite tensor naming when
 parsing signature defs in TFLiteSession.

The previous behaviour always used the legacy tensor naming (striped :<index> suffix), which may cause issues with models converted with the new converter. This change makes TFLiteSession try to fall back to legacy naming only when a signature def references an unknown tensor.

PiperOrigin-RevId: 342869797
---
 tensorflow_serving/servables/tensorflow/BUILD |   2 +
 .../servables/tensorflow/tflite_session.cc    |  61 +++++---
 .../tensorflow/tflite_session_test.cc         | 146 ++++++++++++++++--
 3 files changed, 179 insertions(+), 30 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index e9a4cdbc700..ef4c54ccd4d 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -368,11 +368,13 @@ cc_test(
     data = [
         "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
     ],
     deps = [
         ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf",
         "@flatbuffers",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index b8548a31e8e..a1467cdb195 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -73,14 +73,32 @@ Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
   return Status::OK();
 }
 
-std::string CanonicalTfLiteTensorName(const string& tf_name) {
+std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
   // TF variable names have ':0' suffix, early versions of the TF Lite converter
-  // used to strip this suffix. Enforce this behavior for compatibility.
+  // used to strip this suffix.
   std::pair<absl::string_view, absl::string_view> name_index =
       absl::StrSplit(tf_name, absl::MaxSplits(':', 1));
   return std::string(name_index.first);
 }
 
+// Checks that an input/output tensor actually exists. If not, attempts to
+// update the tensor name with legacy TFLite tensor naming.
+Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
+                           string& tensor_name) {
+  if (tensor_name_map.find(tensor_name) != tensor_name_map.end()) {
+    return Status::OK();
+  }
+
+  // Try to update with the legacy tflite tensor name.
+  const string& legacy_tflite_name = TfToTfLiteLegacyTensorName(tensor_name);
+  if (tensor_name_map.find(legacy_tflite_name) != tensor_name_map.end()) {
+    tensor_name = legacy_tflite_name;
+    return Status::OK();
+  }
+
+  return errors::Internal("Unknown tensor '", tensor_name, "'.");
+}
+
 Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
                                 TensorInfo* info) {
   DataType tf_type;
@@ -244,11 +262,11 @@ Status TfLiteSession::Create(string&& buffer,
   std::map<string, int> input_tensor_to_index;
   std::map<string, int> output_tensor_to_index;
   for (const auto& info : inputs) {
-    const string& tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+    const string& tflite_tensor_name = info.first;
     input_tensor_to_index[tflite_tensor_name] = info.second.second;
   }
   for (const auto& info : outputs) {
-    const string& tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+    const string& tflite_tensor_name = info.first;
     output_tensor_to_index[tflite_tensor_name] = info.second.second;
   }
 
@@ -265,17 +283,25 @@ Status TfLiteSession::Create(string&& buffer,
 
   signatures->clear();
   if (has_lite_signature_def) {
-    // Ensure that canonical TFLite tensor names are used in signature defs
+    // Check that input/output tensors in the signature defs refer to existing
+    // tensors.
+    // If not found, try to match with legacy TFLite name (without suffix).
     for (const auto& signature_item : signature_defs) {
       SignatureDef* tflite_signature = &(*signatures)[signature_item.first];
       tflite_signature->CopyFrom(signature_item.second);
       for (auto& input : *tflite_signature->mutable_inputs()) {
         TensorInfo* tensor_info = &input.second;
-        tensor_info->set_name(CanonicalTfLiteTensorName(tensor_info->name()));
+        TF_RETURN_WITH_CONTEXT_IF_ERROR(
+            FixTfLiteTensorName(input_tensor_to_index,
+                                *tensor_info->mutable_name()),
+            "Signature input ", input.first, " references an unknown tensor");
       }
       for (auto& output : *tflite_signature->mutable_outputs()) {
         TensorInfo* tensor_info = &output.second;
-        tensor_info->set_name(CanonicalTfLiteTensorName(tensor_info->name()));
+        TF_RETURN_WITH_CONTEXT_IF_ERROR(
+            FixTfLiteTensorName(output_tensor_to_index,
+                                *tensor_info->mutable_name()),
+            "Signature output ", output.first, " references an unknown tensor");
       }
     }
   } else {
@@ -284,11 +310,11 @@ Status TfLiteSession::Create(string&& buffer,
     LOG(WARNING) << "No signature def found in TFLite model. Generating one.";
     SignatureDef* sigdef = &(*signatures)[kDefaultServingSignatureDefKey];
     for (const auto& info : inputs) {
-      string tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+      string tflite_tensor_name = TfToTfLiteLegacyTensorName(info.first);
       (*sigdef->mutable_inputs())[tflite_tensor_name] = info.second.first;
     }
     for (const auto& info : outputs) {
-      string tflite_tensor_name = CanonicalTfLiteTensorName(info.first);
+      string tflite_tensor_name = TfToTfLiteLegacyTensorName(info.first);
       (*sigdef->mutable_outputs())[tflite_tensor_name] = info.second.first;
     }
     sigdef->set_method_name(kPredictMethodName);
@@ -342,10 +368,10 @@ Status TfLiteSession::Run(
   // happen in-parallel.
   absl::MutexLock lock(&mutex_);
   for (const auto& input : inputs) {
-    const string& name = CanonicalTfLiteTensorName(input.first);
-    if (input_tensor_to_index_.find(name) == input_tensor_to_index_.end()) {
-      return errors::InvalidArgument("Missing input TFLite tensor: ", name);
-    }
+    string name = input.first;
+    TF_RETURN_WITH_CONTEXT_IF_ERROR(
+        FixTfLiteTensorName(input_tensor_to_index_, name),
+        "Missing input TFLite tensor: ", name);
     const int index = input_tensor_to_index_.at(name);
     TF_RETURN_IF_ERROR(FillTfLiteTensorFromInput(name, input.second,
                                                  interpreter_.get(), index));
@@ -356,11 +382,10 @@ Status TfLiteSession::Run(
   }
 
   outputs->clear();
-  for (const auto& tfname : output_tensor_names) {
-    const string& name = CanonicalTfLiteTensorName(tfname);
-    if (output_tensor_to_index_.find(name) == output_tensor_to_index_.end()) {
-      return errors::InvalidArgument("Missing output TFLite tensor: ", name);
-    }
+  for (string name : output_tensor_names) {
+    TF_RETURN_WITH_CONTEXT_IF_ERROR(
+        FixTfLiteTensorName(output_tensor_to_index_, name),
+        "Missing output TFLite tensor: ", name);
     const int index = output_tensor_to_index_.at(name);
     auto* tflite_tensor = interpreter_->tensor(index);
     if (tflite_tensor == nullptr) {
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index ca41f4658d3..387721421eb 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/protobuf.h"
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -44,12 +45,17 @@ namespace {
 
 using ::testing::_;
 using ::testing::Pair;
+using ::testing::SizeIs;
 using ::testing::UnorderedElementsAre;
 
 constexpr char kTestModel[] =
     "/servables/tensorflow/testdata/saved_model_half_plus_two_tflite/00000123/"
     "model.tflite";
 
+constexpr char kTestModelWithSigdef[] =
+    "/servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_tflite_with_sigdef/00000123/model.tflite";
+
 constexpr char kMobileNetModel[] =
     "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
     "model.tflite";
@@ -110,6 +116,69 @@ TEST(TfLiteSession, BasicTest) {
   }
 }
 
+TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
+  // A model converted with TF v1 converter, having a signature def.
+  // The signature def references an input tensor named "tflite_input:0", but
+  // the converter striped the tensor name to "tflite_input".
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
+                                test_util::TestSrcDirPath(kTestModelWithSigdef),
+                                &model_bytes));
+
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+  EXPECT_EQ(signatures.size(), 1);
+  EXPECT_EQ(signatures.begin()->first, "serving_default");
+  // While, in the model, the tensor name of input "x" is "tflite_input:0". in
+  // the output signature the name must have falled back to "tflite_input".
+  EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
+                inputs {
+                  key: "x"
+                  value {
+                    name: "tflite_input"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                outputs {
+                  key: "y"
+                  value {
+                    name: "y"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                method_name: "tensorflow/serving/predict"
+              )"));
+
+  Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
+  {
+    // Use TF Lite tensor names.
+    std::vector<Tensor> outputs;
+    TF_EXPECT_OK(session->Run({{"tflite_input", input}}, {"y"}, {}, &outputs));
+    ASSERT_EQ(outputs.size(), 1);
+    test::ExpectTensorEqual<float>(
+        outputs[0], test::AsTensor<float>({2.5, 3, 3.5}, TensorShape({3})));
+  }
+  {
+    // Use TF tensor names (with `:0` suffix).
+    std::vector<Tensor> outputs;
+    TF_EXPECT_OK(
+        session->Run({{"tflite_input:0", input}}, {"y:0"}, {}, &outputs));
+    ASSERT_EQ(outputs.size(), 1);
+    test::ExpectTensorEqual<float>(
+        outputs[0], test::AsTensor<float>({2.5, 3, 3.5}, TensorShape({3})));
+  }
+}
+
 constexpr char kTestModelInputList[] = "list";
 constexpr char kTestModelInputShape[] = "shape";
 constexpr char kTestModelOutput[] = "output";
@@ -146,16 +215,9 @@ tensorflow::DataType ToTfTensorType(tflite::TensorType tflite_type) {
   }
 }
 
-// Returns a serialized FlatBuffer tflite model.
-//
-// The model has two inputs (kTestModelInputList|Shape) and one output
-// kTestModelOutput. The output is list that is reshaped to shape via
-// tf.reshape operator.
-//
-// Elements of list are expected to be of `tensor_type` type. `use_flex_op`
-// sets up the model to use the `Reshape` *flex* op as opposed to using the
-// builtin `Reshape` op from TF Lite.
-string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
+string BuildTestModel(tflite::TensorType tensor_type,
+                      const string& input1_tensor_name,
+                      const string& input2_tensor_name, bool use_flex_op,
                       std::map<string, SignatureDef>* signature_def_map) {
   std::vector<int32_t> inputs;
   std::vector<int32_t> outputs;
@@ -169,14 +231,14 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
   inputs.push_back(tensors.size());
   tensors.push_back(CreateTensor(builder, builder.CreateVector<int>({1}),
                                  tensor_type, /*buffer=*/0,
-                                 builder.CreateString(kTestModelInputList),
+                                 builder.CreateString(input1_tensor_name),
                                  /*quantization=*/0, /*is_variable=*/false));
 
   // Input shape: 1D tensor for shape.
   inputs.push_back(tensors.size());
   tensors.push_back(CreateTensor(builder, builder.CreateVector<int>({1}),
                                  tflite::TensorType_INT32, /*buffer=*/0,
-                                 builder.CreateString(kTestModelInputShape),
+                                 builder.CreateString(input2_tensor_name),
                                  /*quantization=*/0, /*is_variable=*/false));
 
   // Output: Reshaped list to shape.
@@ -247,6 +309,21 @@ string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
                 builder.GetSize());
 }
 
+// Returns a serialized FlatBuffer tflite model.
+//
+// The model has two inputs (kTestModelInputList|Shape) and one output
+// kTestModelOutput. The output is list that is reshaped to shape via
+// tf.reshape operator.
+//
+// Elements of list are expected to be of `tensor_type` type. `use_flex_op`
+// sets up the model to use the `Reshape` *flex* op as opposed to using the
+// builtin `Reshape` op from TF Lite.
+string BuildTestModel(tflite::TensorType tensor_type, bool use_flex_op,
+                      std::map<string, SignatureDef>* signature_def_map) {
+  return BuildTestModel(tensor_type, kTestModelInputList, kTestModelInputShape,
+                        use_flex_op, signature_def_map);
+}
+
 TEST(TfLiteSession, ProcessStrings) {
   auto model_signature_def_map = GetTestSignatureDefMap();
   string model_bytes =
@@ -395,6 +472,51 @@ TEST(TfLiteSession, MultipleSignatureDef) {
   EXPECT_EQ(result_signature2.method_name(), kClassifyMethodName);
 }
 
+TEST(TfLiteSession, SignatureDefWithCommonTensorPrefix) {
+  // Attempts to normalize behaviors of different TFLite converter versions
+  // (which at one point striped the :<index> suffix from tensor names),
+  // must not create name collisions when signatures have tensors with the same
+  // prefix.
+  SignatureDef signature;
+  protobuf::TextFormat::ParseFromString(R"(
+          inputs {
+            key: "x0"
+            value {
+              name: "myTensor:0"
+              dtype: DT_FLOAT
+              tensor_shape { dim { size: 1 } }
+            }
+          }
+          inputs {
+            key: "x1"
+            value {
+              name: "myTensor:1"
+              dtype: DT_FLOAT
+              tensor_shape { dim { size: 1 } }
+            }
+          }
+          method_name: "tensorflow/serving/predict"
+        )",
+                                        &signature);
+  std::map<string, SignatureDef> signature_def_map = {
+      {kDefaultServingSignatureDefKey, signature}};
+  string model_bytes =
+      BuildTestModel(tflite::TensorType_STRING, "myTensor:0", "myTensor:1",
+                     /*use_flex_op=*/false, &signature_def_map);
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+
+  // Inputs must still be processed as two different tensors.
+  auto outputSigdef = signatures[kDefaultServingSignatureDefKey];
+  std::set<string> tensorNamesSet;
+  for (const auto& input : outputSigdef.inputs()) {
+    tensorNamesSet.insert(input.second.name());
+  }
+  EXPECT_THAT(tensorNamesSet, SizeIs(2));
+}
+
 TEST(TfLiteSession, SimpleSignatureDefAndRun) {
   auto model_signature_def_map = GetTestSignatureDefMap();
   string model_bytes =

From d1c7e6d938590eac60720e2b0df5187fc57f28ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Nov 2020 12:01:25 -0800
Subject: [PATCH 4405/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63771c7c-33a9-4ed7-a222-48dc383c9611

PiperOrigin-RevId: 342914722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6440dc7e38..e3c2688b926 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ba32785380c1fc8d7a042615ea03b951b36b11cd8e8b979a700c8fc932c943d",
-    git_commit = "df86a9308a1112a8fd6cd8369a24ec84fa6cd125",
+    sha256 = "6cd1fccb302449526cd21900038310c044ec3c1284ee3eae7e3f27e1b21f3656",
+    git_commit = "05d8bfb1bbc62b7d34f84a7a8a29b5c525651d15",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7623909e92e0d3db6a1f440324394b02252f4210 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Nov 2020 18:01:30 -0800
Subject: [PATCH 4406/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58e785f6-0031-46b5-acd1-3009f9871339

PiperOrigin-RevId: 342986038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3c2688b926..43d2c025493 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6cd1fccb302449526cd21900038310c044ec3c1284ee3eae7e3f27e1b21f3656",
-    git_commit = "05d8bfb1bbc62b7d34f84a7a8a29b5c525651d15",
+    sha256 = "56362e0177533a4dfc1c1ad5cdaaf838a0c972593d40e1374295ee28ca3a38ef",
+    git_commit = "2fbed3b58ed13a9040667a2b174fda1b014db743",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fb55098ff766b00e96bcdeb1bae35b1a3704a606 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Nov 2020 00:01:31 -0800
Subject: [PATCH 4407/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91a5dd5d-85e6-458e-88fa-e299824f9254

PiperOrigin-RevId: 343024525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43d2c025493..145261adbc4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56362e0177533a4dfc1c1ad5cdaaf838a0c972593d40e1374295ee28ca3a38ef",
-    git_commit = "2fbed3b58ed13a9040667a2b174fda1b014db743",
+    sha256 = "7f69e9be0b41deb90862c274270e930afa6f8aa30179510719755b6a7e73f3b1",
+    git_commit = "0510b26aa56012a6a51aefd21a27b8874d07d39e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c734de2f05da73ea8b6ae92527ab81e5220e301c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Nov 2020 06:01:31 -0800
Subject: [PATCH 4408/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db972e13-45f6-41aa-a888-a3e089b620d9

PiperOrigin-RevId: 343064069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 145261adbc4..f5bd14dc2b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f69e9be0b41deb90862c274270e930afa6f8aa30179510719755b6a7e73f3b1",
-    git_commit = "0510b26aa56012a6a51aefd21a27b8874d07d39e",
+    sha256 = "47a4154cfa6f30987f2b32e6366a5627f1375f536112406c5299668d32a48f40",
+    git_commit = "6c14b7605a3e4544f964e92fffe220fd9cdaa6b6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 64741397709a936ddc6bfb507a4cac3b374693da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Nov 2020 12:01:15 -0800
Subject: [PATCH 4409/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93bae16f-873a-4393-af10-4897ea167364

PiperOrigin-RevId: 343126969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5bd14dc2b4..492c3d62dfc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47a4154cfa6f30987f2b32e6366a5627f1375f536112406c5299668d32a48f40",
-    git_commit = "6c14b7605a3e4544f964e92fffe220fd9cdaa6b6",
+    sha256 = "2e216e1906712fb43738d55388cdcd710e9325dc8df4e703df6d40b358608518",
+    git_commit = "856698be1fe9c624310fbcc131c002b15b3d0b12",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 81477b780ea5ac4c66fdd97b236d595cdbf80138 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Nov 2020 18:01:35 -0800
Subject: [PATCH 4410/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c23e1462-21b5-4908-b10b-e7d6b327acc4

PiperOrigin-RevId: 343195910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 492c3d62dfc..b79db8cc070 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e216e1906712fb43738d55388cdcd710e9325dc8df4e703df6d40b358608518",
-    git_commit = "856698be1fe9c624310fbcc131c002b15b3d0b12",
+    sha256 = "ec807fa17bcfdc558663887be9b86276f7989b2e9f5b80fa10547f948ab179c8",
+    git_commit = "acdb07d156b6c653151c452d486dee7736189f28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d9efa43a77e609260614d9633a3ee7c4cc3e2843 Mon Sep 17 00:00:00 2001
From: Terry Heo <terryheo@google.com>
Date: Wed, 18 Nov 2020 20:39:58 -0800
Subject: [PATCH 4411/8103] Add TfLiteInterpreterPool to make concurrent use of
 TfliteSession better

For TfliteSession, the number of interpreters in a pool can be configured by
"num_tflite_interpreters" parameter.
By default, it will have NumSchedulableCPUs().

PiperOrigin-RevId: 343213489
---
 tensorflow_serving/model_servers/main.cc      |  6 ++
 tensorflow_serving/model_servers/server.cc    |  2 +
 tensorflow_serving/model_servers/server.h     |  1 +
 tensorflow_serving/servables/tensorflow/BUILD | 11 ++-
 .../tensorflow/saved_model_bundle_factory.cc  | 12 +--
 .../tensorflow/session_bundle_config.proto    |  5 ++
 .../tensorflow/tflite_interpreter_pool.cc     | 89 +++++++++++++++++++
 .../tensorflow/tflite_interpreter_pool.h      | 78 ++++++++++++++++
 .../servables/tensorflow/tflite_session.cc    | 61 ++++++-------
 .../servables/tensorflow/tflite_session.h     | 16 ++--
 .../tensorflow/tflite_session_main.cc         |  2 +-
 .../tensorflow/tflite_session_test.cc         | 41 ++++++---
 12 files changed, 264 insertions(+), 60 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 72071a7f1d8..721f16f88dc 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -195,6 +195,12 @@ int main(int argc, char** argv) {
                        "model from `saved_model.pb` file. "
                        "If no TensorFlow Lite model found, fallback to "
                        "TensorFlow model."),
+      tensorflow::Flag(
+          "num_tflite_interpreters", &options.num_tflite_interpreters,
+          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
+          "in an interpreter pool of TfLiteSession. Typically there is one "
+          "TfLiteSession for each TF Lite model that is loaded. If not "
+          "set, will be auto set based on number of CPUs."),
       tensorflow::Flag(
           "enable_signature_method_name_check",
           &options.enable_signature_method_name_check,
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index b16aca7ca24..0a922adf840 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -273,6 +273,8 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.remove_unused_fields_from_bundle_metagraph);
     session_bundle_config.set_prefer_tflite_model(
         server_options.prefer_tflite_model);
+    session_bundle_config.set_num_tflite_interpreters(
+        server_options.num_tflite_interpreters);
     options.platform_config_map =
         CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 762cfebe6a6..bf2da51dbec 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -85,6 +85,7 @@ class Server {
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool prefer_tflite_model = false;
+    tensorflow::int32 num_tflite_interpreters = port::NumSchedulableCPUs();
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index ef4c54ccd4d..6c608fbc3a7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -342,8 +342,14 @@ cc_test(
 
 cc_library(
     name = "tflite_session_lib",
-    srcs = ["tflite_session.cc"],
-    hdrs = ["tflite_session.h"],
+    srcs = [
+        "tflite_interpreter_pool.cc",
+        "tflite_session.cc",
+    ],
+    hdrs = [
+        "tflite_interpreter_pool.h",
+        "tflite_session.h",
+    ],
     deps = [
         ":serving_session",
         "@com_google_absl//absl/base:core_headers",
@@ -374,6 +380,7 @@ cc_test(
         ":tflite_session_lib",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/flags:flag",
         "@com_google_protobuf//:protobuf",
         "@flatbuffers",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 4d4ad342029..9ed3153c836 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -63,7 +63,8 @@ Status ParseFixedInputTensors(
 // TODO(b/140959776): Move this upstream alongside `kSavedModelFilenamePb`.
 const char kTfLiteModelFilename[] = "model.tflite";
 
-Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle) {
+Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
+                       int num_interpreters) {
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
@@ -79,9 +80,9 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle) {
   TF_RETURN_IF_ERROR(file->Read(0, size, &sv, &model_bytes[0]));
 
   std::unique_ptr<TfLiteSession> tflite_session;
-  TF_RETURN_IF_ERROR(
-      TfLiteSession::Create(std::move(model_bytes), &tflite_session,
-                            bundle->meta_graph_def.mutable_signature_def()));
+  TF_RETURN_IF_ERROR(TfLiteSession::Create(
+      std::move(model_bytes), &tflite_session,
+      bundle->meta_graph_def.mutable_signature_def(), num_interpreters));
   bundle->session = std::move(tflite_session);
   return Status::OK();
 }
@@ -145,7 +146,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   }();
 
   if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
-    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get()));
+    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get(),
+                                       config_.num_tflite_interpreters()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 2ebf4830ad8..e6fdae3df10 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -93,6 +93,11 @@ message SessionBundleConfig {
 
   // Tries to use infra validation result to estimate resource usage.
   bool resource_estimation_uses_validation_result = 784;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Number of TFLite interpreters in an interpreter pool of TfLiteSession.
+  int32 num_tflite_interpreters = 785;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
new file mode 100644
index 00000000000..29ad4fb5a03
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -0,0 +1,89 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
+
+#include <memory>
+#include <vector>
+
+#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
+#include "tensorflow/lite/kernels/register.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+    const tflite::FlatBufferModel& model, int num_interpreters,
+    std::unique_ptr<TfLiteInterpreterPool>& pool) {
+  // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  // TODO(b/165643512): Remove adding Hashtable to resolver by default.
+  tflite::ops::custom::AddHashtableOps(&resolver);
+  num_interpreters = std::max(num_interpreters, 1);
+
+  std::vector<std::unique_ptr<tflite::Interpreter>> interpreters;
+  interpreters.reserve(num_interpreters);
+  for (int i = 0; i < num_interpreters; i++) {
+    std::unique_ptr<tflite::Interpreter> interpreter;
+    if (tflite::InterpreterBuilder(model, resolver)(&interpreter) !=
+        kTfLiteOk) {
+      return errors::Internal(
+          "Failed to create a TFLite interpreter with the given model");
+    }
+    if (interpreter->AllocateTensors() != kTfLiteOk) {
+      return errors::Internal("Failed to allocate tensors");
+    }
+    interpreters.push_back(std::move(interpreter));
+  }
+
+  pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
+  return Status::OK();
+}
+
+TfLiteInterpreterPool::TfLiteInterpreterPool(
+    std::vector<std::unique_ptr<tflite::Interpreter>> interpreters)
+    : interpreters_(std::move(interpreters)) {
+  auto num_interpreters = interpreters_.size();
+  available_.reserve(num_interpreters);
+  for (int i = 0; i < num_interpreters; i++) {
+    available_.push_back(interpreters_[i].get());
+  }
+}
+
+std::unique_ptr<TfLiteInterpreterWrapper>
+TfLiteInterpreterPool::GetInterpreter() {
+  auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
+    return !this->available_.empty();
+  };
+  mutex_.LockWhen(absl::Condition(&interpreter_available));
+
+  tflite::Interpreter* interpreter = available_.back();
+  available_.pop_back();
+  mutex_.Unlock();
+  auto interpreter_wrapper =
+      std::make_unique<TfLiteInterpreterWrapper>(interpreter, this);
+  return interpreter_wrapper;
+}
+
+void TfLiteInterpreterPool::ReturnInterpreter(
+    tflite::Interpreter* interpreter) {
+  absl::MutexLock l(&mutex_);
+  available_.push_back(interpreter);
+}
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
new file mode 100644
index 00000000000..c18a138ec55
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -0,0 +1,78 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_INTERPRETER_POOL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_INTERPRETER_POOL_H_
+
+#include <map>
+#include <vector>
+
+#include "absl/base/thread_annotations.h"
+#include "absl/synchronization/mutex.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/lite/model.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+class TfLiteInterpreterWrapper;
+
+// A TFLite interpreter pool to maintain pre-created tflite::Interpreter
+// objects. This class is thread-safe.
+class TfLiteInterpreterPool {
+ public:
+  // Create an interpreter pool with the given TFLite model and number of
+  // interpreters. The model must outlive the returned pool instance.
+  static Status CreateTfLiteInterpreterPool(
+      const tflite::FlatBufferModel& model, int num_interpreters,
+      std::unique_ptr<TfLiteInterpreterPool>& pool);
+  // Returns a TFLite interpreter wrapper object. Caller may *block* waiting for
+  // a free interpreter to be available.
+  std::unique_ptr<TfLiteInterpreterWrapper> GetInterpreter();
+
+ private:
+  TfLiteInterpreterPool(
+      std::vector<std::unique_ptr<tflite::Interpreter>> interpreters);
+  void ReturnInterpreter(tflite::Interpreter* interpreter);
+  mutable absl::Mutex mutex_;
+  // A vector to maintain pointers of available interpreters
+  std::vector<tflite::Interpreter*> available_ ABSL_GUARDED_BY(mutex_);
+  const std::vector<std::unique_ptr<tflite::Interpreter>> interpreters_;
+
+  friend TfLiteInterpreterWrapper;
+};
+
+// A TFLite interpreter wrapper class which automatically returns used
+// interpreter object to TfLiteInterpreterPool.
+class TfLiteInterpreterWrapper {
+ public:
+  TfLiteInterpreterWrapper(tflite::Interpreter* interpreter,
+                           TfLiteInterpreterPool* pool)
+      : interpreter_(interpreter), pool_(pool) {}
+
+  ~TfLiteInterpreterWrapper() { pool_->ReturnInterpreter(interpreter_); }
+  tflite::Interpreter* Get() { return interpreter_; }
+
+ private:
+  tflite::Interpreter* const interpreter_;
+  TfLiteInterpreterPool* const pool_;
+};
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFLITE_INTERPRETER_POOL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index a1467cdb195..26590ea98c9 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -15,17 +15,18 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
+#include <memory>
 #include <string>
 #include <utility>
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
+#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
 namespace tensorflow {
 namespace serving {
@@ -112,13 +113,13 @@ Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
   return Status::OK();
 }
 
-Status GetTensorInfoMap(const tflite::Interpreter& interpreter, bool input,
+Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
                         TensorInfoMap* infomap) {
   const std::vector<int>& indices =
-      input ? interpreter.inputs() : interpreter.outputs();
+      input ? interpreter->inputs() : interpreter->outputs();
   const string& input_str = input ? "Input" : "Output";
   for (int index : indices) {
-    const TfLiteTensor* tensor = interpreter.tensor(index);
+    const TfLiteTensor* tensor = interpreter->tensor(index);
     if (tensor->name == nullptr) {
       return errors::Internal(input_str,
                               " name missing for tensor index: ", index);
@@ -234,29 +235,25 @@ Status AppendTfLiteToTfTensorList(const TfLiteTensor* tflite_tensor,
 
 Status TfLiteSession::Create(string&& buffer,
                              std::unique_ptr<TfLiteSession>* tflite_session,
-                             ::google::protobuf::Map<string, SignatureDef>* signatures) {
+                             ::google::protobuf::Map<string, SignatureDef>* signatures,
+                             int num_interpreters) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
-  // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
-  tflite::ops::builtin::BuiltinOpResolver resolver;
-  // TODO(b/165643512): Remove adding Hashtable to resolver by default.
-  tflite::ops::custom::AddHashtableOps(&resolver);
-  std::unique_ptr<tflite::Interpreter> interpreter;
-  if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
-    return errors::Internal("Cannot build Interpreter from buffer.");
-  }
-  if (interpreter->AllocateTensors() != kTfLiteOk) {
-    return errors::Internal("Cannot allocator tensors in Interpreter.");
-  }
+  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
+  TF_RETURN_IF_ERROR(
+      internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+          *model, num_interpreters, interpreter_pool));
+  auto interpreter_wrapper = interpreter_pool->GetInterpreter();
+  const tflite::Interpreter* interpreter = interpreter_wrapper->Get();
 
   TensorInfoMap inputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(*interpreter, true, &inputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, true, &inputs));
   TensorInfoMap outputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(*interpreter, false, &outputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, false, &outputs));
 
   // Map of TFLite tensor name -> tensor index
   std::map<string, int> input_tensor_to_index;
@@ -322,20 +319,20 @@ Status TfLiteSession::Create(string&& buffer,
 
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
-      std::move(buffer), std::move(model), std::move(interpreter)));
+      std::move(buffer), std::move(model), std::move(interpreter_pool)));
   return Status::OK();
 }
 
-TfLiteSession::TfLiteSession(std::map<string, int>&& input_tensor_to_index,
-                             std::map<string, int>&& output_tensor_to_index,
-                             string&& buffer,
-                             std::unique_ptr<tflite::FlatBufferModel> model,
-                             std::unique_ptr<tflite::Interpreter> interpreter)
+TfLiteSession::TfLiteSession(
+    std::map<string, int>&& input_tensor_to_index,
+    std::map<string, int>&& output_tensor_to_index, string&& buffer,
+    std::unique_ptr<tflite::FlatBufferModel> model,
+    std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool)
     : input_tensor_to_index_(std::move(input_tensor_to_index)),
       output_tensor_to_index_(std::move(output_tensor_to_index)),
       model_serialized_bytes_(std::move(buffer)),
       model_(std::move(model)),
-      interpreter_(std::move(interpreter)) {}
+      interpreter_pool_(std::move(interpreter_pool)) {}
 
 Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
                           const std::vector<string>& output_tensor_names,
@@ -363,21 +360,19 @@ Status TfLiteSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
     const thread::ThreadPoolOptions& thread_pool_options) {
-  // TODO(b/140959776): Remove serialized Run() calls, and support
-  // multi-threaded execution -- allowing multiple Run() calls to
-  // happen in-parallel.
-  absl::MutexLock lock(&mutex_);
+  auto interpreter_wrapper = interpreter_pool_->GetInterpreter();
+  tflite::Interpreter* interpreter = interpreter_wrapper->Get();
   for (const auto& input : inputs) {
     string name = input.first;
     TF_RETURN_WITH_CONTEXT_IF_ERROR(
         FixTfLiteTensorName(input_tensor_to_index_, name),
         "Missing input TFLite tensor: ", name);
     const int index = input_tensor_to_index_.at(name);
-    TF_RETURN_IF_ERROR(FillTfLiteTensorFromInput(name, input.second,
-                                                 interpreter_.get(), index));
+    TF_RETURN_IF_ERROR(
+        FillTfLiteTensorFromInput(name, input.second, interpreter, index));
   }
 
-  if (interpreter_->Invoke() != kTfLiteOk) {
+  if (interpreter->Invoke() != kTfLiteOk) {
     return errors::Internal("Failed to run interpreter.");
   }
 
@@ -387,7 +382,7 @@ Status TfLiteSession::Run(
         FixTfLiteTensorName(output_tensor_to_index_, name),
         "Missing output TFLite tensor: ", name);
     const int index = output_tensor_to_index_.at(name);
-    auto* tflite_tensor = interpreter_->tensor(index);
+    auto* tflite_tensor = interpreter->tensor(index);
     if (tflite_tensor == nullptr) {
       return errors::InvalidArgument(
           "Failed to get output TFLite tensor: ", name, " at index: ", index);
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 7801c841c24..368fc3a228e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/lite/interpreter.h"
 #include "tensorflow/lite/model.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
+#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
 namespace tensorflow {
 namespace serving {
@@ -43,7 +44,8 @@ class TfLiteSession : public ServingSession {
   // input/outputs to the model.
   static Status Create(string&& buffer,
                        std::unique_ptr<TfLiteSession>* tflite_session,
-                       ::google::protobuf::Map<string, SignatureDef>* signatures);
+                       ::google::protobuf::Map<string, SignatureDef>* signatures,
+                       int num_interpreters);
 
   ~TfLiteSession() override = default;
 
@@ -68,17 +70,17 @@ class TfLiteSession : public ServingSession {
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
-  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
-                std::map<string, int>&& output_tensor_to_index, string&& buffer,
-                std::unique_ptr<tflite::FlatBufferModel> model,
-                std::unique_ptr<tflite::Interpreter> interpreter);
+  TfLiteSession(
+      std::map<string, int>&& input_tensor_to_index,
+      std::map<string, int>&& output_tensor_to_index, string&& buffer,
+      std::unique_ptr<tflite::FlatBufferModel> model,
+      std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool);
 
   const std::map<string, int> input_tensor_to_index_;
   const std::map<string, int> output_tensor_to_index_;
   const string model_serialized_bytes_;
   const std::unique_ptr<tflite::FlatBufferModel> model_;
-  mutable absl::Mutex mutex_;
-  std::unique_ptr<tflite::Interpreter> interpreter_ ABSL_GUARDED_BY(mutex_);
+  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index e9114c6c77e..09dcb943529 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -45,7 +45,7 @@ int main(int argc, char** argv) {
   ::google::protobuf::Map<std::string, tensorflow::SignatureDef> signatures;
   std::unique_ptr<tensorflow::serving::TfLiteSession> session;
   status = tensorflow::serving::TfLiteSession::Create(std::move(model_bytes),
-                                                      &session, &signatures);
+                                                      &session, &signatures, 1);
   if (!status.ok()) {
     std::cerr << "ERROR: Failed to create TF Lite session with error: "
               << status << std::endl;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 387721421eb..89f552092fc 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/flags/flag.h"
 #include "flatbuffers/flexbuffers.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/attr_value.pb.h"
@@ -39,6 +40,10 @@ limitations under the License.
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
+ABSL_FLAG(int, num_tflite_interpreters, 1,
+          "Number of TFLite interpreters "
+          "in an interpreter pool of a TfLiteSession.");
+
 namespace tensorflow {
 namespace serving {
 namespace {
@@ -69,7 +74,8 @@ TEST(TfLiteSession, BasicTest) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
@@ -128,7 +134,8 @@ TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   // While, in the model, the tensor name of input "x" is "tflite_input:0". in
@@ -332,7 +339,8 @@ TEST(TfLiteSession, ProcessStrings) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -354,7 +362,8 @@ TEST(TfLiteSession, ProcessStringsFlex) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -376,7 +385,8 @@ TEST(TfLiteSession, ThreadPoolOptions) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -415,7 +425,8 @@ TEST(TfLiteSession, SimpleSignatureDef) {
 
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   ASSERT_THAT(signatures,
               UnorderedElementsAre(Pair(kDefaultServingSignatureDefKey, _)));
@@ -454,7 +465,8 @@ TEST(TfLiteSession, MultipleSignatureDef) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   ASSERT_THAT(signatures, UnorderedElementsAre(Pair(kSignatureKey1, _),
                                                Pair(kSignatureKey2, _)));
@@ -506,7 +518,8 @@ TEST(TfLiteSession, SignatureDefWithCommonTensorPrefix) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   // Inputs must still be processed as two different tensors.
   auto outputSigdef = signatures[kDefaultServingSignatureDefKey];
@@ -525,7 +538,8 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
   TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures));
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   auto sigdef = signatures[kDefaultServingSignatureDefKey];
   ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
@@ -561,7 +575,8 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
@@ -595,7 +610,8 @@ void BM_HalfPlusTwo(benchmark::State& state) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
@@ -618,7 +634,8 @@ void BM_MobileNet(benchmark::State& state) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures));
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);

From 854e7bee81062975009336b9c7b8a2d13edef4ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Nov 2020 00:01:31 -0800
Subject: [PATCH 4412/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2bdcea34-bcb5-4d16-b4bf-fe687e0c8b2c

PiperOrigin-RevId: 343234891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b79db8cc070..d9d0f87b1b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec807fa17bcfdc558663887be9b86276f7989b2e9f5b80fa10547f948ab179c8",
-    git_commit = "acdb07d156b6c653151c452d486dee7736189f28",
+    sha256 = "ba03fb5ae9c1faf7a8800864ea00062358969f96531564410a3f922c9d2ce5b0",
+    git_commit = "b46fa00aa4256914240cb154b910bebfaf1693d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0abcac560293a40bc4249c24b3de22d6e5c6d3c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Nov 2020 18:01:18 -0800
Subject: [PATCH 4413/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd92aba9-f3a1-4bb8-af04-6456b2cc2875

PiperOrigin-RevId: 343407282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9d0f87b1b0..9c8bfd2ec84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba03fb5ae9c1faf7a8800864ea00062358969f96531564410a3f922c9d2ce5b0",
-    git_commit = "b46fa00aa4256914240cb154b910bebfaf1693d6",
+    sha256 = "d4b0b270c9084704b981e2e244dd452bcdbd6e0f09f2980d0a5d7f3b3a6c64ba",
+    git_commit = "819eb34070c856a7f2881f5d14183dfa5c5c2375",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a4d30ea696e9168e32597cc6e0ad5f380865782 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Nov 2020 00:02:58 -0800
Subject: [PATCH 4414/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/accaa882-772b-416c-84c2-6a8648c6eb38

PiperOrigin-RevId: 343444810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c8bfd2ec84..34976b0c6d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4b0b270c9084704b981e2e244dd452bcdbd6e0f09f2980d0a5d7f3b3a6c64ba",
-    git_commit = "819eb34070c856a7f2881f5d14183dfa5c5c2375",
+    sha256 = "17e492dc24a3ac4e4e3db31a5fed865b1ea4d71b5ca9e3d84c9723c81148f124",
+    git_commit = "a0ef7441a42accf1125c16fe82bb792e0d150188",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d2f8f4d8067ae355e71cda98482f63fa2d6767c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Nov 2020 06:01:28 -0800
Subject: [PATCH 4415/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58005705-d857-4428-95be-e493943520a4

PiperOrigin-RevId: 343478910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34976b0c6d8..51ea3639720 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17e492dc24a3ac4e4e3db31a5fed865b1ea4d71b5ca9e3d84c9723c81148f124",
-    git_commit = "a0ef7441a42accf1125c16fe82bb792e0d150188",
+    sha256 = "df618f17a378743f5d6089528e874d67ebe06180b69110c6b8f96970c97fc81c",
+    git_commit = "361dbf884e95115a0b7c20462eca00ae1a3a06e7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b6810971dad0401b5457f4aa7b6eb6c22e7e5f13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Nov 2020 12:01:34 -0800
Subject: [PATCH 4416/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4f4f2a8-34f2-4d37-ad94-ebc1ecb9fbd1

PiperOrigin-RevId: 343537397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51ea3639720..e5d721a7235 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df618f17a378743f5d6089528e874d67ebe06180b69110c6b8f96970c97fc81c",
-    git_commit = "361dbf884e95115a0b7c20462eca00ae1a3a06e7",
+    sha256 = "a7b2b6cf5eb19ed02e1a450bc164dfd516d3d818c47de4461409d68d65bf3f21",
+    git_commit = "cbadb3c5ce486b9733bc408ed8b587593882ea10",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2b276fc328e47c51e5c1d14d0e64ba2009773eca Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Fri, 20 Nov 2020 14:11:14 -0800
Subject: [PATCH 4417/8103] Adds LICENSE file to tensorflow-serving-api python
 package.

It is recommended to include LICENSE file in the package.[1] But tensorflow-serving-api doesn't have one in it.

We need LICENSE file and recent versions of `wheel` will automatically pickup LICENSE file in local directory.

[1] https://packaging.python.org/tutorials/packaging-projects/#creating-a-license

PiperOrigin-RevId: 343562364
---
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index f4b94939ed5..efd9b2b4e64 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -72,10 +72,8 @@ function main() {
 
   echo "Adding package setup files"
   cp ${PIP_SRC_DIR}/setup.py "${TMPDIR}"
-  cp LICENSE "${TMPDIR}"
 
   pushd "${TMPDIR}"
-  python3 -m pip install --upgrade wheel -q
   echo $(date) : "=== Building wheel (CPU)"
   python3 setup.py bdist_wheel --universal \
     --project_name tensorflow-serving-api # >/dev/null

From f4a2dce77eb6b9a55c1e10bea2cbf9b3c4d7b331 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Nov 2020 18:01:19 -0800
Subject: [PATCH 4418/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f89572c-09b8-4991-abe7-7224ccc35a54

PiperOrigin-RevId: 343599226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5d721a7235..974a01f7242 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7b2b6cf5eb19ed02e1a450bc164dfd516d3d818c47de4461409d68d65bf3f21",
-    git_commit = "cbadb3c5ce486b9733bc408ed8b587593882ea10",
+    sha256 = "82a352b3a95bbf6a3fc5f0e387fe5a285acf390a7cc9a5a9a5087f1a400d0476",
+    git_commit = "b9322e1891b902e676aaa7d2057cdc5aee4197de",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a97ad4b71d8304a234c4dd37033d517330862a22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Nov 2020 00:01:25 -0800
Subject: [PATCH 4419/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a14a8888-3ba7-4f1b-a6ed-fd38439b8304

PiperOrigin-RevId: 343624717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 974a01f7242..7c4ce6d05b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82a352b3a95bbf6a3fc5f0e387fe5a285acf390a7cc9a5a9a5087f1a400d0476",
-    git_commit = "b9322e1891b902e676aaa7d2057cdc5aee4197de",
+    sha256 = "1d78176af2f267f7674b4471905f6eaf16c7eda451c8b5142bda4371fab30fd0",
+    git_commit = "fc01ffb782e8bf703e2be918509071ff1a77521a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8de01758662e1e23b49a1ac422d41e27ef88d70a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Nov 2020 06:01:29 -0800
Subject: [PATCH 4420/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f379c55a-1405-448b-8687-f27c3d642f58

PiperOrigin-RevId: 343646300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c4ce6d05b4..26b56c5ff70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d78176af2f267f7674b4471905f6eaf16c7eda451c8b5142bda4371fab30fd0",
-    git_commit = "fc01ffb782e8bf703e2be918509071ff1a77521a",
+    sha256 = "f5e23d763f19e0d0770555be8d7039bf3992b6ee6be72ea9d733ef7d279cff45",
+    git_commit = "2d263ad1caf91fcc2eb83efa3c63939608e24901",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 98b673488648b3746b033fbc49a38c32b2f0ce98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Nov 2020 12:01:22 -0800
Subject: [PATCH 4421/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee384643-9914-4d0a-9e68-17464cb7d1fc

PiperOrigin-RevId: 343666556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26b56c5ff70..e53af9db9a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5e23d763f19e0d0770555be8d7039bf3992b6ee6be72ea9d733ef7d279cff45",
-    git_commit = "2d263ad1caf91fcc2eb83efa3c63939608e24901",
+    sha256 = "cb7eefabcaa1934b7767604a2368d001ec0d8ee65f88005f97f086ec39c60023",
+    git_commit = "063940bae365534a74d27421c7ef37736042cb3a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2be2f78760cac49c9dbf73475ec6bc627687fbd7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Nov 2020 06:01:26 -0800
Subject: [PATCH 4422/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdbcc7a3-bc77-4288-a333-33aaa1752fca

PiperOrigin-RevId: 343727581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e53af9db9a5..da45d613798 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb7eefabcaa1934b7767604a2368d001ec0d8ee65f88005f97f086ec39c60023",
-    git_commit = "063940bae365534a74d27421c7ef37736042cb3a",
+    sha256 = "450a3b2f2d0921627fa2e19ff5a0c85cbdd6e43861988347210660d6ae1cba6a",
+    git_commit = "2cad9d750cadd825910b61351a731eb0e8031608",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 416e5d4b1294bacb0a055596bcc234e14789a1ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Nov 2020 18:01:24 -0800
Subject: [PATCH 4423/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ce10cdc-8b3e-41d0-9b86-6943da477485

PiperOrigin-RevId: 343769429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da45d613798..f64f27ae36f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "450a3b2f2d0921627fa2e19ff5a0c85cbdd6e43861988347210660d6ae1cba6a",
-    git_commit = "2cad9d750cadd825910b61351a731eb0e8031608",
+    sha256 = "a372fe229cdddfa7e40e4597eae95962466bfb4466f9faf1152fb9f333447875",
+    git_commit = "9bb01ec208ee1e7b30fa420884443571a89f6f9e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 527079cd7a52309c973ce5385f0bc851ee9d3d07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Nov 2020 00:01:36 -0800
Subject: [PATCH 4424/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4a57055-ff79-46a7-9000-c1c74fbecee6

PiperOrigin-RevId: 343794827
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f64f27ae36f..e35c03e1fa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a372fe229cdddfa7e40e4597eae95962466bfb4466f9faf1152fb9f333447875",
-    git_commit = "9bb01ec208ee1e7b30fa420884443571a89f6f9e",
+    sha256 = "1b80be7c0fef4cf52b329e4af9b21b478d05d0b8d4943e138aa50ea132c14e68",
+    git_commit = "b32ec281aa66f6bf3e32394c2f2eed6e523c966b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 456fdceef55149b860e60acc88ffd26d38613a24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Nov 2020 06:01:30 -0800
Subject: [PATCH 4425/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/736d640b-f860-4afd-aa46-f39d5917f3c6

PiperOrigin-RevId: 343835622
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e35c03e1fa7..510c6c22c31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b80be7c0fef4cf52b329e4af9b21b478d05d0b8d4943e138aa50ea132c14e68",
-    git_commit = "b32ec281aa66f6bf3e32394c2f2eed6e523c966b",
+    sha256 = "a3907057f4139300983255d1bca599ec32cff28b6fa4d25e51467e42e89128cf",
+    git_commit = "2076ba6bbf717a7b5ed1f8a8b88e2fa17787e4ac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1a44462b2bba7222e52f528e84c26e9fd682311f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Nov 2020 12:01:37 -0800
Subject: [PATCH 4426/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a70eab1-f464-4cfb-a7d8-4241d857d56e

PiperOrigin-RevId: 343899399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 510c6c22c31..b1c1f11c29a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3907057f4139300983255d1bca599ec32cff28b6fa4d25e51467e42e89128cf",
-    git_commit = "2076ba6bbf717a7b5ed1f8a8b88e2fa17787e4ac",
+    sha256 = "a835f83cb7d37865f676896eb2be22d54821886d06d95f836c5526ff23e560fa",
+    git_commit = "d25655379fb41d69f6edd6946a72c49f6323f060",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be9b4a034898d3bbc13a42f57af9e17c8945d65b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Nov 2020 18:01:16 -0800
Subject: [PATCH 4427/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cca2f612-3d2f-4aff-8cfc-7b9fa0aca8d9

PiperOrigin-RevId: 343964537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1c1f11c29a..c68a14a4648 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a835f83cb7d37865f676896eb2be22d54821886d06d95f836c5526ff23e560fa",
-    git_commit = "d25655379fb41d69f6edd6946a72c49f6323f060",
+    sha256 = "1cc5b09ddd51754432c4c9032e84db2535f95d285f623cc3dea5663d43cef159",
+    git_commit = "c9c6560158bd22d7e0d6c32d0d3dc14f33cb8621",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 57cfa63741c405fdf03a62e88c26c2448ba1ff38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Nov 2020 00:01:38 -0800
Subject: [PATCH 4428/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1c9d24f-e640-4b7b-a703-acf38648ac70

PiperOrigin-RevId: 344000367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c68a14a4648..a0e19bf1745 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cc5b09ddd51754432c4c9032e84db2535f95d285f623cc3dea5663d43cef159",
-    git_commit = "c9c6560158bd22d7e0d6c32d0d3dc14f33cb8621",
+    sha256 = "b52c1aaa64f3af50b0906bbc1903cff350c2401541f1ff071b7952cf0a49117c",
+    git_commit = "93d37e183b74789074f72aef005e1acd56ce13d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6bd1bfb9e0bb3b6f240b84a547575bc051399622 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Nov 2020 06:01:39 -0800
Subject: [PATCH 4429/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6636245e-2b12-4759-bdf7-2bc1c8edd570

PiperOrigin-RevId: 344042997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0e19bf1745..37d7f98e466 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b52c1aaa64f3af50b0906bbc1903cff350c2401541f1ff071b7952cf0a49117c",
-    git_commit = "93d37e183b74789074f72aef005e1acd56ce13d6",
+    sha256 = "2a57dd3dd6a1ac317bd8546fa3a5bafa551c4fd3d1ff713096e31e72d0e12906",
+    git_commit = "6f2db1eea2c95189125dc7d4656495d69b007230",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9b045a3588d6bbffa00acfa236e8133a0e15f4c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Nov 2020 12:01:38 -0800
Subject: [PATCH 4430/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9676c6b-9f00-4783-821e-f0535a9e1579

PiperOrigin-RevId: 344105363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37d7f98e466..8730bcf8ac0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a57dd3dd6a1ac317bd8546fa3a5bafa551c4fd3d1ff713096e31e72d0e12906",
-    git_commit = "6f2db1eea2c95189125dc7d4656495d69b007230",
+    sha256 = "97207fb7f60955d6b42c9c6e0f1b4b75d49e14957f849d22ee74569ed24a4307",
+    git_commit = "603d88d72c1f739cc46fb250edfc9924d9517b17",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b1f2288deed5a9f122156400e71ceb9cce8300e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Nov 2020 18:01:18 -0800
Subject: [PATCH 4431/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e466aca-de55-4f53-8f64-c82239b95c94

PiperOrigin-RevId: 344164681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8730bcf8ac0..3228bb0157a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97207fb7f60955d6b42c9c6e0f1b4b75d49e14957f849d22ee74569ed24a4307",
-    git_commit = "603d88d72c1f739cc46fb250edfc9924d9517b17",
+    sha256 = "37af1e32cbb2329406343ebe5c53fb125fefe2871eab2106504b87d6db98f0e3",
+    git_commit = "0c1845ced0b7de56396a87e7119d85f56f427ed2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 986af913d8762205402306ad03a2a074f22023e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Nov 2020 00:01:33 -0800
Subject: [PATCH 4432/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/954b7899-9769-443a-953f-93e5ede5e244

PiperOrigin-RevId: 344199588
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3228bb0157a..5d717044b55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37af1e32cbb2329406343ebe5c53fb125fefe2871eab2106504b87d6db98f0e3",
-    git_commit = "0c1845ced0b7de56396a87e7119d85f56f427ed2",
+    sha256 = "e364ae54d1aecae50a212c2556c4481a0ba64cf821912e6d678004e76b6ec79f",
+    git_commit = "6af836f407f546cf2f9ab3b5fcb7a8285bda5c96",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8ed35efe5f998e86c7b407ecd420a03a19e9d508 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Nov 2020 06:01:29 -0800
Subject: [PATCH 4433/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e783d6fc-6275-48ec-bc27-dc3ec71894a2

PiperOrigin-RevId: 344239050
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d717044b55..c55b66d39f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e364ae54d1aecae50a212c2556c4481a0ba64cf821912e6d678004e76b6ec79f",
-    git_commit = "6af836f407f546cf2f9ab3b5fcb7a8285bda5c96",
+    sha256 = "2c216e26241f4f7d9767516955b3047aebc517c455b1d62ae65b219aaaeab4a0",
+    git_commit = "684cec69dbbd0ede4eaa59397750be265fac17b3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From acca054bfdf92fbe0e1423746a86e35acf239c26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Nov 2020 12:01:37 -0800
Subject: [PATCH 4434/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cef2f8fa-d594-4b11-92e3-c8b7747ee2b8

PiperOrigin-RevId: 344293758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c55b66d39f1..f7a03f47482 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c216e26241f4f7d9767516955b3047aebc517c455b1d62ae65b219aaaeab4a0",
-    git_commit = "684cec69dbbd0ede4eaa59397750be265fac17b3",
+    sha256 = "7aeeb10a2c9930af1ea89af5109d9ca3edd11edf78641294c21d09e52a3784df",
+    git_commit = "aac6f140203fd443fd2d1d7dd8f54227e02c055f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de1ab9e0b5abf8ee7540cc711fda2be9fcbd1b8c Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 25 Nov 2020 16:17:33 -0800
Subject: [PATCH 4435/8103] Enable download of TF Serving sources at arbitrary
 commit for CPU docker image.

PiperOrigin-RevId: 344333003
---
 tensorflow_serving/tools/docker/Dockerfile.devel | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index f711f2e6019..1e574c35bef 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -14,7 +14,7 @@
 FROM ubuntu:18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
-ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
 
 LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
@@ -89,10 +89,7 @@ RUN mkdir /bazel && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
-    git remote add upstream https://github.com/tensorflow/serving.git && \
-    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
-
+RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving

From ab7ad2325a710c26607863f5cab449208d14cf98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Nov 2020 18:01:15 -0800
Subject: [PATCH 4436/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c488a541-cd6a-4a41-931f-b2e51260b6e3

PiperOrigin-RevId: 344344345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7a03f47482..3b87377b5ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7aeeb10a2c9930af1ea89af5109d9ca3edd11edf78641294c21d09e52a3784df",
-    git_commit = "aac6f140203fd443fd2d1d7dd8f54227e02c055f",
+    sha256 = "e04982f728cd76a05c9f413e3a7074258c6fa59b029faf62d7fab8aa1e54982e",
+    git_commit = "5355b649db9c6301ea66d6f689f0d17804a444d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 79ec527a0622d8a0c5429f45c9ad2575c1c0139c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Nov 2020 00:01:29 -0800
Subject: [PATCH 4437/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef4dd3f8-afda-45d3-ae8b-7db4be784719

PiperOrigin-RevId: 344374912
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b87377b5ef..1cd68dd5254 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e04982f728cd76a05c9f413e3a7074258c6fa59b029faf62d7fab8aa1e54982e",
-    git_commit = "5355b649db9c6301ea66d6f689f0d17804a444d2",
+    sha256 = "a5c79194ed57e26e2259177e803a4458d1fe7774a8a00312548578e6b7cd02a5",
+    git_commit = "dd35a3e9259f94b9f46a8c151359a92f39f115eb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 55e077a3d2810deba6a7444228440c1935af5084 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Nov 2020 06:01:24 -0800
Subject: [PATCH 4438/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a786bc6c-3d40-4c36-a18f-d45e9696961f

PiperOrigin-RevId: 344412217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1cd68dd5254..581bfa60ae6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5c79194ed57e26e2259177e803a4458d1fe7774a8a00312548578e6b7cd02a5",
-    git_commit = "dd35a3e9259f94b9f46a8c151359a92f39f115eb",
+    sha256 = "8990fdbc47ddb6cd80ad0c01abe934e1d0ee7146af234ea0738539ad8308b3a2",
+    git_commit = "3ec134727f7cb07b62c99407298c782ce6effed3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e14bf3d0880663bc01008173c8c2198d7e76270b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Nov 2020 12:01:21 -0800
Subject: [PATCH 4439/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f45d7ebf-3877-4103-aa89-d3f8448bde79

PiperOrigin-RevId: 344445632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 581bfa60ae6..d82b52cdf8b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8990fdbc47ddb6cd80ad0c01abe934e1d0ee7146af234ea0738539ad8308b3a2",
-    git_commit = "3ec134727f7cb07b62c99407298c782ce6effed3",
+    sha256 = "e5e6a6c4f2c66f256ed98f2ddc0d337892e11917c2ff033d5256953bf924c9d2",
+    git_commit = "d5b2156e4e5367cc336d26fbbac3a6e76781de05",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 18fd769ec27e42e92f89dfe3e98655a47765fbff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Nov 2020 18:01:28 -0800
Subject: [PATCH 4440/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef4dc4c0-4f0b-489f-bfd9-f103736ba0a6

PiperOrigin-RevId: 344468889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d82b52cdf8b..dea2daabde2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5e6a6c4f2c66f256ed98f2ddc0d337892e11917c2ff033d5256953bf924c9d2",
-    git_commit = "d5b2156e4e5367cc336d26fbbac3a6e76781de05",
+    sha256 = "5cb710c575baf326539202e610cd6218ec2f0655ae3dced72967ae9fe90fb3ab",
+    git_commit = "dc37ecf08b2909c8d2b4d7f8c95ef3a3091d4578",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9bab8c7b6a24cd9bdcb3807682e21dc6162af69b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Nov 2020 06:01:30 -0800
Subject: [PATCH 4441/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90ebb659-81b3-4359-a1f5-a0394063237a

PiperOrigin-RevId: 344523598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dea2daabde2..ba1de8842f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cb710c575baf326539202e610cd6218ec2f0655ae3dced72967ae9fe90fb3ab",
-    git_commit = "dc37ecf08b2909c8d2b4d7f8c95ef3a3091d4578",
+    sha256 = "be6a60c6dcf9b15e95147bd63e0928ddce8796eade3bd5e1c5d63cfcb3fea94c",
+    git_commit = "ed3d900e374335a60329ed95699efc8d5492447f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From fe3471a15005061b5fb93429a24360d452ce2624 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Nov 2020 12:01:29 -0800
Subject: [PATCH 4442/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bde009fe-ca14-428d-a460-731a15217096

PiperOrigin-RevId: 344550338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba1de8842f3..3a394c54818 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be6a60c6dcf9b15e95147bd63e0928ddce8796eade3bd5e1c5d63cfcb3fea94c",
-    git_commit = "ed3d900e374335a60329ed95699efc8d5492447f",
+    sha256 = "bc85adbc57678164ccc1d6f1695a7f41e26e5d2d8a24c4a61ea614fa27c28fec",
+    git_commit = "f9508f37558162ad3660230fd228a4caece13a6e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d54d2ab187bf5bd424929f2519437d1ce65eee4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Nov 2020 18:01:36 -0800
Subject: [PATCH 4443/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b270d77b-8f8a-4116-b3a0-a17e6c502faa

PiperOrigin-RevId: 344571290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a394c54818..6859ce06212 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc85adbc57678164ccc1d6f1695a7f41e26e5d2d8a24c4a61ea614fa27c28fec",
-    git_commit = "f9508f37558162ad3660230fd228a4caece13a6e",
+    sha256 = "7abaa3cea95f4c5f633fa769e058dabb96400e4f3bd88d1ced4e13a197482e89",
+    git_commit = "4c4433abcbce9594fca40643b0e376620cf32d30",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c59ae52a1bdbe65867f4e67cef6d5449598cc74b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Nov 2020 00:01:36 -0800
Subject: [PATCH 4444/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f4ccbfbe-62ef-48ac-8729-ef09dd63e4a3

PiperOrigin-RevId: 344590491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6859ce06212..128e23652d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7abaa3cea95f4c5f633fa769e058dabb96400e4f3bd88d1ced4e13a197482e89",
-    git_commit = "4c4433abcbce9594fca40643b0e376620cf32d30",
+    sha256 = "a97688527de7e2a8a02a125986400bb082be7fa97e7387cb1fbf8889856fb55a",
+    git_commit = "fb4160e626ca1acee81937faebfa25783ac0d632",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8513fa43330290f76b410890e2d3912304b0f544 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Nov 2020 06:01:23 -0800
Subject: [PATCH 4445/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f2b31f9-7398-483c-943b-70a1aed2629f

PiperOrigin-RevId: 344610874
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 128e23652d1..ebb3489c232 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a97688527de7e2a8a02a125986400bb082be7fa97e7387cb1fbf8889856fb55a",
-    git_commit = "fb4160e626ca1acee81937faebfa25783ac0d632",
+    sha256 = "a3551d7cc31e9cb27221ae216d555b182d5b56b134ac4de528413485c72e4f9b",
+    git_commit = "fab3f8548264590133d2f49c75ed9c0c0ab83f28",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d1a1054840a1c02f64351a46f87e6d9f264d7866 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Nov 2020 12:01:29 -0800
Subject: [PATCH 4446/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6000c952-a6da-4d4c-aa29-596299dac4de

PiperOrigin-RevId: 344629797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebb3489c232..050d5e39877 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3551d7cc31e9cb27221ae216d555b182d5b56b134ac4de528413485c72e4f9b",
-    git_commit = "fab3f8548264590133d2f49c75ed9c0c0ab83f28",
+    sha256 = "4fe0d5073b1e10e0dbde2ee9b9ad59b7f05803e166e68f132d7dc0906551d629",
+    git_commit = "c36ad7be23583e9572e39cc4879b790746499cbe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4cfc4e66d9a77ebb9f7ab6b7966226ef1fc7510a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Nov 2020 00:01:42 -0800
Subject: [PATCH 4447/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e996555-faa2-484d-8704-9ba7bb9625de

PiperOrigin-RevId: 344667919
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 050d5e39877..4c4c850df81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fe0d5073b1e10e0dbde2ee9b9ad59b7f05803e166e68f132d7dc0906551d629",
-    git_commit = "c36ad7be23583e9572e39cc4879b790746499cbe",
+    sha256 = "e65967d61ae9b061163ef1557a82da1df0d1a1a7e2ca49dc28effe89372fa8b1",
+    git_commit = "fb5160d9a9e1d2b050501192fcf8585a51765eef",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9a1991eb70a608b32e31f3340fd4e6bda060ff6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Nov 2020 06:01:28 -0800
Subject: [PATCH 4448/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e627f31-87ea-4d97-a516-cf24a3fc99aa

PiperOrigin-RevId: 344689562
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c4c850df81..a20a385a8d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e65967d61ae9b061163ef1557a82da1df0d1a1a7e2ca49dc28effe89372fa8b1",
-    git_commit = "fb5160d9a9e1d2b050501192fcf8585a51765eef",
+    sha256 = "3b0b6eecf044bdbfbd2de7c4b86c4fbcac97e20e6b3f0e044e76ea1b19cd1268",
+    git_commit = "68d2777a170c0448ba9d853ef0f7327bdba1df2f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b4997734d4ff6d072a08f81f6e4685ac87e3297 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Nov 2020 00:01:43 -0800
Subject: [PATCH 4449/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/de632236-b05b-4324-8087-afa47100aa0e

PiperOrigin-RevId: 344759516
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a20a385a8d0..c0fb16309fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b0b6eecf044bdbfbd2de7c4b86c4fbcac97e20e6b3f0e044e76ea1b19cd1268",
-    git_commit = "68d2777a170c0448ba9d853ef0f7327bdba1df2f",
+    sha256 = "5065c8818ed11a167a193c6f205b6d99e3ade8354ed3aa7008bbd5525b0aafc1",
+    git_commit = "bc295ed3bc729e94a0aa16214ae3c5a8b642858c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d5f6c18beaca9475ff8b7954bd1a3ed3d8830e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Nov 2020 06:01:32 -0800
Subject: [PATCH 4450/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8805fdd-dcc3-4401-8743-e439bd3c0546

PiperOrigin-RevId: 344797387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0fb16309fb..5c0f7a40c00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5065c8818ed11a167a193c6f205b6d99e3ade8354ed3aa7008bbd5525b0aafc1",
-    git_commit = "bc295ed3bc729e94a0aa16214ae3c5a8b642858c",
+    sha256 = "5e80631f8df8fdb1cdc7dee9ca9b02fdef9e527e2957d0b6b0c99bca64fa7f41",
+    git_commit = "9c6a53d7465f6fc8145e80b724d232598f355753",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From be217111b0515a973f96d1af1401797ba1bbbb04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Nov 2020 12:01:49 -0800
Subject: [PATCH 4451/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec4ea07a-e42e-40b9-82f4-1400b0070dbf

PiperOrigin-RevId: 344860119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c0f7a40c00..722579eeac1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e80631f8df8fdb1cdc7dee9ca9b02fdef9e527e2957d0b6b0c99bca64fa7f41",
-    git_commit = "9c6a53d7465f6fc8145e80b724d232598f355753",
+    sha256 = "5c00b435c27cff2985e5d0856957869c637cc3c43d78fc9500dfd6d1a92f1027",
+    git_commit = "1cbed68abbb33e8c420b61d0602ed653714918f2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4dfa9589f372a3a43ce25415f8f753795867df94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Nov 2020 18:01:28 -0800
Subject: [PATCH 4452/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ecd9abb6-221b-4dd1-a69e-2fe8c01f82d5

PiperOrigin-RevId: 344925815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 722579eeac1..cba25eac67f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c00b435c27cff2985e5d0856957869c637cc3c43d78fc9500dfd6d1a92f1027",
-    git_commit = "1cbed68abbb33e8c420b61d0602ed653714918f2",
+    sha256 = "cec84dd9d9c98e20b02590241a02cc063979a0068f8e02d847b6cc54e286f781",
+    git_commit = "4948648cbf5099f398fd37b3b0f8385c5f37d61d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b42130635bc24cfc4b85c71ef9356ca28c220615 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Dec 2020 00:01:35 -0800
Subject: [PATCH 4453/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c6b0b23-f883-46bc-9b6f-fde066b93373

PiperOrigin-RevId: 344963246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cba25eac67f..b403f58a5d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cec84dd9d9c98e20b02590241a02cc063979a0068f8e02d847b6cc54e286f781",
-    git_commit = "4948648cbf5099f398fd37b3b0f8385c5f37d61d",
+    sha256 = "bedc31952a7776efd802f45f7f4aec97943b6b2af8c5a7b8b9357cc2b7c0a6ec",
+    git_commit = "69595ba83f871db9e375452b8fd71560182cc7d3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c59cee30bcbaa2a53cadbc1c38dc4990d7d99821 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Dec 2020 06:01:27 -0800
Subject: [PATCH 4454/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/314dec61-a72b-4d4a-8f1b-551af9288edd

PiperOrigin-RevId: 345004229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b403f58a5d2..bae167b4aaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bedc31952a7776efd802f45f7f4aec97943b6b2af8c5a7b8b9357cc2b7c0a6ec",
-    git_commit = "69595ba83f871db9e375452b8fd71560182cc7d3",
+    sha256 = "fc344a5a8948ff703d1fea59b256367e22d341d608f99bdf8cbfb8059ac64fdd",
+    git_commit = "31aefdd394ee19461902ac0770ee0e1c07b66d29",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c304f2ca35894fe7cbb6905d987a9f013987abda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Dec 2020 12:01:32 -0800
Subject: [PATCH 4455/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6da0535d-a208-497a-8fce-02d88aa9a487

PiperOrigin-RevId: 345070299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bae167b4aaa..f5dbec5e4dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc344a5a8948ff703d1fea59b256367e22d341d608f99bdf8cbfb8059ac64fdd",
-    git_commit = "31aefdd394ee19461902ac0770ee0e1c07b66d29",
+    sha256 = "b7cb2b0efec08024bda365f5af9d8867dc64fe89458c7dc16a43f420f285bf91",
+    git_commit = "b58db35632d7a4197f6148ba154aae42585baa9f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ebbbc87b925008da25bfb53f8fb0d8398c6767a7 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 1 Dec 2020 17:21:23 -0800
Subject: [PATCH 4456/8103] Enable download of TF Serving sources at arbitrary
 commit for GPU/MKL docker images.

PiperOrigin-RevId: 345132448
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 6 ++----
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 7 ++-----
 2 files changed, 4 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 7ed1f577a64..4e60d66d5e7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -14,7 +14,7 @@
 FROM nvidia/cuda:11.0-cudnn8-devel-ubuntu18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
-ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
 
 LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
@@ -143,9 +143,7 @@ ENV TMP="/tmp"
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
-    git remote add upstream https://github.com/tensorflow/serving.git && \
-    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
+RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index b019eaadf95..70c4c146f9e 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -14,7 +14,7 @@
 FROM ubuntu:18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
-ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
 
 LABEL maintainer="Clayne Robison <clayne.b.robison@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
@@ -88,10 +88,7 @@ RUN mkdir /bazel && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \
-    git remote add upstream https://github.com/tensorflow/serving.git && \
-    if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi
-
+RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving

From a59578c0db840506f9ea27a3081bd038533caae6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Dec 2020 18:01:56 -0800
Subject: [PATCH 4457/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/472e8456-f6e2-4a9a-9269-56fe26348579

PiperOrigin-RevId: 345138477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5dbec5e4dc..6d841f984bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7cb2b0efec08024bda365f5af9d8867dc64fe89458c7dc16a43f420f285bf91",
-    git_commit = "b58db35632d7a4197f6148ba154aae42585baa9f",
+    sha256 = "2d355abcd20bd342c5d47e551794e58597dec382045a552e686cd9a9495102e9",
+    git_commit = "6b9e35f1c0410607bf956c0f27e5d3e1456b4899",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 42666a18c050c47753449726f65cccc0937b75e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Dec 2020 00:01:44 -0800
Subject: [PATCH 4458/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d82af5f2-a127-4da3-afd7-6869f8154e97

PiperOrigin-RevId: 345177610
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d841f984bf..c86c2b576a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d355abcd20bd342c5d47e551794e58597dec382045a552e686cd9a9495102e9",
-    git_commit = "6b9e35f1c0410607bf956c0f27e5d3e1456b4899",
+    sha256 = "d618bd8c34cded311f2a5e2551c25bb7f458065624b7708c2e437b2cb3cd9061",
+    git_commit = "0eca9895b55c96631075a30c91c9800e842c4b6f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ea2f114f2973a839b848c572624fea3563397b05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Dec 2020 06:01:34 -0800
Subject: [PATCH 4459/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2df67dc5-9f81-457c-8642-aed5e4063f49

PiperOrigin-RevId: 345217600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c86c2b576a8..01557cf1d0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d618bd8c34cded311f2a5e2551c25bb7f458065624b7708c2e437b2cb3cd9061",
-    git_commit = "0eca9895b55c96631075a30c91c9800e842c4b6f",
+    sha256 = "c5e6d0622cdb87e267cf16b7e7492d041a42568505a37d124e61771febf1b939",
+    git_commit = "1daa0ea0a0a8d5f34783ceb7d6520d28732662d9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 603451e32db81b54ec9a49b30877bfba8fd92408 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Dec 2020 12:01:26 -0800
Subject: [PATCH 4460/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07b2e4a4-0247-4e80-8e56-3c78e9b87f8d

PiperOrigin-RevId: 345282437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01557cf1d0b..64707836e3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5e6d0622cdb87e267cf16b7e7492d041a42568505a37d124e61771febf1b939",
-    git_commit = "1daa0ea0a0a8d5f34783ceb7d6520d28732662d9",
+    sha256 = "fa6f039d939d9bcf30fc5f988692582fd4e829b206476e329383fe22bdd5b643",
+    git_commit = "3c302f4b81af2502e5fa34d3b069a4776b039eac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e0faf9d1780cc5374c834b5e3132f5054070e6ff Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Wed, 2 Dec 2020 13:40:43 -0800
Subject: [PATCH 4461/8103] Temporarily disable failing test, until we root
 cause and fix it.

PiperOrigin-RevId: 345303151
---
 .../model_servers/tensorflow_model_server_test.py              | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 96c1415ed2b..a2fcbaeb5a2 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -23,7 +23,6 @@
 import os
 import subprocess
 import time
-import unittest
 
 # This is a placeholder for a Google-internal import.
 
@@ -33,7 +32,6 @@
 
 from tensorflow.python.platform import flags
 from tensorflow.python.profiler import profiler_client
-
 from tensorflow.python.saved_model import signature_constants
 from tensorflow_serving.apis import classification_pb2
 from tensorflow_serving.apis import get_model_metadata_pb2
@@ -725,7 +723,6 @@ def test_distrat_sequential_keras_saved_model_save(self):
         expected_output=2.0,
         expected_version=expected_version)
 
-  @unittest.skip('b/170966383')
   def test_profiler_service_with_valid_trace_request(self):
     """Test integration with profiler service by sending tracing requests."""
 

From 5c2d28afe06be2c5e399b2221a22d5a90b81fd67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Dec 2020 18:01:24 -0800
Subject: [PATCH 4462/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b467c36-3c99-4ecd-afc0-414785e6756b

PiperOrigin-RevId: 345352118
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dd12554391..3ee1f0bce71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa6f039d939d9bcf30fc5f988692582fd4e829b206476e329383fe22bdd5b643",
-    git_commit = "3c302f4b81af2502e5fa34d3b069a4776b039eac",
+    sha256 = "8d27b7cb487a0d14cbbcb2d6cab6903ca7e45d9c99b4219579027ff9899afce4",
+    git_commit = "37b8b846664750d950d79023695f0cca1e802edd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b93a5058a6e1da37c9ca093777349d005018b279 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Dec 2020 00:01:36 -0800
Subject: [PATCH 4463/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/59c70842-740c-4d4b-8096-eb475a2f532c

PiperOrigin-RevId: 345392477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ee1f0bce71..7837ca10040 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d27b7cb487a0d14cbbcb2d6cab6903ca7e45d9c99b4219579027ff9899afce4",
-    git_commit = "37b8b846664750d950d79023695f0cca1e802edd",
+    sha256 = "af3750c916216c4928504d69c8a0a927b11400d111023d575cdc6dc386349dd9",
+    git_commit = "4679dcf1eed1d13bdc3f6288afcd46395b8e84c0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 04e49418249e0f1851c13a97062186a5b9441d71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Dec 2020 06:01:55 -0800
Subject: [PATCH 4464/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63e6557a-9be8-40fc-95f6-f87a3c60d10b

PiperOrigin-RevId: 345434489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7837ca10040..db55406f43f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af3750c916216c4928504d69c8a0a927b11400d111023d575cdc6dc386349dd9",
-    git_commit = "4679dcf1eed1d13bdc3f6288afcd46395b8e84c0",
+    sha256 = "18b7b496614200a8f5929dd14cad235b31ab3c0c9f76bfbd695da4221e97de6b",
+    git_commit = "6c0245b27c3b5dd319d3021b05c89a0cd17beb20",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3033b0ba70b04586551e713b6e0faf1fcdc13955 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Dec 2020 12:01:23 -0800
Subject: [PATCH 4465/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48a09d66-c1ee-4434-b02e-626b5d6dfe03

PiperOrigin-RevId: 345503949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db55406f43f..08f82a06310 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18b7b496614200a8f5929dd14cad235b31ab3c0c9f76bfbd695da4221e97de6b",
-    git_commit = "6c0245b27c3b5dd319d3021b05c89a0cd17beb20",
+    sha256 = "91c22f94f40ca1be5789a17e2a7d81d0673a08b27f855219329c4ecb6adaea6a",
+    git_commit = "3df99c1ed47ff2028f7b5a4e1985aff923e7c568",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 15041f9087388c6f6da09d4d6454e1f1de6d88fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Dec 2020 18:01:53 -0800
Subject: [PATCH 4466/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e342ee6c-bc8b-4ebd-824a-4f486816a998

PiperOrigin-RevId: 345575574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08f82a06310..4b16f0d6788 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91c22f94f40ca1be5789a17e2a7d81d0673a08b27f855219329c4ecb6adaea6a",
-    git_commit = "3df99c1ed47ff2028f7b5a4e1985aff923e7c568",
+    sha256 = "53a92d250cc4d5573621b5dde84c84ce865a066171b3fe145c1da4b118bcad2c",
+    git_commit = "4c8435a3618933102eb4f4c25b79fa24bc4727a7",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b4cc916dd9d1ee51bc0a1d803435931be45412d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Dec 2020 00:01:23 -0800
Subject: [PATCH 4467/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20606c54-3b49-4f14-8baf-8037ac575357

PiperOrigin-RevId: 345618670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b16f0d6788..ef4b0e023de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53a92d250cc4d5573621b5dde84c84ce865a066171b3fe145c1da4b118bcad2c",
-    git_commit = "4c8435a3618933102eb4f4c25b79fa24bc4727a7",
+    sha256 = "f7a5e6da322313aea7b4bd5f94638ee3f85fd88aa5e7e63f2c75642b89a339b7",
+    git_commit = "76e16b206da53f73931661edb6cdaf6c7108576f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 89077c83a06d34bca54e5e276f8ed5ea0651c76e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Dec 2020 06:01:27 -0800
Subject: [PATCH 4468/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b99ecbde-642d-4174-b067-a5279703cf90

PiperOrigin-RevId: 345662000
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef4b0e023de..c374daccde0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7a5e6da322313aea7b4bd5f94638ee3f85fd88aa5e7e63f2c75642b89a339b7",
-    git_commit = "76e16b206da53f73931661edb6cdaf6c7108576f",
+    sha256 = "998575e8d3718b6d793a98db65624cfa2b24fddb55dca999fdbe0636ad220207",
+    git_commit = "0fd465c057d9405fed776b41b3796a05db219f8f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2fd9648664b24c9e54d48ebe891e717136444d0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Dec 2020 12:01:29 -0800
Subject: [PATCH 4469/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6253a8b8-57f9-4a14-a7f4-08947b89491a

PiperOrigin-RevId: 345727555
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c374daccde0..44c3c24d3f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "998575e8d3718b6d793a98db65624cfa2b24fddb55dca999fdbe0636ad220207",
-    git_commit = "0fd465c057d9405fed776b41b3796a05db219f8f",
+    sha256 = "92ad7397d71bd999ca03391e774eafa54286f4954e8dd70082a3ec10ce2b2bc5",
+    git_commit = "5543ed6f0767ea441949d99d46a648cf0a8a9cbb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dac7294930ef27cdf72d807ce7dd7ab582087bcd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Dec 2020 18:01:26 -0800
Subject: [PATCH 4470/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9de22b66-cfa7-45c7-97e4-37c8f6e0f8e8

PiperOrigin-RevId: 345793707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44c3c24d3f3..17c4d5536d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92ad7397d71bd999ca03391e774eafa54286f4954e8dd70082a3ec10ce2b2bc5",
-    git_commit = "5543ed6f0767ea441949d99d46a648cf0a8a9cbb",
+    sha256 = "3bc16067e64b8f5d6c2901cf56de24871369a4c3e6c473f2505f86a7222cbea1",
+    git_commit = "993a74f438b6674d8496f37829e107319583a1c3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c7be212ea2b53093bb0a239953492aa505a659e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Dec 2020 00:01:31 -0800
Subject: [PATCH 4471/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/881ea26f-f496-4c43-9e22-a19626cbcf7a

PiperOrigin-RevId: 345824372
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17c4d5536d9..31cda46b6ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bc16067e64b8f5d6c2901cf56de24871369a4c3e6c473f2505f86a7222cbea1",
-    git_commit = "993a74f438b6674d8496f37829e107319583a1c3",
+    sha256 = "f70a49073c7177a8fea72cadcddf9d6a296a0e0cafba4d66e41e6f7fd4993e30",
+    git_commit = "71a0295323a456ea87a9d257e6bd137465a6c0e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 29e90b5eb436ea998e93c6cf25229cb5e65b951f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Dec 2020 06:01:43 -0800
Subject: [PATCH 4472/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77af21e7-71ec-4c75-af53-a8338afbd632

PiperOrigin-RevId: 345849961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31cda46b6ba..739d315df10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f70a49073c7177a8fea72cadcddf9d6a296a0e0cafba4d66e41e6f7fd4993e30",
-    git_commit = "71a0295323a456ea87a9d257e6bd137465a6c0e9",
+    sha256 = "4a60a298127a2956b84589774993d4632d8b654827724e9ba364526753bd5648",
+    git_commit = "d39353424dd3e96ac9af021b09db4462f578dd29",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5d77446855e429b7adcde584d8076fe5eeda3dd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Dec 2020 12:01:32 -0800
Subject: [PATCH 4473/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0ec5ce8-e7a2-46a8-aae5-7164c3ac6c44

PiperOrigin-RevId: 345874028
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 739d315df10..d1c116d213d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a60a298127a2956b84589774993d4632d8b654827724e9ba364526753bd5648",
-    git_commit = "d39353424dd3e96ac9af021b09db4462f578dd29",
+    sha256 = "f07d2cc1f3cc957e36ce80576ea47ffb46d887d3e1c28311ae0f8ed32128f7b4",
+    git_commit = "1350613d6f8758d3fce2cec43228bd6ab8162641",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c91ffaf9d26670c9d48fb48f1149eab13f7aae27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Dec 2020 00:01:39 -0800
Subject: [PATCH 4474/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36b5138c-85d7-4a16-aeac-6c8bb4cd6423

PiperOrigin-RevId: 345922161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1c116d213d..a1cc8cb920a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f07d2cc1f3cc957e36ce80576ea47ffb46d887d3e1c28311ae0f8ed32128f7b4",
-    git_commit = "1350613d6f8758d3fce2cec43228bd6ab8162641",
+    sha256 = "58a5a4a2ed838b7b9e31e9d1be3fa5f76fe82cf89d65e207e5d39f06d999ec98",
+    git_commit = "c99adee9ecdbd17cbf87f34cdeb8d2e72e8d1088",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08f14e0619e2fb1d9cc8492b02bd36a9ccc55d1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Dec 2020 06:01:37 -0800
Subject: [PATCH 4475/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7b07a42-1d8e-4173-ba72-d1d71b392d94

PiperOrigin-RevId: 345948371
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1cc8cb920a..42ccd4c69e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58a5a4a2ed838b7b9e31e9d1be3fa5f76fe82cf89d65e207e5d39f06d999ec98",
-    git_commit = "c99adee9ecdbd17cbf87f34cdeb8d2e72e8d1088",
+    sha256 = "627034fecfda3e956426a97b814ad466271aac6b8401957650238ebbfb51bdc6",
+    git_commit = "cd1a74af28848d37f83c9dc23dc0bde69b0ae74b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c5f91cf2d12b280fbde9fece83932963b5d455be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Dec 2020 12:01:21 -0800
Subject: [PATCH 4476/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0072d93-d1dc-4e02-a301-69775a7558f9

PiperOrigin-RevId: 345972156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42ccd4c69e6..7a14f4a75d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "627034fecfda3e956426a97b814ad466271aac6b8401957650238ebbfb51bdc6",
-    git_commit = "cd1a74af28848d37f83c9dc23dc0bde69b0ae74b",
+    sha256 = "a7e09ee38d22d76dc4c44bf06b85c0e8eccd8acae3370f0135fc888646d9993e",
+    git_commit = "fefcd5704ba4efe873485b981644ce0fb18c2440",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 78840bfde67702ec80df43277892b458e97acb5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Dec 2020 06:01:34 -0800
Subject: [PATCH 4477/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29cea99a-e1b4-4b50-aa26-da9ff3071754

PiperOrigin-RevId: 346075527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a14f4a75d5..f4231054e5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7e09ee38d22d76dc4c44bf06b85c0e8eccd8acae3370f0135fc888646d9993e",
-    git_commit = "fefcd5704ba4efe873485b981644ce0fb18c2440",
+    sha256 = "57331bb5e4369aed7a82f9451961462194954207c4608a456847ce8bd871d847",
+    git_commit = "0a81442e0380c7ef104c68358457a806fba32895",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c7387074cfab9d8225d3a573a91d3b73cf82622e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Dec 2020 12:01:46 -0800
Subject: [PATCH 4478/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0eb7497-b9c6-4db7-ac52-a131ad5bebe1

PiperOrigin-RevId: 346147454
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4231054e5e..f3d4796daab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57331bb5e4369aed7a82f9451961462194954207c4608a456847ce8bd871d847",
-    git_commit = "0a81442e0380c7ef104c68358457a806fba32895",
+    sha256 = "b8c831de980f02653997991ca449ad988b5b43428d0827cd59278540b7ab4eb3",
+    git_commit = "e15bdc0dfa0e2fd8e2576aaca5febc9cddf7ebf4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d77fad0539624b47c05821dcc4cfe67b08a36ca5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Dec 2020 18:01:38 -0800
Subject: [PATCH 4479/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba99e3d0-b3c5-4663-b3b9-b42b520d52ea

PiperOrigin-RevId: 346220758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3d4796daab..cae0c9bba75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8c831de980f02653997991ca449ad988b5b43428d0827cd59278540b7ab4eb3",
-    git_commit = "e15bdc0dfa0e2fd8e2576aaca5febc9cddf7ebf4",
+    sha256 = "571a3e887b5713f25bf2f78b8d610c184bca04550c1d012f409fb7c0c530b68e",
+    git_commit = "d3ed1da7b9e4b1d32c70c3ec87704b35d2542c46",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f1dc5fdca31af4916d7c35d7188fcd96671ff39f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Dec 2020 00:01:38 -0800
Subject: [PATCH 4480/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93a127bb-f59c-4f8d-9481-1ce02a9f023c

PiperOrigin-RevId: 346263244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cae0c9bba75..e822788c60f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "571a3e887b5713f25bf2f78b8d610c184bca04550c1d012f409fb7c0c530b68e",
-    git_commit = "d3ed1da7b9e4b1d32c70c3ec87704b35d2542c46",
+    sha256 = "e1e47dff11a449e5837415aaea700da8f0e381b3647a559c02c69b2ab03447c7",
+    git_commit = "0939f0b7a8aed30559b54ae0dd5b9e6b312de1c5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a41059a849bcfdf37f4bc539bd54653f2a5e3476 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Dec 2020 06:01:25 -0800
Subject: [PATCH 4481/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/507860b2-6a1b-4617-bab0-1b6fbe6953c3

PiperOrigin-RevId: 346306413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e822788c60f..e96d8582a2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1e47dff11a449e5837415aaea700da8f0e381b3647a559c02c69b2ab03447c7",
-    git_commit = "0939f0b7a8aed30559b54ae0dd5b9e6b312de1c5",
+    sha256 = "3c1f35d9cf0ab83f838ac5d5cb8efa990743d89fee51fe1cedf9ea9c0df82e67",
+    git_commit = "b0e5853cf0680f22c09b55eee68fc970391b70a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e206489e91a6c20b5841bf954e428870bc7b5079 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Dec 2020 12:01:27 -0800
Subject: [PATCH 4482/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c79677cb-32c5-4dc9-8e67-e37018968bee

PiperOrigin-RevId: 346378763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e96d8582a2c..41fd9b12cf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c1f35d9cf0ab83f838ac5d5cb8efa990743d89fee51fe1cedf9ea9c0df82e67",
-    git_commit = "b0e5853cf0680f22c09b55eee68fc970391b70a6",
+    sha256 = "36f6fadbfd740841bb0bd86f0326a6710168de967a1f3c3ee335a07e816c1047",
+    git_commit = "3c37f87c45bac0bcbc7862299decbeac3df0f0a0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e468701de0f03ef6fe07bb3bc5b9b503c025a00a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Dec 2020 18:01:43 -0800
Subject: [PATCH 4483/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0bc5a793-9fdc-4cba-9911-4501df505649

PiperOrigin-RevId: 346450915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41fd9b12cf4..b0ad2f389d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36f6fadbfd740841bb0bd86f0326a6710168de967a1f3c3ee335a07e816c1047",
-    git_commit = "3c37f87c45bac0bcbc7862299decbeac3df0f0a0",
+    sha256 = "0c0e3720e48301e88fc985b79676f3ceb39cb194d5316b31747e80691804fb17",
+    git_commit = "38b3c3c83d811768c81a32e24ed1d75752c99e46",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d5ee53793dc6de7114d595062a2350944ded547c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Dec 2020 00:01:35 -0800
Subject: [PATCH 4484/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/709317e7-30b5-4aee-bf83-ad890f963fbc

PiperOrigin-RevId: 346490974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0ad2f389d2..ede2908fced 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c0e3720e48301e88fc985b79676f3ceb39cb194d5316b31747e80691804fb17",
-    git_commit = "38b3c3c83d811768c81a32e24ed1d75752c99e46",
+    sha256 = "d0f10fb63161ab4c483fe7024d76917e328ea620fdb2ceef7f43a1a14846bdb2",
+    git_commit = "0923a15fa7ee3351f69faad5664bbf47829b30a1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e444bf782256bb2e168a3e77d3654ae4ae7921f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Dec 2020 06:01:48 -0800
Subject: [PATCH 4485/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5bba7984-5569-4b33-888e-8efb1c1912ce

PiperOrigin-RevId: 346534237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ede2908fced..31ed4d033eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0f10fb63161ab4c483fe7024d76917e328ea620fdb2ceef7f43a1a14846bdb2",
-    git_commit = "0923a15fa7ee3351f69faad5664bbf47829b30a1",
+    sha256 = "687d0d60e7237f3b024162f6681dc76338a7f43cade1ae1f42ad7ed80982b314",
+    git_commit = "6e28513ec1e1d7d895bea8478f08f84265a113e9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6d2cc2208c6d4b4291ea5dd6ac8ddd41321ab2a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Dec 2020 12:01:23 -0800
Subject: [PATCH 4486/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed9db385-61b5-48be-9db7-4498f22b6ea9

PiperOrigin-RevId: 346604798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31ed4d033eb..4b930a86b14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "687d0d60e7237f3b024162f6681dc76338a7f43cade1ae1f42ad7ed80982b314",
-    git_commit = "6e28513ec1e1d7d895bea8478f08f84265a113e9",
+    sha256 = "090cad07b7e9fe04cea3dedefb057f4f51b8c82c17b012c575a00f0d64a14c66",
+    git_commit = "e874244346b3945de77d304d5f12e192aaa6f539",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 30dd2fe67ad00b38324d01351ca52c571701f97f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Dec 2020 14:42:06 -0800
Subject: [PATCH 4487/8103] Updated tests to newer API

PiperOrigin-RevId: 346641073
---
 .../aspired_versions_manager_benchmark.cc     | 130 ++++++++++--------
 tensorflow_serving/util/BUILD                 |   1 +
 .../util/fast_read_dynamic_ptr_benchmark.cc   | 121 +++++++++-------
 3 files changed, 147 insertions(+), 105 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index fc5dbf8a0a0..d26e6afe4f8 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -79,7 +79,7 @@ class BenchmarkState {
   }
 
   // Actually perform iters reads on the fast read ptr.
-  void RunBenchmark(int iters, int num_threads);
+  void RunBenchmark(::testing::benchmark::State& state, int num_threads);
 
  private:
   void SetUp();
@@ -165,10 +165,7 @@ int64 BenchmarkState::GetLatestVersion(const bool do_work) {
 void BenchmarkState::RunUpdate() { StartServing(GetLatestVersion(false) + 1); }
 
 void BenchmarkState::SetUp() {
-  testing::StopTiming();
-
   StartServing(0);
-
   if (interval_micros_ > 0) {
     PeriodicFunction::Options pf_options;
     pf_options.thread_name_prefix =
@@ -176,87 +173,106 @@ void BenchmarkState::SetUp() {
     update_thread_.reset(new PeriodicFunction([this] { RunUpdate(); },
                                               interval_micros_, pf_options));
   }
-
-  testing::StartTiming();
 }
 
 void BenchmarkState::TearDown() {
-  testing::StopTiming();
-
   // Destruct the update thread which blocks until it exits.
   update_thread_.reset();
-
-  testing::StartTiming();
 }
 
 void BenchmarkState::RunReads(int iters) {
-  for (int i = 0; i < iters; i++) {
+  for (int i = 0; i < iters; ++i) {
     // Prevents the compiler from optimizing this away.
     CHECK_GE(GetLatestVersion(do_work_), 0);
   }
 }
 
-void BenchmarkState::RunBenchmark(int iters, int num_threads) {
+void BenchmarkState::RunBenchmark(::testing::benchmark::State& state,
+                                  int num_threads) {
   SetUp();
 
-  testing::StopTiming();
-
-  // The benchmarking system by default uses cpu time to calculate items per
-  // second, which would include time spent by all the threads on the cpu.
-  // Instead of that we use real-time here so that we can see items/s increasing
-  // with increasing threads, which is easier to understand.
-  testing::UseRealTime();
-  testing::ItemsProcessed(num_threads * iters);
-
-  std::unique_ptr<thread::ThreadPool> pool(new thread::ThreadPool(
-      Env::Default(), "RunBenchmarkReadThread", num_threads));
-  for (int thread_index = 0; thread_index < num_threads; ++thread_index) {
-    std::function<void()> run_reads_fn = [&]() {
-      // Wait until all_read_threads_scheduled_ has been notified.
-      all_read_threads_scheduled_.WaitForNotification();
-      RunReads(iters);
-    };
-    pool->Schedule(run_reads_fn);
+  // To be compatible with the Google benchmark framework, the tensorflow new
+  // benchmark API requires that each benchmark routine has exactly one.
+  // `for (auto s : state)` benchmark loop (in all threads).
+  // Therefore we cannot have multiple threads executing the same for-each loop.
+  // We need to introduce a new parameter for the fixed number of iteration in
+  // each thread.
+
+  // Pick a reasonably large value.
+  const int kSubIters = 500;
+
+  // The benchmark timing loop. Timer automatically starts/stops.
+  // In each iteration, we spin up a thread-pool and execute kSubIters in each
+  // thread.
+  for (auto s : state) {
+    // Exclude the scheduling setup time.
+    state.PauseTiming();
+    std::unique_ptr<thread::ThreadPool> pool(new thread::ThreadPool(
+        Env::Default(), "RunBenchmarkReadThread", num_threads));
+    for (int thread_index = 0; thread_index < num_threads; ++thread_index) {
+      std::function<void()> run_reads_fn = [&]() {
+        // Wait until all_read_threads_scheduled_ has been notified.
+        all_read_threads_scheduled_.WaitForNotification();
+        RunReads(kSubIters);
+      };
+      pool->Schedule(run_reads_fn);
+    }
+    state.ResumeTiming();
+    all_read_threads_scheduled_.Notify();
+
+    // Note that destructing the threadpool blocks on completion of all
+    // scheduled execution.  This is intentional as we want all threads to
+    // complete iters iterations.  It also means that the timing may be off
+    // (work done == iters * num_threads) and includes time scheduling work on
+    // the threads.
+    pool.reset();
   }
-  testing::StartTiming();
-  all_read_threads_scheduled_.Notify();
-
-  // Note that destructing the threadpool blocks on completion of all scheduled
-  // execution.  This is intentional as we want all threads to complete iters
-  // iterations.  It also means that the timing may be off (work done == iters *
-  // num_threads) and includes time scheduling work on the threads.
-  pool.reset();
 
+  state.SetItemsProcessed(num_threads * kSubIters * state.iterations());
   TearDown();
 }
 
-static void BenchmarkReadsAndUpdates(int iters, int num_threads,
-                                     int interval_micros, bool do_work) {
-  BenchmarkState state(interval_micros, do_work);
-  state.RunBenchmark(iters, num_threads);
+void BenchmarkReadsAndUpdates(::testing::benchmark::State& state,
+                              int num_threads, int interval_micros,
+                              bool do_work) {
+  BenchmarkState bm_state(interval_micros, do_work);
+  bm_state.RunBenchmark(state, num_threads);
 }
 
-static void BM_Work_NoUpdates_Reads(int iters, int num_threads) {
+void BM_Work_NoUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+
   // No updates. 0 interval_micros signals not to update at all.
-  BenchmarkReadsAndUpdates(iters, num_threads, 0, true);
+  BenchmarkReadsAndUpdates(state, num_threads, 0, true);
 }
 
-static void BM_Work_FrequentUpdates_Reads(int iters, int num_threads) {
+void BM_Work_FrequentUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+
   // Frequent updates: 1000 micros == 1 millisecond or 1000qps of updates
-  BenchmarkReadsAndUpdates(iters, num_threads, 1000, true);
+  BenchmarkReadsAndUpdates(state, num_threads, 1000, true);
 }
 
-static void BM_NoWork_NoUpdates_Reads(int iters, int num_threads) {
+void BM_NoWork_NoUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+
   // No updates. 0 interval_micros signals not to update at all.
-  BenchmarkReadsAndUpdates(iters, num_threads, 0, false);
+  BenchmarkReadsAndUpdates(state, num_threads, 0, false);
 }
 
-static void BM_NoWork_FrequentUpdates_Reads(int iters, int num_threads) {
+void BM_NoWork_FrequentUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+
   // Frequent updates: 1000 micros == 1 millisecond or 1000qps of updates
-  BenchmarkReadsAndUpdates(iters, num_threads, 1000, false);
+  BenchmarkReadsAndUpdates(state, num_threads, 1000, false);
 }
 
+// The benchmarking system by default uses cpu time to calculate items per
+// second, which would include time spent by all the threads on the cpu.
+// Instead of that we use real-time here so that we can see items/s increasing
+// with increasing threads, which is easier to understand.
 BENCHMARK(BM_Work_NoUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -266,6 +282,7 @@ BENCHMARK(BM_Work_NoUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_Work_FrequentUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -275,6 +292,7 @@ BENCHMARK(BM_Work_FrequentUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_NoWork_NoUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -284,6 +302,7 @@ BENCHMARK(BM_NoWork_NoUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_NoWork_FrequentUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -292,9 +311,7 @@ BENCHMARK(BM_NoWork_FrequentUpdates_Reads)
     ->Arg(32)
     ->Arg(64);
 
-static void BM_GetServableHandle(const int iters) {
-  testing::StopTiming();
-
+void BM_GetServableHandle(::testing::benchmark::State& state) {
   // Number of different servable streams.
   constexpr int kNumServableStreams = 10;
   // Number of versions of a particular servable stream.
@@ -358,13 +375,14 @@ static void BM_GetServableHandle(const int iters) {
   }();
 
   ServableHandle<int64> handle;
-  testing::ItemsProcessed(iters);
-  testing::StartTiming();
-  for (int i = 0; i < iters; ++i) {
+  int i = 0;
+  for (auto s : state) {
     const Status status =
         manager->GetServableHandle(requests[i % kNumRequests], &handle);
     TF_CHECK_OK(status) << status;
+    ++i;
   }
+  state.SetItemsProcessed(state.iterations());
 }
 BENCHMARK(BM_GetServableHandle);
 
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 390c8d95889..24a63b0e754 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -146,6 +146,7 @@ cc_test(
 
 cc_test(
     name = "fast_read_dynamic_ptr_benchmark",
+    timeout = "long",
     srcs = ["fast_read_dynamic_ptr_benchmark.cc"],
     deps = [
         ":fast_read_dynamic_ptr",
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 61af6f0943c..c6f7514d276 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -73,7 +73,8 @@ class BenchmarkState {
       : update_micros_(update_micros), do_work_(do_work) {}
 
   // Actually perform iters reads on the fast read ptr.
-  void RunBenchmarkReadIterations(int num_threads, int iters);
+  void RunBenchmarkReadIterations(int num_threads,
+                                  ::testing::benchmark::State& state);
 
   // Sets up the state for a benchmark run.
   // update_micros: Number of micros to sleep between updates. If set to 0, does
@@ -120,8 +121,6 @@ void BenchmarkState::RunUpdateThread() {
 }
 
 void BenchmarkState::Setup() {
-  testing::StopTiming();
-
   // setup fast read int ptr:
   std::unique_ptr<int> i(new int(0));
   fast_ptr_.Update(std::move(i));
@@ -133,24 +132,18 @@ void BenchmarkState::Setup() {
     update_thread_.reset(new PeriodicFunction([this] { RunUpdateThread(); },
                                               update_micros_, pf_options));
   }
-
-  testing::StartTiming();
 }
 
 void BenchmarkState::Teardown() {
-  testing::StopTiming();
-
   // Destruct the update thread which blocks until it exits.
   update_thread_.reset();
-
-  testing::StartTiming();
 }
 
 void BenchmarkState::RunBenchmarkReads(int iters) {
   // Wait until all_read_threads_scheduled_ has been notified.
   all_read_threads_scheduled_.WaitForNotification();
 
-  for (int i = 0; i < iters; i++) {
+  for (int i = 0; i < iters; ++i) {
     std::shared_ptr<const int> current = fast_ptr_.get();
     int bigger = *current + 1;
     testing::DoNotOptimize(bigger);
@@ -160,63 +153,90 @@ void BenchmarkState::RunBenchmarkReads(int iters) {
   }
 }
 
-void BenchmarkState::RunBenchmarkReadIterations(int num_threads, int iters) {
-  testing::StopTiming();
-
-  // The benchmarking system by default uses cpu time to calculate items per
-  // second, which would include time spent by all the threads on the cpu.
-  // Instead of that we use real-time here so that we can see items/s increasing
-  // with increasing threads, which is easier to understand.
-  testing::UseRealTime();
-  testing::ItemsProcessed(num_threads * iters);
-
-  thread::ThreadPool pool(Env::Default(), "RunBenchmarkReadThread",
-                          num_threads);
-  for (int thread_index = 0; thread_index < num_threads; ++thread_index) {
-    std::function<void()> run_reads_fn = [iters, this]() {
-      RunBenchmarkReads(iters);
-    };
-    pool.Schedule(run_reads_fn);
+void BenchmarkState::RunBenchmarkReadIterations(
+    int num_threads, ::testing::benchmark::State& state) {
+  CHECK_GE(num_threads, 1) << " ****unexpected thread number";
+  // To be compatible with the Google benchmark framework, the tensorflow new
+  // benchmark API requires that each benchmark routine has exactly one.
+  // `for (auto s : state)` benchmark loop (in all threads).
+  // Therefore we cannot have multiple threads executing the same for-each loop.
+  // We need to introduce a new parameter for the fixed number of iteration in
+  // each thread.
+
+  // Pick a reasonably large value.
+  const int kSubIters = 100;
+
+  // The benchmark timing loop. Timer automatically starts/stops.
+  // In each iteration, we spin up a thread-pool and execute kSubIters in each
+  // thread.
+  for (auto s : state) {
+    // Exlucde scheduling setup time.
+    state.PauseTiming();
+
+    thread::ThreadPool pool(Env::Default(), "RunBenchmarkReadThread",
+                            num_threads);
+    for (int thread_index = 0; thread_index < num_threads; ++thread_index) {
+      std::function<void()> run_reads_fn = [&]() {
+        RunBenchmarkReads(kSubIters);
+      };
+      pool.Schedule(run_reads_fn);
+    }
+    state.ResumeTiming();
+    all_read_threads_scheduled_.Notify();
+
+    // Note that destructing the threadpool blocks on completion of all
+    // scheduled execution. This is intentional as we want all threads to
+    // complete iters iterations. It also means that the timing may be off (work
+    // done == iters * num_threads) and includes time scheduling work on the
+    // threads.
   }
-  testing::StartTiming();
-  all_read_threads_scheduled_.Notify();
-
-  // Note that destructing the threadpool blocks on completion of all scheduled
-  // execution.
-  // This is intentional as we want all threads to complete iters iterations.
-  // It also means that the timing may be off (work done == iters *
-  // num_threads) and includes time scheduling work on the threads.
+  testing::ItemsProcessed(num_threads * kSubIters * state.iterations());
 }
 
-static void BenchmarkReadsAndUpdates(int update_micros, bool do_work, int iters,
-                                     int num_threads) {
-  BenchmarkState state(update_micros, do_work);
-  state.Setup();
-  state.RunBenchmarkReadIterations(num_threads, iters);
-  state.Teardown();
+void BenchmarkReadsAndUpdates(int update_micros, bool do_work,
+                              ::testing::benchmark::State& state,
+                              int num_threads) {
+  BenchmarkState bm_state(update_micros, do_work);
+  bm_state.Setup();
+  bm_state.RunBenchmarkReadIterations(num_threads, state);
+  bm_state.Teardown();
 }
 
-static void BM_Work_NoUpdates_Reads(int iters, int num_threads) {
+void BM_Work_NoUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+  CHECK_GT(num_threads, 0);
   // No updates. 0 update_micros signals not to update at all.
-  BenchmarkReadsAndUpdates(0, true, iters, num_threads);
+  BenchmarkReadsAndUpdates(0, true, state, num_threads);
 }
 
-static void BM_Work_FrequentUpdates_Reads(int iters, int num_threads) {
+void BM_Work_FrequentUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+  CHECK_GT(num_threads, 0);
   // Frequent updates: 1000 micros == 1 millisecond or 1000qps of updates
-  BenchmarkReadsAndUpdates(1000, true, iters, num_threads);
+  BenchmarkReadsAndUpdates(1000, true, state, num_threads);
 }
 
-static void BM_NoWork_NoUpdates_Reads(int iters, int num_threads) {
+void BM_NoWork_NoUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+  CHECK_GT(num_threads, 0);
   // No updates. 0 update_micros signals not to update at all.
-  BenchmarkReadsAndUpdates(0, false, iters, num_threads);
+  BenchmarkReadsAndUpdates(0, false, state, num_threads);
 }
 
-static void BM_NoWork_FrequentUpdates_Reads(int iters, int num_threads) {
+void BM_NoWork_FrequentUpdates_Reads(::testing::benchmark::State& state) {
+  const int num_threads = state.range(0);
+  CHECK_GT(num_threads, 0);
   // Frequent updates: 1000 micros == 1 millisecond or 1000qps of updates
-  BenchmarkReadsAndUpdates(1000, false, iters, num_threads);
+  BenchmarkReadsAndUpdates(1000, false, state, num_threads);
 }
 
+// The benchmarking system by default uses cpu time to calculate items per
+// second, which would include time spent by all the threads on the cpu.
+// Instead of that we use real-time here so that we can see items/s increasing
+// with increasing threads, which is easier to understand.
+
 BENCHMARK(BM_Work_NoUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -226,6 +246,7 @@ BENCHMARK(BM_Work_NoUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_Work_FrequentUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -235,6 +256,7 @@ BENCHMARK(BM_Work_FrequentUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_NoWork_NoUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)
@@ -244,6 +266,7 @@ BENCHMARK(BM_NoWork_NoUpdates_Reads)
     ->Arg(64);
 
 BENCHMARK(BM_NoWork_FrequentUpdates_Reads)
+    ->UseRealTime()
     ->Arg(1)
     ->Arg(2)
     ->Arg(4)

From a694a63111cf48f079b635672f363e3181e0095b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Dec 2020 18:01:22 -0800
Subject: [PATCH 4488/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65298204-c4f0-429d-982f-9bb92c777cde

PiperOrigin-RevId: 346679134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b930a86b14..9f9d5ec0417 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "090cad07b7e9fe04cea3dedefb057f4f51b8c82c17b012c575a00f0d64a14c66",
-    git_commit = "e874244346b3945de77d304d5f12e192aaa6f539",
+    sha256 = "4ae06daa5b09c62f31b7bc1f781fd59053f286dd64355830d8c2ac601b795ef0",
+    git_commit = "0eadbb13cef1226b1bae17c941f7870734d97f8a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac539c5279d3fbe8352226fb30b7264d7b2c1943 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Dec 2020 00:01:24 -0800
Subject: [PATCH 4489/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/930994f5-54be-410b-8103-967f85d6ccb0

PiperOrigin-RevId: 346722651
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f9d5ec0417..c0f10bf9f6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ae06daa5b09c62f31b7bc1f781fd59053f286dd64355830d8c2ac601b795ef0",
-    git_commit = "0eadbb13cef1226b1bae17c941f7870734d97f8a",
+    sha256 = "cd51fd32f4eea37549b1c9be8446c990ac7fbce7b3fcff3fbc7240d2f3a1e1da",
+    git_commit = "d43b133ca75c2a3a4fe1dc092cad7b09bce7defb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From eaa484cdedcbcd90e7a3e7cd900718a71fc5d2e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Dec 2020 06:01:26 -0800
Subject: [PATCH 4490/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76081227-82e2-4ab4-8f45-bc5add884cb2

PiperOrigin-RevId: 346767874
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0f10bf9f6c..997f041994e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd51fd32f4eea37549b1c9be8446c990ac7fbce7b3fcff3fbc7240d2f3a1e1da",
-    git_commit = "d43b133ca75c2a3a4fe1dc092cad7b09bce7defb",
+    sha256 = "93fb7ddcbb00c8eb5881f08b085323a0361e49ebb0c8ff399121be2d1eaa1751",
+    git_commit = "9ca469ee6d2d716eb4c03fdee4d5d21d40b9a775",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 951b73b06369874f96a03abc28c27e9972308520 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Dec 2020 12:01:25 -0800
Subject: [PATCH 4491/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09d62e17-b701-44e2-96a9-8acd39b2bf41

PiperOrigin-RevId: 346834894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 997f041994e..a6e1467c164 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93fb7ddcbb00c8eb5881f08b085323a0361e49ebb0c8ff399121be2d1eaa1751",
-    git_commit = "9ca469ee6d2d716eb4c03fdee4d5d21d40b9a775",
+    sha256 = "d17afee0da510cc1bd17aa95363136c280b4e9f990812ff188f52beefe78626f",
+    git_commit = "4a227e9fc5f3b5fc4bbcf96aa322d050375e21d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4e9aa76834c6410c5ead8d38e9da57a5dc8988cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Dec 2020 18:01:22 -0800
Subject: [PATCH 4492/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4522d2b1-8db7-44ff-9223-e8ed2604549c

PiperOrigin-RevId: 346905137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6e1467c164..e33ffaf3dd6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d17afee0da510cc1bd17aa95363136c280b4e9f990812ff188f52beefe78626f",
-    git_commit = "4a227e9fc5f3b5fc4bbcf96aa322d050375e21d0",
+    sha256 = "e0e387b9034c2de9ced3025c4cf009bb2411a7b96511b0c2021a555e128573a2",
+    git_commit = "ece423eb03cc5fb1df17710c0f541e393039732d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6228fe86ca433d405f16b59280e9dcb1d94ec7d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Dec 2020 00:01:25 -0800
Subject: [PATCH 4493/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e9b9449-619d-410d-b75e-f1ead081d2b6

PiperOrigin-RevId: 346944636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e33ffaf3dd6..7ab108ed619 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0e387b9034c2de9ced3025c4cf009bb2411a7b96511b0c2021a555e128573a2",
-    git_commit = "ece423eb03cc5fb1df17710c0f541e393039732d",
+    sha256 = "fde558726e49935f592561a9f2a3326a06315ecd4e521faa79691de1650c3324",
+    git_commit = "5a85d44038b1b7a2c0d2e59614bea85b52cacdfe",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 09b85506c5091845ae54cfc4d9e8672dfec45ae0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Dec 2020 06:01:18 -0800
Subject: [PATCH 4494/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7dc1c30-b506-4850-b063-8466db6f2d3c

PiperOrigin-RevId: 346983826
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ab108ed619..20e56c1de05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fde558726e49935f592561a9f2a3326a06315ecd4e521faa79691de1650c3324",
-    git_commit = "5a85d44038b1b7a2c0d2e59614bea85b52cacdfe",
+    sha256 = "3fa373265e1a13fe8c985a62ac89e00a2d017a8e3dfa720a589a8707157816de",
+    git_commit = "4e082d53bfe2c8a2de91895a1dbf3f9ff765cea1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ac89f7c395e412013d7266e2f9a6bbc0bd23972f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Dec 2020 12:01:45 -0800
Subject: [PATCH 4495/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4010d48-2651-4db3-b927-b6ade20df965

PiperOrigin-RevId: 347046807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20e56c1de05..8c9142b9e65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3fa373265e1a13fe8c985a62ac89e00a2d017a8e3dfa720a589a8707157816de",
-    git_commit = "4e082d53bfe2c8a2de91895a1dbf3f9ff765cea1",
+    sha256 = "c21de9acc19e8d6cde69ff3c100f2874c0da1afb02046d59b7b8b399a59f0e61",
+    git_commit = "9f331e513dd6f5b6a541b1650472e8429e2cd5d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2adf80a91f22357ba6490b55130ac4039b5e565b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Dec 2020 18:01:19 -0800
Subject: [PATCH 4496/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db7fe38e-6ca8-48fb-9e77-4a89d33c97e1

PiperOrigin-RevId: 347110547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c9142b9e65..899032a41a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c21de9acc19e8d6cde69ff3c100f2874c0da1afb02046d59b7b8b399a59f0e61",
-    git_commit = "9f331e513dd6f5b6a541b1650472e8429e2cd5d0",
+    sha256 = "8d2e120431dde1a3baf7367d4b0f144f9672c05ce8e6eff66fdcb7254c177f9e",
+    git_commit = "5a51f9bbedd3b45a7e02873138a9dcea03912a07",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 941f87ddd8049fc3dcce7a01edb92ffceafd6289 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Dec 2020 00:01:25 -0800
Subject: [PATCH 4497/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f235aef2-4cae-4c76-92ab-29affe787434

PiperOrigin-RevId: 347138933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 899032a41a4..929e660243e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d2e120431dde1a3baf7367d4b0f144f9672c05ce8e6eff66fdcb7254c177f9e",
-    git_commit = "5a51f9bbedd3b45a7e02873138a9dcea03912a07",
+    sha256 = "e1555da4755aa17fea979f12e35911dd0f1acbd6a66df7450f098e8e5ff5df3c",
+    git_commit = "564f72aef83e959cc5cb5e306f7cd888de9223fc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From af76b29e7e43be2353c3f7e594d46b071fe223ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Dec 2020 06:01:27 -0800
Subject: [PATCH 4498/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b870df5-6544-4d6d-9961-003c775ba929

PiperOrigin-RevId: 347163035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 929e660243e..b1571dcbe70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1555da4755aa17fea979f12e35911dd0f1acbd6a66df7450f098e8e5ff5df3c",
-    git_commit = "564f72aef83e959cc5cb5e306f7cd888de9223fc",
+    sha256 = "cfa72360507d263031aee85e2a24dbbaaba4b7678d4c60f413375e8546ce0688",
+    git_commit = "67a9764695429fc5963aeeb905526bfe5af45739",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 513d5a7ab3810f1d88a244f402148ed904e8ef80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Dec 2020 06:01:20 -0800
Subject: [PATCH 4499/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc2e1865-553a-4009-bed9-6ede3f73a614

PiperOrigin-RevId: 347252188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1571dcbe70..2a73a058291 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfa72360507d263031aee85e2a24dbbaaba4b7678d4c60f413375e8546ce0688",
-    git_commit = "67a9764695429fc5963aeeb905526bfe5af45739",
+    sha256 = "8c1b8326345efe67db8d79afa4a6f3e0074beafa86438c6e065eed3e4b630ce2",
+    git_commit = "1987dba1a166d0336ccea8176dd2a16a65ddf19a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8e8c05df9e93dc69e3fb135fc5b6f4ccb2d43439 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Dec 2020 12:01:29 -0800
Subject: [PATCH 4500/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed3f4f03-8b8c-4879-b5eb-511b627ec4f9

PiperOrigin-RevId: 347274011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a73a058291..a0f3eaeff74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c1b8326345efe67db8d79afa4a6f3e0074beafa86438c6e065eed3e4b630ce2",
-    git_commit = "1987dba1a166d0336ccea8176dd2a16a65ddf19a",
+    sha256 = "160dd58542bc1c8de2fe149dc50a5adc2b09ab50e2af8347cbfd68cc8a3e888e",
+    git_commit = "92f07a46bbe49a44bbda5e6cf9b6c60630395986",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From de35e1e0639138665f012cc351ee3d01cbfc0a08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Dec 2020 18:01:17 -0800
Subject: [PATCH 4501/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ac6c7fe-1753-408a-8941-cc37e9e0d225

PiperOrigin-RevId: 347297783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0f3eaeff74..0aa0154d602 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "160dd58542bc1c8de2fe149dc50a5adc2b09ab50e2af8347cbfd68cc8a3e888e",
-    git_commit = "92f07a46bbe49a44bbda5e6cf9b6c60630395986",
+    sha256 = "9c011afbff3dd27b7523c8d4497446445b8486cb9c9d16e00ef2d90775f99d05",
+    git_commit = "3727302f03a495b665efda24a845c4b30a7cffe9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ccb356259476994f19770b88060faf1959c8f88a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Dec 2020 00:01:27 -0800
Subject: [PATCH 4502/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/57c4c409-c3a7-4fc5-aa5f-aa35a52ef509

PiperOrigin-RevId: 347327707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0aa0154d602..b24b4db309c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c011afbff3dd27b7523c8d4497446445b8486cb9c9d16e00ef2d90775f99d05",
-    git_commit = "3727302f03a495b665efda24a845c4b30a7cffe9",
+    sha256 = "bd714b531afea2951c14d625f4a95d85adf9789c77cc2923b2b1e1bb4a840f78",
+    git_commit = "1e8c13a7f079a33f17e5f14ac12e13781e52df3c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e7656d601dbbdedbf67303bdde05aa599940e852 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Dec 2020 06:01:18 -0800
Subject: [PATCH 4503/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3e3f36a-13d8-4771-bfaf-7e9f33e1c321

PiperOrigin-RevId: 347369764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b24b4db309c..52313f3a16a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd714b531afea2951c14d625f4a95d85adf9789c77cc2923b2b1e1bb4a840f78",
-    git_commit = "1e8c13a7f079a33f17e5f14ac12e13781e52df3c",
+    sha256 = "fd1560ba422d59de8c6e6984161e73f2a9dfb056418b73ec457543c7a60f7b84",
+    git_commit = "dd3499e26c7dceaad5333ea0762903de242150b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6f1290848d6631bdfcee7464b138fc9553c381dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Dec 2020 12:01:32 -0800
Subject: [PATCH 4504/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/301f2963-0634-40c1-a47b-072a2b20e96c

PiperOrigin-RevId: 347437974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52313f3a16a..0fa1f9396f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd1560ba422d59de8c6e6984161e73f2a9dfb056418b73ec457543c7a60f7b84",
-    git_commit = "dd3499e26c7dceaad5333ea0762903de242150b5",
+    sha256 = "d21f00444eebd0ef50a98215cd74bb74c13ebf32d454cf9bd00ecc563ba7b612",
+    git_commit = "6433b89b4969af4d2dd6eb0531e0f0507dfaffb4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7108346d0976034a871b0d000ae189fbc4e30f51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Dec 2020 18:01:18 -0800
Subject: [PATCH 4505/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8558959c-edf9-4b48-b388-5d0c72ccccbe

PiperOrigin-RevId: 347509270
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0fa1f9396f4..dc53a730ab3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d21f00444eebd0ef50a98215cd74bb74c13ebf32d454cf9bd00ecc563ba7b612",
-    git_commit = "6433b89b4969af4d2dd6eb0531e0f0507dfaffb4",
+    sha256 = "c70c61632ba9a0d5cc6658e556da5cc9dad89bc73f5c87a6b1bb6784113f77a9",
+    git_commit = "751a245c7a212dd030f12665124bdfe8b3f1d09d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 08028d11e912fdb6fad25a9f4bce2b4070da5ab7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Dec 2020 18:38:50 -0800
Subject: [PATCH 4506/8103] Move some utilities from batching_session to
 batching_util for upcoming TFRT SavedModel batching supports.

PiperOrigin-RevId: 347514462
---
 tensorflow_serving/batching/BUILD             |  1 +
 .../batching/batching_session.cc              | 43 ++--------------
 .../batching/batching_session.h               |  3 ++
 tensorflow_serving/batching/batching_util.h   | 50 +++++++++++++++++++
 4 files changed, 58 insertions(+), 39 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index a162167a1a9..53f6701f7d6 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -155,6 +155,7 @@ cc_library(
     srcs = ["batching_util.cc"],
     hdrs = ["batching_util.h"],
     deps = [
+        "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 8d68c130e16..791d85e44a7 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -54,42 +54,6 @@ auto* queuing_latency = monitoring::Sampler<1>::New(
     // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
     monitoring::Buckets::Exponential(100, 1.2, 52));
 
-// For all metrics: consider adding breakdowns based on model name or status if
-// needed. Note that model name is not available as a session property or on any
-// of the inputs currently.
-void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
-  static auto* cell = tensorflow::monitoring::PercentileSampler<1>::New(
-      {"/tensorflow/serving/batching_session/padding_size",
-       "Tracks the padding size distribution on batches.",
-       "execution_batch_size"},
-      /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-      /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber);
-  cell->GetCell(absl::StrCat(execution_batch_size))
-      ->Add(static_cast<double>(padding_size));
-}
-
-void RecordInputBatchSize(int32 batch_size) {
-  static tensorflow::monitoring::PercentileSamplerCell* cell =
-      tensorflow::monitoring::PercentileSampler<0>::New(
-          {"/tensorflow/serving/batching_session/input_batch_size",
-           "Tracks the batch size distribution on the inputs."},
-          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
-          ->GetCell();
-  cell->Add(static_cast<double>(batch_size));
-}
-
-void RecordProcessedBatchSize(int32 batch_size) {
-  static tensorflow::monitoring::PercentileSamplerCell* cell =
-      tensorflow::monitoring::PercentileSampler<0>::New(
-          {"/tensorflow/serving/batching_session/processed_batch_size",
-           "Tracks the batch size distribution on processing."},
-          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
-          ->GetCell();
-  cell->Add(static_cast<double>(batch_size));
-}
-
 string TensorSignatureDebugString(const TensorSignature& signature) {
   return strings::StrCat("{input_tensors: <",
                          str_util::Join(signature.input_tensors, ", "),
@@ -448,7 +412,7 @@ Status BatchingSession::ComputeInputSize(
       }));
   for (const auto& entry : inputs) {
     const Tensor& tensor = entry.second;
-    RecordInputBatchSize(tensor.shape().dim_size(0));
+    RecordInputBatchSize<BatchingSessionTask>(tensor.shape().dim_size(0));
   }
   return Status::OK();
 }
@@ -471,8 +435,9 @@ Status BatchingSession::MergeInputTensors(
         {{"batch_size_after_padding", lowest_allowed_batch_size},
          {"padding_amount", padding_size}});
   });
-  RecordPaddingSize(padding_size, lowest_allowed_batch_size);
-  RecordProcessedBatchSize(lowest_allowed_batch_size);
+  RecordPaddingSize<BatchingSessionTask>(padding_size,
+                                         lowest_allowed_batch_size);
+  RecordProcessedBatchSize<BatchingSessionTask>(lowest_allowed_batch_size);
 
   // For each input tensor name, a vector of tensors from the individual tasks.
   std::map<string, std::vector<Tensor>> tensors_to_merge;
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index fcef7e04ece..92553d1e333 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -158,6 +158,9 @@ struct BatchingSessionTask : public BatchTask {
   ~BatchingSessionTask() override = default;
   size_t size() const override { return zeroth_dim_size; }
 
+  // For monitoring purpose.
+  static std::string Name() { return "batching_session"; }
+
   // Fields populated when a task is received.
   uint64 enqueue_time_micros;
   RunOptions run_options;
diff --git a/tensorflow_serving/batching/batching_util.h b/tensorflow_serving/batching/batching_util.h
index 0d963ce04a1..f4abe7bc329 100644
--- a/tensorflow_serving/batching/batching_util.h
+++ b/tensorflow_serving/batching/batching_util.h
@@ -20,9 +20,12 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/strings/str_cat.h"
 #include "absl/types/span.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/monitoring/percentile_sampler.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
 
 namespace tensorflow {
 namespace serving {
@@ -108,6 +111,53 @@ Status ComputeTensorBatchSize(TensorList inputs, size_t* size, DimFunc dim_func,
   return Status::OK();
 }
 
+/***************** Below utilities are for monitoring purpose *****************/
+
+// For all metrics: consider adding breakdowns based on model name or status if
+// needed. Note that model name is not available as a session property or on any
+// of the inputs currently.
+template <typename BatchingTask>
+void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
+  static const std::string batching_task_name = BatchingTask::Name();
+  static auto* cell = tensorflow::monitoring::PercentileSampler<1>::New(
+      {absl::StrCat("/tensorflow/serving/", batching_task_name,
+                    "/padding_size"),
+       "Tracks the padding size distribution on batches.",
+       "execution_batch_size"},
+      /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+      /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber);
+  cell->GetCell(absl::StrCat(execution_batch_size))
+      ->Add(static_cast<double>(padding_size));
+}
+
+template <typename BatchingTask>
+void RecordInputBatchSize(int32 batch_size) {
+  static const std::string batching_task_name = BatchingTask::Name();
+  static tensorflow::monitoring::PercentileSamplerCell* cell =
+      tensorflow::monitoring::PercentileSampler<0>::New(
+          {absl::StrCat("/tensorflow/serving/", batching_task_name,
+                        "/input_batch_size"),
+           "Tracks the batch size distribution on the inputs."},
+          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
+          ->GetCell();
+  cell->Add(static_cast<double>(batch_size));
+}
+
+template <typename BatchingTask>
+void RecordProcessedBatchSize(int32 batch_size) {
+  static const std::string batching_task_name = BatchingTask::Name();
+  static tensorflow::monitoring::PercentileSamplerCell* cell =
+      tensorflow::monitoring::PercentileSampler<0>::New(
+          {absl::StrCat("/tensorflow/serving/", batching_task_name,
+                        "/processed_batch_size"),
+           "Tracks the batch size distribution on processing."},
+          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
+          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
+          ->GetCell();
+  cell->Add(static_cast<double>(batch_size));
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 #endif  // TENSORFLOW_SERVING_BATCHING_BATCHING_UTIL_H_

From 2b48a31a793c82e969505e7bd01aaea79954906a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Dec 2020 00:01:29 -0800
Subject: [PATCH 4507/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/967f71d1-b31b-4ba0-9063-c619ea21ba7c

PiperOrigin-RevId: 347552865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc53a730ab3..85c103cd833 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c70c61632ba9a0d5cc6658e556da5cc9dad89bc73f5c87a6b1bb6784113f77a9",
-    git_commit = "751a245c7a212dd030f12665124bdfe8b3f1d09d",
+    sha256 = "ca436d15a0600f979295341493bd97532b14da384f26392d080cb9a51ad6f6c4",
+    git_commit = "35fc7c9443f088d5c7551608c38750dc6deff8a4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d6b9a672f84ebd19704da7a22e4b3e29544251ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Dec 2020 06:01:17 -0800
Subject: [PATCH 4508/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3a1f5a6-71aa-4f43-902b-c56b93b957ec

PiperOrigin-RevId: 347596273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85c103cd833..d85b38ca264 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca436d15a0600f979295341493bd97532b14da384f26392d080cb9a51ad6f6c4",
-    git_commit = "35fc7c9443f088d5c7551608c38750dc6deff8a4",
+    sha256 = "b11bd0a92205d63c89568e8098d949ae2e9cde0f65f33221ada48454e3b63cd7",
+    git_commit = "8315b4ad00a4f4e294c5b0f68396509118c5ef36",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 70d4bf2e17bb81d049901eedf42140570ae89908 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Dec 2020 12:01:26 -0800
Subject: [PATCH 4509/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84da18a8-4ad8-48d4-bc6b-7941ec21424a

PiperOrigin-RevId: 347663327
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d85b38ca264..a4bb1585a89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b11bd0a92205d63c89568e8098d949ae2e9cde0f65f33221ada48454e3b63cd7",
-    git_commit = "8315b4ad00a4f4e294c5b0f68396509118c5ef36",
+    sha256 = "76f954fcd3c684627d9948c7407d1e647ecde62a940698f98de74a37f2344bde",
+    git_commit = "ad82a249b4c4b6adb942193c2d35e9f53d2c3b48",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2a7c0780ef2bc1007ca1e7344b98fc5a38262489 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Dec 2020 18:01:20 -0800
Subject: [PATCH 4510/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc03d486-d85c-40c2-9184-486986da23bf

PiperOrigin-RevId: 347730406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4bb1585a89..9940165c186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76f954fcd3c684627d9948c7407d1e647ecde62a940698f98de74a37f2344bde",
-    git_commit = "ad82a249b4c4b6adb942193c2d35e9f53d2c3b48",
+    sha256 = "50e4e1a1f22e4d153e29276341c9f388db41fb01b6fb5cc12d3e59be0ab766db",
+    git_commit = "3c374ed73b48ce4e293c5a4168c6e16844b652ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 934dfb6387bbcd6651c51efbe56d81d37b29b37b Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Tue, 15 Dec 2020 21:20:46 -0800
Subject: [PATCH 4511/8103] Added release notes for TensorFlow Serving 2.4.0

PiperOrigin-RevId: 347750852
---
 RELEASE.md | 60 ++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 60 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 179c793133e..17f90fff4b0 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,63 @@
+# Release 2.4.0
+
+## Major Features and Improvements
+
+* Update TF Text to v2.3.0.
+* Upgrade to CUDA Version 11.0.
+* Update CUDNN_VERSION to 8.0.4.30.
+* Adds user guide for Remote Predict Op.
+* Add support for serving regress/classify (native keras) TF2 models.
+
+## Breaking Changes
+
+## Bug Fixes and Other Changes
+
+* Adding /usr/local/cuda/extras/CUPTI/lib64 to LD_LIBRARY_PATH in order to unblock profiling (commit: 1270b8ce192225edcaafb00a50822216dd0b1de0)
+* Improve error message when version directory is not found (commit: d687d3e8827c82f4f1b68337c67b2cbe6e4126e7)
+* Migrate the remaining references of tf.app to compat.v1. (commit: 06fbf878a98c8bd4202e33bc1c097a6ce184d06e)
+* Cleanup TraceMe idioms (commit: f22f802c73bfdd548f85dacffc24022b0d79dfc7)
+* Adds LICENSE file to tensorflow-serving-api python package. (commit: 41188d482beb693d4e79e6934d25f1edd44321ac)
+* Enable a way to 'forget' unloaded models in the ServableStateMonitor. (commit: 53c5a65e8158dc1a2a85a2394482cc6acc1736bc)
+* Added abstract layer for remote predict op over different RPC protocols with template. (commit: c54ca7ec95928b6eec39f350140835ebbe3caeb0)
+* Add an example which call the Remote Predict Op directly. (commit: d5b980f487996aa1f890a559eae968735dfebf5d)
+* For batching session in TF serving model server, introduce options to enable large batch splitting. (commit: f84187e8d3e19a298656a661a888c0563c21910e)
+* Add multi-inference support for TF2 models that use (commit: abb8d3b516a310ec4269cd6bf892644d5150485a)
+* Use absl::optional instead of tensorflow::serving::optional. (commit: c809305a50412a2b47f2287c76ea0be1070aabd6)
+* Use absl::optional instead of tensorflow::serving::optional. (commit: cf1cf93eac1896c3c482d17b440489edea110670)
+* Remove tensorflow::serving::MakeCleanup and use tensorflow::gtl::MakeCleanup. (commit: 6ccb003eb45f4961128e5cc2edf5d8b61ef51111)
+* Use absl::optional and remove tensorflow::serving::optional. (commit: e8e5222abbb39e84d1d4e5e9813626b2cc51daac)
+* Deprecate tensorflow::CreateProfilerService() and update serving client. (commit: 98a55030e10a61ee0c3f6b8fc57e2cf63fc59719)
+* Change the SASS & PTX we ship with TF (commit: 086929269b5f2c0f5d71c30accb79d74694c9ece)
+* Adding custom op support. (commit: 892ea42864676b67cbccdfa0794a15d30e65a1b6)
+* Upgrade to PY3 for tests. (commit: 02624a83f70060095df7c132fa46a7a09f9bff6a)
+* Makes clear how to make a default config file for serving multiple models. (commit: 084eaeb15fdc87d83b8c19f558dc1f56bd3a024e)
+* Use TraceMeEncode in BatchingSession's TraceMe. (commit: 78ff058501274aa37b6bbc18aec225604d4cda47)
+* Export metrics for runtime latency for predict/classify/regress. (commit: c317582981cfc1550b27d9d73f71c6ca38e5c8c5)
+* Refactor net_http/client to expose request/response functionality as a public API (not yet finalized) for usage testing ServerRequestInterface and HttpServerInterface instances. (commit: 0b951c807375f1f305280a96124d8b6d6e045bd2)
+* In model warm-up path, re-write error code out-of-range (intended when reading EOF in a file) to ok. (commit: d9bde73569385b4ef3ef8e36d2c832a8ae9a92ad)
+* fix Client Rest API endpoint (commit: b847bac5f2e1dc6a98f431b1fdf42ceebceceeb6)
+* Support multiple SignatureDefs by key in TFLite models (commit: 2e14cd9dc2647127d7cb8c44ceab5dfcf6ac28c4)
+* Add dedicated aliases field to ModelServerConfig. (commit: 718152dc386f9fa7b21ed36d9d85518e987d7bf5)
+* Remove deprecated flag fail_if_no_model_versions_found from tensorflow serving binary (commit: 4b624628977a12b1757b9ddcd3312b3768de8231)
+* Fix TraceMe instrumentation for the padding size. (commit: 0cb94cd79aacb965b3923d4a51b4091cf84d5e22)
+* Add vlog to dump updated model label map (for debugging) each time the map is updated. (commit: ac10e74078123189dc1c8a3cd29d530b7c972782)
+* Add python wrapper for remote predict op and clean the build and include files. (commit: d0daa1064ecdd56ecb5c0a8aca37c3e198cb313d)
+* Add `portpicker` module required to run modelserver e2e tests. (commit: 82f8cc039d091916b8186dfa1ff4b6c006e7277c)
+* changing "infintiy" to "really high value" (commit: c96474cfcca46b1216e52634efb68986cf8aa9b8)
+* Minimal commandline client to trigger profiler on the modelserver. (commit: c0a5619a01e3af69459aa6396d614945370bbd02)
+* Add signature name to RPOp. (commit: 84dfc8b66ff6c1a693766613034ddc3ff044a330)
+* When RPC error occurs, the output tensors should still get allocated. (commit: 9113de22353350443bdd42c5d594ec653e57c0da)
+* Fix BM_MobileNet benchmark (commit: af665627b8152d4c62d207a97c6e712cb2e9a120)
+* Add JSPB BUILD targets for inference and example proto files. (commit: f1009eb0e6bdae2e35dbfb9f4ad7270e74705e2e)
+* Fall back to legacy TFLite tensor naming when parsing signature defs in TFLiteSession. (commit: 3884187cb9253bb9baa240b2009cfc6d4847b9f9)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google, as well as:
+
+Adarshreddy Adelli, Lescurel
+
+
 # Release 2.3.0
 
 ## Bug Fixes and Other Changes

From ac0eb73e71e0658196f02aa6518e119351e14a95 Mon Sep 17 00:00:00 2001
From: Junqin Zhang <zhjunqin@gmail.com>
Date: Tue, 15 Dec 2020 09:30:41 +0800
Subject: [PATCH 4512/8103] When GRPC messages come to TF Serving GRPC server,
 server will create a new threads to handle each message. Once message handle
 completed, the thread was destroyed. So if many messages come to TF serving
 together and messages were not handled in time, then GRPC server will
 continue create new threads. Moreover, the max threads number in GRPC server
 is set to a very big number. Then in most worst case, it would lead to memory
 usage increasing a lot and container OOM. So, here add grpc max threads limit
 to solve such case.

---
 tensorflow_serving/model_servers/main.cc   | 3 +++
 tensorflow_serving/model_servers/server.cc | 5 +++++
 tensorflow_serving/model_servers/server.h  | 1 +
 3 files changed, 9 insertions(+)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 721f16f88dc..1f9e982a579 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -174,6 +174,9 @@ int main(int argc, char** argv) {
                        "A comma separated list of arguments to be passed to "
                        "the grpc server. (e.g. "
                        "grpc.max_connection_age_ms=2000)"),
+      tensorflow::Flag("grpc_max_threads",
+                       &options.grpc_max_threads,
+                       "Max grpc server threads to handle grpc messages."),
       tensorflow::Flag("enable_model_warmup", &options.enable_model_warmup,
                        "Enables model warmup, which triggers lazy "
                        "initializations (such as TF optimizations) at load "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0a922adf840..729739fa09b 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -28,6 +28,7 @@ limitations under the License.
 #include "grpcpp/server_builder.h"
 #include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
+#include "grpcpp/resource_quota.h"
 #include "absl/memory/memory.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
@@ -366,6 +367,10 @@ Status Server::BuildAndStart(const Options& server_options) {
       builder.AddChannelArgument(channel_argument.key, channel_argument.value);
     }
   }
+  ::grpc::ResourceQuota res_quota;
+  res_quota.SetMaxThreads(server_options.grpc_max_threads);
+  builder.SetResourceQuota(res_quota);
+
   grpc_server_ = builder.BuildAndStart();
   if (grpc_server_ == nullptr) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index bf2da51dbec..2601ba89e44 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -43,6 +43,7 @@ class Server {
     tensorflow::int32 grpc_port = 8500;
     tensorflow::string grpc_channel_arguments;
     tensorflow::string grpc_socket_path;
+    tensorflow::int32 grpc_max_threads = 4.0 * port::NumSchedulableCPUs();
 
     //
     // HTTP Server options.

From c3b163bda2d2912fc18af39152204a457a37c687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Dec 2020 00:01:35 -0800
Subject: [PATCH 4513/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/021132a7-63d4-4e9e-9944-fca114887a58

PiperOrigin-RevId: 347768573
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9940165c186..91ab2df97f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50e4e1a1f22e4d153e29276341c9f388db41fb01b6fb5cc12d3e59be0ab766db",
-    git_commit = "3c374ed73b48ce4e293c5a4168c6e16844b652ca",
+    sha256 = "38524f3a0f670ed62f089eb6e1643f03deeb50520ee1657f6cdaaaf2fe13ea39",
+    git_commit = "6136078913c450c23cebfd9443b16abc33202b75",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7cd2262d1acc27c2f880f7837109a591cd860208 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Dec 2020 06:01:28 -0800
Subject: [PATCH 4514/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8db3b13c-8d13-40d0-8d46-47659488faf9

PiperOrigin-RevId: 347807671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91ab2df97f8..18ac64503d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38524f3a0f670ed62f089eb6e1643f03deeb50520ee1657f6cdaaaf2fe13ea39",
-    git_commit = "6136078913c450c23cebfd9443b16abc33202b75",
+    sha256 = "d9fc3f9e7ac61222a0d25691624a3ab2aba6c45e760b1e3808bcecf215ac852e",
+    git_commit = "94ff52945dae3a61fc3a079390b726bf6bc0a705",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d33c9079339dcc5751ba85581a20d691a28aa032 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Dec 2020 12:01:25 -0800
Subject: [PATCH 4515/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43c18419-9907-4eec-98f7-93af3fa03e25

PiperOrigin-RevId: 347868634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18ac64503d5..d847048a930 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9fc3f9e7ac61222a0d25691624a3ab2aba6c45e760b1e3808bcecf215ac852e",
-    git_commit = "94ff52945dae3a61fc3a079390b726bf6bc0a705",
+    sha256 = "95f295ca5bdb5159fdca17180aeaa8ee5ed210fd616077adb246d2c25d1997e5",
+    git_commit = "40bd5a4d991cff4d6a577146278ee9f0e82e9a7c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 358f7d1fe94dc2c904b1c4de68c7bbfe42088b2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Dec 2020 03:59:13 -0800
Subject: [PATCH 4516/8103] Add dedicated aliases field to ModelServerConfig.

PiperOrigin-RevId: 348444664
---
 tensorflow_serving/config/model_server_config.proto | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/tensorflow_serving/config/model_server_config.proto b/tensorflow_serving/config/model_server_config.proto
index 187f535a90b..6b2983be5d9 100644
--- a/tensorflow_serving/config/model_server_config.proto
+++ b/tensorflow_serving/config/model_server_config.proto
@@ -20,10 +20,6 @@ message ModelConfig {
   // Name of the model.
   string name = 1;
 
-  // List of aliases which can be used for addressing this model instead of
-  // using the model name. This is an experimental field.
-  repeated string alias = 9;
-
   // Base path to the model, excluding the version directory.
   // E.g> for a model at /foo/bar/my_model/123, where 123 is the version, the
   // base path is /foo/bar/my_model.
@@ -42,7 +38,7 @@ message ModelConfig {
   // (This cannot be changed once a model is in serving.)
   string model_platform = 4;
 
-  reserved 5;
+  reserved 5, 9;
 
   // Version policy for the model indicating which version(s) of the model to
   // load and make available for serving simultaneously.

From 8c150e790706b17945193d005b2a415f5c498f34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Dec 2020 18:01:14 -0800
Subject: [PATCH 4517/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/79c2d18c-f9b8-4931-a839-32e792214ae6

PiperOrigin-RevId: 348558168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d847048a930..f95e4de3a97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95f295ca5bdb5159fdca17180aeaa8ee5ed210fd616077adb246d2c25d1997e5",
-    git_commit = "40bd5a4d991cff4d6a577146278ee9f0e82e9a7c",
+    sha256 = "7a3b37b355586e10fe0cf1d9956214cc282b2a7775d5f3470db7782e171f03c8",
+    git_commit = "8ddb063d4d6949d3d7c612131820f46c720578fc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 558b04875d82bbbb83ab5f1e98aae1d4e8c40bea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Dec 2020 00:01:25 -0800
Subject: [PATCH 4518/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc553561-452b-4d30-a8f8-2a49f3232070

PiperOrigin-RevId: 348588682
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f95e4de3a97..78209194cd2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a3b37b355586e10fe0cf1d9956214cc282b2a7775d5f3470db7782e171f03c8",
-    git_commit = "8ddb063d4d6949d3d7c612131820f46c720578fc",
+    sha256 = "4fe0202f4608ba108d6f9b0f787f69944cc802a9664b093053e6c0e4d8e1f511",
+    git_commit = "4967bdb59ef3a5dedae37d06cecc855bfd3aaaa2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From a107514fbbe454eaae6c79b53f4ed452514cd6a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Dec 2020 06:01:33 -0800
Subject: [PATCH 4519/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0073046c-12b1-46c8-b5a3-0e100fdd7d04

PiperOrigin-RevId: 348622024
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78209194cd2..750bb555e39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fe0202f4608ba108d6f9b0f787f69944cc802a9664b093053e6c0e4d8e1f511",
-    git_commit = "4967bdb59ef3a5dedae37d06cecc855bfd3aaaa2",
+    sha256 = "b08629e29a82f31e6be96daa48bffbf799d91352e17f36f1a447c20db5b67047",
+    git_commit = "75e4d1a904f94755ea124da0ca52a61906c7e3ea",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7d471e2363e6e5571ccb10547d221d159a1d8ad4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Dec 2020 12:01:42 -0800
Subject: [PATCH 4520/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0735c184-61bd-48d4-927c-1697516787c0

PiperOrigin-RevId: 348671412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 750bb555e39..4b9b70749a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b08629e29a82f31e6be96daa48bffbf799d91352e17f36f1a447c20db5b67047",
-    git_commit = "75e4d1a904f94755ea124da0ca52a61906c7e3ea",
+    sha256 = "6573f0c205065edbf4f93a5567ae5cb74e29dcd8724312be48615a46523c1f3a",
+    git_commit = "7d8e31edb073f95eeae3f726edba1e8144183bd5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8607417c211b77b60b9b871ef62c2746660c1c58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Dec 2020 18:01:34 -0800
Subject: [PATCH 4521/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/287400f6-14ad-4fd8-b437-007e3fc921d5

PiperOrigin-RevId: 348722069
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b9b70749a0..ce8526555de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6573f0c205065edbf4f93a5567ae5cb74e29dcd8724312be48615a46523c1f3a",
-    git_commit = "7d8e31edb073f95eeae3f726edba1e8144183bd5",
+    sha256 = "4b573c7547b0f6a4faf9e0d345b185ae79666da98e9783596cbcc3161abea50c",
+    git_commit = "636ca6b60e27b423a30f37439dd01587461e5ffb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b41a28bb2c815bd76010d3a39a3ea52b5da85f35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Dec 2020 19:06:37 -0800
Subject: [PATCH 4522/8103] Added the command, docker run -it -p 8500:8500
 tensorflow/serving:latest-devel-gpu

Fixes #1768

PiperOrigin-RevId: 348728172
---
 tensorflow_serving/g3doc/building_with_docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/building_with_docker.md b/tensorflow_serving/g3doc/building_with_docker.md
index 04e6e6a1844..c467a0dfddb 100644
--- a/tensorflow_serving/g3doc/building_with_docker.md
+++ b/tensorflow_serving/g3doc/building_with_docker.md
@@ -26,7 +26,7 @@ After pulling one of the development Docker images, you can run it while opening
 the gRPC port (8500):
 
 ```shell
-docker run -it -p 8500:8500 tensorflow/serving:latest-devel
+docker run -it -p 8500:8500 --gpus all tensorflow/serving:latest-devel
 ```
 
 #### Testing the development environment

From d37a496d325f2ec97245390a0840a3dd166f9c7d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Dec 2020 00:01:34 -0800
Subject: [PATCH 4523/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09a75818-9e0f-4b44-bb93-a946deab5421

PiperOrigin-RevId: 348752161
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce8526555de..ef19ac3235d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b573c7547b0f6a4faf9e0d345b185ae79666da98e9783596cbcc3161abea50c",
-    git_commit = "636ca6b60e27b423a30f37439dd01587461e5ffb",
+    sha256 = "add1a0926a06dbdfd8a33044d6771e73afbcf19f099eec4c475154480e631d6d",
+    git_commit = "917ebe0008ebe6e2c57db91c847999fe45c3c753",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6c35ab43b532088e758b67e4937eab77f7b4ab92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Dec 2020 06:01:24 -0800
Subject: [PATCH 4524/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7669c00-7465-4b51-8af0-b995661ea264

PiperOrigin-RevId: 348783525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef19ac3235d..5f76131eaec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "add1a0926a06dbdfd8a33044d6771e73afbcf19f099eec4c475154480e631d6d",
-    git_commit = "917ebe0008ebe6e2c57db91c847999fe45c3c753",
+    sha256 = "57ab7d204fe3eaecfed483e118c9d8e40addc8d73e8832099fd1d4a49db2afdc",
+    git_commit = "939fe236cb4009918dbf6ef76945e08a22a0dcdd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d66e02a4cca298f7a1c96c0d114f68829734ca63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Dec 2020 12:01:25 -0800
Subject: [PATCH 4525/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5cf2ebc-28ae-49a5-be7b-5326d458b2eb

PiperOrigin-RevId: 348828127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f76131eaec..6298ec909c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57ab7d204fe3eaecfed483e118c9d8e40addc8d73e8832099fd1d4a49db2afdc",
-    git_commit = "939fe236cb4009918dbf6ef76945e08a22a0dcdd",
+    sha256 = "be5da8beb3c2cae1a7bb8dafe3d690fc1b045905674d37bed938a8f9679ea506",
+    git_commit = "aaf94e8166c46828e4d392854e79b2724ab9b8a6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 2935fee1bd2cfe7d7dff880c36e4421113763d75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Dec 2020 18:01:41 -0800
Subject: [PATCH 4526/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d44c097-29ed-4424-bcbd-1e71a5b13d44

PiperOrigin-RevId: 348871176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6298ec909c5..1a30909ec9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be5da8beb3c2cae1a7bb8dafe3d690fc1b045905674d37bed938a8f9679ea506",
-    git_commit = "aaf94e8166c46828e4d392854e79b2724ab9b8a6",
+    sha256 = "72764305b8cd2909ee31da165ea8f6d70c4e514c3ad9ceb297f6745c09436009",
+    git_commit = "56d7ad1ed931d0a63d7cc9baa8e4110aa68c8b60",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 5f2284952d508820ffd85413f89c1b0844a2af81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Dec 2020 00:01:26 -0800
Subject: [PATCH 4527/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e74931c-7b1f-45f8-af05-6606365c2011

PiperOrigin-RevId: 348897356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a30909ec9c..81639614f52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72764305b8cd2909ee31da165ea8f6d70c4e514c3ad9ceb297f6745c09436009",
-    git_commit = "56d7ad1ed931d0a63d7cc9baa8e4110aa68c8b60",
+    sha256 = "a61398717fb2d23da4f9eb97befca2b4288c47f9a2ebee96e18f39becc258c8c",
+    git_commit = "749418025685bfdfeee74f1f49fcffd3030a7a3b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 50641fbbf76507ab7dce6148c3574fc34ef399f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Dec 2020 06:01:20 -0800
Subject: [PATCH 4528/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5259e976-c9d0-4bf1-a95d-2e82c15291ab

PiperOrigin-RevId: 348925173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81639614f52..81697936aff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a61398717fb2d23da4f9eb97befca2b4288c47f9a2ebee96e18f39becc258c8c",
-    git_commit = "749418025685bfdfeee74f1f49fcffd3030a7a3b",
+    sha256 = "ab298fc82b3ecb1b9a67975a22e1545c93721f22dab919c94cca58235d1d3c8e",
+    git_commit = "41802b3785a3e89f421254de6b6326de516cdb8d",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6f2f6ae9bace1996971a47d655c1b5b9c04b4a19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Dec 2020 00:01:37 -0800
Subject: [PATCH 4529/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fb125fa-9678-4f54-85f6-fe8aed7f70f0

PiperOrigin-RevId: 348992178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81697936aff..0cac98978f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab298fc82b3ecb1b9a67975a22e1545c93721f22dab919c94cca58235d1d3c8e",
-    git_commit = "41802b3785a3e89f421254de6b6326de516cdb8d",
+    sha256 = "166b60a1aba147f36ca05309eac6b959f5d556c325b7efe4995b44e021489cff",
+    git_commit = "e3b2ccfc2fa035a41bd48521e08b28201d789b1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 8bbdc7da600ad846ba2281837f9834aef0197251 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Dec 2020 06:01:13 -0800
Subject: [PATCH 4530/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9b2c238-e5f3-4219-918f-3ec896a1b750

PiperOrigin-RevId: 349017496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cac98978f4..d500f181c68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "166b60a1aba147f36ca05309eac6b959f5d556c325b7efe4995b44e021489cff",
-    git_commit = "e3b2ccfc2fa035a41bd48521e08b28201d789b1b",
+    sha256 = "7b7e1a1aaba33a88e86c3e5e1b4390b5b99deb77f2faebc2a3d38311464d2183",
+    git_commit = "5a8dc94c30a2989f4d21b02f1860c54d1754a441",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3198370b40e053e29c2bab3122989b603603c116 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Dec 2020 06:01:12 -0800
Subject: [PATCH 4531/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e721daa9-eab1-41af-8966-759137266db1

PiperOrigin-RevId: 349100802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d500f181c68..310b68194b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b7e1a1aaba33a88e86c3e5e1b4390b5b99deb77f2faebc2a3d38311464d2183",
-    git_commit = "5a8dc94c30a2989f4d21b02f1860c54d1754a441",
+    sha256 = "5af806b657b95cda06f2bc6daa9427c79a295090f0a7e5d2d405b0283ce53df7",
+    git_commit = "855f3d8c108758ebd60f14ce91136936221041c2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 46622423f488a77e965f73432b589a96d72e724d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Dec 2020 06:01:17 -0800
Subject: [PATCH 4532/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1675c592-09e0-466e-b09f-9d9159bcb4e7

PiperOrigin-RevId: 349181377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 310b68194b8..dad4c1f5777 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5af806b657b95cda06f2bc6daa9427c79a295090f0a7e5d2d405b0283ce53df7",
-    git_commit = "855f3d8c108758ebd60f14ce91136936221041c2",
+    sha256 = "0973c2bc9bd52bf38269592e0802b209d351b5059930ac975c8ba6b1eb9bf7d8",
+    git_commit = "2be88a7f1a42ca8ff623e6953d7439ec284f67b8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9d2a935ed70dbe2dbc1cac5170e0074059d551cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Dec 2020 12:01:33 -0800
Subject: [PATCH 4533/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/136c1a23-4bf8-4a61-81ad-8fe4456831d5

PiperOrigin-RevId: 349201844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dad4c1f5777..4c36f2cf052 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0973c2bc9bd52bf38269592e0802b209d351b5059930ac975c8ba6b1eb9bf7d8",
-    git_commit = "2be88a7f1a42ca8ff623e6953d7439ec284f67b8",
+    sha256 = "37c46b7e828a85c6f5a766405be1b0512a83042d6a8814a262c4f8d2fecaf502",
+    git_commit = "f9fd71a45e04b3f0cef48b3283c54f69ad1a0991",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c687ac6440b1862fd7d88cb5201799b98491b467 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Dec 2020 00:01:22 -0800
Subject: [PATCH 4534/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fb49372-3e4e-4373-9df1-deeb46eaa05b

PiperOrigin-RevId: 349245718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c36f2cf052..39757c0e952 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37c46b7e828a85c6f5a766405be1b0512a83042d6a8814a262c4f8d2fecaf502",
-    git_commit = "f9fd71a45e04b3f0cef48b3283c54f69ad1a0991",
+    sha256 = "54bd0b11c086bdbca748062fd8fbd873f47e2adf6dcd40dad85704e011b6c647",
+    git_commit = "bdff7e95a82c0f2b93ea9edda2996334af358294",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 715ba52c7e34981eb4dd9e4cf8ff1b09b4994be5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Dec 2020 06:01:19 -0800
Subject: [PATCH 4535/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ccedba4c-e6a8-45ea-9c09-e103eae5a414

PiperOrigin-RevId: 349274386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39757c0e952..5db5a4fcf7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54bd0b11c086bdbca748062fd8fbd873f47e2adf6dcd40dad85704e011b6c647",
-    git_commit = "bdff7e95a82c0f2b93ea9edda2996334af358294",
+    sha256 = "3105faef4c77f34d49044915e34e04eadff3f722f8e4430d18021700d7199139",
+    git_commit = "3741a7bda7131f7ba26c840d9906a5824bbbc3c3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f08729066771c55a44941a7661ac4d0bc48b85dd Mon Sep 17 00:00:00 2001
From: Abhinav Pundir <abhinavmasters@gmail.com>
Date: Mon, 28 Dec 2020 10:20:01 -0800
Subject: [PATCH 4536/8103] option to disable grpc over http

---
 tensorflow_serving/model_servers/server.cc | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 729739fa09b..1c2826d123c 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -182,8 +182,8 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
 }
 
 Status Server::BuildAndStart(const Options& server_options) {
-  if (server_options.grpc_port == 0) {
-    return errors::InvalidArgument("server_options.grpc_port is not set.");
+  if (server_options.grpc_port <= 0 && server_options.grpc_socket_path.empty()) {
+    return errors::InvalidArgument("one of server_options.grpc_port/server_options.grpc_socket_path should be set.");
   }
 
   if (server_options.model_base_path.empty() &&
@@ -340,9 +340,12 @@ Status Server::BuildAndStart(const Options& server_options) {
   profiler_service_ = tensorflow::profiler::CreateProfilerService();
 
   ::grpc::ServerBuilder builder;
-  builder.AddListeningPort(
-      server_address,
-      BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+  // If defined, listen to a http port for gRPC.
+  if (server_options.grpc_port > 0) {
+      builder.AddListeningPort(
+              server_address,
+              BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+  }
   // If defined, listen to a UNIX socket for gRPC.
   if (!server_options.grpc_socket_path.empty()) {
     const string grpc_socket_uri = "unix:" + server_options.grpc_socket_path;
@@ -375,7 +378,9 @@ Status Server::BuildAndStart(const Options& server_options) {
   if (grpc_server_ == nullptr) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
-  LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
+  if(server_options.grpc_port > 0) {
+    LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
+  }
   if (!server_options.grpc_socket_path.empty()) {
     LOG(INFO) << "Running gRPC ModelServer at UNIX socket "
               << server_options.grpc_socket_path << " ...";

From ffba71d992acd5430f8dc418e819645234e4c99f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Dec 2020 12:01:35 -0800
Subject: [PATCH 4537/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5540db66-b3be-4e1b-bc22-cc39157f1c9b

PiperOrigin-RevId: 349313786
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5db5a4fcf7e..9bfadc4bc9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3105faef4c77f34d49044915e34e04eadff3f722f8e4430d18021700d7199139",
-    git_commit = "3741a7bda7131f7ba26c840d9906a5824bbbc3c3",
+    sha256 = "76cb2dbf58f6fc15919f7a95aaee2b1eb4f893ae4ba5960d1b175fb30ac9e74b",
+    git_commit = "bd2a6f4862284e5d92d8aa331cf7c76c356845d0",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 73e1059c8851e71f3df655da719f833b24254602 Mon Sep 17 00:00:00 2001
From: Abhinav Pundir <abhinavmasters@gmail.com>
Date: Mon, 28 Dec 2020 12:23:11 -0800
Subject: [PATCH 4538/8103] revert to port 0 to treat grpc over http as not
 being specified

---
 tensorflow_serving/model_servers/server.cc | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 1c2826d123c..38e2ea9a3d3 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -182,8 +182,9 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
 }
 
 Status Server::BuildAndStart(const Options& server_options) {
-  if (server_options.grpc_port <= 0 && server_options.grpc_socket_path.empty()) {
-    return errors::InvalidArgument("one of server_options.grpc_port/server_options.grpc_socket_path should be set.");
+  if (server_options.grpc_port == 0 && server_options.grpc_socket_path.empty()) {
+      return errors::InvalidArgument(
+              "At least one of server_options.grpc_port or server_options.grpc_socket_path must be set.");
   }
 
   if (server_options.model_base_path.empty() &&
@@ -342,9 +343,9 @@ Status Server::BuildAndStart(const Options& server_options) {
   ::grpc::ServerBuilder builder;
   // If defined, listen to a http port for gRPC.
   if (server_options.grpc_port > 0) {
-      builder.AddListeningPort(
-              server_address,
-              BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+    builder.AddListeningPort(
+          server_address,
+          BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
   }
   // If defined, listen to a UNIX socket for gRPC.
   if (!server_options.grpc_socket_path.empty()) {
@@ -378,7 +379,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   if (grpc_server_ == nullptr) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
-  if(server_options.grpc_port > 0) {
+  if (server_options.grpc_port > 0) {
     LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
   }
   if (!server_options.grpc_socket_path.empty()) {

From a1a0069079738bcc0ae1ff9b168b087ae84145bd Mon Sep 17 00:00:00 2001
From: Abhinav Pundir <abhinavmasters@gmail.com>
Date: Mon, 28 Dec 2020 12:45:50 -0800
Subject: [PATCH 4539/8103] reverting to port 0 check to disable grpc over http

---
 tensorflow_serving/model_servers/server.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 38e2ea9a3d3..7cfe1e40e45 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -342,7 +342,7 @@ Status Server::BuildAndStart(const Options& server_options) {
 
   ::grpc::ServerBuilder builder;
   // If defined, listen to a http port for gRPC.
-  if (server_options.grpc_port > 0) {
+  if (server_options.grpc_port != 0) {
     builder.AddListeningPort(
           server_address,
           BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
@@ -379,7 +379,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   if (grpc_server_ == nullptr) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
-  if (server_options.grpc_port > 0) {
+  if (server_options.grpc_port != 0) {
     LOG(INFO) << "Running gRPC ModelServer at " << server_address << " ...";
   }
   if (!server_options.grpc_socket_path.empty()) {

From d804787a614d935a8c776827a02f78d808e77725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Dec 2020 18:01:14 -0800
Subject: [PATCH 4540/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77fd705e-9547-4159-8471-cbc4ecfb692e

PiperOrigin-RevId: 349355337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bfadc4bc9a..25a4eaeb8cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76cb2dbf58f6fc15919f7a95aaee2b1eb4f893ae4ba5960d1b175fb30ac9e74b",
-    git_commit = "bd2a6f4862284e5d92d8aa331cf7c76c356845d0",
+    sha256 = "b58b8743ff3941a1438d43a960da0dcb71708f02903df8d51154e8dc3261f4f3",
+    git_commit = "44401c9535a262f4d2553909f8f33084742a961b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 636953ffc66b4214dd53a354c3fc0de6a328f548 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Dec 2020 00:01:37 -0800
Subject: [PATCH 4541/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b47f1d2a-0885-4af9-beba-150cacb49c18

PiperOrigin-RevId: 349383578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25a4eaeb8cf..749b0b084dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b58b8743ff3941a1438d43a960da0dcb71708f02903df8d51154e8dc3261f4f3",
-    git_commit = "44401c9535a262f4d2553909f8f33084742a961b",
+    sha256 = "b3bbbe13bca65a3d8eecb537b17047356dbe53282087a8d53a142ef5ff6986af",
+    git_commit = "d0caa7d14e05f4dc75d26ac0a51177e83b485800",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 03c1c4d19a8a167670d1f05e42e6458f511b5d5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Dec 2020 06:02:07 -0800
Subject: [PATCH 4542/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6232ceeb-d9c0-4b23-ae15-b9453c410703

PiperOrigin-RevId: 349413345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 749b0b084dc..c666296b37e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3bbbe13bca65a3d8eecb537b17047356dbe53282087a8d53a142ef5ff6986af",
-    git_commit = "d0caa7d14e05f4dc75d26ac0a51177e83b485800",
+    sha256 = "1f6be5751692f8bc578164630f8f4a56ceccab253093afe43a279bd2aa21e1de",
+    git_commit = "296d9533cbd510ce17bcca101e0bfd0f1cb4085b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bd101d2da23a0f14499344fc56bb715a885793a0 Mon Sep 17 00:00:00 2001
From: Abhinav Pundir <abhinavmasters@gmail.com>
Date: Tue, 29 Dec 2020 06:27:57 -0800
Subject: [PATCH 4543/8103] updated flag documentation to disable grpc/http

---
 tensorflow_serving/model_servers/main.cc   | 3 ++-
 tensorflow_serving/model_servers/server.cc | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 1f9e982a579..f3238f7352f 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -58,7 +58,8 @@ int main(int argc, char** argv) {
   bool display_version = false;
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &options.grpc_port,
-                       "Port to listen on for gRPC API"),
+                       "TCP port to listen on for gRPC/HTTP API. Disabled if "
+                       "port set to zero."),
       tensorflow::Flag("grpc_socket_path", &options.grpc_socket_path,
                        "If non-empty, listen to a UNIX socket for gRPC API "
                        "on the given path. Can be either relative or absolute "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 7cfe1e40e45..f5006fdfca5 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -184,7 +184,8 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
 Status Server::BuildAndStart(const Options& server_options) {
   if (server_options.grpc_port == 0 && server_options.grpc_socket_path.empty()) {
       return errors::InvalidArgument(
-              "At least one of server_options.grpc_port or server_options.grpc_socket_path must be set.");
+              "At least one of server_options.grpc_port or "
+              "server_options.grpc_socket_path must be set.");
   }
 
   if (server_options.model_base_path.empty() &&

From 67e1bd5ffa0d0a1c3b33a0e48695ef613f3c6e07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Dec 2020 12:01:28 -0800
Subject: [PATCH 4544/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3547a098-9fd8-4a45-8950-c9d4b66e7149

PiperOrigin-RevId: 349452330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c666296b37e..c25ac2fffbf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f6be5751692f8bc578164630f8f4a56ceccab253093afe43a279bd2aa21e1de",
-    git_commit = "296d9533cbd510ce17bcca101e0bfd0f1cb4085b",
+    sha256 = "e9fb6eff3ad7dfe28370325eda9b108612ae021efd1cff420e38c36e9acc0ece",
+    git_commit = "7f3c3f527e15f7fff9e5727c8fdaebdfec1af74a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 1ba12b81c70bc9b28756ede9168bfa1f20b453e8 Mon Sep 17 00:00:00 2001
From: Abhinav Pundir <abhinavmasters@gmail.com>
Date: Tue, 29 Dec 2020 12:13:03 -0800
Subject: [PATCH 4545/8103] reformat code to 80 column width

---
 tensorflow_serving/model_servers/server.cc | 17 +++++++++--------
 1 file changed, 9 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index f5006fdfca5..61fd64c0c51 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -182,10 +182,11 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
 }
 
 Status Server::BuildAndStart(const Options& server_options) {
-  if (server_options.grpc_port == 0 && server_options.grpc_socket_path.empty()) {
-      return errors::InvalidArgument(
-              "At least one of server_options.grpc_port or "
-              "server_options.grpc_socket_path must be set.");
+  if (server_options.grpc_port == 0 &&
+      server_options.grpc_socket_path.empty()) {
+    return errors::InvalidArgument(
+      "At least one of server_options.grpc_port or "
+      "server_options.grpc_socket_path must be set.");
   }
 
   if (server_options.model_base_path.empty() &&
@@ -342,11 +343,11 @@ Status Server::BuildAndStart(const Options& server_options) {
   profiler_service_ = tensorflow::profiler::CreateProfilerService();
 
   ::grpc::ServerBuilder builder;
-  // If defined, listen to a http port for gRPC.
+  // If defined, listen to a tcp port for gRPC/HTTP.
   if (server_options.grpc_port != 0) {
-    builder.AddListeningPort(
-          server_address,
-          BuildServerCredentialsFromSSLConfigFile(server_options.ssl_config_file));
+    builder.AddListeningPort(server_address,
+                             BuildServerCredentialsFromSSLConfigFile(
+                               server_options.ssl_config_file));
   }
   // If defined, listen to a UNIX socket for gRPC.
   if (!server_options.grpc_socket_path.empty()) {

From 0c26143541b44525f4246744f1ccb826059bdcc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Dec 2020 18:01:30 -0800
Subject: [PATCH 4546/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36bf910e-da07-4b5a-b6d0-3f6b7dae2f51

PiperOrigin-RevId: 349493192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c25ac2fffbf..f0c84fb9ec7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9fb6eff3ad7dfe28370325eda9b108612ae021efd1cff420e38c36e9acc0ece",
-    git_commit = "7f3c3f527e15f7fff9e5727c8fdaebdfec1af74a",
+    sha256 = "055a646d3a4ceacf27846131207f557564a95f79039c416f0dee4cdd3456e49e",
+    git_commit = "054c7c1e8e0570e7f86a48a082ea38bc39f182b1",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3602981254adcfaf9be4090fa7570d6bf9767cbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Dec 2020 00:01:26 -0800
Subject: [PATCH 4547/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da3f784f-c5cf-48bd-a0bb-9300c1147f75

PiperOrigin-RevId: 349519883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0c84fb9ec7..4b3c5f326d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "055a646d3a4ceacf27846131207f557564a95f79039c416f0dee4cdd3456e49e",
-    git_commit = "054c7c1e8e0570e7f86a48a082ea38bc39f182b1",
+    sha256 = "aa1140a30488dce5c54fd5c9b28f93750724f95c51b43aac7f5b52432d3d7ec1",
+    git_commit = "c1efa5341c713b21acefb2536e59ccae232ab066",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 90ef304c9255a4ecd1071d331267c8aa744f1698 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Dec 2020 06:01:27 -0800
Subject: [PATCH 4548/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d56d3573-cea1-45d7-8c77-fc899754fbba

PiperOrigin-RevId: 349549173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b3c5f326d7..8963b3c4653 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa1140a30488dce5c54fd5c9b28f93750724f95c51b43aac7f5b52432d3d7ec1",
-    git_commit = "c1efa5341c713b21acefb2536e59ccae232ab066",
+    sha256 = "e3faf9a15392684e482188ec31df2533e524e0ff3a53bd04decd82d8fed1a0ad",
+    git_commit = "f85e9fa60ffa3c8f698ceaa22f95acc061601eac",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ef1d791880f6a1c9f6ea49efed67a458b62425ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Dec 2020 12:01:48 -0800
Subject: [PATCH 4549/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/efdf6851-b6d5-43a4-9182-b0f67560f1cf

PiperOrigin-RevId: 349585344
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8963b3c4653..05275cb63d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3faf9a15392684e482188ec31df2533e524e0ff3a53bd04decd82d8fed1a0ad",
-    git_commit = "f85e9fa60ffa3c8f698ceaa22f95acc061601eac",
+    sha256 = "559aa639a2e612da2f204b471621c9aa2e9db17320ebee94596b5eea0d347382",
+    git_commit = "47aa5efd24545211696c214130209bec085ef2e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 225ca47924581c2eb1eeff743581f02f872b66ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Dec 2020 18:01:16 -0800
Subject: [PATCH 4550/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/199139f2-1ab2-4a44-b0a4-6f56b9b31227

PiperOrigin-RevId: 349622580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05275cb63d9..2106c8dacd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "559aa639a2e612da2f204b471621c9aa2e9db17320ebee94596b5eea0d347382",
-    git_commit = "47aa5efd24545211696c214130209bec085ef2e4",
+    sha256 = "a53995992ecf60df72c3987482a9ee17a2019ebd8db83e99d90d2501856ca476",
+    git_commit = "82fb8a6f3a871513c791c28285d0da78fce43501",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b8126aae27d7f97778bb34dfd06d947ad46d2a73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Dec 2020 00:03:22 -0800
Subject: [PATCH 4551/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/927e84c5-1283-4faf-9d7d-520b771d4e13

PiperOrigin-RevId: 349647199
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2106c8dacd5..983551190fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a53995992ecf60df72c3987482a9ee17a2019ebd8db83e99d90d2501856ca476",
-    git_commit = "82fb8a6f3a871513c791c28285d0da78fce43501",
+    sha256 = "f8d01dd42b97b7f718e58fee25bacb80e84421664f826ff1963762bfed13a0c8",
+    git_commit = "cb8e9521994b392bb71231fe46e43057747d6997",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 94175040a911bcdac6bb66c9b57cc1ec91e25974 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Dec 2020 06:01:36 -0800
Subject: [PATCH 4552/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53ba73a9-4492-42e1-98b7-5cfd3a41fa9c

PiperOrigin-RevId: 349673038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 983551190fc..62f4ae1f68a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8d01dd42b97b7f718e58fee25bacb80e84421664f826ff1963762bfed13a0c8",
-    git_commit = "cb8e9521994b392bb71231fe46e43057747d6997",
+    sha256 = "1cd86d9638ef2b516866374525dcfdb550313edb98370727d6063153fd7a7c38",
+    git_commit = "eddde5d4620c52f63312b52a2b60a437f1fceef3",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd4339d521e0ec973fdf66acbf985d7a9572c315 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Dec 2020 12:01:37 -0800
Subject: [PATCH 4553/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b540862-617e-42a8-bd1d-0f1544718529

PiperOrigin-RevId: 349695645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62f4ae1f68a..65827e25d02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cd86d9638ef2b516866374525dcfdb550313edb98370727d6063153fd7a7c38",
-    git_commit = "eddde5d4620c52f63312b52a2b60a437f1fceef3",
+    sha256 = "098c85c97dd6be733dbe13a404b11d22ace10044ef708203559b2752814e526a",
+    git_commit = "9cfc4f740fadf04ce194e7e9b65decc0736503e4",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 04ce1975b4fd945298e190ab45fde3fd0cd233b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Dec 2020 18:01:43 -0800
Subject: [PATCH 4554/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07430ae3-26ea-4917-ad79-8459ec8680c2

PiperOrigin-RevId: 349716715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65827e25d02..2104bd4fc8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "098c85c97dd6be733dbe13a404b11d22ace10044ef708203559b2752814e526a",
-    git_commit = "9cfc4f740fadf04ce194e7e9b65decc0736503e4",
+    sha256 = "7ed47344691f2a55f182e83e67af18d68e0eb7c9da1073d171586e04b72a0074",
+    git_commit = "180ee1fc0af694cd7bbbe1ac8df66c3a076ae5a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4a150921eed58f04c7bdfc69d6f05902b37e70bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Jan 2021 06:01:25 -0800
Subject: [PATCH 4555/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b47fcf6-eba8-4947-9fd1-7f26d7aeac76

PiperOrigin-RevId: 349760252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2104bd4fc8d..75d3547fd2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ed47344691f2a55f182e83e67af18d68e0eb7c9da1073d171586e04b72a0074",
-    git_commit = "180ee1fc0af694cd7bbbe1ac8df66c3a076ae5a5",
+    sha256 = "3bbf6e81c0d7cc24c097b7db072e86b989bcb94d9324182c1452463ae88427b3",
+    git_commit = "8867b44e4cdc193d865093ce675754872d36e8d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7dbae96edb8ad038c9bed9f6a5a6046a59532a70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Jan 2021 06:01:14 -0800
Subject: [PATCH 4556/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/850bf19f-b6a1-430c-af26-be93173abad6

PiperOrigin-RevId: 349843500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75d3547fd2f..55f1d2615a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bbf6e81c0d7cc24c097b7db072e86b989bcb94d9324182c1452463ae88427b3",
-    git_commit = "8867b44e4cdc193d865093ce675754872d36e8d2",
+    sha256 = "a943d8258d876bbafd91629b30734cfac8816bbeff720b274706e3f6ecaa3681",
+    git_commit = "6a7fda5d1b8ffbe40985d3e300d30b2cfe562247",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From ec9b91b4088bcaa063a96e859ebcf45c90f94368 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Jan 2021 00:01:38 -0800
Subject: [PATCH 4557/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c94ca2f1-8a6a-4be0-b8a0-647d08e2b92e

PiperOrigin-RevId: 349901157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55f1d2615a6..e8748905578 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a943d8258d876bbafd91629b30734cfac8816bbeff720b274706e3f6ecaa3681",
-    git_commit = "6a7fda5d1b8ffbe40985d3e300d30b2cfe562247",
+    sha256 = "ab32892fd9c82d72ebb2828d417e3942554418e23bfdbbded8c77566f9fa0b81",
+    git_commit = "48aeb820a4446917a03211c60e2593df611b1c45",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From caceb92e526e216f4e2d456a7a274f082b1df7b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Jan 2021 06:01:28 -0800
Subject: [PATCH 4558/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fec58e13-6f3a-4129-853f-654444498ece

PiperOrigin-RevId: 349922726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8748905578..2f31f2749b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab32892fd9c82d72ebb2828d417e3942554418e23bfdbbded8c77566f9fa0b81",
-    git_commit = "48aeb820a4446917a03211c60e2593df611b1c45",
+    sha256 = "8dc27602bd8ab1efd7a02f8a60b7dbdff6713db64edbb8f0285428055ff3626e",
+    git_commit = "3edb086d60068699e5c6fe14ddd96f4c3583ba52",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 37c1f45f78c744d69341ae3cd5ade391c7275ecc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Jan 2021 18:01:37 -0800
Subject: [PATCH 4559/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb47bd27-11ae-4516-bcc0-f7e1bb194998

PiperOrigin-RevId: 349963147
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f31f2749b2..8ea5466b1b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dc27602bd8ab1efd7a02f8a60b7dbdff6713db64edbb8f0285428055ff3626e",
-    git_commit = "3edb086d60068699e5c6fe14ddd96f4c3583ba52",
+    sha256 = "fd283aa9ecb55d42b462bc481823c094da6b76666de960ac054802b1b5f10d80",
+    git_commit = "35c15e0c18406df7a52bf5881e61a0f54d01babd",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c54d8d89fa3afea5376db1d3d43110a898e54e49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jan 2021 06:01:24 -0800
Subject: [PATCH 4560/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1829edea-8e21-4fd2-b3dd-4b85d230f8c5

PiperOrigin-RevId: 350010194
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ea5466b1b9..e550e6b048f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd283aa9ecb55d42b462bc481823c094da6b76666de960ac054802b1b5f10d80",
-    git_commit = "35c15e0c18406df7a52bf5881e61a0f54d01babd",
+    sha256 = "f373cb128c0688340ad1cdd4bb14e78e177e97150cde44d8b81772736b86df74",
+    git_commit = "d18947de1338bd9ed2bf9a0265abb0e8bf126e03",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From c99eaa256cbbf72f4b64684b7ad73aeb035b8048 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 28 Dec 2020 15:42:12 +0900
Subject: [PATCH 4561/8103] delete all metrics, and use metrics by per-model
 and status

---
 .../model_servers/http_rest_api_handler.cc    | 17 +++---
 .../model_servers/http_rest_api_handler.h     |  2 +-
 .../model_servers/http_server.cc              |  9 +--
 .../model_servers/prediction_service_impl.cc  | 10 ++--
 .../servables/tensorflow/predict_util.cc      | 14 +----
 .../servables/tensorflow/util.cc              | 60 ++++---------------
 .../servables/tensorflow/util.h               |  7 +--
 7 files changed, 33 insertions(+), 86 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 8a7b2387658..0fbcdeb54d7 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -81,18 +81,17 @@ void FillJsonErrorMsg(const string& errmsg, string* output) {
 Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
-    std::vector<std::pair<string, string>>* headers, string* output) {
+    std::vector<std::pair<string, string>>* headers, string* output, string* model_name) {
   headers->clear();
   output->clear();
   AddHeaders(headers);
-  string model_name;
   string model_version_str;
   string method;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
   if (http_method == "POST" &&
-      RE2::FullMatch(string(request_path), prediction_api_regex_, &model_name,
+      RE2::FullMatch(string(request_path), prediction_api_regex_, model_name,
                      &model_version_str, &method)) {
     absl::optional<int64> model_version;
     if (!model_version_str.empty()) {
@@ -104,24 +103,24 @@ Status HttpRestApiHandler::ProcessRequest(
       model_version = version;
     }
     if (method == "classify") {
-      status = ProcessClassifyRequest(model_name, model_version, request_body,
+      status = ProcessClassifyRequest(*model_name, model_version, request_body,
                                       output);
     } else if (method == "regress") {
-      status = ProcessRegressRequest(model_name, model_version, request_body,
+      status = ProcessRegressRequest(*model_name, model_version, request_body,
                                      output);
     } else if (method == "predict") {
-      status = ProcessPredictRequest(model_name, model_version, request_body,
+      status = ProcessPredictRequest(*model_name, model_version, request_body,
                                      output);
     }
   } else if (http_method == "GET" &&
              RE2::FullMatch(string(request_path), modelstatus_api_regex_,
-                            &model_name, &model_version_str,
+                            model_name, &model_version_str,
                             &model_subresource)) {
     if (!model_subresource.empty() && model_subresource == "metadata") {
       status =
-          ProcessModelMetadataRequest(model_name, model_version_str, output);
+          ProcessModelMetadataRequest(*model_name, model_version_str, output);
     } else {
-      status = ProcessModelStatusRequest(model_name, model_version_str, output);
+      status = ProcessModelStatusRequest(*model_name, model_version_str, output);
     }
   }
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 442d3bd9a34..489cf34af0d 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -82,7 +82,7 @@ class HttpRestApiHandler {
                         const absl::string_view request_path,
                         const absl::string_view request_body,
                         std::vector<std::pair<string, string>>* headers,
-                        string* output);
+                        string* output, string* model_name);
 
  private:
   Status ProcessClassifyRequest(const absl::string_view model_name,
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 3d28fb493d4..27aa02ed58b 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -154,11 +154,12 @@ class RestApiRequestDispatcher {
     }
 
     std::vector<std::pair<string, string>> headers;
+    string model_name;
     string output;
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
     const auto status = handler_->ProcessRequest(
-        req->http_method(), req->uri_path(), body, &headers, &output);
+        req->http_method(), req->uri_path(), body, &headers, &output, &model_name);
     const auto http_status = ToHTTPStatusCode(status);
     // Note: we add headers+output for non successful status too, in case the
     // output contains details about the error (e.g. error messages).
@@ -166,14 +167,14 @@ class RestApiRequestDispatcher {
       req->OverwriteResponseHeader(kv.first, kv.second);
     }
     req->WriteResponseString(output);
-    UpdateAllLatencyTime(Env::Default()->NowMicros() - start);
     if (http_status != net_http::HTTPStatusCode::OK) {
       VLOG(1) << "Error Processing HTTP/REST request: " << req->http_method()
               << " " << req->uri_path() << " Error: " << status.ToString();
-      RecordAllRequestFailCount();
     }
     req->ReplyWithStatus(http_status);
-    RecordAllRequestCount();
+
+    UpdateModelLatencyTime(model_name, Env::Default()->NowMicros() - start);
+    RecordModelRequestCount(model_name, status);
   }
 
   const RE2 regex_;
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index be8f867a9d1..f20b4a5908e 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -59,15 +59,15 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
 
-  const ::grpc::Status status =
-      ToGRPCStatus(predictor_->Predict(run_options, core_, *request, response));
-  UpdateAllLatencyTime(Env::Default()->NowMicros() - start);
+  const ::tensorflow::Status tf_status = predictor_->Predict(run_options, core_, *request, response);
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
 
   if (!status.ok()) {
     VLOG(1) << "Predict failed: " << status.error_message();
-    RecordAllRequestFailCount();
   }
-  RecordAllRequestCount();
+  UpdateModelLatencyTime(request->model_spec().name(), Env::Default()->NowMicros() - start);
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
   return status;
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 0b6660326d4..ca3d62611c6 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -206,17 +206,9 @@ Status RunPredict(
                                           &output_tensor_aliases));
   std::vector<Tensor> outputs;
   RunMetadata run_metadata;
-
-  const uint64 start = Env::Default()->NowMicros();
-  Status status = session->Run(run_options, input_tensors,
-                               output_tensor_names, {}, &outputs,
-                               &run_metadata);
-  UpdateModelLatencyTime(request.model_spec().name(), Env::Default()->NowMicros() - start);
-  if (status != Status::OK()) {
-    RecordModelRequestFailCount(request.model_spec().name());
-  }
-  RecordModelRequestCount(request.model_spec().name());
-  TF_RETURN_IF_ERROR(status);
+  TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
+                                  output_tensor_names, {}, &outputs,
+                                  &run_metadata, thread_pool_options));
 
   return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                      response);
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index b3b8ce01e89..d861a01b6de 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -48,42 +48,17 @@ auto* example_count_total = monitoring::Counter<1>::New(
     "The total number of tensorflow.Examples.", "model");
 
 // Metrics by model
-auto* model_request_count_total = monitoring::Counter<1>::New(
+auto* model_request_status_count_total = monitoring::Counter<2>::New(
     "/tensorflow/serving/model_request_count",
-    "The total number of requests.", "model");
-
-auto* model_request_fail_count_total = monitoring::Counter<1>::New(
-    "/tensorflow/serving/model_request_fail_count",
-    "The total number of faled requests.", "model");
+    "The total number of requests.", "model_name", "status");
 
 auto* model_latency_total = monitoring::Counter<1>::New(
     "/tensorflow/serving/model_request_latency_usec",
-    "The total time spent on executing graphs in microseconds.", "model");
+    "The total time spent on executing graphs in microseconds.", "model_name");
 
 auto* model_latency_histogram = monitoring::Sampler<1>::New(
     {"/tensorflow/serving/model_request_latency_histogram_usec",							    
-     "The total time spent on executing graphs in microseconds.", "model"},
-    // It would be nice to be able to set the parameters flexibly.
-    monitoring::Buckets::Explicit({
-	1000, 2000, 3000, 4000, 5000, 7000, 9000, 11000, 13000, 15000,
-	17000, 19000, 21000, 24000, 27000, 30000, 33000, 35000, 38000}));
-
-// All processing metrics
-auto* all_request_count_total = monitoring::Counter<0>::New(
-    "/tensorflow/serving/all_request_count",
-    "The total number of requests.");
-
-auto* all_request_fail_count_total = monitoring::Counter<0>::New(
-    "/tensorflow/serving/all_request_fail_count",
-    "The total number of faled requests.");
-
-auto* all_latency_total = monitoring::Counter<0>::New(
-    "/tensorflow/serving/all_request_latency_usec",
-    "The total time spent on serving in microseconds.");
-
-auto* all_latency_histogram = monitoring::Sampler<0>::New(
-    {"/tensorflow/serving/all_request_latency_histogram_usec",
-     "The total time spent on serving in microseconds."},
+     "The total time spent on executing graphs in microseconds.", "model_name"},
     // It would be nice to be able to set the parameters flexibly.
     monitoring::Buckets::Explicit({
 	1000, 2000, 3000, 4000, 5000, 7000, 9000, 11000, 13000, 15000,
@@ -113,12 +88,12 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 }  // namespace internal
 
 // Metrics by model
-void RecordModelRequestCount(const string& model_name) {
-  model_request_count_total->GetCell(model_name)->IncrementBy(1);
-}
-
-void RecordModelRequestFailCount(const string& model_name) {
-  model_request_fail_count_total->GetCell(model_name)->IncrementBy(1);
+void RecordModelRequestCount(const string& model_name, const Status& status) {
+  string status_label = "success";
+  if (status != Status::OK()) {
+    status_label = "failed";
+  }
+  model_request_status_count_total->GetCell(model_name, status_label)->IncrementBy(1);
 }
 
 void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs) {
@@ -128,21 +103,6 @@ void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_
   }
 }
 
-// All processing metrics
-void RecordAllRequestCount() {
-  all_request_count_total->GetCell()->IncrementBy(1);
-}
-
-void RecordAllRequestFailCount() {
-  all_request_fail_count_total->GetCell()->IncrementBy(1);
-}
-
-void UpdateAllLatencyTime(const uint64 running_time_usecs) {
-  if (running_time_usecs > 0) {
-    all_latency_total->GetCell()->IncrementBy(running_time_usecs);
-    all_latency_histogram->GetCell()->Add(running_time_usecs);
-  }
-}
 
 void RecordRequestExampleCount(const string& model_name, size_t count) {
   example_counts->GetCell(model_name)->Add(count);
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 2a2e226694c..355727a7859 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -39,15 +39,10 @@ monitoring::Counter<1>* GetExampleCountTotal();
 }  // namespace internal
 
 // Metrics by model
-void RecordModelRequestCount(const string& model_name);
+void RecordModelRequestCount(const string& model_name, const Status& status);
 void RecordModelRequestFailCount(const string& model_name);
 void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs);
 
-// All processing metrics
-void RecordAllRequestCount();
-void RecordAllRequestFailCount();
-void UpdateAllLatencyTime(const uint64 running_time_usecs);
-
 // Records the example count of this request with the metric tracking the
 // histogram of number of examples per request.
 void RecordRequestExampleCount(const string& model_name, size_t count);

From 0baf956f0247dd7fc7eaecf46fd13ce524269324 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Tue, 5 Jan 2021 04:11:03 +0900
Subject: [PATCH 4562/8103] delete bucket model_latency_total

---
 tensorflow_serving/servables/tensorflow/util.cc | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index d861a01b6de..a97e03bff02 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -52,10 +52,6 @@ auto* model_request_status_count_total = monitoring::Counter<2>::New(
     "/tensorflow/serving/model_request_count",
     "The total number of requests.", "model_name", "status");
 
-auto* model_latency_total = monitoring::Counter<1>::New(
-    "/tensorflow/serving/model_request_latency_usec",
-    "The total time spent on executing graphs in microseconds.", "model_name");
-
 auto* model_latency_histogram = monitoring::Sampler<1>::New(
     {"/tensorflow/serving/model_request_latency_histogram_usec",							    
      "The total time spent on executing graphs in microseconds.", "model_name"},
@@ -98,7 +94,6 @@ void RecordModelRequestCount(const string& model_name, const Status& status) {
 
 void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs) {
   if (running_time_usecs > 0) {
-    model_latency_total->GetCell(model_name)->IncrementBy(running_time_usecs);
     model_latency_histogram->GetCell(model_name)->Add(running_time_usecs);
   }
 }

From 85723e184aed7fcc0249ffac2c384a16f4863a85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jan 2021 12:01:39 -0800
Subject: [PATCH 4563/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/302cffc3-5ace-4f93-a5eb-1dfcf901e25e

PiperOrigin-RevId: 350035780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e550e6b048f..e76ceda17b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f373cb128c0688340ad1cdd4bb14e78e177e97150cde44d8b81772736b86df74",
-    git_commit = "d18947de1338bd9ed2bf9a0265abb0e8bf126e03",
+    sha256 = "102bf0965b3ecae5e0adb383efc7c1c36390e39f997e14a7ca4eace721460c1c",
+    git_commit = "556fa126dbe1d443d2c771bf7a26f0ce230797f6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d353931269d1a9b10381102a9f8fd80b27bcf28e Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Tue, 5 Jan 2021 07:04:19 +0900
Subject: [PATCH 4564/8103] use RecordRuntimeLatency

---
 .../model_servers/http_rest_api_handler.cc    | 11 ++++---
 .../model_servers/http_rest_api_handler.h     |  2 +-
 .../model_servers/http_server.cc              |  6 ++--
 .../model_servers/prediction_service_impl.cc  | 29 ++++++++++++++-----
 .../servables/tensorflow/util.cc              | 14 ---------
 .../servables/tensorflow/util.h               |  2 --
 6 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index c85c490ba23..034584dc6b8 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -64,12 +64,11 @@ HttpRestApiHandler::~HttpRestApiHandler() {}
 Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
-    std::vector<std::pair<string, string>>* headers, string* output, string* model_name) {
+    std::vector<std::pair<string, string>>* headers, string* output, string* model_name, string* method) {
   headers->clear();
   output->clear();
   AddHeaders(headers);
   string model_version_str;
-  string method;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
@@ -79,17 +78,17 @@ Status HttpRestApiHandler::ProcessRequest(
 
   TF_RETURN_IF_ERROR(ParseModelInfo(
       http_method, request_path, model_name, &model_version,
-      &model_version_label, &method, &model_subresource, &parse_successful));
+      &model_version_label, method, &model_subresource, &parse_successful));
 
   // Dispatch request to appropriate processor
   if (http_method == "POST" && parse_successful) {
-    if (method == "classify") {
+    if (*method == "classify") {
       status = ProcessClassifyRequest(
           *model_name, model_version, model_version_label, request_body, output);
-    } else if (method == "regress") {
+    } else if (*method == "regress") {
       status = ProcessRegressRequest(*model_name, model_version,
                                      model_version_label, request_body, output);
-    } else if (method == "predict") {
+    } else if (*method == "predict") {
       status = ProcessPredictRequest(*model_name, model_version,
                                      model_version_label, request_body, output);
     }
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 9cce0fa5d62..8ce88d17f2c 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -82,7 +82,7 @@ class HttpRestApiHandler {
                         const absl::string_view request_path,
                         const absl::string_view request_body,
                         std::vector<std::pair<string, string>>* headers,
-                        string* output, string* model_name);
+                        string* output, string* model_name, string* method);
 
  private:
   Status ProcessClassifyRequest(
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 27aa02ed58b..242ef8d117f 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -155,11 +155,12 @@ class RestApiRequestDispatcher {
 
     std::vector<std::pair<string, string>> headers;
     string model_name;
+    string method;
     string output;
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
     const auto status = handler_->ProcessRequest(
-        req->http_method(), req->uri_path(), body, &headers, &output, &model_name);
+        req->http_method(), req->uri_path(), body, &headers, &output, &model_name, &method);
     const auto http_status = ToHTTPStatusCode(status);
     // Note: we add headers+output for non successful status too, in case the
     // output contains details about the error (e.g. error messages).
@@ -173,7 +174,8 @@ class RestApiRequestDispatcher {
     }
     req->ReplyWithStatus(http_status);
 
-    UpdateModelLatencyTime(model_name, Env::Default()->NowMicros() - start);
+    RecordRuntimeLatency(model_name, /*api=*/method, /*runtime=*/"HTTP",
+                         Env::Default()->NowMicros() - start);
     RecordModelRequestCount(model_name, status);
   }
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 18104bcf876..82be3464038 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -65,7 +65,8 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
   if (!status.ok()) {
     VLOG(1) << "Predict failed: " << status.error_message();
   }
-  UpdateModelLatencyTime(request->model_spec().name(), Env::Default()->NowMicros() - start);
+  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Predict", /*runtime=*/"GRPC",
+                       Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -85,38 +86,52 @@ ::grpc::Status PredictionServiceImpl::GetModelMetadata(
 ::grpc::Status PredictionServiceImpl::Classify(
     ::grpc::ServerContext *context, const ClassificationRequest *request,
     ClassificationResponse *response) {
+  const uint64 start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
   if (enforce_session_run_timeout_) {
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
-  const ::grpc::Status status =
-      ToGRPCStatus(TensorflowClassificationServiceImpl::Classify(
+
+  const ::tensorflow::Status tf_status = TensorflowClassificationServiceImpl::Classify(
           run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
-          *request, response));
+          *request, response);
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
   if (!status.ok()) {
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
+  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Classify", /*runtime=*/"GRPC",
+                       Env::Default()->NowMicros() - start);
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
   return status;
 }
 
 ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
                                               const RegressionRequest *request,
                                               RegressionResponse *response) {
+  const uint64 start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
   if (enforce_session_run_timeout_) {
     run_options.set_timeout_in_ms(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
-  const ::grpc::Status status =
-      ToGRPCStatus(TensorflowRegressionServiceImpl::Regress(
+
+  const ::tensorflow::Status tf_status = TensorflowRegressionServiceImpl::Regress(
           run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
-          *request, response));
+          *request, response);
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
   if (!status.ok()) {
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
+  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Regress", /*runtime=*/"GRPC",
+                       Env::Default()->NowMicros() - start);
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
   return status;
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 727f79be560..96a4023db07 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -59,14 +59,6 @@ auto* model_request_status_count_total = monitoring::Counter<2>::New(
     "/tensorflow/serving/model_request_count",
     "The total number of requests.", "model_name", "status");
 
-auto* model_latency_histogram = monitoring::Sampler<1>::New(
-    {"/tensorflow/serving/model_request_latency_histogram_usec",							    
-     "The total time spent on executing graphs in microseconds.", "model_name"},
-    // It would be nice to be able to set the parameters flexibly.
-    monitoring::Buckets::Explicit({
-	1000, 2000, 3000, 4000, 5000, 7000, 9000, 11000, 13000, 15000,
-	17000, 19000, 21000, 24000, 27000, 30000, 33000, 35000, 38000}));
-
 auto* runtime_latency = monitoring::Sampler<3>::New(
     {
         "/tensorflow/serving/runtime_latency",
@@ -140,12 +132,6 @@ void RecordModelRequestCount(const string& model_name, const Status& status) {
   model_request_status_count_total->GetCell(model_name, status_label)->IncrementBy(1);
 }
 
-void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs) {
-  if (running_time_usecs > 0) {
-    model_latency_histogram->GetCell(model_name)->Add(running_time_usecs);
-  }
-}
-
 void SetSignatureMethodNameCheckFeature(bool v) { signature_method_check = v; }
 
 bool GetSignatureMethodNameCheckFeature() { return signature_method_check; }
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 5898c639750..78155248255 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -42,8 +42,6 @@ monitoring::Counter<1>* GetExampleCountTotal();
 
 // Metrics by model
 void RecordModelRequestCount(const string& model_name, const Status& status);
-void RecordModelRequestFailCount(const string& model_name);
-void UpdateModelLatencyTime(const string& model_name, const uint64 running_time_usecs);
 
 // Enable/disable `method_name` checks on `SignatureDef` for predict, classify,
 // regress APIs. Native TF2 models use fixed `method_name` for all APIs, and

From 4738283c00cf48e1b20f54317689a0f4c8297c84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jan 2021 18:01:16 -0800
Subject: [PATCH 4565/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba9ee960-ae14-4fa2-9bae-b6c6f651365c

PiperOrigin-RevId: 350060237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e76ceda17b2..cf8ac29bfed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "102bf0965b3ecae5e0adb383efc7c1c36390e39f997e14a7ca4eace721460c1c",
-    git_commit = "556fa126dbe1d443d2c771bf7a26f0ce230797f6",
+    sha256 = "2a84fc80f2c468be8f1e070da66b497efee2fcad85f56201e13413ac9e5eea98",
+    git_commit = "b6fbda0c28d7f5357db6daeed2f51f8794e531a9",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 72bc1fe52e702fa446605a78050ed6e0f77a4c97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jan 2021 00:01:23 -0800
Subject: [PATCH 4566/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad42816b-8723-4e02-949f-3be6d17ef40c

PiperOrigin-RevId: 350086899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf8ac29bfed..a927fe78b5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a84fc80f2c468be8f1e070da66b497efee2fcad85f56201e13413ac9e5eea98",
-    git_commit = "b6fbda0c28d7f5357db6daeed2f51f8794e531a9",
+    sha256 = "ca6e218eff4c972e8b6993d0db87bfa079406d89526c4d07004891a113b9ce18",
+    git_commit = "3dd788af5bf8ae3da50a1420f89d6125f4598e30",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 950b6cc5655e7a66509eabf0bc2da56f594cb68a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jan 2021 06:01:44 -0800
Subject: [PATCH 4567/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c85d8465-ad0a-4e19-a57d-59addbb90e7f

PiperOrigin-RevId: 350125263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a927fe78b5c..1bd34c90149 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca6e218eff4c972e8b6993d0db87bfa079406d89526c4d07004891a113b9ce18",
-    git_commit = "3dd788af5bf8ae3da50a1420f89d6125f4598e30",
+    sha256 = "59dc122a44b3590558e085cbeaeb9ab59a1e722459d4e3a3284ecbbcc176cfb2",
+    git_commit = "32449628f66f7731d5dbdfa3ed016040b3a81596",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 75f58fe51c04f80d085ab23a65685be46e1012c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jan 2021 12:01:39 -0800
Subject: [PATCH 4568/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8340be4-67d1-461c-b6f7-4d3434c83e7b

PiperOrigin-RevId: 350190374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bd34c90149..297fa121adc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59dc122a44b3590558e085cbeaeb9ab59a1e722459d4e3a3284ecbbcc176cfb2",
-    git_commit = "32449628f66f7731d5dbdfa3ed016040b3a81596",
+    sha256 = "b04d0abf8b851fb8d8d9fb848506ade7d25c72c69ee48df7b180cfe25e71b9a5",
+    git_commit = "48e22089f4a5cf7cf8614807e0dc1b630087cbd6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7bead59028430749bb8c01974475bac4772414da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jan 2021 18:01:16 -0800
Subject: [PATCH 4569/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29b8f148-f6ac-431c-a623-22d4940f299c

PiperOrigin-RevId: 350257758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 297fa121adc..9bdad3fc428 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b04d0abf8b851fb8d8d9fb848506ade7d25c72c69ee48df7b180cfe25e71b9a5",
-    git_commit = "48e22089f4a5cf7cf8614807e0dc1b630087cbd6",
+    sha256 = "48e21a2991171143e09506c40ef9a75ebcdfbf83da48bccbaeb2e367758052b3",
+    git_commit = "d9841dfd9689f9c4e0bc4e1229dbc354f01ebc1b",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From dd1c6941c2c9f37ca70b13ab422fd176567a8ed7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jan 2021 00:01:38 -0800
Subject: [PATCH 4570/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43388e6d-5e35-4291-a7e2-c5f6a5e30244

PiperOrigin-RevId: 350295367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bdad3fc428..cb2f10ce5d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48e21a2991171143e09506c40ef9a75ebcdfbf83da48bccbaeb2e367758052b3",
-    git_commit = "d9841dfd9689f9c4e0bc4e1229dbc354f01ebc1b",
+    sha256 = "a4a6f0988d2dabac5118be4d9687878c6b4722e388eb96f7e057c277711edc57",
+    git_commit = "ca7c72bbbd6cd95ce3f4585e9eca1239acce31ff",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 4b2ec65f3c4cec4025bcccd441c481914aa90873 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jan 2021 06:01:32 -0800
Subject: [PATCH 4571/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0c9c74d-8710-4087-afa4-4303cbbce0a8

PiperOrigin-RevId: 350337280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb2f10ce5d0..90aa90024f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4a6f0988d2dabac5118be4d9687878c6b4722e388eb96f7e057c277711edc57",
-    git_commit = "ca7c72bbbd6cd95ce3f4585e9eca1239acce31ff",
+    sha256 = "e60bfe23c6e312a93762bdd2256c5044c7ae15166063e4307fb2b58160089f44",
+    git_commit = "4f0759177bc77b3b8247622e8a727539bc76d814",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f8e5be6b873e56bb3c4b9a3ba75568266ab5837 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jan 2021 12:01:31 -0800
Subject: [PATCH 4572/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5ca771c-77d7-479e-a6ee-eac185115a25

PiperOrigin-RevId: 350400464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90aa90024f8..35965c2c82c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e60bfe23c6e312a93762bdd2256c5044c7ae15166063e4307fb2b58160089f44",
-    git_commit = "4f0759177bc77b3b8247622e8a727539bc76d814",
+    sha256 = "450889b58411c935709dbf98b3e4f3d0bdb880e16043ae476fb03b4bd41bf9db",
+    git_commit = "e2395993d0cb1a55d16a4fdf1228ffa7f2808fe8",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b394c0858134b5a25321fc744e5f85ae53ad93c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jan 2021 18:01:33 -0800
Subject: [PATCH 4573/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b3117d4-1b2c-4eb6-9b28-9b9e3c2363b3

PiperOrigin-RevId: 350463370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35965c2c82c..6bedcb2736e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "450889b58411c935709dbf98b3e4f3d0bdb880e16043ae476fb03b4bd41bf9db",
-    git_commit = "e2395993d0cb1a55d16a4fdf1228ffa7f2808fe8",
+    sha256 = "de02ea4ddd509f5dbec1a63b41c480b89cb1676552cb20454ed2427c4abdb474",
+    git_commit = "f5952adc00bb652d9bd56d03c43575f84bc8b4d2",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 601f0de6eed1f29dbaa4b8fbfe84d0eed1c9fa3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jan 2021 00:01:32 -0800
Subject: [PATCH 4574/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/293bf363-2e19-4627-9bbd-b3698c1673be

PiperOrigin-RevId: 350500590
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bedcb2736e..dde29683c16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de02ea4ddd509f5dbec1a63b41c480b89cb1676552cb20454ed2427c4abdb474",
-    git_commit = "f5952adc00bb652d9bd56d03c43575f84bc8b4d2",
+    sha256 = "9ac17ae76ab252c54ff036539e54b961fd97c428743df11f02269a2a238758b9",
+    git_commit = "95569ba915ca4cc2d29cd89b5138a8534ad4ef3e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 00dc3d695fbf8d465367a10e738c4a89e214c1a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jan 2021 06:01:29 -0800
Subject: [PATCH 4575/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec729270-4826-4cc7-b42c-ae11fb2fa54f

PiperOrigin-RevId: 350544030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dde29683c16..9a07ba0e8d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ac17ae76ab252c54ff036539e54b961fd97c428743df11f02269a2a238758b9",
-    git_commit = "95569ba915ca4cc2d29cd89b5138a8534ad4ef3e",
+    sha256 = "57ef968b60ca5fdd6cf3fd5bb2cbae7f79615e21d077c0fc99c9f2114eb82e86",
+    git_commit = "e30e1d1aedb418946cddc715c3556b0c8a7ac2ca",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 971c81aa8f8b916ec3bbd60d376e57188bfb343b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jan 2021 12:01:54 -0800
Subject: [PATCH 4576/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/889a1967-a134-4fff-b813-3043f3737200

PiperOrigin-RevId: 350610627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a07ba0e8d4..2ce46273e25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57ef968b60ca5fdd6cf3fd5bb2cbae7f79615e21d077c0fc99c9f2114eb82e86",
-    git_commit = "e30e1d1aedb418946cddc715c3556b0c8a7ac2ca",
+    sha256 = "48a8a257ef1058c53e97d007d41999de56cf1d0dcb99336cc4e7f748c99ca8ee",
+    git_commit = "d3ff9a39bd87e0fa5885a7d99ef587ab6bb3d8bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7f100885d0ce85b3a6420b0a7fd6331368f4df7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jan 2021 18:01:37 -0800
Subject: [PATCH 4577/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/757aff97-b959-4df4-8ba0-8159b4b6e201

PiperOrigin-RevId: 350674190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ce46273e25..aa5c698bf59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48a8a257ef1058c53e97d007d41999de56cf1d0dcb99336cc4e7f748c99ca8ee",
-    git_commit = "d3ff9a39bd87e0fa5885a7d99ef587ab6bb3d8bb",
+    sha256 = "dbaf007a6696fec907ad63ec5f11ca667e318c75327aa09f6146cbc77532d14f",
+    git_commit = "af3472d13f875724f0f5693e317291d970bcbf4e",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 3234fca77b7bd433bd0b657c506d3526128e4626 Mon Sep 17 00:00:00 2001
From: Brian Zhao <bmzhao@google.com>
Date: Thu, 7 Jan 2021 21:41:20 -0800
Subject: [PATCH 4578/8103] Remove an unused experimental config option
 "experimental_fixed_input_tensors_filepath".

PiperOrigin-RevId: 350696687
---
 .../tensorflow/saved_model_bundle_factory.cc  |  8 -----
 .../saved_model_bundle_factory_test.cc        | 31 -------------------
 2 files changed, 39 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 9ed3153c836..31ed1cdf798 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -153,14 +153,6 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
         bundle->get()));
   }
-  if (!config_.experimental_fixed_input_tensors().empty()) {
-    LOG(INFO) << "Wrapping session to inject fixed input tensors";
-    std::vector<std::pair<string, Tensor>> fixed_input_tensors;
-    TF_RETURN_IF_ERROR(ParseFixedInputTensors(
-        config_.experimental_fixed_input_tensors(), &fixed_input_tensors));
-    (*bundle)->session.reset(
-        new CurriedSession(std::move((*bundle)->session), fixed_input_tensors));
-  }
   if (config_.remove_unused_fields_from_bundle_metagraph()) {
     // Save memory by removing fields in MetaGraphDef proto message stored
     // in the bundle that we never use. Notably the unused graphdef submessage
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 6f365abaa0d..75a18f7e7be 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -193,37 +193,6 @@ INSTANTIATE_TEST_SUITE_P(
 
 TEST_P(SavedModelBundleFactoryTest, Basic) { TestBasic(); }
 
-TEST_P(SavedModelBundleFactoryTest, FixedInputTensors) {
-  Tensor fixed_input = test::AsTensor<float>({100.0f, 42.0f}, {2});
-  NamedTensorProto fixed_input_proto;
-  fixed_input_proto.set_name("x:0");
-  fixed_input.AsProtoField(fixed_input_proto.mutable_tensor());
-
-  SessionBundleConfig config = GetSessionBundleConfig();
-  *config.add_saved_model_tags() = kSavedModelTagServe;
-  *config.add_experimental_fixed_input_tensors() = fixed_input_proto;
-  std::unique_ptr<Session> session;
-  if (ExpectCreateBundleFailure()) {
-    EXPECT_FALSE(CreateSession(config, &session).ok());
-    return;
-  }
-  TF_ASSERT_OK(CreateSession(config, &session));
-
-  // half plus two: output should be input / 2 + 2.
-  const Tensor expected_output =
-      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
-
-  const std::vector<std::pair<string, Tensor>> non_fixed_inputs = {};
-  const std::vector<string> output_names = {"y:0"};
-  const std::vector<string> empty_targets;
-  std::vector<Tensor> outputs;
-  TF_ASSERT_OK(
-      session->Run(non_fixed_inputs, output_names, empty_targets, &outputs));
-  ASSERT_EQ(1, outputs.size());
-  const Tensor& single_output = outputs.at(0);
-  test::ExpectTensorEqual<float>(expected_output, single_output);
-}
-
 TEST_P(SavedModelBundleFactoryTest, RemoveUnusedFieldsFromMetaGraphDefault) {
   SessionBundleConfig config = GetSessionBundleConfig();
   *config.add_saved_model_tags() = kSavedModelTagServe;

From 87793ad8cd9b8c023cd03b6bb640c2a3eb66d619 Mon Sep 17 00:00:00 2001
From: Brian Zhao <bmzhao@google.com>
Date: Thu, 7 Jan 2021 23:53:26 -0800
Subject: [PATCH 4579/8103] Removing CurriedSession, since it is no longer used
 after deleting config option experimental_fixed_input_tensors_filepath.

PiperOrigin-RevId: 350710317
---
 tensorflow_serving/servables/tensorflow/BUILD |  29 ---
 .../servables/tensorflow/curried_session.cc   |  95 ---------
 .../servables/tensorflow/curried_session.h    |  84 --------
 .../tensorflow/curried_session_test.cc        | 189 ------------------
 .../tensorflow/saved_model_bundle_factory.cc  |   1 -
 5 files changed, 398 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/curried_session.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/curried_session.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/curried_session_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 6c608fbc3a7..9ed09c2d3a5 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -142,7 +142,6 @@ cc_library(
     ],
     deps = [
         ":bundle_factory_util",
-        ":curried_session",
         ":session_bundle_config_cc_proto",
         ":tflite_session_lib",
         "//tensorflow_serving/batching:batching_session",
@@ -312,34 +311,6 @@ cc_library(
     ],
 )
 
-cc_library(
-    name = "curried_session",
-    srcs = ["curried_session.cc"],
-    hdrs = ["curried_session.h"],
-    deps = [
-        ":serving_session",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-    ],
-)
-
-cc_test(
-    name = "curried_session_test",
-    size = "small",
-    srcs = ["curried_session_test.cc"],
-    deps = [
-        ":curried_session",
-        "//tensorflow_serving/core/test_util:mock_session",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-    ],
-)
-
 cc_library(
     name = "tflite_session_lib",
     srcs = [
diff --git a/tensorflow_serving/servables/tensorflow/curried_session.cc b/tensorflow_serving/servables/tensorflow/curried_session.cc
deleted file mode 100644
index 9297f1a0f4b..00000000000
--- a/tensorflow_serving/servables/tensorflow/curried_session.cc
+++ /dev/null
@@ -1,95 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/curried_session.h"
-
-namespace tensorflow {
-namespace serving {
-
-CurriedSession::CurriedSession(
-    std::unique_ptr<Session> wrapped,
-    const std::vector<std::pair<string, Tensor>>& curried_inputs)
-    : wrapped_(std::move(wrapped)), curried_inputs_(curried_inputs) {
-  for (const auto& entry : curried_inputs) {
-    const string& name = entry.first;
-    curried_input_names_.insert(name);
-  }
-}
-
-Status CurriedSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
-                           const std::vector<string>& output_tensor_names,
-                           const std::vector<string>& target_node_names,
-                           std::vector<Tensor>* outputs) {
-  TF_RETURN_IF_ERROR(ValidateExplicitInputsDontMatchCurriedInputs(inputs));
-  const std::vector<std::pair<string, Tensor>> combined_inputs =
-      AddCurriedInputs(inputs);
-  return wrapped_->Run(combined_inputs, output_tensor_names, target_node_names,
-                       outputs);
-}
-
-Status CurriedSession::Run(const RunOptions& run_options,
-                           const std::vector<std::pair<string, Tensor>>& inputs,
-                           const std::vector<string>& output_tensor_names,
-                           const std::vector<string>& target_node_names,
-                           std::vector<Tensor>* outputs,
-                           RunMetadata* run_metadata) {
-  TF_RETURN_IF_ERROR(ValidateExplicitInputsDontMatchCurriedInputs(inputs));
-  const std::vector<std::pair<string, Tensor>> combined_inputs =
-      AddCurriedInputs(inputs);
-  return wrapped_->Run(run_options, combined_inputs, output_tensor_names,
-                       target_node_names, outputs, run_metadata);
-}
-
-Status CurriedSession::Run(
-    const RunOptions& run_options,
-    const std::vector<std::pair<string, Tensor>>& inputs,
-    const std::vector<string>& output_tensor_names,
-    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
-    RunMetadata* run_metadata,
-    const thread::ThreadPoolOptions& thread_pool_options) {
-  TF_RETURN_IF_ERROR(ValidateExplicitInputsDontMatchCurriedInputs(inputs));
-  const std::vector<std::pair<string, Tensor>> combined_inputs =
-      AddCurriedInputs(inputs);
-  return wrapped_->Run(run_options, combined_inputs, output_tensor_names,
-                       target_node_names, outputs, run_metadata,
-                       thread_pool_options);
-}
-
-Status CurriedSession::ListDevices(std::vector<DeviceAttributes>* response) {
-  return wrapped_->ListDevices(response);
-}
-
-Status CurriedSession::ValidateExplicitInputsDontMatchCurriedInputs(
-    const std::vector<std::pair<string, Tensor>>& explicit_inputs) const {
-  for (const auto& entry : explicit_inputs) {
-    const string& name = entry.first;
-    if (curried_input_names_.find(name) != curried_input_names_.end()) {
-      return errors::InvalidArgument(
-          "Explicit Run() input has same name as curried input ", name);
-    }
-  }
-  return Status::OK();
-}
-
-std::vector<std::pair<string, Tensor>> CurriedSession::AddCurriedInputs(
-    const std::vector<std::pair<string, Tensor>>& explicit_inputs) const {
-  std::vector<std::pair<string, Tensor>> combined_inputs = explicit_inputs;
-  std::copy(curried_inputs_.begin(), curried_inputs_.end(),
-            std::back_inserter(combined_inputs));
-  return combined_inputs;
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/curried_session.h b/tensorflow_serving/servables/tensorflow/curried_session.h
deleted file mode 100644
index a6989099697..00000000000
--- a/tensorflow_serving/servables/tensorflow/curried_session.h
+++ /dev/null
@@ -1,84 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CURRIED_SESSION_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CURRIED_SESSION_H_
-
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow_serving/servables/tensorflow/serving_session.h"
-
-namespace tensorflow {
-namespace serving {
-
-// A session that wraps another session, while injecting a fixed set of
-// additional input tensors into each Run() call. Useful for injecting static
-// configuration tensors into a session without requiring the caller to be aware
-// of them.
-//
-// It is an error to call Run() with an input that has the same name as one of
-// the curried inputs.
-class CurriedSession : public ServingSession {
- public:
-  CurriedSession(std::unique_ptr<Session> wrapped,
-                 const std::vector<std::pair<string, Tensor>>& curried_inputs);
-  ~CurriedSession() override = default;
-
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs) override;
-
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
-
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override;
-
-  Status ListDevices(std::vector<DeviceAttributes>* response) override;
-
- private:
-  // Verifies no overlap between the tensor names in 'explicit_inputs' and
-  // 'curried_inputs_'.
-  Status ValidateExplicitInputsDontMatchCurriedInputs(
-      const std::vector<std::pair<string, Tensor>>& explicit_inputs) const;
-
-  // Adds 'curried_inputs_' to 'explicit_inputs'.
-  std::vector<std::pair<string, Tensor>> AddCurriedInputs(
-      const std::vector<std::pair<string, Tensor>>& explicit_inputs) const;
-
-  // The session to which Run() calls are forwarded (after appending the
-  // curried inputs).
-  const std::unique_ptr<Session> wrapped_;
-
-  // The inputs that get appended to 'inputs' in each Run() call.
-  const std::vector<std::pair<string, Tensor>> curried_inputs_;
-
-  // The tensor names from 'curried_inputs_'.
-  std::set<string> curried_input_names_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(CurriedSession);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_CURRIED_SESSION_H_
diff --git a/tensorflow_serving/servables/tensorflow/curried_session_test.cc b/tensorflow_serving/servables/tensorflow/curried_session_test.cc
deleted file mode 100644
index 744c58d04c1..00000000000
--- a/tensorflow_serving/servables/tensorflow/curried_session_test.cc
+++ /dev/null
@@ -1,189 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/curried_session.h"
-
-#include <gmock/gmock.h>
-#include "tensorflow/core/framework/tensor_testutil.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/threadpool_interface.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow_serving/core/test_util/mock_session.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using ::testing::_;
-using ::testing::ElementsAre;
-using ::testing::HasSubstr;
-using ::testing::Pair;
-using ::testing::Ref;
-using ::testing::Return;
-
-using test_util::EqualsProto;
-
-MATCHER_P(EqualsTensor, value, "") {
-  return arg.DebugString() == value.DebugString();
-}
-
-class MockThreadPool : public thread::ThreadPoolInterface {
- public:
-  MOCK_METHOD(void, Schedule, (std::function<void()>), (override));
-  MOCK_METHOD(void, Cancel, (), (override));
-  MOCK_METHOD(int, NumThreads, (), (const, override));
-  MOCK_METHOD(int, CurrentThreadId, (), (const, override));
-};
-
-TEST(CurriedSessionTest, ZeroCurriedInputs) {
-  const Tensor input = test::AsScalar(0);
-
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(
-      new CurriedSession(std::unique_ptr<Session>(mock), {}));
-
-  EXPECT_CALL(*mock, Run(ElementsAre(Pair("input", EqualsTensor(input))),
-                         ElementsAre("output"), ElementsAre("target"), _))
-      .WillOnce(Return(Status::OK()));
-  std::vector<Tensor> outputs;
-  TF_ASSERT_OK(
-      curried->Run({{"input", input}}, {"output"}, {"target"}, &outputs));
-}
-
-TEST(CurriedSessionTest, Basic) {
-  const Tensor input_a = test::AsScalar(0);
-  const Tensor input_b = test::AsScalar(1);
-  const Tensor curried_0 = test::AsScalar(2);
-  const Tensor curried_1 = test::AsScalar(3);
-
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(
-      new CurriedSession(std::unique_ptr<Session>(mock),
-                         {{"curried_0", curried_0}, {"curried_1", curried_1}}));
-
-  EXPECT_CALL(*mock,
-              Run(ElementsAre(Pair("input_a", EqualsTensor(input_a)),
-                              Pair("input_b", EqualsTensor(input_b)),
-                              Pair("curried_0", EqualsTensor(curried_0)),
-                              Pair("curried_1", EqualsTensor(curried_1))),
-                  ElementsAre("output_a", "output_b"),
-                  ElementsAre("target_a", "target_b"), _))
-      .WillOnce(Return(Status::OK()));
-  std::vector<Tensor> outputs;
-  TF_ASSERT_OK(curried->Run({{"input_a", input_a}, {"input_b", input_b}},
-                            {"output_a", "output_b"}, {"target_a", "target_b"},
-                            &outputs));
-}
-
-TEST(CurriedSessionTest, WithOptions) {
-  RunOptions run_options;
-  run_options.set_timeout_in_ms(42);
-
-  const Tensor input_a = test::AsScalar(0);
-  const Tensor input_b = test::AsScalar(1);
-  const Tensor curried_0 = test::AsScalar(2);
-  const Tensor curried_1 = test::AsScalar(3);
-
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(
-      new CurriedSession(std::unique_ptr<Session>(mock),
-                         {{"curried_0", curried_0}, {"curried_1", curried_1}}));
-
-  EXPECT_CALL(*mock,
-              Run(EqualsProto(run_options),
-                  ElementsAre(Pair("input_a", EqualsTensor(input_a)),
-                              Pair("input_b", EqualsTensor(input_b)),
-                              Pair("curried_0", EqualsTensor(curried_0)),
-                              Pair("curried_1", EqualsTensor(curried_1))),
-                  ElementsAre("output_a", "output_b"),
-                  ElementsAre("target_a", "target_b"), _, _))
-      .WillOnce(Return(Status::OK()));
-  std::vector<Tensor> outputs;
-  RunMetadata run_metadata;
-  TF_ASSERT_OK(curried->Run(run_options,
-                            {{"input_a", input_a}, {"input_b", input_b}},
-                            {"output_a", "output_b"}, {"target_a", "target_b"},
-                            &outputs, &run_metadata));
-}
-
-TEST(CurriedSessionTest, ExplicitInputsMatchCurriedInputs) {
-  const Tensor t0 = test::AsScalar(0);
-  const Tensor t1 = test::AsScalar(1);
-  const Tensor t2 = test::AsScalar(2);
-
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(new CurriedSession(
-      std::unique_ptr<Session>(mock), {{"t0", t0}, {"t1", t1}}));
-
-  EXPECT_CALL(*mock, Run(_, _, _, _)).Times(0);
-  std::vector<Tensor> outputs;
-  const Status status =
-      curried->Run({{"t1", t1}, {"t2", t2}}, {"output"}, {"target"}, &outputs);
-  ASSERT_FALSE(status.ok());
-  EXPECT_THAT(
-      status.ToString(),
-      HasSubstr("Explicit Run() input has same name as curried input t1"));
-}
-
-TEST(CurriedSessionTest, PropagateError) {
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(
-      new CurriedSession(std::unique_ptr<Session>(mock), {}));
-
-  EXPECT_CALL(*mock, Run(_, _, _, _))
-      .WillOnce(Return(errors::Unknown("Tensor clog")));
-  std::vector<Tensor> outputs;
-  const Status status = curried->Run({}, {}, {}, &outputs);
-  ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(), HasSubstr("Tensor clog"));
-}
-
-TEST(CurriedSessionTest, ThreadPoolOptions) {
-  const Tensor input_a = test::AsScalar(0);
-  const Tensor input_b = test::AsScalar(1);
-  const Tensor curried_0 = test::AsScalar(2);
-  const Tensor curried_1 = test::AsScalar(3);
-
-  test_util::MockSession* mock = new test_util::MockSession;
-  auto curried = std::unique_ptr<Session>(
-      new CurriedSession(std::unique_ptr<Session>(mock),
-                         {{"curried_0", curried_0}, {"curried_1", curried_1}}));
-
-  thread::ThreadPoolOptions thread_pool_options;
-  MockThreadPool mock_threadpool;
-  thread_pool_options.inter_op_threadpool = &mock_threadpool;
-  thread_pool_options.intra_op_threadpool = &mock_threadpool;
-  EXPECT_CALL(
-      *mock,
-      Run(_,
-          ElementsAre(Pair("input_a", EqualsTensor(input_a)),
-                      Pair("input_b", EqualsTensor(input_b)),
-                      Pair("curried_0", EqualsTensor(curried_0)),
-                      Pair("curried_1", EqualsTensor(curried_1))),
-          ElementsAre("output_a", "output_b"),
-          ElementsAre("target_a", "target_b"), _, _, Ref(thread_pool_options)))
-      .WillOnce(Return(Status::OK()));
-  std::vector<Tensor> outputs;
-  RunMetadata run_metadata;
-  TF_ASSERT_OK(curried->Run(RunOptions(),
-                            {{"input_a", input_a}, {"input_b", input_b}},
-                            {"output_a", "output_b"}, {"target_a", "target_b"},
-                            &outputs, &run_metadata, thread_pool_options));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 31ed1cdf798..d4818543943 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -25,7 +25,6 @@ limitations under the License.
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
-#include "tensorflow_serving/servables/tensorflow/curried_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 #include "tensorflow_serving/session_bundle/session_bundle_util.h"
 

From 4fab52fbbea4532f53fd74ec4919589d58151bae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jan 2021 00:01:53 -0800
Subject: [PATCH 4580/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84e03807-6661-486b-8623-188ca4e7b1ab

PiperOrigin-RevId: 350711154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa5c698bf59..adb214c7b30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbaf007a6696fec907ad63ec5f11ca667e318c75327aa09f6146cbc77532d14f",
-    git_commit = "af3472d13f875724f0f5693e317291d970bcbf4e",
+    sha256 = "4a6ecaa3f0ba3d481a735e30465225796b0d9637d1bc84b6eeecb089fd7f5fb0",
+    git_commit = "9037c4301d22f29a04f48d940f6f57cf4fd10a6a",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 7b28ae41ba35ea2ce3abc4728c233b49f1cb5f89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jan 2021 06:02:38 -0800
Subject: [PATCH 4581/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dee957c1-dcf8-4840-8718-78128306d89e

PiperOrigin-RevId: 350749287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adb214c7b30..65d5854e494 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a6ecaa3f0ba3d481a735e30465225796b0d9637d1bc84b6eeecb089fd7f5fb0",
-    git_commit = "9037c4301d22f29a04f48d940f6f57cf4fd10a6a",
+    sha256 = "f959a4f0ba45d07e7d0b8f3fa275168c58990273d0e02311930952537d4f80e5",
+    git_commit = "cf603aa4f9d0d48ac8d6d7935d1d5e44762bf6a5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0ae09ed6cfadb97d144e17281d9fd053666582a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jan 2021 12:01:39 -0800
Subject: [PATCH 4582/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29680dcc-7f76-4bce-965b-4f26ce5232b1

PiperOrigin-RevId: 350809542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65d5854e494..50163146dfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f959a4f0ba45d07e7d0b8f3fa275168c58990273d0e02311930952537d4f80e5",
-    git_commit = "cf603aa4f9d0d48ac8d6d7935d1d5e44762bf6a5",
+    sha256 = "7887df3fcdb840975c03d438b2a6de415592b8bd74f02da18569972983652dcf",
+    git_commit = "16407535d1199c5e9e237e132a1e7b0e0882c10c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 364e859a88048a0d8589356a658cf2ae84001808 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jan 2021 18:01:18 -0800
Subject: [PATCH 4583/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/734c0e51-90ec-4527-8bc3-85e4b13c9ed4

PiperOrigin-RevId: 350869055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50163146dfa..7081f61b977 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7887df3fcdb840975c03d438b2a6de415592b8bd74f02da18569972983652dcf",
-    git_commit = "16407535d1199c5e9e237e132a1e7b0e0882c10c",
+    sha256 = "37d574589a42325b4ce046bd50efaa1b2844b587524e8f84fd6c9266238126ce",
+    git_commit = "587ac71f68f06edbf338fcf742055d6d8f63cb68",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 026b9826fd63092582d78b922346086d02b9a991 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jan 2021 00:02:23 -0800
Subject: [PATCH 4584/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/730f363e-1abc-4645-8db7-9fe55db55395

PiperOrigin-RevId: 350897528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7081f61b977..d92f4e97ca1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d574589a42325b4ce046bd50efaa1b2844b587524e8f84fd6c9266238126ce",
-    git_commit = "587ac71f68f06edbf338fcf742055d6d8f63cb68",
+    sha256 = "d4c2de2a3f589c9611bddf9ab610d804c3f94b80fafff9145b58f1f1c5d7ff61",
+    git_commit = "17e705a99a7a684a0ddcd834d87dfc1e673c0b98",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 15ed377684841d254b17d6c53ba9ba1ca662304f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jan 2021 06:01:32 -0800
Subject: [PATCH 4585/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7b9ca64-935b-4154-bf58-94576bc617db

PiperOrigin-RevId: 350920883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d92f4e97ca1..0945dbed2a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4c2de2a3f589c9611bddf9ab610d804c3f94b80fafff9145b58f1f1c5d7ff61",
-    git_commit = "17e705a99a7a684a0ddcd834d87dfc1e673c0b98",
+    sha256 = "a0b0d8256542239045e61f543247095d2a4ed70b85ae70b04897f75025fdf88d",
+    git_commit = "8730806d23e2d0546df996fc7ae36222af3edd63",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From bfbe08e647db18ec85633efcc0575ced7551b6a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jan 2021 12:01:31 -0800
Subject: [PATCH 4586/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/195b87c4-ea78-4da5-a9e5-a6cc5a58ec71

PiperOrigin-RevId: 350942497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0945dbed2a2..c82bb719661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0b0d8256542239045e61f543247095d2a4ed70b85ae70b04897f75025fdf88d",
-    git_commit = "8730806d23e2d0546df996fc7ae36222af3edd63",
+    sha256 = "216093e5044c43f4e2ce9a0a3661c4c9e30008b06a6a5ca5b63d4eaa2732ac98",
+    git_commit = "fa3928cd56c1f1795ca882518fce8ab9065342bb",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From e55c6a198e9c252d8faf3cc350e728008bba3f48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Jan 2021 06:01:25 -0800
Subject: [PATCH 4587/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4501b9e4-94b6-4fe5-beea-3a5224a7a295

PiperOrigin-RevId: 351012645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c82bb719661..ff335457590 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "216093e5044c43f4e2ce9a0a3661c4c9e30008b06a6a5ca5b63d4eaa2732ac98",
-    git_commit = "fa3928cd56c1f1795ca882518fce8ab9065342bb",
+    sha256 = "d4d60ac43040037336ccbc16585a98161eda6a7a92f08ebc76f70cab18dc4171",
+    git_commit = "3b314f0e099185360d6b6e1e43eff966b778951c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 494418c1bb0563aaf3dac52b20ab4992d7f013e4 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 02:19:19 +0900
Subject: [PATCH 4588/8103] fix args order

---
 tensorflow_serving/model_servers/http_rest_api_handler.cc | 3 ++-
 tensorflow_serving/model_servers/http_rest_api_handler.h  | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 034584dc6b8..17a62f67d18 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -64,7 +64,8 @@ HttpRestApiHandler::~HttpRestApiHandler() {}
 Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
-    std::vector<std::pair<string, string>>* headers, string* output, string* model_name, string* method) {
+    std::vector<std::pair<string, string>>* headers, string* model_name,
+    string* method, string* output) {
   headers->clear();
   output->clear();
   AddHeaders(headers);
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 8ce88d17f2c..6985304d4ee 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -82,7 +82,7 @@ class HttpRestApiHandler {
                         const absl::string_view request_path,
                         const absl::string_view request_body,
                         std::vector<std::pair<string, string>>* headers,
-                        string* output, string* model_name, string* method);
+                        string* model_name, string* method, string* output);
 
  private:
   Status ProcessClassifyRequest(

From 1c7b60b0f437ab1dc57fa0e414a42fc7cbde26f4 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 03:11:38 +0900
Subject: [PATCH 4589/8103] add request_latency

---
 tensorflow_serving/model_servers/http_server.cc   |  2 +-
 .../model_servers/prediction_service_impl.cc      | 12 ++++++------
 tensorflow_serving/servables/tensorflow/util.cc   | 15 +++++++++++++++
 tensorflow_serving/servables/tensorflow/util.h    |  4 ++++
 4 files changed, 26 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 242ef8d117f..b54a85e04a9 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -174,7 +174,7 @@ class RestApiRequestDispatcher {
     }
     req->ReplyWithStatus(http_status);
 
-    RecordRuntimeLatency(model_name, /*api=*/method, /*runtime=*/"HTTP",
+    RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
                          Env::Default()->NowMicros() - start);
     RecordModelRequestCount(model_name, status);
   }
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 82be3464038..a6e05848a70 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -65,8 +65,8 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
   if (!status.ok()) {
     VLOG(1) << "Predict failed: " << status.error_message();
   }
-  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Predict", /*runtime=*/"GRPC",
-                       Env::Default()->NowMicros() - start);
+  RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -102,8 +102,8 @@ ::grpc::Status PredictionServiceImpl::Classify(
   if (!status.ok()) {
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
-  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Classify", /*runtime=*/"GRPC",
-                       Env::Default()->NowMicros() - start);
+  RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -128,8 +128,8 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
   if (!status.ok()) {
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
-  RecordRuntimeLatency(request->model_spec().name(), /*api=*/"Regress", /*runtime=*/"GRPC",
-                       Env::Default()->NowMicros() - start);
+  RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 96a4023db07..75e9e18e115 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -69,6 +69,16 @@ auto* runtime_latency = monitoring::Sampler<3>::New(
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
+auto* request_latency = monitoring::Sampler<3>::New(
+    {
+        "/tensorflow/serving/request_latency",
+        "Distribution of wall time (in microseconds) for Tensorflow Serving request.",
+        "model_name",
+        "API",
+        "entrypoint",
+    },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
+    monitoring::Buckets::Exponential(10, 1.8, 33));
+
 // Returns the number of examples in the Input.
 int NumInputExamples(const internal::SerializedInput& input) {
   switch (input.kind_case()) {
@@ -320,5 +330,10 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
   runtime_latency->GetCell(model_name, api, runtime)->Add(latency_usec);
 }
 
+void RecordRequestLatency(const string& model_name, const string& api,
+                          const string& entrypoint, int64 latency_usec) {
+  request_latency->GetCell(model_name, api, entrypoint)->Add(latency_usec);
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 78155248255..123aa392239 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -117,6 +117,10 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
 void RecordRuntimeLatency(const string& model_name, const string& api,
                           const string& runtime, int64 latency_usec);
 
+// Update metrics for request latency.
+void RecordRequestLatency(const string& model_name, const string& api,
+                          const string& entrypoint, int64 latency_usec);
+
 }  // namespace serving
 }  // namespace tensorflow
 

From 9b047650221dbc5336bab987128b591662238dd9 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 03:16:18 +0900
Subject: [PATCH 4590/8103] <= 80 columns

---
 tensorflow_serving/model_servers/http_server.cc             | 3 ++-
 tensorflow_serving/model_servers/prediction_service_impl.cc | 3 ++-
 tensorflow_serving/servables/tensorflow/util.cc             | 6 ++++--
 3 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index b54a85e04a9..0952d7168b3 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -160,7 +160,8 @@ class RestApiRequestDispatcher {
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
     const auto status = handler_->ProcessRequest(
-        req->http_method(), req->uri_path(), body, &headers, &output, &model_name, &method);
+        req->http_method(), req->uri_path(), body, &headers, &output,
+        &model_name, &method);
     const auto http_status = ToHTTPStatusCode(status);
     // Note: we add headers+output for non successful status too, in case the
     // output contains details about the error (e.g. error messages).
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index a6e05848a70..2a1b339313d 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -59,7 +59,8 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
 
-  const ::tensorflow::Status tf_status = predictor_->Predict(run_options, core_, *request, response);
+  const ::tensorflow::Status tf_status = predictor_->Predict(
+      run_options, core_, *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
   if (!status.ok()) {
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 75e9e18e115..b811c26d132 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -72,7 +72,8 @@ auto* runtime_latency = monitoring::Sampler<3>::New(
 auto* request_latency = monitoring::Sampler<3>::New(
     {
         "/tensorflow/serving/request_latency",
-        "Distribution of wall time (in microseconds) for Tensorflow Serving request.",
+        "Distribution of wall time (in microseconds) for Tensorflow Serving"
+        " request.",
         "model_name",
         "API",
         "entrypoint",
@@ -139,7 +140,8 @@ void RecordModelRequestCount(const string& model_name, const Status& status) {
   if (status != Status::OK()) {
     status_label = "failed";
   }
-  model_request_status_count_total->GetCell(model_name, status_label)->IncrementBy(1);
+  model_request_status_count_total->GetCell(
+      model_name, status_label)->IncrementBy(1);
 }
 
 void SetSignatureMethodNameCheckFeature(bool v) { signature_method_check = v; }

From fdec5efe581a08c98d7ddcaaa1bed4adf2376bc6 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 03:16:51 +0900
Subject: [PATCH 4591/8103] request_count

---
 tensorflow_serving/servables/tensorflow/util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index b811c26d132..5358c651e49 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -56,7 +56,7 @@ auto* example_count_total = monitoring::Counter<1>::New(
 
 // Metrics by model
 auto* model_request_status_count_total = monitoring::Counter<2>::New(
-    "/tensorflow/serving/model_request_count",
+    "/tensorflow/serving/request_count",
     "The total number of requests.", "model_name", "status");
 
 auto* runtime_latency = monitoring::Sampler<3>::New(

From 759eec1682c81b61052183247797038a04e81961 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 03:18:50 +0900
Subject: [PATCH 4592/8103] status label

---
 tensorflow_serving/servables/tensorflow/util.cc | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 5358c651e49..63f5c1ffea2 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -136,12 +136,8 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 
 // Metrics by model
 void RecordModelRequestCount(const string& model_name, const Status& status) {
-  string status_label = "success";
-  if (status != Status::OK()) {
-    status_label = "failed";
-  }
   model_request_status_count_total->GetCell(
-      model_name, status_label)->IncrementBy(1);
+      model_name, error::Code_Name(status.code()))->IncrementBy(1);
 }
 
 void SetSignatureMethodNameCheckFeature(bool v) { signature_method_check = v; }

From 2beb3b54cbb6474801c0263de0589e190841650c Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Mon, 11 Jan 2021 03:24:22 +0900
Subject: [PATCH 4593/8103] fix args order

---
 tensorflow_serving/model_servers/http_server.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 0952d7168b3..480bd7908fe 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -160,8 +160,8 @@ class RestApiRequestDispatcher {
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
     const auto status = handler_->ProcessRequest(
-        req->http_method(), req->uri_path(), body, &headers, &output,
-        &model_name, &method);
+        req->http_method(), req->uri_path(), body, &headers, &model_name,
+        &method, &output);
     const auto http_status = ToHTTPStatusCode(status);
     // Note: we add headers+output for non successful status too, in case the
     // output contains details about the error (e.g. error messages).

From f923d761ad379eee12a7e3518ce6da5c1719c0f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jan 2021 00:01:32 -0800
Subject: [PATCH 4594/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e129d713-7adb-4352-9087-81ec681b8a5a

PiperOrigin-RevId: 351093523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff335457590..7e13302a16f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4d60ac43040037336ccbc16585a98161eda6a7a92f08ebc76f70cab18dc4171",
-    git_commit = "3b314f0e099185360d6b6e1e43eff966b778951c",
+    sha256 = "91651c0c847dd380fb67843215c489b5329f0b242865eb00160d28b811082f9f",
+    git_commit = "287ab9046604c277908969e20b7b4c0febe8b4ab",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 878e7953b892053759957b2389e2f91e1168a689 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jan 2021 06:01:22 -0800
Subject: [PATCH 4595/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/869b5d94-1394-4b61-bc2c-5a1b481ef34b

PiperOrigin-RevId: 351137227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e13302a16f..c8b73e7f7a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91651c0c847dd380fb67843215c489b5329f0b242865eb00160d28b811082f9f",
-    git_commit = "287ab9046604c277908969e20b7b4c0febe8b4ab",
+    sha256 = "f720d49ac334fe819e3afa8ef0fb684a294f4992075430f64e2e7f6676a4470d",
+    git_commit = "091856315b2f1c9e968750ecccbade7d5aa4d7db",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 6a35a3808203e86afb09696a1c31b0034cdca88f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jan 2021 12:01:40 -0800
Subject: [PATCH 4596/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e448e2d6-be01-458e-a3f3-c6bf17654c61

PiperOrigin-RevId: 351205413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8b73e7f7a3..c5998ac3a9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f720d49ac334fe819e3afa8ef0fb684a294f4992075430f64e2e7f6676a4470d",
-    git_commit = "091856315b2f1c9e968750ecccbade7d5aa4d7db",
+    sha256 = "f33d78ff93ae7ec01a9f1b72f9c1737ce580028e9f5cd181a007ddc4a5a195c1",
+    git_commit = "1b07d235993ed7d209171019e27a0fe5101db6ed",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 78d47f7031d5a60b8cfff4fd0f0a2e1ec0586c01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jan 2021 14:49:44 -0800
Subject: [PATCH 4597/8103] Improve error message for file not exists.

PiperOrigin-RevId: 351240745
---
 .../storage_path/file_system_storage_path_source.cc      | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index db212542109..708aee779e9 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -217,10 +217,11 @@ Status PollFileSystemForServable(
   // we don't emit an empty aspired-versions list for a non-existent (or
   // transiently unavailable) base-path. (On some platforms, GetChildren()
   // returns an empty list instead of erring if the base path isn't found.)
-  if (!Env::Default()->FileExists(servable.base_path()).ok()) {
-    return errors::InvalidArgument("Could not find base path ",
-                                   servable.base_path(), " for servable ",
-                                   servable.servable_name());
+  Status status = Env::Default()->FileExists(servable.base_path());
+  if (!status.ok()) {
+    return errors::InvalidArgument(
+        "Could not find base path ", servable.base_path(), " for servable ",
+        servable.servable_name(), " with error ", status.ToString());
   }
 
   // Retrieve a list of base-path children from the file system.

From 0c0c15a861f7671d842c5a5fced0cbc4018ffe3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jan 2021 18:01:23 -0800
Subject: [PATCH 4598/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/186882c6-dc20-446a-bea5-3bd58d7d85a6

PiperOrigin-RevId: 351274735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5998ac3a9a..c34346438c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f33d78ff93ae7ec01a9f1b72f9c1737ce580028e9f5cd181a007ddc4a5a195c1",
-    git_commit = "1b07d235993ed7d209171019e27a0fe5101db6ed",
+    sha256 = "4462dd420f470970a0eb2192c7cfa332e56eea469c36c2ac8bbca9b719b4d00d",
+    git_commit = "161fcca9a7767a63a304a875ff26d22026d5e1b5",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From b09da3e9371dc60962f11fe04528faf4519da7fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jan 2021 00:01:30 -0800
Subject: [PATCH 4599/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8c36955-1b49-49bf-8960-12d2aebdbe28

PiperOrigin-RevId: 351312903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34346438c8..e6f479660ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4462dd420f470970a0eb2192c7cfa332e56eea469c36c2ac8bbca9b719b4d00d",
-    git_commit = "161fcca9a7767a63a304a875ff26d22026d5e1b5",
+    sha256 = "a659938840edb28a154e346527c959387382fed4f29887086565cfc95c4eaa51",
+    git_commit = "2ef61f7c2cc73cf7390bdaf0ae77a2c757297987",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 74f466aa10c2b51968df3ff6ffaee3eda0335f4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jan 2021 06:01:21 -0800
Subject: [PATCH 4600/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f13c62ff-d63d-4695-a3d1-6f1a52332099

PiperOrigin-RevId: 351355048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6f479660ed..6dbc3a726ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a659938840edb28a154e346527c959387382fed4f29887086565cfc95c4eaa51",
-    git_commit = "2ef61f7c2cc73cf7390bdaf0ae77a2c757297987",
+    sha256 = "8233fb2f7a99f40cd542e09287ae86e74cefcc7eadc5ae0d08886e6a34d6c0a0",
+    git_commit = "ed2134ae4327e1e09ed3808e748489405a845382",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 95c49c0f6e3331eb29949a132eb9711afdd7db0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jan 2021 12:01:23 -0800
Subject: [PATCH 4601/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04da2b75-450d-4477-b47a-1016cb7a17e6

PiperOrigin-RevId: 351419055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dbc3a726ba..3132f63dd6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8233fb2f7a99f40cd542e09287ae86e74cefcc7eadc5ae0d08886e6a34d6c0a0",
-    git_commit = "ed2134ae4327e1e09ed3808e748489405a845382",
+    sha256 = "aea5267c6a1f442b58bdb0557dcea16d87a06973a61ffa40d60c3796fb43d0c1",
+    git_commit = "61a7ab7203dc49763cc7e2805985d51cd882aa5f",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From d070776241184cda3901ddb374b9b84ab9042761 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jan 2021 18:01:36 -0800
Subject: [PATCH 4602/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d6d998c6-ca2b-4531-9ead-e1bb38eda6b6

PiperOrigin-RevId: 351486958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3132f63dd6d..f339a1b8b52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aea5267c6a1f442b58bdb0557dcea16d87a06973a61ffa40d60c3796fb43d0c1",
-    git_commit = "61a7ab7203dc49763cc7e2805985d51cd882aa5f",
+    sha256 = "8aa5d8cd50001d06fff13c7b23da0cbd3cf3e9f94922d2fd28d9a1b564b1d31c",
+    git_commit = "69e8792d67b5c31ee47af4b4c9cd7ccaaf5bedae",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 803dd4298af40e7b9fd193f16b86fcb795923dcc Mon Sep 17 00:00:00 2001
From: handong <455808519@qq.com>
Date: Wed, 13 Jan 2021 15:22:58 +0800
Subject: [PATCH 4603/8103] The number of threads for loading and unloading
 models is set to 1

---
 tensorflow_serving/core/aspired_versions_manager.h | 4 ++--
 tensorflow_serving/core/basic_manager.h            | 4 ++--
 tensorflow_serving/core/caching_manager.h          | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index d0395d72510..e158dbf8aba 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -110,13 +110,13 @@ class AspiredVersionsManager : public Manager,
     ///
     /// If set as 0, we don't use a thread-pool, and servable loads are
     /// performed serially in the manager's main work loop.
-    uint32 num_load_threads = 0;
+    uint32 num_load_threads = 1;
 
     /// The number of threads in the thread-pool used to unload servables.
     ///
     /// If set as 0, we don't use a thread-pool, and servable unloads are
     /// performed serially in the manager's main work loop.
-    uint32 num_unload_threads = 0;
+    uint32 num_unload_threads = 1;
 
     /// Maximum number of times we retry loading a servable, after the first
     /// failure, before we give up.
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index 59e47754112..92656da73d3 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -118,12 +118,12 @@ class BasicManager : public Manager {
     // The number of threads in the thread-pool used to load servables.
     //
     // If set as 0, we don't use a thread-pool, and LoadServable() blocks.
-    uint32 num_load_threads = 0;
+    uint32 num_load_threads = 1;
 
     // The number of threads in the thread-pool used to unload servables.
     //
     // If set as 0, we don't use a thread-pool, and UnloadServable() blocks.
-    uint32 num_unload_threads = 0;
+    uint32 num_unload_threads = 1;
 
     // EventBus to publish servable state changes. This is optional, if unset,
     // we don't publish.
diff --git a/tensorflow_serving/core/caching_manager.h b/tensorflow_serving/core/caching_manager.h
index 60d8f82f86d..1d9380a612e 100644
--- a/tensorflow_serving/core/caching_manager.h
+++ b/tensorflow_serving/core/caching_manager.h
@@ -54,12 +54,12 @@ class CachingManager : public Manager {
     // The number of threads in the thread-pool used to load servables.
     //
     // If set as 0, we don't use a thread-pool, and LoadServable() blocks.
-    uint32 num_load_threads = 0;
+    uint32 num_load_threads = 1;
 
     // The number of threads in the thread-pool used to unload servables.
     //
     // If set as 0, we don't use a thread-pool.
-    uint32 num_unload_threads = 0;
+    uint32 num_unload_threads = 1;
 
     // EventBus to publish servable state changes. This is optional, if unset,
     // we don't publish.

From deefc50d0b49646d55d446585b71870761489cc7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jan 2021 00:01:37 -0800
Subject: [PATCH 4604/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31903be8-b78c-445b-920e-6bc52f3ea1a8

PiperOrigin-RevId: 351525990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f339a1b8b52..cdf9f07e26a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8aa5d8cd50001d06fff13c7b23da0cbd3cf3e9f94922d2fd28d9a1b564b1d31c",
-    git_commit = "69e8792d67b5c31ee47af4b4c9cd7ccaaf5bedae",
+    sha256 = "a1eb1b9a8b1f8ce810e48ec02ea2aebe952c6cd70013187718a93c3442afba8b",
+    git_commit = "b0fcce8080f94b44195c429929361a420e9255cc",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 9ad5df1dd7e92de9d8ba94f9c9652a9d83d95ecc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jan 2021 06:01:37 -0800
Subject: [PATCH 4605/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f20b23eb-509b-4f2e-be2f-a53d46461007

PiperOrigin-RevId: 351569467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdf9f07e26a..5138c3a4e7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1eb1b9a8b1f8ce810e48ec02ea2aebe952c6cd70013187718a93c3442afba8b",
-    git_commit = "b0fcce8080f94b44195c429929361a420e9255cc",
+    sha256 = "44f2ac8920ca8241f45725b9632ca771b741d021a328245f2dbd4c2a1d768b11",
+    git_commit = "15e0f259b119f53b90fc1698f7abd9b739df3b6c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From f70a981923dc92e352b87a8c8a5261503544edb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jan 2021 12:01:38 -0800
Subject: [PATCH 4606/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6394e6c1-7396-43ef-8a93-d737de620624

PiperOrigin-RevId: 351636130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5138c3a4e7e..991a982e05e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44f2ac8920ca8241f45725b9632ca771b741d021a328245f2dbd4c2a1d768b11",
-    git_commit = "15e0f259b119f53b90fc1698f7abd9b739df3b6c",
+    sha256 = "ae9b749c61e619a8b366171ec3f69726e9ebc044eddcfffb548399a20032908b",
+    git_commit = "d278bd04f8a44688d9183d85886344feac2f855c",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 0acaa63b45a5c461dcb4808f8745ff9088a0f6e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jan 2021 18:01:29 -0800
Subject: [PATCH 4607/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a4a5fb4-4d56-4d8f-8077-700577c8f31a

PiperOrigin-RevId: 351704053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 991a982e05e..1307e604f17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -11,8 +11,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae9b749c61e619a8b366171ec3f69726e9ebc044eddcfffb548399a20032908b",
-    git_commit = "d278bd04f8a44688d9183d85886344feac2f855c",
+    sha256 = "95d9b5e48f22942fb16e254f05ab2fbd62dd8b5e4cae2b36d49d511f9eb0243f",
+    git_commit = "100b443d8fac3108da3240a8130b3e196e9f25d6",
 )
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")

From 50a7ef370139073640e62178ab95b5894f587667 Mon Sep 17 00:00:00 2001
From: Christian Sigg <csigg@google.com>
Date: Thu, 14 Jan 2021 13:24:07 -0800
Subject: [PATCH 4608/8103] Transition TensorFlow Serving to TensorFlow's new
 WORKSPACE protocol.

Actions taken:

- Remove code duplicated from TF's [old WORKSPACE](https://github.com/tensorflow/tensorflow/commit/36d0f2e19430742d307215efb7088d09618db668#diff-5493ff8e9397811510e780de47c57abb70137f1afe85d1519130dc3679d60ce5) file.
- Move all external repository imports to `tf_serving_workspace()` macro.
- Initialize external repositories in WORKSPACE file.

In particular, the last item for TensorFlow corresponds to the following block:
```
load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
workspace()
load("@org_tensorflow//tensorflow:workspace2.bzl", "workspace")
workspace()
load("@org_tensorflow//tensorflow:workspace1.bzl", "workspace")
workspace()
load("@org_tensorflow//tensorflow:workspace0.bzl", "workspace")
workspace()
```

PiperOrigin-RevId: 351864461
---
 WORKSPACE                        | 89 ++++++++++----------------------
 tensorflow_serving/workspace.bzl | 66 +++++++----------------
 2 files changed, 46 insertions(+), 109 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1307e604f17..9fdfdb31c06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -1,5 +1,10 @@
 workspace(name = "tf_serving")
 
+# ===== TensorFlow dependency =====
+#
+# TensorFlow is imported here instead of in tf_serving_workspace() because
+# existing automation scripts that bump the TF commit hash expect it here.
+#
 # To update TensorFlow to a new revision.
 # 1. Update the 'git_commit' args below to include the new git hash.
 # 2. Get the sha256 hash of the archive with a command such as...
@@ -8,77 +13,37 @@ workspace(name = "tf_serving")
 # 3. Request the new archive to be mirrored on mirror.bazel.build for more
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
-
 tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "95d9b5e48f22942fb16e254f05ab2fbd62dd8b5e4cae2b36d49d511f9eb0243f",
     git_commit = "100b443d8fac3108da3240a8130b3e196e9f25d6",
 )
 
-load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
-
-http_archive(
-    name = "rules_pkg",
-    sha256 = "352c090cc3d3f9a6b4e676cf42a6047c16824959b438895a76c2989c6d7c246a",
-    url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.5/rules_pkg-0.2.5.tar.gz",
-)
-
-load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")
-
-rules_pkg_dependencies()
-
-load(
-    "@org_tensorflow//third_party/toolchains/preconfig/generate:archives.bzl",
-    "bazel_toolchains_archive",
-)
-
-bazel_toolchains_archive()
-
-load(
-    "@bazel_toolchains//repositories:repositories.bzl",
-    bazel_toolchains_repositories = "repositories",
-)
-
-bazel_toolchains_repositories()
-
-# START: Upstream TensorFlow dependencies
-# TensorFlow build depends on these dependencies.
-# Needs to be in-sync with TensorFlow sources.
-http_archive(
-    name = "io_bazel_rules_closure",
-    sha256 = "5b00383d08dd71f28503736db0500b6fb4dda47489ff5fc6bed42557c07c6ba9",
-    strip_prefix = "rules_closure-308b05b2419edb5c8ee0471b67a40403df940149",
-    urls = [
-        "https://storage.googleapis.com/mirror.tensorflow.org/github.com/bazelbuild/rules_closure/archive/308b05b2419edb5c8ee0471b67a40403df940149.tar.gz",
-        "https://github.com/bazelbuild/rules_closure/archive/308b05b2419edb5c8ee0471b67a40403df940149.tar.gz",  # 2019-06-13
-    ],
-)
-http_archive(
-    name = "bazel_skylib",
-    sha256 = "1dde365491125a3db70731e25658dfdd3bc5dbdfd11b840b3e987ecf043c7ca0",
-    urls = [
-        "https://storage.googleapis.com/mirror.tensorflow.org/github.com/bazelbuild/bazel-skylib/releases/download/0.9.0/bazel_skylib-0.9.0.tar.gz",
-        "https://github.com/bazelbuild/bazel-skylib/releases/download/0.9.0/bazel_skylib-0.9.0.tar.gz",
-    ],
-)  # https://github.com/bazelbuild/bazel-skylib/releases
-
-# END: Upstream TensorFlow dependencies
-
-# Please add all new TensorFlow Serving dependencies in workspace.bzl.
+# Import all of TensorFlow Serving's external dependencies.
+# Downstream projects (projects importing TensorFlow Serving) need to
+# duplicate all code below in their WORKSPACE file in order to also initialize
+# those external dependencies.
 load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
-
 tf_serving_workspace()
 
-# Specify the minimum required bazel version.
-load("@org_tensorflow//tensorflow:version_check.bzl", "check_bazel_version_at_least")
-
+# Check bazel version requirement, which is stricter than TensorFlow's.
+load(
+    "@org_tensorflow//tensorflow:version_check.bzl",
+    "check_bazel_version_at_least"
+)
 check_bazel_version_at_least("3.0.0")
 
-# GRPC deps, required to match TF's.  Only after calling tf_serving_workspace()
-load("@com_github_grpc_grpc//bazel:grpc_deps.bzl", "grpc_deps")
-
-grpc_deps()
-
-load("@upb//bazel:repository_defs.bzl", "bazel_version_repository")
+# Initialize TensorFlow's external dependencies.
+load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
+workspace()
+load("@org_tensorflow//tensorflow:workspace2.bzl", "workspace")
+workspace()
+load("@org_tensorflow//tensorflow:workspace1.bzl", "workspace")
+workspace()
+load("@org_tensorflow//tensorflow:workspace0.bzl", "workspace")
+workspace()
+
+# Initialize bazel package rules' external dependencies.
+load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")
+rules_pkg_dependencies()
 
-bazel_version_repository(name = "bazel_version")
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 05bddf51ac4..1d2e374b7be 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -1,51 +1,42 @@
-# TensorFlow Serving external dependencies that can be loaded in WORKSPACE
-# files.
+"""Provides a macro to import all TensorFlow Serving dependencies.
+
+Some of the external dependencies need to be initialized. To do this, duplicate
+the initialization code from TensorFlow Serving's WORKSPACE file.
+"""
 
-load("@org_tensorflow//third_party:repo.bzl", "tf_http_archive")
-load("@org_tensorflow//tensorflow:workspace.bzl", "tf_workspace")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
 def tf_serving_workspace():
     """All TensorFlow Serving external dependencies."""
 
-    tf_workspace(path_prefix = "", tf_repo_name = "org_tensorflow")
-
-    # ===== gRPC dependencies =====
-    native.bind(
-        name = "libssl",
-        actual = "@boringssl//:ssl",
-    )
-
-    # gRPC wants the existence of a cares dependence but its contents are not
-    # actually important since we have set GRPC_ARES=0 in tools/bazel.rc
-    native.bind(
-        name = "cares",
-        actual = "@grpc//third_party/nanopb:nanopb",
+    # ===== Bazel package rules dependency =====
+    http_archive(
+        name = "rules_pkg",
+        sha256 = "352c090cc3d3f9a6b4e676cf42a6047c16824959b438895a76c2989c6d7c246a",
+        url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.5/rules_pkg-0.2.5.tar.gz",
     )
 
-    # ===== RapidJSON (rapidjson.org) dependencies =====
+    # ===== RapidJSON (rapidjson.org) dependency =====
     http_archive(
         name = "com_github_tencent_rapidjson",
-        urls = [
-            "https://github.com/Tencent/rapidjson/archive/v1.1.0.zip",
-        ],
+        url = "https://github.com/Tencent/rapidjson/archive/v1.1.0.zip",
         sha256 = "8e00c38829d6785a2dfb951bb87c6974fa07dfe488aa5b25deec4b8bc0f6a3ab",
         strip_prefix = "rapidjson-1.1.0",
         build_file = "@//third_party/rapidjson:BUILD",
     )
 
-    # ===== libevent (libevent.org) dependencies =====
+    # ===== libevent (libevent.org) dependency =====
     http_archive(
         name = "com_github_libevent_libevent",
-        urls = [
-            "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip",
-        ],
+        url = "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip",
         sha256 = "70158101eab7ed44fd9cc34e7f247b3cae91a8e4490745d9d6eb7edc184e4d96",
         strip_prefix = "libevent-release-2.1.8-stable",
         build_file = "@//third_party/libevent:BUILD",
     )
 
-    # ===== Override TF & TF Text defined 'ICU'. (we need a version that contains all data).
+    # ===== ICU dependency =====
+    # Note: This overrides the dependency from TensorFlow with a version
+    # that contains all data.
     http_archive(
         name = "icu",
         strip_prefix = "icu-release-64-2",
@@ -59,21 +50,6 @@ def tf_serving_workspace():
         patch_args = ["-p1", "-s"],
     )
 
-    # ===== Pin `com_google_absl` with the same version(and patch) with Tensorflow.
-    tf_http_archive(
-        name = "com_google_absl",
-        build_file = str(Label("@org_tensorflow//third_party:com_google_absl.BUILD")),
-        # TODO: Remove the patch when https://github.com/abseil/abseil-cpp/issues/326 is resolved
-        # and when TensorFlow is build against CUDA 10.2
-        patch_file = str(Label("@org_tensorflow//third_party:com_google_absl_fix_mac_and_nvcc_build.patch")),
-        sha256 = "f368a8476f4e2e0eccf8a7318b98dafbe30b2600f4e3cf52636e5eb145aba06a",  # SHARED_ABSL_SHA
-        strip_prefix = "abseil-cpp-df3ea785d8c30a9503321a3d35ee7d35808f190d",
-        urls = [
-            "https://storage.googleapis.com/mirror.tensorflow.org/github.com/abseil/abseil-cpp/archive/df3ea785d8c30a9503321a3d35ee7d35808f190d.tar.gz",
-            "https://github.com/abseil/abseil-cpp/archive/df3ea785d8c30a9503321a3d35ee7d35808f190d.tar.gz",
-        ],
-    )
-
     # ===== TF.Text dependencies
     # NOTE: Before updating this version, you must update the test model
     # and double check all custom ops have a test:
@@ -82,9 +58,7 @@ def tf_serving_workspace():
         name = "org_tensorflow_text",
         sha256 = "05cc1b0eda8f4f734cb81d4389a637d26372b8621cb4c4a7e30ee5bc1e8c63da",
         strip_prefix = "text-2.3.0",
-        urls = [
-            "https://github.com/tensorflow/text/archive/v2.3.0.zip",
-        ],
+        url = "https://github.com/tensorflow/text/archive/v2.3.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
@@ -94,9 +68,7 @@ def tf_serving_workspace():
         name = "com_google_sentencepiece",
         strip_prefix = "sentencepiece-1.0.0",
         sha256 = "c05901f30a1d0ed64cbcf40eba08e48894e1b0e985777217b7c9036cac631346",
-        urls = [
-            "https://github.com/google/sentencepiece/archive/1.0.0.zip",
-        ],
+        url = "https://github.com/google/sentencepiece/archive/1.0.0.zip",
     )
 
     http_archive(

From 238d8f4463e8f049969cdd955ab3dbb6dcc1b3e3 Mon Sep 17 00:00:00 2001
From: handong <455808519@qq.com>
Date: Fri, 15 Jan 2021 11:38:34 +0800
Subject: [PATCH 4609/8103] add two flags(num_load_threads and
 num_unload_threads) to the server, by setting these two flags, to solve the
 problem of the serving request being delayed when the model is switched.

---
 tensorflow_serving/core/aspired_versions_manager.h |  4 ++--
 tensorflow_serving/core/basic_manager.h            |  4 ++--
 tensorflow_serving/core/caching_manager.h          |  4 ++--
 tensorflow_serving/model_servers/main.cc           | 12 ++++++++++++
 tensorflow_serving/model_servers/server.cc         |  2 ++
 tensorflow_serving/model_servers/server.h          |  2 ++
 6 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index e158dbf8aba..d0395d72510 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -110,13 +110,13 @@ class AspiredVersionsManager : public Manager,
     ///
     /// If set as 0, we don't use a thread-pool, and servable loads are
     /// performed serially in the manager's main work loop.
-    uint32 num_load_threads = 1;
+    uint32 num_load_threads = 0;
 
     /// The number of threads in the thread-pool used to unload servables.
     ///
     /// If set as 0, we don't use a thread-pool, and servable unloads are
     /// performed serially in the manager's main work loop.
-    uint32 num_unload_threads = 1;
+    uint32 num_unload_threads = 0;
 
     /// Maximum number of times we retry loading a servable, after the first
     /// failure, before we give up.
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index 92656da73d3..59e47754112 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -118,12 +118,12 @@ class BasicManager : public Manager {
     // The number of threads in the thread-pool used to load servables.
     //
     // If set as 0, we don't use a thread-pool, and LoadServable() blocks.
-    uint32 num_load_threads = 1;
+    uint32 num_load_threads = 0;
 
     // The number of threads in the thread-pool used to unload servables.
     //
     // If set as 0, we don't use a thread-pool, and UnloadServable() blocks.
-    uint32 num_unload_threads = 1;
+    uint32 num_unload_threads = 0;
 
     // EventBus to publish servable state changes. This is optional, if unset,
     // we don't publish.
diff --git a/tensorflow_serving/core/caching_manager.h b/tensorflow_serving/core/caching_manager.h
index 1d9380a612e..60d8f82f86d 100644
--- a/tensorflow_serving/core/caching_manager.h
+++ b/tensorflow_serving/core/caching_manager.h
@@ -54,12 +54,12 @@ class CachingManager : public Manager {
     // The number of threads in the thread-pool used to load servables.
     //
     // If set as 0, we don't use a thread-pool, and LoadServable() blocks.
-    uint32 num_load_threads = 1;
+    uint32 num_load_threads = 0;
 
     // The number of threads in the thread-pool used to unload servables.
     //
     // If set as 0, we don't use a thread-pool.
-    uint32 num_unload_threads = 1;
+    uint32 num_unload_threads = 0;
 
     // EventBus to publish servable state changes. This is optional, if unset,
     // we don't publish.
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index f3238f7352f..4fc06bb50fb 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -105,6 +105,18 @@ int main(int argc, char** argv) {
       tensorflow::Flag("model_base_path", &options.model_base_path,
                        "path to export (ignored if --model_config_file flag "
                        "is set, otherwise required)"),
+      tensorflow::Flag("num_load_threads", &options.num_load_threads,
+                       "The number of threads in the thread-pool used to load servables."
+                       "If set as 0, we don't use a thread-pool, and servable loads are "
+                       "performed serially in the manager's main work loop, "
+                       "may casue the Serving request to be delayed. "
+                       "Default: 0"),
+      tensorflow::Flag("num_unload_threads", &options.num_unload_threads,
+                       "The number of threads in the thread-pool used to unload servables."
+                       "If set as 0, we don't use a thread-pool, and servable loads are "
+                       "performed serially in the manager's main work loop, "
+                       "may casue the Serving request to be delayed. "
+                       "Default: 0"),
       tensorflow::Flag("max_num_load_retries", &options.max_num_load_retries,
                        "maximum number of times it retries loading a model "
                        "after the first failure, before giving up. "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 61fd64c0c51..6dfabae994e 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -289,6 +289,8 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.custom_model_config_loader = &LoadCustomModelConfig;
   options.aspired_version_policy =
       std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+  options.num_load_threads = server_options.num_load_threads;
+  options.num_unload_threads = server_options.num_unload_threads;
   options.max_num_load_retries = server_options.max_num_load_retries;
   options.load_retry_interval_micros =
       server_options.load_retry_interval_micros;
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 2601ba89e44..d06d2499867 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -60,6 +60,8 @@ class Server {
     float per_process_gpu_memory_fraction = 0;
     tensorflow::string batching_parameters_file;
     tensorflow::string model_name;
+    tensorflow::int32 num_load_threads = 0;
+    tensorflow::int32 num_unload_threads = 0;
     tensorflow::int32 max_num_load_retries = 5;
     tensorflow::int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
     tensorflow::int32 file_system_poll_wait_seconds = 1;

From ccfb606b2c86f4ffb57ecd8454c8809ab8c13090 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Fri, 15 Jan 2021 22:13:27 -0800
Subject: [PATCH 4610/8103] Update TF Text to v2.4.3.

PiperOrigin-RevId: 352138473
---
 .../tf_text_regression/01/saved_model.pb      | Bin 2213600 -> 4537305 bytes
 tensorflow_serving/workspace.bzl              |   6 +--
 third_party/tf_text/tftext.patch              |  36 +++---------------
 3 files changed, 9 insertions(+), 33 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 4ac4a9bc8fa1c9a7ecb98463b7709e912d8c0c00..74b6adcf69c6b77fc0bd64153f1c0d343d44c9b1 100644
GIT binary patch
delta 88255
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L(cCe#rt*IQl>wpq

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 1d2e374b7be..d56b3bf79dc 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "05cc1b0eda8f4f734cb81d4389a637d26372b8621cb4c4a7e30ee5bc1e8c63da",
-        strip_prefix = "text-2.3.0",
-        url = "https://github.com/tensorflow/text/archive/v2.3.0.zip",
+        sha256 = "918e612a4c5e00d4223db2f7eaced1dc33ec4f989ab8cfee094ae237e22b090b",
+        strip_prefix = "text-2.4.3",
+        url = "https://github.com/tensorflow/text/archive/v2.4.3.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index ee1d89d3f5b..9e35eab8bcf 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,38 +1,14 @@
-diff --git a/tensorflow_text/core/kernels/BUILD b/tensorflow_text/core/kernels/BUILD
-index bdca365..5f5cdf6 100644
---- a/tensorflow_text/core/kernels/BUILD
-+++ b/tensorflow_text/core/kernels/BUILD
-@@ -16,8 +16,7 @@ OSS_DEPS = [
-     "@com_google_absl//absl/strings",
-     "@com_google_absl//absl/types:optional",
-     "@com_google_absl//absl/types:span",
--    "@local_config_tf//:libtensorflow_framework",
--    "@local_config_tf//:tf_header_lib",
-+    "@org_tensorflow//tensorflow/core:tensorflow_opensource",
- ]
- 
- cc_library(
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index aa5e275..5eaff73 100644
+index 8ca1a37..c7acdac 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -44,8 +44,7 @@ def py_tf_text_library(
-         copts = [ "-pthread", ],
-         alwayslink = 1,
-         deps = cc_op_kernels + [
--            "@local_config_tf//:libtensorflow_framework",
--            "@local_config_tf//:tf_header_lib",
-+            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
+@@ -98,8 +98,7 @@ def tf_deps(deps = []):
+             "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
-     )
- 
-@@ -55,8 +54,7 @@ def py_tf_text_library(
-         linkshared = 1,
-         deps = [
-             ":" + library_name,
+         "//conditions:default": [
 -            "@local_config_tf//:libtensorflow_framework",
 -            "@local_config_tf//:tf_header_lib",
 +            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
-         ],
-     )
+         ] + deps + oss_deps,
+     })
  

From e079e8319ceb7edb68a55015c1be0667713de6df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jan 2021 06:01:28 -0800
Subject: [PATCH 4611/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f39c537-4afc-4c90-bc12-1a79c91c5e0d

PiperOrigin-RevId: 352172417
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fdfdb31c06..62101e2c4e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95d9b5e48f22942fb16e254f05ab2fbd62dd8b5e4cae2b36d49d511f9eb0243f",
-    git_commit = "100b443d8fac3108da3240a8130b3e196e9f25d6",
+    sha256 = "10853e6723c7f5d2bb02c89084239f77a39ebe441f3f7669e921116d62250427",
+    git_commit = "85bf96f508aa0ae1bb812980600f55ea044838e7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b3f62f8a8ed52544e2404915268b17e59924209 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jan 2021 12:01:26 -0800
Subject: [PATCH 4612/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7aebff4-def9-4a58-a552-6950fd8b9fb7

PiperOrigin-RevId: 352196126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62101e2c4e7..adcd1175eb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10853e6723c7f5d2bb02c89084239f77a39ebe441f3f7669e921116d62250427",
-    git_commit = "85bf96f508aa0ae1bb812980600f55ea044838e7",
+    sha256 = "9d84bb546d5ca90cb40f0291e559c9cfbc4d08e569c101271a3db61061ea4707",
+    git_commit = "a7c1a23ebb53784977af67c918a4cf5f2638066d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e370999465e2ac9b9af8ed9c4306245b017f590 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jan 2021 18:01:21 -0800
Subject: [PATCH 4613/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd21b5f2-ea8f-4e11-90e6-67cc78e667e4

PiperOrigin-RevId: 352219794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adcd1175eb3..67d5be42b58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d84bb546d5ca90cb40f0291e559c9cfbc4d08e569c101271a3db61061ea4707",
-    git_commit = "a7c1a23ebb53784977af67c918a4cf5f2638066d",
+    sha256 = "1e383086139d04819744f708f8d4fac3a4b36ad9de6e3bbea93316e4738b6484",
+    git_commit = "10c06df9492c44062f3a6b0c04bec325c7738426",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5e5012d608e0e173f3f20c2071800d4815fe208 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jan 2021 06:01:45 -0800
Subject: [PATCH 4614/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1288fd36-7fa4-49f1-a1fd-b34c921c00b6

PiperOrigin-RevId: 352270966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67d5be42b58..110c685367a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e383086139d04819744f708f8d4fac3a4b36ad9de6e3bbea93316e4738b6484",
-    git_commit = "10c06df9492c44062f3a6b0c04bec325c7738426",
+    sha256 = "a3020645ae9564b64eccc87c19ac5a9ccd21c2d51d03c7e20460ded1eb66e828",
+    git_commit = "9cd34cf019801aef9fc79dc2c6c02a204f4e86dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23498da531071b36430a31395822c264e61519b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jan 2021 06:01:26 -0800
Subject: [PATCH 4615/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdc76ad7-0368-4187-8ab5-c982abe8da6d

PiperOrigin-RevId: 352399226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 110c685367a..4159273a446 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3020645ae9564b64eccc87c19ac5a9ccd21c2d51d03c7e20460ded1eb66e828",
-    git_commit = "9cd34cf019801aef9fc79dc2c6c02a204f4e86dd",
+    sha256 = "ee96140c4c221f2221316c40f2260a529cb1b3339b98817bd7f7205a5273a09d",
+    git_commit = "71c1ae43e2504da27ab60d1848b5fc0deec3fb31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8385ce5e05e9ae2ed094437661a77fc8f1d9e9ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jan 2021 12:01:36 -0800
Subject: [PATCH 4616/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/69f95b12-e288-4c9e-824c-839312bfaffc

PiperOrigin-RevId: 352440142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4159273a446..899508d8ab1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee96140c4c221f2221316c40f2260a529cb1b3339b98817bd7f7205a5273a09d",
-    git_commit = "71c1ae43e2504da27ab60d1848b5fc0deec3fb31",
+    sha256 = "222e2c19f290b66cdfd405a7a693887b99a3ecc16655620f0d76a28cdd57ee48",
+    git_commit = "9cb96ea8fda28645eff051527c1eb441691cea94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab1ac6f8bf2bd99d4ca2cade7ebb048e1129f860 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jan 2021 18:01:22 -0800
Subject: [PATCH 4617/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40b8a9dd-63e0-4186-99c0-0ac8e6a31a71

PiperOrigin-RevId: 352472773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 899508d8ab1..e4a12adc4fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "222e2c19f290b66cdfd405a7a693887b99a3ecc16655620f0d76a28cdd57ee48",
-    git_commit = "9cb96ea8fda28645eff051527c1eb441691cea94",
+    sha256 = "0368d77098b1282dd9094e9cbab79ac058f1112cd3a8ba9e3a21603a9b68ba3b",
+    git_commit = "673079ce30f04324cda9b8a276a4ff7eb38bbacd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 058e18f831386e48ecd51d31bda43c57f606d472 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jan 2021 00:01:32 -0800
Subject: [PATCH 4618/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f174b973-08cf-48f4-abe9-fdefc3c83cd0

PiperOrigin-RevId: 352506429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4a12adc4fb..b8d95e589bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0368d77098b1282dd9094e9cbab79ac058f1112cd3a8ba9e3a21603a9b68ba3b",
-    git_commit = "673079ce30f04324cda9b8a276a4ff7eb38bbacd",
+    sha256 = "5a1888328cafdce7af1b8d166f4c9a3b7075799316c403006835c29232d18716",
+    git_commit = "9d6681202e062fbf6df8bcb39d70b129333f590c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 606b25a2806723210f3c8ec10086459c2eb35e9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jan 2021 06:01:20 -0800
Subject: [PATCH 4619/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/379f55e9-6135-4ce8-a543-4df32b7a8deb

PiperOrigin-RevId: 352550950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8d95e589bc..f9d07651306 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a1888328cafdce7af1b8d166f4c9a3b7075799316c403006835c29232d18716",
-    git_commit = "9d6681202e062fbf6df8bcb39d70b129333f590c",
+    sha256 = "a29e2c4c6c00917f063a12718b01a7b8cb522b9d81f62b1622c9c549c4ad8378",
+    git_commit = "3a06f0d4754c7b146af5a071ac2cbb419ef58e81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 53da4f80a6d6a15cebfb9add0ef5e0e59abe3eb2 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 02:55:16 +0900
Subject: [PATCH 4620/8103] fix http_rest_api_handler_test

---
 .../http_rest_api_handler_test.cc             | 99 +++++++++++--------
 1 file changed, 56 insertions(+), 43 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index f0730659547..8b7e3e46cb7 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -174,41 +174,46 @@ TEST_F(HttpRestApiHandlerTest, kPathRegex) {
 
 TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
-  status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &output);
+  status = handler_.ProcessRequest("GET", "/v1/foo", "",
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
-  status = handler_.ProcessRequest("POST", "/v1/foo", "", &headers, &output);
+  status = handler_.ProcessRequest("POST", "/v1/foo", "",
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
-  status = handler_.ProcessRequest("GET", "/v1/models", "", &headers, &output);
+  status = handler_.ProcessRequest("GET", "/v1/models", "",
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Missing model name"));
 
-  status = handler_.ProcessRequest("POST", "/v1/models", "", &headers, &output);
+  status = handler_.ProcessRequest("POST", "/v1/models", "",
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
-                                   &headers, &output);
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50:predict",
-                                   "", &headers, &output);
+                                   "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/version/50:regress",
-                                   "", &headers, &output);
+                                   "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
-      "POST", "/v1/models/foo/versions/HELLO:regress", "", &headers, &output);
+      "POST", "/v1/models/foo/versions/HELLO:regress", "",
+      &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
@@ -216,85 +221,90 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
       "POST",
       absl::StrCat("/v1/models/foo/versions/",
                    std::numeric_limits<uint64>::max(), ":regress"),
-      "", &headers, &output);
+      "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
-                                   &headers, &output);
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
-      "POST", "/v1/models/foo/label/some_label:regress", "", &headers, &output);
+      "POST", "/v1/models/foo/label/some_label:regress", "",
+      &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
       "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
-      &headers, &output);
+      &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/labels/some-label:regress",
-                                   "", &headers, &output);
+                                   "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/versions/some_label:regress",
-                                   "", &headers, &output);
+                                   "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
   // 'foo' is not a valid model name.
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo:predict",
-                              R"({ "instances": [1] })", &headers, &output);
+                              R"({ "instances": [1] })",
+                              &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsNotFound(status));
 
   // 'foo' is not a valid model name.
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/versions/50:predict",
-                              R"({ "instances": [1] })", &headers, &output);
+                              R"({ "instances": [1] })",
+                              &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsNotFound(status));
 
   // Valid model name, but invalid version number (99).
   status = handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, "99:predict"),
-      R"({ "instances": [1] })", &headers, &output);
+      R"({ "instances": [1] })", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsNotFound(status));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
   const string& req_path =
       absl::StrCat("/v1/models/", kTestModelName, ":predict");
 
   // Empty document.
-  status = handler_.ProcessRequest("POST", req_path, "", &headers, &output);
+  status = handler_.ProcessRequest("POST", req_path, "",
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(),
               HasSubstr("JSON Parse error: The document is empty"));
 
   // Badly formatted JSON.
   status = handler_.ProcessRequest("POST", req_path, "instances = [1, 2]",
-                                   &headers, &output);
+                                   &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(),
               HasSubstr("JSON Parse error: Invalid value"));
 
   // Incorrect type.
   status = handler_.ProcessRequest(
-      "POST", req_path, R"({ "instances": ["x", "y"] })", &headers, &output);
+      "POST", req_path, R"({ "instances": ["x", "y"] })",
+      &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
 
@@ -303,14 +313,15 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/labels/",
                    kNonexistentModelVersionLabel, ":predict"),
-      R"({ "instances": ["x", "y"] })", &headers, &output);
+      R"({ "instances": ["x", "y"] })", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(),
               HasSubstr("Unrecognized servable version label"));
 
   // Incorrect signature_name type.
   status = handler_.ProcessRequest(
-      "POST", req_path, R"({ "signature_name": 100 })", &headers, &output);
+      "POST", req_path, R"({ "signature_name": 100 })",
+      &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(GetJsonErrorMsg(output),
               HasSubstr("'signature_name' key must be a string value."));
@@ -318,12 +329,13 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
 
 TEST_F(HttpRestApiHandlerTest, Predict) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":predict"),
-      R"({"instances": [[1.0, 2.0], [3.0, 4.0]]})", &headers, &output));
+      R"({"instances": [[1.0, 2.0], [3.0, 4.0]]})",
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(
       CompareJson(output, R"({ "predictions": [[2.5, 3.0], [3.5, 4.0]] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
@@ -334,7 +346,8 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":predict"),
-      R"({"instances": [1.0, 2.0]})", &headers, &output));
+      R"({"instances": [1.0, 2.0]})",
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [2.5, 3.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -344,7 +357,7 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
       "POST",
       absl::StrCat("/v1/models/", kTestModelName, "/labels/",
                    kTestModelVersionLabel, ":predict"),
-      R"({"instances": [1.0, 2.0]})", &headers, &output));
+      R"({"instances": [1.0, 2.0]})", &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [2.5, 3.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -355,7 +368,7 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":predict"),
       R"({"signature_name": "serving_default", "instances": [3.0, 4.0]})",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [3.5, 4.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -366,7 +379,7 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":predict"),
       R"({"signature_name": "serving_default", "inputs": [3.0, 4.0]})",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "outputs": [3.5, 4.0] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -374,13 +387,13 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
 
 TEST_F(HttpRestApiHandlerTest, Regress) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":regress"),
       R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -391,7 +404,7 @@ TEST_F(HttpRestApiHandlerTest, Regress) {
       absl::StrCat("/v1/models/", kTestModelName, "/versions/",
                    kTestModelVersion1, ":regress"),
       R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -402,7 +415,7 @@ TEST_F(HttpRestApiHandlerTest, Regress) {
       absl::StrCat("/v1/models/", kTestModelName, "/labels/",
                    kTestModelVersionLabel, ":regress"),
       R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -410,13 +423,13 @@ TEST_F(HttpRestApiHandlerTest, Regress) {
 
 TEST_F(HttpRestApiHandlerTest, Classify) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":classify"),
       R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 20.0 } ] })",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 12]]] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -427,7 +440,7 @@ TEST_F(HttpRestApiHandlerTest, Classify) {
       absl::StrCat("/v1/models/", kTestModelName, "/labels/",
                    kTestModelVersionLabel, ":classify"),
       R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 10.0 } ] })",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 7]]] })"));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
@@ -435,7 +448,7 @@ TEST_F(HttpRestApiHandlerTest, Classify) {
 
 TEST_F(HttpRestApiHandlerTest, GetStatus) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   Status status;
 
   // Get status for all versions.
@@ -462,7 +475,7 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
       handler_.ProcessRequest("GET",
                               absl::StrCat("/v1/models/", kTestModelName,
                                            "/versions/", kTestModelVersion1),
-                              "", &headers, &output));
+                              "", &headers, &model_name, &method, &output));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
   TF_EXPECT_OK(CompareJson(output, R"({
@@ -483,7 +496,7 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
       handler_.ProcessRequest("GET",
                               absl::StrCat("/v1/models/", kTestModelName,
                                            "/labels/", kTestModelVersionLabel),
-                              "", &headers, &output));
+                              "", &headers, &model_name, &method, &output));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
   TF_EXPECT_OK(CompareJson(output, R"({
@@ -502,13 +515,13 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
 
 TEST_F(HttpRestApiHandlerTest, GetModelMetadata) {
   HeaderList headers;
-  string output;
+  string model_name, method, output;
   string test_file_contents;
 
   // Get model metadata without specifying version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "GET", absl::StrCat("/v1/models/", kTestModelName, "/metadata"), "",
-      &headers, &output));
+      &headers, &model_name, &method, &output));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
   const string fname = absl::StrCat(

From 0483edb643fdfcda34ca5a2cd7923c783f0e48bb Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 03:15:22 +0900
Subject: [PATCH 4621/8103] add status label in request_latency

---
 tensorflow_serving/model_servers/http_server.cc          | 2 +-
 .../model_servers/prediction_service_impl.cc             | 9 ++++++---
 tensorflow_serving/servables/tensorflow/util.cc          | 9 ++++++---
 tensorflow_serving/servables/tensorflow/util.h           | 3 ++-
 4 files changed, 15 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 480bd7908fe..f3e6325008c 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -176,7 +176,7 @@ class RestApiRequestDispatcher {
     req->ReplyWithStatus(http_status);
 
     RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
-                         Env::Default()->NowMicros() - start);
+                         status, Env::Default()->NowMicros() - start);
     RecordModelRequestCount(model_name, status);
   }
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 2a1b339313d..da540d68c5b 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -67,7 +67,8 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
     VLOG(1) << "Predict failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", tf_status,
+                       Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -104,7 +105,8 @@ ::grpc::Status PredictionServiceImpl::Classify(
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", tf_status,
+                       Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -130,7 +132,8 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", tf_status,
+                       Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 63f5c1ffea2..d42b86ef984 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -69,7 +69,7 @@ auto* runtime_latency = monitoring::Sampler<3>::New(
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
-auto* request_latency = monitoring::Sampler<3>::New(
+auto* request_latency = monitoring::Sampler<4>::New(
     {
         "/tensorflow/serving/request_latency",
         "Distribution of wall time (in microseconds) for Tensorflow Serving"
@@ -77,6 +77,7 @@ auto* request_latency = monitoring::Sampler<3>::New(
         "model_name",
         "API",
         "entrypoint",
+        "status"
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
@@ -329,8 +330,10 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
 }
 
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, int64 latency_usec) {
-  request_latency->GetCell(model_name, api, entrypoint)->Add(latency_usec);
+                          const string& entrypoint, const Status& status,
+                          int64 latency_usec) {
+  request_latency->GetCell(model_name, api, entrypoint,
+                           error::Code_Name(status.code()))->Add(latency_usec);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 123aa392239..1ba1e83ce35 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -119,7 +119,8 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
 
 // Update metrics for request latency.
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, int64 latency_usec);
+                          const string& entrypoint, const Status& status,
+                          int64 latency_usec);
 
 }  // namespace serving
 }  // namespace tensorflow

From 67228ab9326c9a67408abaa90c4c5ef4a081d376 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 03:28:36 +0900
Subject: [PATCH 4622/8103] Revert "add status label in request_latency"

This reverts commit 0483edb643fdfcda34ca5a2cd7923c783f0e48bb.
---
 tensorflow_serving/model_servers/http_server.cc          | 2 +-
 .../model_servers/prediction_service_impl.cc             | 9 +++------
 tensorflow_serving/servables/tensorflow/util.cc          | 9 +++------
 tensorflow_serving/servables/tensorflow/util.h           | 3 +--
 4 files changed, 8 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index f3e6325008c..480bd7908fe 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -176,7 +176,7 @@ class RestApiRequestDispatcher {
     req->ReplyWithStatus(http_status);
 
     RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
-                         status, Env::Default()->NowMicros() - start);
+                         Env::Default()->NowMicros() - start);
     RecordModelRequestCount(model_name, status);
   }
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index da540d68c5b..2a1b339313d 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -67,8 +67,7 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
     VLOG(1) << "Predict failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
-                       /*runtime=*/"GRPC", tf_status,
-                       Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -105,8 +104,7 @@ ::grpc::Status PredictionServiceImpl::Classify(
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
-                       /*runtime=*/"GRPC", tf_status,
-                       Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -132,8 +130,7 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
   RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
-                       /*runtime=*/"GRPC", tf_status,
-                       Env::Default()->NowMicros() - start);
+                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index d42b86ef984..63f5c1ffea2 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -69,7 +69,7 @@ auto* runtime_latency = monitoring::Sampler<3>::New(
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
-auto* request_latency = monitoring::Sampler<4>::New(
+auto* request_latency = monitoring::Sampler<3>::New(
     {
         "/tensorflow/serving/request_latency",
         "Distribution of wall time (in microseconds) for Tensorflow Serving"
@@ -77,7 +77,6 @@ auto* request_latency = monitoring::Sampler<4>::New(
         "model_name",
         "API",
         "entrypoint",
-        "status"
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
@@ -330,10 +329,8 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
 }
 
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, const Status& status,
-                          int64 latency_usec) {
-  request_latency->GetCell(model_name, api, entrypoint,
-                           error::Code_Name(status.code()))->Add(latency_usec);
+                          const string& entrypoint, int64 latency_usec) {
+  request_latency->GetCell(model_name, api, entrypoint)->Add(latency_usec);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 1ba1e83ce35..123aa392239 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -119,8 +119,7 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
 
 // Update metrics for request latency.
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, const Status& status,
-                          int64 latency_usec);
+                          const string& entrypoint, int64 latency_usec);
 
 }  // namespace serving
 }  // namespace tensorflow

From a40a32db6f2bccb6e67b7f9e006a1e27eb65b3d3 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 03:35:18 +0900
Subject: [PATCH 4623/8103] record request_latency only successful requests

---
 .../model_servers/http_server.cc              |  6 ++++--
 .../model_servers/prediction_service_impl.cc  | 21 +++++++++++--------
 2 files changed, 16 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 480bd7908fe..a113eca81f9 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -175,8 +175,10 @@ class RestApiRequestDispatcher {
     }
     req->ReplyWithStatus(http_status);
 
-    RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
-                         Env::Default()->NowMicros() - start);
+    if (http_status == net_http::HTTPStatusCode::OK) {
+      RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
+                           Env::Default()->NowMicros() - start);
+    }
     RecordModelRequestCount(model_name, status);
   }
 
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 2a1b339313d..3205816fff7 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -63,11 +63,12 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
       run_options, core_, *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
-  if (!status.ok()) {
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
+                         /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+  } else {
     VLOG(1) << "Predict failed: " << status.error_message();
   }
-  RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -100,11 +101,12 @@ ::grpc::Status PredictionServiceImpl::Classify(
           *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
-  if (!status.ok()) {
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
+                         /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+  } else {
     VLOG(1) << "Classify request failed: " << status.error_message();
   }
-  RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;
@@ -126,11 +128,12 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
           *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
-  if (!status.ok()) {
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
+                         /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
+  } else {
     VLOG(1) << "Regress request failed: " << status.error_message();
   }
-  RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
-                       /*runtime=*/"GRPC", Env::Default()->NowMicros() - start);
   RecordModelRequestCount(request->model_spec().name(), tf_status);
 
   return status;

From 392c2ccaf99c07034eca3612d05438f1d75446d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jan 2021 12:02:47 -0800
Subject: [PATCH 4624/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e35d0066-ceb8-4af0-9122-8c2ab3e813c1

PiperOrigin-RevId: 352622290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9d07651306..03efc6cf118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a29e2c4c6c00917f063a12718b01a7b8cb522b9d81f62b1622c9c549c4ad8378",
-    git_commit = "3a06f0d4754c7b146af5a071ac2cbb419ef58e81",
+    sha256 = "bd8925d5b9b0f7598a35337f966f28a908b8c03712e01c04062d39f0bea9b40f",
+    git_commit = "32d4c8e45ead76b6430e362f8f269268e06fabbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e5022cd8b51a6eaecf173b4b8c4432d8fafecce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jan 2021 18:01:25 -0800
Subject: [PATCH 4625/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6104d153-914d-445b-98db-80d59ee2ded4

PiperOrigin-RevId: 352694117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03efc6cf118..8af19f8a459 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd8925d5b9b0f7598a35337f966f28a908b8c03712e01c04062d39f0bea9b40f",
-    git_commit = "32d4c8e45ead76b6430e362f8f269268e06fabbb",
+    sha256 = "357396a450a7628043534fa6813a11f96887ec8254c63f8a07776b6eca4bce9f",
+    git_commit = "71a03b46034bbb9f1fc0ee7f4028dd82ba77ee64",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e20c91efcc9221109aa19cff6cca4f2495e367f3 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 12:52:34 +0900
Subject: [PATCH 4626/8103] fix timing of request_latency

---
 tensorflow_serving/model_servers/http_server.cc | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index a113eca81f9..91e2f85cf3d 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -169,17 +169,15 @@ class RestApiRequestDispatcher {
       req->OverwriteResponseHeader(kv.first, kv.second);
     }
     req->WriteResponseString(output);
-    if (http_status != net_http::HTTPStatusCode::OK) {
-      VLOG(1) << "Error Processing HTTP/REST request: " << req->http_method()
-              << " " << req->uri_path() << " Error: " << status.ToString();
-    }
-    req->ReplyWithStatus(http_status);
-
     if (http_status == net_http::HTTPStatusCode::OK) {
       RecordRequestLatency(model_name, /*api=*/method, /*entrypoint=*/"REST",
                            Env::Default()->NowMicros() - start);
+    } else {
+      VLOG(1) << "Error Processing HTTP/REST request: " << req->http_method()
+              << " " << req->uri_path() << " Error: " << status.ToString();
     }
     RecordModelRequestCount(model_name, status);
+    req->ReplyWithStatus(http_status);
   }
 
   const RE2 regex_;

From 6254411fa3183ef51b46216a54f71675afe5b735 Mon Sep 17 00:00:00 2001
From: skawasak <skawasak@yahoo-corp.jp>
Date: Wed, 20 Jan 2021 14:53:04 +0900
Subject: [PATCH 4627/8103] fix http_rest_api_handler_test

---
 tensorflow_serving/model_servers/http_rest_api_handler_test.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 8b7e3e46cb7..82147f4b92b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -454,7 +454,7 @@ TEST_F(HttpRestApiHandlerTest, GetStatus) {
   // Get status for all versions.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "GET", absl::StrCat("/v1/models/", kTestModelName), "", &headers,
-      &output));
+      &model_name, &method, &output));
   EXPECT_THAT(headers, UnorderedElementsAreArray(
                            (HeaderList){{"Content-Type", "application/json"}}));
   TF_EXPECT_OK(CompareJson(output, R"({

From 82f61c9d0b5382e239470e92fb0b2aef4dfd3b79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jan 2021 00:01:26 -0800
Subject: [PATCH 4628/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/176c3d8a-381a-413f-ac5e-209bcb8eff4c

PiperOrigin-RevId: 352734429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8af19f8a459..6a03c08df5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "357396a450a7628043534fa6813a11f96887ec8254c63f8a07776b6eca4bce9f",
-    git_commit = "71a03b46034bbb9f1fc0ee7f4028dd82ba77ee64",
+    sha256 = "786a63273f86e8a26c41d96d50b80b0661a00a7d0b6b1ea40d6215ba1bd322db",
+    git_commit = "473d70ed4ee455b41bbbc74f71bf094411bcf783",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dfa8c9e7c285da42972530165b73849a8e009c50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jan 2021 06:01:38 -0800
Subject: [PATCH 4629/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d469f68-791a-45f9-8169-8390a73ffeee

PiperOrigin-RevId: 352777663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a03c08df5c..e37b9b4562e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "786a63273f86e8a26c41d96d50b80b0661a00a7d0b6b1ea40d6215ba1bd322db",
-    git_commit = "473d70ed4ee455b41bbbc74f71bf094411bcf783",
+    sha256 = "8a3b979cfee42d9e79dc6f4f4ac803e1dd0b38e8fdfc98e88b0e9d0f8bac883c",
+    git_commit = "eabc82e07f2e03cf4fd4d38900c7696d16069181",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b23fa8ed8101c37e8f6291d9924170b7a66a5ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jan 2021 12:01:44 -0800
Subject: [PATCH 4630/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4183ee8-e0c0-48ae-8cb1-6d2d13859882

PiperOrigin-RevId: 352844048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e37b9b4562e..3e13504f602 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a3b979cfee42d9e79dc6f4f4ac803e1dd0b38e8fdfc98e88b0e9d0f8bac883c",
-    git_commit = "eabc82e07f2e03cf4fd4d38900c7696d16069181",
+    sha256 = "1fc5a4f18313f6c0794dcb5c89d606049a42d35824245dfacd7b22bca6e8a4da",
+    git_commit = "a801850cccd0ad1bf85b211ca2a902f1d85ebc59",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0536678a05073feaa3f2815cb9012abd7a86907a Mon Sep 17 00:00:00 2001
From: Robert Crowe <robertcrowe@google.com>
Date: Wed, 20 Jan 2021 13:45:54 -0800
Subject: [PATCH 4631/8103] Clarifying object values in REST requests to
 include B64 encoding and similar key:value pair objects.

PiperOrigin-RevId: 352866850
---
 tensorflow_serving/g3doc/api_rest.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index b3d6875f8c1..5edd203aa59 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -112,9 +112,9 @@ formatted as follows:
 }
 ```
 
-`<value>` is a JSON number (whole or decimal) or string, and `<list>` is a list
-of such values. See [Encoding binary values](#encoding-binary-values) section
-below for details on how to represent a binary (stream of bytes) value. This
+`<value>` is a JSON number (whole or decimal), JSON string, or a JSON object
+that represents binary data (see the [Encoding binary values](#encoding-binary-values)
+section below for details). `<list>` is a list of such values. This
 format is similar to gRPC's `ClassificationRequest` and `RegressionRequest`
 protos. Both versions accept list of
 [`Example`](https://github.com/tensorflow/tensorflow/blob/92e6c3e4f5c1cabfda1e61547a6a1b268ef95fa5/tensorflow/core/example/example.proto#L13)

From e813eb02260a866f96b971f38c35efdcb0181afc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jan 2021 18:01:26 -0800
Subject: [PATCH 4632/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e4eaf64-c754-47ea-abc5-002318641097

PiperOrigin-RevId: 352915776
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e13504f602..067f9a9cc91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fc5a4f18313f6c0794dcb5c89d606049a42d35824245dfacd7b22bca6e8a4da",
-    git_commit = "a801850cccd0ad1bf85b211ca2a902f1d85ebc59",
+    sha256 = "171eba98bc75ff6a5d4f1b330c7063fdb1561501ec66331872585a0eaaf5e87d",
+    git_commit = "a60a884eabb7e97cba31fd405495a5c7ac70ad5a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab7f9a5e4946d8be08b135d18ac8172a1b494e05 Mon Sep 17 00:00:00 2001
From: Terry Heo <terryheo@google.com>
Date: Wed, 20 Jan 2021 22:06:45 -0800
Subject: [PATCH 4633/8103] Remove experimental comment on TfLiteSession

TfLiteSession is ready for production workloads.

PiperOrigin-RevId: 352944723
---
 tensorflow_serving/servables/tensorflow/tflite_session.h | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 368fc3a228e..f95f4c1b0da 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -36,7 +36,6 @@ namespace serving {
 
 // A session to run inference on a TensorFlow Lite model.
 //
-// EXPERIMENTAL: DO NOT use for production workloads.
 class TfLiteSession : public ServingSession {
  public:
   // Creates a TfLiteSession object from `buffer` representing serialized

From 20fe3ca4f292b1ae575217ecb69981d59addc720 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Wed, 20 Jan 2021 23:54:22 -0800
Subject: [PATCH 4634/8103] Register custom TfLite ParseExample  and add
 benchmark

PiperOrigin-RevId: 352955964
---
 tensorflow_serving/servables/tensorflow/BUILD |   3 +
 .../servables/tensorflow/testdata/BUILD       |  21 ++++
 .../testdata/parse_example_tflite.README      |  22 ++++
 .../testdata/parse_example_tflite.py          | 110 ++++++++++++++++++
 .../00000123/model.tflite                     | Bin 0 -> 1792 bytes
 .../tensorflow/tflite_interpreter_pool.cc     |   2 +
 .../servables/tensorflow/tflite_session.cc    |  61 ++++++----
 .../tensorflow/tflite_session_test.cc         |  52 +++++++++
 8 files changed, 248 insertions(+), 23 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.README
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 9ed09c2d3a5..8350bfdf6db 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -331,9 +331,11 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
         "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
+        "@org_tensorflow//tensorflow/lite/kernels/parse_example",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
@@ -344,6 +346,7 @@ cc_test(
     srcs = ["tflite_session_test.cc"],
     data = [
         "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:parse_example_tflite",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 59e84f3fa99..cc449b042d5 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -76,6 +76,20 @@ py_binary(
     ],
 )
 
+py_binary(
+    name = "parse_example_tflite_with_string",
+    srcs = [
+        "parse_example_tflite.py",
+    ],
+    main = "parse_example_tflite.py",
+    python_version = "PY3",
+    srcs_version = "PY3",
+    deps = [
+        "@org_tensorflow//tensorflow:tensorflow_py",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils",
+    ],
+)
+
 filegroup(
     name = "saved_model_half_plus_two_cpu",
     srcs = glob(
@@ -146,6 +160,13 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "parse_example_tflite",
+    srcs = glob(
+        ["parse_example_tflite/**"],
+    ),
+)
+
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.README b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.README
new file mode 100644
index 00000000000..d3fcb3d8d85
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.README
@@ -0,0 +1,22 @@
+# Copyright 2021 Google Inc. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+This model is used to test TFLite parse example operations for tflite_session
+and is updated using
+```sh
+bazel run -c opt parse_example_tflite_with_string
+cp /tmp/parse_example_tflite parse_example_tflite/00000123/model.tflite
+```
+
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
new file mode 100644
index 00000000000..dd389f74b67
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
@@ -0,0 +1,110 @@
+## Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+r"""Exports a simple graph with parse example with a string feature.
+
+Exports a TFLite flatbufer to `/tmp/parse_example_tflite/model.tflite`.
+
+This graph simply parses an example with a simple feature_spec
+  {"x": tf.float32[1], "y": tf.string[1]}
+
+\\(
+  out = tf.parse_example(x, feature_spec)
+  return out["x"], out["y"]
+\\)
+
+Output from this program is typically used to exercise TFLite ParseExample
+execution.
+
+To create a model:
+  bazel run -c opt parse_example_tflite_with_string
+"""
+import argparse
+import sys
+
+# This is a placeholder for a Google-internal import.
+import tensorflow.compat.v1 as tf
+
+from tensorflow.lite.tools.signature import signature_def_utils
+
+FLAGS = None
+
+
+def _get_feature_spec():
+  """Returns feature spec for parsing tensorflow.Example."""
+  # tensorflow.Example contains two features "x" and "y", where y is a string.
+  return {
+      "x": tf.FixedLenFeature([1], dtype=tf.float32, default_value=[0.0]),
+      "y": tf.FixedLenFeature([1], dtype=tf.string, default_value=["missing"])
+  }
+
+
+def _build_predict_signature(input_tensor, output_tensor_x, output_tensor_y):
+  """Helper function for building a predict SignatureDef."""
+  input_tensor_info = tf.saved_model.utils.build_tensor_info(input_tensor)
+  signature_inputs = {"input": input_tensor_info}
+
+  output_tensor_info_x = tf.saved_model.utils.build_tensor_info(output_tensor_x)
+  output_tensor_info_y = tf.saved_model.utils.build_tensor_info(output_tensor_y)
+  signature_outputs = {"ParseExample/ParseExampleV2": output_tensor_info_x,
+                       "ParseExample/ParseExampleV2:1": output_tensor_info_y}
+  return tf.saved_model.signature_def_utils.build_signature_def(
+      signature_inputs, signature_outputs,
+      tf.saved_model.signature_constants.PREDICT_METHOD_NAME)
+
+
+def _generate_tflite_for_parse_example_with_string(export_dir):
+  """Generates TFLite flatbuffer for parse example with string.
+
+  Args:
+    export_dir: The directory to which the flatbuffer should be written.
+  """
+  with tf.Session(
+      graph=tf.Graph(),
+      config=tf.ConfigProto(log_device_placement=True)) as sess:
+    serialized_tf_example = tf.placeholder(
+        tf.string, name="input", shape=[None])
+    tf_example = tf.parse_example(serialized_tf_example,
+                                  _get_feature_spec())
+    converter = tf.lite.TFLiteConverter.from_session(
+        sess, [serialized_tf_example], [tf_example["x"], tf_example["y"]])
+    converter.target_spec.supported_ops = [
+        tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
+    ]
+    tflite_model = converter.convert()
+    predict_signature_def = _build_predict_signature(serialized_tf_example,
+                                                     tf_example["x"],
+                                                     tf_example["y"])
+    k = tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
+    tflite_model = signature_def_utils.set_signature_defs(
+        tflite_model, {k: predict_signature_def})
+    open(export_dir + "/model.tflite", "wb").write(tflite_model)
+
+
+def main(_):
+  _generate_tflite_for_parse_example_with_string(FLAGS.output_dir)
+  print("TFLite model generated at: %(dir)s" % {
+      "dir": FLAGS.output_dir
+  })
+
+
+if __name__ == "__main__":
+  parser = argparse.ArgumentParser()
+  parser.add_argument(
+      "--output_dir",
+      type=str,
+      default="/tmp/parse_example_tflite",
+      help="Directory where to output model in TensorFlow Lite format.")
+  FLAGS, unparsed = parser.parse_known_args()
+  tf.compat.v1.app.run(main=main, argv=[sys.argv[0]] + unparsed)
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite
new file mode 100644
index 0000000000000000000000000000000000000000..831eb985bcd45f378acc4a2df8e2c98fb108faf3
GIT binary patch
literal 1792
zcmah~OKTHR6h0aAa*T001}teS0Yys?lSUVkRY5HZ6+~-RLKvKBI+#pCW)jo?;KHR#
z7cPrS*KP$DU5VgQa3{DZB3K>2Zyt6M+IquxALril-E+@lvM3@OYwOoUbXk<N<fR~*
zlpvjlMC1hUDl76@5qS=5VVwprl^fCglkfX^%ufR60N3s~hBq2oZPVIx+da!OOv5t*
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zdyvaTNCq(61eiBGLtBZSVLKT9>1u&B)MaBWph4$52A=-{6q7M+HRQcMBPmPrSJl+)
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z<Pnqbe}HzOWmeJA$1(p4@L$3@NjVdjT9}9deZWus61;!F4gq2n)~saeSn*xS_;8J@
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literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 29ad4fb5a03..4b2e846d917 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
+#include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 
 namespace tensorflow {
@@ -32,6 +33,7 @@ Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
   tflite::ops::builtin::BuiltinOpResolver resolver;
   // TODO(b/165643512): Remove adding Hashtable to resolver by default.
   tflite::ops::custom::AddHashtableOps(&resolver);
+  tflite::ops::custom::AddParseExampleOp(&resolver);
   num_interpreters = std::max(num_interpreters, 1);
 
   std::vector<std::unique_ptr<tflite::Interpreter>> interpreters;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 26590ea98c9..7f90b0db8b5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/lite/c/common.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
@@ -151,26 +152,44 @@ Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
     return errors::InvalidArgument("Failed to get TFLite tensor: ", name,
                                    " at index: ", index);
   }
-  if (tflite_tensor->type != kTfLiteString) {
-    auto tensor_bytes = tensor.tensor_data();
-    if (tensor_bytes.size() != tflite_tensor->bytes) {
-      // Slow path: needs resize+realloc.
-      // TODO(b/140959776): Reduce the chance of taking this path by either
-      // having multiple instances of interpreter or sub-graphs for commonly
-      // used input sizes.
-      if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
-          kTfLiteOk) {
-        return errors::Internal("Failed to resize input tensor: ", name,
-                                " from ", tflite_tensor->bytes, " to ",
-                                tensor_bytes.size(), " bytes.");
-      }
-      if (interpreter->AllocateTensors() != kTfLiteOk) {
-        return errors::Internal(
-            "Failed to AllocateTensors() due to change in input tensor ", name,
-            " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
-            " bytes.");
-      }
+
+  // Fast check for resize and reallocate for non-string data.
+  const auto& tensor_bytes = tensor.tensor_data();
+  bool needs_resize_and_realloc = (tflite_tensor->type != kTfLiteString) &&
+                                  (tensor_bytes.size() != tflite_tensor->bytes);
+
+  TfLiteIntArray* dims_array = nullptr;
+  if (tflite_tensor->type == kTfLiteString) {
+    // Slow check for string inputs.
+    dims_array = TfLiteIntArrayCreate(tensor.dims());
+    for (int i = 0; i < tensor.dims(); ++i) {
+      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
+    }
+    const TfLiteIntArray* previous_dims_array = tflite_tensor->dims;
+    needs_resize_and_realloc =
+        !TfLiteIntArrayEqual(dims_array, previous_dims_array);
+  }
+
+  if (needs_resize_and_realloc) {
+    // Slow path: needs resize+realloc.
+    // TODO(b/140959776): Reduce the chance of taking this path by either
+    // having multiple instances of interpreter or sub-graphs for commonly
+    // used input sizes.
+    if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
+        kTfLiteOk) {
+      return errors::Internal("Failed to resize input tensor: ", name, " from ",
+                              tflite_tensor->bytes, " to ", tensor_bytes.size(),
+                              " bytes.");
+    }
+    if (interpreter->AllocateTensors() != kTfLiteOk) {
+      return errors::Internal(
+          "Failed to AllocateTensors() due to change in input tensor ", name,
+          " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
+          " bytes.");
     }
+  }
+
+  if (tflite_tensor->type != kTfLiteString) {
     std::memcpy(tflite_tensor->data.raw, tensor_bytes.data(),
                 tensor_bytes.size());
   } else {
@@ -179,10 +198,6 @@ Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
     for (int i = 0; i < tensor_vec.size(); i++) {
       buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
     }
-    TfLiteIntArray* dims_array = TfLiteIntArrayCreate(tensor.dims());
-    for (int i = 0; i < tensor.dims(); i++) {
-      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
-    }
     // WriteToTensor() takes ownership of dims_array.
     buf.WriteToTensor(tflite_tensor, dims_array);
   }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 89f552092fc..abc1a65d122 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -24,6 +24,8 @@ limitations under the License.
 #include "absl/flags/flag.h"
 #include "flatbuffers/flexbuffers.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/attr_value.pb.h"
 #include "tensorflow/core/framework/node_def.pb.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
@@ -65,6 +67,10 @@ constexpr char kMobileNetModel[] =
     "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
     "model.tflite";
 
+constexpr char kParseExampleModel[] =
+    "/servables/tensorflow/testdata/parse_example_tflite/00000123/"
+    "model.tflite";
+
 TEST(TfLiteSession, BasicTest) {
   string model_bytes;
   TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
@@ -650,6 +656,52 @@ void BM_MobileNet(benchmark::State& state) {
 }
 BENCHMARK(BM_MobileNet)->ThreadRange(1, 64);
 
+void BM_ParseExample(benchmark::State& state) {
+  static TfLiteSession* session;
+  if (state.thread_index() == 0) {
+    string model_bytes;
+    TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                  test_util::TestSrcDirPath(kParseExampleModel),
+                                  &model_bytes));
+    ::google::protobuf::Map<string, SignatureDef> signatures;
+    std::unique_ptr<TfLiteSession> sess;
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    session = sess.release();
+  }
+  const int kBatchSize = 500;
+  std::vector<tstring> example_list;
+  std::mt19937 random_engine;
+  auto random_func = [&]() {
+    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
+  };
+  for (int i = 0; i < kBatchSize; i++) {
+    float val = random_func();
+    tensorflow::Example example;
+    std::string str;
+    auto* features = example.mutable_features();
+    (*features->mutable_feature())["x"].mutable_float_list()->add_value(val);
+    (*features->mutable_feature())["y"].mutable_bytes_list()->add_value("Test");
+    example.SerializeToString(&str);
+    example_list.push_back(str);
+  }
+
+  Tensor input_batch =
+      test::AsTensor<tstring>(example_list, TensorShape({kBatchSize}));
+  std::vector<Tensor> outputs;
+  testing::UseRealTime();
+  for (auto _ : state) {
+    outputs.clear();
+    TF_ASSERT_OK(session->Run(
+        {{"input", input_batch}},
+        {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
+        &outputs));
+  }
+}
+BENCHMARK(BM_ParseExample)->ThreadRange(1, 64);
+
 #endif  // PLATFORM_GOOGLE
 
 }  // namespace

From 7e5df55e8563f1b2b34e91a83e2cb43aac7048e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jan 2021 00:01:38 -0800
Subject: [PATCH 4635/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c220817-e642-4f23-b7fb-ed04050537c4

PiperOrigin-RevId: 352956881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 067f9a9cc91..887892ddb25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "171eba98bc75ff6a5d4f1b330c7063fdb1561501ec66331872585a0eaaf5e87d",
-    git_commit = "a60a884eabb7e97cba31fd405495a5c7ac70ad5a",
+    sha256 = "81424386c7b22605742b2d28784adf3492fd79fe8b1d7221cdc1ed343242b12a",
+    git_commit = "4f56ac2f1b8a2a717059801f7aef8b4c3a30a100",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e72ec9609eae081f5c07e1fabe6f5635c37f6e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jan 2021 06:01:19 -0800
Subject: [PATCH 4636/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8aca462-03e8-477c-83df-b7f49bfffbc2

PiperOrigin-RevId: 353002211
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 887892ddb25..e032f9ffde2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81424386c7b22605742b2d28784adf3492fd79fe8b1d7221cdc1ed343242b12a",
-    git_commit = "4f56ac2f1b8a2a717059801f7aef8b4c3a30a100",
+    sha256 = "de9c3b49ad9b8031e4f43945589b1a015c63d45957ac473e114aa3caa5c5e86f",
+    git_commit = "c78647ccd1d2ada2eb20a8fec7e6b38412f3ca46",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91fb4455042bb5a43c708bb103838591ee622cde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jan 2021 12:01:45 -0800
Subject: [PATCH 4637/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7568b19-2ed7-445e-b1d0-f640b1f68ce0

PiperOrigin-RevId: 353070066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e032f9ffde2..85fec98d986 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de9c3b49ad9b8031e4f43945589b1a015c63d45957ac473e114aa3caa5c5e86f",
-    git_commit = "c78647ccd1d2ada2eb20a8fec7e6b38412f3ca46",
+    sha256 = "a17b424fb5cc5bd7b50846c1969e05fa023f7420f2def28a55fcc576315b72cf",
+    git_commit = "d8bd2943256d5b7be585cbd45833ab24c509eee3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6e4da597a47344a8b462e539b65a741249f47adb Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 21 Jan 2021 15:30:21 -0800
Subject: [PATCH 4638/8103] Internal change.

PiperOrigin-RevId: 353116952
---
 .../model_servers/test_util/server_core_test_util.h   | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.h b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
index 102bdc3acb2..b9b7b035446 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.h
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
@@ -26,6 +26,17 @@ namespace tensorflow {
 namespace serving {
 namespace test_util {
 
+// A test utility that provides access to private ServerCore members.
+class ServerCoreTestAccess {
+ public:
+  explicit ServerCoreTestAccess(ServerCore* core) : core_(core) {}
+
+  ServerCore::Options* mutable_options() { return &core_->options_; }
+
+ private:
+  ServerCore* const core_;
+};
+
 constexpr char kTestModelName[] = "test_model";
 constexpr int kTestModelVersion = 123;
 constexpr int kTestModelLargerVersion = 124;

From 539ff33039ff786ae2f9a8c71df386795a24cbb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jan 2021 18:01:13 -0800
Subject: [PATCH 4639/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b97e825f-d101-455f-b22e-524abb50a860

PiperOrigin-RevId: 353144348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85fec98d986..8f8dbbeb09c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a17b424fb5cc5bd7b50846c1969e05fa023f7420f2def28a55fcc576315b72cf",
-    git_commit = "d8bd2943256d5b7be585cbd45833ab24c509eee3",
+    sha256 = "ceac7f08e08f58a15439d7d8bc04a317d9b6e37a271870f845b6315144204074",
+    git_commit = "4fa4184a5a454eceb5b567c8b3c4fce46faf2de8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12ecfcf11edf959782b132eb95e47c88b246c90d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jan 2021 00:01:23 -0800
Subject: [PATCH 4640/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/374cb10e-1abb-413d-9a7d-2d72e97c1d09

PiperOrigin-RevId: 353184129
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f8dbbeb09c..0b512da1c93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ceac7f08e08f58a15439d7d8bc04a317d9b6e37a271870f845b6315144204074",
-    git_commit = "4fa4184a5a454eceb5b567c8b3c4fce46faf2de8",
+    sha256 = "0b5a37057cfd7a09adc79d921af5dfde0b5f50ea539ac923695c41a3505f82d5",
+    git_commit = "5c545e646ce54934e92ea59a24ff9bcfe52991df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f32fa2245cafc942e8759be8f01b040709d7832b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jan 2021 06:03:05 -0800
Subject: [PATCH 4641/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/533eba9c-7244-4e5d-954a-7b8717af20d2

PiperOrigin-RevId: 353226976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b512da1c93..af504d2464c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b5a37057cfd7a09adc79d921af5dfde0b5f50ea539ac923695c41a3505f82d5",
-    git_commit = "5c545e646ce54934e92ea59a24ff9bcfe52991df",
+    sha256 = "fd3dfd97daae69fb29f30197360d89d05b343897b22c48aa37ae15368a23b79d",
+    git_commit = "7fa31853f66a5b7d0b062eca69a7e256b08615a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a819aa07f313101bc55ff33394b50632fd11a6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jan 2021 12:01:35 -0800
Subject: [PATCH 4642/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/973b075d-456f-4207-a409-b90de78e9ccd

PiperOrigin-RevId: 353290111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af504d2464c..5875cd1c68c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd3dfd97daae69fb29f30197360d89d05b343897b22c48aa37ae15368a23b79d",
-    git_commit = "7fa31853f66a5b7d0b062eca69a7e256b08615a6",
+    sha256 = "3cac90c4e8e42a4a093a7dd3ed11f7777afde07e32e9e94e8fdef43d8e5539be",
+    git_commit = "e110426b1f6bed965239867c4ebae6b7db9bc279",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b73bd7b5f9cce14a28c15a52f683d32a81773700 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 22 Jan 2021 16:02:58 -0800
Subject: [PATCH 4643/8103] Use respectful terms.

PiperOrigin-RevId: 353336795
---
 .../file_system_storage_path_source_test.cc      | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 7f812a69ff2..5caf40e3d57 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -670,14 +670,14 @@ TEST(FileSystemStoragePathSourceTest, ServableVersionDirRenamed) {
   TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
                    .PollFileSystemAndInvokeCallback());
 
-  // Blacklist version 2 and 5 by renaming corresponding directories.
-  // Blacklist version 8 by removing the directory alltogether.
-  TF_ASSERT_OK(Env::Default()->RenameFile(
-      io::JoinPath(base_path_prefix, "2"),
-      io::JoinPath(base_path_prefix, "2.blacklisted")));
-  TF_ASSERT_OK(Env::Default()->RenameFile(
-      io::JoinPath(base_path_prefix, "5"),
-      io::JoinPath(base_path_prefix, "5.blacklisted")));
+  // Deny version 2 and 5 by renaming corresponding directories.
+  // Deny version 8 by removing the directory alltogether.
+  TF_ASSERT_OK(
+      Env::Default()->RenameFile(io::JoinPath(base_path_prefix, "2"),
+                                 io::JoinPath(base_path_prefix, "2.denied")));
+  TF_ASSERT_OK(
+      Env::Default()->RenameFile(io::JoinPath(base_path_prefix, "5"),
+                                 io::JoinPath(base_path_prefix, "5.denied")));
   TF_ASSERT_OK(Env::Default()->DeleteDir(io::JoinPath(base_path_prefix, "8")));
 
   EXPECT_CALL(

From c2b6e240f1cf5ac1d1e72f30c30c63bf3fd3ea6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jan 2021 18:01:23 -0800
Subject: [PATCH 4644/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e7de481-cc8a-4b9e-82f7-5ab5ae81d5b0

PiperOrigin-RevId: 353354112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5875cd1c68c..b7b0488c903 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cac90c4e8e42a4a093a7dd3ed11f7777afde07e32e9e94e8fdef43d8e5539be",
-    git_commit = "e110426b1f6bed965239867c4ebae6b7db9bc279",
+    sha256 = "e380cee649b6e3851c0770df214629858dfd5807392e8420a5568c351793d6f3",
+    git_commit = "697f117f36176fc5d07c0b37d1b17b9d7e3a3bc9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c2acf2a7945d0d0c686c139d7c7d570944ca4b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jan 2021 00:01:33 -0800
Subject: [PATCH 4645/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6edef1ee-b943-4bac-9c7b-8be20bf88849

PiperOrigin-RevId: 353382717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7b0488c903..578dd7a69fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e380cee649b6e3851c0770df214629858dfd5807392e8420a5568c351793d6f3",
-    git_commit = "697f117f36176fc5d07c0b37d1b17b9d7e3a3bc9",
+    sha256 = "b8cd31c1a15dc8032ea72becd394a7ed6710ed6f11b8d0fb9e0f529e9751e33b",
+    git_commit = "98e48ecca3cfd906c23756b4b4191da1b0784dd0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8937064e378340351bf4526801e9f79f0eb31923 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jan 2021 06:01:13 -0800
Subject: [PATCH 4646/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba8d2c8f-5f14-4fff-bb6c-6a52dbdbbbdd

PiperOrigin-RevId: 353406852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 578dd7a69fd..436e37776d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8cd31c1a15dc8032ea72becd394a7ed6710ed6f11b8d0fb9e0f529e9751e33b",
-    git_commit = "98e48ecca3cfd906c23756b4b4191da1b0784dd0",
+    sha256 = "b84330e9ef9b45aca3099666d7b216c14088f348abb7888c298989e5596c7559",
+    git_commit = "48a4bf66915142642746b9179a90c636a0851af0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20a1f6e6425276cb26229d24e41fb3552e5fc6a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jan 2021 06:01:29 -0800
Subject: [PATCH 4647/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e80e2c5a-7a5e-426d-914d-c449e1bead52

PiperOrigin-RevId: 353505333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 436e37776d9..ed69679c9b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b84330e9ef9b45aca3099666d7b216c14088f348abb7888c298989e5596c7559",
-    git_commit = "48a4bf66915142642746b9179a90c636a0851af0",
+    sha256 = "b81379ce748af1f7e02b0cbeac3c859381ec4af2db58dcc2216908e07a003e52",
+    git_commit = "7c4bd4669bdbf66278c56fe6cd0d0b749732099b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14c6729190d1c4f6301b4f9e89dc0d31e212fa59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jan 2021 12:01:26 -0800
Subject: [PATCH 4648/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02e7fd77-7ede-4af5-b7ba-c286934ee63c

PiperOrigin-RevId: 353530130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed69679c9b1..b694f8df8b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b81379ce748af1f7e02b0cbeac3c859381ec4af2db58dcc2216908e07a003e52",
-    git_commit = "7c4bd4669bdbf66278c56fe6cd0d0b749732099b",
+    sha256 = "d372dcc4f9a4595d0a777a81cbe011b60b001fcf5bb95de1212be1fc61e792a3",
+    git_commit = "ad4f87b0b4eb4a95dc3b95a1e8e43d7c4479d606",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54203cb2281ea738f95445606141cba9886c824c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jan 2021 18:01:32 -0800
Subject: [PATCH 4649/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38ddad0d-5691-48a8-8a5c-645ca8d6b734

PiperOrigin-RevId: 353555793
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b694f8df8b2..1ca54dab5dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d372dcc4f9a4595d0a777a81cbe011b60b001fcf5bb95de1212be1fc61e792a3",
-    git_commit = "ad4f87b0b4eb4a95dc3b95a1e8e43d7c4479d606",
+    sha256 = "f89bb902aab92c03279545099a16b2f47da4e5c5c8b884443da999a564e1d288",
+    git_commit = "1e66b5790c93a1752fd8ea92a146aff811f2ee95",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d061805d84dbc412bb140e52a6c524beea2c15f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jan 2021 00:01:24 -0800
Subject: [PATCH 4650/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2831b8a-6a77-4015-87c9-5ccebec099a5

PiperOrigin-RevId: 353588293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ca54dab5dd..5e5646da5a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f89bb902aab92c03279545099a16b2f47da4e5c5c8b884443da999a564e1d288",
-    git_commit = "1e66b5790c93a1752fd8ea92a146aff811f2ee95",
+    sha256 = "30cba76faaf4f9c5f1032ecd0fbc9ae3408c3f64c339f180f40d14c895af909a",
+    git_commit = "7d5d7d6ecb5aee76cb720a6518f2981872c225bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc6791858953bfb6c0124075bebfd490d1325faf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jan 2021 06:01:28 -0800
Subject: [PATCH 4651/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/874fe3e4-a399-4919-8e28-465b61bc77cd

PiperOrigin-RevId: 353630452
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e5646da5a1..75b9e3426f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30cba76faaf4f9c5f1032ecd0fbc9ae3408c3f64c339f180f40d14c895af909a",
-    git_commit = "7d5d7d6ecb5aee76cb720a6518f2981872c225bc",
+    sha256 = "a4621e8f74f7835ac58c41febd260ec0f579dfecedcf2ed647b320837216c6c3",
+    git_commit = "5058eacec08e41764b0e1a5807292dc21452e063",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ecfa82fa01d38bdc97226e61508434134db161e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jan 2021 12:01:32 -0800
Subject: [PATCH 4652/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55816f61-b6a6-4b89-8bd2-92bf5ec8b372

PiperOrigin-RevId: 353698886
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75b9e3426f0..d3b3499b83e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4621e8f74f7835ac58c41febd260ec0f579dfecedcf2ed647b320837216c6c3",
-    git_commit = "5058eacec08e41764b0e1a5807292dc21452e063",
+    sha256 = "ab6758ab6efe2798b233dc125ddcd73b45987f24362d25b4632a159c018f9515",
+    git_commit = "f63cffee03c055b6797c33f6aee201fbd6c0d29b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79a218a2f3dcd2a16a89ed9fd1760adf285efdd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jan 2021 18:02:35 -0800
Subject: [PATCH 4653/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e3b19f5-5abf-4970-b67e-cfee1454269d

PiperOrigin-RevId: 353771575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3b3499b83e..abda1080fa4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab6758ab6efe2798b233dc125ddcd73b45987f24362d25b4632a159c018f9515",
-    git_commit = "f63cffee03c055b6797c33f6aee201fbd6c0d29b",
+    sha256 = "16d8ec4807bcca18d8cb688ef493eadcdcf6122905468bb12ce3dcade5f5f25d",
+    git_commit = "2fabf2c8ed3298af711d33bd3457daabe9a86150",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 619943f724aec670519dfcc78584316b141269e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 00:02:55 -0800
Subject: [PATCH 4654/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f81d529-935d-4d05-8b51-f8998ec30820

PiperOrigin-RevId: 353810959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abda1080fa4..4fb8548332a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16d8ec4807bcca18d8cb688ef493eadcdcf6122905468bb12ce3dcade5f5f25d",
-    git_commit = "2fabf2c8ed3298af711d33bd3457daabe9a86150",
+    sha256 = "819044db14f47dd95da5bf5872c0ae66efa6a06fc9ce77169a83a5763ba8374d",
+    git_commit = "f12a518cc41ad0a53f8620f3004eedf1af04a409",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ebcd15c3d432959cf44ba784c869433730f73f4 Mon Sep 17 00:00:00 2001
From: Oliver Sampson <olsam@quickaudio.com>
Date: Tue, 26 Jan 2021 12:44:24 +0100
Subject: [PATCH 4655/8103] Update docker.md

Minor grammar change.
---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 1aee8647efe..49be9692bb6 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -47,7 +47,7 @@ docker image by running:
 docker pull tensorflow/serving
 ```
 
-This will pull down an minimal Docker image with TensorFlow Serving installed.
+This will pull down a minimal Docker image with TensorFlow Serving installed.
 
 See the Docker Hub
 [tensorflow/serving repo](http://hub.docker.com/r/tensorflow/serving/tags/) for

From 22b082aae33a825be54632b4e3855e150c8a2edf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 06:01:29 -0800
Subject: [PATCH 4656/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e2caba2-3415-441e-be83-6253058496fd

PiperOrigin-RevId: 353851122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fb8548332a..f3d0385a92d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "819044db14f47dd95da5bf5872c0ae66efa6a06fc9ce77169a83a5763ba8374d",
-    git_commit = "f12a518cc41ad0a53f8620f3004eedf1af04a409",
+    sha256 = "91bb742d338e4cff730e2416cd4d8e666d16eea13bb53de9a17b18290e96990f",
+    git_commit = "2fb5d641d852ff40df2dd85f461115ab9583d851",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c7fa3e174e95b595791b318c37659c72bbbce85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 12:01:23 -0800
Subject: [PATCH 4657/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fe65a7e-4c5a-4297-bf3e-e31cbb611e3c

PiperOrigin-RevId: 353918358
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3d0385a92d..0dba27d9556 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91bb742d338e4cff730e2416cd4d8e666d16eea13bb53de9a17b18290e96990f",
-    git_commit = "2fb5d641d852ff40df2dd85f461115ab9583d851",
+    sha256 = "00e81c37fa5944fdf178f4b0bc4883093dc60ed439d0c3dcb69d004591e62d8e",
+    git_commit = "b3846198cadd3ee0089536d2953aa5ddd7298583",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e208b6ed8a621e91684dfa233b0923ea367f6a43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 12:08:59 -0800
Subject: [PATCH 4658/8103] Pre-allocate memory for certain vectors where the
 size is known.

PiperOrigin-RevId: 353920249
---
 tensorflow_serving/core/aspired_versions_manager.cc              | 1 +
 tensorflow_serving/model_servers/server_core.cc                  | 1 +
 .../servables/tensorflow/bundle_factory_test_util.cc             | 1 +
 3 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 1dd50f82499..3436e42bd62 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -108,6 +108,7 @@ std::set<int64> GetVersionNumbers(
 string ServableVersionsDebugString(
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) {
   std::vector<string> version_strings;
+  version_strings.reserve(versions.size());
   for (const ServableData<std::unique_ptr<Loader>>& version : versions) {
     version_strings.push_back(version.id().DebugString());
   }
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index bf87fcb8a4b..93c7d5977d6 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -285,6 +285,7 @@ Status ServerCore::Initialize(std::unique_ptr<AspiredVersionPolicy> policy) {
 Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
                                             ServableStateMonitor* monitor) {
   std::vector<ServableRequest> awaited_servables;
+  awaited_servables.reserve(models.size());
   for (const string& model : models) {
     awaited_servables.push_back(ServableRequest::Latest(model));
   }
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index f3ab4f87ac2..d7c6079be49 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -120,6 +120,7 @@ void TestSingleRequest(Session* session) {
 
 void TestMultipleRequests(int num_requests, Session* session) {
   std::vector<std::unique_ptr<Thread>> request_threads;
+  request_threads.reserve(num_requests);
   for (int i = 0; i < num_requests; ++i) {
     request_threads.push_back(
         std::unique_ptr<Thread>(Env::Default()->StartThread(

From c27860cb9dc0c826f59b6294d4596376e664efe7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 18:01:16 -0800
Subject: [PATCH 4659/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd72c6fc-b6e3-4ef9-9a26-1b6b4c53251f

PiperOrigin-RevId: 353992350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dba27d9556..7298cf4cd7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00e81c37fa5944fdf178f4b0bc4883093dc60ed439d0c3dcb69d004591e62d8e",
-    git_commit = "b3846198cadd3ee0089536d2953aa5ddd7298583",
+    sha256 = "8d4658dbed4edd8a127da6598cb14a62841bcd39a5457d8f6f55aea9d5cee26d",
+    git_commit = "d96f268804e9bbbe0032a9bf64ff74d2b918d494",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14dbfa3df23b521bdc2250addadc202879aafe51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jan 2021 18:32:18 -0800
Subject: [PATCH 4660/8103] Add release notes for tf-serving 2.4.1.

PiperOrigin-RevId: 353997200
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 17f90fff4b0..2e43fb81957 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.4.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.4.1
+
 # Release 2.4.0
 
 ## Major Features and Improvements

From 135041a8b40a99f81dfd8e6673532ea851c3dda1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jan 2021 00:01:31 -0800
Subject: [PATCH 4661/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99c8e62b-a256-4545-b47b-d8b0d79d217e

PiperOrigin-RevId: 354034907
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7298cf4cd7a..f32a48e4e25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d4658dbed4edd8a127da6598cb14a62841bcd39a5457d8f6f55aea9d5cee26d",
-    git_commit = "d96f268804e9bbbe0032a9bf64ff74d2b918d494",
+    sha256 = "748a4302ddae476ec4d30e425999300b7972c86db924ba4b107367feb5be5f49",
+    git_commit = "8812986e1189279c6d29a577a7fa8cb835b30954",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 753f38db48828f6e28f618f894913cf6f57120c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jan 2021 06:01:23 -0800
Subject: [PATCH 4662/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad718b17-9cce-4825-bce9-e2f9802aae17

PiperOrigin-RevId: 354075801
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f32a48e4e25..a85e65682d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "748a4302ddae476ec4d30e425999300b7972c86db924ba4b107367feb5be5f49",
-    git_commit = "8812986e1189279c6d29a577a7fa8cb835b30954",
+    sha256 = "155c448b2348149f19fe12bbdec26052128e9d722bd25aa0060163d8ce906336",
+    git_commit = "1b215470642efd86e927d1c15ba026b4ff45dfa7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4947a97851d5b694c02a1930c954363e301d726e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jan 2021 12:01:32 -0800
Subject: [PATCH 4663/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7baede46-e6b1-473c-a343-0beb06ea2570

PiperOrigin-RevId: 354140502
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a85e65682d5..76c1689aca3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "155c448b2348149f19fe12bbdec26052128e9d722bd25aa0060163d8ce906336",
-    git_commit = "1b215470642efd86e927d1c15ba026b4ff45dfa7",
+    sha256 = "dfbe69cdc2696cde5f122cd588f883146be1693be819fab1b5206fce686f084c",
+    git_commit = "5f3ab2cb757fb30a28b26433787baa9c5d6e38c8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ea228b2d21d5db9582bc1055b92563187dc169e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jan 2021 18:01:25 -0800
Subject: [PATCH 4664/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a3ebf7e-719f-4cfd-a624-e71c0fe19283

PiperOrigin-RevId: 354214770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76c1689aca3..de89dfbcee8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfbe69cdc2696cde5f122cd588f883146be1693be819fab1b5206fce686f084c",
-    git_commit = "5f3ab2cb757fb30a28b26433787baa9c5d6e38c8",
+    sha256 = "9ab13f76b897d992b1ef9694ac1eb020cd77d5141b83fdd50992839ee8a9e56c",
+    git_commit = "7c0a3f12dd00b0aeb9d2a91d157b0e9d1a4c1250",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5cad4b4bf723bd7c5ed9cf684b226d734c116439 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 28 Jan 2021 11:54:08 -0800
Subject: [PATCH 4665/8103] Update URLs.

PiperOrigin-RevId: 354361251
---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index ee15e2464a1..263fe7a9572 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 # TensorFlow Serving
 
-[![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu.html)
-[![Ubuntu Build Status at TF HEAD](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/ubuntu-tf-head.html)
-![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-cpu-nightly.svg)
-![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges/docker-gpu-nightly.svg)
+[![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu.html)
+[![Ubuntu Build Status at TF HEAD](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu-tf-head.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu-tf-head.html)
+![Docker CPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/docker-cpu-nightly.svg)
+![Docker GPU Nightly Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/docker-gpu-nightly.svg)
 
 ----
 TensorFlow Serving is a flexible, high-performance serving system for

From d8c15454214f76d900e02e9a67f7b1589ec7e44e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jan 2021 00:01:31 -0800
Subject: [PATCH 4666/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37378c76-c0f1-4a9a-b89f-80d7e354187b

PiperOrigin-RevId: 354479439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de89dfbcee8..78f3947f816 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ab13f76b897d992b1ef9694ac1eb020cd77d5141b83fdd50992839ee8a9e56c",
-    git_commit = "7c0a3f12dd00b0aeb9d2a91d157b0e9d1a4c1250",
+    sha256 = "26c9c87f8f433b3dcaeb65249ac392c7b280cb877828763c0db9abd6d70169d8",
+    git_commit = "f329ec5aec49b77bf67a3c7331e4a6417dd27284",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c0c54fe5d4e0d83d0bda46005d146b804e1814af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jan 2021 06:01:41 -0800
Subject: [PATCH 4667/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88f567c3-e1a4-450e-b854-0c63303f4e8d

PiperOrigin-RevId: 354517947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78f3947f816..4d49200158a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26c9c87f8f433b3dcaeb65249ac392c7b280cb877828763c0db9abd6d70169d8",
-    git_commit = "f329ec5aec49b77bf67a3c7331e4a6417dd27284",
+    sha256 = "6bf469df813828e01f44bd4b487e53593ba23ee5a772a05c1b6d6c0f90d15242",
+    git_commit = "88561818bffc43aa696ee66824c2a6c923eb5135",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cea306a2f3857e5715233b9f45b49097e4d5b4c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jan 2021 10:54:44 -0800
Subject: [PATCH 4668/8103] Updating serving_basic for adjusting
 serving_basic.md file and making it up2date with TF2.x - including: - fixing
 the mentions to Tensorflow v1 - updating the links to point to tf.compat.v1 -
 updating the code snippets to make them consistent with
 https://github.com/tensorflow/serving/blob/master/tensorflow_serving/example/mnist_saved_model.py

PiperOrigin-RevId: 354565926
---
 tensorflow_serving/g3doc/serving_basic.md | 54 +++++++++++------------
 1 file changed, 27 insertions(+), 27 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_basic.md b/tensorflow_serving/g3doc/serving_basic.md
index 6a71939dbdf..1b9c1cc3fda 100644
--- a/tensorflow_serving/g3doc/serving_basic.md
+++ b/tensorflow_serving/g3doc/serving_basic.md
@@ -6,11 +6,9 @@ it. If you are already familiar with TensorFlow Serving, and you want to know
 more about how the server internals work, see the
 [TensorFlow Serving advanced tutorial](serving_advanced.md).
 
-This tutorial uses the simple Softmax Regression model introduced in the
-TensorFlow tutorial for handwritten image (MNIST data) classification. If you
-do not know what TensorFlow or MNIST is, see the
-[MNIST For ML Beginners](http://www.tensorflow.org/tutorials/mnist/beginners/index.html#mnist-for-ml-beginners)
-tutorial.
+This tutorial uses a simple Softmax Regression model that classifies handwritten
+digits. It is very similar to the one introduced in the
+[TensorFlow tutorial on image classification using the Fashion MNIST dataset](https://www.tensorflow.org/tutorials/keras/classification).
 
 The code for this tutorial consists of two parts:
 
@@ -28,11 +26,9 @@ Before getting started, first [install Docker](docker.md#installing-docker).
 
 ## Train and export TensorFlow model
 
-As you can see in `mnist_saved_model.py`, the training is done the same way it
-is in the
-[MNIST For ML Beginners tutorial](https://www.tensorflow.org/get_started/mnist/beginners).
-The TensorFlow graph is launched in TensorFlow session `sess`, with the input
-tensor (image) as `x` and output tensor (Softmax score) as `y`.
+For the training phase, the TensorFlow graph is launched in TensorFlow session
+`sess`, with the input tensor (image) as `x` and output tensor (Softmax score)
+as `y`.
 
 Then we use TensorFlow's [SavedModelBuilder module](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/builder.py)
 to export the model. `SavedModelBuilder` saves a "snapshot" of the trained model
@@ -48,19 +44,21 @@ saving a model to disk.
 ```python
 export_path_base = sys.argv[-1]
 export_path = os.path.join(
-      compat.as_bytes(export_path_base),
-      compat.as_bytes(str(FLAGS.model_version)))
+    tf.compat.as_bytes(export_path_base),
+    tf.compat.as_bytes(str(FLAGS.model_version)))
 print('Exporting trained model to', export_path)
 builder = tf.saved_model.builder.SavedModelBuilder(export_path)
 builder.add_meta_graph_and_variables(
-      sess, [tf.saved_model.tag_constants.SERVING],
-      signature_def_map={
-           'predict_images':
-               prediction_signature,
-           signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY:
-               classification_signature,
-      },
-      main_op=tf.tables_initializer())
+    sess, [tf.compat.v1.saved_model.tag_constants.SERVING],
+    signature_def_map={
+        'predict_images':
+            prediction_signature,
+        tf.compat.v1.saved_model.signature_constants
+            .DEFAULT_SERVING_SIGNATURE_DEF_KEY:
+            classification_signature,
+    },
+    main_op=tf.compat.v1.tables_initializer(),
+    strip_default_attrs=True)
 builder.save()
 ```
 
@@ -98,11 +96,11 @@ You can add meta graph and variables to the builder using
     related to signatures, are defined as part of SavedModel signature
     constants. For more details, see
     [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
-    and related
-    [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
+    and
+    [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants).
 
     Further, to help build signature defs easily, the SavedModel API provides
-    [signature def utils](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils).
+    [signature def utils](https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_def_utils)..
     Specifically, in the original
     [mnist_saved_model.py](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/example/mnist_saved_model.py)
     file, we use `signature_def_utils.build_signature_def()` to build
@@ -119,14 +117,16 @@ You can add meta graph and variables to the builder using
         requests, it should be set to `tensorflow/serving/predict`. For other
         method names, see
         [signature_constants.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/signature_constants.py)
-        and related
-        [TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants).
+        and
+        [related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants).
 
 Note that `tensor_info_x` and `tensor_info_y` have the structure of
-`tensorflow::TensorInfo` protocol buffer defined [here](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/protobuf/meta_graph.proto).
+`tensorflow::TensorInfo` protocol buffer defined
+[here](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/protobuf/meta_graph.proto).
 To easily build tensor infos, the TensorFlow SavedModel API also provides
 [utils.py](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/saved_model/utils.py),
-with [related TensorFlow 1.0 API documentation](https://www.tensorflow.org/api_docs/python/tf/saved_model/utils).
+with
+[related TensorFlow API documentation](https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/utils).
 
 Also, note that `images` and `scores` are tensor alias names. They can be
 whatever unique strings you want, and they will become the logical names

From a6547f76ccea3578c69aa717aeefcb216d2f2447 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jan 2021 12:01:57 -0800
Subject: [PATCH 4669/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f542c4b9-2c6d-4634-9182-8c6d8359569f

PiperOrigin-RevId: 354581352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d49200158a..7d9dfa84266 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bf469df813828e01f44bd4b487e53593ba23ee5a772a05c1b6d6c0f90d15242",
-    git_commit = "88561818bffc43aa696ee66824c2a6c923eb5135",
+    sha256 = "21bfc368cf344e39732b897ebf8c2812e72cd19e1c50411eff091ccb63b443f9",
+    git_commit = "ec291f05021f5133d616ee36d16851b2dad8cc73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a46fdb26bd8b78d57a47c13b116748ed9551cdc6 Mon Sep 17 00:00:00 2001
From: Philip Sun <sunphil@google.com>
Date: Fri, 29 Jan 2021 13:35:46 -0800
Subject: [PATCH 4670/8103] Use NullSafeStringView for potentially null pointer
 returned from libevent

PiperOrigin-RevId: 354600382
---
 .../util/net_http/server/internal/evhttp_request.cc             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index bbd74d6f134..7f52b00f16a 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -289,7 +289,7 @@ void EvHTTPRequest::UncompressGzipBody(void* input, size_t input_size,
 absl::string_view EvHTTPRequest::GetRequestHeader(
     absl::string_view header) const {
   std::string header_str(header.data(), header.size());
-  return absl::string_view(
+  return absl::NullSafeStringView(
       evhttp_find_header(parsed_request_->headers, header_str.c_str()));
 }
 

From 3c1b2b34ec516afbb73543cc62d3979f013a33f1 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 29 Jan 2021 13:43:21 -0800
Subject: [PATCH 4671/8103] Allow ability to enable XLA/CPU support via
 `--xla_cpu_compilation_enabled`

Defaults to `false` (not enabled).

PiperOrigin-RevId: 354602146
---
 tensorflow_serving/model_servers/BUILD   |  1 +
 tensorflow_serving/model_servers/main.cc | 17 ++++++++++++++---
 2 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index f7de17e0251..0b9ecadc5f5 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -379,6 +379,7 @@ cc_library(
     deps = [
         ":server_lib",
         "@org_tensorflow//tensorflow/c:c_api",
+        "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
         "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 8b988949dff..2d4f257d951 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -47,6 +47,7 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/c/c_api.h"
+#include "tensorflow/compiler/jit/flags.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/init_main.h"
 #include "tensorflow/core/util/command_line_flags.h"
@@ -56,6 +57,7 @@ limitations under the License.
 int main(int argc, char** argv) {
   tensorflow::serving::main::Server::Options options;
   bool display_version = false;
+  bool xla_cpu_compilation_enabled = false;
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &options.grpc_port,
                        "TCP port to listen on for gRPC/HTTP API. Disabled if "
@@ -187,8 +189,7 @@ int main(int argc, char** argv) {
                        "A comma separated list of arguments to be passed to "
                        "the grpc server. (e.g. "
                        "grpc.max_connection_age_ms=2000)"),
-      tensorflow::Flag("grpc_max_threads",
-                       &options.grpc_max_threads,
+      tensorflow::Flag("grpc_max_threads", &options.grpc_max_threads,
                        "Max grpc server threads to handle grpc messages."),
       tensorflow::Flag("enable_model_warmup", &options.enable_model_warmup,
                        "Enables model warmup, which triggers lazy "
@@ -221,7 +222,13 @@ int main(int argc, char** argv) {
           "enable_signature_method_name_check",
           &options.enable_signature_method_name_check,
           "Enable method_name check for SignatureDef. Disable this if serving "
-          "native TF2 regression/classification models.")};
+          "native TF2 regression/classification models."),
+      tensorflow::Flag(
+          "xla_cpu_compilation_enabled", &xla_cpu_compilation_enabled,
+          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! "
+          "Enable XLA:CPU JIT (default is disabled). With XLA:CPU JIT "
+          "disabled, models utilizing this feature will return bad Status "
+          "on first compilation request.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
@@ -240,6 +247,10 @@ int main(int argc, char** argv) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }
 
+  if (!xla_cpu_compilation_enabled) {
+    tensorflow::DisableXlaCompilation();
+  }
+
   tensorflow::serving::main::Server server;
   const auto& status = server.BuildAndStart(options);
   if (!status.ok()) {

From 59a36ff179964076f943df69948f9cbef7a9c023 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jan 2021 18:01:09 -0800
Subject: [PATCH 4672/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8bd62eeb-287a-4fa5-b7c2-0a676a5b13d2

PiperOrigin-RevId: 354646481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d9dfa84266..3872e884b0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21bfc368cf344e39732b897ebf8c2812e72cd19e1c50411eff091ccb63b443f9",
-    git_commit = "ec291f05021f5133d616ee36d16851b2dad8cc73",
+    sha256 = "88776f239582bcd714719b6678d8dd2f253fd4bc880007a73056eea85df40159",
+    git_commit = "e8e6d5d60dafca2298a7f905316ac10a4347d79e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cf6764c60270e439d0c287e34e937d5d79cc6eb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Jan 2021 00:01:34 -0800
Subject: [PATCH 4673/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df627d10-0c63-4164-a205-62e62e09c185

PiperOrigin-RevId: 354676624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3872e884b0c..f9f2c3ac715 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88776f239582bcd714719b6678d8dd2f253fd4bc880007a73056eea85df40159",
-    git_commit = "e8e6d5d60dafca2298a7f905316ac10a4347d79e",
+    sha256 = "4bed38738d5abc79770e280afc2e961d35b9ebca5a298b3f7721bb51215d3f0a",
+    git_commit = "5581537385274c92a45ecec0881870169353099f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14155fe2d4fdedb79b54a2178ee35584beb63cac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Jan 2021 06:01:58 -0800
Subject: [PATCH 4674/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11a192bd-28f2-4364-a2fd-07564e0313f2

PiperOrigin-RevId: 354700817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9f2c3ac715..bab8fbcb6f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bed38738d5abc79770e280afc2e961d35b9ebca5a298b3f7721bb51215d3f0a",
-    git_commit = "5581537385274c92a45ecec0881870169353099f",
+    sha256 = "2952ec71d4e9c0a202afb263a78e07c7ff912d2ec17ce0b90c6447a3e5118610",
+    git_commit = "1e56da99e0748145f83b9bbd14267503c980ea8f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2005f5548b1267572a84b72d499d0cc2a9ed47a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Jan 2021 18:01:37 -0800
Subject: [PATCH 4675/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb3a96de-f119-4751-9978-70477cc8b9b2

PiperOrigin-RevId: 354747619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bab8fbcb6f3..ab99f5c25d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2952ec71d4e9c0a202afb263a78e07c7ff912d2ec17ce0b90c6447a3e5118610",
-    git_commit = "1e56da99e0748145f83b9bbd14267503c980ea8f",
+    sha256 = "7b5151f1dfb92b62914e51cf59c79cc4c5e0e91a248644e48ff68ab543616d5d",
+    git_commit = "86c79e9779a2d2653fddbb0e0391e2ea8121e81c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b70a0d28f48550380c1996709abc36089d135f31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Jan 2021 06:01:23 -0800
Subject: [PATCH 4676/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85c629f9-314d-451f-a137-c9135a416409

PiperOrigin-RevId: 354796557
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab99f5c25d3..00e34c1ea39 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b5151f1dfb92b62914e51cf59c79cc4c5e0e91a248644e48ff68ab543616d5d",
-    git_commit = "86c79e9779a2d2653fddbb0e0391e2ea8121e81c",
+    sha256 = "d266a19e9a88de2968f28b5cda2922775f24d40723f9b7fdaf5a3c376cde9d70",
+    git_commit = "97f03285682d0bf459ee19e5f3ba1f84ff388a1e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 287499d68ea406120541100da98599034ff3f431 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Feb 2021 06:01:26 -0800
Subject: [PATCH 4677/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01de45dd-4b1c-400c-a04c-d9d5c5f2c782

PiperOrigin-RevId: 354923088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00e34c1ea39..1949348301c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d266a19e9a88de2968f28b5cda2922775f24d40723f9b7fdaf5a3c376cde9d70",
-    git_commit = "97f03285682d0bf459ee19e5f3ba1f84ff388a1e",
+    sha256 = "f097c26498b5aea380fc1a1969b6324d28a61c6f2c7f04800089ac516bc605f2",
+    git_commit = "9144fd2b578efc75f990c83191dc2958051942a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca38d077a53aaf10d620c078ab871a4ab69c1639 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Feb 2021 12:03:17 -0800
Subject: [PATCH 4678/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1132c821-ba47-4b63-9797-2243aa1275b8

PiperOrigin-RevId: 354994723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1949348301c..551854fff97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f097c26498b5aea380fc1a1969b6324d28a61c6f2c7f04800089ac516bc605f2",
-    git_commit = "9144fd2b578efc75f990c83191dc2958051942a1",
+    sha256 = "72e473e19318a899d2dfcaa844fa1faf6a4385cb3fe6c1705f5c2bf9c2ca1521",
+    git_commit = "05e840827084935c75238c234643ce59efba12f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc51abdbaf1cff716c8bf448d007edc676f37861 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Feb 2021 18:01:24 -0800
Subject: [PATCH 4679/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f79224a7-7205-4763-b09d-e42a13ce5baa

PiperOrigin-RevId: 355067533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 551854fff97..dd9f672f795 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72e473e19318a899d2dfcaa844fa1faf6a4385cb3fe6c1705f5c2bf9c2ca1521",
-    git_commit = "05e840827084935c75238c234643ce59efba12f4",
+    sha256 = "da4d806cc8545ff11fc32005232a18b386167d859aeb412dd25f11986823edd2",
+    git_commit = "f57dcc666650319e8e9a7904b3aa66703a323638",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eaa5b02a2d588254a2e2134d3f228a5b739511b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Feb 2021 00:01:49 -0800
Subject: [PATCH 4680/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d11c8c48-410f-41fb-be0d-7b9e201a3f4f

PiperOrigin-RevId: 355108057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd9f672f795..fe5c4b30c12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da4d806cc8545ff11fc32005232a18b386167d859aeb412dd25f11986823edd2",
-    git_commit = "f57dcc666650319e8e9a7904b3aa66703a323638",
+    sha256 = "2a7e9377feb3d10f1b5922624baea9f9362015b0028b5ef3a23f54feffd55c00",
+    git_commit = "2eea5090c05a1cb99e631aecefd107597afd227b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dfbcaf931bf7099af79287a628497ab03c600108 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Feb 2021 06:01:33 -0800
Subject: [PATCH 4681/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0937c088-6bf1-4d13-9a1a-a79dd777e79c

PiperOrigin-RevId: 355149003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe5c4b30c12..e636baa1de2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a7e9377feb3d10f1b5922624baea9f9362015b0028b5ef3a23f54feffd55c00",
-    git_commit = "2eea5090c05a1cb99e631aecefd107597afd227b",
+    sha256 = "03c17ba03cf1997a6573e6a88ad61d8e440b6b945b8b725db88abb664f4d2957",
+    git_commit = "f53d9b952a7db2950afaacf8e07e6c66fdb07c86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a98d1649061133c589c1a3872aee9ecd774bc52a Mon Sep 17 00:00:00 2001
From: Philip Sun <sunphil@google.com>
Date: Tue, 2 Feb 2021 12:01:14 -0800
Subject: [PATCH 4682/8103] Replace nullptr constructor for string_view with
 empty strings

PiperOrigin-RevId: 355220048
---
 .../client/testing/evhttp_echo_client.cc       |  2 +-
 .../server/internal/evhttp_request_test.cc     | 10 +++++-----
 .../server/internal/evhttp_server_test.cc      | 18 +++++++++---------
 3 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index 5c68a589ca0..d0981682c34 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -32,7 +32,7 @@ bool SendRequest(const char* url) {
     std::cerr << "Fail to connect to %s" << url;
   }
 
-  ClientRequest request = {url, "GET", {}, nullptr};
+  ClientRequest request = {url, "GET", {}, ""};
   ClientResponse response = {};
 
   if (!connection->BlockingSendRequest(request, &response)) {
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index c0372c202db..258f24fdc3d 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -79,7 +79,7 @@ TEST_F(EvHTTPRequestTest, SimpleGETNotFound) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/noop", "GET", {}, nullptr};
+  ClientRequest request = {"/noop", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -104,7 +104,7 @@ TEST_F(EvHTTPRequestTest, SimpleGETOK) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -175,7 +175,7 @@ TEST_F(EvHTTPRequestTest, RequestUri) {
   ASSERT_TRUE(connection != nullptr);
 
   for (const char* path : kUriPath) {
-    ClientRequest request = {path, "GET", {}, nullptr};
+    ClientRequest request = {path, "GET", {}, ""};
     ClientResponse response = {};
 
     EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -207,7 +207,7 @@ TEST_F(EvHTTPRequestTest, RequestHeaders) {
                            "GET",
                            {ClientRequest::HeaderKeyValue("H1", "v1"),
                             ClientRequest::HeaderKeyValue("H2", "v2")},
-                           nullptr};
+                           ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -235,7 +235,7 @@ TEST_F(EvHTTPRequestTest, ResponseHeaders) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index f771fc4cce5..d542a77546c 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -95,7 +95,7 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok?a=foo", "GET", {}, nullptr};
+  ClientRequest request = {"/ok?a=foo", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -103,7 +103,7 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   EXPECT_EQ(response.body, "OK");
 
   // no canonicalization for the trailing "/"
-  request = {"/ok/", "GET", {}, nullptr};
+  request = {"/ok/", "GET", {}, ""};
   response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -134,7 +134,7 @@ TEST_F(EvHTTPServerTest, RequestHandlerOverwriting) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -164,7 +164,7 @@ TEST_F(EvHTTPServerTest, SingleRequestDispather) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -202,14 +202,14 @@ TEST_F(EvHTTPServerTest, UriPrecedesOverRequestDispather) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
   EXPECT_EQ(response.body, "OK1");
 
-  request = {"/okxx", "GET", {}, nullptr};
+  request = {"/okxx", "GET", {}, ""};
   response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -247,7 +247,7 @@ TEST_F(EvHTTPServerTest, InOrderRequestDispather) {
       EvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
@@ -278,7 +278,7 @@ TEST_F(EvHTTPServerTest, RequestHandlerInteraction) {
   connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
   absl::Notification response_done;
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
   response.done = [&response_done]() { response_done.Notify(); };
 
@@ -320,7 +320,7 @@ TEST_F(EvHTTPServerTest, ActiveRequestCountInShutdown) {
   ASSERT_TRUE(connection != nullptr);
   connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
-  ClientRequest request = {"/ok", "GET", {}, nullptr};
+  ClientRequest request = {"/ok", "GET", {}, ""};
   ClientResponse response = {};
 
   EXPECT_TRUE(connection->SendRequest(request, &response));

From e99bf230628dd9a4f4153ca4eca8766d9cbb1187 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Feb 2021 12:01:27 -0800
Subject: [PATCH 4683/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b06c7614-c3e3-4b35-b939-aa5f330e5585

PiperOrigin-RevId: 355220103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e636baa1de2..382336a2b88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03c17ba03cf1997a6573e6a88ad61d8e440b6b945b8b725db88abb664f4d2957",
-    git_commit = "f53d9b952a7db2950afaacf8e07e6c66fdb07c86",
+    sha256 = "449de3b6bf03435fe06095e88ba1b0dfe8e9d7e34b0bdba2828394ac2f35e322",
+    git_commit = "abb251c299db5c6318767cd90e008a63e0741808",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 77a8b51a1b43c9d36cb29ea62e5ea8afa21334a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Feb 2021 18:01:35 -0800
Subject: [PATCH 4684/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49ec352b-7050-477b-9617-dda962cf1012

PiperOrigin-RevId: 355293598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 382336a2b88..d4a8c26fb1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "449de3b6bf03435fe06095e88ba1b0dfe8e9d7e34b0bdba2828394ac2f35e322",
-    git_commit = "abb251c299db5c6318767cd90e008a63e0741808",
+    sha256 = "b445b3988b3f218ae487094fdfec1f45426cefa1fe1c6d1ec84d97fb0cd22391",
+    git_commit = "c4d1165b15b90bf8349a3d44067c598ebf6955d5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 053eab4670debeee749e0387428b109da3f183af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Feb 2021 00:01:47 -0800
Subject: [PATCH 4685/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8739a440-4e0e-4fe7-9b63-0777f789198b

PiperOrigin-RevId: 355336470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4a8c26fb1c..12fa6fc0713 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b445b3988b3f218ae487094fdfec1f45426cefa1fe1c6d1ec84d97fb0cd22391",
-    git_commit = "c4d1165b15b90bf8349a3d44067c598ebf6955d5",
+    sha256 = "323bc9343511fa0f3513fe085a8ff4071365d708b628d885029a98369bd359d5",
+    git_commit = "ddb089b72f7313f2ced3de84fde78f3184b76e7c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5969abf11165581a2b68176c19043c04faa171db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Feb 2021 06:01:26 -0800
Subject: [PATCH 4686/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/534284f7-4100-4855-bb5f-0e88729512a9

PiperOrigin-RevId: 355379597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12fa6fc0713..285d35768b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "323bc9343511fa0f3513fe085a8ff4071365d708b628d885029a98369bd359d5",
-    git_commit = "ddb089b72f7313f2ced3de84fde78f3184b76e7c",
+    sha256 = "6d4b811013b61c605e5466476affda85cb0c858c0ed2a151a65a3510ae6a250c",
+    git_commit = "59fcbe5e2836e109418b95219edf83a80c659b41",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d0950f850bba895254efca717001de191e3c140f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Feb 2021 12:01:35 -0800
Subject: [PATCH 4687/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0ebf856-8be0-4b04-b06a-3ae0b99b6666

PiperOrigin-RevId: 355450011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 285d35768b9..8c10a8c66ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d4b811013b61c605e5466476affda85cb0c858c0ed2a151a65a3510ae6a250c",
-    git_commit = "59fcbe5e2836e109418b95219edf83a80c659b41",
+    sha256 = "62ae8e28dd3e6e1b37fa8a0ad207a33da712b58b06d6a25ef6dc99b50728fc27",
+    git_commit = "8130665856d6a7ed243d56b34fa40cb3cc167e61",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fb57805b9987d1727c7326718d2c0c2bcfc7be1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Feb 2021 18:01:23 -0800
Subject: [PATCH 4688/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9a05eba5-96cb-49b1-bfdb-b876f8f7a7e5

PiperOrigin-RevId: 355523341
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c10a8c66ad..7deb56334af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62ae8e28dd3e6e1b37fa8a0ad207a33da712b58b06d6a25ef6dc99b50728fc27",
-    git_commit = "8130665856d6a7ed243d56b34fa40cb3cc167e61",
+    sha256 = "3855b7c9519febaf1dfe77e0b4b68f2659d7eed62981683d7aa8373f1f73691f",
+    git_commit = "19127667def315b1022155a0b45f1df50f886931",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f92ac94bf5d597582065198e9ff50e6eeb50c078 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Wed, 3 Feb 2021 21:20:06 -0800
Subject: [PATCH 4689/8103] Make Internal Change

PiperOrigin-RevId: 355546760
---
 tensorflow_serving/tools/docker/tests/docker_test_lib.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
index d1d2b6abdb1..40b784b0138 100755
--- a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
+++ b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
@@ -138,7 +138,7 @@ function test_docker_image {
   local docker_opts=" --privileged=true --rm -t -p ${rest_port}:${rest_port}"
   docker_opts+=" -v ${MODEL_FULL_PATH}:${model_base_path}"
   if [ "$USE_NVIDIA_RUNTIME" = true ]; then
-      docker_opts+=" --runtime=nvidia"
+      docker_opts+=" --runtime=nvidia --gpus all"
   fi
 
   if [[ "$IS_MKL_IMAGE" = true ]]; then

From 87f3a0b094e526e6afbf2f16f2b44c8c6be1e6bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Feb 2021 00:01:39 -0800
Subject: [PATCH 4690/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e09a463-2c2d-4a81-ba5a-e0954480df1c

PiperOrigin-RevId: 355565941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7deb56334af..9c8ad61deea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3855b7c9519febaf1dfe77e0b4b68f2659d7eed62981683d7aa8373f1f73691f",
-    git_commit = "19127667def315b1022155a0b45f1df50f886931",
+    sha256 = "9c177a49c13fe73904e11a8159246c05e56687fd4a5ea844958f9c1fbcdb4abe",
+    git_commit = "d1012c9ff720e081f6f52a711956136df073455d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From abdbb91372d52d9e621456cb8f237b04b7568e17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Feb 2021 06:01:28 -0800
Subject: [PATCH 4691/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/327c4e54-da53-4283-a6d5-3f2fcbff4191

PiperOrigin-RevId: 355609636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c8ad61deea..d384a6b0fb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c177a49c13fe73904e11a8159246c05e56687fd4a5ea844958f9c1fbcdb4abe",
-    git_commit = "d1012c9ff720e081f6f52a711956136df073455d",
+    sha256 = "b302ff9bbe16cd496bf8501f570076f8faab22ab3bfea5f3a5a2d01eaf7399f0",
+    git_commit = "4f6924d44aa914dbfee79fee8211bdbc25c6e089",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6777570634358187f644d563ee57be61a7fb2656 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Feb 2021 12:01:53 -0800
Subject: [PATCH 4692/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a11f351-dc3e-4c55-87c2-2febde7cb89a

PiperOrigin-RevId: 355679993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d384a6b0fb5..4d323855cd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b302ff9bbe16cd496bf8501f570076f8faab22ab3bfea5f3a5a2d01eaf7399f0",
-    git_commit = "4f6924d44aa914dbfee79fee8211bdbc25c6e089",
+    sha256 = "577b27b157a09ef5bf6912af0d53564397549b9d16f4bd6c4f1ebb553312174b",
+    git_commit = "3094612f3c964e89f0e98dfd6031052eec505fea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dd9c467e15b996be40ceb356f69d3d85c503e72d Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 4 Feb 2021 12:32:54 -0800
Subject: [PATCH 4693/8103] Support URL reserved characters in model name and
 label for REST API.

Fixes #1726

PiperOrigin-RevId: 355687133
---
 tensorflow_serving/model_servers/BUILD        |  12 +
 .../http_rest_api_handler_test.cc             |  11 +-
 .../model_servers/http_rest_api_util.cc       |  37 ++-
 .../model_servers/http_rest_api_util_test.cc  | 224 ++++++++++++++++++
 4 files changed, 274 insertions(+), 10 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/http_rest_api_util_test.cc

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 0b9ecadc5f5..70e559ebfcb 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -280,10 +280,22 @@ cc_library(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:optional",
         "@com_googlesource_code_re2//:re2",
+        "@curl",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
 
+cc_test(
+    name = "http_rest_api_util_test",
+    srcs = ["http_rest_api_util_test.cc"],
+    deps = [
+        ":http_rest_api_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:test",
+    ],
+)
+
 cc_library(
     name = "http_rest_api_handler",
     srcs = ["http_rest_api_handler.cc"],
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index b34993107e7..b98312fede0 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -46,7 +46,6 @@ namespace serving {
 namespace {
 
 using ::testing::HasSubstr;
-using ::testing::Not;
 using ::testing::UnorderedElementsAreArray;
 
 constexpr char kTestModelBasePath[] = "cc/saved_model/testdata/half_plus_two";
@@ -190,6 +189,10 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
                                    &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Missing model name"));
+  status = handler_.ProcessRequest("GET", "/v1/models/debug/model_name", "",
+                                   &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
@@ -242,12 +245,6 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
 
-  status = handler_.ProcessRequest("POST",
-                                   "/v1/models/foo/labels/some-label:regress",
-                                   "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
-
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/versions/some_label:regress",
                                    "", &headers, &model_name, &method, &output);
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 230f938e0bb..a800c1ba830 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include "google/protobuf/util/json_util.h"
 #include "absl/strings/numbers.h"
+#include <curl/curl.h>
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/errors.h"
 
@@ -24,9 +25,9 @@ namespace tensorflow {
 namespace serving {
 
 const char* const kPredictionApiGegex =
-    R"((?i)/v1/models/([^/:]+)(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?:(classify|regress|predict))";
+    R"((?i)/v1/models/([^/:]+)(?:(?:/versions/(\d+))|(?:/labels/([^/:]+)))?:(classify|regress|predict))";
 const char* const kModelStatusApiRegex =
-    R"((?i)/v1/models(?:/([^/:]+))?(?:(?:/versions/(\d+))|(?:/labels/(\w+)))?(?:\/(metadata))?)";
+    R"((?i)/v1/models(?:/([^/:]+))?(?:(?:/versions/(\d+))|(?:/labels/([^/:]+)))?(?:\/(metadata))?)";
 
 void AddHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Content-Type", "application/json"});
@@ -55,6 +56,27 @@ Status FillModelSpecWithNameVersionAndLabel(
   return Status::OK();
 }
 
+bool DecodeArg(string* arg) {
+  static const bool run_once ABSL_ATTRIBUTE_UNUSED = [&]() {
+    curl_global_init(CURL_GLOBAL_ALL);
+    return true;
+  }();
+  CURL* curl = curl_easy_init();
+  if (curl != nullptr) {
+    int outlength;
+    char* cres =
+        curl_easy_unescape(curl, arg->c_str(), arg->size(), &outlength);
+    if (cres == nullptr) {
+      return false;
+    }
+    arg->assign(cres, outlength);
+    curl_free(cres);
+    curl_easy_cleanup(curl);
+    return true;
+  }
+  return false;
+}
+
 Status ParseModelInfo(const absl::string_view http_method,
                       const absl::string_view request_path, string* model_name,
                       absl::optional<int64>* model_version,
@@ -73,7 +95,12 @@ Status ParseModelInfo(const absl::string_view http_method,
         string(request_path), kModelStatusApiRegex, model_name,
         &model_version_str, &model_version_label_str, model_subresource);
   }
-
+  if (!model_name->empty()) {
+    if (!DecodeArg(model_name)) {
+      return errors::InvalidArgument("Failed to decode model name:",
+                                     *model_name);
+    }
+  }
   if (!model_version_str.empty()) {
     int64 version;
     if (!absl::SimpleAtoi(model_version_str, &version)) {
@@ -83,6 +110,10 @@ Status ParseModelInfo(const absl::string_view http_method,
     *model_version = version;
   }
   if (!model_version_label_str.empty()) {
+    if (!DecodeArg(&model_version_label_str)) {
+      return errors::InvalidArgument("Failed to decode model version label:",
+                                     model_version_label_str);
+    }
     *model_version_label = model_version_label_str;
   }
   return Status::OK();
diff --git a/tensorflow_serving/model_servers/http_rest_api_util_test.cc b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
new file mode 100644
index 00000000000..bd318d2f768
--- /dev/null
+++ b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
@@ -0,0 +1,224 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/http_rest_api_util.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::HasSubstr;
+
+class HttpRestApiUtilTest : public ::testing::Test {};
+
+TEST_F(HttpRestApiUtilTest, TestParseModelInfoForGet) {
+  string model_name;
+  absl::optional<int64> model_version;
+  absl::optional<string> model_version_label;
+  string method;
+  string model_subresource;
+  bool parse_successful;
+
+  // Test reserved charactors in model name.
+  const absl::string_view request_path_1 =
+      "/v1/models/"
+      "modelname%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_1, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname!#$%&'()*+,/:;=?@[]");
+  EXPECT_TRUE(parse_successful);
+
+  // Test model version.
+  const absl::string_view request_path_2 = "/v1/models/modelname/versions/99";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_2, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version.value(), 99);
+  EXPECT_TRUE(parse_successful);
+
+  // Test labels.
+  const absl::string_view request_path_3 = "/v1/models/modelname/labels/latest";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_3, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version_label.value(), "latest");
+  EXPECT_TRUE(parse_successful);
+
+  // Test labels with reserved charactors.
+  const absl::string_view request_path_4 =
+      "/v1/models/modelname/labels/"
+      "latest%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_4, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version_label.value(), "latest!#$%&'()*+,/:;=?@[]");
+  EXPECT_TRUE(parse_successful);
+
+  // Test metadata.
+  const absl::string_view request_path_5 =
+      "/v1/models/modelname/labels/latest/metadata";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_5, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version_label.value(), "latest");
+  EXPECT_EQ(model_subresource, "metadata");
+  EXPECT_TRUE(parse_successful);
+
+  // Test metadata with reserved charactors.
+  const absl::string_view request_path_6 =
+      "/v1/models/"
+      "modelname%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D/"
+      "labels/latest%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D/"
+      "metadata";
+  TF_EXPECT_OK(ParseModelInfo("GET", request_path_6, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(model_version_label.value(), "latest!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(model_subresource, "metadata");
+  EXPECT_TRUE(parse_successful);
+
+  // Test failure cases.
+  TF_EXPECT_OK(ParseModelInfo("GET", "/v1/foo", &model_name, &model_version,
+                              &model_version_label, &method, &model_subresource,
+                              &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo("GET", "/v1/models/foo:predict", &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo("GET", "/v1/models/foo/version/50:predict",
+                              &model_name, &model_version, &model_version_label,
+                              &method, &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+}
+
+TEST_F(HttpRestApiUtilTest, TestParseModelInfoForPost) {
+  string model_name;
+  absl::optional<int64> model_version;
+  absl::optional<string> model_version_label;
+  string method;
+  string model_subresource;
+  bool parse_successful;
+
+  // Test reserved charactors in model name.
+  const absl::string_view request_path_1 =
+      "/v1/models/"
+      "modelname%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D:"
+      "predict";
+  TF_EXPECT_OK(ParseModelInfo("POST", request_path_1, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(method, "predict");
+  EXPECT_TRUE(parse_successful);
+
+  // Test model version.
+  const absl::string_view request_path_2 =
+      "/v1/models/modelname/versions/99:predict";
+  TF_EXPECT_OK(ParseModelInfo("POST", request_path_2, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version.value(), 99);
+  EXPECT_EQ(method, "predict");
+  EXPECT_TRUE(parse_successful);
+
+  // Test labels.
+  const absl::string_view request_path_3 =
+      "/v1/models/modelname/labels/latest:predict";
+  TF_EXPECT_OK(ParseModelInfo("POST", request_path_3, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version_label.value(), "latest");
+  EXPECT_EQ(method, "predict");
+  EXPECT_TRUE(parse_successful);
+
+  // Test labels with reserved charactors.
+  const absl::string_view request_path_4 =
+      "/v1/models/modelname/labels/"
+      "latest%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D:predict";
+  TF_EXPECT_OK(ParseModelInfo("POST", request_path_4, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname");
+  EXPECT_EQ(model_version_label.value(), "latest!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(method, "predict");
+  EXPECT_TRUE(parse_successful);
+
+  // Test reserved charactors in labels and model name.
+  const absl::string_view request_path_6 =
+      "/v1/models/"
+      "modelname%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D/"
+      "labels/"
+      "latest%21%23%24%25%26%27%28%29%2A%2B%2C%2F%3A%3B%3D%3F%40%5B%5D:predict";
+  TF_EXPECT_OK(ParseModelInfo("POST", request_path_6, &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_EQ(model_name, "modelname!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(model_version_label.value(), "latest!#$%&'()*+,/:;=?@[]");
+  EXPECT_EQ(method, "predict");
+  EXPECT_TRUE(parse_successful);
+
+  // Test failure cases.
+  TF_EXPECT_OK(ParseModelInfo("POST", "/v1/foo", &model_name, &model_version,
+                              &model_version_label, &method, &model_subresource,
+                              &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models", &model_name, &model_version,
+                              &model_version_label, &method, &model_subresource,
+                              &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models/foo/version/50:predict",
+                              &model_name, &model_version, &model_version_label,
+                              &method, &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models/foo/versions/string:predict",
+                              &model_name, &model_version, &model_version_label,
+                              &method, &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  auto status = ParseModelInfo(
+      "POST",
+      absl::StrCat("/v1/models/foo/versions/",
+                   std::numeric_limits<uint64>::max(), ":predict"),
+      &model_name, &model_version, &model_version_label, &method,
+      &model_subresource, &parse_successful);
+  EXPECT_TRUE(parse_successful);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
+  TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models/foo/metadata", &model_name,
+                              &model_version, &model_version_label, &method,
+                              &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+  TF_EXPECT_OK(ParseModelInfo(
+      "POST", "/v1/models/foo/versions/50/labels/some_label:regress",
+      &model_name, &model_version, &model_version_label, &method,
+      &model_subresource, &parse_successful));
+  EXPECT_FALSE(parse_successful);
+}
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 0ed23dfe3d02e8bfcf19907da4b3d764146eefc0 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Thu, 4 Feb 2021 14:39:45 -0800
Subject: [PATCH 4694/8103] Fixing MKL builds due to missing
 'build_with_openmp' option

---
 .bazelrc                                             | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index a759ad92eec..88b734df61b 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -11,7 +11,7 @@ build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
-build:mkl --define=build_with_mkl=true --define=enable_mkl=true
+build:mkl --define=build_with_mkl=true --define=enable_mkl=true --define=build_with_openmp=true
 build:mkl --define=tensorflow_mkldnn_contraction_kernel=0
 
 # This config option is used to enable MKL-DNN open source library only,
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 70c4c146f9e..26fb88bfac7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -119,8 +119,8 @@ RUN bazel build --color=yes --curses=yes \
     /tmp/pip/tensorflow_serving_api-*.whl && \
     rm -rf /tmp/pip
 
-# Copy MKL libraries
-RUN cp /root/.cache/bazel/_bazel_root/*/external/mkl_linux/lib/* /usr/local/lib
+# Copy openmp libraries
+# RUN cp /root/.cache/bazel/_bazel_root/*/external/mkl_linux/lib/* /usr/local/lib
 
 ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
 ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'

From ca1978c87edea586e3a231af6daca3f0450e1f35 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Thu, 4 Feb 2021 14:43:57 -0800
Subject: [PATCH 4695/8103] Copy 'libiomp5.so' libs

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 26fb88bfac7..c6e05e4de2b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -120,7 +120,7 @@ RUN bazel build --color=yes --curses=yes \
     rm -rf /tmp/pip
 
 # Copy openmp libraries
-# RUN cp /root/.cache/bazel/_bazel_root/*/external/mkl_linux/lib/* /usr/local/lib
+RUN cp /root/.cache/bazel/_bazel_root/*/execroot/tf_serving/bazel-out/k8-opt/bin/external/llvm_openmp/libiomp5.so /usr/local/lib/
 
 ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
 ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'

From 70efc4a6d2bfab6d0a6d53f5d72d38ad5cf594dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Feb 2021 18:01:35 -0800
Subject: [PATCH 4696/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac1f407b-b337-4989-987d-242eb51a8a00

PiperOrigin-RevId: 355752225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d323855cd3..2bf50fd3b9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "577b27b157a09ef5bf6912af0d53564397549b9d16f4bd6c4f1ebb553312174b",
-    git_commit = "3094612f3c964e89f0e98dfd6031052eec505fea",
+    sha256 = "23b3650f550d3486ad02e2cadee7560cc23e5a2ca8e76eba944dc29d8769a7c8",
+    git_commit = "e8081ab35308dbff3957490f85b1503303b9e8fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8b3f4d0f8bc8663fddda344b17f2bb1782a9cec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Feb 2021 12:01:47 -0800
Subject: [PATCH 4697/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e340c5e7-cfb8-4319-ba3b-b4ca9472da5d

PiperOrigin-RevId: 355898762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bf50fd3b9a..1588e89d898 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23b3650f550d3486ad02e2cadee7560cc23e5a2ca8e76eba944dc29d8769a7c8",
-    git_commit = "e8081ab35308dbff3957490f85b1503303b9e8fa",
+    sha256 = "dd2763d86dd8fbd1a092ea952b543267f85a9a53d88d8c7b6296b6db54da15bb",
+    git_commit = "ed22f400428a669c1c6e4553cd7f4900abeaf954",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 06fcebff0cd2f2b440e5393ee67e16137be6f58b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Feb 2021 18:01:35 -0800
Subject: [PATCH 4698/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5deb0aca-277d-4d4d-bf7d-281105f82716

PiperOrigin-RevId: 355965097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1588e89d898..722bcf2c193 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd2763d86dd8fbd1a092ea952b543267f85a9a53d88d8c7b6296b6db54da15bb",
-    git_commit = "ed22f400428a669c1c6e4553cd7f4900abeaf954",
+    sha256 = "a66ed4dbaff46d4c479f4a22c5bbdb9e8db4a5ef6b72eda8b1de7c8e261c83df",
+    git_commit = "4413f34d5cf499df99999cb1d99d6021cbd99e13",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 702a9c1de21811e8bd765e31f7a16b191e600ad4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Feb 2021 00:01:50 -0800
Subject: [PATCH 4699/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c91e7ac4-9f5e-4d3d-8e02-2b67c9aea63f

PiperOrigin-RevId: 355997508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 722bcf2c193..4b1769ff10c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a66ed4dbaff46d4c479f4a22c5bbdb9e8db4a5ef6b72eda8b1de7c8e261c83df",
-    git_commit = "4413f34d5cf499df99999cb1d99d6021cbd99e13",
+    sha256 = "ea60b74ed0649d94742eed3d95df83b4f49511159b9e69df9711e1d3a640105b",
+    git_commit = "5cac4cf3c9987b6b98b38b6ceffc313167f538c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50de41d8fdd641179306a979c96c1c0ef3cf92d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Feb 2021 06:01:30 -0800
Subject: [PATCH 4700/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/baffd680-91ec-4e6d-83e3-9295c6987ff8

PiperOrigin-RevId: 356022356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b1769ff10c..6de49612041 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea60b74ed0649d94742eed3d95df83b4f49511159b9e69df9711e1d3a640105b",
-    git_commit = "5cac4cf3c9987b6b98b38b6ceffc313167f538c3",
+    sha256 = "9410d097f4deaca096ed185c3c711c1a32c7b006f6dc08fcb6ef7df3204d91b2",
+    git_commit = "35e18e3e7a698f7e94c6dc19162734f4e1cd162d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44e0a4debd33fafbe06d2012300ef241375d541c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Feb 2021 18:01:15 -0800
Subject: [PATCH 4701/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/42f12409-8ec5-47de-b575-d44b160564b0

PiperOrigin-RevId: 356070668
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6de49612041..82bf84a1891 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9410d097f4deaca096ed185c3c711c1a32c7b006f6dc08fcb6ef7df3204d91b2",
-    git_commit = "35e18e3e7a698f7e94c6dc19162734f4e1cd162d",
+    sha256 = "2bd5c4183a5c3dee34cb74b7ed1b3b6e7e4eb5a1694fc605b0a6dd845ce8ba69",
+    git_commit = "3972968db9950d9c76c190b42eac4447184f6c06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa2ea2c446d3f150be6dd6d1e9c7e52fcc98294a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Feb 2021 06:01:32 -0800
Subject: [PATCH 4702/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26ee6574-46c2-4fff-b9f8-5085444f6ee7

PiperOrigin-RevId: 356119817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82bf84a1891..c1ea7d6709e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2bd5c4183a5c3dee34cb74b7ed1b3b6e7e4eb5a1694fc605b0a6dd845ce8ba69",
-    git_commit = "3972968db9950d9c76c190b42eac4447184f6c06",
+    sha256 = "c8ac52b2558d5c87a20e16eb2041e1bb7a6b6f8d3b89ec2d3e2acfc88d831bce",
+    git_commit = "b8d2a994e4fda783f27894689b85c73581998407",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fec1d5db3cec6c81635e6f77923f3112f09a0289 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Sun, 7 Feb 2021 17:10:21 -0800
Subject: [PATCH 4703/8103] Implement batch parallelism for tflite sessions

PiperOrigin-RevId: 356167118
---
 tensorflow_serving/model_servers/main.cc      |   9 +-
 tensorflow_serving/model_servers/server.cc    |   5 +-
 tensorflow_serving/model_servers/server.h     |   3 +-
 tensorflow_serving/servables/tensorflow/BUILD |  38 ++
 .../tensorflow/saved_model_bundle_factory.cc  |  13 +-
 .../tensorflow/session_bundle_config.proto    |   7 +-
 .../testdata/parse_example_tflite.py          |   5 +-
 .../00000123/model.tflite                     | Bin 1792 -> 1584 bytes
 .../tensorflow/tflite_interpreter_pool.cc     | 246 +++++++++--
 .../tensorflow/tflite_interpreter_pool.h      | 177 +++++++-
 .../tflite_interpreter_pool_test.cc           | 269 ++++++++++++
 .../servables/tensorflow/tflite_session.cc    | 394 ++++++++++++------
 .../servables/tensorflow/tflite_session.h     |  29 +-
 .../tensorflow/tflite_session_main.cc         |   6 +-
 .../tensorflow/tflite_session_test.cc         | 152 +++++--
 15 files changed, 1107 insertions(+), 246 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2d4f257d951..a83f95cce66 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -213,11 +213,18 @@ int main(int argc, char** argv) {
                        "If no TensorFlow Lite model found, fallback to "
                        "TensorFlow model."),
       tensorflow::Flag(
-          "num_tflite_interpreters", &options.num_tflite_interpreters,
+          "num_tflite_pools", &options.num_tflite_pools,
           "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
           "in an interpreter pool of TfLiteSession. Typically there is one "
           "TfLiteSession for each TF Lite model that is loaded. If not "
           "set, will be auto set based on number of CPUs."),
+      tensorflow::Flag(
+          "num_tflite_interpreters_per_pool",
+          &options.num_tflite_interpreters_per_pool,
+          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
+          "in an interpreter pool of TfLiteSession. Typically there is one "
+          "TfLiteSession for each TF Lite model that is loaded. If not "
+          "set, will be 1."),
       tensorflow::Flag(
           "enable_signature_method_name_check",
           &options.enable_signature_method_name_check,
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 6dfabae994e..0e4ca2343c6 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -277,8 +277,9 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.remove_unused_fields_from_bundle_metagraph);
     session_bundle_config.set_prefer_tflite_model(
         server_options.prefer_tflite_model);
-    session_bundle_config.set_num_tflite_interpreters(
-        server_options.num_tflite_interpreters);
+    session_bundle_config.set_num_tflite_interpreters_per_pool(
+        server_options.num_tflite_interpreters_per_pool);
+    session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
     options.platform_config_map =
         CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index d06d2499867..bcb55db1592 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -88,7 +88,8 @@ class Server {
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool prefer_tflite_model = false;
-    tensorflow::int32 num_tflite_interpreters = port::NumSchedulableCPUs();
+    tensorflow::int32 num_tflite_pools = port::NumSchedulableCPUs();
+    tensorflow::int32 num_tflite_interpreters_per_pool = 1;
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8350bfdf6db..04ddf572452 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -325,17 +325,25 @@ cc_library(
         ":serving_session",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/synchronization",
+        "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:session_options",
+        "@org_tensorflow//tensorflow/lite:external_cpu_backend_context",
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
+        "@org_tensorflow//tensorflow/lite/kernels:cpu_backend_context",
         "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
+        "@org_tensorflow//tensorflow/lite/kernels/internal:tensor_utils",
         "@org_tensorflow//tensorflow/lite/kernels/parse_example",
+        "@org_tensorflow//tensorflow/lite/profiling:profile_summarizer",
+        "@org_tensorflow//tensorflow/lite/profiling:profile_summary_formatter",
+        "@org_tensorflow//tensorflow/lite/profiling:profiler",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
@@ -362,6 +370,36 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:string_util",
+        "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite:version",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
+    ],
+)
+
+cc_test(
+    name = "tflite_interpreter_pool_test",
+    size = "small",
+    srcs = ["tflite_interpreter_pool_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:parse_example_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
+    ],
+    deps = [
+        ":tflite_session_lib",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/flags:flag",
+        "@com_google_protobuf//:protobuf",
+        "@flatbuffers",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite:version",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index d4818543943..2367ebe9b9d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -63,7 +63,8 @@ Status ParseFixedInputTensors(
 const char kTfLiteModelFilename[] = "model.tflite";
 
 Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
-                       int num_interpreters) {
+                       const SessionOptions& options, int num_interpreter_pools,
+                       int num_interpreters_per_pool) {
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
@@ -80,8 +81,9 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
 
   std::unique_ptr<TfLiteSession> tflite_session;
   TF_RETURN_IF_ERROR(TfLiteSession::Create(
-      std::move(model_bytes), &tflite_session,
-      bundle->meta_graph_def.mutable_signature_def(), num_interpreters));
+      std::move(model_bytes), options, num_interpreter_pools,
+      num_interpreters_per_pool, &tflite_session,
+      bundle->meta_graph_def.mutable_signature_def()));
   bundle->session = std::move(tflite_session);
   return Status::OK();
 }
@@ -145,8 +147,9 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   }();
 
   if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
-    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get(),
-                                       config_.num_tflite_interpreters()));
+    TF_RETURN_IF_ERROR(LoadTfLiteModel(
+        path, bundle->get(), session_options, config_.num_tflite_pools(),
+        config_.num_tflite_interpreters_per_pool()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index e6fdae3df10..ae4eef45140 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -97,7 +97,12 @@ message SessionBundleConfig {
   // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
   //
   // Number of TFLite interpreters in an interpreter pool of TfLiteSession.
-  int32 num_tflite_interpreters = 785;
+  int32 num_tflite_interpreters_per_pool = 785;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Number of TFLite interpreter pools in a TfLiteSession.
+  int32 num_tflite_pools = 786;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
index dd389f74b67..854322a9f08 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
@@ -79,9 +79,8 @@ def _generate_tflite_for_parse_example_with_string(export_dir):
                                   _get_feature_spec())
     converter = tf.lite.TFLiteConverter.from_session(
         sess, [serialized_tf_example], [tf_example["x"], tf_example["y"]])
-    converter.target_spec.supported_ops = [
-        tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
-    ]
+    converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS]
+    converter.allow_custom_ops = True
     tflite_model = converter.convert()
     predict_signature_def = _build_predict_signature(serialized_tf_example,
                                                      tf_example["x"],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite
index 831eb985bcd45f378acc4a2df8e2c98fb108faf3..4fa12ea0237d6e16f13896469622903fe319f16d 100644
GIT binary patch
delta 139
zcmZqR+rTqHh3N|GMzv>*LI!{S|7Sn~4u2-gG1UnkKoh<&c`cJQ*Ak$@89>~@F!>Xc
zk-7<xsRG0-Kr9Nxd8N7W#RZ8)#i<O8JdBKt3@l74j0_B$#aS*giSPjx1c2mRD-v@H
Ka#F*L7#IM2sUQLX

delta 324
zcmdnM)4(@Dg=qoXMzv>*LMgxh|7Sn~CBG-jG1UovK@(<~yq3wDtALS#Aq9v-7$<*X
zGOA|)GCu(IvH<a8Am$55EGkZQtw_u*$Vm+|VmK*;CL+av47CKf*g{fL^NLf2*tl4X
zm>Ai$gt&N$3qXd%msA#{77H<PF=$C}2^A%#r>CaG7Z>DYmLO#Okfh2Ib4rml32<@c
zmF5C<fD992l3>u1<Kh9^6<?f@2r`<Fi^qyZh>3#{LK?|Vj%SqRWMH~|Mnr@~gK@Jr
T^F<~JA)v3^a#AbMJjMV3`NC16

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 4b2e846d917..b459b0f8b8e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -15,9 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
+#include <limits>
 #include <memory>
 #include <vector>
 
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
@@ -26,64 +28,236 @@ namespace tensorflow {
 namespace serving {
 namespace internal {
 
-Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-    const tflite::FlatBufferModel& model, int num_interpreters,
+TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
+    std::unique_ptr<tflite::Interpreter> interpreter)
+    :
+#ifdef TFLITE_PROFILE
+      interpreter_(std::move(interpreter)),
+      fixed_batch_size_(fixed_batch_size),
+      max_num_entries_(TFLITE_PROFILE_EVENTS),
+      profiler_(max_num_entries_)
+#else
+      interpreter_(std::move(interpreter))
+#endif
+{
+#ifdef TFLITE_PROFILE
+  interpreter_->SetProfiler(&profiler_);
+#endif
+  for (const int& idx : interpreter_->inputs()) {
+    const auto* tflite_tensor = interpreter_->tensor(idx);
+    if (tflite_tensor->type == kTfLiteString) {
+      tensor_buffer_.emplace(idx,
+                             std::unique_ptr<char>(tflite_tensor->data.raw));
+      tensor_buffer_max_bytes_[idx] = 0;
+    }
+  }
+}
+
+tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
+    const gtl::ArraySlice<tensorflow::tstring>& batch,
+    TfLiteTensor* tflite_tensor, int tensor_index) {
+  // Format of the buffer for tflite:
+  //   [0] number of strings (int32_t)
+  //   [4] offset of each string (int32_t)
+  //   [sizeof(int32_t) * (num_strings + 1)]] total size of strings
+  //   [sizeof(int32_t) * (num_strings + 2)] batch.data()
+  int32_t num_strings = batch.size();
+  offset_.clear();
+  size_t total_size = 0;
+  offset_.push_back(static_cast<int32_t>(total_size));
+  for (int i = 0; i < num_strings; i++) {
+    total_size += batch[i].size();
+    offset_.push_back(static_cast<int32_t>(total_size));
+  }
+  size_t required_bytes = total_size + sizeof(int32_t) * (num_strings + 2);
+  if (tensor_buffer_.find(tensor_index) == tensor_buffer_.end()) {
+    return errors::Internal("Tensor input for index not found: ", tensor_index);
+  }
+  if (tensor_buffer_max_bytes_[tensor_index] > 0 &&
+      required_bytes > tensor_buffer_max_bytes_[tensor_index]) {
+    tensor_buffer_max_bytes_[tensor_index] = 0;
+  }
+
+  if (tensor_buffer_max_bytes_[tensor_index] == 0) {
+    tensor_buffer_[tensor_index].reset(
+        reinterpret_cast<char*>(malloc(required_bytes)));
+    tensor_buffer_max_bytes_[tensor_index] = required_bytes;
+  } else {
+    tensor_buffer_[tensor_index].reset(tflite_tensor->data.raw);
+  }
+  memcpy(tensor_buffer_[tensor_index].get(), &num_strings, sizeof(int32_t));
+  int32_t start = sizeof(int32_t) * (num_strings + 2);
+  for (size_t i = 0; i < offset_.size(); i++) {
+    size_t size_offset_i = start + offset_[i];
+    if (size_offset_i > std::numeric_limits<int32_t>::max()) {
+      return errors::Internal("Invalid size, string input too large:",
+                              size_offset_i);
+    }
+    int32_t offset_i = static_cast<int32_t>(size_offset_i);
+    memcpy(tensor_buffer_[tensor_index].get() + sizeof(int32_t) * (i + 1),
+           &offset_i, sizeof(int32_t));
+  }
+  for (int i = 0; i < num_strings; i++) {
+    memcpy(tensor_buffer_[tensor_index].get() + start, batch[i].data(),
+           batch[i].size());
+    start += batch[i].size();
+  }
+
+  // tflite_tensor will take ownership of the pointer.
+  tflite_tensor->data.raw = tensor_buffer_[tensor_index].release();
+  tflite_tensor->bytes = required_bytes;
+  tflite_tensor->allocation_type = kTfLiteDynamic;
+  return Status::OK();
+}
+
+TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
+#ifdef TFLITE_PROFILE
+  if (invocation_count_ > 0) {
+    profiler_.Reset();
+    profiler_.StartProfiling();
+  }
+#endif
+  auto status = interpreter_->Invoke();
+#ifdef TFLITE_PROFILE
+  if (invocation_count_ > 0) {
+    profiler_.StopProfiling();
+    auto profile_events = profiler_.GetProfileEvents();
+    run_summarizer_.ProcessProfiles(profile_events, *interpreter_);
+  }
+  if (invocation_count_++ >= MAX_PROFILE_EVENTS) {
+    WriteProfileData();
+    run_summarizer_.Clear();
+    invocation_count_ = 0;
+  }
+#endif
+  return status;
+}
+
+tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+    const tflite::FlatBufferModel& model, bool run_in_caller,
+    bool use_batch_parallelism, int batch_pool_size, int id,
+    const tensorflow::SessionOptions& options,
     std::unique_ptr<TfLiteInterpreterPool>& pool) {
+  // If can't use_batch_parallelism or pool size is 1,
+  // just use 1 interpreter and run in caller.
+  if (!use_batch_parallelism || batch_pool_size == 1) {
+    run_in_caller = true;
+    batch_pool_size = 1;
+    use_batch_parallelism = false;
+  }
+  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool;
+  int num_interpreters = run_in_caller ? 1 : 0;
+  if (!run_in_caller || use_batch_parallelism) {
+    thread_pool.reset(new tensorflow::thread::ThreadPool(
+        options.env, tensorflow::ThreadOptions(),
+        absl::StrCat(kTfLiteThreadPoolName, id), batch_pool_size, false,
+        nullptr));
+    num_interpreters += thread_pool->NumThreads();
+  }
+
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
   // TODO(b/165643512): Remove adding Hashtable to resolver by default.
   tflite::ops::custom::AddHashtableOps(&resolver);
-  tflite::ops::custom::AddParseExampleOp(&resolver);
-  num_interpreters = std::max(num_interpreters, 1);
+  int fixed_batch_size = 1;
+  if (use_batch_parallelism) {
+    if (num_interpreters < 1) {
+      return errors::InvalidArgument(
+          "CreateTfLiteInterpreterPool requested ",
+          "invalid number of interpreters: ", num_interpreters);
+    }
+    fixed_batch_size =
+        (kInitialBatchSize + num_interpreters - 1) / num_interpreters;
+  }
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters;
 
-  std::vector<std::unique_ptr<tflite::Interpreter>> interpreters;
-  interpreters.reserve(num_interpreters);
   for (int i = 0; i < num_interpreters; i++) {
     std::unique_ptr<tflite::Interpreter> interpreter;
-    if (tflite::InterpreterBuilder(model, resolver)(&interpreter) !=
-        kTfLiteOk) {
+    if (tflite::InterpreterBuilder(model, resolver)(
+            &interpreter, /*num_threads=*/1) != kTfLiteOk) {
       return errors::Internal(
           "Failed to create a TFLite interpreter with the given model");
     }
+    const int idx = interpreter->inputs()[0];
+    const auto* tensor = interpreter->tensor(idx);
+    if (tensor->type == kTfLiteString) {
+      interpreter->ResizeInputTensor(idx, {fixed_batch_size});
+    }
     if (interpreter->AllocateTensors() != kTfLiteOk) {
       return errors::Internal("Failed to allocate tensors");
     }
-    interpreters.push_back(std::move(interpreter));
+    interpreters.push_back(
+        std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter)));
+    interpreters.back()->SetMiniBatchSize(fixed_batch_size);
   }
-
-  pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
-  return Status::OK();
+  pool.reset(new TfLiteInterpreterPool(
+      id, std::move(interpreters), std::move(thread_pool), num_interpreters,
+      fixed_batch_size, use_batch_parallelism));
+  return tensorflow::Status::OK();
 }
 
 TfLiteInterpreterPool::TfLiteInterpreterPool(
-    std::vector<std::unique_ptr<tflite::Interpreter>> interpreters)
-    : interpreters_(std::move(interpreters)) {
-  auto num_interpreters = interpreters_.size();
-  available_.reserve(num_interpreters);
-  for (int i = 0; i < num_interpreters; i++) {
-    available_.push_back(interpreters_[i].get());
-  }
+    int id, std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
+    std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
+    int num_interpreters, int fixed_batch_size, bool use_batch_parallelism)
+    : id_(id),
+      interpreters_(std::move(interpreters)),
+      thread_pool_(std::move(thread_pool)),
+      num_interpreters_(num_interpreters),
+      fixed_batch_size_(fixed_batch_size),
+      use_batch_parallelism_(use_batch_parallelism) {}
+
+std::unique_ptr<TfLiteInterpreterWrapper>&
+TfLiteInterpreterPool::GetInterpreter(int interpreter_idx) {
+  return interpreters_[interpreter_idx];
 }
 
-std::unique_ptr<TfLiteInterpreterWrapper>
-TfLiteInterpreterPool::GetInterpreter() {
-  auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
-    return !this->available_.empty();
-  };
-  mutex_.LockWhen(absl::Condition(&interpreter_available));
-
-  tflite::Interpreter* interpreter = available_.back();
-  available_.pop_back();
-  mutex_.Unlock();
-  auto interpreter_wrapper =
-      std::make_unique<TfLiteInterpreterWrapper>(interpreter, this);
-  return interpreter_wrapper;
+namespace {
+
+bool IsBatchParallelizable(const tflite::Model* model) {
+  auto tflite_model = absl::make_unique<tflite::ModelT>();
+  model->UnPackTo(tflite_model.get(), nullptr);
+  if (tflite_model->subgraphs.empty()) {
+    return false;
+  }
+  const auto& subgraph = tflite_model->subgraphs[0];
+  if (subgraph->inputs.size() != 1) {
+    return false;
+  }
+  int input_tensor_id = subgraph->inputs[0];
+  const std::vector<string> supported_ops = {"ParseExample", "ParseExampleV2"};
+  for (size_t op_idx = 0; op_idx < subgraph->operators.size(); op_idx++) {
+    tflite::OperatorT* op = subgraph->operators[op_idx].get();
+    if (std::find(op->inputs.begin(), op->inputs.end(), input_tensor_id) !=
+        op->inputs.end()) {
+      const std::string& custom_code =
+          tflite_model->operator_codes[op->opcode_index]->custom_code;
+      return std::find(supported_ops.begin(), supported_ops.end(),
+                       custom_code) != supported_ops.end();
+    }
+  }
+  return false;
 }
 
-void TfLiteInterpreterPool::ReturnInterpreter(
-    tflite::Interpreter* interpreter) {
-  absl::MutexLock l(&mutex_);
-  available_.push_back(interpreter);
+}  // namespace
+
+tensorflow::Status TfLiteSessionPool::CreateTfLiteSessionPool(
+    const tflite::FlatBufferModel* model,
+    const tensorflow::SessionOptions& options, bool run_in_caller,
+    int pool_size, int batch_pool_size,
+    std::unique_ptr<TfLiteSessionPool>& tflite_session_pool) {
+  bool use_batch_parallelism = IsBatchParallelizable(model->GetModel());
+  std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools;
+  for (int i = 0; i < pool_size; i++) {
+    std::unique_ptr<TfLiteInterpreterPool> pool;
+    TF_RETURN_IF_ERROR(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+        *model, run_in_caller, use_batch_parallelism, batch_pool_size, i,
+        options, pool));
+    pools.push_back(std::move(pool));
+  }
+  tflite_session_pool.reset(new TfLiteSessionPool(std::move(pools)));
+  return tensorflow::Status::OK();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
index c18a138ec55..9ac320be379 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -21,54 +21,185 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
-#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/common_runtime/process_util.h"
+#include "tensorflow/core/lib/gtl/array_slice.h"
+#include "tensorflow/core/platform/cpu_info.h"
+#include "tensorflow/core/platform/tstring.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tensorflow/lite/c/common.h"
 #include "tensorflow/lite/model.h"
+#ifdef TFLITE_PROFILE
+#ifndef TFLITE_PROFILE_EVENTS
+#define TFLITE_PROFILE_EVENTS 2000
+#endif
+#include "tensorflow/lite/profiling/buffered_profiler.h"
+#include "tensorflow/lite/profiling/profile_summarizer.h"
+#include "tensorflow/lite/profiling/profile_summary_formatter.h"
+#endif
+#include "tensorflow/lite/string_util.h"
 
 namespace tensorflow {
 namespace serving {
 namespace internal {
 
+constexpr char kTfLiteThreadPoolName[] = "tflite_compute";
+
+constexpr int kInitialBatchSize = 500;
+
 class TfLiteInterpreterWrapper;
 
-// A TFLite interpreter pool to maintain pre-created tflite::Interpreter
-// objects. This class is thread-safe.
+// A TFLite batch pool to maintain pre-created tflite::Interpreter
+// objects.
 class TfLiteInterpreterPool {
  public:
-  // Create an interpreter pool with the given TFLite model and number of
-  // interpreters. The model must outlive the returned pool instance.
+  // Create a vector of TfLiteInterpreterWrapper objects with the given TFLite
+  // FlatBufferModel `model`.
+  // The number of created interpreters will depend on batch_pool_size,
+  // whether the calling thread requires a  interpreter, `run_in_caller`, and
+  // whether the model can make use of batch parallelism.
+  // If the model cannot make use of batch parallelism, only
+  // a single interpreter will be created. Otherwise, the setting is set by
+  // batch_pool_size + 1 if run_in_caller is true.
+  // The model must outlive the returned pool instance.
   static Status CreateTfLiteInterpreterPool(
-      const tflite::FlatBufferModel& model, int num_interpreters,
+      const tflite::FlatBufferModel& model, bool run_in_caller,
+      bool use_batch_parallelism, int batch_pool_size, int id,
+      const tensorflow::SessionOptions& options,
       std::unique_ptr<TfLiteInterpreterPool>& pool);
-  // Returns a TFLite interpreter wrapper object. Caller may *block* waiting for
-  // a free interpreter to be available.
-  std::unique_ptr<TfLiteInterpreterWrapper> GetInterpreter();
+
+  // The allocated batch size of the TfLite interpreters.
+  int FixedBatchSize() { return fixed_batch_size_; }
+
+  // Returns an interpreter wrapper from the pool at the given index.
+  std::unique_ptr<TfLiteInterpreterWrapper>& GetInterpreter(
+      int interpreter_idx);
+
+  // The Id of the interpreterwrapper object, used to target a specific
+  // interpreterwrapper.
+  const int Id() { return id_; }
+
+  // Number of interpreters.
+  const int NumInterpreters() { return num_interpreters_; }
+
+  // Returns a ThreadPool for use with each interpreter, will be null
+  // if using run_in_caller and only 1 interpreter.
+  tensorflow::thread::ThreadPool* ThreadPool() { return thread_pool_.get(); }
+
+  // Returns whether the pool is configured to use batch parallelism.
+  const bool UseBatchParallelism() { return use_batch_parallelism_; }
 
  private:
   TfLiteInterpreterPool(
-      std::vector<std::unique_ptr<tflite::Interpreter>> interpreters);
-  void ReturnInterpreter(tflite::Interpreter* interpreter);
-  mutable absl::Mutex mutex_;
+      int id,
+      std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
+      std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
+      int num_interpreters, int fixed_batch_size, bool use_batch_parallelism);
+  int id_;
   // A vector to maintain pointers of available interpreters
-  std::vector<tflite::Interpreter*> available_ ABSL_GUARDED_BY(mutex_);
-  const std::vector<std::unique_ptr<tflite::Interpreter>> interpreters_;
-
-  friend TfLiteInterpreterWrapper;
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters_;
+  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool_;
+  int num_interpreters_;
+  int fixed_batch_size_;
+  bool use_batch_parallelism_ = false;
 };
 
 // A TFLite interpreter wrapper class which automatically returns used
 // interpreter object to TfLiteInterpreterPool.
 class TfLiteInterpreterWrapper {
  public:
-  TfLiteInterpreterWrapper(tflite::Interpreter* interpreter,
-                           TfLiteInterpreterPool* pool)
-      : interpreter_(interpreter), pool_(pool) {}
+  // Constructor for wrapper takes only an initialized interpreter.
+  TfLiteInterpreterWrapper(std::unique_ptr<tflite::Interpreter> interpreter);
+
+  // Returns the underlying interpreter.
+  tflite::Interpreter* Get() { return interpreter_.get(); }
+
+  // If using parallelism, get the allocated batch size of the interpreter.
+  int GetMiniBatchSize() { return mini_batch_size_; }
+
+  // Set the batch size.
+  void SetMiniBatchSize(int mini_batch_size) {
+    mini_batch_size_ = mini_batch_size;
+  }
+
+  // Invokes the interpreter.
+  TfLiteStatus Invoke();
+#ifdef TFLITE_PROFILE
+  void WriteOutput(const std::string& header, const string& data,
+                   std::ostream* stream) {
+    (*stream) << header << std::endl;
+    (*stream) << data << std::endl;
+  }
+
+  void WriteProfileData() {
+    if (run_summarizer_.HasProfiles()) {
+      WriteOutput("Operator-wise Profiling Info for Regular Benchmark Runs:",
+                  run_summarizer_.GetOutputString(), &std::cout);
+    }
+  }
+#endif
+
+  // Sets the contents of the internal buffer _tensor_buffer_ to the tflite
+  // formatted string buffer equivalent stored in `batch` and sets
+  // raw pointer of `tflite_tensor` to the internal buffer. If the required
+  // size is larger than the current size, will allocate new memory and
+  // free the existing buffer.
+  tensorflow::Status SetStringData(
+      const gtl::ArraySlice<tensorflow::tstring>& batch,
+      TfLiteTensor* tflite_tensor, int tensor_index);
 
-  ~TfLiteInterpreterWrapper() { pool_->ReturnInterpreter(interpreter_); }
-  tflite::Interpreter* Get() { return interpreter_; }
+ private:
+  std::unique_ptr<tflite::Interpreter> interpreter_;
+  int mini_batch_size_ = 1;
+  std::map<int, std::unique_ptr<char>> tensor_buffer_;
+  std::map<int, size_t> tensor_buffer_max_bytes_;
+  std::vector<int32_t> offset_;
+#ifdef TFLITE_PROFILE
+  int max_num_entries_;
+  tflite::profiling::ProfileSummarizer run_summarizer_;
+  tflite::profiling::BufferedProfiler profiler_;
+  int invocation_count_ = 0;
+#endif
+};
+
+// Contains a vector of TfLiteInterpreterPool, which are protected by mutex.
+// When GetInterpreterPool is called, will either release a unique ptr to the
+// caller or block if the vector is empty.
+class TfLiteSessionPool {
+ public:
+  // Creates a TfLiteSessionPool with model, session options,
+  // whether to run in caller thread, pool_size and batch_pool_size for
+  // each InterpreterPool.
+  static tensorflow::Status CreateTfLiteSessionPool(
+      const tflite::FlatBufferModel* model,
+      const tensorflow::SessionOptions& options, bool run_in_caller,
+      int pool_size, int batch_pool_size,
+      std::unique_ptr<TfLiteSessionPool>& tflite_session_pool);
+
+  // Returns a TFLite interpreter pool object. Caller may *block* waiting for
+  // a free interpreter pool to be available.
+  std::unique_ptr<TfLiteInterpreterPool> GetInterpreterPool() {
+    auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
+      return !this->available_.empty();
+    };
+    mutex_.LockWhen(absl::Condition(&interpreter_available));
+    auto pool = std::move(available_.back());
+    available_.pop_back();
+    mutex_.Unlock();
+    return pool;
+  }
+
+  // Returns an interpreter pool to the available pool.
+  void ReturnInterpreterPool(std::unique_ptr<TfLiteInterpreterPool> pool) {
+    absl::MutexLock l(&mutex_);
+    available_.emplace_back(std::move(pool));
+  }
 
  private:
-  tflite::Interpreter* const interpreter_;
-  TfLiteInterpreterPool* const pool_;
+  TfLiteSessionPool(std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools)
+      : available_(std::move(pools)) {}
+  mutable absl::Mutex mutex_;
+  std::vector<std::unique_ptr<TfLiteInterpreterPool>> available_
+      ABSL_GUARDED_BY(mutex_);
 };
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
new file mode 100644
index 00000000000..c5dc1ad5f2d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -0,0 +1,269 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
+
+#include <memory>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/lite/kernels/parse_example/parse_example.h"
+#include "tensorflow/lite/kernels/register.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+using tensorflow::gtl::ArraySlice;
+
+constexpr char kParseExampleModel[] =
+    "/servables/tensorflow/testdata/parse_example_tflite/00000123/"
+    "model.tflite";
+
+constexpr char kMobileNetModel[] =
+    "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
+    "model.tflite";
+
+TEST(TfLiteInterpreterPool, CreateTfLiteInterpreterPoolTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int id = 0;
+  bool use_batch_parallelism = false;
+  int batch_pool_size = 1;
+  bool run_in_caller = true;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteInterpreterPool> pool;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), id);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
+  pool.reset();
+  run_in_caller = false;
+  use_batch_parallelism = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
+  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
+  pool.reset();
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 2) / batch_pool_size);
+  pool.reset();
+  use_batch_parallelism = false;
+  run_in_caller = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
+  ASSERT_EQ(pool->ThreadPool(), nullptr);
+  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
+  pool.reset();
+  use_batch_parallelism = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size + 1);
+  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
+  pool.reset();
+}
+
+TEST(TfLiteSessionPool, CreateTfLiteSessionPoolTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int pool_size = 1;
+  int batch_pool_size = 2;
+  bool run_in_caller_thread = false;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteSessionPool> session_pool;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+  auto pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), 0);
+  ASSERT_EQ(pool->FixedBatchSize(),
+            (kInitialBatchSize + batch_pool_size - 1) / batch_pool_size);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+
+  pool_size = 2;
+  batch_pool_size = 2;
+  run_in_caller_thread = false;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 1) / 2);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+}
+
+TEST(TfLiteSessionPool, CreateTfLiteSessionPoolNotBatchParallelTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kMobileNetModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int pool_size = 1;
+  int batch_pool_size = 1;
+  bool run_in_caller_thread = false;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteSessionPool> session_pool;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  auto pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->Id(), 0);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+
+  pool_size = 2;
+  batch_pool_size = 2;
+  run_in_caller_thread = false;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->Id(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+}
+
+int GetTensorSize(const TfLiteTensor* tflite_tensor) {
+  int size = 1;
+  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
+    size *= tflite_tensor->dims->data[i];
+  }
+  return size;
+}
+
+template <typename T>
+std::vector<T> ExtractVector(const TfLiteTensor* tflite_tensor) {
+  const T* v = reinterpret_cast<T*>(tflite_tensor->data.raw);
+  return std::vector<T>(v, v + GetTensorSize(tflite_tensor));
+}
+
+template <>
+std::vector<std::string> ExtractVector(const TfLiteTensor* tflite_tensor) {
+  std::vector<std::string> out;
+  for (int i = 0; i < tflite::GetStringCount(tflite_tensor); ++i) {
+    auto ref = tflite::GetString(tflite_tensor, i);
+    out.emplace_back(ref.str, ref.len);
+  }
+  return out;
+}
+
+TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
+  std::unique_ptr<tflite::Interpreter> interpreter;
+  ASSERT_EQ(tflite::InterpreterBuilder(*model, resolver)(&interpreter,
+                                                         /*num_threads=*/1),
+            kTfLiteOk);
+  ASSERT_EQ(interpreter->inputs().size(), 1);
+  const int idx = interpreter->inputs()[0];
+  auto* tensor = interpreter->tensor(idx);
+  ASSERT_EQ(tensor->type, kTfLiteString);
+  int fixed_batch_size = 10;
+  int actual_batch_size = 3;
+  interpreter->ResizeInputTensor(idx, {fixed_batch_size});
+  ASSERT_EQ(interpreter->AllocateTensors(), kTfLiteOk);
+  auto interpreter_wrapper =
+      std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter));
+  interpreter_wrapper->SetMiniBatchSize(fixed_batch_size);
+  ASSERT_EQ(interpreter_wrapper->GetMiniBatchSize(), fixed_batch_size);
+  std::vector<tensorflow::tstring> data;
+  std::vector<float> expected_floats;
+  std::vector<std::string> expected_strs;
+  for (int i = 0; i < actual_batch_size; ++i) {
+    tensorflow::Example example;
+    std::string str;
+    auto* features = example.mutable_features();
+    const float f = i % 2 == 1 ? 1.0 : -1.0;
+    const std::string s = i % 2 == 1 ? "test" : "missing";
+    expected_floats.push_back(f);
+    expected_strs.push_back(s);
+    (*features->mutable_feature())["x"].mutable_float_list()->add_value(
+        expected_floats.back());
+    (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
+        expected_strs.back());
+    example.SerializeToString(&str);
+    data.push_back(str);
+  }
+  ASSERT_FALSE(interpreter_wrapper->SetStringData(data, tensor, -1) ==
+               Status::OK());
+  TF_ASSERT_OK(interpreter_wrapper->SetStringData(data, tensor, idx));
+  auto wrapped = interpreter_wrapper->Get();
+  ASSERT_EQ(wrapped->inputs().size(), 1);
+  int input_idx = wrapped->inputs()[0];
+  auto tflite_input_tensor = wrapped->tensor(input_idx);
+  ASSERT_EQ(GetTensorSize(tflite_input_tensor), fixed_batch_size);
+  ASSERT_EQ(tflite::GetStringCount(tflite_input_tensor), actual_batch_size);
+  auto input_strs = ExtractVector<std::string>(tflite_input_tensor);
+  EXPECT_THAT(input_strs, ::testing::ElementsAreArray(data));
+  ASSERT_EQ(interpreter_wrapper->Invoke(), kTfLiteOk);
+  const std::vector<int>& indices = wrapped->outputs();
+  auto* tflite_tensor = wrapped->tensor(indices[0]);
+  ASSERT_EQ(tflite_tensor->type, kTfLiteFloat32);
+  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
+  EXPECT_THAT(ArraySlice<float>(ExtractVector<float>(tflite_tensor).data(),
+                                actual_batch_size),
+              ::testing::ElementsAreArray(expected_floats));
+  tflite_tensor = wrapped->tensor(indices[1]);
+  ASSERT_EQ(tflite_tensor->type, kTfLiteString);
+  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
+  EXPECT_THAT(
+      ArraySlice<std::string>(ExtractVector<std::string>(tflite_tensor).data(),
+                              actual_batch_size),
+      ::testing::ElementsAreArray(expected_strs));
+}
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 7f90b0db8b5..03d475f7030 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -21,8 +21,13 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/c/common.h"
+#include "tensorflow/lite/kernels/cpu_backend_context.h"
+#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
+#include "tensorflow/lite/kernels/internal/tensor_utils.h"
+#include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
@@ -33,8 +38,6 @@ namespace tensorflow {
 namespace serving {
 
 // Map of TFLite tensor name to <TF TensorInfo, TFLite tensor index>.
-using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
-
 namespace {
 
 Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
@@ -136,139 +139,258 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
   return Status::OK();
 }
 
-std::vector<int> TensorDims(const Tensor& tensor) {
-  std::vector<int> dims;
-  dims.reserve(tensor.dims());
-  for (int i = 0; i < tensor.dims(); ++i) {
-    dims.push_back(static_cast<int>(tensor.dim_size(i)));
+std::vector<int> TensorDims(const Tensor* tensor) {
+  std::vector<int> dims(tensor->dims());
+  for (int i = 0; i < tensor->dims(); ++i) {
+    dims[i] = static_cast<int>(tensor->dim_size(i));
   }
   return dims;
 }
 
-Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
-                                 tflite::Interpreter* interpreter, int index) {
-  auto tflite_tensor = interpreter->tensor(index);
-  if (tflite_tensor == nullptr) {
-    return errors::InvalidArgument("Failed to get TFLite tensor: ", name,
-                                   " at index: ", index);
-  }
-
-  // Fast check for resize and reallocate for non-string data.
-  const auto& tensor_bytes = tensor.tensor_data();
-  bool needs_resize_and_realloc = (tflite_tensor->type != kTfLiteString) &&
-                                  (tensor_bytes.size() != tflite_tensor->bytes);
-
-  TfLiteIntArray* dims_array = nullptr;
-  if (tflite_tensor->type == kTfLiteString) {
-    // Slow check for string inputs.
-    dims_array = TfLiteIntArrayCreate(tensor.dims());
-    for (int i = 0; i < tensor.dims(); ++i) {
-      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
+// Create output tensors making sure they are the right size. //
+Status CreateOutputTensors(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::vector<string>& output_tensor_names,
+    const std::map<string, int>& output_tensor_to_idx,
+    std::map<int32_t, Tensor*>& tflite_idx_to_output_tensor,
+    std::vector<Tensor>* output_tensors, bool use_batch_parallelism = false,
+    int actual_batch_size = 0) {
+  output_tensors->reserve(output_tensor_names.size());
+  for (std::string tfname : output_tensor_names) {
+    auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
+    if (fix_status != Status::OK()) {
+      return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
+                              fix_status.error_message());
     }
-    const TfLiteIntArray* previous_dims_array = tflite_tensor->dims;
-    needs_resize_and_realloc =
-        !TfLiteIntArrayEqual(dims_array, previous_dims_array);
-  }
-
-  if (needs_resize_and_realloc) {
-    // Slow path: needs resize+realloc.
-    // TODO(b/140959776): Reduce the chance of taking this path by either
-    // having multiple instances of interpreter or sub-graphs for commonly
-    // used input sizes.
-    if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
-        kTfLiteOk) {
-      return errors::Internal("Failed to resize input tensor: ", name, " from ",
-                              tflite_tensor->bytes, " to ", tensor_bytes.size(),
-                              " bytes.");
+    const int tflite_idx = output_tensor_to_idx.at(tfname);
+    TensorShape tf_shape;
+    const auto& interpreter = interpreter_pool->GetInterpreter(0)->Get();
+    const auto* tflite_tensor = interpreter->tensor(tflite_idx);
+    if (use_batch_parallelism) {
+      tf_shape.AddDim(actual_batch_size);
+    } else if (tflite_tensor->dims->size > 0) {
+      tf_shape.AddDim(tflite_tensor->dims->data[0]);
     }
-    if (interpreter->AllocateTensors() != kTfLiteOk) {
-      return errors::Internal(
-          "Failed to AllocateTensors() due to change in input tensor ", name,
-          " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
-          " bytes.");
+    for (int i = 1; i < tflite_tensor->dims->size; ++i) {
+      tf_shape.AddDim(tflite_tensor->dims->data[i]);
     }
+    DataType tf_type;
+    TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+    output_tensors->emplace_back(tf_type, tf_shape);
+    tflite_idx_to_output_tensor[tflite_idx] = &output_tensors->back();
   }
+  return Status::OK();
+}
 
-  if (tflite_tensor->type != kTfLiteString) {
-    std::memcpy(tflite_tensor->data.raw, tensor_bytes.data(),
-                tensor_bytes.size());
-  } else {
-    tflite::DynamicBuffer buf;
-    auto tensor_vec = tensor.flat<tstring>();
-    for (int i = 0; i < tensor_vec.size(); i++) {
-      buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
+Status SetInputAndInvokeMiniBatch(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, const Tensor*>& tflite_idx_to_tf_input_tensor,
+    bool use_batch_parallelism = false, int32_t num_minibatches = 1,
+    int minibatch = 0) {
+  const auto& interpreter_wrapper = interpreter_pool->GetInterpreter(minibatch);
+  auto* interpreter = interpreter_wrapper->Get();
+  // Load input data from Tensorflow tensors.
+  for (const auto entry : tflite_idx_to_tf_input_tensor) {
+    int tflite_input_idx = entry.first;
+    auto tflite_input_tensor = interpreter->tensor(tflite_input_idx);
+    const auto* tf_input_tensor = entry.second;
+    if (tflite_input_tensor->type != kTfLiteString) {
+      if (use_batch_parallelism) {
+        return errors::Internal(
+            "Batch parallelism should not be enabled for non-string inputs");
+      }
+      auto tensor_bytes = tf_input_tensor->tensor_data();
+      if (tensor_bytes.size() != tflite_input_tensor->bytes) {
+        if (interpreter->ResizeInputTensor(
+                tflite_input_idx, TensorDims(tf_input_tensor)) != kTfLiteOk) {
+          return errors::Internal(
+              "Failed to resize input tensor: ", tflite_input_tensor->name,
+              " from ", tflite_input_tensor->bytes, " to ", tensor_bytes.size(),
+              " bytes.");
+        }
+        if (interpreter->AllocateTensors() != kTfLiteOk) {
+          return errors::Internal("Failed to allocate tensors");
+        }
+      }
+      std::memcpy(tflite_input_tensor->data.raw, tensor_bytes.data(),
+                  tensor_bytes.size());
+    } else {
+      // Copy the string tensor data to the input tflite tensor.
+      const int fixed_batch_size = interpreter_pool->FixedBatchSize();
+      const int actual_batch_size = entry.second->NumElements();
+      const int begin = fixed_batch_size * minibatch;
+      int end = static_cast<int>(actual_batch_size);
+      if (use_batch_parallelism) {
+        end = std::min(end, fixed_batch_size * (minibatch + 1));
+      }
+      const auto batch = gtl::ArraySlice<tstring>(entry.second->flat<tstring>())
+                             .subspan(begin, end - begin);
+      const int minibatch_size = batch.size();
+      // Always resize when not using parallelism.
+      const bool needs_resize =
+          use_batch_parallelism
+              ? minibatch_size > interpreter_wrapper->GetMiniBatchSize()
+              : minibatch_size != interpreter_wrapper->GetMiniBatchSize();
+      if (needs_resize) {
+        interpreter->ResizeInputTensor(entry.first, {minibatch_size});
+        interpreter_wrapper->SetMiniBatchSize(minibatch_size);
+        if (interpreter->AllocateTensors() != kTfLiteOk) {
+          return errors::Internal("Failed to allocate tensors");
+        }
+      }
+      TF_RETURN_IF_ERROR(interpreter_wrapper->SetStringData(
+          batch, tflite_input_tensor, tflite_input_idx));
     }
-    // WriteToTensor() takes ownership of dims_array.
-    buf.WriteToTensor(tflite_tensor, dims_array);
+  }
+  if (interpreter_wrapper->Invoke() != kTfLiteOk) {
+    return errors::Internal("Failed to invoke TfLite interpreter");
   }
   return Status::OK();
 }
 
-Status AppendTfLiteToTfTensorList(const TfLiteTensor* tflite_tensor,
-                                  std::vector<Tensor>* outputs) {
-  DataType tf_type;
-  TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
-
-  TensorShape shape;
-  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
-    shape.AddDim(tflite_tensor->dims->data[i]);
+Status SetMiniBatchOutput(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, Tensor*>& tflite_idx_to_output_tensor,
+    std::vector<Tensor>* outputs, bool use_batch_parallelism = false,
+    int actual_batch_size = 0, int num_minibatches = 1, size_t minibatch = 0) {
+  const int fixed_batch_size = interpreter_pool->FixedBatchSize();
+  for (const auto& entry : tflite_idx_to_output_tensor) {
+    Tensor* tensor = entry.second;
+    const DataType tf_type = tensor->dtype();
+    const int begin = fixed_batch_size * minibatch;
+    const int end = std::min(fixed_batch_size * static_cast<int>(minibatch + 1),
+                             actual_batch_size);
+    const int actual_minibatch_size = end - begin;
+    const auto& interpreter_wrapper =
+        interpreter_pool->GetInterpreter(minibatch);
+    const auto* interpreter = interpreter_wrapper->Get();
+    auto tflite_tensor = interpreter->tensor(entry.first);
+    if (DataTypeCanUseMemcpy(tf_type)) {
+      auto tensor_bytes = tensor->tensor_data();
+      int offset = 0;
+      size_t tflite_tensor_bytes = tflite_tensor->bytes;
+      if (use_batch_parallelism) {
+        // Each batch will produce minibatch_size tensors.
+        // We want to make sure we only copy actual_batch_size.
+        offset = minibatch * tflite_tensor_bytes;
+        tflite_tensor_bytes =
+            tflite_tensor_bytes / fixed_batch_size * actual_minibatch_size;
+      }
+      std::memcpy(const_cast<char*>(tensor_bytes.data() + offset),
+                  tflite_tensor->data.raw, tflite_tensor_bytes);
+    } else if (tflite_tensor->type == kTfLiteString) {
+      const int string_count = tflite::GetStringCount(tflite_tensor);
+      int num_strings = string_count;
+      int offset = 0;
+      if (use_batch_parallelism) {
+        offset = minibatch * string_count;
+        num_strings = string_count / fixed_batch_size * actual_minibatch_size;
+      }
+      auto str_tensors = tensor->flat<tstring>();
+      for (int i = 0; i < num_strings; i++) {
+        const auto& ref = tflite::GetString(tflite_tensor, i);
+        str_tensors(i + offset).assign(ref.str, ref.len);
+      }
+    }
   }
+  return Status::OK();
+}
 
-  outputs->emplace_back(Tensor(tf_type, shape));
-  Tensor* tensor = &outputs->back();
-  if (DataTypeCanUseMemcpy(tf_type)) {
-    auto tensor_bytes = tensor->tensor_data();
-    if (tflite_tensor->bytes != tensor_bytes.size()) {
-      return errors::Internal(
-          "Failed to convert TFLite tensor: ", tflite_tensor->name,
-          " to TF tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
-          tflite_tensor->bytes);
-    }
-    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
-                tflite_tensor->bytes);
-  } else if (tflite_tensor->type == kTfLiteString) {
-    const int num_strings = tflite::GetStringCount(tflite_tensor);
-    if (num_strings != tensor->NumElements()) {
-      return errors::Internal(
-          "Failed to convert TFLite tensor: ", tflite_tensor->name,
-          " to TF tensor. Num elements mismatch: ", tensor->NumElements(),
-          " vs ", num_strings);
-    }
-    auto str_tensors = outputs->back().flat<tstring>();
-    for (int i = 0; i < num_strings; i++) {
-      auto ref = tflite::GetString(tflite_tensor, i);
-      str_tensors(i).assign(ref.str, ref.len);
+typedef std::function<Status(std::unique_ptr<internal::TfLiteInterpreterPool>&,
+                             const std::map<int, const Tensor*>&, bool, int32_t,
+                             int)>
+    BatchFunction;
+void ParallelFor(
+    const BatchFunction& f,
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, const Tensor*>& tflite_inputs, int n,
+    bool use_batch_parallelism, bool run_in_caller,
+    std::vector<Status>& status) {
+  if (n == 0) return;
+  auto* thread_pool = interpreter_pool->ThreadPool();
+  if (thread_pool == nullptr) {
+    for (int i = 0; i < n; ++i) {
+      status[i] =
+          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
     }
-  } else {
-    return errors::Internal("TFLite to TF Tensor copy not supported for type: ",
-                            tflite_tensor->type);
+    return;
+  }
+  int num_jobs = run_in_caller ? n - 1 : n;
+  int first_job = run_in_caller ? 1 : 0;
+  tensorflow::BlockingCounter counter(num_jobs);
+  for (int i = first_job; i < n; ++i) {
+    thread_pool->Schedule([&f, &interpreter_pool, &tflite_inputs,
+                           use_batch_parallelism, n, i, &counter, &status] {
+      status[i] =
+          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
+      counter.DecrementCount();
+    });
+  }
+  if (run_in_caller) {
+    status[0] = f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, 0);
+  }
+  counter.Wait();
+}
+
+Status RunBatchParallel(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::map<int, const Tensor*>& tflite_idx_to_input_tensor,
+    bool run_in_caller_thread, const std::vector<string>& output_tensor_names,
+    const std::map<string, int>& output_tensor_to_index,
+    std::vector<Tensor>* outputs) {
+  const int actual_batch_size = inputs[0].second.NumElements();
+  const int32_t num_threads = interpreter_pool->NumInterpreters();
+  const int min_batch_size = interpreter_pool->FixedBatchSize();
+  int num_minibatches = std::min(
+      num_threads, (actual_batch_size + min_batch_size - 1) / min_batch_size);
+  std::vector<Status> status_of_minibatches(num_minibatches);
+  ParallelFor(SetInputAndInvokeMiniBatch, interpreter_pool,
+              tflite_idx_to_input_tensor, num_minibatches, true,
+              run_in_caller_thread, status_of_minibatches);
+  for (Status& status_of_minibatch : status_of_minibatches) {
+    TF_RETURN_IF_ERROR(status_of_minibatch);
+  }
+  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
+  TF_RETURN_IF_ERROR(CreateOutputTensors(
+      interpreter_pool, output_tensor_names, output_tensor_to_index,
+      tflite_idx_to_output_tensor, outputs, true, actual_batch_size));
+
+  // Set the contents of the return tensors.
+  for (size_t i = 0; i < num_minibatches; ++i) {
+    TF_RETURN_IF_ERROR(SetMiniBatchOutput(
+        interpreter_pool, tflite_idx_to_output_tensor, outputs, true,
+        actual_batch_size, num_minibatches, i));
   }
   return Status::OK();
 }
 
 }  // namespace
 
-Status TfLiteSession::Create(string&& buffer,
+Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
+                             int num_pools, int num_interpreters_per_pool,
                              std::unique_ptr<TfLiteSession>* tflite_session,
                              ::google::protobuf::Map<string, SignatureDef>* signatures,
-                             int num_interpreters) {
+                             bool run_in_caller_thread) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
-  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
-  TF_RETURN_IF_ERROR(
-      internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-          *model, num_interpreters, interpreter_pool));
-  auto interpreter_wrapper = interpreter_pool->GetInterpreter();
-  const tflite::Interpreter* interpreter = interpreter_wrapper->Get();
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
+  tflite::ops::custom::AddHashtableOps(&resolver);
+
+  std::unique_ptr<tflite::Interpreter> interpreter;
+  if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
+    return errors::Internal("Cannot build Interpreter from buffer.");
+  }
 
   TensorInfoMap inputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, true, &inputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), true, &inputs));
   TensorInfoMap outputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, false, &outputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), false, &outputs));
 
   // Map of TFLite tensor name -> tensor index
   std::map<string, int> input_tensor_to_index;
@@ -332,9 +454,18 @@ Status TfLiteSession::Create(string&& buffer,
     sigdef->set_method_name(kPredictMethodName);
   }
 
+  num_pools = std::max(1, num_pools);
+  num_interpreters_per_pool = std::max(1, num_interpreters_per_pool);
+
+  std::unique_ptr<internal::TfLiteSessionPool> session_pool;
+  TF_RETURN_IF_ERROR(internal::TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, num_pools,
+      num_interpreters_per_pool, session_pool));
+
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
-      std::move(buffer), std::move(model), std::move(interpreter_pool)));
+      std::move(buffer), std::move(model), std::move(session_pool),
+      run_in_caller_thread));
   return Status::OK();
 }
 
@@ -342,12 +473,14 @@ TfLiteSession::TfLiteSession(
     std::map<string, int>&& input_tensor_to_index,
     std::map<string, int>&& output_tensor_to_index, string&& buffer,
     std::unique_ptr<tflite::FlatBufferModel> model,
-    std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool)
+    std::unique_ptr<internal::TfLiteSessionPool> session_pool,
+    bool run_in_caller_thread)
     : input_tensor_to_index_(std::move(input_tensor_to_index)),
       output_tensor_to_index_(std::move(output_tensor_to_index)),
       model_serialized_bytes_(std::move(buffer)),
       model_(std::move(model)),
-      interpreter_pool_(std::move(interpreter_pool)) {}
+      session_pool_(std::move(session_pool)),
+      run_in_caller_thread_(run_in_caller_thread) {}
 
 Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
                           const std::vector<string>& output_tensor_names,
@@ -375,35 +508,50 @@ Status TfLiteSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
     const thread::ThreadPoolOptions& thread_pool_options) {
-  auto interpreter_wrapper = interpreter_pool_->GetInterpreter();
-  tflite::Interpreter* interpreter = interpreter_wrapper->Get();
+  std::map<int, const Tensor*> tflite_idx_to_input_tensor;
   for (const auto& input : inputs) {
     string name = input.first;
     TF_RETURN_WITH_CONTEXT_IF_ERROR(
         FixTfLiteTensorName(input_tensor_to_index_, name),
         "Missing input TFLite tensor: ", name);
     const int index = input_tensor_to_index_.at(name);
-    TF_RETURN_IF_ERROR(
-        FillTfLiteTensorFromInput(name, input.second, interpreter, index));
+    tflite_idx_to_input_tensor[index] = &input.second;
   }
 
-  if (interpreter->Invoke() != kTfLiteOk) {
-    return errors::Internal("Failed to run interpreter.");
+#define RETURN_POOL_IF_ERROR(...)                                        \
+  do {                                                                   \
+    ::tensorflow::Status _status = (__VA_ARGS__);                        \
+    if (TF_PREDICT_FALSE(!_status.ok())) {                               \
+      session_pool_->ReturnInterpreterPool(std::move(interpreter_pool)); \
+      return _status;                                                    \
+    }                                                                    \
+  } while (0);
+  auto interpreter_pool = session_pool_->GetInterpreterPool();
+  if (interpreter_pool->UseBatchParallelism()) {
+    RETURN_POOL_IF_ERROR(
+        RunBatchParallel(interpreter_pool, inputs, tflite_idx_to_input_tensor,
+                         run_in_caller_thread_, output_tensor_names,
+                         output_tensor_to_index_, outputs));
+    session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
+    return Status::OK();
   }
 
-  outputs->clear();
-  for (string name : output_tensor_names) {
-    TF_RETURN_WITH_CONTEXT_IF_ERROR(
-        FixTfLiteTensorName(output_tensor_to_index_, name),
-        "Missing output TFLite tensor: ", name);
-    const int index = output_tensor_to_index_.at(name);
-    auto* tflite_tensor = interpreter->tensor(index);
-    if (tflite_tensor == nullptr) {
-      return errors::InvalidArgument(
-          "Failed to get output TFLite tensor: ", name, " at index: ", index);
-    }
-    TF_RETURN_IF_ERROR(AppendTfLiteToTfTensorList(tflite_tensor, outputs));
-  }
+  RETURN_POOL_IF_ERROR(
+      SetInputAndInvokeMiniBatch(interpreter_pool, tflite_idx_to_input_tensor));
+
+  // Create return tensors and map the tflite tensor index to the
+  // index of the created tensor.
+  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
+  RETURN_POOL_IF_ERROR(CreateOutputTensors(
+      interpreter_pool, output_tensor_names, output_tensor_to_index_,
+      tflite_idx_to_output_tensor, outputs));
+
+  // Set the contents of the return tensors.
+  RETURN_POOL_IF_ERROR(SetMiniBatchOutput(
+      interpreter_pool, tflite_idx_to_output_tensor, outputs));
+
+#undef RETURN_POOL_IF_ERROR
+  session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index f95f4c1b0da..c8eb460bd92 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -24,9 +24,12 @@ limitations under the License.
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/file_system.h"
+#include "tensorflow/core/platform/threadpool.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/lite/external_cpu_backend_context.h"
 #include "tensorflow/lite/interpreter.h"
+#include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/model.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
@@ -34,6 +37,8 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
+
 // A session to run inference on a TensorFlow Lite model.
 //
 class TfLiteSession : public ServingSession {
@@ -41,10 +46,15 @@ class TfLiteSession : public ServingSession {
   // Creates a TfLiteSession object from `buffer` representing serialized
   // TFLite flatbuffer model. Also returns the SignatureDef map based on
   // input/outputs to the model.
-  static Status Create(string&& buffer,
+  //
+  // run in caller thread allows a worker to run on the parent thread,
+  // which may be desired to increase concurrency at the cost of additional
+  // thread context overhead. Defaults to false.
+  static Status Create(string&& buffer, const SessionOptions& options,
+                       int num_pools, int num_interpreters_per_pool,
                        std::unique_ptr<TfLiteSession>* tflite_session,
                        ::google::protobuf::Map<string, SignatureDef>* signatures,
-                       int num_interpreters);
+                       bool run_in_caller_thread = false);
 
   ~TfLiteSession() override = default;
 
@@ -69,18 +79,17 @@ class TfLiteSession : public ServingSession {
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
-  TfLiteSession(
-      std::map<string, int>&& input_tensor_to_index,
-      std::map<string, int>&& output_tensor_to_index, string&& buffer,
-      std::unique_ptr<tflite::FlatBufferModel> model,
-      std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool);
-
+  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
+                std::map<string, int>&& output_tensor_to_index, string&& buffer,
+                std::unique_ptr<tflite::FlatBufferModel> model,
+                std::unique_ptr<internal::TfLiteSessionPool> session_pool,
+                bool run_in_caller_thread);
   const std::map<string, int> input_tensor_to_index_;
   const std::map<string, int> output_tensor_to_index_;
   const string model_serialized_bytes_;
   const std::unique_ptr<tflite::FlatBufferModel> model_;
-  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
-
+  const std::unique_ptr<internal::TfLiteSessionPool> session_pool_;
+  const bool run_in_caller_thread_;
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index 09dcb943529..5219db7b0df 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -44,8 +44,10 @@ int main(int argc, char** argv) {
 
   ::google::protobuf::Map<std::string, tensorflow::SignatureDef> signatures;
   std::unique_ptr<tensorflow::serving::TfLiteSession> session;
-  status = tensorflow::serving::TfLiteSession::Create(std::move(model_bytes),
-                                                      &session, &signatures, 1);
+  tensorflow::SessionOptions options;
+  status = tensorflow::serving::TfLiteSession::Create(
+      std::move(model_bytes), options, /*num_pools=*/1,
+      /*num_interpreters_per_pool=*/1, &session, &signatures);
   if (!status.ok()) {
     std::cerr << "ERROR: Failed to create TF Lite session with error: "
               << status << std::endl;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index abc1a65d122..a31bd33d90c 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -37,11 +37,14 @@ limitations under the License.
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
+ABSL_FLAG(int, num_pools, 1, "Number of interpreter pools of a TfLiteSession.");
+
 ABSL_FLAG(int, num_tflite_interpreters, 1,
           "Number of TFLite interpreters "
           "in an interpreter pool of a TfLiteSession.");
@@ -79,9 +82,10 @@ TEST(TfLiteSession, BasicTest) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
@@ -139,9 +143,10 @@ TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   // While, in the model, the tensor name of input "x" is "tflite_input:0". in
@@ -344,9 +349,10 @@ TEST(TfLiteSession, ProcessStrings) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -367,9 +373,10 @@ TEST(TfLiteSession, ProcessStringsFlex) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -390,9 +397,10 @@ TEST(TfLiteSession, ThreadPoolOptions) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -430,9 +438,10 @@ TEST(TfLiteSession, SimpleSignatureDef) {
   signatures[kResidualSignatureKey] = SignatureDef();
 
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   ASSERT_THAT(signatures,
               UnorderedElementsAre(Pair(kDefaultServingSignatureDefKey, _)));
@@ -470,9 +479,10 @@ TEST(TfLiteSession, MultipleSignatureDef) {
       tflite::TensorType_STRING, /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_EXPECT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   ASSERT_THAT(signatures, UnorderedElementsAre(Pair(kSignatureKey1, _),
                                                Pair(kSignatureKey2, _)));
@@ -523,9 +533,10 @@ TEST(TfLiteSession, SignatureDefWithCommonTensorPrefix) {
                      /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   // Inputs must still be processed as two different tensors.
   auto outputSigdef = signatures[kDefaultServingSignatureDefKey];
@@ -543,9 +554,10 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_EXPECT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   auto sigdef = signatures[kDefaultServingSignatureDefKey];
   ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
@@ -568,6 +580,65 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
+TEST(TfLiteSession, TestBatchParallelism) {
+  std::string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  auto model_signature_def_map = GetTestSignatureDefMap();
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> sess;
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1, 4,
+                                     &sess, &signatures));
+  const int batch_size = 500;
+  const float default_value = 0;
+  std::vector<tstring> example_list;
+  std::vector<float> expected;
+  std::vector<tstring> expected_bytes;
+  std::vector<Tensor> outputs;
+
+  std::mt19937 random_engine;
+  auto random_func = [&]() {
+    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
+  };
+  const std::string kTestString = "test string";
+  const std::string kDefaultString = "missing";
+  for (int i = 0; i < batch_size; i++) {
+    float val = random_func();
+    tensorflow::Example example;
+    std::string str;
+    if (val < -1) {
+      expected.push_back(default_value);
+      expected_bytes.push_back(kDefaultString);
+    } else {
+      expected.push_back(val);
+      expected_bytes.push_back(kTestString);
+      auto* features = example.mutable_features();
+      (*features->mutable_feature())["x"].mutable_float_list()->add_value(val);
+      (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
+          kTestString);
+    }
+    example.SerializeToString(&str);
+    example_list.push_back(str);
+  }
+  Tensor example_list_tensor =
+      test::AsTensor<tstring>(example_list, TensorShape({batch_size}));
+  TF_EXPECT_OK(sess->Run(
+      {{"input", example_list_tensor}},
+      {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
+      &outputs));
+  test::ExpectTensorEqual<float>(
+      outputs[0],
+      test::AsTensor<float>(expected, TensorShape({batch_size, 1})));
+  EXPECT_EQ(outputs.size(), 2);
+  test::ExpectTensorEqual<tstring>(
+      outputs[1],
+      test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.
@@ -580,9 +651,10 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
                                         &model_signature_def_map);
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
@@ -615,9 +687,10 @@ void BM_HalfPlusTwo(benchmark::State& state) {
         Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
@@ -639,9 +712,10 @@ void BM_MobileNet(benchmark::State& state) {
                                   &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);
@@ -666,9 +740,9 @@ void BM_ParseExample(benchmark::State& state) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     tensorflow::SessionOptions options;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   const int kBatchSize = 500;

From 01dcc84b4f0051b3af6e567a6173561a4673c6f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Feb 2021 17:31:05 -0800
Subject: [PATCH 4704/8103] Implement batch parallelism for tflite sessions

PiperOrigin-RevId: 356168500
---
 tensorflow_serving/model_servers/main.cc      |   9 +-
 tensorflow_serving/model_servers/server.cc    |   5 +-
 tensorflow_serving/model_servers/server.h     |   3 +-
 tensorflow_serving/servables/tensorflow/BUILD |  38 --
 .../tensorflow/saved_model_bundle_factory.cc  |  13 +-
 .../tensorflow/session_bundle_config.proto    |   7 +-
 .../testdata/parse_example_tflite.py          |   5 +-
 .../00000123/model.tflite                     | Bin 1584 -> 1792 bytes
 .../tensorflow/tflite_interpreter_pool.cc     | 246 ++---------
 .../tensorflow/tflite_interpreter_pool.h      | 177 +-------
 .../tflite_interpreter_pool_test.cc           | 269 ------------
 .../servables/tensorflow/tflite_session.cc    | 394 ++++++------------
 .../servables/tensorflow/tflite_session.h     |  29 +-
 .../tensorflow/tflite_session_main.cc         |   6 +-
 .../tensorflow/tflite_session_test.cc         | 152 ++-----
 15 files changed, 246 insertions(+), 1107 deletions(-)
 delete mode 100644 tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index a83f95cce66..2d4f257d951 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -213,18 +213,11 @@ int main(int argc, char** argv) {
                        "If no TensorFlow Lite model found, fallback to "
                        "TensorFlow model."),
       tensorflow::Flag(
-          "num_tflite_pools", &options.num_tflite_pools,
+          "num_tflite_interpreters", &options.num_tflite_interpreters,
           "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
           "in an interpreter pool of TfLiteSession. Typically there is one "
           "TfLiteSession for each TF Lite model that is loaded. If not "
           "set, will be auto set based on number of CPUs."),
-      tensorflow::Flag(
-          "num_tflite_interpreters_per_pool",
-          &options.num_tflite_interpreters_per_pool,
-          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
-          "in an interpreter pool of TfLiteSession. Typically there is one "
-          "TfLiteSession for each TF Lite model that is loaded. If not "
-          "set, will be 1."),
       tensorflow::Flag(
           "enable_signature_method_name_check",
           &options.enable_signature_method_name_check,
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0e4ca2343c6..6dfabae994e 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -277,9 +277,8 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.remove_unused_fields_from_bundle_metagraph);
     session_bundle_config.set_prefer_tflite_model(
         server_options.prefer_tflite_model);
-    session_bundle_config.set_num_tflite_interpreters_per_pool(
-        server_options.num_tflite_interpreters_per_pool);
-    session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
+    session_bundle_config.set_num_tflite_interpreters(
+        server_options.num_tflite_interpreters);
     options.platform_config_map =
         CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index bcb55db1592..d06d2499867 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -88,8 +88,7 @@ class Server {
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool prefer_tflite_model = false;
-    tensorflow::int32 num_tflite_pools = port::NumSchedulableCPUs();
-    tensorflow::int32 num_tflite_interpreters_per_pool = 1;
+    tensorflow::int32 num_tflite_interpreters = port::NumSchedulableCPUs();
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 04ddf572452..8350bfdf6db 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -325,25 +325,17 @@ cc_library(
         ":serving_session",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/synchronization",
-        "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:session_options",
-        "@org_tensorflow//tensorflow/lite:external_cpu_backend_context",
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
-        "@org_tensorflow//tensorflow/lite/kernels:cpu_backend_context",
         "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
-        "@org_tensorflow//tensorflow/lite/kernels/internal:tensor_utils",
         "@org_tensorflow//tensorflow/lite/kernels/parse_example",
-        "@org_tensorflow//tensorflow/lite/profiling:profile_summarizer",
-        "@org_tensorflow//tensorflow/lite/profiling:profile_summary_formatter",
-        "@org_tensorflow//tensorflow/lite/profiling:profiler",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
@@ -370,36 +362,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/lite:string_util",
-        "@org_tensorflow//tensorflow/lite:util",
-        "@org_tensorflow//tensorflow/lite:version",
-        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
-    ],
-)
-
-cc_test(
-    name = "tflite_interpreter_pool_test",
-    size = "small",
-    srcs = ["tflite_interpreter_pool_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
-        "//tensorflow_serving/servables/tensorflow/testdata:parse_example_tflite",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
-    ],
-    deps = [
-        ":tflite_session_lib",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
-        "@com_google_absl//absl/flags:flag",
-        "@com_google_protobuf//:protobuf",
-        "@flatbuffers",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite:version",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 2367ebe9b9d..d4818543943 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -63,8 +63,7 @@ Status ParseFixedInputTensors(
 const char kTfLiteModelFilename[] = "model.tflite";
 
 Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
-                       const SessionOptions& options, int num_interpreter_pools,
-                       int num_interpreters_per_pool) {
+                       int num_interpreters) {
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
@@ -81,9 +80,8 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
 
   std::unique_ptr<TfLiteSession> tflite_session;
   TF_RETURN_IF_ERROR(TfLiteSession::Create(
-      std::move(model_bytes), options, num_interpreter_pools,
-      num_interpreters_per_pool, &tflite_session,
-      bundle->meta_graph_def.mutable_signature_def()));
+      std::move(model_bytes), &tflite_session,
+      bundle->meta_graph_def.mutable_signature_def(), num_interpreters));
   bundle->session = std::move(tflite_session);
   return Status::OK();
 }
@@ -147,9 +145,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   }();
 
   if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
-    TF_RETURN_IF_ERROR(LoadTfLiteModel(
-        path, bundle->get(), session_options, config_.num_tflite_pools(),
-        config_.num_tflite_interpreters_per_pool()));
+    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get(),
+                                       config_.num_tflite_interpreters()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index ae4eef45140..e6fdae3df10 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -97,12 +97,7 @@ message SessionBundleConfig {
   // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
   //
   // Number of TFLite interpreters in an interpreter pool of TfLiteSession.
-  int32 num_tflite_interpreters_per_pool = 785;
-
-  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
-  //
-  // Number of TFLite interpreter pools in a TfLiteSession.
-  int32 num_tflite_pools = 786;
+  int32 num_tflite_interpreters = 785;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
index 854322a9f08..dd389f74b67 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
@@ -79,8 +79,9 @@ def _generate_tflite_for_parse_example_with_string(export_dir):
                                   _get_feature_spec())
     converter = tf.lite.TFLiteConverter.from_session(
         sess, [serialized_tf_example], [tf_example["x"], tf_example["y"]])
-    converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS]
-    converter.allow_custom_ops = True
+    converter.target_spec.supported_ops = [
+        tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
+    ]
     tflite_model = converter.convert()
     predict_signature_def = _build_predict_signature(serialized_tf_example,
                                                      tf_example["x"],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite
index 4fa12ea0237d6e16f13896469622903fe319f16d..831eb985bcd45f378acc4a2df8e2c98fb108faf3 100644
GIT binary patch
delta 324
zcmdnM)4(@Dg=qoXMzv>*LMgxh|7Sn~CBG-jG1UovK@(<~yq3wDtALS#Aq9v-7$<*X
zGOA|)GCu(IvH<a8Am$55EGkZQtw_u*$Vm+|VmK*;CL+av47CKf*g{fL^NLf2*tl4X
zm>Ai$gt&N$3qXd%msA#{77H<PF=$C}2^A%#r>CaG7Z>DYmLO#Okfh2Ib4rml32<@c
zmF5C<fD992l3>u1<Kh9^6<?f@2r`<Fi^qyZh>3#{LK?|Vj%SqRWMH~|Mnr@~gK@Jr
T^F<~JA)v3^a#AbMJjMV3`NC16

delta 139
zcmZqR+rTqHh3N|GMzv>*LI!{S|7Sn~4u2-gG1UnkKoh<&c`cJQ*Ak$@89>~@F!>Xc
zk-7<xsRG0-Kr9Nxd8N7W#RZ8)#i<O8JdBKt3@l74j0_B$#aS*giSPjx1c2mRD-v@H
Ka#F*L7#IM2sUQLX

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index b459b0f8b8e..4b2e846d917 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -15,11 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
-#include <limits>
 #include <memory>
 #include <vector>
 
-#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
@@ -28,236 +26,64 @@ namespace tensorflow {
 namespace serving {
 namespace internal {
 
-TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
-    std::unique_ptr<tflite::Interpreter> interpreter)
-    :
-#ifdef TFLITE_PROFILE
-      interpreter_(std::move(interpreter)),
-      fixed_batch_size_(fixed_batch_size),
-      max_num_entries_(TFLITE_PROFILE_EVENTS),
-      profiler_(max_num_entries_)
-#else
-      interpreter_(std::move(interpreter))
-#endif
-{
-#ifdef TFLITE_PROFILE
-  interpreter_->SetProfiler(&profiler_);
-#endif
-  for (const int& idx : interpreter_->inputs()) {
-    const auto* tflite_tensor = interpreter_->tensor(idx);
-    if (tflite_tensor->type == kTfLiteString) {
-      tensor_buffer_.emplace(idx,
-                             std::unique_ptr<char>(tflite_tensor->data.raw));
-      tensor_buffer_max_bytes_[idx] = 0;
-    }
-  }
-}
-
-tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
-    const gtl::ArraySlice<tensorflow::tstring>& batch,
-    TfLiteTensor* tflite_tensor, int tensor_index) {
-  // Format of the buffer for tflite:
-  //   [0] number of strings (int32_t)
-  //   [4] offset of each string (int32_t)
-  //   [sizeof(int32_t) * (num_strings + 1)]] total size of strings
-  //   [sizeof(int32_t) * (num_strings + 2)] batch.data()
-  int32_t num_strings = batch.size();
-  offset_.clear();
-  size_t total_size = 0;
-  offset_.push_back(static_cast<int32_t>(total_size));
-  for (int i = 0; i < num_strings; i++) {
-    total_size += batch[i].size();
-    offset_.push_back(static_cast<int32_t>(total_size));
-  }
-  size_t required_bytes = total_size + sizeof(int32_t) * (num_strings + 2);
-  if (tensor_buffer_.find(tensor_index) == tensor_buffer_.end()) {
-    return errors::Internal("Tensor input for index not found: ", tensor_index);
-  }
-  if (tensor_buffer_max_bytes_[tensor_index] > 0 &&
-      required_bytes > tensor_buffer_max_bytes_[tensor_index]) {
-    tensor_buffer_max_bytes_[tensor_index] = 0;
-  }
-
-  if (tensor_buffer_max_bytes_[tensor_index] == 0) {
-    tensor_buffer_[tensor_index].reset(
-        reinterpret_cast<char*>(malloc(required_bytes)));
-    tensor_buffer_max_bytes_[tensor_index] = required_bytes;
-  } else {
-    tensor_buffer_[tensor_index].reset(tflite_tensor->data.raw);
-  }
-  memcpy(tensor_buffer_[tensor_index].get(), &num_strings, sizeof(int32_t));
-  int32_t start = sizeof(int32_t) * (num_strings + 2);
-  for (size_t i = 0; i < offset_.size(); i++) {
-    size_t size_offset_i = start + offset_[i];
-    if (size_offset_i > std::numeric_limits<int32_t>::max()) {
-      return errors::Internal("Invalid size, string input too large:",
-                              size_offset_i);
-    }
-    int32_t offset_i = static_cast<int32_t>(size_offset_i);
-    memcpy(tensor_buffer_[tensor_index].get() + sizeof(int32_t) * (i + 1),
-           &offset_i, sizeof(int32_t));
-  }
-  for (int i = 0; i < num_strings; i++) {
-    memcpy(tensor_buffer_[tensor_index].get() + start, batch[i].data(),
-           batch[i].size());
-    start += batch[i].size();
-  }
-
-  // tflite_tensor will take ownership of the pointer.
-  tflite_tensor->data.raw = tensor_buffer_[tensor_index].release();
-  tflite_tensor->bytes = required_bytes;
-  tflite_tensor->allocation_type = kTfLiteDynamic;
-  return Status::OK();
-}
-
-TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
-#ifdef TFLITE_PROFILE
-  if (invocation_count_ > 0) {
-    profiler_.Reset();
-    profiler_.StartProfiling();
-  }
-#endif
-  auto status = interpreter_->Invoke();
-#ifdef TFLITE_PROFILE
-  if (invocation_count_ > 0) {
-    profiler_.StopProfiling();
-    auto profile_events = profiler_.GetProfileEvents();
-    run_summarizer_.ProcessProfiles(profile_events, *interpreter_);
-  }
-  if (invocation_count_++ >= MAX_PROFILE_EVENTS) {
-    WriteProfileData();
-    run_summarizer_.Clear();
-    invocation_count_ = 0;
-  }
-#endif
-  return status;
-}
-
-tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-    const tflite::FlatBufferModel& model, bool run_in_caller,
-    bool use_batch_parallelism, int batch_pool_size, int id,
-    const tensorflow::SessionOptions& options,
+Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+    const tflite::FlatBufferModel& model, int num_interpreters,
     std::unique_ptr<TfLiteInterpreterPool>& pool) {
-  // If can't use_batch_parallelism or pool size is 1,
-  // just use 1 interpreter and run in caller.
-  if (!use_batch_parallelism || batch_pool_size == 1) {
-    run_in_caller = true;
-    batch_pool_size = 1;
-    use_batch_parallelism = false;
-  }
-  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool;
-  int num_interpreters = run_in_caller ? 1 : 0;
-  if (!run_in_caller || use_batch_parallelism) {
-    thread_pool.reset(new tensorflow::thread::ThreadPool(
-        options.env, tensorflow::ThreadOptions(),
-        absl::StrCat(kTfLiteThreadPoolName, id), batch_pool_size, false,
-        nullptr));
-    num_interpreters += thread_pool->NumThreads();
-  }
-
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
-  tflite::ops::custom::AddParseExampleOp(&resolver);
   // TODO(b/165643512): Remove adding Hashtable to resolver by default.
   tflite::ops::custom::AddHashtableOps(&resolver);
-  int fixed_batch_size = 1;
-  if (use_batch_parallelism) {
-    if (num_interpreters < 1) {
-      return errors::InvalidArgument(
-          "CreateTfLiteInterpreterPool requested ",
-          "invalid number of interpreters: ", num_interpreters);
-    }
-    fixed_batch_size =
-        (kInitialBatchSize + num_interpreters - 1) / num_interpreters;
-  }
-  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
+  num_interpreters = std::max(num_interpreters, 1);
 
+  std::vector<std::unique_ptr<tflite::Interpreter>> interpreters;
+  interpreters.reserve(num_interpreters);
   for (int i = 0; i < num_interpreters; i++) {
     std::unique_ptr<tflite::Interpreter> interpreter;
-    if (tflite::InterpreterBuilder(model, resolver)(
-            &interpreter, /*num_threads=*/1) != kTfLiteOk) {
+    if (tflite::InterpreterBuilder(model, resolver)(&interpreter) !=
+        kTfLiteOk) {
       return errors::Internal(
           "Failed to create a TFLite interpreter with the given model");
     }
-    const int idx = interpreter->inputs()[0];
-    const auto* tensor = interpreter->tensor(idx);
-    if (tensor->type == kTfLiteString) {
-      interpreter->ResizeInputTensor(idx, {fixed_batch_size});
-    }
     if (interpreter->AllocateTensors() != kTfLiteOk) {
       return errors::Internal("Failed to allocate tensors");
     }
-    interpreters.push_back(
-        std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter)));
-    interpreters.back()->SetMiniBatchSize(fixed_batch_size);
+    interpreters.push_back(std::move(interpreter));
   }
-  pool.reset(new TfLiteInterpreterPool(
-      id, std::move(interpreters), std::move(thread_pool), num_interpreters,
-      fixed_batch_size, use_batch_parallelism));
-  return tensorflow::Status::OK();
-}
-
-TfLiteInterpreterPool::TfLiteInterpreterPool(
-    int id, std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
-    std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
-    int num_interpreters, int fixed_batch_size, bool use_batch_parallelism)
-    : id_(id),
-      interpreters_(std::move(interpreters)),
-      thread_pool_(std::move(thread_pool)),
-      num_interpreters_(num_interpreters),
-      fixed_batch_size_(fixed_batch_size),
-      use_batch_parallelism_(use_batch_parallelism) {}
 
-std::unique_ptr<TfLiteInterpreterWrapper>&
-TfLiteInterpreterPool::GetInterpreter(int interpreter_idx) {
-  return interpreters_[interpreter_idx];
+  pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
+  return Status::OK();
 }
 
-namespace {
-
-bool IsBatchParallelizable(const tflite::Model* model) {
-  auto tflite_model = absl::make_unique<tflite::ModelT>();
-  model->UnPackTo(tflite_model.get(), nullptr);
-  if (tflite_model->subgraphs.empty()) {
-    return false;
-  }
-  const auto& subgraph = tflite_model->subgraphs[0];
-  if (subgraph->inputs.size() != 1) {
-    return false;
-  }
-  int input_tensor_id = subgraph->inputs[0];
-  const std::vector<string> supported_ops = {"ParseExample", "ParseExampleV2"};
-  for (size_t op_idx = 0; op_idx < subgraph->operators.size(); op_idx++) {
-    tflite::OperatorT* op = subgraph->operators[op_idx].get();
-    if (std::find(op->inputs.begin(), op->inputs.end(), input_tensor_id) !=
-        op->inputs.end()) {
-      const std::string& custom_code =
-          tflite_model->operator_codes[op->opcode_index]->custom_code;
-      return std::find(supported_ops.begin(), supported_ops.end(),
-                       custom_code) != supported_ops.end();
-    }
+TfLiteInterpreterPool::TfLiteInterpreterPool(
+    std::vector<std::unique_ptr<tflite::Interpreter>> interpreters)
+    : interpreters_(std::move(interpreters)) {
+  auto num_interpreters = interpreters_.size();
+  available_.reserve(num_interpreters);
+  for (int i = 0; i < num_interpreters; i++) {
+    available_.push_back(interpreters_[i].get());
   }
-  return false;
 }
 
-}  // namespace
+std::unique_ptr<TfLiteInterpreterWrapper>
+TfLiteInterpreterPool::GetInterpreter() {
+  auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
+    return !this->available_.empty();
+  };
+  mutex_.LockWhen(absl::Condition(&interpreter_available));
+
+  tflite::Interpreter* interpreter = available_.back();
+  available_.pop_back();
+  mutex_.Unlock();
+  auto interpreter_wrapper =
+      std::make_unique<TfLiteInterpreterWrapper>(interpreter, this);
+  return interpreter_wrapper;
+}
 
-tensorflow::Status TfLiteSessionPool::CreateTfLiteSessionPool(
-    const tflite::FlatBufferModel* model,
-    const tensorflow::SessionOptions& options, bool run_in_caller,
-    int pool_size, int batch_pool_size,
-    std::unique_ptr<TfLiteSessionPool>& tflite_session_pool) {
-  bool use_batch_parallelism = IsBatchParallelizable(model->GetModel());
-  std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools;
-  for (int i = 0; i < pool_size; i++) {
-    std::unique_ptr<TfLiteInterpreterPool> pool;
-    TF_RETURN_IF_ERROR(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-        *model, run_in_caller, use_batch_parallelism, batch_pool_size, i,
-        options, pool));
-    pools.push_back(std::move(pool));
-  }
-  tflite_session_pool.reset(new TfLiteSessionPool(std::move(pools)));
-  return tensorflow::Status::OK();
+void TfLiteInterpreterPool::ReturnInterpreter(
+    tflite::Interpreter* interpreter) {
+  absl::MutexLock l(&mutex_);
+  available_.push_back(interpreter);
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
index 9ac320be379..c18a138ec55 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -21,185 +21,54 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
-#include "tensorflow/core/common_runtime/process_util.h"
-#include "tensorflow/core/lib/gtl/array_slice.h"
-#include "tensorflow/core/platform/cpu_info.h"
-#include "tensorflow/core/platform/tstring.h"
-#include "tensorflow/core/public/session_options.h"
-#include "tensorflow/lite/c/common.h"
+#include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/model.h"
-#ifdef TFLITE_PROFILE
-#ifndef TFLITE_PROFILE_EVENTS
-#define TFLITE_PROFILE_EVENTS 2000
-#endif
-#include "tensorflow/lite/profiling/buffered_profiler.h"
-#include "tensorflow/lite/profiling/profile_summarizer.h"
-#include "tensorflow/lite/profiling/profile_summary_formatter.h"
-#endif
-#include "tensorflow/lite/string_util.h"
 
 namespace tensorflow {
 namespace serving {
 namespace internal {
 
-constexpr char kTfLiteThreadPoolName[] = "tflite_compute";
-
-constexpr int kInitialBatchSize = 500;
-
 class TfLiteInterpreterWrapper;
 
-// A TFLite batch pool to maintain pre-created tflite::Interpreter
-// objects.
+// A TFLite interpreter pool to maintain pre-created tflite::Interpreter
+// objects. This class is thread-safe.
 class TfLiteInterpreterPool {
  public:
-  // Create a vector of TfLiteInterpreterWrapper objects with the given TFLite
-  // FlatBufferModel `model`.
-  // The number of created interpreters will depend on batch_pool_size,
-  // whether the calling thread requires a  interpreter, `run_in_caller`, and
-  // whether the model can make use of batch parallelism.
-  // If the model cannot make use of batch parallelism, only
-  // a single interpreter will be created. Otherwise, the setting is set by
-  // batch_pool_size + 1 if run_in_caller is true.
-  // The model must outlive the returned pool instance.
+  // Create an interpreter pool with the given TFLite model and number of
+  // interpreters. The model must outlive the returned pool instance.
   static Status CreateTfLiteInterpreterPool(
-      const tflite::FlatBufferModel& model, bool run_in_caller,
-      bool use_batch_parallelism, int batch_pool_size, int id,
-      const tensorflow::SessionOptions& options,
+      const tflite::FlatBufferModel& model, int num_interpreters,
       std::unique_ptr<TfLiteInterpreterPool>& pool);
-
-  // The allocated batch size of the TfLite interpreters.
-  int FixedBatchSize() { return fixed_batch_size_; }
-
-  // Returns an interpreter wrapper from the pool at the given index.
-  std::unique_ptr<TfLiteInterpreterWrapper>& GetInterpreter(
-      int interpreter_idx);
-
-  // The Id of the interpreterwrapper object, used to target a specific
-  // interpreterwrapper.
-  const int Id() { return id_; }
-
-  // Number of interpreters.
-  const int NumInterpreters() { return num_interpreters_; }
-
-  // Returns a ThreadPool for use with each interpreter, will be null
-  // if using run_in_caller and only 1 interpreter.
-  tensorflow::thread::ThreadPool* ThreadPool() { return thread_pool_.get(); }
-
-  // Returns whether the pool is configured to use batch parallelism.
-  const bool UseBatchParallelism() { return use_batch_parallelism_; }
+  // Returns a TFLite interpreter wrapper object. Caller may *block* waiting for
+  // a free interpreter to be available.
+  std::unique_ptr<TfLiteInterpreterWrapper> GetInterpreter();
 
  private:
   TfLiteInterpreterPool(
-      int id,
-      std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
-      std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
-      int num_interpreters, int fixed_batch_size, bool use_batch_parallelism);
-  int id_;
+      std::vector<std::unique_ptr<tflite::Interpreter>> interpreters);
+  void ReturnInterpreter(tflite::Interpreter* interpreter);
+  mutable absl::Mutex mutex_;
   // A vector to maintain pointers of available interpreters
-  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters_;
-  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool_;
-  int num_interpreters_;
-  int fixed_batch_size_;
-  bool use_batch_parallelism_ = false;
+  std::vector<tflite::Interpreter*> available_ ABSL_GUARDED_BY(mutex_);
+  const std::vector<std::unique_ptr<tflite::Interpreter>> interpreters_;
+
+  friend TfLiteInterpreterWrapper;
 };
 
 // A TFLite interpreter wrapper class which automatically returns used
 // interpreter object to TfLiteInterpreterPool.
 class TfLiteInterpreterWrapper {
  public:
-  // Constructor for wrapper takes only an initialized interpreter.
-  TfLiteInterpreterWrapper(std::unique_ptr<tflite::Interpreter> interpreter);
-
-  // Returns the underlying interpreter.
-  tflite::Interpreter* Get() { return interpreter_.get(); }
-
-  // If using parallelism, get the allocated batch size of the interpreter.
-  int GetMiniBatchSize() { return mini_batch_size_; }
-
-  // Set the batch size.
-  void SetMiniBatchSize(int mini_batch_size) {
-    mini_batch_size_ = mini_batch_size;
-  }
-
-  // Invokes the interpreter.
-  TfLiteStatus Invoke();
-#ifdef TFLITE_PROFILE
-  void WriteOutput(const std::string& header, const string& data,
-                   std::ostream* stream) {
-    (*stream) << header << std::endl;
-    (*stream) << data << std::endl;
-  }
-
-  void WriteProfileData() {
-    if (run_summarizer_.HasProfiles()) {
-      WriteOutput("Operator-wise Profiling Info for Regular Benchmark Runs:",
-                  run_summarizer_.GetOutputString(), &std::cout);
-    }
-  }
-#endif
-
-  // Sets the contents of the internal buffer _tensor_buffer_ to the tflite
-  // formatted string buffer equivalent stored in `batch` and sets
-  // raw pointer of `tflite_tensor` to the internal buffer. If the required
-  // size is larger than the current size, will allocate new memory and
-  // free the existing buffer.
-  tensorflow::Status SetStringData(
-      const gtl::ArraySlice<tensorflow::tstring>& batch,
-      TfLiteTensor* tflite_tensor, int tensor_index);
+  TfLiteInterpreterWrapper(tflite::Interpreter* interpreter,
+                           TfLiteInterpreterPool* pool)
+      : interpreter_(interpreter), pool_(pool) {}
 
- private:
-  std::unique_ptr<tflite::Interpreter> interpreter_;
-  int mini_batch_size_ = 1;
-  std::map<int, std::unique_ptr<char>> tensor_buffer_;
-  std::map<int, size_t> tensor_buffer_max_bytes_;
-  std::vector<int32_t> offset_;
-#ifdef TFLITE_PROFILE
-  int max_num_entries_;
-  tflite::profiling::ProfileSummarizer run_summarizer_;
-  tflite::profiling::BufferedProfiler profiler_;
-  int invocation_count_ = 0;
-#endif
-};
-
-// Contains a vector of TfLiteInterpreterPool, which are protected by mutex.
-// When GetInterpreterPool is called, will either release a unique ptr to the
-// caller or block if the vector is empty.
-class TfLiteSessionPool {
- public:
-  // Creates a TfLiteSessionPool with model, session options,
-  // whether to run in caller thread, pool_size and batch_pool_size for
-  // each InterpreterPool.
-  static tensorflow::Status CreateTfLiteSessionPool(
-      const tflite::FlatBufferModel* model,
-      const tensorflow::SessionOptions& options, bool run_in_caller,
-      int pool_size, int batch_pool_size,
-      std::unique_ptr<TfLiteSessionPool>& tflite_session_pool);
-
-  // Returns a TFLite interpreter pool object. Caller may *block* waiting for
-  // a free interpreter pool to be available.
-  std::unique_ptr<TfLiteInterpreterPool> GetInterpreterPool() {
-    auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
-      return !this->available_.empty();
-    };
-    mutex_.LockWhen(absl::Condition(&interpreter_available));
-    auto pool = std::move(available_.back());
-    available_.pop_back();
-    mutex_.Unlock();
-    return pool;
-  }
-
-  // Returns an interpreter pool to the available pool.
-  void ReturnInterpreterPool(std::unique_ptr<TfLiteInterpreterPool> pool) {
-    absl::MutexLock l(&mutex_);
-    available_.emplace_back(std::move(pool));
-  }
+  ~TfLiteInterpreterWrapper() { pool_->ReturnInterpreter(interpreter_); }
+  tflite::Interpreter* Get() { return interpreter_; }
 
  private:
-  TfLiteSessionPool(std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools)
-      : available_(std::move(pools)) {}
-  mutable absl::Mutex mutex_;
-  std::vector<std::unique_ptr<TfLiteInterpreterPool>> available_
-      ABSL_GUARDED_BY(mutex_);
+  tflite::Interpreter* const interpreter_;
+  TfLiteInterpreterPool* const pool_;
 };
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
deleted file mode 100644
index c5dc1ad5f2d..00000000000
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ /dev/null
@@ -1,269 +0,0 @@
-/* Copyright 2021 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
-
-#include <memory>
-
-#include <gmock/gmock.h>
-#include <gtest/gtest.h>
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/example/feature.pb.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/lite/kernels/parse_example/parse_example.h"
-#include "tensorflow/lite/kernels/register.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace internal {
-
-using tensorflow::gtl::ArraySlice;
-
-constexpr char kParseExampleModel[] =
-    "/servables/tensorflow/testdata/parse_example_tflite/00000123/"
-    "model.tflite";
-
-constexpr char kMobileNetModel[] =
-    "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
-    "model.tflite";
-
-TEST(TfLiteInterpreterPool, CreateTfLiteInterpreterPoolTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  int id = 0;
-  bool use_batch_parallelism = false;
-  int batch_pool_size = 1;
-  bool run_in_caller = true;
-  const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteInterpreterPool> pool;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), id);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
-  pool.reset();
-  run_in_caller = false;
-  use_batch_parallelism = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
-  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
-  pool.reset();
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 2) / batch_pool_size);
-  pool.reset();
-  use_batch_parallelism = false;
-  run_in_caller = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
-  ASSERT_EQ(pool->ThreadPool(), nullptr);
-  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
-  pool.reset();
-  use_batch_parallelism = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size + 1);
-  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
-  pool.reset();
-}
-
-TEST(TfLiteSessionPool, CreateTfLiteSessionPoolTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  int pool_size = 1;
-  int batch_pool_size = 2;
-  bool run_in_caller_thread = false;
-  const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteSessionPool> session_pool;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-  auto pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), 0);
-  ASSERT_EQ(pool->FixedBatchSize(),
-            (kInitialBatchSize + batch_pool_size - 1) / batch_pool_size);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-
-  pool_size = 2;
-  batch_pool_size = 2;
-  run_in_caller_thread = false;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-
-  pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 1) / 2);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-}
-
-TEST(TfLiteSessionPool, CreateTfLiteSessionPoolNotBatchParallelTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kMobileNetModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  int pool_size = 1;
-  int batch_pool_size = 1;
-  bool run_in_caller_thread = false;
-  const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteSessionPool> session_pool;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-
-  auto pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->Id(), 0);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-
-  pool_size = 2;
-  batch_pool_size = 2;
-  run_in_caller_thread = false;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-
-  pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->Id(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-}
-
-int GetTensorSize(const TfLiteTensor* tflite_tensor) {
-  int size = 1;
-  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
-    size *= tflite_tensor->dims->data[i];
-  }
-  return size;
-}
-
-template <typename T>
-std::vector<T> ExtractVector(const TfLiteTensor* tflite_tensor) {
-  const T* v = reinterpret_cast<T*>(tflite_tensor->data.raw);
-  return std::vector<T>(v, v + GetTensorSize(tflite_tensor));
-}
-
-template <>
-std::vector<std::string> ExtractVector(const TfLiteTensor* tflite_tensor) {
-  std::vector<std::string> out;
-  for (int i = 0; i < tflite::GetStringCount(tflite_tensor); ++i) {
-    auto ref = tflite::GetString(tflite_tensor, i);
-    out.emplace_back(ref.str, ref.len);
-  }
-  return out;
-}
-
-TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  tflite::ops::builtin::BuiltinOpResolver resolver;
-  tflite::ops::custom::AddParseExampleOp(&resolver);
-  std::unique_ptr<tflite::Interpreter> interpreter;
-  ASSERT_EQ(tflite::InterpreterBuilder(*model, resolver)(&interpreter,
-                                                         /*num_threads=*/1),
-            kTfLiteOk);
-  ASSERT_EQ(interpreter->inputs().size(), 1);
-  const int idx = interpreter->inputs()[0];
-  auto* tensor = interpreter->tensor(idx);
-  ASSERT_EQ(tensor->type, kTfLiteString);
-  int fixed_batch_size = 10;
-  int actual_batch_size = 3;
-  interpreter->ResizeInputTensor(idx, {fixed_batch_size});
-  ASSERT_EQ(interpreter->AllocateTensors(), kTfLiteOk);
-  auto interpreter_wrapper =
-      std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter));
-  interpreter_wrapper->SetMiniBatchSize(fixed_batch_size);
-  ASSERT_EQ(interpreter_wrapper->GetMiniBatchSize(), fixed_batch_size);
-  std::vector<tensorflow::tstring> data;
-  std::vector<float> expected_floats;
-  std::vector<std::string> expected_strs;
-  for (int i = 0; i < actual_batch_size; ++i) {
-    tensorflow::Example example;
-    std::string str;
-    auto* features = example.mutable_features();
-    const float f = i % 2 == 1 ? 1.0 : -1.0;
-    const std::string s = i % 2 == 1 ? "test" : "missing";
-    expected_floats.push_back(f);
-    expected_strs.push_back(s);
-    (*features->mutable_feature())["x"].mutable_float_list()->add_value(
-        expected_floats.back());
-    (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
-        expected_strs.back());
-    example.SerializeToString(&str);
-    data.push_back(str);
-  }
-  ASSERT_FALSE(interpreter_wrapper->SetStringData(data, tensor, -1) ==
-               Status::OK());
-  TF_ASSERT_OK(interpreter_wrapper->SetStringData(data, tensor, idx));
-  auto wrapped = interpreter_wrapper->Get();
-  ASSERT_EQ(wrapped->inputs().size(), 1);
-  int input_idx = wrapped->inputs()[0];
-  auto tflite_input_tensor = wrapped->tensor(input_idx);
-  ASSERT_EQ(GetTensorSize(tflite_input_tensor), fixed_batch_size);
-  ASSERT_EQ(tflite::GetStringCount(tflite_input_tensor), actual_batch_size);
-  auto input_strs = ExtractVector<std::string>(tflite_input_tensor);
-  EXPECT_THAT(input_strs, ::testing::ElementsAreArray(data));
-  ASSERT_EQ(interpreter_wrapper->Invoke(), kTfLiteOk);
-  const std::vector<int>& indices = wrapped->outputs();
-  auto* tflite_tensor = wrapped->tensor(indices[0]);
-  ASSERT_EQ(tflite_tensor->type, kTfLiteFloat32);
-  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
-  EXPECT_THAT(ArraySlice<float>(ExtractVector<float>(tflite_tensor).data(),
-                                actual_batch_size),
-              ::testing::ElementsAreArray(expected_floats));
-  tflite_tensor = wrapped->tensor(indices[1]);
-  ASSERT_EQ(tflite_tensor->type, kTfLiteString);
-  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
-  EXPECT_THAT(
-      ArraySlice<std::string>(ExtractVector<std::string>(tflite_tensor).data(),
-                              actual_batch_size),
-      ::testing::ElementsAreArray(expected_strs));
-}
-
-}  // namespace internal
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 03d475f7030..7f90b0db8b5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -21,13 +21,8 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
-#include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/c/common.h"
-#include "tensorflow/lite/kernels/cpu_backend_context.h"
-#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
-#include "tensorflow/lite/kernels/internal/tensor_utils.h"
-#include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
@@ -38,6 +33,8 @@ namespace tensorflow {
 namespace serving {
 
 // Map of TFLite tensor name to <TF TensorInfo, TFLite tensor index>.
+using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
+
 namespace {
 
 Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
@@ -139,258 +136,139 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
   return Status::OK();
 }
 
-std::vector<int> TensorDims(const Tensor* tensor) {
-  std::vector<int> dims(tensor->dims());
-  for (int i = 0; i < tensor->dims(); ++i) {
-    dims[i] = static_cast<int>(tensor->dim_size(i));
+std::vector<int> TensorDims(const Tensor& tensor) {
+  std::vector<int> dims;
+  dims.reserve(tensor.dims());
+  for (int i = 0; i < tensor.dims(); ++i) {
+    dims.push_back(static_cast<int>(tensor.dim_size(i)));
   }
   return dims;
 }
 
-// Create output tensors making sure they are the right size. //
-Status CreateOutputTensors(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::vector<string>& output_tensor_names,
-    const std::map<string, int>& output_tensor_to_idx,
-    std::map<int32_t, Tensor*>& tflite_idx_to_output_tensor,
-    std::vector<Tensor>* output_tensors, bool use_batch_parallelism = false,
-    int actual_batch_size = 0) {
-  output_tensors->reserve(output_tensor_names.size());
-  for (std::string tfname : output_tensor_names) {
-    auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
-    if (fix_status != Status::OK()) {
-      return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
-                              fix_status.error_message());
-    }
-    const int tflite_idx = output_tensor_to_idx.at(tfname);
-    TensorShape tf_shape;
-    const auto& interpreter = interpreter_pool->GetInterpreter(0)->Get();
-    const auto* tflite_tensor = interpreter->tensor(tflite_idx);
-    if (use_batch_parallelism) {
-      tf_shape.AddDim(actual_batch_size);
-    } else if (tflite_tensor->dims->size > 0) {
-      tf_shape.AddDim(tflite_tensor->dims->data[0]);
-    }
-    for (int i = 1; i < tflite_tensor->dims->size; ++i) {
-      tf_shape.AddDim(tflite_tensor->dims->data[i]);
-    }
-    DataType tf_type;
-    TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
-    output_tensors->emplace_back(tf_type, tf_shape);
-    tflite_idx_to_output_tensor[tflite_idx] = &output_tensors->back();
+Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
+                                 tflite::Interpreter* interpreter, int index) {
+  auto tflite_tensor = interpreter->tensor(index);
+  if (tflite_tensor == nullptr) {
+    return errors::InvalidArgument("Failed to get TFLite tensor: ", name,
+                                   " at index: ", index);
   }
-  return Status::OK();
-}
 
-Status SetInputAndInvokeMiniBatch(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::map<int, const Tensor*>& tflite_idx_to_tf_input_tensor,
-    bool use_batch_parallelism = false, int32_t num_minibatches = 1,
-    int minibatch = 0) {
-  const auto& interpreter_wrapper = interpreter_pool->GetInterpreter(minibatch);
-  auto* interpreter = interpreter_wrapper->Get();
-  // Load input data from Tensorflow tensors.
-  for (const auto entry : tflite_idx_to_tf_input_tensor) {
-    int tflite_input_idx = entry.first;
-    auto tflite_input_tensor = interpreter->tensor(tflite_input_idx);
-    const auto* tf_input_tensor = entry.second;
-    if (tflite_input_tensor->type != kTfLiteString) {
-      if (use_batch_parallelism) {
-        return errors::Internal(
-            "Batch parallelism should not be enabled for non-string inputs");
-      }
-      auto tensor_bytes = tf_input_tensor->tensor_data();
-      if (tensor_bytes.size() != tflite_input_tensor->bytes) {
-        if (interpreter->ResizeInputTensor(
-                tflite_input_idx, TensorDims(tf_input_tensor)) != kTfLiteOk) {
-          return errors::Internal(
-              "Failed to resize input tensor: ", tflite_input_tensor->name,
-              " from ", tflite_input_tensor->bytes, " to ", tensor_bytes.size(),
-              " bytes.");
-        }
-        if (interpreter->AllocateTensors() != kTfLiteOk) {
-          return errors::Internal("Failed to allocate tensors");
-        }
-      }
-      std::memcpy(tflite_input_tensor->data.raw, tensor_bytes.data(),
-                  tensor_bytes.size());
-    } else {
-      // Copy the string tensor data to the input tflite tensor.
-      const int fixed_batch_size = interpreter_pool->FixedBatchSize();
-      const int actual_batch_size = entry.second->NumElements();
-      const int begin = fixed_batch_size * minibatch;
-      int end = static_cast<int>(actual_batch_size);
-      if (use_batch_parallelism) {
-        end = std::min(end, fixed_batch_size * (minibatch + 1));
-      }
-      const auto batch = gtl::ArraySlice<tstring>(entry.second->flat<tstring>())
-                             .subspan(begin, end - begin);
-      const int minibatch_size = batch.size();
-      // Always resize when not using parallelism.
-      const bool needs_resize =
-          use_batch_parallelism
-              ? minibatch_size > interpreter_wrapper->GetMiniBatchSize()
-              : minibatch_size != interpreter_wrapper->GetMiniBatchSize();
-      if (needs_resize) {
-        interpreter->ResizeInputTensor(entry.first, {minibatch_size});
-        interpreter_wrapper->SetMiniBatchSize(minibatch_size);
-        if (interpreter->AllocateTensors() != kTfLiteOk) {
-          return errors::Internal("Failed to allocate tensors");
-        }
-      }
-      TF_RETURN_IF_ERROR(interpreter_wrapper->SetStringData(
-          batch, tflite_input_tensor, tflite_input_idx));
+  // Fast check for resize and reallocate for non-string data.
+  const auto& tensor_bytes = tensor.tensor_data();
+  bool needs_resize_and_realloc = (tflite_tensor->type != kTfLiteString) &&
+                                  (tensor_bytes.size() != tflite_tensor->bytes);
+
+  TfLiteIntArray* dims_array = nullptr;
+  if (tflite_tensor->type == kTfLiteString) {
+    // Slow check for string inputs.
+    dims_array = TfLiteIntArrayCreate(tensor.dims());
+    for (int i = 0; i < tensor.dims(); ++i) {
+      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
     }
+    const TfLiteIntArray* previous_dims_array = tflite_tensor->dims;
+    needs_resize_and_realloc =
+        !TfLiteIntArrayEqual(dims_array, previous_dims_array);
   }
-  if (interpreter_wrapper->Invoke() != kTfLiteOk) {
-    return errors::Internal("Failed to invoke TfLite interpreter");
-  }
-  return Status::OK();
-}
 
-Status SetMiniBatchOutput(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::map<int, Tensor*>& tflite_idx_to_output_tensor,
-    std::vector<Tensor>* outputs, bool use_batch_parallelism = false,
-    int actual_batch_size = 0, int num_minibatches = 1, size_t minibatch = 0) {
-  const int fixed_batch_size = interpreter_pool->FixedBatchSize();
-  for (const auto& entry : tflite_idx_to_output_tensor) {
-    Tensor* tensor = entry.second;
-    const DataType tf_type = tensor->dtype();
-    const int begin = fixed_batch_size * minibatch;
-    const int end = std::min(fixed_batch_size * static_cast<int>(minibatch + 1),
-                             actual_batch_size);
-    const int actual_minibatch_size = end - begin;
-    const auto& interpreter_wrapper =
-        interpreter_pool->GetInterpreter(minibatch);
-    const auto* interpreter = interpreter_wrapper->Get();
-    auto tflite_tensor = interpreter->tensor(entry.first);
-    if (DataTypeCanUseMemcpy(tf_type)) {
-      auto tensor_bytes = tensor->tensor_data();
-      int offset = 0;
-      size_t tflite_tensor_bytes = tflite_tensor->bytes;
-      if (use_batch_parallelism) {
-        // Each batch will produce minibatch_size tensors.
-        // We want to make sure we only copy actual_batch_size.
-        offset = minibatch * tflite_tensor_bytes;
-        tflite_tensor_bytes =
-            tflite_tensor_bytes / fixed_batch_size * actual_minibatch_size;
-      }
-      std::memcpy(const_cast<char*>(tensor_bytes.data() + offset),
-                  tflite_tensor->data.raw, tflite_tensor_bytes);
-    } else if (tflite_tensor->type == kTfLiteString) {
-      const int string_count = tflite::GetStringCount(tflite_tensor);
-      int num_strings = string_count;
-      int offset = 0;
-      if (use_batch_parallelism) {
-        offset = minibatch * string_count;
-        num_strings = string_count / fixed_batch_size * actual_minibatch_size;
-      }
-      auto str_tensors = tensor->flat<tstring>();
-      for (int i = 0; i < num_strings; i++) {
-        const auto& ref = tflite::GetString(tflite_tensor, i);
-        str_tensors(i + offset).assign(ref.str, ref.len);
-      }
+  if (needs_resize_and_realloc) {
+    // Slow path: needs resize+realloc.
+    // TODO(b/140959776): Reduce the chance of taking this path by either
+    // having multiple instances of interpreter or sub-graphs for commonly
+    // used input sizes.
+    if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
+        kTfLiteOk) {
+      return errors::Internal("Failed to resize input tensor: ", name, " from ",
+                              tflite_tensor->bytes, " to ", tensor_bytes.size(),
+                              " bytes.");
+    }
+    if (interpreter->AllocateTensors() != kTfLiteOk) {
+      return errors::Internal(
+          "Failed to AllocateTensors() due to change in input tensor ", name,
+          " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
+          " bytes.");
     }
   }
-  return Status::OK();
-}
 
-typedef std::function<Status(std::unique_ptr<internal::TfLiteInterpreterPool>&,
-                             const std::map<int, const Tensor*>&, bool, int32_t,
-                             int)>
-    BatchFunction;
-void ParallelFor(
-    const BatchFunction& f,
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::map<int, const Tensor*>& tflite_inputs, int n,
-    bool use_batch_parallelism, bool run_in_caller,
-    std::vector<Status>& status) {
-  if (n == 0) return;
-  auto* thread_pool = interpreter_pool->ThreadPool();
-  if (thread_pool == nullptr) {
-    for (int i = 0; i < n; ++i) {
-      status[i] =
-          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
+  if (tflite_tensor->type != kTfLiteString) {
+    std::memcpy(tflite_tensor->data.raw, tensor_bytes.data(),
+                tensor_bytes.size());
+  } else {
+    tflite::DynamicBuffer buf;
+    auto tensor_vec = tensor.flat<tstring>();
+    for (int i = 0; i < tensor_vec.size(); i++) {
+      buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
     }
-    return;
-  }
-  int num_jobs = run_in_caller ? n - 1 : n;
-  int first_job = run_in_caller ? 1 : 0;
-  tensorflow::BlockingCounter counter(num_jobs);
-  for (int i = first_job; i < n; ++i) {
-    thread_pool->Schedule([&f, &interpreter_pool, &tflite_inputs,
-                           use_batch_parallelism, n, i, &counter, &status] {
-      status[i] =
-          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
-      counter.DecrementCount();
-    });
+    // WriteToTensor() takes ownership of dims_array.
+    buf.WriteToTensor(tflite_tensor, dims_array);
   }
-  if (run_in_caller) {
-    status[0] = f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, 0);
-  }
-  counter.Wait();
+  return Status::OK();
 }
 
-Status RunBatchParallel(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::vector<std::pair<string, Tensor>>& inputs,
-    const std::map<int, const Tensor*>& tflite_idx_to_input_tensor,
-    bool run_in_caller_thread, const std::vector<string>& output_tensor_names,
-    const std::map<string, int>& output_tensor_to_index,
-    std::vector<Tensor>* outputs) {
-  const int actual_batch_size = inputs[0].second.NumElements();
-  const int32_t num_threads = interpreter_pool->NumInterpreters();
-  const int min_batch_size = interpreter_pool->FixedBatchSize();
-  int num_minibatches = std::min(
-      num_threads, (actual_batch_size + min_batch_size - 1) / min_batch_size);
-  std::vector<Status> status_of_minibatches(num_minibatches);
-  ParallelFor(SetInputAndInvokeMiniBatch, interpreter_pool,
-              tflite_idx_to_input_tensor, num_minibatches, true,
-              run_in_caller_thread, status_of_minibatches);
-  for (Status& status_of_minibatch : status_of_minibatches) {
-    TF_RETURN_IF_ERROR(status_of_minibatch);
+Status AppendTfLiteToTfTensorList(const TfLiteTensor* tflite_tensor,
+                                  std::vector<Tensor>* outputs) {
+  DataType tf_type;
+  TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+
+  TensorShape shape;
+  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
+    shape.AddDim(tflite_tensor->dims->data[i]);
   }
-  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
-  TF_RETURN_IF_ERROR(CreateOutputTensors(
-      interpreter_pool, output_tensor_names, output_tensor_to_index,
-      tflite_idx_to_output_tensor, outputs, true, actual_batch_size));
-
-  // Set the contents of the return tensors.
-  for (size_t i = 0; i < num_minibatches; ++i) {
-    TF_RETURN_IF_ERROR(SetMiniBatchOutput(
-        interpreter_pool, tflite_idx_to_output_tensor, outputs, true,
-        actual_batch_size, num_minibatches, i));
+
+  outputs->emplace_back(Tensor(tf_type, shape));
+  Tensor* tensor = &outputs->back();
+  if (DataTypeCanUseMemcpy(tf_type)) {
+    auto tensor_bytes = tensor->tensor_data();
+    if (tflite_tensor->bytes != tensor_bytes.size()) {
+      return errors::Internal(
+          "Failed to convert TFLite tensor: ", tflite_tensor->name,
+          " to TF tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
+          tflite_tensor->bytes);
+    }
+    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
+                tflite_tensor->bytes);
+  } else if (tflite_tensor->type == kTfLiteString) {
+    const int num_strings = tflite::GetStringCount(tflite_tensor);
+    if (num_strings != tensor->NumElements()) {
+      return errors::Internal(
+          "Failed to convert TFLite tensor: ", tflite_tensor->name,
+          " to TF tensor. Num elements mismatch: ", tensor->NumElements(),
+          " vs ", num_strings);
+    }
+    auto str_tensors = outputs->back().flat<tstring>();
+    for (int i = 0; i < num_strings; i++) {
+      auto ref = tflite::GetString(tflite_tensor, i);
+      str_tensors(i).assign(ref.str, ref.len);
+    }
+  } else {
+    return errors::Internal("TFLite to TF Tensor copy not supported for type: ",
+                            tflite_tensor->type);
   }
   return Status::OK();
 }
 
 }  // namespace
 
-Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
-                             int num_pools, int num_interpreters_per_pool,
+Status TfLiteSession::Create(string&& buffer,
                              std::unique_ptr<TfLiteSession>* tflite_session,
                              ::google::protobuf::Map<string, SignatureDef>* signatures,
-                             bool run_in_caller_thread) {
+                             int num_interpreters) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
-  tflite::ops::builtin::BuiltinOpResolver resolver;
-  tflite::ops::custom::AddParseExampleOp(&resolver);
-  tflite::ops::custom::AddHashtableOps(&resolver);
-
-  std::unique_ptr<tflite::Interpreter> interpreter;
-  if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
-    return errors::Internal("Cannot build Interpreter from buffer.");
-  }
+  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
+  TF_RETURN_IF_ERROR(
+      internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+          *model, num_interpreters, interpreter_pool));
+  auto interpreter_wrapper = interpreter_pool->GetInterpreter();
+  const tflite::Interpreter* interpreter = interpreter_wrapper->Get();
 
   TensorInfoMap inputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), true, &inputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, true, &inputs));
   TensorInfoMap outputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), false, &outputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, false, &outputs));
 
   // Map of TFLite tensor name -> tensor index
   std::map<string, int> input_tensor_to_index;
@@ -454,18 +332,9 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
     sigdef->set_method_name(kPredictMethodName);
   }
 
-  num_pools = std::max(1, num_pools);
-  num_interpreters_per_pool = std::max(1, num_interpreters_per_pool);
-
-  std::unique_ptr<internal::TfLiteSessionPool> session_pool;
-  TF_RETURN_IF_ERROR(internal::TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, num_pools,
-      num_interpreters_per_pool, session_pool));
-
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
-      std::move(buffer), std::move(model), std::move(session_pool),
-      run_in_caller_thread));
+      std::move(buffer), std::move(model), std::move(interpreter_pool)));
   return Status::OK();
 }
 
@@ -473,14 +342,12 @@ TfLiteSession::TfLiteSession(
     std::map<string, int>&& input_tensor_to_index,
     std::map<string, int>&& output_tensor_to_index, string&& buffer,
     std::unique_ptr<tflite::FlatBufferModel> model,
-    std::unique_ptr<internal::TfLiteSessionPool> session_pool,
-    bool run_in_caller_thread)
+    std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool)
     : input_tensor_to_index_(std::move(input_tensor_to_index)),
       output_tensor_to_index_(std::move(output_tensor_to_index)),
       model_serialized_bytes_(std::move(buffer)),
       model_(std::move(model)),
-      session_pool_(std::move(session_pool)),
-      run_in_caller_thread_(run_in_caller_thread) {}
+      interpreter_pool_(std::move(interpreter_pool)) {}
 
 Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
                           const std::vector<string>& output_tensor_names,
@@ -508,50 +375,35 @@ Status TfLiteSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
     const thread::ThreadPoolOptions& thread_pool_options) {
-  std::map<int, const Tensor*> tflite_idx_to_input_tensor;
+  auto interpreter_wrapper = interpreter_pool_->GetInterpreter();
+  tflite::Interpreter* interpreter = interpreter_wrapper->Get();
   for (const auto& input : inputs) {
     string name = input.first;
     TF_RETURN_WITH_CONTEXT_IF_ERROR(
         FixTfLiteTensorName(input_tensor_to_index_, name),
         "Missing input TFLite tensor: ", name);
     const int index = input_tensor_to_index_.at(name);
-    tflite_idx_to_input_tensor[index] = &input.second;
+    TF_RETURN_IF_ERROR(
+        FillTfLiteTensorFromInput(name, input.second, interpreter, index));
   }
 
-#define RETURN_POOL_IF_ERROR(...)                                        \
-  do {                                                                   \
-    ::tensorflow::Status _status = (__VA_ARGS__);                        \
-    if (TF_PREDICT_FALSE(!_status.ok())) {                               \
-      session_pool_->ReturnInterpreterPool(std::move(interpreter_pool)); \
-      return _status;                                                    \
-    }                                                                    \
-  } while (0);
-  auto interpreter_pool = session_pool_->GetInterpreterPool();
-  if (interpreter_pool->UseBatchParallelism()) {
-    RETURN_POOL_IF_ERROR(
-        RunBatchParallel(interpreter_pool, inputs, tflite_idx_to_input_tensor,
-                         run_in_caller_thread_, output_tensor_names,
-                         output_tensor_to_index_, outputs));
-    session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
-    return Status::OK();
+  if (interpreter->Invoke() != kTfLiteOk) {
+    return errors::Internal("Failed to run interpreter.");
   }
 
-  RETURN_POOL_IF_ERROR(
-      SetInputAndInvokeMiniBatch(interpreter_pool, tflite_idx_to_input_tensor));
-
-  // Create return tensors and map the tflite tensor index to the
-  // index of the created tensor.
-  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
-  RETURN_POOL_IF_ERROR(CreateOutputTensors(
-      interpreter_pool, output_tensor_names, output_tensor_to_index_,
-      tflite_idx_to_output_tensor, outputs));
-
-  // Set the contents of the return tensors.
-  RETURN_POOL_IF_ERROR(SetMiniBatchOutput(
-      interpreter_pool, tflite_idx_to_output_tensor, outputs));
-
-#undef RETURN_POOL_IF_ERROR
-  session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
+  outputs->clear();
+  for (string name : output_tensor_names) {
+    TF_RETURN_WITH_CONTEXT_IF_ERROR(
+        FixTfLiteTensorName(output_tensor_to_index_, name),
+        "Missing output TFLite tensor: ", name);
+    const int index = output_tensor_to_index_.at(name);
+    auto* tflite_tensor = interpreter->tensor(index);
+    if (tflite_tensor == nullptr) {
+      return errors::InvalidArgument(
+          "Failed to get output TFLite tensor: ", name, " at index: ", index);
+    }
+    TF_RETURN_IF_ERROR(AppendTfLiteToTfTensorList(tflite_tensor, outputs));
+  }
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index c8eb460bd92..f95f4c1b0da 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -24,12 +24,9 @@ limitations under the License.
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/file_system.h"
-#include "tensorflow/core/platform/threadpool.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
-#include "tensorflow/lite/external_cpu_backend_context.h"
 #include "tensorflow/lite/interpreter.h"
-#include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/model.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
@@ -37,8 +34,6 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
-
 // A session to run inference on a TensorFlow Lite model.
 //
 class TfLiteSession : public ServingSession {
@@ -46,15 +41,10 @@ class TfLiteSession : public ServingSession {
   // Creates a TfLiteSession object from `buffer` representing serialized
   // TFLite flatbuffer model. Also returns the SignatureDef map based on
   // input/outputs to the model.
-  //
-  // run in caller thread allows a worker to run on the parent thread,
-  // which may be desired to increase concurrency at the cost of additional
-  // thread context overhead. Defaults to false.
-  static Status Create(string&& buffer, const SessionOptions& options,
-                       int num_pools, int num_interpreters_per_pool,
+  static Status Create(string&& buffer,
                        std::unique_ptr<TfLiteSession>* tflite_session,
                        ::google::protobuf::Map<string, SignatureDef>* signatures,
-                       bool run_in_caller_thread = false);
+                       int num_interpreters);
 
   ~TfLiteSession() override = default;
 
@@ -79,17 +69,18 @@ class TfLiteSession : public ServingSession {
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
-  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
-                std::map<string, int>&& output_tensor_to_index, string&& buffer,
-                std::unique_ptr<tflite::FlatBufferModel> model,
-                std::unique_ptr<internal::TfLiteSessionPool> session_pool,
-                bool run_in_caller_thread);
+  TfLiteSession(
+      std::map<string, int>&& input_tensor_to_index,
+      std::map<string, int>&& output_tensor_to_index, string&& buffer,
+      std::unique_ptr<tflite::FlatBufferModel> model,
+      std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool);
+
   const std::map<string, int> input_tensor_to_index_;
   const std::map<string, int> output_tensor_to_index_;
   const string model_serialized_bytes_;
   const std::unique_ptr<tflite::FlatBufferModel> model_;
-  const std::unique_ptr<internal::TfLiteSessionPool> session_pool_;
-  const bool run_in_caller_thread_;
+  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
+
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index 5219db7b0df..09dcb943529 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -44,10 +44,8 @@ int main(int argc, char** argv) {
 
   ::google::protobuf::Map<std::string, tensorflow::SignatureDef> signatures;
   std::unique_ptr<tensorflow::serving::TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  status = tensorflow::serving::TfLiteSession::Create(
-      std::move(model_bytes), options, /*num_pools=*/1,
-      /*num_interpreters_per_pool=*/1, &session, &signatures);
+  status = tensorflow::serving::TfLiteSession::Create(std::move(model_bytes),
+                                                      &session, &signatures, 1);
   if (!status.ok()) {
     std::cerr << "ERROR: Failed to create TF Lite session with error: "
               << status << std::endl;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index a31bd33d90c..abc1a65d122 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -37,14 +37,11 @@ limitations under the License.
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
-ABSL_FLAG(int, num_pools, 1, "Number of interpreter pools of a TfLiteSession.");
-
 ABSL_FLAG(int, num_tflite_interpreters, 1,
           "Number of TFLite interpreters "
           "in an interpreter pool of a TfLiteSession.");
@@ -82,10 +79,9 @@ TEST(TfLiteSession, BasicTest) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
@@ -143,10 +139,9 @@ TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   // While, in the model, the tensor name of input "x" is "tflite_input:0". in
@@ -349,10 +344,9 @@ TEST(TfLiteSession, ProcessStrings) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -373,10 +367,9 @@ TEST(TfLiteSession, ProcessStringsFlex) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -397,10 +390,9 @@ TEST(TfLiteSession, ThreadPoolOptions) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -438,10 +430,9 @@ TEST(TfLiteSession, SimpleSignatureDef) {
   signatures[kResidualSignatureKey] = SignatureDef();
 
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   ASSERT_THAT(signatures,
               UnorderedElementsAre(Pair(kDefaultServingSignatureDefKey, _)));
@@ -479,10 +470,9 @@ TEST(TfLiteSession, MultipleSignatureDef) {
       tflite::TensorType_STRING, /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_EXPECT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   ASSERT_THAT(signatures, UnorderedElementsAre(Pair(kSignatureKey1, _),
                                                Pair(kSignatureKey2, _)));
@@ -533,10 +523,9 @@ TEST(TfLiteSession, SignatureDefWithCommonTensorPrefix) {
                      /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_ASSERT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   // Inputs must still be processed as two different tensors.
   auto outputSigdef = signatures[kDefaultServingSignatureDefKey];
@@ -554,10 +543,9 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  tensorflow::SessionOptions options;
-  TF_EXPECT_OK(TfLiteSession::Create(
-      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  TF_EXPECT_OK(
+      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
+                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
 
   auto sigdef = signatures[kDefaultServingSignatureDefKey];
   ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
@@ -580,65 +568,6 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
-TEST(TfLiteSession, TestBatchParallelism) {
-  std::string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  auto model_signature_def_map = GetTestSignatureDefMap();
-  ::google::protobuf::Map<string, SignatureDef> signatures;
-  std::unique_ptr<TfLiteSession> sess;
-  tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1, 4,
-                                     &sess, &signatures));
-  const int batch_size = 500;
-  const float default_value = 0;
-  std::vector<tstring> example_list;
-  std::vector<float> expected;
-  std::vector<tstring> expected_bytes;
-  std::vector<Tensor> outputs;
-
-  std::mt19937 random_engine;
-  auto random_func = [&]() {
-    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
-  };
-  const std::string kTestString = "test string";
-  const std::string kDefaultString = "missing";
-  for (int i = 0; i < batch_size; i++) {
-    float val = random_func();
-    tensorflow::Example example;
-    std::string str;
-    if (val < -1) {
-      expected.push_back(default_value);
-      expected_bytes.push_back(kDefaultString);
-    } else {
-      expected.push_back(val);
-      expected_bytes.push_back(kTestString);
-      auto* features = example.mutable_features();
-      (*features->mutable_feature())["x"].mutable_float_list()->add_value(val);
-      (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
-          kTestString);
-    }
-    example.SerializeToString(&str);
-    example_list.push_back(str);
-  }
-  Tensor example_list_tensor =
-      test::AsTensor<tstring>(example_list, TensorShape({batch_size}));
-  TF_EXPECT_OK(sess->Run(
-      {{"input", example_list_tensor}},
-      {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
-      &outputs));
-  test::ExpectTensorEqual<float>(
-      outputs[0],
-      test::AsTensor<float>(expected, TensorShape({batch_size, 1})));
-  EXPECT_EQ(outputs.size(), 2);
-  test::ExpectTensorEqual<tstring>(
-      outputs[1],
-      test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
-}
-
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.
@@ -651,10 +580,9 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
                                         &model_signature_def_map);
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    tensorflow::SessionOptions options;
-    TF_ASSERT_OK(TfLiteSession::Create(
-        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
@@ -687,10 +615,9 @@ void BM_HalfPlusTwo(benchmark::State& state) {
         Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    tensorflow::SessionOptions options;
-    TF_ASSERT_OK(TfLiteSession::Create(
-        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
@@ -712,10 +639,9 @@ void BM_MobileNet(benchmark::State& state) {
                                   &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    tensorflow::SessionOptions options;
-    TF_ASSERT_OK(TfLiteSession::Create(
-        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);
@@ -740,9 +666,9 @@ void BM_ParseExample(benchmark::State& state) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     tensorflow::SessionOptions options;
-    TF_ASSERT_OK(TfLiteSession::Create(
-        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
-        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
+    TF_ASSERT_OK(
+        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
+                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
     session = sess.release();
   }
   const int kBatchSize = 500;

From fd1131c0352f2f539ab781ea1d11472ee5c17e45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Feb 2021 18:01:29 -0800
Subject: [PATCH 4705/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0e2b2af-9bd3-4ef1-83ef-193d78d14840

PiperOrigin-RevId: 356170948
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1ea7d6709e..6f4fc3fbe4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8ac52b2558d5c87a20e16eb2041e1bb7a6b6f8d3b89ec2d3e2acfc88d831bce",
-    git_commit = "b8d2a994e4fda783f27894689b85c73581998407",
+    sha256 = "d135119b4e1fbbd839053f602395c49d844d2be78603bbe1cff424a70eee5e9b",
+    git_commit = "b646e8951c15b460a8d8a77796dc16c6ebd8c5f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3fcaa5411baecc1115c92116a5314094b3707393 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Feb 2021 00:01:33 -0800
Subject: [PATCH 4706/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/114734df-ef02-4c1d-813c-edb82705df5c

PiperOrigin-RevId: 356203207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f4fc3fbe4c..36f7db36fdc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d135119b4e1fbbd839053f602395c49d844d2be78603bbe1cff424a70eee5e9b",
-    git_commit = "b646e8951c15b460a8d8a77796dc16c6ebd8c5f0",
+    sha256 = "dcc98c8ebc8d24b3355068a7a206b079fa1eaa80123f064045fb8c85fa2cd530",
+    git_commit = "15f82f5b792650e94dc9bf9184e2e188ea2f614c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 965100c12d66ae34643847088924fed35d42570b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Feb 2021 06:01:32 -0800
Subject: [PATCH 4707/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e24f5711-3ffd-4a2e-a2d4-250668275e98

PiperOrigin-RevId: 356246353
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36f7db36fdc..cd41283df86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcc98c8ebc8d24b3355068a7a206b079fa1eaa80123f064045fb8c85fa2cd530",
-    git_commit = "15f82f5b792650e94dc9bf9184e2e188ea2f614c",
+    sha256 = "37d73dd72f41d7f76420786b8eff2c191989e71b9cb7f985dd2b67823f6817d6",
+    git_commit = "e50edb9701a8c97f07ac56ea078b642d968d8ccd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3bf1ac3d191eefba0e90cd5f6f277b1e7ef728f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Feb 2021 12:01:23 -0800
Subject: [PATCH 4708/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31c58fe1-abf0-4485-9066-1f4cd1acc1c9

PiperOrigin-RevId: 356319989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd41283df86..bcc6c688c99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d73dd72f41d7f76420786b8eff2c191989e71b9cb7f985dd2b67823f6817d6",
-    git_commit = "e50edb9701a8c97f07ac56ea078b642d968d8ccd",
+    sha256 = "6ebaf49d3ceb6de42c0f4faccc85eb93363ae3e76d15cee9c34aa1bff19224ce",
+    git_commit = "750119433df6b4a226b4a1cfc7230b6e39af39a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18370a56ac05c59aa08349e2565c325e756551f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Feb 2021 18:01:39 -0800
Subject: [PATCH 4709/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50ef825a-cc94-4220-a835-53f02aa5d00a

PiperOrigin-RevId: 356396722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcc6c688c99..b3f8683ab86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ebaf49d3ceb6de42c0f4faccc85eb93363ae3e76d15cee9c34aa1bff19224ce",
-    git_commit = "750119433df6b4a226b4a1cfc7230b6e39af39a0",
+    sha256 = "6fe309576bc96ba2e04f66c90d80303d6bad6665171f8a66157954b95b630b82",
+    git_commit = "324ab95fb097dd6044fa5346ee24fc610017ae85",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d42b7440bb3d2be551a43f197d76b6f26cbda812 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Feb 2021 00:01:36 -0800
Subject: [PATCH 4710/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f90a3af5-3587-46b5-a867-6d5964049c02

PiperOrigin-RevId: 356439681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3f8683ab86..ad35c3bce5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fe309576bc96ba2e04f66c90d80303d6bad6665171f8a66157954b95b630b82",
-    git_commit = "324ab95fb097dd6044fa5346ee24fc610017ae85",
+    sha256 = "38ef4482d2dfbc7664b590714b585cc13c19f1faa0154fcbf2c2bc0df3a57afc",
+    git_commit = "a0b5d0bacb979d0339a37dcac866a9e7a5cfd6c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 185ce12c1da57a56d5a2bfa8396b70b3a8106c7d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Feb 2021 06:01:37 -0800
Subject: [PATCH 4711/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7a8ad93-3d06-4f8e-99f5-7855595ebf6d

PiperOrigin-RevId: 356484088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad35c3bce5e..d49644ee2f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38ef4482d2dfbc7664b590714b585cc13c19f1faa0154fcbf2c2bc0df3a57afc",
-    git_commit = "a0b5d0bacb979d0339a37dcac866a9e7a5cfd6c0",
+    sha256 = "3dcff872aa8564b0537d5cb951f1bf27557a9d65e9b4ff4de2afeae1f16955d9",
+    git_commit = "5eac5b75b48232e93f2a96ed856131201cd2ae3c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9e922320d64f27f7eee8856fc929eb9e34a03706 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Wed, 10 Feb 2021 00:33:36 -0800
Subject: [PATCH 4712/8103] Implement batch parallelism for tflite sessions

PiperOrigin-RevId: 356683283
---
 tensorflow_serving/model_servers/main.cc      |   9 +-
 tensorflow_serving/model_servers/server.cc    |   5 +-
 tensorflow_serving/model_servers/server.h     |   3 +-
 tensorflow_serving/servables/tensorflow/BUILD |  38 ++
 .../tensorflow/saved_model_bundle_factory.cc  |  17 +-
 .../tensorflow/session_bundle_config.proto    |   8 +-
 .../testdata/parse_example_tflite.py          |   5 +-
 .../00000123/model.tflite                     | Bin 1792 -> 1584 bytes
 .../tensorflow/tflite_interpreter_pool.cc     | 246 +++++++++--
 .../tensorflow/tflite_interpreter_pool.h      | 177 +++++++-
 .../tflite_interpreter_pool_test.cc           | 269 ++++++++++++
 .../servables/tensorflow/tflite_session.cc    | 394 ++++++++++++------
 .../servables/tensorflow/tflite_session.h     |  29 +-
 .../tensorflow/tflite_session_main.cc         |   6 +-
 .../tensorflow/tflite_session_test.cc         | 152 +++++--
 15 files changed, 1112 insertions(+), 246 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2d4f257d951..a83f95cce66 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -213,11 +213,18 @@ int main(int argc, char** argv) {
                        "If no TensorFlow Lite model found, fallback to "
                        "TensorFlow model."),
       tensorflow::Flag(
-          "num_tflite_interpreters", &options.num_tflite_interpreters,
+          "num_tflite_pools", &options.num_tflite_pools,
           "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
           "in an interpreter pool of TfLiteSession. Typically there is one "
           "TfLiteSession for each TF Lite model that is loaded. If not "
           "set, will be auto set based on number of CPUs."),
+      tensorflow::Flag(
+          "num_tflite_interpreters_per_pool",
+          &options.num_tflite_interpreters_per_pool,
+          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! Number of TFLite interpreters "
+          "in an interpreter pool of TfLiteSession. Typically there is one "
+          "TfLiteSession for each TF Lite model that is loaded. If not "
+          "set, will be 1."),
       tensorflow::Flag(
           "enable_signature_method_name_check",
           &options.enable_signature_method_name_check,
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 6dfabae994e..0e4ca2343c6 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -277,8 +277,9 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.remove_unused_fields_from_bundle_metagraph);
     session_bundle_config.set_prefer_tflite_model(
         server_options.prefer_tflite_model);
-    session_bundle_config.set_num_tflite_interpreters(
-        server_options.num_tflite_interpreters);
+    session_bundle_config.set_num_tflite_interpreters_per_pool(
+        server_options.num_tflite_interpreters_per_pool);
+    session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
     options.platform_config_map =
         CreateTensorFlowPlatformConfigMap(session_bundle_config);
   } else {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index d06d2499867..bcb55db1592 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -88,7 +88,8 @@ class Server {
     bool enforce_session_run_timeout = true;
     bool remove_unused_fields_from_bundle_metagraph = true;
     bool prefer_tflite_model = false;
-    tensorflow::int32 num_tflite_interpreters = port::NumSchedulableCPUs();
+    tensorflow::int32 num_tflite_pools = port::NumSchedulableCPUs();
+    tensorflow::int32 num_tflite_interpreters_per_pool = 1;
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8350bfdf6db..04ddf572452 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -325,17 +325,25 @@ cc_library(
         ":serving_session",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/synchronization",
+        "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:session_options",
+        "@org_tensorflow//tensorflow/lite:external_cpu_backend_context",
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
+        "@org_tensorflow//tensorflow/lite/kernels:cpu_backend_context",
         "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
+        "@org_tensorflow//tensorflow/lite/kernels/internal:tensor_utils",
         "@org_tensorflow//tensorflow/lite/kernels/parse_example",
+        "@org_tensorflow//tensorflow/lite/profiling:profile_summarizer",
+        "@org_tensorflow//tensorflow/lite/profiling:profile_summary_formatter",
+        "@org_tensorflow//tensorflow/lite/profiling:profiler",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
     ],
 )
@@ -362,6 +370,36 @@ cc_test(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:string_util",
+        "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite:version",
+        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
+    ],
+)
+
+cc_test(
+    name = "tflite_interpreter_pool_test",
+    size = "small",
+    srcs = ["tflite_interpreter_pool_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:mobilenet_v1_quant_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:parse_example_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tflite_with_sigdef",
+    ],
+    deps = [
+        ":tflite_session_lib",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/flags:flag",
+        "@com_google_protobuf//:protobuf",
+        "@flatbuffers",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
         "@org_tensorflow//tensorflow/lite:version",
         "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_util",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index d4818543943..e13ebfb8553 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -63,7 +63,8 @@ Status ParseFixedInputTensors(
 const char kTfLiteModelFilename[] = "model.tflite";
 
 Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
-                       int num_interpreters) {
+                       const SessionOptions& options, int num_interpreter_pools,
+                       int num_interpreters_per_pool) {
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
@@ -80,8 +81,9 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
 
   std::unique_ptr<TfLiteSession> tflite_session;
   TF_RETURN_IF_ERROR(TfLiteSession::Create(
-      std::move(model_bytes), &tflite_session,
-      bundle->meta_graph_def.mutable_signature_def(), num_interpreters));
+      std::move(model_bytes), options, num_interpreter_pools,
+      num_interpreters_per_pool, &tflite_session,
+      bundle->meta_graph_def.mutable_signature_def()));
   bundle->session = std::move(tflite_session);
   return Status::OK();
 }
@@ -145,8 +147,13 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   }();
 
   if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
-    TF_RETURN_IF_ERROR(LoadTfLiteModel(path, bundle->get(),
-                                       config_.num_tflite_interpreters()));
+    int num_tflite_pools = config_.num_tflite_pools();
+    if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
+      num_tflite_pools = config_.num_tflite_interpreters();
+    }
+    TF_RETURN_IF_ERROR(LoadTfLiteModel(
+        path, bundle->get(), session_options, num_tflite_pools,
+        config_.num_tflite_interpreters_per_pool()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index e6fdae3df10..74741fa0346 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -94,10 +94,16 @@ message SessionBundleConfig {
   // Tries to use infra validation result to estimate resource usage.
   bool resource_estimation_uses_validation_result = 784;
 
+  int32 num_tflite_interpreters = 785 [deprecated=true];
   // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
   //
   // Number of TFLite interpreters in an interpreter pool of TfLiteSession.
-  int32 num_tflite_interpreters = 785;
+  int32 num_tflite_interpreters_per_pool = 786;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Number of TFLite interpreter pools in a TfLiteSession.
+  int32 num_tflite_pools = 787;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
index dd389f74b67..854322a9f08 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
@@ -79,9 +79,8 @@ def _generate_tflite_for_parse_example_with_string(export_dir):
                                   _get_feature_spec())
     converter = tf.lite.TFLiteConverter.from_session(
         sess, [serialized_tf_example], [tf_example["x"], tf_example["y"]])
-    converter.target_spec.supported_ops = [
-        tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
-    ]
+    converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS]
+    converter.allow_custom_ops = True
     tflite_model = converter.convert()
     predict_signature_def = _build_predict_signature(serialized_tf_example,
                                                      tf_example["x"],
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite/00000123/model.tflite
index 831eb985bcd45f378acc4a2df8e2c98fb108faf3..4fa12ea0237d6e16f13896469622903fe319f16d 100644
GIT binary patch
delta 139
zcmZqR+rTqHh3N|GMzv>*LI!{S|7Sn~4u2-gG1UnkKoh<&c`cJQ*Ak$@89>~@F!>Xc
zk-7<xsRG0-Kr9Nxd8N7W#RZ8)#i<O8JdBKt3@l74j0_B$#aS*giSPjx1c2mRD-v@H
Ka#F*L7#IM2sUQLX

delta 324
zcmdnM)4(@Dg=qoXMzv>*LMgxh|7Sn~CBG-jG1UovK@(<~yq3wDtALS#Aq9v-7$<*X
zGOA|)GCu(IvH<a8Am$55EGkZQtw_u*$Vm+|VmK*;CL+av47CKf*g{fL^NLf2*tl4X
zm>Ai$gt&N$3qXd%msA#{77H<PF=$C}2^A%#r>CaG7Z>DYmLO#Okfh2Ib4rml32<@c
zmF5C<fD992l3>u1<Kh9^6<?f@2r`<Fi^qyZh>3#{LK?|Vj%SqRWMH~|Mnr@~gK@Jr
T^F<~JA)v3^a#AbMJjMV3`NC16

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 4b2e846d917..b459b0f8b8e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -15,9 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
+#include <limits>
 #include <memory>
 #include <vector>
 
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
@@ -26,64 +28,236 @@ namespace tensorflow {
 namespace serving {
 namespace internal {
 
-Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-    const tflite::FlatBufferModel& model, int num_interpreters,
+TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
+    std::unique_ptr<tflite::Interpreter> interpreter)
+    :
+#ifdef TFLITE_PROFILE
+      interpreter_(std::move(interpreter)),
+      fixed_batch_size_(fixed_batch_size),
+      max_num_entries_(TFLITE_PROFILE_EVENTS),
+      profiler_(max_num_entries_)
+#else
+      interpreter_(std::move(interpreter))
+#endif
+{
+#ifdef TFLITE_PROFILE
+  interpreter_->SetProfiler(&profiler_);
+#endif
+  for (const int& idx : interpreter_->inputs()) {
+    const auto* tflite_tensor = interpreter_->tensor(idx);
+    if (tflite_tensor->type == kTfLiteString) {
+      tensor_buffer_.emplace(idx,
+                             std::unique_ptr<char>(tflite_tensor->data.raw));
+      tensor_buffer_max_bytes_[idx] = 0;
+    }
+  }
+}
+
+tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
+    const gtl::ArraySlice<tensorflow::tstring>& batch,
+    TfLiteTensor* tflite_tensor, int tensor_index) {
+  // Format of the buffer for tflite:
+  //   [0] number of strings (int32_t)
+  //   [4] offset of each string (int32_t)
+  //   [sizeof(int32_t) * (num_strings + 1)]] total size of strings
+  //   [sizeof(int32_t) * (num_strings + 2)] batch.data()
+  int32_t num_strings = batch.size();
+  offset_.clear();
+  size_t total_size = 0;
+  offset_.push_back(static_cast<int32_t>(total_size));
+  for (int i = 0; i < num_strings; i++) {
+    total_size += batch[i].size();
+    offset_.push_back(static_cast<int32_t>(total_size));
+  }
+  size_t required_bytes = total_size + sizeof(int32_t) * (num_strings + 2);
+  if (tensor_buffer_.find(tensor_index) == tensor_buffer_.end()) {
+    return errors::Internal("Tensor input for index not found: ", tensor_index);
+  }
+  if (tensor_buffer_max_bytes_[tensor_index] > 0 &&
+      required_bytes > tensor_buffer_max_bytes_[tensor_index]) {
+    tensor_buffer_max_bytes_[tensor_index] = 0;
+  }
+
+  if (tensor_buffer_max_bytes_[tensor_index] == 0) {
+    tensor_buffer_[tensor_index].reset(
+        reinterpret_cast<char*>(malloc(required_bytes)));
+    tensor_buffer_max_bytes_[tensor_index] = required_bytes;
+  } else {
+    tensor_buffer_[tensor_index].reset(tflite_tensor->data.raw);
+  }
+  memcpy(tensor_buffer_[tensor_index].get(), &num_strings, sizeof(int32_t));
+  int32_t start = sizeof(int32_t) * (num_strings + 2);
+  for (size_t i = 0; i < offset_.size(); i++) {
+    size_t size_offset_i = start + offset_[i];
+    if (size_offset_i > std::numeric_limits<int32_t>::max()) {
+      return errors::Internal("Invalid size, string input too large:",
+                              size_offset_i);
+    }
+    int32_t offset_i = static_cast<int32_t>(size_offset_i);
+    memcpy(tensor_buffer_[tensor_index].get() + sizeof(int32_t) * (i + 1),
+           &offset_i, sizeof(int32_t));
+  }
+  for (int i = 0; i < num_strings; i++) {
+    memcpy(tensor_buffer_[tensor_index].get() + start, batch[i].data(),
+           batch[i].size());
+    start += batch[i].size();
+  }
+
+  // tflite_tensor will take ownership of the pointer.
+  tflite_tensor->data.raw = tensor_buffer_[tensor_index].release();
+  tflite_tensor->bytes = required_bytes;
+  tflite_tensor->allocation_type = kTfLiteDynamic;
+  return Status::OK();
+}
+
+TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
+#ifdef TFLITE_PROFILE
+  if (invocation_count_ > 0) {
+    profiler_.Reset();
+    profiler_.StartProfiling();
+  }
+#endif
+  auto status = interpreter_->Invoke();
+#ifdef TFLITE_PROFILE
+  if (invocation_count_ > 0) {
+    profiler_.StopProfiling();
+    auto profile_events = profiler_.GetProfileEvents();
+    run_summarizer_.ProcessProfiles(profile_events, *interpreter_);
+  }
+  if (invocation_count_++ >= MAX_PROFILE_EVENTS) {
+    WriteProfileData();
+    run_summarizer_.Clear();
+    invocation_count_ = 0;
+  }
+#endif
+  return status;
+}
+
+tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+    const tflite::FlatBufferModel& model, bool run_in_caller,
+    bool use_batch_parallelism, int batch_pool_size, int id,
+    const tensorflow::SessionOptions& options,
     std::unique_ptr<TfLiteInterpreterPool>& pool) {
+  // If can't use_batch_parallelism or pool size is 1,
+  // just use 1 interpreter and run in caller.
+  if (!use_batch_parallelism || batch_pool_size == 1) {
+    run_in_caller = true;
+    batch_pool_size = 1;
+    use_batch_parallelism = false;
+  }
+  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool;
+  int num_interpreters = run_in_caller ? 1 : 0;
+  if (!run_in_caller || use_batch_parallelism) {
+    thread_pool.reset(new tensorflow::thread::ThreadPool(
+        options.env, tensorflow::ThreadOptions(),
+        absl::StrCat(kTfLiteThreadPoolName, id), batch_pool_size, false,
+        nullptr));
+    num_interpreters += thread_pool->NumThreads();
+  }
+
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
   // TODO(b/165643512): Remove adding Hashtable to resolver by default.
   tflite::ops::custom::AddHashtableOps(&resolver);
-  tflite::ops::custom::AddParseExampleOp(&resolver);
-  num_interpreters = std::max(num_interpreters, 1);
+  int fixed_batch_size = 1;
+  if (use_batch_parallelism) {
+    if (num_interpreters < 1) {
+      return errors::InvalidArgument(
+          "CreateTfLiteInterpreterPool requested ",
+          "invalid number of interpreters: ", num_interpreters);
+    }
+    fixed_batch_size =
+        (kInitialBatchSize + num_interpreters - 1) / num_interpreters;
+  }
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters;
 
-  std::vector<std::unique_ptr<tflite::Interpreter>> interpreters;
-  interpreters.reserve(num_interpreters);
   for (int i = 0; i < num_interpreters; i++) {
     std::unique_ptr<tflite::Interpreter> interpreter;
-    if (tflite::InterpreterBuilder(model, resolver)(&interpreter) !=
-        kTfLiteOk) {
+    if (tflite::InterpreterBuilder(model, resolver)(
+            &interpreter, /*num_threads=*/1) != kTfLiteOk) {
       return errors::Internal(
           "Failed to create a TFLite interpreter with the given model");
     }
+    const int idx = interpreter->inputs()[0];
+    const auto* tensor = interpreter->tensor(idx);
+    if (tensor->type == kTfLiteString) {
+      interpreter->ResizeInputTensor(idx, {fixed_batch_size});
+    }
     if (interpreter->AllocateTensors() != kTfLiteOk) {
       return errors::Internal("Failed to allocate tensors");
     }
-    interpreters.push_back(std::move(interpreter));
+    interpreters.push_back(
+        std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter)));
+    interpreters.back()->SetMiniBatchSize(fixed_batch_size);
   }
-
-  pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
-  return Status::OK();
+  pool.reset(new TfLiteInterpreterPool(
+      id, std::move(interpreters), std::move(thread_pool), num_interpreters,
+      fixed_batch_size, use_batch_parallelism));
+  return tensorflow::Status::OK();
 }
 
 TfLiteInterpreterPool::TfLiteInterpreterPool(
-    std::vector<std::unique_ptr<tflite::Interpreter>> interpreters)
-    : interpreters_(std::move(interpreters)) {
-  auto num_interpreters = interpreters_.size();
-  available_.reserve(num_interpreters);
-  for (int i = 0; i < num_interpreters; i++) {
-    available_.push_back(interpreters_[i].get());
-  }
+    int id, std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
+    std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
+    int num_interpreters, int fixed_batch_size, bool use_batch_parallelism)
+    : id_(id),
+      interpreters_(std::move(interpreters)),
+      thread_pool_(std::move(thread_pool)),
+      num_interpreters_(num_interpreters),
+      fixed_batch_size_(fixed_batch_size),
+      use_batch_parallelism_(use_batch_parallelism) {}
+
+std::unique_ptr<TfLiteInterpreterWrapper>&
+TfLiteInterpreterPool::GetInterpreter(int interpreter_idx) {
+  return interpreters_[interpreter_idx];
 }
 
-std::unique_ptr<TfLiteInterpreterWrapper>
-TfLiteInterpreterPool::GetInterpreter() {
-  auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
-    return !this->available_.empty();
-  };
-  mutex_.LockWhen(absl::Condition(&interpreter_available));
-
-  tflite::Interpreter* interpreter = available_.back();
-  available_.pop_back();
-  mutex_.Unlock();
-  auto interpreter_wrapper =
-      std::make_unique<TfLiteInterpreterWrapper>(interpreter, this);
-  return interpreter_wrapper;
+namespace {
+
+bool IsBatchParallelizable(const tflite::Model* model) {
+  auto tflite_model = absl::make_unique<tflite::ModelT>();
+  model->UnPackTo(tflite_model.get(), nullptr);
+  if (tflite_model->subgraphs.empty()) {
+    return false;
+  }
+  const auto& subgraph = tflite_model->subgraphs[0];
+  if (subgraph->inputs.size() != 1) {
+    return false;
+  }
+  int input_tensor_id = subgraph->inputs[0];
+  const std::vector<string> supported_ops = {"ParseExample", "ParseExampleV2"};
+  for (size_t op_idx = 0; op_idx < subgraph->operators.size(); op_idx++) {
+    tflite::OperatorT* op = subgraph->operators[op_idx].get();
+    if (std::find(op->inputs.begin(), op->inputs.end(), input_tensor_id) !=
+        op->inputs.end()) {
+      const std::string& custom_code =
+          tflite_model->operator_codes[op->opcode_index]->custom_code;
+      return std::find(supported_ops.begin(), supported_ops.end(),
+                       custom_code) != supported_ops.end();
+    }
+  }
+  return false;
 }
 
-void TfLiteInterpreterPool::ReturnInterpreter(
-    tflite::Interpreter* interpreter) {
-  absl::MutexLock l(&mutex_);
-  available_.push_back(interpreter);
+}  // namespace
+
+tensorflow::Status TfLiteSessionPool::CreateTfLiteSessionPool(
+    const tflite::FlatBufferModel* model,
+    const tensorflow::SessionOptions& options, bool run_in_caller,
+    int pool_size, int batch_pool_size,
+    std::unique_ptr<TfLiteSessionPool>& tflite_session_pool) {
+  bool use_batch_parallelism = IsBatchParallelizable(model->GetModel());
+  std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools;
+  for (int i = 0; i < pool_size; i++) {
+    std::unique_ptr<TfLiteInterpreterPool> pool;
+    TF_RETURN_IF_ERROR(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+        *model, run_in_caller, use_batch_parallelism, batch_pool_size, i,
+        options, pool));
+    pools.push_back(std::move(pool));
+  }
+  tflite_session_pool.reset(new TfLiteSessionPool(std::move(pools)));
+  return tensorflow::Status::OK();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
index c18a138ec55..9ac320be379 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -21,54 +21,185 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
-#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/common_runtime/process_util.h"
+#include "tensorflow/core/lib/gtl/array_slice.h"
+#include "tensorflow/core/platform/cpu_info.h"
+#include "tensorflow/core/platform/tstring.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tensorflow/lite/c/common.h"
 #include "tensorflow/lite/model.h"
+#ifdef TFLITE_PROFILE
+#ifndef TFLITE_PROFILE_EVENTS
+#define TFLITE_PROFILE_EVENTS 2000
+#endif
+#include "tensorflow/lite/profiling/buffered_profiler.h"
+#include "tensorflow/lite/profiling/profile_summarizer.h"
+#include "tensorflow/lite/profiling/profile_summary_formatter.h"
+#endif
+#include "tensorflow/lite/string_util.h"
 
 namespace tensorflow {
 namespace serving {
 namespace internal {
 
+constexpr char kTfLiteThreadPoolName[] = "tflite_compute";
+
+constexpr int kInitialBatchSize = 500;
+
 class TfLiteInterpreterWrapper;
 
-// A TFLite interpreter pool to maintain pre-created tflite::Interpreter
-// objects. This class is thread-safe.
+// A TFLite batch pool to maintain pre-created tflite::Interpreter
+// objects.
 class TfLiteInterpreterPool {
  public:
-  // Create an interpreter pool with the given TFLite model and number of
-  // interpreters. The model must outlive the returned pool instance.
+  // Create a vector of TfLiteInterpreterWrapper objects with the given TFLite
+  // FlatBufferModel `model`.
+  // The number of created interpreters will depend on batch_pool_size,
+  // whether the calling thread requires a  interpreter, `run_in_caller`, and
+  // whether the model can make use of batch parallelism.
+  // If the model cannot make use of batch parallelism, only
+  // a single interpreter will be created. Otherwise, the setting is set by
+  // batch_pool_size + 1 if run_in_caller is true.
+  // The model must outlive the returned pool instance.
   static Status CreateTfLiteInterpreterPool(
-      const tflite::FlatBufferModel& model, int num_interpreters,
+      const tflite::FlatBufferModel& model, bool run_in_caller,
+      bool use_batch_parallelism, int batch_pool_size, int id,
+      const tensorflow::SessionOptions& options,
       std::unique_ptr<TfLiteInterpreterPool>& pool);
-  // Returns a TFLite interpreter wrapper object. Caller may *block* waiting for
-  // a free interpreter to be available.
-  std::unique_ptr<TfLiteInterpreterWrapper> GetInterpreter();
+
+  // The allocated batch size of the TfLite interpreters.
+  int FixedBatchSize() { return fixed_batch_size_; }
+
+  // Returns an interpreter wrapper from the pool at the given index.
+  std::unique_ptr<TfLiteInterpreterWrapper>& GetInterpreter(
+      int interpreter_idx);
+
+  // The Id of the interpreterwrapper object, used to target a specific
+  // interpreterwrapper.
+  const int Id() { return id_; }
+
+  // Number of interpreters.
+  const int NumInterpreters() { return num_interpreters_; }
+
+  // Returns a ThreadPool for use with each interpreter, will be null
+  // if using run_in_caller and only 1 interpreter.
+  tensorflow::thread::ThreadPool* ThreadPool() { return thread_pool_.get(); }
+
+  // Returns whether the pool is configured to use batch parallelism.
+  const bool UseBatchParallelism() { return use_batch_parallelism_; }
 
  private:
   TfLiteInterpreterPool(
-      std::vector<std::unique_ptr<tflite::Interpreter>> interpreters);
-  void ReturnInterpreter(tflite::Interpreter* interpreter);
-  mutable absl::Mutex mutex_;
+      int id,
+      std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
+      std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
+      int num_interpreters, int fixed_batch_size, bool use_batch_parallelism);
+  int id_;
   // A vector to maintain pointers of available interpreters
-  std::vector<tflite::Interpreter*> available_ ABSL_GUARDED_BY(mutex_);
-  const std::vector<std::unique_ptr<tflite::Interpreter>> interpreters_;
-
-  friend TfLiteInterpreterWrapper;
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters_;
+  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool_;
+  int num_interpreters_;
+  int fixed_batch_size_;
+  bool use_batch_parallelism_ = false;
 };
 
 // A TFLite interpreter wrapper class which automatically returns used
 // interpreter object to TfLiteInterpreterPool.
 class TfLiteInterpreterWrapper {
  public:
-  TfLiteInterpreterWrapper(tflite::Interpreter* interpreter,
-                           TfLiteInterpreterPool* pool)
-      : interpreter_(interpreter), pool_(pool) {}
+  // Constructor for wrapper takes only an initialized interpreter.
+  TfLiteInterpreterWrapper(std::unique_ptr<tflite::Interpreter> interpreter);
+
+  // Returns the underlying interpreter.
+  tflite::Interpreter* Get() { return interpreter_.get(); }
+
+  // If using parallelism, get the allocated batch size of the interpreter.
+  int GetMiniBatchSize() { return mini_batch_size_; }
+
+  // Set the batch size.
+  void SetMiniBatchSize(int mini_batch_size) {
+    mini_batch_size_ = mini_batch_size;
+  }
+
+  // Invokes the interpreter.
+  TfLiteStatus Invoke();
+#ifdef TFLITE_PROFILE
+  void WriteOutput(const std::string& header, const string& data,
+                   std::ostream* stream) {
+    (*stream) << header << std::endl;
+    (*stream) << data << std::endl;
+  }
+
+  void WriteProfileData() {
+    if (run_summarizer_.HasProfiles()) {
+      WriteOutput("Operator-wise Profiling Info for Regular Benchmark Runs:",
+                  run_summarizer_.GetOutputString(), &std::cout);
+    }
+  }
+#endif
+
+  // Sets the contents of the internal buffer _tensor_buffer_ to the tflite
+  // formatted string buffer equivalent stored in `batch` and sets
+  // raw pointer of `tflite_tensor` to the internal buffer. If the required
+  // size is larger than the current size, will allocate new memory and
+  // free the existing buffer.
+  tensorflow::Status SetStringData(
+      const gtl::ArraySlice<tensorflow::tstring>& batch,
+      TfLiteTensor* tflite_tensor, int tensor_index);
 
-  ~TfLiteInterpreterWrapper() { pool_->ReturnInterpreter(interpreter_); }
-  tflite::Interpreter* Get() { return interpreter_; }
+ private:
+  std::unique_ptr<tflite::Interpreter> interpreter_;
+  int mini_batch_size_ = 1;
+  std::map<int, std::unique_ptr<char>> tensor_buffer_;
+  std::map<int, size_t> tensor_buffer_max_bytes_;
+  std::vector<int32_t> offset_;
+#ifdef TFLITE_PROFILE
+  int max_num_entries_;
+  tflite::profiling::ProfileSummarizer run_summarizer_;
+  tflite::profiling::BufferedProfiler profiler_;
+  int invocation_count_ = 0;
+#endif
+};
+
+// Contains a vector of TfLiteInterpreterPool, which are protected by mutex.
+// When GetInterpreterPool is called, will either release a unique ptr to the
+// caller or block if the vector is empty.
+class TfLiteSessionPool {
+ public:
+  // Creates a TfLiteSessionPool with model, session options,
+  // whether to run in caller thread, pool_size and batch_pool_size for
+  // each InterpreterPool.
+  static tensorflow::Status CreateTfLiteSessionPool(
+      const tflite::FlatBufferModel* model,
+      const tensorflow::SessionOptions& options, bool run_in_caller,
+      int pool_size, int batch_pool_size,
+      std::unique_ptr<TfLiteSessionPool>& tflite_session_pool);
+
+  // Returns a TFLite interpreter pool object. Caller may *block* waiting for
+  // a free interpreter pool to be available.
+  std::unique_ptr<TfLiteInterpreterPool> GetInterpreterPool() {
+    auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
+      return !this->available_.empty();
+    };
+    mutex_.LockWhen(absl::Condition(&interpreter_available));
+    auto pool = std::move(available_.back());
+    available_.pop_back();
+    mutex_.Unlock();
+    return pool;
+  }
+
+  // Returns an interpreter pool to the available pool.
+  void ReturnInterpreterPool(std::unique_ptr<TfLiteInterpreterPool> pool) {
+    absl::MutexLock l(&mutex_);
+    available_.emplace_back(std::move(pool));
+  }
 
  private:
-  tflite::Interpreter* const interpreter_;
-  TfLiteInterpreterPool* const pool_;
+  TfLiteSessionPool(std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools)
+      : available_(std::move(pools)) {}
+  mutable absl::Mutex mutex_;
+  std::vector<std::unique_ptr<TfLiteInterpreterPool>> available_
+      ABSL_GUARDED_BY(mutex_);
 };
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
new file mode 100644
index 00000000000..c5dc1ad5f2d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -0,0 +1,269 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
+
+#include <memory>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/lite/kernels/parse_example/parse_example.h"
+#include "tensorflow/lite/kernels/register.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+using tensorflow::gtl::ArraySlice;
+
+constexpr char kParseExampleModel[] =
+    "/servables/tensorflow/testdata/parse_example_tflite/00000123/"
+    "model.tflite";
+
+constexpr char kMobileNetModel[] =
+    "/servables/tensorflow/testdata/mobilenet_v1_quant_tflite/00000123/"
+    "model.tflite";
+
+TEST(TfLiteInterpreterPool, CreateTfLiteInterpreterPoolTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int id = 0;
+  bool use_batch_parallelism = false;
+  int batch_pool_size = 1;
+  bool run_in_caller = true;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteInterpreterPool> pool;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), id);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
+  pool.reset();
+  run_in_caller = false;
+  use_batch_parallelism = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
+  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
+  pool.reset();
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 2) / batch_pool_size);
+  pool.reset();
+  use_batch_parallelism = false;
+  run_in_caller = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
+  ASSERT_EQ(pool->ThreadPool(), nullptr);
+  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
+  pool.reset();
+  use_batch_parallelism = true;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
+      options, pool));
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size + 1);
+  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
+  pool.reset();
+}
+
+TEST(TfLiteSessionPool, CreateTfLiteSessionPoolTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int pool_size = 1;
+  int batch_pool_size = 2;
+  bool run_in_caller_thread = false;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteSessionPool> session_pool;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+  auto pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), 0);
+  ASSERT_EQ(pool->FixedBatchSize(),
+            (kInitialBatchSize + batch_pool_size - 1) / batch_pool_size);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+
+  pool_size = 2;
+  batch_pool_size = 2;
+  run_in_caller_thread = false;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
+  ASSERT_EQ(pool->Id(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 1) / 2);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+}
+
+TEST(TfLiteSessionPool, CreateTfLiteSessionPoolNotBatchParallelTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kMobileNetModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  int pool_size = 1;
+  int batch_pool_size = 1;
+  bool run_in_caller_thread = false;
+  const tensorflow::SessionOptions options;
+  std::unique_ptr<TfLiteSessionPool> session_pool;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  auto pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->Id(), 0);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+
+  pool_size = 2;
+  batch_pool_size = 2;
+  run_in_caller_thread = false;
+  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
+      session_pool));
+
+  pool = session_pool->GetInterpreterPool();
+  ASSERT_EQ(pool->NumInterpreters(), 1);
+  ASSERT_EQ(pool->Id(), 1);
+  ASSERT_EQ(pool->FixedBatchSize(), 1);
+  session_pool->ReturnInterpreterPool(std::move(pool));
+  session_pool.reset();
+}
+
+int GetTensorSize(const TfLiteTensor* tflite_tensor) {
+  int size = 1;
+  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
+    size *= tflite_tensor->dims->data[i];
+  }
+  return size;
+}
+
+template <typename T>
+std::vector<T> ExtractVector(const TfLiteTensor* tflite_tensor) {
+  const T* v = reinterpret_cast<T*>(tflite_tensor->data.raw);
+  return std::vector<T>(v, v + GetTensorSize(tflite_tensor));
+}
+
+template <>
+std::vector<std::string> ExtractVector(const TfLiteTensor* tflite_tensor) {
+  std::vector<std::string> out;
+  for (int i = 0; i < tflite::GetStringCount(tflite_tensor); ++i) {
+    auto ref = tflite::GetString(tflite_tensor, i);
+    out.emplace_back(ref.str, ref.len);
+  }
+  return out;
+}
+
+TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
+  std::unique_ptr<tflite::Interpreter> interpreter;
+  ASSERT_EQ(tflite::InterpreterBuilder(*model, resolver)(&interpreter,
+                                                         /*num_threads=*/1),
+            kTfLiteOk);
+  ASSERT_EQ(interpreter->inputs().size(), 1);
+  const int idx = interpreter->inputs()[0];
+  auto* tensor = interpreter->tensor(idx);
+  ASSERT_EQ(tensor->type, kTfLiteString);
+  int fixed_batch_size = 10;
+  int actual_batch_size = 3;
+  interpreter->ResizeInputTensor(idx, {fixed_batch_size});
+  ASSERT_EQ(interpreter->AllocateTensors(), kTfLiteOk);
+  auto interpreter_wrapper =
+      std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter));
+  interpreter_wrapper->SetMiniBatchSize(fixed_batch_size);
+  ASSERT_EQ(interpreter_wrapper->GetMiniBatchSize(), fixed_batch_size);
+  std::vector<tensorflow::tstring> data;
+  std::vector<float> expected_floats;
+  std::vector<std::string> expected_strs;
+  for (int i = 0; i < actual_batch_size; ++i) {
+    tensorflow::Example example;
+    std::string str;
+    auto* features = example.mutable_features();
+    const float f = i % 2 == 1 ? 1.0 : -1.0;
+    const std::string s = i % 2 == 1 ? "test" : "missing";
+    expected_floats.push_back(f);
+    expected_strs.push_back(s);
+    (*features->mutable_feature())["x"].mutable_float_list()->add_value(
+        expected_floats.back());
+    (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
+        expected_strs.back());
+    example.SerializeToString(&str);
+    data.push_back(str);
+  }
+  ASSERT_FALSE(interpreter_wrapper->SetStringData(data, tensor, -1) ==
+               Status::OK());
+  TF_ASSERT_OK(interpreter_wrapper->SetStringData(data, tensor, idx));
+  auto wrapped = interpreter_wrapper->Get();
+  ASSERT_EQ(wrapped->inputs().size(), 1);
+  int input_idx = wrapped->inputs()[0];
+  auto tflite_input_tensor = wrapped->tensor(input_idx);
+  ASSERT_EQ(GetTensorSize(tflite_input_tensor), fixed_batch_size);
+  ASSERT_EQ(tflite::GetStringCount(tflite_input_tensor), actual_batch_size);
+  auto input_strs = ExtractVector<std::string>(tflite_input_tensor);
+  EXPECT_THAT(input_strs, ::testing::ElementsAreArray(data));
+  ASSERT_EQ(interpreter_wrapper->Invoke(), kTfLiteOk);
+  const std::vector<int>& indices = wrapped->outputs();
+  auto* tflite_tensor = wrapped->tensor(indices[0]);
+  ASSERT_EQ(tflite_tensor->type, kTfLiteFloat32);
+  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
+  EXPECT_THAT(ArraySlice<float>(ExtractVector<float>(tflite_tensor).data(),
+                                actual_batch_size),
+              ::testing::ElementsAreArray(expected_floats));
+  tflite_tensor = wrapped->tensor(indices[1]);
+  ASSERT_EQ(tflite_tensor->type, kTfLiteString);
+  ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
+  EXPECT_THAT(
+      ArraySlice<std::string>(ExtractVector<std::string>(tflite_tensor).data(),
+                              actual_batch_size),
+      ::testing::ElementsAreArray(expected_strs));
+}
+
+}  // namespace internal
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 7f90b0db8b5..03d475f7030 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -21,8 +21,13 @@ limitations under the License.
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/c/common.h"
+#include "tensorflow/lite/kernels/cpu_backend_context.h"
+#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
+#include "tensorflow/lite/kernels/internal/tensor_utils.h"
+#include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
@@ -33,8 +38,6 @@ namespace tensorflow {
 namespace serving {
 
 // Map of TFLite tensor name to <TF TensorInfo, TFLite tensor index>.
-using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
-
 namespace {
 
 Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
@@ -136,139 +139,258 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
   return Status::OK();
 }
 
-std::vector<int> TensorDims(const Tensor& tensor) {
-  std::vector<int> dims;
-  dims.reserve(tensor.dims());
-  for (int i = 0; i < tensor.dims(); ++i) {
-    dims.push_back(static_cast<int>(tensor.dim_size(i)));
+std::vector<int> TensorDims(const Tensor* tensor) {
+  std::vector<int> dims(tensor->dims());
+  for (int i = 0; i < tensor->dims(); ++i) {
+    dims[i] = static_cast<int>(tensor->dim_size(i));
   }
   return dims;
 }
 
-Status FillTfLiteTensorFromInput(const string& name, const Tensor& tensor,
-                                 tflite::Interpreter* interpreter, int index) {
-  auto tflite_tensor = interpreter->tensor(index);
-  if (tflite_tensor == nullptr) {
-    return errors::InvalidArgument("Failed to get TFLite tensor: ", name,
-                                   " at index: ", index);
-  }
-
-  // Fast check for resize and reallocate for non-string data.
-  const auto& tensor_bytes = tensor.tensor_data();
-  bool needs_resize_and_realloc = (tflite_tensor->type != kTfLiteString) &&
-                                  (tensor_bytes.size() != tflite_tensor->bytes);
-
-  TfLiteIntArray* dims_array = nullptr;
-  if (tflite_tensor->type == kTfLiteString) {
-    // Slow check for string inputs.
-    dims_array = TfLiteIntArrayCreate(tensor.dims());
-    for (int i = 0; i < tensor.dims(); ++i) {
-      dims_array->data[i] = static_cast<int>(tensor.dim_size(i));
+// Create output tensors making sure they are the right size. //
+Status CreateOutputTensors(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::vector<string>& output_tensor_names,
+    const std::map<string, int>& output_tensor_to_idx,
+    std::map<int32_t, Tensor*>& tflite_idx_to_output_tensor,
+    std::vector<Tensor>* output_tensors, bool use_batch_parallelism = false,
+    int actual_batch_size = 0) {
+  output_tensors->reserve(output_tensor_names.size());
+  for (std::string tfname : output_tensor_names) {
+    auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
+    if (fix_status != Status::OK()) {
+      return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
+                              fix_status.error_message());
     }
-    const TfLiteIntArray* previous_dims_array = tflite_tensor->dims;
-    needs_resize_and_realloc =
-        !TfLiteIntArrayEqual(dims_array, previous_dims_array);
-  }
-
-  if (needs_resize_and_realloc) {
-    // Slow path: needs resize+realloc.
-    // TODO(b/140959776): Reduce the chance of taking this path by either
-    // having multiple instances of interpreter or sub-graphs for commonly
-    // used input sizes.
-    if (interpreter->ResizeInputTensor(index, TensorDims(tensor)) !=
-        kTfLiteOk) {
-      return errors::Internal("Failed to resize input tensor: ", name, " from ",
-                              tflite_tensor->bytes, " to ", tensor_bytes.size(),
-                              " bytes.");
+    const int tflite_idx = output_tensor_to_idx.at(tfname);
+    TensorShape tf_shape;
+    const auto& interpreter = interpreter_pool->GetInterpreter(0)->Get();
+    const auto* tflite_tensor = interpreter->tensor(tflite_idx);
+    if (use_batch_parallelism) {
+      tf_shape.AddDim(actual_batch_size);
+    } else if (tflite_tensor->dims->size > 0) {
+      tf_shape.AddDim(tflite_tensor->dims->data[0]);
     }
-    if (interpreter->AllocateTensors() != kTfLiteOk) {
-      return errors::Internal(
-          "Failed to AllocateTensors() due to change in input tensor ", name,
-          " size from ", tflite_tensor->bytes, " to ", tensor_bytes.size(),
-          " bytes.");
+    for (int i = 1; i < tflite_tensor->dims->size; ++i) {
+      tf_shape.AddDim(tflite_tensor->dims->data[i]);
     }
+    DataType tf_type;
+    TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
+    output_tensors->emplace_back(tf_type, tf_shape);
+    tflite_idx_to_output_tensor[tflite_idx] = &output_tensors->back();
   }
+  return Status::OK();
+}
 
-  if (tflite_tensor->type != kTfLiteString) {
-    std::memcpy(tflite_tensor->data.raw, tensor_bytes.data(),
-                tensor_bytes.size());
-  } else {
-    tflite::DynamicBuffer buf;
-    auto tensor_vec = tensor.flat<tstring>();
-    for (int i = 0; i < tensor_vec.size(); i++) {
-      buf.AddString(tensor_vec(i).data(), tensor_vec(i).size());
+Status SetInputAndInvokeMiniBatch(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, const Tensor*>& tflite_idx_to_tf_input_tensor,
+    bool use_batch_parallelism = false, int32_t num_minibatches = 1,
+    int minibatch = 0) {
+  const auto& interpreter_wrapper = interpreter_pool->GetInterpreter(minibatch);
+  auto* interpreter = interpreter_wrapper->Get();
+  // Load input data from Tensorflow tensors.
+  for (const auto entry : tflite_idx_to_tf_input_tensor) {
+    int tflite_input_idx = entry.first;
+    auto tflite_input_tensor = interpreter->tensor(tflite_input_idx);
+    const auto* tf_input_tensor = entry.second;
+    if (tflite_input_tensor->type != kTfLiteString) {
+      if (use_batch_parallelism) {
+        return errors::Internal(
+            "Batch parallelism should not be enabled for non-string inputs");
+      }
+      auto tensor_bytes = tf_input_tensor->tensor_data();
+      if (tensor_bytes.size() != tflite_input_tensor->bytes) {
+        if (interpreter->ResizeInputTensor(
+                tflite_input_idx, TensorDims(tf_input_tensor)) != kTfLiteOk) {
+          return errors::Internal(
+              "Failed to resize input tensor: ", tflite_input_tensor->name,
+              " from ", tflite_input_tensor->bytes, " to ", tensor_bytes.size(),
+              " bytes.");
+        }
+        if (interpreter->AllocateTensors() != kTfLiteOk) {
+          return errors::Internal("Failed to allocate tensors");
+        }
+      }
+      std::memcpy(tflite_input_tensor->data.raw, tensor_bytes.data(),
+                  tensor_bytes.size());
+    } else {
+      // Copy the string tensor data to the input tflite tensor.
+      const int fixed_batch_size = interpreter_pool->FixedBatchSize();
+      const int actual_batch_size = entry.second->NumElements();
+      const int begin = fixed_batch_size * minibatch;
+      int end = static_cast<int>(actual_batch_size);
+      if (use_batch_parallelism) {
+        end = std::min(end, fixed_batch_size * (minibatch + 1));
+      }
+      const auto batch = gtl::ArraySlice<tstring>(entry.second->flat<tstring>())
+                             .subspan(begin, end - begin);
+      const int minibatch_size = batch.size();
+      // Always resize when not using parallelism.
+      const bool needs_resize =
+          use_batch_parallelism
+              ? minibatch_size > interpreter_wrapper->GetMiniBatchSize()
+              : minibatch_size != interpreter_wrapper->GetMiniBatchSize();
+      if (needs_resize) {
+        interpreter->ResizeInputTensor(entry.first, {minibatch_size});
+        interpreter_wrapper->SetMiniBatchSize(minibatch_size);
+        if (interpreter->AllocateTensors() != kTfLiteOk) {
+          return errors::Internal("Failed to allocate tensors");
+        }
+      }
+      TF_RETURN_IF_ERROR(interpreter_wrapper->SetStringData(
+          batch, tflite_input_tensor, tflite_input_idx));
     }
-    // WriteToTensor() takes ownership of dims_array.
-    buf.WriteToTensor(tflite_tensor, dims_array);
+  }
+  if (interpreter_wrapper->Invoke() != kTfLiteOk) {
+    return errors::Internal("Failed to invoke TfLite interpreter");
   }
   return Status::OK();
 }
 
-Status AppendTfLiteToTfTensorList(const TfLiteTensor* tflite_tensor,
-                                  std::vector<Tensor>* outputs) {
-  DataType tf_type;
-  TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
-
-  TensorShape shape;
-  for (int i = 0; i < tflite_tensor->dims->size; ++i) {
-    shape.AddDim(tflite_tensor->dims->data[i]);
+Status SetMiniBatchOutput(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, Tensor*>& tflite_idx_to_output_tensor,
+    std::vector<Tensor>* outputs, bool use_batch_parallelism = false,
+    int actual_batch_size = 0, int num_minibatches = 1, size_t minibatch = 0) {
+  const int fixed_batch_size = interpreter_pool->FixedBatchSize();
+  for (const auto& entry : tflite_idx_to_output_tensor) {
+    Tensor* tensor = entry.second;
+    const DataType tf_type = tensor->dtype();
+    const int begin = fixed_batch_size * minibatch;
+    const int end = std::min(fixed_batch_size * static_cast<int>(minibatch + 1),
+                             actual_batch_size);
+    const int actual_minibatch_size = end - begin;
+    const auto& interpreter_wrapper =
+        interpreter_pool->GetInterpreter(minibatch);
+    const auto* interpreter = interpreter_wrapper->Get();
+    auto tflite_tensor = interpreter->tensor(entry.first);
+    if (DataTypeCanUseMemcpy(tf_type)) {
+      auto tensor_bytes = tensor->tensor_data();
+      int offset = 0;
+      size_t tflite_tensor_bytes = tflite_tensor->bytes;
+      if (use_batch_parallelism) {
+        // Each batch will produce minibatch_size tensors.
+        // We want to make sure we only copy actual_batch_size.
+        offset = minibatch * tflite_tensor_bytes;
+        tflite_tensor_bytes =
+            tflite_tensor_bytes / fixed_batch_size * actual_minibatch_size;
+      }
+      std::memcpy(const_cast<char*>(tensor_bytes.data() + offset),
+                  tflite_tensor->data.raw, tflite_tensor_bytes);
+    } else if (tflite_tensor->type == kTfLiteString) {
+      const int string_count = tflite::GetStringCount(tflite_tensor);
+      int num_strings = string_count;
+      int offset = 0;
+      if (use_batch_parallelism) {
+        offset = minibatch * string_count;
+        num_strings = string_count / fixed_batch_size * actual_minibatch_size;
+      }
+      auto str_tensors = tensor->flat<tstring>();
+      for (int i = 0; i < num_strings; i++) {
+        const auto& ref = tflite::GetString(tflite_tensor, i);
+        str_tensors(i + offset).assign(ref.str, ref.len);
+      }
+    }
   }
+  return Status::OK();
+}
 
-  outputs->emplace_back(Tensor(tf_type, shape));
-  Tensor* tensor = &outputs->back();
-  if (DataTypeCanUseMemcpy(tf_type)) {
-    auto tensor_bytes = tensor->tensor_data();
-    if (tflite_tensor->bytes != tensor_bytes.size()) {
-      return errors::Internal(
-          "Failed to convert TFLite tensor: ", tflite_tensor->name,
-          " to TF tensor. Size mismatch: ", tensor_bytes.size(), " vs ",
-          tflite_tensor->bytes);
-    }
-    std::memcpy(const_cast<char*>(tensor_bytes.data()), tflite_tensor->data.raw,
-                tflite_tensor->bytes);
-  } else if (tflite_tensor->type == kTfLiteString) {
-    const int num_strings = tflite::GetStringCount(tflite_tensor);
-    if (num_strings != tensor->NumElements()) {
-      return errors::Internal(
-          "Failed to convert TFLite tensor: ", tflite_tensor->name,
-          " to TF tensor. Num elements mismatch: ", tensor->NumElements(),
-          " vs ", num_strings);
-    }
-    auto str_tensors = outputs->back().flat<tstring>();
-    for (int i = 0; i < num_strings; i++) {
-      auto ref = tflite::GetString(tflite_tensor, i);
-      str_tensors(i).assign(ref.str, ref.len);
+typedef std::function<Status(std::unique_ptr<internal::TfLiteInterpreterPool>&,
+                             const std::map<int, const Tensor*>&, bool, int32_t,
+                             int)>
+    BatchFunction;
+void ParallelFor(
+    const BatchFunction& f,
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::map<int, const Tensor*>& tflite_inputs, int n,
+    bool use_batch_parallelism, bool run_in_caller,
+    std::vector<Status>& status) {
+  if (n == 0) return;
+  auto* thread_pool = interpreter_pool->ThreadPool();
+  if (thread_pool == nullptr) {
+    for (int i = 0; i < n; ++i) {
+      status[i] =
+          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
     }
-  } else {
-    return errors::Internal("TFLite to TF Tensor copy not supported for type: ",
-                            tflite_tensor->type);
+    return;
+  }
+  int num_jobs = run_in_caller ? n - 1 : n;
+  int first_job = run_in_caller ? 1 : 0;
+  tensorflow::BlockingCounter counter(num_jobs);
+  for (int i = first_job; i < n; ++i) {
+    thread_pool->Schedule([&f, &interpreter_pool, &tflite_inputs,
+                           use_batch_parallelism, n, i, &counter, &status] {
+      status[i] =
+          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
+      counter.DecrementCount();
+    });
+  }
+  if (run_in_caller) {
+    status[0] = f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, 0);
+  }
+  counter.Wait();
+}
+
+Status RunBatchParallel(
+    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::map<int, const Tensor*>& tflite_idx_to_input_tensor,
+    bool run_in_caller_thread, const std::vector<string>& output_tensor_names,
+    const std::map<string, int>& output_tensor_to_index,
+    std::vector<Tensor>* outputs) {
+  const int actual_batch_size = inputs[0].second.NumElements();
+  const int32_t num_threads = interpreter_pool->NumInterpreters();
+  const int min_batch_size = interpreter_pool->FixedBatchSize();
+  int num_minibatches = std::min(
+      num_threads, (actual_batch_size + min_batch_size - 1) / min_batch_size);
+  std::vector<Status> status_of_minibatches(num_minibatches);
+  ParallelFor(SetInputAndInvokeMiniBatch, interpreter_pool,
+              tflite_idx_to_input_tensor, num_minibatches, true,
+              run_in_caller_thread, status_of_minibatches);
+  for (Status& status_of_minibatch : status_of_minibatches) {
+    TF_RETURN_IF_ERROR(status_of_minibatch);
+  }
+  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
+  TF_RETURN_IF_ERROR(CreateOutputTensors(
+      interpreter_pool, output_tensor_names, output_tensor_to_index,
+      tflite_idx_to_output_tensor, outputs, true, actual_batch_size));
+
+  // Set the contents of the return tensors.
+  for (size_t i = 0; i < num_minibatches; ++i) {
+    TF_RETURN_IF_ERROR(SetMiniBatchOutput(
+        interpreter_pool, tflite_idx_to_output_tensor, outputs, true,
+        actual_batch_size, num_minibatches, i));
   }
   return Status::OK();
 }
 
 }  // namespace
 
-Status TfLiteSession::Create(string&& buffer,
+Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
+                             int num_pools, int num_interpreters_per_pool,
                              std::unique_ptr<TfLiteSession>* tflite_session,
                              ::google::protobuf::Map<string, SignatureDef>* signatures,
-                             int num_interpreters) {
+                             bool run_in_caller_thread) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
     return errors::InvalidArgument("Cannot build FlatBufferModel from buffer.");
   }
 
-  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
-  TF_RETURN_IF_ERROR(
-      internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-          *model, num_interpreters, interpreter_pool));
-  auto interpreter_wrapper = interpreter_pool->GetInterpreter();
-  const tflite::Interpreter* interpreter = interpreter_wrapper->Get();
+  tflite::ops::builtin::BuiltinOpResolver resolver;
+  tflite::ops::custom::AddParseExampleOp(&resolver);
+  tflite::ops::custom::AddHashtableOps(&resolver);
+
+  std::unique_ptr<tflite::Interpreter> interpreter;
+  if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {
+    return errors::Internal("Cannot build Interpreter from buffer.");
+  }
 
   TensorInfoMap inputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, true, &inputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), true, &inputs));
   TensorInfoMap outputs;
-  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter, false, &outputs));
+  TF_RETURN_IF_ERROR(GetTensorInfoMap(interpreter.get(), false, &outputs));
 
   // Map of TFLite tensor name -> tensor index
   std::map<string, int> input_tensor_to_index;
@@ -332,9 +454,18 @@ Status TfLiteSession::Create(string&& buffer,
     sigdef->set_method_name(kPredictMethodName);
   }
 
+  num_pools = std::max(1, num_pools);
+  num_interpreters_per_pool = std::max(1, num_interpreters_per_pool);
+
+  std::unique_ptr<internal::TfLiteSessionPool> session_pool;
+  TF_RETURN_IF_ERROR(internal::TfLiteSessionPool::CreateTfLiteSessionPool(
+      model.get(), options, run_in_caller_thread, num_pools,
+      num_interpreters_per_pool, session_pool));
+
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
-      std::move(buffer), std::move(model), std::move(interpreter_pool)));
+      std::move(buffer), std::move(model), std::move(session_pool),
+      run_in_caller_thread));
   return Status::OK();
 }
 
@@ -342,12 +473,14 @@ TfLiteSession::TfLiteSession(
     std::map<string, int>&& input_tensor_to_index,
     std::map<string, int>&& output_tensor_to_index, string&& buffer,
     std::unique_ptr<tflite::FlatBufferModel> model,
-    std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool)
+    std::unique_ptr<internal::TfLiteSessionPool> session_pool,
+    bool run_in_caller_thread)
     : input_tensor_to_index_(std::move(input_tensor_to_index)),
       output_tensor_to_index_(std::move(output_tensor_to_index)),
       model_serialized_bytes_(std::move(buffer)),
       model_(std::move(model)),
-      interpreter_pool_(std::move(interpreter_pool)) {}
+      session_pool_(std::move(session_pool)),
+      run_in_caller_thread_(run_in_caller_thread) {}
 
 Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
                           const std::vector<string>& output_tensor_names,
@@ -375,35 +508,50 @@ Status TfLiteSession::Run(
     const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
     RunMetadata* run_metadata,
     const thread::ThreadPoolOptions& thread_pool_options) {
-  auto interpreter_wrapper = interpreter_pool_->GetInterpreter();
-  tflite::Interpreter* interpreter = interpreter_wrapper->Get();
+  std::map<int, const Tensor*> tflite_idx_to_input_tensor;
   for (const auto& input : inputs) {
     string name = input.first;
     TF_RETURN_WITH_CONTEXT_IF_ERROR(
         FixTfLiteTensorName(input_tensor_to_index_, name),
         "Missing input TFLite tensor: ", name);
     const int index = input_tensor_to_index_.at(name);
-    TF_RETURN_IF_ERROR(
-        FillTfLiteTensorFromInput(name, input.second, interpreter, index));
+    tflite_idx_to_input_tensor[index] = &input.second;
   }
 
-  if (interpreter->Invoke() != kTfLiteOk) {
-    return errors::Internal("Failed to run interpreter.");
+#define RETURN_POOL_IF_ERROR(...)                                        \
+  do {                                                                   \
+    ::tensorflow::Status _status = (__VA_ARGS__);                        \
+    if (TF_PREDICT_FALSE(!_status.ok())) {                               \
+      session_pool_->ReturnInterpreterPool(std::move(interpreter_pool)); \
+      return _status;                                                    \
+    }                                                                    \
+  } while (0);
+  auto interpreter_pool = session_pool_->GetInterpreterPool();
+  if (interpreter_pool->UseBatchParallelism()) {
+    RETURN_POOL_IF_ERROR(
+        RunBatchParallel(interpreter_pool, inputs, tflite_idx_to_input_tensor,
+                         run_in_caller_thread_, output_tensor_names,
+                         output_tensor_to_index_, outputs));
+    session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
+    return Status::OK();
   }
 
-  outputs->clear();
-  for (string name : output_tensor_names) {
-    TF_RETURN_WITH_CONTEXT_IF_ERROR(
-        FixTfLiteTensorName(output_tensor_to_index_, name),
-        "Missing output TFLite tensor: ", name);
-    const int index = output_tensor_to_index_.at(name);
-    auto* tflite_tensor = interpreter->tensor(index);
-    if (tflite_tensor == nullptr) {
-      return errors::InvalidArgument(
-          "Failed to get output TFLite tensor: ", name, " at index: ", index);
-    }
-    TF_RETURN_IF_ERROR(AppendTfLiteToTfTensorList(tflite_tensor, outputs));
-  }
+  RETURN_POOL_IF_ERROR(
+      SetInputAndInvokeMiniBatch(interpreter_pool, tflite_idx_to_input_tensor));
+
+  // Create return tensors and map the tflite tensor index to the
+  // index of the created tensor.
+  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
+  RETURN_POOL_IF_ERROR(CreateOutputTensors(
+      interpreter_pool, output_tensor_names, output_tensor_to_index_,
+      tflite_idx_to_output_tensor, outputs));
+
+  // Set the contents of the return tensors.
+  RETURN_POOL_IF_ERROR(SetMiniBatchOutput(
+      interpreter_pool, tflite_idx_to_output_tensor, outputs));
+
+#undef RETURN_POOL_IF_ERROR
+  session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
   return Status::OK();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index f95f4c1b0da..c8eb460bd92 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -24,9 +24,12 @@ limitations under the License.
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/file_system.h"
+#include "tensorflow/core/platform/threadpool.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/lite/external_cpu_backend_context.h"
 #include "tensorflow/lite/interpreter.h"
+#include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/model.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
@@ -34,6 +37,8 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
+
 // A session to run inference on a TensorFlow Lite model.
 //
 class TfLiteSession : public ServingSession {
@@ -41,10 +46,15 @@ class TfLiteSession : public ServingSession {
   // Creates a TfLiteSession object from `buffer` representing serialized
   // TFLite flatbuffer model. Also returns the SignatureDef map based on
   // input/outputs to the model.
-  static Status Create(string&& buffer,
+  //
+  // run in caller thread allows a worker to run on the parent thread,
+  // which may be desired to increase concurrency at the cost of additional
+  // thread context overhead. Defaults to false.
+  static Status Create(string&& buffer, const SessionOptions& options,
+                       int num_pools, int num_interpreters_per_pool,
                        std::unique_ptr<TfLiteSession>* tflite_session,
                        ::google::protobuf::Map<string, SignatureDef>* signatures,
-                       int num_interpreters);
+                       bool run_in_caller_thread = false);
 
   ~TfLiteSession() override = default;
 
@@ -69,18 +79,17 @@ class TfLiteSession : public ServingSession {
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
-  TfLiteSession(
-      std::map<string, int>&& input_tensor_to_index,
-      std::map<string, int>&& output_tensor_to_index, string&& buffer,
-      std::unique_ptr<tflite::FlatBufferModel> model,
-      std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool);
-
+  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
+                std::map<string, int>&& output_tensor_to_index, string&& buffer,
+                std::unique_ptr<tflite::FlatBufferModel> model,
+                std::unique_ptr<internal::TfLiteSessionPool> session_pool,
+                bool run_in_caller_thread);
   const std::map<string, int> input_tensor_to_index_;
   const std::map<string, int> output_tensor_to_index_;
   const string model_serialized_bytes_;
   const std::unique_ptr<tflite::FlatBufferModel> model_;
-  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
-
+  const std::unique_ptr<internal::TfLiteSessionPool> session_pool_;
+  const bool run_in_caller_thread_;
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index 09dcb943529..5219db7b0df 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -44,8 +44,10 @@ int main(int argc, char** argv) {
 
   ::google::protobuf::Map<std::string, tensorflow::SignatureDef> signatures;
   std::unique_ptr<tensorflow::serving::TfLiteSession> session;
-  status = tensorflow::serving::TfLiteSession::Create(std::move(model_bytes),
-                                                      &session, &signatures, 1);
+  tensorflow::SessionOptions options;
+  status = tensorflow::serving::TfLiteSession::Create(
+      std::move(model_bytes), options, /*num_pools=*/1,
+      /*num_interpreters_per_pool=*/1, &session, &signatures);
   if (!status.ok()) {
     std::cerr << "ERROR: Failed to create TF Lite session with error: "
               << status << std::endl;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index abc1a65d122..a31bd33d90c 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -37,11 +37,14 @@ limitations under the License.
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
 #include "tensorflow/lite/version.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
+ABSL_FLAG(int, num_pools, 1, "Number of interpreter pools of a TfLiteSession.");
+
 ABSL_FLAG(int, num_tflite_interpreters, 1,
           "Number of TFLite interpreters "
           "in an interpreter pool of a TfLiteSession.");
@@ -79,9 +82,10 @@ TEST(TfLiteSession, BasicTest) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"(
@@ -139,9 +143,10 @@ TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
 
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   EXPECT_EQ(signatures.size(), 1);
   EXPECT_EQ(signatures.begin()->first, "serving_default");
   // While, in the model, the tensor name of input "x" is "tflite_input:0". in
@@ -344,9 +349,10 @@ TEST(TfLiteSession, ProcessStrings) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -367,9 +373,10 @@ TEST(TfLiteSession, ProcessStringsFlex) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -390,9 +397,10 @@ TEST(TfLiteSession, ThreadPoolOptions) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
   Tensor input_list =
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({4}));
   Tensor input_shape = test::AsTensor<int32>({2, 2}, TensorShape({2}));
@@ -430,9 +438,10 @@ TEST(TfLiteSession, SimpleSignatureDef) {
   signatures[kResidualSignatureKey] = SignatureDef();
 
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   ASSERT_THAT(signatures,
               UnorderedElementsAre(Pair(kDefaultServingSignatureDefKey, _)));
@@ -470,9 +479,10 @@ TEST(TfLiteSession, MultipleSignatureDef) {
       tflite::TensorType_STRING, /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_EXPECT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   ASSERT_THAT(signatures, UnorderedElementsAre(Pair(kSignatureKey1, _),
                                                Pair(kSignatureKey2, _)));
@@ -523,9 +533,10 @@ TEST(TfLiteSession, SignatureDefWithCommonTensorPrefix) {
                      /*use_flex_op=*/false, &signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_ASSERT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   // Inputs must still be processed as two different tensors.
   auto outputSigdef = signatures[kDefaultServingSignatureDefKey];
@@ -543,9 +554,10 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
                      &model_signature_def_map);
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> session;
-  TF_EXPECT_OK(
-      TfLiteSession::Create(std::move(model_bytes), &session, &signatures,
-                            absl::GetFlag(FLAGS_num_tflite_interpreters)));
+  tensorflow::SessionOptions options;
+  TF_EXPECT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
 
   auto sigdef = signatures[kDefaultServingSignatureDefKey];
   ASSERT_EQ(sigdef.inputs().at(kSignatureInputList).name(),
@@ -568,6 +580,65 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
+TEST(TfLiteSession, TestBatchParallelism) {
+  std::string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  auto model_signature_def_map = GetTestSignatureDefMap();
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> sess;
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1, 4,
+                                     &sess, &signatures));
+  const int batch_size = 500;
+  const float default_value = 0;
+  std::vector<tstring> example_list;
+  std::vector<float> expected;
+  std::vector<tstring> expected_bytes;
+  std::vector<Tensor> outputs;
+
+  std::mt19937 random_engine;
+  auto random_func = [&]() {
+    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
+  };
+  const std::string kTestString = "test string";
+  const std::string kDefaultString = "missing";
+  for (int i = 0; i < batch_size; i++) {
+    float val = random_func();
+    tensorflow::Example example;
+    std::string str;
+    if (val < -1) {
+      expected.push_back(default_value);
+      expected_bytes.push_back(kDefaultString);
+    } else {
+      expected.push_back(val);
+      expected_bytes.push_back(kTestString);
+      auto* features = example.mutable_features();
+      (*features->mutable_feature())["x"].mutable_float_list()->add_value(val);
+      (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
+          kTestString);
+    }
+    example.SerializeToString(&str);
+    example_list.push_back(str);
+  }
+  Tensor example_list_tensor =
+      test::AsTensor<tstring>(example_list, TensorShape({batch_size}));
+  TF_EXPECT_OK(sess->Run(
+      {{"input", example_list_tensor}},
+      {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
+      &outputs));
+  test::ExpectTensorEqual<float>(
+      outputs[0],
+      test::AsTensor<float>(expected, TensorShape({batch_size, 1})));
+  EXPECT_EQ(outputs.size(), 2);
+  test::ExpectTensorEqual<tstring>(
+      outputs[1],
+      test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.
@@ -580,9 +651,10 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
                                         &model_signature_def_map);
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
@@ -615,9 +687,10 @@ void BM_HalfPlusTwo(benchmark::State& state) {
         Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
@@ -639,9 +712,10 @@ void BM_MobileNet(benchmark::State& state) {
                                   &model_bytes));
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    tensorflow::SessionOptions options;
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);
@@ -666,9 +740,9 @@ void BM_ParseExample(benchmark::State& state) {
     ::google::protobuf::Map<string, SignatureDef> signatures;
     std::unique_ptr<TfLiteSession> sess;
     tensorflow::SessionOptions options;
-    TF_ASSERT_OK(
-        TfLiteSession::Create(std::move(model_bytes), &sess, &signatures,
-                              absl::GetFlag(FLAGS_num_tflite_interpreters)));
+    TF_ASSERT_OK(TfLiteSession::Create(
+        std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+        absl::GetFlag(FLAGS_num_tflite_interpreters), &sess, &signatures));
     session = sess.release();
   }
   const int kBatchSize = 500;

From 7c265023768455c216afed4baa0a9f52bc4b3862 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Feb 2021 12:01:31 -0800
Subject: [PATCH 4713/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12785e89-a78d-4a11-b147-ed208f341450

PiperOrigin-RevId: 356792869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d49644ee2f3..333f6e8adc4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3dcff872aa8564b0537d5cb951f1bf27557a9d65e9b4ff4de2afeae1f16955d9",
-    git_commit = "5eac5b75b48232e93f2a96ed856131201cd2ae3c",
+    sha256 = "c2f3cf2c76ad6330e8627e807e04f6d1f61d052f8c20c731b7aa82ef8fda7421",
+    git_commit = "ab4f2c149e47ffbfdc308d97c8cc96f896bc8be5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 28ec25f9255337afec955e3ca5ae212ab290f5de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Feb 2021 18:01:22 -0800
Subject: [PATCH 4714/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98cede8b-c818-4a9c-83ca-444dccac7cc2

PiperOrigin-RevId: 356871331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 333f6e8adc4..0bebe86406b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2f3cf2c76ad6330e8627e807e04f6d1f61d052f8c20c731b7aa82ef8fda7421",
-    git_commit = "ab4f2c149e47ffbfdc308d97c8cc96f896bc8be5",
+    sha256 = "e6adee761990f5e4dbdf3eb8fbee0480fec124e5ead543d2f07da7bc3691dda9",
+    git_commit = "dcaa3c9ed9211768b8de184a85558778e1ef4279",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea77a9c723c93299d5039d5643fe6e29758394c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Feb 2021 00:03:32 -0800
Subject: [PATCH 4715/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01d68f39-6d26-43e7-8aa1-4360712d9363

PiperOrigin-RevId: 356913809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bebe86406b..c70f615a748 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6adee761990f5e4dbdf3eb8fbee0480fec124e5ead543d2f07da7bc3691dda9",
-    git_commit = "dcaa3c9ed9211768b8de184a85558778e1ef4279",
+    sha256 = "3cf75ddd5d15d0551a469c499ebc92a2892b4cc40dffd448fdef00230470d745",
+    git_commit = "69f5aecd05bedfaffc95cce68ecd1477ef2b1d7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24aab45ccfff075af3f3c136b760ca51d62ad3c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Feb 2021 06:01:22 -0800
Subject: [PATCH 4716/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/718a6f0c-d76b-49f7-b40c-5e3fd5f0370e

PiperOrigin-RevId: 356957092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c70f615a748..27c0ce09a80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cf75ddd5d15d0551a469c499ebc92a2892b4cc40dffd448fdef00230470d745",
-    git_commit = "69f5aecd05bedfaffc95cce68ecd1477ef2b1d7f",
+    sha256 = "1d5511bff28f8ed3b66afe80b44824f19710d8cac42277985179e5e85d32a0f1",
+    git_commit = "cfa3af20c4d4db742250c36d122f65bd4d93e148",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7203b78eaa02947265c4b252e56379ffea33c3d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Feb 2021 12:02:24 -0800
Subject: [PATCH 4717/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c2bda5f-2fb4-4c25-bf8b-550830552f90

PiperOrigin-RevId: 357027873
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27c0ce09a80..2821f114b5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d5511bff28f8ed3b66afe80b44824f19710d8cac42277985179e5e85d32a0f1",
-    git_commit = "cfa3af20c4d4db742250c36d122f65bd4d93e148",
+    sha256 = "6fb83ceb13db9811d483d9b4514c829405eab8e59ff960d22f7977a1519fe7a2",
+    git_commit = "6ba169665b33035f93849d5f5fbfdefa45473e6e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cba44ed65a94fb45f3f33f5c575f4bc3a1b2bd19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Feb 2021 18:01:18 -0800
Subject: [PATCH 4718/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a19983e-e35f-424b-addc-a1bacb12519b

PiperOrigin-RevId: 357098015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2821f114b5e..e6bd7312021 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fb83ceb13db9811d483d9b4514c829405eab8e59ff960d22f7977a1519fe7a2",
-    git_commit = "6ba169665b33035f93849d5f5fbfdefa45473e6e",
+    sha256 = "2ea0890d680f3e639950253ec4e6dba6c04c86e1e2eb7e70abf5183af7f006df",
+    git_commit = "15a3221c1e73d3f6a9aed0a73d5e2248cb74d453",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1983c9bc614b7c9473a0205b238b2e704a9b016e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Feb 2021 00:02:14 -0800
Subject: [PATCH 4719/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c985b13-33bb-4f13-8c72-448ee9d7c87b

PiperOrigin-RevId: 357136936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6bd7312021..0c6e5cf5047 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ea0890d680f3e639950253ec4e6dba6c04c86e1e2eb7e70abf5183af7f006df",
-    git_commit = "15a3221c1e73d3f6a9aed0a73d5e2248cb74d453",
+    sha256 = "f5ca89596ce1498a8db3ab7880ecd4e5ea1ae569fd1f73441f4efbfa8d577dfd",
+    git_commit = "a5a5259a3e68f0118ff800a0435134766aa4ca3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a279e70bd2a1f7a899681342fc943cbf864e2d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Feb 2021 18:01:21 -0800
Subject: [PATCH 4720/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02c9cb77-2589-4c7e-bf36-4f236e59eeca

PiperOrigin-RevId: 357302091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c6e5cf5047..8c490e20476 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5ca89596ce1498a8db3ab7880ecd4e5ea1ae569fd1f73441f4efbfa8d577dfd",
-    git_commit = "a5a5259a3e68f0118ff800a0435134766aa4ca3e",
+    sha256 = "4705d7917a7cf9198b37ce87ce3e82a384388cd16e46da2ffb2884cae4bb6137",
+    git_commit = "96d508eb5b5614c8f8f00fb9b461030533313d2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 159051cb53c3a56f6a284eb37f338f2d08b3cf75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Feb 2021 00:01:22 -0800
Subject: [PATCH 4721/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/160dc919-67f0-4d6e-a84d-1ecb43cac4d0

PiperOrigin-RevId: 357330456
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c490e20476..b22fdc9ba0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4705d7917a7cf9198b37ce87ce3e82a384388cd16e46da2ffb2884cae4bb6137",
-    git_commit = "96d508eb5b5614c8f8f00fb9b461030533313d2f",
+    sha256 = "1d58695b58a5029d2e155a472738a455592f61a5c54c6503bfb4a7cc0691fb6e",
+    git_commit = "8a1c8335edbedb275aef564308577c80a9066ccf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5552eca5d4a5700225c68091fcefa11bd306bc2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Feb 2021 06:01:26 -0800
Subject: [PATCH 4722/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5add564-76af-40f2-b2f3-e3fcfcf4a427

PiperOrigin-RevId: 357353068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b22fdc9ba0e..f13cdff2255 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d58695b58a5029d2e155a472738a455592f61a5c54c6503bfb4a7cc0691fb6e",
-    git_commit = "8a1c8335edbedb275aef564308577c80a9066ccf",
+    sha256 = "e0719d8493cbcfc2e50684a4be34183bcd7e52389c2fa253e3aa102737e2bc00",
+    git_commit = "37406182181eaf0356fa832b26a3a20e8f2f78a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0df6a9ff96bc1541fe3640138ffe45023b29381d Mon Sep 17 00:00:00 2001
From: OniB <onib.muu@gmail.com>
Date: Sun, 14 Feb 2021 03:59:10 +0900
Subject: [PATCH 4723/8103] Remove an unused variable from
 HttpRestApiHandler::ProcessRequest

---
 tensorflow_serving/model_servers/http_rest_api_handler.cc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 9a8b9509e63..5e1c083ba1f 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -69,7 +69,6 @@ Status HttpRestApiHandler::ProcessRequest(
   headers->clear();
   output->clear();
   AddHeaders(headers);
-  string model_version_str;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);

From 5daddf97f5631e90fc6ab383f2946a5562a5e02f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Feb 2021 18:02:03 -0800
Subject: [PATCH 4724/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aada4e68-c316-48ce-b2b8-4d8560e84ec5

PiperOrigin-RevId: 357397187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f13cdff2255..7473db2c37a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0719d8493cbcfc2e50684a4be34183bcd7e52389c2fa253e3aa102737e2bc00",
-    git_commit = "37406182181eaf0356fa832b26a3a20e8f2f78a1",
+    sha256 = "4dca6fd4aeadab4b7c46a8fdaa3bc6d4e617c48722db026d3dfd4557cb19d069",
+    git_commit = "796af3d216465c9545062fcf5cdd443af6dd08af",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3080736bd8a52a576a6e48ea0330b59dcf317e30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Feb 2021 06:01:17 -0800
Subject: [PATCH 4725/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdaaa51d-c993-4b71-b7c0-ad9d8f83f709

PiperOrigin-RevId: 357443445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7473db2c37a..2eaa9920fc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4dca6fd4aeadab4b7c46a8fdaa3bc6d4e617c48722db026d3dfd4557cb19d069",
-    git_commit = "796af3d216465c9545062fcf5cdd443af6dd08af",
+    sha256 = "9fde40478720ec8f62a468e369cf8886ce9b512e4fa8c872fccbd2049b4e2ec6",
+    git_commit = "a0ef001fa88c27d32df4c3fcd03474552d0837c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2b3079657fa9d1bf93088309ca2d5d4fddee8d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Feb 2021 18:01:11 -0800
Subject: [PATCH 4726/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a40bdf1e-2152-47d9-a31f-5cb3e7181844

PiperOrigin-RevId: 357491218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2eaa9920fc9..4b58af64fe9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fde40478720ec8f62a468e369cf8886ce9b512e4fa8c872fccbd2049b4e2ec6",
-    git_commit = "a0ef001fa88c27d32df4c3fcd03474552d0837c2",
+    sha256 = "2914eb07ff3f6f81ccd4d6e7da030e3aa925c0fe1a91856c6a74556fefe25ce8",
+    git_commit = "372e7eef27e03adabceb4c7ca41d366776573a73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 33235b06798a18827d5758addcda4e5ee1c5290b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Feb 2021 00:01:42 -0800
Subject: [PATCH 4727/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02bc01dc-3e20-4dad-b9d6-e14d98ba5605

PiperOrigin-RevId: 357519110
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b58af64fe9..51b79a73f42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2914eb07ff3f6f81ccd4d6e7da030e3aa925c0fe1a91856c6a74556fefe25ce8",
-    git_commit = "372e7eef27e03adabceb4c7ca41d366776573a73",
+    sha256 = "6bd6543f4d990a6d16b7b3e8991e54e8a57ba8780770bde4a6a03eb1a6401499",
+    git_commit = "5396b5ce655e4667814cbc1dfc06bb86c1a06396",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ae48b84d1933db7e1e027b4d7f25c4eff6429ec4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Feb 2021 06:01:31 -0800
Subject: [PATCH 4728/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d436216-7e88-4c67-bd20-524e39e469fe

PiperOrigin-RevId: 357562111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51b79a73f42..1914b39ee3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bd6543f4d990a6d16b7b3e8991e54e8a57ba8780770bde4a6a03eb1a6401499",
-    git_commit = "5396b5ce655e4667814cbc1dfc06bb86c1a06396",
+    sha256 = "024e3385890cddf96f353b59344953a63c9259111ccef697bd4f2657fe26d61a",
+    git_commit = "a76ddd5b248fdcce7021e317b1018e4f9f8ad833",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f48fc9a03a9b45561af5ca465b4012119c472b53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Feb 2021 12:01:24 -0800
Subject: [PATCH 4729/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45df0650-0df3-4d89-b2c9-554f1ebfc3e9

PiperOrigin-RevId: 357599364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1914b39ee3b..f07b493661f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "024e3385890cddf96f353b59344953a63c9259111ccef697bd4f2657fe26d61a",
-    git_commit = "a76ddd5b248fdcce7021e317b1018e4f9f8ad833",
+    sha256 = "9cfabe0e420879c26417e2dd939f3c6414b28bd878e930ec53f77d3cf1a6111c",
+    git_commit = "334649e0cdf778c6a5df1191ba81e30bbcefcc0f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff42f8a60df6fcfc4a4c1d8a75659497cf32863b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Feb 2021 18:01:15 -0800
Subject: [PATCH 4730/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90e09cdf-e787-475e-b66a-01058871deff

PiperOrigin-RevId: 357629222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f07b493661f..478bb35c1ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cfabe0e420879c26417e2dd939f3c6414b28bd878e930ec53f77d3cf1a6111c",
-    git_commit = "334649e0cdf778c6a5df1191ba81e30bbcefcc0f",
+    sha256 = "e7220286d884355e536a8ebd9962f607593130f1d1b042e22702959005941c5c",
+    git_commit = "c2db3a8fae0f6558e9dbdee79e67e74c1e95981c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fa8eebe330430e7d6a2303dc62a0ef7608af1d02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Feb 2021 00:01:25 -0800
Subject: [PATCH 4731/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbfd94a8-9c34-4ee1-a009-efb4db8bdab4

PiperOrigin-RevId: 357659068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 478bb35c1ad..66e70aaad27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7220286d884355e536a8ebd9962f607593130f1d1b042e22702959005941c5c",
-    git_commit = "c2db3a8fae0f6558e9dbdee79e67e74c1e95981c",
+    sha256 = "379b7e381fd92723b32658560d17c9b37b4183eceb79b292f1e03d85f6bb8866",
+    git_commit = "5581295cf032d8aa6c421f1fbda7f494a74f309d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a34e7197eb66c4913a00e2469521b11991652d29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Feb 2021 06:01:20 -0800
Subject: [PATCH 4732/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b2c9c3c-8d7c-4b38-b2f1-9793f105b99f

PiperOrigin-RevId: 357701409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66e70aaad27..a8f37e85ead 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "379b7e381fd92723b32658560d17c9b37b4183eceb79b292f1e03d85f6bb8866",
-    git_commit = "5581295cf032d8aa6c421f1fbda7f494a74f309d",
+    sha256 = "604e8320cad892114591bc9a5606afeabd45795acb5bc23fad17750ec00543a6",
+    git_commit = "a00ba6e4a20d941eb52ea68525f402c260cea2df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6107166e1253d83f47c99d4328259369820f9811 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Feb 2021 12:01:29 -0800
Subject: [PATCH 4733/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/28cb4207-71b6-4443-8be5-961a6315062c

PiperOrigin-RevId: 357773701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8f37e85ead..e2d818dfa17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "604e8320cad892114591bc9a5606afeabd45795acb5bc23fad17750ec00543a6",
-    git_commit = "a00ba6e4a20d941eb52ea68525f402c260cea2df",
+    sha256 = "810fe683ba1e766e263fff560441a7b471700fc64ad0d2e7e9884877049957c8",
+    git_commit = "967c81e52c79df5c568a031035785a0a97f26ab4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a73e314cf387a9141e4d50bb33adfb8d5e86325a Mon Sep 17 00:00:00 2001
From: Allen Wang <allencwang@google.com>
Date: Tue, 16 Feb 2021 17:43:16 -0800
Subject: [PATCH 4734/8103] Link TPU model server initialization if built with
 TPU support.

PiperOrigin-RevId: 357842909
---
 .bazelrc                               | 4 ++++
 tensorflow_serving/model_servers/BUILD | 5 ++++-
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index a759ad92eec..4ce7232b86b 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -8,6 +8,10 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 
 build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
 
+# Options used to build with TPU support.
+build:tpu --distinct_host_configuration=false
+build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
+
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 70e559ebfcb..9abcf45f2e1 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
+load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_libtpu")
 
 package(
     default_visibility = [
@@ -396,7 +397,9 @@ cc_library(
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
         "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
         "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
-    ],
+    ] + if_libtpu([
+        "@org_tensorflow//tensorflow/core/tpu:tpu_model_server_initializer",
+    ]),
 )
 
 cc_binary(

From 6d994800bf4792ec1b81153d3c975924b4ae1fea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Feb 2021 18:01:21 -0800
Subject: [PATCH 4735/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40d50719-b1b9-4795-b529-491578e400eb

PiperOrigin-RevId: 357845821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2d818dfa17..d47052013d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "810fe683ba1e766e263fff560441a7b471700fc64ad0d2e7e9884877049957c8",
-    git_commit = "967c81e52c79df5c568a031035785a0a97f26ab4",
+    sha256 = "3a2e44ffe6af7ab1f08f058554a0970efaf9c06e2fc54aeadfb1d9d0eecb0d31",
+    git_commit = "63a277f28a8e0ebd6ce5c62354d02fba4e0cdfac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b4431868459c64e32d5d58ca01461b9b6f393eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Feb 2021 00:01:22 -0800
Subject: [PATCH 4736/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40dde622-5e49-4ca0-8bc7-c19a3dfbc7fe

PiperOrigin-RevId: 357888742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d47052013d4..f4d2845be5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a2e44ffe6af7ab1f08f058554a0970efaf9c06e2fc54aeadfb1d9d0eecb0d31",
-    git_commit = "63a277f28a8e0ebd6ce5c62354d02fba4e0cdfac",
+    sha256 = "a3337430a20af0fe48f720379d94b6826d66778976af105167956e216f644e41",
+    git_commit = "8e421f5cc60e13af2f2944fd2346bf686e0e6824",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2228fc0b39ce7142f3ff18caf5401be613730e53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Feb 2021 06:01:24 -0800
Subject: [PATCH 4737/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1a33a98-a76f-4819-a95a-89d00a43164a

PiperOrigin-RevId: 357931488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4d2845be5a..1655bcbe9b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3337430a20af0fe48f720379d94b6826d66778976af105167956e216f644e41",
-    git_commit = "8e421f5cc60e13af2f2944fd2346bf686e0e6824",
+    sha256 = "5af1d6fa69bbf382b296508f5859788bc80d93c88483c2c1c97777f0aeaeef48",
+    git_commit = "9663abe4c9037030b0b497c68cc4b2ba991967dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c6b3936accc6aa75cf174b1ce3dffc4ca588fbdc Mon Sep 17 00:00:00 2001
From: Jungshik Jang <jayjang@google.com>
Date: Wed, 17 Feb 2021 10:04:35 -0800
Subject: [PATCH 4738/8103] Use LOG_EVERY_N_SEC insted of LOG with local static
 time variable.

PiperOrigin-RevId: 357973554
---
 tensorflow_serving/batching/batching_session.cc | 14 +++++---------
 1 file changed, 5 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 791d85e44a7..9519cc73260 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -344,15 +344,11 @@ Status BatchingSession::InternalRun(
   if (batch_scheduler_it == batch_schedulers_.end()) {
     // We have a Run() call that doesn't match one of our batching signatures.
     // Run it in-line.
-    static uint64 last_log_message_secs = 0;
-    uint64 now_secs = EnvTime::NowSeconds();
-    // The time check is not strictly thread safe, but it doesn't matter.
-    if (now_secs - last_log_message_secs >= 120) {
-      LOG(WARNING) << "Request doesn't match any declared signature. Bypassing "
-                      "batcher. Request signature is: "
-                   << TensorSignatureDebugString(signature);
-      last_log_message_secs = now_secs;
-    }
+    LOG_EVERY_N_SEC(WARNING, 120)
+        << "Request doesn't match any declared signature. Bypassing "
+           "batcher. Request signature is: "
+        << TensorSignatureDebugString(signature);
+
     // Because the wrapped session may not provide an implementation for
     // thread_pool_options, we need to invoke different Run() functions
     // depending on whether thread_pool_options is specified.

From c6c7dae782edb5f5f83ae3633e8e62c4a0c9f661 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Feb 2021 12:01:22 -0800
Subject: [PATCH 4739/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aed5eb21-85e2-41ef-b928-adef7946c654

PiperOrigin-RevId: 358001939
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1655bcbe9b4..84ea6b5e750 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5af1d6fa69bbf382b296508f5859788bc80d93c88483c2c1c97777f0aeaeef48",
-    git_commit = "9663abe4c9037030b0b497c68cc4b2ba991967dd",
+    sha256 = "04cf12592edf7093d87388d983566af83cadcd5a359a5fe45a52a4832f160a7c",
+    git_commit = "15b8b79364ebdc2e8d876a4d7b4fed59fd7cdc78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8831e3dc58380d869e239001f767f0ecfc8ca12a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Feb 2021 18:01:19 -0800
Subject: [PATCH 4740/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08889a26-9939-4196-8177-7777585bf68e

PiperOrigin-RevId: 358074999
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84ea6b5e750..6227121b57c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04cf12592edf7093d87388d983566af83cadcd5a359a5fe45a52a4832f160a7c",
-    git_commit = "15b8b79364ebdc2e8d876a4d7b4fed59fd7cdc78",
+    sha256 = "37473b2525ee6c976f9eb88f04041088a03c2a71d4c833a8d6e0ab942a64d208",
+    git_commit = "b47c45c1ec50b2ab6ff3d132491663e75ac076b5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dd313b8c9db59ed8c4e1d3ae9badbd22746de541 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Feb 2021 06:01:23 -0800
Subject: [PATCH 4741/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a89cabe-9c3a-4b22-9551-bb57d170b021

PiperOrigin-RevId: 358161035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6227121b57c..924fdc5fffc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37473b2525ee6c976f9eb88f04041088a03c2a71d4c833a8d6e0ab942a64d208",
-    git_commit = "b47c45c1ec50b2ab6ff3d132491663e75ac076b5",
+    sha256 = "028da704f1a5537ab6e667aea991f95c67ade07dc7fcb320f3746e118ef79627",
+    git_commit = "045b62dc3ee2ce23ace71a39b5e433abbbbe3900",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 85199ba6b025eabde2c257582a5740f66f591f0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Feb 2021 12:01:20 -0800
Subject: [PATCH 4742/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b701821-4d5f-4046-9e6c-d084f459b0bc

PiperOrigin-RevId: 358232022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 924fdc5fffc..719e115ffb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "028da704f1a5537ab6e667aea991f95c67ade07dc7fcb320f3746e118ef79627",
-    git_commit = "045b62dc3ee2ce23ace71a39b5e433abbbbe3900",
+    sha256 = "df3039d79a6c8891ce07b24dfad4d9c451b4bc4f6d0deb4d56e63f7793ad9bfd",
+    git_commit = "28e6dc5177e65b26a2f03e13583472f517c84c23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e78204892a4c1e860d3e8eab64f517d57a790705 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Feb 2021 18:02:16 -0800
Subject: [PATCH 4743/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/73808237-cc4a-426c-94b2-69df75e09381

PiperOrigin-RevId: 358307028
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 719e115ffb3..95ce926ca24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df3039d79a6c8891ce07b24dfad4d9c451b4bc4f6d0deb4d56e63f7793ad9bfd",
-    git_commit = "28e6dc5177e65b26a2f03e13583472f517c84c23",
+    sha256 = "0eb079993dd6d31a74df5c7d376bc0ea9cfbf0f8289d517c27491123f5ffb3be",
+    git_commit = "fea7106930d48f4ed739aa56c4a8f64850af6619",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a0dfd9468d718da1bd39687da0f80fe489ea0af Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 18 Feb 2021 18:32:26 -0800
Subject: [PATCH 4744/8103] Reduce gpu docker image size.

PiperOrigin-RevId: 358311178
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 4e60d66d5e7..2d721911fc1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:11.0-cudnn8-devel-ubuntu18.04 as base_build
+FROM nvidia/cuda:11.0-base-ubuntu18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
@@ -33,6 +33,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         libcublas-dev-11-0 \
         cuda-nvrtc-11-0 \
         cuda-nvrtc-dev-11-0 \
+        cuda-nvprune-11-0 \
         cuda-cudart-dev-11-0 \
         libcufft-dev-11-0 \
         libcurand-dev-11-0 \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 676d0975417..ba6374f47c0 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:11.0-cudnn8-devel-ubuntu18.04
+FROM nvidia/cuda:11.0-base-ubuntu18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head

From d4f3d81645300124b787c2de2cd1f9710085dfe8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Feb 2021 00:01:39 -0800
Subject: [PATCH 4745/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb24dd78-cb77-4430-909c-151bf9710c21

PiperOrigin-RevId: 358348899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95ce926ca24..18efd99f3cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0eb079993dd6d31a74df5c7d376bc0ea9cfbf0f8289d517c27491123f5ffb3be",
-    git_commit = "fea7106930d48f4ed739aa56c4a8f64850af6619",
+    sha256 = "e312644ef2a855b8abceeb6e0d9301d65183ddf423756d24446c286e34ee2871",
+    git_commit = "c7b83e2b5e3021eb86fdf2d98b82247df5822f9e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a65271648401f565ab0e2518137fc6231c24cf1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Feb 2021 06:01:44 -0800
Subject: [PATCH 4746/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2de9c7a-c988-4512-a4e2-2c0116523238

PiperOrigin-RevId: 358389708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18efd99f3cd..cf8a7b5efea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e312644ef2a855b8abceeb6e0d9301d65183ddf423756d24446c286e34ee2871",
-    git_commit = "c7b83e2b5e3021eb86fdf2d98b82247df5822f9e",
+    sha256 = "a452c0c6157362ba8bb17e71ed07a6e415b74b639b3193524aafebe3f6d2fc6d",
+    git_commit = "db445bbf91e9e020d0df4dbd08e9bc3ab074a4e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 300a82be9eeb69b49b1d1dc0c0d979254df6a3df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Feb 2021 12:01:25 -0800
Subject: [PATCH 4747/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94798c3d-72ff-4101-b775-e6fa6c5e1943

PiperOrigin-RevId: 358454221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf8a7b5efea..7531d401ac1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a452c0c6157362ba8bb17e71ed07a6e415b74b639b3193524aafebe3f6d2fc6d",
-    git_commit = "db445bbf91e9e020d0df4dbd08e9bc3ab074a4e8",
+    sha256 = "ac2b7c09f07387f97600a4b8aa94051777e7bd32f32ddd57790ef3317e6fb170",
+    git_commit = "2401461cee208f6a734e09a69ed9a3852497a502",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6fdd93ddc744006a9c34e2337d895a67e46a3ee3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Feb 2021 18:01:40 -0800
Subject: [PATCH 4748/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/811b3523-9c97-4147-9e46-8505b708e19d

PiperOrigin-RevId: 358518303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7531d401ac1..70b231a1d9a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac2b7c09f07387f97600a4b8aa94051777e7bd32f32ddd57790ef3317e6fb170",
-    git_commit = "2401461cee208f6a734e09a69ed9a3852497a502",
+    sha256 = "a79c309eefcf259ea4d084b91ab64cd5b3eccac7e93e9511d7524e1c3d8c896f",
+    git_commit = "9b7ff60faa841f0473facf618cb5b66b9cb99b5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ddad074e9f2347e8898811c97db1e454f00c9062 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Fri, 19 Feb 2021 23:47:23 -0800
Subject: [PATCH 4749/8103] Fix TensorFlow Serving build with MKL+OpenMP

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index c6e05e4de2b..91eccf6de9d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -92,12 +92,12 @@ RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVI
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release"
+ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release --config=build_with_mkl --config=enable_mkl --config=build_with_openmp"
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
-RUN bazel build --color=yes --curses=yes \
+RUN bazel --host_jvm_args=-Xmx24g build --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \

From ef6a576e116319b05a383fa1974f68bcd4ca5193 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Feb 2021 00:01:24 -0800
Subject: [PATCH 4750/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70aa2126-030a-4efc-b188-76cf576dffed

PiperOrigin-RevId: 358550917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70b231a1d9a..602b0ab7596 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a79c309eefcf259ea4d084b91ab64cd5b3eccac7e93e9511d7524e1c3d8c896f",
-    git_commit = "9b7ff60faa841f0473facf618cb5b66b9cb99b5e",
+    sha256 = "36fb7302dd207c44e7cabe42709f767e61c793655e7fab76e3afc52158e95d55",
+    git_commit = "83fe4bb59b31b17e3c46d7d007be40003e5b4850",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e097fceb912ad801ccbc7f257f7456a221801891 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Feb 2021 06:01:26 -0800
Subject: [PATCH 4751/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dcb7fed3-4dfc-4253-9af3-582c7d2c5d10

PiperOrigin-RevId: 358576681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 602b0ab7596..fea31046fb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36fb7302dd207c44e7cabe42709f767e61c793655e7fab76e3afc52158e95d55",
-    git_commit = "83fe4bb59b31b17e3c46d7d007be40003e5b4850",
+    sha256 = "08fd77111f857d9694c9688497f3b0847d2f90d9b7c54e9528269bb78b7f6d9f",
+    git_commit = "a957f4e1a0488e469a28cdaf373d45d6e473435d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30ab3c8cfd556745309bf7c91ac597f56ff56fe4 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Sat, 20 Feb 2021 11:27:11 -0800
Subject: [PATCH 4752/8103] Add 'ashahba' as the maintainer for MKL
 Dockerfile(s)

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.mkl       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 91eccf6de9d..7c7119e6d3f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -16,7 +16,7 @@ FROM ubuntu:18.04 as base_build
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
 
-LABEL maintainer="Clayne Robison <clayne.b.robison@intel.com>"
+LABEL maintainer="Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 96a51bf6839..9a586864686 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -21,7 +21,7 @@ FROM ubuntu:18.04
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
 
-LABEL maintainer="Clayne Robison <clayne.b.robison@intel.com>"
+LABEL maintainer="Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 

From 1ee30d7d9efd70b546413b1bbe01cabfea45a57e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Feb 2021 12:01:12 -0800
Subject: [PATCH 4753/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4460f2ce-69b0-4150-b565-7a2655807102

PiperOrigin-RevId: 358599881
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fea31046fb8..392b352fe9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08fd77111f857d9694c9688497f3b0847d2f90d9b7c54e9528269bb78b7f6d9f",
-    git_commit = "a957f4e1a0488e469a28cdaf373d45d6e473435d",
+    sha256 = "3229292fe844ceda3ce75305f8c6e1036f87d4ffc8d74254402446fce17cc8df",
+    git_commit = "37a13924beaed0b8b9acde2b2f43f23f07586031",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e1b1de0eb92f4e66587f8926e4114945117191d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Feb 2021 18:01:25 -0800
Subject: [PATCH 4754/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aadeb900-8909-4b8d-8915-8f638e5fa478

PiperOrigin-RevId: 358624120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 392b352fe9b..a95f8593370 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3229292fe844ceda3ce75305f8c6e1036f87d4ffc8d74254402446fce17cc8df",
-    git_commit = "37a13924beaed0b8b9acde2b2f43f23f07586031",
+    sha256 = "580cf3b4719340d7827c5f2414f69be02b9335431826bc0ab4bd2a874c949fef",
+    git_commit = "8417d5f88f4cca0b5066123375810fa2bdac1f80",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54f01954c9744464438176a0271c5a64b6d19d52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Feb 2021 00:01:24 -0800
Subject: [PATCH 4755/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/142a7f4e-eaf1-4105-b980-b64271d17fb1

PiperOrigin-RevId: 358647441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a95f8593370..a90d2786aee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "580cf3b4719340d7827c5f2414f69be02b9335431826bc0ab4bd2a874c949fef",
-    git_commit = "8417d5f88f4cca0b5066123375810fa2bdac1f80",
+    sha256 = "d14c3c08176e62e34a863573ca2f58858607a2e8d5c5a3ae5ef208d7402ca2ac",
+    git_commit = "4e323b1aa950784972af509a7a5f02c3f075a47e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 817699ab2ebb4e16a5ab03bf3c6bedfcd9e8084d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Feb 2021 06:01:24 -0800
Subject: [PATCH 4756/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c737749-135f-4bc0-aaa5-e36212091cc0

PiperOrigin-RevId: 358673808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a90d2786aee..28cd5bebb3e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d14c3c08176e62e34a863573ca2f58858607a2e8d5c5a3ae5ef208d7402ca2ac",
-    git_commit = "4e323b1aa950784972af509a7a5f02c3f075a47e",
+    sha256 = "38cb9e73a5a2530fb025df8dff2023f242a98bda4ed027625941d6f42c8a0d8d",
+    git_commit = "a2a5b86c3bd90e03151a25c52c0f6cebbd573228",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d65914b5212213ea26e61956ade0668978001fba Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Mon, 22 Feb 2021 01:38:20 +0800
Subject: [PATCH 4757/8103] add cors headers

---
 tensorflow_serving/model_servers/http_rest_api_handler.cc | 3 +++
 tensorflow_serving/model_servers/http_rest_api_util.cc    | 6 ++++++
 tensorflow_serving/model_servers/http_rest_api_util.h     | 2 ++
 tensorflow_serving/model_servers/main.cc                  | 2 ++
 tensorflow_serving/model_servers/server.cc                | 1 +
 tensorflow_serving/model_servers/server.h                 | 1 +
 tensorflow_serving/model_servers/server_core.h            | 4 ++++
 7 files changed, 19 insertions(+)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 9a8b9509e63..d87b2586c07 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -69,6 +69,9 @@ Status HttpRestApiHandler::ProcessRequest(
   headers->clear();
   output->clear();
   AddHeaders(headers);
+  if (core_->enable_cors_headers()) {
+    AddCORSHeaders(headers);
+  }
   string model_version_str;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index a800c1ba830..9a06760ecfb 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -33,6 +33,12 @@ void AddHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Content-Type", "application/json"});
 }
 
+void AddCORSHeaders(std::vector<std::pair<string, string>>* headers) {
+  headers->push_back({"Access-Control-Allow-Origin", "*"});
+  headers->push_back({"Access-Control-Allow-Methods", "POST, GET, OPTIONS"});
+  headers->push_back({"Access-Control-Allow-Headers", "Content-Type"});
+}
+
 Status FillModelSpecWithNameVersionAndLabel(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.h b/tensorflow_serving/model_servers/http_rest_api_util.h
index cbd552020c5..5dddadce5e4 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.h
+++ b/tensorflow_serving/model_servers/http_rest_api_util.h
@@ -33,6 +33,8 @@ const char* const kHTTPRestApiHandlerPathRegex = "(?i)/v1/.*";
 
 void AddHeaders(std::vector<std::pair<string, string>>* headers);
 
+void AddCORSHeaders(std::vector<std::pair<string, string>>* headers);
+
 Status FillModelSpecWithNameVersionAndLabel(
     const absl::string_view model_name,
     const absl::optional<int64>& model_version,
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index a83f95cce66..91cfe53c422 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -75,6 +75,8 @@ int main(int argc, char** argv) {
                        "set, will be auto set based on number of CPUs."),
       tensorflow::Flag("rest_api_timeout_in_ms", &options.http_timeout_in_ms,
                        "Timeout for HTTP/REST API calls."),
+      tensorflow::Flag("rest_api_enable_cors_headers", &options.enable_cors_headers,
+                       "Enable CORS headers in response"),
       tensorflow::Flag("enable_batching", &options.enable_batching,
                        "enable batching"),
       tensorflow::Flag(
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0e4ca2343c6..dfc41b50b5e 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -300,6 +300,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.flush_filesystem_caches = server_options.flush_filesystem_caches;
   options.allow_version_labels_for_unavailable_models =
       server_options.allow_version_labels_for_unavailable_models;
+  options.enable_cors_headers = server_options.enable_cors_headers;
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
 
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index bcb55db1592..171b2b34df7 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -51,6 +51,7 @@ class Server {
     tensorflow::int32 http_port = 0;
     tensorflow::int32 http_num_threads = 4.0 * port::NumSchedulableCPUs();
     tensorflow::int32 http_timeout_in_ms = 30000;  // 30 seconds.
+    bool enable_cors_headers = false;
 
     //
     // Model Server options.
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 6ddf50b1074..58c6f537109 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -190,6 +190,8 @@ class ServerCore : public Manager {
 
     // The prefix to append to the file system storage paths.
     std::string storage_path_prefix;
+
+    bool enable_cors_headers = false;
   };
 
   virtual ~ServerCore() = default;
@@ -266,6 +268,8 @@ class ServerCore : public Manager {
     return options_.predict_response_tensor_serialization_option;
   }
 
+  bool enable_cors_headers() const { return options_.enable_cors_headers; }
+
  protected:
   ServerCore(Options options);
 

From 68dabd9747fc8493a6901063d5e7d3291ab795f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Feb 2021 18:01:20 -0800
Subject: [PATCH 4758/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82bd5a20-2fe4-4c43-b44e-51ae10e9646f

PiperOrigin-RevId: 358725411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28cd5bebb3e..264cb1eb3f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38cb9e73a5a2530fb025df8dff2023f242a98bda4ed027625941d6f42c8a0d8d",
-    git_commit = "a2a5b86c3bd90e03151a25c52c0f6cebbd573228",
+    sha256 = "2e9f9424cf63b7e759e06af44e80f4451e1aac4f5701c316f597473452f7d9d1",
+    git_commit = "561d3d19886d3835e5ea7cf0ad8089fafe7d849b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4d948b22cae8319631105f627c96481cc193f546 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Feb 2021 00:01:42 -0800
Subject: [PATCH 4759/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b6d741f-f234-48d2-ba26-43b87879edab

PiperOrigin-RevId: 358758268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 264cb1eb3f2..18072f8660d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e9f9424cf63b7e759e06af44e80f4451e1aac4f5701c316f597473452f7d9d1",
-    git_commit = "561d3d19886d3835e5ea7cf0ad8089fafe7d849b",
+    sha256 = "72b1983f1cb69d49340e0163ef2da60d00b79c45b862bfcc2444ecd24d2c03a2",
+    git_commit = "88d7c1b9fc8645cf3238f451d2cbca5aadd4a7f7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54cb73b563480ceec0aafcb36a4cf9a451a152cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Feb 2021 06:01:30 -0800
Subject: [PATCH 4760/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52da2cc4-85fd-48ea-af24-17e7bff662f1

PiperOrigin-RevId: 358802291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18072f8660d..2f71e1f24eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72b1983f1cb69d49340e0163ef2da60d00b79c45b862bfcc2444ecd24d2c03a2",
-    git_commit = "88d7c1b9fc8645cf3238f451d2cbca5aadd4a7f7",
+    sha256 = "823c34ad24c43b6f25e2dbaf6ca7d141865ea23a080ef0af398642a593ba04a7",
+    git_commit = "b299b2600d2be042aa8604f83ef494cea91adb4d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b119f48619f4f3c6949c0368dd4621e0e5e4de9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Feb 2021 12:01:20 -0800
Subject: [PATCH 4761/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2880641-cbe3-4f2d-91bf-776244664c40

PiperOrigin-RevId: 358872647
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f71e1f24eb..c98254c3ba7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "823c34ad24c43b6f25e2dbaf6ca7d141865ea23a080ef0af398642a593ba04a7",
-    git_commit = "b299b2600d2be042aa8604f83ef494cea91adb4d",
+    sha256 = "8b1af1d571cad85f1038f47939be664cfabd58badf6a7ce7955a36760a59b7de",
+    git_commit = "a2939994e01e377f6ee9a40fdc49e4e1abb9f80b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 63acc954d7082f515a0c599991bab2ad4e87d449 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Mon, 22 Feb 2021 13:22:35 -0800
Subject: [PATCH 4762/8103] Remove extra build options for TF Serving

---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 5 +++--
 tensorflow_serving/tools/docker/Dockerfile.mkl       | 2 --
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 7c7119e6d3f..bdad49a161a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -92,12 +92,13 @@ RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVI
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
-ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release --config=build_with_mkl --config=enable_mkl --config=build_with_openmp"
+ARG TF_SERVING_BUILD_OPTIONS="--config=mkl --config=release"
+
 RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}"
 ARG TF_SERVING_BAZEL_OPTIONS=""
 RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
-RUN bazel --host_jvm_args=-Xmx24g build --color=yes --curses=yes \
+RUN bazel build --color=yes --curses=yes \
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 9a586864686..66e28c9bf5f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -36,8 +36,6 @@ COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorfl
 
 # Install MKL libraries
 COPY --from=build_image /usr/local/lib/libiomp5.so /usr/local/lib
-COPY --from=build_image /usr/local/lib/libmklml_gnu.so /usr/local/lib
-COPY --from=build_image /usr/local/lib/libmklml_intel.so /usr/local/lib
 
 ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
 ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'

From 652213a66266c0aafbcefaa7e09142759b4536e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Feb 2021 18:01:27 -0800
Subject: [PATCH 4763/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1a02dab-bcbe-4dcc-bb52-f5c2bcb689ad

PiperOrigin-RevId: 358945060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c98254c3ba7..29ee51d4351 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b1af1d571cad85f1038f47939be664cfabd58badf6a7ce7955a36760a59b7de",
-    git_commit = "a2939994e01e377f6ee9a40fdc49e4e1abb9f80b",
+    sha256 = "3f699924ce93caa0375a093d18b9c1516f1cb3c28f3fc0c58d66be3aa74ba068",
+    git_commit = "b60aff4c1ded72946e73edb12b678aed3fd7cf65",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e1671cb64adb3782a94af6c67bdf77798651ba79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Feb 2021 00:01:38 -0800
Subject: [PATCH 4764/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d0ebd7f-2bdd-4975-a15d-694ed4f6d287

PiperOrigin-RevId: 358986285
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29ee51d4351..8b2c11eab5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f699924ce93caa0375a093d18b9c1516f1cb3c28f3fc0c58d66be3aa74ba068",
-    git_commit = "b60aff4c1ded72946e73edb12b678aed3fd7cf65",
+    sha256 = "6324637710ac843fb156eacdcb67e8c6c82e44fe824ac51ffed7e2ce1ee6a3de",
+    git_commit = "617fabc9f091be1b21b3602b98cf318f8f7ffe7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1fc8d3df2a74f2826c9af05b84ab8b2716d96ff1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Feb 2021 06:01:31 -0800
Subject: [PATCH 4765/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0640a02b-2711-447f-9069-b32eaf2f3325

PiperOrigin-RevId: 359030314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b2c11eab5e..58816c56c88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6324637710ac843fb156eacdcb67e8c6c82e44fe824ac51ffed7e2ce1ee6a3de",
-    git_commit = "617fabc9f091be1b21b3602b98cf318f8f7ffe7f",
+    sha256 = "14d1a8c9e1a4266c47d946574e8fe7b73be7b06c2461b78af8cebf5d0712bdb6",
+    git_commit = "ee6fa8155e966654f158dad7da06f0b708e9a650",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74780173555459f462e8f8be00bb5ce199df4fc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Feb 2021 12:02:10 -0800
Subject: [PATCH 4766/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fd504b9-24c0-4947-ac7c-7f44bd5c4bdf

PiperOrigin-RevId: 359100499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58816c56c88..daa67051887 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "14d1a8c9e1a4266c47d946574e8fe7b73be7b06c2461b78af8cebf5d0712bdb6",
-    git_commit = "ee6fa8155e966654f158dad7da06f0b708e9a650",
+    sha256 = "67b9000b2131a0d05342013b2b75719d012d665a9a0abf731f0001f16db849e7",
+    git_commit = "493b78098ffb172d66c77ff14f8870267b14e365",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9305be2421cc2200afbabe7ac850e7dc0ff01ade Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Feb 2021 18:01:37 -0800
Subject: [PATCH 4767/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5829ecfa-13ec-4dac-ab8e-0698948b64a8

PiperOrigin-RevId: 359177445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daa67051887..b082a69cfc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67b9000b2131a0d05342013b2b75719d012d665a9a0abf731f0001f16db849e7",
-    git_commit = "493b78098ffb172d66c77ff14f8870267b14e365",
+    sha256 = "1f790a91f023ca2067e6c68c99881d7612ab516f3567c7f20bc42ecf4540fc0b",
+    git_commit = "33725f3c937747a0ec7b390d941606b20acbbf04",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01403ec18f2cce367fb926ca841da06c5a4c4bd7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Feb 2021 00:02:05 -0800
Subject: [PATCH 4768/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a57071e5-4861-405e-81ee-5bf1051f268e

PiperOrigin-RevId: 359222669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b082a69cfc6..daaf5361603 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f790a91f023ca2067e6c68c99881d7612ab516f3567c7f20bc42ecf4540fc0b",
-    git_commit = "33725f3c937747a0ec7b390d941606b20acbbf04",
+    sha256 = "ab5934d16e17e64ade8f02960789bac01f45f8c10f8091fabffea804371a5071",
+    git_commit = "65a8725672d6c863c44d5282a609858ecb33e2c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45ba6455d24393533f2626d773d1859b2cc9a1bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Feb 2021 06:01:33 -0800
Subject: [PATCH 4769/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41b62425-ad88-47b4-8703-eaea1a634d8a

PiperOrigin-RevId: 359266648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daaf5361603..f43c7819285 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab5934d16e17e64ade8f02960789bac01f45f8c10f8091fabffea804371a5071",
-    git_commit = "65a8725672d6c863c44d5282a609858ecb33e2c5",
+    sha256 = "2fcbd8a1928cce6b9fb338983391a35e2f4a4dab218ffdfdd5ebcf47b623988f",
+    git_commit = "b1de80b78f1a9523e4bcdd6f906c8ebdf227d3fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 389fdf48ad77c95bff194a049eee0616becf5bb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Feb 2021 12:01:35 -0800
Subject: [PATCH 4770/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/254ff0a1-3316-4024-9552-4a1084a4ba12

PiperOrigin-RevId: 359337977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f43c7819285..410e0644c26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fcbd8a1928cce6b9fb338983391a35e2f4a4dab218ffdfdd5ebcf47b623988f",
-    git_commit = "b1de80b78f1a9523e4bcdd6f906c8ebdf227d3fe",
+    sha256 = "08dd02a925f9b13926b26f7b782e553bc7355719a137b197f34e49e93f318ad6",
+    git_commit = "ff851e496de52e985f62d78cd4ed9f56a8201aad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a601df4c9fdf678b7a70496a3a3df8bafebbcef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Feb 2021 18:01:22 -0800
Subject: [PATCH 4771/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb2c3f45-3c68-4ce0-bb25-7f10dc784a6f

PiperOrigin-RevId: 359414052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 410e0644c26..c39513fdb6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08dd02a925f9b13926b26f7b782e553bc7355719a137b197f34e49e93f318ad6",
-    git_commit = "ff851e496de52e985f62d78cd4ed9f56a8201aad",
+    sha256 = "73360613e760474c5efd609562f466dc19ba71e722726e6be34962468d7b1f37",
+    git_commit = "c023a829167aa4a233a36479cd338ef9784b6990",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb51722b1dea8d139c46e2fe6fb52fa379da164c Mon Sep 17 00:00:00 2001
From: Jaesung Chung <jaesung@google.com>
Date: Wed, 24 Feb 2021 19:25:20 -0800
Subject: [PATCH 4772/8103] Remove hashtable custom op dependencies

Now, hashtable use cases are covered by TFLite builtin ops.

PiperOrigin-RevId: 359425197
---
 tensorflow_serving/servables/tensorflow/BUILD                  | 1 -
 .../servables/tensorflow/tflite_interpreter_pool.cc            | 3 ---
 tensorflow_serving/servables/tensorflow/tflite_session.cc      | 2 --
 3 files changed, 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 04ddf572452..a8ebf56da7c 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -338,7 +338,6 @@ cc_library(
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
         "@org_tensorflow//tensorflow/lite/kernels:cpu_backend_context",
-        "@org_tensorflow//tensorflow/lite/kernels/hashtable:hashtable_op_kernels",
         "@org_tensorflow//tensorflow/lite/kernels/internal:tensor_utils",
         "@org_tensorflow//tensorflow/lite/kernels/parse_example",
         "@org_tensorflow//tensorflow/lite/profiling:profile_summarizer",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index b459b0f8b8e..a4d22b0c171 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -20,7 +20,6 @@ limitations under the License.
 #include <vector>
 
 #include "tensorflow/core/platform/errors.h"
-#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 
@@ -158,8 +157,6 @@ tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
   // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
   tflite::ops::builtin::BuiltinOpResolver resolver;
   tflite::ops::custom::AddParseExampleOp(&resolver);
-  // TODO(b/165643512): Remove adding Hashtable to resolver by default.
-  tflite::ops::custom::AddHashtableOps(&resolver);
   int fixed_batch_size = 1;
   if (use_batch_parallelism) {
     if (num_interpreters < 1) {
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 03d475f7030..89eaff25c26 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -25,7 +25,6 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/lite/c/common.h"
 #include "tensorflow/lite/kernels/cpu_backend_context.h"
-#include "tensorflow/lite/kernels/hashtable/hashtable_ops.h"
 #include "tensorflow/lite/kernels/internal/tensor_utils.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
@@ -380,7 +379,6 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
 
   tflite::ops::builtin::BuiltinOpResolver resolver;
   tflite::ops::custom::AddParseExampleOp(&resolver);
-  tflite::ops::custom::AddHashtableOps(&resolver);
 
   std::unique_ptr<tflite::Interpreter> interpreter;
   if (tflite::InterpreterBuilder(*model, resolver)(&interpreter) != kTfLiteOk) {

From 5b2f8f6094d79312a3ca4b8be3684e48a0525995 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Feb 2021 00:01:38 -0800
Subject: [PATCH 4773/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c6d6365-f3c5-47b6-a825-17f92456ee0b

PiperOrigin-RevId: 359458856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c39513fdb6b..15778a99df3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73360613e760474c5efd609562f466dc19ba71e722726e6be34962468d7b1f37",
-    git_commit = "c023a829167aa4a233a36479cd338ef9784b6990",
+    sha256 = "b24f7862cc4969ca7bb984de126f1c5fa14a8de4c1913bbdbd351dcbeb45530e",
+    git_commit = "653c5a7455e9b9f10bf6b33daa0282a489ad0d16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3719068dc30f9af1a1990de5bff9b011eb5c37a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Feb 2021 06:01:30 -0800
Subject: [PATCH 4774/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef3cb55e-eb8e-416d-879c-e58d3b44a562

PiperOrigin-RevId: 359503951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15778a99df3..7f47f5ed068 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b24f7862cc4969ca7bb984de126f1c5fa14a8de4c1913bbdbd351dcbeb45530e",
-    git_commit = "653c5a7455e9b9f10bf6b33daa0282a489ad0d16",
+    sha256 = "6ed8608f6b819ff6764cc51adce6b0270d2dd4a0f653851eeff8753c39aa9154",
+    git_commit = "ed97d03e9fd8d8a8d26ec9a1c7395b63e74e7544",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6287cb42734438ae2430ee480bfa57b3d734efbc Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Fri, 26 Feb 2021 02:27:41 +0800
Subject: [PATCH 4775/8103] allow http OPTIONS request and add default OPTIONS
 request handling

---
 tensorflow_serving/model_servers/http_rest_api_handler.cc      | 2 ++
 .../util/net_http/server/internal/evhttp_server.cc             | 3 +++
 2 files changed, 5 insertions(+)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index d87b2586c07..73552879861 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -105,6 +105,8 @@ Status HttpRestApiHandler::ProcessRequest(
       status = ProcessModelStatusRequest(*model_name, model_version,
                                          model_version_label, output);
     }
+  } else if (http_method == "OPTIONS") {
+    status = Status::OK();
   }
 
   MakeJsonFromStatus(status, output);
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index a3b77b5a5d8..24e0ebc1cde 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -105,6 +105,9 @@ bool EvHTTPServer::Initialize() {
     return false;
   }
 
+  evhttp_set_allowed_methods(ev_http_,
+                             EVHTTP_REQ_GET | EVHTTP_REQ_POST | EVHTTP_REQ_HEAD |
+                             EVHTTP_REQ_PUT | EVHTTP_REQ_DELETE | EVHTTP_REQ_OPTIONS);
   evhttp_set_gencb(ev_http_, &DispatchEvRequestFn, this);
 
   return true;

From 74893a8276c9a428a85c843af26e609747c27284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Feb 2021 12:01:25 -0800
Subject: [PATCH 4776/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20516f84-8569-43b1-8bf0-5c5f61fc0104

PiperOrigin-RevId: 359580067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f47f5ed068..62bfea9f962 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ed8608f6b819ff6764cc51adce6b0270d2dd4a0f653851eeff8753c39aa9154",
-    git_commit = "ed97d03e9fd8d8a8d26ec9a1c7395b63e74e7544",
+    sha256 = "d88b44202ba75a7ec4a6819954ff94c203a091f7a691520cb025e2a448fd4249",
+    git_commit = "5ab395bcb68d42433fbe1354bef91dba88575850",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1fa430f104b0ad6dd95c180f533e1dd92a7e67f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Feb 2021 18:01:23 -0800
Subject: [PATCH 4777/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1c3e59f-7baf-47fa-9fba-5185b58e2550

PiperOrigin-RevId: 359657366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62bfea9f962..13730e4a0b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d88b44202ba75a7ec4a6819954ff94c203a091f7a691520cb025e2a448fd4249",
-    git_commit = "5ab395bcb68d42433fbe1354bef91dba88575850",
+    sha256 = "d03584f289daab202ef470f0b0d80f7095bc819c9ce8a25cbae93a8c53e2afe7",
+    git_commit = "b2c02008c09cf74d6a53ba0ab977bec3f15510cb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2530a336ccff3fa202fd24967562d1bbe0055a6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Feb 2021 21:17:29 -0800
Subject: [PATCH 4778/8103] Enable aspired version which failed to load to
 attempt reload.

PiperOrigin-RevId: 359681721
---
 .../core/aspired_versions_manager.cc          | 31 ++++++-
 .../core/aspired_versions_manager.h           |  8 ++
 .../core/aspired_versions_manager_test.cc     | 86 +++++++++++++++++--
 .../model_servers/server_core.cc              |  2 +
 .../model_servers/server_core.h               |  4 +
 5 files changed, 123 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 3436e42bd62..98fb7860aca 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -170,6 +170,8 @@ Status AspiredVersionsManager::Create(
   manager->reset(new AspiredVersionsManager(
       options.manage_state_interval_micros, options.env,
       std::move(options.aspired_version_policy), std::move(basic_manager)));
+  (manager->get())->enable_reload_servables_with_error_ =
+      options.enable_reload_servables_with_error;
   return Status::OK();
 }
 
@@ -261,12 +263,16 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   // 2. Set the aspired bool to false for all current servable harnesses which
   // are not aspired.
   std::set<int64> current_aspired_versions;
+  std::set<int64> current_aspired_versions_with_error;
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
           string(servable_name));
   for (const ServableStateSnapshot<Aspired>& state_snapshot : state_snapshots) {
     if (state_snapshot.additional_state->is_aspired) {
       current_aspired_versions.insert(state_snapshot.id.version);
+      if (state_snapshot.state == LoaderHarness::State::kError) {
+        current_aspired_versions_with_error.insert(state_snapshot.id.version);
+      }
     }
     // If this version is not part of the aspired versions.
     if (std::find(next_aspired_versions.begin(), next_aspired_versions.end(),
@@ -290,10 +296,31 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   // We go through the aspired_servable_versions, pull out the versions which
   // need to be added and add them to the harness map.
   for (auto& version : versions) {
-    // if this aspired version is not already present in the map.
+    bool should_add = false;
     if (std::find(additions.begin(), additions.end(), version.id().version) !=
         additions.end()) {
-      VLOG(1) << "Adding " << version.id() << " to BasicManager";
+      should_add = true;
+    }
+    if (enable_reload_servables_with_error_ &&
+        std::find(current_aspired_versions_with_error.begin(),
+                  current_aspired_versions_with_error.end(),
+                  version.id().version) !=
+            current_aspired_versions_with_error.end()) {
+      ServableId id;
+      id.name = servable_name;
+      id.version = version.id().version;
+      const Status manage_status = basic_manager_->StopManagingServable(id);
+      DCHECK(manage_status.ok()) << manage_status.error_message();
+      if (!manage_status.ok()) {
+        LOG(ERROR) << "Internal error: Unable to clear errored servable "
+                   << version.id().DebugString() << " from 'basic_manager_': "
+                   << manage_status.error_message();
+      }
+      should_add = true;
+    }
+
+    // if this aspired version is not already present in the map.
+    if (should_add) {
       const Status manage_status =
           basic_manager_->ManageServableWithAdditionalState(
               std::move(version), std::unique_ptr<Aspired>(new Aspired{true}));
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index d0395d72510..133305d271f 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -140,6 +140,10 @@ class AspiredVersionsManager : public Manager,
     /// Callback to be called just before a servable is to be loaded. This will
     /// called on the same manager load thread which starts the load.
     PreLoadHook pre_load_hook;
+
+    // For servables which end with LoaderHarness::State::kError, enable
+    // future attempts at reload to progress.
+    bool enable_reload_servables_with_error = false;
   };
   static Status Create(Options options,
                        std::unique_ptr<AspiredVersionsManager>* manager);
@@ -315,6 +319,10 @@ class AspiredVersionsManager : public Manager,
   // This is declared last here so that it is deleted before basic_manager_.
   std::unique_ptr<Observer<const uint32>> set_num_load_threads_observer_;
 
+  // For servables which end with LoaderHarness::State::kError, enable
+  // future attempts at reload to progress.
+  bool enable_reload_servables_with_error_ = false;
+
   TF_DISALLOW_COPY_AND_ASSIGN(AspiredVersionsManager);
 };
 
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 6761afb7a93..a18333e4b0a 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -69,12 +69,13 @@ struct ThreadPoolSizes {
   uint64 num_unload_threads;
 };
 class AspiredVersionsManagerTest
-    : public ::testing::TestWithParam<ThreadPoolSizes> {
+    : public ::testing::TestWithParam<std::tuple<ThreadPoolSizes, bool>> {
  protected:
   AspiredVersionsManagerTest()
       : servable_event_bus_(EventBus<ServableState>::CreateEventBus()),
         servable_state_monitor_(servable_event_bus_.get()),
-        thread_pool_sizes_(GetParam()) {
+        thread_pool_sizes_(std::get<0>(GetParam())),
+        enable_reload_servables_with_error_(std::get<1>(GetParam())) {
     AspiredVersionsManager::Options manager_options;
     manager_options.num_load_threads = thread_pool_sizes_.num_load_threads;
     manager_options.num_unload_threads = thread_pool_sizes_.num_unload_threads;
@@ -87,6 +88,8 @@ class AspiredVersionsManagerTest
     max_num_load_retries_ = 1;
     manager_options.max_num_load_retries = max_num_load_retries_;
     manager_options.load_retry_interval_micros = 0;
+    manager_options.enable_reload_servables_with_error =
+        enable_reload_servables_with_error_;
     TF_CHECK_OK(
         AspiredVersionsManager::Create(std::move(manager_options), &manager_));
   }
@@ -152,16 +155,25 @@ class AspiredVersionsManagerTest
   ServableStateMonitor servable_state_monitor_;
   ThreadPoolSizes thread_pool_sizes_;
   uint32 max_num_load_retries_;
+  bool enable_reload_servables_with_error_;
   std::unique_ptr<AspiredVersionsManager> manager_;
 };
 
 INSTANTIATE_TEST_CASE_P(
     WithOrWithoutThreadPools, AspiredVersionsManagerTest,
     ::testing::Values(
-        ThreadPoolSizes{0, 0} /* without load or unload threadpools */,
-        ThreadPoolSizes{2, 0} /* with just a load threadpool */,
-        ThreadPoolSizes{0, 2} /* with just an unload threadpool */,
-        ThreadPoolSizes{4, 4} /* with load and unload threadpools */));
+        // without load or unload threadpools
+        std::make_tuple(ThreadPoolSizes{0, 0}, false),
+        // with just a load threadpool
+        std::make_tuple(ThreadPoolSizes{2, 0}, false),
+        // with just an unload threadpool
+        std::make_tuple(ThreadPoolSizes{0, 2}, false),
+        // with load and unload threadpools
+        std::make_tuple(ThreadPoolSizes{4, 4}, false),
+        // without load or unload threadpools and retries of failed loads
+        std::make_tuple(ThreadPoolSizes{0, 0}, true),
+        // with load and unload threadpools and retries of failed loads
+        std::make_tuple(ThreadPoolSizes{4, 4}, true)));
 
 TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingLoaderName) {
   ServableHandle<int64> handle;
@@ -237,6 +249,68 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleLatestVersionIsZero) {
   EXPECT_EQ(id, handle.id());
 }
 
+TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
+  const char kServableName[] = "kAspiredError";
+  auto callback_fn = manager_->GetAspiredVersionsCallback();
+  // First, load a working Servable under version 1.
+  {
+    std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
+    const ServableId id = {kServableName, 1};
+    aspired_versions.push_back(CreateAspiredVersion(id));
+    callback_fn(kServableName, std::move(aspired_versions));
+    HandlePendingAspiredVersionsRequests();
+    InvokePolicyAndExecuteAction();
+    WaitUntilServableManagerStateIsOneOf(
+        servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
+    ServableHandle<int64> handle;
+    const Status status = manager_->GetServableHandle(
+        ServableRequest::Latest(kServableName), &handle);
+    TF_ASSERT_OK(status);
+    EXPECT_EQ(1, *handle);
+    EXPECT_EQ(id, handle.id());
+  }
+  // Having a failing servable load for version 2.
+  {
+    std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
+    const ServableId id = {kServableName, 2};
+    aspired_versions.push_back(CreateErroneousAspiredVersion(id));
+    callback_fn(kServableName, std::move(aspired_versions));
+    HandlePendingAspiredVersionsRequests();
+    InvokePolicyAndExecuteAction();
+    WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
+                                         {ServableState::ManagerState::kEnd});
+    ServableHandle<int64> handle;
+    Status status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName, 2), &handle);
+    EXPECT_FALSE(status.ok()) << status;
+  }
+  // Attempt to reload servable for version 2.
+  {
+    std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
+    const ServableId id = {kServableName, 2};
+    aspired_versions.push_back(CreateAspiredVersion(id));
+    callback_fn(kServableName, std::move(aspired_versions));
+    HandlePendingAspiredVersionsRequests();
+    InvokePolicyAndExecuteAction();
+    if (enable_reload_servables_with_error_) {
+      WaitUntilServableManagerStateIsOneOf(
+          servable_state_monitor_, id,
+          {ServableState::ManagerState::kAvailable});
+      ServableHandle<int64> handle;
+      Status status = manager_->GetServableHandle(
+          ServableRequest::Specific(kServableName, 2), &handle);
+      TF_ASSERT_OK(status) << status;
+    } else {
+      // Sleep for 1ms. There's nothing to wait on as the state will not change.
+      Env::Default()->SleepForMicroseconds(1000 /* 1 ms */);
+      ServableHandle<int64> handle;
+      Status status = manager_->GetServableHandle(
+          ServableRequest::Specific(kServableName, 2), &handle);
+      EXPECT_FALSE(status.ok()) << status;
+    }
+  }
+}
+
 TEST_P(AspiredVersionsManagerTest, ServableHandleSpecificVersion) {
   ServableHandle<int64> handle;
   const ServableId id = {kServableName2, 0};
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 93c7d5977d6..ac850a30f44 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -741,6 +741,8 @@ Status ServerCore::CreateAspiredVersionsManager(
       options_.load_retry_interval_micros;
   manager_options.pre_load_hook = std::move(options_.pre_load_hook);
   manager_options.flush_filesystem_caches = options_.flush_filesystem_caches;
+  manager_options.enable_reload_servables_with_error =
+      options_.enable_reload_servables_with_error;
   const tensorflow::Status status =
       AspiredVersionsManager::Create(std::move(manager_options), manager);
   if (!status.ok()) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 6ddf50b1074..34984bf45e8 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -160,6 +160,10 @@ class ServerCore : public Manager {
     ABSL_DEPRECATED("Use servable_versions_always_present.")
     bool fail_if_no_model_versions_found = false;
 
+    // For servables which end with LoaderHarness::State::kError, enable
+    // future attempts at reload to progress.
+    bool enable_reload_servables_with_error = false;
+
     // If set to true, the server will fail to start up (or fail a config
     // reload) if, for any configured model, no versions of the model are found
     // in the filesystem under the model's base path. In addition, if the

From 2e9edd32f53664daf384acdda15ac1af397f7c31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Feb 2021 00:01:20 -0800
Subject: [PATCH 4779/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/793a0cb1-1ad0-409e-a6d3-98b49f351ea4

PiperOrigin-RevId: 359701290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13730e4a0b2..5ef6d619596 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d03584f289daab202ef470f0b0d80f7095bc819c9ce8a25cbae93a8c53e2afe7",
-    git_commit = "b2c02008c09cf74d6a53ba0ab977bec3f15510cb",
+    sha256 = "798b345246d0200e6ded624951779fbd22a9ebf088e9729a70d1df1939047bf8",
+    git_commit = "d138cfc2471ff47c6e028ca49b69eb60cd900ab7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ca9a4b41402597fea4933893cac2639d23d7ded Mon Sep 17 00:00:00 2001
From: Zhuo Peng <zhuo@google.com>
Date: Fri, 26 Feb 2021 11:17:24 -0800
Subject: [PATCH 4780/8103] Fixed a compilation error in
 aspired_versions_manager.cc

PiperOrigin-RevId: 359798047
---
 tensorflow_serving/core/aspired_versions_manager.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 98fb7860aca..81893ddb820 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -307,7 +307,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
                   version.id().version) !=
             current_aspired_versions_with_error.end()) {
       ServableId id;
-      id.name = servable_name;
+      id.name = std::string(servable_name);
       id.version = version.id().version;
       const Status manage_status = basic_manager_->StopManagingServable(id);
       DCHECK(manage_status.ok()) << manage_status.error_message();

From ca7206a85b711358389ebf719c11d0fb08e363fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Feb 2021 18:01:42 -0800
Subject: [PATCH 4781/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ac6c2b5-f377-48e1-af8e-c56c49c0200a

PiperOrigin-RevId: 359875350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ef6d619596..d165bfc1674 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "798b345246d0200e6ded624951779fbd22a9ebf088e9729a70d1df1939047bf8",
-    git_commit = "d138cfc2471ff47c6e028ca49b69eb60cd900ab7",
+    sha256 = "47bcc96c63db3bfe7c341e30777770af617040c5c1aadd15b7e513c90b8c5580",
+    git_commit = "cd8dd009b31f80344bd69f8dc5b404b5189646a5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 197c25082f223f0d54a78044971cb19d2508a08b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Feb 2021 00:01:27 -0800
Subject: [PATCH 4782/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a3785ea-a49d-4daa-a69b-eb00a14a0af0

PiperOrigin-RevId: 359906840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d165bfc1674..c37957bab5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47bcc96c63db3bfe7c341e30777770af617040c5c1aadd15b7e513c90b8c5580",
-    git_commit = "cd8dd009b31f80344bd69f8dc5b404b5189646a5",
+    sha256 = "2ec4c43f17c0a585b27abe153329e7596f5a2738e45b4391938e0d09d4af0e7e",
+    git_commit = "d5e94aebdd8e3ab7a61502eb98d8eaea5b864a92",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e21917007db0cff6b25969be3756f7948c33d53a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Feb 2021 06:01:16 -0800
Subject: [PATCH 4783/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30764cca-97a3-4c77-835f-5024aab6ad3c

PiperOrigin-RevId: 359932184
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c37957bab5d..c5bba93c6a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ec4c43f17c0a585b27abe153329e7596f5a2738e45b4391938e0d09d4af0e7e",
-    git_commit = "d5e94aebdd8e3ab7a61502eb98d8eaea5b864a92",
+    sha256 = "d5d97cd53a79b43532b4cbb2389a6a14ef46689113fd134671c0309890ac2a3f",
+    git_commit = "32b8a33edbc6b4e0be0c9a1d435a14382671c2dc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4faa3ccc121297a86591af55f73dea75f94f08e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Mar 2021 00:01:53 -0800
Subject: [PATCH 4784/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ff615feb-84ea-4637-8332-c96b1365553d

PiperOrigin-RevId: 360119550
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5bba93c6a3..caff8c6d373 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d5d97cd53a79b43532b4cbb2389a6a14ef46689113fd134671c0309890ac2a3f",
-    git_commit = "32b8a33edbc6b4e0be0c9a1d435a14382671c2dc",
+    sha256 = "9d087724916d9d077729c24b7cd3363ceebc01b6a15bf5aed6e80c02ba8562f6",
+    git_commit = "b08c055e8405e87e833c25d2f4a1cadd04b95941",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f4fd82343d5cd12849d66515739e5005aef7e6a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Mar 2021 06:01:22 -0800
Subject: [PATCH 4785/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fffbe713-c784-4960-9138-dd0d03e7bdbb

PiperOrigin-RevId: 360168877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index caff8c6d373..a2a308f6394 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d087724916d9d077729c24b7cd3363ceebc01b6a15bf5aed6e80c02ba8562f6",
-    git_commit = "b08c055e8405e87e833c25d2f4a1cadd04b95941",
+    sha256 = "28a31976ac650cf6b9cca4c92e7a62a314f2e6d34c564d195fcefca30942b684",
+    git_commit = "989b315e048ad1084bea3c28726eabdf4a6ccabf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51207fb96909ee71162c2632a6655ced5ad8814e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Mar 2021 12:01:28 -0800
Subject: [PATCH 4786/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d94ce34b-da89-4ef4-9a29-3328bbc46f9b

PiperOrigin-RevId: 360244253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2a308f6394..af8be9f2cc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28a31976ac650cf6b9cca4c92e7a62a314f2e6d34c564d195fcefca30942b684",
-    git_commit = "989b315e048ad1084bea3c28726eabdf4a6ccabf",
+    sha256 = "166b3219c15ded7953fe992dc4536ea642629a64537169938cd3ae1f71823ab5",
+    git_commit = "f5ef2238aeffa77d7f778659b5800f2f3c6723af",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8f15e23849fd44ed90bdde67c1693dd542e4c7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Mar 2021 18:01:17 -0800
Subject: [PATCH 4787/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5046019e-12b2-4161-afe0-70a283885db1

PiperOrigin-RevId: 360319968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af8be9f2cc6..8dc4af95c3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "166b3219c15ded7953fe992dc4536ea642629a64537169938cd3ae1f71823ab5",
-    git_commit = "f5ef2238aeffa77d7f778659b5800f2f3c6723af",
+    sha256 = "38fceb6e608486ec686eab49b2a749abfef0fc3765f75437062dcc19f8364200",
+    git_commit = "3a9288b359365be04367ba1106cf465a0326af48",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb9d56e21d81ab24e45d6c4ec069e7398215d0e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Mar 2021 00:01:50 -0800
Subject: [PATCH 4788/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47ef2718-921a-4fe2-8f77-b3793a47bb98

PiperOrigin-RevId: 360365561
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8dc4af95c3d..8ed5f213201 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38fceb6e608486ec686eab49b2a749abfef0fc3765f75437062dcc19f8364200",
-    git_commit = "3a9288b359365be04367ba1106cf465a0326af48",
+    sha256 = "338a7d98136259a02866818cd30f0d6d76551ad14e53a075404a5c3dddf5f610",
+    git_commit = "b9ce1f83a7e7ffe3d7784f6c2d03b3e2b093f4bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c6653058f71d3d02b63ad8c46a793273f8c327c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Mar 2021 06:02:13 -0800
Subject: [PATCH 4789/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c4666be-46d3-4e99-a351-8b01fb8ec93e

PiperOrigin-RevId: 360410534
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ed5f213201..2311c489f47 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "338a7d98136259a02866818cd30f0d6d76551ad14e53a075404a5c3dddf5f610",
-    git_commit = "b9ce1f83a7e7ffe3d7784f6c2d03b3e2b093f4bc",
+    sha256 = "a1ad0fd3324342262179fd05bb0facf6cc2866eabb1b74e28ab60a325db6b762",
+    git_commit = "62dfa9e1bf26c58cae6aaa0663d69a872f543dc1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c51214134671d565f541fa5ef2a1a63226fb53e3 Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Wed, 3 Mar 2021 03:01:02 +0800
Subject: [PATCH 4790/8103] handle options requests and check if Origin header
 exists

---
 .../model_servers/http_rest_api_handler.cc          |  2 --
 tensorflow_serving/model_servers/http_server.cc     | 13 ++++++++++++-
 2 files changed, 12 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 73552879861..d87b2586c07 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -105,8 +105,6 @@ Status HttpRestApiHandler::ProcessRequest(
       status = ProcessModelStatusRequest(*model_name, model_version,
                                          model_version_label, output);
     }
-  } else if (http_method == "OPTIONS") {
-    status = Status::OK();
   }
 
   MakeJsonFromStatus(status, output);
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index e35f38f03ee..213b70dc29c 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -160,9 +160,20 @@ class RestApiRequestDispatcher {
     string output;
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
-    const auto status =
+    auto status =
         handler_->ProcessRequest(req->http_method(), req->uri_path(), body,
                                  &headers, &model_name, &method, &output);
+
+    if (req->http_method() == "OPTIONS") {
+      absl::string_view origin_header = req->GetRequestHeader("Origin");
+      if (RE2::PartialMatch(origin_header, "https?://")) {
+        status = Status::OK();
+      } else {
+        status = errors::FailedPrecondition(
+            "Origin header not found in request: ", req->http_method());
+      }
+    }
+
     const auto http_status = ToHTTPStatusCode(status);
     // Note: we add headers+output for non successful status too, in case the
     // output contains details about the error (e.g. error messages).

From 9edd6dd23a0cef306696b1277dd17c749737c3e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Mar 2021 12:01:53 -0800
Subject: [PATCH 4791/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cfbcd497-dbe7-4d4c-8a2d-276f6070d1e0

PiperOrigin-RevId: 360482998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2311c489f47..90475c4d0df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1ad0fd3324342262179fd05bb0facf6cc2866eabb1b74e28ab60a325db6b762",
-    git_commit = "62dfa9e1bf26c58cae6aaa0663d69a872f543dc1",
+    sha256 = "79345624069b282b33ce5489b31f72c85e3e02abb2fb1a5e3da47e8625daf2be",
+    git_commit = "1e759a288300b3d4caf895b7936e03c3f2e9706f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23f624bb1439bc6de9c4c8f76606347763480b18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Mar 2021 18:01:21 -0800
Subject: [PATCH 4792/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65c45db6-9b83-47e3-b698-035319b4e472

PiperOrigin-RevId: 360557592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90475c4d0df..b1598495d34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79345624069b282b33ce5489b31f72c85e3e02abb2fb1a5e3da47e8625daf2be",
-    git_commit = "1e759a288300b3d4caf895b7936e03c3f2e9706f",
+    sha256 = "925410fa95b04106f001f330c20ce9c8f1853d74510d16e07ca7997c89f68fc1",
+    git_commit = "06a07eced4b86da2ed07d57bd704e08d9ca8ba4a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 549afe6e485053d52adf84ba857d9c950562432d Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Wed, 3 Mar 2021 11:10:06 -0800
Subject: [PATCH 4793/8103] Internal changes

PiperOrigin-RevId: 360713639
---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index 49be9692bb6..a335aa71005 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -282,7 +282,7 @@ Exporting HTTP/REST API at:localhost:8501 ...
 To query the model using the predict API, you can run
 
 ```shell
-$ curl -d '{"instances": [1.0, 2.0, 5.0]}' \
+curl -d '{"instances": [1.0, 2.0, 5.0]}' \
   -X POST http://localhost:8501/v1/models/half_plus_two:predict
 ```
 

From e5c3aec49d28b06f98967a609129862d81b61019 Mon Sep 17 00:00:00 2001
From: Tianrun Li <tianrun@google.com>
Date: Fri, 5 Mar 2021 13:49:16 -0800
Subject: [PATCH 4794/8103] Add "_r" root event annotation to ProcessBatch
 events.

PiperOrigin-RevId: 361217646
---
 tensorflow_serving/batching/batching_session.cc | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 9519cc73260..1132e76f35c 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -335,8 +335,9 @@ Status BatchingSession::InternalRun(
   }
 
   profiler::TraceMe trace_me([this] {
-    return profiler::TraceMeEncode("BatchingSessionRun",
-                                   {{"thread_pool_name", thread_pool_name_}});
+    return profiler::TraceMeEncode(
+        "BatchingSessionRun",
+        {{"thread_pool_name", thread_pool_name_}, {"_r", 1} /*root_event*/});
   });
   const TensorSignature signature =
       TensorSignatureFromRunArgs(inputs, output_tensor_names);

From e33f53b4f1e01106e5348d068e5804c2b4de4385 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Thu, 11 Mar 2021 21:26:04 -0800
Subject: [PATCH 4795/8103] Make Internal Change.

PiperOrigin-RevId: 362444748
---
 .../servables/tensorflow/predict_util.cc        | 17 -----------------
 tensorflow_serving/servables/tensorflow/util.cc |  7 +++++++
 tensorflow_serving/servables/tensorflow/util.h  | 13 +++++++++++++
 .../servables/tensorflow/util_test.cc           | 15 +++++++++++++++
 4 files changed, 35 insertions(+), 17 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index b0b41ae1436..72589d1f18a 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -46,23 +46,6 @@ Status VerifySignature(const SignatureDef& signature) {
   return Status::OK();
 }
 
-template <typename T>
-std::set<string> GetMapKeys(const T& proto_map) {
-  std::set<string> keys;
-  for (const auto& it : proto_map) {
-    keys.insert(it.first);
-  }
-  return keys;
-}
-
-// Returns a \ b, i.e. all items that are in `set_a` but not in `set_b`.
-std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b) {
-  std::set<string> result;
-  std::set_difference(set_a.begin(), set_a.end(), set_b.begin(), set_b.end(),
-                      std::inserter(result, result.end()));
-  return result;
-}
-
 Status VerifyRequestInputsSize(const SignatureDef& signature,
                                const PredictRequest& request) {
   if (request.inputs().size() != signature.inputs().size()) {
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 64494eade8c..ec047e8adbc 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -334,5 +334,12 @@ void RecordRequestLatency(const string& model_name, const string& api,
   request_latency->GetCell(model_name, api, entrypoint)->Add(latency_usec);
 }
 
+std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b) {
+  std::set<string> result;
+  std::set_difference(set_a.begin(), set_a.end(), set_b.begin(), set_b.end(),
+                      std::inserter(result, result.end()));
+  return result;
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 123aa392239..41c4da4aa81 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -121,6 +121,19 @@ void RecordRuntimeLatency(const string& model_name, const string& api,
 void RecordRequestLatency(const string& model_name, const string& api,
                           const string& entrypoint, int64 latency_usec);
 
+// Get string keys of a map.
+template <typename T>
+std::set<string> GetMapKeys(const T& map) {
+  std::set<string> keys;
+  for (const auto& it : map) {
+    keys.insert(it.first);
+  }
+  return keys;
+}
+
+// Returns a \ b, i.e. all items that are in `set_a` but not in `set_b`.
+std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b);
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index d1d2cc1b5e5..a9d22c758b4 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -310,6 +310,21 @@ TEST(ResourceEstimatorTest, EstimateResourceFromPathUsingDiskState) {
   EXPECT_THAT(actual, EqualsProto(expected));
 }
 
+TEST(GetMapKeysTest, GetKeys) {
+  std::map<string, string> map = {std::pair<string, string>("key1", "value1"),
+                                  std::pair<string, string>("key2", "value2")};
+  const auto result = GetMapKeys(map);
+  EXPECT_THAT(result, ::testing::UnorderedElementsAre("key1", "key2"));
+}
+
+TEST(SetDifferenceTEST, GetDiff) {
+  std::set<string> result;
+  EXPECT_THAT(SetDifference({"a", "b", "c"}, {"a", "b"}),
+              ::testing::UnorderedElementsAre("c"));
+  EXPECT_THAT(SetDifference({"a", "b", "c"}, {"a", "b", "d"}),
+              ::testing::UnorderedElementsAre("c"));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 5edcd13d323bb133a6505fd558422d008307ce72 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sat, 13 Mar 2021 15:11:17 -0800
Subject: [PATCH 4796/8103] Bump minimum bazel version 3.7.2.

PiperOrigin-RevId: 362732697
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1598495d34..6ff5059adb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -31,7 +31,7 @@ load(
     "@org_tensorflow//tensorflow:version_check.bzl",
     "check_bazel_version_at_least"
 )
-check_bazel_version_at_least("3.0.0")
+check_bazel_version_at_least("3.7.2")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")

From 34664c902f7dced15f817e7eff7aded4f5891435 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sun, 14 Mar 2021 01:14:17 -0800
Subject: [PATCH 4797/8103] Bump minimum bazel version 3.7.2, to match with TF
 (and latest sources of TF need newer version to build correctly).

PiperOrigin-RevId: 362773445
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 1e574c35bef..a4748a66653 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -76,7 +76,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.0.0
+ENV BAZEL_VERSION 3.7.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 2d721911fc1..de22cb987ba 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -107,7 +107,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.0.0
+ENV BAZEL_VERSION 3.7.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index bdad49a161a..adc3d7f4427 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -75,7 +75,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.0.0
+ENV BAZEL_VERSION 3.7.2
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 63b2d1c097d540841a2657334f81f0421ebe11f0 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sun, 14 Mar 2021 18:16:26 -0700
Subject: [PATCH 4798/8103] Dont hardcode path to python3.

PiperOrigin-RevId: 362844038
---
 .bazelrc | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 8369da15002..71c0fdbc9b0 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -31,9 +31,6 @@ build:nativeopt --copt=-O3
 
 build --keep_going
 build --verbose_failures=true
-build --action_env PYTHON_BIN_PATH="/usr/bin/python3"
-build --define PYTHON_BIN_PATH=/usr/bin/python3
-
 build --spawn_strategy=standalone
 build --genrule_strategy=standalone
 

From 6df70a14e78f16ca4e68c11fb600354e3bca1917 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Mar 2021 12:01:21 -0700
Subject: [PATCH 4799/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37f13b51-4a5e-4dbe-99a0-6c2ba3b73367

PiperOrigin-RevId: 362996089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ff5059adb1..2fa8395e235 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "925410fa95b04106f001f330c20ce9c8f1853d74510d16e07ca7997c89f68fc1",
-    git_commit = "06a07eced4b86da2ed07d57bd704e08d9ca8ba4a",
+    sha256 = "85eb1b08deea457e4dc3f1e8f2a275a68a76b14add2a033fee438a02155be12a",
+    git_commit = "624a403ebc35d25d22678be266764204010b4477",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9cd33bff105bb17708c27cdb6ea1c982992a8f4e Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 15 Mar 2021 12:27:58 -0700
Subject: [PATCH 4800/8103] Make Internal Change.

PiperOrigin-RevId: 363002493
---
 .../servables/tensorflow/predict_util_test.cc | 20 +++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index afdb104e3db..e0063bf73d9 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -244,6 +244,26 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
                                                 kInputTensorKey, "}")));
 }
 
+TEST_F(PredictImplTest, PredictionInvalidTensor) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_bool_val(true);
+  tensor_proto.set_dtype(tensorflow::DT_BOOL);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  auto status = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(
+      status.error_message(),
+      ::testing::HasSubstr("Expects arg[0] to be float but bool is provided"));
+}
+
 TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   PredictRequest request;
   PredictResponse response;

From c5cb5f9681f04b59feb47f80e9f9d837fba3e4ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Mar 2021 18:04:46 -0700
Subject: [PATCH 4801/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/672b2b15-a896-4f71-a332-54f302749549

PiperOrigin-RevId: 363075296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fa8395e235..c8fc2d48f26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85eb1b08deea457e4dc3f1e8f2a275a68a76b14add2a033fee438a02155be12a",
-    git_commit = "624a403ebc35d25d22678be266764204010b4477",
+    sha256 = "eed23ddc47473fc5faa00c7286bff0b809b99af658bf1adedc3d8691e81a64ed",
+    git_commit = "50f8897fdeea7f9dcb0d0709a181613585fb3d83",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1d4866f2d0089b8e8b2e0149668312f7be924c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Mar 2021 00:01:38 -0700
Subject: [PATCH 4802/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09aa538a-bbc2-4e36-8fde-89898a1fb375

PiperOrigin-RevId: 363120472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8fc2d48f26..93c1d6bc7a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eed23ddc47473fc5faa00c7286bff0b809b99af658bf1adedc3d8691e81a64ed",
-    git_commit = "50f8897fdeea7f9dcb0d0709a181613585fb3d83",
+    sha256 = "88967d92444df4ae1d6f5b2e4c77c53f98d151ce138cc5f4cb9efd7ea6ea104c",
+    git_commit = "c5406086d8a4e6dea6a9ddddf94b16c1e206f9d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 774d7c0a7b51ddd0b084bd54d29406867010ee96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Mar 2021 06:01:24 -0700
Subject: [PATCH 4803/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/051d38e0-9b81-4269-a230-da6b1d9542bb

PiperOrigin-RevId: 363165260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93c1d6bc7a6..ed374968c20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88967d92444df4ae1d6f5b2e4c77c53f98d151ce138cc5f4cb9efd7ea6ea104c",
-    git_commit = "c5406086d8a4e6dea6a9ddddf94b16c1e206f9d8",
+    sha256 = "e3840af53d6cd2e39b3714668fdb676fe8a0eef1c8a1dfcd94acd8a3248ff612",
+    git_commit = "b19a3537f9dcd882cade3d44a084649ec5ba57e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c24f0ef99db0b04c8130dfcbe2a8a39a7e5541c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Mar 2021 12:01:28 -0700
Subject: [PATCH 4804/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05f9e2ec-a113-4344-972e-7e744a6732b5

PiperOrigin-RevId: 363237342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed374968c20..5301eb0fbd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3840af53d6cd2e39b3714668fdb676fe8a0eef1c8a1dfcd94acd8a3248ff612",
-    git_commit = "b19a3537f9dcd882cade3d44a084649ec5ba57e4",
+    sha256 = "f1127daafc75ffede070f6b9add5d9e033515e85c67ffbbe93c16f128a663ed6",
+    git_commit = "719833ec06c0f8737f000a6f4fd130bf7991b560",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c21b223617d8293b45064b8d40c5c1297117677 Mon Sep 17 00:00:00 2001
From: Yi Situ <yisitu@google.com>
Date: Tue, 16 Mar 2021 17:55:47 -0700
Subject: [PATCH 4805/8103] Update TensorFlow serving documentation with
 instructions to bind a host volume. The profiler in the docker will write to
 this volume, and on the host side TensorBoard will load the profile from the
 location.

PiperOrigin-RevId: 363311537
---
 tensorflow_serving/g3doc/tensorboard.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/tensorboard.md b/tensorflow_serving/g3doc/tensorboard.md
index 48bc3fa1aea..e0d00a9980e 100644
--- a/tensorflow_serving/g3doc/tensorboard.md
+++ b/tensorflow_serving/g3doc/tensorboard.md
@@ -51,6 +51,7 @@ docker pull tensorflow/serving
 MODELS_DIR="$(pwd)/tensorflow_serving/servables/tensorflow/testdata"
 docker run -it --rm -p 8500:8500 -p 8501:8501 \
 -v $MODELS_DIR/saved_model_half_plus_two_cpu:/models/half_plus_two \
+-v /tmp/tensorboard:/tmp/tensorboard \
 -e MODEL_NAME=half_plus_two \
 tensorflow/serving
 ```
@@ -70,8 +71,8 @@ In another terminal, launch the TensorBoard tool on your machine, providing a
 directory to save the inference trace events to:
 
 ```
-mkdir -p ~/logs/inference_demo
-tensorboard --logdir ~/logs/inference_demo/ --port 6006
+mkdir -p /tmp/tensorboard
+tensorboard --logdir /tmp/tensorboard --port 6006
 ```
 
 Navigate to http://localhost:6006/ to view the TensorBoard UI. Use the drop-down

From 11ae5da15c88797c9c81a262f156d2ce909f56b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Mar 2021 18:01:52 -0700
Subject: [PATCH 4806/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/561f3e9f-4467-425a-b96b-65feece3e4ab

PiperOrigin-RevId: 363312408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5301eb0fbd1..65522a79282 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1127daafc75ffede070f6b9add5d9e033515e85c67ffbbe93c16f128a663ed6",
-    git_commit = "719833ec06c0f8737f000a6f4fd130bf7991b560",
+    sha256 = "9ec780e22befd4dc44205b40363f46e1a523d88461b047e1671353ad5615bf4d",
+    git_commit = "f98490da998ef0887c91d4aed55bae1ddd75f8ee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 75888760750ab5332f03d06c5c68f62d675ee55e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Mar 2021 00:01:59 -0700
Subject: [PATCH 4807/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f752dda-cf1e-4e02-8170-67199ba49fbd

PiperOrigin-RevId: 363356668
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65522a79282..5f3709d94e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ec780e22befd4dc44205b40363f46e1a523d88461b047e1671353ad5615bf4d",
-    git_commit = "f98490da998ef0887c91d4aed55bae1ddd75f8ee",
+    sha256 = "cefa501c4cebe346baaf8e7e0b689e2ef0bacac9f974996138275f4162443687",
+    git_commit = "a044c728a18e7960025781a26fa42abf87cc0811",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 292bc1fa7d0d0f7721d7d831edfce013acc9f0f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Mar 2021 06:04:01 -0700
Subject: [PATCH 4808/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ae9fab3-bf96-40d2-84a9-d8b0d590d7e6

PiperOrigin-RevId: 363402393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f3709d94e3..992201a45ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cefa501c4cebe346baaf8e7e0b689e2ef0bacac9f974996138275f4162443687",
-    git_commit = "a044c728a18e7960025781a26fa42abf87cc0811",
+    sha256 = "112e2b9b1a46d926d10e8389399398c998209a4cba3d7858dc113121d85d3221",
+    git_commit = "b87d02a3f8d8b55045bf4250dd72e746357a3eba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2a0b335e7ae9913f25ca20ced1126a24f2ea6a7 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 17 Mar 2021 10:21:30 -0700
Subject: [PATCH 4809/8103] Move `file_system_storage_path_source.proto` file
 to configs/ and make it publicly visible. This file defines
 `FileSystemStoragePathSourceConfig` proto that is indirectly used by
 ModelService API request proto (which is public), so having restricted
 (`library_clients`) visibility for this proto file is odd.

This prevents unnecessary inclusion to the `library_clients` list.

PiperOrigin-RevId: 363448322
---
 tensorflow_serving/config/BUILD                | 16 ++++++++++++++--
 .../file_system_storage_path_source.proto      |  0
 .../config/model_server_config.proto           |  7 ++++---
 tensorflow_serving/model_servers/BUILD         |  2 +-
 .../model_servers/server_core.cc               |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD  |  2 +-
 .../servables/tensorflow/simple_servers.cc     |  2 +-
 tensorflow_serving/sources/storage_path/BUILD  | 18 ++----------------
 .../file_system_storage_path_source.h          |  2 +-
 .../file_system_storage_path_source_test.cc    |  2 +-
 tensorflow_serving/tools/pip_package/BUILD     |  2 +-
 11 files changed, 27 insertions(+), 28 deletions(-)
 rename tensorflow_serving/{sources/storage_path => config}/file_system_storage_path_source.proto (100%)

diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 516bf557c03..e90fc7be782 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -21,13 +21,25 @@ filegroup(
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
 
+serving_proto_library(
+    name = "file_system_storage_path_source_proto",
+    srcs = ["file_system_storage_path_source.proto"],
+    cc_api_version = 2,
+)
+
+serving_proto_library_py(
+    name = "file_system_storage_path_source_proto_py_pb2",
+    srcs = ["file_system_storage_path_source.proto"],
+    proto_library = "file_system_storage_path_source_proto",
+)
+
 serving_proto_library(
     name = "model_server_config_proto",
     srcs = ["model_server_config.proto"],
     cc_api_version = 2,
     deps = [
+        ":file_system_storage_path_source_proto",
         ":logging_config_proto",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto",
         "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
@@ -37,8 +49,8 @@ serving_proto_library_py(
     srcs = ["model_server_config.proto"],
     proto_library = "model_server_config_proto",
     deps = [
+        "file_system_storage_path_source_proto_py_pb2",
         ":logging_config_proto_py_pb2",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto_py_pb2",
     ],
 )
 
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto b/tensorflow_serving/config/file_system_storage_path_source.proto
similarity index 100%
rename from tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto
rename to tensorflow_serving/config/file_system_storage_path_source.proto
diff --git a/tensorflow_serving/config/model_server_config.proto b/tensorflow_serving/config/model_server_config.proto
index 6b2983be5d9..cadc2b6e60f 100644
--- a/tensorflow_serving/config/model_server_config.proto
+++ b/tensorflow_serving/config/model_server_config.proto
@@ -1,11 +1,12 @@
 syntax = "proto3";
 
 package tensorflow.serving;
-option cc_enable_arenas = true;
 
 import "google/protobuf/any.proto";
+import "tensorflow_serving/config/file_system_storage_path_source.proto";
 import "tensorflow_serving/config/logging_config.proto";
-import "tensorflow_serving/sources/storage_path/file_system_storage_path_source.proto";
+
+option cc_enable_arenas = true;
 
 // The type of model.
 // TODO(b/31336131): DEPRECATED.
@@ -13,7 +14,7 @@ enum ModelType {
   MODEL_TYPE_UNSPECIFIED = 0 [deprecated = true];
   TENSORFLOW = 1 [deprecated = true];
   OTHER = 2 [deprecated = true];
-};
+}
 
 // Common configuration for loading a model being served.
 message ModelConfig {
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9abcf45f2e1..b0af419f146 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -76,6 +76,7 @@ cc_library(
     deps = [
         ":model_platform_types",
         "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
@@ -92,7 +93,6 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index ac850a30f44..aac86a1233a 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -24,12 +24,12 @@ limitations under the License.
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/core/load_servables_fast.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
-#include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index a8ebf56da7c..3ad897e3f30 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -262,6 +262,7 @@ cc_library(
     deps = [
         ":saved_model_bundle_source_adapter",
         ":saved_model_bundle_source_adapter_cc_proto",
+        "//tensorflow_serving/config:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager_builder",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core:loader",
@@ -271,7 +272,6 @@ cc_library(
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/core:target",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_cc_proto",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index cb238b053b4..d54bcaee4ce 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -21,6 +21,7 @@ limitations under the License.
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/core/aspired_versions_manager_builder.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/core/loader.h"
@@ -31,7 +32,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
-#include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 6b73bb91262..9f21e96a3e3 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving storage path sources.
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
 
 package(
     default_visibility = [
@@ -70,7 +69,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps =
         [
-            ":file_system_storage_path_source_cc_proto",
+            "//tensorflow_serving/config:file_system_storage_path_source_cc_proto",
             "//tensorflow_serving/core:servable_data",
             "//tensorflow_serving/core:servable_id",
             "//tensorflow_serving/core:source",
@@ -82,19 +81,6 @@ cc_library(
         ],
 )
 
-serving_proto_library(
-    name = "file_system_storage_path_source_proto",
-    srcs = ["file_system_storage_path_source.proto"],
-    cc_api_version = 2,
-    visibility = ["//visibility:public"],
-)
-
-serving_proto_library_py(
-    name = "file_system_storage_path_source_proto_py_pb2",
-    srcs = ["file_system_storage_path_source.proto"],
-    proto_library = "file_system_storage_path_source_proto",
-)
-
 cc_test(
     name = "file_system_storage_path_source_test",
     srcs =
@@ -103,7 +89,7 @@ cc_test(
         ],
     deps = [
         ":file_system_storage_path_source",
-        ":file_system_storage_path_source_cc_proto",
+        "//tensorflow_serving/config:file_system_storage_path_source_cc_proto",
         "//tensorflow_serving/core:servable_data",
         "//tensorflow_serving/core:target",
         "//tensorflow_serving/core/test_util:mock_storage_path_target",
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
index ef51009d634..ca0a0ba69ac 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.h
@@ -26,9 +26,9 @@ limitations under the License.
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/core/source.h"
 #include "tensorflow_serving/core/storage_path.h"
-#include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 5caf40e3d57..5675292260f 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -28,10 +28,10 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/stringprintf.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/test.h"
+#include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/target.h"
 #include "tensorflow_serving/core/test_util/mock_storage_path_target.h"
-#include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 using ::testing::AnyOf;
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 8450f821fba..187c0e089d7 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -25,7 +25,7 @@ sh_binary(
         "//tensorflow_serving/config:log_collector_config_proto_py_pb2",
         "//tensorflow_serving/config:logging_config_proto_py_pb2",
         "//tensorflow_serving/config:model_server_config_proto_py_pb2",
-        "//tensorflow_serving/sources/storage_path:file_system_storage_path_source_proto_py_pb2",
+        "//tensorflow_serving/config:file_system_storage_path_source_proto_py_pb2",
         "//tensorflow_serving/util:status_proto_py_pb2",
         "//tensorflow_serving/core:logging_proto_py_pb2",
     ],

From 18f1d3cea3b24bd724bfc9cc5d0e7c2a3de5f661 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Mar 2021 12:03:03 -0700
Subject: [PATCH 4810/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/efb48ee4-7c66-48c4-ad89-a2c277ae326d

PiperOrigin-RevId: 363474027
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 992201a45ec..6d1d0432f07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "112e2b9b1a46d926d10e8389399398c998209a4cba3d7858dc113121d85d3221",
-    git_commit = "b87d02a3f8d8b55045bf4250dd72e746357a3eba",
+    sha256 = "f7f3b77aa94a488a8d78933512df80b0c24a0f014e9413e43a19ddf5518dc225",
+    git_commit = "5488f543a0e52a0f478db10431da92c6912bd7fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18dd7666bc7ed64c1254fb21895d1602f160b2f7 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 17 Mar 2021 14:13:10 -0700
Subject: [PATCH 4811/8103] Fix package build due to config move in:

https://github.com/tensorflow/serving/commit/a2a0b335e7ae9913f25ca20ced1126a24f2ea6a7

PiperOrigin-RevId: 363504727
---
 tensorflow_serving/tools/pip_package/build_pip_package.sh | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index efd9b2b4e64..60f8136dce1 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -37,7 +37,6 @@ function main() {
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
   mkdir -p ${TMPDIR}/tensorflow_serving/config
   mkdir -p ${TMPDIR}/tensorflow_serving/core
-  mkdir -p ${TMPDIR}/tensorflow_serving/sources/storage_path
   mkdir -p ${TMPDIR}/tensorflow_serving/util
 
   echo "Adding python files"
@@ -56,17 +55,12 @@ function main() {
   cp bazel-out/k8-opt/bin/tensorflow_serving/core/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/core"
 
-  cp bazel-out/k8-opt/bin/tensorflow_serving/sources/storage_path/*_pb2.py \
-    "${TMPDIR}/tensorflow_serving/sources/storage_path"
-
   cp bazel-out/k8-opt/bin/tensorflow_serving/util/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/util"
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/core/__init__.py"
-  touch "${TMPDIR}/tensorflow_serving/sources/__init__.py"
-  touch "${TMPDIR}/tensorflow_serving/sources/storage_path/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/util/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
 

From 471a0fc463398b4c8ca25db746e0faf31ee591cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Mar 2021 15:25:09 -0700
Subject: [PATCH 4812/8103] add model_service_cc_grpc_proto

PiperOrigin-RevId: 363520708
---
 tensorflow_serving/apis/BUILD | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f7b32aac83e..9787bd9c2f6 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,5 +1,6 @@
 # Description: Tensorflow Serving APIs.
 
+load("//tools/build_defs/proto/cpp:cc_grpc_library.bzl", "cc_grpc_library")
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
@@ -252,6 +253,12 @@ serving_proto_library(
     ],
 )
 
+cc_grpc_library(
+    name = "model_service_cc_grpc_proto",
+    srcs = [":model_service_proto"],
+    deps = [":model_service_cc_proto"],
+)
+
 py_library(
     name = "model_service_proto_py_pb2",
     srcs = [

From 0380b5ac06e4387c0cb363d1b41524249e7ea7b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Mar 2021 18:02:34 -0700
Subject: [PATCH 4813/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d3128f8-a9e3-4003-8918-44608417761e

PiperOrigin-RevId: 363550823
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d1d0432f07..3d8397e0d35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7f3b77aa94a488a8d78933512df80b0c24a0f014e9413e43a19ddf5518dc225",
-    git_commit = "5488f543a0e52a0f478db10431da92c6912bd7fb",
+    sha256 = "21dc13e2cf11a632e1432670299caabe26ed6c4f11fb5b6e85a1ba7abe8cc05b",
+    git_commit = "98d5346be447c7b463f33432274e05093c584cae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1975e3e5701d1cb266d356834ec50a326016983f Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Wed, 17 Mar 2021 18:44:07 -0700
Subject: [PATCH 4814/8103] Upgrade to CUDA 11.2.

PiperOrigin-RevId: 363556809
---
 .../tools/docker/Dockerfile.devel-gpu         | 52 ++++++++++---------
 .../tools/docker/Dockerfile.gpu               | 27 +++++-----
 2 files changed, 41 insertions(+), 38 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index de22cb987ba..4dee0c68c5a 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:11.0-base-ubuntu18.04 as base_build
+FROM nvidia/cuda:11.2.1-base-ubuntu18.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
@@ -20,25 +20,25 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.0.4.30
-ENV TF_TENSORRT_VERSION=7.1.3
-ENV CUDA=11.0
+ENV CUDNN_VERSION=8.1.0.77
+ENV TF_TENSORRT_VERSION=7.2.2
+ENV CUDA=11.2
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-11-0 \
-        libcublas-11-0 \
-        libcublas-dev-11-0 \
-        cuda-nvrtc-11-0 \
-        cuda-nvrtc-dev-11-0 \
-        cuda-nvprune-11-0 \
-        cuda-cudart-dev-11-0 \
-        libcufft-dev-11-0 \
-        libcurand-dev-11-0 \
-        libcusolver-dev-11-0 \
-        libcusparse-dev-11-0 \
+        cuda-command-line-tools-11-2 \
+        libcublas-11-2 \
+        libcublas-dev-11-2 \
+        cuda-nvrtc-11-2 \
+        cuda-nvrtc-dev-11-2 \
+        cuda-nvprune-11-2 \
+        cuda-cudart-dev-11-2 \
+        libcufft-dev-11-2 \
+        libcurand-dev-11-2 \
+        libcusolver-dev-11-2 \
+        libcusparse-dev-11-2 \
         curl \
         git \
         libfreetype6-dev \
@@ -63,19 +63,20 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/* && \
-    find /usr/local/cuda-11.0/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
+    find /usr/local/cuda-11.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v8.a
 
+# NOTE: libnvinfer uses cuda11.1 versions
 RUN apt-get update && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         # TODO: need to verify
-        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda${CUDA}\
-        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.1\
+        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 
@@ -125,7 +126,7 @@ ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/us
 ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_VERSION=11.0
+ENV TF_CUDA_VERSION=11.2
 ENV TF_CUDNN_VERSION=8
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
@@ -183,3 +184,4 @@ FROM binary_build as clean_build
 RUN bazel clean --expunge --color=yes && \
     rm -rf /root/.cache
 CMD ["/bin/bash"]
+
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index ba6374f47c0..09cb8478dd3 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:11.0-base-ubuntu18.04
+FROM nvidia/cuda:11.2.1-base-ubuntu18.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -25,20 +25,20 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.0.4.30
-ENV TF_TENSORRT_VERSION=7.1.3
-ENV CUDA=11.0
+ENV CUDNN_VERSION=8.1.0.77
+ENV TF_TENSORRT_VERSION=7.2.2
+ENV CUDA=11.2
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-11-0 \
-        libcublas-11-0 \
-        libcublas-dev-11-0 \
-        libcufft-11-0 \
-        libcurand-11-0 \
-        libcusolver-11-0 \
-        libcusparse-11-0 \
+        cuda-command-line-tools-11-2 \
+        libcublas-11-2 \
+        libcublas-dev-11-2 \
+        libcufft-11-2 \
+        libcurand-11-2 \
+        libcusolver-11-2 \
+        libcusparse-11-2 \
         libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
         && \
@@ -47,8 +47,8 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
 RUN apt-get update && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda${CUDA} \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 
@@ -78,3 +78,4 @@ tensorflow_model_server --port=8500 --rest_api_port=8501 \
 && chmod +x /usr/bin/tf_serving_entrypoint.sh
 
 ENTRYPOINT ["/usr/bin/tf_serving_entrypoint.sh"]
+

From 9152d31fd2965c739372fb7d2427ad0464c3eee6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Mar 2021 00:01:30 -0700
Subject: [PATCH 4815/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a71ce9e-2cdb-454c-bf7f-b665cdf87e63

PiperOrigin-RevId: 363595329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d8397e0d35..88ab6eb337d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21dc13e2cf11a632e1432670299caabe26ed6c4f11fb5b6e85a1ba7abe8cc05b",
-    git_commit = "98d5346be447c7b463f33432274e05093c584cae",
+    sha256 = "5d303f5ce65124ecaf4cf9fe4380c9234337a632e7f66347acd3c56836d9f1a2",
+    git_commit = "906362bfcaae4cab0d318b645c2af64c1b77b811",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 90fe5bfdbb7c4ef0321918679ea5ceb20c434cb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Mar 2021 06:01:26 -0700
Subject: [PATCH 4816/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83b6abef-3b91-4b49-a866-103981775ad8

PiperOrigin-RevId: 363640274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88ab6eb337d..726382f4ca3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d303f5ce65124ecaf4cf9fe4380c9234337a632e7f66347acd3c56836d9f1a2",
-    git_commit = "906362bfcaae4cab0d318b645c2af64c1b77b811",
+    sha256 = "a334a8e6a88ea62ffc3b6f0fa99f74557e09ec607733e12477829d814357efaa",
+    git_commit = "dd038832499603670be2bcd038ab6aaba32b25cb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bbfc7374dc3bbb16fb6daf027141393dc36816f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Mar 2021 12:01:39 -0700
Subject: [PATCH 4817/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31e833b3-457d-45d5-ada7-d92a313b7adb

PiperOrigin-RevId: 363711510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 726382f4ca3..f0d85606c0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a334a8e6a88ea62ffc3b6f0fa99f74557e09ec607733e12477829d814357efaa",
-    git_commit = "dd038832499603670be2bcd038ab6aaba32b25cb",
+    sha256 = "ce757fec19e3f661bfd7433f91625c963d614b63816111867dc07cd09d841c24",
+    git_commit = "3d7cd6d6afe80c701a166ce31bdf0ee520aa4df8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc8bdde10b7052e1f6e73ec769117344866e1b07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Mar 2021 18:01:17 -0700
Subject: [PATCH 4818/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1c2aba6-bec1-404d-a18b-8b20b930e145

PiperOrigin-RevId: 363789276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0d85606c0e..1e4ff3830fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce757fec19e3f661bfd7433f91625c963d614b63816111867dc07cd09d841c24",
-    git_commit = "3d7cd6d6afe80c701a166ce31bdf0ee520aa4df8",
+    sha256 = "92d693b76a3b3db5f5a2a418713630b7a7edc9e7e4a736254279cfe6792cc11f",
+    git_commit = "2860aec5a925482e25d999e18cd41908423bfd3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a670ff5537beb41e90020065e25a682498b9de38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Mar 2021 20:24:34 -0700
Subject: [PATCH 4819/8103] add model_service_cc_grpc_proto

PiperOrigin-RevId: 363807208
---
 tensorflow_serving/apis/BUILD | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 9787bd9c2f6..f7b32aac83e 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,6 +1,5 @@
 # Description: Tensorflow Serving APIs.
 
-load("//tools/build_defs/proto/cpp:cc_grpc_library.bzl", "cc_grpc_library")
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
@@ -253,12 +252,6 @@ serving_proto_library(
     ],
 )
 
-cc_grpc_library(
-    name = "model_service_cc_grpc_proto",
-    srcs = [":model_service_proto"],
-    deps = [":model_service_cc_proto"],
-)
-
 py_library(
     name = "model_service_proto_py_pb2",
     srcs = [

From f4f0622243c3bdaafd6ff578f7eaea4894cbd70c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Mar 2021 00:01:32 -0700
Subject: [PATCH 4820/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9b07a44-dbaf-484c-9e50-4e2efcb19745

PiperOrigin-RevId: 363832688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e4ff3830fd..1610be9647d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92d693b76a3b3db5f5a2a418713630b7a7edc9e7e4a736254279cfe6792cc11f",
-    git_commit = "2860aec5a925482e25d999e18cd41908423bfd3e",
+    sha256 = "04c623f86868cc28053cfc95617227c35b41f5de3ef83a2bbad9d9cbf2c7b48f",
+    git_commit = "292b120fdc6b0eed8dc2ebca81bb9f03889b937e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From af99f8dc696323c5372c3b158f3655eb59e2729b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Mar 2021 06:01:28 -0700
Subject: [PATCH 4821/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93d15050-5477-4901-9362-17edd15a245d

PiperOrigin-RevId: 363874390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1610be9647d..bb3c0fc93a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04c623f86868cc28053cfc95617227c35b41f5de3ef83a2bbad9d9cbf2c7b48f",
-    git_commit = "292b120fdc6b0eed8dc2ebca81bb9f03889b937e",
+    sha256 = "9dbfd096802f4d31676b36a3f2fa467e095f0222397655a85576f4ed306da359",
+    git_commit = "8211cf9859dd75022ac3b813d3bb51795e15b8a5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4af346d55dfef83aae7c24964c49de7968d6eb25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Mar 2021 12:01:38 -0700
Subject: [PATCH 4822/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/910373f4-e80f-41aa-9e52-faf41760084e

PiperOrigin-RevId: 363940556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb3c0fc93a5..0e34c0d6d14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dbfd096802f4d31676b36a3f2fa467e095f0222397655a85576f4ed306da359",
-    git_commit = "8211cf9859dd75022ac3b813d3bb51795e15b8a5",
+    sha256 = "71b020988c14d815488b1011a5cebd6836a69d4b2da9e934947790e02170dd19",
+    git_commit = "388f9fa67d1f3300f25b491e69ece14f1299997d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0050f41e29e07778bc2fa26c012ae1ddfa1eb19b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Mar 2021 18:01:35 -0700
Subject: [PATCH 4823/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f4ebc35-f77e-48ff-8135-0c5d920016aa

PiperOrigin-RevId: 364007517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e34c0d6d14..823e4809c65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71b020988c14d815488b1011a5cebd6836a69d4b2da9e934947790e02170dd19",
-    git_commit = "388f9fa67d1f3300f25b491e69ece14f1299997d",
+    sha256 = "6a56203084bed9707cb49dfe41480d73c3a376027890881f6c77bbc2ed7a2b75",
+    git_commit = "1c9eeb9eaa1b712d71fc29bcc9054c25c7236fa2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3dee75e715814664ac22ae14bf481ab7e0329ce7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Mar 2021 00:01:23 -0700
Subject: [PATCH 4824/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/837510f7-8e6e-467c-86eb-528cbd53e8a2

PiperOrigin-RevId: 364040240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 823e4809c65..c984c01ab9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a56203084bed9707cb49dfe41480d73c3a376027890881f6c77bbc2ed7a2b75",
-    git_commit = "1c9eeb9eaa1b712d71fc29bcc9054c25c7236fa2",
+    sha256 = "374ef3f2fac93a04be56d139f597412e38e515a9453d3a50b93315f72558172c",
+    git_commit = "ac5f2a1f0db1ba1e585559ad4e593fdb3e73713a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e1cd5b58d58a9ee90a0ffddea71cad454449356 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Mar 2021 06:01:30 -0700
Subject: [PATCH 4825/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a513ad50-bfce-44b5-8c0b-4c62a68134f0

PiperOrigin-RevId: 364066225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c984c01ab9d..200fadfeb56 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "374ef3f2fac93a04be56d139f597412e38e515a9453d3a50b93315f72558172c",
-    git_commit = "ac5f2a1f0db1ba1e585559ad4e593fdb3e73713a",
+    sha256 = "87023b4752d24fa5019c9a88f5bdca9f2448bf1e0549d7a5bbb0e8241d2758b3",
+    git_commit = "8b68466be9c7b2c68093cf00f9494458a0ff4364",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cbd4d342c1215f612d4f3c9ce456f23c19b65e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Mar 2021 12:01:23 -0700
Subject: [PATCH 4826/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6862d75-3990-4752-9f09-7b2e23f144c8

PiperOrigin-RevId: 364091046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 200fadfeb56..c83e17a28b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87023b4752d24fa5019c9a88f5bdca9f2448bf1e0549d7a5bbb0e8241d2758b3",
-    git_commit = "8b68466be9c7b2c68093cf00f9494458a0ff4364",
+    sha256 = "20df275aaecefd497545acab123a90ff05ec59fea289dc961415faae69cd37ee",
+    git_commit = "7ca84c33b5efbf96c779ae31041b11ad9fdcd431",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 249446dc28f08a3d7acaf8b350af0ea1fe415691 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Mar 2021 18:01:25 -0700
Subject: [PATCH 4827/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c09aa586-e6b6-4690-8828-e76361e02c41

PiperOrigin-RevId: 364116187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c83e17a28b7..506d8015562 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20df275aaecefd497545acab123a90ff05ec59fea289dc961415faae69cd37ee",
-    git_commit = "7ca84c33b5efbf96c779ae31041b11ad9fdcd431",
+    sha256 = "16faad1075bc0abbb4b9e52c7200a7d6cd3b07f096f20535c4f94f2aff8ebf56",
+    git_commit = "6f6147b9e77cf01d24eaedc7492250c10a00ab14",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8aabb92b49168393f669709711c68af684f76c2f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Mar 2021 00:02:01 -0700
Subject: [PATCH 4828/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e214bad-2755-4e6a-a26a-4ce2b0001b06

PiperOrigin-RevId: 364139671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 506d8015562..85404969a0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16faad1075bc0abbb4b9e52c7200a7d6cd3b07f096f20535c4f94f2aff8ebf56",
-    git_commit = "6f6147b9e77cf01d24eaedc7492250c10a00ab14",
+    sha256 = "846631b770ee3d69faa7d7414b48275626581a89feb465f82170f459cc38716b",
+    git_commit = "661cd63c70971ea44f07522eaeda0a70025a43c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54e88fda5b52cb74b387d47387211f29b93e7fd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Mar 2021 06:01:36 -0700
Subject: [PATCH 4829/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b8be220-3844-4dab-ba3a-823b18044889

PiperOrigin-RevId: 364166390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85404969a0d..84e9a2c9596 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "846631b770ee3d69faa7d7414b48275626581a89feb465f82170f459cc38716b",
-    git_commit = "661cd63c70971ea44f07522eaeda0a70025a43c7",
+    sha256 = "0458e049bd85824a84ad3e08b63f4856f331330765d882cf9ba13fba23b782a9",
+    git_commit = "8f46088df45cc9824b2901378106572aa0a89406",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2472e4f7902130a64dd755cf690c1b40537d8e1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Mar 2021 18:01:17 -0700
Subject: [PATCH 4830/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b34e5e3-5c3f-4442-a118-1b68cc82db3b

PiperOrigin-RevId: 364219534
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84e9a2c9596..c6e156cc46f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0458e049bd85824a84ad3e08b63f4856f331330765d882cf9ba13fba23b782a9",
-    git_commit = "8f46088df45cc9824b2901378106572aa0a89406",
+    sha256 = "ef3c06745b0d897adf3ee1a090c5740f13af23f2c287539c4aac6f918390bbe9",
+    git_commit = "8077fe8b1b4a3c170a94b74d8c351c247e64a53c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54ac65d155de65272f5a4a35351ad5ba51dd09e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Mar 2021 06:01:41 -0700
Subject: [PATCH 4831/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/03ad532b-8c7c-4b0b-b751-0081e66b9d5a

PiperOrigin-RevId: 364298663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6e156cc46f..b748313983b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef3c06745b0d897adf3ee1a090c5740f13af23f2c287539c4aac6f918390bbe9",
-    git_commit = "8077fe8b1b4a3c170a94b74d8c351c247e64a53c",
+    sha256 = "eb1e1d34ec6b1aacda5732c2cdf8c3cdeab09dc9de542cd57be22298906fd8eb",
+    git_commit = "3be36068221c996705d526eb402991af5bed5fab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8825941de591d2cdca74c8e5ca759b88a97f3bb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Mar 2021 12:01:33 -0700
Subject: [PATCH 4832/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c7e3fb0-7f03-4c53-93c4-c624c1b52ab4

PiperOrigin-RevId: 364375299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b748313983b..824a846fc00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb1e1d34ec6b1aacda5732c2cdf8c3cdeab09dc9de542cd57be22298906fd8eb",
-    git_commit = "3be36068221c996705d526eb402991af5bed5fab",
+    sha256 = "2f14e312552cf1a5fcac388567a379d2101c81c4b37fd20032430cc7c2c1a3d0",
+    git_commit = "53ef3cac52d7e08548e222f59dbd753ed1af7610",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b1042d5a89a5c7ff4ac5298d439cadd4af2fb49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Mar 2021 18:01:18 -0700
Subject: [PATCH 4833/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84f31a99-7262-4bda-b4f5-23b95669409c

PiperOrigin-RevId: 364452671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 824a846fc00..9c2e2a92791 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f14e312552cf1a5fcac388567a379d2101c81c4b37fd20032430cc7c2c1a3d0",
-    git_commit = "53ef3cac52d7e08548e222f59dbd753ed1af7610",
+    sha256 = "7acfafa1a4397db88b9565e63bd4c82063317d28b830e5c64dcfedcd9c15db0f",
+    git_commit = "2dba63671d3335ae8523e955d34f77bd2e475699",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98c86417fc413c35f31a4f38bbf38fc2ffec5331 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 22 Mar 2021 21:07:08 -0700
Subject: [PATCH 4834/8103] Make Internal Change.

PiperOrigin-RevId: 364476548
---
 .../tensorflow/bundle_factory_util.cc         | 73 +++----------------
 .../tensorflow/bundle_factory_util.h          | 69 +++++++++++++++++-
 2 files changed, 77 insertions(+), 65 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index ec2a66c454e..eda2b196eea 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -50,33 +50,6 @@ RunOptions GetRunOptions(const SessionBundleConfig& config) {
   return run_options;
 }
 
-Status CreateBatchScheduler(const BatchingParameters& batching_config,
-                            std::shared_ptr<Batcher>* batch_scheduler) {
-  if (!batching_config.allowed_batch_sizes().empty()) {
-    // Verify that the last allowed batch size matches the max batch size.
-    const int last_allowed_size = batching_config.allowed_batch_sizes(
-        batching_config.allowed_batch_sizes().size() - 1);
-    const int max_size = batching_config.has_max_batch_size()
-                             ? batching_config.max_batch_size().value()
-                             : Batcher::QueueOptions().input_batch_size_limit;
-    if (last_allowed_size != max_size) {
-      return errors::InvalidArgument(
-          "Last entry in allowed_batch_sizes must match max_batch_size; last "
-          "entry was ",
-          last_allowed_size, "; expected ", max_size);
-    }
-  }
-
-  Batcher::Options options;
-  if (batching_config.has_num_batch_threads()) {
-    options.num_batch_threads = batching_config.num_batch_threads().value();
-  }
-  if (batching_config.has_thread_pool_name()) {
-    options.thread_pool_name = batching_config.thread_pool_name().value();
-  }
-  return Batcher::Create(options, batch_scheduler);
-}
-
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate) {
   TensorflowFileProbingEnv env(Env::Default());
@@ -97,42 +70,16 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
     return errors::Internal("session not set");
   }
 
-  Batcher::QueueOptions queue_options;
-  if (batching_config.has_max_batch_size()) {
-    queue_options.input_batch_size_limit =
-        batching_config.max_batch_size().value();
-  }
-  if (batching_config.has_batch_timeout_micros()) {
-    queue_options.batch_timeout_micros =
-        batching_config.batch_timeout_micros().value();
-  }
-  if (batching_config.has_max_enqueued_batches()) {
-    queue_options.max_enqueued_batches =
-        batching_config.max_enqueued_batches().value();
-  }
-  if (batching_config.has_enable_large_batch_splitting() &&
-      batching_config.enable_large_batch_splitting().value()) {
-    queue_options.enable_large_batch_splitting = true;
-
-    if (batching_config.has_max_execution_batch_size()) {
-      queue_options.max_execution_batch_size =
-          batching_config.max_execution_batch_size().value();
-    } else {
-      queue_options.max_execution_batch_size =
-          batching_config.max_batch_size().value();
-    }
-
-    queue_options.split_input_task_func =
-        [](std::unique_ptr<tensorflow::serving::BatchingSessionTask>*
-               input_task,
-           int open_batch_remaining_slot, int max_batch_size,
-           std::vector<
-               std::unique_ptr<tensorflow::serving::BatchingSessionTask>>*
-               output_tasks) -> tensorflow::Status {
-      return SplitInputTask(input_task, open_batch_remaining_slot,
-                            max_batch_size, output_tasks);
-    };
-  }
+  auto queue_options = GetQueueOptions<
+      tensorflow::serving::BatchingSessionTask>(
+      batching_config,
+      [](std::unique_ptr<tensorflow::serving::BatchingSessionTask>* input_task,
+         int open_batch_remaining_slot, int max_batch_size,
+         std::vector<std::unique_ptr<tensorflow::serving::BatchingSessionTask>>*
+             output_tasks) -> tensorflow::Status {
+        return SplitInputTask(input_task, open_batch_remaining_slot,
+                              max_batch_size, output_tasks);
+      });
 
   BatchingSessionOptions batching_session_options;
   for (int allowed_batch_size : batching_config.allowed_batch_sizes()) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 2279279fa90..1d1a15761e9 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_BUNDLE_FACTORY_UTIL_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_BUNDLE_FACTORY_UTIL_H_
 
+#include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -41,10 +42,36 @@ SessionOptions GetSessionOptions(const SessionBundleConfig& config);
 RunOptions GetRunOptions(const SessionBundleConfig& config);
 
 // Creates a BatchScheduler based on the batching configuration.
+template <typename TaskType>
 Status CreateBatchScheduler(
     const BatchingParameters& batching_config,
-    std::shared_ptr<SharedBatchScheduler<BatchingSessionTask>>*
-        batch_scheduler);
+    std::shared_ptr<SharedBatchScheduler<TaskType>>* batch_scheduler) {
+  if (!batching_config.allowed_batch_sizes().empty()) {
+    // Verify that the last allowed batch size matches the max batch size.
+    const int last_allowed_size = batching_config.allowed_batch_sizes(
+        batching_config.allowed_batch_sizes().size() - 1);
+    const int max_size =
+        batching_config.has_max_batch_size()
+            ? batching_config.max_batch_size().value()
+            : typename SharedBatchScheduler<TaskType>::QueueOptions()
+                  .input_batch_size_limit;
+    if (last_allowed_size != max_size) {
+      return errors::InvalidArgument(
+          "Last entry in allowed_batch_sizes must match max_batch_size; last "
+          "entry was ",
+          last_allowed_size, "; expected ", max_size);
+    }
+  }
+
+  typename SharedBatchScheduler<TaskType>::Options options;
+  if (batching_config.has_num_batch_threads()) {
+    options.num_batch_threads = batching_config.num_batch_threads().value();
+  }
+  if (batching_config.has_thread_pool_name()) {
+    options.thread_pool_name = batching_config.thread_pool_name().value();
+  }
+  return SharedBatchScheduler<TaskType>::Create(options, batch_scheduler);
+}
 
 // Estimates the resources a session bundle or saved model bundle will use once
 // loaded, from its export or saved model path. tensorflow::Env::Default() will
@@ -72,6 +99,44 @@ Status WrapSessionForBatching(
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
 
+// Construct Queue Options from BatchingParameters.
+template <typename TaskType>
+typename SharedBatchScheduler<TaskType>::QueueOptions GetQueueOptions(
+    const BatchingParameters& batching_config,
+    std::function<Status(std::unique_ptr<TaskType>* input_task,
+                         int first_output_task_size, int input_batch_size_limit,
+                         std::vector<std::unique_ptr<TaskType>>* output_tasks)>
+        split_input_task_func) {
+  typename SharedBatchScheduler<TaskType>::QueueOptions queue_options;
+  if (batching_config.has_max_batch_size()) {
+    queue_options.input_batch_size_limit =
+        batching_config.max_batch_size().value();
+  }
+  if (batching_config.has_batch_timeout_micros()) {
+    queue_options.batch_timeout_micros =
+        batching_config.batch_timeout_micros().value();
+  }
+  if (batching_config.has_max_enqueued_batches()) {
+    queue_options.max_enqueued_batches =
+        batching_config.max_enqueued_batches().value();
+  }
+  if (batching_config.has_enable_large_batch_splitting() &&
+      batching_config.enable_large_batch_splitting().value()) {
+    queue_options.enable_large_batch_splitting = true;
+
+    if (batching_config.has_max_execution_batch_size()) {
+      queue_options.max_execution_batch_size =
+          batching_config.max_execution_batch_size().value();
+    } else {
+      queue_options.max_execution_batch_size =
+          batching_config.max_batch_size().value();
+    }
+
+    queue_options.split_input_task_func = split_input_task_func;
+  }
+  return queue_options;
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 

From 32d6972928b7bb88dfcdfe4eacf7f42df4559913 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Mar 2021 00:01:35 -0700
Subject: [PATCH 4835/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86c17b89-5384-40de-bd04-a9ee59ae5443

PiperOrigin-RevId: 364496704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c2e2a92791..6b6ee6bc77d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7acfafa1a4397db88b9565e63bd4c82063317d28b830e5c64dcfedcd9c15db0f",
-    git_commit = "2dba63671d3335ae8523e955d34f77bd2e475699",
+    sha256 = "42cba2a2af59d0ac6f74107b9b7d3a993d0458e9a1a5d723a0d29ff1604a5a19",
+    git_commit = "d7caf30b36b2f769a9dd5449b587a8b4318eaad0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f9b6a0ea802ee726d1aba277650a8ddf3a411f9 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Tue, 23 Mar 2021 00:49:18 -0700
Subject: [PATCH 4836/8103] Fix memory leak from allocating input tensors

PiperOrigin-RevId: 364502280
---
 .../tensorflow/tflite_interpreter_pool.cc        | 16 ++++++----------
 1 file changed, 6 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index a4d22b0c171..363c0aff0cf 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -72,18 +72,14 @@ tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
   if (tensor_buffer_.find(tensor_index) == tensor_buffer_.end()) {
     return errors::Internal("Tensor input for index not found: ", tensor_index);
   }
-  if (tensor_buffer_max_bytes_[tensor_index] > 0 &&
-      required_bytes > tensor_buffer_max_bytes_[tensor_index]) {
-    tensor_buffer_max_bytes_[tensor_index] = 0;
-  }
-
-  if (tensor_buffer_max_bytes_[tensor_index] == 0) {
-    tensor_buffer_[tensor_index].reset(
-        reinterpret_cast<char*>(malloc(required_bytes)));
+  if (required_bytes > tensor_buffer_max_bytes_[tensor_index]) {
+    if (tflite_tensor->data.raw) {
+      free(tflite_tensor->data.raw);
+    }
+    tflite_tensor->data.raw = reinterpret_cast<char*>(malloc(required_bytes));
     tensor_buffer_max_bytes_[tensor_index] = required_bytes;
-  } else {
-    tensor_buffer_[tensor_index].reset(tflite_tensor->data.raw);
   }
+  tensor_buffer_[tensor_index].reset(tflite_tensor->data.raw);
   memcpy(tensor_buffer_[tensor_index].get(), &num_strings, sizeof(int32_t));
   int32_t start = sizeof(int32_t) * (num_strings + 2);
   for (size_t i = 0; i < offset_.size(); i++) {

From 7c72286781ebbde32503a0c53ff56f0d01e1c326 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Mar 2021 15:58:21 -0700
Subject: [PATCH 4837/8103] Internal visibility change

PiperOrigin-RevId: 364665477
---
 tensorflow_serving/model_servers/BUILD | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index b0af419f146..4817d4b5ce2 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -20,7 +20,10 @@ licenses(["notice"])  # Apache 2.0
 # or other implementation details.
 package_group(
     name = "tensorflow_model_server_custom_op_clients",
-    packages = ["//cloud/ai/documentai/..."],
+    packages = [
+        "//cloud/ai/documentai/...",
+        "//cloud/ml/tfe/inference_engine/...",
+    ],
 )
 
 package_group(

From 7e1d4c7b2614982492d3433f02a53cb51d87647a Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 23 Mar 2021 20:02:35 -0700
Subject: [PATCH 4838/8103] Internal visibility change

PiperOrigin-RevId: 364706319
---
 tensorflow_serving/model_servers/BUILD | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 4817d4b5ce2..b0af419f146 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -20,10 +20,7 @@ licenses(["notice"])  # Apache 2.0
 # or other implementation details.
 package_group(
     name = "tensorflow_model_server_custom_op_clients",
-    packages = [
-        "//cloud/ai/documentai/...",
-        "//cloud/ml/tfe/inference_engine/...",
-    ],
+    packages = ["//cloud/ai/documentai/..."],
 )
 
 package_group(

From 3e1314af5e8377e6aae2a8fcc647b5fb5ee86856 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 23 Mar 2021 22:34:42 -0700
Subject: [PATCH 4839/8103] Internal change.

PiperOrigin-RevId: 364727001
---
 tensorflow_serving/model_servers/BUILD | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index b0af419f146..50746d3955d 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -18,10 +18,7 @@ licenses(["notice"])  # Apache 2.0
 # vanilla TensorFlow ModelServer without any other modifications. Exclusively
 # for adding custom TensorFlow ops. Does not grant access to private headers
 # or other implementation details.
-package_group(
-    name = "tensorflow_model_server_custom_op_clients",
-    packages = ["//cloud/ai/documentai/..."],
-)
+package_group(name = "tensorflow_model_server_custom_op_clients")
 
 package_group(
     name = "testing",

From 57dac6cdca7ffaed0e186ff370cf346db57d1cbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Mar 2021 10:19:05 -0700
Subject: [PATCH 4840/8103] Removing the validation check on floating type
 inputs that tries to validate that inputs that look like integers must be
 exactly representable as a FP number.

For instance, if the user sends, "1435774380" as an input that is a DT_FLOAT type, the previous behavior would return an error because 1435774380 "looks like" an int and cannot be exactly represented as an integer as a DT_FLOAT.

But this behavior does not make sense. For instance, "1435774380.0" is exactly equivalent to "1435774380" and yet the former is accepted while the latter returns an error. Since the user clearly set the data type to DT_FLOAT, this is surprising and even undesirable behavior (see below). Imagine if `atof` in C correctly parsed the former but rejected the latter. That would be confusing to users, and sometimes make the function difficult or impossible to use.

One could argue that the user can "opt-in" to the desired behavior by choosing whether or not to use ".0" at the end of the inputs. While this is true in theory, it is not true in practice since underlying libraries that generate JSON may convert something like `double d = 1435774380.0;` to "1435774380". In fact, this is _exactly_ what happens in Google's own Protobuf -> JSON conversion with the user having absolutely no control over the behavior (FWIW, the library uses `snprintf` with the format string "%.*g"). So users of Google's own libraries cannot generate JSON that is usable by tf-serving.

PiperOrigin-RevId: 364832510
---
 tensorflow_serving/g3doc/api_rest.md        |  15 ++
 tensorflow_serving/util/json_tensor.cc      |  40 -----
 tensorflow_serving/util/json_tensor_test.cc | 154 +++++++++++++++-----
 3 files changed, 136 insertions(+), 73 deletions(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index 5edd203aa59..d0eaf121972 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -330,6 +330,21 @@ DT_STRING
 DT_INT8, DT_UINT8, DT_INT16, DT_INT32, DT_UINT32, DT_INT64, DT_UINT64                            | number                         | *1, -10, 0*                        | JSON value will be a decimal number.
 DT_FLOAT, DT_DOUBLE                                                                              | number                         | *1.1, -10.0, 0, `NaN`, `Infinity`* | JSON value will be a number or one of the special token values - `NaN`, `Infinity`, and `-Infinity`. See [JSON conformance](#json-conformance) for more info. Exponent notation is also accepted.
 
+## Floating Point Precision
+
+JSON has a single number data type. Thus it is possible to provide a value
+for an input that results in a loss of precision. For instance, if the
+input `x` is a `float` data type, and the input `{"x": 1435774380}` is
+sent to the model running on hardware based on the IEEE 754 floating point
+standard (e.g. Intel or AMD), then the value will be silently converted by the
+underyling hardware to `1435774336` since `1435774380` cannot be exactly
+represented in a 32-bit floating point number. Typically, the inputs
+to serving should be the same distribution as training, so this generally
+won't be problematic because the same conversions happened at training time.
+However, in case full precision is needed, be sure to use an underlying data
+type in your model that can handle the desired precision and/or consider
+client-side checking.
+
 ## Encoding binary values
 
 JSON uses UTF-8 encoding. If you have input feature or tensor values that need
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index c067206e2e1..d9594605a29 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -226,37 +226,6 @@ Status FormatSignatureError(const rapidjson::Value& val) {
       " not formatted correctly. 'signature_name' key must be a string value.");
 }
 
-Status LossyDecimalError(const rapidjson::Value& val, const string& target) {
-  return errors::InvalidArgument(
-      "Cannot convert JSON value: ", JsonValueToString(val), " to ", target,
-      " without loss of precision.");
-}
-
-template <typename T>
-bool IsLosslessDecimal(const rapidjson::Value& val) {
-  static_assert(std::is_same<T, float>::value || std::is_same<T, double>::value,
-                "Only floating point value types are supported.");
-  static_assert(std::numeric_limits<T>::radix == 2,
-                "Floating point type must have base 2.");
-
-  // Note, we use GetDouble() for both types as std::isfinite() returns false
-  // for decimal values that do not fit in float (due to the static_cast<> used
-  // in converting double to float in GetFloat() call).
-  if (!std::isfinite(val.GetDouble())) return true;
-
-  // Maximum integer value that can be represented by the floating type.
-  static constexpr int64 kMaxInt = (1LL << std::numeric_limits<T>::digits) - 1;
-
-  if (val.IsUint64()) {
-    return val.GetUint64() <= kMaxInt;
-  }
-  if (val.IsInt64()) {
-    return std::abs(val.GetInt64()) <= kMaxInt;
-  }
-  return val.GetDouble() <= std::numeric_limits<T>::max() &&
-         val.GetDouble() >= std::numeric_limits<T>::lowest();
-}
-
 // Adds a JSON value to Tensor. Returns error if value cannot be converted
 // to dtype. In case of error (output) tensor is not modified.
 //
@@ -266,17 +235,11 @@ Status AddValueToTensor(const rapidjson::Value& val, DataType dtype,
   switch (dtype) {
     case DT_FLOAT:
       if (!val.IsNumber()) return TypeError(val, dtype);
-      if (!IsLosslessDecimal<float>(val)) {
-        return LossyDecimalError(val, "float");
-      }
       tensor->add_float_val(val.GetFloat());
       break;
 
     case DT_DOUBLE:
       if (!val.IsNumber()) return TypeError(val, dtype);
-      if (!IsLosslessDecimal<double>(val)) {
-        return LossyDecimalError(val, "double");
-      }
       tensor->add_double_val(val.GetDouble());
       break;
 
@@ -765,9 +728,6 @@ Status AddValueToFeature(const rapidjson::Value& val,
         if (!IsFeatureOfKind(*feature, Feature::KindCase::kFloatList)) {
           return IncompatibleFeatureKindError(feature_name, *feature);
         }
-        if (!IsLosslessDecimal<float>(val)) {
-          return LossyDecimalError(val, "float");
-        }
         feature->mutable_float_list()->add_value(val.GetFloat());
       } else {
         if (!IsFeatureOfKind(*feature, Feature::KindCase::kInt64List)) {
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 2cd3db1e5ae..c9671946167 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -137,6 +137,127 @@ TEST(JsontensorTest, MixedInputForDoubleTensor) {
               )"));
 }
 
+// This test was borne out of b/181409782. Essentially, we expect that
+// inputs 1435774380 and 1435774380.0 behave exactly the same. Prior to the
+// bug fix, the former was rejected because it couldn't be exactly
+// represented by DT_FLOAT, but the latter was accepted, even though it, too,
+// could not be exactly represented by DT_FLOAT. Post-fix, they are both
+// accepted.
+TEST(JsontensorTest, FloatTensorWithPrecisionLoss) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "instances": [1435774380]
+    })",
+                                          getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  // Please note that the float_val has changed due to precision loss.
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: 1435774380
+              )"));
+
+  // Now, add a decimal point to the end, and expect exactly the same behavior.
+  TF_EXPECT_OK(FillPredictRequestFromJson(R"(
+    {
+      "instances": [1435774380.0]
+    })",
+                                          getmap(infomap), &req, &format));
+  tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  // As before, the float_val has changed due to precision loss.
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: 1435774380.0
+              )"));
+}
+
+TEST(JsontensorTest, FloatTensorThatExceedsMaxReturnsInf) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })",
+                       std::numeric_limits<double>::max()),
+      getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: inf
+              )"));
+
+  // Test for minimum, too (gets converted to -inf)
+  TF_EXPECT_OK(FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })",
+                       -std::numeric_limits<double>::max()),
+      getmap(infomap), &req, &format));
+  tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: -inf
+              )"));
+}
+
+TEST(JsontensorTest, FloatTensorThatExceedsMinReturnsZero) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  TF_EXPECT_OK(FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })",
+                       std::numeric_limits<double>::min()),
+      getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: 0
+              )"));
+
+  // Test for minimum, too (gets converted to -inf)
+  TF_EXPECT_OK(FillPredictRequestFromJson(
+      absl::Substitute(R"({ "instances": [$0] })",
+                       -std::numeric_limits<double>::min()),
+      getmap(infomap), &req, &format));
+  tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+  EXPECT_EQ(format, JsonPredictRequestFormat::kRow);
+
+  EXPECT_THAT(tmap["default"], EqualsProto(R"(
+                dtype: DT_FLOAT
+                tensor_shape { dim { size: 1 } }
+                float_val: -0
+              )"));
+}
+
 TEST(JsontensorTest, SingleUnnamedTensorWithSignature) {
   TensorInfoMap infomap;
   ASSERT_TRUE(
@@ -542,31 +663,6 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("not of expected type"));
-
-  ASSERT_TRUE(
-      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
-  status = FillPredictRequestFromJson(
-      absl::Substitute(R"({ "instances": [$0] })",
-                       std::numeric_limits<double>::max()),
-      getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
-
-  ASSERT_TRUE(
-      TextFormat::ParseFromString("dtype: DT_FLOAT", &infomap["default"]));
-  status = FillPredictRequestFromJson(
-      absl::Substitute(R"({ "instances": [$0] })", 16777217), getmap(infomap),
-      &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
-
-  ASSERT_TRUE(
-      TextFormat::ParseFromString("dtype: DT_DOUBLE", &infomap["default"]));
-  status = FillPredictRequestFromJson(
-      absl::Substitute(R"({ "instances": [$0] })", 9007199254740993ull),
-      getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
 }
 
 TEST(JsontensorTest, MultipleNamedTensorErrors) {
@@ -1396,14 +1492,6 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Only int64 is supported"));
-
-  req.Clear();
-  status = this->FillRequest(
-      absl::Substitute(R"({ "examples": [ { "names": $0 } ] })",
-                       std::numeric_limits<double>::max()),
-      &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("loss of precision"));
 }
 
 TEST(ClassifyRegressnResultTest, JsonFromClassificationResult) {

From 7e8720dacc1e644d2858d4856fc56d6c01a81441 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Mar 2021 14:30:47 -0700
Subject: [PATCH 4841/8103] Adding enable_profiler command line flag.

PiperOrigin-RevId: 364891811
---
 tensorflow_serving/model_servers/main.cc   | 4 +++-
 tensorflow_serving/model_servers/server.cc | 8 ++++++--
 tensorflow_serving/model_servers/server.h  | 1 +
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index a83f95cce66..02376c68c9c 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -235,7 +235,9 @@ int main(int argc, char** argv) {
           "EXPERIMENTAL; CAN BE REMOVED ANYTIME! "
           "Enable XLA:CPU JIT (default is disabled). With XLA:CPU JIT "
           "disabled, models utilizing this feature will return bad Status "
-          "on first compilation request.")};
+          "on first compilation request."),
+      tensorflow::Flag("enable_profiler", &options.enable_profiler,
+                       "Enable profiler service.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0e4ca2343c6..aa6d9c00491 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -343,7 +343,6 @@ Status Server::BuildAndStart(const Options& server_options) {
   prediction_service_ =
       absl::make_unique<PredictionServiceImpl>(predict_server_options);
 
-  profiler_service_ = tensorflow::profiler::CreateProfilerService();
 
   ::grpc::ServerBuilder builder;
   // If defined, listen to a tcp port for gRPC/HTTP.
@@ -361,7 +360,11 @@ Status Server::BuildAndStart(const Options& server_options) {
   }
   builder.RegisterService(model_service_.get());
   builder.RegisterService(prediction_service_.get());
-  builder.RegisterService(profiler_service_.get());
+  if (server_options.enable_profiler) {
+    profiler_service_ = tensorflow::profiler::CreateProfilerService();
+    builder.RegisterService(profiler_service_.get());
+    LOG(INFO) << "Profiler service is enabled";
+  }
   builder.SetMaxMessageSize(tensorflow::kint32max);
   const std::vector<GrpcChannelArgument> channel_arguments =
       parseGrpcChannelArgs(server_options.grpc_channel_arguments);
@@ -376,6 +379,7 @@ Status Server::BuildAndStart(const Options& server_options) {
       builder.AddChannelArgument(channel_argument.key, channel_argument.value);
     }
   }
+
   ::grpc::ResourceQuota res_quota;
   res_quota.SetMaxThreads(server_options.grpc_max_threads);
   builder.SetResourceQuota(res_quota);
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index bcb55db1592..fa99e03c6bd 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -92,6 +92,7 @@ class Server {
     tensorflow::int32 num_tflite_interpreters_per_pool = 1;
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
+    bool enable_profiler = true;
 
     Options();
   };

From 623da67418df5be71494a4d82065351d6e4425c3 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 25 Mar 2021 13:37:27 -0700
Subject: [PATCH 4842/8103] Add logging in ServerCore.

PiperOrigin-RevId: 365113816
---
 tensorflow_serving/model_servers/server_core.cc | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index aac86a1233a..6991e09efa1 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -483,12 +483,15 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
     default:
       return errors::InvalidArgument("Invalid ServerModelConfig");
   }
+  LOG(INFO) << "Finished adding/updating models";
+
   TF_RETURN_IF_ERROR(MaybeUpdateServerRequestLogger(config_.config_case()));
 
   if (options_.flush_filesystem_caches) {
     return Env::Default()->FlushFileSystemCaches();
   }
 
+  LOG(INFO) << "Finished reloading config";
   return Status::OK();
 }
 

From 28a3d7e3448cb370123b286a88a55b8258d144d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Mar 2021 00:01:22 -0700
Subject: [PATCH 4843/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c91f3c8a-72b2-484b-9438-3bb7c8246493

PiperOrigin-RevId: 365197957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b6ee6bc77d..cc061dbf0f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42cba2a2af59d0ac6f74107b9b7d3a993d0458e9a1a5d723a0d29ff1604a5a19",
-    git_commit = "d7caf30b36b2f769a9dd5449b587a8b4318eaad0",
+    sha256 = "4d4e0d55e4f4b2928f18fa741ed24d06db392bcbcc4fb9f078772610c45e204b",
+    git_commit = "af9a6e89d2f18607e4aa064a914ffd0499429e28",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99ff58242404240c77bf9f9396bf0a1a525a5406 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Mar 2021 06:01:29 -0700
Subject: [PATCH 4844/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a39b5d1-7616-477d-890b-ab3e270655a1

PiperOrigin-RevId: 365228582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc061dbf0f2..2d8d86ddb3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d4e0d55e4f4b2928f18fa741ed24d06db392bcbcc4fb9f078772610c45e204b",
-    git_commit = "af9a6e89d2f18607e4aa064a914ffd0499429e28",
+    sha256 = "b370e7cd6ca870f993448a415b928c5496a91820c05f553519c0b16c4cb037fd",
+    git_commit = "1a8ba4596115b36a174b5d5aecd0baf9359bb62f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 29a5740b1bcb0322e47ba7e3bff9d49806f36a82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Mar 2021 12:01:19 -0700
Subject: [PATCH 4845/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72463ffe-b789-44a9-aa86-850e8a3d7cf5

PiperOrigin-RevId: 365259284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d8d86ddb3a..32eb5ac4ee1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b370e7cd6ca870f993448a415b928c5496a91820c05f553519c0b16c4cb037fd",
-    git_commit = "1a8ba4596115b36a174b5d5aecd0baf9359bb62f",
+    sha256 = "c8c5cc1877777cb242a91dfd6b0a3b1b28423ffdbcd67c5e07260864f6b02f0a",
+    git_commit = "09076668fed9d6412930de99ede666c35682fabb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bcea6d9d4c454e1fcc6f085c6ab9ad2102e80c22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Mar 2021 18:01:20 -0700
Subject: [PATCH 4846/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8cce3ca8-3a2e-424c-9444-6a53fa0d0b6a

PiperOrigin-RevId: 365288130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32eb5ac4ee1..73efcab88fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8c5cc1877777cb242a91dfd6b0a3b1b28423ffdbcd67c5e07260864f6b02f0a",
-    git_commit = "09076668fed9d6412930de99ede666c35682fabb",
+    sha256 = "11604054d0d03183e546419066f9d6e9f57d7a76ea4a5187796988a154020e60",
+    git_commit = "6f72753a66d6abab8b839cc263a9f1329861f6f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 71c89ef94d75cda8551c5c31324c4c4661d82777 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Mar 2021 00:01:41 -0700
Subject: [PATCH 4847/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/879fe4bd-7e07-46bb-9d86-cd54d37496c4

PiperOrigin-RevId: 365312946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73efcab88fe..feca3b90a76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11604054d0d03183e546419066f9d6e9f57d7a76ea4a5187796988a154020e60",
-    git_commit = "6f72753a66d6abab8b839cc263a9f1329861f6f9",
+    sha256 = "057f9db830d9b91ab6c7e6d0fc5a56cefee8bd2e7d99346f8f930f907ee0c97d",
+    git_commit = "cb3e0b2bb94ec414d709970181259e2f2cbba769",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 993f3bbcfde9d1f2ae4b6901bae45fefed922052 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Mar 2021 06:01:33 -0700
Subject: [PATCH 4848/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24bb59bd-184b-41c2-930d-ea2b62434f34

PiperOrigin-RevId: 365337260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index feca3b90a76..ac8f9ba2dd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "057f9db830d9b91ab6c7e6d0fc5a56cefee8bd2e7d99346f8f930f907ee0c97d",
-    git_commit = "cb3e0b2bb94ec414d709970181259e2f2cbba769",
+    sha256 = "e3c6b8f1f4cd9eaa8335f4b012bf7d31a49ce17f6a3c786e4ae8ad08aa0cd400",
+    git_commit = "3c16284eb619732b69948f0200ee06c5dd7312d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b97a568fd990c13fc833ae18f92317ec1d6309a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Mar 2021 18:01:12 -0700
Subject: [PATCH 4849/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d467601-c0b1-4c38-a9a8-df918612be8b

PiperOrigin-RevId: 365386271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac8f9ba2dd9..91a358bca80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3c6b8f1f4cd9eaa8335f4b012bf7d31a49ce17f6a3c786e4ae8ad08aa0cd400",
-    git_commit = "3c16284eb619732b69948f0200ee06c5dd7312d0",
+    sha256 = "c1620b5f5d5d859dfff4f105b5230c907b595082adb25437adf92f8e4f89c8c9",
+    git_commit = "b221f78a300a6e50564acfd94dae6b608008474d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96fdb8cab6745aa529d9761b3ba85fa4e191248a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Mar 2021 06:01:30 -0700
Subject: [PATCH 4850/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22c12d68-4c5b-40dc-b101-c84d48b46930

PiperOrigin-RevId: 365435177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91a358bca80..af136b8d867 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c1620b5f5d5d859dfff4f105b5230c907b595082adb25437adf92f8e4f89c8c9",
-    git_commit = "b221f78a300a6e50564acfd94dae6b608008474d",
+    sha256 = "4a9c718e9255563dbc67456df83d92bf311a05049c2a4f175ef6868b3dda0e12",
+    git_commit = "0917ab03212c195797ccedece2f32c0fb10e99b7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab1d988b28f85157b1c807366ecc0e92d0370261 Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Sun, 28 Mar 2021 23:41:39 +0800
Subject: [PATCH 4851/8103] rename enable_cors_header -> enable_cors_support

---
 tensorflow_serving/model_servers/http_rest_api_handler.cc | 2 +-
 tensorflow_serving/model_servers/main.cc                  | 2 +-
 tensorflow_serving/model_servers/server.cc                | 2 +-
 tensorflow_serving/model_servers/server.h                 | 2 +-
 tensorflow_serving/model_servers/server_core.h            | 4 ++--
 5 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index d87b2586c07..7a87464b6ff 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -69,7 +69,7 @@ Status HttpRestApiHandler::ProcessRequest(
   headers->clear();
   output->clear();
   AddHeaders(headers);
-  if (core_->enable_cors_headers()) {
+  if (core_->enable_cors_support()) {
     AddCORSHeaders(headers);
   }
   string model_version_str;
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 91cfe53c422..80dddc83e06 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -75,7 +75,7 @@ int main(int argc, char** argv) {
                        "set, will be auto set based on number of CPUs."),
       tensorflow::Flag("rest_api_timeout_in_ms", &options.http_timeout_in_ms,
                        "Timeout for HTTP/REST API calls."),
-      tensorflow::Flag("rest_api_enable_cors_headers", &options.enable_cors_headers,
+      tensorflow::Flag("rest_api_enable_cors_support", &options.enable_cors_support,
                        "Enable CORS headers in response"),
       tensorflow::Flag("enable_batching", &options.enable_batching,
                        "enable batching"),
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index dfc41b50b5e..46e3b2cb8d0 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -300,7 +300,7 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.flush_filesystem_caches = server_options.flush_filesystem_caches;
   options.allow_version_labels_for_unavailable_models =
       server_options.allow_version_labels_for_unavailable_models;
-  options.enable_cors_headers = server_options.enable_cors_headers;
+  options.enable_cors_support = server_options.enable_cors_support;
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
 
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 171b2b34df7..3326eb59472 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -51,7 +51,7 @@ class Server {
     tensorflow::int32 http_port = 0;
     tensorflow::int32 http_num_threads = 4.0 * port::NumSchedulableCPUs();
     tensorflow::int32 http_timeout_in_ms = 30000;  // 30 seconds.
-    bool enable_cors_headers = false;
+    bool enable_cors_support = false;
 
     //
     // Model Server options.
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 58c6f537109..ef5a28ab093 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -191,7 +191,7 @@ class ServerCore : public Manager {
     // The prefix to append to the file system storage paths.
     std::string storage_path_prefix;
 
-    bool enable_cors_headers = false;
+    bool enable_cors_support = false;
   };
 
   virtual ~ServerCore() = default;
@@ -268,7 +268,7 @@ class ServerCore : public Manager {
     return options_.predict_response_tensor_serialization_option;
   }
 
-  bool enable_cors_headers() const { return options_.enable_cors_headers; }
+  bool enable_cors_support() const { return options_.enable_cors_support; }
 
  protected:
   ServerCore(Options options);

From 88c29c4e31a1882381b7b21bfd3d180f2df989c9 Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Sun, 28 Mar 2021 23:44:35 +0800
Subject: [PATCH 4852/8103] add notes that OPTIONS request is not allowed by
 default in libevent2

---
 .../util/net_http/server/internal/evhttp_server.cc            | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 24e0ebc1cde..258ec521f34 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -105,6 +105,10 @@ bool EvHTTPServer::Initialize() {
     return false;
   }
 
+  // By default libevents only allow GET, POST, HEAD, PUT, DELETE request
+  // we have to manually turn OPTIONS flag on
+  // documentation:
+  // (http://www.wangafu.net/~nickm/libevent-2.0/doxygen/html/http_8h.html)
   evhttp_set_allowed_methods(ev_http_,
                              EVHTTP_REQ_GET | EVHTTP_REQ_POST | EVHTTP_REQ_HEAD |
                              EVHTTP_REQ_PUT | EVHTTP_REQ_DELETE | EVHTTP_REQ_OPTIONS);

From a2c28a6b19a8fa510870cf0b5401f1bf9679ec95 Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Sun, 28 Mar 2021 23:46:37 +0800
Subject: [PATCH 4853/8103] remove OPTIONS because it is directly handled

---
 tensorflow_serving/model_servers/http_rest_api_util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 9a06760ecfb..c60a5965b8b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -35,7 +35,7 @@ void AddHeaders(std::vector<std::pair<string, string>>* headers) {
 
 void AddCORSHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Access-Control-Allow-Origin", "*"});
-  headers->push_back({"Access-Control-Allow-Methods", "POST, GET, OPTIONS"});
+  headers->push_back({"Access-Control-Allow-Methods", "POST, GET"});
   headers->push_back({"Access-Control-Allow-Headers", "Content-Type"});
 }
 

From 3e11e3b4e0fc2c9320187e0dad7cb06a87e6ae7a Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Sun, 28 Mar 2021 23:48:15 +0800
Subject: [PATCH 4854/8103] change output message for OPTIONS request

---
 tensorflow_serving/model_servers/http_server.cc | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 213b70dc29c..fd0466ccd84 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -167,10 +167,11 @@ class RestApiRequestDispatcher {
     if (req->http_method() == "OPTIONS") {
       absl::string_view origin_header = req->GetRequestHeader("Origin");
       if (RE2::PartialMatch(origin_header, "https?://")) {
+        output.clear();
         status = Status::OK();
       } else {
         status = errors::FailedPrecondition(
-            "Origin header not found in request: ", req->http_method());
+            "Origin header is missing in CORS preflight");
       }
     }
 

From 56c738ec41e27ddd8005888ea97c10bc17965ef8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Mar 2021 00:01:24 -0700
Subject: [PATCH 4855/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c202e818-bd22-493f-af4e-b3045cf7b359

PiperOrigin-RevId: 365513760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af136b8d867..547e7404d68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a9c718e9255563dbc67456df83d92bf311a05049c2a4f175ef6868b3dda0e12",
-    git_commit = "0917ab03212c195797ccedece2f32c0fb10e99b7",
+    sha256 = "9a9704f2f2f51a7ca965122c3ef1de8df593c24d4faa08914d23009eba0f0b94",
+    git_commit = "9d9ed70b564f10c8d62a94363e6975d66f94ae95",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc3186e13eee2e0f9c1dc804ae3caf54677d729b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Mar 2021 06:01:30 -0700
Subject: [PATCH 4856/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acf50d20-e86a-4294-993e-e98982c6a28f

PiperOrigin-RevId: 365556669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 547e7404d68..40116c26d7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a9704f2f2f51a7ca965122c3ef1de8df593c24d4faa08914d23009eba0f0b94",
-    git_commit = "9d9ed70b564f10c8d62a94363e6975d66f94ae95",
+    sha256 = "efd84bc8199fe5dbc2bd87396b48cd5c8551c2b8cf9de7b15a728dd658a9e93c",
+    git_commit = "1e8f4666f2fbc1bdd4ce2797b218de0453cffc63",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bce89bfad83d7b23f7b16246b88ba9f51aa3008b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Mar 2021 12:01:25 -0700
Subject: [PATCH 4857/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/186d0cea-3e12-4fbd-a8cf-1b0eb64b61a8

PiperOrigin-RevId: 365629814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40116c26d7c..9a8c4a419e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efd84bc8199fe5dbc2bd87396b48cd5c8551c2b8cf9de7b15a728dd658a9e93c",
-    git_commit = "1e8f4666f2fbc1bdd4ce2797b218de0453cffc63",
+    sha256 = "47124abfd0425561934b772ca258376ea9a5d59efbbed19964f1a10c854a69af",
+    git_commit = "c1c152074a1a234cfb62b317acb21e423ae5fce6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8e97b59fc3376d7bea8ea8c067da09c225c1da8a Mon Sep 17 00:00:00 2001
From: Adam Wood <adamwood@google.com>
Date: Mon, 29 Mar 2021 15:45:24 -0700
Subject: [PATCH 4858/8103] removes mention of ASCII

PiperOrigin-RevId: 365681842
---
 tensorflow_serving/g3doc/serving_config.md | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 068a74a5614..ccba616784b 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -60,10 +60,9 @@ and unload model A.
 
 ### Model Server Config Details
 
-The Model Server configuration file provided must be an ASCII
+The Model Server configuration file provided must be a
 [ModelServerConfig](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/config/model_server_config.proto#L76)
-protocol buffer. Refer to the following to understand
-[what an ASCII protocol buffer looks like](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like).
+[protocol buffer](https://stackoverflow.com/questions/18873924/what-does-the-protobuf-text-format-look-like).
 
 For all but the most advanced use-cases, you'll want to use the ModelConfigList
 option, which is a list of

From 1b1353bc75c1e1770aec5a9f153ab309f36493cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Mar 2021 18:01:43 -0700
Subject: [PATCH 4859/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c39ff739-1cbd-4946-84a6-705ea206a519

PiperOrigin-RevId: 365706768
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a8c4a419e6..c5039ae3449 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47124abfd0425561934b772ca258376ea9a5d59efbbed19964f1a10c854a69af",
-    git_commit = "c1c152074a1a234cfb62b317acb21e423ae5fce6",
+    sha256 = "009e2d92f218a4b2a9638443eaf8a9008242329d84680903a026ad6346ace1a0",
+    git_commit = "77c4e733c59d0a494c743401051717937a411941",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25a2784d452c9a516f5e9d41e554c3ae9f5b074a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Mar 2021 00:01:28 -0700
Subject: [PATCH 4860/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20ce5aa5-a286-479c-a9a7-9814665fd27f

PiperOrigin-RevId: 365749293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5039ae3449..2f1a314741a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "009e2d92f218a4b2a9638443eaf8a9008242329d84680903a026ad6346ace1a0",
-    git_commit = "77c4e733c59d0a494c743401051717937a411941",
+    sha256 = "532572adc6c9f31e8dfb0e3aee9162a69e75ee1530a70f3732acca5f455a5439",
+    git_commit = "f541e46212636fd77075d746f25a54037751fdaa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ec24e8994e5b28fc5560b05fa4fea9e0ee23768 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Mar 2021 06:01:43 -0700
Subject: [PATCH 4861/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1387a62b-10b4-4daf-8a54-0f00bf6589e4

PiperOrigin-RevId: 365793388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f1a314741a..497ab14442e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "532572adc6c9f31e8dfb0e3aee9162a69e75ee1530a70f3732acca5f455a5439",
-    git_commit = "f541e46212636fd77075d746f25a54037751fdaa",
+    sha256 = "1c23f669d3f3f3e4ee84498089428984c7885f464735ae4a4e4bfa300cd62d98",
+    git_commit = "ea6babbad111a61171d56ee75e405e7c7b908ffc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2ba150f2bc00a256aba1d2a0e5dc153204576ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Mar 2021 12:01:22 -0700
Subject: [PATCH 4862/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e658e58-dbd6-417b-97cd-ef2cd634dca0

PiperOrigin-RevId: 365864406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 497ab14442e..cbee7ccd695 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c23f669d3f3f3e4ee84498089428984c7885f464735ae4a4e4bfa300cd62d98",
-    git_commit = "ea6babbad111a61171d56ee75e405e7c7b908ffc",
+    sha256 = "fa2fe87c86e8988a257a1f1c6fad81325936102dd2badaf982008423c0ba5ed1",
+    git_commit = "6bdbef1305ca158cf7131a53824b94e93167bfc7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e6f62c15f8b14467c77fe46fe7fe54b60753140b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Mar 2021 18:01:39 -0700
Subject: [PATCH 4863/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d73010f-68ac-4341-bb16-7001fc291a01

PiperOrigin-RevId: 365937504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbee7ccd695..fbb7e623093 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa2fe87c86e8988a257a1f1c6fad81325936102dd2badaf982008423c0ba5ed1",
-    git_commit = "6bdbef1305ca158cf7131a53824b94e93167bfc7",
+    sha256 = "5050888209baaf461377eab63811d233ad7c09bfdcd0dcb8700f1430234b5ae8",
+    git_commit = "3daa288d88bad674cbca7eb1f7a69253303a5d96",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f32c295af9711aeab371183f2edc0ff6ae54104 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Mar 2021 00:03:08 -0700
Subject: [PATCH 4864/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16f47a23-f61a-4c56-82fb-b84f369f7092

PiperOrigin-RevId: 365976006
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbb7e623093..ffa1b1217dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5050888209baaf461377eab63811d233ad7c09bfdcd0dcb8700f1430234b5ae8",
-    git_commit = "3daa288d88bad674cbca7eb1f7a69253303a5d96",
+    sha256 = "ff86b47598b487162209a8f3d39653d833038d5fc97c001fe7d4fb28fadc1195",
+    git_commit = "2209bb24c484960323d045d19f2718cd66ec99ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a5435d6362c4c44e028c799d17b61a72d9fdb386 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Mar 2021 06:01:53 -0700
Subject: [PATCH 4865/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b371b7d-e313-44af-9080-1486379aa617

PiperOrigin-RevId: 366017004
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ffa1b1217dd..f01969385f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff86b47598b487162209a8f3d39653d833038d5fc97c001fe7d4fb28fadc1195",
-    git_commit = "2209bb24c484960323d045d19f2718cd66ec99ea",
+    sha256 = "636645d03b694021ccc37bb444d97222d524edb4c8b4a5b350b6100366d06e78",
+    git_commit = "dae8f2fb7106c12466efdb1c538e3288bf2904fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1beed529515f6d37824a8a15ffafbeb979dc8f37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Mar 2021 12:01:37 -0700
Subject: [PATCH 4866/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35fe5ccd-8c02-4692-a4bf-b2ee616c3086

PiperOrigin-RevId: 366085438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f01969385f6..9aab81397d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "636645d03b694021ccc37bb444d97222d524edb4c8b4a5b350b6100366d06e78",
-    git_commit = "dae8f2fb7106c12466efdb1c538e3288bf2904fe",
+    sha256 = "a817d758a280f1a7f07ae67d8506be7650903754458abd6304e9509f360b9c6e",
+    git_commit = "839f6a182a5a1daa174366b7a968eda6b989b46d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0038c27cfd6af2d21b97b297c5c215bd1a55f2eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Mar 2021 18:01:26 -0700
Subject: [PATCH 4867/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd42216e-9813-460e-88ca-9a210a4aa3ad

PiperOrigin-RevId: 366156293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9aab81397d8..db1ec317511 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a817d758a280f1a7f07ae67d8506be7650903754458abd6304e9509f360b9c6e",
-    git_commit = "839f6a182a5a1daa174366b7a968eda6b989b46d",
+    sha256 = "ae5f42422f5dbf999720bd59d757b060563061913459132527dbab2da6cc7c74",
+    git_commit = "75e42f8f26b75fe5e8af8461152fd1389e1c8229",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c589521b693fe56d9c88f616000eefa5a04798ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Apr 2021 00:01:42 -0700
Subject: [PATCH 4868/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b84c0843-68e4-4d4f-89b0-4be57a99d40b

PiperOrigin-RevId: 366194165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db1ec317511..d080dfc9abf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae5f42422f5dbf999720bd59d757b060563061913459132527dbab2da6cc7c74",
-    git_commit = "75e42f8f26b75fe5e8af8461152fd1389e1c8229",
+    sha256 = "151e9ec08a5a6a42e9ae3a22d51518fcdeb244d3340ffad0d76088c5f023af7e",
+    git_commit = "b1b396571bea408e4bfbcd94371e387f77cac5d1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4d832837f3cc8f2b54ea176190cb821bcdfa88cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Apr 2021 06:02:23 -0700
Subject: [PATCH 4869/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b0f27ad-b585-4765-8b33-2ba85a4a12fc

PiperOrigin-RevId: 366236566
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d080dfc9abf..a6bb5b2cb5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "151e9ec08a5a6a42e9ae3a22d51518fcdeb244d3340ffad0d76088c5f023af7e",
-    git_commit = "b1b396571bea408e4bfbcd94371e387f77cac5d1",
+    sha256 = "7a9ed9c2d0b7456b375b8d50bd083f018157c7310bebe9f19d11e3ca05e2a161",
+    git_commit = "1f528e9ce59015aafc61b78bf0ab99d9a4471d0f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f603ded3080c66e1678cd699d686fa99ba9b362 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Apr 2021 12:01:22 -0700
Subject: [PATCH 4870/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d090fe9-3745-43dc-831a-9c02777ee363

PiperOrigin-RevId: 366300541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6bb5b2cb5e..744640917a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a9ed9c2d0b7456b375b8d50bd083f018157c7310bebe9f19d11e3ca05e2a161",
-    git_commit = "1f528e9ce59015aafc61b78bf0ab99d9a4471d0f",
+    sha256 = "43503415361c92440a8bbb48fd8135affa5dc5b85e17f9ddc0b0ec9f463e30b1",
+    git_commit = "e34d6a9522852b042596e3484c91ea1fb25b05f6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49351295f471136eb4eba51025e7cdbbe00d4bb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Apr 2021 18:01:28 -0700
Subject: [PATCH 4871/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/414c4ef7-c2e7-472f-b301-e024189a47ea

PiperOrigin-RevId: 366368680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 744640917a2..b41b595213f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43503415361c92440a8bbb48fd8135affa5dc5b85e17f9ddc0b0ec9f463e30b1",
-    git_commit = "e34d6a9522852b042596e3484c91ea1fb25b05f6",
+    sha256 = "4c8a2ea8888cf234df0c552f8e4c93e1f0bbfaccca6a341d00483eba93de22ef",
+    git_commit = "5d16270ef25fd22ec97da39af8314f19151f99bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e10f8686087e79865c52140a7915cf2b4502270a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Apr 2021 00:01:30 -0700
Subject: [PATCH 4872/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9f18671-88f8-4223-8126-87ef31ec49f6

PiperOrigin-RevId: 366404838
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b41b595213f..2775f7e4fbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c8a2ea8888cf234df0c552f8e4c93e1f0bbfaccca6a341d00483eba93de22ef",
-    git_commit = "5d16270ef25fd22ec97da39af8314f19151f99bb",
+    sha256 = "2de9f9c6d15422ce647c12adb759b452c788b8d0af64b6feb7f979803f9bd478",
+    git_commit = "c45ed66b524e05d9d1c29871c69006714673640e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09619913ea5e24ad17606dfc6963c242a4ddf384 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Apr 2021 06:01:26 -0700
Subject: [PATCH 4873/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8de8d9c-03fb-4e64-b8e1-893f262d0c01

PiperOrigin-RevId: 366434409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2775f7e4fbb..0ae43707723 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2de9f9c6d15422ce647c12adb759b452c788b8d0af64b6feb7f979803f9bd478",
-    git_commit = "c45ed66b524e05d9d1c29871c69006714673640e",
+    sha256 = "a333373b7d68b6736e36bfe99606db74a31ebb0c8276a91c3f5031747d55bd95",
+    git_commit = "7a26883cb88478e17d0e23ff9e4058aa853426de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e90fdba9f2ec5d952c3ccb1e3b58ec65dcec4bda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Apr 2021 12:01:59 -0700
Subject: [PATCH 4874/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04a4f0df-bd4a-453b-8590-3cdca9c9ed23

PiperOrigin-RevId: 366487264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ae43707723..2e6ba026a37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a333373b7d68b6736e36bfe99606db74a31ebb0c8276a91c3f5031747d55bd95",
-    git_commit = "7a26883cb88478e17d0e23ff9e4058aa853426de",
+    sha256 = "987258e6143c3bfbf7a16b4d15f7ab21d2f1aae5240cf9ed19536302c4797eeb",
+    git_commit = "93c5672c71f6adf2343879a092c4e398f59ddbf9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b20315418346837a26a11f640fed0da90048a08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Apr 2021 18:02:31 -0700
Subject: [PATCH 4875/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b57e7c11-79fe-4d79-8b15-c2d0a1c8c8f0

PiperOrigin-RevId: 366545646
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e6ba026a37..76e3536215c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "987258e6143c3bfbf7a16b4d15f7ab21d2f1aae5240cf9ed19536302c4797eeb",
-    git_commit = "93c5672c71f6adf2343879a092c4e398f59ddbf9",
+    sha256 = "2fdeb0032496c3390c557b137f0c901e5934887e4477258bf930afc85a4eeacd",
+    git_commit = "99487be319ca212504742c7b1eeaebaaf71182ae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c2c65a9982e9efca6bd25b17f6b55b204ba8663 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Apr 2021 00:01:43 -0700
Subject: [PATCH 4876/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c72fa4f8-e24c-4982-a3a9-72a2faea8aeb

PiperOrigin-RevId: 366572137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76e3536215c..eccc12d7e99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fdeb0032496c3390c557b137f0c901e5934887e4477258bf930afc85a4eeacd",
-    git_commit = "99487be319ca212504742c7b1eeaebaaf71182ae",
+    sha256 = "95a56277dbc79dc900a811953be1dd5a31e7317191fde868de1d78927e23644e",
+    git_commit = "5dcfc51118817f27fad5246812d83e5dccdc5f72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd078a89573aa05a0d4aa2e937a049d40269e1e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Apr 2021 06:01:28 -0700
Subject: [PATCH 4877/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b3f731a-34b4-4725-b881-16c6c1a75454

PiperOrigin-RevId: 366595042
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eccc12d7e99..3e1d8a4ddf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95a56277dbc79dc900a811953be1dd5a31e7317191fde868de1d78927e23644e",
-    git_commit = "5dcfc51118817f27fad5246812d83e5dccdc5f72",
+    sha256 = "dbdfb2d259b04746f94bb67378880520e1ca18d3350a14f765d2d758d49f334a",
+    git_commit = "38f4134e6884fb1d766999486a72810ebae6acf5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4581678996071cb8e384f6f03dbec8ac18c2b43a Mon Sep 17 00:00:00 2001
From: kiddos <kiddo831007@gmail.com>
Date: Sun, 4 Apr 2021 03:47:10 +0800
Subject: [PATCH 4878/8103] process OPTIONS request first

---
 .../model_servers/http_rest_api_handler.cc       |  3 ---
 tensorflow_serving/model_servers/http_server.cc  | 16 +++++++++++-----
 2 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 7a87464b6ff..9a8b9509e63 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -69,9 +69,6 @@ Status HttpRestApiHandler::ProcessRequest(
   headers->clear();
   output->clear();
   AddHeaders(headers);
-  if (core_->enable_cors_support()) {
-    AddCORSHeaders(headers);
-  }
   string model_version_str;
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index fd0466ccd84..bddea02bbc4 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
+#include "tensorflow_serving/model_servers/http_rest_api_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
@@ -126,7 +127,7 @@ class RequestExecutor final : public net_http::EventExecutor {
 class RestApiRequestDispatcher {
  public:
   RestApiRequestDispatcher(int timeout_in_ms, ServerCore* core)
-      : regex_(HttpRestApiHandler::kPathRegex) {
+      : regex_(HttpRestApiHandler::kPathRegex), core_(core) {
     RunOptions run_options = RunOptions();
     run_options.set_timeout_in_ms(timeout_in_ms);
     handler_.reset(new HttpRestApiHandler(run_options, core));
@@ -160,19 +161,23 @@ class RestApiRequestDispatcher {
     string output;
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
-    auto status =
-        handler_->ProcessRequest(req->http_method(), req->uri_path(), body,
-                                 &headers, &model_name, &method, &output);
 
+    Status status;
     if (req->http_method() == "OPTIONS") {
       absl::string_view origin_header = req->GetRequestHeader("Origin");
       if (RE2::PartialMatch(origin_header, "https?://")) {
-        output.clear();
         status = Status::OK();
       } else {
         status = errors::FailedPrecondition(
             "Origin header is missing in CORS preflight");
       }
+    } else {
+      status =
+          handler_->ProcessRequest(req->http_method(), req->uri_path(), body,
+                                   &headers, &model_name, &method, &output);
+    }
+    if (core_->enable_cors_support()) {
+      AddCORSHeaders(&headers);
     }
 
     const auto http_status = ToHTTPStatusCode(status);
@@ -195,6 +200,7 @@ class RestApiRequestDispatcher {
 
   const RE2 regex_;
   std::unique_ptr<HttpRestApiHandler> handler_;
+  ServerCore* core_;
 };
 
 }  // namespace

From ae451d3c0267ba797f49de016e4631f146216ce3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Apr 2021 18:01:29 -0700
Subject: [PATCH 4879/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e894ca4-f37b-4ba8-8190-548279616b53

PiperOrigin-RevId: 366637705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e1d8a4ddf4..cc0e7bd3ef9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbdfb2d259b04746f94bb67378880520e1ca18d3350a14f765d2d758d49f334a",
-    git_commit = "38f4134e6884fb1d766999486a72810ebae6acf5",
+    sha256 = "cae8ddba84034700e5a152dcdea1d8ffc7ceb6696a343106ed4ca47ba0db8273",
+    git_commit = "9e3c906aca96739cc263fa1bc9671252fe084c9d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e453692b0914080ff8d6855987ddaf556c00cdfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Apr 2021 00:01:40 -0700
Subject: [PATCH 4880/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46950b96-b2ed-483b-9a52-a3c20242199a

PiperOrigin-RevId: 366659038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc0e7bd3ef9..beea465a537 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cae8ddba84034700e5a152dcdea1d8ffc7ceb6696a343106ed4ca47ba0db8273",
-    git_commit = "9e3c906aca96739cc263fa1bc9671252fe084c9d",
+    sha256 = "1a2fb9bd72efe974fcbe7435bc9d73796dcb98e0f5e27c3ea050b00ecf2c849e",
+    git_commit = "29b42caba242820ee66cf2cc2496f064a97b84c9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 754dc52d821fb948a9500254986639198fff04d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Apr 2021 06:01:31 -0700
Subject: [PATCH 4881/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8846e3ba-c6a3-4f92-87b2-acd159859f56

PiperOrigin-RevId: 366681078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index beea465a537..faa00f7077e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a2fb9bd72efe974fcbe7435bc9d73796dcb98e0f5e27c3ea050b00ecf2c849e",
-    git_commit = "29b42caba242820ee66cf2cc2496f064a97b84c9",
+    sha256 = "0d94dfa0b4956eabb6570253a9279c8d897e9d9646b5890b89a7862c8be28e35",
+    git_commit = "4134747072f6961278c20d5cd827d32ab1b5daae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 52a14b8e2b5395aeb8c3bc53f151606dc15dd2de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Apr 2021 06:01:28 -0700
Subject: [PATCH 4882/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e19f2a23-b148-4530-923a-0fbd04358fe2

PiperOrigin-RevId: 366786248
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index faa00f7077e..e45e70848c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d94dfa0b4956eabb6570253a9279c8d897e9d9646b5890b89a7862c8be28e35",
-    git_commit = "4134747072f6961278c20d5cd827d32ab1b5daae",
+    sha256 = "65beb9dbc6fdf6b85ce1f570ee66620bb923355756c7a66900a613e08040b10d",
+    git_commit = "19c51a72a3199b1abbdd41a9b89a01c2aef31a78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 65bf77d76544293c89ba7ee17d430b325d7cae9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Apr 2021 12:03:36 -0700
Subject: [PATCH 4883/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9e575ae-01d8-4789-a7fe-121c7f93553a

PiperOrigin-RevId: 366845448
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e45e70848c8..d07bce6688f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65beb9dbc6fdf6b85ce1f570ee66620bb923355756c7a66900a613e08040b10d",
-    git_commit = "19c51a72a3199b1abbdd41a9b89a01c2aef31a78",
+    sha256 = "a353f68332c3399e09e00a795c5e18f4fc6921fd2c6e6c27c4d96066bc5e0920",
+    git_commit = "c21ee2e65ab3f3b264e2fca4d4c7134f4b28674f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bdc008951a3f4bd4c4cb77805c450f0fa856967b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Apr 2021 18:01:19 -0700
Subject: [PATCH 4884/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78d2b832-ed66-475e-a0e8-cc30925dec4e

PiperOrigin-RevId: 366911420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d07bce6688f..b01e7b77ffb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a353f68332c3399e09e00a795c5e18f4fc6921fd2c6e6c27c4d96066bc5e0920",
-    git_commit = "c21ee2e65ab3f3b264e2fca4d4c7134f4b28674f",
+    sha256 = "fa78847e9ff2b06e246780d911c20304b124e179131b1d3bf76376a3e4e7ad1d",
+    git_commit = "22625ab1df10cc6ea550ee58e687e36deaaff184",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8d9159440ec2cf60cc0bd2550d53b28d48623db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Apr 2021 00:01:34 -0700
Subject: [PATCH 4885/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/daf597dc-08b4-4cab-bb0c-1ca6e170d061

PiperOrigin-RevId: 366948166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b01e7b77ffb..ba174bd7270 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa78847e9ff2b06e246780d911c20304b124e179131b1d3bf76376a3e4e7ad1d",
-    git_commit = "22625ab1df10cc6ea550ee58e687e36deaaff184",
+    sha256 = "823c41535fa871fc25e99dcd21f57d4924b5b1fda69059e895ff010506d5f6f9",
+    git_commit = "57caac46d0f036754f8f093fd40099eaaf6c06c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b4e8b521e4ccc1d2081bd1df72f60cd80c8dda4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Apr 2021 06:01:29 -0700
Subject: [PATCH 4886/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7418ff96-0845-4427-97bb-c9a66f0ad7fc

PiperOrigin-RevId: 366989407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba174bd7270..ceaedc9ba28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "823c41535fa871fc25e99dcd21f57d4924b5b1fda69059e895ff010506d5f6f9",
-    git_commit = "57caac46d0f036754f8f093fd40099eaaf6c06c2",
+    sha256 = "8fd530d5591b3cd71fc1509be716a0a50f2e04227ca3d7db66641aeaa8425a57",
+    git_commit = "2de68f005a99529c66737c28ebc1bc42a435efc3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 29dab08244d501ac7bbf4a69f8a5a783a624ac3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Apr 2021 12:01:23 -0700
Subject: [PATCH 4887/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db7b1de2-fc68-42b6-9366-5237c5a2eb5d

PiperOrigin-RevId: 367054761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ceaedc9ba28..cdd98ed71d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fd530d5591b3cd71fc1509be716a0a50f2e04227ca3d7db66641aeaa8425a57",
-    git_commit = "2de68f005a99529c66737c28ebc1bc42a435efc3",
+    sha256 = "55f846ca39e0f73721c425032c0698ee29fb35b9397521ec1bbeebc4909ff692",
+    git_commit = "9c5d0e201006958209b29e2fb5a7e8d061f4a331",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From da976ec58ec67a2906ffb5d63d8506c9e2a64e4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Apr 2021 18:01:22 -0700
Subject: [PATCH 4888/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2658eb25-04e5-41e0-a81b-7886fb1ac25e

PiperOrigin-RevId: 367123822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdd98ed71d1..42aaeabe0b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55f846ca39e0f73721c425032c0698ee29fb35b9397521ec1bbeebc4909ff692",
-    git_commit = "9c5d0e201006958209b29e2fb5a7e8d061f4a331",
+    sha256 = "89ca94d6ed6fbb5648469c77be4b5162fb5d3fab6bea0af67769f480de5f1604",
+    git_commit = "0a0b6a7f4b2b8314857e0c64ef00675a1aeac7e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3596a6a87f753d5bf62fbcc3e9331c339673c73a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Apr 2021 00:01:27 -0700
Subject: [PATCH 4889/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4223033-6453-491d-9e1d-653df30b3d9a

PiperOrigin-RevId: 367161876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42aaeabe0b9..b94dc6159b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89ca94d6ed6fbb5648469c77be4b5162fb5d3fab6bea0af67769f480de5f1604",
-    git_commit = "0a0b6a7f4b2b8314857e0c64ef00675a1aeac7e4",
+    sha256 = "767d8244408e6e41890c90e60ea74e9c3112259c96f08044146f9959b15d1f47",
+    git_commit = "879979918557ba61df9569b5811e307a57553254",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f65ed644009c49776bec65c845d355ba46146afe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Apr 2021 06:01:21 -0700
Subject: [PATCH 4890/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e7cdc20-3b5b-43d8-8151-67ff7bcddc80

PiperOrigin-RevId: 367204144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b94dc6159b3..e897db23f10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "767d8244408e6e41890c90e60ea74e9c3112259c96f08044146f9959b15d1f47",
-    git_commit = "879979918557ba61df9569b5811e307a57553254",
+    sha256 = "be845b7e7584656074b85ad1b9f94d88e3af6a62c35b384685b970c874ec12d1",
+    git_commit = "a0c9c13ccc8dbf57b6948c6f0f066769d688cc04",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 880ce64904706bd99f2919f09f1cccd2b2aad041 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Apr 2021 12:01:19 -0700
Subject: [PATCH 4891/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19a04683-a9e6-45a4-a593-1e9167598ceb

PiperOrigin-RevId: 367267780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e897db23f10..a62230ea995 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be845b7e7584656074b85ad1b9f94d88e3af6a62c35b384685b970c874ec12d1",
-    git_commit = "a0c9c13ccc8dbf57b6948c6f0f066769d688cc04",
+    sha256 = "2644f8c58d8e0e69e8e6352be60d8f07f2276f2990cd0b64ae8b60c0b18f87a7",
+    git_commit = "4d1c9c6cc95320ae4087f6dc2d768344b779288e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc24390a45f5f9dbbf2fa1a05e39c9eb128187ee Mon Sep 17 00:00:00 2001
From: Yiming Zhang <yimingz@google.com>
Date: Wed, 7 Apr 2021 13:07:04 -0700
Subject: [PATCH 4892/8103] Fix zlib.

PiperOrigin-RevId: 367282082
---
 .../util/net_http/compression/BUILD           |  2 +
 .../util/net_http/compression/gzip_zlib.cc    |  6 +-
 .../util/net_http/compression/gzip_zlib.h     |  3 +-
 .../net_http/compression/gzip_zlib_test.cc    | 94 +++++++++++++++++++
 4 files changed, 102 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index dd0c97dd7a0..ccd0c325eab 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -35,5 +35,7 @@ cc_test(
     deps = [
         ":gzip_zlib",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/strings",
+        "@com_google_googletest//:gtest",
     ],
 )
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
index 0ca314bf26e..9552530b2f6 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.cc
@@ -695,7 +695,9 @@ int ZLib::UncompressAtMost(Bytef *dest, uLongf *destLen, const Bytef *source,
 // mode, we also check the gzip footer to make sure we pass the gzip
 // consistency checks.  We RETURN true iff both types of checks pass.
 bool ZLib::UncompressChunkDone() {
-  assert(!first_chunk_ && uncomp_init_);
+  if (first_chunk_ || !uncomp_init_) {
+    return false;
+  }
   // Make sure we're at the end-of-compressed-data point.  This means
   // if we call inflate with Z_FINISH we won't consume any input or
   // write any output
@@ -771,7 +773,7 @@ int ZLib::Uncompress(Bytef *dest, uLongf *destLen, const Bytef *source,
 
 // read uncompress length from gzip footer
 uLongf ZLib::GzipUncompressedLength(const Bytef *source, uLong len) {
-  assert(len > 4);
+  if (len <= 4) return 0;  // malformed data.
   return (static_cast<uLongf>(source[len - 1]) << 24) +
          (static_cast<uLongf>(source[len - 2]) << 16) +
          (static_cast<uLongf>(source[len - 3]) << 8) +
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib.h b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
index e94f0e01197..78baecd042f 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib.h
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib.h
@@ -173,7 +173,8 @@ class ZLib {
   int Uncompress(Bytef *dest, uLongf *destLen, const Bytef *source,
                  uLong sourceLen);
 
-  // Get the uncompressed size from the gzip footer.
+  // Get the uncompressed size from the gzip footer. Returns 0 if source is too
+  // short (len < 5).
   uLongf GzipUncompressedLength(const Bytef *source, uLong len);
 
   // Special helper function to help uncompress gzipped documents:
diff --git a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
index b67501103ad..082501097f6 100644
--- a/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
+++ b/tensorflow_serving/util/net_http/compression/gzip_zlib_test.cc
@@ -20,7 +20,9 @@ limitations under the License.
 #include <string>
 #include <vector>
 
+#include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/strings/str_cat.h"
 #include "absl/strings/string_view.h"
 
 namespace tensorflow {
@@ -602,6 +604,98 @@ TEST(ZLibTest, BytewiseRead) {
   ASSERT_EQ(truncated_output, text);
 }
 
+TEST(ZLibTest, TruncatedData) {
+  const int kBufferLen = 64;
+  std::string uncompressed = "Hello, World!";
+  std::string compressed(
+      "\x1f\x8b\x08\x00\x00\x00\x00\x00\x00\x03\xf3\x48\xcd\xc9\xc9"
+      "\xd7\x51\x08\xcf\x2f\xca\x49\x51\x04\x00\xd0\xc3\x4a\xec\x0d"
+      "\x00\x00\x00",
+      33);
+
+  // Verify that "compressed" contains valid gzip data.
+  {
+    ZLib zlib;
+    // zlib.SetGzipHeaderMode();
+    char uncompbuf[kBufferLen];
+    bzero(uncompbuf, kBufferLen);
+    uLongf uncomplen = kBufferLen;
+    int err = zlib.Uncompress(
+        reinterpret_cast<Bytef*>(uncompbuf), &uncomplen,
+        reinterpret_cast<const Bytef*>(compressed.c_str()), compressed.size());
+    ASSERT_EQ(err, Z_OK);
+    ASSERT_EQ(uncompressed, absl::string_view(uncompbuf, uncomplen));
+  }
+
+  // Test truncated data with ZLib::Uncompress().
+  for (int len = compressed.size() - 1; len > 0; len--) {
+    SCOPED_TRACE(absl::StrCat("Decompressing first ", len, " out of ",
+                              compressed.size(), " bytes"));
+    ZLib zlib;
+    // zlib.SetGzipHeaderMode();
+    char uncompbuf[kBufferLen];
+    bzero(uncompbuf, kBufferLen);
+    uLongf uncomplen = kBufferLen;
+    int err = zlib.Uncompress(
+        reinterpret_cast<Bytef*>(uncompbuf), &uncomplen,
+        reinterpret_cast<const Bytef*>(compressed.c_str()), len);
+    ASSERT_NE(err, Z_OK);
+  }
+
+  // Test truncated data with ZLib::UncompressAtMost() and
+  // ZLib::UncompressDone().
+  for (int len = compressed.size() - 1; len > 0; len--) {
+    SCOPED_TRACE(absl::StrCat("Decompressing first ", len, " out of ",
+                              compressed.size(), " bytes"));
+    ZLib zlib;
+    // zlib.SetGzipHeaderMode();
+    char uncompbuf[kBufferLen];
+    bzero(uncompbuf, kBufferLen);
+    uLongf uncomplen = kBufferLen;
+    uLongf complen = len;
+    int err = zlib.UncompressAtMost(
+        reinterpret_cast<Bytef*>(uncompbuf), &uncomplen,
+        reinterpret_cast<const Bytef*>(compressed.c_str()), &complen);
+    ASSERT_EQ(err, Z_OK);
+    ASSERT_EQ(complen, 0);
+    if (uncomplen > 0) {
+      EXPECT_THAT(
+          uncompressed,
+          testing::StartsWith(std::string(uncompbuf).substr(0, uncomplen)));
+    }
+    ASSERT_FALSE(zlib.UncompressChunkDone());
+  }
+}
+
+TEST(ZLibTest, GzipUncompressedLength) {
+  ZLib zlib;
+
+  // "Hello, World!", compressed.
+  std::string hello_world(
+      "\x1f\x8b\x08\x00\x00\x00\x00\x00\x00\x03\xf3\x48\xcd\xc9\xc9"
+      "\xd7\x51\x08\xcf\x2f\xca\x49\x51\x04\x00\xd0\xc3\x4a\xec\x0d"
+      "\x00\x00\x00",
+      33);
+  EXPECT_EQ(13, zlib.GzipUncompressedLength(
+                    reinterpret_cast<const Bytef*>(hello_world.c_str()),
+                    hello_world.size()));
+
+  // Empty string, "", compressed.
+  std::string empty(
+      "\x1f\x8b\x08\x00\x00\x00\x00\x00\x00\x03\x03\x00\x00\x00\x00"
+      "\x00\x00\x00\x00\x00",
+      20);
+  EXPECT_EQ(0,
+            zlib.GzipUncompressedLength(
+                reinterpret_cast<const Bytef*>(empty.c_str()), empty.size()));
+
+  std::string bad_data("\x01\x01\x01\x01", 4);
+  for (int len = 0; len <= bad_data.size(); len++) {
+    EXPECT_EQ(0, zlib.GzipUncompressedLength(
+                     reinterpret_cast<const Bytef*>(bad_data.c_str()), len));
+  }
+}
+
 }  // namespace
 }  // namespace net_http
 }  // namespace serving

From 79860d5ccb8f29e75babe1e0293155b8ed09212e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Apr 2021 18:01:38 -0700
Subject: [PATCH 4893/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7241762a-d8ba-4452-a655-0e8d250f2a5b

PiperOrigin-RevId: 367335006
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a62230ea995..8cdd4dabcb9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2644f8c58d8e0e69e8e6352be60d8f07f2276f2990cd0b64ae8b60c0b18f87a7",
-    git_commit = "4d1c9c6cc95320ae4087f6dc2d768344b779288e",
+    sha256 = "150b5a4feb512d4c9f82d32fc342b70281fddf68944a61d1ff171a8024bd27a5",
+    git_commit = "e0b0822dd5fabe2d9b8374c7d7c7fb375ac9d98e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb8a9f3e4ce634b900e057b2b03fd2fcc127786b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Apr 2021 00:01:26 -0700
Subject: [PATCH 4894/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/761d7d2a-7302-4fdd-8bb7-a89389ed80a9

PiperOrigin-RevId: 367371906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cdd4dabcb9..2199368282d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "150b5a4feb512d4c9f82d32fc342b70281fddf68944a61d1ff171a8024bd27a5",
-    git_commit = "e0b0822dd5fabe2d9b8374c7d7c7fb375ac9d98e",
+    sha256 = "5a895bc082c782782e6d05d8b96e57ce55c7109dea4eae0e6157909ab111bd9f",
+    git_commit = "4de5ad23dd63b2a92c2490071c941b551f02f906",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From edeb21466da6eeb4b7d0d0c262f42a3b383680fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Apr 2021 06:01:55 -0700
Subject: [PATCH 4895/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61f3e891-709b-4e2c-88eb-3930feede81e

PiperOrigin-RevId: 367414262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2199368282d..9e40dc19078 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a895bc082c782782e6d05d8b96e57ce55c7109dea4eae0e6157909ab111bd9f",
-    git_commit = "4de5ad23dd63b2a92c2490071c941b551f02f906",
+    sha256 = "18a1348d9ff460daa776282c06f091b197b30e40491328e4f33b38c35fd42603",
+    git_commit = "7065497d6c9a3c8f51c7451ff1039447aa76049d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d5c65c005a7052962be6399e3bd10ebb5b5eaaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Apr 2021 12:01:51 -0700
Subject: [PATCH 4896/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7049386-f83c-467d-b024-fd79da90cd71

PiperOrigin-RevId: 367478226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e40dc19078..074e98031dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18a1348d9ff460daa776282c06f091b197b30e40491328e4f33b38c35fd42603",
-    git_commit = "7065497d6c9a3c8f51c7451ff1039447aa76049d",
+    sha256 = "9c61b27151a7ecb2a0a486b9a0f604795829ba2102aaa48819b4eb9bd9f3c784",
+    git_commit = "592dc461c7092f43e221bfd576a6c81ce7599dfd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 448dbe14624538ab76fd6aeb2a456344e7f41c78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Apr 2021 17:02:29 -0700
Subject: [PATCH 4897/8103] Enable tensor output filters with batching.

PiperOrigin-RevId: 367729555
---
 .../batching/batching_session.cc              | 100 +++++++++++++++---
 .../batching/batching_session.h               |  10 ++
 .../batching/batching_session_test.cc         |  46 ++++++++
 .../tensorflow/bundle_factory_util.cc         |  17 ++-
 .../tensorflow/bundle_factory_util.h          |  11 +-
 .../tensorflow/saved_model_bundle_factory.cc  |  12 ++-
 6 files changed, 166 insertions(+), 30 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 1132e76f35c..f74ec474cef 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -160,6 +160,17 @@ class BatchingSession : public ServingSession {
       const std::string& thread_pool_name,
       std::unique_ptr<BatchingSession>* result);
 
+  // Same as above but allows for specification of a default scheduler creator
+  // which enables requests that don't match an exact signature to also
+  // have batching.
+  static Status Create(
+      const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
+      const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+          signatures_with_scheduler_creators,
+      BatchingSessionSchedulerCreator default_creator,
+      const std::string& thread_pool_name,
+      std::unique_ptr<BatchingSession>* result);
+
   ~BatchingSession() override = default;
 
   Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
@@ -257,9 +268,34 @@ class BatchingSession : public ServingSession {
   // for monitoring purpose, and can be empty if not known.
   const std::string thread_pool_name_;
 
+  // If set, default_scheduler_creator_ is used when the input signature does
+  // not match any existing signature defined during model load. This helps
+  // when the user uses either a combination of signatures or filter certain
+  // output tensors.
+  std::optional<BatchingSessionSchedulerCreator> default_scheduler_creator_;
+  absl::Mutex mu_;
+  std::unordered_map<TensorSignature,
+                     std::unique_ptr<BatchScheduler<BatchingSessionTask>>,
+                     HashTensorSignature, EqTensorSignature>
+      custom_signature_batch_schedulers_ ABSL_GUARDED_BY(mu_);
+
   TF_DISALLOW_COPY_AND_ASSIGN(BatchingSession);
 };
 
+Status BatchingSession::Create(
+    const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    const std::string& thread_pool_name,
+    std::unique_ptr<BatchingSession>* result) {
+  auto status = BatchingSession::Create(options, std::move(wrapped),
+                                        signatures_with_scheduler_creators,
+                                        thread_pool_name, result);
+  result->get()->default_scheduler_creator_ = default_creator;
+  return status;
+}
+
 Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
@@ -343,23 +379,40 @@ Status BatchingSession::InternalRun(
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);
   if (batch_scheduler_it == batch_schedulers_.end()) {
-    // We have a Run() call that doesn't match one of our batching signatures.
-    // Run it in-line.
-    LOG_EVERY_N_SEC(WARNING, 120)
-        << "Request doesn't match any declared signature. Bypassing "
-           "batcher. Request signature is: "
-        << TensorSignatureDebugString(signature);
-
-    // Because the wrapped session may not provide an implementation for
-    // thread_pool_options, we need to invoke different Run() functions
-    // depending on whether thread_pool_options is specified.
-    if (thread_pool_options) {
-      return wrapped_->Run(run_options, inputs, output_tensor_names,
-                           target_node_names, outputs, run_metadata,
-                           thread_pool_options.value());
+    if (default_scheduler_creator_.has_value()) {
+      absl::MutexLock l(&mu_);
+      batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
+      if (batch_scheduler_it == custom_signature_batch_schedulers_.end()) {
+        std::unique_ptr<BatchScheduler<BatchingSessionTask>> batch_scheduler;
+        TF_RETURN_IF_ERROR(default_scheduler_creator_.value()(
+            [&, signature](std::unique_ptr<Batch<BatchingSessionTask>> batch) {
+              ProcessBatch(signature, std::move(batch));
+            },
+            &batch_scheduler));
+        custom_signature_batch_schedulers_[signature] =
+            std::move(batch_scheduler);
+        batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
+      }
     } else {
-      return wrapped_->Run(run_options, inputs, output_tensor_names,
-                           target_node_names, outputs, run_metadata);
+      // We have a Run() call that doesn't match one of our batching signatures.
+      // Run it in-line.
+      LOG_EVERY_N_SEC(WARNING, 120)
+          << "Request doesn't match any declared signature and no default "
+             "scheduler creator specified. Bypassing "
+             "batcher. Request signature is: "
+          << TensorSignatureDebugString(signature);
+
+      // Because the wrapped session may not provide an implementation for
+      // thread_pool_options, we need to invoke different Run() functions
+      // depending on whether thread_pool_options is specified.
+      if (thread_pool_options) {
+        return wrapped_->Run(run_options, inputs, output_tensor_names,
+                             target_node_names, outputs, run_metadata,
+                             thread_pool_options.value());
+      } else {
+        return wrapped_->Run(run_options, inputs, output_tensor_names,
+                             target_node_names, outputs, run_metadata);
+      }
     }
   }
   BatchScheduler<BatchingSessionTask>* batch_scheduler =
@@ -895,6 +948,21 @@ Status SplitInputTask(
   return Status::OK();
 }
 
+Status CreateBatchingSession(
+    const BatchingSessionOptions& options,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    std::unique_ptr<Session> session,
+    std::unique_ptr<Session>* batching_session) {
+  std::unique_ptr<BatchingSession> internal_batching_session;
+  TF_RETURN_IF_ERROR(BatchingSession::Create(
+      options, std::move(session), signatures_with_scheduler_creators,
+      default_creator, /*thread_pool_name=*/"", &internal_batching_session));
+  *batching_session = std::move(internal_batching_session);
+  return Status::OK();
+}
+
 Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 92553d1e333..5190f851f17 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -133,6 +133,16 @@ Status CreateBatchingSession(
     std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session);
 
+// Same as above but allows for a default scheduler creator for which signatures
+// that don't match a supplied value during run time can still use batching.
+Status CreateBatchingSession(
+    const BatchingSessionOptions& options,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    std::unique_ptr<Session> session,
+    std::unique_ptr<Session>* batching_session);
+
 // A convenience for using CreateBatchingSession() to create a
 // BasicBatchScheduler for a single signature.
 Status CreateBasicBatchingSession(
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index c14cf05cdf2..63d11aea19c 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -994,6 +994,52 @@ TEST_P(BatchingSessionTest, ThreadPoolOptions) {
       }));
 }
 
+TEST_P(BatchingSessionTest, SubsetOutputTensors) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 6;  // fits three 2-unit tasks
+  schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
+  schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
+  BatchingSessionOptions batching_session_options;
+  std::unique_ptr<Session> batching_session;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x", "x2"}, {"y", "y3"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+
+  const Tensor input0 = test::AsTensor<float>({8.0f, 6.0f}, {2});
+  const Tensor expected_output0 = test::AsTensor<float>({6.0f, 5.0f}, {2});
+  const Tensor input1 = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  const Tensor expected_output1 = test::AsTensor<float>({53.0f, 24.0f}, {2});
+
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x", input0}, {"x2", input1}},
+                                           {"y"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
+                                           {"y3"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output1, outputs[0]);
+      }));
+  std::unique_ptr<Thread> third_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "third_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
+                                           {"y"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
+      }));
+}
+
 INSTANTIATE_TEST_CASE_P(WithOrWithoutThreadPools, BatchingSessionTest,
                         ::testing::Bool());
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index eda2b196eea..4b9b899f9dd 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -60,7 +60,8 @@ Status EstimateResourceFromPath(const string& path, bool use_validation_result,
 Status WrapSessionForBatching(const BatchingParameters& batching_config,
                               std::shared_ptr<Batcher> batch_scheduler,
                               const std::vector<SignatureDef>& signatures,
-                              std::unique_ptr<Session>* session) {
+                              std::unique_ptr<Session>* session,
+                              bool enable_default_schedule_creator) {
   LOG(INFO) << "Wrapping session to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -106,9 +107,17 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
         {tensor_signature, create_queue});
   }
 
-  return CreateBatchingSession(batching_session_options,
-                               signatures_with_scheduler_creators,
-                               std::move(*session), session);
+  // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+  // fixed.
+  if (enable_default_schedule_creator) {
+    return CreateBatchingSession(batching_session_options,
+                                 signatures_with_scheduler_creators,
+                                 create_queue, std::move(*session), session);
+  } else {
+    return CreateBatchingSession(batching_session_options,
+                                 signatures_with_scheduler_creators,
+                                 std::move(*session), session);
+  }
 }
 
 Status WrapSession(std::unique_ptr<Session>* session) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 1d1a15761e9..753765c8d1e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -85,16 +85,15 @@ Status CreateBatchScheduler(
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate);
 
-// Wraps a session in a new session that automatically batches Run() calls, for
-// the given signatures.
-// TODO(b/33233998): Support batching for Run() calls that use a combination of
-// signatures -- i.e. sometimes construct a single TensorSignature for a set of
-// SignatureDefs (usually just two of them) -- based on some config.
+// Wraps a session in a new session that automatically batches Run() calls.
+// TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+// fixed.
 Status WrapSessionForBatching(
     const BatchingParameters& batching_config,
     std::shared_ptr<SharedBatchScheduler<BatchingSessionTask>> batch_scheduler,
     const std::vector<SignatureDef>& signatures,
-    std::unique_ptr<Session>* session);
+    std::unique_ptr<Session>* session,
+    bool enable_default_schedule_creator = false);
 
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index e13ebfb8553..2b2c202063d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -146,7 +146,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     return result;
   }();
 
-  if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
+  bool is_tflite = config_.prefer_tflite_model() && TfLiteModelFound(path);
+  if (is_tflite) {
     int num_tflite_pools = config_.num_tflite_pools();
     if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
       num_tflite_pools = config_.num_tflite_interpreters();
@@ -179,10 +180,13 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     // Enable batching of requests to any one signature_def in the SavedModel.
     // Note that in the future, the plan is to enable explicit configuration
     // of the one or many SignatureDefs to enable.
+    // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+    // fixed.
     const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
-    return WrapSessionForBatching(config_.batching_parameters(),
-                                  batch_scheduler_, signatures,
-                                  &(*bundle)->session);
+    return WrapSessionForBatching(
+        config_.batching_parameters(), batch_scheduler_, signatures,
+        &(*bundle)->session,
+        /*enable_default_schedule_creator=*/!is_tflite);
   }
   return WrapSession(&(*bundle)->session);
 }

From 6579d2d056530565cd6606a39c82b2f6c1d3799e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Apr 2021 12:25:35 -0700
Subject: [PATCH 4898/8103] Update tf.io import in warmup example doc.

PiperOrigin-RevId: 368058543
---
 tensorflow_serving/g3doc/saved_model_warmup.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/saved_model_warmup.md b/tensorflow_serving/g3doc/saved_model_warmup.md
index ff006aff23a..bed1dcae47e 100644
--- a/tensorflow_serving/g3doc/saved_model_warmup.md
+++ b/tensorflow_serving/g3doc/saved_model_warmup.md
@@ -42,7 +42,7 @@ from tensorflow_serving.apis import prediction_log_pb2
 from tensorflow_serving.apis import regression_pb2
 
 def main():
-    with tf.python_io.TFRecordWriter("tf_serving_warmup_requests") as writer:
+    with tf.io.TFRecordWriter("tf_serving_warmup_requests") as writer:
         # replace <request> with one of:
         # predict_pb2.PredictRequest(..)
         # classification_pb2.ClassificationRequest(..)

From ba0fa72b61bc2c42388b815253ba72e6830f03cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Apr 2021 13:35:38 -0700
Subject: [PATCH 4899/8103] Rollback incompatible C++17 changes.

PiperOrigin-RevId: 368073175
---
 .../batching/batching_session.cc              | 100 +++---------------
 .../batching/batching_session.h               |  10 --
 .../batching/batching_session_test.cc         |  46 --------
 .../tensorflow/bundle_factory_util.cc         |  17 +--
 .../tensorflow/bundle_factory_util.h          |  11 +-
 .../tensorflow/saved_model_bundle_factory.cc  |  12 +--
 6 files changed, 30 insertions(+), 166 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index f74ec474cef..1132e76f35c 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -160,17 +160,6 @@ class BatchingSession : public ServingSession {
       const std::string& thread_pool_name,
       std::unique_ptr<BatchingSession>* result);
 
-  // Same as above but allows for specification of a default scheduler creator
-  // which enables requests that don't match an exact signature to also
-  // have batching.
-  static Status Create(
-      const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
-      const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
-          signatures_with_scheduler_creators,
-      BatchingSessionSchedulerCreator default_creator,
-      const std::string& thread_pool_name,
-      std::unique_ptr<BatchingSession>* result);
-
   ~BatchingSession() override = default;
 
   Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
@@ -268,34 +257,9 @@ class BatchingSession : public ServingSession {
   // for monitoring purpose, and can be empty if not known.
   const std::string thread_pool_name_;
 
-  // If set, default_scheduler_creator_ is used when the input signature does
-  // not match any existing signature defined during model load. This helps
-  // when the user uses either a combination of signatures or filter certain
-  // output tensors.
-  std::optional<BatchingSessionSchedulerCreator> default_scheduler_creator_;
-  absl::Mutex mu_;
-  std::unordered_map<TensorSignature,
-                     std::unique_ptr<BatchScheduler<BatchingSessionTask>>,
-                     HashTensorSignature, EqTensorSignature>
-      custom_signature_batch_schedulers_ ABSL_GUARDED_BY(mu_);
-
   TF_DISALLOW_COPY_AND_ASSIGN(BatchingSession);
 };
 
-Status BatchingSession::Create(
-    const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
-    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
-        signatures_with_scheduler_creators,
-    BatchingSessionSchedulerCreator default_creator,
-    const std::string& thread_pool_name,
-    std::unique_ptr<BatchingSession>* result) {
-  auto status = BatchingSession::Create(options, std::move(wrapped),
-                                        signatures_with_scheduler_creators,
-                                        thread_pool_name, result);
-  result->get()->default_scheduler_creator_ = default_creator;
-  return status;
-}
-
 Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
@@ -379,40 +343,23 @@ Status BatchingSession::InternalRun(
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);
   if (batch_scheduler_it == batch_schedulers_.end()) {
-    if (default_scheduler_creator_.has_value()) {
-      absl::MutexLock l(&mu_);
-      batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
-      if (batch_scheduler_it == custom_signature_batch_schedulers_.end()) {
-        std::unique_ptr<BatchScheduler<BatchingSessionTask>> batch_scheduler;
-        TF_RETURN_IF_ERROR(default_scheduler_creator_.value()(
-            [&, signature](std::unique_ptr<Batch<BatchingSessionTask>> batch) {
-              ProcessBatch(signature, std::move(batch));
-            },
-            &batch_scheduler));
-        custom_signature_batch_schedulers_[signature] =
-            std::move(batch_scheduler);
-        batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
-      }
+    // We have a Run() call that doesn't match one of our batching signatures.
+    // Run it in-line.
+    LOG_EVERY_N_SEC(WARNING, 120)
+        << "Request doesn't match any declared signature. Bypassing "
+           "batcher. Request signature is: "
+        << TensorSignatureDebugString(signature);
+
+    // Because the wrapped session may not provide an implementation for
+    // thread_pool_options, we need to invoke different Run() functions
+    // depending on whether thread_pool_options is specified.
+    if (thread_pool_options) {
+      return wrapped_->Run(run_options, inputs, output_tensor_names,
+                           target_node_names, outputs, run_metadata,
+                           thread_pool_options.value());
     } else {
-      // We have a Run() call that doesn't match one of our batching signatures.
-      // Run it in-line.
-      LOG_EVERY_N_SEC(WARNING, 120)
-          << "Request doesn't match any declared signature and no default "
-             "scheduler creator specified. Bypassing "
-             "batcher. Request signature is: "
-          << TensorSignatureDebugString(signature);
-
-      // Because the wrapped session may not provide an implementation for
-      // thread_pool_options, we need to invoke different Run() functions
-      // depending on whether thread_pool_options is specified.
-      if (thread_pool_options) {
-        return wrapped_->Run(run_options, inputs, output_tensor_names,
-                             target_node_names, outputs, run_metadata,
-                             thread_pool_options.value());
-      } else {
-        return wrapped_->Run(run_options, inputs, output_tensor_names,
-                             target_node_names, outputs, run_metadata);
-      }
+      return wrapped_->Run(run_options, inputs, output_tensor_names,
+                           target_node_names, outputs, run_metadata);
     }
   }
   BatchScheduler<BatchingSessionTask>* batch_scheduler =
@@ -948,21 +895,6 @@ Status SplitInputTask(
   return Status::OK();
 }
 
-Status CreateBatchingSession(
-    const BatchingSessionOptions& options,
-    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
-        signatures_with_scheduler_creators,
-    BatchingSessionSchedulerCreator default_creator,
-    std::unique_ptr<Session> session,
-    std::unique_ptr<Session>* batching_session) {
-  std::unique_ptr<BatchingSession> internal_batching_session;
-  TF_RETURN_IF_ERROR(BatchingSession::Create(
-      options, std::move(session), signatures_with_scheduler_creators,
-      default_creator, /*thread_pool_name=*/"", &internal_batching_session));
-  *batching_session = std::move(internal_batching_session);
-  return Status::OK();
-}
-
 Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 5190f851f17..92553d1e333 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -133,16 +133,6 @@ Status CreateBatchingSession(
     std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session);
 
-// Same as above but allows for a default scheduler creator for which signatures
-// that don't match a supplied value during run time can still use batching.
-Status CreateBatchingSession(
-    const BatchingSessionOptions& options,
-    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
-        signatures_with_scheduler_creators,
-    BatchingSessionSchedulerCreator default_creator,
-    std::unique_ptr<Session> session,
-    std::unique_ptr<Session>* batching_session);
-
 // A convenience for using CreateBatchingSession() to create a
 // BasicBatchScheduler for a single signature.
 Status CreateBasicBatchingSession(
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 63d11aea19c..c14cf05cdf2 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -994,52 +994,6 @@ TEST_P(BatchingSessionTest, ThreadPoolOptions) {
       }));
 }
 
-TEST_P(BatchingSessionTest, SubsetOutputTensors) {
-  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
-  schedule_options.max_batch_size = 6;  // fits three 2-unit tasks
-  schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
-  schedule_options.num_batch_threads = 1;
-  schedule_options = annotate_options(schedule_options);
-  BatchingSessionOptions batching_session_options;
-  std::unique_ptr<Session> batching_session;
-  TF_ASSERT_OK(CreateBasicBatchingSession(
-      schedule_options, batching_session_options, {{"x", "x2"}, {"y", "y3"}},
-      CreateHalfPlusTwoSession(), &batching_session));
-
-  const Tensor input0 = test::AsTensor<float>({8.0f, 6.0f}, {2});
-  const Tensor expected_output0 = test::AsTensor<float>({6.0f, 5.0f}, {2});
-  const Tensor input1 = test::AsTensor<float>({100.0f, 42.0f}, {2});
-  const Tensor expected_output1 = test::AsTensor<float>({53.0f, 24.0f}, {2});
-
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(batching_session->Run({{"x", input0}, {"x2", input1}},
-                                           {"y"} /* outputs */,
-                                           {} /* target nodes */, &outputs));
-        ASSERT_EQ(1, outputs.size());
-        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
-                                           {"y3"} /* outputs */,
-                                           {} /* target nodes */, &outputs));
-        ASSERT_EQ(1, outputs.size());
-        test::ExpectTensorEqual<float>(expected_output1, outputs[0]);
-      }));
-  std::unique_ptr<Thread> third_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "third_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
-                                           {"y"} /* outputs */,
-                                           {} /* target nodes */, &outputs));
-        ASSERT_EQ(1, outputs.size());
-        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
-      }));
-}
-
 INSTANTIATE_TEST_CASE_P(WithOrWithoutThreadPools, BatchingSessionTest,
                         ::testing::Bool());
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 4b9b899f9dd..eda2b196eea 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -60,8 +60,7 @@ Status EstimateResourceFromPath(const string& path, bool use_validation_result,
 Status WrapSessionForBatching(const BatchingParameters& batching_config,
                               std::shared_ptr<Batcher> batch_scheduler,
                               const std::vector<SignatureDef>& signatures,
-                              std::unique_ptr<Session>* session,
-                              bool enable_default_schedule_creator) {
+                              std::unique_ptr<Session>* session) {
   LOG(INFO) << "Wrapping session to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -107,17 +106,9 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
         {tensor_signature, create_queue});
   }
 
-  // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-  // fixed.
-  if (enable_default_schedule_creator) {
-    return CreateBatchingSession(batching_session_options,
-                                 signatures_with_scheduler_creators,
-                                 create_queue, std::move(*session), session);
-  } else {
-    return CreateBatchingSession(batching_session_options,
-                                 signatures_with_scheduler_creators,
-                                 std::move(*session), session);
-  }
+  return CreateBatchingSession(batching_session_options,
+                               signatures_with_scheduler_creators,
+                               std::move(*session), session);
 }
 
 Status WrapSession(std::unique_ptr<Session>* session) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 753765c8d1e..1d1a15761e9 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -85,15 +85,16 @@ Status CreateBatchScheduler(
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate);
 
-// Wraps a session in a new session that automatically batches Run() calls.
-// TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-// fixed.
+// Wraps a session in a new session that automatically batches Run() calls, for
+// the given signatures.
+// TODO(b/33233998): Support batching for Run() calls that use a combination of
+// signatures -- i.e. sometimes construct a single TensorSignature for a set of
+// SignatureDefs (usually just two of them) -- based on some config.
 Status WrapSessionForBatching(
     const BatchingParameters& batching_config,
     std::shared_ptr<SharedBatchScheduler<BatchingSessionTask>> batch_scheduler,
     const std::vector<SignatureDef>& signatures,
-    std::unique_ptr<Session>* session,
-    bool enable_default_schedule_creator = false);
+    std::unique_ptr<Session>* session);
 
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 2b2c202063d..e13ebfb8553 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -146,8 +146,7 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     return result;
   }();
 
-  bool is_tflite = config_.prefer_tflite_model() && TfLiteModelFound(path);
-  if (is_tflite) {
+  if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
     int num_tflite_pools = config_.num_tflite_pools();
     if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
       num_tflite_pools = config_.num_tflite_interpreters();
@@ -180,13 +179,10 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     // Enable batching of requests to any one signature_def in the SavedModel.
     // Note that in the future, the plan is to enable explicit configuration
     // of the one or many SignatureDefs to enable.
-    // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-    // fixed.
     const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
-    return WrapSessionForBatching(
-        config_.batching_parameters(), batch_scheduler_, signatures,
-        &(*bundle)->session,
-        /*enable_default_schedule_creator=*/!is_tflite);
+    return WrapSessionForBatching(config_.batching_parameters(),
+                                  batch_scheduler_, signatures,
+                                  &(*bundle)->session);
   }
   return WrapSession(&(*bundle)->session);
 }

From 99a6c6fe4e4584c5d826d56d5a60eb88aefa902d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Apr 2021 18:02:15 -0700
Subject: [PATCH 4900/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee665a82-ab24-42bb-aabc-b631301efa8d

PiperOrigin-RevId: 368122566
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 074e98031dc..c51eef8ae3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c61b27151a7ecb2a0a486b9a0f604795829ba2102aaa48819b4eb9bd9f3c784",
-    git_commit = "592dc461c7092f43e221bfd576a6c81ce7599dfd",
+    sha256 = "ccf4a28c8da3438225d9b79823cb4c975507e5ce467f12b060366b1e5e7e52e2",
+    git_commit = "f4cce24ff60c692d06ce79a6009f93258703698c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d4673f7874cbc1dc8e28711475bc964d615ad32c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Apr 2021 00:02:21 -0700
Subject: [PATCH 4901/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/617d2c0c-0fd5-4962-8d5f-d59c2a7ea68e

PiperOrigin-RevId: 368159001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c51eef8ae3c..8459211e404 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccf4a28c8da3438225d9b79823cb4c975507e5ce467f12b060366b1e5e7e52e2",
-    git_commit = "f4cce24ff60c692d06ce79a6009f93258703698c",
+    sha256 = "5275cfaffe40fec508f2cdd5be6c3db473d8ad9933deb847ab242c503debe0fe",
+    git_commit = "cccd4f29481054636aa2e9af61741c863bcbdff6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a9a9320d8a0e73f625ef144892a5f8f5cfdb7cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Apr 2021 06:01:41 -0700
Subject: [PATCH 4902/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98d8a879-63c8-40eb-854f-de8cff663a15

PiperOrigin-RevId: 368199099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8459211e404..a512b3b29aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5275cfaffe40fec508f2cdd5be6c3db473d8ad9933deb847ab242c503debe0fe",
-    git_commit = "cccd4f29481054636aa2e9af61741c863bcbdff6",
+    sha256 = "c624c0e0d3782bb1c42facf040561fb4e557c17d1dbcf2053ba9160935303cc9",
+    git_commit = "119161fed5d4c2ed38895aa19bcfc5893bd58995",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9ae40482118b4ca4fb2e0a78aa5569ac0565405 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Apr 2021 12:01:32 -0700
Subject: [PATCH 4903/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18faf83b-8011-4004-b03d-661ef52e303d

PiperOrigin-RevId: 368265246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a512b3b29aa..9c8f5163641 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c624c0e0d3782bb1c42facf040561fb4e557c17d1dbcf2053ba9160935303cc9",
-    git_commit = "119161fed5d4c2ed38895aa19bcfc5893bd58995",
+    sha256 = "741311b7a3a9d5393f3500bd37342e72cc8271164f9105e74a10c371cc398a23",
+    git_commit = "f66782631d276c390732a513cdef6ad91eb4e779",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b1b9071373008e654b2e34c102e155ead76d40b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Apr 2021 18:01:39 -0700
Subject: [PATCH 4904/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/552cbede-ec37-4ade-bb58-b19e9b17cbfe

PiperOrigin-RevId: 368333475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c8f5163641..5d34542351f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "741311b7a3a9d5393f3500bd37342e72cc8271164f9105e74a10c371cc398a23",
-    git_commit = "f66782631d276c390732a513cdef6ad91eb4e779",
+    sha256 = "7e4475feb68d4f782cd90e64fcad6c98203a19cba1e309056631b829a7b44600",
+    git_commit = "b055b9c474cd376259dde8779908f9eeaf097d93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61e47be948f57c9762e34dd00396097778c8489b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Apr 2021 00:01:21 -0700
Subject: [PATCH 4905/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/741b3215-3030-4c8a-b83a-589b0d1e1399

PiperOrigin-RevId: 368371663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d34542351f..78afba21c2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e4475feb68d4f782cd90e64fcad6c98203a19cba1e309056631b829a7b44600",
-    git_commit = "b055b9c474cd376259dde8779908f9eeaf097d93",
+    sha256 = "5fc8727c6765132371d3278dc52c27003b1d62396aa537c5132837eef5eb8e27",
+    git_commit = "e27476b63bdb9b1ce8f6f501dfc78d9fea651e4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99e4db7f88d9a6bc4fba07be2deae492f8e7d418 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Apr 2021 06:01:21 -0700
Subject: [PATCH 4906/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49d8f9ec-34e0-4e48-a809-894dfb315b0a

PiperOrigin-RevId: 368414340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78afba21c2c..93b2792a998 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fc8727c6765132371d3278dc52c27003b1d62396aa537c5132837eef5eb8e27",
-    git_commit = "e27476b63bdb9b1ce8f6f501dfc78d9fea651e4c",
+    sha256 = "3cfde459d658df1a73136625a4b9e0edafa7b150da1d47c8051fb5c8a072f3a5",
+    git_commit = "d20a28794b42aa4e65f4646add6ca99543b61ce0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fb79d3e4b6b660cf28a892e9565135d7a41f79ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Apr 2021 12:01:28 -0700
Subject: [PATCH 4907/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2dc1473a-1d4e-4881-aef4-3e4e5af4bdc8

PiperOrigin-RevId: 368478509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93b2792a998..2abec0075ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cfde459d658df1a73136625a4b9e0edafa7b150da1d47c8051fb5c8a072f3a5",
-    git_commit = "d20a28794b42aa4e65f4646add6ca99543b61ce0",
+    sha256 = "8c5edd91f5a15557f3a09dda7769905eb5e16f9e06343d43ea6c0daa9829f3c2",
+    git_commit = "9a41de38fabf603f38443a08f063fda6095ba683",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ae77c9c492a8ecaacfb87d4444e80f446247cc4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Apr 2021 18:01:30 -0700
Subject: [PATCH 4908/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6521ca39-16ad-448b-9d2f-7a690b6fe060

PiperOrigin-RevId: 368545640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2abec0075ab..3d7e62db9b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c5edd91f5a15557f3a09dda7769905eb5e16f9e06343d43ea6c0daa9829f3c2",
-    git_commit = "9a41de38fabf603f38443a08f063fda6095ba683",
+    sha256 = "81e97eea1435e5f8d3410dce686675edf1e373d0a58dbc70a7d9f30f40e3d7f9",
+    git_commit = "8fe96038501b73f485d0859461c48deef4a93057",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34ff99d04e567c8ae5145ed78fd0ca6192a17a0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Apr 2021 00:01:23 -0700
Subject: [PATCH 4909/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05cf4ad9-ab77-4d0c-86ae-09a963de0b5f

PiperOrigin-RevId: 368582809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d7e62db9b2..24b9e7d4476 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81e97eea1435e5f8d3410dce686675edf1e373d0a58dbc70a7d9f30f40e3d7f9",
-    git_commit = "8fe96038501b73f485d0859461c48deef4a93057",
+    sha256 = "3259c89fa316c0da5d5dc3e89a9cc675bdc399f14c27a9cc77938a1bfe3200e4",
+    git_commit = "51175225e5d53e3fbf48d73a26408d8a23bbbd78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc39beb4df1570b2626f820c7752567b1291b5eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Apr 2021 06:01:23 -0700
Subject: [PATCH 4910/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e491cf90-a7d4-44ed-9cd0-38fe83628286

PiperOrigin-RevId: 368623873
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24b9e7d4476..7a0abae9b9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3259c89fa316c0da5d5dc3e89a9cc675bdc399f14c27a9cc77938a1bfe3200e4",
-    git_commit = "51175225e5d53e3fbf48d73a26408d8a23bbbd78",
+    sha256 = "a54bda590a9ead8435230478e3cfb27b9a3e7f5332d367f55c8f3284308e8b4e",
+    git_commit = "7bc60cb41d7d1e49471b6a424d471c888ae84fbc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9156d0b76bc86f2d99e6a0615feee17324dc0a03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Apr 2021 12:01:26 -0700
Subject: [PATCH 4911/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ad9fe49-8671-42c1-868c-84a0409c3cbd

PiperOrigin-RevId: 368688349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a0abae9b9f..309865f386c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a54bda590a9ead8435230478e3cfb27b9a3e7f5332d367f55c8f3284308e8b4e",
-    git_commit = "7bc60cb41d7d1e49471b6a424d471c888ae84fbc",
+    sha256 = "1fab263bf9e5abbb3a7c2f2051da5972478ef505227aebd939826c6d6ac7ed29",
+    git_commit = "65845ba4b8fdcf83a66c9f0084e5bdcab0a38666",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22dab65a6415a19f084afa7b29dfeddf59bf8468 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Apr 2021 18:03:34 -0700
Subject: [PATCH 4912/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5fbcefb-6e25-496f-9dee-af1043f8852c

PiperOrigin-RevId: 368754936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 309865f386c..f6229a47a1b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fab263bf9e5abbb3a7c2f2051da5972478ef505227aebd939826c6d6ac7ed29",
-    git_commit = "65845ba4b8fdcf83a66c9f0084e5bdcab0a38666",
+    sha256 = "1bc30918dfcbe1586c5b1019be11ac6137c8775e9076360e347556ba20d3e924",
+    git_commit = "8040cd1cca688fdfd10f954ebc7870d3c5c1883f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e38c78f3c25852fa8d88191fd73ef0f18312d3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Apr 2021 00:01:24 -0700
Subject: [PATCH 4913/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c990662-510d-4b8f-b3ab-04c58db3641b

PiperOrigin-RevId: 368791634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6229a47a1b..3d16dedb9a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1bc30918dfcbe1586c5b1019be11ac6137c8775e9076360e347556ba20d3e924",
-    git_commit = "8040cd1cca688fdfd10f954ebc7870d3c5c1883f",
+    sha256 = "2074b03b3b947bcd2fd952e60c2d1cc2adc86c9717df776bab08c7575b3e1786",
+    git_commit = "65c18509181c9a8801518e53892e7ed9dba470a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa95448a65937a991d8fa6230d45fd8e0816117c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Apr 2021 06:01:30 -0700
Subject: [PATCH 4914/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76ba2801-6453-432d-a379-22765d6060a7

PiperOrigin-RevId: 368831828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d16dedb9a4..9232b8c86ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2074b03b3b947bcd2fd952e60c2d1cc2adc86c9717df776bab08c7575b3e1786",
-    git_commit = "65c18509181c9a8801518e53892e7ed9dba470a1",
+    sha256 = "1fb91e9bee955b3c7065c1678adc0d395ae2fae25c359c99c8afb02b49bd5c60",
+    git_commit = "46ef6f1ca8954f512b7c02c30eadb357baed5520",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca16fa480f49a08e4c20b649bc7c47a681eb5c12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Apr 2021 12:03:26 -0700
Subject: [PATCH 4915/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b930a32b-f431-4b4c-bc05-99975b0c65ae

PiperOrigin-RevId: 368892957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9232b8c86ce..5cfa4eea4a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fb91e9bee955b3c7065c1678adc0d395ae2fae25c359c99c8afb02b49bd5c60",
-    git_commit = "46ef6f1ca8954f512b7c02c30eadb357baed5520",
+    sha256 = "b59df9e15238f7042b9de0e26be1bc792b1fffd34c750686ec1298b25b2addb8",
+    git_commit = "2fa483b13af1ecffdf9eb3a497e76962878779c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a8dd48f0ad72fec27c455946edae108db7b6d01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Apr 2021 18:01:25 -0700
Subject: [PATCH 4916/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/679e0421-ff10-4a63-84b7-6d50c622766f

PiperOrigin-RevId: 368953963
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cfa4eea4a1..605d51ebfbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b59df9e15238f7042b9de0e26be1bc792b1fffd34c750686ec1298b25b2addb8",
-    git_commit = "2fa483b13af1ecffdf9eb3a497e76962878779c6",
+    sha256 = "57c92f201bad8a32796b165cc6f107faf510ea11eab7ae74e00a2f9a31b32549",
+    git_commit = "0bedfb5781077559377efa0e76c668ae535da22e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59526679efe0f0ab6d3e027d46bbc6e0e37aebe7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Apr 2021 00:01:38 -0700
Subject: [PATCH 4917/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/634b2284-9c8f-4475-b97b-b2939fde79aa

PiperOrigin-RevId: 368981289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 605d51ebfbe..f44723e5c1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57c92f201bad8a32796b165cc6f107faf510ea11eab7ae74e00a2f9a31b32549",
-    git_commit = "0bedfb5781077559377efa0e76c668ae535da22e",
+    sha256 = "a932c9286bf2c38042219112316525d92e75eee060ec054b9231ed8e7d057da4",
+    git_commit = "4aa609aae8600e6be900135162439375ad396f2e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 134361f9c9d0fe83ecfcffa0447d5f70a37c3cc2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Apr 2021 06:01:44 -0700
Subject: [PATCH 4918/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/149a00f1-972e-4e6c-8016-36ec8a91ac7b

PiperOrigin-RevId: 369004318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f44723e5c1e..b76b14e1ecd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a932c9286bf2c38042219112316525d92e75eee060ec054b9231ed8e7d057da4",
-    git_commit = "4aa609aae8600e6be900135162439375ad396f2e",
+    sha256 = "001a6c10e63595d99be508144243c2bcad489c93aab77953d002b62f3b94e192",
+    git_commit = "aa44812e3e40b1c95586466bc177b07525b787ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 46694d03ef9287d72f856b2a4a159381ff645815 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sat, 17 Apr 2021 11:03:20 -0700
Subject: [PATCH 4919/8103] Fix broken GPU build by add TF cuda options:

https://github.com/tensorflow/tensorflow/blob/aa44812e3e40b1c95586466bc177b07525b787ea/.bazelrc#L227

to TF Serving. This causes TF sources to be built with correct
options (bazel options are not picked from relevant dependent
repo (TF in this case), when building code from that repo).

PiperOrigin-RevId: 369022405
---
 .bazelrc | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 71c0fdbc9b0..f5e695fb8be 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -3,9 +3,10 @@ build:release --copt=-mavx
 build:release --copt=-msse4.2
 
 # Options used to build with CUDA.
+build:cuda --repo_env TF_NEED_CUDA=1
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
+build:cuda --@local_config_cuda//:enable_cuda
 build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
-
 build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
 
 # Options used to build with TPU support.

From b2b338efdf79f04246d40ed64c205ed48cc4bc9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Apr 2021 18:01:39 -0700
Subject: [PATCH 4920/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ff42a7b-8533-453a-ad37-1caa5bb8a7e0

PiperOrigin-RevId: 369046070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b76b14e1ecd..0270a7cd544 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "001a6c10e63595d99be508144243c2bcad489c93aab77953d002b62f3b94e192",
-    git_commit = "aa44812e3e40b1c95586466bc177b07525b787ea",
+    sha256 = "d23ee1a5fa5288179cc7359bf1e9dd0f4f6228947b6e5a6c8e621ab41356e0f3",
+    git_commit = "3c333304693686ce640812b56094b6cd19de3749",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6d5de2848d2c72d7c97ce61eb5f34bb3ffede8d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Apr 2021 00:02:43 -0700
Subject: [PATCH 4921/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba64a178-6715-4344-9d73-e2c0663ed540

PiperOrigin-RevId: 369066242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0270a7cd544..f23f2b2acd6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d23ee1a5fa5288179cc7359bf1e9dd0f4f6228947b6e5a6c8e621ab41356e0f3",
-    git_commit = "3c333304693686ce640812b56094b6cd19de3749",
+    sha256 = "dddd16695e64132bd115348bfdb5c22d37b6ebbb477d54de70ddafbabfe4d7a7",
+    git_commit = "4c4f420e68f1cfaf8f4b6e8e3eb857e9e4c3ff33",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d357f6073fdeb21ef252c8db270b127f366cc95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Apr 2021 06:01:51 -0700
Subject: [PATCH 4922/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/508e7c6a-ad36-48af-9e92-9a806ff221a6

PiperOrigin-RevId: 369089155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f23f2b2acd6..b5ea27d5044 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dddd16695e64132bd115348bfdb5c22d37b6ebbb477d54de70ddafbabfe4d7a7",
-    git_commit = "4c4f420e68f1cfaf8f4b6e8e3eb857e9e4c3ff33",
+    sha256 = "42901c7067b276341ac0e284322ab51510413e3bbaf34cdfc76ee278e678534b",
+    git_commit = "2554194a47a30ac6d05ac00dd07b359c1dc18728",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34f0169cc986260f8b435a018577a489191b6eda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Apr 2021 00:01:37 -0700
Subject: [PATCH 4923/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7489a4fa-0465-4d36-b33c-d95ef17bbdb1

PiperOrigin-RevId: 369161654
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5ea27d5044..9f65a4b12f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42901c7067b276341ac0e284322ab51510413e3bbaf34cdfc76ee278e678534b",
-    git_commit = "2554194a47a30ac6d05ac00dd07b359c1dc18728",
+    sha256 = "b20984ce5e1688358f76eb2225120f7253a79fd9aadc929ca046432a614b0d39",
+    git_commit = "3d6647c90a4d5f809966601248e220014d64054f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8c534d89f7fc1780ca97700b738ba6ef3690687d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Apr 2021 06:01:33 -0700
Subject: [PATCH 4924/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b40722ad-2e69-4ac2-bbcc-b16d4c51f3ed

PiperOrigin-RevId: 369204382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f65a4b12f9..b1335aa330e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b20984ce5e1688358f76eb2225120f7253a79fd9aadc929ca046432a614b0d39",
-    git_commit = "3d6647c90a4d5f809966601248e220014d64054f",
+    sha256 = "cb8fa4d7e68a2cfeaae18e482ca88d11da952001a030ed86fe5a602d38f1e025",
+    git_commit = "a79e2685b3ef070446e1d7395df574b76dfd5286",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05f477e769f223d4272ebf553b4f160fde0676fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Apr 2021 12:01:22 -0700
Subject: [PATCH 4925/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b54bb9a8-08a2-4029-a9b4-2ae99a989dea

PiperOrigin-RevId: 369271031
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1335aa330e..57ffb3378c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb8fa4d7e68a2cfeaae18e482ca88d11da952001a030ed86fe5a602d38f1e025",
-    git_commit = "a79e2685b3ef070446e1d7395df574b76dfd5286",
+    sha256 = "8e3503b2e68da4b2c2fee4ff6b59e607b6b02816761772b6fe4efa7b51d7e73e",
+    git_commit = "90fc4108443bdcf36f1f6c6f9d08d177169c34cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 009dac683bf84165b84702d177bb9a021ebef728 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Apr 2021 13:06:53 -0700
Subject: [PATCH 4926/8103] Roll forward with std::optional -> absl::optional.

PiperOrigin-RevId: 369285701
---
 .../batching/batching_session.cc              | 100 +++++++++++++++---
 .../batching/batching_session.h               |  10 ++
 .../batching/batching_session_test.cc         |  46 ++++++++
 .../tensorflow/bundle_factory_util.cc         |  17 ++-
 .../tensorflow/bundle_factory_util.h          |  11 +-
 .../tensorflow/saved_model_bundle_factory.cc  |  12 ++-
 6 files changed, 166 insertions(+), 30 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 1132e76f35c..6ab5d01255d 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -160,6 +160,17 @@ class BatchingSession : public ServingSession {
       const std::string& thread_pool_name,
       std::unique_ptr<BatchingSession>* result);
 
+  // Same as above but allows for specification of a default scheduler creator
+  // which enables requests that don't match an exact signature to also
+  // have batching.
+  static Status Create(
+      const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
+      const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+          signatures_with_scheduler_creators,
+      BatchingSessionSchedulerCreator default_creator,
+      const std::string& thread_pool_name,
+      std::unique_ptr<BatchingSession>* result);
+
   ~BatchingSession() override = default;
 
   Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
@@ -257,9 +268,34 @@ class BatchingSession : public ServingSession {
   // for monitoring purpose, and can be empty if not known.
   const std::string thread_pool_name_;
 
+  // If set, default_scheduler_creator_ is used when the input signature does
+  // not match any existing signature defined during model load. This helps
+  // when the user uses either a combination of signatures or filter certain
+  // output tensors.
+  absl::optional<BatchingSessionSchedulerCreator> default_scheduler_creator_;
+  absl::Mutex mu_;
+  std::unordered_map<TensorSignature,
+                     std::unique_ptr<BatchScheduler<BatchingSessionTask>>,
+                     HashTensorSignature, EqTensorSignature>
+      custom_signature_batch_schedulers_ ABSL_GUARDED_BY(mu_);
+
   TF_DISALLOW_COPY_AND_ASSIGN(BatchingSession);
 };
 
+Status BatchingSession::Create(
+    const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    const std::string& thread_pool_name,
+    std::unique_ptr<BatchingSession>* result) {
+  auto status = BatchingSession::Create(options, std::move(wrapped),
+                                        signatures_with_scheduler_creators,
+                                        thread_pool_name, result);
+  result->get()->default_scheduler_creator_ = default_creator;
+  return status;
+}
+
 Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
@@ -343,23 +379,40 @@ Status BatchingSession::InternalRun(
       TensorSignatureFromRunArgs(inputs, output_tensor_names);
   auto batch_scheduler_it = batch_schedulers_.find(signature);
   if (batch_scheduler_it == batch_schedulers_.end()) {
-    // We have a Run() call that doesn't match one of our batching signatures.
-    // Run it in-line.
-    LOG_EVERY_N_SEC(WARNING, 120)
-        << "Request doesn't match any declared signature. Bypassing "
-           "batcher. Request signature is: "
-        << TensorSignatureDebugString(signature);
-
-    // Because the wrapped session may not provide an implementation for
-    // thread_pool_options, we need to invoke different Run() functions
-    // depending on whether thread_pool_options is specified.
-    if (thread_pool_options) {
-      return wrapped_->Run(run_options, inputs, output_tensor_names,
-                           target_node_names, outputs, run_metadata,
-                           thread_pool_options.value());
+    if (default_scheduler_creator_.has_value()) {
+      absl::MutexLock l(&mu_);
+      batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
+      if (batch_scheduler_it == custom_signature_batch_schedulers_.end()) {
+        std::unique_ptr<BatchScheduler<BatchingSessionTask>> batch_scheduler;
+        TF_RETURN_IF_ERROR(default_scheduler_creator_.value()(
+            [&, signature](std::unique_ptr<Batch<BatchingSessionTask>> batch) {
+              ProcessBatch(signature, std::move(batch));
+            },
+            &batch_scheduler));
+        custom_signature_batch_schedulers_[signature] =
+            std::move(batch_scheduler);
+        batch_scheduler_it = custom_signature_batch_schedulers_.find(signature);
+      }
     } else {
-      return wrapped_->Run(run_options, inputs, output_tensor_names,
-                           target_node_names, outputs, run_metadata);
+      // We have a Run() call that doesn't match one of our batching signatures.
+      // Run it in-line.
+      LOG_EVERY_N_SEC(WARNING, 120)
+          << "Request doesn't match any declared signature and no default "
+             "scheduler creator specified. Bypassing "
+             "batcher. Request signature is: "
+          << TensorSignatureDebugString(signature);
+
+      // Because the wrapped session may not provide an implementation for
+      // thread_pool_options, we need to invoke different Run() functions
+      // depending on whether thread_pool_options is specified.
+      if (thread_pool_options) {
+        return wrapped_->Run(run_options, inputs, output_tensor_names,
+                             target_node_names, outputs, run_metadata,
+                             thread_pool_options.value());
+      } else {
+        return wrapped_->Run(run_options, inputs, output_tensor_names,
+                             target_node_names, outputs, run_metadata);
+      }
     }
   }
   BatchScheduler<BatchingSessionTask>* batch_scheduler =
@@ -895,6 +948,21 @@ Status SplitInputTask(
   return Status::OK();
 }
 
+Status CreateBatchingSession(
+    const BatchingSessionOptions& options,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    std::unique_ptr<Session> session,
+    std::unique_ptr<Session>* batching_session) {
+  std::unique_ptr<BatchingSession> internal_batching_session;
+  TF_RETURN_IF_ERROR(BatchingSession::Create(
+      options, std::move(session), signatures_with_scheduler_creators,
+      default_creator, /*thread_pool_name=*/"", &internal_batching_session));
+  *batching_session = std::move(internal_batching_session);
+  return Status::OK();
+}
+
 Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 92553d1e333..5190f851f17 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -133,6 +133,16 @@ Status CreateBatchingSession(
     std::unique_ptr<Session> session,
     std::unique_ptr<Session>* batching_session);
 
+// Same as above but allows for a default scheduler creator for which signatures
+// that don't match a supplied value during run time can still use batching.
+Status CreateBatchingSession(
+    const BatchingSessionOptions& options,
+    const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
+        signatures_with_scheduler_creators,
+    BatchingSessionSchedulerCreator default_creator,
+    std::unique_ptr<Session> session,
+    std::unique_ptr<Session>* batching_session);
+
 // A convenience for using CreateBatchingSession() to create a
 // BasicBatchScheduler for a single signature.
 Status CreateBasicBatchingSession(
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index c14cf05cdf2..63d11aea19c 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -994,6 +994,52 @@ TEST_P(BatchingSessionTest, ThreadPoolOptions) {
       }));
 }
 
+TEST_P(BatchingSessionTest, SubsetOutputTensors) {
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 6;  // fits three 2-unit tasks
+  schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
+  schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
+  BatchingSessionOptions batching_session_options;
+  std::unique_ptr<Session> batching_session;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x", "x2"}, {"y", "y3"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+
+  const Tensor input0 = test::AsTensor<float>({8.0f, 6.0f}, {2});
+  const Tensor expected_output0 = test::AsTensor<float>({6.0f, 5.0f}, {2});
+  const Tensor input1 = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  const Tensor expected_output1 = test::AsTensor<float>({53.0f, 24.0f}, {2});
+
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x", input0}, {"x2", input1}},
+                                           {"y"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
+                                           {"y3"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output1, outputs[0]);
+      }));
+  std::unique_ptr<Thread> third_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "third_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(batching_session->Run({{"x2", input1}, {"x", input0}},
+                                           {"y"} /* outputs */,
+                                           {} /* target nodes */, &outputs));
+        ASSERT_EQ(1, outputs.size());
+        test::ExpectTensorEqual<float>(expected_output0, outputs[0]);
+      }));
+}
+
 INSTANTIATE_TEST_CASE_P(WithOrWithoutThreadPools, BatchingSessionTest,
                         ::testing::Bool());
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index eda2b196eea..4b9b899f9dd 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -60,7 +60,8 @@ Status EstimateResourceFromPath(const string& path, bool use_validation_result,
 Status WrapSessionForBatching(const BatchingParameters& batching_config,
                               std::shared_ptr<Batcher> batch_scheduler,
                               const std::vector<SignatureDef>& signatures,
-                              std::unique_ptr<Session>* session) {
+                              std::unique_ptr<Session>* session,
+                              bool enable_default_schedule_creator) {
   LOG(INFO) << "Wrapping session to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -106,9 +107,17 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
         {tensor_signature, create_queue});
   }
 
-  return CreateBatchingSession(batching_session_options,
-                               signatures_with_scheduler_creators,
-                               std::move(*session), session);
+  // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+  // fixed.
+  if (enable_default_schedule_creator) {
+    return CreateBatchingSession(batching_session_options,
+                                 signatures_with_scheduler_creators,
+                                 create_queue, std::move(*session), session);
+  } else {
+    return CreateBatchingSession(batching_session_options,
+                                 signatures_with_scheduler_creators,
+                                 std::move(*session), session);
+  }
 }
 
 Status WrapSession(std::unique_ptr<Session>* session) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 1d1a15761e9..753765c8d1e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -85,16 +85,15 @@ Status CreateBatchScheduler(
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate);
 
-// Wraps a session in a new session that automatically batches Run() calls, for
-// the given signatures.
-// TODO(b/33233998): Support batching for Run() calls that use a combination of
-// signatures -- i.e. sometimes construct a single TensorSignature for a set of
-// SignatureDefs (usually just two of them) -- based on some config.
+// Wraps a session in a new session that automatically batches Run() calls.
+// TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+// fixed.
 Status WrapSessionForBatching(
     const BatchingParameters& batching_config,
     std::shared_ptr<SharedBatchScheduler<BatchingSessionTask>> batch_scheduler,
     const std::vector<SignatureDef>& signatures,
-    std::unique_ptr<Session>* session);
+    std::unique_ptr<Session>* session,
+    bool enable_default_schedule_creator = false);
 
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index e13ebfb8553..2b2c202063d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -146,7 +146,8 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     return result;
   }();
 
-  if (config_.prefer_tflite_model() && TfLiteModelFound(path)) {
+  bool is_tflite = config_.prefer_tflite_model() && TfLiteModelFound(path);
+  if (is_tflite) {
     int num_tflite_pools = config_.num_tflite_pools();
     if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
       num_tflite_pools = config_.num_tflite_interpreters();
@@ -179,10 +180,13 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     // Enable batching of requests to any one signature_def in the SavedModel.
     // Note that in the future, the plan is to enable explicit configuration
     // of the one or many SignatureDefs to enable.
+    // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
+    // fixed.
     const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
-    return WrapSessionForBatching(config_.batching_parameters(),
-                                  batch_scheduler_, signatures,
-                                  &(*bundle)->session);
+    return WrapSessionForBatching(
+        config_.batching_parameters(), batch_scheduler_, signatures,
+        &(*bundle)->session,
+        /*enable_default_schedule_creator=*/!is_tflite);
   }
   return WrapSession(&(*bundle)->session);
 }

From e01cef2bd3988a7db944d10ea8281200b4f2cfbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Apr 2021 18:01:31 -0700
Subject: [PATCH 4927/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/122bab75-86a1-4a9d-a927-d0652682f80e

PiperOrigin-RevId: 369342279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57ffb3378c2..073494d49e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e3503b2e68da4b2c2fee4ff6b59e607b6b02816761772b6fe4efa7b51d7e73e",
-    git_commit = "90fc4108443bdcf36f1f6c6f9d08d177169c34cf",
+    sha256 = "bb47dbe321dceff04ca50f37a86dadd2793e2f1f46e6d91963aba80d08f9c828",
+    git_commit = "906c8d5c5b9dbd930b0c2d41c0fe8650b746b1cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10216d448cb482122ce6d821a994680fe457238f Mon Sep 17 00:00:00 2001
From: arghyaganguly <arghyag@google.com>
Date: Tue, 20 Apr 2021 12:17:04 +0530
Subject: [PATCH 4928/8103] Fix nvidia-docker link at Serving Docker using your
 GPU

---
 tensorflow_serving/g3doc/docker.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index a335aa71005..340d2a1751b 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -232,7 +232,7 @@ details, see [running a serving image](#running-a-serving-image).
 Let's run through a full example where we load a model with GPU-bound ops and
 call it using the REST API.
 
-First install [`nvidia-docker`](#install-nvidia-docker). Next you can pull the
+First install [`nvidia-docker`](https://github.com/NVIDIA/nvidia-docker#quick-start). Next you can pull the
 latest TensorFlow Serving GPU docker image by running:
 
 ```shell

From d0e43b02020fc0849cd01046d05e70c8acc2b879 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Apr 2021 00:01:29 -0700
Subject: [PATCH 4929/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/982ffdd5-9f11-4a1c-8f55-7ce845b68553

PiperOrigin-RevId: 369380978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 073494d49e7..bca9d908be4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb47dbe321dceff04ca50f37a86dadd2793e2f1f46e6d91963aba80d08f9c828",
-    git_commit = "906c8d5c5b9dbd930b0c2d41c0fe8650b746b1cf",
+    sha256 = "9b1109a4923649131a7c21370e8049472a46c5652f554cfd613e7e505b003ddc",
+    git_commit = "bc4f9bb93bc82b086df5dd8fca5da61590649e16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8b0b7cd33cd2007e16c2ccbb171339d1047e333c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Apr 2021 06:01:32 -0700
Subject: [PATCH 4930/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d6a89de-b1c2-4367-94f3-de17f9cec826

PiperOrigin-RevId: 369422968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bca9d908be4..95598f3ed98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b1109a4923649131a7c21370e8049472a46c5652f554cfd613e7e505b003ddc",
-    git_commit = "bc4f9bb93bc82b086df5dd8fca5da61590649e16",
+    sha256 = "a3beb1931b50e62a50365b4c7f453ccea02ede1b3d206e94840b3f917e9c3bed",
+    git_commit = "f2e82c624a49c2b8cf8a63e95c287488b7d2ffb7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb51729fbdc441942535c5a94474f58a317a1033 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Apr 2021 12:01:33 -0700
Subject: [PATCH 4931/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e25d71f8-66ff-4d0a-a250-bcfd7e26c0b2

PiperOrigin-RevId: 369489933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95598f3ed98..b173318c857 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3beb1931b50e62a50365b4c7f453ccea02ede1b3d206e94840b3f917e9c3bed",
-    git_commit = "f2e82c624a49c2b8cf8a63e95c287488b7d2ffb7",
+    sha256 = "44aa272987a3bdf914a227f2e9e190436125a9d3c952848a9079b65839b57765",
+    git_commit = "46b05a7385f87ebe1788d478286401569d9f1429",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From edce8d60f33e6759fc1c4ebe221e88268a81fc8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Apr 2021 18:01:33 -0700
Subject: [PATCH 4932/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c781fe89-6754-480d-bef4-567f6eef304a

PiperOrigin-RevId: 369559419
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b173318c857..792d5cef33f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44aa272987a3bdf914a227f2e9e190436125a9d3c952848a9079b65839b57765",
-    git_commit = "46b05a7385f87ebe1788d478286401569d9f1429",
+    sha256 = "d3e8d57422cd959f5070041913ad8836760807845a6fec7442c47ae203e7a485",
+    git_commit = "8bc01c710ed08abb1e6c589d7c2e99d006796479",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 644f8adc93e6bc5d69e77bd6e627b2e710ba55e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Apr 2021 00:01:56 -0700
Subject: [PATCH 4933/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97ad0b16-ae36-45a3-8209-7a3ca6405e7d

PiperOrigin-RevId: 369596221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 792d5cef33f..e792f78b3a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3e8d57422cd959f5070041913ad8836760807845a6fec7442c47ae203e7a485",
-    git_commit = "8bc01c710ed08abb1e6c589d7c2e99d006796479",
+    sha256 = "52dd0ccdddba146afbca7a47855e0877392bf0239400dbc7cb090a7b1caa3ccf",
+    git_commit = "8e55a917c06635a4005da4f42da286117741f4a8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From abd2636d34afddb6dcbdc07f6ced11df09704b1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Apr 2021 06:01:28 -0700
Subject: [PATCH 4934/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eaa570a5-5d9f-4c55-a2a2-d656b967f9ca

PiperOrigin-RevId: 369639014
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e792f78b3a3..8bb18656605 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52dd0ccdddba146afbca7a47855e0877392bf0239400dbc7cb090a7b1caa3ccf",
-    git_commit = "8e55a917c06635a4005da4f42da286117741f4a8",
+    sha256 = "c6458a1a00d6c33833d1434efe0bf7bfe4d7e895e3241b0d904342693127d45f",
+    git_commit = "d9ad2a9f62ada961b26d09c8f4856cb0c94d9f8a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e719c09da7aecf9b0afddf8a716c0f93e209393 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Apr 2021 12:01:29 -0700
Subject: [PATCH 4935/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/260807ea-7e8a-4e14-92a1-e8a3d58fd2c1

PiperOrigin-RevId: 369704163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bb18656605..c6ea40d4d47 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6458a1a00d6c33833d1434efe0bf7bfe4d7e895e3241b0d904342693127d45f",
-    git_commit = "d9ad2a9f62ada961b26d09c8f4856cb0c94d9f8a",
+    sha256 = "27979ed4c602aec003b631bd0e9c467f6adb679b7f0e4879e57fc60d7d60b83c",
+    git_commit = "e6dad508934e23b239f82264c88faf53b32e47fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e64c70b3820ac9c001ddb9b9fff17b821022996 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Apr 2021 18:01:27 -0700
Subject: [PATCH 4936/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1db9798-edae-4567-ad94-216f5fdd53c9

PiperOrigin-RevId: 369773967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6ea40d4d47..90d0d7b01a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27979ed4c602aec003b631bd0e9c467f6adb679b7f0e4879e57fc60d7d60b83c",
-    git_commit = "e6dad508934e23b239f82264c88faf53b32e47fe",
+    sha256 = "4a9139fc540850b5e30fcad2d9816dbd6f79cf31148d7cb8dda67bd4a78f48bd",
+    git_commit = "e9305d8cfc40ec9e72ef885150ecac0932165664",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e61771b3e6c9f6b9d17119ed0d10c67c618da745 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Apr 2021 00:01:35 -0700
Subject: [PATCH 4937/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6edc0984-31fb-4464-9e5d-7f896ec47a12

PiperOrigin-RevId: 369812465
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90d0d7b01a5..728424b3a33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a9139fc540850b5e30fcad2d9816dbd6f79cf31148d7cb8dda67bd4a78f48bd",
-    git_commit = "e9305d8cfc40ec9e72ef885150ecac0932165664",
+    sha256 = "c8094e063f511ece18f74a1febce2651619b0b203036be83583da43fcdd99bf5",
+    git_commit = "4d618cb1fe451d5397f821fb2021c9028cec4f5c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25cc5f1839f8d45173f3f7a5994e658918b3bdb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Apr 2021 06:01:30 -0700
Subject: [PATCH 4938/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/307d8343-c7f2-4be4-b92c-af339437cfa7

PiperOrigin-RevId: 369854880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 728424b3a33..39037a4aefb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8094e063f511ece18f74a1febce2651619b0b203036be83583da43fcdd99bf5",
-    git_commit = "4d618cb1fe451d5397f821fb2021c9028cec4f5c",
+    sha256 = "d56bc1201111cad904ac03dcc8ca6e62513478c053bf7db3e2b1fc3e052715cf",
+    git_commit = "fd57ef146dd1b03f33d33e85e9ed3e48a4409bc8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b13d72fef50ae35b76d78352532b90d53ab4b41c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Apr 2021 12:01:35 -0700
Subject: [PATCH 4939/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/499fbbd3-4c41-488a-92d5-e7f8ed30bc7e

PiperOrigin-RevId: 369920665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39037a4aefb..96ab1ab7955 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d56bc1201111cad904ac03dcc8ca6e62513478c053bf7db3e2b1fc3e052715cf",
-    git_commit = "fd57ef146dd1b03f33d33e85e9ed3e48a4409bc8",
+    sha256 = "78aa843da3db7cde9804a24976ea4e9a370b6bba758e1497ea433942e9a739be",
+    git_commit = "47590d1b201f2b3af0653e11c92197dbf0953b2b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f89ecefd4f84c89b639e749c3c1a36c082e7aae8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Apr 2021 18:02:02 -0700
Subject: [PATCH 4940/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/753169dd-de6c-4371-bca4-b0857044fb30

PiperOrigin-RevId: 369989398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96ab1ab7955..3d8c06682c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78aa843da3db7cde9804a24976ea4e9a370b6bba758e1497ea433942e9a739be",
-    git_commit = "47590d1b201f2b3af0653e11c92197dbf0953b2b",
+    sha256 = "e86051ce2dc78707f5963c1d56be0a71ba9de281b4a6b4f2a3e521f218c14d0b",
+    git_commit = "ea3b43e98c32c97b35d52b4c66f9107452ca8fb2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad2042a00fe66b7ca748f4694d11521fd9a6335b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Apr 2021 00:01:44 -0700
Subject: [PATCH 4941/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f160d6f8-e6c1-4e92-804b-ae86a6838b46

PiperOrigin-RevId: 370026120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d8c06682c5..885301ca945 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e86051ce2dc78707f5963c1d56be0a71ba9de281b4a6b4f2a3e521f218c14d0b",
-    git_commit = "ea3b43e98c32c97b35d52b4c66f9107452ca8fb2",
+    sha256 = "ac5f2de26f5223f3b857f8fe28d6f6c1b398c05be68198b895c65cb319cb8034",
+    git_commit = "57b6146cf37d03c3b03b1ad14c635552fbfcc3d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 106e85c9cf53427652948ec19fae9687206b14cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Apr 2021 06:01:59 -0700
Subject: [PATCH 4942/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd24a925-e6f1-441a-9aa1-9f29c5d39d16

PiperOrigin-RevId: 370065852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 885301ca945..db2e64c6d02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac5f2de26f5223f3b857f8fe28d6f6c1b398c05be68198b895c65cb319cb8034",
-    git_commit = "57b6146cf37d03c3b03b1ad14c635552fbfcc3d3",
+    sha256 = "6f866df9c6e36bba61654dd8e5401d763bf490836520ff5d91f55d9f3dfcea1a",
+    git_commit = "9d9fab774947cecf51d6a99afab22cd0befacd01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fcb14c68a47d255138381a3f1a0381ec89838a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Apr 2021 12:01:49 -0700
Subject: [PATCH 4943/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ababb8d-4230-4daf-b3d6-1dccad9317c1

PiperOrigin-RevId: 370128376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db2e64c6d02..60f7c1f8546 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f866df9c6e36bba61654dd8e5401d763bf490836520ff5d91f55d9f3dfcea1a",
-    git_commit = "9d9fab774947cecf51d6a99afab22cd0befacd01",
+    sha256 = "6118e235cbfa1d52e36ff58966ae7718d4cb58a6b456d724a11b2aeab8ab8271",
+    git_commit = "8f7d9ac896ce2ac43dbcd369d761f4568b6935c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e596f7ad949834c824028dbdb958b24d3532be75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Apr 2021 18:01:23 -0700
Subject: [PATCH 4944/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6249ec9-f484-43ba-8e73-1f348f64b9d0

PiperOrigin-RevId: 370191151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60f7c1f8546..2066a207687 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6118e235cbfa1d52e36ff58966ae7718d4cb58a6b456d724a11b2aeab8ab8271",
-    git_commit = "8f7d9ac896ce2ac43dbcd369d761f4568b6935c2",
+    sha256 = "57be7fc47bc18230f4ac705ecac57d734af20a432f74f3f6838a7d843b0d86fe",
+    git_commit = "43c6ab18e9736d2b7b367fec2101ccd3939faac2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c70e0d8a5a07024e5d979c17a7ff4366e2b57038 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Apr 2021 00:01:40 -0700
Subject: [PATCH 4945/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ea5a467-5e52-4c9f-9676-0ce0a6ae2c64

PiperOrigin-RevId: 370219721
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2066a207687..21ef217dc45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57be7fc47bc18230f4ac705ecac57d734af20a432f74f3f6838a7d843b0d86fe",
-    git_commit = "43c6ab18e9736d2b7b367fec2101ccd3939faac2",
+    sha256 = "b6e25ccf4f6172b24f9670c87c8a6258f7e0cbf517ded7c50addd3c01f1e1d44",
+    git_commit = "23bed4b80c5cbc536d3875a71a09d3f6b703fc72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fdcb3cebf1c93eb887cc854ad2b96f8a68aef4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Apr 2021 06:01:34 -0700
Subject: [PATCH 4946/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/347086a4-42a7-4179-8cac-0e9338a7fa9b

PiperOrigin-RevId: 370245267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21ef217dc45..2ce57332b23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6e25ccf4f6172b24f9670c87c8a6258f7e0cbf517ded7c50addd3c01f1e1d44",
-    git_commit = "23bed4b80c5cbc536d3875a71a09d3f6b703fc72",
+    sha256 = "f830eda7a9e885da2c906776d2ed10a07e04001e78e7797396a33753d66de037",
+    git_commit = "8cae746d8449c7dda5298327353d68613f16e798",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d16ab9d508a5c7bfa8746aa10ea582ef1bb74585 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Apr 2021 18:01:20 -0700
Subject: [PATCH 4947/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f7de018-6a04-4e74-910d-1b60d7c7a48f

PiperOrigin-RevId: 370802049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ce57332b23..50558723448 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f830eda7a9e885da2c906776d2ed10a07e04001e78e7797396a33753d66de037",
-    git_commit = "8cae746d8449c7dda5298327353d68613f16e798",
+    sha256 = "020b3a73090eca8dfbaa27d05b19b57fe8d112dc6e4055b66c28c95d3ecddcb9",
+    git_commit = "48eb12101f2201d1565ae6e8aa013fd19c1715c9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51e1e7dc45bc9b4ec1575494dd9c07a420d2a0e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Apr 2021 00:03:15 -0700
Subject: [PATCH 4948/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9bd9dda8-a76d-41e5-a933-06a173fec7f5

PiperOrigin-RevId: 370840716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50558723448..3dbfb4e51fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "020b3a73090eca8dfbaa27d05b19b57fe8d112dc6e4055b66c28c95d3ecddcb9",
-    git_commit = "48eb12101f2201d1565ae6e8aa013fd19c1715c9",
+    sha256 = "6c4175dca1399f65a31dccef18b28b35e4edacdf9554a5f1355e39e8149e7ca3",
+    git_commit = "0a3773ed7b4c1fc60486dddfacbe9a5cbf2b2bdd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 716c9136d440abfd566f9fe1a552392c3e39ba59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Apr 2021 06:01:31 -0700
Subject: [PATCH 4949/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84789fe1-e014-4aec-97e9-b7399784b76d

PiperOrigin-RevId: 370885966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3dbfb4e51fa..6bf6a2eb875 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c4175dca1399f65a31dccef18b28b35e4edacdf9554a5f1355e39e8149e7ca3",
-    git_commit = "0a3773ed7b4c1fc60486dddfacbe9a5cbf2b2bdd",
+    sha256 = "a23d28b50bdf5377278e1057527e35be78571b065b1e8cef5db04d4a1b839696",
+    git_commit = "3ea5323fc345d1e625aba2a937672b0b9eacc7c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From da8f46eb84cf640d769aa60d3937dc197363882e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Apr 2021 12:01:32 -0700
Subject: [PATCH 4950/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7de98a4-bcca-4b64-8b7f-f76db2ef21dd

PiperOrigin-RevId: 370954817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bf6a2eb875..fc93b6c49ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a23d28b50bdf5377278e1057527e35be78571b065b1e8cef5db04d4a1b839696",
-    git_commit = "3ea5323fc345d1e625aba2a937672b0b9eacc7c4",
+    sha256 = "7ad430942cd736ce4c0db66769b672936929f9836e3e835220dc3ae79a36e317",
+    git_commit = "54dbd592d460742c01ceeb43e6d061affbc99151",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 47662c37fe84f7d73f85406f8cd660e4e965862f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Apr 2021 18:01:12 -0700
Subject: [PATCH 4951/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74aef135-a161-4c87-bf59-3758780aeb37

PiperOrigin-RevId: 371024793
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc93b6c49ad..1f0f01b38a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ad430942cd736ce4c0db66769b672936929f9836e3e835220dc3ae79a36e317",
-    git_commit = "54dbd592d460742c01ceeb43e6d061affbc99151",
+    sha256 = "eb887f70aa2199e9dfd40e89bec8258364b8b941bad03157400bda11c931a6c7",
+    git_commit = "4d7db90a95e9bdeb20bbe9cc39b9ab68e35afd6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5bc09998e0043ce72d34b14104379163048406c Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Wed, 28 Apr 2021 22:18:27 -0700
Subject: [PATCH 4952/8103] Replace STL algorithm call with a container method
 (performance-inefficient-algorithm).

PiperOrigin-RevId: 371051135
---
 tensorflow_serving/core/aspired_versions_manager.cc | 11 ++++-------
 1 file changed, 4 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 81893ddb820..f05aee42bf1 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -275,8 +275,8 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
       }
     }
     // If this version is not part of the aspired versions.
-    if (std::find(next_aspired_versions.begin(), next_aspired_versions.end(),
-                  state_snapshot.id.version) == next_aspired_versions.end()) {
+    if (next_aspired_versions.find(state_snapshot.id.version) ==
+        next_aspired_versions.end()) {
       VLOG(1) << "Setting is_aspired=false for " << state_snapshot.id;
       basic_manager_->GetAdditionalServableState<Aspired>(state_snapshot.id)
           ->is_aspired = false;
@@ -297,14 +297,11 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   // need to be added and add them to the harness map.
   for (auto& version : versions) {
     bool should_add = false;
-    if (std::find(additions.begin(), additions.end(), version.id().version) !=
-        additions.end()) {
+    if (additions.find(version.id().version) != additions.end()) {
       should_add = true;
     }
     if (enable_reload_servables_with_error_ &&
-        std::find(current_aspired_versions_with_error.begin(),
-                  current_aspired_versions_with_error.end(),
-                  version.id().version) !=
+        current_aspired_versions_with_error.find(version.id().version) !=
             current_aspired_versions_with_error.end()) {
       ServableId id;
       id.name = std::string(servable_name);

From bb3094914f6a3af7593d586282d922922ffb6010 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Apr 2021 00:01:48 -0700
Subject: [PATCH 4953/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2d02de8a-5397-4796-94e1-04d754f3581b

PiperOrigin-RevId: 371060671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f0f01b38a8..809888f1da9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb887f70aa2199e9dfd40e89bec8258364b8b941bad03157400bda11c931a6c7",
-    git_commit = "4d7db90a95e9bdeb20bbe9cc39b9ab68e35afd6d",
+    sha256 = "04827218454378f5ef6e31d0f652f47a3efa66719a38b83c78d7bd4feaf54a98",
+    git_commit = "22773f5bb2a238267d5d49aadad530585f130769",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a7f85ef8fa2afd85023d76fc34d14996eab29188 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Apr 2021 06:01:28 -0700
Subject: [PATCH 4954/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc7aeddd-e35a-4f6b-807d-2b60e6535006

PiperOrigin-RevId: 371103879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 809888f1da9..055627aebb6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04827218454378f5ef6e31d0f652f47a3efa66719a38b83c78d7bd4feaf54a98",
-    git_commit = "22773f5bb2a238267d5d49aadad530585f130769",
+    sha256 = "3e0cabb07d7e2c150a1622433f6140fb6418e66dba7a67963644750d92b69e92",
+    git_commit = "e6986d372fab4eaf6c68e86f568d0830de41c2f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61ca084e5823977973bf31e72841fc423a8f8027 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 29 Apr 2021 06:03:15 -0700
Subject: [PATCH 4955/8103] Internal change.

PiperOrigin-RevId: 371104163
---
 tensorflow_serving/apis/session_service.proto | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/apis/session_service.proto b/tensorflow_serving/apis/session_service.proto
index cda4bad868c..cf53c548b88 100644
--- a/tensorflow_serving/apis/session_service.proto
+++ b/tensorflow_serving/apis/session_service.proto
@@ -1,12 +1,12 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
-import "tensorflow_serving/apis/model.proto";
 import "tensorflow/core/protobuf/config.proto";
 import "tensorflow/core/protobuf/named_tensor.proto";
+import "tensorflow_serving/apis/model.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 message SessionRunRequest {
   // Model Specification. If version is not specified, will use the latest
@@ -25,6 +25,11 @@ message SessionRunRequest {
   // to but their outputs will not be fetched.
   repeated string target = 4;
 
+  // If true, treat names in feed/fetch/target as alias names than actual tensor
+  // names (that appear in the TF graph). Alias names are resolved to actual
+  // names using `SignatureDef` in SavedModel associated with the model.
+  bool tensor_name_is_alias = 6;
+
   // Options for the run call. **Currently ignored.**
   RunOptions options = 5;
 }

From c80db5ab64f378420c00b52b773cfcea712b8f8d Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 29 Apr 2021 09:11:40 -0700
Subject: [PATCH 4956/8103] Remove unused lambda capture.

PiperOrigin-RevId: 371132724
---
 tensorflow_serving/core/basic_manager_test.cc        | 2 +-
 tensorflow_serving/model_servers/server_core_test.cc | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index ed368c63be6..150378d5920 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -780,7 +780,7 @@ TEST_P(BasicManagerTest, LoadsThenUnloads) {
     for (int i = 0; i < 20; ++i) {
       const ServableId id = {kServableName3, i};
       servables.insert(id);
-      load_executor.Schedule([this, id, &servables]() {
+      load_executor.Schedule([this, id]() {
         TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
             id, [](const Status& status) { TF_ASSERT_OK(status); });
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 7b1df94105e..b3070f35898 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -509,8 +509,8 @@ TEST_P(ServerCoreTest, MultiplePlatformsWithConfigChange) {
     EXPECT_EQ(ServableDataForPlatform(root_path, platform, 0 /* version */),
               *servable_handle);
   };
-  auto verify_model_not_loaded = [&root_path](ServerCore* server_core,
-                                              const string& platform) {
+  auto verify_model_not_loaded = [](ServerCore* server_core,
+                                    const string& platform) {
     ServableHandle<string> servable_handle;
     EXPECT_FALSE(server_core
                      ->GetServableHandle<string>(ModelSpecForPlatform(platform),

From 9b3d4d7c8ab650925e081d295b51bf96c1c89d9d Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 29 Apr 2021 10:56:57 -0700
Subject: [PATCH 4957/8103] Use absl::StrContains instead of find() != npos.

PiperOrigin-RevId: 371157003
---
 tensorflow_serving/util/json_tensor.cc                        | 4 ++--
 .../util/net_http/server/internal/evhttp_request.cc           | 3 ++-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index d9594605a29..c12f7cb97ea 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -149,8 +149,8 @@ bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
     // numbers -- making it difficult for consumers to pick the correct type to
     // store these numbers (note, JSON does not have metadata to describe types.
     // These are inferred from the tokens).
-    if (decimal_str.find('.') == string::npos &&
-        decimal_str.find('e') == string::npos) {
+    if (!absl::StrContains(decimal_str, '.') &&
+        !absl::StrContains(decimal_str, 'e')) {
       absl::StrAppend(&decimal_str, ".0");
     }
   } else if (std::isnan(val)) {
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index 7f52b00f16a..d05db9479dd 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -26,6 +26,7 @@ limitations under the License.
 #include <string>
 #include <vector>
 
+#include "absl/strings/match.h"
 #include "absl/strings/string_view.h"
 #include "absl/types/span.h"
 #include "libevent/include/event2/buffer.h"
@@ -258,7 +259,7 @@ bool EvHTTPRequest::NeedUncompressGzipContent() {
   if (handler_options_ != nullptr &&
       handler_options_->auto_uncompress_input()) {
     auto content_encoding = GetRequestHeader(HTTPHeaders::CONTENT_ENCODING);
-    return content_encoding.find("gzip") != absl::string_view::npos;
+    return absl::StrContains(content_encoding, "gzip");
   }
 
   return false;

From c74fb75f2730184b5ae73cca88b1a1889c46d550 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Apr 2021 12:01:30 -0700
Subject: [PATCH 4958/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90b90255-7fe5-40be-af1c-78a75a25e231

PiperOrigin-RevId: 371171980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 055627aebb6..1c3b44f7aaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e0cabb07d7e2c150a1622433f6140fb6418e66dba7a67963644750d92b69e92",
-    git_commit = "e6986d372fab4eaf6c68e86f568d0830de41c2f2",
+    sha256 = "49c5fc668b70f449428ad7961aa03c3662f8e68a5c5e77d0e5f8c0f0580bedd6",
+    git_commit = "9eac822bb2b3416f25398e44282125d0405d69ba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ffcc4a16c76c4fa1189edd9682fc486442a33e52 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 29 Apr 2021 14:08:16 -0700
Subject: [PATCH 4959/8103] Remove unused "using" decl.

PiperOrigin-RevId: 371200471
---
 tensorflow_serving/core/loader_harness_test.cc        | 2 --
 tensorflow_serving/core/server_request_logger_test.cc | 1 -
 2 files changed, 3 deletions(-)

diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index b2ad23c2f6b..38d1b3adb17 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -32,10 +32,8 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
-using ::testing::_;
 using ::testing::HasSubstr;
 using ::testing::InvokeWithoutArgs;
-using ::testing::InSequence;
 using ::testing::NiceMock;
 using ::testing::Return;
 using ::testing::StrictMock;
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index ad2bca95e4e..f3912da5a65 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -44,7 +44,6 @@ namespace serving {
 namespace {
 
 using ::testing::_;
-using ::testing::HasSubstr;
 using ::testing::Invoke;
 using ::testing::NiceMock;
 

From 05809633f4a26df4c0c2c0d6f20b4b26d375c56b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Apr 2021 18:02:22 -0700
Subject: [PATCH 4960/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22cb8a7d-04ff-4fb6-a929-4fff91ecaeb4

PiperOrigin-RevId: 371243353
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c3b44f7aaa..04262e1cdee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49c5fc668b70f449428ad7961aa03c3662f8e68a5c5e77d0e5f8c0f0580bedd6",
-    git_commit = "9eac822bb2b3416f25398e44282125d0405d69ba",
+    sha256 = "1f151bb4633d4da693b19d1d36ffdf6e45709bbfaf042baf63b209557c220081",
+    git_commit = "8dd6803e2b438b829f864180021ffb3b92c52d06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 56175f0fe554befabf28035f9eb9b3db4f1f41ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Apr 2021 00:01:45 -0700
Subject: [PATCH 4961/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf46c104-0a83-48a3-9da1-5a57079731bf

PiperOrigin-RevId: 371278740
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04262e1cdee..17645069bf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f151bb4633d4da693b19d1d36ffdf6e45709bbfaf042baf63b209557c220081",
-    git_commit = "8dd6803e2b438b829f864180021ffb3b92c52d06",
+    sha256 = "2bb47e54c3012472c6287ac26f2bd66ecf646ca6ac16f3794411c055d6c54a6a",
+    git_commit = "14ff6d859e3b8b925817906b83b3efa183569928",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51dd92c078078e1fa1503ecd98b03d9ba6d7d5b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Apr 2021 06:01:36 -0700
Subject: [PATCH 4962/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1b15be4-6a6e-4948-b5b8-5fc5d2ffbd61

PiperOrigin-RevId: 371318325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17645069bf5..1d1294c4c74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2bb47e54c3012472c6287ac26f2bd66ecf646ca6ac16f3794411c055d6c54a6a",
-    git_commit = "14ff6d859e3b8b925817906b83b3efa183569928",
+    sha256 = "fcb5456df4c583d672f3f32d21c591793959756b206e9d7834f04ea62bc1012d",
+    git_commit = "d735183a884ad1662750658d7292729efed15885",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e48e8126287548f6fed8354b875677fd95f35f2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Apr 2021 12:01:27 -0700
Subject: [PATCH 4963/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1ea0d2b-93d4-4ed1-9491-bd0bd67d5abb

PiperOrigin-RevId: 371377070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d1294c4c74..5bb2a4bce89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcb5456df4c583d672f3f32d21c591793959756b206e9d7834f04ea62bc1012d",
-    git_commit = "d735183a884ad1662750658d7292729efed15885",
+    sha256 = "96299cb5dd718ce2f67dc81ef5e81f11b9cd7013cb18f17f1d0389ae0a0010c6",
+    git_commit = "8a0c6910bc583888486afdeff6112773885835f3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55593aeb8e522bf57c96b31024b7df440c5e1539 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Apr 2021 18:01:29 -0700
Subject: [PATCH 4964/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/69eefaed-6aaf-4b62-9fff-2db2c58c9d8c

PiperOrigin-RevId: 371436551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bb2a4bce89..5596b552301 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96299cb5dd718ce2f67dc81ef5e81f11b9cd7013cb18f17f1d0389ae0a0010c6",
-    git_commit = "8a0c6910bc583888486afdeff6112773885835f3",
+    sha256 = "ee016af07c12dc8d0f5b1e739079264d593cdc92e23a3da519bbbc54bab2ce06",
+    git_commit = "d1c470183d262d9f6a63a2f44141d5c04fcbfd02",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f51900e7f768f11a6052850ad559987591726c45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 May 2021 00:01:26 -0700
Subject: [PATCH 4965/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5dfcdd03-ec62-4b92-813a-92ff1952a2cf

PiperOrigin-RevId: 371462071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5596b552301..dc52ea17dcf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee016af07c12dc8d0f5b1e739079264d593cdc92e23a3da519bbbc54bab2ce06",
-    git_commit = "d1c470183d262d9f6a63a2f44141d5c04fcbfd02",
+    sha256 = "401d2bb20b1fa196749e621fccea162415415cff19939bd0b3a602dfabb353d7",
+    git_commit = "8a9f8e2fa7460a2063ef068110858c3d84cf1a99",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 32c9fbcee9800f24202418b198d0db319ffa1b5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 May 2021 06:01:21 -0700
Subject: [PATCH 4966/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae823961-1623-4d1c-adf0-427e09e3a572

PiperOrigin-RevId: 371486606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc52ea17dcf..5e8d221bd7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "401d2bb20b1fa196749e621fccea162415415cff19939bd0b3a602dfabb353d7",
-    git_commit = "8a9f8e2fa7460a2063ef068110858c3d84cf1a99",
+    sha256 = "238a78e0ecc53548b45f2361ef5de2007eaca0b3940b37889e127f20faf6911a",
+    git_commit = "67261b0bc24a7164a8f25bf6f5b0bf1f2d6b8d09",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca0ee736cf231ce245e35b6d8d72ca0ee91b1562 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 May 2021 12:01:22 -0700
Subject: [PATCH 4967/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c9b8392-9c46-4c75-8e80-e2dfd0480a19

PiperOrigin-RevId: 371507204
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e8d221bd7b..e8e594ff44a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "238a78e0ecc53548b45f2361ef5de2007eaca0b3940b37889e127f20faf6911a",
-    git_commit = "67261b0bc24a7164a8f25bf6f5b0bf1f2d6b8d09",
+    sha256 = "75bd18aab395f79627c36d80f181bd508a8e8b8a947d716953338f8b93c03ce8",
+    git_commit = "cd11ef4bfb8c0769f7ec7c2900e05837bac84bbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68f94dc682a5a8648aa42697f4d0536fbbcec1d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 May 2021 18:01:23 -0700
Subject: [PATCH 4968/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/478bc759-8606-4542-b1b3-a4b369ad66b4

PiperOrigin-RevId: 371527801
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8e594ff44a..eb362f8a57b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75bd18aab395f79627c36d80f181bd508a8e8b8a947d716953338f8b93c03ce8",
-    git_commit = "cd11ef4bfb8c0769f7ec7c2900e05837bac84bbb",
+    sha256 = "52ec748f3155aa7a19b9b3ed367971ba3db25bd155831abe90113b30987aec26",
+    git_commit = "d913cf12d0cca9823cf740a3ccfd2decb963f086",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From edbe5802d33a12d5a0704bcecd5286e825ad2c42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 May 2021 00:01:49 -0700
Subject: [PATCH 4969/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e968de2-9ed1-4866-a7ad-46f2722369b1

PiperOrigin-RevId: 371548359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb362f8a57b..a0c81dbe0a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52ec748f3155aa7a19b9b3ed367971ba3db25bd155831abe90113b30987aec26",
-    git_commit = "d913cf12d0cca9823cf740a3ccfd2decb963f086",
+    sha256 = "8f1d1bbefc406cf6c3cadbe407227714e0215e5ea5f18cb6c19e15818bece37b",
+    git_commit = "93706b000f712cb69ffbaf2ae27e49db5d1512b4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a706709288f8bd1883940c19102f10c8cecfa5a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 May 2021 06:01:40 -0700
Subject: [PATCH 4970/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16158b66-fa92-4cf7-b855-bd92e57baf66

PiperOrigin-RevId: 371571015
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0c81dbe0a1..232a6f39ffa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f1d1bbefc406cf6c3cadbe407227714e0215e5ea5f18cb6c19e15818bece37b",
-    git_commit = "93706b000f712cb69ffbaf2ae27e49db5d1512b4",
+    sha256 = "98a85ae35eac564f472036476edbb8ea05f5eece97d8d6e86b84d8b26b147eaf",
+    git_commit = "92a470b45a19cfcf6955687912e6e5b7255256b2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 02ac1b2ebfb187c8542cda79bd6b9bcf2488fcc3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 May 2021 18:04:01 -0700
Subject: [PATCH 4971/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce7063f9-ee4a-478d-818a-f6c976c48424

PiperOrigin-RevId: 371614978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 232a6f39ffa..641be90e10c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98a85ae35eac564f472036476edbb8ea05f5eece97d8d6e86b84d8b26b147eaf",
-    git_commit = "92a470b45a19cfcf6955687912e6e5b7255256b2",
+    sha256 = "2881563e330ff4d50b19429a1e9f9b856943d22dcb338ce91eb77da29365ff11",
+    git_commit = "72d2c31b674a0817e1a755fb3adf7367a2e96644",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5f556bdead52a39a174877f13a35919c6dc3c90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 May 2021 00:01:18 -0700
Subject: [PATCH 4972/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/493a33a7-1bfe-4e11-8876-b6281c7adabf

PiperOrigin-RevId: 371641899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 641be90e10c..66341fffcfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2881563e330ff4d50b19429a1e9f9b856943d22dcb338ce91eb77da29365ff11",
-    git_commit = "72d2c31b674a0817e1a755fb3adf7367a2e96644",
+    sha256 = "34fb6bdfb9b55d28e835066c05470511dd72157fcbce37b2fa8a752222ebd193",
+    git_commit = "73fb3af47ead97562cd1a60df53981a801d6133b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8293f44bd5c5ecc68636cd0d036234f891d29366 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Mon, 3 May 2021 02:01:17 -0700
Subject: [PATCH 4973/8103] Resize tensors if the dimensions of the tflite and
 tensorflow inputs mismatch, even if the number of elements are the same

PiperOrigin-RevId: 371655644
---
 .../servables/tensorflow/tflite_session.cc    | 12 +++--
 .../tensorflow/tflite_session_test.cc         | 50 +++++++++++++++++++
 2 files changed, 58 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 89eaff25c26..1495c3cc1bb 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -199,9 +199,14 @@ Status SetInputAndInvokeMiniBatch(
             "Batch parallelism should not be enabled for non-string inputs");
       }
       auto tensor_bytes = tf_input_tensor->tensor_data();
-      if (tensor_bytes.size() != tflite_input_tensor->bytes) {
-        if (interpreter->ResizeInputTensor(
-                tflite_input_idx, TensorDims(tf_input_tensor)) != kTfLiteOk) {
+      std::vector<int> tf_dims = TensorDims(tf_input_tensor);
+      std::vector<int> tflite_dims(
+          tflite_input_tensor->dims->data,
+          tflite_input_tensor->dims->data + tflite_input_tensor->dims->size);
+      if (tensor_bytes.size() != tflite_input_tensor->bytes ||
+          tf_dims != tflite_dims) {
+        if (interpreter->ResizeInputTensor(tflite_input_idx, tf_dims) !=
+            kTfLiteOk) {
           return errors::Internal(
               "Failed to resize input tensor: ", tflite_input_tensor->name,
               " from ", tflite_input_tensor->bytes, " to ", tensor_bytes.size(),
@@ -354,7 +359,6 @@ Status RunBatchParallel(
   TF_RETURN_IF_ERROR(CreateOutputTensors(
       interpreter_pool, output_tensor_names, output_tensor_to_index,
       tflite_idx_to_output_tensor, outputs, true, actual_batch_size));
-
   // Set the contents of the return tensors.
   for (size_t i = 0; i < num_minibatches; ++i) {
     TF_RETURN_IF_ERROR(SetMiniBatchOutput(
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index a31bd33d90c..d22f447f59f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -132,6 +132,56 @@ TEST(TfLiteSession, BasicTest) {
   }
 }
 
+TEST(TfLiteSession, ResizeWithSameNumElementsTest) {
+  string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(tensorflow::Env::Default(),
+                                test_util::TestSrcDirPath(kTestModel),
+                                &model_bytes));
+
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> session;
+  tensorflow::SessionOptions options;
+  TF_ASSERT_OK(TfLiteSession::Create(
+      std::move(model_bytes), options, absl::GetFlag(FLAGS_num_pools),
+      absl::GetFlag(FLAGS_num_tflite_interpreters), &session, &signatures));
+  EXPECT_EQ(signatures.size(), 1);
+  EXPECT_EQ(signatures.begin()->first, "serving_default");
+  EXPECT_THAT(signatures.begin()->second, test_util::EqualsProto(R"pb(
+                inputs {
+                  key: "x"
+                  value {
+                    name: "x"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                outputs {
+                  key: "y"
+                  value {
+                    name: "y"
+                    dtype: DT_FLOAT
+                    tensor_shape {
+                      dim { size: 1 }
+                      dim { size: 1 }
+                    }
+                  }
+                }
+                method_name: "tensorflow/serving/predict"
+              )pb"));
+  Tensor input = test::AsTensor<float>({2.0}, TensorShape({1}));
+  {
+    // Use TF Lite tensor names.
+    std::vector<Tensor> outputs;
+    TF_EXPECT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
+    ASSERT_EQ(outputs.size(), 1);
+    test::ExpectTensorEqual<float>(
+        outputs[0], test::AsTensor<float>({3.0}, TensorShape({1})));
+  }
+}
+
 TEST(TfLiteSession, ModelFromLegacyConverterWithSigdef) {
   // A model converted with TF v1 converter, having a signature def.
   // The signature def references an input tensor named "tflite_input:0", but

From c475bd63a0b0fbd40bb840efcd93d348974418fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 May 2021 06:04:07 -0700
Subject: [PATCH 4974/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/716aacb8-84bb-472c-8af0-318d0d6a503f

PiperOrigin-RevId: 371681619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66341fffcfa..7cfec4bff20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34fb6bdfb9b55d28e835066c05470511dd72157fcbce37b2fa8a752222ebd193",
-    git_commit = "73fb3af47ead97562cd1a60df53981a801d6133b",
+    sha256 = "3662d2d9d59e02c994663ff9eccbf261f07436ceb8e39e689c7c77f62a6e5710",
+    git_commit = "7f6b36d5a511fd3fb5421551eb4e5a9eff5c61fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 480b668fbca08b2279448a17af9f92a5bf2544dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 May 2021 12:01:22 -0700
Subject: [PATCH 4975/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a422ff7-0b9e-4470-840c-9cee96477b06

PiperOrigin-RevId: 371747522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cfec4bff20..43f1bebe93b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3662d2d9d59e02c994663ff9eccbf261f07436ceb8e39e689c7c77f62a6e5710",
-    git_commit = "7f6b36d5a511fd3fb5421551eb4e5a9eff5c61fc",
+    sha256 = "673cf6ec209bbdfd7aef466011ee17128aad5dcf4736c80149c7c83eb53e10d9",
+    git_commit = "90ed61e99f5768854f252bfc669d4160e38b84b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e03506a28ed48bdd82af5d6e75054d675ece944a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 May 2021 18:01:20 -0700
Subject: [PATCH 4976/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45efe685-0d78-40c9-b723-365b7c98f596

PiperOrigin-RevId: 371817373
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43f1bebe93b..3bbee376130 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "673cf6ec209bbdfd7aef466011ee17128aad5dcf4736c80149c7c83eb53e10d9",
-    git_commit = "90ed61e99f5768854f252bfc669d4160e38b84b8",
+    sha256 = "e5ac78ab4ce42c4a6f1a0b2abfb3f01354bb329e86b05dc5bf0530bd7a2e54fa",
+    git_commit = "21e2da0326e370dca5c2727efb9f336e0009afbd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f7e771d306bb2d5baac2b980da0d4e70063311b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 May 2021 00:01:28 -0700
Subject: [PATCH 4977/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5cca007-1989-46c5-8d40-79203e461c61

PiperOrigin-RevId: 371854779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3bbee376130..0b582075e7a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5ac78ab4ce42c4a6f1a0b2abfb3f01354bb329e86b05dc5bf0530bd7a2e54fa",
-    git_commit = "21e2da0326e370dca5c2727efb9f336e0009afbd",
+    sha256 = "c6f7aaee9ea22e6128e3d88f60d816fdb3f141def7bc3e2ce40be4f5ede34432",
+    git_commit = "27bd8aaa7b58d2591fed43a6c245f3037664cfb1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62ecf06c72744336552e9093d29e9ae1156e84db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 May 2021 06:01:40 -0700
Subject: [PATCH 4978/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/634c720c-39c4-44e9-880a-fca931212fcc

PiperOrigin-RevId: 371897528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b582075e7a..bb1b0c580c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6f7aaee9ea22e6128e3d88f60d816fdb3f141def7bc3e2ce40be4f5ede34432",
-    git_commit = "27bd8aaa7b58d2591fed43a6c245f3037664cfb1",
+    sha256 = "5b5e9f92856cddba09bc436d044137ba11a4f4584c57142c42195baf98907549",
+    git_commit = "38dc3cc0278a0e91247c872799e2c49bce831bb2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68d6eb313aa17cd16e923f333e8ca45ca9cd1220 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 May 2021 12:01:21 -0700
Subject: [PATCH 4979/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df46cdb2-3586-4a78-b2e0-23de1fd92729

PiperOrigin-RevId: 371965018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb1b0c580c9..36818bdc905 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b5e9f92856cddba09bc436d044137ba11a4f4584c57142c42195baf98907549",
-    git_commit = "38dc3cc0278a0e91247c872799e2c49bce831bb2",
+    sha256 = "0b68d164f8e2e3dfc9e86acaa3e8179a5ef63efb73b6295d69fd7bc23ef12c48",
+    git_commit = "0f2fdd0f8bc15eab355252377f864592dd5f7026",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d763e0066d9ee0cd1dce8155e3c740a7f6e8b8a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 May 2021 18:01:48 -0700
Subject: [PATCH 4980/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17faaf42-37cb-49e8-92b6-78d312ad7e56

PiperOrigin-RevId: 372033293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36818bdc905..d7fe11e71e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b68d164f8e2e3dfc9e86acaa3e8179a5ef63efb73b6295d69fd7bc23ef12c48",
-    git_commit = "0f2fdd0f8bc15eab355252377f864592dd5f7026",
+    sha256 = "6e9f36f1fa6a65f6b482f8a8fd40c132d448ff8775b076dc1716651dfa31760c",
+    git_commit = "6b746d6631b9dce36303ecac26b70fef9a9d8cea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25661e8617b1349f85486511922fc381546f6dca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 May 2021 00:01:50 -0700
Subject: [PATCH 4981/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1588176-c03a-44fc-9778-76235ca6a243

PiperOrigin-RevId: 372068081
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7fe11e71e9..126bca588f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e9f36f1fa6a65f6b482f8a8fd40c132d448ff8775b076dc1716651dfa31760c",
-    git_commit = "6b746d6631b9dce36303ecac26b70fef9a9d8cea",
+    sha256 = "69427fcccdae8d60976325e492a871aade41061c9e24ee771a953e180bf3373b",
+    git_commit = "e7a0ac6d1ce98177caadcd60e7e8f1ff5245c7ef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2476f9c11d625e0bae8b1af8ccb5264ddb59349c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 May 2021 06:01:25 -0700
Subject: [PATCH 4982/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ce9d4da-1dc2-4666-b4eb-e583153198d2

PiperOrigin-RevId: 372109909
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 126bca588f1..89e858f06ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69427fcccdae8d60976325e492a871aade41061c9e24ee771a953e180bf3373b",
-    git_commit = "e7a0ac6d1ce98177caadcd60e7e8f1ff5245c7ef",
+    sha256 = "0894533ce129202759e59d201ce4c8e690b3e2f62dc56d4325f8f15f61c4e63f",
+    git_commit = "7cfcace858cb3ea1b0b21a18ccb2121ef2e8a7f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 491d6a7745ed1ad470320642a4223e899717e11b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 May 2021 12:01:30 -0700
Subject: [PATCH 4983/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dda520ff-8144-477e-9d57-d2fb8213a2b5

PiperOrigin-RevId: 372177316
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89e858f06ea..9da6719ba5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0894533ce129202759e59d201ce4c8e690b3e2f62dc56d4325f8f15f61c4e63f",
-    git_commit = "7cfcace858cb3ea1b0b21a18ccb2121ef2e8a7f1",
+    sha256 = "56b05652df395523d3dcf640616d6aab473f49a391cc5be5699467ac5e872cf3",
+    git_commit = "bc624ed5793b29cab93d29376d7c7b91c7c6b53c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9aff31bfcb52e3baec1e6924d2224eabf458b36e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 May 2021 18:02:55 -0700
Subject: [PATCH 4984/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24d921a4-cbdb-4f06-a26f-6223d0259a86

PiperOrigin-RevId: 372246101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9da6719ba5b..2c7d35cc006 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56b05652df395523d3dcf640616d6aab473f49a391cc5be5699467ac5e872cf3",
-    git_commit = "bc624ed5793b29cab93d29376d7c7b91c7c6b53c",
+    sha256 = "43ac50597ea9564f62f455f9992ecfed77d07ebaaaa17156651f42a597dbd6b6",
+    git_commit = "f15fbec84874d41592dd8622e784e455f5b580f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e52d2e47011af8d16dc2063c9b7f5e3bc7ad58d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 May 2021 00:01:44 -0700
Subject: [PATCH 4985/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2875fe28-a134-4edc-a95e-2a9cf802c2db

PiperOrigin-RevId: 372284519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c7d35cc006..482cf5bbd07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43ac50597ea9564f62f455f9992ecfed77d07ebaaaa17156651f42a597dbd6b6",
-    git_commit = "f15fbec84874d41592dd8622e784e455f5b580f4",
+    sha256 = "946aefe2b63b1d193712cd2b1e9c36044ecc545848f88d703ca7d8ecc9206d81",
+    git_commit = "fdbe5918f83cf97fac8fcee7a0c53a2315c67ef0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fca6b49aa0dcb3455468e0b09d457ca8855716fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 May 2021 06:01:29 -0700
Subject: [PATCH 4986/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7862d3b-3fd7-4424-8f7a-cc20627733ba

PiperOrigin-RevId: 372326012
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 482cf5bbd07..69007566959 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "946aefe2b63b1d193712cd2b1e9c36044ecc545848f88d703ca7d8ecc9206d81",
-    git_commit = "fdbe5918f83cf97fac8fcee7a0c53a2315c67ef0",
+    sha256 = "dab77b04ae855f87c4551b5c9fc015b7f52888bc174bd8c218a8291cde9a3a74",
+    git_commit = "d0a907461fa860e03d2eabfc257fb177e9741520",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bd24e5119fba8261ab7c6fcda449a6c631461e0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 May 2021 12:01:27 -0700
Subject: [PATCH 4987/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e64f81b-a185-42f8-abb6-2b2fa8411d7c

PiperOrigin-RevId: 372393706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69007566959..a2e5748e1a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dab77b04ae855f87c4551b5c9fc015b7f52888bc174bd8c218a8291cde9a3a74",
-    git_commit = "d0a907461fa860e03d2eabfc257fb177e9741520",
+    sha256 = "002d5b8886e743b950f5830f394ccf43c63f637be5ad2f656b146af78f3baba8",
+    git_commit = "05963dfc0aea5f8b26f0f85a84787b3f4f771db0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b73e762455974eae22566eea376c515f27f920d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 May 2021 18:01:36 -0700
Subject: [PATCH 4988/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd2972c2-cf9e-4b01-b5d9-edee2fb9a7f0

PiperOrigin-RevId: 372462162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2e5748e1a0..5d8c9ccf11d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "002d5b8886e743b950f5830f394ccf43c63f637be5ad2f656b146af78f3baba8",
-    git_commit = "05963dfc0aea5f8b26f0f85a84787b3f4f771db0",
+    sha256 = "de80eaac4d19804745563833fdb52f62bf0aeacdfa607e430ba69f613cb0d8b5",
+    git_commit = "bfd15af8cb02a7d1351dc981ab94a461fdbb96ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 451c083e21299b935b3743bd7cd0ca39a214a9a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 May 2021 00:01:52 -0700
Subject: [PATCH 4989/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d3072a4b-e4aa-492c-821e-455e5f403c8c

PiperOrigin-RevId: 372499585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d8c9ccf11d..68da5058ef3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de80eaac4d19804745563833fdb52f62bf0aeacdfa607e430ba69f613cb0d8b5",
-    git_commit = "bfd15af8cb02a7d1351dc981ab94a461fdbb96ec",
+    sha256 = "24f22193ae4bbd0b16d5ac86b1224bb49871d2a40800946c6fa506b16c51862a",
+    git_commit = "a5b6dcb32636042e99255473159e21ca34fbd15f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39dd8b0cd19ec53caa1fba1f30cf0e84253249f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 May 2021 06:01:46 -0700
Subject: [PATCH 4990/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46963d18-7a57-437c-9f64-a862f06f9697

PiperOrigin-RevId: 372540390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68da5058ef3..e5e634a8e0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24f22193ae4bbd0b16d5ac86b1224bb49871d2a40800946c6fa506b16c51862a",
-    git_commit = "a5b6dcb32636042e99255473159e21ca34fbd15f",
+    sha256 = "c615b0a1d01e4d1a1d481af4488bb1b0e6c09ed4b1289d932d7741e2e84b81d7",
+    git_commit = "baecdb1260d1efad4ef29dcfee0082ca8c86e37e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 93579639efb1e69288b137b10d72dda176245a51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 May 2021 12:01:33 -0700
Subject: [PATCH 4991/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a1da71a-7b79-43d2-b8d0-be327be28dd0

PiperOrigin-RevId: 372601049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5e634a8e0e..fa57d210208 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c615b0a1d01e4d1a1d481af4488bb1b0e6c09ed4b1289d932d7741e2e84b81d7",
-    git_commit = "baecdb1260d1efad4ef29dcfee0082ca8c86e37e",
+    sha256 = "2419c05fd86bfd18334715456e58ff32f9ea264cf3667ea1fd517aeb85c7a128",
+    git_commit = "7ca63bf00a81f20f73d629d86e94eb4a132eb5f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12bbcedb6a30f66c4bf05816aabdac977e0871b4 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Fri, 7 May 2021 17:23:27 -0700
Subject: [PATCH 4992/8103] Make Internal Change.

PiperOrigin-RevId: 372657493
---
 .../servables/tensorflow/saved_model_warmup_test_util.cc | 9 +++++----
 .../servables/tensorflow/saved_model_warmup_test_util.h  | 6 +++++-
 2 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index 63cbee86bae..5481a8c5eb6 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/framework/types.pb.h"
 #include "tensorflow/core/platform/env.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
 
 namespace tensorflow {
 namespace serving {
@@ -122,10 +123,10 @@ Status WriteWarmupDataAsSerializedProtos(
   return Status::OK();
 }
 
-void AddMixedWarmupData(std::vector<string>* warmup_records) {
-  for (auto& log_type :
-       {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
-        PredictionLog::kPredictLog, PredictionLog::kMultiInferenceLog}) {
+void AddMixedWarmupData(
+    std::vector<string>* warmup_records,
+    const std::vector<PredictionLog::LogTypeCase>& log_types) {
+  for (auto& log_type : log_types) {
     PredictionLog prediction_log;
     PopulatePredictionLog(&prediction_log, log_type);
     warmup_records->push_back(prediction_log.SerializeAsString());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
index 69dd5ecb8aa..a542d46ca7f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
@@ -57,7 +57,11 @@ Status WriteWarmupDataAsSerializedProtos(
     const string& fname, const std::vector<string>& warmup_records,
     int num_warmup_records);
 
-void AddMixedWarmupData(std::vector<string>* warmup_records);
+void AddMixedWarmupData(
+    std::vector<string>* warmup_records,
+    const std::vector<PredictionLog::LogTypeCase>& log_types = {
+        PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
+        PredictionLog::kPredictLog, PredictionLog::kMultiInferenceLog});
 
 // Creates a test SignatureDef with the given parameters
 SignatureDef CreateSignatureDef(const string& method_name,

From ac97b7da94ec4c35761ae51044a2eed2b41d65c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 May 2021 18:01:47 -0700
Subject: [PATCH 4993/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b95d588-896b-4b1e-b4ea-f818213018e0

PiperOrigin-RevId: 372661167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa57d210208..40879526c23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2419c05fd86bfd18334715456e58ff32f9ea264cf3667ea1fd517aeb85c7a128",
-    git_commit = "7ca63bf00a81f20f73d629d86e94eb4a132eb5f2",
+    sha256 = "84ac0285381630f810fbf02bbe7efb9c1d1409e34b922384670deb9c9044c3c4",
+    git_commit = "8ee2a69441c5f23b875fde54f729fa8952ef6391",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 69a39fddcb67b92271be3873b66f62a4f877937a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 May 2021 00:03:50 -0700
Subject: [PATCH 4994/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51488793-8fb1-472e-82c3-7c564355fd56

PiperOrigin-RevId: 372688115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40879526c23..f6fede63fda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84ac0285381630f810fbf02bbe7efb9c1d1409e34b922384670deb9c9044c3c4",
-    git_commit = "8ee2a69441c5f23b875fde54f729fa8952ef6391",
+    sha256 = "34a105f4345e8190bfce01099612b4a412d7d80ff265a8468b8e17ead247f715",
+    git_commit = "04f654efc697cd08a67760d0b67990dd69336cf8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 41417c323f739ebadf13984eb0a5c1768659d40e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 May 2021 06:01:35 -0700
Subject: [PATCH 4995/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8dccffde-e5fc-4dd0-a753-34e0c810f031

PiperOrigin-RevId: 372712095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6fede63fda..deac65e7041 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34a105f4345e8190bfce01099612b4a412d7d80ff265a8468b8e17ead247f715",
-    git_commit = "04f654efc697cd08a67760d0b67990dd69336cf8",
+    sha256 = "eba6c3c4ee52192c6e338fdc208092fe4e6e9bea51ce66bb60849820dec7da7f",
+    git_commit = "e16d586818d5589720b5365a9eb6c78bff3c6aa3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2082cddd18907b174d8df7913da050571ff8ee9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 May 2021 18:01:40 -0700
Subject: [PATCH 4996/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfab9644-e121-4e31-a1df-eba4e7c51db1

PiperOrigin-RevId: 372753458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index deac65e7041..00ed9b1be19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eba6c3c4ee52192c6e338fdc208092fe4e6e9bea51ce66bb60849820dec7da7f",
-    git_commit = "e16d586818d5589720b5365a9eb6c78bff3c6aa3",
+    sha256 = "0a5d303af0b661369990d45980fedae66b6dd55ebb3954194c1578d5da05ee1c",
+    git_commit = "f8730af128700a774b86307f9e7efd7f19806446",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 271bd9ccb0929809fd4e24c4d91222d50b57d63c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 May 2021 06:01:23 -0700
Subject: [PATCH 4997/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/356ae6c4-0eb7-44bb-a486-9f8316b1659c

PiperOrigin-RevId: 372795701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00ed9b1be19..e7552334c91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a5d303af0b661369990d45980fedae66b6dd55ebb3954194c1578d5da05ee1c",
-    git_commit = "f8730af128700a774b86307f9e7efd7f19806446",
+    sha256 = "cfbc80dbffcd6ed7fd7d7b539028703c54390eaa67d89e6ca13c4be74f2f4d8b",
+    git_commit = "e712d5f6a558ef87b7c8e25b68f7556de7690478",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f659b272c5f0674b6cdf7f2b2481f6667b7ee9dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 May 2021 12:01:51 -0700
Subject: [PATCH 4998/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c82a263-5114-45e0-bd37-f23843a8211e

PiperOrigin-RevId: 372816365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7552334c91..db333e35f94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfbc80dbffcd6ed7fd7d7b539028703c54390eaa67d89e6ca13c4be74f2f4d8b",
-    git_commit = "e712d5f6a558ef87b7c8e25b68f7556de7690478",
+    sha256 = "267834595d531bc5c7e47e593112bcdf6294de917d5966124730fc6a44f03855",
+    git_commit = "6bba1b6e6d0a3d57258acd204987869806b3a852",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 08c074cadc8c7c2bacd39fca49b6c0498855fd1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 May 2021 00:01:46 -0700
Subject: [PATCH 4999/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/365f04c9-9292-4720-96d3-a30e8a645e26

PiperOrigin-RevId: 372867254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db333e35f94..7a17e1d7f74 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "267834595d531bc5c7e47e593112bcdf6294de917d5966124730fc6a44f03855",
-    git_commit = "6bba1b6e6d0a3d57258acd204987869806b3a852",
+    sha256 = "aaab8df00368562f2366f397adae44c510bf305e0094ecc2fe4756b3e3ebbac9",
+    git_commit = "0daf99950c1071c56fa042aed9e4acff145c6c91",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e44d4a442b854e0d2672caa97a1273e67c86f48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 May 2021 06:01:35 -0700
Subject: [PATCH 5000/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c403b9e-5581-40c9-aa50-a78989e24e6a

PiperOrigin-RevId: 372910962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a17e1d7f74..9ef44139095 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aaab8df00368562f2366f397adae44c510bf305e0094ecc2fe4756b3e3ebbac9",
-    git_commit = "0daf99950c1071c56fa042aed9e4acff145c6c91",
+    sha256 = "1e1736a759650d33a636fd71b73044adefd973a1720f972b99788a04f82d4030",
+    git_commit = "d7157e466e1acf0ae9711885cac4efa4e8b643ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9ec08058d58e52c023f54487b1e47b83a9311aeb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 May 2021 12:02:09 -0700
Subject: [PATCH 5001/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/099feb87-fe89-4587-9a2f-30ca05761cd4

PiperOrigin-RevId: 372981497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ef44139095..57b8e4c1448 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e1736a759650d33a636fd71b73044adefd973a1720f972b99788a04f82d4030",
-    git_commit = "d7157e466e1acf0ae9711885cac4efa4e8b643ea",
+    sha256 = "e11d728e7ed554fa9493877ea5b86641a0914193ca768c3f2e7fcba57bd388e6",
+    git_commit = "d98faadf1fbd439dd65a62fa66fdee0dcbedc874",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98fdc8299bb158df17ea7e4ea5223d840e4b491f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 May 2021 18:01:48 -0700
Subject: [PATCH 5002/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fabb6a10-d552-4575-9384-9a9b6b205501

PiperOrigin-RevId: 373051576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57b8e4c1448..536ba6719ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e11d728e7ed554fa9493877ea5b86641a0914193ca768c3f2e7fcba57bd388e6",
-    git_commit = "d98faadf1fbd439dd65a62fa66fdee0dcbedc874",
+    sha256 = "1f908444f7f75fbd7aac13be8a047b999536343e3bf8c435f40a7659709b4ebc",
+    git_commit = "90fd69520f96c018bb134108c19282a774b4b4f8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d015baf4a27de39fdb797f814a237d4ff575ffb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 May 2021 00:01:42 -0700
Subject: [PATCH 5003/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0c29be1-d2f8-48e3-9c92-521bb278b425

PiperOrigin-RevId: 373090641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 536ba6719ab..c44a938ada6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f908444f7f75fbd7aac13be8a047b999536343e3bf8c435f40a7659709b4ebc",
-    git_commit = "90fd69520f96c018bb134108c19282a774b4b4f8",
+    sha256 = "1db4027aa1e96fc01d43de5c6832bc98da8a0c3e5b80278d3b062af8e0ad64d6",
+    git_commit = "e890c0c88dc1d4ffdbecc89dc39cd7dd33ce6136",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 63a32d344122f284acef56ea93b1cd3b3f240e57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 May 2021 06:01:21 -0700
Subject: [PATCH 5004/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70ec6d63-42e0-44c3-96db-56ec189866ba

PiperOrigin-RevId: 373133648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c44a938ada6..a716927191a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1db4027aa1e96fc01d43de5c6832bc98da8a0c3e5b80278d3b062af8e0ad64d6",
-    git_commit = "e890c0c88dc1d4ffdbecc89dc39cd7dd33ce6136",
+    sha256 = "ed30e1529cf883dfa350f412a12b00ccf0bba6faee390ccec4185752050ebcae",
+    git_commit = "f16473d057f382c2e1f58648b76152c56c54f456",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c23f9280564bb0b39794f87040fc4bcf8376a33c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 May 2021 12:01:18 -0700
Subject: [PATCH 5005/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a11e923-c559-4b56-a86c-c7ea3e7411fa

PiperOrigin-RevId: 373202897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a716927191a..097ad13f981 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed30e1529cf883dfa350f412a12b00ccf0bba6faee390ccec4185752050ebcae",
-    git_commit = "f16473d057f382c2e1f58648b76152c56c54f456",
+    sha256 = "62c63135e24f7cefae04058b06c4b1f59387344aa230ce8aa4dd4ac90f9b1ef9",
+    git_commit = "b214a073fbdc9d47a22d6da023cfb0d5316a1747",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 03d3832ba99f8267c4e3bb64930731209b9942f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 May 2021 18:01:29 -0700
Subject: [PATCH 5006/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf005ce1-8d5c-4469-b94e-e5c53ea4dd17

PiperOrigin-RevId: 373271013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 097ad13f981..0e7e45d1d03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62c63135e24f7cefae04058b06c4b1f59387344aa230ce8aa4dd4ac90f9b1ef9",
-    git_commit = "b214a073fbdc9d47a22d6da023cfb0d5316a1747",
+    sha256 = "8540da0f3d911c37b9c52bd43c77458d1d3e900a128ba42fb690018c78b51521",
+    git_commit = "ff4e72d780510cc1b676411cb82792282b6b2b8a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 63d2975dd0b7fa2453ded07851e926b9850fb554 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 May 2021 00:01:37 -0700
Subject: [PATCH 5007/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70d751ae-fd8b-4ed3-96ce-88b060fb8a57

PiperOrigin-RevId: 373309434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e7e45d1d03..755a6586a13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8540da0f3d911c37b9c52bd43c77458d1d3e900a128ba42fb690018c78b51521",
-    git_commit = "ff4e72d780510cc1b676411cb82792282b6b2b8a",
+    sha256 = "a8d244959e17476117e902bb7d8a107a4d6884262afde41ead3538afd25d737b",
+    git_commit = "8a1405a59b2a26125715ee167ac0982dfdb17dbe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 519b681d61d399d42dab991a54907de5764028a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 May 2021 06:01:37 -0700
Subject: [PATCH 5008/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51574b9b-0b68-4a43-9bc6-dcccee49c3a9

PiperOrigin-RevId: 373352804
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 755a6586a13..a647ed1d03c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8d244959e17476117e902bb7d8a107a4d6884262afde41ead3538afd25d737b",
-    git_commit = "8a1405a59b2a26125715ee167ac0982dfdb17dbe",
+    sha256 = "462494aca65923cd8e1392285117daa9dfea2ccd01bf2e23ed86bd06c952a466",
+    git_commit = "c37552dbb57a0604b1550e0c9e368405985a8755",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 81dd0303e2eedecf3554e970f160a17d8d77ab85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 May 2021 12:01:28 -0700
Subject: [PATCH 5009/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3b5d09e-835a-4dea-be66-9f07290c4e07

PiperOrigin-RevId: 373420438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a647ed1d03c..5721040b3d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "462494aca65923cd8e1392285117daa9dfea2ccd01bf2e23ed86bd06c952a466",
-    git_commit = "c37552dbb57a0604b1550e0c9e368405985a8755",
+    sha256 = "7a7759b690f907df8a01ce138473364ec9452816090dcffbd2b7af515c7c9485",
+    git_commit = "2f2aa0fe01244436f77e85839fa0a7cdbb8b9a0e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86334156dad786ce3061c3f40f1a608556b6534d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 May 2021 18:01:39 -0700
Subject: [PATCH 5010/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13dc7620-66e9-43cf-a140-6066b865bb14

PiperOrigin-RevId: 373491030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5721040b3d6..fbca1bb3b81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a7759b690f907df8a01ce138473364ec9452816090dcffbd2b7af515c7c9485",
-    git_commit = "2f2aa0fe01244436f77e85839fa0a7cdbb8b9a0e",
+    sha256 = "5fe56015027ad8ab8a999a00dac0534ed328e3557ab7b8d6661e54ed9b9bbee7",
+    git_commit = "bcf28627b3d8161fb53274ac0eeb11c5d59bdafe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 693f7b2c9420bc8592ab61bad09637195a277c92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 May 2021 00:01:44 -0700
Subject: [PATCH 5011/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35fa34b5-634e-49d8-9808-d0caf73cd757

PiperOrigin-RevId: 373526421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbca1bb3b81..3a89327b6ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fe56015027ad8ab8a999a00dac0534ed328e3557ab7b8d6661e54ed9b9bbee7",
-    git_commit = "bcf28627b3d8161fb53274ac0eeb11c5d59bdafe",
+    sha256 = "8c7033704521fdc1262820d4bc2bad9dcbbaf5896c1816e0fa03954107643b5d",
+    git_commit = "5bafaa70ef7d47a92f80fb9c5915067d4dbee772",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d5483067ecfcf5f76565d7906e738373a8ff6535 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 May 2021 06:01:41 -0700
Subject: [PATCH 5012/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e750b7a-beac-42a7-ba71-a92f346afb8e

PiperOrigin-RevId: 373562897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a89327b6ca..68aacecb906 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c7033704521fdc1262820d4bc2bad9dcbbaf5896c1816e0fa03954107643b5d",
-    git_commit = "5bafaa70ef7d47a92f80fb9c5915067d4dbee772",
+    sha256 = "4f82d01f773ce71dd574d1cd5611694da60b91bbec79fb9587360fbfba4e3363",
+    git_commit = "24d9b7c938698d3182c03c096f02bcb4cfe2e434",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61f9ebe2713ef1d4021cf8574169c821ff76f8a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 May 2021 12:01:36 -0700
Subject: [PATCH 5013/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/761f978c-bac0-4da2-9265-29f7eff4dc82

PiperOrigin-RevId: 373626981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68aacecb906..b3855b5782b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f82d01f773ce71dd574d1cd5611694da60b91bbec79fb9587360fbfba4e3363",
-    git_commit = "24d9b7c938698d3182c03c096f02bcb4cfe2e434",
+    sha256 = "59ca0f9ff755693e1b4d2657e71b7d9e1af98e927a5bab9087da2191a21771c2",
+    git_commit = "6721d4e43386384e69fd348c7e1b9a5722752ede",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a791a90cbd868b4c986cd2ca0bb5d8ef3009cec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 May 2021 18:01:55 -0700
Subject: [PATCH 5014/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a10d86b0-19da-4f52-8249-d56eec5bfec5

PiperOrigin-RevId: 373696252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3855b5782b..b46315cb8dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59ca0f9ff755693e1b4d2657e71b7d9e1af98e927a5bab9087da2191a21771c2",
-    git_commit = "6721d4e43386384e69fd348c7e1b9a5722752ede",
+    sha256 = "2895b742b75acbadaad6cc5d051b797e686d920968f26e2f5783955e3bded11f",
+    git_commit = "4d02cb37152c2199585fc9092dd0a0e17b73d5e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4212fe0b0d7ef1d7db79e143a4e4b6a5e1da6646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 May 2021 00:01:35 -0700
Subject: [PATCH 5015/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8fb26eb6-cd0b-4979-b93c-2d71bae162d7

PiperOrigin-RevId: 373732544
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b46315cb8dc..bc2fa60b8a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2895b742b75acbadaad6cc5d051b797e686d920968f26e2f5783955e3bded11f",
-    git_commit = "4d02cb37152c2199585fc9092dd0a0e17b73d5e2",
+    sha256 = "793de3b49f3b3699b1ee3450275bcb757837567734a5fc6706c4ed9ffb4c06b0",
+    git_commit = "d2953ce0d43781886b8976ceecaf1092656d90e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 124b5111f289ab551fd219ec3ceb2a13fa13c5d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 May 2021 06:01:54 -0700
Subject: [PATCH 5016/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9267088f-a6d7-410a-840b-5fb514b5e876

PiperOrigin-RevId: 373771283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc2fa60b8a3..89eb704092a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "793de3b49f3b3699b1ee3450275bcb757837567734a5fc6706c4ed9ffb4c06b0",
-    git_commit = "d2953ce0d43781886b8976ceecaf1092656d90e3",
+    sha256 = "68d0e5fd6fb98d6cf77c3ed3899fc450d87fe84485c51091de83bff6a4dfb982",
+    git_commit = "aa0a30013f9bd04a36eb02d115d31763429c381c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7f894c79fce5e58758f3cb49e858a16e3602ae80 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 14 May 2021 09:26:23 -0700
Subject: [PATCH 5017/8103] Move status_proto to public visible apis/ (it being
 used by public API protos)

PiperOrigin-RevId: 373803959
---
 tensorflow_serving/apis/BUILD                 | 28 ++++++++++++++++---
 .../apis/get_model_status.proto               |  6 ++--
 .../apis/model_management.proto               |  5 ++--
 .../{util => apis}/status.proto               |  0
 tensorflow_serving/model_servers/BUILD        |  2 +-
 .../model_servers/get_model_status_impl.cc    |  2 +-
 .../get_model_status_impl_test.cc             |  2 +-
 tensorflow_serving/tools/pip_package/BUILD    |  2 +-
 .../tools/pip_package/build_pip_package.sh    |  5 ----
 tensorflow_serving/util/BUILD                 | 25 ++---------------
 tensorflow_serving/util/status_util.h         |  2 +-
 11 files changed, 37 insertions(+), 42 deletions(-)
 rename tensorflow_serving/{util => apis}/status.proto (100%)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f7b32aac83e..f6ad81bccea 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -200,13 +200,33 @@ serving_go_grpc_library(
     deps = [":prediction_service_go_proto"],
 )
 
+serving_proto_library(
+    name = "status_proto",
+    srcs = ["status.proto"],
+    cc_api_version = 2,
+    deps = [
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
+    ],
+)
+
+serving_proto_library_py(
+    name = "status_proto_py_pb2",
+    srcs = ["status.proto"],
+    proto_library = "status_proto",
+    deps = [
+        "@org_tensorflow//tensorflow/core:protos_all_py",
+    ],
+)
+
 serving_proto_library(
     name = "model_management_proto",
     srcs = ["model_management.proto"],
     cc_api_version = 2,
     deps = [
+        ":status_proto",
         "//tensorflow_serving/config:model_server_config_proto",
-        "//tensorflow_serving/util:status_proto",
     ],
 )
 
@@ -215,8 +235,8 @@ serving_proto_library_py(
     srcs = ["model_management.proto"],
     proto_library = "model_management_proto",
     deps = [
+        ":status_proto_py_pb2",
         "//tensorflow_serving/config:model_server_config_proto_py_pb2",
-        "//tensorflow_serving/util:status_proto_py_pb2",
     ],
 )
 
@@ -226,7 +246,7 @@ serving_proto_library(
     cc_api_version = 2,
     deps = [
         ":model_proto",
-        "//tensorflow_serving/util:status_proto",
+        ":status_proto",
     ],
 )
 
@@ -236,7 +256,7 @@ serving_proto_library_py(
     proto_library = "get_model_status_proto",
     deps = [
         ":model_proto_py_pb2",
-        "//tensorflow_serving/util:status_proto_py_pb2",
+        ":status_proto_py_pb2",
     ],
 )
 
diff --git a/tensorflow_serving/apis/get_model_status.proto b/tensorflow_serving/apis/get_model_status.proto
index 535eb9acb68..88812472a6c 100644
--- a/tensorflow_serving/apis/get_model_status.proto
+++ b/tensorflow_serving/apis/get_model_status.proto
@@ -1,11 +1,11 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
 import "tensorflow_serving/apis/model.proto";
-import "tensorflow_serving/util/status.proto";
+import "tensorflow_serving/apis/status.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 // GetModelStatusRequest contains a ModelSpec indicating the model for which
 // to get status.
diff --git a/tensorflow_serving/apis/model_management.proto b/tensorflow_serving/apis/model_management.proto
index 9140fa19aac..6bbf00f967f 100644
--- a/tensorflow_serving/apis/model_management.proto
+++ b/tensorflow_serving/apis/model_management.proto
@@ -1,9 +1,10 @@
 syntax = "proto3";
 
+package tensorflow.serving;
+
+import "tensorflow_serving/apis/status.proto";
 import "tensorflow_serving/config/model_server_config.proto";
-import "tensorflow_serving/util/status.proto";
 
-package tensorflow.serving;
 option cc_enable_arenas = true;
 
 message ReloadConfigRequest {
diff --git a/tensorflow_serving/util/status.proto b/tensorflow_serving/apis/status.proto
similarity index 100%
rename from tensorflow_serving/util/status.proto
rename to tensorflow_serving/apis/status.proto
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 50746d3955d..cc2b2e1ac53 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -137,9 +137,9 @@ cc_library(
     deps = [
         ":server_core",
         "//tensorflow_serving/apis:get_model_status_cc_proto",
+        "//tensorflow_serving/apis:status_cc_proto",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core:servable_state_monitor",
-        "//tensorflow_serving/util:status_cc_proto",
         "//tensorflow_serving/util:status_util",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index 3f295f4383d..fb98b6fa7eb 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -18,9 +18,9 @@ limitations under the License.
 #include <string>
 
 #include "absl/types/optional.h"
+#include "tensorflow_serving/apis/status.pb.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
-#include "tensorflow_serving/util/status.pb.h"
 #include "tensorflow_serving/util/status_util.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 9002a8526c4..05c51ee8d67 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/status.pb.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
@@ -28,7 +29,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
-#include "tensorflow_serving/util/status.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 187c0e089d7..22504fdb051 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -22,11 +22,11 @@ sh_binary(
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:regression_proto_py_pb2",
         "//tensorflow_serving/apis:session_service_proto_py_pb2",
+        "//tensorflow_serving/apis:status_proto_py_pb2",
         "//tensorflow_serving/config:log_collector_config_proto_py_pb2",
         "//tensorflow_serving/config:logging_config_proto_py_pb2",
         "//tensorflow_serving/config:model_server_config_proto_py_pb2",
         "//tensorflow_serving/config:file_system_storage_path_source_proto_py_pb2",
-        "//tensorflow_serving/util:status_proto_py_pb2",
         "//tensorflow_serving/core:logging_proto_py_pb2",
     ],
 )
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 60f8136dce1..0187c5f07f0 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -37,7 +37,6 @@ function main() {
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
   mkdir -p ${TMPDIR}/tensorflow_serving/config
   mkdir -p ${TMPDIR}/tensorflow_serving/core
-  mkdir -p ${TMPDIR}/tensorflow_serving/util
 
   echo "Adding python files"
   cp bazel-out/k8-opt/bin/tensorflow_serving/apis/*_pb2.py \
@@ -55,13 +54,9 @@ function main() {
   cp bazel-out/k8-opt/bin/tensorflow_serving/core/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/core"
 
-  cp bazel-out/k8-opt/bin/tensorflow_serving/util/*_pb2.py \
-    "${TMPDIR}/tensorflow_serving/util"
-
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/core/__init__.py"
-  touch "${TMPDIR}/tensorflow_serving/util/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
 
   echo "Adding package setup files"
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 24a63b0e754..9e13307ced1 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -1,6 +1,6 @@
 # Description: Tensorflow Serving utils.
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
     default_visibility = [
@@ -292,7 +292,7 @@ cc_library(
     srcs = ["status_util.cc"],
     hdrs = ["status_util.h"],
     deps = [
-        ":status_cc_proto",
+        "//tensorflow_serving/apis:status_cc_proto",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -354,27 +354,6 @@ serving_proto_library(
     ],
 )
 
-serving_proto_library(
-    name = "status_proto",
-    srcs = ["status.proto"],
-    cc_api_version = 2,
-    visibility = ["//visibility:public"],
-    deps = [
-        serving_tensorflow_proto_dep(
-            "@org_tensorflow//tensorflow/core:protos_all",
-        ),
-    ],
-)
-
-serving_proto_library_py(
-    name = "status_proto_py_pb2",
-    srcs = ["status.proto"],
-    proto_library = "status_proto",
-    deps = [
-        "@org_tensorflow//tensorflow/core:protos_all_py",
-    ],
-)
-
 cc_library(
     name = "oss_or_google",
     hdrs = ["oss_or_google.h"],
diff --git a/tensorflow_serving/util/status_util.h b/tensorflow_serving/util/status_util.h
index 04308f8d3e0..9d7324b1178 100644
--- a/tensorflow_serving/util/status_util.h
+++ b/tensorflow_serving/util/status_util.h
@@ -16,7 +16,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_UTIL_STATUS_UTIL_H_
 
 #include "tensorflow/core/lib/core/status.h"
-#include "tensorflow_serving/util/status.pb.h"
+#include "tensorflow_serving/apis/status.pb.h"
 
 namespace tensorflow {
 namespace serving {

From c154e6fc0784d747c0b7c9d9c248177769b6d268 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 May 2021 12:01:20 -0700
Subject: [PATCH 5018/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a36276e-a55b-4f5d-bde4-bd2a37930368

PiperOrigin-RevId: 373836701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89eb704092a..1c775b10ed0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68d0e5fd6fb98d6cf77c3ed3899fc450d87fe84485c51091de83bff6a4dfb982",
-    git_commit = "aa0a30013f9bd04a36eb02d115d31763429c381c",
+    sha256 = "db8b2ba9b00358ace9d309aff6ab0ba3ea4c2730104f560221a7ed26e304b19c",
+    git_commit = "be3a0b6138c52e1ce9d9fe8bc310a3e51a470d73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 17cfd4e6e597be70aed0f3724071f50d25307669 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 May 2021 18:01:40 -0700
Subject: [PATCH 5019/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2af5cfdf-efef-4e0e-a91c-69344dba6c28

PiperOrigin-RevId: 373900108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c775b10ed0..f368eac2dbd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db8b2ba9b00358ace9d309aff6ab0ba3ea4c2730104f560221a7ed26e304b19c",
-    git_commit = "be3a0b6138c52e1ce9d9fe8bc310a3e51a470d73",
+    sha256 = "90046d1e1c5f7cdc1c365621ebec76bfc50969dc5902f5c02369d0e4abfd96a7",
+    git_commit = "d24f1369180d52d0ad79db5fd4df369776c2dc14",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5da0552c2ac1acbe4f28119de2e391f84d69d3db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 May 2021 00:01:44 -0700
Subject: [PATCH 5020/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca8e6cf2-40de-46c7-b2e8-96c0cd4b8001

PiperOrigin-RevId: 373928709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f368eac2dbd..c593f5f1bf3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90046d1e1c5f7cdc1c365621ebec76bfc50969dc5902f5c02369d0e4abfd96a7",
-    git_commit = "d24f1369180d52d0ad79db5fd4df369776c2dc14",
+    sha256 = "f39d798711dc868eeac1e8ed84037fece5764b8c2051a10586e5c308f3fa5f4e",
+    git_commit = "de9a4335c96bec8fa69abb89618b1daa4b2459fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3618578591892a34fa3787d4f7b1a03543a5d39f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 May 2021 06:01:28 -0700
Subject: [PATCH 5021/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/209c4dad-6069-4fdd-bb79-8fc3015aaae2

PiperOrigin-RevId: 373955166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c593f5f1bf3..6658ffecf4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f39d798711dc868eeac1e8ed84037fece5764b8c2051a10586e5c308f3fa5f4e",
-    git_commit = "de9a4335c96bec8fa69abb89618b1daa4b2459fa",
+    sha256 = "5c0157069b7eedbefa9baf98bb5e7a4fb28ae08f587df771d5c3cc4410ad47ef",
+    git_commit = "4cbb8f3e53b45147ba642f9b654fb68389bcce9e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9fb9b3d22d82f85d8243a825c71fbc723a0333ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 May 2021 12:01:58 -0700
Subject: [PATCH 5022/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55f9e782-5649-43e1-8c61-84ad2c27aa5e

PiperOrigin-RevId: 373979017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6658ffecf4c..4de23e8072d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c0157069b7eedbefa9baf98bb5e7a4fb28ae08f587df771d5c3cc4410ad47ef",
-    git_commit = "4cbb8f3e53b45147ba642f9b654fb68389bcce9e",
+    sha256 = "18b35f114fe977e60706a2ecc5ff5f8f4ba2b3c49a31987302496079d71b22ad",
+    git_commit = "5854c4a9c86ccb44d7bc43cfd2143ea5a56b2d8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 124463690f2fc53c5c85c7bafc50ddeab30f5888 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 May 2021 18:01:40 -0700
Subject: [PATCH 5023/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea3f088d-f24e-46b3-922f-f4a6eb64b2c3

PiperOrigin-RevId: 374002639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4de23e8072d..c64b3d4e681 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18b35f114fe977e60706a2ecc5ff5f8f4ba2b3c49a31987302496079d71b22ad",
-    git_commit = "5854c4a9c86ccb44d7bc43cfd2143ea5a56b2d8c",
+    sha256 = "107684b00e435d03e259998cbde89b29b380947bd795c9f29e75522687e2bb5a",
+    git_commit = "e1840bdfc30840dfda2495a53342c5b02f3c4802",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e3aa03998b3044444894524cba506bc0d0c30569 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 May 2021 00:01:32 -0700
Subject: [PATCH 5024/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e861e2b6-85a8-43e1-b47a-6c8309dc3365

PiperOrigin-RevId: 374025755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c64b3d4e681..dcd912868df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "107684b00e435d03e259998cbde89b29b380947bd795c9f29e75522687e2bb5a",
-    git_commit = "e1840bdfc30840dfda2495a53342c5b02f3c4802",
+    sha256 = "228a197b41be4b53f25a72a37bd76613a996803d284741de1ae276afb74e30c3",
+    git_commit = "e5d85e37be319526816b2d33c5fffcf067c54c32",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 905fb7647609c21f9c9f6ffdbaf5dfa2ffe25e86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 May 2021 18:01:39 -0700
Subject: [PATCH 5025/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5de712a-5514-4cc7-8141-a966ee48ae6b

PiperOrigin-RevId: 374101930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcd912868df..dbdc1328de4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "228a197b41be4b53f25a72a37bd76613a996803d284741de1ae276afb74e30c3",
-    git_commit = "e5d85e37be319526816b2d33c5fffcf067c54c32",
+    sha256 = "bede8820f897cfd0ea1f18213657c3a5eb2a841a06664f94baab35095103b216",
+    git_commit = "1f9a4510b9f710b194281ceca3c1e09e6704bae8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7480d2b6d472f9d635a30383b60ace3f0a97d0f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 May 2021 00:02:04 -0700
Subject: [PATCH 5026/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92892103-e219-4740-b802-90944a398dcf

PiperOrigin-RevId: 374133208
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbdc1328de4..c1dce5ad7e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bede8820f897cfd0ea1f18213657c3a5eb2a841a06664f94baab35095103b216",
-    git_commit = "1f9a4510b9f710b194281ceca3c1e09e6704bae8",
+    sha256 = "f1922890dadf180d7417740a6f5ee8cd2b7e000eed5244566c65a0336afbf6f0",
+    git_commit = "704610e1d21288482bf77923b387f9bb6c119318",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2d807986ee80ffbce5003482b0cfedd277bb1bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 May 2021 06:01:32 -0700
Subject: [PATCH 5027/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad31a29d-68f0-4e80-9d86-ed54eb23e15d

PiperOrigin-RevId: 374179223
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1dce5ad7e2..cfacd87208e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f1922890dadf180d7417740a6f5ee8cd2b7e000eed5244566c65a0336afbf6f0",
-    git_commit = "704610e1d21288482bf77923b387f9bb6c119318",
+    sha256 = "83a121558e8d8c56ca0f04b6532b7037f62f44e22f836b217cd509f9f21cf01c",
+    git_commit = "d11603a3434ea8c60eea0758ae9218ffba4c557f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6aafe0da0a0eaa2e8ad9465bcea625774c35304c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 May 2021 12:01:49 -0700
Subject: [PATCH 5028/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d499111c-b70e-4d45-8a62-dd7cb46e04a6

PiperOrigin-RevId: 374248203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfacd87208e..0396c90f038 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83a121558e8d8c56ca0f04b6532b7037f62f44e22f836b217cd509f9f21cf01c",
-    git_commit = "d11603a3434ea8c60eea0758ae9218ffba4c557f",
+    sha256 = "f41951566bf32ae7ca4928bb752c0796f12eb3cb328ad907c993fa1b0214b553",
+    git_commit = "62d8afd6b28a94e9316260361d31c07b2ef904b4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44d1f36505d07ece55df257896aa3b4262d1e0d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 May 2021 18:01:38 -0700
Subject: [PATCH 5029/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5289d6c0-f360-47f5-a7c7-488f7396b602

PiperOrigin-RevId: 374319653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0396c90f038..a66c349c92e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f41951566bf32ae7ca4928bb752c0796f12eb3cb328ad907c993fa1b0214b553",
-    git_commit = "62d8afd6b28a94e9316260361d31c07b2ef904b4",
+    sha256 = "ef95d02a74bba4c04a60c68482ded42539795d582297ec28e2c4aae28b87c22a",
+    git_commit = "6e43c06328a487b50b730388e9512248bb03a0ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 067f45cdf1a0b4b942a206079c47f8aa31f483a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 May 2021 00:01:35 -0700
Subject: [PATCH 5030/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abb5c5cb-76ef-49a2-a4d2-53e5bbd611d3

PiperOrigin-RevId: 374356019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a66c349c92e..c94c75be10f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef95d02a74bba4c04a60c68482ded42539795d582297ec28e2c4aae28b87c22a",
-    git_commit = "6e43c06328a487b50b730388e9512248bb03a0ec",
+    sha256 = "3bbf659196324db73ca2cf1e7be6dfa54d2b6171e80e76531196c7aae2e37ea4",
+    git_commit = "38d6bf2368881e005fd4747d7385f217078806c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e846c66423def88f37dc600f934b75668abc5d94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 May 2021 06:01:50 -0700
Subject: [PATCH 5031/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/678cf37f-418c-4788-b0cf-459ae4543394

PiperOrigin-RevId: 374399046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c94c75be10f..57d96b3f67b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bbf659196324db73ca2cf1e7be6dfa54d2b6171e80e76531196c7aae2e37ea4",
-    git_commit = "38d6bf2368881e005fd4747d7385f217078806c0",
+    sha256 = "32a2389abcc2ab77f5cfbfb5fd119becc421739fe6350c253a71ec049456ef69",
+    git_commit = "17911f6ab408419df6865e533aeb0b0788ef4e6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 37c64b8820a923aafc1b5c8bf264fd5cce5224f3 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 18 May 2021 11:03:31 -0700
Subject: [PATCH 5032/8103] Move core/logging.proto -> apis/logging.proto

PiperOrigin-RevId: 374459486
---
 tensorflow_serving/apis/BUILD                 | 24 +++++++++++--
 .../{core => apis}/logging.proto              |  0
 tensorflow_serving/apis/prediction_log.proto  |  6 ++--
 tensorflow_serving/core/BUILD                 | 36 +++----------------
 tensorflow_serving/core/request_logger.h      |  2 +-
 .../core/request_logger_test.cc               |  2 +-
 .../core/server_request_logger.cc             |  2 +-
 .../core/server_request_logger.h              |  2 +-
 .../core/server_request_logger_test.cc        |  2 +-
 tensorflow_serving/core/test_util/BUILD       |  2 +-
 .../core/test_util/mock_request_logger.h      |  2 +-
 .../test_util/mock_server_core.h              |  2 +-
 tensorflow_serving/tools/pip_package/BUILD    |  2 +-
 .../tools/pip_package/build_pip_package.sh    |  5 ---
 14 files changed, 38 insertions(+), 51 deletions(-)
 rename tensorflow_serving/{core => apis}/logging.proto (100%)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f6ad81bccea..34fda27e67c 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -129,6 +129,26 @@ tf_jspb_proto_library(
     deps = [":predict_proto"],
 )
 
+serving_proto_library(
+    name = "logging_proto",
+    srcs = ["logging.proto"],
+    cc_api_version = 2,
+    deps = [
+        ":model_proto",
+        "//tensorflow_serving/config:logging_config_proto",
+    ],
+)
+
+serving_proto_library_py(
+    name = "logging_proto_py_pb2",
+    srcs = ["logging.proto"],
+    proto_library = "logging_proto",
+    deps = [
+        ":model_proto_py_pb2",
+        "//tensorflow_serving/config:logging_config_proto_py_pb2",
+    ],
+)
+
 serving_proto_library(
     name = "prediction_log_proto",
     srcs = ["prediction_log.proto"],
@@ -136,10 +156,10 @@ serving_proto_library(
     deps = [
         ":classification_proto",
         ":inference_proto",
+        ":logging_proto",
         ":predict_proto",
         ":regression_proto",
         ":session_service_proto",
-        "//tensorflow_serving/core:logging_proto",
     ],
 )
 
@@ -153,7 +173,7 @@ serving_proto_library_py(
         ":predict_proto_py_pb2",
         ":regression_proto_py_pb2",
         ":session_service_proto_py_pb2",
-        "//tensorflow_serving/core:logging_proto_py_pb2",
+        "//tensorflow_serving/apis:logging_proto_py_pb2",
     ],
 )
 
diff --git a/tensorflow_serving/core/logging.proto b/tensorflow_serving/apis/logging.proto
similarity index 100%
rename from tensorflow_serving/core/logging.proto
rename to tensorflow_serving/apis/logging.proto
diff --git a/tensorflow_serving/apis/prediction_log.proto b/tensorflow_serving/apis/prediction_log.proto
index 474d6bb37e6..c75b68acffe 100644
--- a/tensorflow_serving/apis/prediction_log.proto
+++ b/tensorflow_serving/apis/prediction_log.proto
@@ -1,15 +1,15 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/inference.proto";
+import "tensorflow_serving/apis/logging.proto";
 import "tensorflow_serving/apis/predict.proto";
 import "tensorflow_serving/apis/regression.proto";
 import "tensorflow_serving/apis/session_service.proto";
-import "tensorflow_serving/core/logging.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 message ClassifyLog {
   ClassificationRequest request = 1;
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index e22dc4aec77..9a8eac4a774 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,7 +1,5 @@
 # Description: Tensorflow Serving core.
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
-
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -765,32 +763,6 @@ cc_test(
     ],
 )
 
-serving_proto_library(
-    name = "logging_proto",
-    srcs = ["logging.proto"],
-    cc_api_version = 2,
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        "//tensorflow_serving/apis:model_proto",
-        "//tensorflow_serving/config:logging_config_proto",
-    ],
-)
-
-serving_proto_library_py(
-    name = "logging_proto_py_pb2",
-    srcs = ["logging.proto"],
-    proto_library = "logging_proto",
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        "//tensorflow_serving/apis:model_proto_py_pb2",
-        "//tensorflow_serving/config:logging_config_proto_py_pb2",
-    ],
-)
-
 cc_library(
     name = "request_logger",
     srcs = ["request_logger.cc"],
@@ -800,7 +772,7 @@ cc_library(
     ],
     deps = [
         ":log_collector",
-        ":logging_cc_proto",
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
@@ -813,8 +785,8 @@ cc_test(
     srcs = ["request_logger_test.cc"],
     deps = [
         ":log_collector",
-        ":logging_cc_proto",
         ":request_logger",
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
@@ -837,9 +809,9 @@ cc_library(
     ],
     deps = [
         ":request_logger",
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
-        "//tensorflow_serving/core:logging_cc_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
@@ -852,8 +824,8 @@ cc_test(
     srcs = ["server_request_logger_test.cc"],
     deps = [
         ":log_collector",
-        ":logging_cc_proto",
         ":server_request_logger",
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/config:log_collector_config_cc_proto",
diff --git a/tensorflow_serving/core/request_logger.h b/tensorflow_serving/core/request_logger.h
index de0c3293c99..b25c8d8b113 100644
--- a/tensorflow_serving/core/request_logger.h
+++ b/tensorflow_serving/core/request_logger.h
@@ -21,9 +21,9 @@ limitations under the License.
 
 #include "google/protobuf/message.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
-#include "tensorflow_serving/core/logging.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index c2ba4cfd3a2..b80a00b0cba 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -27,11 +27,11 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
-#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/test_util/mock_log_collector.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
 #include "tensorflow_serving/test_util/test_util.h"
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 64cd8335b81..e605fb9df89 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -19,8 +19,8 @@ limitations under the License.
 #include "tensorflow/core/lib/gtl/map_util.h"
 #include "tensorflow/core/lib/strings/proto_serialization.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/core/logging.pb.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 4f7a7162487..4b2ea6d16a3 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -25,8 +25,8 @@ limitations under the License.
 
 #include "google/protobuf/message.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
-#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
 #include "tensorflow_serving/util/fast_read_dynamic_ptr.h"
 
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index f3912da5a65..fd1796f74f1 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -29,12 +29,12 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/config/log_collector_config.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
-#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/test_util/fake_log_collector.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
 #include "tensorflow_serving/test_util/test_util.h"
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index bf9215b458b..38dfaceb8c8 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -176,7 +176,7 @@ cc_library(
     testonly = 1,
     hdrs = ["mock_request_logger.h"],
     deps = [
-        "//tensorflow_serving/core:logging_cc_proto",
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
diff --git a/tensorflow_serving/core/test_util/mock_request_logger.h b/tensorflow_serving/core/test_util/mock_request_logger.h
index 89e34ece47c..c66f3e51889 100644
--- a/tensorflow_serving/core/test_util/mock_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_request_logger.h
@@ -21,9 +21,9 @@ limitations under the License.
 #include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
-#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index cb965e063df..df7569b5841 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -26,11 +26,11 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow_serving/apis/logging.proto.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/platform_config.pb.h"
 #include "tensorflow_serving/core/aspired_versions_manager.h"
-#include "tensorflow_serving/core/logging.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 22504fdb051..48daa4f43fe 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -27,6 +27,6 @@ sh_binary(
         "//tensorflow_serving/config:logging_config_proto_py_pb2",
         "//tensorflow_serving/config:model_server_config_proto_py_pb2",
         "//tensorflow_serving/config:file_system_storage_path_source_proto_py_pb2",
-        "//tensorflow_serving/core:logging_proto_py_pb2",
+        "//tensorflow_serving/apis:logging_proto_py_pb2",
     ],
 )
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 0187c5f07f0..31f4267674d 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -36,7 +36,6 @@ function main() {
   echo $(date) : "=== Using tmpdir: ${TMPDIR}"
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
   mkdir -p ${TMPDIR}/tensorflow_serving/config
-  mkdir -p ${TMPDIR}/tensorflow_serving/core
 
   echo "Adding python files"
   cp bazel-out/k8-opt/bin/tensorflow_serving/apis/*_pb2.py \
@@ -51,12 +50,8 @@ function main() {
   cp bazel-out/k8-opt/bin/tensorflow_serving/config/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/config"
 
-  cp bazel-out/k8-opt/bin/tensorflow_serving/core/*_pb2.py \
-    "${TMPDIR}/tensorflow_serving/core"
-
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/config/__init__.py"
-  touch "${TMPDIR}/tensorflow_serving/core/__init__.py"
   touch "${TMPDIR}/tensorflow_serving/__init__.py"
 
   echo "Adding package setup files"

From f8e6bfc5b6663609cebba13c87d6832c366bafea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 May 2021 12:01:26 -0700
Subject: [PATCH 5033/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a86ceda1-04f4-41b4-880d-73472c850ec1

PiperOrigin-RevId: 374472613
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57d96b3f67b..2d265c816f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32a2389abcc2ab77f5cfbfb5fd119becc421739fe6350c253a71ec049456ef69",
-    git_commit = "17911f6ab408419df6865e533aeb0b0788ef4e6a",
+    sha256 = "9286fdf277e1850104dcc2b2d19a74392bea8b50b4afe2dbb369c4603becbce4",
+    git_commit = "3e23480e675101aa4c47a14421c4432d277e6f75",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d3b49cc2b5868827e2b6b59706eb7040314191b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 May 2021 18:01:29 -0700
Subject: [PATCH 5034/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac7af601-06d7-4f54-90c7-a96d50dae3bb

PiperOrigin-RevId: 374545095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d265c816f4..dc418f28bbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9286fdf277e1850104dcc2b2d19a74392bea8b50b4afe2dbb369c4603becbce4",
-    git_commit = "3e23480e675101aa4c47a14421c4432d277e6f75",
+    sha256 = "88ea161183146352886d838bb04c220a2cded341bfb1e8b349031860d13022a5",
+    git_commit = "82b7b25b1b6efe7c362a1d59d8a0ed8d5e1e7a51",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 666df92e9574942935a5b513137fcf7c76daca9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 May 2021 00:01:28 -0700
Subject: [PATCH 5035/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d5c1e32-6306-4170-93cc-40ad10cf5c29

PiperOrigin-RevId: 374584688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc418f28bbe..bd8b19013f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88ea161183146352886d838bb04c220a2cded341bfb1e8b349031860d13022a5",
-    git_commit = "82b7b25b1b6efe7c362a1d59d8a0ed8d5e1e7a51",
+    sha256 = "314d069cb53692efd7bfc616d7e6d65b8838a0212a00a91c43e14ed9fe84cac8",
+    git_commit = "3fd3ae1fbb10961dd1aa6805280674c781fd4609",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 152de4b4c7a36e25f9bd01e2d558846c8ce6f8f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 May 2021 12:01:27 -0700
Subject: [PATCH 5036/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64e9a78d-9779-479c-9ac6-c9c4b3c42a90

PiperOrigin-RevId: 374697837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd8b19013f8..3d2d9c83f70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "314d069cb53692efd7bfc616d7e6d65b8838a0212a00a91c43e14ed9fe84cac8",
-    git_commit = "3fd3ae1fbb10961dd1aa6805280674c781fd4609",
+    sha256 = "51076475a49d9ba3f5a5bb8651b256e57a19ab46ceb9e3fb49f89ca2c3952e8a",
+    git_commit = "f5c7b0ef1d8a3dd8b09ab65b885f9f47b93dcb93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d03245e80321d956a87dd7bbc6f20fec8df16e6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 May 2021 18:01:34 -0700
Subject: [PATCH 5037/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0ce32fd-4d92-4eed-a96f-98e289bbac31

PiperOrigin-RevId: 374769710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d2d9c83f70..e6d4a19a064 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51076475a49d9ba3f5a5bb8651b256e57a19ab46ceb9e3fb49f89ca2c3952e8a",
-    git_commit = "f5c7b0ef1d8a3dd8b09ab65b885f9f47b93dcb93",
+    sha256 = "2a1aedee60d0676a5f557f4066ce3e0cbb8f7ba3723aa8b67d74cf241f12b750",
+    git_commit = "3f53c94d55573aba3007fb72a47062262f8d83b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 325eccf33dbf68298a5a88593ac33e0a74aae43c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 May 2021 00:03:21 -0700
Subject: [PATCH 5038/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ebdd097-61a8-4ec4-85fe-68b4901513bc

PiperOrigin-RevId: 374808997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6d4a19a064..51533881f63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a1aedee60d0676a5f557f4066ce3e0cbb8f7ba3723aa8b67d74cf241f12b750",
-    git_commit = "3f53c94d55573aba3007fb72a47062262f8d83b8",
+    sha256 = "2c97c055ae4f18d793baefe904d7bef0f37cd997d82df58ceb4aa8e2a2258a3e",
+    git_commit = "72088b0c4e38bbf1da804aca55ee1f7a78c0db35",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d10f714346f688eaf58fa5cd60c00fa9503084f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 May 2021 06:01:31 -0700
Subject: [PATCH 5039/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88e3fe31-1266-4f40-a6f5-d00ffb8c7cbe

PiperOrigin-RevId: 374854205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51533881f63..3ad3b850e7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c97c055ae4f18d793baefe904d7bef0f37cd997d82df58ceb4aa8e2a2258a3e",
-    git_commit = "72088b0c4e38bbf1da804aca55ee1f7a78c0db35",
+    sha256 = "fd34f1ed572a4aa5c6d52b270a1ad1668efdf0ef5811eb264f0e860022c4c9ae",
+    git_commit = "a0af9990a323b574737ed1f6819f354c9332b3e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df6d3efb83f52290023e04970889853f72b4719a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 May 2021 12:03:02 -0700
Subject: [PATCH 5040/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb64d73e-a4eb-42ff-a6b6-f0abc42769e6

PiperOrigin-RevId: 374921160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ad3b850e7e..7f22c70ccc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd34f1ed572a4aa5c6d52b270a1ad1668efdf0ef5811eb264f0e860022c4c9ae",
-    git_commit = "a0af9990a323b574737ed1f6819f354c9332b3e4",
+    sha256 = "72d201966007e86ac0c07448dfebe0a6e393d56dbc962816427c48968c19c6c7",
+    git_commit = "2eb5ed7cacd56a3e05fd9a660151e800cb2c68c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 48e5a9e23a1e0b2951b77c3e8f9832193d9b1851 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 24 May 2021 15:41:06 -0700
Subject: [PATCH 5041/8103] Update TF Text to v2.5.0.

PiperOrigin-RevId: 375573705
---
 .../tf_text_regression/01/saved_model.pb      | Bin 4537305 -> 5131543 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |   4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 74b6adcf69c6b77fc0bd64153f1c0d343d44c9b1..846214bfca94b9600d16d89db6f6465911b8c572 100644
GIT binary patch
delta 167514
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index d56b3bf79dc..14f7a1e1641 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "918e612a4c5e00d4223db2f7eaced1dc33ec4f989ab8cfee094ae237e22b090b",
-        strip_prefix = "text-2.4.3",
-        url = "https://github.com/tensorflow/text/archive/v2.4.3.zip",
+        sha256 = "d82856dc04c04bbce347f72d0ad7df59bb6b26b7030f96f25f036cfe8a138312",
+        strip_prefix = "text-2.5.0",
+        url = "https://github.com/tensorflow/text/archive/v2.5.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 9e35eab8bcf..d9530833aa9 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,8 +1,8 @@
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 8ca1a37..c7acdac 100644
+index 7f703b3..d2c590a 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -98,8 +98,7 @@ def tf_deps(deps = []):
+@@ -93,8 +93,7 @@ def tf_deps(deps = []):
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [

From 82d08de9644415ff0f3c7b7643059eaeb128aa5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 May 2021 00:01:45 -0700
Subject: [PATCH 5042/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/220d59c1-ff5d-4d3d-8c96-31cb4ab0153e

PiperOrigin-RevId: 375640572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f22c70ccc5..6f4a0a93d95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72d201966007e86ac0c07448dfebe0a6e393d56dbc962816427c48968c19c6c7",
-    git_commit = "2eb5ed7cacd56a3e05fd9a660151e800cb2c68c6",
+    sha256 = "a251120edbee576edfe9596b295a61249f4dd5653d6295a8ea2c744ddbe46745",
+    git_commit = "70516aba1c38b01330f6a57404ca4a72a969b05a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 497371831655ff4aa4f74df2b65fe81dfa277697 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 May 2021 06:01:25 -0700
Subject: [PATCH 5043/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5634eadb-0c44-4efc-b6df-6744e7e955ae

PiperOrigin-RevId: 375686333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f4a0a93d95..b2d0aa532f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a251120edbee576edfe9596b295a61249f4dd5653d6295a8ea2c744ddbe46745",
-    git_commit = "70516aba1c38b01330f6a57404ca4a72a969b05a",
+    sha256 = "bc49715fa25b83eb5156283260f33034ef1a54f51a2300f3a52272e70863bf8a",
+    git_commit = "b037decfaf8aef5880c4332f2b62f17340201cc2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7af9af513ab6af2e6271592e0e965b7ea6046d54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 May 2021 12:01:21 -0700
Subject: [PATCH 5044/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b2b2bdf-63cd-41fe-a1a6-92851d449b0a

PiperOrigin-RevId: 375761934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2d0aa532f0..c544600aa30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc49715fa25b83eb5156283260f33034ef1a54f51a2300f3a52272e70863bf8a",
-    git_commit = "b037decfaf8aef5880c4332f2b62f17340201cc2",
+    sha256 = "8c2566cc5fc36d7da2583373ee9d9d16231d83ea5cd67f0a5cf3623050a99068",
+    git_commit = "87323d89e56cbab2d07ecdd838f3a1ced91b91f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c9bd6717e0efdeda241599279c4f8f25e887549d Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Tue, 25 May 2021 17:36:07 -0700
Subject: [PATCH 5045/8103] Fix argument name vs comment mismatch

PiperOrigin-RevId: 375832891
---
 tensorflow_serving/model_servers/prediction_service_impl.cc | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 1ef19c9de45..376ac910c4b 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -65,7 +65,7 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
 
   if (status.ok()) {
     RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
-                         /*runtime=*/"GRPC",
+                         /*entrypoint=*/"GRPC",
                          Env::Default()->NowMicros() - start);
   } else {
     VLOG(1) << "Predict failed: " << status.error_message();
@@ -105,7 +105,7 @@ ::grpc::Status PredictionServiceImpl::Classify(
 
   if (status.ok()) {
     RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
-                         /*runtime=*/"GRPC",
+                         /*entrypoint=*/"GRPC",
                          Env::Default()->NowMicros() - start);
   } else {
     VLOG(1) << "Classify request failed: " << status.error_message();
@@ -134,7 +134,7 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
 
   if (status.ok()) {
     RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
-                         /*runtime=*/"GRPC",
+                         /*entrypoint=*/"GRPC",
                          Env::Default()->NowMicros() - start);
   } else {
     VLOG(1) << "Regress request failed: " << status.error_message();

From 7e965fe1fa33a42c74505209d6c991f721b640e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 May 2021 18:01:18 -0700
Subject: [PATCH 5046/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48bda93f-fb99-43b8-a8f0-d45759205b77

PiperOrigin-RevId: 375836447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c544600aa30..bfd4bfdfef1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c2566cc5fc36d7da2583373ee9d9d16231d83ea5cd67f0a5cf3623050a99068",
-    git_commit = "87323d89e56cbab2d07ecdd838f3a1ced91b91f1",
+    sha256 = "b52bca4e511d1ec3acbc0ab8f0f9c85418994c40de103d3a4bcf87a8bf795a63",
+    git_commit = "336bbf97b3fe8173228a6d08e1c73556ae55fc14",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 17d9c50fb511a305cb90567110c3179547089132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 May 2021 00:01:28 -0700
Subject: [PATCH 5047/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8af553a2-c553-49f6-9092-c713fd812f9a

PiperOrigin-RevId: 375879156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfd4bfdfef1..00b9caa69d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b52bca4e511d1ec3acbc0ab8f0f9c85418994c40de103d3a4bcf87a8bf795a63",
-    git_commit = "336bbf97b3fe8173228a6d08e1c73556ae55fc14",
+    sha256 = "cd45fd9bd47a2f8f8795e5861e6446e7876eaaffbeb8b51935c790293a8d6d9b",
+    git_commit = "dc487160e67bdb9b4bb317e0922e3ae3eb513c43",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67800910463aa4ae7ee3e81aa70f51bbbd6404a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 May 2021 06:01:32 -0700
Subject: [PATCH 5048/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/afb7f99c-61d8-4c0d-ac49-37f2cc95de2d

PiperOrigin-RevId: 375924880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00b9caa69d5..30a6577169d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd45fd9bd47a2f8f8795e5861e6446e7876eaaffbeb8b51935c790293a8d6d9b",
-    git_commit = "dc487160e67bdb9b4bb317e0922e3ae3eb513c43",
+    sha256 = "0d635965ea77547210858c7dcc8aa23049a1554d2ff131fb88b47717d12d7eb4",
+    git_commit = "5b3efc12bacb4c9197146619f419eeb696e402de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bfec93e232a95923eadad761147943f2e3841f92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 May 2021 12:01:36 -0700
Subject: [PATCH 5049/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce477e2a-fda0-4757-a51b-c4e744e311b5

PiperOrigin-RevId: 375997757
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30a6577169d..b76d36298af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d635965ea77547210858c7dcc8aa23049a1554d2ff131fb88b47717d12d7eb4",
-    git_commit = "5b3efc12bacb4c9197146619f419eeb696e402de",
+    sha256 = "3f4663db44bb76625994d7627296ce862e69d930927761b4c575715e1190ba5f",
+    git_commit = "81533bafb024606fc2d6f34716b4c3be21446b92",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe039e69b61d7c32b71e46905639a195b1752c17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 May 2021 18:01:38 -0700
Subject: [PATCH 5050/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1007f9c2-101e-43c4-ab8b-fb3c0068354f

PiperOrigin-RevId: 376069196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b76d36298af..aa95d8a3b25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f4663db44bb76625994d7627296ce862e69d930927761b4c575715e1190ba5f",
-    git_commit = "81533bafb024606fc2d6f34716b4c3be21446b92",
+    sha256 = "282ee9fbb5572405c24ea330bc4ded03c187ccee73e53ef6eaa962ae9e27e5dd",
+    git_commit = "6bb5020d1936d2c04da31740f14c25c08b268242",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96007d21dd50e05b075289bda6d04179e198cd5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 May 2021 00:01:40 -0700
Subject: [PATCH 5051/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3abc529a-0456-4142-bad3-5ac8586e6d3b

PiperOrigin-RevId: 376108478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa95d8a3b25..698d8c27bc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "282ee9fbb5572405c24ea330bc4ded03c187ccee73e53ef6eaa962ae9e27e5dd",
-    git_commit = "6bb5020d1936d2c04da31740f14c25c08b268242",
+    sha256 = "866ceb73ad3afb8712d14df51fb0ec34c3350710970642ef96d1593354ba07ee",
+    git_commit = "d59e22e35a9109a08c9101110788bf595e8977b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b9cca8fb4615e5ee6e43be8e6237574a3ca9fddf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 May 2021 06:01:44 -0700
Subject: [PATCH 5052/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/edd108c6-79c2-432f-a8ae-f8ac83769b6e

PiperOrigin-RevId: 376152288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 698d8c27bc6..84b61b15940 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "866ceb73ad3afb8712d14df51fb0ec34c3350710970642ef96d1593354ba07ee",
-    git_commit = "d59e22e35a9109a08c9101110788bf595e8977b3",
+    sha256 = "91fd99214fcbc784b97b1769262af39a56e7ceee0a3dc09de0d061f731890c2f",
+    git_commit = "5d0e0fd6ce2838a603b47e9289f52537f946a20f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12a17bbeef355578b993c9962118fac6ebb6d638 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 May 2021 12:01:25 -0700
Subject: [PATCH 5053/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cab70f2e-a0c1-49ff-95a5-6e2576e9e36d

PiperOrigin-RevId: 376218800
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84b61b15940..963402bc694 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91fd99214fcbc784b97b1769262af39a56e7ceee0a3dc09de0d061f731890c2f",
-    git_commit = "5d0e0fd6ce2838a603b47e9289f52537f946a20f",
+    sha256 = "a2cf03a273fa48f3527ac631a00cd367db3672414700f37891960254f9bca3e7",
+    git_commit = "93312aa6910f123a9cdd4f2f9e310991207efcd3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db50e5c6c9dbd1abbc82dc403f9353177d6efc62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 May 2021 18:03:03 -0700
Subject: [PATCH 5054/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/169a22c4-a308-4bbd-a7a6-2c2f194b0c15

PiperOrigin-RevId: 376287666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 963402bc694..35f40ff2565 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2cf03a273fa48f3527ac631a00cd367db3672414700f37891960254f9bca3e7",
-    git_commit = "93312aa6910f123a9cdd4f2f9e310991207efcd3",
+    sha256 = "7667e29202cf381adb95cabd7e410a082a1acb320a75f25d30b3fb0670b0e400",
+    git_commit = "bf3d89b1e8bc5e00271c2fbd57a8b3ff55d48462",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fd33d1245abe5ed9c537ba7dd64c252235a1bb19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 May 2021 00:01:34 -0700
Subject: [PATCH 5055/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6de2538-a8b3-4af2-8b38-ab1260f359dd

PiperOrigin-RevId: 376321173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35f40ff2565..60f501facef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7667e29202cf381adb95cabd7e410a082a1acb320a75f25d30b3fb0670b0e400",
-    git_commit = "bf3d89b1e8bc5e00271c2fbd57a8b3ff55d48462",
+    sha256 = "de0792def07f73363c17102b3005b9f7f964bd9457ba89c21c3d697d52e297f6",
+    git_commit = "c919389186e8229a5a5e13ac7325212a8eacb205",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3259007911045ffd0639ae0be4de31ebd26e23e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 May 2021 06:01:30 -0700
Subject: [PATCH 5056/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cc13807-975a-4576-80ef-4db7cc72920d

PiperOrigin-RevId: 376353092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60f501facef..e747b0cc05d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de0792def07f73363c17102b3005b9f7f964bd9457ba89c21c3d697d52e297f6",
-    git_commit = "c919389186e8229a5a5e13ac7325212a8eacb205",
+    sha256 = "290e44a192fde042b69f5c47645d6921fb26e7482d6df40672a0289930d722f1",
+    git_commit = "582d021829a72c5cf7d82771ebd76f665face366",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30491f99e820582007a9f7a4e30b7586688e837b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 May 2021 12:01:44 -0700
Subject: [PATCH 5057/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99308b17-0997-4fb3-9b15-ed125997a426

PiperOrigin-RevId: 376382113
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e747b0cc05d..1cfab206858 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "290e44a192fde042b69f5c47645d6921fb26e7482d6df40672a0289930d722f1",
-    git_commit = "582d021829a72c5cf7d82771ebd76f665face366",
+    sha256 = "683bfeed6f094356b7cc3c8901bef7a2550c45f0198475b76a0ef6e5a1058f5e",
+    git_commit = "cda12732ca4610434937259b881965165564193d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 014f7ad67820501b5db235baa38d862115b50ba7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 May 2021 18:01:28 -0700
Subject: [PATCH 5058/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea091acf-5b18-424d-bb02-2ad5d4e57764

PiperOrigin-RevId: 376408952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1cfab206858..dfb8d2ae9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "683bfeed6f094356b7cc3c8901bef7a2550c45f0198475b76a0ef6e5a1058f5e",
-    git_commit = "cda12732ca4610434937259b881965165564193d",
+    sha256 = "0ea1f392954410758e33e599de20a75be8ef9a705063f13ceac68a11bd7e4bdd",
+    git_commit = "f55e8d6ac8e68f5ab3e8c38374b1203f863cb8b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 634f97fd1ca87e58159dfa95330c82e03d9ffe1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 May 2021 00:01:33 -0700
Subject: [PATCH 5059/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01d85283-ea1a-47ed-8588-98173683e0c4

PiperOrigin-RevId: 376433519
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfb8d2ae9e5..85089f7cee6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ea1f392954410758e33e599de20a75be8ef9a705063f13ceac68a11bd7e4bdd",
-    git_commit = "f55e8d6ac8e68f5ab3e8c38374b1203f863cb8b8",
+    sha256 = "86a7de2c1cff39f4769a150402f1a4eaee29ccc3907fa4e0611224c25c518405",
+    git_commit = "e608ef6eede05b6d7864201b181968bdc962362f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7fc6f907d1202df5317a5f4abf3e50129e0e3517 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 May 2021 06:01:41 -0700
Subject: [PATCH 5060/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2762c15-d934-4dda-a76a-22ce2ff8294a

PiperOrigin-RevId: 376458272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85089f7cee6..7cdc46f13bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86a7de2c1cff39f4769a150402f1a4eaee29ccc3907fa4e0611224c25c518405",
-    git_commit = "e608ef6eede05b6d7864201b181968bdc962362f",
+    sha256 = "3afcd36f3def8189fd79aea391676d97d7898b06a63666476f9eac39de95c657",
+    git_commit = "eaa6753876e6a5974258e7244f46bfe8b27f906d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f178c2d6ff461438b7e9edf5745868789965be03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 May 2021 06:01:42 -0700
Subject: [PATCH 5061/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d0fba34-9b7f-490a-beb2-f5269382509d

PiperOrigin-RevId: 376550779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cdc46f13bb..3cfb3c87031 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3afcd36f3def8189fd79aea391676d97d7898b06a63666476f9eac39de95c657",
-    git_commit = "eaa6753876e6a5974258e7244f46bfe8b27f906d",
+    sha256 = "8c1b1308f5207c7457c5e60add54668f2a58a5147b003ab3e0ab89579d9dd7e7",
+    git_commit = "cd1d62cd15a1889bb3cef906fa5322b65b16953d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b50e6a442302cfd8459ef88d952bdca33f9124f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 May 2021 00:01:48 -0700
Subject: [PATCH 5062/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7204fd00-68f3-4fd4-b2ff-cac218a95b57

PiperOrigin-RevId: 376627835
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cfb3c87031..bccc051f91b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c1b1308f5207c7457c5e60add54668f2a58a5147b003ab3e0ab89579d9dd7e7",
-    git_commit = "cd1d62cd15a1889bb3cef906fa5322b65b16953d",
+    sha256 = "0b00cabd3ce4ccfd0ae39a826b3918632132028023a0a70778c95bcc8cefdf6c",
+    git_commit = "d0e3ce5b4bc8bea4bbb9fe51635dd36104e4ad86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12ac2205c6aebe0e9a9746d9e3436897bf123e76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 May 2021 06:01:45 -0700
Subject: [PATCH 5063/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5406929-49c3-4d45-abb8-cfe724c978be

PiperOrigin-RevId: 376671052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bccc051f91b..df824922d10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b00cabd3ce4ccfd0ae39a826b3918632132028023a0a70778c95bcc8cefdf6c",
-    git_commit = "d0e3ce5b4bc8bea4bbb9fe51635dd36104e4ad86",
+    sha256 = "4e0eef3d2aad18304a95296f6a148906b99690f2b731eb95a76b863a4cf42525",
+    git_commit = "62071f0c3745e92bddc7f16f48397bd4bdd749f8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d5bb2ef12b28f186e1c8e203cebf4ddd4d4602d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 May 2021 12:01:46 -0700
Subject: [PATCH 5064/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71f766e6-aaca-4956-9a77-b31d3456f012

PiperOrigin-RevId: 376708789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df824922d10..21c2a342370 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e0eef3d2aad18304a95296f6a148906b99690f2b731eb95a76b863a4cf42525",
-    git_commit = "62071f0c3745e92bddc7f16f48397bd4bdd749f8",
+    sha256 = "7fae793cc696c7d71369a1462341ba604193c798a8e9f778152c089982623b5d",
+    git_commit = "f19bfff186754e621d59a65494b04ff9ab4e9ede",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6254841f1ff27c29387639df32962151503852c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 May 2021 18:01:39 -0700
Subject: [PATCH 5065/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/96cf71b8-cfb8-4634-8eb4-22c421ae9d02

PiperOrigin-RevId: 376738211
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21c2a342370..f92c676342a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fae793cc696c7d71369a1462341ba604193c798a8e9f778152c089982623b5d",
-    git_commit = "f19bfff186754e621d59a65494b04ff9ab4e9ede",
+    sha256 = "bc000a2847b1b2b8c3b749fc64342fd69a8dbf043825ac94f7e2a43e945795b7",
+    git_commit = "7e71a1eb87302bca4d7aaede8668462df1438afe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 568aeb172b77e9f37e77c382a01db13667c7c64d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jun 2021 00:01:37 -0700
Subject: [PATCH 5066/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3549186-3769-4dfc-a12d-db034f2e9355

PiperOrigin-RevId: 376769884
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f92c676342a..031e07f559f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc000a2847b1b2b8c3b749fc64342fd69a8dbf043825ac94f7e2a43e945795b7",
-    git_commit = "7e71a1eb87302bca4d7aaede8668462df1438afe",
+    sha256 = "5255e7e5324e182026bb1f4f08a2120ed8d4cff2f202d836de90a50f3a32262c",
+    git_commit = "2305f9d0a58921987788fbd1d8fa43eda888233f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e71d4714d5b1e19e566a74a1f86eab9eee62c03c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jun 2021 06:01:24 -0700
Subject: [PATCH 5067/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc1cf067-5c8a-4bcc-a627-b137a27c84a6

PiperOrigin-RevId: 376814528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 031e07f559f..79a0043ce9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5255e7e5324e182026bb1f4f08a2120ed8d4cff2f202d836de90a50f3a32262c",
-    git_commit = "2305f9d0a58921987788fbd1d8fa43eda888233f",
+    sha256 = "700290b53aa54f51c1d55902f0d84f33bf3a7d73c531699c57bc58e74e033cd6",
+    git_commit = "a378834057a3422a9f1e52b41596b3852b2c4ae9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5574d578c7f9074f19f786fd7d8fa3bb44db5140 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jun 2021 12:01:32 -0700
Subject: [PATCH 5068/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dace4d2-1bfb-4142-98ad-c87227b4b3a2

PiperOrigin-RevId: 376887062
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79a0043ce9b..7ef8977f8cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "700290b53aa54f51c1d55902f0d84f33bf3a7d73c531699c57bc58e74e033cd6",
-    git_commit = "a378834057a3422a9f1e52b41596b3852b2c4ae9",
+    sha256 = "39f91101c1dcbb8d19e5306bcc5eec771015e87562d9542204c6d3f58dead9dd",
+    git_commit = "61125f278428cbd4096806f1ba78b2116f961246",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 729bf545c5229d2f9f0fb8344830f7760ae541ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jun 2021 18:01:43 -0700
Subject: [PATCH 5069/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bff5c11a-0dfd-4d44-95ae-a0c7cd1cf1d1

PiperOrigin-RevId: 376958571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ef8977f8cf..cb5c04feb2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39f91101c1dcbb8d19e5306bcc5eec771015e87562d9542204c6d3f58dead9dd",
-    git_commit = "61125f278428cbd4096806f1ba78b2116f961246",
+    sha256 = "166bc69dfc62a0f36a6893a033377064f9581b744e3db25aacb940f1d0fa33c9",
+    git_commit = "1acfde6e42c1007b028c82833c5922f14023d6fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b5ca0c6843c0a37af2bb0eb4c41bcb42f01a6593 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jun 2021 00:01:40 -0700
Subject: [PATCH 5070/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f2ae4b6-309b-40a5-af2f-88e08eae293b

PiperOrigin-RevId: 376997020
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb5c04feb2b..105007505b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "166bc69dfc62a0f36a6893a033377064f9581b744e3db25aacb940f1d0fa33c9",
-    git_commit = "1acfde6e42c1007b028c82833c5922f14023d6fe",
+    sha256 = "251c848cd4638ce6dd0f24513fe1f16ae06673798d167c1f0440391542bf1e72",
+    git_commit = "452bfa33b7e281865a71ef42b0930519da90c306",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19abe35309fabd2894609da37ac7eccdc13d38c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jun 2021 06:02:09 -0700
Subject: [PATCH 5071/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0986bd49-d8c9-4f88-8b8c-62c01bff4c85

PiperOrigin-RevId: 377040954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 105007505b3..b0bad36564b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "251c848cd4638ce6dd0f24513fe1f16ae06673798d167c1f0440391542bf1e72",
-    git_commit = "452bfa33b7e281865a71ef42b0930519da90c306",
+    sha256 = "d3c9866dd389413b674e2f7997afec34df8180aaf6900eaecbe5c7dbe39d3c9d",
+    git_commit = "3aea0a0021fe4c54f31cce4d671d0638480e7458",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2331306c3daac3e922ecdafab5c71c6904764178 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jun 2021 12:01:53 -0700
Subject: [PATCH 5072/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62d7501e-9f6c-4a82-b96e-e5af2b3737b4

PiperOrigin-RevId: 377112486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0bad36564b..47c4f8871f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3c9866dd389413b674e2f7997afec34df8180aaf6900eaecbe5c7dbe39d3c9d",
-    git_commit = "3aea0a0021fe4c54f31cce4d671d0638480e7458",
+    sha256 = "0181e7e611a80dc1a87723f2b2362c3d04c518f1025eff5dd1ad516e2f557ac3",
+    git_commit = "f036fd95770d38383b579a46070897ae2d2236ee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2789af0817bcd51f177161f67576ec2f33cb747b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Jun 2021 18:06:40 -0700
Subject: [PATCH 5073/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5381034-ef33-4b65-86e4-fb860f217bd5

PiperOrigin-RevId: 377188103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47c4f8871f0..6c2605f6603 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0181e7e611a80dc1a87723f2b2362c3d04c518f1025eff5dd1ad516e2f557ac3",
-    git_commit = "f036fd95770d38383b579a46070897ae2d2236ee",
+    sha256 = "959a5469f4c603f64d4d84c5cab3e574ba936d55ec2708be9d5444f695da3304",
+    git_commit = "68961af227509eb67147fe4af9420acfa43348c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a3a7cd8e08a6b6648110cae0a13b6b7e4bc79d98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jun 2021 00:01:53 -0700
Subject: [PATCH 5074/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fdecf8f-b14e-495e-8071-5e4af582e886

PiperOrigin-RevId: 377227308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c2605f6603..e394cf17e99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "959a5469f4c603f64d4d84c5cab3e574ba936d55ec2708be9d5444f695da3304",
-    git_commit = "68961af227509eb67147fe4af9420acfa43348c2",
+    sha256 = "1dcad34e55eb6f708ac5a75bae313360c31ac241518b70257464d4599bb31f80",
+    git_commit = "30c5cd04bb3bd069f253c0a89070edb03887bf52",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1e7ef6da1154f4657786ba6a0e5d8a81495d046 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jun 2021 06:01:22 -0700
Subject: [PATCH 5075/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6954a40-6c5e-4245-8ea3-f7741dce54d7

PiperOrigin-RevId: 377271405
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e394cf17e99..a2a51797ab9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dcad34e55eb6f708ac5a75bae313360c31ac241518b70257464d4599bb31f80",
-    git_commit = "30c5cd04bb3bd069f253c0a89070edb03887bf52",
+    sha256 = "e6f9c9413a795e0139ad67031d2b7ddfe89fb907895a12f5473d2e5a66ed7456",
+    git_commit = "f755cbe1151d02a52684b2e61f48149e6e37d078",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1de25329a21cd079f6e9bfb25d6da8fb5402436 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jun 2021 12:01:37 -0700
Subject: [PATCH 5076/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/257a025d-11f2-4bac-beb2-c0050aa327ec

PiperOrigin-RevId: 377341478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2a51797ab9..09e16479ef2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6f9c9413a795e0139ad67031d2b7ddfe89fb907895a12f5473d2e5a66ed7456",
-    git_commit = "f755cbe1151d02a52684b2e61f48149e6e37d078",
+    sha256 = "c8641b09f2e1eceecd8799fee87b1441475f23c79133cd873302d2171dc79831",
+    git_commit = "8be2640d44c8b4012e7863c93eea3ccb14f75151",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4558fcfce9eba92a943074a22925983fa55515a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Jun 2021 18:01:22 -0700
Subject: [PATCH 5077/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/505c31b3-7616-4f72-97cf-c8ab301adfab

PiperOrigin-RevId: 377413441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09e16479ef2..2c930c15793 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8641b09f2e1eceecd8799fee87b1441475f23c79133cd873302d2171dc79831",
-    git_commit = "8be2640d44c8b4012e7863c93eea3ccb14f75151",
+    sha256 = "bc009734c8a2b4277f2c969ec7f8ad7b77c38e72fbe4c62c1c6929e435067475",
+    git_commit = "932ef80eb01caf2c1bc1398a3c1b6a5ca94efa62",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74eea26f981493f3e33bad843e0b476659a56cb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jun 2021 00:02:04 -0700
Subject: [PATCH 5078/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8c65fb7-d410-4db5-a239-c1b137b8fd57

PiperOrigin-RevId: 377453333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c930c15793..5968040ab69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc009734c8a2b4277f2c969ec7f8ad7b77c38e72fbe4c62c1c6929e435067475",
-    git_commit = "932ef80eb01caf2c1bc1398a3c1b6a5ca94efa62",
+    sha256 = "3e64e645b55eaa914c7f953c0ae0916a40e6d292afe710a6ab86cfd04765e43f",
+    git_commit = "22871c07fdc4b3ad8f2c8965981be5328fdbbf57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51c4a36ccb7f43e4762590329e661c10f0951e7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jun 2021 06:01:24 -0700
Subject: [PATCH 5079/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/247c898b-efd0-47df-90fc-6695701ceafa

PiperOrigin-RevId: 377495888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5968040ab69..9e011605fdb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e64e645b55eaa914c7f953c0ae0916a40e6d292afe710a6ab86cfd04765e43f",
-    git_commit = "22871c07fdc4b3ad8f2c8965981be5328fdbbf57",
+    sha256 = "bc03205d17f9fb4f4a839406d967a74f2064e5b41fe9d7f219642f4ddf32ad82",
+    git_commit = "695b4c93d5da7277eb845937b79b66f9f363ed94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 172ed5ced77d3f924a0fa18fc67333c535e41713 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jun 2021 12:01:53 -0700
Subject: [PATCH 5080/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70ba9249-0ca1-4d61-ac2d-eec6d4e69a10

PiperOrigin-RevId: 377559666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e011605fdb..6816205290c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc03205d17f9fb4f4a839406d967a74f2064e5b41fe9d7f219642f4ddf32ad82",
-    git_commit = "695b4c93d5da7277eb845937b79b66f9f363ed94",
+    sha256 = "76abb1f2cca56ce6b45f0eeaa01bd1ebf96ad21a25c188b9dee5d40aaf32b402",
+    git_commit = "8c2b12a51b30f3d477bf7f275e9334a5aca68e93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 203b01118a3485c2aeeb2ea10bde92c726c60c14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Jun 2021 18:01:22 -0700
Subject: [PATCH 5081/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92ee3d15-4b1a-4bb6-8996-fa7883dc68df

PiperOrigin-RevId: 377624282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6816205290c..cdd2851fdb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76abb1f2cca56ce6b45f0eeaa01bd1ebf96ad21a25c188b9dee5d40aaf32b402",
-    git_commit = "8c2b12a51b30f3d477bf7f275e9334a5aca68e93",
+    sha256 = "a139df0987dd5306280be6dda31db0cd41e29b6d0a897113305b2630fdd61853",
+    git_commit = "0ac7d6c367f3993756f9755cef0b0c72e4d68039",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From be955a51a8842c7288e8c5465388a1e02f75d506 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jun 2021 00:04:20 -0700
Subject: [PATCH 5082/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cfb178c-4122-4c79-a17f-8c94bb47a86a

PiperOrigin-RevId: 377653292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdd2851fdb7..3e172d08722 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a139df0987dd5306280be6dda31db0cd41e29b6d0a897113305b2630fdd61853",
-    git_commit = "0ac7d6c367f3993756f9755cef0b0c72e4d68039",
+    sha256 = "4179cd15eb55719d49dc3bdaf204a17de00809effd553862bcd20037a693bfb7",
+    git_commit = "50d3d201f31cf8c4dca37255f4fda581b75afbb8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a436e55d4643123461ad3b99ce2c05092fadf2a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jun 2021 06:02:04 -0700
Subject: [PATCH 5083/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d1aaf3e-e9ae-480a-b386-7b9c6ab287fc

PiperOrigin-RevId: 377679786
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e172d08722..75d91951a70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4179cd15eb55719d49dc3bdaf204a17de00809effd553862bcd20037a693bfb7",
-    git_commit = "50d3d201f31cf8c4dca37255f4fda581b75afbb8",
+    sha256 = "3e2579390c590eef8ea488fda06a424b057bc91f56c618fb287c2e246c41b446",
+    git_commit = "596967c699fd6b742cd11926b9d0ea2fbedc599c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 38de4f4433fbeae9c8b6495a77daa80b4c39c7e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Jun 2021 18:01:33 -0700
Subject: [PATCH 5084/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0199f97-f39d-4e0e-b3a3-e62f7a187dec

PiperOrigin-RevId: 377725215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75d91951a70..4850078fc7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e2579390c590eef8ea488fda06a424b057bc91f56c618fb287c2e246c41b446",
-    git_commit = "596967c699fd6b742cd11926b9d0ea2fbedc599c",
+    sha256 = "f13fabd6198f85055431de08f8b34fc5de5b0fba5049936b2f12caa269d623f9",
+    git_commit = "fc3afac450629ce2b54073beea9cf40dafbb1964",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a67cf0656756a86ab32266b991755f4eaf9a572a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Jun 2021 06:01:19 -0700
Subject: [PATCH 5085/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0c7afe5-15bc-448f-ac04-5008056410de

PiperOrigin-RevId: 377772093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4850078fc7c..dd2dfb936c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f13fabd6198f85055431de08f8b34fc5de5b0fba5049936b2f12caa269d623f9",
-    git_commit = "fc3afac450629ce2b54073beea9cf40dafbb1964",
+    sha256 = "2f74b403bc5ac22dbdce9e02b188df1fe2829f80b7b6d4012ca9d9837934c7cb",
+    git_commit = "a0991e859fe45ddb04d8b618e6b602684726b2e5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e847e842002c53c3a4ebe894e717c2367c8df65c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jun 2021 00:01:35 -0700
Subject: [PATCH 5086/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5960a7e4-d84e-4284-9575-b9e8d3837ecd

PiperOrigin-RevId: 377850608
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd2dfb936c6..c11ef84841b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f74b403bc5ac22dbdce9e02b188df1fe2829f80b7b6d4012ca9d9837934c7cb",
-    git_commit = "a0991e859fe45ddb04d8b618e6b602684726b2e5",
+    sha256 = "7d6bc220c97e49a112056d284b89ba2b59d4908ea35eb4cdeb55afcaa6090ed7",
+    git_commit = "9addc52fb8930664bfef0fbe40f3e130e44b6b2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18be5cca5f2ab80f9dde942d3960b95512e155e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jun 2021 06:01:21 -0700
Subject: [PATCH 5087/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75570f6c-cf32-4dd5-88c1-6cdadf29dae4

PiperOrigin-RevId: 377896760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c11ef84841b..17a0dfa1e7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d6bc220c97e49a112056d284b89ba2b59d4908ea35eb4cdeb55afcaa6090ed7",
-    git_commit = "9addc52fb8930664bfef0fbe40f3e130e44b6b2f",
+    sha256 = "3945506a09360634f98ccd904895f2be9f3de8781a99db6fbdcddfd2ad2aa26e",
+    git_commit = "f83eb8828a572338388b8ffdbe6380860387b0cc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6f1e161f8461790af8173b60acb8378a615c05d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jun 2021 12:01:56 -0700
Subject: [PATCH 5088/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a4b1848-c3b2-492a-9689-bd4c62d243bf

PiperOrigin-RevId: 377972220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17a0dfa1e7b..09e8533b0af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3945506a09360634f98ccd904895f2be9f3de8781a99db6fbdcddfd2ad2aa26e",
-    git_commit = "f83eb8828a572338388b8ffdbe6380860387b0cc",
+    sha256 = "56a425d7055497f55a7dbc39a455bf8492fb04b3fc61ae690d3990d4f3369280",
+    git_commit = "92e9fb1a0f8c99ff8c4fbdc026c1c9286adc2356",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ce9c6b98753cbdcffbacf3767ae2157eb664069 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 7 Jun 2021 15:38:38 -0700
Subject: [PATCH 5089/8103] cleanup unused vars+functions.

PiperOrigin-RevId: 378021765
---
 tensorflow_serving/core/request_logger_test.cc   |  2 --
 .../model_servers/http_rest_api_handler_test.cc  |  1 -
 .../tensorflow/classification_service_test.cc    |  1 -
 .../servables/tensorflow/multi_inference_test.cc |  1 -
 .../tensorflow/regression_service_test.cc        |  1 -
 .../tensorflow/saved_model_bundle_factory.cc     | 16 ----------------
 tensorflow_serving/util/json_tensor.cc           |  9 ---------
 7 files changed, 31 deletions(-)

diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index b80a00b0cba..fcc269262ca 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -46,8 +46,6 @@ using ::testing::Invoke;
 using ::testing::NiceMock;
 using ::testing::Return;
 
-constexpr char kSavedModelTags[] = "server,tpu";
-
 class RequestLoggerTest : public ::testing::Test {
  protected:
   RequestLoggerTest() {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index b98312fede0..c7f1f707c2b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -50,7 +50,6 @@ using ::testing::UnorderedElementsAreArray;
 
 constexpr char kTestModelBasePath[] = "cc/saved_model/testdata/half_plus_two";
 constexpr char kTestModelName[] = "saved_model_half_plus_two_2_versions";
-constexpr char kNonexistentModelName[] = "nonexistent_model";
 constexpr int kTestModelVersion1 = 123;
 constexpr char kTestModelVersionLabel[] = "Version_Label";
 constexpr char kNonexistentModelVersionLabel[] = "Version_Nonexistent";
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index f439375acde..2311d7635e7 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -37,7 +37,6 @@ namespace serving {
 namespace {
 
 constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
 
 // Test fixture for ClassificationService related tests sets up a ServerCore
 // pointing to the half_plus_two SavedModel.
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index 25cc73fa5ed..89533d4b96c 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -38,7 +38,6 @@ namespace serving {
 namespace {
 
 constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
 
 // Test fixture for MultiInferenceTest related tests sets up a ServerCore
 // pointing to TF1 or TF2 version of half_plus_two SavedModel (based on `T`).
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index 824e0df55a2..068c077e546 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -36,7 +36,6 @@ namespace serving {
 namespace {
 
 constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
 
 // Test fixture for RegressionService related tests sets up a ServerCore
 // pointing to the half_plus_two SavedModel.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 2b2c202063d..008207f7ca4 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -43,22 +43,6 @@ std::vector<SignatureDef> GetSignatureDefs(const SavedModelBundle& bundle) {
   return signature_defs;
 }
 
-// Parses a repeated field of NamedTensorProtos into a corresponding list of
-// name/tensor pairs.
-Status ParseFixedInputTensors(
-    const protobuf::RepeatedPtrField<NamedTensorProto>& protos,
-    std::vector<std::pair<string, Tensor>>* parsed) {
-  for (const NamedTensorProto& proto : protos) {
-    Tensor tensor;
-    if (!tensor.FromProto(proto.tensor())) {
-      return errors::InvalidArgument("Unable to parse tensor proto: ",
-                                     proto.tensor().ShortDebugString());
-    }
-    parsed->push_back({proto.name(), tensor});
-  }
-  return Status::OK();
-}
-
 // TODO(b/140959776): Move this upstream alongside `kSavedModelFilenamePb`.
 const char kTfLiteModelFilename[] = "model.tflite";
 
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index c12f7cb97ea..58f1a920472 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -298,15 +298,6 @@ void GetDenseTensorShape(const rapidjson::Value& val, TensorShapeProto* shape) {
   }
 }
 
-// Returns size (number of elements) expected in a tensor of given shape.
-int GetTensorSize(const TensorShapeProto& shape) {
-  int size = 1;
-  for (const auto& dim : shape.dim()) {
-    size *= dim.size();
-  }
-  return size;
-}
-
 bool IsValBase64Object(const rapidjson::Value& val) {
   // Base64 encoded data is a JSON object formatted as:
   // { "b64" : "<base64 encoded string" }

From a31defc1718beb35a765583335b92d71df4c5218 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Jun 2021 18:01:16 -0700
Subject: [PATCH 5090/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/517ecec2-acb7-4cf8-b525-93d1d4fe59cf

PiperOrigin-RevId: 378047920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09e8533b0af..13a0371a9ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56a425d7055497f55a7dbc39a455bf8492fb04b3fc61ae690d3990d4f3369280",
-    git_commit = "92e9fb1a0f8c99ff8c4fbdc026c1c9286adc2356",
+    sha256 = "3886e042f9f73b482a86005f46089b025c31c1c9692fe340570479047ad85a82",
+    git_commit = "3e6eb263935b2a23aa4af90751755e44263a57d7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2958313f4a29bc107fb345d04a2c1788beb743a Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 7 Jun 2021 19:27:06 -0700
Subject: [PATCH 5091/8103] Internal change.

PiperOrigin-RevId: 378058672
---
 tensorflow_serving/core/loader_harness.cc | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 72141cf0370..95a7bfb2e08 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -166,8 +166,11 @@ Status LoaderHarness::TransitionState(const State from, const State to) {
     const Status error = errors::Internal(
         "Illegal request to transition from state ", StateDebugString(state_),
         " to ", StateDebugString(to));
-    DCHECK(false) << error;
+#ifndef NDEBUG
+    LOG(FATAL) << error;  // Crash OK
+#else
     ErrorInternal(error);
+#endif
     return error;
   }
   state_ = to;

From ddc342189e506d3c0500f9a01d831cb2df9589f0 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 7 Jun 2021 20:41:00 -0700
Subject: [PATCH 5092/8103] Internal change.

PiperOrigin-RevId: 378066531
---
 tensorflow_serving/util/BUILD           | 1 +
 tensorflow_serving/util/any_ptr_test.cc | 5 +++--
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 9e13307ced1..5beb2fb1dee 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -166,6 +166,7 @@ cc_test(
     deps = [
         ":any_ptr",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/base:core_headers",
     ],
 )
 
diff --git a/tensorflow_serving/util/any_ptr_test.cc b/tensorflow_serving/util/any_ptr_test.cc
index 486b3dbded9..8148f7595f0 100644
--- a/tensorflow_serving/util/any_ptr_test.cc
+++ b/tensorflow_serving/util/any_ptr_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/any_ptr.h"
 
 #include <gtest/gtest.h>
+#include "absl/base/attributes.h"
 
 namespace tensorflow {
 namespace serving {
@@ -52,7 +53,7 @@ TEST(AnyPtrTest, BaseClass) {
     virtual ~Base() {}
 
    private:
-    int unused_base_var_ = 0;
+    int unused_base_var_ ABSL_ATTRIBUTE_UNUSED = 0;
   };
 
   class Child : public Base {
@@ -60,7 +61,7 @@ TEST(AnyPtrTest, BaseClass) {
     ~Child() override {}
 
    private:
-    int unused_child_var_ = 0;
+    int unused_child_var_ ABSL_ATTRIBUTE_UNUSED = 0;
   };
 
   AnyPtr ptr;

From f10c42e040adfba6b7411ea927ee27abdf787f89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jun 2021 00:01:31 -0700
Subject: [PATCH 5093/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2cc5732-cd71-479c-97c8-fc3b5404b6f0

PiperOrigin-RevId: 378088495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13a0371a9ed..e5eccbcff0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3886e042f9f73b482a86005f46089b025c31c1c9692fe340570479047ad85a82",
-    git_commit = "3e6eb263935b2a23aa4af90751755e44263a57d7",
+    sha256 = "0e3007cc90ec0ad7248f28151e60e48939c3ccf36b352911b02f1799111361e6",
+    git_commit = "f588e31e54b0063dcccc415977b74810f0ed1fe6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c13804a16cf9c2f3a87c316b101a201e346bac9a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jun 2021 06:01:29 -0700
Subject: [PATCH 5094/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/de184a9d-c124-4af4-9960-bcd917124193

PiperOrigin-RevId: 378136121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5eccbcff0c..7ec4702342d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e3007cc90ec0ad7248f28151e60e48939c3ccf36b352911b02f1799111361e6",
-    git_commit = "f588e31e54b0063dcccc415977b74810f0ed1fe6",
+    sha256 = "aa23af8987a78cdea89de8698aea6357919ab08b0a9068dc82ca1afa7495f075",
+    git_commit = "c17cfbbe0c9ce52719b445d1276fdc0732ec8aee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ea8f2fb3d679098b2a9f3b6288a17b5a26e2a47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jun 2021 12:01:46 -0700
Subject: [PATCH 5095/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3df2104-4d52-4972-ab71-524ef76c3905

PiperOrigin-RevId: 378211216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ec4702342d..78496e4a51f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa23af8987a78cdea89de8698aea6357919ab08b0a9068dc82ca1afa7495f075",
-    git_commit = "c17cfbbe0c9ce52719b445d1276fdc0732ec8aee",
+    sha256 = "cbd535a1e3b31ebaa289a368f831f5bc059a5147d0b8526c9b95b01ebc2431b7",
+    git_commit = "3a012e2c881d51cffa3efb2e14a328d1d94da83f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc6b289ec37748140fad50d779d2964a73471439 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Jun 2021 18:01:49 -0700
Subject: [PATCH 5096/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7f083f0-adab-4ec7-a885-0b904aea34a2

PiperOrigin-RevId: 378290693
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78496e4a51f..69d123ae52c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbd535a1e3b31ebaa289a368f831f5bc059a5147d0b8526c9b95b01ebc2431b7",
-    git_commit = "3a012e2c881d51cffa3efb2e14a328d1d94da83f",
+    sha256 = "8f8168866638c360a5feadd34028a81bbadcfff8c5a339a8b65ef21bffa1b43b",
+    git_commit = "9e8f335a76a36611b5dffbe3c1809b9bb0e0d2bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb34b1d4b221d2ea02f854a3d84a64c7bcab56e2 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Tue, 8 Jun 2021 21:25:48 -0700
Subject: [PATCH 5097/8103] Remove unused lambda captures in
 loader_harness_test.cc

PiperOrigin-RevId: 378317270
---
 tensorflow_serving/core/loader_harness_test.cc | 13 ++-----------
 1 file changed, 2 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 38d1b3adb17..2740ecb8366 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -100,8 +100,6 @@ TEST(LoaderHarnessTest, Load) {
 
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
-  Notification load_called;
-  Notification load_should_return;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(Return(Status::OK()));
   {
@@ -130,8 +128,6 @@ TEST(LoaderHarnessTest, Unload) {
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
 
-  Notification unload_called;
-  Notification unload_should_return;
   EXPECT_CALL(*loader, Unload()).WillOnce(Return());
   {
     std::unique_ptr<Thread> test_thread(Env::Default()->StartThread(
@@ -175,8 +171,6 @@ TEST(LoaderHarnessTest, LoadError) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
-  Notification load_called;
-  Notification load_should_return;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(Return(errors::Unknown("test load error")));
   {
@@ -316,12 +310,9 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader), options);
 
-  Notification load_called;
-  Notification load_should_return;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
-        return errors::Unknown("test load error");
-      }))
+      .WillOnce(InvokeWithoutArgs(
+          []() { return errors::Unknown("test load error"); }))
       // If the load is called again, we return Status::OK() to fail the test.
       .WillRepeatedly(InvokeWithoutArgs([]() { return Status::OK(); }));
   std::unique_ptr<Thread> test_thread(

From f56e5017123984dc3a4c8bb01955443a99c1a574 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jun 2021 00:01:24 -0700
Subject: [PATCH 5098/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d960cd5-c68c-4712-b258-096db8b8135c

PiperOrigin-RevId: 378335783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69d123ae52c..3d66c142505 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f8168866638c360a5feadd34028a81bbadcfff8c5a339a8b65ef21bffa1b43b",
-    git_commit = "9e8f335a76a36611b5dffbe3c1809b9bb0e0d2bc",
+    sha256 = "8d16ed548fa32df53c721295ba1642330c94bfbd5a008355c6388a9d0241dfed",
+    git_commit = "8771a623ab204a46cf893a27f4875312ffca156a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 362125b93615885a6e04797e5df86370050ed990 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jun 2021 06:01:57 -0700
Subject: [PATCH 5099/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46f477b2-d664-4d62-907d-7a085b55692a

PiperOrigin-RevId: 378387597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d66c142505..03b6d846b9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d16ed548fa32df53c721295ba1642330c94bfbd5a008355c6388a9d0241dfed",
-    git_commit = "8771a623ab204a46cf893a27f4875312ffca156a",
+    sha256 = "7057f114bc90c31aa4b91520edee47acf2f844aac6acddf1189c64cf8b7b133e",
+    git_commit = "a224e3454554a1e7488edae03e4140feb4ee75a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62b1d43ddb521a1025d18132d68f76d0c7da8bd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jun 2021 12:01:35 -0700
Subject: [PATCH 5100/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0967b14-ebb7-4c15-8443-937bdda68555

PiperOrigin-RevId: 378463319
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03b6d846b9f..c9a65eb4b98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7057f114bc90c31aa4b91520edee47acf2f844aac6acddf1189c64cf8b7b133e",
-    git_commit = "a224e3454554a1e7488edae03e4140feb4ee75a6",
+    sha256 = "bdf523f6709da55994c5f6620349948d4d46efe85b5c6f3fdc9b7ba890d2d740",
+    git_commit = "65d53bb182fbe2c0004e1134b803ce336fbea732",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a7bc692f42936bcc49eac48a9e22a8300fb594b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jun 2021 18:01:15 -0700
Subject: [PATCH 5101/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/207e5d1e-3547-4227-9077-2151167d4d19

PiperOrigin-RevId: 378543238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9a65eb4b98..5797ea0e382 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdf523f6709da55994c5f6620349948d4d46efe85b5c6f3fdc9b7ba890d2d740",
-    git_commit = "65d53bb182fbe2c0004e1134b803ce336fbea732",
+    sha256 = "58e4de866e2613bed70bfe22413a1a4afec8a7358d9509d5949cf6e3801284b5",
+    git_commit = "73eaa09991af786f282a3f57057a53ba563fefd4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23b0755182aca025a6594f1461d3a57baab5889a Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Wed, 9 Jun 2021 19:22:51 -0700
Subject: [PATCH 5102/8103] Avoid using 'version' after it was moved.

PiperOrigin-RevId: 378555173
---
 tensorflow_serving/core/aspired_versions_manager.cc | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index f05aee42bf1..1c005f7ff4e 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -297,6 +297,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   // need to be added and add them to the harness map.
   for (auto& version : versions) {
     bool should_add = false;
+    const auto& version_id = version.id();
     if (additions.find(version.id().version) != additions.end()) {
       should_add = true;
     }
@@ -305,12 +306,12 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
             current_aspired_versions_with_error.end()) {
       ServableId id;
       id.name = std::string(servable_name);
-      id.version = version.id().version;
+      id.version = version_id.version;
       const Status manage_status = basic_manager_->StopManagingServable(id);
       DCHECK(manage_status.ok()) << manage_status.error_message();
       if (!manage_status.ok()) {
         LOG(ERROR) << "Internal error: Unable to clear errored servable "
-                   << version.id().DebugString() << " from 'basic_manager_': "
+                   << version_id.DebugString() << " from 'basic_manager_': "
                    << manage_status.error_message();
       }
       should_add = true;
@@ -324,7 +325,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
       DCHECK(manage_status.ok()) << manage_status.error_message();
       if (!manage_status.ok()) {
         LOG(ERROR) << "Internal error: Unable to transfer servable "
-                   << version.id().DebugString()
+                   << version_id.DebugString()
                    << " to 'basic_manager_': " << manage_status.error_message();
       }
     }

From 83ad19ac00ddd21580c7954f482962816aaecf2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jun 2021 00:01:26 -0700
Subject: [PATCH 5103/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/542fb176-233b-43bf-8f43-63168b94febb

PiperOrigin-RevId: 378587242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5797ea0e382..be318306eee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58e4de866e2613bed70bfe22413a1a4afec8a7358d9509d5949cf6e3801284b5",
-    git_commit = "73eaa09991af786f282a3f57057a53ba563fefd4",
+    sha256 = "62fec2221d5cd417d8f10fd94505c538c2c31765efab16597399d79b50ebd529",
+    git_commit = "84262cc8d91f2bcf4e7063276dcca1b866b68f9d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 56ae5a627cb3d36225140f18aca9bee847642f4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jun 2021 06:01:43 -0700
Subject: [PATCH 5104/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e04bcc05-f7e8-4556-820b-ca48bfa27ce8

PiperOrigin-RevId: 378633203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be318306eee..e67a1808588 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62fec2221d5cd417d8f10fd94505c538c2c31765efab16597399d79b50ebd529",
-    git_commit = "84262cc8d91f2bcf4e7063276dcca1b866b68f9d",
+    sha256 = "8044c7617ae642c6032d1d0394c2e694600ebebb1a296cbe436c546c231856e4",
+    git_commit = "ab0c10371fe241e256debabaf32c8f05e8edd6e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 757c3a6b6c8a03731dc73ff758f69a61aeddcf67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jun 2021 07:46:30 -0700
Subject: [PATCH 5105/8103] Adding python targets for config protos

PiperOrigin-RevId: 378649319
---
 tensorflow_serving/config/BUILD               |  5 +++++
 tensorflow_serving/servables/tensorflow/BUILD | 14 +++++++++++++-
 2 files changed, 18 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index e90fc7be782..8d3a2139ac2 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -63,6 +63,11 @@ serving_proto_library(
     ],
 )
 
+serving_proto_library_py(
+    name = "platform_config_py_pb2",
+    proto_library = "platform_config_proto",
+)
+
 serving_proto_library(
     name = "log_collector_config_proto",
     srcs = ["log_collector_config.proto"],
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3ad897e3f30..0ba9239f8d7 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,7 +1,7 @@
 # Description: TensorFlow servables.
 
 load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_tensorflow_proto_dep")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = [
@@ -38,6 +38,12 @@ serving_proto_library(
     ],
 )
 
+serving_proto_library_py(
+    name = "session_bundle_config_py_pb2",
+    proto_library = "session_bundle_config_proto",
+    visibility = ["//visibility:public"],
+)
+
 cc_library(
     name = "resource_estimator",
     hdrs = ["resource_estimator.h"],
@@ -252,6 +258,12 @@ serving_proto_library(
     ],
 )
 
+serving_proto_library_py(
+    name = "saved_model_bundle_source_adapter_py_pb2",
+    proto_library = "saved_model_bundle_source_adapter_proto",
+    visibility = ["//visibility:public"],
+)
+
 cc_library(
     name = "simple_servers",
     srcs = ["simple_servers.cc"],

From 3c041741dd30306850246611de93dc0de1ca88f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jun 2021 12:01:18 -0700
Subject: [PATCH 5106/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/103c7d9b-7a94-407f-81f9-01bd80fca3d7

PiperOrigin-RevId: 378703501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e67a1808588..123b58b02de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8044c7617ae642c6032d1d0394c2e694600ebebb1a296cbe436c546c231856e4",
-    git_commit = "ab0c10371fe241e256debabaf32c8f05e8edd6e1",
+    sha256 = "0840d1c240335ad32a3de0a58d7e87f7de7a1b17c6d2efba0041dde5666697b4",
+    git_commit = "4fda52d02555333b317f4e1051281cda2da5081b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ffd6080437ca8175b067be7cc00f5b3df9ea92a Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Thu, 10 Jun 2021 16:54:03 -0700
Subject: [PATCH 5107/8103] Add basic batch scheduler for tflite models to
 improve batch parallelism.

PiperOrigin-RevId: 378765010
---
 tensorflow_serving/servables/tensorflow/BUILD |   7 +-
 .../tensorflow/tflite_interpreter_pool.cc     | 186 +++---
 .../tensorflow/tflite_interpreter_pool.h      | 128 ++---
 .../tflite_interpreter_pool_test.cc           | 157 ++---
 .../servables/tensorflow/tflite_session.cc    | 543 ++++++++++++------
 .../servables/tensorflow/tflite_session.h     | 125 +++-
 .../tensorflow/tflite_session_test.cc         |  88 +++
 7 files changed, 722 insertions(+), 512 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 0ba9239f8d7..036ed2660f1 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -335,17 +335,22 @@ cc_library(
     ],
     deps = [
         ":serving_session",
+        "//tensorflow_serving/batching:incremental_barrier",
+        "//tensorflow_serving/batching:threadsafe_status",
         "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/functional:bind_front",
         "@com_google_absl//absl/synchronization",
-        "@com_google_absl//absl/types:span",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:session_options",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/lite:external_cpu_backend_context",
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite/c:c_api",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 363c0aff0cf..3e356d78a83 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -19,7 +19,10 @@ limitations under the License.
 #include <memory>
 #include <vector>
 
+#include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/lite/external_cpu_backend_context.h"
+#include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/kernels/parse_example/parse_example.h"
 #include "tensorflow/lite/kernels/register.h"
 
@@ -28,14 +31,16 @@ namespace serving {
 namespace internal {
 
 TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
+    std::unique_ptr<tflite::ExternalCpuBackendContext> external_context,
     std::unique_ptr<tflite::Interpreter> interpreter)
     :
 #ifdef TFLITE_PROFILE
+      external_context_(std::move(external_context)),
       interpreter_(std::move(interpreter)),
-      fixed_batch_size_(fixed_batch_size),
       max_num_entries_(TFLITE_PROFILE_EVENTS),
       profiler_(max_num_entries_)
 #else
+      external_context_(std::move(external_context)),
       interpreter_(std::move(interpreter))
 #endif
 {
@@ -53,20 +58,23 @@ TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
 }
 
 tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
-    const gtl::ArraySlice<tensorflow::tstring>& batch,
-    TfLiteTensor* tflite_tensor, int tensor_index) {
+    const std::vector<const Tensor*>& tensors, TfLiteTensor* tflite_tensor,
+    int tensor_index, int batch_size) {
   // Format of the buffer for tflite:
   //   [0] number of strings (int32_t)
   //   [4] offset of each string (int32_t)
   //   [sizeof(int32_t) * (num_strings + 1)]] total size of strings
   //   [sizeof(int32_t) * (num_strings + 2)] batch.data()
-  int32_t num_strings = batch.size();
+  int32_t num_strings = batch_size;
   offset_.clear();
   size_t total_size = 0;
   offset_.push_back(static_cast<int32_t>(total_size));
-  for (int i = 0; i < num_strings; i++) {
-    total_size += batch[i].size();
-    offset_.push_back(static_cast<int32_t>(total_size));
+  for (const auto& tensor : tensors) {
+    const auto& flat = tensor->flat<tstring>();
+    for (int i = 0; i < flat.size(); ++i) {
+      total_size += flat(i).size();
+      offset_.push_back(static_cast<int32_t>(total_size));
+    }
   }
   size_t required_bytes = total_size + sizeof(int32_t) * (num_strings + 2);
   if (tensor_buffer_.find(tensor_index) == tensor_buffer_.end()) {
@@ -92,10 +100,13 @@ tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
     memcpy(tensor_buffer_[tensor_index].get() + sizeof(int32_t) * (i + 1),
            &offset_i, sizeof(int32_t));
   }
-  for (int i = 0; i < num_strings; i++) {
-    memcpy(tensor_buffer_[tensor_index].get() + start, batch[i].data(),
-           batch[i].size());
-    start += batch[i].size();
+  for (const auto& tensor : tensors) {
+    const auto& flat = tensor->flat<tstring>();
+    for (int i = 0; i < flat.size(); ++i) {
+      memcpy(tensor_buffer_[tensor_index].get() + start, flat(i).data(),
+             flat(i).size());
+      start += flat(i).size();
+    }
   }
 
   // tflite_tensor will take ownership of the pointer.
@@ -128,128 +139,61 @@ TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
   return status;
 }
 
-tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-    const tflite::FlatBufferModel& model, bool run_in_caller,
-    bool use_batch_parallelism, int batch_pool_size, int id,
+tensorflow::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
+    const tflite::FlatBufferModel& model,
     const tensorflow::SessionOptions& options,
-    std::unique_ptr<TfLiteInterpreterPool>& pool) {
-  // If can't use_batch_parallelism or pool size is 1,
-  // just use 1 interpreter and run in caller.
-  if (!use_batch_parallelism || batch_pool_size == 1) {
-    run_in_caller = true;
-    batch_pool_size = 1;
-    use_batch_parallelism = false;
-  }
-  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool;
-  int num_interpreters = run_in_caller ? 1 : 0;
-  if (!run_in_caller || use_batch_parallelism) {
-    thread_pool.reset(new tensorflow::thread::ThreadPool(
-        options.env, tensorflow::ThreadOptions(),
-        absl::StrCat(kTfLiteThreadPoolName, id), batch_pool_size, false,
-        nullptr));
-    num_interpreters += thread_pool->NumThreads();
-  }
-
-  // TODO(b/140959776): Add support for non-builtin ops (flex or custom ops).
+    std::unique_ptr<TfLiteInterpreterWrapper>& wrapper) {
   tflite::ops::builtin::BuiltinOpResolver resolver;
   tflite::ops::custom::AddParseExampleOp(&resolver);
-  int fixed_batch_size = 1;
-  if (use_batch_parallelism) {
-    if (num_interpreters < 1) {
-      return errors::InvalidArgument(
-          "CreateTfLiteInterpreterPool requested ",
-          "invalid number of interpreters: ", num_interpreters);
+  std::unique_ptr<tflite::Interpreter> interpreter;
+
+  // Use an initial batch_size of 1, will be resized later.
+  const int batch_size = 1;
+  // Use a single thread to reduce contention across sessions.
+  const int num_threads = 1;
+
+  if (tflite::InterpreterBuilder(model, resolver)(&interpreter, num_threads) !=
+      kTfLiteOk) {
+    return errors::Internal(
+        "Failed to create a TFLite interpreter with the given model");
+  }
+  std::unique_ptr<tflite::ExternalCpuBackendContext> external_context(
+      new tflite::ExternalCpuBackendContext());
+  std::unique_ptr<tflite::CpuBackendContext> cpu_backend_context(
+      new tflite::CpuBackendContext());
+  cpu_backend_context->SetUseCaching(true);
+  cpu_backend_context->SetMaxNumThreads(num_threads);
+  external_context->set_internal_backend_context(
+      std::move(cpu_backend_context));
+  interpreter->SetExternalContext(kTfLiteCpuBackendContext,
+                                  external_context.get());
+  const int idx = interpreter->inputs()[0];
+  const auto* tensor = interpreter->tensor(idx);
+  if (tensor->type == kTfLiteString) {
+    if (interpreter->ResizeInputTensor(idx, {batch_size}) != kTfLiteOk) {
+      return errors::Internal("Failed to resize input");
     }
-    fixed_batch_size =
-        (kInitialBatchSize + num_interpreters - 1) / num_interpreters;
   }
-  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters;
-
-  for (int i = 0; i < num_interpreters; i++) {
-    std::unique_ptr<tflite::Interpreter> interpreter;
-    if (tflite::InterpreterBuilder(model, resolver)(
-            &interpreter, /*num_threads=*/1) != kTfLiteOk) {
-      return errors::Internal(
-          "Failed to create a TFLite interpreter with the given model");
-    }
-    const int idx = interpreter->inputs()[0];
-    const auto* tensor = interpreter->tensor(idx);
-    if (tensor->type == kTfLiteString) {
-      interpreter->ResizeInputTensor(idx, {fixed_batch_size});
-    }
-    if (interpreter->AllocateTensors() != kTfLiteOk) {
-      return errors::Internal("Failed to allocate tensors");
-    }
-    interpreters.push_back(
-        std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter)));
-    interpreters.back()->SetMiniBatchSize(fixed_batch_size);
+  if (interpreter->AllocateTensors() != kTfLiteOk) {
+    return errors::Internal("Failed to allocate tensors");
   }
-  pool.reset(new TfLiteInterpreterPool(
-      id, std::move(interpreters), std::move(thread_pool), num_interpreters,
-      fixed_batch_size, use_batch_parallelism));
+  wrapper.reset(new TfLiteInterpreterWrapper(std::move(external_context),
+                                             std::move(interpreter)));
   return tensorflow::Status::OK();
 }
 
-TfLiteInterpreterPool::TfLiteInterpreterPool(
-    int id, std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
-    std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
-    int num_interpreters, int fixed_batch_size, bool use_batch_parallelism)
-    : id_(id),
-      interpreters_(std::move(interpreters)),
-      thread_pool_(std::move(thread_pool)),
-      num_interpreters_(num_interpreters),
-      fixed_batch_size_(fixed_batch_size),
-      use_batch_parallelism_(use_batch_parallelism) {}
-
-std::unique_ptr<TfLiteInterpreterWrapper>&
-TfLiteInterpreterPool::GetInterpreter(int interpreter_idx) {
-  return interpreters_[interpreter_idx];
-}
-
-namespace {
-
-bool IsBatchParallelizable(const tflite::Model* model) {
-  auto tflite_model = absl::make_unique<tflite::ModelT>();
-  model->UnPackTo(tflite_model.get(), nullptr);
-  if (tflite_model->subgraphs.empty()) {
-    return false;
-  }
-  const auto& subgraph = tflite_model->subgraphs[0];
-  if (subgraph->inputs.size() != 1) {
-    return false;
-  }
-  int input_tensor_id = subgraph->inputs[0];
-  const std::vector<string> supported_ops = {"ParseExample", "ParseExampleV2"};
-  for (size_t op_idx = 0; op_idx < subgraph->operators.size(); op_idx++) {
-    tflite::OperatorT* op = subgraph->operators[op_idx].get();
-    if (std::find(op->inputs.begin(), op->inputs.end(), input_tensor_id) !=
-        op->inputs.end()) {
-      const std::string& custom_code =
-          tflite_model->operator_codes[op->opcode_index]->custom_code;
-      return std::find(supported_ops.begin(), supported_ops.end(),
-                       custom_code) != supported_ops.end();
-    }
-  }
-  return false;
-}
-
-}  // namespace
-
-tensorflow::Status TfLiteSessionPool::CreateTfLiteSessionPool(
+tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
     const tflite::FlatBufferModel* model,
-    const tensorflow::SessionOptions& options, bool run_in_caller,
-    int pool_size, int batch_pool_size,
-    std::unique_ptr<TfLiteSessionPool>& tflite_session_pool) {
-  bool use_batch_parallelism = IsBatchParallelizable(model->GetModel());
-  std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools;
+    const tensorflow::SessionOptions& options, int pool_size,
+    std::unique_ptr<TfLiteInterpreterPool>& interpreter_pool) {
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters(
+      pool_size);
   for (int i = 0; i < pool_size; i++) {
-    std::unique_ptr<TfLiteInterpreterPool> pool;
-    TF_RETURN_IF_ERROR(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-        *model, run_in_caller, use_batch_parallelism, batch_pool_size, i,
-        options, pool));
-    pools.push_back(std::move(pool));
+    auto& wrapper = interpreters[i];
+    TF_RETURN_IF_ERROR(TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
+        *model, options, wrapper));
   }
-  tflite_session_pool.reset(new TfLiteSessionPool(std::move(pools)));
+  interpreter_pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
   return tensorflow::Status::OK();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
index 9ac320be379..33ea4c8f9c1 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -22,6 +22,7 @@ limitations under the License.
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/common_runtime/process_util.h"
+#include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/gtl/array_slice.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/tstring.h"
@@ -42,84 +43,35 @@ namespace tensorflow {
 namespace serving {
 namespace internal {
 
-constexpr char kTfLiteThreadPoolName[] = "tflite_compute";
-
 constexpr int kInitialBatchSize = 500;
 
-class TfLiteInterpreterWrapper;
-
-// A TFLite batch pool to maintain pre-created tflite::Interpreter
-// objects.
-class TfLiteInterpreterPool {
+class TfLiteInterpreterWrapper {
+  // Wrapper class for a single TfLite Interpreter for use in an interpreter
+  // pool.
  public:
-  // Create a vector of TfLiteInterpreterWrapper objects with the given TFLite
-  // FlatBufferModel `model`.
-  // The number of created interpreters will depend on batch_pool_size,
-  // whether the calling thread requires a  interpreter, `run_in_caller`, and
-  // whether the model can make use of batch parallelism.
-  // If the model cannot make use of batch parallelism, only
-  // a single interpreter will be created. Otherwise, the setting is set by
-  // batch_pool_size + 1 if run_in_caller is true.
-  // The model must outlive the returned pool instance.
-  static Status CreateTfLiteInterpreterPool(
-      const tflite::FlatBufferModel& model, bool run_in_caller,
-      bool use_batch_parallelism, int batch_pool_size, int id,
+  // Create an interpreter and external context and wrap it in the class
+  // for use with an InterpreterPool.
+  static Status CreateTfLiteInterpreterWrapper(
+      const tflite::FlatBufferModel& model,
       const tensorflow::SessionOptions& options,
-      std::unique_ptr<TfLiteInterpreterPool>& pool);
-
-  // The allocated batch size of the TfLite interpreters.
-  int FixedBatchSize() { return fixed_batch_size_; }
-
-  // Returns an interpreter wrapper from the pool at the given index.
-  std::unique_ptr<TfLiteInterpreterWrapper>& GetInterpreter(
-      int interpreter_idx);
-
-  // The Id of the interpreterwrapper object, used to target a specific
-  // interpreterwrapper.
-  const int Id() { return id_; }
-
-  // Number of interpreters.
-  const int NumInterpreters() { return num_interpreters_; }
-
-  // Returns a ThreadPool for use with each interpreter, will be null
-  // if using run_in_caller and only 1 interpreter.
-  tensorflow::thread::ThreadPool* ThreadPool() { return thread_pool_.get(); }
-
-  // Returns whether the pool is configured to use batch parallelism.
-  const bool UseBatchParallelism() { return use_batch_parallelism_; }
+      std::unique_ptr<TfLiteInterpreterWrapper>& wrapper);
 
- private:
-  TfLiteInterpreterPool(
-      int id,
-      std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters,
-      std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool,
-      int num_interpreters, int fixed_batch_size, bool use_batch_parallelism);
-  int id_;
-  // A vector to maintain pointers of available interpreters
-  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters_;
-  std::unique_ptr<tensorflow::thread::ThreadPool> thread_pool_;
-  int num_interpreters_;
-  int fixed_batch_size_;
-  bool use_batch_parallelism_ = false;
-};
-
-// A TFLite interpreter wrapper class which automatically returns used
-// interpreter object to TfLiteInterpreterPool.
-class TfLiteInterpreterWrapper {
- public:
   // Constructor for wrapper takes only an initialized interpreter.
-  TfLiteInterpreterWrapper(std::unique_ptr<tflite::Interpreter> interpreter);
+  TfLiteInterpreterWrapper(
+      std::unique_ptr<tflite::ExternalCpuBackendContext> external_context,
+      std::unique_ptr<tflite::Interpreter> interpreter);
+
+  TfLiteInterpreterWrapper(std::unique_ptr<tflite::Interpreter> interpreter)
+      : TfLiteInterpreterWrapper(nullptr, std::move(interpreter)) {}
 
   // Returns the underlying interpreter.
   tflite::Interpreter* Get() { return interpreter_.get(); }
 
-  // If using parallelism, get the allocated batch size of the interpreter.
-  int GetMiniBatchSize() { return mini_batch_size_; }
+  // Get the allocated batch size of the interpreter.
+  int GetBatchSize() { return batch_size_; }
 
   // Set the batch size.
-  void SetMiniBatchSize(int mini_batch_size) {
-    mini_batch_size_ = mini_batch_size;
-  }
+  void SetBatchSize(int batch_size) { batch_size_ = batch_size; }
 
   // Invokes the interpreter.
   TfLiteStatus Invoke();
@@ -143,13 +95,15 @@ class TfLiteInterpreterWrapper {
   // raw pointer of `tflite_tensor` to the internal buffer. If the required
   // size is larger than the current size, will allocate new memory and
   // free the existing buffer.
-  tensorflow::Status SetStringData(
-      const gtl::ArraySlice<tensorflow::tstring>& batch,
-      TfLiteTensor* tflite_tensor, int tensor_index);
+  tensorflow::Status SetStringData(const std::vector<const Tensor*>& tensors,
+                                   TfLiteTensor* tflite_tensor,
+                                   int tensor_index, int batch_size);
 
  private:
+  // External cpu context to enable caching.
+  std::unique_ptr<tflite::ExternalCpuBackendContext> external_context_;
   std::unique_ptr<tflite::Interpreter> interpreter_;
-  int mini_batch_size_ = 1;
+  int batch_size_ = 1;
   std::map<int, std::unique_ptr<char>> tensor_buffer_;
   std::map<int, size_t> tensor_buffer_max_bytes_;
   std::vector<int32_t> offset_;
@@ -161,23 +115,21 @@ class TfLiteInterpreterWrapper {
 #endif
 };
 
-// Contains a vector of TfLiteInterpreterPool, which are protected by mutex.
-// When GetInterpreterPool is called, will either release a unique ptr to the
+// Contains a vector of TfLiteInterpreterWrapper, which are protected by mutex.
+// When GetInterpreter is called, will either release a unique ptr to the
 // caller or block if the vector is empty.
-class TfLiteSessionPool {
+class TfLiteInterpreterPool {
  public:
   // Creates a TfLiteSessionPool with model, session options,
-  // whether to run in caller thread, pool_size and batch_pool_size for
-  // each InterpreterPool.
-  static tensorflow::Status CreateTfLiteSessionPool(
+  // pool_size number of interpreters.
+  static tensorflow::Status CreateTfLiteInterpreterPool(
       const tflite::FlatBufferModel* model,
-      const tensorflow::SessionOptions& options, bool run_in_caller,
-      int pool_size, int batch_pool_size,
-      std::unique_ptr<TfLiteSessionPool>& tflite_session_pool);
+      const tensorflow::SessionOptions& options, int pool_size,
+      std::unique_ptr<TfLiteInterpreterPool>& interpreter_pool);
 
-  // Returns a TFLite interpreter pool object. Caller may *block* waiting for
+  // Returns a TFLite interpreter wrapper object. Caller may *block* waiting for
   // a free interpreter pool to be available.
-  std::unique_ptr<TfLiteInterpreterPool> GetInterpreterPool() {
+  std::unique_ptr<TfLiteInterpreterWrapper> GetInterpreter() {
     auto interpreter_available = [this]() ABSL_SHARED_LOCKS_REQUIRED(mutex_) {
       return !this->available_.empty();
     };
@@ -188,17 +140,19 @@ class TfLiteSessionPool {
     return pool;
   }
 
-  // Returns an interpreter pool to the available pool.
-  void ReturnInterpreterPool(std::unique_ptr<TfLiteInterpreterPool> pool) {
+  // Returns an interpreter wrapper to the available pool.
+  void ReturnInterpreter(
+      std::unique_ptr<TfLiteInterpreterWrapper> interpreter) {
     absl::MutexLock l(&mutex_);
-    available_.emplace_back(std::move(pool));
+    available_.emplace_back(std::move(interpreter));
   }
 
  private:
-  TfLiteSessionPool(std::vector<std::unique_ptr<TfLiteInterpreterPool>> pools)
-      : available_(std::move(pools)) {}
+  TfLiteInterpreterPool(
+      std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> interpreters)
+      : available_(std::move(interpreters)) {}
   mutable absl::Mutex mutex_;
-  std::vector<std::unique_ptr<TfLiteInterpreterPool>> available_
+  std::vector<std::unique_ptr<TfLiteInterpreterWrapper>> available_
       ABSL_GUARDED_BY(mutex_);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index c5dc1ad5f2d..84a904cc682 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -46,127 +46,28 @@ TEST(TfLiteInterpreterPool, CreateTfLiteInterpreterPoolTest) {
                                 &model_bytes));
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  int id = 0;
-  bool use_batch_parallelism = false;
-  int batch_pool_size = 1;
-  bool run_in_caller = true;
-  const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteInterpreterPool> pool;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), id);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
-  pool.reset();
-  run_in_caller = false;
-  use_batch_parallelism = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
-  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
-  pool.reset();
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, ++batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 2) / batch_pool_size);
-  pool.reset();
-  use_batch_parallelism = false;
-  run_in_caller = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);  // batch_parallelism turned off.
-  ASSERT_EQ(pool->ThreadPool(), nullptr);
-  ASSERT_EQ(pool->UseBatchParallelism(), use_batch_parallelism);
-  pool.reset();
-  use_batch_parallelism = true;
-  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
-      *model, run_in_caller, use_batch_parallelism, batch_pool_size, id,
-      options, pool));
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size + 1);
-  ASSERT_EQ(pool->ThreadPool()->NumThreads(), batch_pool_size);
-  pool.reset();
-}
-
-TEST(TfLiteSessionPool, CreateTfLiteSessionPoolTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
-  int pool_size = 1;
-  int batch_pool_size = 2;
-  bool run_in_caller_thread = false;
-  const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteSessionPool> session_pool;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-  auto pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), 0);
-  ASSERT_EQ(pool->FixedBatchSize(),
-            (kInitialBatchSize + batch_pool_size - 1) / batch_pool_size);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-
-  pool_size = 2;
-  batch_pool_size = 2;
-  run_in_caller_thread = false;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-
-  pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), batch_pool_size);
-  ASSERT_EQ(pool->Id(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), (kInitialBatchSize + 1) / 2);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
-}
-
-TEST(TfLiteSessionPool, CreateTfLiteSessionPoolNotBatchParallelTest) {
-  string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kMobileNetModel),
-                                &model_bytes));
-  auto model = tflite::FlatBufferModel::BuildFromModel(
-      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   int pool_size = 1;
-  int batch_pool_size = 1;
-  bool run_in_caller_thread = false;
   const tensorflow::SessionOptions options;
-  std::unique_ptr<TfLiteSessionPool> session_pool;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
+  std::unique_ptr<TfLiteInterpreterPool> interpreter_pool;
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      model.get(), options, pool_size, interpreter_pool));
 
-  auto pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->Id(), 0);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
+  auto interpreter = interpreter_pool->GetInterpreter();
+  interpreter_pool->ReturnInterpreter(std::move(interpreter));
+  interpreter_pool.reset();
 
   pool_size = 2;
-  batch_pool_size = 2;
-  run_in_caller_thread = false;
-  TF_ASSERT_OK(TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, pool_size, batch_pool_size,
-      session_pool));
-
-  pool = session_pool->GetInterpreterPool();
-  ASSERT_EQ(pool->NumInterpreters(), 1);
-  ASSERT_EQ(pool->Id(), 1);
-  ASSERT_EQ(pool->FixedBatchSize(), 1);
-  session_pool->ReturnInterpreterPool(std::move(pool));
-  session_pool.reset();
+  TF_ASSERT_OK(TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+      model.get(), options, pool_size, interpreter_pool));
+  interpreter = interpreter_pool->GetInterpreter();
+  interpreter_pool->ReturnInterpreter(std::move(interpreter));
+  auto next_interpreter = interpreter_pool->GetInterpreter();
+  interpreter_pool->ReturnInterpreter(std::move(next_interpreter));
+  interpreter = interpreter_pool->GetInterpreter();
+  next_interpreter = interpreter_pool->GetInterpreter();
+  interpreter_pool->ReturnInterpreter(std::move(interpreter));
+  interpreter_pool->ReturnInterpreter(std::move(next_interpreter));
+  interpreter_pool.reset();
 }
 
 int GetTensorSize(const TfLiteTensor* tflite_tensor) {
@@ -214,13 +115,18 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   int actual_batch_size = 3;
   interpreter->ResizeInputTensor(idx, {fixed_batch_size});
   ASSERT_EQ(interpreter->AllocateTensors(), kTfLiteOk);
+
   auto interpreter_wrapper =
       std::make_unique<TfLiteInterpreterWrapper>(std::move(interpreter));
-  interpreter_wrapper->SetMiniBatchSize(fixed_batch_size);
-  ASSERT_EQ(interpreter_wrapper->GetMiniBatchSize(), fixed_batch_size);
-  std::vector<tensorflow::tstring> data;
+  interpreter_wrapper->SetBatchSize(fixed_batch_size);
+  ASSERT_EQ(interpreter_wrapper->GetBatchSize(), fixed_batch_size);
+  std::vector<const Tensor*> data;
   std::vector<float> expected_floats;
   std::vector<std::string> expected_strs;
+  std::vector<std::string> expected_input_strs;
+  TensorShape shape;
+  shape.AddDim(actual_batch_size);
+  Tensor t(DT_STRING, shape);
   for (int i = 0; i < actual_batch_size; ++i) {
     tensorflow::Example example;
     std::string str;
@@ -234,11 +140,14 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
     (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
         expected_strs.back());
     example.SerializeToString(&str);
-    data.push_back(str);
+    t.flat<tstring>()(i) = str;
+    expected_input_strs.push_back(str);
   }
-  ASSERT_FALSE(interpreter_wrapper->SetStringData(data, tensor, -1) ==
-               Status::OK());
-  TF_ASSERT_OK(interpreter_wrapper->SetStringData(data, tensor, idx));
+  data.push_back(&t);
+  ASSERT_FALSE(interpreter_wrapper->SetStringData(
+                   data, tensor, -1, actual_batch_size) == Status::OK());
+  TF_ASSERT_OK(
+      interpreter_wrapper->SetStringData(data, tensor, idx, actual_batch_size));
   auto wrapped = interpreter_wrapper->Get();
   ASSERT_EQ(wrapped->inputs().size(), 1);
   int input_idx = wrapped->inputs()[0];
@@ -246,7 +155,7 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   ASSERT_EQ(GetTensorSize(tflite_input_tensor), fixed_batch_size);
   ASSERT_EQ(tflite::GetStringCount(tflite_input_tensor), actual_batch_size);
   auto input_strs = ExtractVector<std::string>(tflite_input_tensor);
-  EXPECT_THAT(input_strs, ::testing::ElementsAreArray(data));
+  EXPECT_THAT(input_strs, ::testing::ElementsAreArray(expected_input_strs));
   ASSERT_EQ(interpreter_wrapper->Invoke(), kTfLiteOk);
   const std::vector<int>& indices = wrapped->outputs();
   auto* tflite_tensor = wrapped->tensor(indices[0]);
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 1495c3cc1bb..764a74fcc93 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -19,10 +19,15 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include "absl/functional/bind_front.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/framework/tensor_util.h"
 #include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/lite/c/common.h"
 #include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/kernels/internal/tensor_utils.h"
@@ -31,6 +36,7 @@ limitations under the License.
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
+#include "tensorflow_serving/batching/incremental_barrier.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
 namespace tensorflow {
@@ -138,22 +144,21 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
   return Status::OK();
 }
 
-std::vector<int> TensorDims(const Tensor* tensor) {
-  std::vector<int> dims(tensor->dims());
-  for (int i = 0; i < tensor->dims(); ++i) {
-    dims[i] = static_cast<int>(tensor->dim_size(i));
+std::vector<int> TensorDims(const Tensor& tensor) {
+  std::vector<int> dims(tensor.dims());
+  for (int i = 0; i < tensor.dims(); ++i) {
+    dims[i] = static_cast<int>(tensor.dim_size(i));
   }
   return dims;
 }
 
 // Create output tensors making sure they are the right size. //
 Status CreateOutputTensors(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
     const std::vector<string>& output_tensor_names,
     const std::map<string, int>& output_tensor_to_idx,
     std::map<int32_t, Tensor*>& tflite_idx_to_output_tensor,
-    std::vector<Tensor>* output_tensors, bool use_batch_parallelism = false,
-    int actual_batch_size = 0) {
+    std::vector<Tensor>* output_tensors) {
   output_tensors->reserve(output_tensor_names.size());
   for (std::string tfname : output_tensor_names) {
     auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
@@ -163,14 +168,9 @@ Status CreateOutputTensors(
     }
     const int tflite_idx = output_tensor_to_idx.at(tfname);
     TensorShape tf_shape;
-    const auto& interpreter = interpreter_pool->GetInterpreter(0)->Get();
+    const auto& interpreter = interpreter_wrapper->Get();
     const auto* tflite_tensor = interpreter->tensor(tflite_idx);
-    if (use_batch_parallelism) {
-      tf_shape.AddDim(actual_batch_size);
-    } else if (tflite_tensor->dims->size > 0) {
-      tf_shape.AddDim(tflite_tensor->dims->data[0]);
-    }
-    for (int i = 1; i < tflite_tensor->dims->size; ++i) {
+    for (int i = 0; i < tflite_tensor->dims->size; ++i) {
       tf_shape.AddDim(tflite_tensor->dims->data[i]);
     }
     DataType tf_type;
@@ -182,24 +182,30 @@ Status CreateOutputTensors(
 }
 
 Status SetInputAndInvokeMiniBatch(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::map<int, const Tensor*>& tflite_idx_to_tf_input_tensor,
-    bool use_batch_parallelism = false, int32_t num_minibatches = 1,
-    int minibatch = 0) {
-  const auto& interpreter_wrapper = interpreter_pool->GetInterpreter(minibatch);
+    std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
+    const std::vector<int>& tflite_input_indices,
+    const std::vector<std::vector<const Tensor*>>& inputs, int batch_size,
+    int* fixed_batch_size) {
   auto* interpreter = interpreter_wrapper->Get();
   // Load input data from Tensorflow tensors.
-  for (const auto entry : tflite_idx_to_tf_input_tensor) {
-    int tflite_input_idx = entry.first;
+  for (int i = 0; i < tflite_input_indices.size(); ++i) {
+    int tflite_input_idx = tflite_input_indices[i];
     auto tflite_input_tensor = interpreter->tensor(tflite_input_idx);
-    const auto* tf_input_tensor = entry.second;
+    const auto& tf_input_tensors = inputs[i];
     if (tflite_input_tensor->type != kTfLiteString) {
-      if (use_batch_parallelism) {
-        return errors::Internal(
-            "Batch parallelism should not be enabled for non-string inputs");
+      const Tensor* tf_input_tensor = tf_input_tensors[0];
+      if (tf_input_tensors.size() > 1) {
+        Tensor concated;
+        std::vector<Tensor> to_concatenate;
+        to_concatenate.reserve(tf_input_tensors.size());
+        for (const auto* t : tf_input_tensors) {
+          to_concatenate.push_back(std::move(*t));
+        }
+        TF_RETURN_IF_ERROR(tensor::Concat(to_concatenate, &concated));
+        tf_input_tensor = &concated;
       }
       auto tensor_bytes = tf_input_tensor->tensor_data();
-      std::vector<int> tf_dims = TensorDims(tf_input_tensor);
+      std::vector<int> tf_dims = TensorDims(*tf_input_tensor);
       std::vector<int> tflite_dims(
           tflite_input_tensor->dims->data,
           tflite_input_tensor->dims->data + tflite_input_tensor->dims->size);
@@ -220,30 +226,22 @@ Status SetInputAndInvokeMiniBatch(
                   tensor_bytes.size());
     } else {
       // Copy the string tensor data to the input tflite tensor.
-      const int fixed_batch_size = interpreter_pool->FixedBatchSize();
-      const int actual_batch_size = entry.second->NumElements();
-      const int begin = fixed_batch_size * minibatch;
-      int end = static_cast<int>(actual_batch_size);
-      if (use_batch_parallelism) {
-        end = std::min(end, fixed_batch_size * (minibatch + 1));
-      }
-      const auto batch = gtl::ArraySlice<tstring>(entry.second->flat<tstring>())
-                             .subspan(begin, end - begin);
-      const int minibatch_size = batch.size();
-      // Always resize when not using parallelism.
       const bool needs_resize =
-          use_batch_parallelism
-              ? minibatch_size > interpreter_wrapper->GetMiniBatchSize()
-              : minibatch_size != interpreter_wrapper->GetMiniBatchSize();
+          fixed_batch_size ? batch_size > interpreter_wrapper->GetBatchSize()
+                           : batch_size != interpreter_wrapper->GetBatchSize();
       if (needs_resize) {
-        interpreter->ResizeInputTensor(entry.first, {minibatch_size});
-        interpreter_wrapper->SetMiniBatchSize(minibatch_size);
+        // std::cout << "resizing to: " << batch_size << std::endl;
+        interpreter->ResizeInputTensor(tflite_input_idx, {batch_size});
+        interpreter_wrapper->SetBatchSize(batch_size);
         if (interpreter->AllocateTensors() != kTfLiteOk) {
           return errors::Internal("Failed to allocate tensors");
         }
       }
+      if (fixed_batch_size) {
+        *fixed_batch_size = interpreter_wrapper->GetBatchSize();
+      }
       TF_RETURN_IF_ERROR(interpreter_wrapper->SetStringData(
-          batch, tflite_input_tensor, tflite_input_idx));
+          tf_input_tensors, tflite_input_tensor, tflite_input_idx, batch_size));
     }
   }
   if (interpreter_wrapper->Invoke() != kTfLiteOk) {
@@ -253,43 +251,27 @@ Status SetInputAndInvokeMiniBatch(
 }
 
 Status SetMiniBatchOutput(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
+    std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
     const std::map<int, Tensor*>& tflite_idx_to_output_tensor,
-    std::vector<Tensor>* outputs, bool use_batch_parallelism = false,
-    int actual_batch_size = 0, int num_minibatches = 1, size_t minibatch = 0) {
-  const int fixed_batch_size = interpreter_pool->FixedBatchSize();
+    std::vector<Tensor>* outputs) {
   for (const auto& entry : tflite_idx_to_output_tensor) {
     Tensor* tensor = entry.second;
     const DataType tf_type = tensor->dtype();
-    const int begin = fixed_batch_size * minibatch;
-    const int end = std::min(fixed_batch_size * static_cast<int>(minibatch + 1),
-                             actual_batch_size);
-    const int actual_minibatch_size = end - begin;
-    const auto& interpreter_wrapper =
-        interpreter_pool->GetInterpreter(minibatch);
+    if (tensor->NumElements() == 0) {
+      continue;
+    }
     const auto* interpreter = interpreter_wrapper->Get();
     auto tflite_tensor = interpreter->tensor(entry.first);
     if (DataTypeCanUseMemcpy(tf_type)) {
       auto tensor_bytes = tensor->tensor_data();
       int offset = 0;
       size_t tflite_tensor_bytes = tflite_tensor->bytes;
-      if (use_batch_parallelism) {
-        // Each batch will produce minibatch_size tensors.
-        // We want to make sure we only copy actual_batch_size.
-        offset = minibatch * tflite_tensor_bytes;
-        tflite_tensor_bytes =
-            tflite_tensor_bytes / fixed_batch_size * actual_minibatch_size;
-      }
       std::memcpy(const_cast<char*>(tensor_bytes.data() + offset),
                   tflite_tensor->data.raw, tflite_tensor_bytes);
     } else if (tflite_tensor->type == kTfLiteString) {
       const int string_count = tflite::GetStringCount(tflite_tensor);
       int num_strings = string_count;
       int offset = 0;
-      if (use_batch_parallelism) {
-        offset = minibatch * string_count;
-        num_strings = string_count / fixed_batch_size * actual_minibatch_size;
-      }
       auto str_tensors = tensor->flat<tstring>();
       for (int i = 0; i < num_strings; i++) {
         const auto& ref = tflite::GetString(tflite_tensor, i);
@@ -300,81 +282,125 @@ Status SetMiniBatchOutput(
   return Status::OK();
 }
 
-typedef std::function<Status(std::unique_ptr<internal::TfLiteInterpreterPool>&,
-                             const std::map<int, const Tensor*>&, bool, int32_t,
-                             int)>
-    BatchFunction;
-void ParallelFor(
-    const BatchFunction& f,
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::map<int, const Tensor*>& tflite_inputs, int n,
-    bool use_batch_parallelism, bool run_in_caller,
-    std::vector<Status>& status) {
-  if (n == 0) return;
-  auto* thread_pool = interpreter_pool->ThreadPool();
-  if (thread_pool == nullptr) {
-    for (int i = 0; i < n; ++i) {
-      status[i] =
-          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
-    }
-    return;
-  }
-  int num_jobs = run_in_caller ? n - 1 : n;
-  int first_job = run_in_caller ? 1 : 0;
-  tensorflow::BlockingCounter counter(num_jobs);
-  for (int i = first_job; i < n; ++i) {
-    thread_pool->Schedule([&f, &interpreter_pool, &tflite_inputs,
-                           use_batch_parallelism, n, i, &counter, &status] {
-      status[i] =
-          f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, i);
-      counter.DecrementCount();
+}  // namespace
+
+// Split an input task up into multiple tasks.
+Status TfLiteSession::SplitTfLiteInputTask(
+    std::unique_ptr<TfLiteBatchTask>* input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<TfLiteBatchTask>>* output_tasks) {
+  auto* input_task = input_task_ptr->get();
+  auto split_output =
+      std::make_shared<std::vector<std::unique_ptr<std::vector<Tensor>>>>();
+  auto partial_status = std::make_shared<ThreadSafeStatus>();
+  auto split_task_done_callback = [split_output, partial_status, input_task]() {
+    // notify the input task.
+    auto cleanup = gtl::MakeCleanup([done_notification = input_task->done]() {
+      done_notification->Notify();
     });
+
+    // partial status is set during actual running.
+    if (!partial_status->status().ok()) {
+      *input_task->status = partial_status->status();
+      return;
+    }
+
+    // get the total number of tensors to concatenate (number of tasks)
+    int output_size = split_output->size();
+    // each split contains the same number of output tensors.
+    int tensor_size = (*split_output)[0]->size();
+
+    // for each tensor output
+    for (int tensor_idx = 0; tensor_idx < tensor_size; ++tensor_idx) {
+      Tensor output_tensor;  // the concatened tensor
+      std::vector<Tensor> to_concatenate;
+      to_concatenate.reserve(output_size);
+      // for each split task concatenate the output
+      for (int output_idx = 0; output_idx < output_size; ++output_idx) {
+        to_concatenate.push_back(
+            std::move((*(*split_output)[output_idx])[tensor_idx]));
+      }
+      const auto concat_status = tensor::Concat(to_concatenate, &output_tensor);
+      if (!concat_status.ok()) {
+        *input_task->status = concat_status;
+        return;
+      }
+      // add the concatenated tensor to input_tasks output
+      input_task->outputs->push_back(output_tensor);
+    }
+    *input_task->status = Status::OK();
+  };
+
+  // The Callback will be run only after all partial tasks finished.
+  IncrementalBarrier barrier(std::move(split_task_done_callback));
+  std::vector<int64> output_task_sizes;
+
+  if (open_batch_remaining_slot > 0) {
+    output_task_sizes.push_back(open_batch_remaining_slot);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
   }
-  if (run_in_caller) {
-    status[0] = f(interpreter_pool, tflite_inputs, use_batch_parallelism, n, 0);
+
+  for (int left_task_size = input_task->size() - open_batch_remaining_slot;
+       left_task_size > 0; left_task_size -= max_batch_size) {
+    int next_task_size = std::min(left_task_size, max_batch_size);
+    output_task_sizes.push_back(next_task_size);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
   }
-  counter.Wait();
-}
 
-Status RunBatchParallel(
-    std::unique_ptr<internal::TfLiteInterpreterPool>& interpreter_pool,
-    const std::vector<std::pair<string, Tensor>>& inputs,
-    const std::map<int, const Tensor*>& tflite_idx_to_input_tensor,
-    bool run_in_caller_thread, const std::vector<string>& output_tensor_names,
-    const std::map<string, int>& output_tensor_to_index,
-    std::vector<Tensor>* outputs) {
-  const int actual_batch_size = inputs[0].second.NumElements();
-  const int32_t num_threads = interpreter_pool->NumInterpreters();
-  const int min_batch_size = interpreter_pool->FixedBatchSize();
-  int num_minibatches = std::min(
-      num_threads, (actual_batch_size + min_batch_size - 1) / min_batch_size);
-  std::vector<Status> status_of_minibatches(num_minibatches);
-  ParallelFor(SetInputAndInvokeMiniBatch, interpreter_pool,
-              tflite_idx_to_input_tensor, num_minibatches, true,
-              run_in_caller_thread, status_of_minibatches);
-  for (Status& status_of_minibatch : status_of_minibatches) {
-    TF_RETURN_IF_ERROR(status_of_minibatch);
+  const int output_task_num = output_task_sizes.size();
+  output_tasks->reserve(output_task_num);
+  for (int i = 0; i < output_task_num; ++i) {
+    std::unique_ptr<TfLiteBatchTask> task;
+    TfLiteBatchTask::CreatePartialTfLiteBatchTask(
+        input_task->input_indices, input_task->output_tensor_names,
+        (*split_output)[i].get(), barrier.Inc(), partial_status.get(), &task);
+    output_tasks->push_back(std::move(task));
   }
-  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
-  TF_RETURN_IF_ERROR(CreateOutputTensors(
-      interpreter_pool, output_tensor_names, output_tensor_to_index,
-      tflite_idx_to_output_tensor, outputs, true, actual_batch_size));
-  // Set the contents of the return tensors.
-  for (size_t i = 0; i < num_minibatches; ++i) {
-    TF_RETURN_IF_ERROR(SetMiniBatchOutput(
-        interpreter_pool, tflite_idx_to_output_tensor, outputs, true,
-        actual_batch_size, num_minibatches, i));
+
+  for (int i = 0; i < input_task->inputs.size(); ++i) {
+    const Tensor& input = input_task->inputs[i];
+    std::vector<Tensor> split_tensors;
+    auto status = tensor::Split(input, output_task_sizes, &split_tensors);
+    if (status != Status::OK()) {
+      return status;
+    }
+    for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
+      auto& output_task = (*output_tasks)[output_idx];
+      output_task->inputs.push_back(std::move(split_tensors[output_idx]));
+    }
   }
   return Status::OK();
 }
 
-}  // namespace
+Status TfLiteSession::CreateDefaultBasicBatchScheduler(
+    const BasicBatchScheduler<TfLiteBatchTask>::Options& options,
+    std::function<void(std::unique_ptr<Batch<TfLiteBatchTask>>)>
+        process_batch_callback,
+    std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>>* batch_scheduler) {
+  std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>> basic_batch_scheduler;
+  TF_RETURN_IF_ERROR(BasicBatchScheduler<TfLiteBatchTask>::Create(
+      options, process_batch_callback, &basic_batch_scheduler));
+  *batch_scheduler = std::move(basic_batch_scheduler);
+  return Status::OK();
+}
+
+Status TfLiteSession::SetScheduler(
+    const SchedulerCreator& scheduler_creator,
+    const BasicBatchScheduler<TfLiteBatchTask>::Options& options) {
+  use_fixed_batch_size_ = true;
+  auto bound_scheduler_creator = absl::bind_front(
+      &TfLiteSession::CreateDefaultBasicBatchScheduler, options);
+  return bound_scheduler_creator(
+      [this](std::unique_ptr<Batch<TfLiteBatchTask>> batch) {
+        this->ProcessBatch(std::move(batch));
+      },
+      &scheduler_);
+}
 
 Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
                              int num_pools, int num_interpreters_per_pool,
                              std::unique_ptr<TfLiteSession>* tflite_session,
-                             ::google::protobuf::Map<string, SignatureDef>* signatures,
-                             bool run_in_caller_thread) {
+                             ::google::protobuf::Map<string, SignatureDef>* signatures) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
@@ -456,18 +482,35 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
     sigdef->set_method_name(kPredictMethodName);
   }
 
-  num_pools = std::max(1, num_pools);
-  num_interpreters_per_pool = std::max(1, num_interpreters_per_pool);
-
-  std::unique_ptr<internal::TfLiteSessionPool> session_pool;
-  TF_RETURN_IF_ERROR(internal::TfLiteSessionPool::CreateTfLiteSessionPool(
-      model.get(), options, run_in_caller_thread, num_pools,
-      num_interpreters_per_pool, session_pool));
+  int num_interpreters = std::max(1, num_pools);
+  std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
+  TF_RETURN_IF_ERROR(
+      internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+          model.get(), options, num_interpreters, interpreter_pool));
 
   tflite_session->reset(new TfLiteSession(
       std::move(input_tensor_to_index), std::move(output_tensor_to_index),
-      std::move(buffer), std::move(model), std::move(session_pool),
-      run_in_caller_thread));
+      std::move(buffer), std::move(model), std::move(interpreter_pool)));
+
+  if (num_interpreters_per_pool > 1) {
+    // Consider replacing with parameters loaded from the tflite model.
+    const int min_allowed_batch =
+        (internal::kInitialBatchSize + num_interpreters_per_pool - 1) /
+        num_interpreters_per_pool;
+    const int max_enqueued_batches = num_interpreters * 100;
+    BasicBatchScheduler<TfLiteBatchTask>::Options scheduler_options;
+    scheduler_options.num_batch_threads = num_interpreters;
+    scheduler_options.max_batch_size = internal::kInitialBatchSize;
+    scheduler_options.enable_large_batch_splitting = true;
+    scheduler_options.max_execution_batch_size = min_allowed_batch;
+    scheduler_options.max_enqueued_batches = max_enqueued_batches;
+    scheduler_options.split_input_task_func = SplitTfLiteInputTask;
+
+    TF_RETURN_IF_ERROR(
+        (*tflite_session)
+            ->SetScheduler(&TfLiteSession::CreateDefaultBasicBatchScheduler,
+                           scheduler_options));
+  }
   return Status::OK();
 }
 
@@ -475,14 +518,12 @@ TfLiteSession::TfLiteSession(
     std::map<string, int>&& input_tensor_to_index,
     std::map<string, int>&& output_tensor_to_index, string&& buffer,
     std::unique_ptr<tflite::FlatBufferModel> model,
-    std::unique_ptr<internal::TfLiteSessionPool> session_pool,
-    bool run_in_caller_thread)
+    std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool)
     : input_tensor_to_index_(std::move(input_tensor_to_index)),
       output_tensor_to_index_(std::move(output_tensor_to_index)),
       model_serialized_bytes_(std::move(buffer)),
       model_(std::move(model)),
-      session_pool_(std::move(session_pool)),
-      run_in_caller_thread_(run_in_caller_thread) {}
+      interpreter_pool_(std::move(interpreter_pool)) {}
 
 Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
                           const std::vector<string>& output_tensor_names,
@@ -503,6 +544,41 @@ Status TfLiteSession::Run(const RunOptions& run_options,
              outputs, run_metadata, thread::ThreadPoolOptions());
 }
 
+Status TfLiteSession::RunInternal(
+    const std::vector<int>& tflite_input_indices,
+    const std::vector<std::vector<const Tensor*>>& merged_inputs,
+    const std::vector<string>& output_tensor_names,
+    std::vector<Tensor>* combined_outputs, int batch_size,
+    int* fixed_batch_size) {
+#define RETURN_POOL_IF_ERROR(...)                                   \
+  do {                                                              \
+    ::tensorflow::Status _status = (__VA_ARGS__);                   \
+    if (TF_PREDICT_FALSE(!_status.ok())) {                          \
+      interpreter_pool_->ReturnInterpreter(std::move(interpreter)); \
+      return _status;                                               \
+    }                                                               \
+  } while (0);
+  auto interpreter = interpreter_pool_->GetInterpreter();
+  RETURN_POOL_IF_ERROR(
+      SetInputAndInvokeMiniBatch(interpreter, tflite_input_indices,
+                                 merged_inputs, batch_size, fixed_batch_size));
+
+  // Create return tensors and map the tflite tensor index to the
+  // index of the created tensor.
+  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
+  RETURN_POOL_IF_ERROR(CreateOutputTensors(
+      interpreter, output_tensor_names, output_tensor_to_index_,
+      tflite_idx_to_output_tensor, combined_outputs));
+
+  // Set the contents of the return tensors.
+  RETURN_POOL_IF_ERROR(SetMiniBatchOutput(
+      interpreter, tflite_idx_to_output_tensor, combined_outputs));
+
+#undef RETURN_POOL_IF_ERROR
+  interpreter_pool_->ReturnInterpreter(std::move(interpreter));
+  return Status::OK();
+}
+
 Status TfLiteSession::Run(
     const RunOptions& run_options,
     const std::vector<std::pair<string, Tensor>>& inputs,
@@ -519,46 +595,173 @@ Status TfLiteSession::Run(
     const int index = input_tensor_to_index_.at(name);
     tflite_idx_to_input_tensor[index] = &input.second;
   }
+  outputs->reserve(output_tensor_names.size());
+  if (!scheduler_) {
+    std::vector<int> input_indices;
+    std::vector<std::vector<const Tensor*>> inputs;
+    for (const auto entry : tflite_idx_to_input_tensor) {
+      const auto& tf_tensor = *entry.second;
+      inputs.push_back({&tf_tensor});
+      input_indices.push_back(entry.first);
+    }
+    const int batch_size =
+        inputs.empty() || inputs[0].empty() ? 1 : inputs[0][0]->dim_size(0);
+    return RunInternal(input_indices, inputs, output_tensor_names, outputs,
+                       batch_size);
+  }
+  Notification done;
+  Status status;
+  std::unique_ptr<TfLiteBatchTask> task;
+  TfLiteBatchTask::CreateTfLiteBatchTask(&output_tensor_names, outputs, &done,
+                                         &status, &task);
+  for (const auto entry : tflite_idx_to_input_tensor) {
+    task->input_indices.push_back(entry.first);
+    task->inputs.push_back(std::move(*entry.second));
+  }
+  TF_RETURN_IF_ERROR(scheduler_->Schedule(&task));
+  done.WaitForNotification();
+  return status;
+}
 
-#define RETURN_POOL_IF_ERROR(...)                                        \
-  do {                                                                   \
-    ::tensorflow::Status _status = (__VA_ARGS__);                        \
-    if (TF_PREDICT_FALSE(!_status.ok())) {                               \
-      session_pool_->ReturnInterpreterPool(std::move(interpreter_pool)); \
-      return _status;                                                    \
-    }                                                                    \
-  } while (0);
-  auto interpreter_pool = session_pool_->GetInterpreterPool();
-  if (interpreter_pool->UseBatchParallelism()) {
-    RETURN_POOL_IF_ERROR(
-        RunBatchParallel(interpreter_pool, inputs, tflite_idx_to_input_tensor,
-                         run_in_caller_thread_, output_tensor_names,
-                         output_tensor_to_index_, outputs));
-    session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
-    return Status::OK();
+Status TfLiteSession::ListDevices(std::vector<DeviceAttributes>* response) {
+  return errors::Unimplemented("ListDevices is not yet supported.");
+}
+
+Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
+                         std::vector<std::vector<const Tensor*>>* merged_inputs,
+                         int* batch_size) {
+  if (batch.num_tasks() < 1) {
+    return errors::Internal("Batch size expected to be positive; was ",
+                            batch.num_tasks());
+  }
+  const int tensors_per_task = batch.task(0).inputs.size();
+  *batch_size = 0;
+  // each entry in merged_inputs is a list of task tensors.
+  for (int i = 0; i < tensors_per_task; ++i) {
+    merged_inputs->emplace_back();
+    std::vector<const Tensor*>& tensors_to_merge = merged_inputs->back();
+    for (int j = 0; j < batch.num_tasks(); ++j) {
+      const std::vector<Tensor>& inputs = batch.task(j).inputs;
+      tensors_to_merge.push_back(&(inputs[i]));
+      if (i == 0) {
+        if (inputs[i].dims()) {
+          *batch_size += inputs[i].dim_size(0);
+        }
+      }
+    }
   }
+  return Status::OK();
+}
 
-  RETURN_POOL_IF_ERROR(
-      SetInputAndInvokeMiniBatch(interpreter_pool, tflite_idx_to_input_tensor));
+Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
+                          Batch<TfLiteBatchTask>* batch, int batch_size) {
+  std::vector<int64> task_sizes(batch->num_tasks());
+  int total_size = 0;
+  for (int i = 0; i < batch->num_tasks(); ++i) {
+    const int task_size = batch->task(i).size();
+    task_sizes[i] = task_size;
+    total_size += task_size;
+  }
 
-  // Create return tensors and map the tflite tensor index to the
-  // index of the created tensor.
-  std::map<int32_t, Tensor*> tflite_idx_to_output_tensor;
-  RETURN_POOL_IF_ERROR(CreateOutputTensors(
-      interpreter_pool, output_tensor_names, output_tensor_to_index_,
-      tflite_idx_to_output_tensor, outputs));
+  if (total_size < batch_size) {
+    task_sizes.push_back(batch_size - total_size);
+  }
 
-  // Set the contents of the return tensors.
-  RETURN_POOL_IF_ERROR(SetMiniBatchOutput(
-      interpreter_pool, tflite_idx_to_output_tensor, outputs));
+  for (int i = 0; i < combined_outputs.size(); i++) {
+    const auto& output_tensor = combined_outputs[i];
+    std::vector<Tensor> split_tensor;
+    const Status split_status =
+        tensor::Split(output_tensor, task_sizes, &split_tensor);
+    if (!split_status.ok()) {
+      return errors::Internal("Tensor split operation failed: ",
+                              split_status.ToString());
+    }
+    for (int j = 0; j < batch->num_tasks(); ++j) {
+      TfLiteBatchTask& task = *(batch->mutable_task(j));
+      task.set_output(split_tensor[j]);
+    }
+  }
 
-#undef RETURN_POOL_IF_ERROR
-  session_pool_->ReturnInterpreterPool(std::move(interpreter_pool));
   return Status::OK();
 }
 
-Status TfLiteSession::ListDevices(std::vector<DeviceAttributes>* response) {
-  return errors::Unimplemented("ListDevices is not yet supported.");
+void TfLiteSession::ProcessBatch(
+    std::unique_ptr<Batch<TfLiteBatchTask>> batch) {
+  // As a possible performance optimization, consider overlapping the tensor
+  // concatenation with waiting for the batch to close (i.e. do the
+  // concatenation incrementally as tasks stream into the batch).
+  batch->WaitUntilClosed();
+
+  if (batch->empty()) {
+    return;
+  }
+
+  const uint64 dequeue_time_micros = EnvTime::NowMicros();
+
+  // Regardless of the outcome, we need to propagate the status to the
+  // individual tasks and signal that they are done. We use MakeCleanup() to
+  // ensure that this happens no matter how we exit the method below.
+  Status status;
+  auto finally = gtl::MakeCleanup([&status, &batch] {
+    for (int i = 0; i < batch->num_tasks(); ++i) {
+      TfLiteBatchTask* task = batch->mutable_task(i);
+      if (task->is_partial) {
+        task->partial_status->Update(status);
+        task->done_callback();
+      } else {
+        *batch->mutable_task(i)->status = status;
+        batch->mutable_task(i)->done->Notify();
+      }
+    }
+  });
+
+  // Make sure we have at least one task that hasn't exceeded its timeout from
+  // queue time alone, and find the latest task deadline which we'll use for the
+  // overall batch.
+  bool all_tasks_timeout_exceeded = true;
+  uint64 batch_deadline_micros = 0;
+  for (int i = 0; i < batch->num_tasks(); ++i) {
+    const TfLiteBatchTask& task = batch->task(i);
+    // If the caller doesn't populate RunOptions, the timeout is 0 by default.
+    // Interpret that as "no timeout".
+    if (task.run_options.timeout_in_ms() <= 0) {
+      all_tasks_timeout_exceeded = false;
+      break;
+    }
+    const int64 task_timeout_micros = task.run_options.timeout_in_ms() * 1000;
+    const uint64 task_deadline_micros =
+        task.enqueue_time_micros + task_timeout_micros;
+    if (task_deadline_micros > dequeue_time_micros) {
+      all_tasks_timeout_exceeded = false;
+      if (task_deadline_micros > batch_deadline_micros) {
+        batch_deadline_micros = task_deadline_micros;
+      }
+    }
+  }
+  if (all_tasks_timeout_exceeded) {
+    status = Status(error::RESOURCE_EXHAUSTED,
+                    "Run() timeout exceeded while waiting in batching queue");
+    return;
+  }
+
+  std::vector<std::vector<const Tensor*>> merged_inputs;
+  int batch_size = 0;
+  status = MergeInputTensors(*batch, &merged_inputs, &batch_size);
+  if (!status.ok()) {
+    return;
+  }
+  std::vector<Tensor> combined_outputs;
+  const auto& tflite_input_indices = batch->task(0).input_indices;
+  auto& output_tensor_names = batch->task(0).output_tensor_names;
+  int fixed_batch_size = batch_size;
+  status = RunInternal(tflite_input_indices, merged_inputs,
+                       *output_tensor_names, &combined_outputs, batch_size,
+                       use_fixed_batch_size_ ? &fixed_batch_size : nullptr);
+  if (!status.ok()) {
+    return;
+  }
+  // The size of the batch might be smaller than the fixed_batch_size.
+  status = SplitOutputTensors(combined_outputs, batch.get(), fixed_batch_size);
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index c8eb460bd92..210884680f7 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -22,6 +22,8 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/file_system.h"
 #include "tensorflow/core/platform/threadpool.h"
@@ -31,6 +33,7 @@ limitations under the License.
 #include "tensorflow/lite/interpreter.h"
 #include "tensorflow/lite/kernels/cpu_backend_context.h"
 #include "tensorflow/lite/model.h"
+#include "tensorflow_serving/batching/threadsafe_status.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
@@ -39,6 +42,88 @@ namespace serving {
 
 using TensorInfoMap = std::map<string, std::pair<TensorInfo, int>>;
 
+// Encapsulates a unit of work for BatchScheduler.
+class TfLiteBatchTask : public BatchTask {
+ public:
+  // Creates a batch task.
+  static void CreateTfLiteBatchTask(
+      const std::vector<string>* output_tensor_names,
+      std::vector<Tensor>* outputs, Notification* done, Status* status,
+      std::unique_ptr<TfLiteBatchTask>* batch_task) {
+    TfLiteBatchTask* task = new TfLiteBatchTask();
+    task->is_partial = false;
+    task->output_tensor_names = output_tensor_names;
+    task->outputs = outputs;
+    task->done = done;
+    task->status = status;
+    batch_task->reset(task);
+  }
+
+  // Create partial batch task.
+  static void CreatePartialTfLiteBatchTask(
+      std::vector<int> input_indices,
+      const std::vector<string>* output_tensor_names,
+      std::vector<Tensor>* outputs, std::function<void()> done_callback,
+      ThreadSafeStatus* partial_status,
+      std::unique_ptr<TfLiteBatchTask>* batch_task) {
+    TfLiteBatchTask* task = new TfLiteBatchTask();
+    task->is_partial = true;
+    task->input_indices = input_indices;
+    task->output_tensor_names = output_tensor_names;
+    task->outputs = outputs;
+    task->done_callback = done_callback;
+    task->partial_status = partial_status;
+    batch_task->reset(task);
+  }
+
+  TfLiteBatchTask() : enqueue_time_micros(Env::Default()->NowMicros()) {}
+
+  TfLiteBatchTask(const TfLiteBatchTask&) = delete;
+
+  TfLiteBatchTask& operator=(const TfLiteBatchTask&) = delete;
+
+  ~TfLiteBatchTask() override = default;
+
+  // Returns the batch size.
+  size_t size() const override { return inputs[0].dim_size(0); }
+
+  uint64 start_time_micros() const { return enqueue_time_micros; }
+
+  Notification* done;
+
+  Status* status;
+
+  // Input indices for the tflite tensors, aligned with inputs.
+  std::vector<int> input_indices;
+
+  // Vector of input tensors.
+  std::vector<Tensor> inputs;
+
+  // Pointer to tensor of outputs.
+  std::vector<Tensor>* outputs;
+
+  void set_output(Tensor t) { outputs->push_back(t); }
+
+  const std::vector<string>* output_tensor_names;
+
+  RunOptions run_options;
+
+  const uint64 enqueue_time_micros;
+
+  // Required for partial execution using split batches.
+  bool is_partial = false;
+
+  // A callback for when the partial task is completed.
+  std::function<void()> done_callback;
+
+  ThreadSafeStatus* partial_status;
+};
+
+using SchedulerCreator = std::function<Status(
+    const BasicBatchScheduler<TfLiteBatchTask>::Options& options,
+    std::function<void(std::unique_ptr<Batch<TfLiteBatchTask>>)>,
+    std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>>*)>;
+
 // A session to run inference on a TensorFlow Lite model.
 //
 class TfLiteSession : public ServingSession {
@@ -53,8 +138,18 @@ class TfLiteSession : public ServingSession {
   static Status Create(string&& buffer, const SessionOptions& options,
                        int num_pools, int num_interpreters_per_pool,
                        std::unique_ptr<TfLiteSession>* tflite_session,
-                       ::google::protobuf::Map<string, SignatureDef>* signatures,
-                       bool run_in_caller_thread = false);
+                       ::google::protobuf::Map<string, SignatureDef>* signatures);
+
+  static Status CreateDefaultBasicBatchScheduler(
+      const BasicBatchScheduler<TfLiteBatchTask>::Options& options,
+      std::function<void(std::unique_ptr<Batch<TfLiteBatchTask>>)>
+          process_batch_callback,
+      std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>>* batch_scheduler);
+
+  static Status SplitTfLiteInputTask(
+      std::unique_ptr<TfLiteBatchTask>* input_task_ptr,
+      int open_batch_remaining_slot, int max_batch_size,
+      std::vector<std::unique_ptr<TfLiteBatchTask>>* output_tasks);
 
   ~TfLiteSession() override = default;
 
@@ -78,18 +173,30 @@ class TfLiteSession : public ServingSession {
 
   Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
+  Status SetScheduler(
+      const SchedulerCreator& scheduler_creator,
+      const BasicBatchScheduler<TfLiteBatchTask>::Options& options);
+
  private:
-  TfLiteSession(std::map<string, int>&& input_tensor_to_index,
-                std::map<string, int>&& output_tensor_to_index, string&& buffer,
-                std::unique_ptr<tflite::FlatBufferModel> model,
-                std::unique_ptr<internal::TfLiteSessionPool> session_pool,
-                bool run_in_caller_thread);
+  TfLiteSession(
+      std::map<string, int>&& input_tensor_to_index,
+      std::map<string, int>&& output_tensor_to_index, string&& buffer,
+      std::unique_ptr<tflite::FlatBufferModel> model,
+      std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool);
+  Status RunInternal(
+      const std::vector<int>& tflite_input_indices,
+      const std::vector<std::vector<const Tensor*>>& merged_inputs,
+      const std::vector<string>& output_tensor_names,
+      std::vector<Tensor>* combined_outputs, int batch_size,
+      int* fixed_batch_size = nullptr);
   const std::map<string, int> input_tensor_to_index_;
   const std::map<string, int> output_tensor_to_index_;
   const string model_serialized_bytes_;
   const std::unique_ptr<tflite::FlatBufferModel> model_;
-  const std::unique_ptr<internal::TfLiteSessionPool> session_pool_;
-  const bool run_in_caller_thread_;
+  const std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
+  bool use_fixed_batch_size_;
+  std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>> scheduler_;
+  void ProcessBatch(std::unique_ptr<Batch<TfLiteBatchTask>> batch);
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index d22f447f59f..084095d52ea 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/flags/flag.h"
+#include "absl/functional/bind_front.h"
 #include "flatbuffers/flexbuffers.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
@@ -689,6 +690,93 @@ TEST(TfLiteSession, TestBatchParallelism) {
       test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
 }
 
+TEST(TfLiteSession, TestSetScheduler) {
+  std::string model_bytes;
+  TF_ASSERT_OK(ReadFileToString(Env::Default(),
+                                test_util::TestSrcDirPath(kParseExampleModel),
+                                &model_bytes));
+  auto model = tflite::FlatBufferModel::BuildFromModel(
+      flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  auto model_signature_def_map = GetTestSignatureDefMap();
+  ::google::protobuf::Map<string, SignatureDef> signatures;
+  std::unique_ptr<TfLiteSession> sess;
+  tensorflow::SessionOptions options;
+
+  int split_called = 0;
+  auto TestSplitTfLiteInputTask =
+      [&split_called](
+          std::unique_ptr<TfLiteBatchTask>* input_task_ptr,
+          int open_batch_remaining_slot, int max_batch_size,
+          std::vector<std::unique_ptr<TfLiteBatchTask>>* output_tasks) {
+        split_called += 1;
+        auto status = TfLiteSession::SplitTfLiteInputTask(
+            input_task_ptr, open_batch_remaining_slot, max_batch_size,
+            output_tasks);
+        return status;
+      };
+
+  BasicBatchScheduler<TfLiteBatchTask>::Options scheduler_options;
+  scheduler_options.num_batch_threads = 1;
+  scheduler_options.max_batch_size = internal::kInitialBatchSize;
+  scheduler_options.enable_large_batch_splitting = true;
+  scheduler_options.max_execution_batch_size = 130;
+  scheduler_options.max_enqueued_batches = 4;
+  scheduler_options.split_input_task_func = TestSplitTfLiteInputTask;
+
+  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1, 1,
+                                     &sess, &signatures));
+
+  TF_ASSERT_OK(sess->SetScheduler(
+      TfLiteSession::CreateDefaultBasicBatchScheduler, scheduler_options));
+
+  const int batch_size = 500;
+  const float default_value = 0;
+  std::vector<tstring> example_list;
+  std::vector<float> expected;
+  std::vector<tstring> expected_bytes;
+  std::vector<Tensor> outputs;
+
+  std::mt19937 random_engine;
+  auto random_func = [&]() {
+    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
+  };
+  const std::string kTestString = "test string";
+  const std::string kDefaultString = "missing";
+  for (int i = 0; i < batch_size; i++) {
+    float val = random_func();
+    tensorflow::Example example;
+    std::string str;
+    if (val < -1) {
+      expected.push_back(default_value);
+      expected_bytes.push_back(kDefaultString);
+    } else {
+      expected.push_back(val);
+      expected_bytes.push_back(kTestString);
+      auto* features = example.mutable_features();
+      (*features->mutable_feature())["x"].mutable_float_list()->add_value(val);
+      (*features->mutable_feature())["y"].mutable_bytes_list()->add_value(
+          kTestString);
+    }
+    example.SerializeToString(&str);
+    example_list.push_back(str);
+  }
+
+  Tensor example_list_tensor =
+      test::AsTensor<tstring>(example_list, TensorShape({batch_size}));
+  TF_EXPECT_OK(sess->Run(
+      {{"input", example_list_tensor}},
+      {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
+      &outputs));
+  test::ExpectTensorEqual<float>(
+      outputs[0],
+      test::AsTensor<float>(expected, TensorShape({batch_size, 1})));
+  EXPECT_EQ(outputs.size(), 2);
+  test::ExpectTensorEqual<tstring>(
+      outputs[1],
+      test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
+  EXPECT_EQ(split_called, 1);
+}
+
 #ifdef PLATFORM_GOOGLE
 // These benchmarks rely on https://github.com/google/benchmark features,
 // not available in open-sourced TF codebase.

From d9c7552a0bd7ab4a57d63b04c8841920ad5879b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jun 2021 18:01:53 -0700
Subject: [PATCH 5108/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7782cc12-94c9-4765-9046-d5fc5eaaa489

PiperOrigin-RevId: 378776166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 123b58b02de..8742b228c53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0840d1c240335ad32a3de0a58d7e87f7de7a1b17c6d2efba0041dde5666697b4",
-    git_commit = "4fda52d02555333b317f4e1051281cda2da5081b",
+    sha256 = "0efd0f781aca09315435670408faf7617fe704dcdce0450e48e313b83d135839",
+    git_commit = "dafc412b0a95dbf8ea2d0487dc6518fdd39f8dec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e14cf2cbe7535d3cf4bc73e6545986c1fb7ad852 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jun 2021 00:01:56 -0700
Subject: [PATCH 5109/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8756d6a8-c3e6-400c-8020-acc74e8f7a1b

PiperOrigin-RevId: 378815728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8742b228c53..0ee911de2a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0efd0f781aca09315435670408faf7617fe704dcdce0450e48e313b83d135839",
-    git_commit = "dafc412b0a95dbf8ea2d0487dc6518fdd39f8dec",
+    sha256 = "2150609acdef63d9b29876cc825f889df355883b78d4958f06942a20150641d5",
+    git_commit = "b34d6cf6793ff4b3a37d73e126d918476e27ade0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34903a1232e3a8bfeaceea4c5a1281d0a3bcbbb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jun 2021 06:01:33 -0700
Subject: [PATCH 5110/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c111abc3-d009-44cb-9cda-e2649628ecdb

PiperOrigin-RevId: 378857587
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ee911de2a0..d0f924557bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2150609acdef63d9b29876cc825f889df355883b78d4958f06942a20150641d5",
-    git_commit = "b34d6cf6793ff4b3a37d73e126d918476e27ade0",
+    sha256 = "64625f2964411e1f5fbaba64693c06dfc2f29be830afbbda0823badb2fff837c",
+    git_commit = "6be5741a6a00b7e5f8677c8770c08852deefad3f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 647c5e0ab0f7f82c877202dc167c2c2168e408a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jun 2021 12:02:55 -0700
Subject: [PATCH 5111/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1aa23cb3-4158-42c7-8944-5056ba7588eb

PiperOrigin-RevId: 378920814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0f924557bf..f448529d8d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64625f2964411e1f5fbaba64693c06dfc2f29be830afbbda0823badb2fff837c",
-    git_commit = "6be5741a6a00b7e5f8677c8770c08852deefad3f",
+    sha256 = "66e8b36b6abf8ac7daa3a333a19f244fa1c26904a7b22d7b1863e03fbf1e7ef4",
+    git_commit = "b7ca816d2ddd6e288c69ae523554fa314551343a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c7e79a7bc0b5779d62fa931f18d4235517ed48f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jun 2021 18:01:48 -0700
Subject: [PATCH 5112/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9de25fce-68af-4fd6-986c-94d6cf8888c2

PiperOrigin-RevId: 378984263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f448529d8d9..9a910f5aec6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66e8b36b6abf8ac7daa3a333a19f244fa1c26904a7b22d7b1863e03fbf1e7ef4",
-    git_commit = "b7ca816d2ddd6e288c69ae523554fa314551343a",
+    sha256 = "62e571a1c10384c92e8137c15b1bbbabfb2e8e4ed46cd8d3474cd6e2f52b0faf",
+    git_commit = "3457a2b122e50b4d44ceaaed5a663d635e5c22df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 32253685b98e2a592a752884c108d98589e69837 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Jun 2021 00:01:32 -0700
Subject: [PATCH 5113/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/340be566-1937-4224-ac11-eb161cc04755

PiperOrigin-RevId: 379015745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a910f5aec6..2a45d63ff28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62e571a1c10384c92e8137c15b1bbbabfb2e8e4ed46cd8d3474cd6e2f52b0faf",
-    git_commit = "3457a2b122e50b4d44ceaaed5a663d635e5c22df",
+    sha256 = "bdbfc890d2f8858a78c550c6288158dd8d4f80ab4fb0532c8512c82c97cff58d",
+    git_commit = "6d23cf127d84f4d0cec4e14a4860b77dafc43d26",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97aa2db6dd0819dadf07e4bd2e8e49ca39c6c6f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Jun 2021 09:56:05 -0700
Subject: [PATCH 5114/8103] Remove experimental tags from uses of gRPC C++
 callback API.

PiperOrigin-RevId: 379299746
---
 .../ops/remote_predict/kernels/prediction_service_grpc.cc      | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index 988f6b0330c..bacf88f44ef 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -58,8 +58,7 @@ void PredictionServiceGrpc::Predict(
   std::function<void(::grpc::Status)> wrapped_callback =
       [callback](::grpc::Status status) { callback(FromGrpcStatus(status)); };
 
-  stub_->experimental_async()->Predict(rpc, request, response,
-                                       wrapped_callback);
+  stub_->async()->Predict(rpc, request, response, wrapped_callback);
 }
 
 }  // namespace serving

From b355023b034ca6ef72b507920d9de2a02e0f4a2a Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Mon, 14 Jun 2021 19:35:56 -0700
Subject: [PATCH 5115/8103] Remove experimental tags from uses of gRPC C++
 callback API.

PiperOrigin-RevId: 379399623
---
 .../ops/remote_predict/kernels/prediction_service_grpc.cc      | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index bacf88f44ef..988f6b0330c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -58,7 +58,8 @@ void PredictionServiceGrpc::Predict(
   std::function<void(::grpc::Status)> wrapped_callback =
       [callback](::grpc::Status status) { callback(FromGrpcStatus(status)); };
 
-  stub_->async()->Predict(rpc, request, response, wrapped_callback);
+  stub_->experimental_async()->Predict(rpc, request, response,
+                                       wrapped_callback);
 }
 
 }  // namespace serving

From ae864bc3a7aa0f089bcd99f5106cb4173ec2e7bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Jun 2021 18:01:25 -0700
Subject: [PATCH 5116/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29557d7c-4708-4823-8fc6-2ea23c603717

PiperOrigin-RevId: 379616787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a45d63ff28..7e24422f773 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdbfc890d2f8858a78c550c6288158dd8d4f80ab4fb0532c8512c82c97cff58d",
-    git_commit = "6d23cf127d84f4d0cec4e14a4860b77dafc43d26",
+    sha256 = "dc738b72568e1df7c95990258205feb285833825115d98589aba2f50f27e2a09",
+    git_commit = "bee0e270e74a2a939ce47b655a4ae484fd379df9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 612d071f396aaebd127e5f265c3990ac1ec72b17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jun 2021 00:01:48 -0700
Subject: [PATCH 5117/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c206f0f1-40fa-4b23-b018-f5087096aa32

PiperOrigin-RevId: 379656564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e24422f773..9ad074d1001 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc738b72568e1df7c95990258205feb285833825115d98589aba2f50f27e2a09",
-    git_commit = "bee0e270e74a2a939ce47b655a4ae484fd379df9",
+    sha256 = "8b30034e04135dc6993c78752e3baff77e5c64a79ae566bab636f59d3f3f49d6",
+    git_commit = "701b4ed59184e9af54de25a90ef049321a95a243",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a6e301bc0151dd695f959f2a5b2dbdb6d4cc1193 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jun 2021 06:01:36 -0700
Subject: [PATCH 5118/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a68d4a52-3ab6-443d-bd65-ba9eb71d885b

PiperOrigin-RevId: 379702728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ad074d1001..05d1405ac82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b30034e04135dc6993c78752e3baff77e5c64a79ae566bab636f59d3f3f49d6",
-    git_commit = "701b4ed59184e9af54de25a90ef049321a95a243",
+    sha256 = "e539af9d1bb3a95f2432d1b2b08fcbb99f1077256723c31c3ec83a4ffad84df0",
+    git_commit = "6dfe928445dfde9b92a31c6724ece8c8a855924a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fd2011fec0ab3338c1501e375fcf04198a8fe1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jun 2021 12:01:33 -0700
Subject: [PATCH 5119/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0fb44eb-0150-40bf-8bac-ec572bcba8ef

PiperOrigin-RevId: 379777141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05d1405ac82..c29b589ec4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e539af9d1bb3a95f2432d1b2b08fcbb99f1077256723c31c3ec83a4ffad84df0",
-    git_commit = "6dfe928445dfde9b92a31c6724ece8c8a855924a",
+    sha256 = "71ec47ad18e674a01a0a5b866c33b9c597d124b67b6139aaf006dbba5249079b",
+    git_commit = "f9d6566ae755e21ad5524ba4c5741001c77f1626",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 888b0df28dd9a5f9c5995134cb68f5f93665c971 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Jun 2021 18:04:41 -0700
Subject: [PATCH 5120/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/491169d3-8630-4a77-b315-6b4c31667642

PiperOrigin-RevId: 379852421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c29b589ec4e..0709882b74d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71ec47ad18e674a01a0a5b866c33b9c597d124b67b6139aaf006dbba5249079b",
-    git_commit = "f9d6566ae755e21ad5524ba4c5741001c77f1626",
+    sha256 = "70f2b1520cc02eac533261815835c0616f7a127c37755aca888d064b3be5653c",
+    git_commit = "e48f4b59d1b8a7df838b6475b5605818d82109bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db9aca187affd0453627a1729916acfea98ae800 Mon Sep 17 00:00:00 2001
From: Haoyu Zhang <haoyuzhang@google.com>
Date: Thu, 17 Jun 2021 14:16:18 -0700
Subject: [PATCH 5121/8103] Reserve Unavailable error to TF communication ops
 only.

If a non-communication kernel returns an Unavailable error, wrap it as an Unknown error to avoid it being caught accidentally by TF error handling logic.

PiperOrigin-RevId: 380043292
---
 .../tensorflow/ops/remote_predict/ops/remote_predict_op.cc       | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index df8bb5c3dc2..fedc7f89b41 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -76,6 +76,7 @@ REGISTER_OP("TfServingRemotePredict")
       return Status::OK();
     })
     .SetIsStateful()
+    .SetIsDistributedCommunication()
     .Doc(R"doc(
 Invokes Predict on a remote graph.
 fail_op_on_rpc_error: If set true, the Op fails if the rpc fails, and returns

From 38d777f12a2fba1915acff3c01ed1572a98f0d29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jun 2021 18:01:34 -0700
Subject: [PATCH 5122/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30340f90-9ba1-4a38-b29f-e8b71113f739

PiperOrigin-RevId: 380704677
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0709882b74d..f8c4a5d44da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70f2b1520cc02eac533261815835c0616f7a127c37755aca888d064b3be5653c",
-    git_commit = "e48f4b59d1b8a7df838b6475b5605818d82109bb",
+    sha256 = "cb4afd6ad443a44a514ccb4004c5489bc00069b53e80313dce52c053b1bb3bb3",
+    git_commit = "882f0950edaa00d1c420253a24585f0a264f32d7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ce8c791da0f8412e0da0612304b04a80de059372 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jun 2021 00:02:15 -0700
Subject: [PATCH 5123/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67a4669b-ed5a-459d-b86b-191d39d098c3

PiperOrigin-RevId: 380745030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8c4a5d44da..3ff963c1e69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb4afd6ad443a44a514ccb4004c5489bc00069b53e80313dce52c053b1bb3bb3",
-    git_commit = "882f0950edaa00d1c420253a24585f0a264f32d7",
+    sha256 = "792cdbbcde054c80a02733a1ba46205a18332113b7bdc59f4b310c786537ded9",
+    git_commit = "cff144352e41f45e480f132bf6d7fd838720c732",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ebe71b7c912a3f851f54e8b5ae319564c84d9e15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jun 2021 06:01:36 -0700
Subject: [PATCH 5124/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/404a48e8-404f-4d4e-af31-46b75b6e0dfe

PiperOrigin-RevId: 380790201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ff963c1e69..da6afc57b35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "792cdbbcde054c80a02733a1ba46205a18332113b7bdc59f4b310c786537ded9",
-    git_commit = "cff144352e41f45e480f132bf6d7fd838720c732",
+    sha256 = "9b69f58bd962d6d96e7cb5721e055e6a65aebb8f91e268f52ae9cade9e66d9ed",
+    git_commit = "30c40919f046e7fdbc9d989767b013b870e953e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From efc445f416f8cb20606ca0d2aaf44c13fae7ea4c Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Tue, 22 Jun 2021 11:54:02 -0700
Subject: [PATCH 5125/8103] Add the flag thread_pool_factory_config_file to
 model server and fix a typo.

PiperOrigin-RevId: 380859541
---
 tensorflow_serving/model_servers/main.cc             | 6 +++++-
 tensorflow_serving/servables/tensorflow/classifier.h | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index e25efe06239..478390cea63 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -240,7 +240,11 @@ int main(int argc, char** argv) {
           "disabled, models utilizing this feature will return bad Status "
           "on first compilation request."),
       tensorflow::Flag("enable_profiler", &options.enable_profiler,
-                       "Enable profiler service.")};
+                       "Enable profiler service."),
+      tensorflow::Flag("thread_pool_factory_config_file",
+                       &options.thread_pool_factory_config_file,
+                       "If non-empty, read an ascii ThreadPoolConfig protobuf "
+                       "from the supplied file name.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index 9df1b2117fe..9a2a1f2e671 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -45,7 +45,7 @@ Status CreateFlyweightTensorFlowClassifier(
     const SignatureDef* signature,
     std::unique_ptr<ClassifierInterface>* service);
 
-// Similar to the above function, but with an additional thread_pool_factory.
+// Similar to the above function, but with an additional 'thread_pool_options'.
 Status CreateFlyweightTensorFlowClassifier(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,

From 8c18f347994398508fa3c53352354e71fb0be03f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jun 2021 12:01:26 -0700
Subject: [PATCH 5126/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/599df8a4-7aad-4d73-b9fa-ee250fe2e67f

PiperOrigin-RevId: 380861274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da6afc57b35..6846e3ca879 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b69f58bd962d6d96e7cb5721e055e6a65aebb8f91e268f52ae9cade9e66d9ed",
-    git_commit = "30c40919f046e7fdbc9d989767b013b870e953e8",
+    sha256 = "a7b774da8be1651990318485371ea12184327863ba07136082422d0ea231f060",
+    git_commit = "6229d68405aeda7a09141fef3dbe1f4fa83b3290",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1a81c61c387653129df39512851b08ee910e531 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Jun 2021 18:01:17 -0700
Subject: [PATCH 5127/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c51c9091-9cc0-496e-9d62-8c7cda78612b

PiperOrigin-RevId: 380931507
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6846e3ca879..cf4de8e0092 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7b774da8be1651990318485371ea12184327863ba07136082422d0ea231f060",
-    git_commit = "6229d68405aeda7a09141fef3dbe1f4fa83b3290",
+    sha256 = "95cb6be4a045bae18289ce5ed534d71fcedff8e8f44a25b6b3c71f3e87492f66",
+    git_commit = "0e6a2312869bc0a4ea6871eb52d17276c14202f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8a198003c0344402d0835f0a768c4908895211b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 00:01:30 -0700
Subject: [PATCH 5128/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05d82118-c750-4510-8226-6caa80d8430e

PiperOrigin-RevId: 380969128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf4de8e0092..97a88d53a9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95cb6be4a045bae18289ce5ed534d71fcedff8e8f44a25b6b3c71f3e87492f66",
-    git_commit = "0e6a2312869bc0a4ea6871eb52d17276c14202f9",
+    sha256 = "4a368072e332600645b5ed117d42dd0a24d9190c59c5aa6938d37e2312ff1969",
+    git_commit = "3ef6fbfd02716f774024afae711383fdb0d8a30c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3261f16c4f4e4aa1debd48986989b313d27b1f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 06:01:52 -0700
Subject: [PATCH 5129/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/029d846a-7638-4f46-b94e-29e9dfc7a596

PiperOrigin-RevId: 381013157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97a88d53a9b..c5a69343245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a368072e332600645b5ed117d42dd0a24d9190c59c5aa6938d37e2312ff1969",
-    git_commit = "3ef6fbfd02716f774024afae711383fdb0d8a30c",
+    sha256 = "be42af76f02cde203906d70f63dd708b88e04d961ff81174d7a58388222b05fc",
+    git_commit = "d0c20b3e5dd976541a87a371b0f968812b7d8b14",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0296c0956a433e9ca077047e5ceb98ed5e9f46cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 12:01:22 -0700
Subject: [PATCH 5130/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2f1ae2a-fe18-4fde-9c66-66512cc295e1

PiperOrigin-RevId: 381084791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5a69343245..bea378e81d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be42af76f02cde203906d70f63dd708b88e04d961ff81174d7a58388222b05fc",
-    git_commit = "d0c20b3e5dd976541a87a371b0f968812b7d8b14",
+    sha256 = "eebccc89c5d248aeedd5a520e22c586e5722c1f95432ec4016409caf94a3618e",
+    git_commit = "667e6bf43678c5af744c2facefb0fee2b53ada2a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ceba636bb7c5c98bde35d1818fd033b36300fffe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 15:00:23 -0700
Subject: [PATCH 5131/8103] Add support for using Google ALTS to build secure
 server credentials.

Adding --use_alts_credentials command line flag to enable this (defaults to false).

PiperOrigin-RevId: 381122362
---
 tensorflow_serving/model_servers/main.cc   |  2 ++
 tensorflow_serving/model_servers/server.cc | 38 +++++++++++++++-------
 tensorflow_serving/model_servers/server.h  |  3 ++
 3 files changed, 32 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 478390cea63..2c7be43dced 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -168,6 +168,8 @@ int main(int argc, char** argv) {
                        "simultaneously. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
+      tensorflow::Flag("use_alts_credentials", &options.use_alts_credentials,
+                       "Use Google ALTS credentials"),
       tensorflow::Flag(
           "ssl_config_file", &options.ssl_config_file,
           "If non-empty, read an ascii SSLConfig protobuf from "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 55e92f9d1b4..97215ae24c0 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -24,11 +24,11 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "grpc/grpc.h"
+#include "grpcpp/resource_quota.h"
 #include "grpcpp/security/server_credentials.h"
 #include "grpcpp/server_builder.h"
 #include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
-#include "grpcpp/resource_quota.h"
 #include "absl/memory/memory.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
@@ -120,16 +120,23 @@ std::vector<GrpcChannelArgument> parseGrpcChannelArgs(
   return result;
 }
 
-// If 'ssl_config_file' is non-empty, build secure server credentials otherwise
-// insecure channel
-std::shared_ptr<::grpc::ServerCredentials>
-BuildServerCredentialsFromSSLConfigFile(const string& ssl_config_file) {
-  if (ssl_config_file.empty()) {
+// If 'use_alts_credentials', build secure server credentials using ALTS.
+// Else if 'ssl_config_file' is non-empty, build using ssl.
+// Otherwise use insecure channel.
+std::shared_ptr<::grpc::ServerCredentials> BuildServerCredentials(
+    bool use_alts_credentials, const string& ssl_config_file) {
+  if (use_alts_credentials) {
+    LOG(INFO) << "Using ALTS credentials";
+    ::grpc::experimental::AltsServerCredentialsOptions alts_opts;
+    return ::grpc::experimental::AltsServerCredentials(alts_opts);
+  } else if (ssl_config_file.empty()) {
+    LOG(INFO) << "Using InsecureServerCredentials";
     return ::grpc::InsecureServerCredentials();
   }
 
   SSLConfig ssl_config;
   TF_CHECK_OK(ParseProtoTextFile<SSLConfig>(ssl_config_file, &ssl_config));
+  LOG(INFO) << "Using SSL credentials";
 
   ::grpc::SslServerCredentialsOptions ssl_ops(
       ssl_config.client_verify()
@@ -189,6 +196,13 @@ Status Server::BuildAndStart(const Options& server_options) {
       "server_options.grpc_socket_path must be set.");
   }
 
+  if (server_options.use_alts_credentials &&
+      !server_options.ssl_config_file.empty()) {
+    return errors::InvalidArgument(
+        "Either use_alts_credentials must be false or "
+        "ssl_config_file must be empty.");
+  }
+
   if (server_options.model_base_path.empty() &&
       server_options.model_config_file.empty()) {
     return errors::InvalidArgument(
@@ -348,16 +362,18 @@ Status Server::BuildAndStart(const Options& server_options) {
   ::grpc::ServerBuilder builder;
   // If defined, listen to a tcp port for gRPC/HTTP.
   if (server_options.grpc_port != 0) {
-    builder.AddListeningPort(server_address,
-                             BuildServerCredentialsFromSSLConfigFile(
+    builder.AddListeningPort(
+        server_address,
+        BuildServerCredentials(server_options.use_alts_credentials,
                                server_options.ssl_config_file));
   }
   // If defined, listen to a UNIX socket for gRPC.
   if (!server_options.grpc_socket_path.empty()) {
     const string grpc_socket_uri = "unix:" + server_options.grpc_socket_path;
-    builder.AddListeningPort(grpc_socket_uri,
-                             BuildServerCredentialsFromSSLConfigFile(
-                                 server_options.ssl_config_file));
+    builder.AddListeningPort(
+        grpc_socket_uri,
+        BuildServerCredentials(server_options.use_alts_credentials,
+                               server_options.ssl_config_file));
   }
   builder.RegisterService(model_service_.get());
   builder.RegisterService(prediction_service_.get());
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 50d5676c7a0..36625c2c568 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -77,6 +77,9 @@ class Server {
     tensorflow::int64 tensorflow_intra_op_parallelism = 0;
     tensorflow::int64 tensorflow_inter_op_parallelism = 0;
     tensorflow::string platform_config_file;
+    // Only one of ALTS or SSl can be specified. I.e. either
+    // use_alts_credentials must be false or ssl_config_file must be empty.
+    bool use_alts_credentials = false;
     tensorflow::string ssl_config_file;
     string model_config_file;
     // Zero means server will not poll FS for model config file after start-up.

From 6cbc4a9eb419c8078c3a4e791381cda70dd8fc78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 17:04:12 -0700
Subject: [PATCH 5132/8103] Enable HTTP PATCH support in evhttp_server

PiperOrigin-RevId: 381145934
---
 .../util/net_http/server/internal/evhttp_server.cc          | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 4a650c57dcb..36c925a8e87 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -106,12 +106,12 @@ bool EvHTTPServer::Initialize() {
   }
 
   // By default libevents only allow GET, POST, HEAD, PUT, DELETE request
-  // we have to manually turn OPTIONS flag on
-  // documentation:
+  // we have to manually turn OPTIONS and PATCH flag on documentation:
   // (http://www.wangafu.net/~nickm/libevent-2.0/doxygen/html/http_8h.html)
   evhttp_set_allowed_methods(
       ev_http_, EVHTTP_REQ_GET | EVHTTP_REQ_POST | EVHTTP_REQ_HEAD |
-                    EVHTTP_REQ_PUT | EVHTTP_REQ_DELETE | EVHTTP_REQ_OPTIONS);
+                    EVHTTP_REQ_PUT | EVHTTP_REQ_DELETE | EVHTTP_REQ_OPTIONS |
+                    EVHTTP_REQ_PATCH);
   evhttp_set_gencb(ev_http_, &DispatchEvRequestFn, this);
 
   return true;

From 75fdbd849bef40bc78d64994eaf547a6e3350006 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jun 2021 18:01:31 -0700
Subject: [PATCH 5133/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6bb29e44-0fab-476d-9357-2077859471c7

PiperOrigin-RevId: 381154139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bea378e81d3..808c803c510 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eebccc89c5d248aeedd5a520e22c586e5722c1f95432ec4016409caf94a3618e",
-    git_commit = "667e6bf43678c5af744c2facefb0fee2b53ada2a",
+    sha256 = "d1bc0a67fc6e7c7b3ec7416aaba592283ac39a52736caabdc82d574739f06dd9",
+    git_commit = "0730457fd096e12d3a50e1da12f3ceb085204e8b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b7442cb3c09d55f372ea48479b87e80820cb91f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jun 2021 00:01:42 -0700
Subject: [PATCH 5134/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98a882e1-1f0a-4c3d-9585-be5b76070c3f

PiperOrigin-RevId: 381191807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 808c803c510..b49719bc374 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1bc0a67fc6e7c7b3ec7416aaba592283ac39a52736caabdc82d574739f06dd9",
-    git_commit = "0730457fd096e12d3a50e1da12f3ceb085204e8b",
+    sha256 = "d0ce9a2fbbd37306b92e70eb4e8e0e1faf245476b098148c9c6a17d24a8d98e3",
+    git_commit = "06892e58a86984f8b5a99404b6ffd2be3b87ed45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3417359ce4692b292f801e85eeaef91e8eb8e9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jun 2021 06:02:26 -0700
Subject: [PATCH 5135/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca7505e9-a86e-475f-ba4c-befbcd0c3d4c

PiperOrigin-RevId: 381237543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b49719bc374..4b658fe003b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0ce9a2fbbd37306b92e70eb4e8e0e1faf245476b098148c9c6a17d24a8d98e3",
-    git_commit = "06892e58a86984f8b5a99404b6ffd2be3b87ed45",
+    sha256 = "4e411117833b7a415676b95533f968adc4450f0b2f984f3c6bdaccff5583db3f",
+    git_commit = "1ab997b0bfd798877c93d3edde6436881fd95abb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f4b8175eac587330fce02a4e571072a363887c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jun 2021 12:01:36 -0700
Subject: [PATCH 5136/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2f209aaa-bef4-40f5-8c1a-0af3ffb1dc3a

PiperOrigin-RevId: 381306298
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b658fe003b..5054f10aafb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e411117833b7a415676b95533f968adc4450f0b2f984f3c6bdaccff5583db3f",
-    git_commit = "1ab997b0bfd798877c93d3edde6436881fd95abb",
+    sha256 = "a0227dc90e165c5f1fc9b94858562974a94c8b6e0e554907c80a45148033e105",
+    git_commit = "8c0e3b803393b2b632717fa2ccfb762effd6e143",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad9c83729f17864633657fddb867095bf9618a55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 24 Jun 2021 18:01:19 -0700
Subject: [PATCH 5137/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8a3aa6a-4288-42f1-9cea-f2bebf11e1e8

PiperOrigin-RevId: 381376021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5054f10aafb..7132220a870 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0227dc90e165c5f1fc9b94858562974a94c8b6e0e554907c80a45148033e105",
-    git_commit = "8c0e3b803393b2b632717fa2ccfb762effd6e143",
+    sha256 = "547c7c5041d083a42e0d75dfac685f41f2a485c53f4657c2c4d2e6ee0c2adc6c",
+    git_commit = "0d73a055e04a167ded2beae45c46c98728c8a4be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e7b6f2eeacf090e4adf30f7388e41da02270e893 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jun 2021 00:01:20 -0700
Subject: [PATCH 5138/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d87bdae-64e6-41d0-ab3b-b74a4fd2c27a

PiperOrigin-RevId: 381411860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7132220a870..ff63e753925 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "547c7c5041d083a42e0d75dfac685f41f2a485c53f4657c2c4d2e6ee0c2adc6c",
-    git_commit = "0d73a055e04a167ded2beae45c46c98728c8a4be",
+    sha256 = "0dc8738d6e23cd6a2de24eedfda6ad20d52699c134c3856288310f95756b378c",
+    git_commit = "0c8078d48002970b6b583ead016f01153da383f8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a73cc711aec7bbf7fe7974781f4ce5093e9622d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jun 2021 06:01:41 -0700
Subject: [PATCH 5139/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14d2158f-80e4-4bd8-9a52-d6c89a84f1a9

PiperOrigin-RevId: 381455416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff63e753925..ec59f8a8e1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dc8738d6e23cd6a2de24eedfda6ad20d52699c134c3856288310f95756b378c",
-    git_commit = "0c8078d48002970b6b583ead016f01153da383f8",
+    sha256 = "d2c93052119c45e174def726931de118f75e9a103e2f9807cdf0d8d9567504d8",
+    git_commit = "935dfb5eb566732c7ad80876281c24709344bb11",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09e0ec128a35913ff87a18ac75d9869190479f65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jun 2021 12:01:33 -0700
Subject: [PATCH 5140/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b646ff2-b2f8-44b0-9b1c-3caebc03a4e0

PiperOrigin-RevId: 381518896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec59f8a8e1a..9319e4fa7e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2c93052119c45e174def726931de118f75e9a103e2f9807cdf0d8d9567504d8",
-    git_commit = "935dfb5eb566732c7ad80876281c24709344bb11",
+    sha256 = "a66f359fce8644d5a7026701246e8878c46efbd1f01cb5d3e3802f0a71aa6fe2",
+    git_commit = "5f6c0e0a50fce545238dbda854dc494f6ab6202d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0fc835b9fffaff6473bd4475a4eb269ccaa6c717 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Jun 2021 18:02:18 -0700
Subject: [PATCH 5141/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fd7dc98-fb69-4b08-8a72-8767613c10da

PiperOrigin-RevId: 381581415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9319e4fa7e3..71abfa7b7c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a66f359fce8644d5a7026701246e8878c46efbd1f01cb5d3e3802f0a71aa6fe2",
-    git_commit = "5f6c0e0a50fce545238dbda854dc494f6ab6202d",
+    sha256 = "84b8a276fc46ff15837a101e5445c0499e3030b165cac534557089a0a03b6c02",
+    git_commit = "542fa3193ad91726e08429dac722b359124477f3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f3cf70d13ab0b65edaf3bb81bd7ca5ac19f022eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jun 2021 00:02:41 -0700
Subject: [PATCH 5142/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b0ac1b2-48f6-4e14-bc7c-0d1a2497e55d

PiperOrigin-RevId: 381608454
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71abfa7b7c5..0b83e2b1808 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84b8a276fc46ff15837a101e5445c0499e3030b165cac534557089a0a03b6c02",
-    git_commit = "542fa3193ad91726e08429dac722b359124477f3",
+    sha256 = "4c51c10b1693ea23e087da45b6d4a92e6b4403fd0404c6c475a02955b30544d0",
+    git_commit = "31fe8c5a2d0fd99f9208272820ba8c018807e179",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27c397d700a27b3dcfba016bd21e0ed5b1d02276 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jun 2021 06:01:20 -0700
Subject: [PATCH 5143/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/735df2b6-8988-49e3-a647-4bd063bd3478

PiperOrigin-RevId: 381634093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b83e2b1808..ebf6475989f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c51c10b1693ea23e087da45b6d4a92e6b4403fd0404c6c475a02955b30544d0",
-    git_commit = "31fe8c5a2d0fd99f9208272820ba8c018807e179",
+    sha256 = "e86679e1ad328de5f055b166305612b345e2050826fb524b44bf323882f06e43",
+    git_commit = "7b5088e45f45449688625ee13193c05f6b6deff5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 225e63a41340fb14f5a5ce44d237ad9e463fd33b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jun 2021 12:02:31 -0700
Subject: [PATCH 5144/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a12c820-db06-4343-85e4-167499cd7ddf

PiperOrigin-RevId: 381656705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebf6475989f..2b7324b7a25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e86679e1ad328de5f055b166305612b345e2050826fb524b44bf323882f06e43",
-    git_commit = "7b5088e45f45449688625ee13193c05f6b6deff5",
+    sha256 = "19b370a0735efed3d756d4b360c9a84da574dbde54568539aaea9a9e9686bca8",
+    git_commit = "50d8114a46d329d0d88c1a453c5d8efc0719bb67",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From daa610866a077df475ced0acda0799317bfd3658 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jun 2021 00:02:07 -0700
Subject: [PATCH 5145/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e70aba5-35ca-4e36-89ce-182192be4122

PiperOrigin-RevId: 381700363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b7324b7a25..2657c354568 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19b370a0735efed3d756d4b360c9a84da574dbde54568539aaea9a9e9686bca8",
-    git_commit = "50d8114a46d329d0d88c1a453c5d8efc0719bb67",
+    sha256 = "14f2628ddafe8253c52f8bcb77ed40e7df7ae69ab68eaa8c7bf112779b46990d",
+    git_commit = "2d620d83046fe4a31394aa2e5f48494a94d9e135",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a180229c0848510518b6a52caf26bda348b0624d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jun 2021 12:02:05 -0700
Subject: [PATCH 5146/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/529a4b1f-f6d9-4d7e-97c9-e12ef56ea5f2

PiperOrigin-RevId: 381747382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2657c354568..eba9b39bd35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "14f2628ddafe8253c52f8bcb77ed40e7df7ae69ab68eaa8c7bf112779b46990d",
-    git_commit = "2d620d83046fe4a31394aa2e5f48494a94d9e135",
+    sha256 = "b98cbd081d3536992ba276debf3f1e1f9dc7b5161365b315795fd852338dfc6a",
+    git_commit = "1df058b0a4af8c5673251e27a57af320d7b1d29d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d9ff5a3054b9ecf32042c5fa937c2a77d49276b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Jun 2021 18:01:49 -0700
Subject: [PATCH 5147/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef459e7c-b968-4d57-b27b-3e87762ca15e

PiperOrigin-RevId: 381769897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eba9b39bd35..a60909b1a48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b98cbd081d3536992ba276debf3f1e1f9dc7b5161365b315795fd852338dfc6a",
-    git_commit = "1df058b0a4af8c5673251e27a57af320d7b1d29d",
+    sha256 = "f88ba8d26de105b30ea72bf04eb672ab9d40ac66ad2afe7d6e9cfa1255751452",
+    git_commit = "5a0e5d68cf5e8e272acfb44e78b5affd6ebe1c6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 02ef2cbe8a677d7ed462ef610dec58ac2dc08775 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jun 2021 00:02:35 -0700
Subject: [PATCH 5148/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7102289-0ef2-4bed-be30-810a9ae7c382

PiperOrigin-RevId: 381800292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a60909b1a48..600a7e3f8b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f88ba8d26de105b30ea72bf04eb672ab9d40ac66ad2afe7d6e9cfa1255751452",
-    git_commit = "5a0e5d68cf5e8e272acfb44e78b5affd6ebe1c6d",
+    sha256 = "8d974f6742fcbac93e44e6df04dd1d9cfa5d1481e58c6841465077cac6b3b8aa",
+    git_commit = "2c4ed56aca5becc6fd51347e694f151f8c46e8fd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0fa1e6d6a1cd8233ad3ddc8a5dce2654c9a7a0d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jun 2021 06:02:04 -0700
Subject: [PATCH 5149/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05672759-5685-4d7d-8458-2cf531641eb6

PiperOrigin-RevId: 381846871
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 600a7e3f8b4..a98b812e4fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d974f6742fcbac93e44e6df04dd1d9cfa5d1481e58c6841465077cac6b3b8aa",
-    git_commit = "2c4ed56aca5becc6fd51347e694f151f8c46e8fd",
+    sha256 = "3c4b244f7c76df19c1d6d5b10a50e01cf4c80f8fd3d300ffa87bac0fc8a67a3c",
+    git_commit = "264db50a153e659bd62f2783891fb213eabccd21",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a565f4658725aea11d1d82dd1c4243095215023a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jun 2021 12:02:05 -0700
Subject: [PATCH 5150/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/129e0d1b-8cbb-495b-9c2c-5e9c66331fb6

PiperOrigin-RevId: 381915803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a98b812e4fb..f8eb8b25026 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c4b244f7c76df19c1d6d5b10a50e01cf4c80f8fd3d300ffa87bac0fc8a67a3c",
-    git_commit = "264db50a153e659bd62f2783891fb213eabccd21",
+    sha256 = "0cf588ebe567d40381ec483d21e40e3e9067a9ad7dfd16de4335b74cd2780464",
+    git_commit = "5bd8ae71503f5ff887a9f87fa995463bcc757846",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 310b48a92b7dea466ff0c41d5862b383e5871e98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Jun 2021 18:01:17 -0700
Subject: [PATCH 5151/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/478dc4ec-eabf-4bad-bffd-89b25dee7c90

PiperOrigin-RevId: 381984650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8eb8b25026..d051250d2ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cf588ebe567d40381ec483d21e40e3e9067a9ad7dfd16de4335b74cd2780464",
-    git_commit = "5bd8ae71503f5ff887a9f87fa995463bcc757846",
+    sha256 = "e1d75a38fcbc93175fabc3c73dbc9e2d06fb181be7b0ac492629c72e276a31b6",
+    git_commit = "bb982b7d2aa7ed1c3983beca799d2f69173fed92",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dab5f6c0a2d4629f775ad76213707ed9ac80c193 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jun 2021 00:01:26 -0700
Subject: [PATCH 5152/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdda05c6-c3a9-4083-a716-18037093486d

PiperOrigin-RevId: 382022155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d051250d2ef..654a27a935b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1d75a38fcbc93175fabc3c73dbc9e2d06fb181be7b0ac492629c72e276a31b6",
-    git_commit = "bb982b7d2aa7ed1c3983beca799d2f69173fed92",
+    sha256 = "26d02a62f923dcdad9f33cade160c3e2e3035d5c58eb2e47510f5142977692a6",
+    git_commit = "c837cf8963d4ef9cb3b3b9e8787cb35f21b68f9d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a9c9ebb9a231e75ced012e7e21a3915d3e15be5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jun 2021 06:01:58 -0700
Subject: [PATCH 5153/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33e55ca4-edd2-4f6b-9c70-c82b93a2e620

PiperOrigin-RevId: 382067924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 654a27a935b..e1928545ae6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26d02a62f923dcdad9f33cade160c3e2e3035d5c58eb2e47510f5142977692a6",
-    git_commit = "c837cf8963d4ef9cb3b3b9e8787cb35f21b68f9d",
+    sha256 = "10a5f1a423111a1147622e2297adf0854f4dd904dc81aa48443f794baaedc4ce",
+    git_commit = "5e1bb83fc763bfee0e115877e5e304b9f0973c2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c931d4de291a529fd676151634316abc8e1c4fa7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jun 2021 12:01:23 -0700
Subject: [PATCH 5154/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d75b4eb4-c191-44a1-991b-cf95d4040d57

PiperOrigin-RevId: 382135203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1928545ae6..912c184bf13 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10a5f1a423111a1147622e2297adf0854f4dd904dc81aa48443f794baaedc4ce",
-    git_commit = "5e1bb83fc763bfee0e115877e5e304b9f0973c2f",
+    sha256 = "fd687f8e26833cb917ae0bd8e434c9bd30c92042361c8ae69679983d3c66a440",
+    git_commit = "15198b1818bd2bf1b5b55bf5b02bf42398d222fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6a54e2a806cdae494e302b28318dec2f14892a06 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Tue, 29 Jun 2021 12:07:26 -0700
Subject: [PATCH 5155/8103] Make Internal Change

PiperOrigin-RevId: 382136589
---
 tensorflow_serving/model_servers/BUILD        |  2 +
 .../model_servers/http_rest_api_handler.cc    | 52 +----------------
 .../model_servers/http_rest_api_util.cc       | 56 +++++++++++++++++++
 .../model_servers/http_rest_api_util.h        |  3 +
 4 files changed, 62 insertions(+), 51 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index cc2b2e1ac53..45037434685 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -273,8 +273,10 @@ cc_library(
     hdrs = ["http_rest_api_util.h"],
     visibility = ["//visibility:public"],
     deps = [
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/apis:get_model_status_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:optional",
         "@com_googlesource_code_re2//:re2",
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 5e1c083ba1f..c8619976551 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -225,57 +225,7 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
       ::google::protobuf::Arena::CreateMessage<GetModelMetadataResponse>(&arena);
   TF_RETURN_IF_ERROR(
       GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
-  JsonPrintOptions opts;
-  opts.add_whitespace = true;
-  opts.always_print_primitive_fields = true;
-  // TODO(b/118381513): preserving proto field names on 'Any' fields has been
-  // fixed in the master branch of OSS protobuf but the TF ecosystem is
-  // currently using v3.6.0 where the fix is not present. To resolve the issue
-  // we invoke MessageToJsonString on invididual fields and concatenate the
-  // resulting strings and make it valid JSON that conforms with the response we
-  // expect.
-  opts.preserve_proto_field_names = true;
-
-  string model_spec_output;
-  const auto& status1 =
-      MessageToJsonString(response->model_spec(), &model_spec_output, opts);
-  if (!status1.ok()) {
-    return errors::Internal(
-        "Failed to convert model spec proto to json. Error: ",
-        status1.ToString());
-  }
-
-  tensorflow::serving::SignatureDefMap signature_def_map;
-  if (response->metadata().end() ==
-      response->metadata().find(GetModelMetadataImpl::kSignatureDef)) {
-    return errors::Internal(
-        "Failed to find 'signature_def' key in the GetModelMetadataResponse "
-        "metadata map.");
-  }
-  bool unpack_status = response->metadata()
-                           .at(GetModelMetadataImpl::kSignatureDef)
-                           .UnpackTo(&signature_def_map);
-  if (!unpack_status) {
-    return errors::Internal(
-        "Failed to unpack 'Any' object to 'SignatureDefMap'.");
-  }
-
-  string signature_def_output;
-  const auto& status2 =
-      MessageToJsonString(signature_def_map, &signature_def_output, opts);
-  if (!status2.ok()) {
-    return errors::Internal(
-        "Failed to convert signature def proto to json. Error: ",
-        status2.ToString());
-  }
-
-  // Concatenate the resulting strings into a valid JSON format.
-  absl::StrAppend(output, "{\n");
-  absl::StrAppend(output, "\"model_spec\":", model_spec_output, ",\n");
-  absl::StrAppend(output, "\"metadata\": {");
-  absl::StrAppend(output, "\"signature_def\": ", signature_def_output, "}\n");
-  absl::StrAppend(output, "}\n");
-  return Status::OK();
+  return ToJsonString(*response, output);
 }
 
 Status HttpRestApiHandler::GetInfoMap(
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index c60a5965b8b..ff22615e7a6 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <curl/curl.h>
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 
 namespace tensorflow {
 namespace serving {
@@ -138,5 +139,60 @@ Status ToJsonString(const GetModelStatusResponse& response, string* output) {
   return Status::OK();
 }
 
+Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
+  google::protobuf::util::JsonPrintOptions opts;
+  opts.add_whitespace = true;
+  opts.always_print_primitive_fields = true;
+  // TODO(b/118381513): preserving proto field names on 'Any' fields has been
+  // fixed in the master branch of OSS protobuf but the TF ecosystem is
+  // currently using v3.6.0 where the fix is not present. To resolve the issue
+  // we invoke MessageToJsonString on invididual fields and concatenate the
+  // resulting strings and make it valid JSON that conforms with the response we
+  // expect.
+  opts.preserve_proto_field_names = true;
+
+  string model_spec_output;
+  const auto& status1 =
+      MessageToJsonString(response.model_spec(), &model_spec_output, opts);
+  if (!status1.ok()) {
+    return errors::Internal(
+        "Failed to convert model spec proto to json. Error: ",
+        status1.ToString());
+  }
+
+  tensorflow::serving::SignatureDefMap signature_def_map;
+  if (response.metadata().end() ==
+      response.metadata().find(GetModelMetadataImpl::kSignatureDef)) {
+    return errors::Internal(
+        "Failed to find 'signature_def' key in the GetModelMetadataResponse "
+        "metadata map.");
+  }
+  bool unpack_status = response.metadata()
+                           .at(GetModelMetadataImpl::kSignatureDef)
+                           .UnpackTo(&signature_def_map);
+  if (!unpack_status) {
+    return errors::Internal(
+        "Failed to unpack 'Any' object to 'SignatureDefMap'.");
+  }
+
+  string signature_def_output;
+  const auto& status2 =
+      MessageToJsonString(signature_def_map, &signature_def_output, opts);
+  if (!status2.ok()) {
+    return errors::Internal(
+        "Failed to convert signature def proto to json. Error: ",
+        status2.ToString());
+  }
+
+  // Concatenate the resulting strings into a valid JSON format.
+  absl::StrAppend(output, "{\n");
+  absl::StrAppend(output, "\"model_spec\":", model_spec_output, ",\n");
+  absl::StrAppend(output, "\"metadata\": {");
+  absl::StrAppend(output, "\"signature_def\": ", signature_def_output, "}\n");
+  absl::StrAppend(output, "}\n");
+
+  return Status::OK();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.h b/tensorflow_serving/model_servers/http_rest_api_util.h
index 5dddadce5e4..53ff3017a5e 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.h
+++ b/tensorflow_serving/model_servers/http_rest_api_util.h
@@ -23,6 +23,7 @@ limitations under the License.
 #include "absl/types/optional.h"
 #include "re2/re2.h"
 #include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
 #include "tensorflow_serving/apis/get_model_status.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 
@@ -51,6 +52,8 @@ Status ParseModelInfo(const absl::string_view http_method,
 
 Status ToJsonString(const GetModelStatusResponse& response, string* output);
 
+Status ToJsonString(const GetModelMetadataResponse& response, string* output);
+
 }  // namespace serving
 }  // namespace tensorflow
 

From f9e8e0988033e6b9c8a08b8ddd13b859e205c825 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Jun 2021 18:01:26 -0700
Subject: [PATCH 5156/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3de28a81-0d39-47d9-b570-067680f916ee

PiperOrigin-RevId: 382203829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 912c184bf13..4fe7cd88fdf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd687f8e26833cb917ae0bd8e434c9bd30c92042361c8ae69679983d3c66a440",
-    git_commit = "15198b1818bd2bf1b5b55bf5b02bf42398d222fc",
+    sha256 = "959fd35c89442deb878b7dfabaf2f2d24c729f9bb642724f471ecae64c64d846",
+    git_commit = "a7c986632c9b7bc3ee335c63befa0b806ee4b984",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59eb844e396e3cc411d2f0d509cce25dc32a906b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jun 2021 00:01:36 -0700
Subject: [PATCH 5157/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/79f04f5b-3e66-4273-9f59-924bee16c021

PiperOrigin-RevId: 382241741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fe7cd88fdf..e6609af0645 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "959fd35c89442deb878b7dfabaf2f2d24c729f9bb642724f471ecae64c64d846",
-    git_commit = "a7c986632c9b7bc3ee335c63befa0b806ee4b984",
+    sha256 = "99ea0e581facfffb9104df320cab6ef1fff74efc4adda89ba5b4f7ff53f2f319",
+    git_commit = "fa87fb0f815d98772098da28a68def19a21f00f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e58902cc513ceaba1df94def32b45a9617d6dca0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jun 2021 06:01:20 -0700
Subject: [PATCH 5158/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f1a6208-3237-4950-bd9e-06d6daf5254c

PiperOrigin-RevId: 382286915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6609af0645..55e190cd59b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99ea0e581facfffb9104df320cab6ef1fff74efc4adda89ba5b4f7ff53f2f319",
-    git_commit = "fa87fb0f815d98772098da28a68def19a21f00f1",
+    sha256 = "2c89459503474f1623d10b1a372e023c85e19a5ee3cd4eceea58807e82380307",
+    git_commit = "c57b97aec9de0e736d9aca8d9ac14d2fb6511db1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 837b1348c8fd686414bb10c57bfab81070444aec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jun 2021 12:01:29 -0700
Subject: [PATCH 5159/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7125ef18-5e9e-4ac4-82f7-960e390c1e71

PiperOrigin-RevId: 382355142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55e190cd59b..ba31604c6b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c89459503474f1623d10b1a372e023c85e19a5ee3cd4eceea58807e82380307",
-    git_commit = "c57b97aec9de0e736d9aca8d9ac14d2fb6511db1",
+    sha256 = "ac4ba400b27b23198784b06ece170639f4e9e6374b34613449e7bd6717685cf0",
+    git_commit = "b1e3cbd52a6e4ec66cb70abcc011355dcf8e2f77",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 387c4cc92201cc6c06068b0d09ee497670e59271 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Jun 2021 18:01:33 -0700
Subject: [PATCH 5160/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98b63de0-2171-49d1-baf2-6d130aa89525

PiperOrigin-RevId: 382424242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba31604c6b3..a697a951467 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac4ba400b27b23198784b06ece170639f4e9e6374b34613449e7bd6717685cf0",
-    git_commit = "b1e3cbd52a6e4ec66cb70abcc011355dcf8e2f77",
+    sha256 = "060fba95035465119581bb4e14f1430eb73b0a40d284a599216755fb464d80e1",
+    git_commit = "1c4e6e971591f8224fb803d424ad850ec6285bce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f35d374ac4f736326c7bf238c81e4736804be8cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Jul 2021 00:02:32 -0700
Subject: [PATCH 5161/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a708209e-d3ed-4572-bba3-d40cd3ae6b7c

PiperOrigin-RevId: 382461236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a697a951467..84f2e843ffe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "060fba95035465119581bb4e14f1430eb73b0a40d284a599216755fb464d80e1",
-    git_commit = "1c4e6e971591f8224fb803d424ad850ec6285bce",
+    sha256 = "e6729acbb464d9e04ad53e5e43b32cd6752c50b885e49a98824512e346061d53",
+    git_commit = "08615669d587df6a1bc78ffb71d7b6b587b04b93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b5d4027dcc5df2f9c5d0667d14b5a184cb7a85fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Jul 2021 06:01:26 -0700
Subject: [PATCH 5162/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df449464-13c6-48eb-866e-a440eb6a247c

PiperOrigin-RevId: 382507309
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84f2e843ffe..86ae19ddc67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6729acbb464d9e04ad53e5e43b32cd6752c50b885e49a98824512e346061d53",
-    git_commit = "08615669d587df6a1bc78ffb71d7b6b587b04b93",
+    sha256 = "94e9a254df6c3e578c693522556c3bafedc04ce799e5cc99308d18174c54a49e",
+    git_commit = "7dcc81d6567aded4e0295967620da18d32d0a785",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1848006944b36257283f7b60dd1afd0daf8ee7bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Jul 2021 12:01:33 -0700
Subject: [PATCH 5163/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7525b64-6016-4278-8bd6-133f58b898b8

PiperOrigin-RevId: 382574216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86ae19ddc67..9aa0651e7e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94e9a254df6c3e578c693522556c3bafedc04ce799e5cc99308d18174c54a49e",
-    git_commit = "7dcc81d6567aded4e0295967620da18d32d0a785",
+    sha256 = "dc0811466458829c9a69e39886d25b8c4673f2bd39c8aaf2c7cb443f273fd17a",
+    git_commit = "ac2879be7c5213264880198c0529c4e6036e8113",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dee2a64587a5d42429bbf1b74e797e903d884643 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Jul 2021 18:01:45 -0700
Subject: [PATCH 5164/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc2893a0-4f4d-4e73-9b3a-e95d7043256c

PiperOrigin-RevId: 382643750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9aa0651e7e9..694614f4f11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc0811466458829c9a69e39886d25b8c4673f2bd39c8aaf2c7cb443f273fd17a",
-    git_commit = "ac2879be7c5213264880198c0529c4e6036e8113",
+    sha256 = "640ed519efc8ae107aa2921ec058eea387c34a3f41c5f9851ff77b55e8473dbc",
+    git_commit = "1d1d496c7e00026d1fed3637aad73fead5844a16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ec4a3b8f8a3f32e04d7bc116bc2af391fabb4404 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Jul 2021 00:02:09 -0700
Subject: [PATCH 5165/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82403c79-9824-4302-a5d1-bb174049c66c

PiperOrigin-RevId: 382682475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 694614f4f11..ed949cf7170 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "640ed519efc8ae107aa2921ec058eea387c34a3f41c5f9851ff77b55e8473dbc",
-    git_commit = "1d1d496c7e00026d1fed3637aad73fead5844a16",
+    sha256 = "cbaa9b5beb0aa4b57eca3c221dc390855e9ab1e9ac9f21207f3bc543f38b9d10",
+    git_commit = "e4f883065966d41ce6e04061100c3c5d8e0eec7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8e417ccf10838de8ba4c392c27ad5fb77fe8ed3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Jul 2021 06:01:34 -0700
Subject: [PATCH 5166/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d32ef10b-7062-4b61-9b02-10e33d35a864

PiperOrigin-RevId: 382723818
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed949cf7170..1b4fa2a6291 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbaa9b5beb0aa4b57eca3c221dc390855e9ab1e9ac9f21207f3bc543f38b9d10",
-    git_commit = "e4f883065966d41ce6e04061100c3c5d8e0eec7a",
+    sha256 = "37d03fccdbe683dce76d8158d5a0a3820c1aad17536a940997052525c382bcfb",
+    git_commit = "6d8baa77943b076c7f7b4407c0634da204992b4f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b68c42ae5e99733f8f1c1f17ae2b1e71c1b7ca23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Jul 2021 12:01:30 -0700
Subject: [PATCH 5167/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52f7a446-bf35-493b-9e03-4e1ce2c3cb22

PiperOrigin-RevId: 382786183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b4fa2a6291..9abf935dd5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d03fccdbe683dce76d8158d5a0a3820c1aad17536a940997052525c382bcfb",
-    git_commit = "6d8baa77943b076c7f7b4407c0634da204992b4f",
+    sha256 = "0240b0b5c2f9b6223443f27b7b033831e92b75ac3764eb61fd897f2efed76207",
+    git_commit = "71de053aa2649f50e7070bdd71f6cf7377148ac2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d84d4088fba8c14d72309ce1acb8d03acf56f6fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Jul 2021 18:01:36 -0700
Subject: [PATCH 5168/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0930db6-19c8-4d97-92f1-8389f6b6003d

PiperOrigin-RevId: 382844752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9abf935dd5b..1fbecd98a24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0240b0b5c2f9b6223443f27b7b033831e92b75ac3764eb61fd897f2efed76207",
-    git_commit = "71de053aa2649f50e7070bdd71f6cf7377148ac2",
+    sha256 = "93112a1c28cd989673ad41ae8a342d3fdec32f05a2206792a466137329c63b5d",
+    git_commit = "47f53336e2ade0f31c7b1a74154328cb4c46556a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12c9bc964fa2938217b324de60d09efbd8982923 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Jul 2021 00:01:35 -0700
Subject: [PATCH 5169/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0ba597a-5644-453e-817d-29104d61527e

PiperOrigin-RevId: 382874173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1fbecd98a24..7816fc34ce0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93112a1c28cd989673ad41ae8a342d3fdec32f05a2206792a466137329c63b5d",
-    git_commit = "47f53336e2ade0f31c7b1a74154328cb4c46556a",
+    sha256 = "4e78c05f2f32caf0b0a5681daed9b9fa8d01953a7c3dc537b4e8a825fca2b953",
+    git_commit = "059b70fce231761ffa67b1de97fb98733a871323",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d05030cf933b28e972884a1765b850628f909da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Jul 2021 06:01:56 -0700
Subject: [PATCH 5170/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa6c4624-e7c8-466a-b99f-4679fdcca5c9

PiperOrigin-RevId: 382902450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7816fc34ce0..5158210ec1b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e78c05f2f32caf0b0a5681daed9b9fa8d01953a7c3dc537b4e8a825fca2b953",
-    git_commit = "059b70fce231761ffa67b1de97fb98733a871323",
+    sha256 = "67c5be98f10c2495539293e312e58c53ced52236fe38d02521edbecdcf91f75d",
+    git_commit = "417a4452453c2f134c7fae035402d176cffbbce3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0a8a882fcd2780921a99ca66cfcaed73f8d8878e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Jul 2021 06:01:35 -0700
Subject: [PATCH 5171/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1b02fd2-ad88-4a97-b189-e83bf3bfff2a

PiperOrigin-RevId: 382999247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5158210ec1b..d01234717f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67c5be98f10c2495539293e312e58c53ced52236fe38d02521edbecdcf91f75d",
-    git_commit = "417a4452453c2f134c7fae035402d176cffbbce3",
+    sha256 = "fee061fc3091b2e9cef0ea0732b4716ea8dd7b2a3af2ec08a67b8472358a9546",
+    git_commit = "35c46d26cf420e7076abdcc3324f7a8b80f4710a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 88d626e3243da6393ee038bab703ab4f672d89ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Jul 2021 12:01:37 -0700
Subject: [PATCH 5172/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb205e6c-4376-4e83-88c5-5c7c93a476f7

PiperOrigin-RevId: 383022987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d01234717f3..922d8cff71f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fee061fc3091b2e9cef0ea0732b4716ea8dd7b2a3af2ec08a67b8472358a9546",
-    git_commit = "35c46d26cf420e7076abdcc3324f7a8b80f4710a",
+    sha256 = "c7da1acad829a7cbb8889e224312dab35ce363b12897de4859ef90003f28bb8b",
+    git_commit = "25f722379852893bc5315c7abc28363a53c00ade",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 936223ce83cba25551cc224a766721976db6dd7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Jul 2021 00:01:26 -0700
Subject: [PATCH 5173/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ed787fc-2540-445c-a1b5-360e1fc45350

PiperOrigin-RevId: 383078144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 922d8cff71f..1f7225feeda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7da1acad829a7cbb8889e224312dab35ce363b12897de4859ef90003f28bb8b",
-    git_commit = "25f722379852893bc5315c7abc28363a53c00ade",
+    sha256 = "4dad18f51be326a2100d2d6cdb3529ae61ed711b3486b8c7eb7d6e37780ba989",
+    git_commit = "863f2b69074102b1c0b66a4cc018b9deb104087c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5ba62c425f47a57eb20ba5669f3ef99e2082523c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Jul 2021 06:01:25 -0700
Subject: [PATCH 5174/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a37f3fd-64a9-43a6-8d36-0bfd201a6d3e

PiperOrigin-RevId: 383123537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f7225feeda..b30c0127207 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4dad18f51be326a2100d2d6cdb3529ae61ed711b3486b8c7eb7d6e37780ba989",
-    git_commit = "863f2b69074102b1c0b66a4cc018b9deb104087c",
+    sha256 = "eaf0a05a1c2259b644415d6d1e0d0e72bfc08ea700c9ed74d9d7279f12b7ca11",
+    git_commit = "f2a74cf7f05bb219dedf26607e65b6ef1f186736",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c353fb0614eba4c7bd7182fda844ff1966149d5a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Jul 2021 12:01:25 -0700
Subject: [PATCH 5175/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98ae3f36-41ff-4a7c-82d8-cc76a77b3b83

PiperOrigin-RevId: 383160959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b30c0127207..879cca5f2a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eaf0a05a1c2259b644415d6d1e0d0e72bfc08ea700c9ed74d9d7279f12b7ca11",
-    git_commit = "f2a74cf7f05bb219dedf26607e65b6ef1f186736",
+    sha256 = "5fd78ad5605302073c5b6de46a89a3ede2c21b09d53365048b838646d9603e07",
+    git_commit = "3d4663ac0e9669a898ade73076bcbc0d1d27e580",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2979e1de8a0aa81f843c22844ca68bb786001a77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Jul 2021 18:01:29 -0700
Subject: [PATCH 5176/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a18e7b7d-a97c-474b-acc7-7dbe0087781b

PiperOrigin-RevId: 383187664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 879cca5f2a6..09708b39730 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fd78ad5605302073c5b6de46a89a3ede2c21b09d53365048b838646d9603e07",
-    git_commit = "3d4663ac0e9669a898ade73076bcbc0d1d27e580",
+    sha256 = "33b9d91499e66bd74ffac56c9ed73a1e74bd546af7f42fef4ac7e09b111770b4",
+    git_commit = "d47eeaf29f242d0cc8d1fa6390f0b945a106caf8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d8b952a1ae6690ac01c9366fb932204ad346058 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Jul 2021 00:01:38 -0700
Subject: [PATCH 5177/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f4ee79c-7283-45f5-944b-56c9704ba6c7

PiperOrigin-RevId: 383215778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09708b39730..0ef87a9c73e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33b9d91499e66bd74ffac56c9ed73a1e74bd546af7f42fef4ac7e09b111770b4",
-    git_commit = "d47eeaf29f242d0cc8d1fa6390f0b945a106caf8",
+    sha256 = "2c5dbce18b13c9f1a324d2f29ec47025b0bebc0dc64d8a0f55cea54c3fa6a645",
+    git_commit = "f08430317bbd7ebb8c0b6837e5988f067046d4d6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9865e0ef5ecfd694cdcabcf89472a77d7a711973 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Jul 2021 06:01:31 -0700
Subject: [PATCH 5178/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a76531a-28e5-4e9d-930d-479ed82acb92

PiperOrigin-RevId: 383256257
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ef87a9c73e..2520f2ec5f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c5dbce18b13c9f1a324d2f29ec47025b0bebc0dc64d8a0f55cea54c3fa6a645",
-    git_commit = "f08430317bbd7ebb8c0b6837e5988f067046d4d6",
+    sha256 = "39229fc225578ae78ccd89f0ab6bb9bd409e09c263d994d090c7c39825d411f3",
+    git_commit = "11e12d55b539181c85e241a3810ea7f6ed89c785",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9cfa91f81760dc882be28f6b96a3b8a231cd7148 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Jul 2021 12:01:21 -0700
Subject: [PATCH 5179/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6abea1ad-13c8-40ee-a3c0-04d5fc5fe29c

PiperOrigin-RevId: 383295152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2520f2ec5f7..9349ddbc8e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39229fc225578ae78ccd89f0ab6bb9bd409e09c263d994d090c7c39825d411f3",
-    git_commit = "11e12d55b539181c85e241a3810ea7f6ed89c785",
+    sha256 = "046854dc661c663cd6a4350a2f3da04286ff5b2bf9a4586ff2fdbd8f4b0ae573",
+    git_commit = "b033bb425c8fab1d8a75b0d5e7a64df89b526b6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 08e548e3bba4fc1176e6acd32cc466b0b75d8155 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Jul 2021 18:01:37 -0700
Subject: [PATCH 5180/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7a6f408-42b3-4ca3-af96-e6c88dbf97bf

PiperOrigin-RevId: 383323308
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9349ddbc8e9..11db510e6c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "046854dc661c663cd6a4350a2f3da04286ff5b2bf9a4586ff2fdbd8f4b0ae573",
-    git_commit = "b033bb425c8fab1d8a75b0d5e7a64df89b526b6a",
+    sha256 = "5d80978482d7c57e1520ef1102afbcb1af21d61203083a875a28335cd9c9da68",
+    git_commit = "ede17d556ad17266d502d5a91650903b16e0f3e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6a1dbcd83331af6a9a900c55e7e92888573cbebc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Jul 2021 00:01:38 -0700
Subject: [PATCH 5181/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cbd54db5-8ca4-45a8-83e4-e9430e24e654

PiperOrigin-RevId: 383352186
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11db510e6c3..c3a1f8252c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d80978482d7c57e1520ef1102afbcb1af21d61203083a875a28335cd9c9da68",
-    git_commit = "ede17d556ad17266d502d5a91650903b16e0f3e6",
+    sha256 = "17e01742778e1ea2b19dec883ad0701a9ea83ae71dbc663fcd89e406f61d2a25",
+    git_commit = "aa855d21ac89e6649ec782ef4efd4e126b37d79d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cfc1365b35bdcde4040fcdac96b150d82d5166b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Jul 2021 06:01:22 -0700
Subject: [PATCH 5182/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6883cdbd-6459-425b-b0b8-1dc13eda0fc4

PiperOrigin-RevId: 383394602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3a1f8252c5..6972577a49c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17e01742778e1ea2b19dec883ad0701a9ea83ae71dbc663fcd89e406f61d2a25",
-    git_commit = "aa855d21ac89e6649ec782ef4efd4e126b37d79d",
+    sha256 = "8dd7df2914504f5c5591396d411d9d6f03a4b0a250257a6e8526c07507ce6906",
+    git_commit = "7cd61a340724bf917bf8ef248022b6d5ac8512df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8e1fd28ebe1ec79cb5e5dc3e436617874775f99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Jul 2021 12:01:22 -0700
Subject: [PATCH 5183/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9fffb5b2-b654-4d84-bff5-f6ed3b9ef4f7

PiperOrigin-RevId: 383463151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6972577a49c..3a05e4a650e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dd7df2914504f5c5591396d411d9d6f03a4b0a250257a6e8526c07507ce6906",
-    git_commit = "7cd61a340724bf917bf8ef248022b6d5ac8512df",
+    sha256 = "72c8cc7a8066133b5d923ae1498c9ff06a353a4bb66c52dc99a9825db242078b",
+    git_commit = "17f694077ee5228eb20a8e228e88cd3987e6b854",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 753ccfa0842f879744aa699fcbdf4e69aa392aa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Jul 2021 18:01:40 -0700
Subject: [PATCH 5184/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c450e84a-06f5-419d-8c5c-536d45945dd1

PiperOrigin-RevId: 383531579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a05e4a650e..1274da23880 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72c8cc7a8066133b5d923ae1498c9ff06a353a4bb66c52dc99a9825db242078b",
-    git_commit = "17f694077ee5228eb20a8e228e88cd3987e6b854",
+    sha256 = "88b496a3d7dc0d43547ae74472a393a4fb92b318c0ee56661f1c5bfc531dae45",
+    git_commit = "1dda3c8b1ce78bd286fb2a40dc0f009c4367f889",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 770f261aa79659be678c16c3d7a3a01385df5b04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 00:01:23 -0700
Subject: [PATCH 5185/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2955db14-3ef3-4b71-9877-85476e5e7f0f

PiperOrigin-RevId: 383570417
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1274da23880..b8456a5622f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88b496a3d7dc0d43547ae74472a393a4fb92b318c0ee56661f1c5bfc531dae45",
-    git_commit = "1dda3c8b1ce78bd286fb2a40dc0f009c4367f889",
+    sha256 = "9d93d16779c84b248b2f76119c283a2ee2a2487c9fbf19b1d1f2e8890f40ab50",
+    git_commit = "75a4c9da2422b521cf8f186b3056803b9b3fecdb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eefbbf2c5c77a52c4daa2f3c649b70dfeebb2bbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 06:01:38 -0700
Subject: [PATCH 5186/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90fcf644-5fae-40f7-a01c-b7853b144be4

PiperOrigin-RevId: 383616245
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8456a5622f..d9ff9a4ef51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d93d16779c84b248b2f76119c283a2ee2a2487c9fbf19b1d1f2e8890f40ab50",
-    git_commit = "75a4c9da2422b521cf8f186b3056803b9b3fecdb",
+    sha256 = "59c54cbc6fc463772c0757bf69351da632a1d8c541de55a389006b58441260e6",
+    git_commit = "ee03e30745f63888e97b945c7d8041b55948cb68",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9eb2ea007353ad6f15acbe048594321cd3e5678a Mon Sep 17 00:00:00 2001
From: arghyaganguly <arghyag@google.com>
Date: Thu, 8 Jul 2021 20:43:04 +0530
Subject: [PATCH 5187/8103] Replace --runtime=nvidia flag with --gpus all flag
 as --runtime=nvidia has been dpreciated from Docker19.03

---
 tensorflow_serving/g3doc/docker.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/g3doc/docker.md b/tensorflow_serving/g3doc/docker.md
index a335aa71005..42956c16773 100644
--- a/tensorflow_serving/g3doc/docker.md
+++ b/tensorflow_serving/g3doc/docker.md
@@ -258,14 +258,14 @@ Next, run the TensorFlow Serving container pointing it to this model and opening
 the REST API port (8501):
 
 ```shell
-docker run --runtime=nvidia -p 8501:8501 \
+docker run --gpus all -p 8501:8501 \
 --mount type=bind,\
 source=/tmp/tfserving/serving/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_gpu,\
 target=/models/half_plus_two \
   -e MODEL_NAME=half_plus_two -t tensorflow/serving:latest-gpu &
 ```
 
-This will run the docker container with the `nvidia-docker` runtime, launch the
+This will run the docker container, launch the
 TensorFlow Serving Model Server, bind the REST API port 8501, and map our
 desired model from our host to where models are expected in the container. We
 also pass the name of the model as an environment variable, which will be

From 4fc05ba9b05197cb26ab6c4c31b9cbd09fac019d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 12:02:26 -0700
Subject: [PATCH 5188/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f74307e7-9500-4c80-8fec-6697c78d02a7

PiperOrigin-RevId: 383684498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9ff9a4ef51..8a8ae0e95a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59c54cbc6fc463772c0757bf69351da632a1d8c541de55a389006b58441260e6",
-    git_commit = "ee03e30745f63888e97b945c7d8041b55948cb68",
+    sha256 = "e9e5f5bed3cb435c1c830bd58354c9ecef961fdbe23809dd17838d6c2b46c749",
+    git_commit = "0f09427ca4938f1403a4c856d5cdd41ff6908594",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb1428d53abb53fe938ddf9bb8839d4dfe48d291 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 16:41:55 -0700
Subject: [PATCH 5189/8103] Update resnet_client_grpc.py example

PiperOrigin-RevId: 383740173
---
 .../example/resnet_client_grpc.py             | 22 ++++++++++++++++---
 1 file changed, 19 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index 7c99f0b9d33..5a7171c6caf 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -18,9 +18,13 @@
 
 from __future__ import print_function
 
+import io
+
 # This is a placeholder for a Google-internal import.
 
 import grpc
+import numpy as np
+from PIL import Image
 import requests
 import tensorflow as tf
 
@@ -36,6 +40,10 @@
                                      'path to image in JPEG format')
 FLAGS = tf.compat.v1.app.flags.FLAGS
 
+# Current Resnet model in TF Model Garden (as of 7/2021) does not accept JPEG
+# as input
+MODEL_ACCEPT_JPG = False
+
 
 def main(_):
   if FLAGS.image:
@@ -47,6 +55,13 @@ def main(_):
     dl_request.raise_for_status()
     data = dl_request.content
 
+  if not MODEL_ACCEPT_JPG:
+    data = Image.open(io.BytesIO(dl_request.content))
+    # Normalize and batchify the image
+    data = np.array(data) / 255.0
+    data = np.expand_dims(data, 0)
+    data = data.astype(np.float32)
+
   channel = grpc.insecure_channel(FLAGS.server)
   stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
   # Send request
@@ -54,10 +69,11 @@ def main(_):
   request = predict_pb2.PredictRequest()
   request.model_spec.name = 'resnet'
   request.model_spec.signature_name = 'serving_default'
-  request.inputs['image_bytes'].CopyFrom(
-      tf.make_tensor_proto(data, shape=[1]))
+  request.inputs['input_1'].CopyFrom(
+      tf.make_tensor_proto(data))
   result = stub.Predict(request, 10.0)  # 10 secs timeout
-  print(result)
+  result = result.outputs['activation_49'].float_val
+  print('Prediction class: {}'.format(np.argmax(result)))
 
 
 if __name__ == '__main__':

From c81b5e786e31cdb1fec62a4f16f16f80b8c7d404 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 18:02:15 -0700
Subject: [PATCH 5190/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3403b13-6196-4822-98cc-07d32f856201

PiperOrigin-RevId: 383751669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a8ae0e95a7..4bb2d457a66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9e5f5bed3cb435c1c830bd58354c9ecef961fdbe23809dd17838d6c2b46c749",
-    git_commit = "0f09427ca4938f1403a4c856d5cdd41ff6908594",
+    sha256 = "1ab73131ca5f80996bdeba2ee51347c71f90fb4398df3ee3fe77fd0c18927bbd",
+    git_commit = "4fcc6135a73781d06e4762ff94ed9d2be9e30d8a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb28fcab721b366c75f974ad6eead53659ba00d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Jul 2021 18:37:12 -0700
Subject: [PATCH 5191/8103] Update resnet_client.py example

PiperOrigin-RevId: 383755518
---
 tensorflow_serving/example/resnet_client.py | 28 +++++++++++++++------
 1 file changed, 21 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/example/resnet_client.py b/tensorflow_serving/example/resnet_client.py
index 95a892b0215..b531166a91d 100644
--- a/tensorflow_serving/example/resnet_client.py
+++ b/tensorflow_serving/example/resnet_client.py
@@ -20,9 +20,7 @@
 The client expects a TensorFlow Serving ModelServer running a ResNet SavedModel
 from:
 
-https://github.com/tensorflow/models/tree/master/official/resnet#pre-trained-model
-
-The SavedModel must be one that can take JPEG images as inputs.
+https://github.com/tensorflow/models/tree/master/official/vision/image_classification/resnet#pretrained-models
 
 Typical usage example:
 
@@ -32,6 +30,11 @@
 from __future__ import print_function
 
 import base64
+import io
+import json
+
+import numpy as np
+from PIL import Image
 import requests
 
 # The server URL specifies the endpoint of your server running the ResNet
@@ -41,15 +44,26 @@
 # The image URL is the location of the image we should send to the server
 IMAGE_URL = 'https://tensorflow.org/images/blogs/serving/cat.jpg'
 
+# Current Resnet model in TF Model Garden (as of 7/2021) does not accept JPEG
+# as input
+MODEL_ACCEPT_JPG = False
+
 
 def main():
   # Download the image
   dl_request = requests.get(IMAGE_URL, stream=True)
   dl_request.raise_for_status()
 
-  # Compose a JSON Predict request (send JPEG image in base64).
-  jpeg_bytes = base64.b64encode(dl_request.content).decode('utf-8')
-  predict_request = '{"instances" : [{"b64": "%s"}]}' % jpeg_bytes
+  if MODEL_ACCEPT_JPG:
+    # Compose a JSON Predict request (send JPEG image in base64).
+    jpeg_bytes = base64.b64encode(dl_request.content).decode('utf-8')
+    predict_request = '{"instances" : [{"b64": "%s"}]}' % jpeg_bytes
+  else:
+    # Compose a JOSN Predict request (send the image tensor).
+    jpeg_rgb = Image.open(io.BytesIO(dl_request.content))
+    # Normalize and batchify the image
+    jpeg_rgb = np.expand_dims(np.array(jpeg_rgb) / 255.0, 0).tolist()
+    predict_request = json.dumps({'instances': jpeg_rgb})
 
   # Send few requests to warm-up the model.
   for _ in range(3):
@@ -66,7 +80,7 @@ def main():
     prediction = response.json()['predictions'][0]
 
   print('Prediction class: {}, avg latency: {} ms'.format(
-      prediction['classes'], (total_time*1000)/num_requests))
+      np.argmax(prediction), (total_time * 1000) / num_requests))
 
 
 if __name__ == '__main__':

From b9a3c396e97e771907c844f8d67a9adfce9b6179 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Jul 2021 00:02:18 -0700
Subject: [PATCH 5192/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c465ffb3-1787-4c8a-b408-23b8eae8c215

PiperOrigin-RevId: 383789554
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bb2d457a66..0aa8f892316 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ab73131ca5f80996bdeba2ee51347c71f90fb4398df3ee3fe77fd0c18927bbd",
-    git_commit = "4fcc6135a73781d06e4762ff94ed9d2be9e30d8a",
+    sha256 = "af4a7c252d59e0f1d5778422887342e29bbe43f255867284ce0d4d0baf77792d",
+    git_commit = "028f452dee867a47a25a51ed42aef50e2b1cee77",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d89fce1096c487d153e8c03d64dd57153d48745a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Jul 2021 06:01:33 -0700
Subject: [PATCH 5193/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0de7c733-bb2d-4054-bdee-059eb57da094

PiperOrigin-RevId: 383830639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0aa8f892316..8e5f43ee18f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af4a7c252d59e0f1d5778422887342e29bbe43f255867284ce0d4d0baf77792d",
-    git_commit = "028f452dee867a47a25a51ed42aef50e2b1cee77",
+    sha256 = "518c8e0d8001df1cf2659d202aeed2d705f1c2da2aa2e759415a0cf72298f413",
+    git_commit = "9a28b6960223514e5f7c4dfc9e21a41b455f6816",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ea2896b00b149e3cf538f1fa6bcec0bcefaf113 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Jul 2021 12:01:35 -0700
Subject: [PATCH 5194/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72f9dcf3-9988-4b11-b040-2be0dd3b3bc6

PiperOrigin-RevId: 383893766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e5f43ee18f..e29c4923ee4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "518c8e0d8001df1cf2659d202aeed2d705f1c2da2aa2e759415a0cf72298f413",
-    git_commit = "9a28b6960223514e5f7c4dfc9e21a41b455f6816",
+    sha256 = "d9e9a063bbfcbb6c181c6d910a83dae8c2cfde9b9ace12584c3487d09f622222",
+    git_commit = "1f7e7f9cb032127a428986e05f41f560d01a06a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 893bf273355c9c2f61b914da8069d4d79fbaadad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Jul 2021 18:01:49 -0700
Subject: [PATCH 5195/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25533718-9b1a-4cca-bbcb-a5878de55f3f

PiperOrigin-RevId: 383957423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e29c4923ee4..ff668f40427 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9e9a063bbfcbb6c181c6d910a83dae8c2cfde9b9ace12584c3487d09f622222",
-    git_commit = "1f7e7f9cb032127a428986e05f41f560d01a06a3",
+    sha256 = "cf2732fea4d8d7b0cdc47582cda0f7a253afab51c66bac6a1ae1b4dd8a2f4319",
+    git_commit = "b5778289d77aea690c7243213169c07363b36e45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 451c881c4dbe7360c22ee33d1647687ee6951f6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Jul 2021 00:03:58 -0700
Subject: [PATCH 5196/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/389286e6-2fc1-42da-b17f-abe803d5bebd

PiperOrigin-RevId: 383984904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff668f40427..e8bbef3d67a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf2732fea4d8d7b0cdc47582cda0f7a253afab51c66bac6a1ae1b4dd8a2f4319",
-    git_commit = "b5778289d77aea690c7243213169c07363b36e45",
+    sha256 = "9fd311620d61678b067a6c05728c72d61ff88bb8e0fe61845a56b7a5abcdc4d4",
+    git_commit = "9902417727b25eb2b2346dab3d4950be84d660e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e2ef854eba5a85541919b702d7a158c30379fd8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Jul 2021 06:01:59 -0700
Subject: [PATCH 5197/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c772f52-9812-48ac-878f-3ca9d3f1297a

PiperOrigin-RevId: 384008962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8bbef3d67a..9a03d1a15e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fd311620d61678b067a6c05728c72d61ff88bb8e0fe61845a56b7a5abcdc4d4",
-    git_commit = "9902417727b25eb2b2346dab3d4950be84d660e8",
+    sha256 = "c98ebc3308c3571da12a39a506bb8be129be8f8d71b4d5728f868ecf1bedaedc",
+    git_commit = "e91d2e843f8ef2b35179706f8b1fe964a663a988",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8838cc9054948f83d8909058b71e2bf0c01443b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Jul 2021 12:01:45 -0700
Subject: [PATCH 5198/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50d47b7c-761f-4281-8c5b-2f935d3f0b80

PiperOrigin-RevId: 384030724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a03d1a15e6..957f8e04855 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c98ebc3308c3571da12a39a506bb8be129be8f8d71b4d5728f868ecf1bedaedc",
-    git_commit = "e91d2e843f8ef2b35179706f8b1fe964a663a988",
+    sha256 = "b0d5b65061c803b900e5b2c6c5b7bd85e9787d0fa44489fc0ed868b99144abf0",
+    git_commit = "0d4c07f5ae1b264bdfbae9e4d683d769852d88db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2995df49b20eed2c3ebc0deaf6524e50dd1c251b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Jul 2021 00:01:53 -0700
Subject: [PATCH 5199/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/daf7fc59-809c-47b5-8f28-0701de08e574

PiperOrigin-RevId: 384076759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 957f8e04855..900150dc424 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0d5b65061c803b900e5b2c6c5b7bd85e9787d0fa44489fc0ed868b99144abf0",
-    git_commit = "0d4c07f5ae1b264bdfbae9e4d683d769852d88db",
+    sha256 = "40eaa1fd03e4c6457c81239ff7c5ea4e3646bcd3f7caeaf1302c4a4de259c393",
+    git_commit = "12c2babf7dccc00c13d6e297c0f792f89f7408aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74c21b3162822e51cdf31fea7b41e94f493d9a08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Jul 2021 06:01:23 -0700
Subject: [PATCH 5200/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/56132207-cca2-4eba-bc19-1d00902298b1

PiperOrigin-RevId: 384101016
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 900150dc424..21ef27a80c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40eaa1fd03e4c6457c81239ff7c5ea4e3646bcd3f7caeaf1302c4a4de259c393",
-    git_commit = "12c2babf7dccc00c13d6e297c0f792f89f7408aa",
+    sha256 = "03b1f9e238ae5148c17070a368f98546debd09b07a550e7121e343c1f3b61fce",
+    git_commit = "afcfffcdef394a0abb162e6eb8047783af95e41a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b528523285c15dc833ff0542dcadb064b28aae9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Jul 2021 19:57:08 -0700
Subject: [PATCH 5201/8103] Update resnet_warmup.py example

PiperOrigin-RevId: 384154414
---
 tensorflow_serving/example/resnet_warmup.py | 26 +++++++++++++++++----
 1 file changed, 21 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/example/resnet_warmup.py b/tensorflow_serving/example/resnet_warmup.py
index bdc78fa2b01..c7a6af151fb 100644
--- a/tensorflow_serving/example/resnet_warmup.py
+++ b/tensorflow_serving/example/resnet_warmup.py
@@ -24,8 +24,8 @@
 
    After the script is run, and tensorflow_model_server is restarted, to verify
    it is working look for the output:
-   'Starting to read warmup data for model at' in the tensorflow_model_server
-   startup log
+   'Starting to read warmup data for model at' and 'Finished reading warmup data
+   for model at' in the tensorflow_model_server startup log
 
    Usage example:
      python resnet_warmup.py saved_model_dir
@@ -33,8 +33,12 @@
 
 from __future__ import print_function
 
+import io
 import os
 import sys
+
+import numpy as np
+from PIL import Image
 import requests
 import tensorflow as tf
 from tensorflow_serving.apis import predict_pb2
@@ -48,6 +52,10 @@
               # pylint: enable=g-line-too-long
              ]
 
+# Current Resnet model in TF Model Garden (as of 7/2021) does not accept JPEG
+# as input
+MODEL_ACCEPT_JPG = False
+
 
 def main():
   if len(sys.argv) != 2 or sys.argv[-1].startswith('-'):
@@ -60,7 +68,8 @@ def main():
           'Specify the path of an existing model.' % model_dir)
     sys.exit(-1)
 
-  # Create the assets.extra directory
+  # Create the assets.extra directory, assuming model_dir is the versioned
+  # directory containing the SavedModel
   assets_dir = os.path.join(model_dir, 'assets.extra')
   if not os.path.exists(assets_dir):
     os.mkdir(assets_dir)
@@ -73,12 +82,19 @@ def main():
       dl_request.raise_for_status()
       data = dl_request.content
 
+      if not MODEL_ACCEPT_JPG:
+        data = Image.open(io.BytesIO(dl_request.content))
+        # Normalize and batchify the image
+        data = np.array(data) / 255.0
+        data = np.expand_dims(data, 0)
+        data = data.astype(np.float32)
+
       # Create the inference request
       request = predict_pb2.PredictRequest()
       request.model_spec.name = 'resnet'
       request.model_spec.signature_name = 'serving_default'
-      request.inputs['image_bytes'].CopyFrom(
-          tf.make_tensor_proto(data, shape=[1]))
+      request.inputs['input_1'].CopyFrom(
+          tf.make_tensor_proto(data))
 
       log = prediction_log_pb2.PredictionLog(
           predict_log=prediction_log_pb2.PredictLog(request=request))

From b9a43ef6ab503d7710668f4a179c4c694a3006f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Jul 2021 00:01:22 -0700
Subject: [PATCH 5202/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d0ff512-0a54-4ddc-ab21-7eac8f80cbcc

PiperOrigin-RevId: 384173911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21ef27a80c2..7feebcda7e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03b1f9e238ae5148c17070a368f98546debd09b07a550e7121e343c1f3b61fce",
-    git_commit = "afcfffcdef394a0abb162e6eb8047783af95e41a",
+    sha256 = "beab427d90c78284c3e9d0a4ac180aaae85fff7f69ee4dd4b3d54527dfc451ff",
+    git_commit = "daa03a4e2e83df9bd4a5ea72fc76f9d49d34c710",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f69009496183b3eb6cfbe3424b87d94b59b43dd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Jul 2021 12:02:42 -0700
Subject: [PATCH 5203/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3bdc62c-0012-4129-b3a4-e09126775ef1

PiperOrigin-RevId: 384285765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7feebcda7e9..a33ddfa58b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "beab427d90c78284c3e9d0a4ac180aaae85fff7f69ee4dd4b3d54527dfc451ff",
-    git_commit = "daa03a4e2e83df9bd4a5ea72fc76f9d49d34c710",
+    sha256 = "a6ae680244820348f4277cd79d85bb5b29f066d76cdfdde7345907190a0c6015",
+    git_commit = "6916319db9f4ec57668cae0df53f6188abf0f708",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e438ddf5a71e397b3072f0ffb805d0eee5ae2f67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Jul 2021 18:01:49 -0700
Subject: [PATCH 5204/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0920956b-72fc-433f-b194-ffb12f9272b4

PiperOrigin-RevId: 384358176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a33ddfa58b2..fbfc3096a66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a6ae680244820348f4277cd79d85bb5b29f066d76cdfdde7345907190a0c6015",
-    git_commit = "6916319db9f4ec57668cae0df53f6188abf0f708",
+    sha256 = "bfd64aed3b7975cde419a59bc19f895fe7d693d1ff8fd3011cd9a5f5a1356880",
+    git_commit = "db978a52031dd8f2c1085da60a3163b824834725",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ff0a7b3578684f956c28e3a0d9faf511e60d731 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Jul 2021 00:01:45 -0700
Subject: [PATCH 5205/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5dd78f58-8435-4fae-9b57-cba862ee5e3b

PiperOrigin-RevId: 384398966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbfc3096a66..e3c91c6c78f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bfd64aed3b7975cde419a59bc19f895fe7d693d1ff8fd3011cd9a5f5a1356880",
-    git_commit = "db978a52031dd8f2c1085da60a3163b824834725",
+    sha256 = "d30868507998029b8da65c1e7e8ab10299467a7b80b163f4df798283d2d1152d",
+    git_commit = "41dc74d06e1d44e3bba8972ae3c925cffb7e4305",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1ac380691fc4b2109ce7cba7a3cfe3c98c75e10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Jul 2021 06:01:37 -0700
Subject: [PATCH 5206/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0db819f-5633-4ea8-a56c-0e61f470f62c

PiperOrigin-RevId: 384444632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3c91c6c78f..996037ab067 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d30868507998029b8da65c1e7e8ab10299467a7b80b163f4df798283d2d1152d",
-    git_commit = "41dc74d06e1d44e3bba8972ae3c925cffb7e4305",
+    sha256 = "62492ffffd5856a98762fccb3f19657a3fd85118cc58a9790c3d57707d2603a9",
+    git_commit = "3c26fdcf6a6d08259f6df44bbc57b96a5f206406",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a27ae4c073aef1676c59d45210bacc5dedf5679 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Jul 2021 12:02:01 -0700
Subject: [PATCH 5207/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0825a154-ad96-4ecc-8e63-f1dcfee3a2d8

PiperOrigin-RevId: 384518508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 996037ab067..cfc2257e811 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62492ffffd5856a98762fccb3f19657a3fd85118cc58a9790c3d57707d2603a9",
-    git_commit = "3c26fdcf6a6d08259f6df44bbc57b96a5f206406",
+    sha256 = "173814b96846f5f01a480b3f9542d994a8879ee82697d733ebe163ff5abad579",
+    git_commit = "4d8da75c8ead9e9cf3771ab418a6facb4ac3fedf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 680eb8b14b56819c524a65fa422ad1af93c76ccf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Jul 2021 18:02:03 -0700
Subject: [PATCH 5208/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94b76291-cb5f-4d6e-b4cc-ecca25ff7a25

PiperOrigin-RevId: 384592357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfc2257e811..837b472f3cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "173814b96846f5f01a480b3f9542d994a8879ee82697d733ebe163ff5abad579",
-    git_commit = "4d8da75c8ead9e9cf3771ab418a6facb4ac3fedf",
+    sha256 = "eb70482d206ea5349631444011d66cd55fdf5fb722eec032b68a9f91d7da28d8",
+    git_commit = "b3e1fafce5a0579c8be42a4433fd45ca927115bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 42e08e26b9bdfce050e3e2b118404eb0056e2d54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Jul 2021 00:01:49 -0700
Subject: [PATCH 5209/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/895ab68d-ccc0-4943-9f32-a996daf23476

PiperOrigin-RevId: 384634419
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 837b472f3cf..b070c72f05d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb70482d206ea5349631444011d66cd55fdf5fb722eec032b68a9f91d7da28d8",
-    git_commit = "b3e1fafce5a0579c8be42a4433fd45ca927115bc",
+    sha256 = "dce017169e07ab3f26c418406dac3c1aaf7e18e3b5a5c13696eeadc0a3d7f52e",
+    git_commit = "926e8aaf98078d57175795025bf3f8a93db813bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b8db56f70a48768cd9e31125220ff8a3f18db19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Jul 2021 06:01:38 -0700
Subject: [PATCH 5210/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c839c03-ded7-4154-8565-5b90e19dd393

PiperOrigin-RevId: 384681066
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b070c72f05d..dec08fd8168 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dce017169e07ab3f26c418406dac3c1aaf7e18e3b5a5c13696eeadc0a3d7f52e",
-    git_commit = "926e8aaf98078d57175795025bf3f8a93db813bc",
+    sha256 = "fb5f7f790a955fd33399403331780040812b6230024fe27dc64123e2aec32de4",
+    git_commit = "20399219cc55e544e8473beba19fe506e69ed8c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8f8be116ed37fdb32ecd44b2352f13064e125f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Jul 2021 12:01:40 -0700
Subject: [PATCH 5211/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02429fd3-99f7-4717-aa13-c94e20b9e272

PiperOrigin-RevId: 384752311
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dec08fd8168..bf51b249184 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb5f7f790a955fd33399403331780040812b6230024fe27dc64123e2aec32de4",
-    git_commit = "20399219cc55e544e8473beba19fe506e69ed8c6",
+    sha256 = "e2f86ac00d5e929fede529931d9bfaf543acd5a1e195721cb55e92b2b04723fe",
+    git_commit = "53c3fc3e5a7cafc57e6644cbbbedea425a7b1db7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3f154a82731b070720acb51d42b0515a3cb2bb0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Jul 2021 18:01:30 -0700
Subject: [PATCH 5212/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a38e42ca-663d-404e-9cda-2cc57d144243

PiperOrigin-RevId: 384825085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf51b249184..1aeacf760d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2f86ac00d5e929fede529931d9bfaf543acd5a1e195721cb55e92b2b04723fe",
-    git_commit = "53c3fc3e5a7cafc57e6644cbbbedea425a7b1db7",
+    sha256 = "472265afa24425f7c40d4035c83920b3054d255b20d21fd1f8dc869d079d3b70",
+    git_commit = "6f7fd1b82f613959779f678e827abd958c397a05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4778923606e85bafd553e264c326b3b0064c8f01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Jul 2021 00:01:48 -0700
Subject: [PATCH 5213/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f0d931e-3607-4609-b7f7-a577cae2a381

PiperOrigin-RevId: 384863913
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1aeacf760d8..2c707883aa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "472265afa24425f7c40d4035c83920b3054d255b20d21fd1f8dc869d079d3b70",
-    git_commit = "6f7fd1b82f613959779f678e827abd958c397a05",
+    sha256 = "66553533ae92500d1254fc059efa214efbe4b2a44a3aa07485e7fc8341d79301",
+    git_commit = "b2f63ab0c4cb986770eac04cf4bdeff14276ecf7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18549bf2bccb1606e22d78319ec37eef84b4c7cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Jul 2021 06:01:29 -0700
Subject: [PATCH 5214/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e3ee991-6708-435a-8917-8f34c3ff0d6b

PiperOrigin-RevId: 385130843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c707883aa7..baeabd92631 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66553533ae92500d1254fc059efa214efbe4b2a44a3aa07485e7fc8341d79301",
-    git_commit = "b2f63ab0c4cb986770eac04cf4bdeff14276ecf7",
+    sha256 = "87bf4c3ea5853022fe8543fea7f8640192dec320fda367dda3df6ba6f9a51684",
+    git_commit = "34ea841774087188978754d63b8705f9490a43fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e19738966dd94bea0279890deb2a7cfffdb375b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Jul 2021 12:01:41 -0700
Subject: [PATCH 5215/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db8d6035-c58f-4bf9-bb34-da9afa712d5b

PiperOrigin-RevId: 385195213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index baeabd92631..93d8ce4ce5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87bf4c3ea5853022fe8543fea7f8640192dec320fda367dda3df6ba6f9a51684",
-    git_commit = "34ea841774087188978754d63b8705f9490a43fa",
+    sha256 = "c87c8887dbe519bc450d54ab1345dc29acd8b85b620811a10355dea3119f8553",
+    git_commit = "fd3c67f2f1948a93f4545dc0ce4f4201db0069fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2647af075a087b8c586d39561f48a932ad3de21e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Jul 2021 18:01:33 -0700
Subject: [PATCH 5216/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ed999d4-858b-444c-aa36-92260c53c3a2

PiperOrigin-RevId: 385257164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93d8ce4ce5b..9280890e827 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c87c8887dbe519bc450d54ab1345dc29acd8b85b620811a10355dea3119f8553",
-    git_commit = "fd3c67f2f1948a93f4545dc0ce4f4201db0069fe",
+    sha256 = "93ce7a4ee776f1809a8dc0673e391646279cccbcd5b8095a49f87227b74eadd3",
+    git_commit = "b5c9beeecdd6416dc6af12790e74a14e249cbd45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c8e67daf940dedbc76129f0b76ee7ad7cc8853e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Jul 2021 00:01:37 -0700
Subject: [PATCH 5217/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16bdc9b2-fd77-4e5a-9e40-8f932617a3cf

PiperOrigin-RevId: 385285958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9280890e827..63314c6f233 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93ce7a4ee776f1809a8dc0673e391646279cccbcd5b8095a49f87227b74eadd3",
-    git_commit = "b5c9beeecdd6416dc6af12790e74a14e249cbd45",
+    sha256 = "4bf46f88410683ff917e72e5e79e845a0428a73789d5264e27ed1d104556ac71",
+    git_commit = "9968cc26d95e024a428cbd12aa51aef90a1dc2be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8ffd3feb72d36d0d3248b7e49901124e2cd3b0a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Jul 2021 06:01:37 -0700
Subject: [PATCH 5218/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/161cfb15-4299-47bb-9d10-e52bd220cb9d

PiperOrigin-RevId: 385312008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63314c6f233..948d84c0a86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bf46f88410683ff917e72e5e79e845a0428a73789d5264e27ed1d104556ac71",
-    git_commit = "9968cc26d95e024a428cbd12aa51aef90a1dc2be",
+    sha256 = "f6abc2d55df199048f3407993d38b237074bbdccd51ccf64bcb5ec32c7475c25",
+    git_commit = "d52e428cae647a2e5262b685ac49190e7f98fad9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b158b6c1ac759216b1fcb335e684518a4be52aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Jul 2021 12:01:33 -0700
Subject: [PATCH 5219/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b56767a1-95c2-4116-b148-a85389a252f6

PiperOrigin-RevId: 385335524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 948d84c0a86..4139d34fff8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6abc2d55df199048f3407993d38b237074bbdccd51ccf64bcb5ec32c7475c25",
-    git_commit = "d52e428cae647a2e5262b685ac49190e7f98fad9",
+    sha256 = "d478486f777d28f01fe83768748b361ca4c76ea5f8e5d163b1ae84c79acf3e77",
+    git_commit = "524bc859bc8493e30172a1a042d1db093b809695",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9af6036e99119db318691254b2c29d6ded83a587 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Jul 2021 06:02:06 -0700
Subject: [PATCH 5220/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67104b8c-7d0e-4768-98db-147522c64d2b

PiperOrigin-RevId: 385410099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4139d34fff8..bdb4ed89084 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d478486f777d28f01fe83768748b361ca4c76ea5f8e5d163b1ae84c79acf3e77",
-    git_commit = "524bc859bc8493e30172a1a042d1db093b809695",
+    sha256 = "a666bc223d81726456341c4a20e1e79c40b4b89a592f4fcada6dcea264f58faa",
+    git_commit = "9c96d61b29c0be8dca24e73f6babf68553299f58",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f59e3f82064654bb24bf8922159aec6db1edd9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Jul 2021 00:01:31 -0700
Subject: [PATCH 5221/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44b1afb7-54db-4dcf-8748-019ec11e89a7

PiperOrigin-RevId: 385490985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdb4ed89084..c02971956fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a666bc223d81726456341c4a20e1e79c40b4b89a592f4fcada6dcea264f58faa",
-    git_commit = "9c96d61b29c0be8dca24e73f6babf68553299f58",
+    sha256 = "f8db585a65bb01c199f6514cf20abd17407f3d19e8647c4a788e872386069ed4",
+    git_commit = "005a4a698d23f3f3694af57a9c0ef2ca7e53fb5a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8403c0563851830fe8325484ed4940766012c9f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Jul 2021 06:01:31 -0700
Subject: [PATCH 5222/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/42e6126f-a2bb-4e3d-b4b8-35926c43ebd8

PiperOrigin-RevId: 385536319
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c02971956fd..e358b074d2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8db585a65bb01c199f6514cf20abd17407f3d19e8647c4a788e872386069ed4",
-    git_commit = "005a4a698d23f3f3694af57a9c0ef2ca7e53fb5a",
+    sha256 = "0fade0663f7f5da115975a08d298439d45b742b6d4a4cf80248bbf3aa697a1c2",
+    git_commit = "a4d25192f0340b7786760d57e6b5859e561d9b49",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e04bde01424e77bd38efc7e4dce829399133b60a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Jul 2021 12:03:31 -0700
Subject: [PATCH 5223/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/483f3d3d-c431-4046-ba75-1cfef5b75b93

PiperOrigin-RevId: 385609744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e358b074d2f..1dc5160abe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0fade0663f7f5da115975a08d298439d45b742b6d4a4cf80248bbf3aa697a1c2",
-    git_commit = "a4d25192f0340b7786760d57e6b5859e561d9b49",
+    sha256 = "26912e415a1249d6f31ff0e8263de536c27bdb4d2b782af2646cc87fb81e78de",
+    git_commit = "7921431fe9f9378d1434377829bb3a3e39e5609a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d92d95fca08db0c4260055e95565f9c23e2611bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Jul 2021 18:02:23 -0700
Subject: [PATCH 5224/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5802396-2c56-4a9e-ad00-6442c3128170

PiperOrigin-RevId: 385681977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1dc5160abe0..10d7511fa40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26912e415a1249d6f31ff0e8263de536c27bdb4d2b782af2646cc87fb81e78de",
-    git_commit = "7921431fe9f9378d1434377829bb3a3e39e5609a",
+    sha256 = "f8d82d7d2fb747b1dea3c2e8ee03f43471038f2ab9f60fa129650461aec3de44",
+    git_commit = "c466dfa0dce32561be1e1397e33010342d2b3fc5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91ce5e190fa047e13e9ed683f3fb8425563710f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Jul 2021 18:39:57 -0700
Subject: [PATCH 5225/8103] Update resnet_client.cc example to send image bytes
 as opposed to JPEG blob.

Resnet model in Model Garden no longer accept JPEG as input.

PiperOrigin-RevId: 385687109
---
 tensorflow_serving/example/BUILD            |   1 +
 tensorflow_serving/example/resnet_client.cc | 104 +++++++++++++++-----
 2 files changed, 83 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 6bb890f5ec6..b6beae6c47c 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -29,5 +29,6 @@ cc_binary(
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/platform:jpeg",
     ],
 )
diff --git a/tensorflow_serving/example/resnet_client.cc b/tensorflow_serving/example/resnet_client.cc
index 3a7cb1f1419..9c1a61c3ac7 100644
--- a/tensorflow_serving/example/resnet_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -13,6 +13,8 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
+#include <setjmp.h>
+
 #include <fstream>
 #include <iostream>
 
@@ -20,6 +22,7 @@ limitations under the License.
 #include "grpcpp/security/credentials.h"
 #include "google/protobuf/map.h"
 #include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/platform/jpeg.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/util/command_line_flags.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
@@ -34,8 +37,81 @@ using tensorflow::serving::PredictionService;
 
 typedef google::protobuf::Map<tensorflow::string, tensorflow::TensorProto> OutMap;
 
+struct tf_jpeg_error_mgr {
+  struct jpeg_error_mgr pub;
+  jmp_buf setjmp_buffer;
+};
+
+typedef struct tf_jpeg_error_mgr* tf_jpeg_error_ptr;
+
+METHODDEF(void)
+tf_jpeg_error_exit(j_common_ptr cinfo) {
+  tf_jpeg_error_ptr tf_jpeg_err = (tf_jpeg_error_ptr)cinfo->err;
+
+  (*cinfo->err->output_message)(cinfo);
+
+  longjmp(tf_jpeg_err->setjmp_buffer, 1);
+}
+
 class ServingClient {
  public:
+  // JPEG decompression code following libjpeg-turbo documentation:
+  // https://github.com/libjpeg-turbo/libjpeg-turbo/blob/main/example.txt
+  int readJPEG(const char* file_name, tensorflow::TensorProto* proto) {
+    struct tf_jpeg_error_mgr jerr;
+    FILE* infile;
+    JSAMPARRAY buffer;
+    int row_stride;
+    struct jpeg_decompress_struct cinfo;
+
+    if ((infile = fopen(file_name, "rb")) == NULL) {
+      fprintf(stderr, "can't open %s\n", file_name);
+      return -1;
+    }
+
+    cinfo.err = jpeg_std_error(&jerr.pub);
+    jerr.pub.error_exit = tf_jpeg_error_exit;
+    if (setjmp(jerr.setjmp_buffer)) {
+      jpeg_destroy_decompress(&cinfo);
+      fclose(infile);
+      return -1;
+    }
+
+    jpeg_create_decompress(&cinfo);
+    jpeg_stdio_src(&cinfo, infile);
+
+    (void)jpeg_read_header(&cinfo, TRUE);
+
+    (void)jpeg_start_decompress(&cinfo);
+    row_stride = cinfo.output_width * cinfo.output_components;
+    CHECK(cinfo.output_components == 3)
+        << "Only 3-channel (RGB) JPEG files are supported";
+
+    buffer = (*cinfo.mem->alloc_sarray)((j_common_ptr)&cinfo, JPOOL_IMAGE,
+                                        row_stride, 1);
+
+    proto->set_dtype(tensorflow::DataType::DT_FLOAT);
+    while (cinfo.output_scanline < cinfo.output_height) {
+      (void)jpeg_read_scanlines(&cinfo, buffer, 1);
+      for (size_t i = 0; i < cinfo.output_width; i++) {
+        proto->add_float_val(buffer[0][i * 3] / 255.0);
+        proto->add_float_val(buffer[0][i * 3 + 1] / 255.0);
+        proto->add_float_val(buffer[0][i * 3 + 2] / 255.0);
+      }
+    }
+
+    proto->mutable_tensor_shape()->add_dim()->set_size(1);
+    proto->mutable_tensor_shape()->add_dim()->set_size(cinfo.output_height);
+    proto->mutable_tensor_shape()->add_dim()->set_size(cinfo.output_width);
+    proto->mutable_tensor_shape()->add_dim()->set_size(cinfo.output_components);
+
+    (void)jpeg_finish_decompress(&cinfo);
+
+    jpeg_destroy_decompress(&cinfo);
+    fclose(infile);
+    return 0;
+  }
+
   ServingClient(std::shared_ptr<Channel> channel)
       : stub_(PredictionService::NewStub(channel)) {}
 
@@ -55,33 +131,17 @@ class ServingClient {
 
     tensorflow::TensorProto proto;
 
-    std::ifstream imageFile(file_path, std::ios::binary);
+    const char* infile = file_path.c_str();
 
-    if (!imageFile.is_open()) {
-      std::cout << "Failed to open " << file_path << std::endl;
-      return "";
+    if (readJPEG(infile, &proto)) {
+      std::cout << "error constructing the protobuf";
+      return "execution failed";
     }
 
-    std::filebuf* pbuf = imageFile.rdbuf();
-    auto fileSize = pbuf->pubseekoff(0, std::ios::end, std::ios::in);
-
-    char* image = new char[fileSize]();
-
-    pbuf->pubseekpos(0, std::ios::in);
-    pbuf->sgetn(image, fileSize);
-    imageFile.close();
-
-    proto.set_dtype(tensorflow::DataType::DT_STRING);
-    proto.add_string_val(image, fileSize);
-
-    proto.mutable_tensor_shape()->add_dim()->set_size(1);
-
-    inputs["image_bytes"] = proto;
+    inputs["input_1"] = proto;
 
     Status status = stub_->Predict(&context, predictRequest, &response);
 
-    delete[] image;
-
     if (status.ok()) {
       std::cout << "call predict ok" << std::endl;
       std::cout << "outputs size is " << response.outputs_size() << std::endl;
@@ -96,7 +156,7 @@ class ServingClient {
         if (converted) {
           std::cout << "the result tensor[" << output_index
                     << "] is:" << std::endl
-                    << tensor.SummarizeValue(10) << std::endl;
+                    << tensor.SummarizeValue(1001) << std::endl;
         } else {
           std::cout << "the result tensor[" << output_index
                     << "] convert failed." << std::endl;

From 6c3f467a4321d735e31a12046d6accdebe6c0c18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Jul 2021 00:01:31 -0700
Subject: [PATCH 5226/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/81716b09-5818-4e38-beeb-6baeb30f842c

PiperOrigin-RevId: 385722802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10d7511fa40..2d2c9a4bfd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8d82d7d2fb747b1dea3c2e8ee03f43471038f2ab9f60fa129650461aec3de44",
-    git_commit = "c466dfa0dce32561be1e1397e33010342d2b3fc5",
+    sha256 = "2d208f13023fb52d40ba307386d91a125be8654f471533d3de226e5a6e7d6fa5",
+    git_commit = "795f6b8fd73ddfd3a5bec956a15594d11dfb8cc8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 098f2bf257676ceb29b5d690cb947018d4f10284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Jul 2021 06:01:25 -0700
Subject: [PATCH 5227/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d7a2303-8a43-4920-bf07-4e1518f54339

PiperOrigin-RevId: 385768813
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d2c9a4bfd7..be30ee93ad4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d208f13023fb52d40ba307386d91a125be8654f471533d3de226e5a6e7d6fa5",
-    git_commit = "795f6b8fd73ddfd3a5bec956a15594d11dfb8cc8",
+    sha256 = "ae74e0e819351b46e8690b61c8f2a25a22775cfc67306c9a5df08c2601a76d06",
+    git_commit = "82f55545818104a313f5995c5f676f0c62a88717",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9af561d44d641293b97df4f3c2abbeed2681f239 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Jul 2021 12:01:21 -0700
Subject: [PATCH 5228/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0da079b-8d5e-4046-8b17-c70e21369d65

PiperOrigin-RevId: 385840125
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be30ee93ad4..74974dfa157 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae74e0e819351b46e8690b61c8f2a25a22775cfc67306c9a5df08c2601a76d06",
-    git_commit = "82f55545818104a313f5995c5f676f0c62a88717",
+    sha256 = "c9d7d02c3d4b69b22d48ff5a6f7d3f05281abeaa3a6d5bdf49174d5faf8ef891",
+    git_commit = "d182f9f16e800da1b7907946dd9b93bd0f874ced",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From af4c407f8b21c1cb00e158a443b1245c459786b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Jul 2021 18:01:22 -0700
Subject: [PATCH 5229/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/325950f2-a75d-4d25-95ca-f932e1f579a4

PiperOrigin-RevId: 385910599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74974dfa157..608bc0c6732 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9d7d02c3d4b69b22d48ff5a6f7d3f05281abeaa3a6d5bdf49174d5faf8ef891",
-    git_commit = "d182f9f16e800da1b7907946dd9b93bd0f874ced",
+    sha256 = "2bd2c2122c39e2e14e6023d7d03c63f7179e26fc872408065f4d379925bf937b",
+    git_commit = "fd891690d4f40c62780513290e6f6188cb28ccbd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 582dec85021a91c3af343a7e3a4d98613d542890 Mon Sep 17 00:00:00 2001
From: David Rim <davidrim@google.com>
Date: Tue, 20 Jul 2021 18:09:09 -0700
Subject: [PATCH 5230/8103] Allow model batch size to override
 num_tflite_interpreters_per_pool

PiperOrigin-RevId: 385911684
---
 tensorflow_serving/servables/tensorflow/BUILD |  2 +-
 .../tensorflow/tflite_interpreter_pool.h      |  1 -
 .../servables/tensorflow/tflite_session.cc    | 27 ++++++++++---
 .../servables/tensorflow/tflite_session.h     |  5 +++
 .../tensorflow/tflite_session_test.cc         | 40 ++++++++++++++++---
 5 files changed, 62 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 036ed2660f1..8f6a340603c 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -379,7 +379,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/flags:flag",
-        "@com_google_protobuf//:protobuf",
+        "@com_google_absl//absl/functional:bind_front",
         "@flatbuffers",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
index 33ea4c8f9c1..884b47da7d8 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h
@@ -21,7 +21,6 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
-#include "tensorflow/core/common_runtime/process_util.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/lib/gtl/array_slice.h"
 #include "tensorflow/core/platform/cpu_info.h"
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 764a74fcc93..25b2cb095ab 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -23,7 +23,6 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/framework/tensor_util.h"
-#include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
@@ -282,6 +281,19 @@ Status SetMiniBatchOutput(
   return Status::OK();
 }
 
+int GetModelBatchSize(const tflite::Model* model) {
+  const auto* primary_subgraph = model->subgraphs()->Get(0);
+  const auto* inputs = primary_subgraph->inputs();
+  if (inputs->size() == 1) {
+    // Only models with 1 input tensor can be batched, since SplitTFLiteTask
+    // only works on a single input tensor jobs.
+    const int tensor_id = inputs->Get(0);
+    const auto* tensor = primary_subgraph->tensors()->Get(tensor_id);
+    return tensor->shape()->Get(0);
+  }
+  return -1;
+}
+
 }  // namespace
 
 // Split an input task up into multiple tasks.
@@ -388,8 +400,9 @@ Status TfLiteSession::SetScheduler(
     const SchedulerCreator& scheduler_creator,
     const BasicBatchScheduler<TfLiteBatchTask>::Options& options) {
   use_fixed_batch_size_ = true;
+  scheduler_options_ = options;
   auto bound_scheduler_creator = absl::bind_front(
-      &TfLiteSession::CreateDefaultBasicBatchScheduler, options);
+      &TfLiteSession::CreateDefaultBasicBatchScheduler, scheduler_options_);
   return bound_scheduler_creator(
       [this](std::unique_ptr<Batch<TfLiteBatchTask>> batch) {
         this->ProcessBatch(std::move(batch));
@@ -482,7 +495,9 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
     sigdef->set_method_name(kPredictMethodName);
   }
 
-  int num_interpreters = std::max(1, num_pools);
+  const int num_interpreters = std::max(1, num_pools);
+  const int model_batch_size = GetModelBatchSize(model->GetModel());
+
   std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool;
   TF_RETURN_IF_ERROR(
       internal::TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
@@ -493,10 +508,11 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
       std::move(buffer), std::move(model), std::move(interpreter_pool)));
 
   if (num_interpreters_per_pool > 1) {
-    // Consider replacing with parameters loaded from the tflite model.
-    const int min_allowed_batch =
+    const int default_allowed_batch =
         (internal::kInitialBatchSize + num_interpreters_per_pool - 1) /
         num_interpreters_per_pool;
+    const int min_allowed_batch =
+        model_batch_size > 1 ? model_batch_size : default_allowed_batch;
     const int max_enqueued_batches = num_interpreters * 100;
     BasicBatchScheduler<TfLiteBatchTask>::Options scheduler_options;
     scheduler_options.num_batch_threads = num_interpreters;
@@ -505,7 +521,6 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
     scheduler_options.max_execution_batch_size = min_allowed_batch;
     scheduler_options.max_enqueued_batches = max_enqueued_batches;
     scheduler_options.split_input_task_func = SplitTfLiteInputTask;
-
     TF_RETURN_IF_ERROR(
         (*tflite_session)
             ->SetScheduler(&TfLiteSession::CreateDefaultBasicBatchScheduler,
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 210884680f7..4e1e62ed0f7 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -177,6 +177,10 @@ class TfLiteSession : public ServingSession {
       const SchedulerCreator& scheduler_creator,
       const BasicBatchScheduler<TfLiteBatchTask>::Options& options);
 
+  BasicBatchScheduler<TfLiteBatchTask>::Options GetSchedulerOptions() {
+    return scheduler_options_;
+  }
+
  private:
   TfLiteSession(
       std::map<string, int>&& input_tensor_to_index,
@@ -196,6 +200,7 @@ class TfLiteSession : public ServingSession {
   const std::unique_ptr<internal::TfLiteInterpreterPool> interpreter_pool_;
   bool use_fixed_batch_size_;
   std::unique_ptr<BasicBatchScheduler<TfLiteBatchTask>> scheduler_;
+  BasicBatchScheduler<TfLiteBatchTask>::Options scheduler_options_;
   void ProcessBatch(std::unique_ptr<Batch<TfLiteBatchTask>> batch);
   TF_DISALLOW_COPY_AND_ASSIGN(TfLiteSession);
 };
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 084095d52ea..d4d16d06313 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -19,8 +19,6 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include <gmock/gmock.h>
-#include <gtest/gtest.h>
 #include "absl/flags/flag.h"
 #include "absl/functional/bind_front.h"
 #include "flatbuffers/flexbuffers.h"
@@ -631,20 +629,49 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
-TEST(TfLiteSession, TestBatchParallelism) {
+using TfLiteSessionBatchSizeTest = ::testing::TestWithParam<bool>;
+TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
+  const bool use_model_batch_size = GetParam();
   std::string model_bytes;
   TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                 test_util::TestSrcDirPath(kParseExampleModel),
                                 &model_bytes));
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
+  const int model_batch_size = 5;
+  if (use_model_batch_size) {
+    const tflite::Model* tflite_model = model->GetModel();
+    auto mutable_model = absl::make_unique<tflite::ModelT>();
+    tflite_model->UnPackTo(mutable_model.get(), nullptr);
+    ASSERT_EQ(mutable_model->subgraphs.size(), 1);
+    auto* subgraph = mutable_model->subgraphs[0].get();
+    ASSERT_EQ(subgraph->inputs.size(), 1);
+    auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
+    ASSERT_EQ(tensor->shape.size(), 1);
+    ASSERT_EQ(tensor->shape[0], 1);
+    tensor->shape[0] = model_batch_size;
+    flatbuffers::FlatBufferBuilder builder;
+    auto packed_model = tflite::Model::Pack(builder, mutable_model.get());
+    FinishModelBuffer(builder, packed_model);
+    model_bytes.assign(
+        reinterpret_cast<const char*>(builder.GetBufferPointer()),
+        builder.GetSize());
+  }
   auto model_signature_def_map = GetTestSignatureDefMap();
   ::google::protobuf::Map<string, SignatureDef> signatures;
   std::unique_ptr<TfLiteSession> sess;
   tensorflow::SessionOptions options;
-  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1, 4,
-                                     &sess, &signatures));
+  const int num_tflite_interpreters = 4;
+
+  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1,
+                                     num_tflite_interpreters, &sess,
+                                     &signatures));
+  auto scheduler_options = sess->GetSchedulerOptions();
   const int batch_size = 500;
+  const int expected_batch_size = use_model_batch_size
+                                      ? model_batch_size
+                                      : batch_size / num_tflite_interpreters;
+  ASSERT_EQ(scheduler_options.max_execution_batch_size, expected_batch_size);
   const float default_value = 0;
   std::vector<tstring> example_list;
   std::vector<float> expected;
@@ -690,6 +717,9 @@ TEST(TfLiteSession, TestBatchParallelism) {
       test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
 }
 
+INSTANTIATE_TEST_SUITE_P(TfLiteSessionBatchSizeTests,
+                         TfLiteSessionBatchSizeTest, ::testing::Bool());
+
 TEST(TfLiteSession, TestSetScheduler) {
   std::string model_bytes;
   TF_ASSERT_OK(ReadFileToString(Env::Default(),

From eb9405ae78dc43b008ca19ac5a4814642ac737c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jul 2021 00:01:39 -0700
Subject: [PATCH 5231/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e955fe7-fd94-480f-8bf8-9fffd8b39119

PiperOrigin-RevId: 385949300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 608bc0c6732..6e2cc97ea5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2bd2c2122c39e2e14e6023d7d03c63f7179e26fc872408065f4d379925bf937b",
-    git_commit = "fd891690d4f40c62780513290e6f6188cb28ccbd",
+    sha256 = "428a9f51aff5bfe94ed3afe19e1e9b6803e92adc88950fd8bec87d393173851e",
+    git_commit = "28dbdcfa5186ddca24c3b1525fafde6bdbbb7f1f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50bc2744f9b2fce2737ade14a428af6a2a535ef6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jul 2021 06:01:30 -0700
Subject: [PATCH 5232/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43c8562d-dd7c-494d-9ef4-8e1f880e45f0

PiperOrigin-RevId: 385992433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e2cc97ea5e..ef36a19df21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "428a9f51aff5bfe94ed3afe19e1e9b6803e92adc88950fd8bec87d393173851e",
-    git_commit = "28dbdcfa5186ddca24c3b1525fafde6bdbbb7f1f",
+    sha256 = "bf7001b049aa60a38fe31c9af0e5e0c9ac472f906f5ac44d38eeeba8a99953a3",
+    git_commit = "0c13207eeda65754532bab5888cc33693fb06834",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e6452dcf33a957e5d39334d201066d0bda86dffe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jul 2021 12:01:44 -0700
Subject: [PATCH 5233/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/315f47f8-5e7d-4b75-a5e0-7fcd748c1094

PiperOrigin-RevId: 386064140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef36a19df21..edae2f19078 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf7001b049aa60a38fe31c9af0e5e0c9ac472f906f5ac44d38eeeba8a99953a3",
-    git_commit = "0c13207eeda65754532bab5888cc33693fb06834",
+    sha256 = "27573040dc266445821b9aa7ddb609dff5d36187e2bfa6b2e8cd75844c40c74d",
+    git_commit = "47d06e96f423a0f7bc2b41242a43d5764f954777",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d60d7c4a51f8fa91e6713fa0d963c3251ef3b58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jul 2021 00:02:20 -0700
Subject: [PATCH 5234/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c72e550a-abfb-41d7-b496-ccb2c4622bca

PiperOrigin-RevId: 386176495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edae2f19078..ab9e3b62724 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27573040dc266445821b9aa7ddb609dff5d36187e2bfa6b2e8cd75844c40c74d",
-    git_commit = "47d06e96f423a0f7bc2b41242a43d5764f954777",
+    sha256 = "7d7febffd53ae4c58127b42cb4217a15790abf5b823acf2a28d93aa6908b05ec",
+    git_commit = "4236939c632a5434800d5aa5686548a63dc2c6d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01b3811edef7cecbc20f498f842c05f6814f15c7 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 22 Jul 2021 23:20:14 -0700
Subject: [PATCH 5235/8103] Change ThreadPoolFactory API so that it can create
 thread pools not owned by the factory itself.

ThreadPoolFactory will now return ScopedThreadPools, which can keep the created thread pools alive as long as the ScopedThreadPools instance is alive.

PiperOrigin-RevId: 386394823
---
 .../model_servers/prediction_service_impl.cc  | 20 +++-----
 tensorflow_serving/servables/tensorflow/BUILD | 14 ++++++
 .../servables/tensorflow/predict_impl.cc      | 13 ++---
 .../servables/tensorflow/predict_impl_test.cc | 16 +++---
 .../test_util/fake_thread_pool_factory.h      | 17 +++----
 .../tensorflow/thread_pool_factory.cc         | 35 +++++++++++++
 .../tensorflow/thread_pool_factory.h          | 25 +++++++++-
 .../tensorflow/thread_pool_factory_test.cc    | 49 +++++++++++++++++++
 8 files changed, 150 insertions(+), 39 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc

diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 376ac910c4b..eeb71e634b0 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 #include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
 #include "tensorflow_serving/servables/tensorflow/regression_service.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
 namespace tensorflow {
@@ -35,16 +36,9 @@ int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
                    gpr_now(GPR_CLOCK_MONOTONIC)));
 }
 
-thread::ThreadPoolOptions GetThreadPoolOptions(
-    ThreadPoolFactory *thread_pool_factory) {
-  thread::ThreadPoolOptions thread_pool_options;
-  if (thread_pool_factory != nullptr) {
-    thread_pool_options.inter_op_threadpool =
-        thread_pool_factory->GetInterOpThreadPool();
-    thread_pool_options.intra_op_threadpool =
-        thread_pool_factory->GetIntraOpThreadPool();
-  }
-  return thread_pool_options;
+ScopedThreadPools GetThreadPools(ThreadPoolFactory *thread_pool_factory) {
+  return thread_pool_factory == nullptr ? ScopedThreadPools()
+                                        : thread_pool_factory->GetThreadPools();
 }
 
 }  // namespace
@@ -99,7 +93,7 @@ ::grpc::Status PredictionServiceImpl::Classify(
 
   const ::tensorflow::Status tf_status =
       TensorflowClassificationServiceImpl::Classify(
-          run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
+          run_options, core_, GetThreadPools(thread_pool_factory_).get(),
           *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
@@ -128,7 +122,7 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
 
   const ::tensorflow::Status tf_status =
       TensorflowRegressionServiceImpl::Regress(
-          run_options, core_, GetThreadPoolOptions(thread_pool_factory_),
+          run_options, core_, GetThreadPools(thread_pool_factory_).get(),
           *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
@@ -154,7 +148,7 @@ ::grpc::Status PredictionServiceImpl::MultiInference(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
   const ::grpc::Status status = ToGRPCStatus(RunMultiInferenceWithServerCore(
-      run_options, core_, GetThreadPoolOptions(thread_pool_factory_), *request,
+      run_options, core_, GetThreadPools(thread_pool_factory_).get(), *request,
       response));
   if (!status.ok()) {
     VLOG(1) << "MultiInference request failed: " << status.error_message();
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8f6a340603c..b271bd23349 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1054,6 +1054,7 @@ serving_proto_library(
 
 cc_library(
     name = "thread_pool_factory",
+    srcs = ["thread_pool_factory.cc"],
     hdrs = ["thread_pool_factory.h"],
     visibility = [
         "//visibility:public",
@@ -1063,3 +1064,16 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
+
+cc_test(
+    name = "thread_pool_factory_test",
+    size = "small",
+    srcs = ["thread_pool_factory_test.cc"],
+    deps = [
+        ":thread_pool_factory",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/platform:threadpool_options",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index 5af06a57142..ca5aa9e65ee 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
 namespace tensorflow {
@@ -48,17 +49,13 @@ Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
                                                  PredictResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
-  thread::ThreadPoolOptions thread_pool_options;
-  if (thread_pool_factory_ != nullptr) {
-    thread_pool_options.inter_op_threadpool =
-        thread_pool_factory_->GetInterOpThreadPool();
-    thread_pool_options.intra_op_threadpool =
-        thread_pool_factory_->GetIntraOpThreadPool();
-  }
   return internal::RunPredict(
       run_options, bundle->meta_graph_def, bundle.id().version,
       core->predict_response_tensor_serialization_option(),
-      bundle->session.get(), request, response, thread_pool_options);
+      bundle->session.get(), request, response,
+      thread_pool_factory_ == nullptr
+          ? thread::ThreadPoolOptions()
+          : thread_pool_factory_->GetThreadPools().get());
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index ada3cef1453..64590eef7c3 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -442,15 +442,17 @@ TEST_F(PredictImplTest, ThreadPoolFactory) {
   tensor_proto.set_dtype(tensorflow::DT_FLOAT);
   (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
 
-  test_util::CountingThreadPool inter_op_threadpool(Env::Default(), "InterOp",
-                                                    /*num_threads=*/1);
-  test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
-                                                    /*num_threads=*/1);
+  auto inter_op_threadpool =
+      std::make_shared<test_util::CountingThreadPool>(Env::Default(), "InterOp",
+                                                      /*num_threads=*/1);
+  auto intra_op_threadpool =
+      std::make_shared<test_util::CountingThreadPool>(Env::Default(), "IntraOp",
+                                                      /*num_threads=*/1);
   test_util::FakeThreadPoolFactoryConfig fake_thread_pool_factory_config;
   test_util::FakeThreadPoolFactory fake_thread_pool_factory(
       fake_thread_pool_factory_config);
-  fake_thread_pool_factory.SetInterOpThreadPool(&inter_op_threadpool);
-  fake_thread_pool_factory.SetIntraOpThreadPool(&intra_op_threadpool);
+  fake_thread_pool_factory.SetInterOpThreadPool(inter_op_threadpool);
+  fake_thread_pool_factory.SetIntraOpThreadPool(intra_op_threadpool);
 
   TensorflowPredictor predictor(&fake_thread_pool_factory);
   TF_EXPECT_OK(
@@ -468,7 +470,7 @@ TEST_F(PredictImplTest, ThreadPoolFactory) {
   EXPECT_THAT(response, test_util::EqualsProto(expected_response));
 
   // The intra_op_threadpool doesn't have anything scheduled.
-  ASSERT_GE(inter_op_threadpool.NumScheduled(), 1);
+  ASSERT_GE(inter_op_threadpool->NumScheduled(), 1);
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
index b500b8f8e4f..c78ca438b3a 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h
@@ -38,23 +38,22 @@ class FakeThreadPoolFactory final : public ThreadPoolFactory {
   explicit FakeThreadPoolFactory(const FakeThreadPoolFactoryConfig& config) {}
   virtual ~FakeThreadPoolFactory() = default;
 
-  virtual thread::ThreadPoolInterface* GetInterOpThreadPool() {
-    return inter_op_thread_pool_;
-  }
-  virtual thread::ThreadPoolInterface* GetIntraOpThreadPool() {
-    return intra_op_thread_pool_;
+  virtual ScopedThreadPools GetThreadPools() {
+    return ScopedThreadPools(inter_op_thread_pool_, intra_op_thread_pool_);
   }
 
-  void SetInterOpThreadPool(thread::ThreadPoolInterface* thread_pool) {
+  void SetInterOpThreadPool(
+      std::shared_ptr<thread::ThreadPoolInterface> thread_pool) {
     inter_op_thread_pool_ = thread_pool;
   }
-  void SetIntraOpThreadPool(thread::ThreadPoolInterface* thread_pool) {
+  void SetIntraOpThreadPool(
+      std::shared_ptr<thread::ThreadPoolInterface> thread_pool) {
     intra_op_thread_pool_ = thread_pool;
   }
 
  private:
-  thread::ThreadPoolInterface* inter_op_thread_pool_ = nullptr;
-  thread::ThreadPoolInterface* intra_op_thread_pool_ = nullptr;
+  std::shared_ptr<thread::ThreadPoolInterface> inter_op_thread_pool_;
+  std::shared_ptr<thread::ThreadPoolInterface> intra_op_thread_pool_;
   TF_DISALLOW_COPY_AND_ASSIGN(FakeThreadPoolFactory);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
new file mode 100644
index 00000000000..54e587dceb5
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
@@ -0,0 +1,35 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+ScopedThreadPools::ScopedThreadPools(
+    std::shared_ptr<thread::ThreadPoolInterface> inter_op_thread_pool,
+    std::shared_ptr<thread::ThreadPoolInterface> intra_op_thread_pool)
+    : inter_op_thread_pool_(std::move(inter_op_thread_pool)),
+      intra_op_thread_pool_(std::move(intra_op_thread_pool)) {}
+
+tensorflow::thread::ThreadPoolOptions ScopedThreadPools::get() {
+  tensorflow::thread::ThreadPoolOptions options;
+  options.inter_op_threadpool = inter_op_thread_pool_.get();
+  options.intra_op_threadpool = intra_op_thread_pool_.get();
+  return options;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory.h b/tensorflow_serving/servables/tensorflow/thread_pool_factory.h
index 68a3ffafd30..232f8a2128d 100644
--- a/tensorflow_serving/servables/tensorflow/thread_pool_factory.h
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory.h
@@ -17,18 +17,39 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_THREAD_POOL_FACTORY_H_
 
 #include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/util/class_registration.h"
 
 namespace tensorflow {
 namespace serving {
 
+// This class takes inter- and intra-op thread pools and returns
+// tensorflow::thread::ThreadPoolOptions. The thread pools passed to an
+// instance of this class will be kept alive for the lifetime of this instance.
+class ScopedThreadPools {
+ public:
+  // The default constructor will set inter- and intra-op thread pools in the
+  // ThreadPoolOptions to nullptr, which will be ingored by Tensorflow runtime.
+  ScopedThreadPools() = default;
+  ScopedThreadPools(
+      std::shared_ptr<thread::ThreadPoolInterface> inter_op_thread_pool,
+      std::shared_ptr<thread::ThreadPoolInterface> intra_op_thread_pool);
+  ~ScopedThreadPools() = default;
+
+  tensorflow::thread::ThreadPoolOptions get();
+
+ private:
+  std::shared_ptr<thread::ThreadPoolInterface> inter_op_thread_pool_;
+  std::shared_ptr<thread::ThreadPoolInterface> intra_op_thread_pool_;
+};
+
 // Factory for returning intra- and inter-op thread pools to be used by
 // Tensorflow.
 class ThreadPoolFactory {
  public:
   virtual ~ThreadPoolFactory() = default;
-  virtual thread::ThreadPoolInterface* GetInterOpThreadPool() = 0;
-  virtual thread::ThreadPoolInterface* GetIntraOpThreadPool() = 0;
+
+  virtual ScopedThreadPools GetThreadPools() = 0;
 };
 
 DEFINE_CLASS_REGISTRY(ThreadPoolFactoryRegistry, ThreadPoolFactory);
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
new file mode 100644
index 00000000000..5b0477430ad
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
@@ -0,0 +1,49 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "tensorflow/core/platform/google/env.h"
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(ScopedThreadPools, DefaultCtor) {
+  ScopedThreadPools thread_pools;
+  EXPECT_EQ(nullptr, thread_pools.get().inter_op_threadpool);
+  EXPECT_EQ(nullptr, thread_pools.get().intra_op_threadpool);
+}
+
+TEST(ScopedThreadPools, NonDefaultCtor) {
+  auto inter_op_thread_pool =
+      std::make_shared<test_util::CountingThreadPool>(Env::Default(), "InterOp",
+                                                      /*num_threads=*/1);
+  auto intra_op_thread_pool =
+      std::make_shared<test_util::CountingThreadPool>(Env::Default(), "InterOp",
+                                                      /*num_threads=*/1);
+  ScopedThreadPools thread_pools(inter_op_thread_pool, intra_op_thread_pool);
+  EXPECT_EQ(inter_op_thread_pool.get(), thread_pools.get().inter_op_threadpool);
+  EXPECT_EQ(intra_op_thread_pool.get(), thread_pools.get().intra_op_threadpool);
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From d0c7490a008768be3c7e75bbf19ebd637b558d6a Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Fri, 23 Jul 2021 16:01:47 -0700
Subject: [PATCH 5236/8103] Fix wrong header for tensorflow Env.

PiperOrigin-RevId: 386549192
---
 .../servables/tensorflow/thread_pool_factory_test.cc            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
index 5b0477430ad..14cc0a7a71f 100644
--- a/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
@@ -17,7 +17,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
-#include "tensorflow/core/platform/google/env.h"
+#include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/threadpool.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/test_util/test_util.h"

From c7482d3c3cf89d22d5287bb23a820b22d57e4d25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jul 2021 18:01:21 -0700
Subject: [PATCH 5237/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3871e114-1976-4d0d-bb1e-d42d758ac623

PiperOrigin-RevId: 387479764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab9e3b62724..a3471848bea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d7febffd53ae4c58127b42cb4217a15790abf5b823acf2a28d93aa6908b05ec",
-    git_commit = "4236939c632a5434800d5aa5686548a63dc2c6d3",
+    sha256 = "cb1a02f9045d06dfe7799214eecc9527ab996899f7906881d7a1df021e93abe3",
+    git_commit = "901863b6ae95c41e6481710c9d25ae30f962d5ba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f3301336cd7e8021e46147ce408ca91b9398d78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jul 2021 00:01:30 -0700
Subject: [PATCH 5238/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e81d3ef-4cf6-4799-b890-2b947f48f3f5

PiperOrigin-RevId: 387523203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a3471848bea..6fbe1e0740b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb1a02f9045d06dfe7799214eecc9527ab996899f7906881d7a1df021e93abe3",
-    git_commit = "901863b6ae95c41e6481710c9d25ae30f962d5ba",
+    sha256 = "c6398d1de7b848462d1b18decc46a92c3ab4eeb630cdc0cc3401fb9c9fbf6862",
+    git_commit = "69d2e569b12fb202b696cbb73ed7c0b76743cbe3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c0b30d7e3b89bacbfa43f8cb03aa679ca652ba9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jul 2021 06:01:31 -0700
Subject: [PATCH 5239/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d7a04d2-53ae-44a0-b119-3a71ea51700d

PiperOrigin-RevId: 387566262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fbe1e0740b..df8859dff60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6398d1de7b848462d1b18decc46a92c3ab4eeb630cdc0cc3401fb9c9fbf6862",
-    git_commit = "69d2e569b12fb202b696cbb73ed7c0b76743cbe3",
+    sha256 = "bff528f344c1e6ad609db194af7134443916026419c5e47cf9a3131baffdadbb",
+    git_commit = "7b42a9b5fa76e72fc8501dfca7202dc4c95aa5b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d14419f4d1da32ad1c38a1d24baad60bca94ce51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jul 2021 12:01:31 -0700
Subject: [PATCH 5240/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d11be17d-9d7a-473b-b07c-b10282ed9321

PiperOrigin-RevId: 387637329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df8859dff60..474529b1bec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bff528f344c1e6ad609db194af7134443916026419c5e47cf9a3131baffdadbb",
-    git_commit = "7b42a9b5fa76e72fc8501dfca7202dc4c95aa5b3",
+    sha256 = "c5127238363177d3d606fc38eb56d9d35d27555196ffd2f90f62d31e948c29fc",
+    git_commit = "7bd42f80d4f403b073992e3df127ce910586c963",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3933f876de48d4ee277eb8c935126078a581cfb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jul 2021 18:01:25 -0700
Subject: [PATCH 5241/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e12983ef-666d-4f45-bb04-0bef9d655e95

PiperOrigin-RevId: 387709350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 474529b1bec..e634f35f4c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5127238363177d3d606fc38eb56d9d35d27555196ffd2f90f62d31e948c29fc",
-    git_commit = "7bd42f80d4f403b073992e3df127ce910586c963",
+    sha256 = "97052880646d8275140a4ec615ca23d2cd1c5a4496004c83e43e5ad1237ccc81",
+    git_commit = "a6e0220188bd7843f9768cad5617e370531a0414",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 72b0767f8891ab59956d12f015aafd5fb32ad627 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jul 2021 00:01:38 -0700
Subject: [PATCH 5242/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/321cf828-169d-4ac7-bfc3-ebbff733a174

PiperOrigin-RevId: 387747600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e634f35f4c6..906e4af32e8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97052880646d8275140a4ec615ca23d2cd1c5a4496004c83e43e5ad1237ccc81",
-    git_commit = "a6e0220188bd7843f9768cad5617e370531a0414",
+    sha256 = "47d519a1288102e1951470bddb56ee0ceac6a96ec4a9210a0bcb7c4689a8c2d6",
+    git_commit = "e2d02090eee41ecdcd22631ccb2947ef16114288",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5fc80dc0fb03bbd37d44b34c12d5f4ec5c864e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jul 2021 12:01:15 -0700
Subject: [PATCH 5243/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47cb6858-bc6b-4492-b846-0c2acc26f41d

PiperOrigin-RevId: 387853902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 906e4af32e8..16ee65b33c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47d519a1288102e1951470bddb56ee0ceac6a96ec4a9210a0bcb7c4689a8c2d6",
-    git_commit = "e2d02090eee41ecdcd22631ccb2947ef16114288",
+    sha256 = "e8b59a3bfeb7f2a197fd2cda3ef7700cc43462c8740b3d7563542266b203ed07",
+    git_commit = "1e1b68f68d180245dad6c55de9c0cc423f24cef7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b7b21d4fd24da36c3a8f0a4191e5a971079acaee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jul 2021 18:01:31 -0700
Subject: [PATCH 5244/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/666b725a-23f9-4367-a428-73b623dde559

PiperOrigin-RevId: 387917496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16ee65b33c6..ecb8299798c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8b59a3bfeb7f2a197fd2cda3ef7700cc43462c8740b3d7563542266b203ed07",
-    git_commit = "1e1b68f68d180245dad6c55de9c0cc423f24cef7",
+    sha256 = "698454531fb2eb38c9932d7c60c6c094dccd8ccf56572d70f41f5e3d277aecf1",
+    git_commit = "8e56b27954e437f568d21bef7ca4d9a8be9f5266",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a1965e7ca24a403e7c2083480108ca54d5e1805 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Jul 2021 00:01:34 -0700
Subject: [PATCH 5245/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3bba0ae-a64a-466d-b526-d642b739144a

PiperOrigin-RevId: 387949420
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ecb8299798c..593035af641 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "698454531fb2eb38c9932d7c60c6c094dccd8ccf56572d70f41f5e3d277aecf1",
-    git_commit = "8e56b27954e437f568d21bef7ca4d9a8be9f5266",
+    sha256 = "31484ba9a49c5f7f19bd08cad89cd3d8bd252c2ad443de3f04ef0df54e7305e4",
+    git_commit = "1ef3a716cacafc1734ac35d07d96da5877208a57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 66b04487672205f209b5a6f7af413ce0445bc7ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Jul 2021 06:01:41 -0700
Subject: [PATCH 5246/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21c253d7-eecf-4bc1-9150-dc294807f151

PiperOrigin-RevId: 387976305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 593035af641..194d9ca6662 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31484ba9a49c5f7f19bd08cad89cd3d8bd252c2ad443de3f04ef0df54e7305e4",
-    git_commit = "1ef3a716cacafc1734ac35d07d96da5877208a57",
+    sha256 = "4a438fa4ff7e79793182ca3990e5ef38b7bf2dd4bdf2787c66755a371012492d",
+    git_commit = "a994ba5e9eff713ad9617db23aa024e27a843c34",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a5119deffd2983e70364d5b4c7b8db7c17b20db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Jul 2021 18:01:26 -0700
Subject: [PATCH 5247/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e30f84f-bfaf-4562-9ed9-3e9a6b650e3b

PiperOrigin-RevId: 388026418
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 194d9ca6662..fafc5e3bf86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a438fa4ff7e79793182ca3990e5ef38b7bf2dd4bdf2787c66755a371012492d",
-    git_commit = "a994ba5e9eff713ad9617db23aa024e27a843c34",
+    sha256 = "0e091fcf4a98b6ef25b1f483206d83d87004ed15e81e02bac2e5d81f0781dc7e",
+    git_commit = "664cc27f8bbc09f20ecd6d189a0427f073157595",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e99da93bb1d60c3cce6be95bb66f61cfe7858f0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Aug 2021 00:01:44 -0700
Subject: [PATCH 5248/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b33a814-e39d-4c0b-9cd4-f2bf89e0525c

PiperOrigin-RevId: 388050375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fafc5e3bf86..5e8b59caac4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e091fcf4a98b6ef25b1f483206d83d87004ed15e81e02bac2e5d81f0781dc7e",
-    git_commit = "664cc27f8bbc09f20ecd6d189a0427f073157595",
+    sha256 = "cfc538ce4098a074eb2468d8be47de365100aca3b3512df33e2352666120e108",
+    git_commit = "e5e989b8e20ba909c7233b06e659148486969ea2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cad3e9dfda86ce80f46e7bfa2207283b59d6d158 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Aug 2021 06:01:28 -0700
Subject: [PATCH 5249/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1fddde21-a333-4098-992d-7dd60252aef2

PiperOrigin-RevId: 388076065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e8b59caac4..f6f4b35778a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfc538ce4098a074eb2468d8be47de365100aca3b3512df33e2352666120e108",
-    git_commit = "e5e989b8e20ba909c7233b06e659148486969ea2",
+    sha256 = "064a0a2f8841f12dc6f06d07a572a1452896dd5e989eec290645c34bc56d208d",
+    git_commit = "ae940c5d8620e74c5e7cd867e91a1e31aa50417e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 755abc72aa741b2b2f396bf4a0401182637a263f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Aug 2021 12:01:21 -0700
Subject: [PATCH 5250/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6d20c66-c6c8-4dae-a991-a85969203116

PiperOrigin-RevId: 388099582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6f4b35778a..e176e614646 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "064a0a2f8841f12dc6f06d07a572a1452896dd5e989eec290645c34bc56d208d",
-    git_commit = "ae940c5d8620e74c5e7cd867e91a1e31aa50417e",
+    sha256 = "daa02d88a85b05149cd40e74b80a6fe42cf03761b5d278e5c5672c691d4cd4ae",
+    git_commit = "38028d2c5c55ed64916251274041339138f69285",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3fde3a90779dd70b1648a5acec97d6276319648 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Aug 2021 18:01:23 -0700
Subject: [PATCH 5251/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1828c9b4-baeb-4848-8a2e-bcf69f9a4a46

PiperOrigin-RevId: 388125331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e176e614646..3a5b7a55854 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "daa02d88a85b05149cd40e74b80a6fe42cf03761b5d278e5c5672c691d4cd4ae",
-    git_commit = "38028d2c5c55ed64916251274041339138f69285",
+    sha256 = "80f0cfa5da106decf1ec9ea9a251850c628a7f4d2f476ff9a1be4931ebf35b7f",
+    git_commit = "9f059ac876d9dbc7b4cd75583f03a74ca9d2fab9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 537f10301d15e86271f78afc777560e739b1bbf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Aug 2021 00:01:33 -0700
Subject: [PATCH 5252/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e91525a4-1122-42c2-bd88-cf9e4a2cdba9

PiperOrigin-RevId: 388157407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a5b7a55854..286e397bee4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80f0cfa5da106decf1ec9ea9a251850c628a7f4d2f476ff9a1be4931ebf35b7f",
-    git_commit = "9f059ac876d9dbc7b4cd75583f03a74ca9d2fab9",
+    sha256 = "5d941518f93eb0fbfb56312f6f32b096ac769068504ff103df582304c86b3a17",
+    git_commit = "b1b4548b3e37c245d7de671aae5b827abde9ba29",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad08f48f70a6e2a4ed0123a39314a367c2377a9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Aug 2021 09:47:27 -0700
Subject: [PATCH 5253/8103] Update benchmarks to newer API.

PiperOrigin-RevId: 388240554
---
 .../tensorflow/bundle_factory_util_test.cc    |  5 ++---
 .../tensorflow/tflite_session_test.cc         | 22 ++++++++-----------
 .../util/fast_read_dynamic_ptr_benchmark.cc   |  5 +++--
 3 files changed, 14 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 915b7c65a33..21c9d2c1059 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -150,7 +150,7 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithGoodExport) {
 
 void BM_HalfPlusTwo(benchmark::State& state) {
   static Session* session;
-  if (state.thread_index() == 0) {
+  if (state.thread_index == 0) {
     SavedModelBundle bundle;
     TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(),
                                 test_util::GetTestSavedModelPath(), {"serve"},
@@ -160,13 +160,12 @@ void BM_HalfPlusTwo(benchmark::State& state) {
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
   std::vector<Tensor> outputs;
-  testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run({{"x:0", input}}, {"y:0"}, {}, &outputs));
   }
 }
-BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+BENCHMARK(BM_HalfPlusTwo)->UseRealTime()->ThreadRange(1, 64);
 
 #endif  // PLATFORM_GOOGLE
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index d4d16d06313..265b2eaf118 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -813,7 +813,7 @@ TEST(TfLiteSession, TestSetScheduler) {
 
 static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
   static TfLiteSession* session;
-  if (state.thread_index() == 0) {
+  if (state.thread_index == 0) {
     auto model_signature_def_map = GetTestSignatureDefMap();
     string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op,
                                         &model_signature_def_map);
@@ -828,7 +828,6 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
   Tensor input = test::AsTensor<int32>({1, 2, 3, 4, 5, 6}, TensorShape({6}));
   Tensor input_shape = test::AsTensor<int32>({3, 2}, TensorShape({2}));
   std::vector<Tensor> outputs;
-  testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run(
@@ -840,16 +839,16 @@ static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
 static void BM_Reshape_Builtin(benchmark::State& state) {
   BM_Reshape(state, /*use_flex_op=*/false);
 }
-BENCHMARK(BM_Reshape_Builtin)->ThreadRange(1, 64);
+BENCHMARK(BM_Reshape_Builtin)->UseRealTime()->ThreadRange(1, 64);
 
 static void BM_Reshape_Flex(benchmark::State& state) {
   BM_Reshape(state, /*use_flex_op=*/true);
 }
-BENCHMARK(BM_Reshape_Flex)->ThreadRange(1, 64);
+BENCHMARK(BM_Reshape_Flex)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_HalfPlusTwo(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index() == 0) {
+  if (state.thread_index == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(
         Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
@@ -863,17 +862,16 @@ void BM_HalfPlusTwo(benchmark::State& state) {
   }
   Tensor input = test::AsTensor<float>({1.0, 2.0, 3.0}, TensorShape({3}));
   std::vector<Tensor> outputs;
-  testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run({{"x", input}}, {"y"}, {}, &outputs));
   }
 }
-BENCHMARK(BM_HalfPlusTwo)->ThreadRange(1, 64);
+BENCHMARK(BM_HalfPlusTwo)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_MobileNet(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index() == 0) {
+  if (state.thread_index == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                   test_util::TestSrcDirPath(kMobileNetModel),
@@ -889,18 +887,17 @@ void BM_MobileNet(benchmark::State& state) {
   std::vector<uint8> x_data(1 * 224 * 224 * 3, 1);
   Tensor x = test::AsTensor<uint8>(x_data, TensorShape({1, 224, 224, 3}));
   std::vector<Tensor> outputs;
-  testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run(
         {{"input", x}}, {"MobilenetV1/Predictions/Reshape_1"}, {}, &outputs));
   }
 }
-BENCHMARK(BM_MobileNet)->ThreadRange(1, 64);
+BENCHMARK(BM_MobileNet)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_ParseExample(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index() == 0) {
+  if (state.thread_index == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                   test_util::TestSrcDirPath(kParseExampleModel),
@@ -933,7 +930,6 @@ void BM_ParseExample(benchmark::State& state) {
   Tensor input_batch =
       test::AsTensor<tstring>(example_list, TensorShape({kBatchSize}));
   std::vector<Tensor> outputs;
-  testing::UseRealTime();
   for (auto _ : state) {
     outputs.clear();
     TF_ASSERT_OK(session->Run(
@@ -942,7 +938,7 @@ void BM_ParseExample(benchmark::State& state) {
         &outputs));
   }
 }
-BENCHMARK(BM_ParseExample)->ThreadRange(1, 64);
+BENCHMARK(BM_ParseExample)->UseRealTime()->ThreadRange(1, 64);
 
 #endif  // PLATFORM_GOOGLE
 
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index c6f7514d276..08b6adcaa8c 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -182,7 +182,8 @@ void BenchmarkState::RunBenchmarkReadIterations(
       pool.Schedule(run_reads_fn);
     }
     state.ResumeTiming();
-    all_read_threads_scheduled_.Notify();
+    if (!all_read_threads_scheduled_.HasBeenNotified())
+      all_read_threads_scheduled_.Notify();
 
     // Note that destructing the threadpool blocks on completion of all
     // scheduled execution. This is intentional as we want all threads to
@@ -190,7 +191,7 @@ void BenchmarkState::RunBenchmarkReadIterations(
     // done == iters * num_threads) and includes time scheduling work on the
     // threads.
   }
-  testing::ItemsProcessed(num_threads * kSubIters * state.iterations());
+  state.SetItemsProcessed(num_threads * kSubIters * state.iterations());
 }
 
 void BenchmarkReadsAndUpdates(int update_micros, bool do_work,

From 844ff1c1cc163d060ce008ca15e2651c3bac06fc Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Mon, 2 Aug 2021 12:35:54 -0700
Subject: [PATCH 5254/8103] Make Internal Change.

PiperOrigin-RevId: 388279837
---
 .../servables/tensorflow/predict_util.cc      | 91 +++++++++----------
 .../servables/tensorflow/predict_util.h       | 16 ++++
 2 files changed, 60 insertions(+), 47 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 72589d1f18a..79cf0b597d2 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -68,8 +68,50 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
   return Status::OK();
 }
 
-// Validate a SignatureDef to make sure it's compatible with prediction, and
-// if so, populate the input and output tensor names.
+}  // namespace
+
+namespace internal {
+Status RunPredict(
+    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
+    const absl::optional<int64>& servable_version,
+    const internal::PredictResponseTensorSerializationOption option,
+    Session* session, const PredictRequest& request, PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options) {
+  // Validate signatures.
+  const string signature_name = request.model_spec().signature_name().empty()
+                                    ? kDefaultServingSignatureDefKey
+                                    : request.model_spec().signature_name();
+  auto iter = meta_graph_def.signature_def().find(signature_name);
+  if (iter == meta_graph_def.signature_def().end()) {
+    return errors::FailedPrecondition(strings::StrCat(
+        "Serving signature key \"", signature_name, "\" not found."));
+  }
+  const SignatureDef& signature = iter->second;
+
+  MakeModelSpec(request.model_spec().name(), signature_name, servable_version,
+                response->mutable_model_spec());
+
+  std::vector<std::pair<string, Tensor>> input_tensors;
+  std::vector<string> output_tensor_names;
+  std::vector<string> output_tensor_aliases;
+  TF_RETURN_IF_ERROR(PreProcessPrediction(signature, request, &input_tensors,
+                                          &output_tensor_names,
+                                          &output_tensor_aliases));
+  std::vector<Tensor> outputs;
+  RunMetadata run_metadata;
+  const uint64 start_microseconds = EnvTime::NowMicros();
+  TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
+                                  output_tensor_names, {}, &outputs,
+                                  &run_metadata, thread_pool_options));
+  const uint64 end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                       /*runtime=*/"TF1",
+                       end_microseconds - start_microseconds);
+
+  return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
+                                     response);
+}
+
 Status PreProcessPrediction(const SignatureDef& signature,
                             const PredictRequest& request,
                             std::vector<std::pair<string, Tensor>>* inputs,
@@ -129,8 +171,6 @@ Status PreProcessPrediction(const SignatureDef& signature,
   return Status::OK();
 }
 
-// Validate results and populate a PredictResponse.
-// Tensors are serialized as specified.
 Status PostProcessPredictionResult(
     const std::vector<string>& output_tensor_aliases,
     const std::vector<Tensor>& output_tensors,
@@ -159,49 +199,6 @@ Status PostProcessPredictionResult(
   return Status::OK();
 }
 
-}  // namespace
-
-namespace internal {
-Status RunPredict(
-    const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const absl::optional<int64>& servable_version,
-    const internal::PredictResponseTensorSerializationOption option,
-    Session* session, const PredictRequest& request, PredictResponse* response,
-    const thread::ThreadPoolOptions& thread_pool_options) {
-  // Validate signatures.
-  const string signature_name = request.model_spec().signature_name().empty()
-                                    ? kDefaultServingSignatureDefKey
-                                    : request.model_spec().signature_name();
-  auto iter = meta_graph_def.signature_def().find(signature_name);
-  if (iter == meta_graph_def.signature_def().end()) {
-    return errors::FailedPrecondition(strings::StrCat(
-        "Serving signature key \"", signature_name, "\" not found."));
-  }
-  const SignatureDef& signature = iter->second;
-
-  MakeModelSpec(request.model_spec().name(), signature_name, servable_version,
-                response->mutable_model_spec());
-
-  std::vector<std::pair<string, Tensor>> input_tensors;
-  std::vector<string> output_tensor_names;
-  std::vector<string> output_tensor_aliases;
-  TF_RETURN_IF_ERROR(PreProcessPrediction(signature, request, &input_tensors,
-                                          &output_tensor_names,
-                                          &output_tensor_aliases));
-  std::vector<Tensor> outputs;
-  RunMetadata run_metadata;
-  const uint64 start_microseconds = EnvTime::NowMicros();
-  TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
-                                  output_tensor_names, {}, &outputs,
-                                  &run_metadata, thread_pool_options));
-  const uint64 end_microseconds = EnvTime::NowMicros();
-  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
-                       /*runtime=*/"TF1",
-                       end_microseconds - start_microseconds);
-
-  return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
-                                     response);
-}
 }  // namespace internal
 
 Status RunPredict(const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index f34c0bfdf4d..0fb912f0863 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -40,6 +40,22 @@ Status RunPredict(
     const thread::ThreadPoolOptions& thread_pool_options =
         thread::ThreadPoolOptions());
 
+// Validate a SignatureDef to make sure it's compatible with prediction, and
+// if so, populate the input and output tensor names.
+Status PreProcessPrediction(const SignatureDef& signature,
+                            const PredictRequest& request,
+                            std::vector<std::pair<string, Tensor>>* inputs,
+                            std::vector<string>* output_tensor_names,
+                            std::vector<string>* output_tensor_aliases);
+
+// Validate results and populate a PredictResponse.
+// Tensors are serialized as specified.
+Status PostProcessPredictionResult(
+    const std::vector<string>& output_tensor_aliases,
+    const std::vector<Tensor>& output_tensors,
+    const internal::PredictResponseTensorSerializationOption option,
+    PredictResponse* response);
+
 }  // namespace internal
 
 // Implementation of Predict using the SavedModel SignatureDef format.

From b18406bf36a999a4409271a617f20f74cc1239ca Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Mon, 2 Aug 2021 18:10:43 -0700
Subject: [PATCH 5255/8103] Fix aspired_versions_manager_benchmark test failure
 - eliminate redundant notification

PiperOrigin-RevId: 388348009
---
 .../core/aspired_versions_manager_benchmark.cc       | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index d26e6afe4f8..df94196b618 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -218,7 +218,8 @@ void BenchmarkState::RunBenchmark(::testing::benchmark::State& state,
       pool->Schedule(run_reads_fn);
     }
     state.ResumeTiming();
-    all_read_threads_scheduled_.Notify();
+    if (!all_read_threads_scheduled_.HasBeenNotified())
+      all_read_threads_scheduled_.Notify();
 
     // Note that destructing the threadpool blocks on completion of all
     // scheduled execution.  This is intentional as we want all threads to
@@ -356,9 +357,8 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
   // Ratio of requests which are asking for the latest servable as opposed to a
   // specific version.
   constexpr float kLatestRatio = 0.8;
-  static const std::vector<ServableRequest>& requests = []() {
-    std::unique_ptr<std::vector<ServableRequest>> requests(
-        new std::vector<ServableRequest>());
+  static const std::vector<ServableRequest>* requests = []() {
+    std::vector<ServableRequest>* requests(new std::vector<ServableRequest>());
     random::PhiloxRandom philox(testing::RandomSeed());
     random::SimplePhilox random(&philox);
     for (int i = 0; i < kNumRequests; ++i) {
@@ -371,14 +371,14 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
         requests->push_back(ServableRequest::Latest(name));
       }
     }
-    return *requests.release();
+    return requests;
   }();
 
   ServableHandle<int64> handle;
   int i = 0;
   for (auto s : state) {
     const Status status =
-        manager->GetServableHandle(requests[i % kNumRequests], &handle);
+        manager->GetServableHandle(requests->at(i % kNumRequests), &handle);
     TF_CHECK_OK(status) << status;
     ++i;
   }

From 5c6be5dc2b157f521c193c4536260d28bce61b39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Aug 2021 11:51:04 -0700
Subject: [PATCH 5256/8103] Make tensorflow_serving's test_main behave
 similarly to tensorflow/core's test_main, except that the serving's test_main
 cannot access the benchmark library functions directly. Therefore it has to
 use wrappers.

PiperOrigin-RevId: 388749114
---
 .../core/test_util/test_main.cc               | 26 ++++++++++++++++---
 1 file changed, 22 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/core/test_util/test_main.cc b/tensorflow_serving/core/test_util/test_main.cc
index 8a0741d59ec..3b718a68423 100644
--- a/tensorflow_serving/core/test_util/test_main.cc
+++ b/tensorflow_serving/core/test_util/test_main.cc
@@ -24,21 +24,39 @@ limitations under the License.
 #if defined(PLATFORM_GOOGLE) || defined(__ANDROID__)
 // main() is supplied by gunit_main
 #else
+#include <iostream>
+#include <string>
+
 #include "gtest/gtest.h"
+#include "absl/strings/match.h"
 #include "tensorflow/core/lib/strings/str_util.h"
+#include "tensorflow/core/platform/stacktrace_handler.h"
+#include "tensorflow/core/platform/test.h"
 #include "tensorflow/core/platform/test_benchmark.h"
 
 GTEST_API_ int main(int argc, char** argv) {
   std::cout << "Running main() from test_main.cc\n";
 
-  testing::InitGoogleTest(&argc, argv);
+  tensorflow::testing::InstallStacktraceHandler();
+
   for (int i = 1; i < argc; i++) {
-    if (tensorflow::str_util::StartsWith(argv[i], "--benchmarks=")) {
-      const char* pattern = argv[i] + strlen("--benchmarks=");
-      tensorflow::testing::Benchmark::Run(pattern);
+    if (absl::StartsWith(argv[i], "--benchmark_filter=")) {
+      tensorflow::testing::InitializeBenchmarks(&argc, argv);
+
+      // XXX: Must be called after benchmark's init because
+      // InitGoogleTest eventually calls absl::ParseCommandLine() which would
+      // complain that benchmark_filter flag is not known because that flag is
+      // defined by the benchmark library via its own command-line flag
+      // facility, which is not known to absl flags.
+      // FIXME(b/195442215): Fix this mess once we make benchmark use absl flags
+      testing::InitGoogleTest(&argc, argv);
+      tensorflow::testing::RunBenchmarks();
       return 0;
     }
   }
+
+  testing::InitGoogleTest(&argc, argv);
   return RUN_ALL_TESTS();
 }
+
 #endif

From 490138352ae963ab0e11f5f58abd00edeb5f063f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Aug 2021 18:01:44 -0700
Subject: [PATCH 5257/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44d24b00-f771-47cd-b4d0-4abebacb7b21

PiperOrigin-RevId: 388826814
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 286e397bee4..b61b460cc3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d941518f93eb0fbfb56312f6f32b096ac769068504ff103df582304c86b3a17",
-    git_commit = "b1b4548b3e37c245d7de671aae5b827abde9ba29",
+    sha256 = "db1ac7c92b32976ef4adb254fb5381525bad6057719a9c215633cf5659bc1589",
+    git_commit = "39993fd10e4891b4deb9645ff527b94e87e4f950",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 40f62812aa21e60a3a4f733a76453ac03fc50a56 Mon Sep 17 00:00:00 2001
From: Faizan Muhammad <fmuham@google.com>
Date: Wed, 4 Aug 2021 23:27:00 -0700
Subject: [PATCH 5258/8103] Remove dependency on TF error code string

Unblock tensorflow::Status to match absl::Status by sharing the same string representations

PiperOrigin-RevId: 388865011
---
 .../servables/tensorflow/classifier_test.cc   | 24 +++++++++----------
 .../servables/tensorflow/regressor_test.cc    | 24 +++++++++----------
 2 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index aa7eada02ca..056e1ad5461 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -757,15 +757,15 @@ TEST_P(ClassifierTest, EmptyInput) {
   request_.mutable_input();
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleList) {
@@ -774,15 +774,15 @@ TEST_P(ClassifierTest, EmptyExampleList) {
   request_.mutable_input()->mutable_example_list();
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleListWithContext) {
@@ -793,15 +793,15 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
        ->mutable_context() = example({{"dos", 2}});
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, RunsFails) {
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 3261a3d9de3..f35d7ee789f 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -411,14 +411,14 @@ TEST_P(RegressorTest, EmptyInput) {
   request_.mutable_input();
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, EmptyExampleList) {
@@ -426,14 +426,14 @@ TEST_P(RegressorTest, EmptyExampleList) {
   request_.mutable_input()->mutable_example_list();
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, EmptyExampleListWithContext) {
@@ -444,14 +444,14 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
        ->mutable_context() = example_with_output(3);
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Invalid argument: Input is empty"));
+  EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, RunsFails) {

From 53651b7fd196bbd749b5885fad0d140f289f4bef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Aug 2021 00:01:37 -0700
Subject: [PATCH 5259/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8dafadc5-29ad-4b0c-8748-083787bf23d3

PiperOrigin-RevId: 388868732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b61b460cc3a..6760c261a6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db1ac7c92b32976ef4adb254fb5381525bad6057719a9c215633cf5659bc1589",
-    git_commit = "39993fd10e4891b4deb9645ff527b94e87e4f950",
+    sha256 = "4b004209658a95b8e0bb20511cc0392914f33a3e34c83457bc1cf8763518d41a",
+    git_commit = "fc2505a3b6256bdd73518af513176d2c50f92fe1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 95c0d9bb37db18dd5b2f75540041ea6d06ce565e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Aug 2021 06:01:33 -0700
Subject: [PATCH 5260/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa880f51-31f7-4f05-9142-5cd98e1b39ca

PiperOrigin-RevId: 388915106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6760c261a6b..13bf54fecfe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b004209658a95b8e0bb20511cc0392914f33a3e34c83457bc1cf8763518d41a",
-    git_commit = "fc2505a3b6256bdd73518af513176d2c50f92fe1",
+    sha256 = "be21cf20cbaad4ad003384c8a6dc7953a820d721a0e0e18e61a37d67317297f9",
+    git_commit = "662be0ed2faed7eca2ef5b5d8ceaaba38836adad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9b67cb5e552d8c6d0605550dc65842a48de5fb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Aug 2021 12:01:42 -0700
Subject: [PATCH 5261/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/447277d0-6894-4f9c-96e2-f15902eeb52f

PiperOrigin-RevId: 388990146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13bf54fecfe..31b60d9c164 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be21cf20cbaad4ad003384c8a6dc7953a820d721a0e0e18e61a37d67317297f9",
-    git_commit = "662be0ed2faed7eca2ef5b5d8ceaaba38836adad",
+    sha256 = "9e0c3cc6d527329b31bae93fff1455c0c714dc80d8bcab0548283cb0d4a16473",
+    git_commit = "5af0903e6af1bd99dab68a33dda9341b971dd724",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 37de86e12c2434e2aae3dd1f5ceddcddd0ef60c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Aug 2021 18:01:22 -0700
Subject: [PATCH 5262/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b98eb2f-0c56-427b-9511-0c6db025578b

PiperOrigin-RevId: 389067221
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31b60d9c164..3c44a7c0ae3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e0c3cc6d527329b31bae93fff1455c0c714dc80d8bcab0548283cb0d4a16473",
-    git_commit = "5af0903e6af1bd99dab68a33dda9341b971dd724",
+    sha256 = "9d3a7181bc2c85dbb778609d234d2e11991aac941bc3e8ae2d303df0f056face",
+    git_commit = "558c7de63de537e0983961fb1d47fe695adec3e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d624bcbccf0c866769401bf3b8e2996a6e01b20b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Aug 2021 00:02:26 -0700
Subject: [PATCH 5263/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ebf7f14-6de4-4ab2-8aba-a54f6053cd13

PiperOrigin-RevId: 389111500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c44a7c0ae3..909aafa2e4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d3a7181bc2c85dbb778609d234d2e11991aac941bc3e8ae2d303df0f056face",
-    git_commit = "558c7de63de537e0983961fb1d47fe695adec3e1",
+    sha256 = "ee69c2cf55ac66b51678f43a2f01f0230a5686b2ca813136b3edd1518ae0efde",
+    git_commit = "1746bc20ccbb39c177ae11ff8bdb97b15d07ae24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d0e023e0a3dccbb04d521e669cbd0b584f6c29c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Aug 2021 06:02:42 -0700
Subject: [PATCH 5264/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3cd65dcc-5de2-4e2f-8b5d-c47e9efd029e

PiperOrigin-RevId: 389156495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 909aafa2e4c..7d25fa14003 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee69c2cf55ac66b51678f43a2f01f0230a5686b2ca813136b3edd1518ae0efde",
-    git_commit = "1746bc20ccbb39c177ae11ff8bdb97b15d07ae24",
+    sha256 = "9e36ec26d7eb89a513cb8b723c0b4c3499ef26fa5a7089e48374b5e2a8ab5945",
+    git_commit = "5977323cf254334209a8c22a2b8c76bbf1e77a06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54312e0db6d1740f26bfa3b7a28061e3af436542 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Aug 2021 12:01:44 -0700
Subject: [PATCH 5265/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/56e137f0-08a9-431f-b5fc-811c596d13df

PiperOrigin-RevId: 389228056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d25fa14003..0728e1b47b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e36ec26d7eb89a513cb8b723c0b4c3499ef26fa5a7089e48374b5e2a8ab5945",
-    git_commit = "5977323cf254334209a8c22a2b8c76bbf1e77a06",
+    sha256 = "1ab2a449387c0e7f8b58f7e565d3b90f2203204933eb8550e2a79a36c8edfab1",
+    git_commit = "a69457dd2bc72347a12f8ac7499366a3386f4d52",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e3a8d8e009862e0e6447e02abf17b655043fed2e Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 6 Aug 2021 15:40:07 -0700
Subject: [PATCH 5266/8103] Return early if shared status sees error

PiperOrigin-RevId: 389277266
---
 tensorflow_serving/batching/BUILD             |  2 +
 .../batching/batching_session.cc              | 21 ++++++---
 .../batching/batching_session_test.cc         | 44 ++++++++++++++++++-
 3 files changed, 60 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 53f6701f7d6..11a973bd577 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -115,11 +115,13 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
     ],
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 6ab5d01255d..9e82ec55364 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -820,9 +820,17 @@ Status SplitInputTask(
        outputs = input_task.outputs, status = input_task.status,
        run_metadata = input_task.run_metadata,
        split_run_metadatas = input_task.split_run_metadatas]() {
-        // `cost_dimension_map` aggregates costs from all splits for each
-        // dimension.
-        absl::flat_hash_map<string, float> cost_dimension_map;
+        auto finally = gtl::MakeCleanup([&] {
+          *status = shared_status->status();
+          done_notification->Notify();
+        });
+
+        // Some slices of tasks encounter errors, return early without
+        // processing per-split result.
+        if (!shared_status->status().ok()) {
+          return;
+        }
+
         for (int i = 0; i < num_output; ++i) {
           Tensor output_tensor;
 
@@ -836,11 +844,15 @@ Status SplitInputTask(
               tensor::Concat(to_concatenate, &output_tensor);
           if (!concat_status.ok()) {
             shared_status->Update(concat_status);
+            return;
           }
 
           outputs->push_back(std::move(output_tensor));
         }
 
+        // `cost_dimension_map` aggregates costs from all splits for each
+        // dimension.
+        absl::flat_hash_map<string, float> cost_dimension_map;
         for (const auto& split : *split_run_metadatas) {
           if (split.has_cost_graph()) {
             for (const auto& cost : split.cost_graph().cost()) {
@@ -848,7 +860,6 @@ Status SplitInputTask(
             }
           }
         }
-        *status = shared_status->status();
 
         *run_metadata = (*split_run_metadatas)[0];
         std::vector<string> cost_dimensions;
@@ -865,8 +876,6 @@ Status SplitInputTask(
             graph_cost->set_cost(iter->second);
           }
         }
-
-        done_notification->Notify();
       };
   IncrementalBarrier barrier(split_task_done_callback);
 
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 63d11aea19c..a24056f6544 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -420,6 +420,48 @@ TEST_P(BatchingSessionTest, BatchingWithLargeBatch) {
   }
 }
 
+TEST_P(BatchingSessionTest, BatchHandlesSplitError) {
+  if (!enable_large_batch_splitting()) {
+    return;
+  }
+
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 3;
+  schedule_options.batch_timeout_micros = INT_MAX;  // set a large time out
+  schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
+  schedule_options.max_execution_batch_size = 2;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+
+  string expected_error_msg =
+      "Tensors with name 'x' from different tasks"
+      " have different shapes and padding is turned off."
+      "Set pad_variable_length_inputs to true, or ensure that "
+      "all tensors with the same name"
+      "have equal dimensions starting with the first dim.";
+
+  // `max_batch_size` is 3 and `max_execution_batch_size` is 2, so inputs of
+  // first thread will span over two tasks, causing errors in both batch tasks.
+  std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "first_request",
+      [&batching_session, &expected_error_msg] {
+        ExpectError(expected_error_msg,
+                    {{"x", test::AsTensor<float>({1, 2, 3}, {3, 1, 1})}}, {"y"},
+                    batching_session.get());
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request",
+      [&batching_session, &expected_error_msg] {
+        ExpectError(expected_error_msg,
+                    {{"x", test::AsTensor<float>({1, 2}, {1, 2})}}, {"y"},
+                    batching_session.get());
+      }));
+}
+
 TEST(BatchingSessionTest, BatchingWithPaddingAndCost) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;
@@ -1040,7 +1082,7 @@ TEST_P(BatchingSessionTest, SubsetOutputTensors) {
       }));
 }
 
-INSTANTIATE_TEST_CASE_P(WithOrWithoutThreadPools, BatchingSessionTest,
+INSTANTIATE_TEST_CASE_P(WithOrWithoutInputSplit, BatchingSessionTest,
                         ::testing::Bool());
 
 }  // namespace

From 4bac2cfbf70b1e9c80d1abceeb33cf1cb27b81da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Aug 2021 18:01:29 -0700
Subject: [PATCH 5267/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82cec6c8-b263-4462-be01-5fbe837c7a6a

PiperOrigin-RevId: 389301451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0728e1b47b7..d1e7c87d20c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ab2a449387c0e7f8b58f7e565d3b90f2203204933eb8550e2a79a36c8edfab1",
-    git_commit = "a69457dd2bc72347a12f8ac7499366a3386f4d52",
+    sha256 = "d79abc5eb5c8f1f2ec496fc7dedebe98c60047a95c6677acad38c47b9ef0ce31",
+    git_commit = "07e19482bbbbcba6abc37ac72ebbaeaded97e93e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 76981f93e32bf277cbaa4ac9486d2e2a96345ec9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Aug 2021 00:01:43 -0700
Subject: [PATCH 5268/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80231910-926a-442f-8033-0b5039ae6b35

PiperOrigin-RevId: 389335970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1e7c87d20c..07dac4bcc12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d79abc5eb5c8f1f2ec496fc7dedebe98c60047a95c6677acad38c47b9ef0ce31",
-    git_commit = "07e19482bbbbcba6abc37ac72ebbaeaded97e93e",
+    sha256 = "8d80ffffe80e48f1736b5b379c54509056cc3b2ce13e6238edf9507759fdca92",
+    git_commit = "ea0d84f422dcb0c3e8a6d4ebaa463c815dd84644",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc4576cf078f1f51d4f02a23ab5ffa0cc78acc55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Aug 2021 06:01:27 -0700
Subject: [PATCH 5269/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6c16b30-311e-439f-8e4a-57125d7b03b5

PiperOrigin-RevId: 389366623
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07dac4bcc12..42db75eefb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d80ffffe80e48f1736b5b379c54509056cc3b2ce13e6238edf9507759fdca92",
-    git_commit = "ea0d84f422dcb0c3e8a6d4ebaa463c815dd84644",
+    sha256 = "8ad9e26df8610c2eaf1dc9b26df2e9d96558943a47cf1cb213f431893553329f",
+    git_commit = "047e3977c8ab3acae7085a5410e83ad4134e9700",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b7e86340efbbc70b939b597c02593b2ff9ee66b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Aug 2021 12:01:32 -0700
Subject: [PATCH 5270/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/106008ef-1d42-4939-9d18-4a2ee788769d

PiperOrigin-RevId: 389395481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42db75eefb7..bcdb758c042 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ad9e26df8610c2eaf1dc9b26df2e9d96558943a47cf1cb213f431893553329f",
-    git_commit = "047e3977c8ab3acae7085a5410e83ad4134e9700",
+    sha256 = "1fec2219e39657f4bb5a7fd604fa34a02794bfb62c3d990a5f3354c544d54a06",
+    git_commit = "87326d99677264721bff6ebc86dca1c86ef0fbac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 41bbf889cf55a7a082b19638ab769263ecaebbf7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Aug 2021 18:01:29 -0700
Subject: [PATCH 5271/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d28fa080-6191-43c8-8b74-6f0a12e934e7

PiperOrigin-RevId: 389422784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcdb758c042..901eea547ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fec2219e39657f4bb5a7fd604fa34a02794bfb62c3d990a5f3354c544d54a06",
-    git_commit = "87326d99677264721bff6ebc86dca1c86ef0fbac",
+    sha256 = "9a1a7cad0c13ed30fc5608bc35f8af8f05a16d95e1b2a3585e92e79973160326",
+    git_commit = "98440734226c17f2bd7889cb85ea6d50e99f980b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a4908eb527db5ce56ae176c8a07ca4cd73ae45c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Aug 2021 00:01:55 -0700
Subject: [PATCH 5272/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fff787cc-c173-4f72-89d3-1d660c930306

PiperOrigin-RevId: 389449340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 901eea547ba..3cc5ca6e449 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a1a7cad0c13ed30fc5608bc35f8af8f05a16d95e1b2a3585e92e79973160326",
-    git_commit = "98440734226c17f2bd7889cb85ea6d50e99f980b",
+    sha256 = "5415facb1bf570f8dc0c8a1d9a1ae2f98ef3cc3f4bc450a5ca5163d061a3c97e",
+    git_commit = "22c6e94a589b98e3ff28019759c6c9a966025dbf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a36f514e295f0a0832ab9c1644bbbf0589c1c31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Aug 2021 06:01:57 -0700
Subject: [PATCH 5273/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e08222a2-0f8a-4089-8eb5-6bb1c7f8a47a

PiperOrigin-RevId: 389477835
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cc5ca6e449..c3b8e45abf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5415facb1bf570f8dc0c8a1d9a1ae2f98ef3cc3f4bc450a5ca5163d061a3c97e",
-    git_commit = "22c6e94a589b98e3ff28019759c6c9a966025dbf",
+    sha256 = "164f0d2b2647a3bc52c8f3078a8ce8405814f828e054e2860d10e4d4e960adc5",
+    git_commit = "fc25349a9e02b2b4a2ac9a79892317c17dea8dc5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 76bf04b3092d450c3ebfd0eeaab000b91887ad80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Aug 2021 12:01:25 -0700
Subject: [PATCH 5274/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c54b8096-67af-43cd-8928-990bd3cd6e06

PiperOrigin-RevId: 389504829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3b8e45abf1..f992615334b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "164f0d2b2647a3bc52c8f3078a8ce8405814f828e054e2860d10e4d4e960adc5",
-    git_commit = "fc25349a9e02b2b4a2ac9a79892317c17dea8dc5",
+    sha256 = "633eef988828e47491e5a3b38b8b40edac3a6dcea96b443867bb99a2b80b3ddb",
+    git_commit = "c64634eb47f6581a7cf0cb01cf30284ff480d330",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bccaadd244474921fe957d6f4a345a1507b3afb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Aug 2021 18:01:27 -0700
Subject: [PATCH 5275/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65351f6f-a337-4324-bd5c-bb663d5e4fed

PiperOrigin-RevId: 389533051
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f992615334b..344a1c9f296 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "633eef988828e47491e5a3b38b8b40edac3a6dcea96b443867bb99a2b80b3ddb",
-    git_commit = "c64634eb47f6581a7cf0cb01cf30284ff480d330",
+    sha256 = "b6baafec03ed71efac9b9814f0e504fee1f0cd34a6270702736028575e0ffef8",
+    git_commit = "5776ce9377d1d88481969cf77c1bdd7e1efcec10",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 114fddb980eaea249cd362bf253a6094df7325c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Aug 2021 00:01:43 -0700
Subject: [PATCH 5276/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d23f67f-e869-45b0-8c34-1402fc01977a

PiperOrigin-RevId: 389566384
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 344a1c9f296..0c01f8e1533 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6baafec03ed71efac9b9814f0e504fee1f0cd34a6270702736028575e0ffef8",
-    git_commit = "5776ce9377d1d88481969cf77c1bdd7e1efcec10",
+    sha256 = "a9763ef5364c8427873f4c45dec5d38ce34fdaba01635df5168554adfe9cf7e6",
+    git_commit = "e9aa6033703b06276524db7972ada666bae7b038",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c104679434ab3ad2c5aa0ac69819bab565338888 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Aug 2021 06:01:42 -0700
Subject: [PATCH 5277/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/96951879-8512-4ebc-bdd7-b955b98fff76

PiperOrigin-RevId: 389614495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c01f8e1533..c33be556ba3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9763ef5364c8427873f4c45dec5d38ce34fdaba01635df5168554adfe9cf7e6",
-    git_commit = "e9aa6033703b06276524db7972ada666bae7b038",
+    sha256 = "37fbe5c61f60789af7d20d5a0960f7167a2a2a6972dbaab57fe85e2b42013378",
+    git_commit = "3220ecba8eefcb924f2038b7f29db4ae17e96f5f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d79acb6ab1b53b1b87f80a4af850f33a5a6ee03d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Aug 2021 12:02:02 -0700
Subject: [PATCH 5278/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58b153d4-2286-450a-a55d-2b7b7c110d52

PiperOrigin-RevId: 389691078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c33be556ba3..1ff4b3235e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37fbe5c61f60789af7d20d5a0960f7167a2a2a6972dbaab57fe85e2b42013378",
-    git_commit = "3220ecba8eefcb924f2038b7f29db4ae17e96f5f",
+    sha256 = "0def136f2f66c560d74848dd7b481eea1c4df0b1de2b3bee3e35f252470969ba",
+    git_commit = "a5f64629062ca19fcfd2867a73605eb150a55b99",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 11406682376b70909f04998c80955f9753c36549 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Aug 2021 18:02:18 -0700
Subject: [PATCH 5279/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f014127-6c98-44a1-ad8c-addb0fd57b9c

PiperOrigin-RevId: 389767807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ff4b3235e9..e4ed0bc70b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0def136f2f66c560d74848dd7b481eea1c4df0b1de2b3bee3e35f252470969ba",
-    git_commit = "a5f64629062ca19fcfd2867a73605eb150a55b99",
+    sha256 = "c58d3036faf82e5befeb97259695263d9a4aa43a08308151b2e6aca72ff91e2b",
+    git_commit = "765ec018a017e16c9e56311be2518d580bb13d06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 188e656fb623ed747d020a671d3fc9dd921b4360 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Aug 2021 00:02:28 -0700
Subject: [PATCH 5280/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2108e556-094e-4f1a-8dec-b5709e403933

PiperOrigin-RevId: 389811926
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4ed0bc70b4..fbff74960cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c58d3036faf82e5befeb97259695263d9a4aa43a08308151b2e6aca72ff91e2b",
-    git_commit = "765ec018a017e16c9e56311be2518d580bb13d06",
+    sha256 = "6af5006e91c656e02f4bd97ee184b0379115f8b5dbcbf9fcc4361865cee58d24",
+    git_commit = "a1d81c82d2b272e3814d7eb2fd67e40caad8b991",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8ca5ad75f4e86536eb1b9136005a7ae879b9ffc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Aug 2021 06:01:35 -0700
Subject: [PATCH 5281/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0fff0ca-bcbc-465b-bd95-e33d1ad72948

PiperOrigin-RevId: 389862194
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbff74960cc..efed33255d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6af5006e91c656e02f4bd97ee184b0379115f8b5dbcbf9fcc4361865cee58d24",
-    git_commit = "a1d81c82d2b272e3814d7eb2fd67e40caad8b991",
+    sha256 = "773070a0243fe786ec344978bfb9619af9bfe5ba6dca44447922912aec1446b3",
+    git_commit = "fc85ce7fb678ed81268a10020c15ec3f76cd2b13",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8560c32fa9d6d9af127a8aee3d9253f95648f4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Aug 2021 12:01:22 -0700
Subject: [PATCH 5282/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8982fc5f-f584-43d1-9604-7962b67c9062

PiperOrigin-RevId: 389943106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efed33255d2..bb0bc672354 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "773070a0243fe786ec344978bfb9619af9bfe5ba6dca44447922912aec1446b3",
-    git_commit = "fc85ce7fb678ed81268a10020c15ec3f76cd2b13",
+    sha256 = "4680ae5a6e63d659bd4e994be6376980db614e1a642af277291b29482e31053e",
+    git_commit = "dfad859f8262dce623af19db3763bdbe439c59dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e0a292a53a551e1aa597ccf33ebca44a973ebd69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Aug 2021 18:01:48 -0700
Subject: [PATCH 5283/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f5e85fd-c5b5-477a-9394-f03aa508687e

PiperOrigin-RevId: 390022175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb0bc672354..e12d0af0d19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4680ae5a6e63d659bd4e994be6376980db614e1a642af277291b29482e31053e",
-    git_commit = "dfad859f8262dce623af19db3763bdbe439c59dd",
+    sha256 = "b2f09068cb9824b61876f83baa1c1757c47361633197df7934d7c9c96b6e067b",
+    git_commit = "1967dc5232f854249e34b640631828c41d68678d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50e8f6741b6c899f12a4ff04ca6d9746e0cc94f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Aug 2021 00:02:01 -0700
Subject: [PATCH 5284/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29a4b417-66d1-4fc6-840c-28a97199c8ac

PiperOrigin-RevId: 390066016
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e12d0af0d19..2ef2f0ebddb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2f09068cb9824b61876f83baa1c1757c47361633197df7934d7c9c96b6e067b",
-    git_commit = "1967dc5232f854249e34b640631828c41d68678d",
+    sha256 = "96121e3fca88d97a72ca9571ca3cb8a8f1c3a10ea5d585c6032d1e6f1e5448aa",
+    git_commit = "60d27a1bdd81115488681c0c1c505c5a33404ddb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 15bada02c1e6141eb550046ba12fe691ffd63cc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Aug 2021 12:01:39 -0700
Subject: [PATCH 5285/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4d0e1fc-5b1b-463e-a396-622e02ce0813

PiperOrigin-RevId: 390426703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ef2f0ebddb..3775f24b661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96121e3fca88d97a72ca9571ca3cb8a8f1c3a10ea5d585c6032d1e6f1e5448aa",
-    git_commit = "60d27a1bdd81115488681c0c1c505c5a33404ddb",
+    sha256 = "ff1cd277325fc6ded435afa1802b533aa5d88704fcefa2cdf32f2af9d732f175",
+    git_commit = "ed577c0d02739d7176cbaf043ac460a4404f22a8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b049c6c8b55d56d5853cd29c827a5886e729fb4 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 12 Aug 2021 14:45:05 -0700
Subject: [PATCH 5286/8103] Add more debugging information for
 `RoundToLowestAllowedBatch`

PiperOrigin-RevId: 390464755
---
 tensorflow_serving/batching/batching_util.cc | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 375a70fa3f2..09853b01dcb 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -214,8 +214,12 @@ int RoundToLowestAllowedBatchSize(absl::Span<const int> allowed_batch_sizes,
       return allowed_size;
     }
   }
-  LOG(WARNING) << "Maximum batch size greater than largest allowed size; "
-                  "ignoring allowed sizes constraint";
+  // `allowed_batch_sizes` is guaranteed to be not empty and sorted in
+  // ascending order.
+  LOG(WARNING) << "Input batch size " << batch_size
+               << " is greater than largest allowed size "
+               << *allowed_batch_sizes.rbegin()
+               << " ignoring allowed sizes constraint.";
   return batch_size;
 }
 

From 87b9ac4965a67be9bab52cc4a0a646bfa5c085da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Aug 2021 18:01:48 -0700
Subject: [PATCH 5287/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5a2e8deb-c0f0-400e-8614-956bb82a0234

PiperOrigin-RevId: 390503381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3775f24b661..b8fd90e24f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff1cd277325fc6ded435afa1802b533aa5d88704fcefa2cdf32f2af9d732f175",
-    git_commit = "ed577c0d02739d7176cbaf043ac460a4404f22a8",
+    sha256 = "cf6a30fa6209a63593c30aaabd781ac861b214cede9666474a0d0fb990ff1bfb",
+    git_commit = "fc6619c101f3650968d8ca879c88a1953c60c8a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2d7f2f4c1a904cfe60fdd23049a5dd42854d3de7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Aug 2021 00:01:52 -0700
Subject: [PATCH 5288/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a072291-2222-4459-b8e8-de415289398d

PiperOrigin-RevId: 390549053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8fd90e24f0..356db4459f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf6a30fa6209a63593c30aaabd781ac861b214cede9666474a0d0fb990ff1bfb",
-    git_commit = "fc6619c101f3650968d8ca879c88a1953c60c8a6",
+    sha256 = "04fe861eb9f9ff9b67c9397c71c977d9f4f70cb6e1598d8ce2236e5aba3b79d0",
+    git_commit = "a0ca44b13611ec22a0f5d3bc280d22a6a4434e2c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3415e9100baf50088b8097d3a13ea366f8d50fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Aug 2021 06:01:21 -0700
Subject: [PATCH 5289/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb94e598-213f-4500-8a3e-79bb78fbe014

PiperOrigin-RevId: 390594998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 356db4459f6..0c276240dfe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04fe861eb9f9ff9b67c9397c71c977d9f4f70cb6e1598d8ce2236e5aba3b79d0",
-    git_commit = "a0ca44b13611ec22a0f5d3bc280d22a6a4434e2c",
+    sha256 = "76dc66b008a22bea445af4e5d06d716c5fa9f7dc2383b36fb0878ed0d695f459",
+    git_commit = "b164e3a12f8a0d01d08f8a1895a45cedfce3106e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98fadc8672b60e0d755910b0fe9bc068b2fa7779 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Aug 2021 12:02:42 -0700
Subject: [PATCH 5290/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47f7dd6e-3b86-4f74-a543-47785fdf6a6c

PiperOrigin-RevId: 390662798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c276240dfe..22515c89a89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76dc66b008a22bea445af4e5d06d716c5fa9f7dc2383b36fb0878ed0d695f459",
-    git_commit = "b164e3a12f8a0d01d08f8a1895a45cedfce3106e",
+    sha256 = "29a6cc884170db7930f05662ab89efc5baf3e2994d5687c17f31a0bd85c34f49",
+    git_commit = "4bac6e0b0c7f2d63826975635c320a334046628d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b96281672162a32e6dcce32081cc60c435c6232 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Aug 2021 12:01:34 -0700
Subject: [PATCH 5291/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/553a8771-17bd-47d0-b8e6-741f7f868393

PiperOrigin-RevId: 391103767
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22515c89a89..20fbad72e0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29a6cc884170db7930f05662ab89efc5baf3e2994d5687c17f31a0bd85c34f49",
-    git_commit = "4bac6e0b0c7f2d63826975635c320a334046628d",
+    sha256 = "90d10270a372a3f608f7409f62887493845de51a597d91139c16bdf76ae12639",
+    git_commit = "a1f8501a52fdc46194d4412cc43c733a9c578531",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6d40ca491f2bdfa2a5a882b28232805e892e64fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Aug 2021 18:01:41 -0700
Subject: [PATCH 5292/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91824033-7045-40fb-b54e-63aa6c54dc21

PiperOrigin-RevId: 391179263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20fbad72e0d..772b8038fe5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90d10270a372a3f608f7409f62887493845de51a597d91139c16bdf76ae12639",
-    git_commit = "a1f8501a52fdc46194d4412cc43c733a9c578531",
+    sha256 = "ef559d528ef31e777617966d37a94f74fae27752aebd1deb8478cd9b3172ac50",
+    git_commit = "02950049c66d09e47ea9a95c0cf2b43cdbb8ba69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 706b61882073789489bea808e88bfc42264ec6f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Aug 2021 00:01:41 -0700
Subject: [PATCH 5293/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a97789b-98c8-4921-a52b-def07d05758e

PiperOrigin-RevId: 391221895
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 772b8038fe5..64d7eaeeb73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef559d528ef31e777617966d37a94f74fae27752aebd1deb8478cd9b3172ac50",
-    git_commit = "02950049c66d09e47ea9a95c0cf2b43cdbb8ba69",
+    sha256 = "602dcac323c5eacc09a0518977a283aabbad481cac1fb119cce2518798207154",
+    git_commit = "8ffe9c08dae7c962082e6b241a46bc46f65892c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b549f55e0da141ea57fb529bf38a2c026bf50a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Aug 2021 06:02:01 -0700
Subject: [PATCH 5294/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55d8c86e-e60c-4297-b939-40fa95c8fb2a

PiperOrigin-RevId: 391270698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64d7eaeeb73..272cbdef931 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "602dcac323c5eacc09a0518977a283aabbad481cac1fb119cce2518798207154",
-    git_commit = "8ffe9c08dae7c962082e6b241a46bc46f65892c7",
+    sha256 = "d4f8a156792575141308a5b79bd15351f5b81664f2798e60ab2eb7f0920c9e81",
+    git_commit = "48cc4698fb0b2fd7b904c5a9e0fec1b4f7ff04fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 52d1bec91873aacdbbdae2690c7b387fe0c33936 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Aug 2021 12:01:32 -0700
Subject: [PATCH 5295/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae1534c3-24b3-43b7-9449-22a16da0f475

PiperOrigin-RevId: 391344804
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 272cbdef931..054ae6672a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4f8a156792575141308a5b79bd15351f5b81664f2798e60ab2eb7f0920c9e81",
-    git_commit = "48cc4698fb0b2fd7b904c5a9e0fec1b4f7ff04fc",
+    sha256 = "cf7ea26b0f976d8e99014490fd2b867aed3cdbfb0c9c0f0501c25247d0fe3aaf",
+    git_commit = "5e994e6ba529afb25aa7630acd97e873e65c1a08",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cb35ad0fd33f49cd47e7aee6ab0e7f90a54f570 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Aug 2021 18:01:30 -0700
Subject: [PATCH 5296/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72df081b-5577-496a-ab99-1850c45687c1

PiperOrigin-RevId: 391419349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 054ae6672a3..27a9173f1f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf7ea26b0f976d8e99014490fd2b867aed3cdbfb0c9c0f0501c25247d0fe3aaf",
-    git_commit = "5e994e6ba529afb25aa7630acd97e873e65c1a08",
+    sha256 = "377e5ba5e14a051cab511205c1e99c217dcec238136b22b77c96beceee64a34a",
+    git_commit = "135b813cf21db4394047209cbb1650431c08e0ed",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c00d3d8699dfa747ea25f8531089e31dbe028d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Aug 2021 00:03:59 -0700
Subject: [PATCH 5297/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd7a92dc-d5d9-423f-851f-c9a5577f22e8

PiperOrigin-RevId: 391463077
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27a9173f1f2..b25b02c3d9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "377e5ba5e14a051cab511205c1e99c217dcec238136b22b77c96beceee64a34a",
-    git_commit = "135b813cf21db4394047209cbb1650431c08e0ed",
+    sha256 = "c435f6bdd8ca4001023894306897e0aad36f4e90fba4a0bb04c2aed823a09820",
+    git_commit = "6dc710fba8502be6bbe77be5beffd664fb136ba1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d4bbb385cda64fcaaa9b7d809d74786f9bcccf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Aug 2021 06:01:48 -0700
Subject: [PATCH 5298/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0fc0c9db-002b-4cad-b21a-e0bfed0d9e0d

PiperOrigin-RevId: 391508263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b25b02c3d9d..9f8eee43c58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c435f6bdd8ca4001023894306897e0aad36f4e90fba4a0bb04c2aed823a09820",
-    git_commit = "6dc710fba8502be6bbe77be5beffd664fb136ba1",
+    sha256 = "b55b31400fc50efcbbb15c305855ff18262c194666591f232eadadb6129381a2",
+    git_commit = "5972e123114bdfb8c877a6746702b104022fe4d9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01ef5428ac34884b12b7b0524f422297e066c2b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Aug 2021 12:01:49 -0700
Subject: [PATCH 5299/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74902eea-f9e0-4127-b63e-debf631007d7

PiperOrigin-RevId: 391578809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f8eee43c58..92adc58d101 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b55b31400fc50efcbbb15c305855ff18262c194666591f232eadadb6129381a2",
-    git_commit = "5972e123114bdfb8c877a6746702b104022fe4d9",
+    sha256 = "ab53cf76f59f716cbb1c4cc80162439c07dd6358b302396a875f19b8bd4b8fb9",
+    git_commit = "cac8b1e006581d2e4a8e02b74cd4c1bc210ce636",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f869f919fed76e306ab42510c5c06442c514260e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Aug 2021 18:01:47 -0700
Subject: [PATCH 5300/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82708358-c612-4eed-b13a-7846e3b2a5d5

PiperOrigin-RevId: 391651511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92adc58d101..b6d139bef6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab53cf76f59f716cbb1c4cc80162439c07dd6358b302396a875f19b8bd4b8fb9",
-    git_commit = "cac8b1e006581d2e4a8e02b74cd4c1bc210ce636",
+    sha256 = "cbef30ceeea35211f9fadb43178c94e975ce7e12b968d46b1d9c414a93357d73",
+    git_commit = "dfe02bf6604cf22a111eaa55138cbaf610797d57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a47647eb95f25923c350c9683fbf05177cce666 Mon Sep 17 00:00:00 2001
From: Sanjay Kumar Chotakur <chotakur@google.com>
Date: Wed, 18 Aug 2021 18:44:21 -0700
Subject: [PATCH 5301/8103] Add release notes for tf-serving 2.3.4.

PiperOrigin-RevId: 391658294
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 2e43fb81957..320083f9843 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.3.4
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* TensorFlow Serving using TensorFlow 2.3.4
+
 # Release 2.4.1
 
 ## Major Features and Improvements

From ea213334dcb5bdfd350317ad6e05c0b7b0d580c3 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Wed, 18 Aug 2021 22:19:14 -0700
Subject: [PATCH 5302/8103] Update TF Text to v2.6.0.

PiperOrigin-RevId: 391682251
---
 .../tf_text_regression/01/saved_model.pb      | Bin 5131543 -> 5193739 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |   8 ++++----
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 846214bfca94b9600d16d89db6f6465911b8c572..f308494431afc4c0ddc148c16c6d86961ca554cd 100644
GIT binary patch
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 14f7a1e1641..08c3cc28dab 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "d82856dc04c04bbce347f72d0ad7df59bb6b26b7030f96f25f036cfe8a138312",
-        strip_prefix = "text-2.5.0",
-        url = "https://github.com/tensorflow/text/archive/v2.5.0.zip",
+        sha256 = "0991ff93959a0e3ec7d16ba9d9ff9b4463bba565da402f1460cdbfa731112034",
+        strip_prefix = "text-2.6.0",
+        url = "https://github.com/tensorflow/text/archive/v2.6.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index d9530833aa9..d0af8a65e14 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,14 +1,14 @@
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 7f703b3..d2c590a 100644
+index 96cb329..1bb98ec 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -93,8 +93,7 @@ def tf_deps(deps = []):
+@@ -126,8 +126,7 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
 -            "@local_config_tf//:libtensorflow_framework",
 -            "@local_config_tf//:tf_header_lib",
 +            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
-         ] + deps + oss_deps,
+         ] + tf_deps + oss_deps,
      })
- 
+     native.cc_library(

From 2bc633d9b3b80cbec7ffa94a6f2e18e47839df18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Aug 2021 00:02:11 -0700
Subject: [PATCH 5303/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1974f758-1897-4fda-b258-e7aa07a2adbf

PiperOrigin-RevId: 391693629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6d139bef6d..528a84194bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbef30ceeea35211f9fadb43178c94e975ce7e12b968d46b1d9c414a93357d73",
-    git_commit = "dfe02bf6604cf22a111eaa55138cbaf610797d57",
+    sha256 = "8cb52b53fd9206b4ffdfab1921d4dac744b400e2df299633535bf9522d55cb7f",
+    git_commit = "49b95fb4266ab79f58cd34810d3f4e6b3aa7d91a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dcdf88f0659b1768b5a0325a317580e77317eb62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Aug 2021 06:01:37 -0700
Subject: [PATCH 5304/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbe15a9e-fed0-45e3-968b-87168dfc71c3

PiperOrigin-RevId: 391740057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 528a84194bc..042d09b6f65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cb52b53fd9206b4ffdfab1921d4dac744b400e2df299633535bf9522d55cb7f",
-    git_commit = "49b95fb4266ab79f58cd34810d3f4e6b3aa7d91a",
+    sha256 = "7b6c5be18a45b79424cc63789e4e667e92a07a095c356c0b1d324271458db799",
+    git_commit = "61cb2f0aad70f8798bdbabf96d4103bb72828af6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2bf45654fe99762618ccae035d10930180228401 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Aug 2021 12:01:57 -0700
Subject: [PATCH 5305/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5aa5579a-8a29-410c-b4c1-cf126243f6d1

PiperOrigin-RevId: 391811837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 042d09b6f65..97657f1baf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b6c5be18a45b79424cc63789e4e667e92a07a095c356c0b1d324271458db799",
-    git_commit = "61cb2f0aad70f8798bdbabf96d4103bb72828af6",
+    sha256 = "d83788a1d7f6147ba6942877a8564610bfe7984b6aba31c308aee2d87aaecbde",
+    git_commit = "f09caa532b6e1ac8d2aa61b7832c78c5b79300c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a5184ce9c9421ddd7d63b8f8bb71876732227502 Mon Sep 17 00:00:00 2001
From: Sanjay Kumar Chotakur <chotakur@google.com>
Date: Thu, 19 Aug 2021 16:05:28 -0700
Subject: [PATCH 5306/8103] Add release notes for tf-serving 2.4.3

PiperOrigin-RevId: 391865022
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 320083f9843..44d9ef03813 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.4.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.4.3
+
 # Release 2.3.4
 
 ## Major Features and Improvements

From 3ef8aa10f100f5cb58a61a083f4fbc68813b9273 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Aug 2021 18:01:47 -0700
Subject: [PATCH 5307/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64b59077-6c00-46ad-9a46-8c80a19cd85d

PiperOrigin-RevId: 391886120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97657f1baf1..3268ecb8543 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d83788a1d7f6147ba6942877a8564610bfe7984b6aba31c308aee2d87aaecbde",
-    git_commit = "f09caa532b6e1ac8d2aa61b7832c78c5b79300c6",
+    sha256 = "a14ace72c720edc61242fb805277799504e2814a2cbe8d99949e677dd34717e7",
+    git_commit = "0c0b48302c769ee69233701b18171a2a4e1c30db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67e660ece69e6aeac384f1d19d4220bdf8a33309 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Thu, 19 Aug 2021 20:34:00 -0700
Subject: [PATCH 5308/8103] propagate thread_pool in input-split case.

PiperOrigin-RevId: 391904778
---
 .../batching/batching_session.cc              |  1 +
 .../batching/batching_session_test.cc         | 85 ++++++++-----------
 2 files changed, 37 insertions(+), 49 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 9e82ec55364..47140820673 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -918,6 +918,7 @@ Status SplitInputTask(
     task->thread_safe_status = input_task.thread_safe_status;
     task->is_partial = true;
     task->done_callback = barrier.Inc();
+    task->thread_pool_options = input_task.thread_pool_options;
 
     task->split_run_metadatas = input_task.split_run_metadatas;
 
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index a24056f6544..a958a102b04 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -136,27 +136,24 @@ std::unique_ptr<Session> CreateMatrixHalfPlusTwoSession() {
   return std::move(bundle.session);
 }
 
-// Similar to the above function, but takes 'run_options', 'inter_op_threadpool'
-// and 'intra_op_threadpool' as addititional parameters.
-void TestSingleRequest(const RunOptions& run_options, float input_0,
-                       float input_1, Session* session,
-                       test_util::CountingThreadPool* inter_op_threadpool,
-                       test_util::CountingThreadPool* intra_op_threadpool) {
-  Tensor input = test::AsTensor<float>({input_0, input_1}, {2});
-  // Half plus two: each output should be input / 2 + 2.
-  Tensor expected_output =
-      test::AsTensor<float>({input_0 / 2 + 2, input_1 / 2 + 2}, {2});
-
-  const std::vector<std::pair<string, Tensor>> inputs = {{"x", input}};
-  std::vector<Tensor> outputs;
+void TestRequest(const std::vector<float>& x_values, TensorShape x_shape,
+                 const std::vector<float>& y_values, TensorShape y_shape,
+                 Session* session,
+                 test_util::CountingThreadPool* inter_op_threadpool = nullptr,
+                 test_util::CountingThreadPool* intra_op_threadpool = nullptr) {
+  Tensor input = test::AsTensor<float>(x_values, x_shape);
+  Tensor expected_output = test::AsTensor<float>(y_values, y_shape);
+
   RunMetadata run_metadata;
   thread::ThreadPoolOptions thread_pool_options;
   thread_pool_options.inter_op_threadpool = inter_op_threadpool;
   thread_pool_options.intra_op_threadpool = intra_op_threadpool;
-  TF_ASSERT_OK(session->Run(run_options, inputs, {"y"}, {} /* target nodes */,
-                            &outputs, &run_metadata, thread_pool_options));
-  ASSERT_EQ(1, outputs.size());
-  test::ExpectTensorEqual<float>(expected_output, outputs[0]);
+  std::vector<Tensor> output;
+  TF_ASSERT_OK(session->Run(RunOptions(), {{"x", input}}, {"y"},
+                            {} /* target nodes */, &output, &run_metadata,
+                            thread_pool_options));
+  ASSERT_EQ(1, output.size());
+  test::ExpectTensorEqual<float>(expected_output, output[0]);
 
   // The intra_op_threadpool doesn't have anything scheduled.
   if (inter_op_threadpool != nullptr) {
@@ -164,25 +161,6 @@ void TestSingleRequest(const RunOptions& run_options, float input_0,
   }
 }
 
-// Test that a session handles a single request for the half-plus-two model
-// properly. The request has two input floats (size=2 for batching purposes).
-void TestSingleRequest(float input_0, float input_1, Session* session) {
-  TestSingleRequest(RunOptions(), input_0, input_1, session,
-                    /*inter_op_threadpool=*/nullptr,
-                    /*intra_op_threadpool=*/nullptr);
-}
-
-void TestRequest(const std::vector<float>& x_values, TensorShape x_shape,
-                 const std::vector<float>& y_values, TensorShape y_shape,
-                 Session* session) {
-  Tensor input = test::AsTensor<float>(x_values, x_shape);
-  Tensor expected_output = test::AsTensor<float>(y_values, y_shape);
-  std::vector<Tensor> output;
-  TF_ASSERT_OK(session->Run({{"x", input}}, {"y"}, {}, &output));
-  ASSERT_EQ(1, output.size());
-  test::ExpectTensorEqual<float>(expected_output, output[0]);
-}
-
 // Invoke Run() with the supplied arguments, and expect a particular error.
 void ExpectError(const string& error_message,
                  const std::vector<std::pair<string, Tensor>>& inputs,
@@ -327,11 +305,13 @@ TEST_P(BatchingSessionTest, Basic) {
   // conjunction should trigger a batch to be processed.
   std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "first_request_thread", [&batching_session] {
-        TestSingleRequest(100.0f, 42.0f, batching_session.get());
+        TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+                    batching_session.get());
       }));
   std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "second_request_thread", [&batching_session] {
-        TestSingleRequest(71.5f, 18.3f, batching_session.get());
+        TestRequest({71.5f, 18.3f}, {2}, {37.75f, 11.15f}, {2},
+                    batching_session.get());
       }));
 }
 
@@ -659,7 +639,8 @@ TEST_P(BatchingSessionTest, SingletonBatch) {
   TF_ASSERT_OK(CreateBasicBatchingSession(
       schedule_options, batching_session_options, {{"x"}, {"y"}},
       CreateHalfPlusTwoSession(), &batching_session));
-  TestSingleRequest(100.0f, 42.0f, batching_session.get());
+  TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+              batching_session.get());
 }
 
 TEST_P(BatchingSessionTest, RequestThatDoesntMatchSignatureGetsRunAnyway) {
@@ -675,7 +656,8 @@ TEST_P(BatchingSessionTest, RequestThatDoesntMatchSignatureGetsRunAnyway) {
       schedule_options, batching_session_options, {{"x2"}, {"y3"}},
       CreateHalfPlusTwoSession(), &batching_session));
   // Issue a request using x/y, which doesn't match the x2/y3 signature.
-  TestSingleRequest(100.0f, 42.0f, batching_session.get());
+  TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+              batching_session.get());
 }
 
 TEST_P(BatchingSessionTest, RequestWithIncompatibleInputTensorSizes) {
@@ -735,7 +717,8 @@ TEST_P(BatchingSessionTest, AllowedBatchSizesNoPaddingNeeded) {
   TF_ASSERT_OK(CreateBasicBatchingSession(
       schedule_options, batching_session_options, {{"x"}, {"y"}},
       std::move(batch_size_capturing_session), &batching_session));
-  TestSingleRequest(100.0f, 42.0f, batching_session.get());
+  TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+              batching_session.get());
 
   // It should not add any padding, i.e. leave the batch size at 2.
   EXPECT_EQ(2, batch_size_capturing_session_raw->latest_batch_size());
@@ -776,7 +759,8 @@ TEST_P(BatchingSessionTest, AllowedBatchSizesRequirePadding) {
   TF_ASSERT_OK(CreateBasicBatchingSession(
       schedule_options, batching_session_options, {{"x"}, {"y"}},
       std::move(batch_size_capturing_session), &batching_session));
-  TestSingleRequest(100.0f, 42.0f, batching_session.get());
+  TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+              batching_session.get());
 
   // It should pad the batch size from 2 to 3.
   EXPECT_EQ(3, batch_size_capturing_session_raw->latest_batch_size());
@@ -1007,10 +991,11 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
 
 TEST_P(BatchingSessionTest, ThreadPoolOptions) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
-  schedule_options.max_batch_size = 4;  // fits two 2-unit tasks
+  schedule_options.max_batch_size = 3;
   schedule_options.batch_timeout_micros = 1 * 1000 * 1000;  // won't trigger
   schedule_options.num_batch_threads = 1;
   schedule_options = annotate_options(schedule_options);
+  schedule_options.max_execution_batch_size = 1;
   std::unique_ptr<Session> batching_session;
   BatchingSessionOptions batching_session_options;
   TF_ASSERT_OK(CreateBasicBatchingSession(
@@ -1022,17 +1007,19 @@ TEST_P(BatchingSessionTest, ThreadPoolOptions) {
   test_util::CountingThreadPool intra_op_threadpool(Env::Default(), "IntraOp",
                                                     /*num_threads=*/1);
 
-  // Asynchronously send two requests whose total size is 4. The two requests in
-  // conjunction should trigger a batch to be processed.
+  // Asynchronously send two requests whose total size is 4.
+  // They form two batches in both non-split and input-split mode.
   std::unique_ptr<Thread> first_request_thread(
       Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        TestSingleRequest(RunOptions(), 100.0f, 42.0f, batching_session.get(),
-                          &inter_op_threadpool, &intra_op_threadpool);
+        TestRequest({100.0f, 42.0f}, {2}, {52.0f, 23.0f}, {2},
+                    batching_session.get(), &inter_op_threadpool,
+                    &intra_op_threadpool);
       }));
   std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "second_request_thread", [&] {
-        TestSingleRequest(RunOptions(), 71.5f, 18.3f, batching_session.get(),
-                          &inter_op_threadpool, &intra_op_threadpool);
+        TestRequest({71.5f, 18.3f}, {2}, {37.75f, 11.15f}, {2},
+                    batching_session.get(), &inter_op_threadpool,
+                    &intra_op_threadpool);
       }));
 }
 

From a4f0e564086cc826c0132e4199493fe73a39eae6 Mon Sep 17 00:00:00 2001
From: Sanjay Kumar Chotakur <chotakur@google.com>
Date: Thu, 19 Aug 2021 23:01:23 -0700
Subject: [PATCH 5309/8103] Add release notes for tf-serving 2.5.2

PiperOrigin-RevId: 391922136
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 44d9ef03813..78c93c48b30 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.5.2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.5.1
+
 # Release 2.4.3
 
 ## Major Features and Improvements

From 9ed2c311cb5ef39f108446b27b5f4b7bc9dc6a00 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Aug 2021 00:02:06 -0700
Subject: [PATCH 5310/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0158402b-4a67-4ef5-9076-80597b3e057a

PiperOrigin-RevId: 391928939
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3268ecb8543..9fd2f962a24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a14ace72c720edc61242fb805277799504e2814a2cbe8d99949e677dd34717e7",
-    git_commit = "0c0b48302c769ee69233701b18171a2a4e1c30db",
+    sha256 = "f23ba73baddea01020f35cc541ec1c8f8161ffcb3ddea658f40321e767fcda9c",
+    git_commit = "89216684ec30b89b3941ad016c234a1abca0cbc3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 588f16622b0d4f307f6068162332dabd89e2b096 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Aug 2021 06:02:48 -0700
Subject: [PATCH 5311/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50bbd5a8-5d93-4cc5-8010-ee005e2fbdde

PiperOrigin-RevId: 391973967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fd2f962a24..299f11f5d17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f23ba73baddea01020f35cc541ec1c8f8161ffcb3ddea658f40321e767fcda9c",
-    git_commit = "89216684ec30b89b3941ad016c234a1abca0cbc3",
+    sha256 = "ba6d10ed073ecd6ee7fc29e815779550b791faf33355a842aafdf482f4308de8",
+    git_commit = "440628e5c3bfc4c355806048ac8ae3277ee697ad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba4a5deca6a7c4278b20f15b9b1feddcddcc65ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Aug 2021 12:01:53 -0700
Subject: [PATCH 5312/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f638d1b-df76-464f-a42d-f204bcd152e3

PiperOrigin-RevId: 392040071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 299f11f5d17..1e69b9d4abd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba6d10ed073ecd6ee7fc29e815779550b791faf33355a842aafdf482f4308de8",
-    git_commit = "440628e5c3bfc4c355806048ac8ae3277ee697ad",
+    sha256 = "c9efb56bd200cc6769a3a79534fed8e309930bbdd73ebf74c2a20d6247b69610",
+    git_commit = "5cfcd2c02ce53fb7766d557c516e495993f3f4b4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a461c55b6287b0c77fedd498ccb73677586cea98 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 20 Aug 2021 12:44:45 -0700
Subject: [PATCH 5313/8103] Use InputSplitMetadata in batching-session's
 SplitInputTask, so it handles the lazy splits case.

PiperOrigin-RevId: 392049082
---
 tensorflow_serving/batching/BUILD             |  2 +
 .../batching/batching_session.cc              | 34 +++++----
 .../batching/batching_session_test.cc         | 70 ++++++++++++++-----
 3 files changed, 69 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 11a973bd577..ae86ca146da 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -76,6 +76,7 @@ cc_library(
         ":threadsafe_status",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:hash",
+        "@com_google_absl//absl/container:fixed_array",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
@@ -84,6 +85,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:input_split_metadata",
         "@org_tensorflow//tensorflow/core/profiler/lib:traceme",
         "@org_tensorflow//tensorflow/core/profiler/lib:traceme_encode",
     ],
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 47140820673..9768c7888c5 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -19,10 +19,12 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/container/fixed_array.h"
 #include "tensorflow/core/framework/cost_graph.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_util.h"
+#include "tensorflow/core/kernels/batching_util/input_split_metadata.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -809,7 +811,7 @@ Status SplitInputTask(
   BatchingSessionTask& input_task = *(*input_task_ptr);
   const int64 input_task_size = input_task.size();
 
-  DCHECK_GT(input_task_size, open_batch_remaining_slot);
+  DCHECK_GT(input_task_size, 0);
 
   // `split_task_done_callback` runs only after all split tasks are complete.
   std::function<void()> split_task_done_callback =
@@ -879,31 +881,27 @@ Status SplitInputTask(
       };
   IncrementalBarrier barrier(split_task_done_callback);
 
-  std::vector<int64> output_task_sizes;
+  const internal::InputSplitMetadata input_split_metadata(
+      input_task_size, open_batch_remaining_slot, max_batch_size);
 
-  if (open_batch_remaining_slot > 0) {
-    output_task_sizes.push_back(open_batch_remaining_slot);
-  }
-
-  for (int left_task_size = input_task_size - open_batch_remaining_slot;
-       left_task_size > 0; left_task_size -= max_batch_size) {
-    int next_task_size = std::min(left_task_size, max_batch_size);
-    output_task_sizes.push_back(next_task_size);
-  }
-
-  const int output_task_num = output_task_sizes.size();
+  // Creates an array of int64 from an array of int, since `tensor::Split`
+  // requires an array of int64.
+  const absl::FixedArray<int64> output_task_sizes(
+      input_split_metadata.task_sizes().begin(),
+      input_split_metadata.task_sizes().end());
+  const int num_batches = output_task_sizes.size();
 
-  input_task.shared_outputs->resize(output_task_num);
+  input_task.shared_outputs->resize(num_batches);
 
-  for (int i = 0; i < output_task_num; ++i) {
+  for (int i = 0; i < num_batches; ++i) {
     (*input_task.shared_outputs)[i].reserve(
         input_task.output_tensor_names->size());
   }
 
-  input_task.split_run_metadatas->resize(output_task_num);
+  input_task.split_run_metadatas->resize(num_batches);
 
-  output_tasks->reserve(output_task_num);
-  for (int i = 0; i < output_task_num; i++) {
+  output_tasks->reserve(num_batches);
+  for (int i = 0; i < num_batches; i++) {
     auto task = absl::make_unique<BatchingSessionTask>();
     task->enqueue_time_micros = input_task.enqueue_time_micros;
     task->run_options = input_task.run_options;
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index a958a102b04..9b3f84ca374 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -246,31 +246,24 @@ TEST(BatchingSessionSignatureTest, TensorSignatureFromSignatureDefs) {
               UnorderedElementsAre("y0", "y1", "y3"));
 }
 
-class BatchingSessionTest : public ::testing::TestWithParam<bool> {
+class BatchingSessionTest
+    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
  public:
   BatchingSessionTest() {}
 
-  bool enable_large_batch_splitting() const { return GetParam(); }
+  bool enable_large_batch_splitting() const { return std::get<0>(GetParam()); }
+
+  bool enable_lazy_split() const { return std::get<1>(GetParam()); }
 
   std::function<
       Status(std::unique_ptr<BatchingSessionTask>* input_task,
              int first_output_task_size, int max_batch_size,
              std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)>
   get_split_input_task_func() const {
-    const bool enable_large_batch_splitting =
-        this->enable_large_batch_splitting();
-    return [enable_large_batch_splitting](
-               std::unique_ptr<BatchingSessionTask>* input_task,
-               int open_batch_remaining_slot, int max_batch_size,
-               std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)
-               -> Status {
-      if (enable_large_batch_splitting) {
-        return SplitInputTask(input_task, open_batch_remaining_slot,
-                              max_batch_size, output_tasks);
-      } else {
-        return Status::OK();
-      }
-    };
+    if (enable_large_batch_splitting()) {
+      return SplitInputTask;
+    }
+    return nullptr;
   }
 
   // If 'enable_large_batch_splitting' is true, annotate `input_options` with
@@ -279,8 +272,10 @@ class BatchingSessionTest : public ::testing::TestWithParam<bool> {
       const BasicBatchScheduler<BatchingSessionTask>::Options input_options) {
     BasicBatchScheduler<BatchingSessionTask>::Options output_options =
         input_options;
+    output_options.enable_large_batch_splitting =
+        enable_large_batch_splitting();
+    output_options.enable_lazy_split = enable_lazy_split();
     if (enable_large_batch_splitting()) {
-      output_options.enable_large_batch_splitting = true;
       output_options.split_input_task_func = get_split_input_task_func();
       output_options.max_execution_batch_size = input_options.max_batch_size;
     }
@@ -442,6 +437,37 @@ TEST_P(BatchingSessionTest, BatchHandlesSplitError) {
       }));
 }
 
+TEST_P(BatchingSessionTest, BatchingLazySplit) {
+  if (!enable_large_batch_splitting()) {
+    return;
+  }
+
+  BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
+  schedule_options.max_batch_size = 2;
+  schedule_options.batch_timeout_micros = INT_MAX;  // set a large time out
+  schedule_options.num_batch_threads = 1;
+  schedule_options = annotate_options(schedule_options);
+  schedule_options.max_execution_batch_size = 1;
+  std::unique_ptr<Session> batching_session;
+  BatchingSessionOptions batching_session_options;
+  TF_ASSERT_OK(CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      CreateHalfPlusTwoSession(), &batching_session));
+
+  // `max_batch_size` is 2 and `max_execution_batch_size` is 1, so inputs
+  // will be split and process.
+  std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "first_request", [&batching_session] {
+        TestRequest({5, 6, 7, 8}, {1, 2, 2}, {4.5, 5, 5.5, 6}, {1, 2, 2},
+                    batching_session.get());
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request", [&batching_session] {
+        TestRequest({1, 2, 3, 4}, {1, 2, 2}, {2.5, 3, 3.5, 4.0}, {1, 2, 2},
+                    batching_session.get());
+      }));
+}
+
 TEST(BatchingSessionTest, BatchingWithPaddingAndCost) {
   BasicBatchScheduler<BatchingSessionTask>::Options schedule_options;
   schedule_options.max_batch_size = 2;
@@ -1069,8 +1095,14 @@ TEST_P(BatchingSessionTest, SubsetOutputTensors) {
       }));
 }
 
-INSTANTIATE_TEST_CASE_P(WithOrWithoutInputSplit, BatchingSessionTest,
-                        ::testing::Bool());
+INSTANTIATE_TEST_SUITE_P(
+    Parameter, BatchingSessionTest,
+    ::testing::Values(std::make_tuple(/*enable_input_batch_split=*/false,
+                                      /*enable_lazy_split=*/false),
+                      std::make_tuple(/*enable_input_batch_split=*/true,
+                                      /*enable_lazy_split=*/false),
+                      std::make_tuple(/*enable_input_batch_split=*/true,
+                                      /*enable_lazy_split=*/true)));
 
 }  // namespace
 }  // namespace serving

From 9ec4243f53761d10cb9d0e26b08247c215fb7bd2 Mon Sep 17 00:00:00 2001
From: Mingming Liu <mingmingl@google.com>
Date: Fri, 20 Aug 2021 14:20:55 -0700
Subject: [PATCH 5314/8103] Internal change

PiperOrigin-RevId: 392068457
---
 tensorflow_serving/tools/docker/tests/docker_test_lib.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
index 40b784b0138..edfd2c15291 100755
--- a/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
+++ b/tensorflow_serving/tools/docker/tests/docker_test_lib.sh
@@ -152,7 +152,7 @@ function test_docker_image {
 
   echo "Starting TF ModelServer in Docker container from image:${IMAGE} ..."
   if [[ "$IS_DEVEL_IMAGE" = true ]]; then
-    echo "Starting TF ModelServer in Docker container from image:${image} ..."
+    echo "Starting TF ModelServer in Docker container from image:${IMAGE} ..."
     # Devel images do not run ModelServer but rather start interative shell.
     # Hence we need to explicitly set entrypoint to modelserver and pass the
     # required commandline options to serve the model.

From b4c2152bd9551668959542580756057bad3655ef Mon Sep 17 00:00:00 2001
From: Sanjay Kumar Chotakur <chotakur@google.com>
Date: Fri, 20 Aug 2021 15:47:44 -0700
Subject: [PATCH 5315/8103] Add release notes for tf-serving 2.6.0

PiperOrigin-RevId: 392084795
---
 RELEASE.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 78c93c48b30..a2612e5f45e 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,28 @@
+# Release 2.6.0
+
+## Major Features and Improvements
+
+* Update TF Text to v2.5.0. (commit: 48e5a9e23a1e0b2951b77c3e8f9832193d9b1851)
+* Add support for Google ALTS. (commit: ceba636bb7c5c98bde35d1818fd033b36300fffe)
+* Enable HTTP PATCH support in HTTP/REST server (commit: 6cbc4a9eb419c8078c3a4e791381cda70dd8fc78)
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Enable tensor output filters with batching. (commit: 448dbe14624538ab76fd6aeb2a456344e7f41c78)
+* Update tf.io import in warmup example doc. (commit: 6579d2d056530565cd6606a39c82b2f6c1d3799e)
+* Resize tensors if the dimensions of the tflite and tensorflow inputs mismatch, even if the number of elements are the same (commit: 8293f44bd5c5ecc68636cd0d036234f891d29366)
+* Add basic batch scheduler for tflite models to improve batch parallelism. (commit: 0ffd6080437ca8175b067be7cc00f5b3df9ea92a)
+* Reserve Unavailable error to TF communication ops only. (commit: db9aca187affd0453627a1729916acfea98ae800)
+* Add the flag thread_pool_factory_config_file to model server and fix a typo. (commit: efc445f416f8cb20606ca0d2aaf44c13fae7ea4c)
+
+## Thanks to our Contributors
+
+This release contains contributions from many people at Google.
+
 # Release 2.5.2
 
 ## Major Features and Improvements

From 86646c2875ae1baec59e15e72dbc7809096e874e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Aug 2021 18:01:57 -0700
Subject: [PATCH 5316/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0724fb09-ff30-4688-b3c8-4a24bd8cf0ee

PiperOrigin-RevId: 392104442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e69b9d4abd..57b6daa2f8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9efb56bd200cc6769a3a79534fed8e309930bbdd73ebf74c2a20d6247b69610",
-    git_commit = "5cfcd2c02ce53fb7766d557c516e495993f3f4b4",
+    sha256 = "8c40ae2ea8d99e89ffa6207a9919f54ec058b4e661ea0db4fdd0de39a3579d4a",
+    git_commit = "08efa249c135502a8f466218aa4ce26b9be86cb5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96e613f857d1110cc38624bc38d1657c5ee89747 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Aug 2021 00:01:43 -0700
Subject: [PATCH 5317/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9a349375-1927-4bb2-9b95-f4b411a504f4

PiperOrigin-RevId: 392137434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57b6daa2f8a..5fa9c13fc03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c40ae2ea8d99e89ffa6207a9919f54ec058b4e661ea0db4fdd0de39a3579d4a",
-    git_commit = "08efa249c135502a8f466218aa4ce26b9be86cb5",
+    sha256 = "a3938e95d166596cb3a580b1999869b9b23bb0c2fda44ba6058910ddec2d0ac7",
+    git_commit = "e1b7e72bed082a8d01a40bb9d049343f1fa5a3f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3fac4cc0b7302ffc3b6158426b0aff020d312bc1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Aug 2021 06:02:05 -0700
Subject: [PATCH 5318/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a3771a8-81ad-4915-ac12-5a354c88174f

PiperOrigin-RevId: 392165732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5fa9c13fc03..2e5d10a25cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3938e95d166596cb3a580b1999869b9b23bb0c2fda44ba6058910ddec2d0ac7",
-    git_commit = "e1b7e72bed082a8d01a40bb9d049343f1fa5a3f1",
+    sha256 = "6e64fb5d9d55e8a0fd7d1ea5c11789622a2029874111c1d7f507b64e5eef9d80",
+    git_commit = "65766f571f8c735421bebd9f9c8029fde4f5c4e5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 87fce179661181ecbd2e57c28ff12d4c7493a1f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Aug 2021 12:01:31 -0700
Subject: [PATCH 5319/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7fdbd5a-65fd-4bf0-aef3-dc1bc3bfe374

PiperOrigin-RevId: 392193523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e5d10a25cd..fedbccc58ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e64fb5d9d55e8a0fd7d1ea5c11789622a2029874111c1d7f507b64e5eef9d80",
-    git_commit = "65766f571f8c735421bebd9f9c8029fde4f5c4e5",
+    sha256 = "048a83ea64b328542b59a05daebf5a535d03291510394eba5acddf197297f6fd",
+    git_commit = "0fb82942a0b9d734f066575eeb38963de1d7d1c9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 533ffe69720fd5354a3eb219573b2674edaafbf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Aug 2021 18:01:51 -0700
Subject: [PATCH 5320/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8223a388-5f7a-4513-8295-72f9baf76568

PiperOrigin-RevId: 392220215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fedbccc58ab..a9b2c2dae2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "048a83ea64b328542b59a05daebf5a535d03291510394eba5acddf197297f6fd",
-    git_commit = "0fb82942a0b9d734f066575eeb38963de1d7d1c9",
+    sha256 = "41a9432c6fc522a50c58bae762a9ea9410b815c190bb1fefb2864d546bf7310e",
+    git_commit = "dbe21cbc15407e34cbae66882cee3f1fbf583ff2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 065cd5225a2658a0a59cf68b9ec3f0c45559248b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Aug 2021 00:01:45 -0700
Subject: [PATCH 5321/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d5c743e-1072-428a-9e53-968313cdf7c7

PiperOrigin-RevId: 392247423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9b2c2dae2f..3121dda5864 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41a9432c6fc522a50c58bae762a9ea9410b815c190bb1fefb2864d546bf7310e",
-    git_commit = "dbe21cbc15407e34cbae66882cee3f1fbf583ff2",
+    sha256 = "9626c7a2ed0a7c7e5a047369daf8caf45d3cdf3b345f7818bc4358dfc455a8b8",
+    git_commit = "2d2d5f71b7c06e460578781f78805995f131ef48",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 955e4ee234ad0af7c3c841a964b7013959072a94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Aug 2021 06:01:47 -0700
Subject: [PATCH 5322/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f131d5f0-f94b-48c7-86e1-3fe69f03d11e

PiperOrigin-RevId: 392276237
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3121dda5864..30836ab604e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9626c7a2ed0a7c7e5a047369daf8caf45d3cdf3b345f7818bc4358dfc455a8b8",
-    git_commit = "2d2d5f71b7c06e460578781f78805995f131ef48",
+    sha256 = "482f16fe96367be32345f6154db308ee075cebd5f59414d0c79213b3a3943f71",
+    git_commit = "3c29e255b44d49cb50a1ef4ac31fac0caf288f59",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a551606885abfb5c246707c4291e2ad0e971afaa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Aug 2021 12:01:54 -0700
Subject: [PATCH 5323/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c69df54-6246-4ad8-8d22-28888836b48b

PiperOrigin-RevId: 392303209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30836ab604e..c67eff32f35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "482f16fe96367be32345f6154db308ee075cebd5f59414d0c79213b3a3943f71",
-    git_commit = "3c29e255b44d49cb50a1ef4ac31fac0caf288f59",
+    sha256 = "f836d91f3620855ad608b30c5b8b39e81b7803ba280c063b57c868a86ea83168",
+    git_commit = "5e57698fd26f9b441df03108ecbeb80a6642716a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 60cb40d289d36077cbaf8bf7513b793d37f052cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Aug 2021 18:01:54 -0700
Subject: [PATCH 5324/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f795aecb-191b-483c-b237-c43920b5d1e0

PiperOrigin-RevId: 392331518
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c67eff32f35..afe84bcf7c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f836d91f3620855ad608b30c5b8b39e81b7803ba280c063b57c868a86ea83168",
-    git_commit = "5e57698fd26f9b441df03108ecbeb80a6642716a",
+    sha256 = "e26e97aff62e10ebd3c45aad03a53722d93b3e4e1c593ed1d5105e7fe16c13f6",
+    git_commit = "824316601bf8f3a44028c5ce93495ea8fd515803",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df4e2105b37070f900a16b66e13f97c7a27f11f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Aug 2021 00:01:36 -0700
Subject: [PATCH 5325/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/609de127-185e-4b56-8c46-368eaf668ec5

PiperOrigin-RevId: 392366349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afe84bcf7c0..556f6310d67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e26e97aff62e10ebd3c45aad03a53722d93b3e4e1c593ed1d5105e7fe16c13f6",
-    git_commit = "824316601bf8f3a44028c5ce93495ea8fd515803",
+    sha256 = "e88068e94171e7ad8a48862c4b44ca6c507e983b0aefffc832f823f444a828b8",
+    git_commit = "d1b4fb5e8c412ea9ef1bffe242e67a248a107e69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25ed824236f84437b78de510d605246734442b89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Aug 2021 06:01:53 -0700
Subject: [PATCH 5326/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7489b51-5319-40da-9f13-c8a106a2205d

PiperOrigin-RevId: 392412482
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 556f6310d67..5bd83d712f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e88068e94171e7ad8a48862c4b44ca6c507e983b0aefffc832f823f444a828b8",
-    git_commit = "d1b4fb5e8c412ea9ef1bffe242e67a248a107e69",
+    sha256 = "56562bce6465bf8ddb04b3d5965ef083721f82656e0f37219d17750c5a4ec043",
+    git_commit = "5ca10dc92057d721397c5e9161c3c28b2c44d24e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d60c8211f08201705fc411545722b214f684b583 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Aug 2021 12:01:59 -0700
Subject: [PATCH 5327/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6194e41d-2949-45fc-9219-791608a68465

PiperOrigin-RevId: 392486762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bd83d712f7..cdfcfb69fd0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56562bce6465bf8ddb04b3d5965ef083721f82656e0f37219d17750c5a4ec043",
-    git_commit = "5ca10dc92057d721397c5e9161c3c28b2c44d24e",
+    sha256 = "f778019e30d4fb029106652394b6197a4e2d873affb76dabf35b143283677865",
+    git_commit = "177486a8bce8e2dfbf942b158a703eb0fc33b425",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a3725f88fc5473f8ac78e6c6c64aa2db2e1d3e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Aug 2021 18:01:42 -0700
Subject: [PATCH 5328/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a981c25-6892-4697-a93e-3a5a1ce5a503

PiperOrigin-RevId: 392559708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdfcfb69fd0..bdbc4c8d5a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f778019e30d4fb029106652394b6197a4e2d873affb76dabf35b143283677865",
-    git_commit = "177486a8bce8e2dfbf942b158a703eb0fc33b425",
+    sha256 = "e8a537a31268191e987f816729fa971630d94e7a83b6f643e0840e95379617d1",
+    git_commit = "9759a457d44690f0de4f5f25c51483acb12ef179",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61365e7210e5e1e810943daf30326a7864864ffd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Aug 2021 18:01:35 -0700
Subject: [PATCH 5329/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48c42fd1-7c1f-4713-8d00-4911959ee850

PiperOrigin-RevId: 393019705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdbc4c8d5a7..d9d5104cb4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8a537a31268191e987f816729fa971630d94e7a83b6f643e0840e95379617d1",
-    git_commit = "9759a457d44690f0de4f5f25c51483acb12ef179",
+    sha256 = "9a481719915ee74a158ad3d0ecb7e311d94462ff0fd915d68372809fc8ea6a56",
+    git_commit = "4483ab5855bb4d052934dfe7529c44590de67e29",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5147af3c9828e205c3d9e29ede8fdd47d612faa9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Aug 2021 00:01:56 -0700
Subject: [PATCH 5330/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf650992-145f-4702-ad1b-a340754297bb

PiperOrigin-RevId: 393061132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9d5104cb4c..2a39b53b1b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a481719915ee74a158ad3d0ecb7e311d94462ff0fd915d68372809fc8ea6a56",
-    git_commit = "4483ab5855bb4d052934dfe7529c44590de67e29",
+    sha256 = "42e72eccd408d83a5561268fefb75fdf0bf53ac37f78cc9c161c31123bb7f7b8",
+    git_commit = "3edbbc918a940162fc9ae4d69bba0fff86db9ca2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c7172887f7137242dd84ce9995603b45e8d9389 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Aug 2021 06:02:16 -0700
Subject: [PATCH 5331/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41197871-419f-4509-b1fa-adc6a1e5e1de

PiperOrigin-RevId: 393105805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a39b53b1b3..99cd82722d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42e72eccd408d83a5561268fefb75fdf0bf53ac37f78cc9c161c31123bb7f7b8",
-    git_commit = "3edbbc918a940162fc9ae4d69bba0fff86db9ca2",
+    sha256 = "ff1520191321fd10343b2b2c914f5f92751443b9d1b04bfe55e5d9ca7d6fad1d",
+    git_commit = "38c7871ecf1a4ede109fa0ce870c5d8d5401df05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc56d3ff8f41bb17d9bd9e3ee5285f605f726c93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Aug 2021 12:01:46 -0700
Subject: [PATCH 5332/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f049dc9c-4be7-406d-bd60-7c9fb20fef2c

PiperOrigin-RevId: 393175916
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99cd82722d6..11d8cf43d09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff1520191321fd10343b2b2c914f5f92751443b9d1b04bfe55e5d9ca7d6fad1d",
-    git_commit = "38c7871ecf1a4ede109fa0ce870c5d8d5401df05",
+    sha256 = "fec9f59476d229da82770806e0bb04b08c694fa6a0cd5bd64c2afd306733bef4",
+    git_commit = "498b2df2204c038b2d99df6ee274311fb5cbc213",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From beb023e7f3b6b796e629aaa8aeafc928e248c619 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Aug 2021 18:01:47 -0700
Subject: [PATCH 5333/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae4183f0-1ea1-49fe-88a1-7c5b496c96eb

PiperOrigin-RevId: 393249458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11d8cf43d09..2f6a258446c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fec9f59476d229da82770806e0bb04b08c694fa6a0cd5bd64c2afd306733bef4",
-    git_commit = "498b2df2204c038b2d99df6ee274311fb5cbc213",
+    sha256 = "2746a24c964df716755c90cc9373a6f9535d44cd1acb79d2bb7f6e0ab8569066",
+    git_commit = "a04c001c0e2e257f9d0f4d01ca24dfa1b9e83dcd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4e53420a0d885aeaefe6bee17abb255f79c34db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Aug 2021 00:01:53 -0700
Subject: [PATCH 5334/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fd3baa5-98ff-41ec-b487-cdea3171d59b

PiperOrigin-RevId: 393290672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f6a258446c..4f8c4b2bfe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2746a24c964df716755c90cc9373a6f9535d44cd1acb79d2bb7f6e0ab8569066",
-    git_commit = "a04c001c0e2e257f9d0f4d01ca24dfa1b9e83dcd",
+    sha256 = "3212022c00f4e3c27cb39eaefe460298c61f954a1575ebafe65d324fcc660eea",
+    git_commit = "b38d7ac9ff2c8e620990d291baa30f5c6e1aad7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 02ef6d240cb52555488b0294a87e635cae4e8908 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Aug 2021 06:01:54 -0700
Subject: [PATCH 5335/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/085cd759-cd63-49b3-82f6-e87eee3aaae1

PiperOrigin-RevId: 393334565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f8c4b2bfe1..a813b009f0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3212022c00f4e3c27cb39eaefe460298c61f954a1575ebafe65d324fcc660eea",
-    git_commit = "b38d7ac9ff2c8e620990d291baa30f5c6e1aad7f",
+    sha256 = "e5314344c5a921150071714c5bb5c46713b2a8208deac30f4c201f0f7fe2c8b6",
+    git_commit = "d05242d2851641d80420434295e847b3daad5bbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c51a20b09fe542c83d73419a93b306646380efee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Aug 2021 12:01:58 -0700
Subject: [PATCH 5336/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14f9769d-a361-4f86-96f6-64d6f4650074

PiperOrigin-RevId: 393399122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a813b009f0d..fcea1b8972b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5314344c5a921150071714c5bb5c46713b2a8208deac30f4c201f0f7fe2c8b6",
-    git_commit = "d05242d2851641d80420434295e847b3daad5bbb",
+    sha256 = "283ba1bf576b1cce47a407c2c3865fa529950eb09a0302b59ebc8cb4a40cee0f",
+    git_commit = "a244390bce1c73c5ef55e42dac19599ea115d772",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 56610728067fe5b39d2906884673853ef06792c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Aug 2021 18:01:44 -0700
Subject: [PATCH 5337/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ff27816c-40a0-413b-bf94-74e5b727f1c5

PiperOrigin-RevId: 393462713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcea1b8972b..205f6d915fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "283ba1bf576b1cce47a407c2c3865fa529950eb09a0302b59ebc8cb4a40cee0f",
-    git_commit = "a244390bce1c73c5ef55e42dac19599ea115d772",
+    sha256 = "21605f86768eb910de1b429556c4d3ca1ad3c47e09b5eec6ff95bb2cac13068a",
+    git_commit = "143d0048b226570b25d54acbc31ecd9227afa44e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b6caa313b616bc3aed0eacea214f8046286e0a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Aug 2021 00:03:38 -0700
Subject: [PATCH 5338/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9388334-a81e-403f-976c-9ea3ad7fe119

PiperOrigin-RevId: 393493700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 205f6d915fa..82d01cd4b3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21605f86768eb910de1b429556c4d3ca1ad3c47e09b5eec6ff95bb2cac13068a",
-    git_commit = "143d0048b226570b25d54acbc31ecd9227afa44e",
+    sha256 = "4c02648c582ae17155cad9619ae86261333f19abab7530293756bb296fbd8d14",
+    git_commit = "685a2e3b7eaf090db1667f6e7f0b5409482d2844",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4eef7d11cd44047936c22f3a3a248d3e9f6953c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Aug 2021 06:02:11 -0700
Subject: [PATCH 5339/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82ea4114-1ce6-4b38-b27f-79d3a539735c

PiperOrigin-RevId: 393520926
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82d01cd4b3a..3d50a283e65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c02648c582ae17155cad9619ae86261333f19abab7530293756bb296fbd8d14",
-    git_commit = "685a2e3b7eaf090db1667f6e7f0b5409482d2844",
+    sha256 = "504ae1fe7322af5f268f2c2691db0192e4830108ecd61689337399d73ff0c9f0",
+    git_commit = "1d49c355b766a4337db66a67b6623cd364aecd37",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bde95cb4e257f015fa2110103b7d0758c3454bfc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Aug 2021 18:01:46 -0700
Subject: [PATCH 5340/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce00b7a7-292c-4bbf-a61c-6343ab22f370

PiperOrigin-RevId: 393572578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d50a283e65..ad78535dde2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "504ae1fe7322af5f268f2c2691db0192e4830108ecd61689337399d73ff0c9f0",
-    git_commit = "1d49c355b766a4337db66a67b6623cd364aecd37",
+    sha256 = "fef1cda49eb3b0bb837239a69c42b863a5fda38a62b4325ca61da13acfcbd357",
+    git_commit = "b6263beb4a8283bf5c07dc2358f54c68a631b376",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f3e9d400358ab8a69d435fb93840f79d6b7b2027 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Aug 2021 00:01:52 -0700
Subject: [PATCH 5341/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e776c491-dac2-4c06-8ce7-89d91cecbe89

PiperOrigin-RevId: 393597439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad78535dde2..9aa45852183 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fef1cda49eb3b0bb837239a69c42b863a5fda38a62b4325ca61da13acfcbd357",
-    git_commit = "b6263beb4a8283bf5c07dc2358f54c68a631b376",
+    sha256 = "cd69cf0ff66fcb6bf5f7cfeb72a82a7ea2d5e71cb41a2d028dace652b999cc33",
+    git_commit = "e7f914fd16221e047e62b745b990fa22f3cfa932",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5311a23d31821cb3ab0bc1711ea2e602c8d0a95b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Aug 2021 06:01:48 -0700
Subject: [PATCH 5342/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8c7b2d5-ac98-4511-bf95-2b9f335ae1df

PiperOrigin-RevId: 393625331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9aa45852183..3a61c804435 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd69cf0ff66fcb6bf5f7cfeb72a82a7ea2d5e71cb41a2d028dace652b999cc33",
-    git_commit = "e7f914fd16221e047e62b745b990fa22f3cfa932",
+    sha256 = "baaec2e1a6fbbc906c6f73e91d82d95a1d302764b60797d1e1ec0b84e7230412",
+    git_commit = "b4baf4471d13d16df1cc776447ec86721a0e2122",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dabbff0e83defc89b4bc676265e6bcb7e05835e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Aug 2021 00:02:19 -0700
Subject: [PATCH 5343/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3821f81-4184-4ba0-be0e-396e453c20f1

PiperOrigin-RevId: 393710722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a61c804435..34ef0e862df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baaec2e1a6fbbc906c6f73e91d82d95a1d302764b60797d1e1ec0b84e7230412",
-    git_commit = "b4baf4471d13d16df1cc776447ec86721a0e2122",
+    sha256 = "79825bb06f95de1b1b58f348eb0e216982a776e502ea2d52ec91857a51aeaf20",
+    git_commit = "19c122a81862561c031e4759cb1e5324c6023ee7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 03a7f4d26fd7f5ec7c0f99acb61853be59934305 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Aug 2021 06:02:16 -0700
Subject: [PATCH 5344/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1bf89c66-8904-4b2b-880d-46bf6ea2d0b3

PiperOrigin-RevId: 393753437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34ef0e862df..2b020c32eff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79825bb06f95de1b1b58f348eb0e216982a776e502ea2d52ec91857a51aeaf20",
-    git_commit = "19c122a81862561c031e4759cb1e5324c6023ee7",
+    sha256 = "2794188d9e933118fd8bcf7617d16b5263c5af60312716e513dae820c5e80df6",
+    git_commit = "4e8bba06da6c3212c1d4e19ef86c42d905d47c7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e9517c9ef4ecfb60ef36f56c594e4390b334f17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Aug 2021 12:02:10 -0700
Subject: [PATCH 5345/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d82bf9cd-c473-4eb0-b6eb-7628799c2159

PiperOrigin-RevId: 393823831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b020c32eff..395688e71b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2794188d9e933118fd8bcf7617d16b5263c5af60312716e513dae820c5e80df6",
-    git_commit = "4e8bba06da6c3212c1d4e19ef86c42d905d47c7a",
+    sha256 = "1a7c59f877ed49e60fd8cc3c02aecadd5c435119d8875b581ded559125d3cbcc",
+    git_commit = "ac58751deaafcc4622064d553fdbb2763a64e707",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a3ff0ee06d75857b2b7f3ec24c57976d208dee8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Aug 2021 18:02:14 -0700
Subject: [PATCH 5346/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3fb420a-5187-4506-8eab-987177fc8b8c

PiperOrigin-RevId: 393893375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 395688e71b2..0c1ee4699a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a7c59f877ed49e60fd8cc3c02aecadd5c435119d8875b581ded559125d3cbcc",
-    git_commit = "ac58751deaafcc4622064d553fdbb2763a64e707",
+    sha256 = "99efbf4ae448ac240c44194525c4a13adf75a5c6e9affabe2b7f35f1f72108d6",
+    git_commit = "c88f75c410676d4acd560ddd2dd42d262dad7935",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e67bc35934d09a10366238a331b4684e5ed2ea1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Aug 2021 21:15:51 -0700
Subject: [PATCH 5347/8103] Internal build cleanup

PiperOrigin-RevId: 393915314
---
 tensorflow_serving/example/BUILD                       |  1 +
 tensorflow_serving/example/resnet_client.cc            |  4 ++--
 .../experimental/tensorflow/ops/remote_predict/BUILD   |  3 +++
 .../remote_predict/kernels/prediction_service_grpc.cc  |  4 ++--
 tensorflow_serving/model_servers/BUILD                 |  4 ++++
 tensorflow_serving/model_servers/model_service_impl.h  |  2 +-
 .../model_servers/prediction_service_impl.cc           |  2 +-
 tensorflow_serving/model_servers/server.cc             | 10 +++++-----
 tensorflow_serving/model_servers/server.h              |  2 +-
 9 files changed, 20 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index b6beae6c47c..756a2a744ca 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -25,6 +25,7 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework",
diff --git a/tensorflow_serving/example/resnet_client.cc b/tensorflow_serving/example/resnet_client.cc
index 9c1a61c3ac7..7a947b6a27c 100644
--- a/tensorflow_serving/example/resnet_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -18,9 +18,9 @@ limitations under the License.
 #include <fstream>
 #include <iostream>
 
-#include "grpcpp/create_channel.h"
-#include "grpcpp/security/credentials.h"
 #include "google/protobuf/map.h"
+#include "third_party/grpc/include/grpcpp/create_channel.h"
+#include "third_party/grpc/include/grpcpp/security/credentials.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/platform/jpeg.h"
 #include "tensorflow/core/platform/types.h"
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index f821eaad8db..3f01effdfac 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -19,6 +19,7 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
@@ -86,6 +87,7 @@ tf_kernel_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
@@ -160,6 +162,7 @@ cc_library(
     hdrs = ["kernels/prediction_service_grpc.h"],
     deps = [
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index 988f6b0330c..95c315d59d7 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -14,9 +14,9 @@ limitations under the License.
 ==============================================================================*/
 #include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
 
-#include "grpcpp/create_channel.h"
-#include "grpcpp/security/credentials.h"
 #include "absl/time/clock.h"
+#include "third_party/grpc/include/grpcpp/create_channel.h"
+#include "third_party/grpc/include/grpcpp/security/credentials.h"
 
 using namespace tensorflow;  // NOLINT(build/namespaces)
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 45037434685..23671aa3c82 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -210,6 +210,7 @@ cc_library(
         "//tensorflow_serving/apis:model_management_cc_proto",
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
+        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
     ],
 )
@@ -233,6 +234,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
+        "//third_party/grpc",
         "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -350,6 +352,8 @@ cc_library(
         ":model_service_impl",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_github_grpc_grpc//:grpc++",
+        "//third_party/grpc",
+        "//third_party/grpc:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 7778359530d..99d26f51a37 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -16,8 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 
-#include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
+#include "third_party/grpc/include/grpcpp/server_context.h"
 #include "tensorflow_serving/apis/model_management.pb.h"
 #include "tensorflow_serving/apis/model_service.grpc.pb.h"
 #include "tensorflow_serving/apis/model_service.pb.h"
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index eeb71e634b0..cd60dd10f4d 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -15,7 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
 
-#include "grpc/grpc.h"
+#include "third_party/grpc/include/grpc/grpc.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 97215ae24c0..f226a4d3b05 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -23,13 +23,13 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
-#include "grpc/grpc.h"
-#include "grpcpp/resource_quota.h"
-#include "grpcpp/security/server_credentials.h"
-#include "grpcpp/server_builder.h"
-#include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
 #include "absl/memory/memory.h"
+#include "third_party/grpc/include/grpc/grpc.h"
+#include "third_party/grpc/include/grpcpp/resource_quota.h"
+#include "third_party/grpc/include/grpcpp/security/server_credentials.h"
+#include "third_party/grpc/include/grpcpp/server_builder.h"
+#include "third_party/grpc/include/grpcpp/server_context.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 36625c2c568..9f15f7b06be 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -18,7 +18,7 @@ limitations under the License.
 
 #include <memory>
 
-#include "grpcpp/server.h"
+#include "third_party/grpc/include/grpcpp/server.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"

From d384a78885cba5929e818bc9a3299612e1770c23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Aug 2021 00:03:03 -0700
Subject: [PATCH 5348/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24a1313c-0da5-45c7-a3d8-49a5a156fb4d

PiperOrigin-RevId: 393932505
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c1ee4699a1..ba7ecb21242 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99efbf4ae448ac240c44194525c4a13adf75a5c6e9affabe2b7f35f1f72108d6",
-    git_commit = "c88f75c410676d4acd560ddd2dd42d262dad7935",
+    sha256 = "c39d5335c4d69ddeec924f1fb9859e57a3609d20587f70ab4ebaf7b69dc27e35",
+    git_commit = "0bd6bf72b8777b6f8615a1ffdd7b42bef1e1774d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b1a02b5fc63def9b4cfd75bd9dbce9bed4c10bb Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Tue, 31 Aug 2021 12:58:24 -0700
Subject: [PATCH 5349/8103] Internal build cleanup

PiperOrigin-RevId: 394067295
---
 tensorflow_serving/example/BUILD                       |  1 -
 tensorflow_serving/example/resnet_client.cc            |  4 ++--
 .../experimental/tensorflow/ops/remote_predict/BUILD   |  3 ---
 .../remote_predict/kernels/prediction_service_grpc.cc  |  4 ++--
 tensorflow_serving/model_servers/BUILD                 |  4 ----
 tensorflow_serving/model_servers/model_service_impl.h  |  2 +-
 .../model_servers/prediction_service_impl.cc           |  2 +-
 tensorflow_serving/model_servers/server.cc             | 10 +++++-----
 tensorflow_serving/model_servers/server.h              |  2 +-
 9 files changed, 12 insertions(+), 20 deletions(-)

diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 756a2a744ca..b6beae6c47c 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -25,7 +25,6 @@ cc_binary(
     ],
     deps = [
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_protobuf//:protobuf_lite",
         "@org_tensorflow//tensorflow/core:framework",
diff --git a/tensorflow_serving/example/resnet_client.cc b/tensorflow_serving/example/resnet_client.cc
index 7a947b6a27c..9c1a61c3ac7 100644
--- a/tensorflow_serving/example/resnet_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -18,9 +18,9 @@ limitations under the License.
 #include <fstream>
 #include <iostream>
 
+#include "grpcpp/create_channel.h"
+#include "grpcpp/security/credentials.h"
 #include "google/protobuf/map.h"
-#include "third_party/grpc/include/grpcpp/create_channel.h"
-#include "third_party/grpc/include/grpcpp/security/credentials.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/platform/jpeg.h"
 #include "tensorflow/core/platform/types.h"
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 3f01effdfac..f821eaad8db 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -19,7 +19,6 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
@@ -87,7 +86,6 @@ tf_kernel_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
@@ -162,7 +160,6 @@ cc_library(
     hdrs = ["kernels/prediction_service_grpc.h"],
     deps = [
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index 95c315d59d7..988f6b0330c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -14,9 +14,9 @@ limitations under the License.
 ==============================================================================*/
 #include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
 
+#include "grpcpp/create_channel.h"
+#include "grpcpp/security/credentials.h"
 #include "absl/time/clock.h"
-#include "third_party/grpc/include/grpcpp/create_channel.h"
-#include "third_party/grpc/include/grpcpp/security/credentials.h"
 
 using namespace tensorflow;  // NOLINT(build/namespaces)
 namespace tensorflow {
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 23671aa3c82..45037434685 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -210,7 +210,6 @@ cc_library(
         "//tensorflow_serving/apis:model_management_cc_proto",
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
-        "//third_party/grpc:grpc++",
         "@com_github_grpc_grpc//:grpc++",
     ],
 )
@@ -234,7 +233,6 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
-        "//third_party/grpc",
         "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -352,8 +350,6 @@ cc_library(
         ":model_service_impl",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_github_grpc_grpc//:grpc++",
-        "//third_party/grpc",
-        "//third_party/grpc:grpc++",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 99d26f51a37..7778359530d 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -16,8 +16,8 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 
+#include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
-#include "third_party/grpc/include/grpcpp/server_context.h"
 #include "tensorflow_serving/apis/model_management.pb.h"
 #include "tensorflow_serving/apis/model_service.grpc.pb.h"
 #include "tensorflow_serving/apis/model_service.pb.h"
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index cd60dd10f4d..eeb71e634b0 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -15,7 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
 
-#include "third_party/grpc/include/grpc/grpc.h"
+#include "grpc/grpc.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index f226a4d3b05..97215ae24c0 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -23,13 +23,13 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
+#include "grpc/grpc.h"
+#include "grpcpp/resource_quota.h"
+#include "grpcpp/security/server_credentials.h"
+#include "grpcpp/server_builder.h"
+#include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
 #include "absl/memory/memory.h"
-#include "third_party/grpc/include/grpc/grpc.h"
-#include "third_party/grpc/include/grpcpp/resource_quota.h"
-#include "third_party/grpc/include/grpcpp/security/server_credentials.h"
-#include "third_party/grpc/include/grpcpp/server_builder.h"
-#include "third_party/grpc/include/grpcpp/server_context.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 9f15f7b06be..36625c2c568 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -18,7 +18,7 @@ limitations under the License.
 
 #include <memory>
 
-#include "third_party/grpc/include/grpcpp/server.h"
+#include "grpcpp/server.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"

From 08d53684739cb224a99e2900417260321308a270 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Aug 2021 18:01:29 -0700
Subject: [PATCH 5350/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17eeedf6-f484-4588-8e21-b385eb8fa2b3

PiperOrigin-RevId: 394125556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba7ecb21242..abf18879da5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c39d5335c4d69ddeec924f1fb9859e57a3609d20587f70ab4ebaf7b69dc27e35",
-    git_commit = "0bd6bf72b8777b6f8615a1ffdd7b42bef1e1774d",
+    sha256 = "0bf78281521c8d2c7bd7e7aae44615cfc4f831ecf19390d380c536e0ac035ec2",
+    git_commit = "55cab58048867975acf36569769583d941a24ab3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab6955ebabaa3867936474c4aabe25c54a9b2628 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Sep 2021 00:02:13 -0700
Subject: [PATCH 5351/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c459c5b9-2a17-4b7d-8338-935e2dccd977

PiperOrigin-RevId: 394166297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abf18879da5..a6930afabc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0bf78281521c8d2c7bd7e7aae44615cfc4f831ecf19390d380c536e0ac035ec2",
-    git_commit = "55cab58048867975acf36569769583d941a24ab3",
+    sha256 = "b50eae3aa5e7b4f2c8f1c5e419e4bb4b55b053d392c1f94103f0ed9174d22223",
+    git_commit = "5a51fa12e54fd61ca7520fa82ad0cdd1c14591ee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fab754ef101c1d8400c65db459cf6676810d0e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Sep 2021 06:01:44 -0700
Subject: [PATCH 5352/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b9b97d3-cbc8-4130-8d0f-fa51d9fb70c7

PiperOrigin-RevId: 394211968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6930afabc7..8371f0c9836 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b50eae3aa5e7b4f2c8f1c5e419e4bb4b55b053d392c1f94103f0ed9174d22223",
-    git_commit = "5a51fa12e54fd61ca7520fa82ad0cdd1c14591ee",
+    sha256 = "8dd4735fc384b13899bda0d42ec38f0763d7b19bb7b0522d88c177f052f7c25c",
+    git_commit = "3b6466f0b87a7bf93c98d3f44ae80a53957fb65f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9baf2cd3232d10c59706de73c41aac852c5b993b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Sep 2021 12:01:49 -0700
Subject: [PATCH 5353/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d875a51-a398-442d-b3b6-b0392a6854ad

PiperOrigin-RevId: 394283033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8371f0c9836..76e38c32cc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dd4735fc384b13899bda0d42ec38f0763d7b19bb7b0522d88c177f052f7c25c",
-    git_commit = "3b6466f0b87a7bf93c98d3f44ae80a53957fb65f",
+    sha256 = "493641c9c53393f2b676e7c00699721c426862002e5ece89629f4657aedabd6c",
+    git_commit = "97c6170863275a77a879b7ac042ba82f64e85a79",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dabee8b49ed0174648d2232b06e02848f5ed5de2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Sep 2021 18:02:09 -0700
Subject: [PATCH 5354/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/928b6011-4472-4af4-9cb3-8744785d6e3e

PiperOrigin-RevId: 394355593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76e38c32cc1..49170041891 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "493641c9c53393f2b676e7c00699721c426862002e5ece89629f4657aedabd6c",
-    git_commit = "97c6170863275a77a879b7ac042ba82f64e85a79",
+    sha256 = "9348ac73201391b137b188b7554239984255d6242db8b8c379218b07e3097c1c",
+    git_commit = "0a5d008b77c140808349159678b6d3243cb3a541",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d6fa684938eec654076b3097ea354d6c3c0486a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Sep 2021 00:01:59 -0700
Subject: [PATCH 5355/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7cd9b730-2a78-49ca-89b2-d37f192aa042

PiperOrigin-RevId: 394395975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49170041891..3f840ead328 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9348ac73201391b137b188b7554239984255d6242db8b8c379218b07e3097c1c",
-    git_commit = "0a5d008b77c140808349159678b6d3243cb3a541",
+    sha256 = "2e0be65cb84da6ce3e30ef3f1b55d449b7ac22494ad0680f99909f688f50da64",
+    git_commit = "7efb024c7120bd81a444cda4693901c19f37dfba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d8c703248ac4e1b102651260c2265f1f2ad7ccfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Sep 2021 06:01:42 -0700
Subject: [PATCH 5356/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c346bdc3-afa5-44fe-bdb6-6cbbd0f3ac90

PiperOrigin-RevId: 394441994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f840ead328..12c778fb949 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e0be65cb84da6ce3e30ef3f1b55d449b7ac22494ad0680f99909f688f50da64",
-    git_commit = "7efb024c7120bd81a444cda4693901c19f37dfba",
+    sha256 = "64f138a0888d21f678e85b5db1450bfd34caaf0698ae009551eb9f4714a614c4",
+    git_commit = "305a8ba41978e7954c1a13baebc94bdb8ad16514",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 83a63e405a483a6c8f5f294f43e9e1b579151868 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Sep 2021 12:02:16 -0700
Subject: [PATCH 5357/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4ef2ab3e-fa66-4240-9034-5110bccb5742

PiperOrigin-RevId: 394512568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12c778fb949..ee79d13cc3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64f138a0888d21f678e85b5db1450bfd34caaf0698ae009551eb9f4714a614c4",
-    git_commit = "305a8ba41978e7954c1a13baebc94bdb8ad16514",
+    sha256 = "0ac4869b923955088adbd1dfc837e026a866902f33a41e3575b0e5cfe62cbfe6",
+    git_commit = "f8376f84426a0f1c047ecea1f9eb4bca4d3ee2af",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dcfb51a49094225947986139a40a2eeecc328a46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Sep 2021 18:01:49 -0700
Subject: [PATCH 5358/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c048a81e-689f-4b67-8b96-e833feec6fd5

PiperOrigin-RevId: 394583012
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee79d13cc3a..fadec282ef4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ac4869b923955088adbd1dfc837e026a866902f33a41e3575b0e5cfe62cbfe6",
-    git_commit = "f8376f84426a0f1c047ecea1f9eb4bca4d3ee2af",
+    sha256 = "1432242f3d1dee2624fd710af2a8dbe1fc61d2bb1d44decf5cffc37830fffdab",
+    git_commit = "4df8da88467b61d54c4b4d2ecd937df07a6aac95",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c889692c6ffd9b62f71ebba983aa1c85a87ef60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Sep 2021 00:02:56 -0700
Subject: [PATCH 5359/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1fe0666f-743d-4717-93da-8c6d1581ac75

PiperOrigin-RevId: 394623179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fadec282ef4..91035825306 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1432242f3d1dee2624fd710af2a8dbe1fc61d2bb1d44decf5cffc37830fffdab",
-    git_commit = "4df8da88467b61d54c4b4d2ecd937df07a6aac95",
+    sha256 = "a58ce3314fb693c2f859b23290b977d6f616b3889cb0ed679a587fa1029ad7f9",
+    git_commit = "efcf2c796b7393f820618930015d0b3ace4f0ffa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a43e4014896bc0612f78674e4d6a97743444c400 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Sep 2021 06:03:24 -0700
Subject: [PATCH 5360/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a271896-7c3f-4294-9db4-849b089bee41

PiperOrigin-RevId: 394666732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91035825306..5af23ea0d92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a58ce3314fb693c2f859b23290b977d6f616b3889cb0ed679a587fa1029ad7f9",
-    git_commit = "efcf2c796b7393f820618930015d0b3ace4f0ffa",
+    sha256 = "bb545bf86a4523e99543d82e88db2c95063c9f6ec8b164b50074cb3589b9fa52",
+    git_commit = "d29de95cda9e366c05b930a289dae939357f2547",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c8c48bdfced8aebd1ab5150656ee1e72860a4e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Sep 2021 12:09:21 -0700
Subject: [PATCH 5361/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a52bb78-5c18-451c-9eea-14680778dcc8

PiperOrigin-RevId: 394730799
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5af23ea0d92..2bd3ee25f96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb545bf86a4523e99543d82e88db2c95063c9f6ec8b164b50074cb3589b9fa52",
-    git_commit = "d29de95cda9e366c05b930a289dae939357f2547",
+    sha256 = "db8335fd7215e6bb9ec5dd6bef739093504975994b6e05d95e825b8c4052e65a",
+    git_commit = "3d8af9051087ac263d7263e3ab86ef41de8328e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9aed1a6a3490ddc149c3d41d84f55f3e3769ffae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Sep 2021 18:01:41 -0700
Subject: [PATCH 5362/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca919418-71ed-46b8-8d83-07daad8cf3e7

PiperOrigin-RevId: 394788888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2bd3ee25f96..4afd926bb6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db8335fd7215e6bb9ec5dd6bef739093504975994b6e05d95e825b8c4052e65a",
-    git_commit = "3d8af9051087ac263d7263e3ab86ef41de8328e2",
+    sha256 = "7a23f3cc95d5be90eb0435e5eef6149113398b6e8216dd565440eae892f5f655",
+    git_commit = "b4f324b4a3cd2097f830c5c99a6556f87dab859e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c37d72a646137e63f4c3e7b9016f7d46a19c2262 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Sep 2021 00:01:30 -0700
Subject: [PATCH 5363/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0e8b54d-3ade-4eea-bbf8-e44666e4d27b

PiperOrigin-RevId: 395410227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4afd926bb6d..0b18b076cf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a23f3cc95d5be90eb0435e5eef6149113398b6e8216dd565440eae892f5f655",
-    git_commit = "b4f324b4a3cd2097f830c5c99a6556f87dab859e",
+    sha256 = "0ba16145121fb511725159f5aa26e6c1ade4d84e54e4021d5e583a07c114c30d",
+    git_commit = "8137d0d1f752ea535d546c5fd26dc632db9affa5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 917d538f6a96b799b7060da69dfaa64bd6c78e4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Sep 2021 06:01:45 -0700
Subject: [PATCH 5364/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31d907b4-43b8-4fd4-95cc-dd25824509af

PiperOrigin-RevId: 395454582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b18b076cf7..2fdcc9fc501 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ba16145121fb511725159f5aa26e6c1ade4d84e54e4021d5e583a07c114c30d",
-    git_commit = "8137d0d1f752ea535d546c5fd26dc632db9affa5",
+    sha256 = "ff5dd6220ca04ef9da83581d11c1a5d08ed0c3b696f6d37e14995794a3382c53",
+    git_commit = "516e8df2ea4d6515dcfdb0bba5f2abe2dbf7f822",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa437ce0adc5baad078de96e3efb923f0c8ef732 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Sep 2021 12:01:49 -0700
Subject: [PATCH 5365/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04329457-19b9-49ee-8704-b6825d7fee46

PiperOrigin-RevId: 395527250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fdcc9fc501..6a3b85fce40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff5dd6220ca04ef9da83581d11c1a5d08ed0c3b696f6d37e14995794a3382c53",
-    git_commit = "516e8df2ea4d6515dcfdb0bba5f2abe2dbf7f822",
+    sha256 = "3f94b7bc94237e7f724eb6adfe1e057e76f100b1d908dbb2c9de1958ae1ac09b",
+    git_commit = "93ff53b4f1684b2279eb7a137c83fd2c38403d56",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ad2943a404ba639d4282d15d86e673b13e4d7c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Sep 2021 18:02:18 -0700
Subject: [PATCH 5366/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d03525c-0305-4b3e-81c3-b972076b66bd

PiperOrigin-RevId: 395597880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a3b85fce40..6e5c4de102c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f94b7bc94237e7f724eb6adfe1e057e76f100b1d908dbb2c9de1958ae1ac09b",
-    git_commit = "93ff53b4f1684b2279eb7a137c83fd2c38403d56",
+    sha256 = "79a5681c4b1f9c930c7182d82bb9ca668570f522262eeb8b2670eb08cac6a001",
+    git_commit = "07fdb20d53090450fb8ba3662405f9628244544f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 445186d809a5072474fc0709040491cdee58c322 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Sep 2021 00:01:48 -0700
Subject: [PATCH 5367/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97d9ed29-4114-48d7-8488-a93a80c80d3b

PiperOrigin-RevId: 395635672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e5c4de102c..a58b36ac091 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79a5681c4b1f9c930c7182d82bb9ca668570f522262eeb8b2670eb08cac6a001",
-    git_commit = "07fdb20d53090450fb8ba3662405f9628244544f",
+    sha256 = "117ba3621f1b955bca0352470bf93bcd861b887da7c91dcf1168dc7e1738cdb1",
+    git_commit = "07e828e017252e038a14aeec5184ac678808605f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13fa8f8e77030b2d738be07e7636de641b613401 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Sep 2021 06:02:12 -0700
Subject: [PATCH 5368/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8367b4a-fd39-4360-b60c-d33293f03cee

PiperOrigin-RevId: 395683528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a58b36ac091..fa3c31dbb57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "117ba3621f1b955bca0352470bf93bcd861b887da7c91dcf1168dc7e1738cdb1",
-    git_commit = "07e828e017252e038a14aeec5184ac678808605f",
+    sha256 = "21729ed3affae41b7a00df755f71feb1b58bbdb27bd4cb47bf8509d35d8e1ee9",
+    git_commit = "d2e0e7958f71ac841c2d4e6e2ec0c35276c80537",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3daf3f9888d7c3f741be7d3267e2128c88b3ab99 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Sep 2021 12:02:24 -0700
Subject: [PATCH 5369/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f957d18d-4d3d-4aef-a1cc-afed6de0bcd5

PiperOrigin-RevId: 395755361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa3c31dbb57..4869e8ceb3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21729ed3affae41b7a00df755f71feb1b58bbdb27bd4cb47bf8509d35d8e1ee9",
-    git_commit = "d2e0e7958f71ac841c2d4e6e2ec0c35276c80537",
+    sha256 = "e1268615ba2d52826e419a7d76b0c94113830bde14fcdfc555fed4e07b9e998d",
+    git_commit = "ed51725469acb08a3ddf336d1872582fa0c9a411",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7edc516a8360d5ffe304987f64cdcce7369c93fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Sep 2021 18:01:28 -0700
Subject: [PATCH 5370/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4259156a-2b29-45ce-b775-97c5176d3318

PiperOrigin-RevId: 395826785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4869e8ceb3d..acfdb9e2778 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1268615ba2d52826e419a7d76b0c94113830bde14fcdfc555fed4e07b9e998d",
-    git_commit = "ed51725469acb08a3ddf336d1872582fa0c9a411",
+    sha256 = "6ede391a9470473a2fbbbd8597ac49626dbf8566bca73a8cd3e1c3b9c9b27901",
+    git_commit = "ad1f7eef42bdbadda6574dd962e618c709a644b6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From edfd69c9a3a19c751cde8a3fa6fd76cad97a5637 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Sep 2021 00:03:00 -0700
Subject: [PATCH 5371/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/865a47ae-6784-4ae2-8ac4-cc95ebf80ca4

PiperOrigin-RevId: 395866209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acfdb9e2778..30eab671d62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ede391a9470473a2fbbbd8597ac49626dbf8566bca73a8cd3e1c3b9c9b27901",
-    git_commit = "ad1f7eef42bdbadda6574dd962e618c709a644b6",
+    sha256 = "c91e1411b700912ecd548c40ae5475e72c4be814428aefdc515a122babf8b778",
+    git_commit = "07bba62974b2e9bc39c3161be5fcdcb9b793757f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c06f71cf6a988ea1a56265c40223e4e78b92e4f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Sep 2021 06:02:11 -0700
Subject: [PATCH 5372/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a76f77f9-1f6e-404a-a0c3-3f09632d5643

PiperOrigin-RevId: 395910841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30eab671d62..0bc775cd2ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c91e1411b700912ecd548c40ae5475e72c4be814428aefdc515a122babf8b778",
-    git_commit = "07bba62974b2e9bc39c3161be5fcdcb9b793757f",
+    sha256 = "96ac8ff615e3cc609c614cf1a0917f103c21dc43ab2a5ed2884a02949ec9a698",
+    git_commit = "496d12275fea44e4b5a815c6f6f320f2ae967df9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a083af87061cff0db50dd65c0978d97fc97ce541 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Sep 2021 12:02:08 -0700
Subject: [PATCH 5373/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1447bc06-456d-4395-99a3-65eb07d381c4

PiperOrigin-RevId: 395978229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bc775cd2ac..3a0264e2de0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96ac8ff615e3cc609c614cf1a0917f103c21dc43ab2a5ed2884a02949ec9a698",
-    git_commit = "496d12275fea44e4b5a815c6f6f320f2ae967df9",
+    sha256 = "33ed747f4d6b1658c2b2e2b196e890b8dcde0542715ef9449ddbd7dd0deefd26",
+    git_commit = "6164e65c2f116853ece543cd3b3f04dca1e0b957",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d683fa1616dfa85378ec5c2ac58da67e3180c161 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Sep 2021 13:06:58 -0700
Subject: [PATCH 5374/8103] Remove references to deleted targets.

PiperOrigin-RevId: 395991425
---
 tensorflow_serving/model_servers/BUILD | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 45037434685..548c57192b1 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -394,8 +394,6 @@ cc_library(
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
-        "@org_tensorflow//tensorflow/core/platform/hadoop:hadoop_file_system",
-        "@org_tensorflow//tensorflow/core/platform/s3:s3_file_system",
     ] + if_libtpu([
         "@org_tensorflow//tensorflow/core/tpu:tpu_model_server_initializer",
     ]),

From 605ba446ba2fe7a22f4f478569016672820a8a8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Sep 2021 18:01:57 -0700
Subject: [PATCH 5375/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07000d42-4063-407a-84fb-7cef477073a2

PiperOrigin-RevId: 396043705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a0264e2de0..d26c4be7366 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33ed747f4d6b1658c2b2e2b196e890b8dcde0542715ef9449ddbd7dd0deefd26",
-    git_commit = "6164e65c2f116853ece543cd3b3f04dca1e0b957",
+    sha256 = "77e0de46f4f88aacfd4615b7d05f59033244aea36c642195b1d09a7437c040ce",
+    git_commit = "f3b316fd45751e399a978da893558afa81f8917f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d7ba7939168f45d1988606d646e6454eb98a8cbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Sep 2021 00:01:52 -0700
Subject: [PATCH 5376/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2b259fd-29d7-4ad6-aab3-563f7b7e0a08

PiperOrigin-RevId: 396074613
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d26c4be7366..4d4648a1daa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77e0de46f4f88aacfd4615b7d05f59033244aea36c642195b1d09a7437c040ce",
-    git_commit = "f3b316fd45751e399a978da893558afa81f8917f",
+    sha256 = "96e4c386ac0a165f239da4f91d5ea33a5d6890a502ea82b098e1628257687971",
+    git_commit = "c0e2e65e155fabd9bdfd5c41b4b816d9efac8e1f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b0904a5194000e1636e6a000729fe4dbbf1fd694 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Sep 2021 12:01:48 -0700
Subject: [PATCH 5377/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b2ebc93-57af-4d63-b868-6d241067e26e

PiperOrigin-RevId: 397134842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d4648a1daa..456e765f98c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96e4c386ac0a165f239da4f91d5ea33a5d6890a502ea82b098e1628257687971",
-    git_commit = "c0e2e65e155fabd9bdfd5c41b4b816d9efac8e1f",
+    sha256 = "9174e50710fc12212b85260b32d449cc708d67a336cc9de1e7894d9be28b6719",
+    git_commit = "7d1eb26731e78b3cc876564dfdce78811c4fbf6c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a223d14d3dfcf16089de702f3a390c5f9d44a408 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Sep 2021 12:01:55 -0700
Subject: [PATCH 5378/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2562581-896b-4f4d-bf18-6c3e766bc988

PiperOrigin-RevId: 397370114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 456e765f98c..8270705610f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9174e50710fc12212b85260b32d449cc708d67a336cc9de1e7894d9be28b6719",
-    git_commit = "7d1eb26731e78b3cc876564dfdce78811c4fbf6c",
+    sha256 = "768d39c511c6a2cbb22607a3668cc112ca1c42914d5ec3d736f8c4ee8106e7a1",
+    git_commit = "1cca70b80504474402215d2a4e55bc44621b691d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9ff301df3d55e4e9738d3c44217489c7a25edbf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Sep 2021 18:01:48 -0700
Subject: [PATCH 5379/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8f1dbfa-1a64-4422-addc-f6c86ab7e276

PiperOrigin-RevId: 397434715
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8270705610f..91e31fef80f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "768d39c511c6a2cbb22607a3668cc112ca1c42914d5ec3d736f8c4ee8106e7a1",
-    git_commit = "1cca70b80504474402215d2a4e55bc44621b691d",
+    sha256 = "7f4bb221da51b0b830504f587d97c24a69b908c6cb356c36295cf1f4d1fb674d",
+    git_commit = "2af787399dc74372ff0954827432f079381e2995",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b74766371716bf3675c13f18f2ec693b4a44cbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Sep 2021 00:01:42 -0700
Subject: [PATCH 5380/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae00dc46-9a96-4705-8825-b9a344cfd1ef

PiperOrigin-RevId: 397467196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91e31fef80f..c5d8fb02c22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f4bb221da51b0b830504f587d97c24a69b908c6cb356c36295cf1f4d1fb674d",
-    git_commit = "2af787399dc74372ff0954827432f079381e2995",
+    sha256 = "d726ee9f89bf4fae45ff0ac0c8e03d2c80d5e7dadaa1c34ea7a40978c191bcde",
+    git_commit = "faad219fc46032a0ae9576ccc3076612cc1f5f72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b36f586d7bc30a46381d5b3d8c070e82f3277b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Sep 2021 06:02:11 -0700
Subject: [PATCH 5381/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3426e3ef-6b9f-4ae8-ab25-f98e6fca5ad4

PiperOrigin-RevId: 397497251
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5d8fb02c22..eb0cad462b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d726ee9f89bf4fae45ff0ac0c8e03d2c80d5e7dadaa1c34ea7a40978c191bcde",
-    git_commit = "faad219fc46032a0ae9576ccc3076612cc1f5f72",
+    sha256 = "2c513af37c2a3b3cca2fea8f1d258c2685025c6177bb83be9890fc6de270bb5c",
+    git_commit = "afb7e60c753edc68f4b1b1960e9ebcb4967b84a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 579a4534aec116f9e88b1ead1d0a8ef1074d72d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Sep 2021 12:01:25 -0700
Subject: [PATCH 5382/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/adca78c8-a80b-4d80-ae1f-4c0a1f771a74

PiperOrigin-RevId: 397523323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb0cad462b5..2f25bd7d2f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c513af37c2a3b3cca2fea8f1d258c2685025c6177bb83be9890fc6de270bb5c",
-    git_commit = "afb7e60c753edc68f4b1b1960e9ebcb4967b84a1",
+    sha256 = "76c1ac9dca299435fcc97b0488a8c767d3d2b53226f4ae769775990718f28334",
+    git_commit = "5eaaf0e9a50d55564fcd4269f67a3fa2a335c7e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 991dfc3932cc5b490323b5da475dc3f2998e3a69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Sep 2021 18:01:32 -0700
Subject: [PATCH 5383/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8fe39ad-6a34-4b35-8b62-304b22ba8a5c

PiperOrigin-RevId: 397548192
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f25bd7d2f1..d2dcac8f758 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76c1ac9dca299435fcc97b0488a8c767d3d2b53226f4ae769775990718f28334",
-    git_commit = "5eaaf0e9a50d55564fcd4269f67a3fa2a335c7e4",
+    sha256 = "d15fed13ae0aafc81c9113dffbd5e06287bf6eba22a9e7b402e741b573d3e3de",
+    git_commit = "cc0f9f789ec8e2f190530b31c56ebffb0cf432c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cee9fd673f70520f3b1800f29e1b4bdb74e24ef5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Sep 2021 00:03:35 -0700
Subject: [PATCH 5384/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f9f5580-add6-4eef-9255-8bc5fc142e99

PiperOrigin-RevId: 397573167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2dcac8f758..7578bab3188 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d15fed13ae0aafc81c9113dffbd5e06287bf6eba22a9e7b402e741b573d3e3de",
-    git_commit = "cc0f9f789ec8e2f190530b31c56ebffb0cf432c3",
+    sha256 = "534d7f9a75dc5c367ab4de540c12ee92143036c2f5e08d7102a90ad4ee2c7d1e",
+    git_commit = "6b094b1d71993da49aaa0e9195a60aa9c2ed46c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eeb22f852d5be00328d1f2ef94473f244f6ad104 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Sep 2021 06:01:35 -0700
Subject: [PATCH 5385/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1633c5f9-b7a4-4efb-9f17-eb3da569c1a1

PiperOrigin-RevId: 397600776
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7578bab3188..7944da0a51e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "534d7f9a75dc5c367ab4de540c12ee92143036c2f5e08d7102a90ad4ee2c7d1e",
-    git_commit = "6b094b1d71993da49aaa0e9195a60aa9c2ed46c5",
+    sha256 = "26c919c161e306f1c919bae582941b251c7b0313876e69d228ced3c82f05b04e",
+    git_commit = "e82c025a6206aba82a6deb06cb1aec1ae8209f36",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f986862ec117b5456d6a706685bceb1a355074fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Sep 2021 12:01:24 -0700
Subject: [PATCH 5386/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72383f06-9afd-428f-a7ed-86023e85f1b0

PiperOrigin-RevId: 397626198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7944da0a51e..338edf2372d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26c919c161e306f1c919bae582941b251c7b0313876e69d228ced3c82f05b04e",
-    git_commit = "e82c025a6206aba82a6deb06cb1aec1ae8209f36",
+    sha256 = "a2d9b7e3b8d5e79591258f85075dc81bcbd128f497ef6850baeccfce6a65d654",
+    git_commit = "307ace0e9c343d32929a8b238ef8b8ad43c97f6f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fc593613b1b562c05ddaf979490f83369d89929 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Sep 2021 18:01:49 -0700
Subject: [PATCH 5387/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f390d861-cfbd-4488-9493-c18bd5d80b85

PiperOrigin-RevId: 397652682
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 338edf2372d..32aca1c14d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2d9b7e3b8d5e79591258f85075dc81bcbd128f497ef6850baeccfce6a65d654",
-    git_commit = "307ace0e9c343d32929a8b238ef8b8ad43c97f6f",
+    sha256 = "b1464eb20abf80e11df4b0d2b09f5df7cac4d7f44a3e1157ae4b0e8a1ce14e4b",
+    git_commit = "2d1aa68bbbc756829fbe3f910e4394c1aa1fbb7d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d92b69f16b3fa6f8e94648a4454ae8412a6bf652 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Sep 2021 00:01:53 -0700
Subject: [PATCH 5388/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac38d603-fd09-42c4-a034-aaa4907fadff

PiperOrigin-RevId: 397683673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32aca1c14d7..21b5f08921c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1464eb20abf80e11df4b0d2b09f5df7cac4d7f44a3e1157ae4b0e8a1ce14e4b",
-    git_commit = "2d1aa68bbbc756829fbe3f910e4394c1aa1fbb7d",
+    sha256 = "7ec0136a6218d2d9035a1ad905224fe5c4ed177a9c890403dfff4ea5070ba1c0",
+    git_commit = "7628750678786f1b65e8905fb9406d8fbffef0db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a683718d4462b6eb2cdcfa9f5ff09aeb77abd69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Sep 2021 06:01:44 -0700
Subject: [PATCH 5389/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d497aaa-a363-4b39-b876-de87fce26983

PiperOrigin-RevId: 397729861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21b5f08921c..08408c1f5a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ec0136a6218d2d9035a1ad905224fe5c4ed177a9c890403dfff4ea5070ba1c0",
-    git_commit = "7628750678786f1b65e8905fb9406d8fbffef0db",
+    sha256 = "a364ce246b5717b1354760c51e0242a3dd81df422be808a3ac4fd522dfe529bd",
+    git_commit = "cf19edcdc547dc71f3a22c1f87247e8881adacd9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fdde276573bf07d3592e49a32f804f754ed93e57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Sep 2021 12:01:24 -0700
Subject: [PATCH 5390/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/126b4cfd-716f-4686-9fe1-fa9c2c126068

PiperOrigin-RevId: 397807728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08408c1f5a1..6c1ca17fb5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a364ce246b5717b1354760c51e0242a3dd81df422be808a3ac4fd522dfe529bd",
-    git_commit = "cf19edcdc547dc71f3a22c1f87247e8881adacd9",
+    sha256 = "1ec9c4a7616ae3621e230b978728028bab9eeb4d20f70aad3f42e76a11bee008",
+    git_commit = "9b8b3b93ef0ee4ea0cb208661555cc4d880e3580",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 80de62e87cbdf7fd415f5e5aebb61e35c1d42ab1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Sep 2021 18:02:18 -0700
Subject: [PATCH 5391/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c3c82ce-0c91-4d99-b73e-6c004c2562ad

PiperOrigin-RevId: 397885348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c1ca17fb5c..959245fda28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ec9c4a7616ae3621e230b978728028bab9eeb4d20f70aad3f42e76a11bee008",
-    git_commit = "9b8b3b93ef0ee4ea0cb208661555cc4d880e3580",
+    sha256 = "ac4bcd758486ea62f1a991c69fbe19163483f2b2c903a14ad763a55645ea11dd",
+    git_commit = "294a0c6895553ea8f1e45e7e1ccb906da23d00c8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e2f8743c066e321f9ba380ac634d15b062b36718 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Sep 2021 00:01:44 -0700
Subject: [PATCH 5392/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21ed85cc-4efb-41c1-af5a-a574cebf9cad

PiperOrigin-RevId: 397927630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 959245fda28..cf09e34df75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac4bcd758486ea62f1a991c69fbe19163483f2b2c903a14ad763a55645ea11dd",
-    git_commit = "294a0c6895553ea8f1e45e7e1ccb906da23d00c8",
+    sha256 = "e281a21182f8088e5f3d536b6dd00169ad1d2ae846b6d93049d32f5d336d12e5",
+    git_commit = "ab0addb80804d02aa5be54cc6e0e99aff9817a15",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e64b9fd75f8f5f5c647f6c8cfe1220acd5514d03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Sep 2021 06:02:09 -0700
Subject: [PATCH 5393/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8428442d-e431-4d0b-ab0e-79ee26d1a57c

PiperOrigin-RevId: 397976337
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf09e34df75..448801308ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e281a21182f8088e5f3d536b6dd00169ad1d2ae846b6d93049d32f5d336d12e5",
-    git_commit = "ab0addb80804d02aa5be54cc6e0e99aff9817a15",
+    sha256 = "cd38b4aa94909b2104a844776d857dca3a76dd9c0ef3a430e5ea57faa2904b2f",
+    git_commit = "cdece408ff41b5960dc8bdc817a3860c8414cde2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 817cbb5848a2a1621106b4b6319e0f6738d55856 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Sep 2021 12:06:30 -0700
Subject: [PATCH 5394/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61f3c678-61fb-4dc5-bddf-7f08076c50e7

PiperOrigin-RevId: 398052783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 448801308ae..56a8144d8e8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd38b4aa94909b2104a844776d857dca3a76dd9c0ef3a430e5ea57faa2904b2f",
-    git_commit = "cdece408ff41b5960dc8bdc817a3860c8414cde2",
+    sha256 = "650c4fdf15f88cb007aa1a75b9b2cb04eabc86992cca59d415a4efdc20eb8a2c",
+    git_commit = "67b6c880e39ba02ba53c7d499e45fd136090ee32",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 70eb5fada87dce17e37a65165f6d55ae5ca149d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Sep 2021 18:01:23 -0700
Subject: [PATCH 5395/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f4e643ff-39c6-4f84-bd56-3fe2cf837f9d

PiperOrigin-RevId: 398126857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56a8144d8e8..ba53b461570 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "650c4fdf15f88cb007aa1a75b9b2cb04eabc86992cca59d415a4efdc20eb8a2c",
-    git_commit = "67b6c880e39ba02ba53c7d499e45fd136090ee32",
+    sha256 = "86100b871b5fc49493f3ba3e18d6aca2e893a5ec5f0e78d41e9de9c22ef62229",
+    git_commit = "e324b14bbbf44cb47c1b62b53874b751f9c079c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92a71ad5205ba0631b64ce27fd640775cf7f976b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Sep 2021 00:01:30 -0700
Subject: [PATCH 5396/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a55065c-5276-4192-a15b-a47c87aeb779

PiperOrigin-RevId: 398169508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba53b461570..0d1d5ef3b6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86100b871b5fc49493f3ba3e18d6aca2e893a5ec5f0e78d41e9de9c22ef62229",
-    git_commit = "e324b14bbbf44cb47c1b62b53874b751f9c079c5",
+    sha256 = "22d24d17878b8563e54ed7a92ecd49868e27e988bc363d4dcad69c75a0f4e087",
+    git_commit = "aac496f9adf5c7a72b5d4184f5874a0e45312308",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 842299d18cdd0417168a548e55265888a0512510 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Sep 2021 06:01:50 -0700
Subject: [PATCH 5397/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f902c6c-3275-4cd1-86c9-1cbfce1bdd79

PiperOrigin-RevId: 398220099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d1d5ef3b6c..cce34b8e2db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22d24d17878b8563e54ed7a92ecd49868e27e988bc363d4dcad69c75a0f4e087",
-    git_commit = "aac496f9adf5c7a72b5d4184f5874a0e45312308",
+    sha256 = "52f4bcf74ddbcf3a729bd6d282434761e1d9d9db109434e4158360f18c6d8e57",
+    git_commit = "7ce64423d0246c6eefcb40af13b03f17c2c39924",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24747db89937a88dba894e27f9c0de2adf3555f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Sep 2021 12:02:08 -0700
Subject: [PATCH 5398/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33d34c39-3c28-48a6-9782-b6684a444558

PiperOrigin-RevId: 398296328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cce34b8e2db..20993cd6d28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52f4bcf74ddbcf3a729bd6d282434761e1d9d9db109434e4158360f18c6d8e57",
-    git_commit = "7ce64423d0246c6eefcb40af13b03f17c2c39924",
+    sha256 = "b5582115d8cd3dbdf511c02089311a56a6b67b8d6dff4c7a6090968564663888",
+    git_commit = "1f4cde09def18058aab33ba9fee68094a615d31c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 003b57a01b974e472acfcafcdff088ed8e15b31b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Sep 2021 18:02:09 -0700
Subject: [PATCH 5399/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/501733b9-28bf-451e-8d01-53740907f3ea

PiperOrigin-RevId: 398374702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20993cd6d28..91b90ef19d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5582115d8cd3dbdf511c02089311a56a6b67b8d6dff4c7a6090968564663888",
-    git_commit = "1f4cde09def18058aab33ba9fee68094a615d31c",
+    sha256 = "b7f997d4493b61d91906f53aaed3094297634076082c7288025cadeeb8fcfdc2",
+    git_commit = "c93491dd5e317144f9a095e1421551f987912dfa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1fff75a18c984d781c287b1d7d95f9cdafc8423b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Sep 2021 00:01:34 -0700
Subject: [PATCH 5400/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1dcd4f26-74d2-4211-86b6-e732901b0f64

PiperOrigin-RevId: 398418843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91b90ef19d6..461bdd3553b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7f997d4493b61d91906f53aaed3094297634076082c7288025cadeeb8fcfdc2",
-    git_commit = "c93491dd5e317144f9a095e1421551f987912dfa",
+    sha256 = "e227331dbc7f2add7ee0e8e8ea5a00191ba02a018ff801af3154133bbad1b8b8",
+    git_commit = "10e71486c7b45e9bd4c93390cad3ceb8c9fca397",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55fdd193adc2762796b02e0a95178a855fac0907 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Sep 2021 06:01:37 -0700
Subject: [PATCH 5401/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/005b0c44-08b8-490d-a86f-fe354a844767

PiperOrigin-RevId: 398467208
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 461bdd3553b..5340d915223 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e227331dbc7f2add7ee0e8e8ea5a00191ba02a018ff801af3154133bbad1b8b8",
-    git_commit = "10e71486c7b45e9bd4c93390cad3ceb8c9fca397",
+    sha256 = "0c4d8a43a43f5343149b54dc6aeab54da1ca8c368ee8624846bcc9dfbef473b0",
+    git_commit = "5e147b15964f213b668ad91c02dd666d7045a5ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ce29f67ddd4fb38bb7724b3f412ddba36a1c45c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Sep 2021 10:10:32 -0700
Subject: [PATCH 5402/8103] internal refactor

PiperOrigin-RevId: 398515020
---
 WORKSPACE | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/WORKSPACE b/WORKSPACE
index 5340d915223..42cc44d307a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -47,3 +47,8 @@ workspace()
 load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")
 rules_pkg_dependencies()
 
+load("@rules_proto//proto:repositories.bzl", "rules_proto_dependencies", "rules_proto_toolchains")
+
+rules_proto_dependencies()
+rules_proto_toolchains()
+

From e8ed59abfae2a0635299b8f100d1e6cdf9490208 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Sep 2021 12:06:49 -0700
Subject: [PATCH 5403/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97988451-b0cc-4f9e-b31a-4b0001c2484a

PiperOrigin-RevId: 398545765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42cc44d307a..4582eeadfe8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c4d8a43a43f5343149b54dc6aeab54da1ca8c368ee8624846bcc9dfbef473b0",
-    git_commit = "5e147b15964f213b668ad91c02dd666d7045a5ec",
+    sha256 = "a4c0d07f2a00e1b19eefd58be351b36ad94724224b6d6cfecbfea8e0a781540e",
+    git_commit = "ba3c3fe4095378b0003c1eef6491bb74a7d8aa16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1b263297fc57ed97232bdd18d46404fa20ce0e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Sep 2021 18:01:35 -0700
Subject: [PATCH 5404/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fa30b0a-3f1b-4247-a087-cffef4735e2a

PiperOrigin-RevId: 398620779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4582eeadfe8..0ce9b341f18 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4c0d07f2a00e1b19eefd58be351b36ad94724224b6d6cfecbfea8e0a781540e",
-    git_commit = "ba3c3fe4095378b0003c1eef6491bb74a7d8aa16",
+    sha256 = "e4e0352648efc2898ea8b45776d1e98f3b8adb132c7a816796ad6f2233091bb0",
+    git_commit = "da442ea34e43cc26aed197574ec77a77c4bc292b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 367c05e7edb838a080860b3327ab5ab42ed93c77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Sep 2021 00:02:14 -0700
Subject: [PATCH 5405/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/442f6980-619a-4d8c-8bec-3503cbd617ca

PiperOrigin-RevId: 398662931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ce9b341f18..9bcccf264b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4e0352648efc2898ea8b45776d1e98f3b8adb132c7a816796ad6f2233091bb0",
-    git_commit = "da442ea34e43cc26aed197574ec77a77c4bc292b",
+    sha256 = "1e3bf29ae10368df1d103ab2edff9299da28a7b9c9b39a95bbf598e7897de8e4",
+    git_commit = "369702b9e76814ae9a9b407209a36e76be536fec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 52e4b0185b429d35852f43fb702fcbb347b2aa70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Sep 2021 06:01:32 -0700
Subject: [PATCH 5406/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3a6f38e-88c5-4fc1-a84d-0b46e2675856

PiperOrigin-RevId: 398712489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bcccf264b4..1788b313ba2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e3bf29ae10368df1d103ab2edff9299da28a7b9c9b39a95bbf598e7897de8e4",
-    git_commit = "369702b9e76814ae9a9b407209a36e76be536fec",
+    sha256 = "f6f419d10eccaf828c507be125059b218691da9fbaecfd947001bffa8a3dd43d",
+    git_commit = "a636d0f7bfd71fa7cac5b85107c866a7c0ba07d5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8c31febbcfbf3d189deaa4023307a29a62630b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Sep 2021 12:01:34 -0700
Subject: [PATCH 5407/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a387f5a-77e4-484d-b484-a23c5ff1a4f0

PiperOrigin-RevId: 398782345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1788b313ba2..f35321c4b8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6f419d10eccaf828c507be125059b218691da9fbaecfd947001bffa8a3dd43d",
-    git_commit = "a636d0f7bfd71fa7cac5b85107c866a7c0ba07d5",
+    sha256 = "39b24ea842be0eaf63078bed4ebbe23a58dda7215d110f82d919cd874340004c",
+    git_commit = "0b5e5756e2357fe635ce2f8411d56aaff306d139",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e70f1878ef35468145226fd40364f823366474b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Sep 2021 18:04:18 -0700
Subject: [PATCH 5408/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e44dbf4-2491-4a9a-a7fa-d3850cd3b050

PiperOrigin-RevId: 398851042
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f35321c4b8d..0f072509dba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39b24ea842be0eaf63078bed4ebbe23a58dda7215d110f82d919cd874340004c",
-    git_commit = "0b5e5756e2357fe635ce2f8411d56aaff306d139",
+    sha256 = "a1fa444ad8fb232f32050736eb687aafd3a6097f6eafa9759396151d49b6c1f1",
+    git_commit = "ab6aab60c8371f9593e331d8fd88cab6348dd86e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b44f1391596cbebe1514c5e7d8caa5c34748a0e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Sep 2021 06:01:39 -0700
Subject: [PATCH 5409/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a08f07e-4a92-4f1b-8dd2-85e65fa648a9

PiperOrigin-RevId: 398915818
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f072509dba..460537addd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1fa444ad8fb232f32050736eb687aafd3a6097f6eafa9759396151d49b6c1f1",
-    git_commit = "ab6aab60c8371f9593e331d8fd88cab6348dd86e",
+    sha256 = "4d905d2f9f16a6994d3c1b2839ee3404442c8b07e231e5895ebd560f0a3bde15",
+    git_commit = "d73c891f70abae35e1f431d4609e8f600be2773a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 034273d71d6940e53440293bb138ef217469281b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Sep 2021 12:01:38 -0700
Subject: [PATCH 5410/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/217225db-ccba-4752-b7a0-9a74113b1d72

PiperOrigin-RevId: 398944085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 460537addd5..21e5873196e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d905d2f9f16a6994d3c1b2839ee3404442c8b07e231e5895ebd560f0a3bde15",
-    git_commit = "d73c891f70abae35e1f431d4609e8f600be2773a",
+    sha256 = "096a0db54c8df2fbe4612a77cfb07fd0460caf485d9a97fa27251a4951da32fb",
+    git_commit = "886b00271666f1d0696da0dc7f29e8e7a30a394d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc065a797e66302ec39c20b0c71ccdf3a0c93416 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Sep 2021 18:01:27 -0700
Subject: [PATCH 5411/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7eba9c48-1f4c-4814-b2c0-210033da2be0

PiperOrigin-RevId: 398971093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21e5873196e..046cbd013a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "096a0db54c8df2fbe4612a77cfb07fd0460caf485d9a97fa27251a4951da32fb",
-    git_commit = "886b00271666f1d0696da0dc7f29e8e7a30a394d",
+    sha256 = "15302468c9ea841af6913217b9e18a13d80ab7d0f57f226d0c292d2848e0cb32",
+    git_commit = "af23f534d152a17f08f459988d211ec01ef2f461",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d96b48c72974bf1f443ac39c96fc374aba5526d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Sep 2021 00:01:35 -0700
Subject: [PATCH 5412/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/27fa4aea-9f25-4931-832c-f3cba5ed28e4

PiperOrigin-RevId: 398998254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 046cbd013a3..5239a755bc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15302468c9ea841af6913217b9e18a13d80ab7d0f57f226d0c292d2848e0cb32",
-    git_commit = "af23f534d152a17f08f459988d211ec01ef2f461",
+    sha256 = "3d8d7fff058f6c3605244626c579b5e585a09d1a108d159b3f3e36a33b247ee1",
+    git_commit = "9f20526122e4fc84f74b224db0a4c7101d9421dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 209b861652fdcc3dae227b124c0d980b7e5acc95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Sep 2021 12:02:04 -0700
Subject: [PATCH 5413/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1b251b2-cb21-4fee-ba26-82f0f9fc8f25

PiperOrigin-RevId: 399055783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5239a755bc7..e94d157e642 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d8d7fff058f6c3605244626c579b5e585a09d1a108d159b3f3e36a33b247ee1",
-    git_commit = "9f20526122e4fc84f74b224db0a4c7101d9421dd",
+    sha256 = "29d8af985547b4ad173aec962df8bdbf047eaee9577db6ea3231f1d80d94d3dd",
+    git_commit = "37cacc485defb9855c4983326cbed48da684b8e5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d4009ba56d9fc27a71d36610451d7ed9c522cb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Sep 2021 18:01:17 -0700
Subject: [PATCH 5414/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0fe0cc39-925c-4a2a-96d8-683079ec0d8c

PiperOrigin-RevId: 399084653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e94d157e642..22f33654eb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29d8af985547b4ad173aec962df8bdbf047eaee9577db6ea3231f1d80d94d3dd",
-    git_commit = "37cacc485defb9855c4983326cbed48da684b8e5",
+    sha256 = "62a2825cdb4d06d4de9cd559ab50b1d9099c90bd1e28bad7854dab0ec36ff42f",
+    git_commit = "305d30ce6130d0d621746a59dc3116c5824ab523",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92b00ba9fa33beb974852fdfdd6696a55ad395b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Sep 2021 00:02:19 -0700
Subject: [PATCH 5415/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c65fafe-33c1-41fd-ab71-2ff0ecbbc818

PiperOrigin-RevId: 399118101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22f33654eb8..2d321c4b98d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62a2825cdb4d06d4de9cd559ab50b1d9099c90bd1e28bad7854dab0ec36ff42f",
-    git_commit = "305d30ce6130d0d621746a59dc3116c5824ab523",
+    sha256 = "a8a41d06831190451f7cf59cc505cad73318fb6120960b22b2fa026389417e8e",
+    git_commit = "866bade85dec9a231350201fb147f9381eee55c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 16b236f13bc61191295f4df3a3ecd295fdacb39a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Sep 2021 06:01:35 -0700
Subject: [PATCH 5416/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0af71542-75ab-4e77-90c8-ede47c3d8221

PiperOrigin-RevId: 399170163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d321c4b98d..abcd05531b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8a41d06831190451f7cf59cc505cad73318fb6120960b22b2fa026389417e8e",
-    git_commit = "866bade85dec9a231350201fb147f9381eee55c7",
+    sha256 = "2826560b7c858caee2f8c4111b6dbb75540ab31d1ae3f77fca697b7d02cbee93",
+    git_commit = "9ffa4a9d9e3e4d3c0f00ca90e3845cbe0f1dba72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a506a136a4c93f32531730f34f6cbb380b0ea0be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Sep 2021 12:01:38 -0700
Subject: [PATCH 5417/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee429e18-c133-4ac8-89d9-c674f4bea73f

PiperOrigin-RevId: 399246897
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abcd05531b6..00a9f02aef6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2826560b7c858caee2f8c4111b6dbb75540ab31d1ae3f77fca697b7d02cbee93",
-    git_commit = "9ffa4a9d9e3e4d3c0f00ca90e3845cbe0f1dba72",
+    sha256 = "b67a9373673d287087b4a0409d35336e1998cbe6d529c07b75a64d3dad6e5eee",
+    git_commit = "89363b5e083a5c9faa12660cd05c1d79c6ea9f36",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5ecd9c7fd653d0d5125504174cc7e58a3dc56668 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Sep 2021 18:01:45 -0700
Subject: [PATCH 5418/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/293a2f1d-1342-4fdc-8f28-a107f3389f03

PiperOrigin-RevId: 399325488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00a9f02aef6..21df4574ab2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b67a9373673d287087b4a0409d35336e1998cbe6d529c07b75a64d3dad6e5eee",
-    git_commit = "89363b5e083a5c9faa12660cd05c1d79c6ea9f36",
+    sha256 = "4eb6ff9887c21bf581122e172cd63a92189b58447e14455e2cfc2f0e28cab870",
+    git_commit = "94917801452c642e75ce051773c8c72412d7e414",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c4d3325dc2de7e599fe89af180a1feb7d65b5b0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Sep 2021 00:01:50 -0700
Subject: [PATCH 5419/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1849dc18-6b20-42f2-b082-69f9e2007dee

PiperOrigin-RevId: 399368495
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21df4574ab2..047a6e2917a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4eb6ff9887c21bf581122e172cd63a92189b58447e14455e2cfc2f0e28cab870",
-    git_commit = "94917801452c642e75ce051773c8c72412d7e414",
+    sha256 = "6842863e44ae0d62b7a673361a548aba37893e68498c5b4b890970ddea4b5ccb",
+    git_commit = "01a184f17127379b5df957872b1731c59dd2a7b7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa4f044701a560a3a1bece4ff687c96545633bda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Sep 2021 06:01:35 -0700
Subject: [PATCH 5420/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e3c5b45-d991-4549-83ff-168b34c6eda0

PiperOrigin-RevId: 399421435
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 047a6e2917a..5534a172103 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6842863e44ae0d62b7a673361a548aba37893e68498c5b4b890970ddea4b5ccb",
-    git_commit = "01a184f17127379b5df957872b1731c59dd2a7b7",
+    sha256 = "9fcc165b16b4f986d35643347150cba46ed8a9b42f79e0213303a03750a73740",
+    git_commit = "a4fe268ea084e7d323133ed7b986e0ae259a2bc7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96d248d3acea69c9d6a7b8f204f9db26e24468a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Sep 2021 12:02:23 -0700
Subject: [PATCH 5421/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61f023f6-2512-4eb7-8020-0a4a3ea83334

PiperOrigin-RevId: 399495978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5534a172103..4cc5ee24b14 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fcc165b16b4f986d35643347150cba46ed8a9b42f79e0213303a03750a73740",
-    git_commit = "a4fe268ea084e7d323133ed7b986e0ae259a2bc7",
+    sha256 = "c3c931cc297ae64730db7b813997ff93204875d518f7f8929dc97f03243300ad",
+    git_commit = "9a9b33a3452f6295167d3a794e157baac51a663c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dfcdcd12ace8140ea866facaf6c346e1266abd23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Sep 2021 18:01:28 -0700
Subject: [PATCH 5422/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94d5bce7-c5a6-4b87-bac9-aec591d7c1a5

PiperOrigin-RevId: 399571749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4cc5ee24b14..b723dd5c2e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3c931cc297ae64730db7b813997ff93204875d518f7f8929dc97f03243300ad",
-    git_commit = "9a9b33a3452f6295167d3a794e157baac51a663c",
+    sha256 = "f2bf0e974fab8e8d2a5cd2cc852e68efd9d51b96cbe6679f1322581de818ee0f",
+    git_commit = "87462bfac761435a46641ff2f10ad0b6e5414a4b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 85446c0e474e0720631318f7115327b6e7af789a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Sep 2021 00:02:43 -0700
Subject: [PATCH 5423/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19eb852a-d3f2-4921-9c54-8e66bc933c1f

PiperOrigin-RevId: 399617660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b723dd5c2e7..b252cc7ddaf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2bf0e974fab8e8d2a5cd2cc852e68efd9d51b96cbe6679f1322581de818ee0f",
-    git_commit = "87462bfac761435a46641ff2f10ad0b6e5414a4b",
+    sha256 = "37f6e4a56a1da9196367f7d68af82cc670a348720ce1948ce62b1da3fcb8f587",
+    git_commit = "0c0fda670bbfd5a68b0129f3038691d1211854e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9316d199ea52e0cecf0493a09f95fad2519024ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Sep 2021 06:01:57 -0700
Subject: [PATCH 5424/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/977792e3-5d4c-4788-af6e-bfcb0a583d6a

PiperOrigin-RevId: 399666995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b252cc7ddaf..1bda9c0b578 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37f6e4a56a1da9196367f7d68af82cc670a348720ce1948ce62b1da3fcb8f587",
-    git_commit = "0c0fda670bbfd5a68b0129f3038691d1211854e6",
+    sha256 = "ad62905ad83d60223f0fb3fce421237fcd097400d089c6f5cbc7e61c9da7d953",
+    git_commit = "66fb5e72e31de1f96864ca4f21c6bc0bc1bfef60",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a98a1bbf5ff174c237aacb4f3ee57c27a4238866 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Sep 2021 12:01:28 -0700
Subject: [PATCH 5425/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf0855ad-83de-4981-8ce2-2fe5b0b099bc

PiperOrigin-RevId: 399741446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bda9c0b578..f9452de463e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad62905ad83d60223f0fb3fce421237fcd097400d089c6f5cbc7e61c9da7d953",
-    git_commit = "66fb5e72e31de1f96864ca4f21c6bc0bc1bfef60",
+    sha256 = "6e2856c09e1e2c36684c41f287a4e6b68f475d3c8c22f45c954eda4edf2ceaa4",
+    git_commit = "f13dc99a0cdc5c659f107fcc746908fbed285658",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b95dfd515d6295913dc69651d17ad371d444f15 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Sep 2021 18:01:49 -0700
Subject: [PATCH 5426/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a60aad7f-ea63-45b3-8414-fd4f2b098132

PiperOrigin-RevId: 399820076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9452de463e..6b4c90b0986 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e2856c09e1e2c36684c41f287a4e6b68f475d3c8c22f45c954eda4edf2ceaa4",
-    git_commit = "f13dc99a0cdc5c659f107fcc746908fbed285658",
+    sha256 = "3eb7aa34ce6e737e0d7954a7c892de724dfa7c562af161d1dfad2a6634039862",
+    git_commit = "5556d26ecd7c1e063c52d2a40047741a495c79ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6a5dda48847cb95a0b25bc9bf7cbb0862e3857f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Sep 2021 00:01:40 -0700
Subject: [PATCH 5427/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17a00907-049a-4ede-9fe4-e0a9448d5105

PiperOrigin-RevId: 399862498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b4c90b0986..6d46c580d95 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3eb7aa34ce6e737e0d7954a7c892de724dfa7c562af161d1dfad2a6634039862",
-    git_commit = "5556d26ecd7c1e063c52d2a40047741a495c79ac",
+    sha256 = "e6a1a8058f63facb81b831070ba6d23d6f65507ddd7b6c8345a269f4e532776e",
+    git_commit = "e5121a9b6abc92034c3057c0820c10c7c13c5f51",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1435e569ce315d9529f6cc8281b64560e606de81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Sep 2021 06:01:56 -0700
Subject: [PATCH 5428/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90078131-c267-42e2-a92a-274d9ab27803

PiperOrigin-RevId: 399913335
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d46c580d95..b4d9e5fa412 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6a1a8058f63facb81b831070ba6d23d6f65507ddd7b6c8345a269f4e532776e",
-    git_commit = "e5121a9b6abc92034c3057c0820c10c7c13c5f51",
+    sha256 = "3a813796a7aa60e0c740179844cd4d7817d3ad1c95b2ec63363586c023f5938e",
+    git_commit = "48c0adfaca8cc623dc7784c4672556ca7ffe8f18",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c35b45962044c00b5ecd28b5a9cedb6fa8f4bfa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Sep 2021 12:01:47 -0700
Subject: [PATCH 5429/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac3d702d-bf5a-4142-b587-778ec11f8157

PiperOrigin-RevId: 399989200
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4d9e5fa412..993ab5b3a94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a813796a7aa60e0c740179844cd4d7817d3ad1c95b2ec63363586c023f5938e",
-    git_commit = "48c0adfaca8cc623dc7784c4672556ca7ffe8f18",
+    sha256 = "7f7e85cbc9da65fbd9b412aff8aea2f76a19d9c741f5d231ce69001d6313f696",
+    git_commit = "951175bbc00b584983235c4c334ea0f159f01557",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67fa4c189b6b3204f47179cd00025d722b8ab877 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Sep 2021 18:01:44 -0700
Subject: [PATCH 5430/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1de73df7-14e7-4341-b4fd-aae533ac9d02

PiperOrigin-RevId: 400072334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 993ab5b3a94..4f45f9a243e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f7e85cbc9da65fbd9b412aff8aea2f76a19d9c741f5d231ce69001d6313f696",
-    git_commit = "951175bbc00b584983235c4c334ea0f159f01557",
+    sha256 = "eb64f34a7bf67af98a78a60f730e3637974ae55114962ce85243509c8a7beb3c",
+    git_commit = "bdc75cfa670a63fde01e54174203dfc63e92c519",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23f36a10c8b53681c4345a365376af70bb636d56 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Oct 2021 00:01:38 -0700
Subject: [PATCH 5431/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e492a9d6-291a-405c-8f36-4f6d54f79306

PiperOrigin-RevId: 400121430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f45f9a243e..216f9377d5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb64f34a7bf67af98a78a60f730e3637974ae55114962ce85243509c8a7beb3c",
-    git_commit = "bdc75cfa670a63fde01e54174203dfc63e92c519",
+    sha256 = "113d422c27357837f2ac082f985f38dd9c6e208d206c9c214ca746356342a26b",
+    git_commit = "4af137a8fa955b5c3873afedbaf4ebb2362531d4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 566f04d6fc16940b28d531335a2674e692c1ef6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Oct 2021 06:01:29 -0700
Subject: [PATCH 5432/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8f868bf-9c07-4a32-885f-fb56df78e211

PiperOrigin-RevId: 400182522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 216f9377d5a..0f8f94db282 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "113d422c27357837f2ac082f985f38dd9c6e208d206c9c214ca746356342a26b",
-    git_commit = "4af137a8fa955b5c3873afedbaf4ebb2362531d4",
+    sha256 = "688767a782d57283da8cb18e1259c02f18fea671c31a75438ea91e90ec01ebaa",
+    git_commit = "915f36e99bda23afc039c3e89e0268cb74ba713d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14da2fb9a2bdec98eb09c732a947c73d913ede59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Oct 2021 12:14:02 -0700
Subject: [PATCH 5433/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/434d5121-e956-4e92-bc4c-5c14043c5ab4

PiperOrigin-RevId: 400261840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f8f94db282..6455ea4ad29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "688767a782d57283da8cb18e1259c02f18fea671c31a75438ea91e90ec01ebaa",
-    git_commit = "915f36e99bda23afc039c3e89e0268cb74ba713d",
+    sha256 = "2ba0f5d14e84a2cb2338cb378ccf8b58ed309c9015a6f43410c83e081a0ed43c",
+    git_commit = "ba220b14ba7950674fff2d5996862b6bdb6fe62c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b17c1d21a6e75694ecbfb85c0ccb4302a040eeef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Oct 2021 18:01:45 -0700
Subject: [PATCH 5434/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0c85e71-03df-4e66-91bd-24542d50e0f3

PiperOrigin-RevId: 400331435
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6455ea4ad29..861ef98cb62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ba0f5d14e84a2cb2338cb378ccf8b58ed309c9015a6f43410c83e081a0ed43c",
-    git_commit = "ba220b14ba7950674fff2d5996862b6bdb6fe62c",
+    sha256 = "ee58a0216f5cd35abad048f4e4072ec3cef50116e58359ef368c424247dcd072",
+    git_commit = "0104d97eb99c6ac96dc87c3bea3f634a29b2998e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d12ee6c520861704718b8366600dac0bfb26e2ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Oct 2021 00:01:45 -0700
Subject: [PATCH 5435/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/406bac85-2ee0-4577-afdb-195a75494795

PiperOrigin-RevId: 400368911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 861ef98cb62..f6891733b0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee58a0216f5cd35abad048f4e4072ec3cef50116e58359ef368c424247dcd072",
-    git_commit = "0104d97eb99c6ac96dc87c3bea3f634a29b2998e",
+    sha256 = "dd6cd38f8f0a47a7f529090a24c3546d31a650c1e38b995271de593da6fad901",
+    git_commit = "f1666f5bb7433a33668de1fd30e2563f423971c8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96e9781aa62a4b9ff33c1297096cb740b1723374 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Oct 2021 06:02:02 -0700
Subject: [PATCH 5436/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/539cc01b-6159-47b7-b3d0-335f23b24b80

PiperOrigin-RevId: 400403995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6891733b0f..3de1abeb3ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd6cd38f8f0a47a7f529090a24c3546d31a650c1e38b995271de593da6fad901",
-    git_commit = "f1666f5bb7433a33668de1fd30e2563f423971c8",
+    sha256 = "ef29880007b78f85bb43f385a492a719f835468218ed272c381e66dadacb5b7a",
+    git_commit = "664872b49d2e7d94de3ea79083d82b29f6a30c4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef1e29233340e7faa8c12ed638135e65b073d73e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Oct 2021 12:01:56 -0700
Subject: [PATCH 5437/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8bb4ff1-e3a6-4012-89e1-d714b7648e0e

PiperOrigin-RevId: 400437283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3de1abeb3ab..b93a064d352 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef29880007b78f85bb43f385a492a719f835468218ed272c381e66dadacb5b7a",
-    git_commit = "664872b49d2e7d94de3ea79083d82b29f6a30c4c",
+    sha256 = "ed091ea752cc8ac8ff82f6ff5f1b5a2d22ba03234e00447f2bc55c16c75e6532",
+    git_commit = "34d94fe2ac230755a7ef7923555b47fffede9c94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 75ea19b2dbe99fab389de06a8ebada09267c95e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Oct 2021 18:01:31 -0700
Subject: [PATCH 5438/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84e3e1ed-a2fe-4a67-bc82-43939aa3163a

PiperOrigin-RevId: 400470597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b93a064d352..5ca2e6eb37b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed091ea752cc8ac8ff82f6ff5f1b5a2d22ba03234e00447f2bc55c16c75e6532",
-    git_commit = "34d94fe2ac230755a7ef7923555b47fffede9c94",
+    sha256 = "5073ce495b74e1e95756a03981d12ad162cc2e32e72704ef8b3d8f460a9361b5",
+    git_commit = "5bb68d6bdd313d652c5295654fea1b587bad4544",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa0b9bd564a2cb6c569f0e361e3686690592309d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Oct 2021 00:02:21 -0700
Subject: [PATCH 5439/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/736abbc5-a31e-4907-9c14-ad42cd277070

PiperOrigin-RevId: 400503597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ca2e6eb37b..7bda46e9c28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5073ce495b74e1e95756a03981d12ad162cc2e32e72704ef8b3d8f460a9361b5",
-    git_commit = "5bb68d6bdd313d652c5295654fea1b587bad4544",
+    sha256 = "93a9ec9f2373853bc9521074eccb682bd5b13c2af8a8b0cb5cb702f69a6f0a06",
+    git_commit = "1d01efb25a5a6fd7c08e4cdf9695a99114185b97",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e886aa167e9b0f064127b52630647d10c97916cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Oct 2021 06:01:30 -0700
Subject: [PATCH 5440/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9584fc36-a2d7-43ee-8ea3-26f7f07d6238

PiperOrigin-RevId: 400538314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7bda46e9c28..5a7331af5f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93a9ec9f2373853bc9521074eccb682bd5b13c2af8a8b0cb5cb702f69a6f0a06",
-    git_commit = "1d01efb25a5a6fd7c08e4cdf9695a99114185b97",
+    sha256 = "3d30520437a57310f3a5d319450e927bf52a24f6662b419ebefe2c534ad8d064",
+    git_commit = "70a2d4073d95fba32db10a192a1dd708fdae2925",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 494ce3247ba79466f483120f3d0e0c4eb94578c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Oct 2021 12:01:38 -0700
Subject: [PATCH 5441/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3c2e185-906e-4ea1-ae59-a0b87ce7d69e

PiperOrigin-RevId: 400572257
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a7331af5f1..d9fad4c6df4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d30520437a57310f3a5d319450e927bf52a24f6662b419ebefe2c534ad8d064",
-    git_commit = "70a2d4073d95fba32db10a192a1dd708fdae2925",
+    sha256 = "a30680bbc8fc659d8206e2e30a7be5fbb7404db8239dcd8eceaf9a798944b293",
+    git_commit = "609b3f0dde17ea883743b1bd0e10294956f6654a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e92fbad751c43ed7ac05555cd98200f13eaec55e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Oct 2021 18:02:03 -0700
Subject: [PATCH 5442/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40b92b86-7d9e-43a7-9b9b-63125a10a46f

PiperOrigin-RevId: 400606870
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9fad4c6df4..f82376c3b3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a30680bbc8fc659d8206e2e30a7be5fbb7404db8239dcd8eceaf9a798944b293",
-    git_commit = "609b3f0dde17ea883743b1bd0e10294956f6654a",
+    sha256 = "4d038a8af2865ff9bc5a485636d5cd99c0531149ec81c3090f9b126d40d13543",
+    git_commit = "7d7cab61b0fe1bf8e01890fda9161c0f0c6e1a1a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c11a88316eb9fb84b830991f7de279c1953069f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Oct 2021 00:01:53 -0700
Subject: [PATCH 5443/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99110724-c860-49d6-9ae8-dcb511d9b552

PiperOrigin-RevId: 400645478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f82376c3b3d..6fc6573a91b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d038a8af2865ff9bc5a485636d5cd99c0531149ec81c3090f9b126d40d13543",
-    git_commit = "7d7cab61b0fe1bf8e01890fda9161c0f0c6e1a1a",
+    sha256 = "6a2d3bd9611820ad9439b445143e0d1713464325c8005a076563375c41f211bf",
+    git_commit = "77f09dd7bc4c71551336d5aabd5849d4ad50fbc5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d21d9796df23b78b79f22a604cde770c3c2020c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Oct 2021 06:01:36 -0700
Subject: [PATCH 5444/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2883474-47ce-4473-92a9-0fae747d2982

PiperOrigin-RevId: 400698761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fc6573a91b..0c957a2652b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a2d3bd9611820ad9439b445143e0d1713464325c8005a076563375c41f211bf",
-    git_commit = "77f09dd7bc4c71551336d5aabd5849d4ad50fbc5",
+    sha256 = "c050eafa77ba03e022defb843a2ad2e04f6ddbf9e4ce3e523969eae87b86040b",
+    git_commit = "31647c9679f7a0d120886b2e303835784548bf6f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d862cba3a29758eef6cf435722db1fa09a63071 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Oct 2021 12:02:19 -0700
Subject: [PATCH 5445/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0aebb5c8-b7b6-4fd9-8541-f3bb7215f9ad

PiperOrigin-RevId: 400780055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c957a2652b..71737ee7012 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c050eafa77ba03e022defb843a2ad2e04f6ddbf9e4ce3e523969eae87b86040b",
-    git_commit = "31647c9679f7a0d120886b2e303835784548bf6f",
+    sha256 = "849483b212671ca6d5d40ca559948c5c816cc0466356166183cbb9e065a368f9",
+    git_commit = "6e66dfbabe3d2428fee00ec6b9330a74e31a8ab6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 31a50430da7ad701fd1caeda56cf7d46e67dab45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Oct 2021 18:01:44 -0700
Subject: [PATCH 5446/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1978f86-2b07-48f6-a785-2e81d4b36562

PiperOrigin-RevId: 400859640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71737ee7012..a46410fb03a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "849483b212671ca6d5d40ca559948c5c816cc0466356166183cbb9e065a368f9",
-    git_commit = "6e66dfbabe3d2428fee00ec6b9330a74e31a8ab6",
+    sha256 = "548a1da21242fac0d23f36935010dbdb0b79a10df375105f4adb5bcffb332bc0",
+    git_commit = "ca38dab9d3ee66c5de06f11af9a4b1200da5ef75",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 435bd5235a43f9c52481a6e8b7b3a563654d4233 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Oct 2021 00:02:55 -0700
Subject: [PATCH 5447/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/032793e9-64c1-463d-aa73-fd639e8d3be9

PiperOrigin-RevId: 400907280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a46410fb03a..545a49e7b20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "548a1da21242fac0d23f36935010dbdb0b79a10df375105f4adb5bcffb332bc0",
-    git_commit = "ca38dab9d3ee66c5de06f11af9a4b1200da5ef75",
+    sha256 = "ca82cfbee31a1ca450862bbceebad6f41e6808e3b7025219af49f089dab58d89",
+    git_commit = "675fb1d8e2cd74eff86257bbf75c1ff2655b00ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05cba95a662304323b7903d8855161908bf4917f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Oct 2021 06:01:49 -0700
Subject: [PATCH 5448/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6d6224c-e7d1-4f08-a9e7-0821ba1f881a

PiperOrigin-RevId: 400964863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 545a49e7b20..e5db00fbbe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca82cfbee31a1ca450862bbceebad6f41e6808e3b7025219af49f089dab58d89",
-    git_commit = "675fb1d8e2cd74eff86257bbf75c1ff2655b00ec",
+    sha256 = "9e7edcb524dbe7a1f377a44b829cfc598bb8ef86ef8aaddd49b15cdd8573a659",
+    git_commit = "ac43581891d768378f9a6406d7290a0bb4710264",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51c40996a501436b2b89eb31ff4324afa820d584 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Oct 2021 12:01:59 -0700
Subject: [PATCH 5449/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3db0dfce-ab02-456e-a8ee-1703f07bb8e7

PiperOrigin-RevId: 401043049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5db00fbbe1..dca851a6db8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e7edcb524dbe7a1f377a44b829cfc598bb8ef86ef8aaddd49b15cdd8573a659",
-    git_commit = "ac43581891d768378f9a6406d7290a0bb4710264",
+    sha256 = "dfbbc62f8fda798cadd9dc13d653f68e5c8f10c0c2bb3b488f85ae09c20ab3d2",
+    git_commit = "b1ca8461612426212c4ae231c6d5f54f76f28c46",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f0f9085adead7bf9c08f7836eab4120a321d92a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Oct 2021 18:02:07 -0700
Subject: [PATCH 5450/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f77003fc-b9a0-4471-a70d-4257dcb9c606

PiperOrigin-RevId: 401116379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dca851a6db8..6cfe11fd500 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfbbc62f8fda798cadd9dc13d653f68e5c8f10c0c2bb3b488f85ae09c20ab3d2",
-    git_commit = "b1ca8461612426212c4ae231c6d5f54f76f28c46",
+    sha256 = "a20b535a80b13aefaf03f05f7fdd1ebbc3964e0c2acf6cf966254fd3f8d3fdb6",
+    git_commit = "d39b221a51b53d82bdb5ce941960ac1e74f1a447",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f4f5e313136d2851186c07ff4c51a8b1bac200d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Oct 2021 00:01:50 -0700
Subject: [PATCH 5451/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c5ab412-2a31-4028-b4df-3296da1bed19

PiperOrigin-RevId: 401166191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cfe11fd500..18df5e7053e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a20b535a80b13aefaf03f05f7fdd1ebbc3964e0c2acf6cf966254fd3f8d3fdb6",
-    git_commit = "d39b221a51b53d82bdb5ce941960ac1e74f1a447",
+    sha256 = "5bbe5c13bd68b83205a5099c56425a212e6bf3847da86981c877d0f7c717e7a4",
+    git_commit = "16b664ecc210285f5bc0ae1a346e71077a1caa4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 619697c7d133703eff146fd9117d08a22bc1eaa8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Oct 2021 06:02:13 -0700
Subject: [PATCH 5452/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22dd7d81-e16f-42dc-9d12-62c7f7d8d701

PiperOrigin-RevId: 401223528
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18df5e7053e..daf2cd22cc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5bbe5c13bd68b83205a5099c56425a212e6bf3847da86981c877d0f7c717e7a4",
-    git_commit = "16b664ecc210285f5bc0ae1a346e71077a1caa4c",
+    sha256 = "b4d1e817a2995977d06c0bcb1c5cd8d41ad8784029eb1ddc3514f4e1c420cd0c",
+    git_commit = "3eaba5f19dcca352ee603deeb6a41018b3ce046f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e03bc62f46357dca39c630d7721003da9871c2bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Oct 2021 12:01:37 -0700
Subject: [PATCH 5453/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5fbfe7e-7760-473b-84b2-e9a9af2e098d

PiperOrigin-RevId: 401304603
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daf2cd22cc2..d5955096940 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4d1e817a2995977d06c0bcb1c5cd8d41ad8784029eb1ddc3514f4e1c420cd0c",
-    git_commit = "3eaba5f19dcca352ee603deeb6a41018b3ce046f",
+    sha256 = "8194ca6ea3adf7dd2ea0b5a65847e3df534edbb01c3125d2cf8c308c8c4afd2d",
+    git_commit = "79315690449eb42d7ef867e730f08315e6de4e34",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d4e5c0db43e246c2ba0ba37f6d325a322d2b6fb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Oct 2021 18:01:56 -0700
Subject: [PATCH 5454/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aeead643-7be4-479d-bed6-bd71db7de536

PiperOrigin-RevId: 401385816
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5955096940..2ba10a43c6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8194ca6ea3adf7dd2ea0b5a65847e3df534edbb01c3125d2cf8c308c8c4afd2d",
-    git_commit = "79315690449eb42d7ef867e730f08315e6de4e34",
+    sha256 = "38daf4d5cf679e48e767e9c8e0c4f81a646d32e1e3a42dc38a6da5532d90a558",
+    git_commit = "0c73111062a82ff3d8e6e2235c1e82d58c009d56",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a09360ebd9b932ceab2054eb257999f193ad31f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Oct 2021 00:01:53 -0700
Subject: [PATCH 5455/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93fcbbb1-02dc-4c89-841e-c174044f650a

PiperOrigin-RevId: 401435632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ba10a43c6a..de42d16505b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38daf4d5cf679e48e767e9c8e0c4f81a646d32e1e3a42dc38a6da5532d90a558",
-    git_commit = "0c73111062a82ff3d8e6e2235c1e82d58c009d56",
+    sha256 = "d0c1a431cc3686a0acf7903f1b56b5eabaebaaa08bf3b68351dc392d3d628f34",
+    git_commit = "18c61a1762d923c2c659b00845efa1964b8eaeec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c8d05cf0277417c0c091a42776be1ea660a6753 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Oct 2021 06:01:51 -0700
Subject: [PATCH 5456/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23a72c79-6dfa-416f-bc2a-8fbe6745e1e9

PiperOrigin-RevId: 401491181
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de42d16505b..2b0cdca548b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0c1a431cc3686a0acf7903f1b56b5eabaebaaa08bf3b68351dc392d3d628f34",
-    git_commit = "18c61a1762d923c2c659b00845efa1964b8eaeec",
+    sha256 = "0500a93887e9237f7b730dac936e07f4926192d1d311e38ffc7d9491b10b8476",
+    git_commit = "f44013283bbfc464fc3fa235688da151420ca764",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c50c2bf0a9609b06c2177a86ebc34b1cd68e2e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Oct 2021 12:02:33 -0700
Subject: [PATCH 5457/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1bbec8d1-1214-474f-8489-b8a7e690744c

PiperOrigin-RevId: 401570796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b0cdca548b..b25ad1643b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0500a93887e9237f7b730dac936e07f4926192d1d311e38ffc7d9491b10b8476",
-    git_commit = "f44013283bbfc464fc3fa235688da151420ca764",
+    sha256 = "0bfd68b7b228a26c8ead139c17d272fe3fcf3ef9bdecb19f5ffef73ec039c70f",
+    git_commit = "413712b82a5c8d0d8fb4d1718994a0e2239b8cde",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a867608776bb0a7f5ccad5ed28d507ba5963de1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Oct 2021 18:01:51 -0700
Subject: [PATCH 5458/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43524d76-c54b-417b-bf93-f5cf2901ed40

PiperOrigin-RevId: 401650885
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b25ad1643b2..32f0b49d0cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0bfd68b7b228a26c8ead139c17d272fe3fcf3ef9bdecb19f5ffef73ec039c70f",
-    git_commit = "413712b82a5c8d0d8fb4d1718994a0e2239b8cde",
+    sha256 = "6d63e6d6e4539a93ca1dc71845712e5d0d56e04a678ab8db1d3ab5baf24f9063",
+    git_commit = "368919c250e0d73e90fdcf15b1387c073cb009d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 486b731bfaa9c2e5487e1ca5e310ec9270863a7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Oct 2021 00:01:38 -0700
Subject: [PATCH 5459/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33e62b39-17f2-4b03-b455-e00df642dff3

PiperOrigin-RevId: 401698704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32f0b49d0cc..2cfa3546d4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d63e6d6e4539a93ca1dc71845712e5d0d56e04a678ab8db1d3ab5baf24f9063",
-    git_commit = "368919c250e0d73e90fdcf15b1387c073cb009d8",
+    sha256 = "55b074a9008406dc06aa50843ee918683c8e1015c4f3b4804da8dd7b7b207895",
+    git_commit = "ab0ca4bbc66a476aea305f81c69e0201b5876d0a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 46b2e48985fcf56dd573a2dd68f5d9742e303dde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Oct 2021 06:01:46 -0700
Subject: [PATCH 5460/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa22f738-bc6d-4e46-969d-67fd95b9f12a

PiperOrigin-RevId: 401752247
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cfa3546d4f..53e09cdf3dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55b074a9008406dc06aa50843ee918683c8e1015c4f3b4804da8dd7b7b207895",
-    git_commit = "ab0ca4bbc66a476aea305f81c69e0201b5876d0a",
+    sha256 = "0d133a166dc022b55f19bb479ca9e40f4866bbe821e8a514a60d63e44c2fd24c",
+    git_commit = "835162f2140d4c7555d96856e78c5eda336674e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0687ec68e7f5ce41f17ea8896574fa5e7a0589bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Oct 2021 12:02:03 -0700
Subject: [PATCH 5461/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/114727ca-0585-448f-bb4c-206180424e4d

PiperOrigin-RevId: 401823822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53e09cdf3dd..b01c90ab002 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d133a166dc022b55f19bb479ca9e40f4866bbe821e8a514a60d63e44c2fd24c",
-    git_commit = "835162f2140d4c7555d96856e78c5eda336674e0",
+    sha256 = "c5fec8c439dddd9362a9cdf7de754d20c86e97ccc5b82ef2404f15b355360b20",
+    git_commit = "68422b215e618df5ad375bcdc6d2052e9fd3080a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b72f59a35a9d67996c4b3a1bdee31b160407dd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Oct 2021 18:02:10 -0700
Subject: [PATCH 5462/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfe3f21c-e0e6-49dd-8efc-3f634eca9c4d

PiperOrigin-RevId: 401895869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b01c90ab002..d318fa885b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5fec8c439dddd9362a9cdf7de754d20c86e97ccc5b82ef2404f15b355360b20",
-    git_commit = "68422b215e618df5ad375bcdc6d2052e9fd3080a",
+    sha256 = "2a9438981dd659072211e0940b2ea7c1c5899eb40aac01843bf1cae5e4155197",
+    git_commit = "98458ae6fac670df53d37456d1f23670a1000bd9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 63dd03efcc8ada816d4abaead8643eebd3338bde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Oct 2021 00:02:18 -0700
Subject: [PATCH 5463/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b87e17a-454c-41af-9509-203099563633

PiperOrigin-RevId: 401935736
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d318fa885b7..fe9f8c7e62f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a9438981dd659072211e0940b2ea7c1c5899eb40aac01843bf1cae5e4155197",
-    git_commit = "98458ae6fac670df53d37456d1f23670a1000bd9",
+    sha256 = "cba37ed95a99a035539f43fe92fdb6ee9ce9966537baa8371b4adcf0ee83f6dc",
+    git_commit = "33f8755edc9a814bf6c71a5ad9d1bb07da5b17cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e6b1982aed71dc7ba1ea69015c500b9099a08585 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Oct 2021 06:01:42 -0700
Subject: [PATCH 5464/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec099495-346a-424c-9ac4-fb8ed1ffd86b

PiperOrigin-RevId: 401975724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe9f8c7e62f..262426b327d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cba37ed95a99a035539f43fe92fdb6ee9ce9966537baa8371b4adcf0ee83f6dc",
-    git_commit = "33f8755edc9a814bf6c71a5ad9d1bb07da5b17cf",
+    sha256 = "55b3439e68180a6a012a4c6d5635ed5cf4262f3a360bc77ca793bccd0a8bf8d5",
+    git_commit = "5d8492ab786724ed811588183c93b1623f02c3c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f15e1d3e785e453595fc9aa8174cfcff01e09e7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Oct 2021 12:01:46 -0700
Subject: [PATCH 5465/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/312ca292-0128-471a-be46-b2dc5e35bb65

PiperOrigin-RevId: 402009458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 262426b327d..7d0a65588d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55b3439e68180a6a012a4c6d5635ed5cf4262f3a360bc77ca793bccd0a8bf8d5",
-    git_commit = "5d8492ab786724ed811588183c93b1623f02c3c5",
+    sha256 = "504aae0c197129c9f2046e5c3e09c40a73f0b5e4e4d0b6f22f2e243edb08d79b",
+    git_commit = "19b70563ed8a6ee1fc04fd8503d4d1cd4757f5b6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35b6e5961caeecd8e2fa7edd4896bac28b442a11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Oct 2021 18:01:37 -0700
Subject: [PATCH 5466/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c562e355-de87-42d2-bdfc-585419fce898

PiperOrigin-RevId: 402043625
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d0a65588d7..9e4c299cf16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "504aae0c197129c9f2046e5c3e09c40a73f0b5e4e4d0b6f22f2e243edb08d79b",
-    git_commit = "19b70563ed8a6ee1fc04fd8503d4d1cd4757f5b6",
+    sha256 = "bb6245e38633a1df197b5dbe3c070a383106816d4fee3205e224ef1949bceb1c",
+    git_commit = "556c3a9c41ce0590c12390a0d2fb90af7e035f0a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3ca92e4f7abc7b8a774086d10453f6ce3001273 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Oct 2021 00:02:10 -0700
Subject: [PATCH 5467/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f53a7b28-10f3-4705-accd-a5c5888a4f5f

PiperOrigin-RevId: 402075830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e4c299cf16..2ab89efca65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb6245e38633a1df197b5dbe3c070a383106816d4fee3205e224ef1949bceb1c",
-    git_commit = "556c3a9c41ce0590c12390a0d2fb90af7e035f0a",
+    sha256 = "8869653957f32500b76c2766c3a94c46089dd65192fa005ab8271ce3914db572",
+    git_commit = "60028072a1c3b4376e145b6fea8e4ccd3324377f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6fe5eb8ee8995201cd03970b0472da7d4bef5cce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Oct 2021 06:01:56 -0700
Subject: [PATCH 5468/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7642665b-5223-40ec-88b5-6a81492edf08

PiperOrigin-RevId: 402111487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ab89efca65..c40eee1b091 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8869653957f32500b76c2766c3a94c46089dd65192fa005ab8271ce3914db572",
-    git_commit = "60028072a1c3b4376e145b6fea8e4ccd3324377f",
+    sha256 = "6b2d947ae8ab5b668cac31666ba8f42882afb2f3f1c740fa21469791b59e8290",
+    git_commit = "110270f2662b3be858cc2d8cba15e3b8f002847c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dec87dbf153fbb0ec280d961218e3db19a388aff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Oct 2021 12:02:58 -0700
Subject: [PATCH 5469/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f51857e-f58b-4522-946f-8bab5ab3a174

PiperOrigin-RevId: 402145264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c40eee1b091..b96677a3747 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b2d947ae8ab5b668cac31666ba8f42882afb2f3f1c740fa21469791b59e8290",
-    git_commit = "110270f2662b3be858cc2d8cba15e3b8f002847c",
+    sha256 = "abb97fa8d0de9935d266eb5b1bd0eed1f7a987468d390131f707a4a808ebb210",
+    git_commit = "5e0ee987565dd6e8f42d6daf7c80cc3f1417fec2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d13928fe6bc297fa15f587f2d72dc9da53979e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Oct 2021 18:01:34 -0700
Subject: [PATCH 5470/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4041bf51-c13c-48fd-ac82-7b5109e13d84

PiperOrigin-RevId: 402179935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b96677a3747..698966d86f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abb97fa8d0de9935d266eb5b1bd0eed1f7a987468d390131f707a4a808ebb210",
-    git_commit = "5e0ee987565dd6e8f42d6daf7c80cc3f1417fec2",
+    sha256 = "c39bef97742a9cb556870f499a43b0986d64e44983e085f7bf6d3810ee92aafe",
+    git_commit = "def58fb6635eee4964cb06347e831b0bf85aa151",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 547626d408421ccca71b92d2313040e85958c3e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Oct 2021 00:02:14 -0700
Subject: [PATCH 5471/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49eabff0-932a-4d71-bafd-230d09f5e2fe

PiperOrigin-RevId: 402218918
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 698966d86f0..72e7bca9ad3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c39bef97742a9cb556870f499a43b0986d64e44983e085f7bf6d3810ee92aafe",
-    git_commit = "def58fb6635eee4964cb06347e831b0bf85aa151",
+    sha256 = "13f71189eed060773f7b39fcce6eda5f20971529230d2256652633aae597ba2c",
+    git_commit = "aef63d879885acbc51578c57ab0c4d09074dfe49",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7934ef4568e988944542a53945430d1dbabdedd3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Oct 2021 06:01:30 -0700
Subject: [PATCH 5472/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/060e35ce-44af-4e7c-b5da-6a70f4fd221f

PiperOrigin-RevId: 402274099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72e7bca9ad3..c0debf574eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13f71189eed060773f7b39fcce6eda5f20971529230d2256652633aae597ba2c",
-    git_commit = "aef63d879885acbc51578c57ab0c4d09074dfe49",
+    sha256 = "7bcecabc719ba80801f16330dc29cfe8a81aa9254c5c6c10436141539fcc9618",
+    git_commit = "0fb7b291092a3e2416611ac31e27cbccd198029a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21360c763767823b82768ce42c5c90c0c9012601 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 11 Oct 2021 11:18:37 -0700
Subject: [PATCH 5473/8103] Replace int64 with int64_t and uint64 with
 uint64_t.

PiperOrigin-RevId: 402347161
---
 .../batching/batch_scheduler_retrier.h        |  6 +-
 .../batching/batching_session.cc              | 20 +++---
 .../batching/batching_session.h               |  2 +-
 tensorflow_serving/batching/batching_util.cc  |  4 +-
 .../batching/streaming_batch_scheduler.cc     |  6 +-
 .../batching/streaming_batch_scheduler.h      | 24 +++----
 .../core/aspired_versions_manager.cc          | 16 ++---
 .../core/aspired_versions_manager.h           |  6 +-
 .../aspired_versions_manager_benchmark.cc     | 26 +++----
 .../core/aspired_versions_manager_test.cc     | 70 +++++++++----------
 tensorflow_serving/core/basic_manager.cc      |  8 +--
 tensorflow_serving/core/basic_manager.h       |  4 +-
 tensorflow_serving/core/basic_manager_test.cc | 46 ++++++------
 tensorflow_serving/core/caching_manager.cc    |  6 +-
 tensorflow_serving/core/caching_manager.h     |  8 +--
 .../core/caching_manager_test.cc              | 24 +++----
 tensorflow_serving/core/loader_harness.h      |  2 +-
 tensorflow_serving/core/manager.h             |  8 +--
 tensorflow_serving/core/servable_id.h         |  8 +--
 .../core/servable_state_monitor.cc            |  4 +-
 .../core/servable_state_monitor.h             |  7 +-
 tensorflow_serving/core/simple_loader.h       |  8 +--
 .../core/test_util/fake_loader.cc             |  2 +-
 .../core/test_util/fake_loader.h              |  5 +-
 .../core/test_util/manager_test_util.cc       |  2 +-
 .../core/test_util/manager_test_util.h        |  2 +-
 .../kernels/remote_predict_op_kernel.h        |  4 +-
 .../kernels/remote_predict_op_kernel_test.cc  |  2 +-
 .../model_servers/get_model_status_impl.cc    |  4 +-
 .../get_model_status_impl_test.cc             |  5 +-
 .../model_servers/http_rest_api_handler.cc    | 12 ++--
 .../model_servers/http_rest_api_handler.h     | 10 +--
 .../http_rest_api_handler_test.cc             |  2 +-
 .../model_servers/http_rest_api_util.cc       |  6 +-
 .../model_servers/http_rest_api_util.h        |  4 +-
 .../model_servers/http_rest_api_util_test.cc  |  6 +-
 .../model_servers/http_server.cc              |  2 +-
 .../model_servers/prediction_service_impl.cc  |  6 +-
 tensorflow_serving/model_servers/server.h     |  8 +--
 .../model_servers/server_core.cc              | 14 ++--
 .../model_servers/server_core.h               |  9 +--
 .../model_servers/server_core_test.cc         | 32 ++++-----
 tensorflow_serving/resources/resource_util.cc | 17 ++---
 tensorflow_serving/resources/resource_util.h  | 10 +--
 .../tensorflow/bundle_factory_test_util.cc    |  8 +--
 .../tensorflow/bundle_factory_test_util.h     |  2 +-
 .../servables/tensorflow/classifier.cc        |  4 +-
 .../servables/tensorflow/classifier.h         |  2 +-
 .../servables/tensorflow/classifier_test.cc   |  6 +-
 .../tensorflow/machine_learning_metadata.cc   |  2 +-
 .../tensorflow/machine_learning_metadata.h    |  2 +-
 .../servables/tensorflow/multi_inference.cc   |  2 +-
 .../servables/tensorflow/multi_inference.h    |  6 +-
 .../tensorflow/multi_inference_helper_test.cc |  4 +-
 .../tensorflow/multi_inference_test.cc        |  2 +-
 .../servables/tensorflow/predict_util.cc      |  8 +--
 .../servables/tensorflow/predict_util.h       |  4 +-
 .../servables/tensorflow/regressor.cc         |  4 +-
 .../servables/tensorflow/regressor.h          |  2 +-
 .../servables/tensorflow/regressor_test.cc    |  6 +-
 .../tensorflow/saved_model_bundle_factory.cc  |  2 +-
 .../tensorflow/saved_model_warmup_util.cc     |  6 +-
 .../servables/tensorflow/tflite_session.cc    | 12 ++--
 .../servables/tensorflow/tflite_session.h     |  4 +-
 .../servables/tensorflow/util.cc              | 22 +++---
 .../servables/tensorflow/util.h               | 11 +--
 .../servables/tensorflow/util_test.cc         |  2 +-
 .../file_system_storage_path_source.cc        | 30 ++++----
 tensorflow_serving/util/event_bus.h           |  4 +-
 tensorflow_serving/util/event_bus_test.cc     |  2 +-
 .../util/fast_read_dynamic_ptr.h              |  4 +-
 .../util/fast_read_dynamic_ptr_benchmark.cc   |  2 +-
 tensorflow_serving/util/file_probing_env.cc   |  2 +-
 tensorflow_serving/util/file_probing_env.h    |  4 +-
 tensorflow_serving/util/hash.cc               |  2 +-
 tensorflow_serving/util/hash.h                |  2 +-
 tensorflow_serving/util/json_tensor.cc        |  2 +-
 tensorflow_serving/util/json_tensor_test.cc   |  2 +-
 .../util/prometheus_exporter.cc               |  2 +-
 .../util/prometheus_exporter_test.cc          |  2 +-
 tensorflow_serving/util/retrier.cc            |  2 +-
 tensorflow_serving/util/retrier.h             |  8 +--
 .../util/test_util/mock_file_probing_env.h    |  2 +-
 83 files changed, 339 insertions(+), 333 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier.h b/tensorflow_serving/batching/batch_scheduler_retrier.h
index d6fd9452ee7..6839f75d4df 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier.h
+++ b/tensorflow_serving/batching/batch_scheduler_retrier.h
@@ -39,10 +39,10 @@ class BatchSchedulerRetrier : public BatchScheduler<TaskType> {
   struct Options {
     // The maximum amount of time to spend retrying 'wrapped_->Schedule()'
     // calls, in microseconds.
-    int64 max_time_micros = 10 * 1000 /* 10 milliseconds */;
+    int64_t max_time_micros = 10 * 1000 /* 10 milliseconds */;
 
     // The amount of time to pause between retry attempts, in microseconds.
-    int64 retry_delay_micros = 100;
+    int64_t retry_delay_micros = 100;
 
     // The environment to use for time and sleeping.
     Env* env = Env::Default();
@@ -94,7 +94,7 @@ Status BatchSchedulerRetrier<TaskType>::Schedule(
     std::unique_ptr<TaskType>* task) {
   Status status;
 
-  const uint64 start_time_micros = options_.env->NowMicros();
+  const uint64_t start_time_micros = options_.env->NowMicros();
   for (;;) {
     status = wrapped_->Schedule(task);
     if (status.code() != error::UNAVAILABLE) {
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 9768c7888c5..25a7e89e508 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -64,8 +64,8 @@ string TensorSignatureDebugString(const TensorSignature& signature) {
 }
 
 struct HashTensorSignature {
-  uint64 operator()(const TensorSignature& signature) const {
-    uint64 hash = 0xDECAFCAFFE /* seed */;
+  uint64_t operator()(const TensorSignature& signature) const {
+    uint64_t hash = 0xDECAFCAFFE /* seed */;
     for (const string& input_tensor : signature.input_tensors) {
       hash = HashCombine(hash, std::hash<string>()(input_tensor));
     }
@@ -585,7 +585,7 @@ Status BatchingSession::SplitOutputTensors(
                             batch->num_tasks());
   }
 
-  std::vector<int64> task_sizes_plus_optional_padding;
+  std::vector<int64_t> task_sizes_plus_optional_padding;
   task_sizes_plus_optional_padding.reserve(batch->num_tasks());
   for (int i = 0; i < batch->num_tasks(); ++i) {
     task_sizes_plus_optional_padding.push_back(batch->task(i).zeroth_dim_size);
@@ -709,7 +709,7 @@ void BatchingSession::ProcessBatch(
     return;
   }
 
-  const uint64 dequeue_time_micros = EnvTime::NowMicros();
+  const uint64_t dequeue_time_micros = EnvTime::NowMicros();
 
   // Regardless of the outcome, we need to propagate the status to the
   // individual tasks and signal that they are done. We use MakeCleanup() to
@@ -732,16 +732,16 @@ void BatchingSession::ProcessBatch(
   // queue time alone, and find the latest task deadline which we'll use for the
   // overall batch.
   bool all_tasks_timeout_exceeded = true;
-  uint64 batch_deadline_micros = 0;
+  uint64_t batch_deadline_micros = 0;
   for (int i = 0; i < batch->num_tasks(); ++i) {
     const BatchingSessionTask& task = batch->task(i);
     // If the caller doesn't populate RunOptions, the timeout is 0 by default.
     // Interpret that as "no timeout" i.e. infinity.
-    const int64 task_timeout_micros =
+    const int64_t task_timeout_micros =
         task.run_options.timeout_in_ms() <= 0
             ? INT_MAX
             : task.run_options.timeout_in_ms() * 1000;
-    const uint64 task_deadline_micros =
+    const uint64_t task_deadline_micros =
         task.enqueue_time_micros + task_timeout_micros;
     if (task_deadline_micros > dequeue_time_micros) {
       all_tasks_timeout_exceeded = false;
@@ -809,7 +809,7 @@ Status SplitInputTask(
     int open_batch_remaining_slot, int max_batch_size,
     std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks) {
   BatchingSessionTask& input_task = *(*input_task_ptr);
-  const int64 input_task_size = input_task.size();
+  const int64_t input_task_size = input_task.size();
 
   DCHECK_GT(input_task_size, 0);
 
@@ -884,9 +884,9 @@ Status SplitInputTask(
   const internal::InputSplitMetadata input_split_metadata(
       input_task_size, open_batch_remaining_slot, max_batch_size);
 
-  // Creates an array of int64 from an array of int, since `tensor::Split`
+  // Creates an array of int64_t from an array of int, since `tensor::Split`
   // requires an array of int64.
-  const absl::FixedArray<int64> output_task_sizes(
+  const absl::FixedArray<int64_t> output_task_sizes(
       input_split_metadata.task_sizes().begin(),
       input_split_metadata.task_sizes().end());
   const int num_batches = output_task_sizes.size();
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 5190f851f17..5420ab6ff01 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -172,7 +172,7 @@ struct BatchingSessionTask : public BatchTask {
   static std::string Name() { return "batching_session"; }
 
   // Fields populated when a task is received.
-  uint64 enqueue_time_micros;
+  uint64_t enqueue_time_micros;
   RunOptions run_options;
   size_t zeroth_dim_size;
   const std::vector<std::pair<string, Tensor>>* inputs;
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 09853b01dcb..79fe88abf1c 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -33,8 +33,8 @@ namespace serving {
 // It requires padding to be an array of elements that have fields
 // "first" and "second".
 struct OneDimPadding {
-  int64 first;   // pad before
-  int64 second;  // pad after
+  int64_t first;   // pad before
+  int64_t second;  // pad after
 };
 
 // Constructs array of paddings, where:
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.cc b/tensorflow_serving/batching/streaming_batch_scheduler.cc
index 2932e7fa5cf..510ff6a7b1f 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.cc
@@ -27,14 +27,14 @@ namespace internal {
 // SingleTaskScheduler
 
 SingleTaskScheduler::SingleTaskScheduler(Env* env, string thread_name,
-                                         uint64 no_tasks_wait_time_micros)
+                                         uint64_t no_tasks_wait_time_micros)
     : env_(env),
       thread_name_(std::move(thread_name)),
       no_tasks_wait_time_micros_(no_tasks_wait_time_micros) {}
 
 SingleTaskScheduler::~SingleTaskScheduler() { stop_.Notify(); }
 
-void SingleTaskScheduler::Schedule(uint64 time_micros,
+void SingleTaskScheduler::Schedule(uint64_t time_micros,
                                    std::function<void()> closure) {
   DCHECK_GE(time_micros, last_task_time_);
   last_task_time_ = time_micros;
@@ -56,7 +56,7 @@ void SingleTaskScheduler::ThreadLogic() {
   for (;;) {
     // Sleep until the time specified in the current task, if any.
     if (current_task) {
-      const uint64 now = env_->NowMicros();
+      const uint64_t now = env_->NowMicros();
       if (current_task->time_micros > now) {
         env_->SleepForMicroseconds(current_task->time_micros - now);
       }
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index 436518d3316..fe7f9ddc3eb 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -135,7 +135,7 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
     //
     // A negative value means that no timeout will be enforced. This setting is
     // useful in some test code.
-    int64 batch_timeout_micros = 0;
+    int64_t batch_timeout_micros = 0;
 
     // The name to use for the pool of batch threads.
     string thread_pool_name = "batch_threads";
@@ -151,7 +151,7 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
 
     // How long SingleTaskScheduler should wait if there are no scheduled tasks,
     // in microseconds.
-    uint64 no_tasks_wait_time_micros = 1000;  // 1 millisecond
+    uint64_t no_tasks_wait_time_micros = 1000;  // 1 millisecond
   };
   static Status Create(
       const Options& options,
@@ -188,7 +188,7 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
   // Takes a snapshot of 'open_batch_num_', and schedules an event with
   // 'batch_closer_' to close it at time 'close_time_micros' if it is still open
   // at that time.
-  void ScheduleCloseOfCurrentOpenBatch(uint64 close_time_micros)
+  void ScheduleCloseOfCurrentOpenBatch(uint64_t close_time_micros)
       TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
   const Options options_;
@@ -209,7 +209,7 @@ class StreamingBatchScheduler : public BatchScheduler<TaskType> {
 
   // The sequence number of 'open_batch_'. Incremented each time 'open_batch_'
   // is assigned to a new (non-null) batch object.
-  int64 open_batch_num_ TF_GUARDED_BY(mu_) = 0;
+  int64_t open_batch_num_ TF_GUARDED_BY(mu_) = 0;
 
   // The number of batches "in progress", i.e. batches that have been started
   // but for which the process-batch callback hasn't finished. Note that this
@@ -246,7 +246,7 @@ namespace internal {
 class SingleTaskScheduler {
  public:
   SingleTaskScheduler(Env* env, string thread_name,
-                      uint64 no_tasks_wait_time_micros);
+                      uint64_t no_tasks_wait_time_micros);
 
   // Blocks until the currently-set closure (if any) runs.
   ~SingleTaskScheduler();
@@ -256,7 +256,7 @@ class SingleTaskScheduler {
   // cancels any closures provided in them (if they haven't already been run).
   //
   // IMPORTANT: 'time_micros' must be monotonically non-decreasing across calls.
-  void Schedule(uint64 time_micros, std::function<void()> closure);
+  void Schedule(uint64_t time_micros, std::function<void()> closure);
 
  private:
   // The code executed in 'thread_'. Looks for updated tasks, and executes them
@@ -271,7 +271,7 @@ class SingleTaskScheduler {
 
   // The arguments to Schedule().
   struct Task {
-    uint64 time_micros;
+    uint64_t time_micros;
     std::function<void()> closure;
   };
 
@@ -280,7 +280,7 @@ class SingleTaskScheduler {
 
   // The time parameter passed in the most recent Schedule() invocation.
   // Used to enforce monotonicity.
-  uint64 last_task_time_ = 0;
+  uint64_t last_task_time_ = 0;
 
   // A notification for stopping the thread, during destruction.
   Notification stop_;
@@ -292,7 +292,7 @@ class SingleTaskScheduler {
   std::unique_ptr<Thread> thread_;
 
   // How long to wait if there are no scheduled tasks, in microseconds.
-  const uint64 no_tasks_wait_time_micros_;
+  const uint64_t no_tasks_wait_time_micros_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(SingleTaskScheduler);
 };
@@ -363,7 +363,7 @@ Status StreamingBatchScheduler<TaskType>::Schedule(
     // If we are about to add the first task to a batch, schedule the batch to
     // be closed after the timeout.
     if (options_.batch_timeout_micros > 0 && open_batch_->empty()) {
-      const uint64 batch_deadline =
+      const uint64_t batch_deadline =
           options_.env->NowMicros() + options_.batch_timeout_micros;
       ScheduleCloseOfCurrentOpenBatch(batch_deadline);
     }
@@ -433,13 +433,13 @@ void StreamingBatchScheduler<TaskType>::StartNewBatch() {
 
 template <typename TaskType>
 void StreamingBatchScheduler<TaskType>::ScheduleCloseOfCurrentOpenBatch(
-    uint64 close_time_micros) {
+    uint64_t close_time_micros) {
   if (batch_closer_ == nullptr) {
     batch_closer_.reset(new internal::SingleTaskScheduler(
         options_.env, "batch_closer", options_.no_tasks_wait_time_micros));
   }
 
-  const int64 batch_num_to_close = open_batch_num_;
+  const int64_t batch_num_to_close = open_batch_num_;
   batch_closer_->Schedule(close_time_micros, [this, batch_num_to_close] {
     {
       mutex_lock l(this->mu_);
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 1c005f7ff4e..beb4cee1e90 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -95,9 +95,9 @@ Status ValidateAspiredVersions(
 }
 
 // Returns the set of version numbers in 'versions'.
-std::set<int64> GetVersionNumbers(
+std::set<int64_t> GetVersionNumbers(
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) {
-  std::set<int64> version_numbers;
+  std::set<int64_t> version_numbers;
   for (const auto& version : versions) {
     version_numbers.insert(version.id().version);
   }
@@ -176,7 +176,7 @@ Status AspiredVersionsManager::Create(
 }
 
 AspiredVersionsManager::AspiredVersionsManager(
-    int64 manage_state_interval_micros, Env* env,
+    int64_t manage_state_interval_micros, Env* env,
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
     std::unique_ptr<BasicManager> basic_manager)
     : aspired_version_policy_(std::move(aspired_version_policy)),
@@ -256,14 +256,14 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   VLOG(1) << "Processing aspired versions request: " << servable_name << ": "
           << ServableVersionsDebugString(versions);
 
-  const std::set<int64> next_aspired_versions = GetVersionNumbers(versions);
+  const std::set<int64_t> next_aspired_versions = GetVersionNumbers(versions);
 
   // We gather all the servables with the servable_name and
   // 1. Add the current aspired version numbers to a set,
   // 2. Set the aspired bool to false for all current servable harnesses which
   // are not aspired.
-  std::set<int64> current_aspired_versions;
-  std::set<int64> current_aspired_versions_with_error;
+  std::set<int64_t> current_aspired_versions;
+  std::set<int64_t> current_aspired_versions_with_error;
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
           string(servable_name));
@@ -287,7 +287,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
   // We do a set_difference (A - B), on the next aspired versions and the
   // current aspired versions to find the version numbers which need to be
   // added the harness map.
-  std::set<int64> additions;
+  std::set<int64_t> additions;
   std::set_difference(
       next_aspired_versions.begin(), next_aspired_versions.end(),
       current_aspired_versions.begin(), current_aspired_versions.end(),
@@ -338,7 +338,7 @@ bool AspiredVersionsManager::ContainsAnyReaspiredVersions(
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
           string(servable_name));
-  const std::set<int64> version_numbers = GetVersionNumbers(versions);
+  const std::set<int64_t> version_numbers = GetVersionNumbers(versions);
   for (const ServableStateSnapshot<Aspired>& state_snapshot : state_snapshots) {
     if (!state_snapshot.additional_state->is_aspired &&
         version_numbers.find(state_snapshot.id.version) !=
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 133305d271f..5d35b14fb84 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -97,7 +97,7 @@ class AspiredVersionsManager : public Manager,
     /// The periodicity, in microseconds, of the thread which manages the state
     /// of the servables. Default: 100 milliseconds. If this is set less than or
     /// equal to 0, we don't run this thread at all.
-    int64 manage_state_interval_micros = 100 * 1000;
+    int64_t manage_state_interval_micros = 100 * 1000;
 
     /// EventBus to publish servable state changes. This is optional, if unset,
     /// we don't publish.
@@ -125,7 +125,7 @@ class AspiredVersionsManager : public Manager,
     /// The interval, in microseconds, between each servable load retry. If set
     /// negative, we don't wait.
     /// Default: 1 minute.
-    int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+    int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
 
     // If true, and there are not multiple load threads, filesystem caches will
     // be flushed after each servable is loaded. (Cache flush is skipped when
@@ -218,7 +218,7 @@ class AspiredVersionsManager : public Manager,
       AspiredVersionsManager* manager);
 
   AspiredVersionsManager(
-      int64 manage_state_interval_micros, Env* env,
+      int64_t manage_state_interval_micros, Env* env,
       std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
       std::unique_ptr<BasicManager> basic_manager);
 
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index df94196b618..d7f71d83edc 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -93,10 +93,10 @@ class BenchmarkState {
   void RunUpdate();
 
   // Starts serving this loader version.
-  void StartServing(int64 loader_version);
+  void StartServing(int64_t loader_version);
 
   // Gets the latest version of the loader available for serving.
-  int64 GetLatestVersion(bool do_work);
+  int64_t GetLatestVersion(bool do_work);
 
   // To avoid having the benchmark timing include time spent scheduling threads,
   // we use this notification to notify when the read threads should begin.
@@ -119,14 +119,14 @@ class BenchmarkState {
   bool do_work_;
 };
 
-void BenchmarkState::StartServing(const int64 loader_version) {
-  std::unique_ptr<Loader> loader(new SimpleLoader<int64>(
-      [loader_version](std::unique_ptr<int64>* const servable) {
+void BenchmarkState::StartServing(const int64_t loader_version) {
+  std::unique_ptr<Loader> loader(new SimpleLoader<int64_t>(
+      [loader_version](std::unique_ptr<int64_t>* const servable) {
         servable->reset(new int64);
         **servable = loader_version;
         return Status::OK();
       },
-      SimpleLoader<int64>::EstimateNoResources()));
+      SimpleLoader<int64_t>::EstimateNoResources()));
   std::vector<ServableData<std::unique_ptr<Loader>>> versions;
   versions.push_back({{kServableName, loader_version}, std::move(loader)});
   manager_->GetAspiredVersionsCallback()(kServableName, std::move(versions));
@@ -144,8 +144,8 @@ void BenchmarkState::StartServing(const int64 loader_version) {
   CHECK_EQ(1, manager_->ListAvailableServableIds().size());
 }
 
-int64 BenchmarkState::GetLatestVersion(const bool do_work) {
-  ServableHandle<int64> handle;
+int64_t BenchmarkState::GetLatestVersion(const bool do_work) {
+  ServableHandle<int64_t> handle;
   const Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_CHECK_OK(status) << status;
@@ -330,13 +330,13 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
       const string servable_name = strings::StrCat(kServableName, i);
       std::vector<ServableData<std::unique_ptr<Loader>>> versions;
       for (int j = 0; j < kNumServableVersions; ++j) {
-        std::unique_ptr<Loader> loader(new SimpleLoader<int64>(
-            [j](std::unique_ptr<int64>* const servable) {
+        std::unique_ptr<Loader> loader(new SimpleLoader<int64_t>(
+            [j](std::unique_ptr<int64_t>* const servable) {
               servable->reset(new int64);
               **servable = j;
               return Status::OK();
             },
-            SimpleLoader<int64>::EstimateNoResources()));
+            SimpleLoader<int64_t>::EstimateNoResources()));
         versions.push_back({{servable_name, j}, std::move(loader)});
       }
 
@@ -365,7 +365,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
       const string name =
           strings::StrCat(kServableName, random.Uniform(kNumServableStreams));
       if (random.RandFloat() > kLatestRatio) {
-        const int64 version = random.Uniform(kNumServableVersions);
+        const int64_t version = random.Uniform(kNumServableVersions);
         requests->push_back(ServableRequest::Specific(name, version));
       } else {
         requests->push_back(ServableRequest::Latest(name));
@@ -374,7 +374,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
     return requests;
   }();
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   int i = 0;
   for (auto s : state) {
     const Status status =
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index a18333e4b0a..c05502150d1 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -65,8 +65,8 @@ ServableData<std::unique_ptr<Loader>> CreateAspiredVersion(
 // We parameterize this test with the number of load & unload threads. (Zero
 // means use an in-line executor instead of a thread pool.)
 struct ThreadPoolSizes {
-  uint64 num_load_threads;
-  uint64 num_unload_threads;
+  uint64_t num_load_threads;
+  uint64_t num_unload_threads;
 };
 class AspiredVersionsManagerTest
     : public ::testing::TestWithParam<std::tuple<ThreadPoolSizes, bool>> {
@@ -176,7 +176,7 @@ INSTANTIATE_TEST_CASE_P(
         std::make_tuple(ThreadPoolSizes{4, 4}, true)));
 
 TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingLoaderName) {
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = manager_->GetServableHandle(
       ServableRequest::Latest(strings::StrCat(kServableName, "missing")),
       &handle);
@@ -186,8 +186,8 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingLoaderName) {
 
 TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingVersion) {
   // This version is missing.
-  const int64 missing_version = 100;
-  ServableHandle<int64> handle;
+  const int64_t missing_version = 100;
+  ServableHandle<int64_t> handle;
   const Status status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, missing_version), &handle);
   ASSERT_FALSE(status.ok()) << status;
@@ -219,7 +219,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleLatest) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_ASSERT_OK(status);
@@ -241,7 +241,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleLatestVersionIsZero) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName3), &handle);
   TF_ASSERT_OK(status);
@@ -262,7 +262,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
     InvokePolicyAndExecuteAction();
     WaitUntilServableManagerStateIsOneOf(
         servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     const Status status = manager_->GetServableHandle(
         ServableRequest::Latest(kServableName), &handle);
     TF_ASSERT_OK(status);
@@ -279,7 +279,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
     InvokePolicyAndExecuteAction();
     WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                          {ServableState::ManagerState::kEnd});
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     Status status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 2), &handle);
     EXPECT_FALSE(status.ok()) << status;
@@ -296,14 +296,14 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
       WaitUntilServableManagerStateIsOneOf(
           servable_state_monitor_, id,
           {ServableState::ManagerState::kAvailable});
-      ServableHandle<int64> handle;
+      ServableHandle<int64_t> handle;
       Status status = manager_->GetServableHandle(
           ServableRequest::Specific(kServableName, 2), &handle);
       TF_ASSERT_OK(status) << status;
     } else {
       // Sleep for 1ms. There's nothing to wait on as the state will not change.
       Env::Default()->SleepForMicroseconds(1000 /* 1 ms */);
-      ServableHandle<int64> handle;
+      ServableHandle<int64_t> handle;
       Status status = manager_->GetServableHandle(
           ServableRequest::Specific(kServableName, 2), &handle);
       EXPECT_FALSE(status.ok()) << status;
@@ -312,7 +312,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
 }
 
 TEST_P(AspiredVersionsManagerTest, ServableHandleSpecificVersion) {
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const ServableId id = {kServableName2, 0};
   const Status status =
       manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
@@ -367,8 +367,8 @@ TEST_P(AspiredVersionsManagerTest, ListAvailableServableIds) {
 TEST_P(AspiredVersionsManagerTest, GetAvailableServableHandles) {
   // Scoped to destruct handles at the end of it.
   {
-    const std::map<ServableId, ServableHandle<int64>> handles_before =
-        manager_->GetAvailableServableHandles<int64>();
+    const std::map<ServableId, ServableHandle<int64_t>> handles_before =
+        manager_->GetAvailableServableHandles<int64_t>();
     ASSERT_EQ(kNumVersionsPerServable * 2, handles_before.size());
 
     const std::vector<ServableId> expected_ids_before = {{kServableName, 0},
@@ -411,8 +411,8 @@ TEST_P(AspiredVersionsManagerTest, GetAvailableServableHandles) {
                                        {kServableName, 1},
                                        {ServableState::ManagerState::kEnd});
   {
-    const std::map<ServableId, ServableHandle<int64>> handles_after =
-        manager_->GetAvailableServableHandles<int64>();
+    const std::map<ServableId, ServableHandle<int64_t>> handles_after =
+        manager_->GetAvailableServableHandles<int64_t>();
     ASSERT_EQ(kNumVersionsPerServable, handles_after.size());
 
     const std::vector<ServableId> expected_ids_after = {{kServableName2, 0},
@@ -435,7 +435,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedFull) {
   // Scoped so that the handle is destructed at the end, and the harness is
   // destructed when we run the manager looping thread.
   {
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     const Status status = manager_->GetServableHandle(
         ServableRequest::Latest(kServableName), &handle);
     TF_ASSERT_OK(status);
@@ -460,7 +460,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedFull) {
   EXPECT_EQ(kNumVersionsPerServable,
             num_fake_loaders_before - num_fake_loaders_after);
 
-  ServableHandle<int64> missing_handle;
+  ServableHandle<int64_t> missing_handle;
   const Status missing_status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &missing_handle);
   ASSERT_FALSE(missing_status.ok());
@@ -480,14 +480,14 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedPartial) {
                                        {ServableState::ManagerState::kEnd});
 
   // Version 0 should remain available in the manager.
-  ServableHandle<int64> v0_handle;
+  ServableHandle<int64_t> v0_handle;
   const Status v0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &v0_handle);
   TF_ASSERT_OK(v0_status);
   EXPECT_EQ(0, *v0_handle);
 
   // Version 1 should no longer be available.
-  ServableHandle<int64> v1_handle;
+  ServableHandle<int64_t> v1_handle;
   const Status v1_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 1), &v1_handle);
   ASSERT_FALSE(v1_status.ok());
@@ -496,7 +496,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedPartial) {
 
 TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
   // Initially, versions 0 and 1 of kServableName are loaded.
-  std::set<int64> initial_versions;
+  std::set<int64_t> initial_versions;
   for (const ServableId& id : manager_->ListAvailableServableIds()) {
     if (id.name == kServableName) {
       initial_versions.insert(id.version);
@@ -539,14 +539,14 @@ TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
   done_transitioning.Notify();
 
   // Version 0 should be available.
-  ServableHandle<int64> v0_handle;
+  ServableHandle<int64_t> v0_handle;
   const Status v0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &v0_handle);
   TF_ASSERT_OK(v0_status);
   EXPECT_EQ(0, *v0_handle);
 
   // Version 1 should not be available.
-  ServableHandle<int64> v1_handle;
+  ServableHandle<int64_t> v1_handle;
   const Status v1_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 1), &v1_handle);
   ASSERT_FALSE(v1_status.ok());
@@ -555,7 +555,7 @@ TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
 
 TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
   const ServableId id = {kServableName, 2};
-  ServableHandle<int64> not_found_handle;
+  ServableHandle<int64_t> not_found_handle;
   const Status not_found_status = manager_->GetServableHandle(
       ServableRequest::FromId(id), &not_found_handle);
   ASSERT_FALSE(not_found_status.ok()) << not_found_status;
@@ -567,7 +567,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
                                          std::move(aspired_versions));
   HandlePendingAspiredVersionsRequests();
 
-  ServableHandle<int64> not_ready_handle;
+  ServableHandle<int64_t> not_ready_handle;
   const Status not_ready_status = manager_->GetServableHandle(
       ServableRequest::FromId(id), &not_ready_handle);
   ASSERT_FALSE(not_ready_status.ok()) << not_ready_status;
@@ -581,7 +581,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status =
       manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
   TF_ASSERT_OK(status);
@@ -590,7 +590,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
 
 TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
   {
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     const Status status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &handle);
     TF_ASSERT_OK(status);
@@ -610,7 +610,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
                                        {kServableName, 1},
                                        {ServableState::ManagerState::kEnd});
 
-  ServableHandle<int64> not_found_handle;
+  ServableHandle<int64_t> not_found_handle;
   const Status not_found_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &not_found_handle);
   ASSERT_FALSE(not_found_status.ok()) << not_found_status;
@@ -620,14 +620,14 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
 // The manager prefers unloading over loading when deciding between different
 // servable actions. This behaviour is tested here.
 TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
-  ServableHandle<int64> not_found_2_handle;
+  ServableHandle<int64_t> not_found_2_handle;
   Status not_found_2_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName2, 2), &not_found_2_handle);
   ASSERT_FALSE(not_found_2_status.ok()) << not_found_2_status;
   EXPECT_EQ(error::NOT_FOUND, not_found_2_status.code());
 
   {
-    ServableHandle<int64> found_0_handle;
+    ServableHandle<int64_t> found_0_handle;
     const Status found_0_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &found_0_handle);
     TF_ASSERT_OK(found_0_status);
@@ -659,7 +659,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
                                        {kServableName, 0},
                                        {ServableState::ManagerState::kEnd});
 
-  ServableHandle<int64> not_found_0_handle;
+  ServableHandle<int64_t> not_found_0_handle;
   const Status not_found_0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &not_found_0_handle);
   ASSERT_FALSE(not_found_0_status.ok()) << not_found_0_status;
@@ -676,7 +676,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
       servable_state_monitor_, {kServableName2, 2},
       {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> found_2_handle;
+  ServableHandle<int64_t> found_2_handle;
   const Status found_2_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName2, 2), &found_2_handle);
   TF_ASSERT_OK(found_2_status);
@@ -692,7 +692,7 @@ TEST_P(AspiredVersionsManagerTest, ErroneousAspiredVersion) {
                                          std::move(aspired_versions));
   HandlePendingAspiredVersionsRequests();
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   Status status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 3), &handle);
   EXPECT_FALSE(status.ok()) << status;
@@ -707,8 +707,8 @@ TEST_P(AspiredVersionsManagerTest, ErroneousAspiredVersion) {
 // Test to ensure that the deletion of a loader/servable occurs in a manager
 // thread, and not a request thread.
 TEST_P(AspiredVersionsManagerTest, DestructOnNonServingThread) {
-  std::unique_ptr<ServableHandle<int64>> latest_handle(
-      new ServableHandle<int64>());
+  std::unique_ptr<ServableHandle<int64_t>> latest_handle(
+      new ServableHandle<int64_t>());
   const Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), latest_handle.get());
   TF_ASSERT_OK(status);
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 731067623f0..9bdbaf5a0c9 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -73,7 +73,7 @@ struct BasicManager::ServingMap::EqRequest {
 };
 
 struct BasicManager::ServingMap::HashRequest {
-  uint64 operator()(const ServableRequest& request) const {
+  uint64_t operator()(const ServableRequest& request) const {
     // Hash codes for many common types are remarkably bad, often clustering
     // around the same values of the low and/or high bits for linear
     // sequences of inputs such as 1, 2, 3; or addresses of consecutively
@@ -84,9 +84,9 @@ struct BasicManager::ServingMap::HashRequest {
     // make the high bits contain more entropy from the entire hash code.
     // It's based on Fibonacci hashing from Knuth's Art of Computer
     // Programming volume 3, section 6.4.
-    const uint64 version_hash = [&]() -> uint64 {
+    const uint64_t version_hash = [&]() -> uint64_t {
       if (request.version) {
-        return std::hash<int64>()(request.version.value()) *
+        return std::hash<int64_t>()(request.version.value()) *
                0x9E3779B97F4A7C13;  // (sqrt(5) - 1)/2 as a binary fraction.
       } else {
         switch (request.auto_version_policy) {
@@ -233,7 +233,7 @@ Status BasicManager::Create(Options options,
 BasicManager::BasicManager(Env* const env, const uint32 num_load_threads,
                            const uint32 num_unload_threads,
                            uint32 max_num_load_retries,
-                           int64 load_retry_interval_micros,
+                           int64_t load_retry_interval_micros,
                            bool flush_filesystem_caches,
                            std::unique_ptr<ResourceTracker> resource_tracker,
                            EventBus<ServableState>* servable_event_bus,
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index 59e47754112..36285515a81 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -138,7 +138,7 @@ class BasicManager : public Manager {
     // The interval, in microseconds, between each servable load retry. If set
     // negative, we don't wait.
     // Default: 1 minute.
-    int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+    int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
 
     // If true, and there are not multiple load threads, filesystem caches will
     // be flushed after each servable is loaded. (Cache flush is skipped when
@@ -269,7 +269,7 @@ class BasicManager : public Manager {
   friend class test_util::BasicManagerTestAccess;
 
   BasicManager(Env* env, uint32 num_load_threads, uint32 num_unload_threads,
-               uint32 max_num_load_retries, int64 load_retry_interval_micros,
+               uint32 max_num_load_retries, int64_t load_retry_interval_micros,
                bool flush_filesystem_caches,
                std::unique_ptr<ResourceTracker> resource_tracker,
                EventBus<ServableState>* servable_event_bus,
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 150378d5920..a3c527cee4a 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -80,8 +80,8 @@ ServableData<std::unique_ptr<Loader>> CreateServable(
 // We parameterize this test with the number of load & unload threads. (Zero
 // means use an in-line executor instead of a thread pool.)
 struct ThreadPoolSizes {
-  uint64 num_load_threads;
-  uint64 num_unload_threads;
+  uint64_t num_load_threads;
+  uint64_t num_unload_threads;
 };
 class BasicManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
  protected:
@@ -133,7 +133,7 @@ INSTANTIATE_TEST_CASE_P(
         ThreadPoolSizes{4, 4} /* with load and unload threadpools */));
 
 TEST_P(BasicManagerTest, ServableHandleNotFoundMissingLoaderName) {
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(strings::StrCat(kServableName, "missing")),
       &handle);
@@ -143,8 +143,8 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingLoaderName) {
 
 TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
   // This version is missing.
-  const int64 missing_version = 100;
-  ServableHandle<int64> handle;
+  const int64_t missing_version = 100;
+  ServableHandle<int64_t> handle;
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, missing_version), &handle);
   ASSERT_FALSE(status.ok()) << status;
@@ -153,7 +153,7 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
 
 TEST_P(BasicManagerTest, ServableHandleEarliest) {
   ASSERT_GT(kNumVersionsPerServable, 1);
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Earliest(kServableName), &handle);
   TF_ASSERT_OK(status);
@@ -168,7 +168,7 @@ TEST_P(BasicManagerTest, ServableHandleLatest) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_ASSERT_OK(status);
@@ -190,7 +190,7 @@ TEST_P(BasicManagerTest, ServableHandleLatestVersionIsZero) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName3), &handle);
   TF_ASSERT_OK(status);
@@ -256,7 +256,7 @@ TEST_P(BasicManagerTest, DontStopManagingOnError) {
 }
 
 TEST_P(BasicManagerTest, ServableHandleSpecificVersion) {
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   const ServableId id = {kServableName2, 1};
   const Status status =
       basic_manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
@@ -271,7 +271,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // Using kServableName3 which doesn't have any servables loaded in the
   // manager, as opposed to kServableName which already has 2 loaded.
   const ServableId id0 = {kServableName3, 0};
-  // Servable is int64 with value 0.
+  // Servable is int64_t with value 0.
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   basic_manager_->LoadServable(
       id0, [](const Status& status) { TF_ASSERT_OK(status); });
@@ -279,9 +279,9 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
       servable_state_monitor_, id0, {ServableState::ManagerState::kAvailable});
 
   test_util::MockLoader* notify_to_unload = new NiceMock<test_util::MockLoader>;
-  // Don't make it const otherwise servable types will mismatch: const int64 vs
-  // int64.
-  int64 servable = 1;
+  // Don't make it const otherwise servable types will mismatch: const int64_t
+  // vs int64.
+  int64_t servable = 1;
   ON_CALL(*notify_to_unload, servable())
       .WillByDefault(Return(AnyPtr(&servable)));
   ON_CALL(*notify_to_unload, EstimateResources(_))
@@ -299,7 +299,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // We have loaded both versions 0 and 1 of kServableName3, so the latest
   // handle should be that of v1.
   {
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     const Status status = basic_manager_->GetServableHandle(
         ServableRequest::Latest(kServableName3), &handle);
     TF_ASSERT_OK(status);
@@ -327,7 +327,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
 
   // Servable map should just have {kServableName3, 0} at this point.
   {
-    ServableHandle<int64> handle;
+    ServableHandle<int64_t> handle;
     const Status status = basic_manager_->GetServableHandle(
         ServableRequest::Latest(kServableName3), &handle);
     TF_EXPECT_OK(status);
@@ -380,8 +380,8 @@ TEST_P(BasicManagerTest, ListAvailableServableIds) {
 TEST_P(BasicManagerTest, GetAvailableServableHandles) {
   // Scoped to destruct handles at the end of it.
   {
-    const std::map<ServableId, ServableHandle<int64>> handles_before =
-        basic_manager_->GetAvailableServableHandles<int64>();
+    const std::map<ServableId, ServableHandle<int64_t>> handles_before =
+        basic_manager_->GetAvailableServableHandles<int64_t>();
     ASSERT_EQ(kNumVersionsPerServable * 2, handles_before.size());
 
     const std::vector<ServableId> expected_ids_before = {{kServableName, 1},
@@ -419,8 +419,8 @@ TEST_P(BasicManagerTest, GetAvailableServableHandles) {
                                        {ServableState::ManagerState::kEnd});
 
   {
-    const std::map<ServableId, ServableHandle<int64>> handles_after =
-        basic_manager_->GetAvailableServableHandles<int64>();
+    const std::map<ServableId, ServableHandle<int64_t>> handles_after =
+        basic_manager_->GetAvailableServableHandles<int64_t>();
     ASSERT_EQ(kNumVersionsPerServable, handles_after.size());
 
     const std::vector<ServableId> expected_ids_after = {{kServableName2, 1},
@@ -503,7 +503,7 @@ TEST_P(BasicManagerTest, MultipleManageCallsUsesFirstServable) {
                        CreateServableData(id, std::move(second_ignored_loader)))
                    .ok());
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   TF_ASSERT_OK(basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 1), &handle));
   EXPECT_EQ(1, *handle);
@@ -516,7 +516,7 @@ TEST_P(BasicManagerTest, ErroneousServable) {
   TF_ASSERT_OK(basic_manager_->ManageServable(
       ServableData<std::unique_ptr<Loader>>(id, errors::Unknown("error"))));
 
-  ServableHandle<int64> handle;
+  ServableHandle<int64_t> handle;
   Status status = basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 3), &handle);
   EXPECT_FALSE(status.ok()) << status;
@@ -539,8 +539,8 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
-  std::unique_ptr<ServableHandle<int64>> latest_handle(
-      new ServableHandle<int64>());
+  std::unique_ptr<ServableHandle<int64_t>> latest_handle(
+      new ServableHandle<int64_t>());
   const Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), latest_handle.get());
   TF_ASSERT_OK(status);
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 89829e644aa..4cc0fca0d77 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -69,7 +69,7 @@ Status CachingManager::GetUntypedServableHandle(
   }
   // Since there is no explicit version in the request, get the latest from the
   // loader-factory.
-  const int64 policy_dictated_version = loader_factory_->GetServableVersion(
+  const int64_t policy_dictated_version = loader_factory_->GetServableVersion(
       request.name, request.auto_version_policy);
   return GetUntypedServableHandleForId({request.name, policy_dictated_version},
                                        handle);
@@ -183,7 +183,7 @@ void CachingManager::MaybeEraseLoadMutexMapEntry(
   }
 }
 
-int64 CachingManager::GetLoadMutexMapSize() const {
+int64_t CachingManager::GetLoadMutexMapSize() const {
   mutex_lock l(load_mutex_map_mu_);
   return load_mutex_map_.size();
 }
@@ -214,7 +214,7 @@ ServableData<std::unique_ptr<Loader>> PathPrefixLoaderFactory::CreateLoader(
   return adapter_->AdaptOneVersion({id, servable_path});
 }
 
-int64 PathPrefixLoaderFactory::GetServableVersion(
+int64_t PathPrefixLoaderFactory::GetServableVersion(
     const string& servable_name,
     ServableRequest::AutoVersionPolicy policy) const {
   return 0;
diff --git a/tensorflow_serving/core/caching_manager.h b/tensorflow_serving/core/caching_manager.h
index 60d8f82f86d..4a8e79980ee 100644
--- a/tensorflow_serving/core/caching_manager.h
+++ b/tensorflow_serving/core/caching_manager.h
@@ -72,7 +72,7 @@ class CachingManager : public Manager {
     // The interval, in microseconds, between each servable load retry. If set
     // negative, we don't wait.
     // Default: 1 minute.
-    int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+    int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
 
     // The environment to use for starting threads in the thread-pool.
     Env* env = Env::Default();
@@ -92,7 +92,7 @@ class CachingManager : public Manager {
 
     /// Returns a version corresponding to the servable name, for the given
     /// policy.
-    virtual int64 GetServableVersion(
+    virtual int64_t GetServableVersion(
         const string& servable_name,
         ServableRequest::AutoVersionPolicy policy) const = 0;
   };
@@ -138,7 +138,7 @@ class CachingManager : public Manager {
       TF_LOCKS_EXCLUDED(load_mutex_map_mu_);
 
   // Returns the size of the load_mutex_map_.
-  int64 GetLoadMutexMapSize() const TF_LOCKS_EXCLUDED(load_mutex_map_mu_);
+  int64_t GetLoadMutexMapSize() const TF_LOCKS_EXCLUDED(load_mutex_map_mu_);
 
   // Erases the entry from the map corresponding to the servable-id if there is
   // only one remaining reference to the mutex.
@@ -173,7 +173,7 @@ class PathPrefixLoaderFactory : public CachingManager::LoaderFactory {
   ServableData<std::unique_ptr<Loader>> CreateLoader(
       const ServableId& id) override;
 
-  int64 GetServableVersion(
+  int64_t GetServableVersion(
       const string& servable_name,
       ServableRequest::AutoVersionPolicy policy) const override;
 
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index 3dcfa303656..dace66116fb 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -46,7 +46,7 @@ using ::testing::UnorderedElementsAreArray;
 // version.
 class StringLoaderFactory : public CachingManager::LoaderFactory {
  public:
-  explicit StringLoaderFactory(const int64 starting_version)
+  explicit StringLoaderFactory(const int64_t starting_version)
       : latest_version_(starting_version) {}
 
   ~StringLoaderFactory() override = default;
@@ -71,7 +71,7 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
   }
 
   // Returns the earliest/latest version corresponding to the servable name.
-  int64 GetServableVersion(
+  int64_t GetServableVersion(
       const string& request_name,
       ServableRequest::AutoVersionPolicy policy) const override {
     mutex_lock l(mu_);
@@ -84,19 +84,19 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
   }
 
   // Update the earliest available version.
-  void set_earliest_version(int64 version) {
+  void set_earliest_version(int64_t version) {
     mutex_lock l(mu_);
     earliest_version_ = version;
   }
 
   // Update the latest available version.
-  void set_latest_version(int64 version) {
+  void set_latest_version(int64_t version) {
     mutex_lock l(mu_);
     latest_version_ = version;
   }
 
   // Returns the number of loaders created by the loader-factory.
-  int64 num_loaders_dispensed() const {
+  int64_t num_loaders_dispensed() const {
     mutex_lock l(mu_);
     return num_loaders_dispensed_;
   }
@@ -106,13 +106,13 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
   mutable mutex mu_;
 
   // The current earliest version.
-  int64 earliest_version_ TF_GUARDED_BY(mu_) = 0;
+  int64_t earliest_version_ TF_GUARDED_BY(mu_) = 0;
 
   // The current latest version.
-  int64 latest_version_ TF_GUARDED_BY(mu_) = 0;
+  int64_t latest_version_ TF_GUARDED_BY(mu_) = 0;
 
   // Tracks the number of loaders dispensed by the loader-factory.
-  int64 num_loaders_dispensed_ TF_GUARDED_BY(mu_) = 0;
+  int64_t num_loaders_dispensed_ TF_GUARDED_BY(mu_) = 0;
 
   TF_DISALLOW_COPY_AND_ASSIGN(StringLoaderFactory);
 };
@@ -135,7 +135,7 @@ class ErrorLoaderFactory : public CachingManager::LoaderFactory {
     return ServableData<std::unique_ptr<Loader>>(id, std::move(loader));
   }
 
-  int64 GetServableVersion(
+  int64_t GetServableVersion(
       const string& request_name,
       ServableRequest::AutoVersionPolicy policy) const override {
     // A simple policy interpretation that always returns version 42.
@@ -155,8 +155,8 @@ constexpr int kNumThreads = 10;
 // We parameterize this test with the number of load & unload threads. (Zero
 // means use an in-line executor instead of a thread pool.)
 struct ThreadPoolSizes {
-  uint64 num_load_threads;
-  uint64 num_unload_threads;
+  uint64_t num_load_threads;
+  uint64_t num_unload_threads;
 };
 class CachingManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
  protected:
@@ -202,7 +202,7 @@ class CachingManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
 
   // Helper function to return the size of the load-mutex map from the
   // caching-manager.
-  int64 GetLoadMutexMapSize() {
+  int64_t GetLoadMutexMapSize() {
     return test_util::CachingManagerTestAccess(manager_.get())
         .GetLoadMutexMapSize();
   }
diff --git a/tensorflow_serving/core/loader_harness.h b/tensorflow_serving/core/loader_harness.h
index c3d0c7aaade..eb5f8ab79b8 100644
--- a/tensorflow_serving/core/loader_harness.h
+++ b/tensorflow_serving/core/loader_harness.h
@@ -101,7 +101,7 @@ class LoaderHarness final {
     uint32 max_num_load_retries = 0;
 
     /// The interval, in microseconds, between each servable load retry.
-    uint64 load_retry_interval_micros = 0;
+    uint64_t load_retry_interval_micros = 0;
 
     /// An (optional) function to call upon transitioning to state kError.
     std::function<void(const ServableId& id, const Status& error)>
diff --git a/tensorflow_serving/core/manager.h b/tensorflow_serving/core/manager.h
index 9fefca206ab..773b0629285 100644
--- a/tensorflow_serving/core/manager.h
+++ b/tensorflow_serving/core/manager.h
@@ -38,7 +38,7 @@ namespace serving {
 /// latest loaded version.
 struct ServableRequest {
   // Initialization factories, for convenience and readability.
-  static ServableRequest Specific(const string& name, const int64 version);
+  static ServableRequest Specific(const string& name, const int64_t version);
   static ServableRequest Earliest(const string& name);
   static ServableRequest Latest(const string& name);
   static ServableRequest FromId(const ServableId& id);
@@ -47,7 +47,7 @@ struct ServableRequest {
   string name;
 
   // An optional specific version number to use.
-  absl::optional<int64> version;
+  absl::optional<int64_t> version;
 
   // How to choose a version number automatically, if 'version' is left unset.
   enum class AutoVersionPolicy {
@@ -66,7 +66,7 @@ struct ServableRequest {
   // Legacy constructors. Do not use in new code.
   ServableRequest() = default;
   ServableRequest(const string& name_in,
-                  const absl::optional<int64>& version_in)
+                  const absl::optional<int64_t>& version_in)
       : name(name_in),
         version(version_in),
         auto_version_policy(AutoVersionPolicy::kLatest) {}
@@ -121,7 +121,7 @@ class Manager {
 //
 
 inline ServableRequest ServableRequest::Specific(const string& name,
-                                                 const int64 version) {
+                                                 const int64_t version) {
   ServableRequest request;
   request.name = name;
   request.version = version;
diff --git a/tensorflow_serving/core/servable_id.h b/tensorflow_serving/core/servable_id.h
index 1395bac6eb3..cffa2993eb1 100644
--- a/tensorflow_serving/core/servable_id.h
+++ b/tensorflow_serving/core/servable_id.h
@@ -41,7 +41,7 @@ struct ServableId {
   // active servable with the largest version number.
   //
   // Must be non-negative.
-  int64 version;
+  int64_t version;
 
   // Returns a string representation of this object. Useful in logging.
   string DebugString() const {
@@ -50,7 +50,7 @@ struct ServableId {
 };
 
 struct HashServableId {
-  uint64 operator()(const ServableId& id) const {
+  uint64_t operator()(const ServableId& id) const {
     // Hash codes for many common types are remarkably bad, often clustering
     // around the same values of the low and/or high bits for linear
     // sequences of inputs such as 1, 2, 3; or addresses of consecutively
@@ -61,9 +61,9 @@ struct HashServableId {
     // make the high bits contain more entropy from the entire hash code.
     // It's based on Fibonacci hashing from Knuth's Art of Computer
     // Programming volume 3, section 6.4.
-    const uint64 version_hash = [&]() -> uint64 {
+    const uint64_t version_hash = [&]() -> uint64_t {
       if (id.version >= 0) {
-        return std::hash<int64>()(id.version) *
+        return std::hash<int64_t>()(id.version) *
                0x9E3779B97F4A7C13;  // (sqrt(5) - 1)/2 as a binary fraction.
       } else {
         return 0xDECAFCAFFE;
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 135f6a5a521..0bffec6c30f 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -27,7 +27,7 @@ void EraseLiveStatesEntry(
     const ServableStateMonitor::ServableStateAndTime& state_and_time,
     ServableStateMonitor::ServableMap* const live_states) {
   const string& servable_name = state_and_time.state.id.name;
-  const int64 version = state_and_time.state.id.version;
+  const int64_t version = state_and_time.state.id.version;
   auto servable_map_it = live_states->find(servable_name);
   if (servable_map_it == live_states->end()) {
     return;
@@ -48,7 +48,7 @@ void UpdateLiveStates(
     const ServableStateMonitor::ServableStateAndTime& state_and_time,
     ServableStateMonitor::ServableMap* const live_states) {
   const string& servable_name = state_and_time.state.id.name;
-  const int64 version = state_and_time.state.id.version;
+  const int64_t version = state_and_time.state.id.version;
   if (state_and_time.state.manager_state != ServableState::ManagerState::kEnd) {
     (*live_states)[servable_name][version] = state_and_time;
   } else {
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index 7de9b9ef596..a943ff8ef12 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -47,14 +47,15 @@ class ServableStateMonitor {
   // START_SKIP_DOXYGEN
   struct ServableStateAndTime {
     ServableStateAndTime() = default;
-    ServableStateAndTime(ServableState servable_state, const uint64 event_time)
+    ServableStateAndTime(ServableState servable_state,
+                         const uint64_t event_time)
         : state(std::move(servable_state)), event_time_micros(event_time) {}
 
     /// State of the servable.
     ServableState state;
 
     /// Time at which servable state event was published.
-    uint64 event_time_micros;
+    uint64_t event_time_micros;
 
     /// Returns a string representation of this struct useful for debugging or
     /// logging.
@@ -73,7 +74,7 @@ class ServableStateMonitor {
 
     /// Upper bound for the number of events captured in the bounded log. If set
     /// to 0, logging is disabled.
-    uint64 max_count_log_events = 0;
+    uint64_t max_count_log_events = 0;
   };
   // END_SKIP_DOXYGEN
 
diff --git a/tensorflow_serving/core/simple_loader.h b/tensorflow_serving/core/simple_loader.h
index 12cfec35b8f..69a0ffcd5f5 100644
--- a/tensorflow_serving/core/simple_loader.h
+++ b/tensorflow_serving/core/simple_loader.h
@@ -323,12 +323,12 @@ Status SimpleLoader<ServableType>::EstimateResourcesPostLoad() {
     memoized_resource_estimate_ = post_load_resource_estimate;
 
     // Release any transient memory used only during load to the OS.
-    const uint64 during_load_ram_estimate = resource_util_->GetQuantity(
+    const uint64_t during_load_ram_estimate = resource_util_->GetQuantity(
         ram_resource_, during_load_resource_estimate);
-    const uint64 post_load_ram_estimate =
+    const uint64_t post_load_ram_estimate =
         resource_util_->GetQuantity(ram_resource_, post_load_resource_estimate);
     if (post_load_ram_estimate < during_load_ram_estimate) {
-      const uint64 transient_ram_estimate =
+      const uint64_t transient_ram_estimate =
           during_load_ram_estimate - post_load_ram_estimate;
       LOG(INFO) << "Calling MallocExtension_ReleaseToSystem() after servable "
                    "load with "
@@ -358,7 +358,7 @@ void SimpleLoader<ServableType>::Unload() {
 
   // If we have a main-memory footprint estimate, release that amount of memory
   // to the OS.
-  const uint64 memory_estimate =
+  const uint64_t memory_estimate =
       resource_util_->GetQuantity(ram_resource_, resource_estimate);
   if (memory_estimate > 0) {
     LOG(INFO) << "Calling MallocExtension_ReleaseToSystem() after servable "
diff --git a/tensorflow_serving/core/test_util/fake_loader.cc b/tensorflow_serving/core/test_util/fake_loader.cc
index 03b0c93c31e..e6dde38de9b 100644
--- a/tensorflow_serving/core/test_util/fake_loader.cc
+++ b/tensorflow_serving/core/test_util/fake_loader.cc
@@ -25,7 +25,7 @@ thread_local bool FakeLoader::was_deleted_in_this_thread_;
 int FakeLoader::num_fake_loaders_ = 0;
 mutex FakeLoader::num_fake_loaders_mu_(LINKER_INITIALIZED);
 
-FakeLoader::FakeLoader(int64 servable, const Status load_status)
+FakeLoader::FakeLoader(int64_t servable, const Status load_status)
     : servable_(servable), load_status_(load_status) {
   was_deleted_in_this_thread_ = false;
   {
diff --git a/tensorflow_serving/core/test_util/fake_loader.h b/tensorflow_serving/core/test_util/fake_loader.h
index c09c13c3ea4..8bebcbf99ab 100644
--- a/tensorflow_serving/core/test_util/fake_loader.h
+++ b/tensorflow_serving/core/test_util/fake_loader.h
@@ -36,7 +36,8 @@ namespace test_util {
 // This class is thread-safe.
 class FakeLoader : public ResourceUnsafeLoader {
  public:
-  explicit FakeLoader(int64 servable, const Status load_status = Status::OK());
+  explicit FakeLoader(int64_t servable,
+                      const Status load_status = Status::OK());
 
   ~FakeLoader() override;
 
@@ -65,7 +66,7 @@ class FakeLoader : public ResourceUnsafeLoader {
   // The servable returned from this loader.
   //
   // Don't make const or you'll have to change the handle type to 'const int64'.
-  int64 servable_;
+  int64_t servable_;
   // The status returned during load.
   const Status load_status_;
 };
diff --git a/tensorflow_serving/core/test_util/manager_test_util.cc b/tensorflow_serving/core/test_util/manager_test_util.cc
index db102796192..a2d3da847bf 100644
--- a/tensorflow_serving/core/test_util/manager_test_util.cc
+++ b/tensorflow_serving/core/test_util/manager_test_util.cc
@@ -58,7 +58,7 @@ uint32 BasicManagerTestAccess::num_load_threads() const {
 CachingManagerTestAccess::CachingManagerTestAccess(CachingManager* manager)
     : manager_(manager) {}
 
-int64 CachingManagerTestAccess::GetLoadMutexMapSize() const {
+int64_t CachingManagerTestAccess::GetLoadMutexMapSize() const {
   return manager_->GetLoadMutexMapSize();
 }
 
diff --git a/tensorflow_serving/core/test_util/manager_test_util.h b/tensorflow_serving/core/test_util/manager_test_util.h
index 3ceef79b6a9..907886faf03 100644
--- a/tensorflow_serving/core/test_util/manager_test_util.h
+++ b/tensorflow_serving/core/test_util/manager_test_util.h
@@ -70,7 +70,7 @@ class CachingManagerTestAccess {
 
   // Returns the size of the load-mutex map that stores the mutex reference per
   // servable-id requested for load.
-  int64 GetLoadMutexMapSize() const;
+  int64_t GetLoadMutexMapSize() const;
 
  private:
   CachingManager* const manager_;
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index fb5c31ae3ee..682e68d7272 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -184,9 +184,9 @@ class RemotePredictOp : public AsyncOpKernel {
 
  private:
   string model_name_;
-  int64 model_version_;
+  int64_t model_version_;
   bool fail_op_on_rpc_error_;
-  int64 max_rpc_deadline_millis_;
+  int64_t max_rpc_deadline_millis_;
   string signature_name_;
   std::unique_ptr<PredictionServiceStubType> prediction_service_;
 };
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 9698a22c333..8be766f5075 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -90,7 +90,7 @@ ::tensorflow::Status RunRemotePredict(
     const absl::optional<::absl::Duration> deadline = absl::nullopt,
     bool fail_on_rpc_error = true,
     const string& target_address = "target_address",
-    int64 target_model_version = -1, const string& signature_name = "") {
+    int64_t target_model_version = -1, const string& signature_name = "") {
   const Scope scope = Scope::DisabledShapeInferenceScope();
   // Model_name will decide the result of the RPC.
   auto input_tensor_aliases = ops::Const(
diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index fb98b6fa7eb..fc2ec44c530 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -81,7 +81,7 @@ Status GetModelStatusImpl::GetModelStatusWithModelSpec(
 
   if (model_spec.has_version()) {
     // Only gets status for specified version of specified model.
-    const int64 version = model_spec.version().value();
+    const int64_t version = model_spec.version().value();
     const ServableId id = {model_name, version};
     const absl::optional<ServableState> opt_servable_state =
         monitor.GetState(id);
@@ -100,7 +100,7 @@ Status GetModelStatusImpl::GetModelStatusWithModelSpec(
           "Could not find any versions of model ", model_name);
     }
     for (const auto& version_and_state : versions_and_states) {
-      const int64 version = version_and_state.first;
+      const int64_t version = version_and_state.first;
       const ServableState& servable_state = version_and_state.second.state;
       AddModelVersionStatusToResponse(response, version, servable_state);
     }
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 05c51ee8d67..e8ab424fbc3 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -141,8 +141,9 @@ TEST_F(GetModelStatusImplTest, AllVersionsSuccess) {
   TF_EXPECT_OK(
       GetModelStatusImpl::GetModelStatus(GetServerCore(), request, &response));
   EXPECT_EQ(2, response.model_version_status_size());
-  std::set<int64> expected_versions = {kTestModelVersion1, kTestModelVersion2};
-  std::set<int64> actual_versions = {
+  std::set<int64_t> expected_versions = {kTestModelVersion1,
+                                         kTestModelVersion2};
+  std::set<int64_t> actual_versions = {
       response.model_version_status(0).version(),
       response.model_version_status(1).version()};
   EXPECT_EQ(expected_versions, actual_versions);
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index c8619976551..277ff10e574 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -72,7 +72,7 @@ Status HttpRestApiHandler::ProcessRequest(
   string model_subresource;
   Status status = errors::InvalidArgument("Malformed request: ", http_method,
                                           " ", request_path);
-  absl::optional<int64> model_version;
+  absl::optional<int64_t> model_version;
   absl::optional<string> model_version_label;
   bool parse_successful;
 
@@ -109,7 +109,7 @@ Status HttpRestApiHandler::ProcessRequest(
 
 Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
@@ -131,7 +131,7 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
 
 Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
@@ -151,7 +151,7 @@ Status HttpRestApiHandler::ProcessRegressRequest(
 
 Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
@@ -179,7 +179,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
 
 Status HttpRestApiHandler::ProcessModelStatusRequest(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     string* output) {
   // We do not yet support returning status of all models
@@ -204,7 +204,7 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
 
 Status HttpRestApiHandler::ProcessModelMetadataRequest(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
     string* output) {
   if (model_name.empty()) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index 6985304d4ee..edd991d60d5 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -87,27 +87,27 @@ class HttpRestApiHandler {
  private:
   Status ProcessClassifyRequest(
       const absl::string_view model_name,
-      const absl::optional<int64>& model_version,
+      const absl::optional<int64_t>& model_version,
       const absl::optional<absl::string_view>& model_version_label,
       const absl::string_view request_body, string* output);
   Status ProcessRegressRequest(
       const absl::string_view model_name,
-      const absl::optional<int64>& model_version,
+      const absl::optional<int64_t>& model_version,
       const absl::optional<absl::string_view>& model_version_label,
       const absl::string_view request_body, string* output);
   Status ProcessPredictRequest(
       const absl::string_view model_name,
-      const absl::optional<int64>& model_version,
+      const absl::optional<int64_t>& model_version,
       const absl::optional<absl::string_view>& model_version_label,
       const absl::string_view request_body, string* output);
   Status ProcessModelStatusRequest(
       const absl::string_view model_name,
-      const absl::optional<int64>& model_version,
+      const absl::optional<int64_t>& model_version,
       const absl::optional<absl::string_view>& model_version_label,
       string* output);
   Status ProcessModelMetadataRequest(
       const absl::string_view model_name,
-      const absl::optional<int64>& model_version,
+      const absl::optional<int64_t>& model_version,
       const absl::optional<absl::string_view>& model_version_label,
       string* output);
   Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index c7f1f707c2b..fe14cd77479 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -222,7 +222,7 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   status = handler_.ProcessRequest(
       "POST",
       absl::StrCat("/v1/models/foo/versions/",
-                   std::numeric_limits<uint64>::max(), ":regress"),
+                   std::numeric_limits<uint64_t>::max(), ":regress"),
       "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index ff22615e7a6..354f67a2b26 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -42,7 +42,7 @@ void AddCORSHeaders(std::vector<std::pair<string, string>>* headers) {
 
 Status FillModelSpecWithNameVersionAndLabel(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view> model_version_label,
     ::tensorflow::serving::ModelSpec* model_spec) {
   model_spec->set_name(string(model_name));
@@ -86,7 +86,7 @@ bool DecodeArg(string* arg) {
 
 Status ParseModelInfo(const absl::string_view http_method,
                       const absl::string_view request_path, string* model_name,
-                      absl::optional<int64>* model_version,
+                      absl::optional<int64_t>* model_version,
                       absl::optional<string>* model_version_label,
                       string* method, string* model_subresource,
                       bool* parse_successful) {
@@ -109,7 +109,7 @@ Status ParseModelInfo(const absl::string_view http_method,
     }
   }
   if (!model_version_str.empty()) {
-    int64 version;
+    int64_t version;
     if (!absl::SimpleAtoi(model_version_str, &version)) {
       return errors::InvalidArgument(
           "Failed to convert version: ", model_version_str, " to numeric.");
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.h b/tensorflow_serving/model_servers/http_rest_api_util.h
index 53ff3017a5e..937dd68bb20 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.h
+++ b/tensorflow_serving/model_servers/http_rest_api_util.h
@@ -38,14 +38,14 @@ void AddCORSHeaders(std::vector<std::pair<string, string>>* headers);
 
 Status FillModelSpecWithNameVersionAndLabel(
     const absl::string_view model_name,
-    const absl::optional<int64>& model_version,
+    const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view> model_version_label,
     ::tensorflow::serving::ModelSpec* model_spec);
 
 // Parse model information from the request.
 Status ParseModelInfo(const absl::string_view http_method,
                       const absl::string_view request_path, string* model_name,
-                      absl::optional<int64>* model_version,
+                      absl::optional<int64_t>* model_version,
                       absl::optional<string>* model_version_label,
                       string* method, string* model_subresource,
                       bool* parse_successful);
diff --git a/tensorflow_serving/model_servers/http_rest_api_util_test.cc b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
index bd318d2f768..362b9029cd1 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
@@ -30,7 +30,7 @@ class HttpRestApiUtilTest : public ::testing::Test {};
 
 TEST_F(HttpRestApiUtilTest, TestParseModelInfoForGet) {
   string model_name;
-  absl::optional<int64> model_version;
+  absl::optional<int64_t> model_version;
   absl::optional<string> model_version_label;
   string method;
   string model_subresource;
@@ -117,7 +117,7 @@ TEST_F(HttpRestApiUtilTest, TestParseModelInfoForGet) {
 
 TEST_F(HttpRestApiUtilTest, TestParseModelInfoForPost) {
   string model_name;
-  absl::optional<int64> model_version;
+  absl::optional<int64_t> model_version;
   absl::optional<string> model_version_label;
   string method;
   string model_subresource;
@@ -203,7 +203,7 @@ TEST_F(HttpRestApiUtilTest, TestParseModelInfoForPost) {
   auto status = ParseModelInfo(
       "POST",
       absl::StrCat("/v1/models/foo/versions/",
-                   std::numeric_limits<uint64>::max(), ":predict"),
+                   std::numeric_limits<uint64_t>::max(), ":predict"),
       &model_name, &model_version, &model_version_label, &method,
       &model_subresource, &parse_successful);
   EXPECT_TRUE(parse_successful);
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index bddea02bbc4..48e9abb8119 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -146,7 +146,7 @@ class RestApiRequestDispatcher {
 
  private:
   void ProcessRequest(net_http::ServerRequestInterface* req) {
-    const uint64 start = Env::Default()->NowMicros();
+    const uint64_t start = Env::Default()->NowMicros();
     string body;
     int64_t num_bytes = 0;
     auto request_chunk = req->ReadRequestBytes(&num_bytes);
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index eeb71e634b0..2ecb3aa66b8 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -46,7 +46,7 @@ ScopedThreadPools GetThreadPools(ThreadPoolFactory *thread_pool_factory) {
 ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
                                               const PredictRequest *request,
                                               PredictResponse *response) {
-  const uint64 start = Env::Default()->NowMicros();
+  const uint64_t start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   if (enforce_session_run_timeout_) {
     run_options.set_timeout_in_ms(
@@ -83,7 +83,7 @@ ::grpc::Status PredictionServiceImpl::GetModelMetadata(
 ::grpc::Status PredictionServiceImpl::Classify(
     ::grpc::ServerContext *context, const ClassificationRequest *request,
     ClassificationResponse *response) {
-  const uint64 start = Env::Default()->NowMicros();
+  const uint64_t start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
   if (enforce_session_run_timeout_) {
@@ -112,7 +112,7 @@ ::grpc::Status PredictionServiceImpl::Classify(
 ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
                                               const RegressionRequest *request,
                                               RegressionResponse *response) {
-  const uint64 start = Env::Default()->NowMicros();
+  const uint64_t start = Env::Default()->NowMicros();
   tensorflow::RunOptions run_options = tensorflow::RunOptions();
   // By default, this is infinite which is the same default as RunOptions.
   if (enforce_session_run_timeout_) {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 36625c2c568..b32d720644f 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -64,18 +64,18 @@ class Server {
     tensorflow::int32 num_load_threads = 0;
     tensorflow::int32 num_unload_threads = 0;
     tensorflow::int32 max_num_load_retries = 5;
-    tensorflow::int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+    int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
     tensorflow::int32 file_system_poll_wait_seconds = 1;
     bool flush_filesystem_caches = true;
     tensorflow::string model_base_path;
     tensorflow::string saved_model_tags;
     // Tensorflow session parallelism of zero means that both inter and intra op
     // thread pools will be auto configured.
-    tensorflow::int64 tensorflow_session_parallelism = 0;
+    int64_t tensorflow_session_parallelism = 0;
 
     // Zero means that the thread pools will be auto configured.
-    tensorflow::int64 tensorflow_intra_op_parallelism = 0;
-    tensorflow::int64 tensorflow_inter_op_parallelism = 0;
+    int64_t tensorflow_intra_op_parallelism = 0;
+    int64_t tensorflow_inter_op_parallelism = 0;
     tensorflow::string platform_config_file;
     // Only one of ALTS or SSl can be specified. I.e. either
     // use_alts_credentials must be false or ssl_config_file must be empty.
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 6991e09efa1..0d4fe6b2ca8 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -496,18 +496,18 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
 }
 
 Status ServerCore::UpdateModelVersionLabelMap() {
-  std::unique_ptr<std::map<string, std::map<string, int64>>> new_label_map(
-      new std::map<string, std::map<string, int64>>);
+  std::unique_ptr<std::map<string, std::map<string, int64_t>>> new_label_map(
+      new std::map<string, std::map<string, int64_t>>);
   for (const ModelConfig& model_config : config_.model_config_list().config()) {
     ServableStateMonitor::VersionMap serving_states =
         servable_state_monitor_->GetVersionStates(model_config.name());
 
     for (const auto& entry : model_config.version_labels()) {
       const string& label = entry.first;
-      const int64 version = entry.second;
+      const int64_t version = entry.second;
 
       bool contains_existing_label_with_different_version = false;
-      int64 existing_version;
+      int64_t existing_version;
       if (GetModelVersionForLabel(model_config.name(), label, &existing_version)
               .ok() &&
           existing_version != version) {
@@ -795,7 +795,7 @@ Status ServerCore::ServableRequestFromModelSpec(
             "ModelSpec has 'version_label' set, but it is not currently "
             "allowed by the server.");
       }
-      int64 version;
+      int64_t version;
       TF_RETURN_IF_ERROR(GetModelVersionForLabel(
           model_spec.name(), model_spec.version_label(), &version));
       *servable_request = ServableRequest::Specific(model_spec.name(), version);
@@ -811,7 +811,7 @@ Status ServerCore::ServableRequestFromModelSpec(
 
 Status ServerCore::GetModelVersionForLabel(const string& model_name,
                                            const string& label,
-                                           int64* version) const {
+                                           int64_t* version) const {
   mutex_lock l(model_labels_to_versions_mu_);
   if (model_labels_to_versions_ == nullptr) {
     return errors::Unavailable(
@@ -819,7 +819,7 @@ Status ServerCore::GetModelVersionForLabel(const string& model_name,
   }
   auto version_map_it = model_labels_to_versions_->find(model_name);
   if (version_map_it != model_labels_to_versions_->end()) {
-    const std::map<string, int64>& version_map = version_map_it->second;
+    const std::map<string, int64_t>& version_map = version_map_it->second;
     auto version_it = version_map.find(label);
     if (version_it != version_map.end()) {
       *version = version_it->second;
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index d457c84b7d7..d98591aa6f1 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -112,7 +112,8 @@ class ServerCore : public Manager {
     int32 num_unload_threads = 0;
 
     // Total model size limit, in terms of main memory, in bytes.
-    uint64 total_model_memory_limit_bytes = std::numeric_limits<uint64>::max();
+    uint64_t total_model_memory_limit_bytes =
+        std::numeric_limits<uint64_t>::max();
 
     // Maximum number of times we retry loading a model, after the first
     // failure, before we give up.
@@ -123,7 +124,7 @@ class ServerCore : public Manager {
     // The interval, in microseconds, between each servable load retry. If set
     // negative, we don't wait.
     // Default: 1 minute.
-    int64 load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
+    int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
 
     // Time interval between file-system polls, in seconds.
     int32 file_system_poll_wait_seconds = 30;
@@ -396,7 +397,7 @@ class ServerCore : public Manager {
 
   // Gets the version associated with 'label', for the given model name.
   Status GetModelVersionForLabel(const string& model_name, const string& label,
-                                 int64* version) const
+                                 int64_t* version) const
       TF_LOCKS_EXCLUDED(model_labels_to_versions_mu_);
 
   Status GetUntypedServableHandle(
@@ -426,7 +427,7 @@ class ServerCore : public Manager {
   ModelServerConfig config_ TF_GUARDED_BY(config_mu_);
 
   // A model_name->label->version# map.
-  std::unique_ptr<std::map<string, std::map<string, int64>>>
+  std::unique_ptr<std::map<string, std::map<string, int64_t>>>
       model_labels_to_versions_ TF_GUARDED_BY(model_labels_to_versions_mu_);
 
   struct StoragePathSourceAndRouter {
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index b3070f35898..6620904858e 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -651,7 +651,7 @@ TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
                                 std::move(server_core_options), &server_core));
 
   // Wait until both versions of the servable have been loaded.
-  for (const int64 version :
+  for (const int64_t version :
        {test_util::kTestModelVersion, test_util::kTestModelLargerVersion}) {
     const auto servable_id = ServableId{test_util::kTestModelName, version};
     test_util::WaitUntilServableManagerStateIsOneOf(
@@ -744,15 +744,15 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersion) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
-                                            test_util::kTestModelLargerVersion};
-  const int64 bogus_version = 777;
-  for (const int64 aspired_version : aspired_versions) {
+  const std::set<int64_t> aspired_versions = {
+      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
+  const int64_t bogus_version = 777;
+  for (const int64_t aspired_version : aspired_versions) {
     ASSERT_NE(bogus_version, aspired_version);
   }
 
   // Wait until both aspired versions of the servable have been loaded.
-  for (const int64 aspired_version : aspired_versions) {
+  for (const int64_t aspired_version : aspired_versions) {
     const auto servable_id =
         ServableId{test_util::kTestModelName, aspired_version};
     test_util::WaitUntilServableManagerStateIsOneOf(
@@ -782,15 +782,15 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersionAllowed) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
-                                            test_util::kTestModelLargerVersion};
-  const int64 bogus_version = 777;
-  for (const int64 aspired_version : aspired_versions) {
+  const std::set<int64_t> aspired_versions = {
+      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
+  const int64_t bogus_version = 777;
+  for (const int64_t aspired_version : aspired_versions) {
     ASSERT_NE(bogus_version, aspired_version);
   }
 
   // Wait until both aspired versions of the servable have been loaded.
-  for (const int64 aspired_version : aspired_versions) {
+  for (const int64_t aspired_version : aspired_versions) {
     const auto servable_id =
         ServableId{test_util::kTestModelName, aspired_version};
     test_util::WaitUntilServableManagerStateIsOneOf(
@@ -818,15 +818,15 @@ TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersion) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64> aspired_versions = {test_util::kTestModelVersion,
-                                            test_util::kTestModelLargerVersion};
-  const int64 bogus_version = 777;
-  for (const int64 aspired_version : aspired_versions) {
+  const std::set<int64_t> aspired_versions = {
+      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
+  const int64_t bogus_version = 777;
+  for (const int64_t aspired_version : aspired_versions) {
     ASSERT_NE(bogus_version, aspired_version);
   }
 
   // Wait until both aspired versions of the servable have been loaded.
-  for (const int64 aspired_version : aspired_versions) {
+  for (const int64_t aspired_version : aspired_versions) {
     const auto servable_id =
         ServableId{test_util::kTestModelName, aspired_version};
     test_util::WaitUntilServableManagerStateIsOneOf(
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index 09dddbcc021..8dcf78a1524 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -198,8 +198,8 @@ Resource ResourceUtil::CreateBoundResource(const string& device,
   return resource;
 }
 
-uint64 ResourceUtil::GetQuantity(const Resource& resource,
-                                 const ResourceAllocation& allocation) const {
+uint64_t ResourceUtil::GetQuantity(const Resource& resource,
+                                   const ResourceAllocation& allocation) const {
   DCHECK(devices_.find(resource.device()) != devices_.end());
   for (const ResourceAllocation::Entry& entry :
        allocation.resource_quantities()) {
@@ -210,7 +210,7 @@ uint64 ResourceUtil::GetQuantity(const Resource& resource,
   return 0;
 }
 
-void ResourceUtil::SetQuantity(const Resource& resource, uint64 quantity,
+void ResourceUtil::SetQuantity(const Resource& resource, uint64_t quantity,
                                ResourceAllocation* allocation) const {
   DCHECK(devices_.find(resource.device()) != devices_.end());
   for (int i = 0; i < allocation->resource_quantities().size(); ++i) {
@@ -238,7 +238,8 @@ bool ResourceUtil::Subtract(const ResourceAllocation& to_subtract,
   return SubtractNormalized(Normalize(to_subtract), base);
 }
 
-void ResourceUtil::Multiply(uint64 multiplier, ResourceAllocation* base) const {
+void ResourceUtil::Multiply(uint64_t multiplier,
+                            ResourceAllocation* base) const {
   *base = Normalize(*base);
   return MultiplyNormalized(multiplier, base);
 }
@@ -340,7 +341,7 @@ bool ResourceUtil::SubtractNormalized(const ResourceAllocation& to_subtract,
   DCHECK(IsNormalized(*base));
   // We buffer the mutations to 'base' so that if we bail out due to a negative
   // quantity we leave it untouched.
-  std::vector<std::pair<ResourceAllocation::Entry*, uint64>> new_quantities;
+  std::vector<std::pair<ResourceAllocation::Entry*, uint64_t>> new_quantities;
   for (const ResourceAllocation::Entry& to_subtract_entry :
        to_subtract.resource_quantities()) {
     ResourceAllocation::Entry* base_entry =
@@ -349,20 +350,20 @@ bool ResourceUtil::SubtractNormalized(const ResourceAllocation& to_subtract,
         base_entry->quantity() < to_subtract_entry.quantity()) {
       return false;
     }
-    const uint64 new_quantity =
+    const uint64_t new_quantity =
         base_entry->quantity() - to_subtract_entry.quantity();
     new_quantities.push_back({base_entry, new_quantity});
   }
   for (const auto& new_quantity : new_quantities) {
     ResourceAllocation::Entry* base_entry = new_quantity.first;
-    const uint64 quantity = new_quantity.second;
+    const uint64_t quantity = new_quantity.second;
     base_entry->set_quantity(quantity);
   }
   *base = Normalize(*base);
   return true;
 }
 
-void ResourceUtil::MultiplyNormalized(uint64 multiplier,
+void ResourceUtil::MultiplyNormalized(uint64_t multiplier,
                                       ResourceAllocation* base) const {
   DCHECK(IsNormalized(*base));
   for (int i = 0; i < base->resource_quantities().size(); ++i) {
diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index 482527dd321..1bb56bbead9 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -77,12 +77,12 @@ class ResourceUtil {
   // Gets the quantity of 'resource' present in 'allocation'. Returns 0 if
   // 'resource' is not mentioned in 'allocation', since unmentioned resources
   // are implicitly zero.
-  uint64 GetQuantity(const Resource& resource,
-                     const ResourceAllocation& allocation) const;
+  uint64_t GetQuantity(const Resource& resource,
+                       const ResourceAllocation& allocation) const;
 
   // Sets the quantity of 'resource' to 'quantity' in 'allocation', overwriting
   // any existing quantity.
-  void SetQuantity(const Resource& resource, uint64 quantity,
+  void SetQuantity(const Resource& resource, uint64_t quantity,
                    ResourceAllocation* allocation) const;
 
   // Adds 'to_add' to 'base'.
@@ -102,7 +102,7 @@ class ResourceUtil {
 
   // Multiplies every resource quantity in 'base' by 'multiplier'. Keeps bound
   // and unbound entries separate.
-  void Multiply(uint64 multiplier, ResourceAllocation* base) const;
+  void Multiply(uint64_t multiplier, ResourceAllocation* base) const;
 
   // Determines whether two ResourceAllocation objects are identical (modulo
   // normalization).
@@ -194,7 +194,7 @@ class ResourceUtil {
 
   // Like Multiply(), but assumes the input is normalized and produces
   // normalized output.
-  void MultiplyNormalized(uint64 multiplier, ResourceAllocation* base) const;
+  void MultiplyNormalized(uint64_t multiplier, ResourceAllocation* base) const;
 
   // Like Equal(), but assumes the input is normalized.
   bool EqualNormalized(const ResourceAllocation& lhs,
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index d7c6079be49..3964521a442 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -73,12 +73,12 @@ std::vector<string> GetTestSavedModelBundleExportFiles() {
       tensorflow::io::JoinPath(dir, "variables/variables.data-00000-of-00001")};
 }
 
-uint64 GetTotalFileSize(const std::vector<string>& files) {
-  uint64 total_file_size = 0;
+uint64_t GetTotalFileSize(const std::vector<string>& files) {
+  uint64_t total_file_size = 0;
   for (const string& file : files) {
     if (!(Env::Default()->IsDirectory(file).ok()) &&
         Env::Default()->FileExists(file).ok()) {
-      uint64 file_size;
+      uint64_t file_size;
       TF_CHECK_OK(Env::Default()->GetFileSize(file, &file_size));
       total_file_size += file_size;
     }
@@ -134,7 +134,7 @@ ResourceAllocation GetExpectedResourceEstimate(double total_file_size) {
   // match the constants defined in bundle_factory_util.cc.
   const double kResourceEstimateRAMMultiplier = 1.2;
   const int kResourceEstimateRAMPadBytes = 0;
-  const uint64 expected_ram_requirement =
+  const uint64_t expected_ram_requirement =
       total_file_size * kResourceEstimateRAMMultiplier +
       kResourceEstimateRAMPadBytes;
   ResourceAllocation resource_alloc;
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index 04754ba1b80..5f4ca4ba458 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -45,7 +45,7 @@ std::vector<string> GetTestSessionBundleExportFiles();
 std::vector<string> GetTestSavedModelBundleExportFiles();
 
 // Returns the total size of the given files. Requires the files to exist.
-uint64 GetTotalFileSize(const std::vector<string>& files);
+uint64_t GetTotalFileSize(const std::vector<string>& files);
 
 // Returns a signature for the half plus two model.
 SignatureDef GetTestSessionSignature();
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 46c63f41bd5..3cf2ebfdf4a 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -69,7 +69,7 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
 
     std::vector<Tensor> outputs;
     int num_examples;
-    int64 runtime_latency;
+    int64_t runtime_latency;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
         session_, &outputs, &num_examples, thread_pool_options_,
@@ -324,7 +324,7 @@ Status PostProcessClassificationResult(
 
 Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
-                   const absl::optional<int64>& servable_version,
+                   const absl::optional<int64_t>& servable_version,
                    Session* session, const ClassificationRequest& request,
                    ClassificationResponse* response,
                    const thread::ThreadPoolOptions& thread_pool_options) {
diff --git a/tensorflow_serving/servables/tensorflow/classifier.h b/tensorflow_serving/servables/tensorflow/classifier.h
index 9a2a1f2e671..08072426068 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.h
+++ b/tensorflow_serving/servables/tensorflow/classifier.h
@@ -79,7 +79,7 @@ Status PostProcessClassificationResult(
 // Creates SavedModelTensorflowClassifier and runs Classification on it.
 Status RunClassify(const RunOptions& run_options,
                    const MetaGraphDef& meta_graph_def,
-                   const absl::optional<int64>& servable_version,
+                   const absl::optional<int64_t>& servable_version,
                    Session* session, const ClassificationRequest& request,
                    ClassificationResponse* response,
                    const thread::ThreadPoolOptions& thread_pool_options =
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 056e1ad5461..0a9a9baed2d 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -66,7 +66,7 @@ const char kImproperlySizedScoresSignature[] = "ImproperlySizedScoresSignature";
 // class for that example.
 class FakeSession : public tensorflow::Session {
  public:
-  explicit FakeSession(absl::optional<int64> expected_timeout)
+  explicit FakeSession(absl::optional<int64_t> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
   Status Create(const GraphDef& graph) override {
@@ -221,7 +221,7 @@ class FakeSession : public tensorflow::Session {
   }
 
  private:
-  const absl::optional<int64> expected_timeout_;
+  const absl::optional<int64_t> expected_timeout_;
 };
 
 class ClassifierTest : public ::testing::TestWithParam<bool> {
@@ -230,7 +230,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
     SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-    absl::optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    absl::optional<int64_t> expected_timeout = GetRunOptions().timeout_in_ms();
     fake_session_ = new FakeSession(expected_timeout);
     saved_model_bundle_->session.reset(fake_session_);
 
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
index 2ae084e9253..d1a7f2408b0 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
@@ -35,7 +35,7 @@ auto* mlmd_map = monitoring::Gauge<string, 2>::New(
 }  // namespace
 
 void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
-                             int64 version) {
+                             int64_t version) {
   const string mlmd_path = tensorflow::io::JoinPath(
       export_dir, tensorflow::kSavedModelAssetsExtraDirectory, kMLMDKeyFile);
   if (Env::Default()->FileExists(mlmd_path).ok()) {
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
index 92d3b613ec6..c517beb7a1f 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.h
@@ -28,7 +28,7 @@ namespace serving {
 // with a loaded model.
 // For more information: https://www.tensorflow.org/tfx/guide/mlmd
 void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
-                             int64 version);
+                             int64_t version);
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index 1ee57b70012..3f9354841ed 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -125,7 +125,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
 
 Status RunMultiInference(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const absl::optional<int64>& servable_version, Session* session,
+    const absl::optional<int64_t>& servable_version, Session* session,
     const MultiInferenceRequest& request, MultiInferenceResponse* response,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options) {
   TRACELITERAL("RunMultiInference");
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.h b/tensorflow_serving/servables/tensorflow/multi_inference.h
index a09242f937b..c73a0a78513 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.h
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.h
@@ -37,7 +37,7 @@ class TensorFlowMultiInferenceRunner {
 
   TensorFlowMultiInferenceRunner(
       Session* session, const MetaGraphDef* meta_graph_def,
-      absl::optional<int64> servable_version,
+      absl::optional<int64_t> servable_version,
       const thread::ThreadPoolOptions& thread_pool_options =
           thread::ThreadPoolOptions())
       : session_(session),
@@ -58,14 +58,14 @@ class TensorFlowMultiInferenceRunner {
   const MetaGraphDef* const meta_graph_def_;
   // If available, servable_version is used to set the ModelSpec version in the
   // InferenceResults of the MultiInferenceResponse.
-  const absl::optional<int64> servable_version_;
+  const absl::optional<int64_t> servable_version_;
   const tensorflow::thread::ThreadPoolOptions thread_pool_options_;
 };
 
 // Creates TensorFlowMultiInferenceRunner and calls Infer on it.
 Status RunMultiInference(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const absl::optional<int64>& servable_version, Session* session,
+    const absl::optional<int64_t>& servable_version, Session* session,
     const MultiInferenceRequest& request, MultiInferenceResponse* response,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options =
         tensorflow::thread::ThreadPoolOptions());
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 92f527ec922..e2b1b4c4f41 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -86,7 +86,7 @@ class MultiInferenceTest : public ::testing::Test {
 
   ServerCore* GetServerCore() { return this->server_core_.get(); }
 
-  const int64 servable_version_ = kTestModelVersion;
+  const int64_t servable_version_ = kTestModelVersion;
 
  private:
   static std::unique_ptr<ServerCore> server_core_;
@@ -111,7 +111,7 @@ void AddInput(const std::vector<std::pair<string, float>>& feature_kv,
 }
 
 void PopulateTask(const string& signature_name, const string& method_name,
-                  int64 version, InferenceTask* task) {
+                  int64_t version, InferenceTask* task) {
   ModelSpec model_spec;
   model_spec.set_name(kTestModelName);
   if (version > 0) {
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index 89533d4b96c..f6074f79a06 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -104,7 +104,7 @@ class MultiInferenceTest : public ::testing::Test {
     return GetServerCore()->GetServableHandle(model_spec, bundle);
   }
 
-  const int64 servable_version_ = 1;
+  const int64_t servable_version_ = 1;
 
  private:
   static std::unique_ptr<ServerCore> server_core_;
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 79cf0b597d2..4fa28de0507 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -73,7 +73,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
 namespace internal {
 Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const absl::optional<int64>& servable_version,
+    const absl::optional<int64_t>& servable_version,
     const internal::PredictResponseTensorSerializationOption option,
     Session* session, const PredictRequest& request, PredictResponse* response,
     const thread::ThreadPoolOptions& thread_pool_options) {
@@ -99,11 +99,11 @@ Status RunPredict(
                                           &output_tensor_aliases));
   std::vector<Tensor> outputs;
   RunMetadata run_metadata;
-  const uint64 start_microseconds = EnvTime::NowMicros();
+  const uint64_t start_microseconds = EnvTime::NowMicros();
   TF_RETURN_IF_ERROR(session->Run(run_options, input_tensors,
                                   output_tensor_names, {}, &outputs,
                                   &run_metadata, thread_pool_options));
-  const uint64 end_microseconds = EnvTime::NowMicros();
+  const uint64_t end_microseconds = EnvTime::NowMicros();
   RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
                        /*runtime=*/"TF1",
                        end_microseconds - start_microseconds);
@@ -203,7 +203,7 @@ Status PostProcessPredictionResult(
 
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64>& servable_version,
+                  const absl::optional<int64_t>& servable_version,
                   Session* session, const PredictRequest& request,
                   PredictResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options) {
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.h b/tensorflow_serving/servables/tensorflow/predict_util.h
index 0fb912f0863..8fce7ca68b6 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.h
+++ b/tensorflow_serving/servables/tensorflow/predict_util.h
@@ -34,7 +34,7 @@ namespace internal {
 // option for the TensorProtos in the response.
 Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
-    const absl::optional<int64>& servable_version,
+    const absl::optional<int64_t>& servable_version,
     const PredictResponseTensorSerializationOption tensor_serialization_option,
     Session* session, const PredictRequest& request, PredictResponse* response,
     const thread::ThreadPoolOptions& thread_pool_options =
@@ -64,7 +64,7 @@ Status PostProcessPredictionResult(
 // specifying serialization option as kAsProtoField for backward compatibility.
 Status RunPredict(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64>& servable_version,
+                  const absl::optional<int64_t>& servable_version,
                   Session* session, const PredictRequest& request,
                   PredictResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options =
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index fe96cdb5fe3..c2022233b28 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -68,7 +68,7 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
 
     std::vector<Tensor> outputs;
     int num_examples;
-    int64 runtime_latency;
+    int64_t runtime_latency;
     TF_RETURN_IF_ERROR(PerformOneShotTensorComputation(
         run_options_, request.input(), input_tensor_name, output_tensor_names,
         session_, &outputs, &num_examples, thread_pool_options_,
@@ -267,7 +267,7 @@ Status PostProcessRegressionResult(
 
 Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64>& servable_version,
+                  const absl::optional<int64_t>& servable_version,
                   Session* session, const RegressionRequest& request,
                   RegressionResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options) {
diff --git a/tensorflow_serving/servables/tensorflow/regressor.h b/tensorflow_serving/servables/tensorflow/regressor.h
index b12eeba954d..54482e8f8fe 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.h
+++ b/tensorflow_serving/servables/tensorflow/regressor.h
@@ -79,7 +79,7 @@ Status PostProcessRegressionResult(
 // Creates SavedModelTensorflowRegressor and runs Regression on it.
 Status RunRegress(const RunOptions& run_options,
                   const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64>& servable_version,
+                  const absl::optional<int64_t>& servable_version,
                   Session* session, const RegressionRequest& request,
                   RegressionResponse* response,
                   const thread::ThreadPoolOptions& thread_pool_options =
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index f35d7ee789f..7db31e6d999 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -62,7 +62,7 @@ const char kImproperlySizedOutputSignature[] = "ImproperlySizedOutputSignature";
 // Copies the "output" float feature from each Example.
 class FakeSession : public tensorflow::Session {
  public:
-  explicit FakeSession(absl::optional<int64> expected_timeout)
+  explicit FakeSession(absl::optional<int64_t> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
   Status Create(const GraphDef& graph) override {
@@ -182,7 +182,7 @@ class FakeSession : public tensorflow::Session {
   }
 
  private:
-  const absl::optional<int64> expected_timeout_;
+  const absl::optional<int64_t> expected_timeout_;
 };
 
 class RegressorTest : public ::testing::TestWithParam<bool> {
@@ -191,7 +191,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
     SetSignatureMethodNameCheckFeature(IsMethodNameCheckEnabled());
     saved_model_bundle_.reset(new SavedModelBundle);
     meta_graph_def_ = &saved_model_bundle_->meta_graph_def;
-    absl::optional<int64> expected_timeout = GetRunOptions().timeout_in_ms();
+    absl::optional<int64_t> expected_timeout = GetRunOptions().timeout_in_ms();
     fake_session_ = new FakeSession(expected_timeout);
     saved_model_bundle_->session.reset(fake_session_);
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 008207f7ca4..c3965c9ef8a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -52,7 +52,7 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
-  uint64 size;
+  uint64_t size;
   TF_RETURN_IF_ERROR(Env::Default()->GetFileSize(fname, &size));
 
   std::unique_ptr<RandomAccessFile> file;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 602e16814bc..e8b792d8579 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -36,8 +36,8 @@ auto* model_warm_up_latency = monitoring::Sampler<2>::New(
     },  // Scale of 10, power of 1.8 with bucket count 33 (~20 minutes).
     monitoring::Buckets::Exponential(10, 1.8, 33));
 
-uint64 GetLatencyMicroseconds(const uint64 start_microseconds) {
-  const uint64 end_microseconds = EnvTime::NowMicros();
+uint64_t GetLatencyMicroseconds(const uint64_t start_microseconds) {
+  const uint64_t end_microseconds = EnvTime::NowMicros();
   // Avoid clock skew.
   if (end_microseconds < start_microseconds) return 0;
   return end_microseconds - start_microseconds;
@@ -51,7 +51,7 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
-  const uint64 start_microseconds = EnvTime::NowMicros();
+  const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
                    WarmupConsts::kRequestsFileName);
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 25b2cb095ab..b42a500899e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -345,7 +345,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
 
   // The Callback will be run only after all partial tasks finished.
   IncrementalBarrier barrier(std::move(split_task_done_callback));
-  std::vector<int64> output_task_sizes;
+  std::vector<int64_t> output_task_sizes;
 
   if (open_batch_remaining_slot > 0) {
     output_task_sizes.push_back(open_batch_remaining_slot);
@@ -670,7 +670,7 @@ Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
 
 Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
                           Batch<TfLiteBatchTask>* batch, int batch_size) {
-  std::vector<int64> task_sizes(batch->num_tasks());
+  std::vector<int64_t> task_sizes(batch->num_tasks());
   int total_size = 0;
   for (int i = 0; i < batch->num_tasks(); ++i) {
     const int task_size = batch->task(i).size();
@@ -711,7 +711,7 @@ void TfLiteSession::ProcessBatch(
     return;
   }
 
-  const uint64 dequeue_time_micros = EnvTime::NowMicros();
+  const uint64_t dequeue_time_micros = EnvTime::NowMicros();
 
   // Regardless of the outcome, we need to propagate the status to the
   // individual tasks and signal that they are done. We use MakeCleanup() to
@@ -734,7 +734,7 @@ void TfLiteSession::ProcessBatch(
   // queue time alone, and find the latest task deadline which we'll use for the
   // overall batch.
   bool all_tasks_timeout_exceeded = true;
-  uint64 batch_deadline_micros = 0;
+  uint64_t batch_deadline_micros = 0;
   for (int i = 0; i < batch->num_tasks(); ++i) {
     const TfLiteBatchTask& task = batch->task(i);
     // If the caller doesn't populate RunOptions, the timeout is 0 by default.
@@ -743,8 +743,8 @@ void TfLiteSession::ProcessBatch(
       all_tasks_timeout_exceeded = false;
       break;
     }
-    const int64 task_timeout_micros = task.run_options.timeout_in_ms() * 1000;
-    const uint64 task_deadline_micros =
+    const int64_t task_timeout_micros = task.run_options.timeout_in_ms() * 1000;
+    const uint64_t task_deadline_micros =
         task.enqueue_time_micros + task_timeout_micros;
     if (task_deadline_micros > dequeue_time_micros) {
       all_tasks_timeout_exceeded = false;
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 4e1e62ed0f7..2b9163b2bdb 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -87,7 +87,7 @@ class TfLiteBatchTask : public BatchTask {
   // Returns the batch size.
   size_t size() const override { return inputs[0].dim_size(0); }
 
-  uint64 start_time_micros() const { return enqueue_time_micros; }
+  uint64_t start_time_micros() const { return enqueue_time_micros; }
 
   Notification* done;
 
@@ -108,7 +108,7 @@ class TfLiteBatchTask : public BatchTask {
 
   RunOptions run_options;
 
-  const uint64 enqueue_time_micros;
+  const uint64_t enqueue_time_micros;
 
   // Required for partial execution using split batches.
   bool is_partial = false;
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index ec047e8adbc..69abfb2e975 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -174,7 +174,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
     return errors::Internal("Error parsing serialized input.");
   }
 
-  const int64 num_examples = NumInputExamples(serialized_input);
+  const int64_t num_examples = NumInputExamples(serialized_input);
   if (num_examples == 0) {
     return errors::InvalidArgument("Input is empty.");
   }
@@ -228,19 +228,19 @@ Status PerformOneShotTensorComputation(
     const std::vector<string>& output_tensor_names, Session* session,
     std::vector<Tensor>* outputs, int* num_input_examples,
     const thread::ThreadPoolOptions& thread_pool_options,
-    int64* runtime_latency) {
+    int64_t* runtime_latency) {
   // Setup the input Tensor to be a vector of string containing the serialized
   // tensorflow.Example.
   Tensor input_tensor;
   TF_RETURN_IF_ERROR(InputToSerializedExampleTensor(input, &input_tensor));
   *num_input_examples = input_tensor.dim_size(0);
 
-  const uint64 start_microseconds = EnvTime::NowMicros();
+  const uint64_t start_microseconds = EnvTime::NowMicros();
   RunMetadata run_metadata;
   TF_RETURN_IF_ERROR(session->Run(
       run_options, {{input_tensor_name, input_tensor}}, output_tensor_names, {},
       outputs, &run_metadata, thread_pool_options));
-  const uint64 end_microseconds = EnvTime::NowMicros();
+  const uint64_t end_microseconds = EnvTime::NowMicros();
   if (runtime_latency != nullptr) {
     *runtime_latency = end_microseconds - start_microseconds;
   }
@@ -272,7 +272,7 @@ Status PerformOneShotTensorComputation(
 
 void MakeModelSpec(const string& model_name,
                    const absl::optional<string>& signature_name,
-                   const absl::optional<int64>& version,
+                   const absl::optional<int64_t>& version,
                    ModelSpec* model_spec) {
   model_spec->Clear();
   model_spec->set_name(model_name);
@@ -287,7 +287,7 @@ void MakeModelSpec(const string& model_name,
 }
 
 Status GetModelDiskSize(const string& path, FileProbingEnv* env,
-                        uint64* total_file_size) {
+                        uint64_t* total_file_size) {
   if (env == nullptr) {
     return errors::Internal("FileProbingEnv not set");
   }
@@ -297,7 +297,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
   *total_file_size = 0;
   for (const string& descendant : descendants) {
     if (!(env->IsDirectory(descendant).ok())) {
-      uint64 file_size;
+      uint64_t file_size;
       TF_RETURN_IF_ERROR(env->GetFileSize(descendant, &file_size));
       *total_file_size += file_size;
     }
@@ -308,10 +308,10 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
 Status EstimateResourceFromPathUsingDiskState(const string& path,
                                               FileProbingEnv* env,
                                               ResourceAllocation* estimate) {
-  uint64 total_file_size = 0;
+  uint64_t total_file_size = 0;
   TF_RETURN_IF_ERROR(GetModelDiskSize(path, env, &total_file_size));
 
-  const uint64 ram_requirement =
+  const uint64_t ram_requirement =
       total_file_size * kResourceEstimateRAMMultiplier +
       kResourceEstimateRAMPadBytes;
 
@@ -325,12 +325,12 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
 }
 
 void RecordRuntimeLatency(const string& model_name, const string& api,
-                          const string& runtime, int64 latency_usec) {
+                          const string& runtime, int64_t latency_usec) {
   runtime_latency->GetCell(model_name, api, runtime)->Add(latency_usec);
 }
 
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, int64 latency_usec) {
+                          const string& entrypoint, int64_t latency_usec) {
   request_latency->GetCell(model_name, api, entrypoint)->Add(latency_usec);
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 41c4da4aa81..692d0f7caa4 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -82,7 +82,7 @@ Status PerformOneShotTensorComputation(
     std::vector<Tensor>* outputs, int* num_input_examples,
     const thread::ThreadPoolOptions& thread_pool_options =
         thread::ThreadPoolOptions(),
-    int64* runtime_latency = nullptr);
+    int64_t* runtime_latency = nullptr);
 
 // Same as PerformOneShotTensorComputation() above, except allows for multiple
 // input tensor names (each tensor is fed the *same* `input`).
@@ -100,11 +100,12 @@ Status PerformOneShotTensorComputation(
 // set to tensorflow::kDefaultServingSignatureDefKey.
 void MakeModelSpec(const string& model_name,
                    const absl::optional<string>& signature_name,
-                   const absl::optional<int64>& version, ModelSpec* model_spec);
+                   const absl::optional<int64_t>& version,
+                   ModelSpec* model_spec);
 
 // Gets the disk size of the model in the given path.
 Status GetModelDiskSize(const string& path, FileProbingEnv* env,
-                        uint64* total_file_size);
+                        uint64_t* total_file_size);
 
 // Estimates the resources a session bundle or saved model bundle will use once
 // loaded, from its export or saved model path. Directly uses disk state for
@@ -115,11 +116,11 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
 
 // Update metrics for runtime latency.
 void RecordRuntimeLatency(const string& model_name, const string& api,
-                          const string& runtime, int64 latency_usec);
+                          const string& runtime, int64_t latency_usec);
 
 // Update metrics for request latency.
 void RecordRequestLatency(const string& model_name, const string& api,
-                          const string& entrypoint, int64 latency_usec);
+                          const string& entrypoint, int64_t latency_usec);
 
 // Get string keys of a map.
 template <typename T>
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index a9d22c758b4..a533afca676 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -61,7 +61,7 @@ class InputUtilTest : public ::testing::Test {
     return example;
   }
 
-  Example example_C(const int64 value = 33) {
+  Example example_C(const int64_t value = 33) {
     Feature feature;
     feature.mutable_int64_list()->add_value(value);
     Example example;
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 708aee779e9..7c755b3457d 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -80,7 +80,7 @@ std::set<string> GetDeletedServables(
 // aspire.
 void AspireVersion(
     const FileSystemStoragePathSourceConfig::ServableToMonitor& servable,
-    const string& version_relative_path, const int64 version_number,
+    const string& version_relative_path, const int64_t version_number,
     std::vector<ServableData<StoragePath>>* versions) {
   const ServableId servable_id = {servable.servable_name(), version_number};
   const string full_path =
@@ -90,7 +90,7 @@ void AspireVersion(
 
 // Converts the string version path to an integer.
 // Returns false if the input is invalid.
-bool ParseVersionNumber(const string& version_path, int64* version_number) {
+bool ParseVersionNumber(const string& version_path, int64_t* version_number) {
   return strings::safe_strto64(version_path.c_str(), version_number);
 }
 
@@ -108,7 +108,7 @@ bool AspireAllVersions(
   for (const string& child : children) {
     // Identify all the versions, among children that can be interpreted as
     // version numbers.
-    int64 version_number;
+    int64_t version_number;
     if (ParseVersionNumber(child, &version_number)) {
       // Emit all the aspired-versions data.
       AspireVersion(servable, child, version_number, versions);
@@ -122,11 +122,11 @@ bool AspireAllVersions(
 // Helper that indexes a list of the given "children" (where child is the
 // name of the directory corresponding to a servable version). Note that strings
 // that cannot be parsed as a number are skipped (no error is returned).
-std::map<int64 /* servable version */, string /* child */>
+std::map<int64_t /* servable version */, string /* child */>
 IndexChildrenByVersion(const std::vector<string>& children) {
-  std::map<int64, string> children_by_version;
+  std::map<int64_t, string> children_by_version;
   for (int i = 0; i < children.size(); ++i) {
-    int64 version_number;
+    int64_t version_number;
     if (!ParseVersionNumber(children[i], &version_number)) {
       continue;
     }
@@ -149,7 +149,7 @@ IndexChildrenByVersion(const std::vector<string>& children) {
 // Returns true iff it winds up aspiring at least one version.
 bool AspireLatestVersions(
     const FileSystemStoragePathSourceConfig::ServableToMonitor& servable,
-    const std::map<int64, string>& children_by_version,
+    const std::map<int64_t, string>& children_by_version,
     std::vector<ServableData<StoragePath>>* versions) {
   const int32 num_servable_versions_to_serve =
       std::max(servable.servable_version_policy().latest().num_versions(), 1U);
@@ -161,7 +161,7 @@ bool AspireLatestVersions(
     if (num_versions_emitted == num_servable_versions_to_serve) {
       break;
     }
-    const int64 version = rit->first;
+    const int64_t version = rit->first;
     const string& child = rit->second;
     AspireVersion(servable, child, version, versions);
     num_versions_emitted++;
@@ -177,18 +177,18 @@ bool AspireLatestVersions(
 // Returns true iff it winds up aspiring at least one version.
 bool AspireSpecificVersions(
     const FileSystemStoragePathSourceConfig::ServableToMonitor& servable,
-    const std::map<int64, string>& children_by_version,
+    const std::map<int64_t, string>& children_by_version,
     std::vector<ServableData<StoragePath>>* versions) {
-  const std::unordered_set<int64> versions_to_serve(
+  const std::unordered_set<int64_t> versions_to_serve(
       servable.servable_version_policy().specific().versions().begin(),
       servable.servable_version_policy().specific().versions().end());
   // Identify specific version to serve (as specified by 'versions_to_serve')
   // among children that can be interpreted as version numbers and emit as
   // aspired versions.
-  std::unordered_set<int64> aspired_versions;
+  std::unordered_set<int64_t> aspired_versions;
   for (auto it = children_by_version.begin(); it != children_by_version.end();
        ++it) {
-    const int64 version = it->first;
+    const int64_t version = it->first;
     if (versions_to_serve.count(version) == 0) {
       continue;  // Current version is not specified by policy for serving.
     }
@@ -196,7 +196,7 @@ bool AspireSpecificVersions(
     AspireVersion(servable, child, version, versions);
     aspired_versions.insert(version);
   }
-  for (const int64 version : versions_to_serve) {
+  for (const int64_t version : versions_to_serve) {
     if (aspired_versions.count(version) == 0) {
       LOG(WARNING)
           << "Version " << version << " of servable "
@@ -238,8 +238,8 @@ Status PollFileSystemForServable(
   }
   children.clear();
   children.insert(children.begin(), real_children.begin(), real_children.end());
-  const std::map<int64 /* version */, string /* child */> children_by_version =
-      IndexChildrenByVersion(children);
+  const std::map<int64_t /* version */, string /* child */>
+      children_by_version = IndexChildrenByVersion(children);
 
   bool at_least_one_version_found = false;
   switch (servable.servable_version_policy().policy_choice_case()) {
diff --git a/tensorflow_serving/util/event_bus.h b/tensorflow_serving/util/event_bus.h
index f3f28609dce..8222aa3b028 100644
--- a/tensorflow_serving/util/event_bus.h
+++ b/tensorflow_serving/util/event_bus.h
@@ -102,7 +102,7 @@ class EventBus : public std::enable_shared_from_this<EventBus<E>> {
   /// Event and the publish time associated with it.
   struct EventAndTime {
     const E& event;
-    uint64 event_time_micros;
+    uint64_t event_time_micros;
   };
 
   /// The function type for EventBus Callbacks to be implemented by clients.
@@ -208,7 +208,7 @@ void EventBus<E>::Unsubscribe(
 template <typename E>
 void EventBus<E>::Publish(const E& event) {
   mutex_lock lock(mutex_);
-  const uint64 event_time = options_.env->NowMicros();
+  const uint64_t event_time = options_.env->NowMicros();
   const EventAndTime event_and_time = {event, event_time};
   for (const SubscriptionTuple& subscription : subscriptions_) {
     subscription.callback(event_and_time);
diff --git a/tensorflow_serving/util/event_bus_test.cc b/tensorflow_serving/util/event_bus_test.cc
index b0e845433b9..5c4e824209e 100644
--- a/tensorflow_serving/util/event_bus_test.cc
+++ b/tensorflow_serving/util/event_bus_test.cc
@@ -38,7 +38,7 @@ TEST(EventBusTest, FullLifecycleTest) {
   // Set up a bus with a single subscriber.
   std::shared_ptr<IntEventBus> bus = IntEventBus::CreateEventBus(bus_options);
   int value = 1;
-  uint64 value_timestamp = 0;
+  uint64_t value_timestamp = 0;
   IntEventBus::Callback callback =
       [&value, &value_timestamp](IntEventBus::EventAndTime event_and_time) {
         value += event_and_time.event;
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index e39856f737d..bd35aefde44 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -280,14 +280,14 @@ class ShardedReadPtrs {
     }
     // Otherwise, return a random shard.  random::New64 would introduce a mutex
     // lock here, which would defeat the purpose of the sharding.  Similarly, a
-    // static std::atomic<uint64>, if updated with any memory order other than
+    // static std::atomic<uint64_t>, if updated with any memory order other than
     // std::memory_order_relaxed, would re-introduce contention on that memory
     // location.  A thread_local sidesteps both problems with only eight bytes
     // per thread of overhead.
     //
     // MCGs need to be seeded with an odd number, so we ensure the lowest bit is
     // set.
-    thread_local uint64 state = {random::New64() | 1ULL};
+    thread_local uint64_t state = {random::New64() | 1ULL};
     // We just need something simple and good enough.  The multiplier here was
     // picked from "COMPUTATIONALLY EASY, SPECTRALLY GOOD MULTIPLIERS FOR
     // CONGRUENTIAL PSEUDORANDOM NUMBER GENERATORS" by Steele and Vigna.
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 08b6adcaa8c..24ed7143408 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -103,7 +103,7 @@ class BenchmarkState {
   FastReadIntPtr fast_ptr_;
 
   // The update interval in microseconds.
-  int64 update_micros_;
+  int64_t update_micros_;
 
   // In each iteration, to simulate a more realistic access pattern that does
   // more than content for the mutex.
diff --git a/tensorflow_serving/util/file_probing_env.cc b/tensorflow_serving/util/file_probing_env.cc
index b3515d197b1..a5f25ce7800 100644
--- a/tensorflow_serving/util/file_probing_env.cc
+++ b/tensorflow_serving/util/file_probing_env.cc
@@ -32,7 +32,7 @@ Status TensorflowFileProbingEnv::IsDirectory(const string& fname) {
 }
 
 Status TensorflowFileProbingEnv::GetFileSize(const string& fname,
-                                             uint64* file_size) {
+                                             uint64_t* file_size) {
   return env_->GetFileSize(fname, file_size);
 }
 
diff --git a/tensorflow_serving/util/file_probing_env.h b/tensorflow_serving/util/file_probing_env.h
index 8f5a94cb50b..ab8ad53b46b 100644
--- a/tensorflow_serving/util/file_probing_env.h
+++ b/tensorflow_serving/util/file_probing_env.h
@@ -42,7 +42,7 @@ class FileProbingEnv {
   virtual Status IsDirectory(const string& fname) = 0;
 
   // Stores the size of `fname` in `*file_size`.
-  virtual Status GetFileSize(const string& fname, uint64* file_size) = 0;
+  virtual Status GetFileSize(const string& fname, uint64_t* file_size) = 0;
 };
 
 // An implementation of FileProbingEnv which delegates the calls to
@@ -60,7 +60,7 @@ class TensorflowFileProbingEnv : public FileProbingEnv {
 
   Status IsDirectory(const string& fname) override;
 
-  Status GetFileSize(const string& fname, uint64* file_size) override;
+  Status GetFileSize(const string& fname, uint64_t* file_size) override;
 
  private:
   // Not owned.
diff --git a/tensorflow_serving/util/hash.cc b/tensorflow_serving/util/hash.cc
index 8a37c1f1502..2da70000fe7 100644
--- a/tensorflow_serving/util/hash.cc
+++ b/tensorflow_serving/util/hash.cc
@@ -18,7 +18,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-uint64 HashCombine(const uint64 hash1, const uint64 hash2) {
+uint64_t HashCombine(const uint64_t hash1, const uint64_t hash2) {
   return hash1 ^ (hash2 + 0x9e3779b97f4a7800 + (hash1 << 10) + (hash1 >> 4));
 }
 
diff --git a/tensorflow_serving/util/hash.h b/tensorflow_serving/util/hash.h
index 50fdf19a18c..d628f1cb2db 100644
--- a/tensorflow_serving/util/hash.h
+++ b/tensorflow_serving/util/hash.h
@@ -22,7 +22,7 @@ namespace tensorflow {
 namespace serving {
 
 // Combines 2 hashes and returns a 3rd one.
-uint64 HashCombine(uint64 hash1, uint64 hash2);
+uint64_t HashCombine(uint64_t hash1, uint64_t hash2);
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 58f1a920472..85524e75c89 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -727,7 +727,7 @@ Status AddValueToFeature(const rapidjson::Value& val,
         if (!val.IsInt64() && val.IsUint64()) {
           return errors::InvalidArgument(
               "Feature: ", feature_name,
-              " has uint64 element. Only int64 is supported.");
+              " has uint64_t element. Only int64_t is supported.");
         }
         feature->mutable_int64_list()->add_value(val.GetInt64());
       }
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index c9671946167..f77ea21cf58 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -1491,7 +1491,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Only int64 is supported"));
+  EXPECT_THAT(status.error_message(), HasSubstr("Only int64_t is supported"));
 }
 
 TEST(ClassifyRegressnResultTest, JsonFromClassificationResult) {
diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
index 78268d9fb1c..38be6e7abcb 100644
--- a/tensorflow_serving/util/prometheus_exporter.cc
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -80,7 +80,7 @@ void SerializeHistogram(const monitoring::MetricDescriptor& metric_descriptor,
                                        SanatizeLabelName(label.name),
                                        SanitizeLabelValue(label.value)));
     }
-    int64 cumulative_count = 0;
+    int64_t cumulative_count = 0;
     string bucket_prefix =
         absl::StrCat(prom_metric_name, "_bucket{", absl::StrJoin(labels, ","));
     if (!labels.empty()) {
diff --git a/tensorflow_serving/util/prometheus_exporter_test.cc b/tensorflow_serving/util/prometheus_exporter_test.cc
index 435a28844d4..57719f4ce21 100644
--- a/tensorflow_serving/util/prometheus_exporter_test.cc
+++ b/tensorflow_serving/util/prometheus_exporter_test.cc
@@ -45,7 +45,7 @@ TEST(PrometheusExporterTest, Counter) {
 
 TEST(PrometheusExporterTest, Gauge) {
   auto exporter = absl::make_unique<PrometheusExporter>();
-  auto gauge = absl::WrapUnique(monitoring::Gauge<int64, 2>::New(
+  auto gauge = absl::WrapUnique(monitoring::Gauge<int64_t, 2>::New(
       "/test/path/gague", "A gauge", "x", "y"));
   gauge->GetCell("abc", "def")->Set(5);
 
diff --git a/tensorflow_serving/util/retrier.cc b/tensorflow_serving/util/retrier.cc
index 0067ccb9f8a..49d5d1fe2a9 100644
--- a/tensorflow_serving/util/retrier.cc
+++ b/tensorflow_serving/util/retrier.cc
@@ -22,7 +22,7 @@ namespace tensorflow {
 namespace serving {
 
 Status Retry(const string& description, const uint32 max_num_retries,
-             const int64 retry_interval_micros,
+             const int64_t retry_interval_micros,
              const std::function<Status()>& retried_fn,
              const std::function<bool()>& is_cancelled) {
   Status status;
diff --git a/tensorflow_serving/util/retrier.h b/tensorflow_serving/util/retrier.h
index 6fe26f77617..d51f4437a14 100644
--- a/tensorflow_serving/util/retrier.h
+++ b/tensorflow_serving/util/retrier.h
@@ -30,10 +30,10 @@ namespace serving {
 // interval of 'retry_interval_micros'. The 'description' is useful for logging.
 //
 // Returns the status returned by the last call to 'retried_fn'.
-Status Retry(const string& description, uint32 max_num_retries,
-             int64 retry_interval_micros,
-             const std::function<Status()>& retried_fn,
-             const std::function<bool()>& is_cancelled = [] { return false; });
+Status Retry(
+    const string& description, uint32 max_num_retries,
+    int64_t retry_interval_micros, const std::function<Status()>& retried_fn,
+    const std::function<bool()>& is_cancelled = [] { return false; });
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/test_util/mock_file_probing_env.h b/tensorflow_serving/util/test_util/mock_file_probing_env.h
index 78fe35d8178..f16b20904ec 100644
--- a/tensorflow_serving/util/test_util/mock_file_probing_env.h
+++ b/tensorflow_serving/util/test_util/mock_file_probing_env.h
@@ -30,7 +30,7 @@ class MockFileProbingEnv : public FileProbingEnv {
   MOCK_METHOD(Status, GetChildren,
               (const string& fname, std::vector<string>* children), (override));
   MOCK_METHOD(Status, IsDirectory, (const string& fname), (override));
-  MOCK_METHOD(Status, GetFileSize, (const string& fname, uint64* file_size),
+  MOCK_METHOD(Status, GetFileSize, (const string& fname, uint64_t* file_size),
               (override));
 };
 

From 78f7ac1fb7aa0685456572017b224ef74dc0d872 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Oct 2021 12:02:44 -0700
Subject: [PATCH 5474/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8eb42bc6-d5e6-41eb-b1e3-fece2e972e00

PiperOrigin-RevId: 402358302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0debf574eb..d3ee7ace349 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bcecabc719ba80801f16330dc29cfe8a81aa9254c5c6c10436141539fcc9618",
-    git_commit = "0fb7b291092a3e2416611ac31e27cbccd198029a",
+    sha256 = "1e5baecb0f7b00cd696172a1bc82b52d7797c02edae44923de29af1766eb867f",
+    git_commit = "36490136885af40b17d7a70ffc2a9999011b7e72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d34dee26cde50f6195e7aed8793c8b51a240f387 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 11 Oct 2021 13:32:14 -0700
Subject: [PATCH 5475/8103] Replace remaining deprecated int64 with int64_t.

PiperOrigin-RevId: 402379379
---
 tensorflow_serving/core/aspired_versions_manager_benchmark.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index d7f71d83edc..a6c0c7df6fc 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -122,7 +122,7 @@ class BenchmarkState {
 void BenchmarkState::StartServing(const int64_t loader_version) {
   std::unique_ptr<Loader> loader(new SimpleLoader<int64_t>(
       [loader_version](std::unique_ptr<int64_t>* const servable) {
-        servable->reset(new int64);
+        servable->reset(new int64_t);
         **servable = loader_version;
         return Status::OK();
       },
@@ -332,7 +332,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
       for (int j = 0; j < kNumServableVersions; ++j) {
         std::unique_ptr<Loader> loader(new SimpleLoader<int64_t>(
             [j](std::unique_ptr<int64_t>* const servable) {
-              servable->reset(new int64);
+              servable->reset(new int64_t);
               **servable = j;
               return Status::OK();
             },

From ad17741c5a12d4822aa35cef4de3d1f1dec063fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Oct 2021 18:01:40 -0700
Subject: [PATCH 5476/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f4fac968-54c3-455b-82d4-19683c336b56

PiperOrigin-RevId: 402437145
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d3ee7ace349..c9a75a96384 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e5baecb0f7b00cd696172a1bc82b52d7797c02edae44923de29af1766eb867f",
-    git_commit = "36490136885af40b17d7a70ffc2a9999011b7e72",
+    sha256 = "8d28e5d7fa48c61982cb9188a72c5f67802d20ec13dd5cad8238cc67751f4181",
+    git_commit = "eb54af1157c33e869d7b456abbfcf579d707dd3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 41612efdad5d2319fb53a3680b959258cec525d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Oct 2021 00:01:54 -0700
Subject: [PATCH 5477/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3916c00c-e249-4a9c-8b5f-6b2e8e9137fa

PiperOrigin-RevId: 402486679
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9a75a96384..d905beceba2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d28e5d7fa48c61982cb9188a72c5f67802d20ec13dd5cad8238cc67751f4181",
-    git_commit = "eb54af1157c33e869d7b456abbfcf579d707dd3e",
+    sha256 = "e71aafa5b82b1df4ede66367bd8c09189c603edbcb25f6dd3aaa1a4cb3b245a8",
+    git_commit = "4fe62dc767769c7c52c8d15960be1bd80a6402c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0beae749d6463bf9c83c1df339d9a79babbf935e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Oct 2021 06:01:47 -0700
Subject: [PATCH 5478/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95827e92-4b75-4ec1-84cf-044678f4126d

PiperOrigin-RevId: 402541249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d905beceba2..0f684326748 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e71aafa5b82b1df4ede66367bd8c09189c603edbcb25f6dd3aaa1a4cb3b245a8",
-    git_commit = "4fe62dc767769c7c52c8d15960be1bd80a6402c7",
+    sha256 = "94884087c905a620e222fe1143275d0cdcd98e9864555d33daf74279f7b02971",
+    git_commit = "98ee22a20f106a7f554578f1331957eb044f2d64",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86ad96babbec0ba41f13633e445a8e844a507fed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Oct 2021 12:01:57 -0700
Subject: [PATCH 5479/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a466b481-e6c5-47d8-8a56-058ee71a1e11

PiperOrigin-RevId: 402620808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f684326748..8f6421073b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94884087c905a620e222fe1143275d0cdcd98e9864555d33daf74279f7b02971",
-    git_commit = "98ee22a20f106a7f554578f1331957eb044f2d64",
+    sha256 = "ff7ab998422dbae5bec620f8fd8d3cafb268567eea46b140429acf9ff3b0a920",
+    git_commit = "696b9076dcf77db0878be637d718a67fa4163493",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04bba25ebd0359e05b7a8453f6878a3e1e3e8e2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Oct 2021 18:03:51 -0700
Subject: [PATCH 5480/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25059a9a-70bb-4d61-99ff-42448ed8077e

PiperOrigin-RevId: 402702048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f6421073b8..ec4d3aa3de5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff7ab998422dbae5bec620f8fd8d3cafb268567eea46b140429acf9ff3b0a920",
-    git_commit = "696b9076dcf77db0878be637d718a67fa4163493",
+    sha256 = "c229ec6fbd3cbd28499a92354c64d17577f8c64eb9b6aca4181bb8e8ef609976",
+    git_commit = "24a08d25a08e37a4f9c1f81d396262a3e537c5d6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 055fc0d3adb7cdc4a835cd945a31babe4d794345 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Oct 2021 00:01:28 -0700
Subject: [PATCH 5481/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08879548-4cdf-49d4-8a2a-8d9e13060d93

PiperOrigin-RevId: 402748261
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec4d3aa3de5..6f5cb2dc186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c229ec6fbd3cbd28499a92354c64d17577f8c64eb9b6aca4181bb8e8ef609976",
-    git_commit = "24a08d25a08e37a4f9c1f81d396262a3e537c5d6",
+    sha256 = "2cb3e2a5d1e78579e76aa67399ca36f665e8393207989d7bc5b7fb2e4e4f52ba",
+    git_commit = "3c1ab991293eafeafd7225deb5b6f9d077e83b62",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 774779aa515c7ff79e830d334d902def2b5ed48f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Oct 2021 06:01:35 -0700
Subject: [PATCH 5482/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80bfa263-3019-4812-a2f5-5aed09d2c74c

PiperOrigin-RevId: 402810215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f5cb2dc186..3e9542d817f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cb3e2a5d1e78579e76aa67399ca36f665e8393207989d7bc5b7fb2e4e4f52ba",
-    git_commit = "3c1ab991293eafeafd7225deb5b6f9d077e83b62",
+    sha256 = "a93ac798440ce37c635e11c6379e80f5cd3d4cb70e7b932ab2f8c4fe101917c5",
+    git_commit = "30d704726d19792cf8837f6a7ab9222d197d8ab7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 860e1013385289ad3f9eb4d854b55c23e7cb8087 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Oct 2021 07:32:31 -0700
Subject: [PATCH 5483/8103] update to latest benchmark API changes

PiperOrigin-RevId: 402826803
---
 .../servables/tensorflow/bundle_factory_util_test.cc      | 2 +-
 .../servables/tensorflow/tflite_session_test.cc           | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 21c9d2c1059..7cc4eaf8360 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -150,7 +150,7 @@ TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithGoodExport) {
 
 void BM_HalfPlusTwo(benchmark::State& state) {
   static Session* session;
-  if (state.thread_index == 0) {
+  if (state.thread_index() == 0) {
     SavedModelBundle bundle;
     TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(),
                                 test_util::GetTestSavedModelPath(), {"serve"},
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 265b2eaf118..51d534f0e40 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -813,7 +813,7 @@ TEST(TfLiteSession, TestSetScheduler) {
 
 static void BM_Reshape(benchmark::State& state, bool use_flex_op) {
   static TfLiteSession* session;
-  if (state.thread_index == 0) {
+  if (state.thread_index() == 0) {
     auto model_signature_def_map = GetTestSignatureDefMap();
     string model_bytes = BuildTestModel(tflite::TensorType_INT32, use_flex_op,
                                         &model_signature_def_map);
@@ -848,7 +848,7 @@ BENCHMARK(BM_Reshape_Flex)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_HalfPlusTwo(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index == 0) {
+  if (state.thread_index() == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(
         Env::Default(), test_util::TestSrcDirPath(kTestModel), &model_bytes));
@@ -871,7 +871,7 @@ BENCHMARK(BM_HalfPlusTwo)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_MobileNet(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index == 0) {
+  if (state.thread_index() == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                   test_util::TestSrcDirPath(kMobileNetModel),
@@ -897,7 +897,7 @@ BENCHMARK(BM_MobileNet)->UseRealTime()->ThreadRange(1, 64);
 
 void BM_ParseExample(benchmark::State& state) {
   static TfLiteSession* session;
-  if (state.thread_index == 0) {
+  if (state.thread_index() == 0) {
     string model_bytes;
     TF_ASSERT_OK(ReadFileToString(Env::Default(),
                                   test_util::TestSrcDirPath(kParseExampleModel),

From 97904f9734a127474c8cd5dccb14900b534125ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Oct 2021 12:02:01 -0700
Subject: [PATCH 5484/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ad4f70b-ee58-43a9-9322-cc5e635ccc7e

PiperOrigin-RevId: 402888686
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e9542d817f..98fb83e1cf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a93ac798440ce37c635e11c6379e80f5cd3d4cb70e7b932ab2f8c4fe101917c5",
-    git_commit = "30d704726d19792cf8837f6a7ab9222d197d8ab7",
+    sha256 = "8216a964fe292d93d80c2abfc5db0764be78dd2f8cc26dcbf596582f659f58e3",
+    git_commit = "12f9f76f29166406255e664c59fe4e742a78c31f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 047c51e62a2d0d8d2e1e8130a3f326b906f7123c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Oct 2021 18:01:56 -0700
Subject: [PATCH 5485/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ccd72b6f-9919-4c7a-aed9-b7a0d0575027

PiperOrigin-RevId: 402965853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98fb83e1cf4..05eebecf96c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8216a964fe292d93d80c2abfc5db0764be78dd2f8cc26dcbf596582f659f58e3",
-    git_commit = "12f9f76f29166406255e664c59fe4e742a78c31f",
+    sha256 = "0deb30089f56847e3166ef820899f806f9ca4a72ea3d1567e78832319969059a",
+    git_commit = "6fdc1445d1c3b2401293be39eba07fb5d0e95428",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5babc10b55b202f9038519e8e7e6cfefbee4bced Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Oct 2021 00:01:39 -0700
Subject: [PATCH 5486/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8007635-6300-4927-8a49-9b3c723e6522

PiperOrigin-RevId: 403014585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05eebecf96c..4a5f1c7837b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0deb30089f56847e3166ef820899f806f9ca4a72ea3d1567e78832319969059a",
-    git_commit = "6fdc1445d1c3b2401293be39eba07fb5d0e95428",
+    sha256 = "0aea672bc9f2f5fd83db920abfd14963363e5b9231f23abe903af73da7e19498",
+    git_commit = "0cfbbb428c756dc5257ea0e8937fe7765689ab66",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6428891c6f50876905b24c6bfc07ee54e1e81a7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Oct 2021 06:01:28 -0700
Subject: [PATCH 5487/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/836d8d0d-1cef-47fd-a976-7bcdf47bcb35

PiperOrigin-RevId: 403073975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a5f1c7837b..cb8c3ff6a6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0aea672bc9f2f5fd83db920abfd14963363e5b9231f23abe903af73da7e19498",
-    git_commit = "0cfbbb428c756dc5257ea0e8937fe7765689ab66",
+    sha256 = "893ce1b8ecc48058891ac4e9979012051682de022d32b760bfb3ab61c77906b4",
+    git_commit = "aa7c36f606cbf15ab69a3efed92d8b3909f073b5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 42816c4766668bb6767972a8406447f898b3086c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Oct 2021 12:03:07 -0700
Subject: [PATCH 5488/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97f211b7-ecc0-49ba-aab4-5b3b5d8d1095

PiperOrigin-RevId: 403152030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb8c3ff6a6f..384d36ee8d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "893ce1b8ecc48058891ac4e9979012051682de022d32b760bfb3ab61c77906b4",
-    git_commit = "aa7c36f606cbf15ab69a3efed92d8b3909f073b5",
+    sha256 = "372a9c4d78fad1e1a53262be76f965159e539b3bebdece5f9f857c2e83990f97",
+    git_commit = "eaae7ecb8b1e381a45d6932e18419d1aeff2259e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 996fc52c23e4c4422ff1b385c9ac3133efd6cde4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Oct 2021 18:02:02 -0700
Subject: [PATCH 5489/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b548d517-1ad8-4663-a0a4-e3887dc26699

PiperOrigin-RevId: 403235611
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 384d36ee8d0..969d5065842 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "372a9c4d78fad1e1a53262be76f965159e539b3bebdece5f9f857c2e83990f97",
-    git_commit = "eaae7ecb8b1e381a45d6932e18419d1aeff2259e",
+    sha256 = "75066991ae149f41565bffa4e24dcb76cec72b8bfd9906aafc38498ddabfc454",
+    git_commit = "1690fa8e1ca8fa2bcf20d25af859b3bfda40e29d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 29f211c243f7cac1a3b5beefcc497c6aa338bd63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Oct 2021 00:02:19 -0700
Subject: [PATCH 5490/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f2fb805-9d3b-44f9-a648-1318600769b8

PiperOrigin-RevId: 403293449
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 969d5065842..0643d9f7117 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75066991ae149f41565bffa4e24dcb76cec72b8bfd9906aafc38498ddabfc454",
-    git_commit = "1690fa8e1ca8fa2bcf20d25af859b3bfda40e29d",
+    sha256 = "cea2c2af18ebce76013a101394c94e2ac1d85005757ab7290528962ce3775f0b",
+    git_commit = "cfc9d3e1ba3b50dc66f1b81eaea537772ab16024",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6169bd7d3e27d6b04ee871138815e6c150a81059 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Oct 2021 06:01:41 -0700
Subject: [PATCH 5491/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad4a7c6b-8127-42e2-893a-94cffce1bd23

PiperOrigin-RevId: 403353297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0643d9f7117..8bb8017e406 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cea2c2af18ebce76013a101394c94e2ac1d85005757ab7290528962ce3775f0b",
-    git_commit = "cfc9d3e1ba3b50dc66f1b81eaea537772ab16024",
+    sha256 = "ea8b7ae8398aa462056220662315502b2a31ee11a80d2d10f8afeff75d8337c9",
+    git_commit = "f3287b863cf7aa20aa8d09fceb347963aaf81e17",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a09b6e7850f47121df0b9df01e720ea2b8dde331 Mon Sep 17 00:00:00 2001
From: Sanjay Kumar Chotakur <chotakur@google.com>
Date: Fri, 15 Oct 2021 11:45:51 -0700
Subject: [PATCH 5492/8103] Update Dockerfile.devel* with py3.7 installed.

PiperOrigin-RevId: 403429336
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 12 ++++++------
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 12 ++++++------
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 12 ++++++------
 3 files changed, 18 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index a4748a66653..5bbe2021c13 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -51,16 +51,16 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
     rm get-pip.py
 
-# Install python 3.6.
+# Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    python3.7 python3.7-dev python3-pip python3.7-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.6 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+    python3.7 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
 
-# Make python3.6 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+# Make python3.7 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
 
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 4dee0c68c5a..980ec38201f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -80,16 +80,16 @@ RUN apt-get update && \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 
-# Install python 3.6.
+# Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    python3.7 python3.7-dev python3-pip python3.7-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.6 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+    python3.7 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
 
-# Make python3.6 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+# Make python3.7 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index adc3d7f4427..446ac5b95be 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -51,16 +51,16 @@ RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
     rm get-pip.py
 
-# Install python 3.6.
+# Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.6 python3.6-dev python3-pip python3.6-venv && \
+    python3.7 python3.7-dev python3-pip python3.7-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.6 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.6 0
+    python3.7 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
 
-# Make python3.6 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.6 0
+# Make python3.7 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
 
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \

From 416ebbb0050ac1d26b29a742e8afed979bfc4e12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Oct 2021 12:01:24 -0700
Subject: [PATCH 5493/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23223989-adb7-418d-b374-f2221084f679

PiperOrigin-RevId: 403432853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bb8017e406..b0b9613ad5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea8b7ae8398aa462056220662315502b2a31ee11a80d2d10f8afeff75d8337c9",
-    git_commit = "f3287b863cf7aa20aa8d09fceb347963aaf81e17",
+    sha256 = "05548688765c66a1f4166ded90fa2f08d91d9ef0cd871502c0559df263ad23ee",
+    git_commit = "e909039ab1fe8914510791e6475596d01b2c3fed",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 816c9ce940cead1f06ed9d964d537e25d22cbe1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Oct 2021 18:02:37 -0700
Subject: [PATCH 5494/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e280b85-3466-4a36-b011-7e638cc4e193

PiperOrigin-RevId: 403509177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0b9613ad5e..5bcce7120c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05548688765c66a1f4166ded90fa2f08d91d9ef0cd871502c0559df263ad23ee",
-    git_commit = "e909039ab1fe8914510791e6475596d01b2c3fed",
+    sha256 = "9634184d7aa46b161cba84d7af8f676e6a2db84d2f0ef8b523bc1006933add32",
+    git_commit = "5f9afb37868ac43b9648b1f17d86ada1c85dba88",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9312845d2714863748122f3ef960a7f1a945236a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Oct 2021 00:01:29 -0700
Subject: [PATCH 5495/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3731c17f-7757-4347-81be-8d593cbac241

PiperOrigin-RevId: 403552721
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bcce7120c6..77ea62417bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9634184d7aa46b161cba84d7af8f676e6a2db84d2f0ef8b523bc1006933add32",
-    git_commit = "5f9afb37868ac43b9648b1f17d86ada1c85dba88",
+    sha256 = "8ca9541ca7c90bec3aed4030f93cea8c1dcb4ea2187061c0f8c4f3ca91c2c52e",
+    git_commit = "438a53c052cbbeb395a6aafd4a0a852a640c1577",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 906fea5bc3b5b5514a8abd8c8a5b6c7d8d09cce0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Oct 2021 06:01:43 -0700
Subject: [PATCH 5496/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e2e7710-2ef7-44a8-a2d5-d58fa93ef753

PiperOrigin-RevId: 403595845
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77ea62417bb..00783facbbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ca9541ca7c90bec3aed4030f93cea8c1dcb4ea2187061c0f8c4f3ca91c2c52e",
-    git_commit = "438a53c052cbbeb395a6aafd4a0a852a640c1577",
+    sha256 = "4616b4e40893c2c24074690a12030b4cd5e78a45cb6ec037643647ecdc2147d7",
+    git_commit = "c6999f7106cdab7aa1ad8afaaeab9f3332740777",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ee83e20f3b96e789746d6158210e98a66f01545f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Oct 2021 12:01:51 -0700
Subject: [PATCH 5497/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da7eace3-f745-42ae-929d-a577c7e10f0b

PiperOrigin-RevId: 403633553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00783facbbe..64dffccec29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4616b4e40893c2c24074690a12030b4cd5e78a45cb6ec037643647ecdc2147d7",
-    git_commit = "c6999f7106cdab7aa1ad8afaaeab9f3332740777",
+    sha256 = "76e6bae4439796e68fdf8988ed9c2565dde6ba314d79e3320171677c30d227b2",
+    git_commit = "fbf3eeff1667e0107e989bae3390451da58467e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4cc9f05e3a99eb997d9720663609d4d29d9f035b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Oct 2021 18:01:21 -0700
Subject: [PATCH 5498/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3cb198e6-afd5-4b5e-b73b-e2320bcdedf3

PiperOrigin-RevId: 403672840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64dffccec29..6de06ede0ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76e6bae4439796e68fdf8988ed9c2565dde6ba314d79e3320171677c30d227b2",
-    git_commit = "fbf3eeff1667e0107e989bae3390451da58467e0",
+    sha256 = "518a4c6c2ceb4927d39e006b8bbdbb63885e4f2c8926320ba41c28105dafccb6",
+    git_commit = "6dcd6fcea73ad613e78039bd1f696c35e63abb32",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b50b9a016d854ec361368f5e6627f7926765ab30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Oct 2021 00:01:44 -0700
Subject: [PATCH 5499/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/189804a7-8776-49b4-8eb6-987bbbd9fc56

PiperOrigin-RevId: 403709438
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6de06ede0ce..e58fedfaf8e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "518a4c6c2ceb4927d39e006b8bbdbb63885e4f2c8926320ba41c28105dafccb6",
-    git_commit = "6dcd6fcea73ad613e78039bd1f696c35e63abb32",
+    sha256 = "e4a6c4f2339b7e55bcea9a46cf83c737cc410bbc70d8ac0fd9a51a822d7b17db",
+    git_commit = "05eda75336edd16dac8b34cf89c61ed19ee6a645",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b32d9cd1d44976edac754bdc562f797f1d8402de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Oct 2021 06:01:31 -0700
Subject: [PATCH 5500/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/967fcd5b-595b-4065-b301-054c8ff2546f

PiperOrigin-RevId: 403749447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e58fedfaf8e..f71fc010aff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4a6c4f2339b7e55bcea9a46cf83c737cc410bbc70d8ac0fd9a51a822d7b17db",
-    git_commit = "05eda75336edd16dac8b34cf89c61ed19ee6a645",
+    sha256 = "395a38a8d8b2ee51f165a69d50847961c1d23059320eff31f729bce4d4b0aaa3",
+    git_commit = "4e6f8988cd0bb16f732bb993072c127c1be9cb9a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2adcfa84b82b907486ecfbf75014af89f696206a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Oct 2021 12:01:56 -0700
Subject: [PATCH 5501/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad309e12-8bb1-4297-a7f3-06283876f777

PiperOrigin-RevId: 403786809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f71fc010aff..f2d49ac06d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "395a38a8d8b2ee51f165a69d50847961c1d23059320eff31f729bce4d4b0aaa3",
-    git_commit = "4e6f8988cd0bb16f732bb993072c127c1be9cb9a",
+    sha256 = "1cbfe76ae6053886f29c45968ebf9f732281938c04fbf5b456522cf878a5cbf8",
+    git_commit = "5f8e0391b05200eb989ab618f17aa47794ba6047",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e53992e622bee241d20e127a09fa32ff7957420 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Oct 2021 18:01:52 -0700
Subject: [PATCH 5502/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b034a5de-a2ee-49ae-b41e-3104e4e9d237

PiperOrigin-RevId: 403827126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2d49ac06d2..7306a098e9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cbfe76ae6053886f29c45968ebf9f732281938c04fbf5b456522cf878a5cbf8",
-    git_commit = "5f8e0391b05200eb989ab618f17aa47794ba6047",
+    sha256 = "6eca1ff0b6dce112917c0ac5a6772fae4434dbbb510821acfcd8c534bff71f40",
+    git_commit = "01e79a650c07f370da320c9b2aa3a4a3641106a2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 981216ee1b5af20e249e6e6c6ba9ce481a18d329 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Oct 2021 00:01:42 -0700
Subject: [PATCH 5503/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/253e3485-bb7f-4d11-9ffa-6d331c3d9463

PiperOrigin-RevId: 403871934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7306a098e9c..dd359f28072 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6eca1ff0b6dce112917c0ac5a6772fae4434dbbb510821acfcd8c534bff71f40",
-    git_commit = "01e79a650c07f370da320c9b2aa3a4a3641106a2",
+    sha256 = "41ebd3965882818edb8446a269ce6f43b699f10cfd811cc3bf4d03006c2a53f5",
+    git_commit = "67cd900e19d430793f9e2df4d95d8fad95a3cd02",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea499842d614fb73587fcec438ee9e3855be6cad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Oct 2021 06:02:08 -0700
Subject: [PATCH 5504/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b807edf3-a0c3-494c-8a07-5d2d46e4692b

PiperOrigin-RevId: 403935416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd359f28072..cdcfeec7cd6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41ebd3965882818edb8446a269ce6f43b699f10cfd811cc3bf4d03006c2a53f5",
-    git_commit = "67cd900e19d430793f9e2df4d95d8fad95a3cd02",
+    sha256 = "5de91ee4b90ddac29e8e06c41740ab248c83e893b476f79a5b2916ab86ae1f66",
+    git_commit = "11c73c83a7371e33e606ea320d97426c541869e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9de707d82ded63fd37d1c70072f4985cb91c76e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Oct 2021 12:02:42 -0700
Subject: [PATCH 5505/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b760fc17-b4b5-491d-b695-473d5ea11a19

PiperOrigin-RevId: 404022585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdcfeec7cd6..cb3d17f3b0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5de91ee4b90ddac29e8e06c41740ab248c83e893b476f79a5b2916ab86ae1f66",
-    git_commit = "11c73c83a7371e33e606ea320d97426c541869e1",
+    sha256 = "6bd78623cbee1b24786ebf03194584dffb187f6b208b3c1ad5e406c9a5083bdf",
+    git_commit = "3e6220ab7ed00ca217bc01740343d75a3b44eff0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 916b252d6fba3e1143c6ab6f98d9f37d6e8d4088 Mon Sep 17 00:00:00 2001
From: Haiming Bao <haiming@google.com>
Date: Mon, 18 Oct 2021 12:55:22 -0700
Subject: [PATCH 5506/8103] Internal changes.

PiperOrigin-RevId: 404036264
---
 .../model_servers/tensorflow_model_server_test.py               | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index a2fcbaeb5a2..4c2195fa5b3 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -751,7 +751,7 @@ def test_profiler_service_with_valid_trace_request(self):
     logdir = os.path.join(self.temp_dir, 'logs')
     worker_list = ''
     duration_ms = 1000
-    num_tracing_attempts = 3
+    num_tracing_attempts = 10
     os.makedirs(logdir)
 
     # Send a tracing request

From d18baf6580ec2e0a479e642088dc8fd317aa8833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Oct 2021 18:01:23 -0700
Subject: [PATCH 5507/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/526c63af-bee8-4612-b399-369b1cc72ed3

PiperOrigin-RevId: 404113467
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb3d17f3b0e..df5cb052efa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bd78623cbee1b24786ebf03194584dffb187f6b208b3c1ad5e406c9a5083bdf",
-    git_commit = "3e6220ab7ed00ca217bc01740343d75a3b44eff0",
+    sha256 = "ff859abb11a597727b0b136844647f511ba87c99d95c91633e5c36fba769b86b",
+    git_commit = "713f19273c21b973e00ade908e345b8710d4aa33",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f0624575f5f6d46dc43d46bab38fecd38b0e5b12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Oct 2021 00:01:41 -0700
Subject: [PATCH 5508/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a13c67b0-3c0c-4047-a649-6494dc84c32c

PiperOrigin-RevId: 404170072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df5cb052efa..64a75187d26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff859abb11a597727b0b136844647f511ba87c99d95c91633e5c36fba769b86b",
-    git_commit = "713f19273c21b973e00ade908e345b8710d4aa33",
+    sha256 = "586fb946580a0fba063db52a57e494d584a021975150066a9d55d2d95747005a",
+    git_commit = "0376d9a71af773ef28550f313a29a268f33c310a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a05cd908e33f939a1da4362b631b88708181a1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Oct 2021 06:01:42 -0700
Subject: [PATCH 5509/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/783c8098-2ab3-49d8-b7e1-1108d9be543e

PiperOrigin-RevId: 404235539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64a75187d26..5d0d08ae1bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "586fb946580a0fba063db52a57e494d584a021975150066a9d55d2d95747005a",
-    git_commit = "0376d9a71af773ef28550f313a29a268f33c310a",
+    sha256 = "09ff5cf7b63a240f99eed925926749e2c4485200bf5d80c932e087dac2a2aba6",
+    git_commit = "f75289459cb28adcce26885a2b092951923f23dc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e765a2aed5f2cafd74a50f2a06ba70d46af7a706 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Oct 2021 12:01:45 -0700
Subject: [PATCH 5510/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e3e25f7-35de-4683-9314-dc5cca4527cc

PiperOrigin-RevId: 404328206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d0d08ae1bf..ed611531ca1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09ff5cf7b63a240f99eed925926749e2c4485200bf5d80c932e087dac2a2aba6",
-    git_commit = "f75289459cb28adcce26885a2b092951923f23dc",
+    sha256 = "f7fd16beb51ba116ba0fc65b45ffae8040b4f6b95ba962ae890db53ba5bef526",
+    git_commit = "027d84bb55be8e1370c7277d18fdc2630e28939b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 962162dfd8700717508b1e749922be97ec4e60ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Oct 2021 18:01:34 -0700
Subject: [PATCH 5511/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39cc1510-df50-40a1-8327-d5378cd6fd37

PiperOrigin-RevId: 404409764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed611531ca1..1afcb212a6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7fd16beb51ba116ba0fc65b45ffae8040b4f6b95ba962ae890db53ba5bef526",
-    git_commit = "027d84bb55be8e1370c7277d18fdc2630e28939b",
+    sha256 = "e1efe24031936b7908b28056d150d8198563817eeaa09524f9dd6f0f7adae0a8",
+    git_commit = "d61fba448b59afe79a5a7ba7c9d18540e3954df2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 818baa73004309f14364b51d3d3eaca6ed19ce9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Oct 2021 00:01:42 -0700
Subject: [PATCH 5512/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47e9e0e3-a44e-4080-ad38-517e7af21573

PiperOrigin-RevId: 404453598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1afcb212a6d..588a2c764e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1efe24031936b7908b28056d150d8198563817eeaa09524f9dd6f0f7adae0a8",
-    git_commit = "d61fba448b59afe79a5a7ba7c9d18540e3954df2",
+    sha256 = "606b7f93e61ea1950f8dcbeb1b203b30dd2e577019d253370ae88b50df4e0817",
+    git_commit = "d921175cb96f9c41a57ea624464efb477e6c25a4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 148833a3a6329834cf3131dd476341588abc37f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Oct 2021 06:01:37 -0700
Subject: [PATCH 5513/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac748579-1698-47b6-a2e5-559ff70f4e30

PiperOrigin-RevId: 404506236
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 588a2c764e4..26ae0d142ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "606b7f93e61ea1950f8dcbeb1b203b30dd2e577019d253370ae88b50df4e0817",
-    git_commit = "d921175cb96f9c41a57ea624464efb477e6c25a4",
+    sha256 = "963e2acdb6f2ba6c05f1425acdf1c3d9830bd0e9f8d65a1c3833ea2d4e1a039b",
+    git_commit = "53b185e731bd92d762bc6bd0cac0a57402bbc54a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9ef2e055429cd23f9d73bc5f41414a3d4d3255e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Oct 2021 12:01:53 -0700
Subject: [PATCH 5514/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64f21427-febf-458b-8e96-1d881eedaeb7

PiperOrigin-RevId: 404606959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26ae0d142ac..e9f16009e75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "963e2acdb6f2ba6c05f1425acdf1c3d9830bd0e9f8d65a1c3833ea2d4e1a039b",
-    git_commit = "53b185e731bd92d762bc6bd0cac0a57402bbc54a",
+    sha256 = "1a25aac5f9c906b07a7a63b31c4d251ba21c67418b085eaf7fb702380a530509",
+    git_commit = "98edf60ccce1b06279290b3eff1239c89022bc19",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e05381ee0fe790b368072e0148b35ed21d8a995 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Wed, 20 Oct 2021 12:07:36 -0700
Subject: [PATCH 5515/8103] Remove unused "using" declarations.

PiperOrigin-RevId: 404608366
---
 tensorflow_serving/model_servers/http_rest_api_handler.cc | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 277ff10e574..68f6dc1123f 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -46,8 +46,6 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-using protobuf::util::JsonPrintOptions;
-using protobuf::util::MessageToJsonString;
 using tensorflow::serving::ServerCore;
 using tensorflow::serving::TensorflowPredictor;
 

From e481f6a9d5ca471a544ae3675c2fe2c01d21c3ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Oct 2021 18:01:20 -0700
Subject: [PATCH 5516/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b85ee20-988f-4a38-8c9e-04c3426bbd00

PiperOrigin-RevId: 404680943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9f16009e75..c9e033547ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a25aac5f9c906b07a7a63b31c4d251ba21c67418b085eaf7fb702380a530509",
-    git_commit = "98edf60ccce1b06279290b3eff1239c89022bc19",
+    sha256 = "2cf42dcd4e78f972288280bea29805d5e9c0ec390d5574a828492bc93cae2dec",
+    git_commit = "b84cc9a4abd7d087653b430d26579d2d1fe3c6e9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca1fa5d6d94dfb7f320d198e5bf60d6f3532ce02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Oct 2021 00:02:24 -0700
Subject: [PATCH 5517/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97a515c1-a843-46ce-a5be-8fd794fcc58c

PiperOrigin-RevId: 404725707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9e033547ae..b90956b8471 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cf42dcd4e78f972288280bea29805d5e9c0ec390d5574a828492bc93cae2dec",
-    git_commit = "b84cc9a4abd7d087653b430d26579d2d1fe3c6e9",
+    sha256 = "cb7cc75a66f08d49ea0addb364692c53116e29c3e0157bfbb93ac76b421becd0",
+    git_commit = "6953454802fbe4f5fdb5cd580443eb11e01a8e43",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc0e1c910df5d880858baa1dfc5cbe10f2d5346e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Oct 2021 06:01:53 -0700
Subject: [PATCH 5518/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9cb58290-5573-4915-a475-92d0b0faea16

PiperOrigin-RevId: 404775840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b90956b8471..e2213a0fc64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb7cc75a66f08d49ea0addb364692c53116e29c3e0157bfbb93ac76b421becd0",
-    git_commit = "6953454802fbe4f5fdb5cd580443eb11e01a8e43",
+    sha256 = "a60497c3d5249978b278abd05b7b6a3b366cc9f8735d380b3e0eaa5e9f46952c",
+    git_commit = "8a293963c1b56461a6a94e2957f058e6b43e8ff3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef610eb1bb1dc67d06f5867c77d04efe81c25fb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Oct 2021 12:01:38 -0700
Subject: [PATCH 5519/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02162ed7-6651-424d-b5f0-2ca8f76d0286

PiperOrigin-RevId: 404848462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2213a0fc64..50794921f2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a60497c3d5249978b278abd05b7b6a3b366cc9f8735d380b3e0eaa5e9f46952c",
-    git_commit = "8a293963c1b56461a6a94e2957f058e6b43e8ff3",
+    sha256 = "18c50b095db8542e1349a4542962c9f535420e49669789b006f0192b909a65ad",
+    git_commit = "b2cb0840f233a029d70f984e6a164be3d88087f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 02879db73c36d8d315c16d8f8d578de645925d16 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Oct 2021 18:04:20 -0700
Subject: [PATCH 5520/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/640b8427-879a-41bf-bc31-f0f5eb3aab2f

PiperOrigin-RevId: 404920936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50794921f2f..f13390927b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18c50b095db8542e1349a4542962c9f535420e49669789b006f0192b909a65ad",
-    git_commit = "b2cb0840f233a029d70f984e6a164be3d88087f5",
+    sha256 = "caefb142cf4d3f508ddb71f0285adf0052465f1e6ff7fb5f04b5cd0c39d25d6d",
+    git_commit = "459af377812bb16fb6c4dc5a6dff8804c0dd071f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a73ee767d2f5e3e922aba2de25a9462f78b6c82e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Oct 2021 00:01:42 -0700
Subject: [PATCH 5521/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39a2a319-195f-4bcb-b28f-fbc7f6d61b32

PiperOrigin-RevId: 404959222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f13390927b1..ab94cdf1526 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caefb142cf4d3f508ddb71f0285adf0052465f1e6ff7fb5f04b5cd0c39d25d6d",
-    git_commit = "459af377812bb16fb6c4dc5a6dff8804c0dd071f",
+    sha256 = "a1b4e6ccac3b089a91fefa9e78ec1be728e8af51f957d2edc7514ad70fa7c97d",
+    git_commit = "89428690d177fb2577359e682687f4022a89ec23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e12d549ebcc98609e7c3dc53b6a8c102af7b3f8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Oct 2021 06:01:46 -0700
Subject: [PATCH 5522/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94c39457-b3d3-458d-be8a-5758a03e6840

PiperOrigin-RevId: 404997568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab94cdf1526..5474eb158b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1b4e6ccac3b089a91fefa9e78ec1be728e8af51f957d2edc7514ad70fa7c97d",
-    git_commit = "89428690d177fb2577359e682687f4022a89ec23",
+    sha256 = "0d4bab9e19d34f45eef653dc096ee0761ae803aefed35685bcb7b6fb55e92da7",
+    git_commit = "84e88ea291a057752523697dec9347f8d2a6e9a9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fac0fdf67bf6bb94feb5fb187bab2a81d58b9177 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Oct 2021 12:01:24 -0700
Subject: [PATCH 5523/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34c157bf-fb62-48c4-b100-1bb7f6f3c74c

PiperOrigin-RevId: 405033097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5474eb158b3..01d70ad46fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d4bab9e19d34f45eef653dc096ee0761ae803aefed35685bcb7b6fb55e92da7",
-    git_commit = "84e88ea291a057752523697dec9347f8d2a6e9a9",
+    sha256 = "e7425ce520d9b4eb0a75e7a2e78f8f03a43278f909b59f2880ca4a3a53c79203",
+    git_commit = "ca5f2060a9453d46c2c9100a9e284633d66a8447",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4ae4cb90baa9c820f9e7f7be297714a19d5e684 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Oct 2021 18:01:40 -0700
Subject: [PATCH 5524/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8854449-7740-4716-8ae7-9619b011cc7c

PiperOrigin-RevId: 405066116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01d70ad46fc..fe9ea020e93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7425ce520d9b4eb0a75e7a2e78f8f03a43278f909b59f2880ca4a3a53c79203",
-    git_commit = "ca5f2060a9453d46c2c9100a9e284633d66a8447",
+    sha256 = "9e081130aa6a1192bc255b76c035b76d82703e8f1a4d043ecb0bf4610a411416",
+    git_commit = "77eefd8bf0ef63b6c55235cfb393102e644e2802",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7745896a371cef57ea72fa5cf3cd0d9e62c5c18a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Oct 2021 00:01:49 -0700
Subject: [PATCH 5525/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2cdb062d-321b-488c-a6f1-62c9a5eac0d1

PiperOrigin-RevId: 405094862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe9ea020e93..fd766f63dc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e081130aa6a1192bc255b76c035b76d82703e8f1a4d043ecb0bf4610a411416",
-    git_commit = "77eefd8bf0ef63b6c55235cfb393102e644e2802",
+    sha256 = "91cfcb46660e5856ffdb6d8f04dab114c2d4392dec7f57698d40cf8175b360cb",
+    git_commit = "7b6a2312b1d5e8922c8ca55211effc88e8030c69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97a5dc0f2337fd991ef4724ea39a330b192f7661 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Oct 2021 06:01:31 -0700
Subject: [PATCH 5526/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/411e98dd-4283-40ae-99c4-48d0748bbba3

PiperOrigin-RevId: 405124974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd766f63dc5..65c9b3ded66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91cfcb46660e5856ffdb6d8f04dab114c2d4392dec7f57698d40cf8175b360cb",
-    git_commit = "7b6a2312b1d5e8922c8ca55211effc88e8030c69",
+    sha256 = "4a159785d72aedf49eb4b5308e18ab4f48b8fa9f079693b04e687bcf4103a231",
+    git_commit = "62985cffee559c961c580af6ed43b7c69e2fb381",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1608d6ac141b7cd61e51d97b3e6fb12f8ec183a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Oct 2021 12:01:43 -0700
Subject: [PATCH 5527/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17a9023f-e4cd-40b0-8501-c16c9865ebf6

PiperOrigin-RevId: 405151273
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65c9b3ded66..8907b962d30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a159785d72aedf49eb4b5308e18ab4f48b8fa9f079693b04e687bcf4103a231",
-    git_commit = "62985cffee559c961c580af6ed43b7c69e2fb381",
+    sha256 = "a57789cec2bc9bbd083c7403153c4d77c855147801246eb09200c857890da5a8",
+    git_commit = "06973b639710e6999110480b60453756f70aedfe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 57f2682108de66134a6c7b84bea68a759ba43ce9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Oct 2021 00:01:21 -0700
Subject: [PATCH 5528/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d697f87e-296d-448e-b105-42b1968c74d3

PiperOrigin-RevId: 405206165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8907b962d30..dff4400dccd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a57789cec2bc9bbd083c7403153c4d77c855147801246eb09200c857890da5a8",
-    git_commit = "06973b639710e6999110480b60453756f70aedfe",
+    sha256 = "16ec95dc888a0abb3ff55f9953669c0c56ec4537ee45934a41f98a56f2d5b6da",
+    git_commit = "f43786d256a68af943006ef01b29d12bcf417ca2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a26de1d30d827dfd01d92b36636d9f0d6c3e531c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Oct 2021 06:01:56 -0700
Subject: [PATCH 5529/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e9134ba-eabe-47d2-8e87-bb0a099cdc40

PiperOrigin-RevId: 405237330
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dff4400dccd..592bdf05f80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16ec95dc888a0abb3ff55f9953669c0c56ec4537ee45934a41f98a56f2d5b6da",
-    git_commit = "f43786d256a68af943006ef01b29d12bcf417ca2",
+    sha256 = "580ca77bfba73225508fd339582069bc6e47ec51f021fea01818a89a0f3cc05e",
+    git_commit = "afc4874b06eea2698824699487e8d2d03ee26573",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aae191df654e2030701140d856784994154f46d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Oct 2021 12:01:36 -0700
Subject: [PATCH 5530/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85a55d5d-950c-4c3e-8dd3-f9ceadb6eb15

PiperOrigin-RevId: 405264773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 592bdf05f80..507f6153db2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "580ca77bfba73225508fd339582069bc6e47ec51f021fea01818a89a0f3cc05e",
-    git_commit = "afc4874b06eea2698824699487e8d2d03ee26573",
+    sha256 = "6e2805e198781c1234782e7f7b15172bd71f5877af85d7ee7fa97d07ec186c39",
+    git_commit = "0f5cc885fba41105ff8b79fdb843dc16f92b3816",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09876cb2a3f30635afd7bb297e5ad6bdd97503b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Oct 2021 18:01:54 -0700
Subject: [PATCH 5531/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/187a777e-a38a-4132-9b25-68f2183602c2

PiperOrigin-RevId: 405293478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 507f6153db2..ccb654a0271 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e2805e198781c1234782e7f7b15172bd71f5877af85d7ee7fa97d07ec186c39",
-    git_commit = "0f5cc885fba41105ff8b79fdb843dc16f92b3816",
+    sha256 = "c402a4c6093581964a85e79907882fe00d345d9d568529e7dbf407c9fa660712",
+    git_commit = "316726a03e6504fe76ad1d509439621df8a83a38",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9808dab82c4d2d6d2337dbde23826384f54fc9be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Oct 2021 00:02:09 -0700
Subject: [PATCH 5532/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aeab0266-4e58-4194-a0ab-715f80dae1a4

PiperOrigin-RevId: 405328465
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ccb654a0271..46b621897f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c402a4c6093581964a85e79907882fe00d345d9d568529e7dbf407c9fa660712",
-    git_commit = "316726a03e6504fe76ad1d509439621df8a83a38",
+    sha256 = "1366ba513bb67b820a4b8e38a994f681628cd7c3bde6ead1a14e39e5a48c22ea",
+    git_commit = "f8d1a9845ab496c6a2ac460c0d7c6139c570c616",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b714dccfabd18254be74568973f0160eb7bb36ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Oct 2021 06:01:33 -0700
Subject: [PATCH 5533/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14b8e316-cd0f-471b-a739-39e915cf1bc4

PiperOrigin-RevId: 405380124
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46b621897f0..151199cd132 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1366ba513bb67b820a4b8e38a994f681628cd7c3bde6ead1a14e39e5a48c22ea",
-    git_commit = "f8d1a9845ab496c6a2ac460c0d7c6139c570c616",
+    sha256 = "bef711df7f8efdefeb388680da700e2bdbc12c43982e3476b3fce31f1d5ac785",
+    git_commit = "94bc26a5f71ad14f2390def5a6ecead451f7c9bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a175bb39b40294fa31335965ebf465d3fadf956f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Oct 2021 12:01:32 -0700
Subject: [PATCH 5534/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35d7427d-60b9-4f74-99f2-dea3dd3887a1

PiperOrigin-RevId: 405458097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 151199cd132..00f07a73249 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef711df7f8efdefeb388680da700e2bdbc12c43982e3476b3fce31f1d5ac785",
-    git_commit = "94bc26a5f71ad14f2390def5a6ecead451f7c9bc",
+    sha256 = "1f79f598e972ead7b2e7d5b6e5c8f960597c1cd27df7ee617dd089b6ce560fef",
+    git_commit = "f91d17e74e4d31d64eaea5254df5058ea2f75593",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef1b13f2768f9c57692fa6f7e900cf20c532f63e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Oct 2021 18:02:24 -0700
Subject: [PATCH 5535/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f66f162-19f9-491a-870e-fda6b51c4e8b

PiperOrigin-RevId: 405533432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00f07a73249..d2116dac683 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f79f598e972ead7b2e7d5b6e5c8f960597c1cd27df7ee617dd089b6ce560fef",
-    git_commit = "f91d17e74e4d31d64eaea5254df5058ea2f75593",
+    sha256 = "85476923bc186c7ff7b3c17a11f2c654eac7efab056e93edfa50ded1c8f10400",
+    git_commit = "973629dac50fcdc82ef15f9d4638119db529ab56",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3423eeb6fcdb8977d9a75957df07aa5f9be2bb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Oct 2021 00:02:31 -0700
Subject: [PATCH 5536/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76f44356-98a2-4f47-906e-7465947aacee

PiperOrigin-RevId: 405577521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2116dac683..7cc5eb1dfb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85476923bc186c7ff7b3c17a11f2c654eac7efab056e93edfa50ded1c8f10400",
-    git_commit = "973629dac50fcdc82ef15f9d4638119db529ab56",
+    sha256 = "dbb0b85ec615331342a753fed6a07649ed82092004d68d4544c3eeeb6448e74d",
+    git_commit = "689dfd60b7d85eb0adb288d1e2bb5dc575d84229",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d400a19ff77bb3435531d5c7afcd604fa4170e84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Oct 2021 06:02:15 -0700
Subject: [PATCH 5537/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/147b4cb4-feb0-4b8a-b7ff-b48f61aed157

PiperOrigin-RevId: 405628177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cc5eb1dfb0..98897df756e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbb0b85ec615331342a753fed6a07649ed82092004d68d4544c3eeeb6448e74d",
-    git_commit = "689dfd60b7d85eb0adb288d1e2bb5dc575d84229",
+    sha256 = "11c912783d300d455620724bfdbc324561e1408677fa3a8d0651bb376b4663e1",
+    git_commit = "04c758224ffaf85cf9f261c71feab723ca4875d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7de2cc1d0e48df901c7d9c9cfe868215ca6b62aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Oct 2021 12:03:49 -0700
Subject: [PATCH 5538/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2dc22b8-ea14-487d-a741-287047432c6e

PiperOrigin-RevId: 405702415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98897df756e..2f34142fe28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11c912783d300d455620724bfdbc324561e1408677fa3a8d0651bb376b4663e1",
-    git_commit = "04c758224ffaf85cf9f261c71feab723ca4875d3",
+    sha256 = "e27e8e76d8c8083c6740b9207a6271639dbefb58810c594ac87ed03cd24b44b1",
+    git_commit = "126134f003a15ea00723de98092a99ffe7b57d19",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 60d5766468c6087e2f7844a50f449f828e2f0c58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Oct 2021 18:01:37 -0700
Subject: [PATCH 5539/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54c90a5f-2995-49c8-8438-775ba3339ebd

PiperOrigin-RevId: 405778415
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f34142fe28..58366287e85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e27e8e76d8c8083c6740b9207a6271639dbefb58810c594ac87ed03cd24b44b1",
-    git_commit = "126134f003a15ea00723de98092a99ffe7b57d19",
+    sha256 = "0cadf34f1c845ee604befc4a58d7b0105b691bbcbe5c41f54bfdbc57f0100904",
+    git_commit = "6ae3ff6b63f449f19dfa8e0baf1ffec38227ade9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d680fea20ced32ff310e295c433ab809632e9283 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Oct 2021 00:01:34 -0700
Subject: [PATCH 5540/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c1ecbc5-6560-4403-89ef-0f635418417f

PiperOrigin-RevId: 405822894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58366287e85..1e5e5c83190 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cadf34f1c845ee604befc4a58d7b0105b691bbcbe5c41f54bfdbc57f0100904",
-    git_commit = "6ae3ff6b63f449f19dfa8e0baf1ffec38227ade9",
+    sha256 = "abfc81a93fb7e29a8a056d456a340e24081a5371ce98b9e7afc9837f93924966",
+    git_commit = "e6766749606c92a2a15911a8fe12489883843bd2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3252c4f7dd6f7746880ef631f2ccad7487d4967 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Oct 2021 06:01:29 -0700
Subject: [PATCH 5541/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd276574-488e-4c9b-ab70-964b756e3581

PiperOrigin-RevId: 405871913
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e5e5c83190..7455cda7548 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "abfc81a93fb7e29a8a056d456a340e24081a5371ce98b9e7afc9837f93924966",
-    git_commit = "e6766749606c92a2a15911a8fe12489883843bd2",
+    sha256 = "770c121a5301464a9a3b426f5e07de881ba8a694c147b8f87ec89dcb4d766f47",
+    git_commit = "7facf1cbb7eadf5b8498e9e8d0bda7f768009baf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 843e91669a07cceb15f5942a094d47b9c13fbeef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Oct 2021 12:01:37 -0700
Subject: [PATCH 5542/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/964a078b-e7ee-4fb5-a730-8da4054f68cd

PiperOrigin-RevId: 405944612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7455cda7548..8f5fd5f37a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "770c121a5301464a9a3b426f5e07de881ba8a694c147b8f87ec89dcb4d766f47",
-    git_commit = "7facf1cbb7eadf5b8498e9e8d0bda7f768009baf",
+    sha256 = "5cf6f56d1490bb84de1a79ea5a36606afa9cab247e2bb3351ba47713d21d276e",
+    git_commit = "bfb011d11b035ad30bfbd22cad7871e6da9ef2fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f2f9afc6415fe29df6a0e0318d68d425c47cf69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Oct 2021 18:01:40 -0700
Subject: [PATCH 5543/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6723b098-065f-4111-a5c4-2f7946229d8a

PiperOrigin-RevId: 406024474
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f5fd5f37a2..4f602bf2076 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cf6f56d1490bb84de1a79ea5a36606afa9cab247e2bb3351ba47713d21d276e",
-    git_commit = "bfb011d11b035ad30bfbd22cad7871e6da9ef2fe",
+    sha256 = "a78835c472971cf175fbf9f6833062b1d31040e40b9a1e4f3ed6664a499d1bec",
+    git_commit = "b618120a7f0dccad050fa2161623b11ea0c747ef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eda408bb589fc495175d05e8b1577a227afe685d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Oct 2021 00:01:34 -0700
Subject: [PATCH 5544/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32454bce-e778-45e6-a54c-c0ae675b60a4

PiperOrigin-RevId: 406069249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f602bf2076..7ffd14d9f78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a78835c472971cf175fbf9f6833062b1d31040e40b9a1e4f3ed6664a499d1bec",
-    git_commit = "b618120a7f0dccad050fa2161623b11ea0c747ef",
+    sha256 = "4b8c9946ce9429247934ee0cb5e94ac8f15ec8d4e19a4eff3a447d3f1e4a31c9",
+    git_commit = "9fac0fac7d25a6c698d7336a08f25e450df7f7bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1297cb26af92a9a190a9f66215e136427eafde0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Oct 2021 06:02:56 -0700
Subject: [PATCH 5545/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d4f0c5f-be59-4ab3-a923-77b15511c661

PiperOrigin-RevId: 406120414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ffd14d9f78..6b45ff5fead 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b8c9946ce9429247934ee0cb5e94ac8f15ec8d4e19a4eff3a447d3f1e4a31c9",
-    git_commit = "9fac0fac7d25a6c698d7336a08f25e450df7f7bf",
+    sha256 = "28ac92d56a27863233cd82cbe8ea2e0b02173012d2b819992ee970753d493cb1",
+    git_commit = "b44241094f5bb447a8752c8ebc3eda3b190d52aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74a97a357f7032b78bac89df11371a3c36a856e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Oct 2021 12:01:45 -0700
Subject: [PATCH 5546/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e464af6d-dc27-4621-8a40-5cc2f26ae057

PiperOrigin-RevId: 406190372
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b45ff5fead..9921a2f447b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28ac92d56a27863233cd82cbe8ea2e0b02173012d2b819992ee970753d493cb1",
-    git_commit = "b44241094f5bb447a8752c8ebc3eda3b190d52aa",
+    sha256 = "56560cc12917d9a5fb35ebf15aa39f8b5581eac706a2a780cb732daed008562e",
+    git_commit = "674b2924bc8b609843fc44f3b1e84891c1dca929",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10333f97c38c51ddaa57abfdd0839be49d1e4d18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Oct 2021 18:01:23 -0700
Subject: [PATCH 5547/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/27e36ea8-525e-48d0-a9c7-c99216c60f44

PiperOrigin-RevId: 406259673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9921a2f447b..0d8a291f1d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56560cc12917d9a5fb35ebf15aa39f8b5581eac706a2a780cb732daed008562e",
-    git_commit = "674b2924bc8b609843fc44f3b1e84891c1dca929",
+    sha256 = "da557722cb3c990ed48bbaecdd3a4446bace7bd936c1b4ece80dc2a2b6c615c0",
+    git_commit = "8d11ceab3427563df873da57dcddf4fc0325ba93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c8696756cf24e5328a558f58714cbfdc8de6d07e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Oct 2021 00:01:41 -0700
Subject: [PATCH 5548/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a48ae40b-6a1d-449e-b6f1-6bdebf32935b

PiperOrigin-RevId: 406298666
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d8a291f1d9..75c9045e561 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da557722cb3c990ed48bbaecdd3a4446bace7bd936c1b4ece80dc2a2b6c615c0",
-    git_commit = "8d11ceab3427563df873da57dcddf4fc0325ba93",
+    sha256 = "8f7d773c3232c4a30a0dae80cb7e375a3b8a5c770957c60e37725735f3f8cedf",
+    git_commit = "8010bfd541bb460ac339af0d666d024d69e4e504",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 838937bcee0e5b4a15f462ee3f04a60e87e093f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Oct 2021 06:02:01 -0700
Subject: [PATCH 5549/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ed8da45-963b-4df1-b65f-d3a0b27d87fb

PiperOrigin-RevId: 406341934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75c9045e561..cf7da6c9f40 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f7d773c3232c4a30a0dae80cb7e375a3b8a5c770957c60e37725735f3f8cedf",
-    git_commit = "8010bfd541bb460ac339af0d666d024d69e4e504",
+    sha256 = "dc675a7ec17f41cbe8c275b5f8ed62512a28f297192e010cfbf531818e54020a",
+    git_commit = "a2ab010ad265cc3fcb9b052482c7f094b07922ba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef108eac3692935675bfefc65a025c0bfcab5947 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Oct 2021 12:01:40 -0700
Subject: [PATCH 5550/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f0991ca-ec54-46d9-802f-0851e0208209

PiperOrigin-RevId: 406411282
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf7da6c9f40..1024bc18b81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc675a7ec17f41cbe8c275b5f8ed62512a28f297192e010cfbf531818e54020a",
-    git_commit = "a2ab010ad265cc3fcb9b052482c7f094b07922ba",
+    sha256 = "264f38ca8bdbaa68af4f703a46f81f786bd9d315dea48ec05de422ab6eb54eb7",
+    git_commit = "e4181e823e50ccd7436d93a23e39bb47e64e8c13",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3ef85964abb5c90e647c0bf27cac41a1c9ae067c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Oct 2021 18:11:29 -0700
Subject: [PATCH 5551/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29a98b0e-9d10-4c06-b64a-8dc6f0465329

PiperOrigin-RevId: 406492137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1024bc18b81..66991c0f9db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "264f38ca8bdbaa68af4f703a46f81f786bd9d315dea48ec05de422ab6eb54eb7",
-    git_commit = "e4181e823e50ccd7436d93a23e39bb47e64e8c13",
+    sha256 = "58784040b9a9bc884ec6c1a7632a4bd3b3b9ad84efdcc154c03a89bb45f56421",
+    git_commit = "8e8f8b6fb60390709136884b155297633c2a50b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7cd56e329dbd3a94e5776fad6f53cfae98be6389 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Oct 2021 00:01:47 -0700
Subject: [PATCH 5552/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ca892f2-8e40-495c-a895-316c6262ba4c

PiperOrigin-RevId: 406524426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66991c0f9db..93d35888041 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58784040b9a9bc884ec6c1a7632a4bd3b3b9ad84efdcc154c03a89bb45f56421",
-    git_commit = "8e8f8b6fb60390709136884b155297633c2a50b3",
+    sha256 = "2d2b2c5db671d435a2bac283c3ba340335dcf8fb7a3286018dbc4edbd7c885cd",
+    git_commit = "3b4c14b9a73a51bd9e100f9954a1676176b2af2d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ee436af1b92ba313eca616cb9faf5420f3b0d40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Oct 2021 06:01:23 -0700
Subject: [PATCH 5553/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf6e224d-f42e-4f33-980b-710c9c36d35e

PiperOrigin-RevId: 406556809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93d35888041..b923794f9f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d2b2c5db671d435a2bac283c3ba340335dcf8fb7a3286018dbc4edbd7c885cd",
-    git_commit = "3b4c14b9a73a51bd9e100f9954a1676176b2af2d",
+    sha256 = "c5dd68d97ed799f9a4266de9bff28aaf7d2ce13c728d4d7fee93d907e0aa73fa",
+    git_commit = "7367d842cfd77aae148ddc947e129ac19a6e8551",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From de63f3e1e6fddf409ec312e9b373b580462d1d47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Oct 2021 12:01:18 -0700
Subject: [PATCH 5554/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ddb2866-cf3e-4c44-8ad9-7a0de40c989a

PiperOrigin-RevId: 406584240
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b923794f9f9..89667ee5b0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5dd68d97ed799f9a4266de9bff28aaf7d2ce13c728d4d7fee93d907e0aa73fa",
-    git_commit = "7367d842cfd77aae148ddc947e129ac19a6e8551",
+    sha256 = "d9130f1e49591891586c39a7bc53e4fd1f1ccb5cdd4abfe1ac098397c65c31f4",
+    git_commit = "a2a99564c7e3b452785206aea6e26585e7da4feb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a21bfe28f48dac57807c555090a86958afa5f5cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Oct 2021 18:01:20 -0700
Subject: [PATCH 5555/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e2d13d6-e5df-40ab-b704-b040b65b43d1

PiperOrigin-RevId: 406612619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89667ee5b0b..1f644a95576 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9130f1e49591891586c39a7bc53e4fd1f1ccb5cdd4abfe1ac098397c65c31f4",
-    git_commit = "a2a99564c7e3b452785206aea6e26585e7da4feb",
+    sha256 = "a2d53395a0598fac6c38906e2252377e83d4b79b7f536079458bba6ea2306cf7",
+    git_commit = "45fb3fdeb1c8ab5f0689ccfc2eb7861bb5a4b1f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 37124743601cebedc31022919a51efe415d733e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Oct 2021 00:01:39 -0700
Subject: [PATCH 5556/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5985c207-48eb-408a-a29d-11c2fc7c19fe

PiperOrigin-RevId: 406638686
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f644a95576..dde2b40cbea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2d53395a0598fac6c38906e2252377e83d4b79b7f536079458bba6ea2306cf7",
-    git_commit = "45fb3fdeb1c8ab5f0689ccfc2eb7861bb5a4b1f1",
+    sha256 = "92bcf47fee04032c87b0ff4a1d30237d042dc71ded04be0a1fd915e4283dea39",
+    git_commit = "aad52ed7097f1b8428d72219d93180e776cdf597",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b97a715373b977d46dd899f14b396bc47280385f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Oct 2021 06:01:29 -0700
Subject: [PATCH 5557/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc4a5e5b-c0f7-4f7b-b91e-d36ee8550588

PiperOrigin-RevId: 406669088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dde2b40cbea..aeeda6393fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92bcf47fee04032c87b0ff4a1d30237d042dc71ded04be0a1fd915e4283dea39",
-    git_commit = "aad52ed7097f1b8428d72219d93180e776cdf597",
+    sha256 = "aa1758a938afbfec68fe459d5e15e8cac0436d07a00a24ac66c247efab4a8120",
+    git_commit = "e10fc4c958c17cfe633dc8f47dbcefc98612715c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4afc4657fdc68f4e5485d8597978e3d3ceed181f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Oct 2021 12:01:27 -0700
Subject: [PATCH 5558/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce1ddb31-a343-4f87-813b-56a79f4bfcae

PiperOrigin-RevId: 406696892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aeeda6393fc..58a7cfc440b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa1758a938afbfec68fe459d5e15e8cac0436d07a00a24ac66c247efab4a8120",
-    git_commit = "e10fc4c958c17cfe633dc8f47dbcefc98612715c",
+    sha256 = "d2a3d3494ecbfd440be65131c41b319e0cd6b0d908afff78875cb6722ce9f452",
+    git_commit = "e929486e5863406770f5193dad854c067bd115cc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb45a5a52c94ac628e51ad4e71c6894675cd67c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Oct 2021 18:01:18 -0700
Subject: [PATCH 5559/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40824519-62e8-4c0f-a98c-861bee2858d1

PiperOrigin-RevId: 406726631
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58a7cfc440b..dfd534994ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2a3d3494ecbfd440be65131c41b319e0cd6b0d908afff78875cb6722ce9f452",
-    git_commit = "e929486e5863406770f5193dad854c067bd115cc",
+    sha256 = "6b389b73d0093301c516cebd928a33ffbaea2bc237682998eb01dd494d1a4711",
+    git_commit = "4275adf6d7df5793f7b87f69a958c201e7109ecc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c2baaa0c6f26403eb13706ee9ffc708ef4e2d36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Nov 2021 00:01:30 -0700
Subject: [PATCH 5560/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ee90033-3720-47cd-a94a-f635e7f35400

PiperOrigin-RevId: 406759084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfd534994ce..287904a02c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b389b73d0093301c516cebd928a33ffbaea2bc237682998eb01dd494d1a4711",
-    git_commit = "4275adf6d7df5793f7b87f69a958c201e7109ecc",
+    sha256 = "0238173a6c60b5b17485a24d1b955b9a67375bdbc83902e5bcc343b72d04a55d",
+    git_commit = "fb134a2b8f5e493ae1f3276df13f035c62ed1914",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f60a4253c672b9376645eafb0d17e502590daa34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Nov 2021 06:01:27 -0700
Subject: [PATCH 5561/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d96db4e-031a-4fa5-8cde-84674b0bc983

PiperOrigin-RevId: 406807292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 287904a02c1..ab3434df086 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0238173a6c60b5b17485a24d1b955b9a67375bdbc83902e5bcc343b72d04a55d",
-    git_commit = "fb134a2b8f5e493ae1f3276df13f035c62ed1914",
+    sha256 = "406d7599c503f79fcb9cc6c131f3ce3213e457d83b4c6651a06ec5acd1da88e4",
+    git_commit = "86cca8de9cbd18f7e3b3fbdff7367b34b9e1ab59",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9a3b3161a703eee815253a088571e2e190d3132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Nov 2021 12:01:35 -0700
Subject: [PATCH 5562/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/73fb9515-89e0-422f-84c4-8bc93de746fb

PiperOrigin-RevId: 406884154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab3434df086..c2c3e93fa82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "406d7599c503f79fcb9cc6c131f3ce3213e457d83b4c6651a06ec5acd1da88e4",
-    git_commit = "86cca8de9cbd18f7e3b3fbdff7367b34b9e1ab59",
+    sha256 = "d881df8575f12dff91210a353569198bc7732826c3384e89431ad199f374188a",
+    git_commit = "2d88f60ac865f33f2c1fc2c5f4fb39787fecb8a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db841723a65ffd4b912a5d9c32d70bad583fb21f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Nov 2021 18:01:31 -0700
Subject: [PATCH 5563/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63b17c52-2f76-440b-af59-7bcd4529da92

PiperOrigin-RevId: 406964451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2c3e93fa82..16e6eeffb02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d881df8575f12dff91210a353569198bc7732826c3384e89431ad199f374188a",
-    git_commit = "2d88f60ac865f33f2c1fc2c5f4fb39787fecb8a1",
+    sha256 = "b479f4ae9a5e3d24704cda72c62439b8d02ed73b206d91cd0cc7dd2fdf6f4a1b",
+    git_commit = "3232235465fa803fd49ff4b4a3b3799eb8dd6e73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27f5df0d947c742037a0264c14bb0ab781b3f7fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Nov 2021 00:01:34 -0700
Subject: [PATCH 5564/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0fe5fcb1-6a01-4bb8-bbe7-ce12142b4ee4

PiperOrigin-RevId: 407009003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16e6eeffb02..966401aadc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b479f4ae9a5e3d24704cda72c62439b8d02ed73b206d91cd0cc7dd2fdf6f4a1b",
-    git_commit = "3232235465fa803fd49ff4b4a3b3799eb8dd6e73",
+    sha256 = "ec66c945e89b8602d1214e45d6796be7293514bfa02172faab98b7cb9322e47a",
+    git_commit = "9a5a502ac22b5347fd3dee85d8cf302c6b8e9385",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 988bbce80038ac0b7141dcb4413124ba486344cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Nov 2021 03:50:28 -0700
Subject: [PATCH 5565/8103] Force-allow labels for the models which are not yet
 loaded. The feature is meant to be used for non-prod environments only as it
 may break the serving until relevant models are not loaded yet.

PiperOrigin-RevId: 407043032
---
 tensorflow_serving/core/test_util/BUILD       |   1 +
 .../core/test_util/availability_test_util.cc  |  13 ++
 .../core/test_util/availability_test_util.h   |   6 +
 tensorflow_serving/model_servers/server.cc    |   2 +
 tensorflow_serving/model_servers/server.h     |   1 +
 .../model_servers/server_core.cc              |  23 +--
 .../model_servers/server_core.h               |   4 +
 .../model_servers/server_core_test.cc         | 146 ++++++++----------
 .../model_servers/test_util/BUILD             |   1 +
 .../test_util/server_core_test_util.h         |  24 +++
 10 files changed, 128 insertions(+), 93 deletions(-)

diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index 38dfaceb8c8..f90637f1434 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -117,6 +117,7 @@ cc_library(
     deps = [
         "//tensorflow_serving/core:servable_state_monitor",
         "@com_google_absl//absl/types:optional",
+        "@com_google_absl//absl/types:span",
         "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/test_util/availability_test_util.cc b/tensorflow_serving/core/test_util/availability_test_util.cc
index 49044ab5877..47521cdf507 100644
--- a/tensorflow_serving/core/test_util/availability_test_util.cc
+++ b/tensorflow_serving/core/test_util/availability_test_util.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
 
+#include <string>
+
 #include "absl/types/optional.h"
+#include "absl/types/span.h"
 #include "tensorflow/core/platform/env.h"
 
 namespace tensorflow {
@@ -53,6 +56,16 @@ void WaitUntilServableManagerStateIsOneOf(
   }
 }
 
+void WaitUntilVersionsAvailable(
+    const ServableStateMonitor& monitor, const string& servable_id_name,
+    absl::Span<const int64_t> servable_id_versions) {
+  for (int64_t version : servable_id_versions) {
+    const ServableId servable_id = {servable_id_name, version};
+    WaitUntilServableManagerStateIsOneOf(
+        monitor, servable_id, {ServableState::ManagerState::kAvailable});
+  }
+}
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/availability_test_util.h b/tensorflow_serving/core/test_util/availability_test_util.h
index baa724e13ec..edf84efd39c 100644
--- a/tensorflow_serving/core/test_util/availability_test_util.h
+++ b/tensorflow_serving/core/test_util/availability_test_util.h
@@ -31,6 +31,12 @@ void WaitUntilServableManagerStateIsOneOf(
     const ServableStateMonitor& monitor, const ServableId& servable,
     const std::vector<ServableState::ManagerState>& states);
 
+// Waits until 'monitor' shows that the manager state servable ids is
+// kAvailable.
+void WaitUntilVersionsAvailable(const ServableStateMonitor& monitor,
+                                const string& servable_id_name,
+                                absl::Span<const int64_t> servable_id_versions);
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 97215ae24c0..ca190e8df3e 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -314,6 +314,8 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.flush_filesystem_caches = server_options.flush_filesystem_caches;
   options.allow_version_labels_for_unavailable_models =
       server_options.allow_version_labels_for_unavailable_models;
+  options.force_allow_any_version_labels_for_unavailable_models =
+      server_options.force_allow_any_version_labels_for_unavailable_models;
   options.enable_cors_support = server_options.enable_cors_support;
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index b32d720644f..3b944bb0fa3 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -58,6 +58,7 @@ class Server {
     //
     bool enable_batching = false;
     bool allow_version_labels_for_unavailable_models = false;
+    bool force_allow_any_version_labels_for_unavailable_models = false;
     float per_process_gpu_memory_fraction = 0;
     tensorflow::string batching_parameters_file;
     tensorflow::string model_name;
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 0d4fe6b2ca8..088d71fdf7b 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -506,20 +506,23 @@ Status ServerCore::UpdateModelVersionLabelMap() {
       const string& label = entry.first;
       const int64_t version = entry.second;
 
-      bool contains_existing_label_with_different_version = false;
-      int64_t existing_version;
-      if (GetModelVersionForLabel(model_config.name(), label, &existing_version)
-              .ok() &&
-          existing_version != version) {
-        contains_existing_label_with_different_version = true;
+      bool allow_any_version_labels_for_unavailable_models = false;
+      if (options_.force_allow_any_version_labels_for_unavailable_models) {
+        allow_any_version_labels_for_unavailable_models = true;
+      } else if (options_.allow_version_labels_for_unavailable_models) {
+        int64_t existing_version;
+        bool contains_existing_label_with_different_version =
+            GetModelVersionForLabel(model_config.name(), label,
+                                    &existing_version)
+                .ok() &&
+            existing_version != version;
+        allow_any_version_labels_for_unavailable_models =
+            !contains_existing_label_with_different_version;
       }
-      bool allow_version_labels_for_unavailable_models =
-          options_.allow_version_labels_for_unavailable_models &&
-          (!contains_existing_label_with_different_version);
 
       // Verify that the label points to a version that is currently available.
       auto serving_states_it = serving_states.find(version);
-      if (!allow_version_labels_for_unavailable_models &&
+      if (!allow_any_version_labels_for_unavailable_models &&
           (serving_states_it == serving_states.end() ||
            serving_states_it->second.state.manager_state !=
                ServableState::ManagerState::kAvailable)) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index d98591aa6f1..ef79d10b447 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -186,6 +186,10 @@ class ServerCore : public Manager {
     // available yet.
     bool allow_version_labels_for_unavailable_models = false;
 
+    // Whether to force-allow assigning any version labels to models that are
+    // not available yet.
+    bool force_allow_any_version_labels_for_unavailable_models = false;
+
     // In a predict handler, this option specifies how to serialize tensors
     // (e.g: as proto fields or as proto content).
     // Serialize as proto fields by default, for backward compatibility.
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 6620904858e..92c0f1826df 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -44,11 +44,11 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::ServerCoreTest;
 using ::testing::_;
 using ::testing::Invoke;
 using ::testing::MockFunction;
 using ::testing::NiceMock;
-using test_util::ServerCoreTest;
 
 TEST_P(ServerCoreTest, PreLoadHook) {
   std::unique_ptr<ServerCore> server_core;
@@ -650,14 +650,9 @@ TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  // Wait until both versions of the servable have been loaded.
-  for (const int64_t version :
-       {test_util::kTestModelVersion, test_util::kTestModelLargerVersion}) {
-    const auto servable_id = ServableId{test_util::kTestModelName, version};
-    test_util::WaitUntilServableManagerStateIsOneOf(
-        *server_core->servable_state_monitor(), servable_id,
-        {ServableState::ManagerState::kAvailable});
-  }
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        test_util::kAspiredVersions);
 
   // Do not specify any version number; we should be given the latest version.
   {
@@ -687,11 +682,9 @@ TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
 
   // Assign labels to the two versions of the model.
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
-  ModelConfig* model_config =
-      two_version_config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
-  (*model_config->mutable_version_labels())["B"] =
-      test_util::kTestModelLargerVersion;
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("A", test_util::kTestModelVersion)
+      .SetLabelVersion("B", test_util::kTestModelLargerVersion);
   TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
 
   // Use ModelSpec::version_label to request the version labeled "A".
@@ -744,27 +737,15 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersion) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64_t> aspired_versions = {
-      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
-  const int64_t bogus_version = 777;
-  for (const int64_t aspired_version : aspired_versions) {
-    ASSERT_NE(bogus_version, aspired_version);
-  }
-
   // Wait until both aspired versions of the servable have been loaded.
-  for (const int64_t aspired_version : aspired_versions) {
-    const auto servable_id =
-        ServableId{test_util::kTestModelName, aspired_version};
-    test_util::WaitUntilServableManagerStateIsOneOf(
-        *server_core->servable_state_monitor(), servable_id,
-        {ServableState::ManagerState::kAvailable});
-  }
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        test_util::kAspiredVersions);
 
   // Attempt to assign a label to a version that isn't one of the loaded ones.
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
-  ModelConfig* model_config =
-      two_version_config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["nice try"] = bogus_version;
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("nice try", test_util::kTestModelBogusVersion);
   Status status = server_core->ReloadConfig(two_version_config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
@@ -782,32 +763,19 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersionAllowed) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64_t> aspired_versions = {
-      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
-  const int64_t bogus_version = 777;
-  for (const int64_t aspired_version : aspired_versions) {
-    ASSERT_NE(bogus_version, aspired_version);
-  }
-
-  // Wait until both aspired versions of the servable have been loaded.
-  for (const int64_t aspired_version : aspired_versions) {
-    const auto servable_id =
-        ServableId{test_util::kTestModelName, aspired_version};
-    test_util::WaitUntilServableManagerStateIsOneOf(
-        *server_core->servable_state_monitor(), servable_id,
-        {ServableState::ManagerState::kAvailable});
-  }
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        test_util::kAspiredVersions);
 
   // Attempt to assign a label to a version that isn't one of the loaded ones.
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
-  ModelConfig* model_config =
-      two_version_config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["nice try"] = bogus_version;
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("nice try", test_util::kTestModelBogusVersion);
   Status status = server_core->ReloadConfig(two_version_config);
   EXPECT_TRUE(status.ok());
 }
 
-TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersion) {
+TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersionDisallowed) {
   ModelServerConfig two_version_config =
       GetTestModelServerConfigForFakePlatform();
   SwitchToHalfPlusTwoWith2Versions(&two_version_config);
@@ -818,43 +786,57 @@ TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersion) {
   TF_ASSERT_OK(CreateServerCore(two_version_config,
                                 std::move(server_core_options), &server_core));
 
-  const std::set<int64_t> aspired_versions = {
-      test_util::kTestModelVersion, test_util::kTestModelLargerVersion};
-  const int64_t bogus_version = 777;
-  for (const int64_t aspired_version : aspired_versions) {
-    ASSERT_NE(bogus_version, aspired_version);
-  }
-
-  // Wait until both aspired versions of the servable have been loaded.
-  for (const int64_t aspired_version : aspired_versions) {
-    const auto servable_id =
-        ServableId{test_util::kTestModelName, aspired_version};
-    test_util::WaitUntilServableManagerStateIsOneOf(
-        *server_core->servable_state_monitor(), servable_id,
-        {ServableState::ManagerState::kAvailable});
-  }
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        test_util::kAspiredVersions);
 
-  // Assign labels to the two versions of the model.
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
-  ModelConfig* model_config =
-      two_version_config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
-  (*model_config->mutable_version_labels())["B"] =
-      test_util::kTestModelLargerVersion;
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("A", test_util::kTestModelVersion)
+      .SetLabelVersion("B", test_util::kTestModelLargerVersion);
   TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
 
-  // Attempt to assign an exsiting label to a different version that isn't
+  // Attempt to assign an existing label to a different version that isn't
   // one of the loaded ones.
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
-  model_config =
-      two_version_config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["A"] = bogus_version;
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("A", test_util::kTestModelBogusVersion);
   Status status = server_core->ReloadConfig(two_version_config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("not currently available for inference"));
 }
 
+TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersionAllowed) {
+  ModelServerConfig two_version_config =
+      GetTestModelServerConfigForFakePlatform();
+  SwitchToHalfPlusTwoWith2Versions(&two_version_config);
+  ServerCore::Options server_core_options = GetDefaultOptions();
+  server_core_options.allow_version_labels = true;
+  server_core_options.force_allow_any_version_labels_for_unavailable_models =
+      true;
+  std::unique_ptr<ServerCore> server_core;
+  TF_ASSERT_OK(CreateServerCore(two_version_config,
+                                std::move(server_core_options), &server_core));
+
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        test_util::kAspiredVersions);
+
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("A", test_util::kTestModelVersion)
+      .SetLabelVersion("B", test_util::kTestModelLargerVersion);
+  TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
+
+  // Attempt to assign an existing label to a different version that isn't
+  // one of the loaded ones.
+  ASSERT_EQ(1, two_version_config.model_config_list().config().size());
+  test_util::MutateModelConfig(&two_version_config)
+      .SetLabelVersion("A", test_util::kTestModelBogusVersion);
+  TF_ASSERT_OK(server_core->ReloadConfig(two_version_config));
+}
+
 TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
   ServerCore::Options server_core_options = GetDefaultOptions();
   server_core_options.allow_version_labels = false;
@@ -862,16 +844,14 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
   std::unique_ptr<ServerCore> server_core;
   TF_ASSERT_OK(
       CreateServerCore(config, std::move(server_core_options), &server_core));
-  const auto servable_id =
-      ServableId{test_util::kTestModelName, test_util::kTestModelVersion};
-  test_util::WaitUntilServableManagerStateIsOneOf(
-      *server_core->servable_state_monitor(), servable_id,
-      {ServableState::ManagerState::kAvailable});
+
+  test_util::WaitUntilVersionsAvailable(*server_core->servable_state_monitor(),
+                                        test_util::kTestModelName,
+                                        {test_util::kTestModelVersion});
 
   ASSERT_EQ(1, config.model_config_list().config().size());
-  ModelConfig* model_config =
-      config.mutable_model_config_list()->mutable_config(0);
-  (*model_config->mutable_version_labels())["A"] = test_util::kTestModelVersion;
+  test_util::MutateModelConfig(&config).SetLabelVersion(
+      "A", test_util::kTestModelVersion);
   Status status = server_core->ReloadConfig(config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 971868613bb..1da71ffa98c 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -84,6 +84,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.h b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
index b9b7b035446..f3c78effeee 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.h
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_TEST_UTIL_SERVER_CORE_TEST_UTIL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_TEST_UTIL_SERVER_CORE_TEST_UTIL_H_
 
+#include <array>
 #include <utility>
 
 #include <gtest/gtest.h>
@@ -40,6 +41,9 @@ class ServerCoreTestAccess {
 constexpr char kTestModelName[] = "test_model";
 constexpr int kTestModelVersion = 123;
 constexpr int kTestModelLargerVersion = 124;
+constexpr int kTestModelBogusVersion = 777;
+constexpr std::array<int64_t, 2> kAspiredVersions = {kTestModelVersion,
+                                                     kTestModelLargerVersion};
 // The name of the platform associated with FakeLoaderSourceAdapter.
 constexpr char kFakePlatform[] = "fake_servable";
 
@@ -123,6 +127,26 @@ Status CreateServerCore(const ModelServerConfig& config,
 Status CreateServerCore(const ModelServerConfig& config,
                         std::unique_ptr<ServerCore>* server_core);
 
+// A helper class to avoid long lines accessing mutable configuration.
+class ModelConfigMutator {
+ public:
+  explicit ModelConfigMutator(ModelConfig* const config) : config_(config) {}
+
+  // Sets or updates label and its version.
+  ModelConfigMutator SetLabelVersion(const string& label, const int& version) {
+    (*config_->mutable_version_labels())[label] = version;
+    return *this;
+  }
+
+ private:
+  ModelConfig* config_;
+};
+
+inline ModelConfigMutator MutateModelConfig(ModelServerConfig* const config) {
+  return ModelConfigMutator(
+      config->mutable_model_config_list()->mutable_config(0));
+}
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow

From 84031baf7679af732ccd6f93a7ed0e8c15db9fa0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Nov 2021 06:01:32 -0700
Subject: [PATCH 5566/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e49fcf70-bd84-44d1-830e-a34b2c5b6e2d

PiperOrigin-RevId: 407063730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 966401aadc2..e30d85748fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec66c945e89b8602d1214e45d6796be7293514bfa02172faab98b7cb9322e47a",
-    git_commit = "9a5a502ac22b5347fd3dee85d8cf302c6b8e9385",
+    sha256 = "9ab4ad4b24c6254f596558871a2adb53141c2825f6c9648b28a6e5bb260dd241",
+    git_commit = "2a967b1d946ea0df21d486c119453d5dc149419f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d6a67356544f9d5503f27afa4e74355242f124d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Nov 2021 12:01:29 -0700
Subject: [PATCH 5567/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26fed9d8-f364-4c55-8f90-a73124c14f16

PiperOrigin-RevId: 407143061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e30d85748fa..2183517ff3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ab4ad4b24c6254f596558871a2adb53141c2825f6c9648b28a6e5bb260dd241",
-    git_commit = "2a967b1d946ea0df21d486c119453d5dc149419f",
+    sha256 = "6a61f154f3b7959bca8d89cb7970bbfbd9c3ab0b7338bb3376187a8e513476e2",
+    git_commit = "b73511291f1e3a1662efb4526fd5cc5e79bb61e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d2098caafa91bdebe267aa99e4df5de20d475ca6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Nov 2021 18:01:19 -0700
Subject: [PATCH 5568/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/741c5109-d607-436b-be85-30697a5d10a8

PiperOrigin-RevId: 407221513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2183517ff3c..2104d20095a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a61f154f3b7959bca8d89cb7970bbfbd9c3ab0b7338bb3376187a8e513476e2",
-    git_commit = "b73511291f1e3a1662efb4526fd5cc5e79bb61e6",
+    sha256 = "078c2c8c56a5d89b702b822381df7885d1951b37055916d0d20e96deee2d479f",
+    git_commit = "1b6d9508b010d4207cbe4b2a3cf00a4491477a40",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4d569e2f35dfa908ab0ab3f1a4dbfd30675b1a7d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Nov 2021 00:01:42 -0700
Subject: [PATCH 5569/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2487806-3f37-46ff-8044-d0205fa1b924

PiperOrigin-RevId: 407266702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2104d20095a..3e4708784a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "078c2c8c56a5d89b702b822381df7885d1951b37055916d0d20e96deee2d479f",
-    git_commit = "1b6d9508b010d4207cbe4b2a3cf00a4491477a40",
+    sha256 = "e2a4fd6f945b87ba38dff034d39ca73f762da2a98260c0231b4ae63b1b7d4702",
+    git_commit = "6682756c0fa8fde053f44f7efc3faf200612505d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d455f725a2cb5dfea45b5f01e15c1af8e83fec88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Nov 2021 06:01:35 -0700
Subject: [PATCH 5570/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8420168d-5e85-40d6-b0b7-4b28cf8c1638

PiperOrigin-RevId: 407317399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e4708784a3..c9d42cf8d99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2a4fd6f945b87ba38dff034d39ca73f762da2a98260c0231b4ae63b1b7d4702",
-    git_commit = "6682756c0fa8fde053f44f7efc3faf200612505d",
+    sha256 = "e7784d572dec4a2a64ede6d2718552a5018cef0ac0646d0090d3b07ab66370fb",
+    git_commit = "fd09671c067a76a3ee271572fabccb31681dacce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e7ca90c18f310c542ed0dcde92d676db6454285 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Wed, 3 Nov 2021 10:06:05 -0700
Subject: [PATCH 5571/8103] Update CreateRPC API interface.

PiperOrigin-RevId: 407363453
---
 .../tensorflow/ops/remote_predict/BUILD             |  3 +++
 .../kernels/prediction_service_grpc.cc              |  2 +-
 .../kernels/prediction_service_grpc.h               |  3 ++-
 .../kernels/prediction_service_grpc_test.cc         |  4 +++-
 .../kernels/remote_predict_op_kernel.h              | 13 +++++++++++--
 .../kernels/remote_predict_op_kernel_test.cc        |  5 ++++-
 6 files changed, 24 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index f821eaad8db..fae521f0a04 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -26,6 +26,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:framework_headers_lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels:ops_util_hdrs",
+        "@org_tensorflow//tensorflow/core/platform:statusor",
     ],
     alwayslink = 1,
 )
@@ -96,6 +97,7 @@ tf_kernel_library(
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels:ops_util",
         "@org_tensorflow//tensorflow/core/kernels:split_lib",
+        "@org_tensorflow//tensorflow/core/platform:statusor",
     ],
 )
 
@@ -163,6 +165,7 @@ cc_library(
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/core/platform:statusor",
     ],
 )
 
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index 988f6b0330c..b2467bbeabf 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -41,7 +41,7 @@ PredictionServiceGrpc::PredictionServiceGrpc(
   stub_ = tensorflow::serving::PredictionService::NewStub(channel);
 }
 
-::grpc::ClientContext* PredictionServiceGrpc::CreateRpc(
+StatusOr<::grpc::ClientContext*> PredictionServiceGrpc::CreateRpc(
     absl::Duration max_rpc_deadline) {
   ::grpc::ClientContext* rpc = new ::grpc::ClientContext();
   // TODO(b/159739577): Set deadline as the min value between
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
index c09f77fb351..2d31d658d00 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include "absl/status/status.h"
 #include "absl/time/time.h"
+#include "tensorflow/core/platform/statusor.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 
 namespace tensorflow {
@@ -33,7 +34,7 @@ class PredictionServiceGrpc {
     return ::absl::OkStatus();
   }
 
-  ::grpc::ClientContext* CreateRpc(absl::Duration max_rpc_deadline);
+  StatusOr<::grpc::ClientContext*> CreateRpc(absl::Duration max_rpc_deadline);
 
   void Predict(::grpc::ClientContext* rpc, PredictRequest* request,
                PredictResponse* response,
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
index 4fabc2e3702..9ff12cb1ba9 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
@@ -35,7 +35,9 @@ class PredictionServiceGrpcTest : public ::testing::Test {
 
 TEST_F(PredictionServiceGrpcTest, TestSetDeadline) {
   const absl::Duration deadline = absl::Milliseconds(30000);
-  rpc_.reset(grpc_stub_->CreateRpc(deadline));
+  auto rpc_or = grpc_stub_->CreateRpc(deadline);
+  ASSERT_TRUE(rpc_or.ok());
+  rpc_.reset(rpc_or.ValueOrDie());
 
   EXPECT_NEAR(absl::ToDoubleMilliseconds(deadline),
               absl::ToDoubleMilliseconds(absl::FromChrono(rpc_->deadline()) -
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index 682e68d7272..2b51fddbdf8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/kernels/ops_util.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
@@ -103,9 +104,17 @@ class RemotePredictOp : public AsyncOpKernel {
 
     PredictResponse* response = new PredictResponse();
 
-    auto rpc = prediction_service_->CreateRpc(
+    auto rpc_or = prediction_service_->CreateRpc(
         absl::Milliseconds(max_rpc_deadline_millis_));
-
+    OP_REQUIRES_ASYNC(context, rpc_or.ok(),
+                      tensorflow::Status(rpc_or.status().code(),
+                                         rpc_or.status().error_message()),
+                      [&]() {
+                        delete request;
+                        delete response;
+                        done();
+                      });
+    auto rpc = rpc_or.ValueOrDie();
     auto callback = [this, context, rpc, request, response,
                      output_tensor_aliases, done](const absl::Status& status) {
       PostProcessResponse(context, response, status, fail_op_on_rpc_error_,
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 8be766f5075..1b020e70a3f 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include "tensorflow/cc/ops/const_op.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/status.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 #include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/cc/ops/remote_predict_op.h"
 
@@ -39,7 +40,9 @@ class MockPredictionService {
     return ::absl::OkStatus();
   }
 
-  MockRpc* CreateRpc(absl::Duration max_rpc_deadline) { return new MockRpc; }
+  StatusOr<MockRpc*> CreateRpc(absl::Duration max_rpc_deadline) {
+    return new MockRpc;
+  }
 
   // The model_name in request determines response and/or status.
   void Predict(MockRpc* rpc, PredictRequest* request, PredictResponse* response,

From 413b780d9d386afa5afe79bf4b6bae39b4003932 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Nov 2021 12:01:59 -0700
Subject: [PATCH 5572/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0a6b1c6-3d15-47ca-9582-a05318d90742

PiperOrigin-RevId: 407392462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9d42cf8d99..0315a4687cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7784d572dec4a2a64ede6d2718552a5018cef0ac0646d0090d3b07ab66370fb",
-    git_commit = "fd09671c067a76a3ee271572fabccb31681dacce",
+    sha256 = "c981ceb4096769d94b5a24b33f9c194e57273e67bf93f14f8a1478c14349b8d8",
+    git_commit = "4fdd0fc35361b2666a6ec11ba4101fc34abfec3f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1079a83ba7f08bdae1f644c4f0265e5b72bf3359 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Nov 2021 18:01:20 -0700
Subject: [PATCH 5573/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b0aedf0-9080-4309-a632-7e0767ec0525

PiperOrigin-RevId: 407469602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0315a4687cb..5ccb4c8c4ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c981ceb4096769d94b5a24b33f9c194e57273e67bf93f14f8a1478c14349b8d8",
-    git_commit = "4fdd0fc35361b2666a6ec11ba4101fc34abfec3f",
+    sha256 = "0a8634e13400dc7a8e2d8d6f8a0f99a865dea544285011a94e79a2fdb8c9d8c1",
+    git_commit = "98bc0159c3a8e522af2e28284c43c120a6b9bbe6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 457ee8678df7aa799d0d02c72fd476975557d1a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Nov 2021 00:01:33 -0700
Subject: [PATCH 5574/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb128807-6fa3-4da4-be26-a741a64a7103

PiperOrigin-RevId: 407513044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ccb4c8c4ce..20e68691d16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a8634e13400dc7a8e2d8d6f8a0f99a865dea544285011a94e79a2fdb8c9d8c1",
-    git_commit = "98bc0159c3a8e522af2e28284c43c120a6b9bbe6",
+    sha256 = "4839919836031b541f189e2db2332473ae1e882b85b1fbde9e258b0a859ac368",
+    git_commit = "f3200242aad7ddb53bf1b42321b04850d506184c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e2c8c50201fb8c3b94e2a89261da9be02e58a42c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Nov 2021 06:01:29 -0700
Subject: [PATCH 5575/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66cf181b-fc80-4b86-adc3-8cdfd4b335d0

PiperOrigin-RevId: 407561541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20e68691d16..817a419dd3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4839919836031b541f189e2db2332473ae1e882b85b1fbde9e258b0a859ac368",
-    git_commit = "f3200242aad7ddb53bf1b42321b04850d506184c",
+    sha256 = "240cfeaf5fabc232ba279ae4915c4a14cf577c73842d0ba920796cb3d5b0b8b7",
+    git_commit = "5e0f847d64b171a5feb2dc20468339f2c2e633ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c7c057ec46df0bc3cfab2e3f868c92d8170a3d2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Nov 2021 12:01:23 -0700
Subject: [PATCH 5576/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d92d15c-5cf1-41bc-a0a2-e7aac48c6a10

PiperOrigin-RevId: 407637022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 817a419dd3d..c5dbfdacf29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "240cfeaf5fabc232ba279ae4915c4a14cf577c73842d0ba920796cb3d5b0b8b7",
-    git_commit = "5e0f847d64b171a5feb2dc20468339f2c2e633ac",
+    sha256 = "fb24061f076a58793e44bd7256f7651539504f75762ce832e42eb28d370613ab",
+    git_commit = "eab602d1329b80f0a9a954359ff7731eaef9da08",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35071a982b1f2bc721e6c7598aaac5b3b1679033 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Nov 2021 18:01:23 -0700
Subject: [PATCH 5577/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2e344c5-af6c-438d-829d-eff0a78f5918

PiperOrigin-RevId: 407713038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5dbfdacf29..9ce1e497c87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb24061f076a58793e44bd7256f7651539504f75762ce832e42eb28d370613ab",
-    git_commit = "eab602d1329b80f0a9a954359ff7731eaef9da08",
+    sha256 = "b2a43dc138945844030db98bdbbe4236ec4e119300fed49420275b31751c0ee1",
+    git_commit = "7b2ccfaf49e7f8d6b9084871c474e96c974f6797",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f0fbeeb5c89523f283c955f9252fd4256d102d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Nov 2021 00:01:22 -0700
Subject: [PATCH 5578/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba019374-cf84-48d7-8a9b-4a679b750cdc

PiperOrigin-RevId: 407755004
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ce1e497c87..3299e34356f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2a43dc138945844030db98bdbbe4236ec4e119300fed49420275b31751c0ee1",
-    git_commit = "7b2ccfaf49e7f8d6b9084871c474e96c974f6797",
+    sha256 = "f82b9cf89c31e25ce95bfc099557a7b6706dc0d741159969c9327f7a3f224e30",
+    git_commit = "6985fd32c563fb4011486da37b9ea5bf485bc691",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 672524bdfbdab7164ad3e9e959e529bbb9fe51e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Nov 2021 06:01:27 -0700
Subject: [PATCH 5579/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e136ed8-e7a5-4a77-b719-8b6e0faad293

PiperOrigin-RevId: 407803255
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3299e34356f..3eb311c307b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f82b9cf89c31e25ce95bfc099557a7b6706dc0d741159969c9327f7a3f224e30",
-    git_commit = "6985fd32c563fb4011486da37b9ea5bf485bc691",
+    sha256 = "74688bc7a4a09b9605d28ff5dd94e84dcf122ebc286bef6559fbfe03ce6055b8",
+    git_commit = "23b7f4a6ffae784b32b3bd5a2685706e0f1f5915",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4936e53af3ebda283f978f41aac4d040b558918e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Nov 2021 12:01:32 -0700
Subject: [PATCH 5580/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d06a18b5-b294-470b-8f7f-e0591ecd2e95

PiperOrigin-RevId: 407876406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3eb311c307b..f0ede7cd9ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74688bc7a4a09b9605d28ff5dd94e84dcf122ebc286bef6559fbfe03ce6055b8",
-    git_commit = "23b7f4a6ffae784b32b3bd5a2685706e0f1f5915",
+    sha256 = "63b61c5f681d160c191aff9d6b9e832919945b3f728180f85376db82949dbf92",
+    git_commit = "41f84e98629276f08a3265b14ea03f34cee99a05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 271e7da338a9b2dfd438a6714d42028e9b9cab42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Nov 2021 18:01:18 -0700
Subject: [PATCH 5581/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20f1d28a-9fcf-4162-a1b1-81aa656f3750

PiperOrigin-RevId: 407952390
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0ede7cd9ed..be577e918b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63b61c5f681d160c191aff9d6b9e832919945b3f728180f85376db82949dbf92",
-    git_commit = "41f84e98629276f08a3265b14ea03f34cee99a05",
+    sha256 = "3bacf321acb308cebbe50e7a498ea7beed8a24df80733aa13602766bc3f18ba9",
+    git_commit = "4d7c565ecf2134e2987971d4a09b6ac6ea855525",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aac2d8c942dd0956b3ddc6eb4197145883d79632 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Nov 2021 00:01:53 -0700
Subject: [PATCH 5582/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce585bf5-4b02-49a5-ab8c-637471a84dc1

PiperOrigin-RevId: 407990463
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be577e918b4..9d44c35cff9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bacf321acb308cebbe50e7a498ea7beed8a24df80733aa13602766bc3f18ba9",
-    git_commit = "4d7c565ecf2134e2987971d4a09b6ac6ea855525",
+    sha256 = "553ccbf81afca5ef23b4d3596dd0890dfbd79a4a315aa92746b402360022392c",
+    git_commit = "b20295a25432cd103093d126511d537646c9a4db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b4d881ef44a1be1738f65a9548310c4b721500f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Nov 2021 06:01:25 -0700
Subject: [PATCH 5583/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55a6439b-71e2-4dde-a154-6c67fcf2ab19

PiperOrigin-RevId: 408027536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d44c35cff9..f77cc12e603 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "553ccbf81afca5ef23b4d3596dd0890dfbd79a4a315aa92746b402360022392c",
-    git_commit = "b20295a25432cd103093d126511d537646c9a4db",
+    sha256 = "0a90bb52d72b31ca35d67da696706b4bb48fbb92dc0b2cd60bb89a6acc7adfd6",
+    git_commit = "de8034c6aa06605a215e02bac8a7f6781eb267df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4fc92c75c8fb41cfa30b210352dc2f6621f8bd0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Nov 2021 12:01:34 -0700
Subject: [PATCH 5584/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/509cca60-1509-41ed-8085-5608235d4629

PiperOrigin-RevId: 408058043
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f77cc12e603..d922a2e9835 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a90bb52d72b31ca35d67da696706b4bb48fbb92dc0b2cd60bb89a6acc7adfd6",
-    git_commit = "de8034c6aa06605a215e02bac8a7f6781eb267df",
+    sha256 = "e3cee7ccfa59aa433eba8d22a9a173b95f2335864177579bfd272185c6488a05",
+    git_commit = "c32c22cc9cfb32caf51ce3a207b85e62e7b8c960",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ead2674495232c4ab91b7d22d5d64f250aeb9c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Nov 2021 18:01:30 -0700
Subject: [PATCH 5585/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6280109a-de30-4ab2-85cc-2260dbf95562

PiperOrigin-RevId: 408088953
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d922a2e9835..0e17c931c1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3cee7ccfa59aa433eba8d22a9a173b95f2335864177579bfd272185c6488a05",
-    git_commit = "c32c22cc9cfb32caf51ce3a207b85e62e7b8c960",
+    sha256 = "92d64a701bfb77ec1c9e22697c451eca41ffccd46ef5457ca9b9a70f7ca083ae",
+    git_commit = "7ddd7853a139fe7243e571f373d0f25743fb74fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 95d648d2fb98a87b36f393f49804c1505855ca71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Nov 2021 00:01:37 -0700
Subject: [PATCH 5586/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d720b897-fbdc-4a83-884e-2bcdaee39b37

PiperOrigin-RevId: 408119498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e17c931c1d..df42fac6cff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92d64a701bfb77ec1c9e22697c451eca41ffccd46ef5457ca9b9a70f7ca083ae",
-    git_commit = "7ddd7853a139fe7243e571f373d0f25743fb74fe",
+    sha256 = "45145430fe4cbafb2368d354ce89fd4da5ac4d303e23b217ba419bb4a050400b",
+    git_commit = "f6a17097df29660c842cd6dc76fce4f832121aba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 207796d32e3588ec4181b890e65159c170ad5aa9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Nov 2021 05:01:20 -0800
Subject: [PATCH 5587/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a53a0aa-9270-4080-8d6a-4e1ea2d8d63e

PiperOrigin-RevId: 408152060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df42fac6cff..630a166ae6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45145430fe4cbafb2368d354ce89fd4da5ac4d303e23b217ba419bb4a050400b",
-    git_commit = "f6a17097df29660c842cd6dc76fce4f832121aba",
+    sha256 = "f84c62d3d136433bb7b2b4f0e2d2af7ec2fd32ae76963adfb29082b92e520247",
+    git_commit = "2db0c374ccf3f0a5df6f4bbe3d88d932e9ccda24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 639d1e201664bcfb996c6b9487e2f2ba7c536521 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Nov 2021 11:05:31 -0800
Subject: [PATCH 5588/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08d19d50-7603-4ec5-9662-b6deec28ca75

PiperOrigin-RevId: 408185571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 630a166ae6b..fc4d452c676 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f84c62d3d136433bb7b2b4f0e2d2af7ec2fd32ae76963adfb29082b92e520247",
-    git_commit = "2db0c374ccf3f0a5df6f4bbe3d88d932e9ccda24",
+    sha256 = "6fd2c9446f24f31509ac1e413e6dfba47eb60bba29b3f85fbc365f8a1658873c",
+    git_commit = "8616bf235e078fd6fe293364db1c0b6224b8c900",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f342fdfe2f2228aba933aadd05f5074e737a55d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Nov 2021 17:01:34 -0800
Subject: [PATCH 5589/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/365174b7-06e8-4cc8-bad6-55014217343d

PiperOrigin-RevId: 408217032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc4d452c676..7364c8e0aa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fd2c9446f24f31509ac1e413e6dfba47eb60bba29b3f85fbc365f8a1658873c",
-    git_commit = "8616bf235e078fd6fe293364db1c0b6224b8c900",
+    sha256 = "77652d867927a31067a763824f5e1bdfb7a832bf8040969e4977bc19af7f3f44",
+    git_commit = "5bf31fcaffd05a9c1b999b0bc2b52a4975751ff7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fa42a4c0db2beb2ba602c892ecfa41b7e74b0cc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Nov 2021 23:01:40 -0800
Subject: [PATCH 5590/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8ea1348-6b4d-40e0-bd2b-87f7507f8ba9

PiperOrigin-RevId: 408255482
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7364c8e0aa7..0bd61befa6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77652d867927a31067a763824f5e1bdfb7a832bf8040969e4977bc19af7f3f44",
-    git_commit = "5bf31fcaffd05a9c1b999b0bc2b52a4975751ff7",
+    sha256 = "1e1d62321b3e706d9ce912696945fa820fe3b70f15cab23025b90977fcd73383",
+    git_commit = "5751fd1b006c400fb5497ea7c86e5422655e0e20",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39b4031870a489bc061ef98c9c502eb6fba094e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Nov 2021 06:02:06 -0800
Subject: [PATCH 5591/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c468dd6-7e46-4ba9-9dcb-a8d693582907

PiperOrigin-RevId: 408320770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0bd61befa6e..e1de99abf02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e1d62321b3e706d9ce912696945fa820fe3b70f15cab23025b90977fcd73383",
-    git_commit = "5751fd1b006c400fb5497ea7c86e5422655e0e20",
+    sha256 = "2921da8dd3c99c15ee14d6119b4b01e8ac302c1f656853982c5a2f086e0b4b45",
+    git_commit = "c1ddc3f097997094d0e045bd81502805a169937c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91bb2f76a5b0d8b9ccd54276020ea6469ec1e41a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Nov 2021 12:01:43 -0800
Subject: [PATCH 5592/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5dfd5b0-0f02-4aa5-8e26-1c53586e73ca

PiperOrigin-RevId: 408405531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1de99abf02..dae09e9cf5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2921da8dd3c99c15ee14d6119b4b01e8ac302c1f656853982c5a2f086e0b4b45",
-    git_commit = "c1ddc3f097997094d0e045bd81502805a169937c",
+    sha256 = "254c5dc2e22215c4e3a0d8e109e6a7b7d69e879c2e2e07fa3c0b39e523fa7585",
+    git_commit = "9f3eb61a8033efa4ef45b1f291ef67d5beef8b0e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e65940db248a34d9feb72e79a390a7419010b0d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Nov 2021 18:01:36 -0800
Subject: [PATCH 5593/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4823c22c-d57c-4129-aff0-062ff1153b6b

PiperOrigin-RevId: 408486763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dae09e9cf5b..71188815808 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "254c5dc2e22215c4e3a0d8e109e6a7b7d69e879c2e2e07fa3c0b39e523fa7585",
-    git_commit = "9f3eb61a8033efa4ef45b1f291ef67d5beef8b0e",
+    sha256 = "799cae070a714f0326bf6bf3a5cbb2dd2209b5c518b39d4f034692d3b93f1862",
+    git_commit = "da3133931471b66eb63421af42dd2d8f2c4c6ec0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f63dbf86deb2f6cd2a3d680bf6bfc7f086cfdcc Mon Sep 17 00:00:00 2001
From: Shan Han <hanshan@google.com>
Date: Mon, 8 Nov 2021 21:23:03 -0800
Subject: [PATCH 5594/8103] Update a precondition failure log message.

PiperOrigin-RevId: 408515196
---
 .../batching/batching_session.cc               | 10 +++++-----
 .../batching/batching_session_test.cc          | 18 ++++++++----------
 2 files changed, 13 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 25a7e89e508..dc21d7e1629 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -523,11 +523,11 @@ Status BatchingSession::MergeInputTensors(
               tensors_to_merge[tensor_name][0].shape();
           if (!AreShapesEqualExceptZeroDim(tensor.shape(), reference_shape)) {
             return errors::FailedPrecondition(
-                "Tensors with name '" + tensor_name + "' from different tasks" +
-                " have different shapes and padding is turned off." +
-                "Set pad_variable_length_inputs to true, or ensure that " +
-                "all tensors with the same name" +
-                "have equal dimensions starting with the first dim.");
+                "Tensors with name '" + tensor_name +
+                "' from different tasks have different shapes and padding is "
+                "turned off. Set pad_variable_length_inputs to true, or ensure "
+                "that all tensors with the same name have equal dimensions "
+                "starting with the first dim.");
           }
         }
       }
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 9b3f84ca374..4565ea4fc02 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -413,11 +413,10 @@ TEST_P(BatchingSessionTest, BatchHandlesSplitError) {
       CreateHalfPlusTwoSession(), &batching_session));
 
   string expected_error_msg =
-      "Tensors with name 'x' from different tasks"
-      " have different shapes and padding is turned off."
-      "Set pad_variable_length_inputs to true, or ensure that "
-      "all tensors with the same name"
-      "have equal dimensions starting with the first dim.";
+      "Tensors with name 'x' from different tasks have different shapes and "
+      "padding is turned off. Set pad_variable_length_inputs to true, or "
+      "ensure that all tensors with the same name have equal dimensions "
+      "starting with the first dim.";
 
   // `max_batch_size` is 3 and `max_execution_batch_size` is 2, so inputs of
   // first thread will span over two tasks, causing errors in both batch tasks.
@@ -632,11 +631,10 @@ TEST_P(BatchingSessionTest, UnequalTensorShapesWithPaddingTurnedOff) {
       schedule_options, batching_session_options, {{"x"}, {"y"}},
       CreateMatrixHalfPlusTwoSession(), &batching_session));
   string expected_error_msg =
-      "Tensors with name 'x' from different tasks"
-      " have different shapes and padding is turned off."
-      "Set pad_variable_length_inputs to true, or ensure that "
-      "all tensors with the same name"
-      "have equal dimensions starting with the first dim.";
+      "Tensors with name 'x' from different tasks have different shapes and "
+      "padding is turned off. Set pad_variable_length_inputs to true, or "
+      "ensure that all tensors with the same name have equal dimensions "
+      "starting with the first dim.";
   std::unique_ptr<Thread> first_request_thread(Env::Default()->StartThread(
       ThreadOptions(), "first_request",
       [&batching_session, &expected_error_msg] {

From 1bf36e94313e4c1e79eb21f10dbded09695f58fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Nov 2021 00:01:28 -0800
Subject: [PATCH 5595/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb315c22-df96-4f93-a71a-00f860791136

PiperOrigin-RevId: 408534541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71188815808..d74add52e2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "799cae070a714f0326bf6bf3a5cbb2dd2209b5c518b39d4f034692d3b93f1862",
-    git_commit = "da3133931471b66eb63421af42dd2d8f2c4c6ec0",
+    sha256 = "9277d8c065fa0c5fde863fdcaf6eed7eef3c5bf972b163587f301018dda1324d",
+    git_commit = "222970e9947371fcd6ba948c9ce1e073cf3ff673",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4fbe7ca0ab3996eea4e84ea387550af7e660e679 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Nov 2021 06:01:54 -0800
Subject: [PATCH 5596/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22cded5b-c394-4ac6-b1a1-1db0e765ae21

PiperOrigin-RevId: 408589325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d74add52e2a..e64f4181257 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9277d8c065fa0c5fde863fdcaf6eed7eef3c5bf972b163587f301018dda1324d",
-    git_commit = "222970e9947371fcd6ba948c9ce1e073cf3ff673",
+    sha256 = "b40f77d8c9a39bdbb792852157bb2b53dc07bf265d8ff1c6e3551e2c00b8cac0",
+    git_commit = "30ae60ef11221bb5d3f5a972c7ac45b8d28a4471",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 125190edc8c509ff602e0d8431e8618c432b42cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Nov 2021 12:01:50 -0800
Subject: [PATCH 5597/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8de1a70-39cf-451e-8e3e-fe38a285c3e0

PiperOrigin-RevId: 408669936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e64f4181257..448ebd2b490 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b40f77d8c9a39bdbb792852157bb2b53dc07bf265d8ff1c6e3551e2c00b8cac0",
-    git_commit = "30ae60ef11221bb5d3f5a972c7ac45b8d28a4471",
+    sha256 = "2d6fb6fd3a7b55db666ba7d91670b4e178562436ec3c3d48a2f46f43015c8ec8",
+    git_commit = "9f6d8c0dd76f9e87e3d40afc0b5d47264074d5d5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 28496e98af80162ffdc8e449c71fac3a6b06cf12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Nov 2021 18:01:34 -0800
Subject: [PATCH 5598/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a98b110f-a961-4af3-98a9-e0ee456e708f

PiperOrigin-RevId: 408750673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 448ebd2b490..cbcacc3dc5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d6fb6fd3a7b55db666ba7d91670b4e178562436ec3c3d48a2f46f43015c8ec8",
-    git_commit = "9f6d8c0dd76f9e87e3d40afc0b5d47264074d5d5",
+    sha256 = "bdb5b40378ec4c453cff79d7d669bbd566857aa7f8a185dd058dc63cdd469b35",
+    git_commit = "eb6308d8718d4d7fa6cb8f64e679a5672f729e78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10f052dc764eed05dc83f586c21e998993ad7137 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Nov 2021 00:02:08 -0800
Subject: [PATCH 5599/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/027f6172-a4dd-427e-80c5-65845634427a

PiperOrigin-RevId: 408800458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbcacc3dc5e..919982c0cfb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdb5b40378ec4c453cff79d7d669bbd566857aa7f8a185dd058dc63cdd469b35",
-    git_commit = "eb6308d8718d4d7fa6cb8f64e679a5672f729e78",
+    sha256 = "05366579a278b98078606aec440f8e235ccdd4431203bdb006ad52bd993da00f",
+    git_commit = "c8a99ccd061ebbcda8dd57edf31111c6082fe32c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f0f295ca733c42b1c51673457d21d789e6d33ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Nov 2021 06:01:48 -0800
Subject: [PATCH 5600/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25e56cb5-66d0-44a1-936d-ee9c1d09210d

PiperOrigin-RevId: 408858377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 919982c0cfb..148318fc19e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05366579a278b98078606aec440f8e235ccdd4431203bdb006ad52bd993da00f",
-    git_commit = "c8a99ccd061ebbcda8dd57edf31111c6082fe32c",
+    sha256 = "8a81329d61a727e4f8d1b41a5f749c834908307ca36f572de19550836154895a",
+    git_commit = "33dc8e4b4d4115b308cc55bd99ed5a9cd8b36b4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 785212d22dee26ad9a0e1304647c35758b89e640 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Nov 2021 12:01:40 -0800
Subject: [PATCH 5601/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd1a1219-dc65-457f-bb08-8578065a7864

PiperOrigin-RevId: 408941386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 148318fc19e..1202378d183 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a81329d61a727e4f8d1b41a5f749c834908307ca36f572de19550836154895a",
-    git_commit = "33dc8e4b4d4115b308cc55bd99ed5a9cd8b36b4c",
+    sha256 = "d5899984e6aaa59429fd1cf290800a603dcffb4d2d2e1598dff300e0c92c1f41",
+    git_commit = "274df9b02330b790aa8de1cee164b70f72b9b244",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fca9608d4f4a2e6149b8b2cbf0ba895f350661bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Nov 2021 18:01:59 -0800
Subject: [PATCH 5602/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca84fb3b-3826-4dda-a1ea-6bf95726c907

PiperOrigin-RevId: 409023801
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1202378d183..0824e255661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d5899984e6aaa59429fd1cf290800a603dcffb4d2d2e1598dff300e0c92c1f41",
-    git_commit = "274df9b02330b790aa8de1cee164b70f72b9b244",
+    sha256 = "d0a7a0888708d9549d67ee65270d5f934844c3136ff17aa32d36d75404ecf0f5",
+    git_commit = "e86e1ecbfb02fd90a2a7177af9c8e04850a1550b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dd30a7e67e50749831e59013cd9a5210bee4b936 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Nov 2021 00:02:11 -0800
Subject: [PATCH 5603/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6869c15f-1b1d-4472-9d9d-250ae9865c95

PiperOrigin-RevId: 409074086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0824e255661..f014712d617 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0a7a0888708d9549d67ee65270d5f934844c3136ff17aa32d36d75404ecf0f5",
-    git_commit = "e86e1ecbfb02fd90a2a7177af9c8e04850a1550b",
+    sha256 = "0df9803d3c7064b5e6dbbdd0268a0e2fe3c8c9f59db304da332edc255c1e88a2",
+    git_commit = "91b4885d29b8f4d52b66ab2bfb2870fea0c64523",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74983b2f95d0e101cfb92433ee4f54e7c18acf19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Nov 2021 06:01:38 -0800
Subject: [PATCH 5604/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bea71e1e-1afe-4136-bb25-c06525618023

PiperOrigin-RevId: 409128215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f014712d617..9ab7d10f925 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0df9803d3c7064b5e6dbbdd0268a0e2fe3c8c9f59db304da332edc255c1e88a2",
-    git_commit = "91b4885d29b8f4d52b66ab2bfb2870fea0c64523",
+    sha256 = "c9eccb51d6e28d3b95a34ae09bca796660a76cd30a7e360094717b6b7ffedb82",
+    git_commit = "07768212a1df974a8487fe6badc161773164541c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04bc290974389d23ba634f03bd7a9325fe49ab4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Nov 2021 12:01:39 -0800
Subject: [PATCH 5605/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a33f651-19d5-432f-b530-3dc672deb350

PiperOrigin-RevId: 409208260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ab7d10f925..e1663c356c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9eccb51d6e28d3b95a34ae09bca796660a76cd30a7e360094717b6b7ffedb82",
-    git_commit = "07768212a1df974a8487fe6badc161773164541c",
+    sha256 = "0cb2a60b869eef8dc95131406630d4e0122b0365e3fb3d467cce2f989561c49a",
+    git_commit = "240655511cd3e701155f944a972db71b6c0b1bb6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From adf5428b4600657b946a570cc99840afb0577362 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Nov 2021 18:01:43 -0800
Subject: [PATCH 5606/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed127e9d-e930-4638-b812-6def52bf25d2

PiperOrigin-RevId: 409289479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1663c356c7..a2e486d8aaf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cb2a60b869eef8dc95131406630d4e0122b0365e3fb3d467cce2f989561c49a",
-    git_commit = "240655511cd3e701155f944a972db71b6c0b1bb6",
+    sha256 = "86c3e127c692e9964a1408f9a567e7658a0693af80fcaf37c40aae52e8526337",
+    git_commit = "84f24fd0492e43dee7a5a5028d37b628d3b86587",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4b685c58af75fa7802e7e3d6147d94e12088bd0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Nov 2021 00:01:49 -0800
Subject: [PATCH 5607/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8a06719-b0d3-47a3-86a1-9bebe830220f

PiperOrigin-RevId: 409337099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2e486d8aaf..8682deff422 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86c3e127c692e9964a1408f9a567e7658a0693af80fcaf37c40aae52e8526337",
-    git_commit = "84f24fd0492e43dee7a5a5028d37b628d3b86587",
+    sha256 = "8e0a3d56536bf902deb635e3b194b1a70084373d0b683a72a969ec10eceab3c4",
+    git_commit = "da585e4c3aee1745aa3e425efb4f1b60019f3e26",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 054140352ce837ea5060d76dc36a99ab2d0c43cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Nov 2021 06:01:34 -0800
Subject: [PATCH 5608/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1cebcc7-5fb4-4fa4-b9f2-825367f05234

PiperOrigin-RevId: 409391935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8682deff422..30452671cce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e0a3d56536bf902deb635e3b194b1a70084373d0b683a72a969ec10eceab3c4",
-    git_commit = "da585e4c3aee1745aa3e425efb4f1b60019f3e26",
+    sha256 = "36dcc93ab8e56d1b9088007e3aa5bf3ba8a91346221168736a223f6316f88045",
+    git_commit = "57ae041c68bf5fae125acd7dadccf95a413bc281",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ece2f5af9baf33f1efb90ff35495186f0e636de Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Fri, 12 Nov 2021 11:14:08 -0800
Subject: [PATCH 5609/8103] Internal change.

PiperOrigin-RevId: 409456556
---
 .../tensorflow/bundle_factory_util.cc         |  6 +++++
 .../tensorflow/bundle_factory_util.h          |  5 ++++
 .../tensorflow/saved_model_bundle_factory.cc  |  4 ++-
 .../servables/tensorflow/serving_session.h    | 27 +++++++++++++++++++
 .../tensorflow/session_bundle_config.proto    |  7 ++++-
 .../session_bundle/oss/session_bundle_util.cc |  5 ++++
 .../session_bundle/session_bundle_util.h      |  7 +++++
 7 files changed, 59 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 4b9b899f9dd..374da84cd2e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -125,5 +125,11 @@ Status WrapSession(std::unique_ptr<Session>* session) {
   return Status::OK();
 }
 
+Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session) {
+  session->reset(
+      new SessionWrapperIgnoreThreadPoolOptions(std::move(*session)));
+  return Status::OK();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 753765c8d1e..8da940e07a9 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -98,6 +98,11 @@ Status WrapSessionForBatching(
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
 
+// Wraps a session in a new session that only supports Run() without threading
+// parameters.
+// TODO(b/205884936): Add test case.
+Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session);
+
 // Construct Queue Options from BatchingParameters.
 template <typename TaskType>
 typename SharedBatchScheduler<TaskType>::QueueOptions GetQueueOptions(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index c3965c9ef8a..c3d449cfa19 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -156,7 +156,9 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     (*bundle)->meta_graph_def.mutable_signature_def()->swap(
         *metagraph.mutable_signature_def());
   }
-  if (config_.has_batching_parameters()) {
+  if (config_.wrap_session_with_no_threading_params()) {
+    return WrapSessionIgnoreThreadPoolOptions(&(*bundle)->session);
+  } else if (config_.has_batching_parameters()) {
     LOG(INFO) << "Wrapping session to perform batch processing";
     if (batch_scheduler_ == nullptr) {
       return errors::Internal("batch_scheduler_ not set");
diff --git a/tensorflow_serving/servables/tensorflow/serving_session.h b/tensorflow_serving/servables/tensorflow/serving_session.h
index 5b4e8a75893..8ba132ae8b4 100644
--- a/tensorflow_serving/servables/tensorflow/serving_session.h
+++ b/tensorflow_serving/servables/tensorflow/serving_session.h
@@ -93,6 +93,33 @@ class ServingSessionWrapper : public ServingSession {
   TF_DISALLOW_COPY_AND_ASSIGN(ServingSessionWrapper);
 };
 
+// Subclass of SessionWrapper which reroutes Run() calls with
+// thread_pool_options to Run() without those options.  This is to provide
+// support for RemoteSession::Run which does not implement the overloaded Run()
+// method with thread pool options.
+class SessionWrapperIgnoreThreadPoolOptions : public ServingSessionWrapper {
+ public:
+  explicit SessionWrapperIgnoreThreadPoolOptions(
+      std::unique_ptr<Session> wrapped)
+      : ServingSessionWrapper(std::move(wrapped)) {
+    VLOG(2) << "Created the SessionWrapperIgnoreThreadPoolOptions around the "
+               "Session.";
+  }
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+             const thread::ThreadPoolOptions& thread_pool_options) override {
+    return ServingSessionWrapper::Run(run_options, inputs, output_tensor_names,
+                                      target_node_names, outputs, run_metadata);
+  }
+
+ private:
+  TF_DISALLOW_COPY_AND_ASSIGN(SessionWrapperIgnoreThreadPoolOptions);
+};
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 74741fa0346..6cba9ba3b8d 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -94,7 +94,7 @@ message SessionBundleConfig {
   // Tries to use infra validation result to estimate resource usage.
   bool resource_estimation_uses_validation_result = 784;
 
-  int32 num_tflite_interpreters = 785 [deprecated=true];
+  int32 num_tflite_interpreters = 785 [deprecated = true];
   // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
   //
   // Number of TFLite interpreters in an interpreter pool of TfLiteSession.
@@ -104,6 +104,11 @@ message SessionBundleConfig {
   //
   // Number of TFLite interpreter pools in a TfLiteSession.
   int32 num_tflite_pools = 787;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Use SessionWrapperIgnoreThreadPoolOptions instead.
+  bool wrap_session_with_no_threading_params = 788;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index beea4a7e49b..adec8df3f99 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -26,6 +26,11 @@ namespace serving {
 
 namespace session_bundle {
 
+Status SetGraphRewriter(
+    std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter) {
+  return errors::Unimplemented("This functionality is not implemented.");
+}
+
 Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
diff --git a/tensorflow_serving/session_bundle/session_bundle_util.h b/tensorflow_serving/session_bundle/session_bundle_util.h
index 34fbcceb35c..b7056cf7723 100644
--- a/tensorflow_serving/session_bundle/session_bundle_util.h
+++ b/tensorflow_serving/session_bundle/session_bundle_util.h
@@ -100,6 +100,13 @@ Status GetNamedSignature(const string& name,
                          const tensorflow::MetaGraphDef& meta_graph_def,
                          Signature* default_signature);
 
+// EXPERIMENTAL. THIS METHOD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+// Sets a global graph rewrite function that is called on all saved models
+// immediately after metagraph load, but before session creation.  This function
+// can only be called once.
+Status SetGraphRewriter(
+    std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter);
+
 }  // namespace session_bundle
 }  // namespace serving
 }  // namespace tensorflow

From 549c53f9adc93850b645e3d7c71049cb90229617 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Nov 2021 12:02:06 -0800
Subject: [PATCH 5610/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e453ebef-c676-48f6-b9d0-798473a12628

PiperOrigin-RevId: 409468952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30452671cce..bf390e94524 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36dcc93ab8e56d1b9088007e3aa5bf3ba8a91346221168736a223f6316f88045",
-    git_commit = "57ae041c68bf5fae125acd7dadccf95a413bc281",
+    sha256 = "b6d53fd6d6b09b200240e94342ef38ed1723bdac51a7236155a9ae7feafa0b78",
+    git_commit = "f994697f9b6bba0efc41513d1783b3f64ad46992",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d9a18a4791ad47b8823a6913745a51d3a8ecd434 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Nov 2021 18:01:25 -0800
Subject: [PATCH 5611/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6efb70b-f0fd-4b29-b43a-990fb74f89cd

PiperOrigin-RevId: 409553372
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf390e94524..1c06a7d6b7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6d53fd6d6b09b200240e94342ef38ed1723bdac51a7236155a9ae7feafa0b78",
-    git_commit = "f994697f9b6bba0efc41513d1783b3f64ad46992",
+    sha256 = "f90381e5c5c79e73f3bd9dbb68c1babc0ff01304d3071bb4d596728bd88b11d9",
+    git_commit = "dfed4f9cfcad43f950ccb8748e8371d03e57822d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f493504f47f5ec6bcff1bb034272fbad6830047c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Nov 2021 00:01:47 -0800
Subject: [PATCH 5612/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6dfbe4cc-7e37-499e-a5c4-3806ed023009

PiperOrigin-RevId: 409599710
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c06a7d6b7d..32d93d68bda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f90381e5c5c79e73f3bd9dbb68c1babc0ff01304d3071bb4d596728bd88b11d9",
-    git_commit = "dfed4f9cfcad43f950ccb8748e8371d03e57822d",
+    sha256 = "48a271e1caf5b9cb098229debacce6f057d57bcbd343b68999cef86b66605707",
+    git_commit = "cb0d34b71497d5bec4eaf86eddf5d9cbcd676854",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0dbc45a99cddfe06b283b1fdd441adf71aaa7646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Nov 2021 06:01:36 -0800
Subject: [PATCH 5613/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/715e0a6b-e5b9-469e-836f-9155374e3be7

PiperOrigin-RevId: 409650049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32d93d68bda..1e8c2b308cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48a271e1caf5b9cb098229debacce6f057d57bcbd343b68999cef86b66605707",
-    git_commit = "cb0d34b71497d5bec4eaf86eddf5d9cbcd676854",
+    sha256 = "5531111a83462d4a7674099c657a827abd7cc553541e0beebeac9433671e0685",
+    git_commit = "af2cab9355e8d5bf48c2c7042b3faaf31262ea8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ed50d2675b6de4850307782ef0c8caf4f933fd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Nov 2021 12:02:15 -0800
Subject: [PATCH 5614/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd4c22b0-18d6-4384-b051-1aeb10800d6d

PiperOrigin-RevId: 409696800
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1e8c2b308cf..5b4e37b1019 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5531111a83462d4a7674099c657a827abd7cc553541e0beebeac9433671e0685",
-    git_commit = "af2cab9355e8d5bf48c2c7042b3faaf31262ea8c",
+    sha256 = "c3dffe44d27a672761a574ad8ecb3b369bd77332028cbd99e70717308c4f4fa8",
+    git_commit = "7a6a7276fa49f933156f39fc707b2f67a7da93d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7731c68cca2cbfe7f9c311c8a6542ddb5a4e26e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Nov 2021 18:01:47 -0800
Subject: [PATCH 5615/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cec53689-6ce0-4ea4-bf2d-c0505ede83e3

PiperOrigin-RevId: 409731866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b4e37b1019..4df56c43ae9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3dffe44d27a672761a574ad8ecb3b369bd77332028cbd99e70717308c4f4fa8",
-    git_commit = "7a6a7276fa49f933156f39fc707b2f67a7da93d0",
+    sha256 = "4e5d0ce7f0a1ef74d816bd56467b36e33c71d2ebb5ccb5b3ba9a1a3c64ce71da",
+    git_commit = "3beeeff5abbaf24562722c4cbe3af8614346286c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc3d279b181924b3b331ebe620ee82858b52ece6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Nov 2021 00:01:57 -0800
Subject: [PATCH 5616/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8f19b20-9b1e-4af4-bccf-f2b3a44176ce

PiperOrigin-RevId: 409762761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4df56c43ae9..cd97c48b603 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e5d0ce7f0a1ef74d816bd56467b36e33c71d2ebb5ccb5b3ba9a1a3c64ce71da",
-    git_commit = "3beeeff5abbaf24562722c4cbe3af8614346286c",
+    sha256 = "d5e972cf35ce3391ba59b11332dc0b602190ff3c45eac7c6eeda09f8ee16e3b6",
+    git_commit = "b2dea643050b1a94aa4b08ed74de2f2c2a7f1633",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4895db03fbbb8334a0176b9d41670acc7dea2919 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Nov 2021 06:02:02 -0800
Subject: [PATCH 5617/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c88b9891-d044-4fbe-b546-a44b382f646b

PiperOrigin-RevId: 409796233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd97c48b603..b1ab13adce2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d5e972cf35ce3391ba59b11332dc0b602190ff3c45eac7c6eeda09f8ee16e3b6",
-    git_commit = "b2dea643050b1a94aa4b08ed74de2f2c2a7f1633",
+    sha256 = "5f866428925198bb121f38f51ec84b75e491be9f59b261b17889a10a4e4c6fdf",
+    git_commit = "19e4297774bb928580a5bae42482c04ba05655a4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7bc90bd5a8486c75f3ca2084dbd18a344284a2b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Nov 2021 12:01:50 -0800
Subject: [PATCH 5618/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b765e6a4-9bd4-4c77-a711-a30fba6b1126

PiperOrigin-RevId: 409826375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1ab13adce2..8e8b9101b61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f866428925198bb121f38f51ec84b75e491be9f59b261b17889a10a4e4c6fdf",
-    git_commit = "19e4297774bb928580a5bae42482c04ba05655a4",
+    sha256 = "b44c39fd83e98b7190d88b0da40fbe146b4ebe0267603f7cb23fd1679d189569",
+    git_commit = "bc8993215515f3f8b5191f8429ef242433f9132a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19fb3f31c832ea103aa6af1ae0756dbeaea9e1e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Nov 2021 18:02:00 -0800
Subject: [PATCH 5619/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5310dfe9-f5e0-4c67-b2e7-7a5981308e2d

PiperOrigin-RevId: 409860120
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e8b9101b61..c0f6912425f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b44c39fd83e98b7190d88b0da40fbe146b4ebe0267603f7cb23fd1679d189569",
-    git_commit = "bc8993215515f3f8b5191f8429ef242433f9132a",
+    sha256 = "d06cd7aa16159c2b997a8c5fa35b3dee8edef3938e6834e5949420e2ece634a2",
+    git_commit = "061e4426d13572b986bcd5aa2a3354ee35d7089a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f296242ee0b2123f6efb77de0d164df6f18c498 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Nov 2021 00:02:25 -0800
Subject: [PATCH 5620/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b1c368f-5934-41a6-9cc4-0c174365c411

PiperOrigin-RevId: 409899837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0f6912425f..ff4aa70fdba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d06cd7aa16159c2b997a8c5fa35b3dee8edef3938e6834e5949420e2ece634a2",
-    git_commit = "061e4426d13572b986bcd5aa2a3354ee35d7089a",
+    sha256 = "e68dfd8fbd484296fb072dc4323ff195944e2a8266f683ac92860fde342b4854",
+    git_commit = "c53b9bf2c0b516194a144b246d96d8a2183d7302",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 71b832c6c13c17a424c500f7f4b9f27ab052798a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Nov 2021 06:01:42 -0800
Subject: [PATCH 5621/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d0d72d5-f9a7-4116-ab77-98e3163dd2b9

PiperOrigin-RevId: 409957661
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff4aa70fdba..221961815f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e68dfd8fbd484296fb072dc4323ff195944e2a8266f683ac92860fde342b4854",
-    git_commit = "c53b9bf2c0b516194a144b246d96d8a2183d7302",
+    sha256 = "11c4e5e6ec189a5ff314a16931375eb5be401450188e7522504f6c368eb186bd",
+    git_commit = "9ea420427a03857e93f53cef080cd81838e5ae55",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09580ae69be26d33c2098732bcc5857c40cb542f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Nov 2021 12:02:29 -0800
Subject: [PATCH 5622/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5703efbe-0bd9-497d-aab1-2ebe565e1c70

PiperOrigin-RevId: 410044657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 221961815f1..6377b6a30be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11c4e5e6ec189a5ff314a16931375eb5be401450188e7522504f6c368eb186bd",
-    git_commit = "9ea420427a03857e93f53cef080cd81838e5ae55",
+    sha256 = "9421aaf6bb2fa5719ef7154577ed7b249332ae9c7b1b44e1ed2bfae6c1b1306a",
+    git_commit = "8b7add39e19a9f855ef837f2e81b7ee8c61fe604",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54d779b4c196169ae95bc8aa324171cc7137d529 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Nov 2021 20:02:06 -0800
Subject: [PATCH 5623/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e09e9022-452f-4ffb-824c-8339e50830d9

PiperOrigin-RevId: 410144889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6377b6a30be..84682e86ec6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9421aaf6bb2fa5719ef7154577ed7b249332ae9c7b1b44e1ed2bfae6c1b1306a",
-    git_commit = "8b7add39e19a9f855ef837f2e81b7ee8c61fe604",
+    sha256 = "6e51ace5fe17e327e6be6aeff56eb4025deea3083f3654c6b7e8e61f7caca391",
+    git_commit = "8ae4d415050ba3a70e30367909e0dc77e3ee0378",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61876f6f4644c06e8591bc430efedfb7e77ab56a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Nov 2021 00:01:42 -0800
Subject: [PATCH 5624/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a394f3b-ce76-4348-8192-bb448d522f80

PiperOrigin-RevId: 410175408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84682e86ec6..b5cef87bca2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e51ace5fe17e327e6be6aeff56eb4025deea3083f3654c6b7e8e61f7caca391",
-    git_commit = "8ae4d415050ba3a70e30367909e0dc77e3ee0378",
+    sha256 = "f921e875933224c5e745e5ceea2fb44ad19cd519a820273b4ad0bd21d4f3a658",
+    git_commit = "31aa1f3cc8799a1025611a5c2f0b1d9a58803a64",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4b8a1b665614d9ac31a6d3b7af1d11c02a29017 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Nov 2021 18:02:27 -0800
Subject: [PATCH 5625/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/806d4c40-0aea-4d55-ac71-f78b223a588c

PiperOrigin-RevId: 410942764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5cef87bca2..7f9ee8b1639 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f921e875933224c5e745e5ceea2fb44ad19cd519a820273b4ad0bd21d4f3a658",
-    git_commit = "31aa1f3cc8799a1025611a5c2f0b1d9a58803a64",
+    sha256 = "ac14e347edc7a0bdd19c82fe266d33859a76afba7579bfe2fdf41d4d12386a8a",
+    git_commit = "b2f976049473041b2046e4d2a85efe9d058d7651",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14c64dc5798e2dde18d4678275954b42266cd3e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Nov 2021 00:02:20 -0800
Subject: [PATCH 5626/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/593cfa41-f3a6-46d1-81cd-d14db7290f1e

PiperOrigin-RevId: 410988541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f9ee8b1639..8bd3f99bf77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac14e347edc7a0bdd19c82fe266d33859a76afba7579bfe2fdf41d4d12386a8a",
-    git_commit = "b2f976049473041b2046e4d2a85efe9d058d7651",
+    sha256 = "e5c871b1145ea5e9b69e63879015e77d04fc95447ed4368881f84be5ff0fde2d",
+    git_commit = "4cb9a07e96ef039ef1074d76cecc7043020b1b80",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98d002878af8f1939d398a331ef64893004661ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Nov 2021 06:02:54 -0800
Subject: [PATCH 5627/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93165df6-b763-4193-9ed8-0d08275e914b

PiperOrigin-RevId: 411042997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bd3f99bf77..3666d056719 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5c871b1145ea5e9b69e63879015e77d04fc95447ed4368881f84be5ff0fde2d",
-    git_commit = "4cb9a07e96ef039ef1074d76cecc7043020b1b80",
+    sha256 = "ffef4449611fdfc31212f89aed1c923c0cf992c8c3a81b16fdd5fc2775397480",
+    git_commit = "89a6f43026af75bd4ed9f961a89e983d47f3d593",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ac1d9a857e774bc1bf39e3b4ce7bbc996805f70a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Nov 2021 12:01:48 -0800
Subject: [PATCH 5628/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41fb5b59-23f8-4a79-9da2-594cae33a5cf

PiperOrigin-RevId: 411113565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3666d056719..41a75728549 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffef4449611fdfc31212f89aed1c923c0cf992c8c3a81b16fdd5fc2775397480",
-    git_commit = "89a6f43026af75bd4ed9f961a89e983d47f3d593",
+    sha256 = "7856f4ad239fe08c7298bb7d465f27b49a504b7c1be6fd4e512f629f84fab5a4",
+    git_commit = "c97855409de2974cc4614cd4ad354ac0870d85bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb87f119de897eb9d6e59f7805f2040466ceee9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Nov 2021 18:04:41 -0800
Subject: [PATCH 5629/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/504396d4-be07-4019-9895-260f3b7e81f8

PiperOrigin-RevId: 411182591
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41a75728549..b69cbe7bcb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7856f4ad239fe08c7298bb7d465f27b49a504b7c1be6fd4e512f629f84fab5a4",
-    git_commit = "c97855409de2974cc4614cd4ad354ac0870d85bf",
+    sha256 = "e4e1e32477c6ef25d550f943c6c7f857f8af2dbfb10700f9b550a1b2528ac60e",
+    git_commit = "b0d9efd1c9c72786b49b2f1471298a87def3f38e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3aa218ee5e8e342a58726dadddd3528b5b449fa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Nov 2021 00:01:42 -0800
Subject: [PATCH 5630/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e561d077-6594-49d9-bc81-c7db5db699a9

PiperOrigin-RevId: 411218784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b69cbe7bcb4..8809e077a48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4e1e32477c6ef25d550f943c6c7f857f8af2dbfb10700f9b550a1b2528ac60e",
-    git_commit = "b0d9efd1c9c72786b49b2f1471298a87def3f38e",
+    sha256 = "1561bc2331462dd6b93145d5ed24f60f2b4a2bd3cdebcb77a76607ce7284be92",
+    git_commit = "0b583f00a8be8348b3eb1b7be63f39de4d44c191",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c5a7ea403082e9002501eb2584bc8f2994b2187 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Nov 2021 06:02:01 -0800
Subject: [PATCH 5631/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/03dc5266-ac5e-4f04-80d2-a8d3aeacb8a7

PiperOrigin-RevId: 411254973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8809e077a48..9c78594af7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1561bc2331462dd6b93145d5ed24f60f2b4a2bd3cdebcb77a76607ce7284be92",
-    git_commit = "0b583f00a8be8348b3eb1b7be63f39de4d44c191",
+    sha256 = "c301bc909866e836f61e077244b2384055a6e64d827e8b964cc4ef7727468af0",
+    git_commit = "3b4b5130e3b7eb7ed665394b1e56ddc507f817ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c02043a492657875e66069670c29da1ec9f5e05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Nov 2021 12:01:35 -0800
Subject: [PATCH 5632/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9130ac52-c4f4-40bc-9692-8c4e78ebc5f4

PiperOrigin-RevId: 411285906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c78594af7f..9a7a89e6748 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c301bc909866e836f61e077244b2384055a6e64d827e8b964cc4ef7727468af0",
-    git_commit = "3b4b5130e3b7eb7ed665394b1e56ddc507f817ce",
+    sha256 = "268c42aa75c2a15d04c5e098ce730cdc4155a9c70d470e228a1defedaff88abe",
+    git_commit = "df68913fceefc907f6109cd7b5c247db491020cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 953dc4795304933a5091a6730b15b2e4b274a1c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Nov 2021 00:01:37 -0800
Subject: [PATCH 5633/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae198caf-08b1-46c3-80f5-6c0cd4f80638

PiperOrigin-RevId: 411346773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a7a89e6748..7fed2fc8c7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "268c42aa75c2a15d04c5e098ce730cdc4155a9c70d470e228a1defedaff88abe",
-    git_commit = "df68913fceefc907f6109cd7b5c247db491020cf",
+    sha256 = "04cd6d2c64cdb8932e2e8212e9eaf57e1b885208971131c495927536d5884fc2",
+    git_commit = "ce6c2f87fe7c59b42745e1e20ad8cd15e451d3e5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2896b60e9c38169d055210dbf9839a920e0d20e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Nov 2021 06:01:57 -0800
Subject: [PATCH 5634/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67f7dc69-7008-4496-9f21-ad3d42a467ad

PiperOrigin-RevId: 411381632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7fed2fc8c7c..2473052cc30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04cd6d2c64cdb8932e2e8212e9eaf57e1b885208971131c495927536d5884fc2",
-    git_commit = "ce6c2f87fe7c59b42745e1e20ad8cd15e451d3e5",
+    sha256 = "3529a6919a19d304014c4e9054be5e8e184f461277a67ae818a8720a7cf8921f",
+    git_commit = "e948532a7253ddab639ee688e0c66dad5075c8c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc59ed2b7bb34dcc19dedfe442301411f7fe35da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Nov 2021 18:01:33 -0800
Subject: [PATCH 5635/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a865e09d-fc9d-4251-8081-4dae96de1a04

PiperOrigin-RevId: 411444387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2473052cc30..de7862fda87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3529a6919a19d304014c4e9054be5e8e184f461277a67ae818a8720a7cf8921f",
-    git_commit = "e948532a7253ddab639ee688e0c66dad5075c8c1",
+    sha256 = "6fa8e50a27a34b4beebb88fbbb8318fa095b834508c5dc90711fd0337f167232",
+    git_commit = "fa496a9a11f113d516f270a599f71d0139d65776",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68ec76186b3cca00cf6e00cb100981d29edde478 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Nov 2021 00:01:57 -0800
Subject: [PATCH 5636/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be720322-cb15-4773-8c83-0ec82c3374db

PiperOrigin-RevId: 411483351
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de7862fda87..c252ecbca1b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fa8e50a27a34b4beebb88fbbb8318fa095b834508c5dc90711fd0337f167232",
-    git_commit = "fa496a9a11f113d516f270a599f71d0139d65776",
+    sha256 = "df9a5258a1858e8f6e4a11ae25e064153ae7e3b46ad953c91d1914862edf0823",
+    git_commit = "73f0dd6c781b84f047e36470f3b3a934035b02e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8f510b6fac2ad112b95de9cabd43fe18096e494 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Nov 2021 06:02:03 -0800
Subject: [PATCH 5637/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd4500e0-4462-4e9a-904d-4c18f3c25121

PiperOrigin-RevId: 411539935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c252ecbca1b..876538d2e96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df9a5258a1858e8f6e4a11ae25e064153ae7e3b46ad953c91d1914862edf0823",
-    git_commit = "73f0dd6c781b84f047e36470f3b3a934035b02e1",
+    sha256 = "09e07c5fc978961a221f62c1bf08ba43c30d4c944e2be27103ab949ce3bedb31",
+    git_commit = "b1b82cb3e4082bc80370ad8e1af2641d042bd001",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aedbfc81d109f2b69af0bd76e5f3923930fd8d13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Nov 2021 12:03:10 -0800
Subject: [PATCH 5638/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5616e648-4e6e-4ad2-afe0-86c34afb588e

PiperOrigin-RevId: 411616365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 876538d2e96..e64d59a507e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09e07c5fc978961a221f62c1bf08ba43c30d4c944e2be27103ab949ce3bedb31",
-    git_commit = "b1b82cb3e4082bc80370ad8e1af2641d042bd001",
+    sha256 = "c8b0381a4f4beaf31849b07ef3aa1c20bec0408a358dbf166310987ffa633ab7",
+    git_commit = "90425b5390ea194ceb6802f0280c988cb3db4585",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d1ef3752078a4bb566e2b071ac2fdc8549bccefe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Nov 2021 18:01:40 -0800
Subject: [PATCH 5639/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7bf55c1a-5623-4fab-a639-2a8b7ea7bb43

PiperOrigin-RevId: 411689712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e64d59a507e..1f80604af98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8b0381a4f4beaf31849b07ef3aa1c20bec0408a358dbf166310987ffa633ab7",
-    git_commit = "90425b5390ea194ceb6802f0280c988cb3db4585",
+    sha256 = "bd470d43e056d247957b67ea397d5166d2471aba9d1ea7a060a7f01e1a5fd3f4",
+    git_commit = "8a9b43612245a815443e1aaef5b769ce038ee065",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 565bfb05c72c3df193bd629ce70bac80d4ee5445 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Nov 2021 00:02:32 -0800
Subject: [PATCH 5640/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/391313e6-f92f-4b08-b081-8a75fee06b8f

PiperOrigin-RevId: 411734426
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f80604af98..763ed285b30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd470d43e056d247957b67ea397d5166d2471aba9d1ea7a060a7f01e1a5fd3f4",
-    git_commit = "8a9b43612245a815443e1aaef5b769ce038ee065",
+    sha256 = "9b0f4220db7217eada1ee92a9c5dab25a320c05ad7d2ef25edb494abe6f925b7",
+    git_commit = "f3c361931fe449302953596e8f99fcd737b9390c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6e3296871d6c6f5177e8ee4e363a2dae73235e77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Nov 2021 06:02:21 -0800
Subject: [PATCH 5641/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aaf3a271-8d84-4d7b-8685-5aabe7fbc69e

PiperOrigin-RevId: 412039019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 763ed285b30..68b3e7471f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b0f4220db7217eada1ee92a9c5dab25a320c05ad7d2ef25edb494abe6f925b7",
-    git_commit = "f3c361931fe449302953596e8f99fcd737b9390c",
+    sha256 = "2d6e412267a54ac80b98909508d3e65e47126e7428d615f3b78227c9b1c7987b",
+    git_commit = "ec227d650ce462931bf311301f656c4c1cbbbc9f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4da4af62b59f3c0ef79a25b67cf7c2514b484dc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Nov 2021 12:02:30 -0800
Subject: [PATCH 5642/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9d8accb-5363-44d5-a3c6-2f5b22f10801

PiperOrigin-RevId: 412109304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68b3e7471f5..934dd7d511a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d6e412267a54ac80b98909508d3e65e47126e7428d615f3b78227c9b1c7987b",
-    git_commit = "ec227d650ce462931bf311301f656c4c1cbbbc9f",
+    sha256 = "c04ad3214d6dc741cba1ceacb3006a35bf10d1574939973c67f0bc43a53942fa",
+    git_commit = "32cc032bb046e0447335b22b541fe18d43a79985",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e7d3334a0bd171941c2955a6773420bdcf10e875 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Nov 2021 18:01:41 -0800
Subject: [PATCH 5643/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f6d9f8f-40be-44d2-8aa9-3cc6efc5ec0e

PiperOrigin-RevId: 412169127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 934dd7d511a..b88f86f00cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c04ad3214d6dc741cba1ceacb3006a35bf10d1574939973c67f0bc43a53942fa",
-    git_commit = "32cc032bb046e0447335b22b541fe18d43a79985",
+    sha256 = "bbac2c69a872ef4dd2175f902e2cb1832fc78853428a3304a7c4b5a9adfb245f",
+    git_commit = "8ce8d34bc803c0bd8609fbecdeb9d4ccf1296f68",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5d3f33ece9dad0afa2b70a2520caaa79b764d128 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Nov 2021 00:01:36 -0800
Subject: [PATCH 5644/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed21d78a-ad31-449f-84d7-ae6274f24a73

PiperOrigin-RevId: 412212177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b88f86f00cf..16cb26f6c44 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbac2c69a872ef4dd2175f902e2cb1832fc78853428a3304a7c4b5a9adfb245f",
-    git_commit = "8ce8d34bc803c0bd8609fbecdeb9d4ccf1296f68",
+    sha256 = "46880771a9dd8f7d86cee3fb0cccd3bff756eee7d17b82b236a77a87226f1448",
+    git_commit = "7d5dea790cd72bc7e31c65dcc601ec6d4e328b03",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 009f7b626ae862cc17bea5a94d11aab54846feaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Nov 2021 06:04:57 -0800
Subject: [PATCH 5645/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1b998dd-c06f-40d1-9fb7-733f71f10d6f

PiperOrigin-RevId: 412269075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16cb26f6c44..134a2faa524 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46880771a9dd8f7d86cee3fb0cccd3bff756eee7d17b82b236a77a87226f1448",
-    git_commit = "7d5dea790cd72bc7e31c65dcc601ec6d4e328b03",
+    sha256 = "6e5261ca6d7d3b10cccc9d018873868122285301e74ab0448b098197dcc30d63",
+    git_commit = "2ad78721a48f9dbe675b3d064a50b0bd1ea689c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d39ebc5418f93031e73811252e116388e57d0faa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Nov 2021 12:01:41 -0800
Subject: [PATCH 5646/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74c7d895-4353-48d0-9766-10ff52d244e9

PiperOrigin-RevId: 412314550
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 134a2faa524..59a72b27261 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e5261ca6d7d3b10cccc9d018873868122285301e74ab0448b098197dcc30d63",
-    git_commit = "2ad78721a48f9dbe675b3d064a50b0bd1ea689c3",
+    sha256 = "6ca99c1738281f35b90ebb6c3b337ecce8f12968c9ce59a455a3a88847ff28d3",
+    git_commit = "fc9dcbcb450253f9486ab32a7fdeb8461df462be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f3fbec59798e13cb1f7230fcf891c0ec4113331e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Nov 2021 00:02:05 -0800
Subject: [PATCH 5647/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f87ec0a2-e069-4529-8d1d-450fecffd07e

PiperOrigin-RevId: 412389254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59a72b27261..a8c4275559a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ca99c1738281f35b90ebb6c3b337ecce8f12968c9ce59a455a3a88847ff28d3",
-    git_commit = "fc9dcbcb450253f9486ab32a7fdeb8461df462be",
+    sha256 = "a0c0ab41bc9d2b916f407f0b8f192f94627a71626f0bb8ec19b16e6519e86096",
+    git_commit = "46cc2fd99648e1e5cc1622dd784fdfbbc1c3b289",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a10dba4a27ff7157d3f65ac1d93dd9e4a0580007 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Nov 2021 06:01:40 -0800
Subject: [PATCH 5648/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf732f27-1283-465b-8f85-603a823fdd6f

PiperOrigin-RevId: 412437157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8c4275559a..8e15d2c3f6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0c0ab41bc9d2b916f407f0b8f192f94627a71626f0bb8ec19b16e6519e86096",
-    git_commit = "46cc2fd99648e1e5cc1622dd784fdfbbc1c3b289",
+    sha256 = "2c7734ec16d6cb14f0ce7c7cffa954ba6fcf4054c874a8b61569dbd8174ce33a",
+    git_commit = "a8e78bcce40b362980f2b369f46e39555388332c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1365e4d757a530be54a4dfbebe9d517c3b38ea5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Nov 2021 12:01:32 -0800
Subject: [PATCH 5649/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/411e592e-e75a-420e-a81a-becbdf1d3dac

PiperOrigin-RevId: 412479644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e15d2c3f6d..3401f63bf92 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c7734ec16d6cb14f0ce7c7cffa954ba6fcf4054c874a8b61569dbd8174ce33a",
-    git_commit = "a8e78bcce40b362980f2b369f46e39555388332c",
+    sha256 = "68a1fc3b59b0a06c101e62beeee97f0ca18a40010443eac62641b252f6bb7ef3",
+    git_commit = "7c700693e03b5803264e80bf1ff506f5721f4750",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 342a8088524c33f68e3eb4d66800f01a777ceb38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Nov 2021 12:52:37 -0800
Subject: [PATCH 5650/8103] Add `--tensorflow_session_config_file` flag to tf
 serving model server to support custom SessionConfig

PiperOrigin-RevId: 413222980
---
 tensorflow_serving/model_servers/main.cc   | 8 ++++++++
 tensorflow_serving/model_servers/server.cc | 6 ++++++
 tensorflow_serving/model_servers/server.h  | 2 ++
 3 files changed, 16 insertions(+)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 2c7be43dced..551b6085943 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -156,6 +156,14 @@ int main(int argc, char** argv) {
                        "Tensorflow session. Auto-configured by default."
                        "Note that this option is ignored if "
                        "--platform_config_file is non-empty."),
+      tensorflow::Flag(
+          "tensorflow_session_config_file",
+          &options.tensorflow_session_config_file,
+          "If non-empty, read an ascii TensorFlow Session "
+          "ConfigProto protobuf from the supplied file name. Note, "
+          "parts of the session config (threads, parallelism etc.) "
+          "can be overridden if needed, via corresponding command "
+          "line flags."),
       tensorflow::Flag("tensorflow_intra_op_parallelism",
                        &options.tensorflow_intra_op_parallelism,
                        "Number of threads to use to parallelize the execution"
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index ca190e8df3e..0d3c76750e5 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -245,6 +245,12 @@ Status Server::BuildAndStart(const Options& server_options) {
           "server_options.enable_batching to true.");
     }
 
+    if (!server_options.tensorflow_session_config_file.empty()) {
+      TF_RETURN_IF_ERROR(
+          ParseProtoTextFile(server_options.tensorflow_session_config_file,
+                             session_bundle_config.mutable_session_config()));
+    }
+
     session_bundle_config.mutable_session_config()
         ->mutable_gpu_options()
         ->set_per_process_gpu_memory_fraction(
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 3b944bb0fa3..ed15e153871 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -83,6 +83,8 @@ class Server {
     bool use_alts_credentials = false;
     tensorflow::string ssl_config_file;
     string model_config_file;
+    // Text proto file for TensorFlow Session ConfigProto.
+    string tensorflow_session_config_file;
     // Zero means server will not poll FS for model config file after start-up.
     tensorflow::int32 fs_model_config_poll_wait_seconds = 0;
     bool enable_model_warmup = true;

From 6d28088f7c3d132190b53df66d860ce86e866efe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Nov 2021 18:01:27 -0800
Subject: [PATCH 5651/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c517a08-080a-421e-87ea-022572f0bff1

PiperOrigin-RevId: 413288522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3401f63bf92..7e1ce4c970e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68a1fc3b59b0a06c101e62beeee97f0ca18a40010443eac62641b252f6bb7ef3",
-    git_commit = "7c700693e03b5803264e80bf1ff506f5721f4750",
+    sha256 = "f6a1577af375b3b186639240305febd68e768df49bcf187ccf61a3338fcc708c",
+    git_commit = "58b34c6c8250983948b5a781b426f6aa01fd47af",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b837752669f4a178388f3c5e3cb51f21300a9fc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Dec 2021 00:01:36 -0800
Subject: [PATCH 5652/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ffc95425-f342-4be3-990f-3bab955910b8

PiperOrigin-RevId: 413335597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e1ce4c970e..386721ba4bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6a1577af375b3b186639240305febd68e768df49bcf187ccf61a3338fcc708c",
-    git_commit = "58b34c6c8250983948b5a781b426f6aa01fd47af",
+    sha256 = "5846a052288acf1d0cdd058cbe3ea07724eea54d66acf50d718e21c4da349d2c",
+    git_commit = "da1f47fa5a318d94ce2ab5940473241dcfec8717",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a7fc5656f0a3eb48213b097188b6a298ddbb9247 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Dec 2021 06:01:24 -0800
Subject: [PATCH 5653/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e99428e-c53c-48f8-9e1e-f5171e0c759d

PiperOrigin-RevId: 413394769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 386721ba4bc..b54643f2add 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5846a052288acf1d0cdd058cbe3ea07724eea54d66acf50d718e21c4da349d2c",
-    git_commit = "da1f47fa5a318d94ce2ab5940473241dcfec8717",
+    sha256 = "97bd7c85853d24122fdb1c8acd2b0a12e587b9ee5441f958d3c891a9f2c8584c",
+    git_commit = "cce70c0c24e3b046c7d0c9f53a30f2a99c84ab74",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a6fdc0738a567b7e3048927ef988d52cef54e909 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Dec 2021 12:01:51 -0800
Subject: [PATCH 5654/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85c4278f-f3c8-4b91-9bd4-cb44cb4d379b

PiperOrigin-RevId: 413476329
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b54643f2add..f380d324fa2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97bd7c85853d24122fdb1c8acd2b0a12e587b9ee5441f958d3c891a9f2c8584c",
-    git_commit = "cce70c0c24e3b046c7d0c9f53a30f2a99c84ab74",
+    sha256 = "72fcccc29c97b4382891445ad61a23d29f45853c743eb8c329b0bbc8310c4ba5",
+    git_commit = "477656f74ab25857ebbbca012109d8affa7d979d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b9d4cfdbd11760237de10a3044718054484c782 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Dec 2021 18:01:57 -0800
Subject: [PATCH 5655/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8c8a792-69f5-4714-82b5-2088865d92da

PiperOrigin-RevId: 413555367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f380d324fa2..0d958892efb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72fcccc29c97b4382891445ad61a23d29f45853c743eb8c329b0bbc8310c4ba5",
-    git_commit = "477656f74ab25857ebbbca012109d8affa7d979d",
+    sha256 = "c2d61e63b086e354ecc4e1928ac4661844275ec9c1467d65a7343e97101f82fa",
+    git_commit = "ce829708e91077862a5352b6d545b1167ce89007",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7356fe87b5249f55f83811cd690ed6054a10e9d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Dec 2021 00:01:40 -0800
Subject: [PATCH 5656/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e9c1a7e-1716-4454-a5ab-450e9839c4c1

PiperOrigin-RevId: 413602250
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d958892efb..0c221f0d863 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2d61e63b086e354ecc4e1928ac4661844275ec9c1467d65a7343e97101f82fa",
-    git_commit = "ce829708e91077862a5352b6d545b1167ce89007",
+    sha256 = "27790481da7d162b6b9b2493681f8a0c88a4bb4dafb68d862e37a966ce12c44a",
+    git_commit = "5ff084530b0d33bb0ef10e44786ac250e387240d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6924b2ce89d93d479de7abb477d4dee579c57762 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Dec 2021 06:02:23 -0800
Subject: [PATCH 5657/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef299b1c-ec3c-4ddc-ab09-e312c33048fb

PiperOrigin-RevId: 413656162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c221f0d863..ef6b594cea8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27790481da7d162b6b9b2493681f8a0c88a4bb4dafb68d862e37a966ce12c44a",
-    git_commit = "5ff084530b0d33bb0ef10e44786ac250e387240d",
+    sha256 = "fdede7a19f423928ba38da121d857804abe5b1d441ca60fb1284f89cf45484f6",
+    git_commit = "ed4c4d9880753fccec455cddb47a5dc9f95f4540",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d618b9eb4b0683a164099450ac219e2771e8a4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Dec 2021 12:02:39 -0800
Subject: [PATCH 5658/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48890da4-500a-44f2-aaef-2aaf6eee2a71

PiperOrigin-RevId: 413736927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef6b594cea8..85331926ec5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdede7a19f423928ba38da121d857804abe5b1d441ca60fb1284f89cf45484f6",
-    git_commit = "ed4c4d9880753fccec455cddb47a5dc9f95f4540",
+    sha256 = "d6d89a75dc18abad6dad3789be28abb46f1b7fdbc455740620b33aa4f0a73794",
+    git_commit = "386180321699d9cdc3dcb08dab02483f8803237f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b57ab19717bf25bb14a39345c791a3baa00997ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Dec 2021 18:01:45 -0800
Subject: [PATCH 5659/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac907887-db1d-4ab8-b6a4-ad7264cbdb02

PiperOrigin-RevId: 413814696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85331926ec5..aa1e090d99d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6d89a75dc18abad6dad3789be28abb46f1b7fdbc455740620b33aa4f0a73794",
-    git_commit = "386180321699d9cdc3dcb08dab02483f8803237f",
+    sha256 = "3593bc7ae169400b91afb085aea21353de2220a03b27266d43208814e65835af",
+    git_commit = "2fadd8c05f0e7bee7ae253b2c3f648266fe74b50",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From daa8b44c325d34b17b07a066fd3bac7d7da1b99d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Dec 2021 00:01:47 -0800
Subject: [PATCH 5660/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/962800ad-37b6-4b04-881a-6b9a934ef288

PiperOrigin-RevId: 413861031
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa1e090d99d..be36b4eb115 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3593bc7ae169400b91afb085aea21353de2220a03b27266d43208814e65835af",
-    git_commit = "2fadd8c05f0e7bee7ae253b2c3f648266fe74b50",
+    sha256 = "d91be9fef3b2b64a1545ee2fbaf5f8dc7fefb941444e60979c15a5dde42ab1ab",
+    git_commit = "e29199a3dd068eefc5c3247a82f498e6eb549867",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 233fcc411ce9fac99b6365c4b7a9446e44657e1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Dec 2021 06:01:40 -0800
Subject: [PATCH 5661/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9eeb658-adb4-4c88-8d53-a7f7b0777171

PiperOrigin-RevId: 413917097
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be36b4eb115..90fc84740a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d91be9fef3b2b64a1545ee2fbaf5f8dc7fefb941444e60979c15a5dde42ab1ab",
-    git_commit = "e29199a3dd068eefc5c3247a82f498e6eb549867",
+    sha256 = "f4215690d6bb8e386123f90e126b541467d8ef2f881361712ae7916227ca34fe",
+    git_commit = "9f4cc022c3bf6581a49c3ece93815cecabefd7dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8fd111cc0861c066c3392a2cd058ccae16d8b79a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Dec 2021 12:01:39 -0800
Subject: [PATCH 5662/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc56c887-e287-4270-ac14-0905c1960ad1

PiperOrigin-RevId: 413989792
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90fc84740a5..adeb73be85d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4215690d6bb8e386123f90e126b541467d8ef2f881361712ae7916227ca34fe",
-    git_commit = "9f4cc022c3bf6581a49c3ece93815cecabefd7dd",
+    sha256 = "05ec8f00f89bd61dbe6811701ad1cda21116b4ed8f54597ebb4fcdca986e83ba",
+    git_commit = "19cff800e5805097da69bb1ad0b0a2dd9f83741a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 70d3a84b599d5ca76e999269e8a14fafe5ff6e8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Dec 2021 18:01:51 -0800
Subject: [PATCH 5663/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/89abe6d8-bfb3-46dc-b1a8-0d7a5682ad0c

PiperOrigin-RevId: 414062537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adeb73be85d..79b1c2b3582 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05ec8f00f89bd61dbe6811701ad1cda21116b4ed8f54597ebb4fcdca986e83ba",
-    git_commit = "19cff800e5805097da69bb1ad0b0a2dd9f83741a",
+    sha256 = "96f2a9384a7b518b7d9d11bd7446f79131f2671973f726a256e66ad6023f2b4c",
+    git_commit = "25aeed705b0a884144ea4fd8a89fa02d09f2b2b7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5173903bd52365c08b14c5562c50153c291c1ea0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Dec 2021 00:02:29 -0800
Subject: [PATCH 5664/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/42f93ae6-6bac-4de8-93dd-451700ae07a6

PiperOrigin-RevId: 414100590
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79b1c2b3582..4ca2dad9457 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96f2a9384a7b518b7d9d11bd7446f79131f2671973f726a256e66ad6023f2b4c",
-    git_commit = "25aeed705b0a884144ea4fd8a89fa02d09f2b2b7",
+    sha256 = "ac832fd0031d6cc26b2ddd4da857af8fcd8fec2782165c5a037e743de0e26711",
+    git_commit = "a4fb02b15ec7692d1ec0ca72b376d7a8b94f281c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 16e0338edb71d94873f5730a7bec4650c8e691cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Dec 2021 06:01:39 -0800
Subject: [PATCH 5665/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7fa693ea-3c5e-40a6-a548-32dfc38e72a5

PiperOrigin-RevId: 414135548
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ca2dad9457..62ee4ec2569 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac832fd0031d6cc26b2ddd4da857af8fcd8fec2782165c5a037e743de0e26711",
-    git_commit = "a4fb02b15ec7692d1ec0ca72b376d7a8b94f281c",
+    sha256 = "ff728805e1e7b74052aaf85ea4840835c046faf80b401f6d9a72245a5c25beae",
+    git_commit = "a70a36f21098d27f2d27e5ec290e8327ef5b92ab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7bb91da2cc40c1a554f709445c44a1dae3717f57 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Dec 2021 12:01:27 -0800
Subject: [PATCH 5666/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51359fb8-5c67-4182-b8ca-fb723f59ed56

PiperOrigin-RevId: 414167055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62ee4ec2569..5e481fe671b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff728805e1e7b74052aaf85ea4840835c046faf80b401f6d9a72245a5c25beae",
-    git_commit = "a70a36f21098d27f2d27e5ec290e8327ef5b92ab",
+    sha256 = "18be4f4b470a9de7fd8680b06bbc34457839a3cb25c54195f83ccd0ddd58ed0f",
+    git_commit = "8c51ff3258eb89dfe02f5aec8c4705033b30684f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba4f622119b46fb971aa16e6a1f311da230b88d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Dec 2021 18:02:32 -0800
Subject: [PATCH 5667/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d916a7ae-928a-465d-b4ee-52e0346f9964

PiperOrigin-RevId: 414198808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e481fe671b..8fa064c739d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18be4f4b470a9de7fd8680b06bbc34457839a3cb25c54195f83ccd0ddd58ed0f",
-    git_commit = "8c51ff3258eb89dfe02f5aec8c4705033b30684f",
+    sha256 = "ad26196dc0eadb056f76a5129e240d31f4935404c7941bae035763859698eeca",
+    git_commit = "0372bb6bad341e4d721c9532a8228edc8213fc14",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba07e882e71fb1c312b50af35dc98261196c5792 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Dec 2021 00:02:03 -0800
Subject: [PATCH 5668/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a5f0ab4-331b-43c3-8430-b9a972d40504

PiperOrigin-RevId: 414229644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fa064c739d..2816f8ab2e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad26196dc0eadb056f76a5129e240d31f4935404c7941bae035763859698eeca",
-    git_commit = "0372bb6bad341e4d721c9532a8228edc8213fc14",
+    sha256 = "8834bf4554d43bfa0a8edde7e059d3309b080c18ef363c0df4a258de7385436b",
+    git_commit = "0627fc62530b37607e50ff02235c31c63cc8ad8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b241402034bed95933a6a0535c0af00e26a56122 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Dec 2021 06:01:52 -0800
Subject: [PATCH 5669/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31491ce8-eefe-49f8-a1af-ce83a8031eca

PiperOrigin-RevId: 414262787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2816f8ab2e2..146ff00c443 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8834bf4554d43bfa0a8edde7e059d3309b080c18ef363c0df4a258de7385436b",
-    git_commit = "0627fc62530b37607e50ff02235c31c63cc8ad8c",
+    sha256 = "962d467dfa10b567cbbc503da8bc59a0d78d189779f7ce4c24be5b9116ff2d1b",
+    git_commit = "7dd2b526f2b2df3a38890b76b7525990ca858fa1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92e044206e156d9f7fcaced1df01a19f1c25e42c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Dec 2021 12:02:30 -0800
Subject: [PATCH 5670/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d4875d98-159a-49d7-ae3d-aa65364d3a3f

PiperOrigin-RevId: 414293318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 146ff00c443..acdd4047fb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "962d467dfa10b567cbbc503da8bc59a0d78d189779f7ce4c24be5b9116ff2d1b",
-    git_commit = "7dd2b526f2b2df3a38890b76b7525990ca858fa1",
+    sha256 = "d0d495791ba98064622a1deb887ee156a0f51d9fa87f3a12010cfe94fbcf26e7",
+    git_commit = "7be7a228c577f5006bc18baa187a3df8f4aecb1f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3c17571e4d1c80890c3b77a99d14fad2f8f4b6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Dec 2021 18:02:01 -0800
Subject: [PATCH 5671/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64e9acb2-f792-4a97-89d1-b0fd0c236bcb

PiperOrigin-RevId: 414326357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acdd4047fb1..c832e5b35c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0d495791ba98064622a1deb887ee156a0f51d9fa87f3a12010cfe94fbcf26e7",
-    git_commit = "7be7a228c577f5006bc18baa187a3df8f4aecb1f",
+    sha256 = "a7c8410240aee4a5f27fb6c958315fdc776ef50fc524e98e1b82e1395bf5ca8e",
+    git_commit = "7981864e6e4dfe703e79edfaf6941267c42f3d8b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4667727c64310bbd537e894c582e1d63cd18c7fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Dec 2021 00:01:36 -0800
Subject: [PATCH 5672/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d90a2a2-5573-4d6c-9fdc-a3afdae380e5

PiperOrigin-RevId: 414364660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c832e5b35c0..05540a7c35f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7c8410240aee4a5f27fb6c958315fdc776ef50fc524e98e1b82e1395bf5ca8e",
-    git_commit = "7981864e6e4dfe703e79edfaf6941267c42f3d8b",
+    sha256 = "9880df831c3e5db8d325ffcd23bee84bd39389c7a148439cc18a757fac18b929",
+    git_commit = "4347054f0664fcfc7b8236667a6ff049e075ce5c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b06a5b99b2e66d8f6c99ab5e91e58ca45fd8df2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Dec 2021 06:02:06 -0800
Subject: [PATCH 5673/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a7d37877-47e9-4bf0-aa6a-96e29930a73b

PiperOrigin-RevId: 414420501
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05540a7c35f..c521ce2ce03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9880df831c3e5db8d325ffcd23bee84bd39389c7a148439cc18a757fac18b929",
-    git_commit = "4347054f0664fcfc7b8236667a6ff049e075ce5c",
+    sha256 = "d78da78d9466b2950154ceff4b459764fd244618fd0e632a5b15f958a335d0ad",
+    git_commit = "ae017b109922772d473d6be58c123de7886d5aa7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba3d5a021d50f120522c7c1c283664ca6c2b50e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Dec 2021 12:02:24 -0800
Subject: [PATCH 5674/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b3d1eb4-5d51-435e-99a0-542ff1a557fa

PiperOrigin-RevId: 414506617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c521ce2ce03..84d7092f5eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d78da78d9466b2950154ceff4b459764fd244618fd0e632a5b15f958a335d0ad",
-    git_commit = "ae017b109922772d473d6be58c123de7886d5aa7",
+    sha256 = "2d1fb060222ca5fdfa8487c9eed5271ab5ed1e52e11b333af6bf8a8f4a2b38ea",
+    git_commit = "b3f20900456eb88d12aee74abba640d5cf2fd076",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cf22071ff68f01d83c53647464527e38480ab981 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Dec 2021 18:02:15 -0800
Subject: [PATCH 5675/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/243f4fa1-f764-4180-a350-e4ddf5a40df5

PiperOrigin-RevId: 414587726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84d7092f5eb..31ecdc84744 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d1fb060222ca5fdfa8487c9eed5271ab5ed1e52e11b333af6bf8a8f4a2b38ea",
-    git_commit = "b3f20900456eb88d12aee74abba640d5cf2fd076",
+    sha256 = "439e2fad0be1829cbc63e93d202e59e32b5526e9fac3173195fdd157e477c465",
+    git_commit = "d49dfa031d0ce46228fc77d09d4edbb8e27e7f73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2e10ea01134847e6a264ea012ca2fa335334162 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Dec 2021 00:01:46 -0800
Subject: [PATCH 5676/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21391101-b48c-4f79-a1bd-07ccab21dd11

PiperOrigin-RevId: 414639075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31ecdc84744..6a321f7328a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "439e2fad0be1829cbc63e93d202e59e32b5526e9fac3173195fdd157e477c465",
-    git_commit = "d49dfa031d0ce46228fc77d09d4edbb8e27e7f73",
+    sha256 = "04a0785a18e8d12070374ee324c59f6a25ce36fc8e9503a2c390cb1d20bce0d5",
+    git_commit = "c5a9fc9d24197492d8d8b501cf2954c2e18dd982",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ffdcc4a6055ad9191668aba22def3b15d8a81ff8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Dec 2021 06:01:35 -0800
Subject: [PATCH 5677/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad41a053-439b-4ce7-ad03-5d1af83e443e

PiperOrigin-RevId: 414702365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a321f7328a..d99748283ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04a0785a18e8d12070374ee324c59f6a25ce36fc8e9503a2c390cb1d20bce0d5",
-    git_commit = "c5a9fc9d24197492d8d8b501cf2954c2e18dd982",
+    sha256 = "384fca0331b8d3aa8c538114c2cb35642935894637b43f5dc73ee5d3629e9407",
+    git_commit = "d0f388b4a3d22977957504458d7e96109c80fd8b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7953e4046a5778d0ef99a171d14a97ef6dbe0cbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Dec 2021 12:02:07 -0800
Subject: [PATCH 5678/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/030dadc3-0514-4e29-836c-c31ed8376dd3

PiperOrigin-RevId: 414790345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d99748283ae..fa5a29e319e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "384fca0331b8d3aa8c538114c2cb35642935894637b43f5dc73ee5d3629e9407",
-    git_commit = "d0f388b4a3d22977957504458d7e96109c80fd8b",
+    sha256 = "02d2d5b9a17fd489066ded5de8cac4de56dc9383d2ca3db2890eaa001d97dae7",
+    git_commit = "dcaa60290e85d186ebd9eae9df87b2bbc4756099",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 296032546377e0583e2fa2005d84ea2bde917001 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Dec 2021 18:02:13 -0800
Subject: [PATCH 5679/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3688a3c0-22ac-43c0-9042-59c275360726

PiperOrigin-RevId: 414873973
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa5a29e319e..fb06ddaefa3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02d2d5b9a17fd489066ded5de8cac4de56dc9383d2ca3db2890eaa001d97dae7",
-    git_commit = "dcaa60290e85d186ebd9eae9df87b2bbc4756099",
+    sha256 = "0dcde3e403c347826071dfdf7e4c2281a64601be00c3b62f9f8f70cc067249f3",
+    git_commit = "da4c43b2c478a76844148b7a6d7949152bc043df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 42a103511fa9776fa05c8f35f8e52c37f7c2fc5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Dec 2021 00:02:07 -0800
Subject: [PATCH 5680/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c710ce2e-5b51-4585-bfa7-fb539930c4f4

PiperOrigin-RevId: 414921936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb06ddaefa3..8af0ec68473 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dcde3e403c347826071dfdf7e4c2281a64601be00c3b62f9f8f70cc067249f3",
-    git_commit = "da4c43b2c478a76844148b7a6d7949152bc043df",
+    sha256 = "05dc84fb1ccaa9055c67332e92888d2c17a8c0fb2bca2e5faa923a56b741849c",
+    git_commit = "54fcfc9ed16a2d1a87a527a03c6d6ba39b276381",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49b138fdd4c0fb7170736193063c6f03dfb4dba4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Dec 2021 02:22:12 -0800
Subject: [PATCH 5681/8103] Add `--experimental_cc_shared_library` by default
 to all builds.

PiperOrigin-RevId: 414944380
---
 .bazelrc | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index f5e695fb8be..7a1ab46ece5 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -54,3 +54,6 @@ build --cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0
 build --workspace_status_command=/proc/self/cwd/tools/gen_status_stamp.sh
 
 build --experimental_repo_remote_exec
+
+# TF now has `cc_shared_library` targets, so it needs the experimental flag
+build --experimental_cc_shared_library

From 0b0312f36a1affc87769c27e0f8d1b0363df8426 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Dec 2021 06:01:49 -0800
Subject: [PATCH 5682/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/105e87f7-b5d5-45ea-bde6-fa2543a69c6b

PiperOrigin-RevId: 414980829
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8af0ec68473..415972ca579 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05dc84fb1ccaa9055c67332e92888d2c17a8c0fb2bca2e5faa923a56b741849c",
-    git_commit = "54fcfc9ed16a2d1a87a527a03c6d6ba39b276381",
+    sha256 = "eb7afbd4e4902ba34d0d448124f4b50ee1e8699fc6f1ae6b1c0ef1c36eb495a2",
+    git_commit = "a6d352f031f272972da0e6271de07e8b40cac74a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b07ce02fd41af6d8bacd9527259018b0eb4e27b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Dec 2021 12:01:31 -0800
Subject: [PATCH 5683/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1845f215-d142-4fd9-9a3b-6abd370f8170

PiperOrigin-RevId: 415062914
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 415972ca579..7460b5175eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb7afbd4e4902ba34d0d448124f4b50ee1e8699fc6f1ae6b1c0ef1c36eb495a2",
-    git_commit = "a6d352f031f272972da0e6271de07e8b40cac74a",
+    sha256 = "e9c9a09dddbdb54a4a34bb19fdd98baff86e594011d2e6ae0995e32275840978",
+    git_commit = "9ebfeabe02f6f84f3419a84ece148f33741c4f90",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe1b2164558831481d684d454e86c03e2604ee31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Dec 2021 18:01:36 -0800
Subject: [PATCH 5684/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/637f0b55-5723-4ef7-b74e-49dcbf46c6c7

PiperOrigin-RevId: 415143865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7460b5175eb..cbab1a9e9c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9c9a09dddbdb54a4a34bb19fdd98baff86e594011d2e6ae0995e32275840978",
-    git_commit = "9ebfeabe02f6f84f3419a84ece148f33741c4f90",
+    sha256 = "4aba6b74120446b8818d02f100ad9b72f5922627c995294ca38e859587de9e38",
+    git_commit = "a07493c9e3a417d59c13ec99aa5e3726af0c2777",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86c6867d2478ee0baba7c239d7c3f8ec067f91ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Dec 2021 00:03:46 -0800
Subject: [PATCH 5685/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e58c82df-ddfa-4eb4-a1ee-d6c2804497d8

PiperOrigin-RevId: 415192244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbab1a9e9c9..8f548afc35f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4aba6b74120446b8818d02f100ad9b72f5922627c995294ca38e859587de9e38",
-    git_commit = "a07493c9e3a417d59c13ec99aa5e3726af0c2777",
+    sha256 = "c2ec3a710507b498f656dda811f53dbd6a42b04789532b3b0d19f4f3e007e211",
+    git_commit = "9af339bdcf5767dc00b04b292733f30718e43f70",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f1c6cd23fde81ecd577de01e9d888ed0f9719c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Dec 2021 06:03:19 -0800
Subject: [PATCH 5686/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8860e70-50cd-4f63-b783-e614d7dc195e

PiperOrigin-RevId: 415245981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f548afc35f..8de2abcb9f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2ec3a710507b498f656dda811f53dbd6a42b04789532b3b0d19f4f3e007e211",
-    git_commit = "9af339bdcf5767dc00b04b292733f30718e43f70",
+    sha256 = "e54c0be7eadd3d7a952430baff820554b5b6b824398e36075a69a8282a8ab364",
+    git_commit = "36d2bbdbb5c97beda8c183e42b2a535d8d1aa3d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b77fdf368d57e29cec989117853b8068a1b9088 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Dec 2021 12:01:25 -0800
Subject: [PATCH 5687/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/afc94a0b-60d8-4ac8-94eb-ce07387adb5f

PiperOrigin-RevId: 415321198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8de2abcb9f9..437536168b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e54c0be7eadd3d7a952430baff820554b5b6b824398e36075a69a8282a8ab364",
-    git_commit = "36d2bbdbb5c97beda8c183e42b2a535d8d1aa3d3",
+    sha256 = "eea342a0cabdef525cfc3e004790fe1f22a6620e7b68712b1e77b803e781b9c2",
+    git_commit = "025a88e6602b4baa372b12cfd8492335f79c4cd8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9ff1f08a63279139bd8e726dde8d30771a86adc1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Dec 2021 18:01:46 -0800
Subject: [PATCH 5688/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a60708f-1b5c-480e-8568-e199ac682257

PiperOrigin-RevId: 415400680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 437536168b9..c0667461018 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eea342a0cabdef525cfc3e004790fe1f22a6620e7b68712b1e77b803e781b9c2",
-    git_commit = "025a88e6602b4baa372b12cfd8492335f79c4cd8",
+    sha256 = "37d470e77bc0b00c6282b794a749fe6e64c44921d639f721a9cb284641f86b2d",
+    git_commit = "f2a3593dec057af3219bcac6ff5394adeaaca7a7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 260a62ccb9eff8e2358091f89f8ee3812b883f89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Dec 2021 00:02:38 -0800
Subject: [PATCH 5689/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65e4cedd-0140-4221-9d5a-f81edacd6b91

PiperOrigin-RevId: 415446532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0667461018..704ea9fee5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d470e77bc0b00c6282b794a749fe6e64c44921d639f721a9cb284641f86b2d",
-    git_commit = "f2a3593dec057af3219bcac6ff5394adeaaca7a7",
+    sha256 = "e46f974b88afd9864b268507418ac952d859a398d1f8e62f9f91025f033fd59a",
+    git_commit = "f13bfbba6b689a35afc1c4b1508621b7e7400096",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f511124cda585c865c8090f9a16cc5c768a32634 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Dec 2021 06:02:19 -0800
Subject: [PATCH 5690/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1987458a-fcd9-4db2-b871-c468d9af6a24

PiperOrigin-RevId: 415500861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 704ea9fee5a..03f797166a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e46f974b88afd9864b268507418ac952d859a398d1f8e62f9f91025f033fd59a",
-    git_commit = "f13bfbba6b689a35afc1c4b1508621b7e7400096",
+    sha256 = "7a8516b654524dc5498c315de8c79cd5e855f336676fae63f104d0b620dd788e",
+    git_commit = "38f67391fa2960b16154bf14352268e574d08afb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 742394647e83ea010debdc916151bf65f8c1a581 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Dec 2021 12:02:39 -0800
Subject: [PATCH 5691/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8b11665-fb58-4de3-ac8f-1a6eab9acd05

PiperOrigin-RevId: 415576107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03f797166a5..2954c42812a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a8516b654524dc5498c315de8c79cd5e855f336676fae63f104d0b620dd788e",
-    git_commit = "38f67391fa2960b16154bf14352268e574d08afb",
+    sha256 = "7386e579a4d0fdd07617c08dab83e4afec9b3f14ac099fb9925779e4e604ceca",
+    git_commit = "a1ad683ccd949113b618f2391b25618ec02bb4ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef5fbd92099ab4853f49b895aa574397e0647225 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Dec 2021 18:01:41 -0800
Subject: [PATCH 5692/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d86d6b75-cde8-4d01-a751-96c8c96a50ab

PiperOrigin-RevId: 415651070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2954c42812a..5fe2255109c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7386e579a4d0fdd07617c08dab83e4afec9b3f14ac099fb9925779e4e604ceca",
-    git_commit = "a1ad683ccd949113b618f2391b25618ec02bb4ea",
+    sha256 = "2ce3a2917f89fd1eb4fefb3b466aa98ba1eaafa601d4b50e06c4fb383f2db556",
+    git_commit = "9ac21fbf3c4a00d7176ad58a0c4071e60dd45dbf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 731f973d92eda56d788ae2fbb9e0024d6df22656 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Dec 2021 00:01:48 -0800
Subject: [PATCH 5693/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36c661f4-c2eb-498b-8358-278efe2525bd

PiperOrigin-RevId: 415689670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5fe2255109c..bf108a2c36e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ce3a2917f89fd1eb4fefb3b466aa98ba1eaafa601d4b50e06c4fb383f2db556",
-    git_commit = "9ac21fbf3c4a00d7176ad58a0c4071e60dd45dbf",
+    sha256 = "0aef08f119bb4aa052b11f98f9c6fed568a5b6195e7cefc76041fae310517094",
+    git_commit = "b79b34e74b13303eb4ebbdb5a8070c24db7cad6e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 143531070a52babc4fb16349d9fb196d281cd277 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Dec 2021 06:01:48 -0800
Subject: [PATCH 5694/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30595a88-896a-4ec8-8360-adae145dc6c0

PiperOrigin-RevId: 415727936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf108a2c36e..4e0a8835a80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0aef08f119bb4aa052b11f98f9c6fed568a5b6195e7cefc76041fae310517094",
-    git_commit = "b79b34e74b13303eb4ebbdb5a8070c24db7cad6e",
+    sha256 = "6dc1d8bcb5931e421ed0f69edec271e0dfe97a59037bce68dce3515265c9a451",
+    git_commit = "f8b36801f6795beaab1a3c4c19cce95eb52a26ab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From de90ffc81c728609e9f97de6b4db0e7c4ba6d1f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Dec 2021 12:03:31 -0800
Subject: [PATCH 5695/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1aecb51a-2579-4452-893e-0783d8e24dae

PiperOrigin-RevId: 415762816
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e0a8835a80..62f6e7bcc6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dc1d8bcb5931e421ed0f69edec271e0dfe97a59037bce68dce3515265c9a451",
-    git_commit = "f8b36801f6795beaab1a3c4c19cce95eb52a26ab",
+    sha256 = "145694edde7a8efc46ab7ed811fcaa10e6225d99f8e9d918f6013ba273a392ce",
+    git_commit = "a4f19c1934d1de24aaf8d0dfc3a8348c09342b44",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 072097ff5dacd06dd746c9f1c417aa89e605b0d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Dec 2021 18:01:19 -0800
Subject: [PATCH 5696/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b48643d-e936-4dae-a46d-cd723343f889

PiperOrigin-RevId: 415793984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62f6e7bcc6c..f84e16ef910 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "145694edde7a8efc46ab7ed811fcaa10e6225d99f8e9d918f6013ba273a392ce",
-    git_commit = "a4f19c1934d1de24aaf8d0dfc3a8348c09342b44",
+    sha256 = "3ddd461fb73e62d9c3e716f97983e91faf58035be1bb0e2a8fc8233052711dea",
+    git_commit = "ffed83825c421ca2af1246b5303c57fbbbbbaf6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f13c65fc1f284d1e55a16008f6d6a11124d77de7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Dec 2021 00:01:28 -0800
Subject: [PATCH 5697/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04006694-6633-45a9-a3ac-1a6ef771e763

PiperOrigin-RevId: 415825084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f84e16ef910..b814da46145 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ddd461fb73e62d9c3e716f97983e91faf58035be1bb0e2a8fc8233052711dea",
-    git_commit = "ffed83825c421ca2af1246b5303c57fbbbbbaf6a",
+    sha256 = "84a4f2a2a932564a0a06d179b59e419a7e50f5161547b25d23a6e52fb73d4e09",
+    git_commit = "5b88fb99869f97e7eaf1f6c7463395291dc5e789",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 26db79515e19608a94a09635e8501eb1458036ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Dec 2021 06:01:44 -0800
Subject: [PATCH 5698/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/daacfab2-2e65-46d2-9090-f4a8bcf34bbf

PiperOrigin-RevId: 415860496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b814da46145..7eeeae5b563 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84a4f2a2a932564a0a06d179b59e419a7e50f5161547b25d23a6e52fb73d4e09",
-    git_commit = "5b88fb99869f97e7eaf1f6c7463395291dc5e789",
+    sha256 = "19e8a1dd104f671e69a43e642c5297ff310a23c517caadb64fcf6d5e6eec5225",
+    git_commit = "fed00af0c1f4447d8e90417b8e2109f2ce0536ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b96b739ec6a1199008b9d4fdc1f2d6aa2fa84770 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Dec 2021 12:02:57 -0800
Subject: [PATCH 5699/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abb7a41a-8689-40ff-887a-92adcb861b9e

PiperOrigin-RevId: 415893688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7eeeae5b563..20a19e4857c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19e8a1dd104f671e69a43e642c5297ff310a23c517caadb64fcf6d5e6eec5225",
-    git_commit = "fed00af0c1f4447d8e90417b8e2109f2ce0536ac",
+    sha256 = "fb2d3986a6a1d6b3af2848adc1d44b695f30bcda91bc4b029bd58df28dde6b72",
+    git_commit = "9cbb909c7426a63965f2eb09ed1c43423821180f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e68f6f4047f1c3ef1260007510119398d5e2d740 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Dec 2021 18:02:06 -0800
Subject: [PATCH 5700/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7300b474-d7e4-491b-ba22-2bb6b333d08c

PiperOrigin-RevId: 415927879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20a19e4857c..e72b5ac2623 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb2d3986a6a1d6b3af2848adc1d44b695f30bcda91bc4b029bd58df28dde6b72",
-    git_commit = "9cbb909c7426a63965f2eb09ed1c43423821180f",
+    sha256 = "5453fa4ef80ce108e5476a28644c1c26064aafdcf9f93fbc6be6beb9ccefad13",
+    git_commit = "cbb67788b6a95195bfa65d7ccd969bc4e049c462",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ac32deb3e02434dec5a529efd076932eaa1664b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Dec 2021 00:01:52 -0800
Subject: [PATCH 5701/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1733ed19-769d-43a9-b4f6-96baa36b0245

PiperOrigin-RevId: 415967179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e72b5ac2623..ebea57ec577 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5453fa4ef80ce108e5476a28644c1c26064aafdcf9f93fbc6be6beb9ccefad13",
-    git_commit = "cbb67788b6a95195bfa65d7ccd969bc4e049c462",
+    sha256 = "53095e5c18a59cc796c81c8c4c0934aa924ddb9a8b0b62fa80c3150c6b8b8a16",
+    git_commit = "62fa2bd4bd077b69999da66c82f140087651a3e9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 320ff8012d52854291b271c4659a6c36f2642554 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Dec 2021 06:01:47 -0800
Subject: [PATCH 5702/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d09d8bc-1b3a-4359-a090-682ab9e84b7d

PiperOrigin-RevId: 416023699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebea57ec577..172bb23e3f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53095e5c18a59cc796c81c8c4c0934aa924ddb9a8b0b62fa80c3150c6b8b8a16",
-    git_commit = "62fa2bd4bd077b69999da66c82f140087651a3e9",
+    sha256 = "587c31181135ed91cf56ee81dee5861d85936b343fa4a44dd5f9fdedad3019f1",
+    git_commit = "f00d8bdbe097826a5ac8c88bce507e86c7430a2a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 748bd54bce937150a6807826d2952f1de7244037 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Dec 2021 12:01:31 -0800
Subject: [PATCH 5703/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a08872aa-7dd7-4c10-a13d-d45a6a9cab54

PiperOrigin-RevId: 416100747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 172bb23e3f8..3f4e23576a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "587c31181135ed91cf56ee81dee5861d85936b343fa4a44dd5f9fdedad3019f1",
-    git_commit = "f00d8bdbe097826a5ac8c88bce507e86c7430a2a",
+    sha256 = "6f4b408595fcaadfeea20b9e6e52db26dc61d30e486130f85f5c5e4c361009b5",
+    git_commit = "8c1ad881784e3a555acf4000bd3cb1181dc70e88",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 72d6b9794796e9230a916f6dbf0f284d5444400e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Dec 2021 18:05:51 -0800
Subject: [PATCH 5704/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b7c1298-555c-4766-bee7-3228678798de

PiperOrigin-RevId: 416179787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f4e23576a1..eed836281e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f4b408595fcaadfeea20b9e6e52db26dc61d30e486130f85f5c5e4c361009b5",
-    git_commit = "8c1ad881784e3a555acf4000bd3cb1181dc70e88",
+    sha256 = "1fa141bfe9299a8bfa4dfa9617ad727474e40c9d2b6c4aed70e5c36dc94949ce",
+    git_commit = "4ffe56779faa9f7455f1f590ec9b2390006d6b7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a55aec18cc1923ece84c7fcf701185306ef99b1 Mon Sep 17 00:00:00 2001
From: Yiming Zhang <yimingz@google.com>
Date: Mon, 13 Dec 2021 22:34:26 -0800
Subject: [PATCH 5705/8103] Add `--num_request_iterations_for_warmup` flag to
 modelserver to control number of iterations during warmup.

Fixes #1949

PiperOrigin-RevId: 416215049
---
 tensorflow_serving/model_servers/main.cc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 551b6085943..1e1a5af41c1 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -208,6 +208,10 @@ int main(int argc, char** argv) {
                        "Enables model warmup, which triggers lazy "
                        "initializations (such as TF optimizations) at load "
                        "time, to reduce first request latency."),
+      tensorflow::Flag("num_request_iterations_for_warmup",
+                       &options.num_request_iterations_for_warmup,
+                       "Number of times a request is iterated during warmup "
+                       "replay. This value is used only if > 0."),
       tensorflow::Flag("version", &display_version, "Display version"),
       tensorflow::Flag(
           "monitoring_config_file", &options.monitoring_config_file,

From 38273672d8b5e5f7e6ef1e0464293f17acd2affe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Dec 2021 00:02:23 -0800
Subject: [PATCH 5706/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53460e14-fd30-44d7-8271-0ac70cdd397e

PiperOrigin-RevId: 416225777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eed836281e6..a453cb70242 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fa141bfe9299a8bfa4dfa9617ad727474e40c9d2b6c4aed70e5c36dc94949ce",
-    git_commit = "4ffe56779faa9f7455f1f590ec9b2390006d6b7a",
+    sha256 = "e85a3af637dd90177a5b8c780e91f846b3960ddd55ea10adc628ef748e452c89",
+    git_commit = "f47a662d5199171ac95d4bc165aa48c5bcd242da",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From deac9400a49c76fa858b3f6efddc0feffb4318eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Dec 2021 06:01:55 -0800
Subject: [PATCH 5707/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ec2c2d7-88d0-4c5c-94b3-6baa1db857a6

PiperOrigin-RevId: 416282833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a453cb70242..62c80d69b9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e85a3af637dd90177a5b8c780e91f846b3960ddd55ea10adc628ef748e452c89",
-    git_commit = "f47a662d5199171ac95d4bc165aa48c5bcd242da",
+    sha256 = "8ae7b7c2f97d0d2cade7b6d5b4537682ec630111e9e84167fdacf48b67abf0ca",
+    git_commit = "bacea6dfea6d183eac5daf4653d63970b2db05f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba6aa913576905e8a04e9a1a92ac3d712cbe4324 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Dec 2021 12:01:32 -0800
Subject: [PATCH 5708/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd9c176a-910f-41d0-9d2c-8bbb94022152

PiperOrigin-RevId: 416360724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62c80d69b9d..f82aab7551b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ae7b7c2f97d0d2cade7b6d5b4537682ec630111e9e84167fdacf48b67abf0ca",
-    git_commit = "bacea6dfea6d183eac5daf4653d63970b2db05f1",
+    sha256 = "704edac79dc19717d9d6ccca3369f79310687f8737203473e906959c9cf1548a",
+    git_commit = "3d60e861c282689fa4cf96da3a3bc5012fa27988",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a01d788aec18f619efcb5b3e765a4daa7d6de52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Dec 2021 18:01:38 -0800
Subject: [PATCH 5709/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1fdef650-be45-4024-9a6e-961c57f134e9

PiperOrigin-RevId: 416438543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f82aab7551b..8a12357c224 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "704edac79dc19717d9d6ccca3369f79310687f8737203473e906959c9cf1548a",
-    git_commit = "3d60e861c282689fa4cf96da3a3bc5012fa27988",
+    sha256 = "b51ea0f8837bc461539d32582530d02d0bbd7a5d402b70f0f610118bab71cf83",
+    git_commit = "f0c200eb2deac396a3517af1294e6de16f4cbd7e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9ebc35b6b5021f80bde0b342b9692611dbc9e60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Dec 2021 00:02:09 -0800
Subject: [PATCH 5710/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8851b804-0b6d-4e08-be50-f73db9697223

PiperOrigin-RevId: 416483102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a12357c224..f88b403c90b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b51ea0f8837bc461539d32582530d02d0bbd7a5d402b70f0f610118bab71cf83",
-    git_commit = "f0c200eb2deac396a3517af1294e6de16f4cbd7e",
+    sha256 = "72f8f96ef35d9a58284d18154ee3ac187abb5d0c9856603e5687eff9f7825358",
+    git_commit = "e1dea5731680fcda38be8fd71a6fd1a9e44cba47",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45c0d0d281c04eab0614926e489742312825eacb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Dec 2021 06:01:34 -0800
Subject: [PATCH 5711/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da485e5b-eb39-41e9-bd18-1877ff291966

PiperOrigin-RevId: 416538287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f88b403c90b..22a4c1ec149 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72f8f96ef35d9a58284d18154ee3ac187abb5d0c9856603e5687eff9f7825358",
-    git_commit = "e1dea5731680fcda38be8fd71a6fd1a9e44cba47",
+    sha256 = "b82c2c6f56477bd3a13f07cc810cec6696b327f51baebe0557fb3b14dfd04a2d",
+    git_commit = "6a48a2821744dab650e3e57a066de5210e21a9d1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1d5e15e088773f45bc8ec0cdd441dc42c649f01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Dec 2021 12:39:28 -0800
Subject: [PATCH 5712/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05d60040-a4bb-449f-ab7c-72a5cd648c92

PiperOrigin-RevId: 416623603
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22a4c1ec149..42e65b1e3d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b82c2c6f56477bd3a13f07cc810cec6696b327f51baebe0557fb3b14dfd04a2d",
-    git_commit = "6a48a2821744dab650e3e57a066de5210e21a9d1",
+    sha256 = "ccb869969a33a1082d83b6dae8925dde1d19c2c367f53b12966676493c2a878f",
+    git_commit = "39415d54a4ce48b093d0cbee24455cc941d0fe4b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 38126435aa6498cf56ac021c99a1c8d1e6527b97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Dec 2021 18:01:14 -0800
Subject: [PATCH 5713/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22dba5e5-fe5e-41ac-88e7-d23cb686b8ec

PiperOrigin-RevId: 416688868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42e65b1e3d3..9ad5b38f2d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccb869969a33a1082d83b6dae8925dde1d19c2c367f53b12966676493c2a878f",
-    git_commit = "39415d54a4ce48b093d0cbee24455cc941d0fe4b",
+    sha256 = "08909184b1d8ab889180604417811765f9311ef8b958f644291608b46db61ec3",
+    git_commit = "2768bc35c826d79f8b165fe073851559f9c4541a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2a2ae136cb2947163f1d4022afd3d950ce891ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Dec 2021 18:02:04 -0800
Subject: [PATCH 5714/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7b3e16c-20b7-4d13-a556-10e0e683e61e

PiperOrigin-RevId: 416932090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ad5b38f2d7..9dd892ed24f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08909184b1d8ab889180604417811765f9311ef8b958f644291608b46db61ec3",
-    git_commit = "2768bc35c826d79f8b165fe073851559f9c4541a",
+    sha256 = "7a29aecee858e88d1e09d0362c00e3d4e608ca0e9418c2c26194d496a86a6481",
+    git_commit = "6364463d6f5b6254cac3d6aedf999b6a96225038",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 052b30107b849e28bf0960f49c0f0498253e4074 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Dec 2021 00:01:44 -0800
Subject: [PATCH 5715/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84aabc1f-da10-427c-8d09-c10a07628bf9

PiperOrigin-RevId: 416969896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9dd892ed24f..a055e8aff32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a29aecee858e88d1e09d0362c00e3d4e608ca0e9418c2c26194d496a86a6481",
-    git_commit = "6364463d6f5b6254cac3d6aedf999b6a96225038",
+    sha256 = "1f26bfab1acbc564bc6fdd99d3c4b1c4330d8439ec46c2cb2cb70d6a1fd2ed82",
+    git_commit = "ac457560364f18f24ae506d978f2ab5f04aa501b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b2aef704faa1004ccf495686b81d6141c2acdb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Dec 2021 06:01:51 -0800
Subject: [PATCH 5716/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66983c57-8292-48f6-be90-c8014c4b760b

PiperOrigin-RevId: 417008585
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a055e8aff32..8eafdb9a6c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f26bfab1acbc564bc6fdd99d3c4b1c4330d8439ec46c2cb2cb70d6a1fd2ed82",
-    git_commit = "ac457560364f18f24ae506d978f2ab5f04aa501b",
+    sha256 = "f745bd24b232f59f47c5d09345699dfdc8a70d37bbf153d38afbc833104dd625",
+    git_commit = "b56e6db5e7cccfffa824bbc1b5e018c6cc413c21",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f13cd6c8124df9eca23d6b85207bfda717a157e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Dec 2021 00:02:12 -0800
Subject: [PATCH 5717/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6712e0c-899e-4221-9a51-c359bbc47e0e

PiperOrigin-RevId: 417105334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8eafdb9a6c2..44dc6843ced 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f745bd24b232f59f47c5d09345699dfdc8a70d37bbf153d38afbc833104dd625",
-    git_commit = "b56e6db5e7cccfffa824bbc1b5e018c6cc413c21",
+    sha256 = "da763789e759205ab4ef480a0c40284e2317215dfb99e0f943d9223b2f2676f7",
+    git_commit = "c236b8e76474ea5e0fb520caabdc097ab3803cab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e80f0a382a4b399a220c545d9fdcd7dfdb1afaaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Dec 2021 06:02:03 -0800
Subject: [PATCH 5718/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ab8c30cb-c06a-46d3-aa87-60311b638f65

PiperOrigin-RevId: 417136683
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 44dc6843ced..ce3092ace29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da763789e759205ab4ef480a0c40284e2317215dfb99e0f943d9223b2f2676f7",
-    git_commit = "c236b8e76474ea5e0fb520caabdc097ab3803cab",
+    sha256 = "665e97c4e590157f048873fa24195b93cb3cd7a982818f3cad5237f19422d933",
+    git_commit = "fb140728a0b4f173bf1d2680a0f0759cbbfce5c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 082bab662006955a326afd8f87becf3b3daf9a7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Dec 2021 18:01:32 -0800
Subject: [PATCH 5719/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3bbbd216-8e28-4fb1-81eb-796411442db6

PiperOrigin-RevId: 417192226
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce3092ace29..33bf1e43f19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "665e97c4e590157f048873fa24195b93cb3cd7a982818f3cad5237f19422d933",
-    git_commit = "fb140728a0b4f173bf1d2680a0f0759cbbfce5c5",
+    sha256 = "d97fdd407c9486333e490a5efceb8baf85ad1f31d20c173d7f87dce333402a54",
+    git_commit = "c3cce2bb8551dbb06a8d7f0082c260c3299a376b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 492b2b30fcb4019f960239d1ce4c351aa0267ad4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Dec 2021 06:01:48 -0800
Subject: [PATCH 5720/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee083b4a-a496-463c-8fcf-11a118ceee97

PiperOrigin-RevId: 417251789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33bf1e43f19..9d439e2a571 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d97fdd407c9486333e490a5efceb8baf85ad1f31d20c173d7f87dce333402a54",
-    git_commit = "c3cce2bb8551dbb06a8d7f0082c260c3299a376b",
+    sha256 = "b39fbb9095c87c5920319902a071da17af443d7f2da1aa07d3447630d9ba800a",
+    git_commit = "70e2fa14613c0cfbe98a279f9ed9320b2cef6260",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 280e35cb2df2ea225de2466ce463cb398799294c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Dec 2021 18:01:55 -0800
Subject: [PATCH 5721/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18bd0ab4-558a-4240-b484-a48cdb8e4911

PiperOrigin-RevId: 417309650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d439e2a571..625ed3750ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b39fbb9095c87c5920319902a071da17af443d7f2da1aa07d3447630d9ba800a",
-    git_commit = "70e2fa14613c0cfbe98a279f9ed9320b2cef6260",
+    sha256 = "61dc71ec87f224b5f68682a703dc5d30c3ba95d752cf7efb7ad7083f51140619",
+    git_commit = "f518b5de7276ee81f244a3b4aaab9b760482db31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0a8ed81e852fda6c7192044707781a2b3ba20952 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Dec 2021 00:01:43 -0800
Subject: [PATCH 5722/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9965f100-83aa-4610-9420-501979d38ecb

PiperOrigin-RevId: 417342727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 625ed3750ba..67c912708a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61dc71ec87f224b5f68682a703dc5d30c3ba95d752cf7efb7ad7083f51140619",
-    git_commit = "f518b5de7276ee81f244a3b4aaab9b760482db31",
+    sha256 = "d987467e04eadb3bb71003de0b181f3fd7879f44ad69107ed2ed425c1187299f",
+    git_commit = "eb80c2b716d40f94266bbe4fa43287edd4be4041",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab3905eab9c08353b7e2feea769a997a6ffbdd31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Dec 2021 06:01:49 -0800
Subject: [PATCH 5723/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3245159a-5ad1-4e29-b440-b701b6698cd5

PiperOrigin-RevId: 417390553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67c912708a9..26346ee3350 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d987467e04eadb3bb71003de0b181f3fd7879f44ad69107ed2ed425c1187299f",
-    git_commit = "eb80c2b716d40f94266bbe4fa43287edd4be4041",
+    sha256 = "c384102a533f9eaf5a86b26b0906a06277d0b78ee8e859e580ea757065c01911",
+    git_commit = "5e1fbefd02637cac39b25723be5e7c01a5532116",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 319c8b41d0e2b612e06f4955166d0db3faa67518 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Dec 2021 12:02:37 -0800
Subject: [PATCH 5724/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5e0bf5a-37da-4eb9-9a28-6356a249a639

PiperOrigin-RevId: 417452908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26346ee3350..d62706c586b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c384102a533f9eaf5a86b26b0906a06277d0b78ee8e859e580ea757065c01911",
-    git_commit = "5e1fbefd02637cac39b25723be5e7c01a5532116",
+    sha256 = "03161dabd06b40ef22c2a7c2b6381308797e469fb170318393540b8219aa29b8",
+    git_commit = "59f54a9f1b61a53607249c49cf902ff4a0a12eaf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45a7cfd385a4b622c0ead831afe2f428e638dd44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Dec 2021 18:25:32 -0800
Subject: [PATCH 5725/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/127a5b0e-0d8d-49a4-95ab-f9825ad1b7b6

PiperOrigin-RevId: 417516302
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d62706c586b..0d06d883ec3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03161dabd06b40ef22c2a7c2b6381308797e469fb170318393540b8219aa29b8",
-    git_commit = "59f54a9f1b61a53607249c49cf902ff4a0a12eaf",
+    sha256 = "85a98a6b5b01ed2b3a042e68b47effe5d704462ad3007f655271206146ac6e79",
+    git_commit = "740f052f2e724cbc06f4839f1d892a4ba2f2ae99",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b1e4fe11fa30acce226b62016a766aa4bc5ce82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Dec 2021 00:01:36 -0800
Subject: [PATCH 5726/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d82e4e12-0373-48da-aa6e-992707597d08

PiperOrigin-RevId: 417554052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d06d883ec3..d92fa3e6b71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85a98a6b5b01ed2b3a042e68b47effe5d704462ad3007f655271206146ac6e79",
-    git_commit = "740f052f2e724cbc06f4839f1d892a4ba2f2ae99",
+    sha256 = "3be8889a66a4a1182b1eb4a0f7b8fab9f49cb7c627140f9b080fb7e1c359b528",
+    git_commit = "2d34c7e9356b038fdb70fe417309b3ea2b258bf0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4efd81fc758f36d09eedc28ac7a234f9b6a3680b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Dec 2021 06:01:48 -0800
Subject: [PATCH 5727/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd3ebef7-3b25-433a-a665-925f5290c737

PiperOrigin-RevId: 417605029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d92fa3e6b71..39de8bcd6bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3be8889a66a4a1182b1eb4a0f7b8fab9f49cb7c627140f9b080fb7e1c359b528",
-    git_commit = "2d34c7e9356b038fdb70fe417309b3ea2b258bf0",
+    sha256 = "9c63d629dfd5ce8f5009433a5d2b435e56fd03b478984a955cdad856a1d665d0",
+    git_commit = "69db6c4226c706bb6394010133d9c46c9485cae5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c0f451bc95e68fb5ea42eda3773af545ae06ab5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Dec 2021 12:18:43 -0800
Subject: [PATCH 5728/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75cb7889-d581-4f22-b1a0-b247a1677cf9

PiperOrigin-RevId: 417668543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39de8bcd6bd..d6822b78bef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c63d629dfd5ce8f5009433a5d2b435e56fd03b478984a955cdad856a1d665d0",
-    git_commit = "69db6c4226c706bb6394010133d9c46c9485cae5",
+    sha256 = "a2ab5ca37517f3fd4b33774d386c556f0b69dcd3a2eb2829ab879e43e73ceb9d",
+    git_commit = "369f2a0ac43cae2f6a486555d870600a5ad8004f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bf2f6d890043240313bc7a428b77e5c44dd5a4ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Dec 2021 18:02:16 -0800
Subject: [PATCH 5729/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f662aa54-8202-4640-ada1-448ea090890c

PiperOrigin-RevId: 417722822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6822b78bef..18592de27b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2ab5ca37517f3fd4b33774d386c556f0b69dcd3a2eb2829ab879e43e73ceb9d",
-    git_commit = "369f2a0ac43cae2f6a486555d870600a5ad8004f",
+    sha256 = "cf6580f42a2dd43b59061dbecfff4afbf5e55211ad22b4d7450fe13c817e80e2",
+    git_commit = "33106ca08e948061f5c2fab7ea51e930555fe47c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1371bd845d8bb6ab5890e66e3b2097319648d08c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Dec 2021 00:01:43 -0800
Subject: [PATCH 5730/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0301729-147d-4b8b-9697-afa8a7cd808b

PiperOrigin-RevId: 417761314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18592de27b6..c80f3cb3a60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf6580f42a2dd43b59061dbecfff4afbf5e55211ad22b4d7450fe13c817e80e2",
-    git_commit = "33106ca08e948061f5c2fab7ea51e930555fe47c",
+    sha256 = "93a0393640abf14d2437afde26055040b8df13545047897e21436eef3ebbd158",
+    git_commit = "6d99767371d88c8a8ddcd4c91ea7a5681f68f59d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a58f80e533e9d408cd69d3bcab4ca50356b9dbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Dec 2021 06:01:34 -0800
Subject: [PATCH 5731/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae786e8d-01c5-4820-9900-525b7f672485

PiperOrigin-RevId: 417805736
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c80f3cb3a60..8e847e4fe4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93a0393640abf14d2437afde26055040b8df13545047897e21436eef3ebbd158",
-    git_commit = "6d99767371d88c8a8ddcd4c91ea7a5681f68f59d",
+    sha256 = "ef012cfd89ddb18d6dc896b3a27807fd03172fcd5c0985f66de8d0e7cebb93f2",
+    git_commit = "147344a59b69190b43b9172776a26467fae52447",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 122a96ae233aa20f38763849d3b3a8459fc51395 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Dec 2021 12:01:21 -0800
Subject: [PATCH 5732/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b60251a-e7c8-4b55-8664-a88889c4f210

PiperOrigin-RevId: 417862053
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e847e4fe4f..c75a4c24d4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef012cfd89ddb18d6dc896b3a27807fd03172fcd5c0985f66de8d0e7cebb93f2",
-    git_commit = "147344a59b69190b43b9172776a26467fae52447",
+    sha256 = "365da0bef8a0ed5b280fbd42b1024cf5cadfd4c6500c0b29c3c6e52f0d75786a",
+    git_commit = "5e8cd1162cc8eeb9cf493d071293a621dcbb51f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2eda60c98c21a085983efa2b3c2bd8ca4e4ab5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Dec 2021 18:01:36 -0800
Subject: [PATCH 5733/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba5c4e18-19bb-43e2-b0e7-661c163e373f

PiperOrigin-RevId: 417917196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c75a4c24d4e..fe53b2a6515 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "365da0bef8a0ed5b280fbd42b1024cf5cadfd4c6500c0b29c3c6e52f0d75786a",
-    git_commit = "5e8cd1162cc8eeb9cf493d071293a621dcbb51f0",
+    sha256 = "121778bede3afc7af0ddd971ffc88e92c2a5069418d20f6862aac997e90651cb",
+    git_commit = "8a4676d3723cd56be092e1c82eb23248e53367e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8974e7d30e64cd901399ccbcd633cd1ce1f4e3b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Dec 2021 00:01:56 -0800
Subject: [PATCH 5734/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f76d1df-3ef4-495b-9c5a-e652886f5947

PiperOrigin-RevId: 417952667
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe53b2a6515..dc4defbe928 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "121778bede3afc7af0ddd971ffc88e92c2a5069418d20f6862aac997e90651cb",
-    git_commit = "8a4676d3723cd56be092e1c82eb23248e53367e0",
+    sha256 = "bef30f02e74b22ffbc69c125c86f0000758440faf248976dab20a551b10612e5",
+    git_commit = "08e5b94134d2d9a18e34e427660161a0c45b6567",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d7258b411f924c434d5189c4e03d476c49fef4e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Dec 2021 06:02:03 -0800
Subject: [PATCH 5735/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db3d0875-035b-4d22-9b7e-728f3375001e

PiperOrigin-RevId: 417995228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc4defbe928..bb8bb1d52a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bef30f02e74b22ffbc69c125c86f0000758440faf248976dab20a551b10612e5",
-    git_commit = "08e5b94134d2d9a18e34e427660161a0c45b6567",
+    sha256 = "e5cbe820f8207f9cdfa9910a7013cc292d3331b68a3f01747f604b1e573e95c6",
+    git_commit = "d61c329a065cdbe643d1dd4c973f99b2b6e1fb20",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e351acfe10f1515195ce0c5f7e0b9b770a22e31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Dec 2021 12:02:18 -0800
Subject: [PATCH 5736/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8350d3fe-7b01-49f6-b90f-11a3702e3cb9

PiperOrigin-RevId: 418044633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb8bb1d52a0..901b7880cec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5cbe820f8207f9cdfa9910a7013cc292d3331b68a3f01747f604b1e573e95c6",
-    git_commit = "d61c329a065cdbe643d1dd4c973f99b2b6e1fb20",
+    sha256 = "8782b34bda5436ceb5b9b944b5f57385871490ed0344afbd0b25739aa67c511a",
+    git_commit = "c2ebc9cdbd4332e91d60869c82b473bdfbc97eda",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From afea87930c3722a8d06fc6584014d82f5cb9795e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Dec 2021 18:01:44 -0800
Subject: [PATCH 5737/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/834e8e9b-d58a-40a2-bc4c-fdc933f1de1a

PiperOrigin-RevId: 418090672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 901b7880cec..6b7389fe26b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8782b34bda5436ceb5b9b944b5f57385871490ed0344afbd0b25739aa67c511a",
-    git_commit = "c2ebc9cdbd4332e91d60869c82b473bdfbc97eda",
+    sha256 = "6fe93b357186425c3f11edf2c409c7cd132fa457b7cfae55982d47e63440c71b",
+    git_commit = "b3e9b95e725d5897fda9d21c8fce1264cd95db4e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 73526c31d3eab7fe0ef3c92dfc2d14f19fa988c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Dec 2021 00:01:24 -0800
Subject: [PATCH 5738/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2d06bd4e-1fc4-41f4-841e-b3c5c3ab6fd9

PiperOrigin-RevId: 418123175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b7389fe26b..b15635dbeac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fe93b357186425c3f11edf2c409c7cd132fa457b7cfae55982d47e63440c71b",
-    git_commit = "b3e9b95e725d5897fda9d21c8fce1264cd95db4e",
+    sha256 = "c076c272b86d14f1a44b9e6fdcfc4087f59da8d250f05051ebdcca74154a1ad0",
+    git_commit = "ba08cd6143f363d2305c33a3b6312634727601bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a79431907ee36ca438a4d0f8f49871f22efa30c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Dec 2021 06:01:30 -0800
Subject: [PATCH 5739/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f85104ba-4cd3-4459-8bb3-15131360160b

PiperOrigin-RevId: 418159020
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b15635dbeac..491519f9f00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c076c272b86d14f1a44b9e6fdcfc4087f59da8d250f05051ebdcca74154a1ad0",
-    git_commit = "ba08cd6143f363d2305c33a3b6312634727601bf",
+    sha256 = "045c2f8af3e9d1e93527307d98d77851fe44e7772a49d861cfa94f23bd36dede",
+    git_commit = "bb6261422b49066096cfa2b023a76208fefbc611",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f67fe82819969ea8cd4f52dfdb561592ea569d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Dec 2021 12:01:23 -0800
Subject: [PATCH 5740/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84a0b7ef-fa29-4f41-9eb6-f475139b2c14

PiperOrigin-RevId: 418186742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 491519f9f00..64533136bae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "045c2f8af3e9d1e93527307d98d77851fe44e7772a49d861cfa94f23bd36dede",
-    git_commit = "bb6261422b49066096cfa2b023a76208fefbc611",
+    sha256 = "af5b50f8e7652cd12e005856c03cd606e94bec77e683f12fd27337b985d47668",
+    git_commit = "b818b3a1d6b6c82a2c127b74f5363d4e5fdaa8ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f4dc6593c106cc6414c87acc8bd9a5e5d4137cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Dec 2021 18:01:53 -0800
Subject: [PATCH 5741/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/991a1f36-b9e2-42be-bf9a-c66797886448

PiperOrigin-RevId: 418213478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64533136bae..610851db165 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af5b50f8e7652cd12e005856c03cd606e94bec77e683f12fd27337b985d47668",
-    git_commit = "b818b3a1d6b6c82a2c127b74f5363d4e5fdaa8ac",
+    sha256 = "ca4e01346cfc0c910bcd94f61165c5e08454e3aeff7156eac8eff9b9fe30dd39",
+    git_commit = "027119e16fcd54d3c55ab283fb4b154d908c278d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b1e258e55f2c501eb94e383477b4a6c1229fdb55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Dec 2021 06:02:06 -0800
Subject: [PATCH 5742/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9431c4e8-fa19-4b67-a93c-936fc28f94e4

PiperOrigin-RevId: 418268188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 610851db165..cfb8c5a0279 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca4e01346cfc0c910bcd94f61165c5e08454e3aeff7156eac8eff9b9fe30dd39",
-    git_commit = "027119e16fcd54d3c55ab283fb4b154d908c278d",
+    sha256 = "73196a40de901d57d69d0e70c9d8efec899048a4c7397984b8803cbfe5e8c4e4",
+    git_commit = "f72a5166a424405cc103dee653c64899c7f28904",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b6f36430f7220dd8c0c14a03716c6512e6c1e204 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Dec 2021 18:01:44 -0800
Subject: [PATCH 5743/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/115dca01-0b8f-4c46-9dc0-287a8dd47361

PiperOrigin-RevId: 418317791
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfb8c5a0279..6b0421671e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73196a40de901d57d69d0e70c9d8efec899048a4c7397984b8803cbfe5e8c4e4",
-    git_commit = "f72a5166a424405cc103dee653c64899c7f28904",
+    sha256 = "2af7eebe74f450819839c18a91779d6525cd5854e3ad4931d29c0dce687575eb",
+    git_commit = "03d1520ad7d88d3960028e1dca60bc641d543ba8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 28da5d3058df866020193d222885de80dfca60ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Dec 2021 00:01:34 -0800
Subject: [PATCH 5744/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/846ce739-def6-4094-aaf4-2fef8589d4ed

PiperOrigin-RevId: 418341704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b0421671e6..e5999294e58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2af7eebe74f450819839c18a91779d6525cd5854e3ad4931d29c0dce687575eb",
-    git_commit = "03d1520ad7d88d3960028e1dca60bc641d543ba8",
+    sha256 = "a01154258e31760b72fa3073d027c1c730374070f8efa9929db8b6d7d55c578d",
+    git_commit = "10ac4ccb57af478fde1f6d479beb0dfa1aa47b8a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ee320b1e03ca327879641e939f5abef1114bb5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Dec 2021 06:01:44 -0800
Subject: [PATCH 5745/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8fa72147-e261-44b6-b3eb-afb0d0c54cb7

PiperOrigin-RevId: 418369888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5999294e58..5866e4b504c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a01154258e31760b72fa3073d027c1c730374070f8efa9929db8b6d7d55c578d",
-    git_commit = "10ac4ccb57af478fde1f6d479beb0dfa1aa47b8a",
+    sha256 = "337ee796a59a158ac1f013c9ba9ebb6d3f89cbc37d9253795c99ef4cf685c1e5",
+    git_commit = "a04aa75e6e0d1f48114664f06f3b45243fbb0e48",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79bdd7259db188ad59095264988a929378060bf2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Dec 2021 12:01:29 -0800
Subject: [PATCH 5746/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ffacbd0-b759-42ae-84db-e241fa09f4ff

PiperOrigin-RevId: 418394931
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5866e4b504c..1a5ec625cdd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "337ee796a59a158ac1f013c9ba9ebb6d3f89cbc37d9253795c99ef4cf685c1e5",
-    git_commit = "a04aa75e6e0d1f48114664f06f3b45243fbb0e48",
+    sha256 = "4cfc36dfe9ca1f77c7a67e2e42d96d3950a4b42e70c8b9ac0124e761ad703bfc",
+    git_commit = "c8fe26eb52e34f67759ee2b0662b09de12641652",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b90f0c16e822ac6e9a6dfd69ec901a27c974829c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Dec 2021 18:01:23 -0800
Subject: [PATCH 5747/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fcc5798-508d-4864-8afd-2343827bffde

PiperOrigin-RevId: 418419299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a5ec625cdd..22e51552a9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cfc36dfe9ca1f77c7a67e2e42d96d3950a4b42e70c8b9ac0124e761ad703bfc",
-    git_commit = "c8fe26eb52e34f67759ee2b0662b09de12641652",
+    sha256 = "cf620aa3e6121c94de83af266146d2e1e6e205c5b6cfe845950d22cdbadc3d8b",
+    git_commit = "3fb790c51ce551c5b3bc62c6568ddc7332def508",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b3cf4fd6cd6035158a2b4434d9a475a82615fca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Dec 2021 06:01:45 -0800
Subject: [PATCH 5748/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a812f951-1130-4a3f-8ae2-17d14ea43daa

PiperOrigin-RevId: 418485320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22e51552a9f..e7dd7bb35fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf620aa3e6121c94de83af266146d2e1e6e205c5b6cfe845950d22cdbadc3d8b",
-    git_commit = "3fb790c51ce551c5b3bc62c6568ddc7332def508",
+    sha256 = "4db468507caab00ed9536f5d24a62b43091aabcc02b89bdc14c5ea13037d0f28",
+    git_commit = "f28fb5046d1e4d66487e0130b999c8a9074573de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22f059945e719884fb8d4ae141d218817d14834f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Dec 2021 12:01:26 -0800
Subject: [PATCH 5749/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ef002f1-c3b6-4e4a-9b94-b0084e1ffc42

PiperOrigin-RevId: 418517305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7dd7bb35fa..6a3fa175631 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4db468507caab00ed9536f5d24a62b43091aabcc02b89bdc14c5ea13037d0f28",
-    git_commit = "f28fb5046d1e4d66487e0130b999c8a9074573de",
+    sha256 = "8dc128538f9a1502a81200537dde2e452372cadf9e1fe29d692bc5d4f11cd70e",
+    git_commit = "028c3707f0066ad0c9c2db7653cd6d0a9669256f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc11d4a2c63f8f21f0250130ff220a410eb770f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Dec 2021 18:01:27 -0800
Subject: [PATCH 5750/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5124d59d-3ee7-49f7-a78d-e6edb15bdd15

PiperOrigin-RevId: 418546074
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a3fa175631..1acfb966a87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dc128538f9a1502a81200537dde2e452372cadf9e1fe29d692bc5d4f11cd70e",
-    git_commit = "028c3707f0066ad0c9c2db7653cd6d0a9669256f",
+    sha256 = "4574dac2a92d8af6903c51391d0d464f7709484044175da6dc359c1f2b446e7e",
+    git_commit = "6d77b7f3f4c5147b0da526cda2df1946297a6522",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b9af2be719ff4aedbd63fd33d1a58c590c88e93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Dec 2021 00:01:26 -0800
Subject: [PATCH 5751/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/714a15e4-b13e-4844-b77b-62b92b83ba4b

PiperOrigin-RevId: 418575011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1acfb966a87..096e657e7bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4574dac2a92d8af6903c51391d0d464f7709484044175da6dc359c1f2b446e7e",
-    git_commit = "6d77b7f3f4c5147b0da526cda2df1946297a6522",
+    sha256 = "2472823ed27e46676f9bae6cdd5191f9c95407edb63f422dec96b82dc1e81a8f",
+    git_commit = "1f7940300d96085c53da823dfd3b9d2a87a8fec1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 436a317f662d09994d0034ced62b4e11ffc38393 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Dec 2021 06:01:28 -0800
Subject: [PATCH 5752/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ef9bc5a-bb3d-48bc-b7f6-36c2755d3f5a

PiperOrigin-RevId: 418613386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 096e657e7bc..5917800e3ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2472823ed27e46676f9bae6cdd5191f9c95407edb63f422dec96b82dc1e81a8f",
-    git_commit = "1f7940300d96085c53da823dfd3b9d2a87a8fec1",
+    sha256 = "c95e13218943494eab6f62d1a34b3ee270c44a53df36d25b1018ad3c67dc08b7",
+    git_commit = "4ac7f9501b01f4143ec0c05a9b5e73c098a53a0f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c1ab58d8e303551c46293658f058201871c59b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Dec 2021 12:01:58 -0800
Subject: [PATCH 5753/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fe9a6e6-b53b-4c7f-8907-951776414727

PiperOrigin-RevId: 418659741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5917800e3ed..b43d275a7c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c95e13218943494eab6f62d1a34b3ee270c44a53df36d25b1018ad3c67dc08b7",
-    git_commit = "4ac7f9501b01f4143ec0c05a9b5e73c098a53a0f",
+    sha256 = "148b0b8eb71023e2ad1a710b8efdd6fe8bdb65a9ebe622201e475028653e932e",
+    git_commit = "4c20dadceb41040379ce0902a72a804af1d29450",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7d709832aaf9a951b3eb41f9183141cd625f213e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Dec 2021 18:02:12 -0800
Subject: [PATCH 5754/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/81db63b5-9c87-498f-97aa-cbfaf9d88741

PiperOrigin-RevId: 418703716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b43d275a7c1..20df232002f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "148b0b8eb71023e2ad1a710b8efdd6fe8bdb65a9ebe622201e475028653e932e",
-    git_commit = "4c20dadceb41040379ce0902a72a804af1d29450",
+    sha256 = "7a302e98792a00b32e9a3b68a1354cadda794d09f402649055eeca6e1af2d17f",
+    git_commit = "25f036af3cce39f628f563d5c5ff8225e7ac0e86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b095f36935cd1c56917fb4b3d62c0e6a1b76ad01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Dec 2021 00:01:28 -0800
Subject: [PATCH 5755/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f9d7b2d-8eee-433a-aedb-8b696eb38d81

PiperOrigin-RevId: 418736206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20df232002f..c5f80827b70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a302e98792a00b32e9a3b68a1354cadda794d09f402649055eeca6e1af2d17f",
-    git_commit = "25f036af3cce39f628f563d5c5ff8225e7ac0e86",
+    sha256 = "767229bfd625c32e61ef1310f58eb5fff84dce8fa3b8c9ef212dd116cb8d6cff",
+    git_commit = "abf773b0abedb2111a9acdae9c0be6ebeb156bc1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 594c6e15f19605061027568e104c9373487102b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Dec 2021 06:01:33 -0800
Subject: [PATCH 5756/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0e7f55c-f0da-47cb-b080-b46732dd3eba

PiperOrigin-RevId: 418782331
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5f80827b70..083d718f841 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "767229bfd625c32e61ef1310f58eb5fff84dce8fa3b8c9ef212dd116cb8d6cff",
-    git_commit = "abf773b0abedb2111a9acdae9c0be6ebeb156bc1",
+    sha256 = "f5481c691aa9a7eb57d974f0b0b7e674b50592a353b6c82311f50f7d78707276",
+    git_commit = "e9b7e9ea68ade6b5fb2dbd32c384568d1ddc1c06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b135ba6b0105111738870e0f8572338d18fbd2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Dec 2021 12:01:41 -0800
Subject: [PATCH 5757/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2eda6681-f7b0-4836-bd84-10f2f0afee60

PiperOrigin-RevId: 418827542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 083d718f841..c248cd237b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5481c691aa9a7eb57d974f0b0b7e674b50592a353b6c82311f50f7d78707276",
-    git_commit = "e9b7e9ea68ade6b5fb2dbd32c384568d1ddc1c06",
+    sha256 = "e62f0c241c090bf6753334bd1705dd1a528e3fedaf48e97a6a49e58f9de2b72f",
+    git_commit = "d8b3d5b22cb61b1a19e7d1c3524f1be92ee45ca6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f73af2e241ad6c06e6c2eb9b1a76ccab2f140264 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Dec 2021 18:01:27 -0800
Subject: [PATCH 5758/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51d37a9e-d88e-4cd0-bc79-2fd39b1d4227

PiperOrigin-RevId: 418873166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c248cd237b1..fa62aa08c6c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e62f0c241c090bf6753334bd1705dd1a528e3fedaf48e97a6a49e58f9de2b72f",
-    git_commit = "d8b3d5b22cb61b1a19e7d1c3524f1be92ee45ca6",
+    sha256 = "b2d10bb4d697a61eda50957843bec90db151679ff49c4eb1f705facacc596c54",
+    git_commit = "6fcfc7c8a6d46b63e4e2febb1774f9f0865bd2f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dcf60f585421814513ed965029ad3b5a42af544e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Dec 2021 00:01:30 -0800
Subject: [PATCH 5759/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39c65cac-20a0-4bc2-ab80-34a696f55f6d

PiperOrigin-RevId: 418906924
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa62aa08c6c..64257bd0968 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2d10bb4d697a61eda50957843bec90db151679ff49c4eb1f705facacc596c54",
-    git_commit = "6fcfc7c8a6d46b63e4e2febb1774f9f0865bd2f2",
+    sha256 = "031b66612cde4929602304f884d5b6341e23437eaf08eb389a0ce321e32478ff",
+    git_commit = "a8064326385c37dd0eb13308afdba49ebb540d57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1a16bcec60235ce94e4293ebfd85bf0a6affe697 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Dec 2021 06:03:02 -0800
Subject: [PATCH 5760/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d35f2dd5-954c-4272-bfde-3a82ef79572a

PiperOrigin-RevId: 418947158
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64257bd0968..cf18ebb88eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "031b66612cde4929602304f884d5b6341e23437eaf08eb389a0ce321e32478ff",
-    git_commit = "a8064326385c37dd0eb13308afdba49ebb540d57",
+    sha256 = "d732624857a6415f7e5a757493eb82fa5b965ebc5dcea7324ce434d8103fef39",
+    git_commit = "1d62bf2af6e855835c4d2286678c518f56243ffc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 93de9a784fbd71b19a0734da9e36a8d2a3580ef6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Dec 2021 12:21:59 -0800
Subject: [PATCH 5761/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b53b0e3c-4c61-426d-acc9-6f77e5a865fd

PiperOrigin-RevId: 418992086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf18ebb88eb..bcb2f07229f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d732624857a6415f7e5a757493eb82fa5b965ebc5dcea7324ce434d8103fef39",
-    git_commit = "1d62bf2af6e855835c4d2286678c518f56243ffc",
+    sha256 = "6311738c53b21ffbc3ad51b0e3f5da6fe57bc27f006da874b7f4e362c0e4de0c",
+    git_commit = "8de38cd16b2c023ec4257758b28f7becefbcfcf5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c8bbb50d952195be8a29bde41ce237ed42053db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Dec 2021 18:01:36 -0800
Subject: [PATCH 5762/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f2c39fa-9230-4c0b-97f2-2f0d42a231ec

PiperOrigin-RevId: 419027962
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcb2f07229f..6c68ab44048 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6311738c53b21ffbc3ad51b0e3f5da6fe57bc27f006da874b7f4e362c0e4de0c",
-    git_commit = "8de38cd16b2c023ec4257758b28f7becefbcfcf5",
+    sha256 = "6890f6f972246207720b93a7e4e9e31cce17911bdb8c8bab5e67042680e61b05",
+    git_commit = "94ebe31a0287713b167776d6a2e2e151d494eebd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f1eb2bac0827e543f470a0f79ea32fa8b62b676 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Dec 2021 00:01:52 -0800
Subject: [PATCH 5763/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1459ac0-436e-4da1-9524-3c7235aac174

PiperOrigin-RevId: 419058082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c68ab44048..d6d15a0aa24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6890f6f972246207720b93a7e4e9e31cce17911bdb8c8bab5e67042680e61b05",
-    git_commit = "94ebe31a0287713b167776d6a2e2e151d494eebd",
+    sha256 = "9c2c5450a8c5933606bb262d081ffb3596f2926d1d62a531150786fb3daf4bfc",
+    git_commit = "1ef2bbae5f7521c9f1c3a831c162fe9a540df4b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a0a2d41203e8d64156d918c4a1ef4145d9743f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Dec 2021 06:01:27 -0800
Subject: [PATCH 5764/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/769d4dad-3cc1-4b68-bf85-f6705622f638

PiperOrigin-RevId: 419093524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6d15a0aa24..34ae1c4bc25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c2c5450a8c5933606bb262d081ffb3596f2926d1d62a531150786fb3daf4bfc",
-    git_commit = "1ef2bbae5f7521c9f1c3a831c162fe9a540df4b1",
+    sha256 = "4c48b42ebc2467c3f1f80f0847fec36a548fa2ead97713f9fc9be2c32cd32db9",
+    git_commit = "d8f2ee8d746e11f9d43568dda888c33d4896aa12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db983d513a62f3c25d708209311f27f30e116525 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Dec 2021 12:02:18 -0800
Subject: [PATCH 5765/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb21cd3a-9a86-4a61-9912-94657b57bf3c

PiperOrigin-RevId: 419122479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34ae1c4bc25..16f48ae4ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c48b42ebc2467c3f1f80f0847fec36a548fa2ead97713f9fc9be2c32cd32db9",
-    git_commit = "d8f2ee8d746e11f9d43568dda888c33d4896aa12",
+    sha256 = "a2bd99f46283ee0cfd5cfb4b7c7fe3853e1640ef4ef04f21d45cb2cbffeaeec4",
+    git_commit = "a9bd2d45c0ea7755197752b84ec9462d8cdf6f57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ecf22d95c94212c227a7ad3c515766d6704398b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Dec 2021 18:01:53 -0800
Subject: [PATCH 5766/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5613ab62-1da7-4fd5-9a5d-209cfdde9967

PiperOrigin-RevId: 419149061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16f48ae4ea9..bb5b4fcbf16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2bd99f46283ee0cfd5cfb4b7c7fe3853e1640ef4ef04f21d45cb2cbffeaeec4",
-    git_commit = "a9bd2d45c0ea7755197752b84ec9462d8cdf6f57",
+    sha256 = "362e791f48d507fb911b7eabdf144a96896b7c92882d7e5a4bf0fa568376eef5",
+    git_commit = "221417c504c46295e72cd63acc6011f5a0cc0725",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6753163a79837e2a56d8fdd3c1191a36d0f03085 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jan 2022 06:01:26 -0800
Subject: [PATCH 5767/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6946e7b-1707-4a3d-9169-5bdfc2253f83

PiperOrigin-RevId: 419202264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb5b4fcbf16..e3d7bb47e89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "362e791f48d507fb911b7eabdf144a96896b7c92882d7e5a4bf0fa568376eef5",
-    git_commit = "221417c504c46295e72cd63acc6011f5a0cc0725",
+    sha256 = "6154be9e916d68012b8fd524d46b8e001ca9304ad264ab46053d478b63100e3b",
+    git_commit = "b1a8f5fafec9c8a402b2efad103fc9bd975ec3ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f03132763b7caea07c7eeca0b3623ff813b8e55e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jan 2022 06:01:28 -0800
Subject: [PATCH 5768/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b87a820-34a1-43fe-a45f-2df188d1e8ff

PiperOrigin-RevId: 419306352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3d7bb47e89..711ac93f5a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6154be9e916d68012b8fd524d46b8e001ca9304ad264ab46053d478b63100e3b",
-    git_commit = "b1a8f5fafec9c8a402b2efad103fc9bd975ec3ce",
+    sha256 = "ac1dc1ed48c958dbd0eec20e237f1e62f12c3f171609dc7f0c1a682b4aa3642c",
+    git_commit = "ac3f270be5421836cd11a803f0d7adf10d201ab3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f11710ef262460c686eeb70589fe1d96d9924985 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jan 2022 12:02:22 -0800
Subject: [PATCH 5769/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3b2a979-7da1-45ec-bf5e-d7e74d4c14f9

PiperOrigin-RevId: 419333000
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 711ac93f5a0..30201d6fd17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac1dc1ed48c958dbd0eec20e237f1e62f12c3f171609dc7f0c1a682b4aa3642c",
-    git_commit = "ac3f270be5421836cd11a803f0d7adf10d201ab3",
+    sha256 = "7fde8cb2fd81afeb8afc4f9358272f44f05fab928f96a8a0ffd1c4eba50bc728",
+    git_commit = "bd9ba9309d28bc48675c029b60f45156b0c78686",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7923be4eb2fbf7e4e553442f2e91ba2d5806b016 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jan 2022 00:01:31 -0800
Subject: [PATCH 5770/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7248afeb-bd8b-4bd8-bac1-5a02596f7136

PiperOrigin-RevId: 419388574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30201d6fd17..14c7f2c37f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fde8cb2fd81afeb8afc4f9358272f44f05fab928f96a8a0ffd1c4eba50bc728",
-    git_commit = "bd9ba9309d28bc48675c029b60f45156b0c78686",
+    sha256 = "df6efc24bffc4333e16a96ed9c1d5944b647cb0b06aa8af6ea86e326b619b6de",
+    git_commit = "0d8705c82c64dfb39c49e346de1a66182e5eabd1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e18ed01b5ea0fe21e7e7107492acf95b7575970a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jan 2022 06:01:40 -0800
Subject: [PATCH 5771/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc559f01-f8eb-48c7-a5cc-276d6780ba87

PiperOrigin-RevId: 419428853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14c7f2c37f2..bef9afb491b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df6efc24bffc4333e16a96ed9c1d5944b647cb0b06aa8af6ea86e326b619b6de",
-    git_commit = "0d8705c82c64dfb39c49e346de1a66182e5eabd1",
+    sha256 = "729f8b4357c573453685e235c7ee35e622117a348984f29c5eb55f92197f6e3e",
+    git_commit = "7d12007d7800d3714a02e05059f3ea602d1aec78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 629b59018849579cc29e038e71df2eccc7e86e1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jan 2022 12:01:56 -0800
Subject: [PATCH 5772/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c3830b1-0c0d-4089-99d3-d80f7a386b59

PiperOrigin-RevId: 419466011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bef9afb491b..8871abbf635 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "729f8b4357c573453685e235c7ee35e622117a348984f29c5eb55f92197f6e3e",
-    git_commit = "7d12007d7800d3714a02e05059f3ea602d1aec78",
+    sha256 = "9fd7cf7a6b36480fbca01b30ef0e9fe49f9154f4fa78bb7fa386dd8c73ae3cfa",
+    git_commit = "26145f7dcbaf6905d5a123a342108d202806a560",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b5e7c019c933eea1d2163c97bc2c3a5850bfaa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jan 2022 18:01:59 -0800
Subject: [PATCH 5773/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/236c8c56-280d-4269-8447-276da1b4f300

PiperOrigin-RevId: 419495868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8871abbf635..549a1ed93a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fd7cf7a6b36480fbca01b30ef0e9fe49f9154f4fa78bb7fa386dd8c73ae3cfa",
-    git_commit = "26145f7dcbaf6905d5a123a342108d202806a560",
+    sha256 = "2b07be28f714cc3afaf481d4083b24c916d4fe8d7d9ea2dcd93c29679f153345",
+    git_commit = "a9e84da7b630e54fd67142355a2d6101c0053588",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ba850c1a20266d65492791b6ba619ca47c05814 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jan 2022 00:01:33 -0800
Subject: [PATCH 5774/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68b44bfd-6639-4380-b2a4-e518f836da25

PiperOrigin-RevId: 419528187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 549a1ed93a0..8a3a8714c27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b07be28f714cc3afaf481d4083b24c916d4fe8d7d9ea2dcd93c29679f153345",
-    git_commit = "a9e84da7b630e54fd67142355a2d6101c0053588",
+    sha256 = "5fc122c8bdf79826812ce83c5170df183e7121043533d5038121187d58aabf68",
+    git_commit = "7e7a73b9de37b658b59d12be993271849cc02916",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8548e2da088a40025b333e30d235d44d2d1ecdd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jan 2022 06:01:46 -0800
Subject: [PATCH 5775/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7df591c-00db-427a-8dca-3c81134e460f

PiperOrigin-RevId: 419575008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a3a8714c27..0a4404d2536 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fc122c8bdf79826812ce83c5170df183e7121043533d5038121187d58aabf68",
-    git_commit = "7e7a73b9de37b658b59d12be993271849cc02916",
+    sha256 = "a8a951d8abf171362f5730bd93fcac20aed6605607935c8594cd016f205b58fd",
+    git_commit = "0f792fc664dd3952fbb76e4e8f8dda21bbf7971a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 923269955f5582cc26d0454992afa5c888a9377f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jan 2022 08:22:52 -0800
Subject: [PATCH 5776/8103] Do not report successful loads that are cancelled,
 unload immediately instead.

PiperOrigin-RevId: 419600593
---
 tensorflow_serving/core/loader_harness.cc     | 52 ++++++++++++-------
 tensorflow_serving/core/loader_harness.h      |  3 ++
 .../core/loader_harness_test.cc               | 23 ++++++++
 3 files changed, 59 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 95a7bfb2e08..81ded30a9ac 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -80,14 +80,23 @@ Status LoaderHarness::Load() {
       [&]() { return loader_->LoadWithMetadata({id_}); },
       [&]() { return cancel_load_retry(); });
 
-  {
-    mutex_lock l(mu_);
-    if (status.ok()) {
+  if (status.ok()) {
+    if (cancel_load_retry()) {
+      // Servable is going to be unloaded very soon,
+      // we report a failure here so that we do not accidentally
+      // report that the servable is available.
+      TF_RETURN_IF_ERROR(UnloadDueToCancelledLoad());
+      return errors::Cancelled(
+          strings::StrCat("Loading of servable cancelled"));
+    }
+    {
+      mutex_lock l(mu_);
       TF_RETURN_IF_ERROR(TransitionState(State::kLoading, State::kReady));
       LOG(INFO) << "Successfully loaded servable version " << id_;
-    } else {
-      ErrorInternal(status);
     }
+  } else {
+    mutex_lock l(mu_);
+    ErrorInternal(status);
   }
 
   return status;
@@ -103,21 +112,11 @@ Status LoaderHarness::UnloadRequested() {
   return Status::OK();
 }
 
-void LoaderHarness::set_cancel_load_retry(const bool value) {
-  mutex_lock l(mu_);
-  cancel_load_retry_ = value;
-}
-
-bool LoaderHarness::cancel_load_retry() {
-  mutex_lock l(mu_);
-  return cancel_load_retry_;
-}
-
-Status LoaderHarness::Unload() {
+Status LoaderHarness::UnloadInternal(State from_state) {
   {
     mutex_lock l(mu_);
-    TF_RETURN_IF_ERROR(TransitionState(State::kQuiesced, State::kUnloading));
-    LOG(INFO) << "Unloading servable version " << id_;
+    TF_RETURN_IF_ERROR(TransitionState(from_state, State::kUnloading));
+    LOG(INFO) << "Unloading just-loaded servable version " << id_;
   }
 
   loader_->Unload();
@@ -127,10 +126,25 @@ Status LoaderHarness::Unload() {
     TF_RETURN_IF_ERROR(TransitionState(State::kUnloading, State::kDisabled));
     LOG(INFO) << "Done unloading servable version " << id_;
   }
-
   return Status::OK();
 }
 
+Status LoaderHarness::UnloadDueToCancelledLoad() {
+  return UnloadInternal(State::kLoading);
+}
+
+void LoaderHarness::set_cancel_load_retry(const bool value) {
+  mutex_lock l(mu_);
+  cancel_load_retry_ = value;
+}
+
+bool LoaderHarness::cancel_load_retry() {
+  mutex_lock l(mu_);
+  return cancel_load_retry_;
+}
+
+Status LoaderHarness::Unload() { return UnloadInternal(State::kQuiesced); }
+
 Status LoaderHarness::StartQuiescing() {
   mutex_lock l(mu_);
   TF_RETURN_IF_ERROR(
diff --git a/tensorflow_serving/core/loader_harness.h b/tensorflow_serving/core/loader_harness.h
index eb5f8ab79b8..7fbb2fac4ee 100644
--- a/tensorflow_serving/core/loader_harness.h
+++ b/tensorflow_serving/core/loader_harness.h
@@ -229,6 +229,9 @@ class LoaderHarness final {
   // same error.
   Status TransitionState(State from, State to) TF_EXCLUSIVE_LOCKS_REQUIRED(mu_);
 
+  Status UnloadInternal(State from_state) TF_LOCKS_EXCLUDED(mu_);
+  Status UnloadDueToCancelledLoad() TF_LOCKS_EXCLUDED(mu_);
+
   const ServableId id_;
   const std::unique_ptr<Loader> loader_;
   // Additional state that the manager uses.
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 2740ecb8366..02f0a2c3fa1 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -325,6 +325,29 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
       }));
 }
 
+// Tests unload when ongoing load is cancelled.
+TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
+  test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
+
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
+
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(InvokeWithoutArgs([]() {
+        Env::Default()->SleepForMicroseconds(1000000);
+        return Status::OK();
+      }));
+
+  std::unique_ptr<Thread> test_thread(
+      Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
+        TF_ASSERT_OK(harness.LoadRequested());
+        TF_ASSERT_OK(harness.LoadApproved());
+        harness.set_cancel_load_retry(true);
+        const Status status = harness.Load();
+        EXPECT_THAT(status.error_message(), HasSubstr("cancelled"));
+      }));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 530f7d0e5a5ed50b083538c82b4cf0ecd15e80bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jan 2022 12:02:04 -0800
Subject: [PATCH 5777/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63f94bb9-3af1-4b03-af6e-432f36a36165

PiperOrigin-RevId: 419649305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a4404d2536..78b0e0ce52f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8a951d8abf171362f5730bd93fcac20aed6605607935c8594cd016f205b58fd",
-    git_commit = "0f792fc664dd3952fbb76e4e8f8dda21bbf7971a",
+    sha256 = "b20cbd03390f7f91faf26fd2000996277845139d3e4f2d00d89e4f6b8ce3a81f",
+    git_commit = "918434f571c61015a5e71998680729aa0bd7ffcc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1683062089d8b3cf4dc84adce43dc8ab3ea5e709 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jan 2022 18:01:49 -0800
Subject: [PATCH 5778/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8d66bf7-8734-499d-b813-12b0b84f8fae

PiperOrigin-RevId: 419718284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78b0e0ce52f..cc822ac2858 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b20cbd03390f7f91faf26fd2000996277845139d3e4f2d00d89e4f6b8ce3a81f",
-    git_commit = "918434f571c61015a5e71998680729aa0bd7ffcc",
+    sha256 = "db63933cb300f035f14b5e9caa26454bc0b4aa754c9bf5802ed3ef43d39828ef",
+    git_commit = "c762c4501ca017994c1fa5554c3c8e47b7c80b66",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 83959e364e7ff1234bf47a5d8139677d1bdb18c1 Mon Sep 17 00:00:00 2001
From: Chao Xie <chaox@google.com>
Date: Wed, 5 Jan 2022 13:37:26 -0800
Subject: [PATCH 5779/8103] Add a lock to avoid race condition on
 memoized_resource_estimate_. As the potential contention is very low, adding
 a lock here won't impact any performance.

PiperOrigin-RevId: 419902187
---
 tensorflow_serving/core/simple_loader.h | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/simple_loader.h b/tensorflow_serving/core/simple_loader.h
index 69a0ffcd5f5..4918ca86ae0 100644
--- a/tensorflow_serving/core/simple_loader.h
+++ b/tensorflow_serving/core/simple_loader.h
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/mem.h"
+#include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/source_adapter.h"
@@ -145,7 +146,9 @@ class SimpleLoader : public Loader {
   absl::optional<ResourceEstimator> post_load_resource_estimator_;
 
   // The memoized estimated resource requirement of the servable.
-  mutable absl::optional<ResourceAllocation> memoized_resource_estimate_;
+  mutable absl::optional<ResourceAllocation> memoized_resource_estimate_
+      TF_GUARDED_BY(memoized_resource_estimate_mu_);
+  mutable mutex memoized_resource_estimate_mu_;
 
   std::unique_ptr<ResourceUtil> resource_util_;
   Resource ram_resource_;
@@ -275,6 +278,7 @@ SimpleLoader<ServableType>::SimpleLoader(
 template <typename ServableType>
 Status SimpleLoader<ServableType>::EstimateResources(
     ResourceAllocation* estimate) const {
+  mutex_lock l(memoized_resource_estimate_mu_);
   if (memoized_resource_estimate_) {
     *estimate = *memoized_resource_estimate_;
     return Status::OK();
@@ -320,7 +324,10 @@ Status SimpleLoader<ServableType>::EstimateResourcesPostLoad() {
     ResourceAllocation post_load_resource_estimate;
     TF_RETURN_IF_ERROR(
         (*post_load_resource_estimator_)(&post_load_resource_estimate));
-    memoized_resource_estimate_ = post_load_resource_estimate;
+    {
+      mutex_lock l(memoized_resource_estimate_mu_);
+      memoized_resource_estimate_ = post_load_resource_estimate;
+    }
 
     // Release any transient memory used only during load to the OS.
     const uint64_t during_load_ram_estimate = resource_util_->GetQuantity(

From 0b121be3c33e6e284aca3a8f6d67f9e62be642f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jan 2022 06:01:36 -0800
Subject: [PATCH 5780/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/457bf8f4-c7a3-4bec-a45e-85f75ca16058

PiperOrigin-RevId: 420043635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc822ac2858..f7f93beed32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db63933cb300f035f14b5e9caa26454bc0b4aa754c9bf5802ed3ef43d39828ef",
-    git_commit = "c762c4501ca017994c1fa5554c3c8e47b7c80b66",
+    sha256 = "7d547d55a645cec2f34762f56a63c1b0a1e484fc9682ddcb6232bf5a5ac0f41f",
+    git_commit = "7661179c51feff586c978394175bb8a4297edf13",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3f9b27c63950ff9bbbe3796f3320a68cf0727d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jan 2022 12:01:32 -0800
Subject: [PATCH 5781/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33378c5c-ff28-4efb-b5ba-cd98b1089f9d

PiperOrigin-RevId: 420113142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7f93beed32..f51dd022724 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d547d55a645cec2f34762f56a63c1b0a1e484fc9682ddcb6232bf5a5ac0f41f",
-    git_commit = "7661179c51feff586c978394175bb8a4297edf13",
+    sha256 = "ac6f88051fee4706cc46ae712da95ecb0df84e56b13aaedd1271af1444b32fd0",
+    git_commit = "7b139a9992a86842d417c01b7eb266046b51d0a7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6e76f6a9460bf2d37630f025fcfd3e06c4230fee Mon Sep 17 00:00:00 2001
From: Wei Wei <weiwe@google.com>
Date: Thu, 6 Jan 2022 16:55:49 -0800
Subject: [PATCH 5782/8103] Update Resnet model used in K8S tutorial

PiperOrigin-RevId: 420172569
---
 tensorflow_serving/g3doc/serving_kubernetes.md | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/g3doc/serving_kubernetes.md b/tensorflow_serving/g3doc/serving_kubernetes.md
index 3b22f70d099..7f909befd78 100644
--- a/tensorflow_serving/g3doc/serving_kubernetes.md
+++ b/tensorflow_serving/g3doc/serving_kubernetes.md
@@ -34,9 +34,12 @@ networks. For our example, we will download a TensorFlow SavedModel of ResNet
 for the ImageNet dataset.
 
 ```shell
-mkdir /tmp/resnet
-curl -s http://download.tensorflow.org/models/official/20181001_resnet/savedmodels/resnet_v2_fp32_savedmodel_NHWC_jpg.tar.gz | \
-tar --strip-components=2 -C /tmp/resnet -xvz
+# Download Resnet model from TF Hub
+wget https://tfhub.dev/tensorflow/resnet_50/classification/1?tf-hub-format=compressed -o resnet.tar.gz
+
+# Extract SavedModel into a versioned subfolder ‘123’
+mkdir -p /tmp/resnet/123
+tar xvfz resnet.tar.gz -C /tmp/resnet/123/
 ```
 
 We can verify we have the SavedModel:
@@ -154,7 +157,7 @@ outputs {
 model_spec {
   name: "resnet"
   version {
-    value: 1538687457
+    value: 123
   }
   signature_name: "serving_default"
 }

From 3cc8951424fcc61525b2ae574aec74784a6ddc58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jan 2022 18:01:57 -0800
Subject: [PATCH 5783/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c19f969-2425-4b1e-8418-a8fd3cfd91a2

PiperOrigin-RevId: 420182740
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f51dd022724..77ccc3ae07c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac6f88051fee4706cc46ae712da95ecb0df84e56b13aaedd1271af1444b32fd0",
-    git_commit = "7b139a9992a86842d417c01b7eb266046b51d0a7",
+    sha256 = "149d702286dd72d917705e64261b4eca89d60a382df833bc137c27fdf7b2fb55",
+    git_commit = "739002567ff81d731179a4b949def7e0f14737c8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c4254506d8cec62c649369e51ac68839a1cb9db0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jan 2022 00:01:26 -0800
Subject: [PATCH 5784/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7ceded7-98ba-4049-be34-d875c8949f75

PiperOrigin-RevId: 420225676
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77ccc3ae07c..385f8f67e73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "149d702286dd72d917705e64261b4eca89d60a382df833bc137c27fdf7b2fb55",
-    git_commit = "739002567ff81d731179a4b949def7e0f14737c8",
+    sha256 = "251f5531d79ab86ef7fdbca4b2cbfdc5cd199fd33e75ac91d727ac5bb719f3f3",
+    git_commit = "4b4b8f06eb6d4c4e2e44a34c73063541403e6ec6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dee5bbd7a2a5f345f2f3d64a3f8eb14c6df3c3f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jan 2022 06:01:54 -0800
Subject: [PATCH 5785/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6876c0d4-848b-4023-9660-da2dbb83b3b3

PiperOrigin-RevId: 420276028
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 385f8f67e73..30ec57b661e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "251f5531d79ab86ef7fdbca4b2cbfdc5cd199fd33e75ac91d727ac5bb719f3f3",
-    git_commit = "4b4b8f06eb6d4c4e2e44a34c73063541403e6ec6",
+    sha256 = "2ae76646ab706d2c0ffd6e95bdc5a1b50fcd36befac47eef42c49c8604d2eeee",
+    git_commit = "46e2dad3e24aa775447083e60c303657ddf01f71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c44257b7e0fb294a19422791906b876d3e704fb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jan 2022 12:01:32 -0800
Subject: [PATCH 5786/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/453857bb-a5ad-4b35-afc5-bf30220a4973

PiperOrigin-RevId: 420341388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30ec57b661e..1dfd5ff63a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ae76646ab706d2c0ffd6e95bdc5a1b50fcd36befac47eef42c49c8604d2eeee",
-    git_commit = "46e2dad3e24aa775447083e60c303657ddf01f71",
+    sha256 = "2f10efb322b14a5f0582b9661157b64c06a1d9130f3be91d73b91344feda3b16",
+    git_commit = "719da15e6b0a9778c92905723d3d59465a6da82b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a8b577df40342ed56ea97061f599fa800cb6c97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Jan 2022 18:01:29 -0800
Subject: [PATCH 5787/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70977416-4de5-4980-821c-e433f6408fab

PiperOrigin-RevId: 420405344
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1dfd5ff63a5..e5ac3be493f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f10efb322b14a5f0582b9661157b64c06a1d9130f3be91d73b91344feda3b16",
-    git_commit = "719da15e6b0a9778c92905723d3d59465a6da82b",
+    sha256 = "1f1820259851529a57c7ce0cf0fbaa6d09b1894cc36e161da5ef2fdfa018eef9",
+    git_commit = "4d4b429e04fd62d8d33af3992ecf228fe1c049f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5982f7f97b63d0140a1b7abcdd32989df3f97026 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jan 2022 00:01:29 -0800
Subject: [PATCH 5788/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa8f3439-9908-4144-b071-e1a491df453a

PiperOrigin-RevId: 420439795
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5ac3be493f..cbe83fd4d91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f1820259851529a57c7ce0cf0fbaa6d09b1894cc36e161da5ef2fdfa018eef9",
-    git_commit = "4d4b429e04fd62d8d33af3992ecf228fe1c049f0",
+    sha256 = "eb7ee3429cc12604eca51f0fe80ec5a575c12afa1e89ce91e89eddd73ee2c320",
+    git_commit = "2f42aecbfec039bba426a70ff50e661ea7a21159",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9971714aaf21e291fc81273a379e658588e07f22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jan 2022 06:01:30 -0800
Subject: [PATCH 5789/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/306b2d8f-79c5-4c29-a2cb-046844ac14db

PiperOrigin-RevId: 420473624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbe83fd4d91..d62ce0025cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb7ee3429cc12604eca51f0fe80ec5a575c12afa1e89ce91e89eddd73ee2c320",
-    git_commit = "2f42aecbfec039bba426a70ff50e661ea7a21159",
+    sha256 = "fbf35a8ac34db7c6536c43192d0060f4b322c188e3f6aad4eeb682b4ee8ae36a",
+    git_commit = "6a32488826f46edbb04d468f337974a2f6e7cccf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 72682f5b8f6eb2ddfb500c7e5f489ef455f7af13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Jan 2022 18:01:39 -0800
Subject: [PATCH 5790/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba124f81-37b1-4aef-b148-2061d4b10b79

PiperOrigin-RevId: 420528971
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d62ce0025cb..36c7b048791 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbf35a8ac34db7c6536c43192d0060f4b322c188e3f6aad4eeb682b4ee8ae36a",
-    git_commit = "6a32488826f46edbb04d468f337974a2f6e7cccf",
+    sha256 = "040d6524850ab5f3fe9f7860a8745e691d3e133e8f91ca87a718843e45a216aa",
+    git_commit = "729f8ca570e3da3aba407f93cf219cf06a06a9de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e915ac80b548fadfe2d0f9cd1cf92fd81751596 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jan 2022 00:01:25 -0800
Subject: [PATCH 5791/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d2f3a8e-9f81-4aa0-9c8d-eb7ebb5f6359

PiperOrigin-RevId: 420557007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36c7b048791..2cc0c175976 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "040d6524850ab5f3fe9f7860a8745e691d3e133e8f91ca87a718843e45a216aa",
-    git_commit = "729f8ca570e3da3aba407f93cf219cf06a06a9de",
+    sha256 = "a2d801ededb48ace901f52685e2cb70b4f1e177fee6e79684ebe019f0c3eb903",
+    git_commit = "f7ba487504b7652ecb5fbadd4e2fcea8ae13c86e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b21ec6b7b57a10180bf6a126fbe093658149c967 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jan 2022 06:01:39 -0800
Subject: [PATCH 5792/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e24bb409-40d8-4719-adaf-aca23c30441d

PiperOrigin-RevId: 420589579
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cc0c175976..d09711bb1df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2d801ededb48ace901f52685e2cb70b4f1e177fee6e79684ebe019f0c3eb903",
-    git_commit = "f7ba487504b7652ecb5fbadd4e2fcea8ae13c86e",
+    sha256 = "2dec91cc750329c2da2e24240051ccfd0d5d93f7ccf93085a312640bf4735512",
+    git_commit = "182327b27a5d7a59cc861d0b32e4ad240c199ba4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b0a1bb8d58e82f68b28c34dcf3e872bf545522af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jan 2022 12:01:21 -0800
Subject: [PATCH 5793/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4b265ff-498c-4bba-a5dd-78c5f789289a

PiperOrigin-RevId: 420618619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d09711bb1df..1b06827a875 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2dec91cc750329c2da2e24240051ccfd0d5d93f7ccf93085a312640bf4735512",
-    git_commit = "182327b27a5d7a59cc861d0b32e4ad240c199ba4",
+    sha256 = "5bfc2eebdc920321f39b0c9f1dd9e305c7722d156e82981a5fe5fce70952f64c",
+    git_commit = "817b89ef7561101eaf2bcb8dc5665e72b026dda5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 52783fe920098414d363e74fe14ccd368bc21a60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Jan 2022 18:01:19 -0800
Subject: [PATCH 5794/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec0ace11-5372-47ff-80dd-3260ac6e8a5a

PiperOrigin-RevId: 420648719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b06827a875..910cd424202 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5bfc2eebdc920321f39b0c9f1dd9e305c7722d156e82981a5fe5fce70952f64c",
-    git_commit = "817b89ef7561101eaf2bcb8dc5665e72b026dda5",
+    sha256 = "db536d9c98fec71f1cf0d4e99d20a43cf4dbcaa4d2cb22b10af3f1c2ba57b422",
+    git_commit = "4938881323a9621b7bfa59560ecca19a19e9ebb6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1bae5fea865b07124a0507be9de9c9ab2a64708 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jan 2022 06:02:19 -0800
Subject: [PATCH 5795/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a83d1c70-faef-408f-824b-504f699fa2fc

PiperOrigin-RevId: 420740312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 910cd424202..f0a4c1c71ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db536d9c98fec71f1cf0d4e99d20a43cf4dbcaa4d2cb22b10af3f1c2ba57b422",
-    git_commit = "4938881323a9621b7bfa59560ecca19a19e9ebb6",
+    sha256 = "201cfdbd27e49f1f4dbcac293ee05ff2812f989bccbe6533d5bd1ff6cc03aa04",
+    git_commit = "3397ae9fad054b290f2af22119fa836ec81b01b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3fac955b472fba1f832694c4cf1983d31d8a3c2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jan 2022 12:02:07 -0800
Subject: [PATCH 5796/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e27a9d6d-36a8-4ddf-8f94-e3c9cf472d5a

PiperOrigin-RevId: 420821102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0a4c1c71ee..7c2cf934527 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "201cfdbd27e49f1f4dbcac293ee05ff2812f989bccbe6533d5bd1ff6cc03aa04",
-    git_commit = "3397ae9fad054b290f2af22119fa836ec81b01b0",
+    sha256 = "06f3c0b09aa708322ce679592bbfbe05d0002fb9f319859467bf1b940c992e1b",
+    git_commit = "83830cdee612836872806a5d6390483bc13b0c2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f84aaf3610e2a8ddf21caf8f9e973453117b2e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Jan 2022 18:03:13 -0800
Subject: [PATCH 5797/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d31abebc-7ba7-4fee-a58f-6e7be8be7303

PiperOrigin-RevId: 420902652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c2cf934527..5b2f29d1e2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06f3c0b09aa708322ce679592bbfbe05d0002fb9f319859467bf1b940c992e1b",
-    git_commit = "83830cdee612836872806a5d6390483bc13b0c2f",
+    sha256 = "d746704d0d8746bee4a4eed6ce78e09fb6f1692bc5468c0ff3f526e0400eb000",
+    git_commit = "c40a23ddb6e8a4ae5b18f466adde3b367456a606",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 909c292d7853039d882fba43b7ce048cee2ea175 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jan 2022 00:01:46 -0800
Subject: [PATCH 5798/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00b343f4-b03e-4796-b008-2e8107bd159c

PiperOrigin-RevId: 420953111
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b2f29d1e2e..eb767fd445f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d746704d0d8746bee4a4eed6ce78e09fb6f1692bc5468c0ff3f526e0400eb000",
-    git_commit = "c40a23ddb6e8a4ae5b18f466adde3b367456a606",
+    sha256 = "7c3f0c1163129d9bbe1ace5f64c4ebba3fd3f880749706fb6510a0257c69d33b",
+    git_commit = "18bffc99ab1afd12945b1325ca312d4658b32234",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 133cc92d301f2ec32cd50539174e32fe8f2783f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jan 2022 06:02:02 -0800
Subject: [PATCH 5799/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f197570-993a-4d5e-923b-6c6eb5c4d84f

PiperOrigin-RevId: 421012106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb767fd445f..1680efdf5b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c3f0c1163129d9bbe1ace5f64c4ebba3fd3f880749706fb6510a0257c69d33b",
-    git_commit = "18bffc99ab1afd12945b1325ca312d4658b32234",
+    sha256 = "df48da78ea1aebee7db021b5fad7d349d10c3f2fad81d3178e2724c47e6d941e",
+    git_commit = "e451ab890b9e5f5bdcfbbbbb9af2e87e9816cc58",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 544b67abf9ce7f37685b1cb715909580c3d3ae01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jan 2022 12:01:57 -0800
Subject: [PATCH 5800/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e988f12-d525-435f-abb4-16c7b725b1ba

PiperOrigin-RevId: 421090707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1680efdf5b5..712a72a19ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df48da78ea1aebee7db021b5fad7d349d10c3f2fad81d3178e2724c47e6d941e",
-    git_commit = "e451ab890b9e5f5bdcfbbbbb9af2e87e9816cc58",
+    sha256 = "a7d4cb6f46dfe688c96925f87b569cfd62dcec3e1cb83e8d824275898222a262",
+    git_commit = "99514f053019fe06ba26cb0d3faea06eacc1a57f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9b15a9409e59de5c8664d4072038f8385dd5d5e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Jan 2022 18:03:20 -0800
Subject: [PATCH 5801/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d494a8c7-299b-4586-ab90-754aa0120bdb

PiperOrigin-RevId: 421170394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 712a72a19ff..188862a49f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7d4cb6f46dfe688c96925f87b569cfd62dcec3e1cb83e8d824275898222a262",
-    git_commit = "99514f053019fe06ba26cb0d3faea06eacc1a57f",
+    sha256 = "bb02a9f7a79d3c2681cd96eb01750d4f579552ffe0e2d84f1502692d396812dc",
+    git_commit = "91b8621ab8509ea11d0d782a5b1eacc772e17006",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 78e94e99650deae956fe20dffa9932a72ec7d765 Mon Sep 17 00:00:00 2001
From: Jeremiah Mao <jeremiahtmao@gmail.com>
Date: Wed, 8 Sep 2021 00:46:08 -0700
Subject: [PATCH 5802/8103] Prepare for development of new http client API.
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Copy the old client to the new “test_client� package and update affected unit-tests. There is no functional change to the existing API or interfaces.
---
 .../client/test_client/internal/BUILD         |  27 ++
 .../client/test_client/internal/README.md     |   5 +
 .../test_client/internal/evhttp_connection.cc | 256 ++++++++++++++++++
 .../test_client/internal/evhttp_connection.h  | 103 +++++++
 .../net_http/client/test_client/public/BUILD  |  38 +++
 .../client/test_client/public/README.md       |   5 +
 .../client/test_client/public/httpclient.h    |  48 ++++
 .../test_client/public/httpclient_interface.h |  85 ++++++
 .../net_http/client/test_client/testing/BUILD |  15 +
 .../test_client/testing/evhttp_echo_client.cc |  63 +++++
 .../util/net_http/server/internal/BUILD       |   4 +-
 .../server/internal/evhttp_request_test.cc    |  72 ++---
 .../server/internal/evhttp_server_test.cc     |  44 +--
 13 files changed, 705 insertions(+), 60 deletions(-)
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/internal/BUILD
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/internal/README.md
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/public/BUILD
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/public/README.md
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/testing/BUILD
 create mode 100644 tensorflow_serving/util/net_http/client/test_client/testing/evhttp_echo_client.cc

diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
new file mode 100644
index 00000000000..03a05479dfe
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
@@ -0,0 +1,27 @@
+# Description: a lightweight http client
+
+package(
+    default_visibility = [
+        "//tensorflow_serving/util/net_http:__subpackages__",
+    ],
+)
+
+licenses(["notice"])
+
+cc_library(
+    name = "evhttp_client",
+    srcs = [
+        "evhttp_connection.cc",
+    ],
+    hdrs = [
+        "evhttp_connection.h",
+    ],
+    deps = [
+        "//tensorflow_serving/util/net_http/client/test_client/public:http_client_api",
+        "//tensorflow_serving/util/net_http/internal:net_logging",
+        "//tensorflow_serving/util/net_http/server/public:http_server_api",
+        "@com_github_libevent_libevent//:libevent",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/README.md b/tensorflow_serving/util/net_http/client/test_client/internal/README.md
new file mode 100644
index 00000000000..350cd1da9d5
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/README.md
@@ -0,0 +1,5 @@
+The client library is still under development, and has yet to be finalized.
+
+It should be primarily used for writing tests for users of the
+ServerRequestInterface and HTTPServerInterface APIs to verify basic
+functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
new file mode 100644
index 00000000000..b990bd53d95
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
@@ -0,0 +1,256 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// libevent based client implementation
+
+#include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
+
+#include "absl/strings/str_cat.h"
+#include "tensorflow_serving/util/net_http/internal/net_logging.h"
+#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+TestEvHTTPConnection::~TestEvHTTPConnection() {
+  if (evcon_ != nullptr) {
+    evhttp_connection_free(evcon_);
+  }
+  if (http_uri_ != nullptr) {
+    evhttp_uri_free(http_uri_);
+  }
+
+  event_base_free(ev_base_);
+}
+
+// This needs be called with any async SendRequest()
+void TestEvHTTPConnection::Terminate() {
+  event_base_loopexit(ev_base_, nullptr);
+  if (loop_exit_ != nullptr) {
+    loop_exit_->WaitForNotification();
+  }
+}
+
+std::unique_ptr<TestEvHTTPConnection> TestEvHTTPConnection::Connect(
+    absl::string_view url) {
+  std::string url_str(url.data(), url.size());
+  struct evhttp_uri* http_uri = evhttp_uri_parse(url_str.c_str());
+  if (http_uri == nullptr) {
+    NET_LOG(ERROR, "Failed to connect : event_base_new()");
+    return nullptr;
+  }
+
+  const char* host = evhttp_uri_get_host(http_uri);
+  if (host == nullptr) {
+    NET_LOG(ERROR, "url must have a host %.*s", static_cast<int>(url.size()),
+            url.data());
+    return nullptr;
+  }
+
+  int port = evhttp_uri_get_port(http_uri);
+  if (port == -1) {
+    port = 80;
+  }
+
+  auto result = Connect(host, port);
+  evhttp_uri_free(http_uri);
+
+  return result;
+}
+
+std::unique_ptr<TestEvHTTPConnection> TestEvHTTPConnection::Connect(
+    absl::string_view host, int port) {
+  std::unique_ptr<TestEvHTTPConnection> result(new TestEvHTTPConnection());
+
+  result->ev_base_ = event_base_new();
+  if (result->ev_base_ == nullptr) {
+    NET_LOG(ERROR, "Failed to connect : event_base_new()");
+    return nullptr;
+  }
+
+  // blocking call (DNS resolution)
+  std::string host_str(host.data(), host.size());
+  result->evcon_ = evhttp_connection_base_bufferevent_new(
+      result->ev_base_, nullptr, nullptr, host_str.c_str(),
+      static_cast<uint16_t>(port));
+  if (result->evcon_ == nullptr) {
+    NET_LOG(ERROR,
+            "Failed to connect : evhttp_connection_base_bufferevent_new()");
+    return nullptr;
+  }
+
+  evhttp_connection_set_retries(result->evcon_, 0);
+
+  // TODO(wenboz): make this an option (default to 5s)
+  evhttp_connection_set_timeout(result->evcon_, 5);
+
+  return result;
+}
+
+namespace {
+
+// Copy ev response data to ClientResponse.
+void PopulateResponse(evhttp_request* req, TestClientResponse* response) {
+  response->status =
+      static_cast<HTTPStatusCode>(evhttp_request_get_response_code(req));
+
+  struct evkeyvalq* headers = evhttp_request_get_input_headers(req);
+  struct evkeyval* header;
+  for (header = headers->tqh_first; header; header = header->next.tqe_next) {
+    response->headers.emplace_back(header->key, header->value);
+  }
+
+  char buffer[1024];
+  int nread;
+
+  while ((nread = evbuffer_remove(evhttp_request_get_input_buffer(req), buffer,
+                                  sizeof(buffer))) > 0) {
+    absl::StrAppend(&response->body,
+                    absl::string_view(buffer, static_cast<size_t>(nread)));
+  }
+}
+
+evhttp_cmd_type GetMethodEnum(absl::string_view method, bool with_body) {
+  if (method.compare("GET") == 0) {
+    return EVHTTP_REQ_GET;
+  } else if (method.compare("POST") == 0) {
+    return EVHTTP_REQ_POST;
+  } else if (method.compare("HEAD") == 0) {
+    return EVHTTP_REQ_HEAD;
+  } else if (method.compare("PUT") == 0) {
+    return EVHTTP_REQ_PUT;
+  } else if (method.compare("DELETE") == 0) {
+    return EVHTTP_REQ_DELETE;
+  } else if (method.compare("OPTIONS") == 0) {
+    return EVHTTP_REQ_OPTIONS;
+  } else if (method.compare("TRACE") == 0) {
+    return EVHTTP_REQ_TRACE;
+  } else if (method.compare("CONNECT") == 0) {
+    return EVHTTP_REQ_CONNECT;
+  } else if (method.compare("PATCH") == 0) {
+    return EVHTTP_REQ_PATCH;
+  } else {
+    if (with_body) {
+      return EVHTTP_REQ_POST;
+    } else {
+      return EVHTTP_REQ_GET;
+    }
+  }
+}
+
+void ResponseDone(evhttp_request* req, void* ctx) {
+  TestClientResponse* response = reinterpret_cast<TestClientResponse*>(ctx);
+
+  if (req == nullptr) {
+    // TODO(wenboz): make this a util and check safety
+    int errcode = EVUTIL_SOCKET_ERROR();
+    NET_LOG(ERROR, "socket error = %s (%d)",
+            evutil_socket_error_to_string(errcode), errcode);
+    return;
+  }
+
+  PopulateResponse(req, response);
+
+  if (response->done != nullptr) {
+    response->done();
+  }
+}
+
+// Returns false if there is any error.
+bool GenerateEvRequest(evhttp_connection* evcon, const TestClientRequest& request,
+                       TestClientResponse* response) {
+  evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
+  if (evreq == nullptr) {
+    NET_LOG(ERROR, "Failed to send request : evhttp_request_new()");
+    return false;
+  }
+
+  evkeyvalq* output_headers = evhttp_request_get_output_headers(evreq);
+  for (auto header : request.headers) {
+    std::string key(header.first.data(), header.first.size());
+    std::string value(header.second.data(), header.second.size());
+    evhttp_add_header(output_headers, key.c_str(), value.c_str());
+  }
+
+  evhttp_add_header(output_headers, "Connection", "close");
+
+  if (!request.body.empty()) {
+    evbuffer* output_buffer = evhttp_request_get_output_buffer(evreq);
+
+    std::string body(request.body.data(), request.body.size());
+    evbuffer_add(output_buffer, body.c_str(), request.body.size());
+
+    char length_header[16];
+    evutil_snprintf(length_header, sizeof(length_header) - 1, "%lu",
+                    request.body.size());
+    evhttp_add_header(output_headers, "Content-Length", length_header);
+  }
+
+  std::string uri(request.uri_path.data(), request.uri_path.size());
+  int r = evhttp_make_request(
+      evcon, evreq, GetMethodEnum(request.method, !request.body.empty()),
+      uri.c_str());
+  if (r != 0) {
+    NET_LOG(ERROR, "evhttp_make_request() failed");
+    return false;
+  }
+
+  return true;
+}
+
+}  // namespace
+
+// Sends the request and has the connection closed
+bool TestEvHTTPConnection::BlockingSendRequest(const TestClientRequest& request,
+                                           TestClientResponse* response) {
+  if (!GenerateEvRequest(evcon_, request, response)) {
+    NET_LOG(ERROR, "Failed to generate the ev_request");
+    return false;
+  }
+
+  // inline loop blocking
+  event_base_dispatch(ev_base_);
+  return true;
+}
+
+bool TestEvHTTPConnection::SendRequest(const TestClientRequest& request,
+                                   TestClientResponse* response) {
+  if (this->executor_ == nullptr) {
+    NET_LOG(ERROR, "EventExecutor is not configured.");
+    return false;
+  }
+
+  if (!GenerateEvRequest(evcon_, request, response)) {
+    NET_LOG(ERROR, "Failed to generate the ev_request");
+    return false;
+  }
+
+  executor_->Schedule([this]() {
+    loop_exit_.reset(new absl::Notification());
+    event_base_dispatch(ev_base_);
+    loop_exit_->Notify();
+  });
+
+  return true;
+}
+
+void TestEvHTTPConnection::SetExecutor(std::unique_ptr<EventExecutor> executor) {
+  this->executor_ = std::move(executor);
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
new file mode 100644
index 00000000000..2750b67eb37
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
@@ -0,0 +1,103 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
+
+#include <functional>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "absl/strings/string_view.h"
+#include "absl/synchronization/notification.h"
+
+#include "libevent/include/event2/buffer.h"
+#include "libevent/include/event2/bufferevent.h"
+#include "libevent/include/event2/event.h"
+#include "libevent/include/event2/http.h"
+#include "libevent/include/event2/keyvalq_struct.h"
+#include "libevent/include/event2/util.h"
+
+// TODO(wenboz): move EventExecutor to net_http/common
+#include "tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// The following types may be moved to an API interface in future.
+
+class TestEvHTTPConnection final : public TestHTTPClientInterface {
+ public:
+  TestEvHTTPConnection() = default;
+
+  ~TestEvHTTPConnection() override;
+
+  TestEvHTTPConnection(const TestEvHTTPConnection& other) = delete;
+  TestEvHTTPConnection& operator=(const TestEvHTTPConnection& other) = delete;
+
+  // Terminates the connection.
+  void Terminate() override;
+
+  // Returns a new connection given an absolute URL.
+  // Always treat the URL scheme as "http" for now.
+  // Returns nullptr if any error
+  static std::unique_ptr<TestEvHTTPConnection> Connect(absl::string_view url);
+
+  // Returns a new connection to the specified host:port.
+  // Returns nullptr if any error
+  static std::unique_ptr<TestEvHTTPConnection> Connect(absl::string_view host,
+                                                   int port);
+
+  // Returns a new connection to the specified port of localhost.
+  // Returns nullptr if any error
+  static std::unique_ptr<TestEvHTTPConnection> ConnectLocal(int port) {
+    return Connect("localhost", port);
+  }
+
+  // Sends a request and blocks the caller till a response is received
+  // or any error has happened.
+  // Returns false if any error.
+  bool BlockingSendRequest(const TestClientRequest& request,
+                           TestClientResponse* response) override;
+
+  // Sends a request and returns immediately. The response will be handled
+  // asynchronously via the response->done callback.
+  // Returns false if any error in sending the request, or if the executor
+  // has not been configured.
+  bool SendRequest(const TestClientRequest& request,
+                   TestClientResponse* response) override;
+
+  // Sets the executor for processing requests asynchronously.
+  void SetExecutor(std::unique_ptr<EventExecutor> executor) override;
+
+ private:
+  struct event_base* ev_base_;
+  struct evhttp_uri* http_uri_;
+  struct evhttp_connection* evcon_;
+
+  std::unique_ptr<EventExecutor> executor_;
+
+  std::unique_ptr<absl::Notification> loop_exit_;
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/BUILD b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
new file mode 100644
index 00000000000..ced6dd3e0ec
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
@@ -0,0 +1,38 @@
+# Description: APIs for experimental testing of net_http server instances
+
+package(
+    default_visibility = [
+        ":http_client_users",
+        "//tensorflow_serving/util/net_http:__subpackages__",
+    ],
+)
+
+package_group(
+    name = "http_client_users",
+    packages = [
+        "//third_party/ecclesia/...",
+    ],
+)
+
+licenses(["notice"])
+
+cc_library(
+    name = "http_client_api",
+    srcs = [],
+    hdrs = [
+        "httpclient_interface.h",
+    ],
+    deps = ["//tensorflow_serving/util/net_http/server/public:http_server_api"],
+)
+
+cc_library(
+    name = "http_client",
+    hdrs = [
+        "httpclient.h",
+    ],
+    deps = [
+        ":http_client_api",
+        "//tensorflow_serving/util/net_http/client/test_client/internal:evhttp_client",
+        "@com_google_absl//absl/memory",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/README.md b/tensorflow_serving/util/net_http/client/test_client/public/README.md
new file mode 100644
index 00000000000..350cd1da9d5
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/public/README.md
@@ -0,0 +1,5 @@
+The client library is still under development, and has yet to be finalized.
+
+It should be primarily used for writing tests for users of the
+ServerRequestInterface and HTTPServerInterface APIs to verify basic
+functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h b/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
new file mode 100644
index 00000000000..ea72bcd5ce9
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_H_
+
+#include "absl/memory/memory.h"
+#include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h"
+
+// Factory to manage internal dependency
+// NOTE: This API is not yet finalized, and should in its current state be
+// considered experimental
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Creates a connection to a server implemented based on the libevents library.
+// Returns nullptr if there is any error.
+inline std::unique_ptr<TestHTTPClientInterface> CreateEvHTTPConnection(
+    absl::string_view host, int port) {
+  auto connection = absl::make_unique<TestEvHTTPConnection>();
+  connection = connection->Connect(host, port);
+  if (!connection) {
+    return nullptr;
+  }
+
+  return std::move(connection);
+}
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_H_
\ No newline at end of file
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h b/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
new file mode 100644
index 00000000000..2790695a16a
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
@@ -0,0 +1,85 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
+
+#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
+#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+
+// API for the HTTP Client
+// NOTE: This API is not yet finalized, and should be considered experimental.
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Data to be copied
+struct TestClientRequest {
+  typedef std::pair<absl::string_view, absl::string_view> HeaderKeyValue;
+
+  absl::string_view uri_path;
+  absl::string_view method;  // must be in upper-case
+  std::vector<HeaderKeyValue> headers;
+  absl::string_view body;
+};
+
+// Caller allocates the data for output
+struct TestClientResponse {
+  typedef std::pair<std::string, std::string> HeaderKeyValue;
+
+  HTTPStatusCode status = HTTPStatusCode::UNDEFINED;
+  std::vector<HeaderKeyValue> headers;
+  std::string body;
+
+  std::function<void()> done;  // callback
+};
+
+// This interface class specifies the API contract for the HTTP client.
+class TestHTTPClientInterface {
+ public:
+  TestHTTPClientInterface(const TestHTTPClientInterface& other) = delete;
+  TestHTTPClientInterface& operator=(const TestHTTPClientInterface& other) = delete;
+
+  virtual ~TestHTTPClientInterface() = default;
+
+  // Terminates the connection.
+  virtual void Terminate() = 0;
+
+  // Sends a request and blocks the caller till a response is received
+  // or any error has happened.
+  // Returns false if any error.
+  virtual bool BlockingSendRequest(const TestClientRequest& request,
+                                   TestClientResponse* response) = 0;
+
+  // Sends a request and returns immediately. The response will be handled
+  // asynchronously via the response->done callback.
+  // Returns false if any error in sending the request, or if the executor
+  // has not been configured.
+  virtual bool SendRequest(const TestClientRequest& request,
+                           TestClientResponse* response) = 0;
+
+  // Sets the executor for processing requests asynchronously.
+  virtual void SetExecutor(std::unique_ptr<EventExecutor> executor) = 0;
+
+ protected:
+  TestHTTPClientInterface() = default;
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
new file mode 100644
index 00000000000..ef1f9ca64b0
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
@@ -0,0 +1,15 @@
+# Description: net_http/client/test_client/testing
+
+package(
+    default_visibility = ["//visibility:private"],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+cc_binary(
+    name = "evhttp_echo_client",
+    srcs = ["evhttp_echo_client.cc"],
+    deps = [
+        "//tensorflow_serving/util/net_http/client/test_client/internal:evhttp_client",
+    ],
+)
diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/test_client/testing/evhttp_echo_client.cc
new file mode 100644
index 00000000000..5e36fc50c10
--- /dev/null
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/evhttp_echo_client.cc
@@ -0,0 +1,63 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// A test client to print the response from the evhttp_echo_server
+// URI: /print
+
+#include <iostream>
+
+#include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
+
+namespace {
+
+using tensorflow::serving::net_http::TestClientRequest;
+using tensorflow::serving::net_http::TestClientResponse;
+using tensorflow::serving::net_http::TestEvHTTPConnection;
+
+bool SendRequest(const char* url) {
+  auto connection = TestEvHTTPConnection::Connect(url);
+  if (connection == nullptr) {
+    std::cerr << "Fail to connect to %s" << url;
+  }
+
+  TestClientRequest request = {url, "GET", {}, ""};
+  TestClientResponse response = {};
+
+  if (!connection->BlockingSendRequest(request, &response)) {
+    std::cerr << "Request failed.";
+    return false;
+  }
+
+  std::cout << "Response received: " << std::endl
+            << "Status: " << static_cast<int>(response.status) << std::endl;
+
+  for (const auto& keyval : response.headers) {
+    std::cout << keyval.first << " : " << keyval.second << std::endl;
+  }
+
+  std::cout << std::endl << response.body << std::endl;
+  return true;
+}
+
+}  // namespace
+
+int main(int argc, char** argv) {
+  if (argc < 2) {
+    std::cerr << "Usage: http-client <url>" << std::endl;
+    return 1;
+  }
+
+  return SendRequest(argv[1]);
+}
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index d67559ea318..f087499d255 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -42,7 +42,7 @@ cc_test(
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
+        "//tensorflow_serving/util/net_http/client/test_client/internal:evhttp_client",
         "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
@@ -59,7 +59,7 @@ cc_test(
     deps = [
         ":evhttp_server",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
+        "//tensorflow_serving/util/net_http/client/test_client/internal:evhttp_client",
         "//tensorflow_serving/util/net_http/compression:gzip_zlib",
         "//tensorflow_serving/util/net_http/internal:fixed_thread_pool",
         "//tensorflow_serving/util/net_http/server/public:http_server",
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 258f24fdc3d..b6216652e63 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -19,7 +19,7 @@ limitations under the License.
 
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
-#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
@@ -76,11 +76,11 @@ TEST_F(EvHTTPRequestTest, SimpleGETNotFound) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/noop", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/noop", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::NOT_FOUND);
@@ -101,11 +101,11 @@ TEST_F(EvHTTPRequestTest, SimpleGETOK) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -131,11 +131,11 @@ TEST_F(EvHTTPRequestTest, SimplePOST) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, "abcde"};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "POST", {}, "abcde"};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -171,12 +171,12 @@ TEST_F(EvHTTPRequestTest, RequestUri) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
   for (const char* path : kUriPath) {
-    ClientRequest request = {path, "GET", {}, ""};
-    ClientResponse response = {};
+    TestClientRequest request = {path, "GET", {}, ""};
+    TestClientResponse response = {};
 
     EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   }
@@ -200,15 +200,15 @@ TEST_F(EvHTTPRequestTest, RequestHeaders) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok",
+  TestClientRequest request = {"/ok",
                            "GET",
-                           {ClientRequest::HeaderKeyValue("H1", "v1"),
-                            ClientRequest::HeaderKeyValue("H2", "v2")},
+                           {TestClientRequest::HeaderKeyValue("H1", "v1"),
+                            TestClientRequest::HeaderKeyValue("H2", "v2")},
                            ""};
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -232,11 +232,11 @@ TEST_F(EvHTTPRequestTest, ResponseHeaders) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   for (auto keyvalue : response.headers) {
@@ -272,12 +272,12 @@ TEST_F(EvHTTPRequestTest, InvalidGzipPost) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, "abcde"};
+  TestClientRequest request = {"/ok", "POST", {}, "abcde"};
   request.headers.emplace_back("Content-Encoding", "my_gzip");
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -301,12 +301,12 @@ TEST_F(EvHTTPRequestTest, DisableGzipPost) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, "abcde"};
+  TestClientRequest request = {"/ok", "POST", {}, "abcde"};
   request.headers.emplace_back("Content-Encoding", "my_gzip");
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -352,12 +352,12 @@ TEST_F(EvHTTPRequestTest, ValidGzipPost) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, compressed};
+  TestClientRequest request = {"/ok", "POST", {}, compressed};
   request.headers.emplace_back("Content-Encoding", "my_gzip");
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -389,12 +389,12 @@ TEST_F(EvHTTPRequestTest, GzipExceedingLimit) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, compressed};
+  TestClientRequest request = {"/ok", "POST", {}, compressed};
   request.headers.emplace_back("Content-Encoding", "my_gzip");
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -439,12 +439,12 @@ TEST_F(EvHTTPRequestTest, LargeGzipPost) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "POST", {}, compressed};
+  TestClientRequest request = {"/ok", "POST", {}, compressed};
   request.headers.emplace_back("Content-Encoding", "my_gzip");
-  ClientResponse response = {};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index d542a77546c..52d039351d4 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -20,7 +20,7 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
 #include "absl/synchronization/notification.h"
-#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
+#include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
 #include "tensorflow_serving/util/net_http/internal/fixed_thread_pool.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
@@ -92,11 +92,11 @@ TEST_F(EvHTTPServerTest, ExactPathMatching) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok?a=foo", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok?a=foo", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -131,11 +131,11 @@ TEST_F(EvHTTPServerTest, RequestHandlerOverwriting) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -161,11 +161,11 @@ TEST_F(EvHTTPServerTest, SingleRequestDispather) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -199,11 +199,11 @@ TEST_F(EvHTTPServerTest, UriPrecedesOverRequestDispather) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -244,11 +244,11 @@ TEST_F(EvHTTPServerTest, InOrderRequestDispather) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
   EXPECT_EQ(response.status, HTTPStatusCode::OK);
@@ -273,13 +273,13 @@ TEST_F(EvHTTPServerTest, RequestHandlerInteraction) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
   connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
   absl::Notification response_done;
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
   response.done = [&response_done]() { response_done.Notify(); };
 
   EXPECT_TRUE(connection->SendRequest(request, &response));
@@ -316,12 +316,12 @@ TEST_F(EvHTTPServerTest, ActiveRequestCountInShutdown) {
   server->StartAcceptingRequests();
 
   auto connection =
-      EvHTTPConnection::Connect("localhost", server->listen_port());
+      TestEvHTTPConnection::Connect("localhost", server->listen_port());
   ASSERT_TRUE(connection != nullptr);
   connection->SetExecutor(absl::make_unique<MyExecutor>(4));
 
-  ClientRequest request = {"/ok", "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {"/ok", "GET", {}, ""};
+  TestClientResponse response = {};
 
   EXPECT_TRUE(connection->SendRequest(request, &response));
   handler_enter.WaitForNotification();

From 651ee904c3f3425ba12f192b114a6c179f4cf3a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jan 2022 12:01:12 -0800
Subject: [PATCH 5803/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/beca2b15-7533-4952-9227-86927d2c5072

PiperOrigin-RevId: 421625269
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 188862a49f0..f8b968a0e31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb02a9f7a79d3c2681cd96eb01750d4f579552ffe0e2d84f1502692d396812dc",
-    git_commit = "91b8621ab8509ea11d0d782a5b1eacc772e17006",
+    sha256 = "92be4227ff30ae11403544dca2a742ba25a7d39ed03e09afdfd96ec26a6ec2d7",
+    git_commit = "e7b75decc7b3eed54a7164d3df60d2cb2f24d3d9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d81c82e39939989a7381ae97a40d3d94a753641 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jan 2022 18:01:35 -0800
Subject: [PATCH 5804/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91ac7162-7ccf-4672-85a7-ea32b94af48f

PiperOrigin-RevId: 421703876
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8b968a0e31..4567afd2d8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92be4227ff30ae11403544dca2a742ba25a7d39ed03e09afdfd96ec26a6ec2d7",
-    git_commit = "e7b75decc7b3eed54a7164d3df60d2cb2f24d3d9",
+    sha256 = "77373b9757f9dd424aeafdd7ec7c80d17d88a987abd2c51c2506dbcec4dd7612",
+    git_commit = "3399540a34e19ef071ecf7e82e860871606ed63f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7557c1797df1ca4fa477dd7179d0ccd17507562f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jan 2022 00:01:43 -0800
Subject: [PATCH 5805/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e492fc3e-33a9-4e61-8c13-65abdd4c6080

PiperOrigin-RevId: 421750978
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4567afd2d8d..61a1689fc82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77373b9757f9dd424aeafdd7ec7c80d17d88a987abd2c51c2506dbcec4dd7612",
-    git_commit = "3399540a34e19ef071ecf7e82e860871606ed63f",
+    sha256 = "e4a2d4ecc6d6b095ca3696ac6b61b735ed099280ddcfc4212c47368eb4289a64",
+    git_commit = "8442f83802544b4fb91c7ffcb6aea138dfed1d98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b46867cfb4cb48b8e8e9fd51cd1abf67b45d5752 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jan 2022 06:01:42 -0800
Subject: [PATCH 5806/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60424c3e-a424-4f76-a362-48766e245f8b

PiperOrigin-RevId: 421806183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61a1689fc82..c3940259d2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4a2d4ecc6d6b095ca3696ac6b61b735ed099280ddcfc4212c47368eb4289a64",
-    git_commit = "8442f83802544b4fb91c7ffcb6aea138dfed1d98",
+    sha256 = "bbf8e27bffddfdc68734e2717ef94d919b3e7882e246c14a41a6ec2d8b839874",
+    git_commit = "f87be6c7de847017c48520649e3d771e5d6b81b6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 599f430deeb0b0ff38082d301570fdd270e95e9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jan 2022 12:02:17 -0800
Subject: [PATCH 5807/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7303a1e-e50e-4b81-bc4f-c2f93152c0ae

PiperOrigin-RevId: 421881592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3940259d2c..4447970f2ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbf8e27bffddfdc68734e2717ef94d919b3e7882e246c14a41a6ec2d8b839874",
-    git_commit = "f87be6c7de847017c48520649e3d771e5d6b81b6",
+    sha256 = "2f05fd3b8947bb4381a83688305d2cfff810a50367bf3402108948da0b3ef262",
+    git_commit = "949c3d4a9a753f556b7b4b28c0bcfbc2aece0204",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9ef8bde4d9b22c9f5291aeb2dd9d192ccb4b2f65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jan 2022 18:01:57 -0800
Subject: [PATCH 5808/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b88586d6-1d29-4100-9b6c-8889b270c7d5

PiperOrigin-RevId: 421952071
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4447970f2ac..ba5c10a59ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f05fd3b8947bb4381a83688305d2cfff810a50367bf3402108948da0b3ef262",
-    git_commit = "949c3d4a9a753f556b7b4b28c0bcfbc2aece0204",
+    sha256 = "b1119c72da989d0fab8ceaf53f8eec2cf53b19e79178dc805f469b8a5594adf5",
+    git_commit = "a7b687f797875242e43b3d072e2aa22dad51e006",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e63a03463a952c2b08132a1fc66bc7cf653cf6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jan 2022 00:01:26 -0800
Subject: [PATCH 5809/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82b50a8e-52d5-47b2-8aaf-9f2f24555e58

PiperOrigin-RevId: 421993267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba5c10a59ae..ae67104959b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1119c72da989d0fab8ceaf53f8eec2cf53b19e79178dc805f469b8a5594adf5",
-    git_commit = "a7b687f797875242e43b3d072e2aa22dad51e006",
+    sha256 = "116b63ea453591d99af267b0d2c384de3e96aba596ab4b92d6256da88ef5c71f",
+    git_commit = "aae314cf1c0bbe4b311cb6cddb8ff7b2a9fabd6b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1889e1044c969c047f749cb840415448cde32370 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jan 2022 12:01:23 -0800
Subject: [PATCH 5810/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/345e6896-82d4-4b6f-8f0a-566e9dfe4421

PiperOrigin-RevId: 422070099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae67104959b..8b48c2ae35e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "116b63ea453591d99af267b0d2c384de3e96aba596ab4b92d6256da88ef5c71f",
-    git_commit = "aae314cf1c0bbe4b311cb6cddb8ff7b2a9fabd6b",
+    sha256 = "885db1d91beb8600a7c972d96b7a4db7b8396df3d43abe5edc6cc930903133cf",
+    git_commit = "19fdb506b4cfab04e391a3d9f5cf42258da61ea1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f231e3fe35e1455f1b9c275de1e286dff7ed98d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Jan 2022 18:01:32 -0800
Subject: [PATCH 5811/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7be6a005-8c68-4441-a7a9-5afba080fc37

PiperOrigin-RevId: 422105747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b48c2ae35e..7cebc8e204d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "885db1d91beb8600a7c972d96b7a4db7b8396df3d43abe5edc6cc930903133cf",
-    git_commit = "19fdb506b4cfab04e391a3d9f5cf42258da61ea1",
+    sha256 = "f3f0cf47cee76c80afa6d23a9a03d214108aef75ca433e3177394a477276cb77",
+    git_commit = "0b6cc85863c4484586d1317b08d7c42bc8a0640c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1173f34c9a8a62c3abe2bbb92b2f7fb6c49a612 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Jan 2022 06:01:34 -0800
Subject: [PATCH 5812/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a9747dc-69e6-4bc7-a28e-26da490665ca

PiperOrigin-RevId: 422178433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7cebc8e204d..461b071143b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3f0cf47cee76c80afa6d23a9a03d214108aef75ca433e3177394a477276cb77",
-    git_commit = "0b6cc85863c4484586d1317b08d7c42bc8a0640c",
+    sha256 = "0327d786afcd5b0db5d48d0a103b69e5875c8e30e1d74f04cd14284fedca426f",
+    git_commit = "27579d2e2719be5264e3877a50d6c0f9a5717553",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24ce5d99456efd998bb58ad18a34b5f239743247 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Jan 2022 18:01:20 -0800
Subject: [PATCH 5813/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9026bc1e-4ba7-457f-8ed8-ed6236ae72ff

PiperOrigin-RevId: 422247400
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 461b071143b..64c85d85714 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0327d786afcd5b0db5d48d0a103b69e5875c8e30e1d74f04cd14284fedca426f",
-    git_commit = "27579d2e2719be5264e3877a50d6c0f9a5717553",
+    sha256 = "0b26a61566ef99b9ce230aadf51b81faa78f022d6661078fee8b690f8b40790b",
+    git_commit = "64bf39d1dcfd0c67ed62a179187c3332a138226d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eab0eee978a56181692f16278766b99b862ebae2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jan 2022 00:02:13 -0800
Subject: [PATCH 5814/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b386b9b-ea9b-4a7d-837e-2f7fff9df772

PiperOrigin-RevId: 422288180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64c85d85714..50a6f3b49ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b26a61566ef99b9ce230aadf51b81faa78f022d6661078fee8b690f8b40790b",
-    git_commit = "64bf39d1dcfd0c67ed62a179187c3332a138226d",
+    sha256 = "ab61937e58d51718e957c3e25c353cc7158e561fab2b1665b7364edeb0648079",
+    git_commit = "64ab1c01592c6a2fb2ecada1f07c860d911aec24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f4061d326f3e25d78a2b57898f4c2f23f871c33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jan 2022 06:02:04 -0800
Subject: [PATCH 5815/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9b10801-1a03-4f46-afa5-bb041d3fd885

PiperOrigin-RevId: 422348648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50a6f3b49ec..e4655d4fe59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ab61937e58d51718e957c3e25c353cc7158e561fab2b1665b7364edeb0648079",
-    git_commit = "64ab1c01592c6a2fb2ecada1f07c860d911aec24",
+    sha256 = "9e22214535a95c67be005033b637d905220f11c14298fd7102231170959c55a6",
+    git_commit = "8bb7a3c0f98a48ef32ec0fc6a5c45a197dfcfbee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 067ee81efbaef3d8b66bf094f67a1202f976a161 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Jan 2022 12:01:26 -0800
Subject: [PATCH 5816/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e85f17d6-7163-4e3a-b310-bd26f83e05e8

PiperOrigin-RevId: 422398488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4655d4fe59..690d1273ffc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e22214535a95c67be005033b637d905220f11c14298fd7102231170959c55a6",
-    git_commit = "8bb7a3c0f98a48ef32ec0fc6a5c45a197dfcfbee",
+    sha256 = "5f90199a4349c9adb66f9956de77fea7110149ffa30da495e2fe5b48f78dd8e3",
+    git_commit = "5c02ba4a14b0746a0452c4cc78ad629dcbe633f7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8b0dcb6062e59f031404fc720a47893d37a1a0c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jan 2022 06:01:33 -0800
Subject: [PATCH 5817/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23147408-3e31-4686-bf27-b39fb9881c95

PiperOrigin-RevId: 422537130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 690d1273ffc..f626ec6c127 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f90199a4349c9adb66f9956de77fea7110149ffa30da495e2fe5b48f78dd8e3",
-    git_commit = "5c02ba4a14b0746a0452c4cc78ad629dcbe633f7",
+    sha256 = "51d9e4dbb53f8a8b947b7fe4326e1c7749699bbf57a9ea4922299e0ce89ae4f1",
+    git_commit = "583da17bd6e0972b2c01305547ca04008b2c22a8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f66b4b7b141cae386fff64b6aa437cf2d01bafb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Jan 2022 12:01:23 -0800
Subject: [PATCH 5818/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c44deba8-7a46-4f86-95ac-48dddbc709ba

PiperOrigin-RevId: 422613980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f626ec6c127..75985cef9e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51d9e4dbb53f8a8b947b7fe4326e1c7749699bbf57a9ea4922299e0ce89ae4f1",
-    git_commit = "583da17bd6e0972b2c01305547ca04008b2c22a8",
+    sha256 = "1f86195b02118d15750cc6ef0df50236073263d4eb4a16be63257fbdc0b76d99",
+    git_commit = "e429c41b3185e766db1a797cffaec456984425ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad95ebab6a214b55bd887d2ee14ba5bddbaf329d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Jan 2022 00:01:37 -0800
Subject: [PATCH 5819/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2766f7eb-8895-4bbc-ae3e-720b9ec0f6fb

PiperOrigin-RevId: 422995170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75985cef9e4..67321f1c329 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f86195b02118d15750cc6ef0df50236073263d4eb4a16be63257fbdc0b76d99",
-    git_commit = "e429c41b3185e766db1a797cffaec456984425ec",
+    sha256 = "27c04a79e1273067d112b8dfee41637266d75f1fab3b470bccc0aca153ec718d",
+    git_commit = "e93d5984d2d34de2a47b4a05b930a329afdce605",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 69fe27d35aec26082df9c1dc8883f5af08eae4ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Jan 2022 06:01:32 -0800
Subject: [PATCH 5820/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6fa3f48-92d3-437b-aea5-5d215bf4aa74

PiperOrigin-RevId: 423049159
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 67321f1c329..e26e147867d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27c04a79e1273067d112b8dfee41637266d75f1fab3b470bccc0aca153ec718d",
-    git_commit = "e93d5984d2d34de2a47b4a05b930a329afdce605",
+    sha256 = "6fb44e6ab62b3845713ac86396471486d82ed15c90a4ac0c640be8eb3f270987",
+    git_commit = "fa60dd86e19040e8243eff0a48f9eea97d2b4f27",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1285e41acc707ba0d18e8eaf8a42c6d5110e8af8 Mon Sep 17 00:00:00 2001
From: Sunita Nadampalli <nadampal@amazon.com>
Date: Thu, 20 Jan 2022 19:44:35 +0000
Subject: [PATCH 5821/8103] tfs:aarch64: add aarch64 mkl bazel config to enable
 onednn+acl backend

---
 .bazelrc                                                 | 9 +++++++++
 .../tools/pip_package/build_pip_package.sh               | 9 +++++++--
 2 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 7a1ab46ece5..f02dfbe892f 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -25,6 +25,15 @@ build:mkl_open_source_only --define=build_with_mkl_dnn_only=true
 build:mkl_open_source_only --define=build_with_mkl=true --define=enable_mkl=true
 build:mkl_open_source_only --define=tensorflow_mkldnn_contraction_kernel=0
 
+# Config setting to build oneDNN with Compute Library for the Arm Architecture (ACL).
+# This build is for the inference regime only.
+build:mkl_aarch64 --define=build_with_mkl_aarch64=true --define=enable_mkl=true
+build:mkl_aarch64 --define=tensorflow_mkldnn_contraction_kernel=0
+build:mkl_aarch64 --define=build_with_mkl_opensource=true
+build:mkl_aarch64 --define=build_with_openmp=true
+build:mkl_aarch64 --copt=-march=armv8.2-a
+build:mkl_aarch64 --copt=-O3
+
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native
 build:nativeopt --host_copt=-march=native
diff --git a/tensorflow_serving/tools/pip_package/build_pip_package.sh b/tensorflow_serving/tools/pip_package/build_pip_package.sh
index 31f4267674d..cc621cb9920 100755
--- a/tensorflow_serving/tools/pip_package/build_pip_package.sh
+++ b/tensorflow_serving/tools/pip_package/build_pip_package.sh
@@ -37,8 +37,13 @@ function main() {
   mkdir -p ${TMPDIR}/tensorflow_serving/apis
   mkdir -p ${TMPDIR}/tensorflow_serving/config
 
+  BAZEL_OPT_DIR="k8-opt"
+  if [[ $(uname -m) == "aarch64" ]]; then
+          BAZEL_OPT_DIR="aarch64-opt"
+  fi
+
   echo "Adding python files"
-  cp bazel-out/k8-opt/bin/tensorflow_serving/apis/*_pb2.py \
+  cp bazel-out/${BAZEL_OPT_DIR}/bin/tensorflow_serving/apis/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
   cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_pb2.py \
@@ -47,7 +52,7 @@ function main() {
   cp ${BAZEL_PROJECT_DIR}/tensorflow_serving/apis/*_grpc.py \
     "${TMPDIR}/tensorflow_serving/apis"
 
-  cp bazel-out/k8-opt/bin/tensorflow_serving/config/*_pb2.py \
+  cp bazel-out/${BAZEL_OPT_DIR}/bin/tensorflow_serving/config/*_pb2.py \
     "${TMPDIR}/tensorflow_serving/config"
 
   touch "${TMPDIR}/tensorflow_serving/apis/__init__.py"

From e93dc58810f6758c2367db8ec76e74e7b3633120 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Jan 2022 12:01:14 -0800
Subject: [PATCH 5822/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6343ba0c-5fcb-482f-91aa-9b794a694321

PiperOrigin-RevId: 423125090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e26e147867d..9b304654b7f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fb44e6ab62b3845713ac86396471486d82ed15c90a4ac0c640be8eb3f270987",
-    git_commit = "fa60dd86e19040e8243eff0a48f9eea97d2b4f27",
+    sha256 = "fbe6ea118c4792f6dff78d0affd09b5289f7aeee57f1671fa0f13f17385ba12a",
+    git_commit = "5375ed9bb9c72099dbf5ef98d783a30cf1d58a25",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8b48ee83a6435afd5751a89f67372ef096d4598 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jan 2022 12:01:08 -0800
Subject: [PATCH 5823/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8a42aa5-a56f-423e-82d7-b0fd29624a74

PiperOrigin-RevId: 424673040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b304654b7f..0d3b56ac235 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbe6ea118c4792f6dff78d0affd09b5289f7aeee57f1671fa0f13f17385ba12a",
-    git_commit = "5375ed9bb9c72099dbf5ef98d783a30cf1d58a25",
+    sha256 = "9b39a54f12688445aecef780446b36325830275e3baf9aee1b2f4326551b77db",
+    git_commit = "0a77cdeda07cde6c0cab2a5fdef51a63fc68f78f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 335ee2d47c548f9a52884e490615a846091cb45b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Jan 2022 18:01:16 -0800
Subject: [PATCH 5824/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/923d99fc-32e8-4c1b-9fe8-7b37665dc032

PiperOrigin-RevId: 424751983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d3b56ac235..6dd905c976a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b39a54f12688445aecef780446b36325830275e3baf9aee1b2f4326551b77db",
-    git_commit = "0a77cdeda07cde6c0cab2a5fdef51a63fc68f78f",
+    sha256 = "65141d75ee39e36fd6001e9b22870c374ee76a75650e686d39986a2fd634bd4c",
+    git_commit = "b89a2f2a1b761ac68aa808f2bcd847314b15c6c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df3170f153c3ec65a9940ea6b0a468b0a402ca1b Mon Sep 17 00:00:00 2001
From: Sungsoon Cho <sungcho@google.com>
Date: Mon, 31 Jan 2022 13:04:10 -0800
Subject: [PATCH 5825/8103] Bump minimum bazel version 5.0.0.

PiperOrigin-RevId: 425441664
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dd905c976a..2148b360a5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -31,7 +31,7 @@ load(
     "@org_tensorflow//tensorflow:version_check.bzl",
     "check_bazel_version_at_least"
 )
-check_bazel_version_at_least("3.7.2")
+check_bazel_version_at_least("5.0.0")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")

From 5fc0528491e8e58fdc10111bde6b6c8f4c3d35ab Mon Sep 17 00:00:00 2001
From: Sungsoon Cho <sungcho@google.com>
Date: Mon, 31 Jan 2022 14:28:00 -0800
Subject: [PATCH 5826/8103] Bump minimum bazel version 5.0.0, to match with TF
 (and latest sources of TF need newer version to build correctly).

PiperOrigin-RevId: 425462475
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 5bbe2021c13..cbf90963bb4 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -76,7 +76,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.7.2
+ENV BAZEL_VERSION 5.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 980ec38201f..2945d6057f5 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -108,7 +108,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.7.2
+ENV BAZEL_VERSION 5.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 446ac5b95be..3feb1d6e637 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -75,7 +75,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 3.7.2
+ENV BAZEL_VERSION 5.0.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 7a2fecf1695cfb4fc743adbde0be35c2dd31e82e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Jan 2022 18:01:12 -0800
Subject: [PATCH 5827/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c799744-1900-44d2-ac48-5172f6d94f9d

PiperOrigin-RevId: 425504044
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2148b360a5b..545c830f40f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65141d75ee39e36fd6001e9b22870c374ee76a75650e686d39986a2fd634bd4c",
-    git_commit = "b89a2f2a1b761ac68aa808f2bcd847314b15c6c1",
+    sha256 = "c3787b4e68fec62b653a19ae5d5b6ed150a9c150039595c98d49ae4a6f46d47b",
+    git_commit = "a05bee9201d95420e0d47b9567e47cc2198027e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 140bbe7d4f6440449b61b360f227da6851b6332b Mon Sep 17 00:00:00 2001
From: Sungsoon Cho <sungcho@google.com>
Date: Mon, 31 Jan 2022 23:34:49 -0800
Subject: [PATCH 5828/8103] Fix the bug running get-pip.py on python3.6.

PiperOrigin-RevId: 425544723
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 8 ++++----
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index cbf90963bb4..d054bd116df 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -47,10 +47,6 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python3 get-pip.py && \
-    rm get-pip.py
-
 # Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
@@ -62,6 +58,10 @@ RUN add-apt-repository ppa:deadsnakes/ppa && \
 # Make python3.7 the default python version
 RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
 
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python3 get-pip.py && \
+    rm get-pip.py
+
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 3feb1d6e637..93bfdbd7134 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -47,10 +47,6 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python3 get-pip.py && \
-    rm get-pip.py
-
 # Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
@@ -62,6 +58,10 @@ RUN add-apt-repository ppa:deadsnakes/ppa && \
 # Make python3.7 the default python version
 RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
 
+RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
+    python3 get-pip.py && \
+    rm get-pip.py
+
 RUN pip3 --no-cache-dir install \
     future>=0.17.1 \
     grpcio \

From c897eb246d9aeaf4286b08b445b0b7de0cfd3887 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Feb 2022 00:01:15 -0800
Subject: [PATCH 5829/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/de37fbd1-d1f8-42e4-b927-55f3fd063d15

PiperOrigin-RevId: 425548056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 545c830f40f..f57a75105e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3787b4e68fec62b653a19ae5d5b6ed150a9c150039595c98d49ae4a6f46d47b",
-    git_commit = "a05bee9201d95420e0d47b9567e47cc2198027e3",
+    sha256 = "fcff1657c4cc669597ca5c1945e28e46ff583c86e29e21cc66bc68b4e4a30c73",
+    git_commit = "58f16dd902fa84f8aa0fd452afb319c1ff65bc74",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9bbadaaa0b0988dc9d518cf0ae55d37e5678021e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Feb 2022 06:01:18 -0800
Subject: [PATCH 5830/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba43c2f0-7301-46c7-8fcf-c790d6c3ec24

PiperOrigin-RevId: 425604763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f57a75105e0..ef2cbe000cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcff1657c4cc669597ca5c1945e28e46ff583c86e29e21cc66bc68b4e4a30c73",
-    git_commit = "58f16dd902fa84f8aa0fd452afb319c1ff65bc74",
+    sha256 = "b8b4c974cb8164f1514ba7fe22c38b08b56f8655f77162179e2993fe79fbb70d",
+    git_commit = "13fc0856ff2f7599ffe03d7de8af99efb9a8f028",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 54889352599203c3ea7686fce8f8269ebd12ecb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Feb 2022 12:01:21 -0800
Subject: [PATCH 5831/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2abc6d7f-88a2-4328-82d0-3f6c54e16d15

PiperOrigin-RevId: 425682531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef2cbe000cb..b3c0d423a52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8b4c974cb8164f1514ba7fe22c38b08b56f8655f77162179e2993fe79fbb70d",
-    git_commit = "13fc0856ff2f7599ffe03d7de8af99efb9a8f028",
+    sha256 = "2990f795045a7814ec322da687e46e0ab068f23d13461e4ba1c3e30d7ac2962d",
+    git_commit = "fa26c7e8d06f9f6ee4f0c2d86b1acb43733648b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21b13e9e0b152c9f7bb071f36e48a1e0ca9f9d5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Feb 2022 18:01:16 -0800
Subject: [PATCH 5832/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd8b5883-e821-4ca5-a9f5-952fd20d7a8d

PiperOrigin-RevId: 425760564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3c0d423a52..f3efb3037ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2990f795045a7814ec322da687e46e0ab068f23d13461e4ba1c3e30d7ac2962d",
-    git_commit = "fa26c7e8d06f9f6ee4f0c2d86b1acb43733648b0",
+    sha256 = "0d480994162a7cc52afabee9224b6a93e244d2d82b24287b3bc3101c7699b148",
+    git_commit = "fcfef1062556eb199faa2c2759aa93d15e6bfa3f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab2fb84131d90f348eff6d93b920ff44cb4ee392 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Feb 2022 00:01:19 -0800
Subject: [PATCH 5833/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78d1c25c-4324-4560-a8ce-1fdc46623b2f

PiperOrigin-RevId: 425808751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3efb3037ca..61fb844980e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d480994162a7cc52afabee9224b6a93e244d2d82b24287b3bc3101c7699b148",
-    git_commit = "fcfef1062556eb199faa2c2759aa93d15e6bfa3f",
+    sha256 = "68bc0d8ba54d1beb3883a1cb3a9a7edbc06e3a68992633c09dc1cb7e9e419a74",
+    git_commit = "8dbfd47e5ad0fad3589401587d10d392acbc300f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8b62363c517965c6be0c7efe90a96370688cbb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Feb 2022 06:01:11 -0800
Subject: [PATCH 5834/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24a8913f-51d3-426d-acab-f1c726ab20ad

PiperOrigin-RevId: 425863946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61fb844980e..9fc7993a6f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68bc0d8ba54d1beb3883a1cb3a9a7edbc06e3a68992633c09dc1cb7e9e419a74",
-    git_commit = "8dbfd47e5ad0fad3589401587d10d392acbc300f",
+    sha256 = "de19d55329fdc59354142b3f322f0a12859b541b56bf5836cd8ab62b6435c279",
+    git_commit = "fa47c12f55c67b7e05b19e7be2092858c6da4ae2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6549ef2136940cd98cfbb9ee0e29221d86101d16 Mon Sep 17 00:00:00 2001
From: Allen Wang <allencwang@google.com>
Date: Wed, 2 Feb 2022 11:29:19 -0800
Subject: [PATCH 5835/8103] Integrate TPU initialization changes into TF
 Serving.

PiperOrigin-RevId: 425935156
---
 .bazelrc                                 | 1 +
 tensorflow_serving/model_servers/BUILD   | 3 ++-
 tensorflow_serving/model_servers/main.cc | 9 +++++++++
 3 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 7a1ab46ece5..768d3ccda38 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -12,6 +12,7 @@ build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm
 # Options used to build with TPU support.
 build:tpu --distinct_host_configuration=false
 build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
+build:tpu --copt=-DLIBTPU_ON_GCE
 
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 548c57192b1..51e92e4dc0e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -395,7 +395,8 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
     ] + if_libtpu([
-        "@org_tensorflow//tensorflow/core/tpu:tpu_model_server_initializer",
+        "@org_tensorflow//tensorflow/core/tpu:tpu_global_init",
+        "@org_tensorflow//tensorflow/core/tpu:tpu_api_dlsym_initializer",
     ]),
 )
 
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 1e1a5af41c1..5079a9c84c8 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -50,6 +50,9 @@ limitations under the License.
 #include "tensorflow/compiler/jit/flags.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/init_main.h"
+#if defined(LIBTPU_ON_GCE)
+#include "tensorflow/core/tpu/tpu_global_init.h"
+#endif
 #include "tensorflow/core/util/command_line_flags.h"
 #include "tensorflow_serving/model_servers/server.h"
 #include "tensorflow_serving/model_servers/version.h"
@@ -266,6 +269,12 @@ int main(int argc, char** argv) {
     return -1;
   }
 
+#if defined(LIBTPU_ON_GCE)
+  std::cout << "Initializing TPU system.";
+  TF_QCHECK_OK(tensorflow::InitializeTPUSystemGlobally())
+      << "Failed to intialize the TPU system.";
+#endif
+
   if (display_version) {
     std::cout << "TensorFlow ModelServer: " << TF_Serving_Version() << "\n"
               << "TensorFlow Library: " << TF_Version() << "\n";

From 8ae2ca4cb33202b37ecd575f143e484c7309d223 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Feb 2022 12:01:12 -0800
Subject: [PATCH 5836/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48b5089b-ef5c-432a-b18d-94eed25d7848

PiperOrigin-RevId: 425943197
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fc7993a6f1..46d843b030d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de19d55329fdc59354142b3f322f0a12859b541b56bf5836cd8ab62b6435c279",
-    git_commit = "fa47c12f55c67b7e05b19e7be2092858c6da4ae2",
+    sha256 = "af4b2753ef4a9eb607ca5b0464d5acb1cca77378dc69853ddf8bc1ca285f27c6",
+    git_commit = "da984d69c6a54b21ac0814d51031f5df4ce57130",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fcfa3c046f902a5dc17e268eb7db831df593304e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Feb 2022 18:01:18 -0800
Subject: [PATCH 5837/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67ed7b09-226b-48c1-864b-e3c3aeab5df9

PiperOrigin-RevId: 426022381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46d843b030d..415d906644e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af4b2753ef4a9eb607ca5b0464d5acb1cca77378dc69853ddf8bc1ca285f27c6",
-    git_commit = "da984d69c6a54b21ac0814d51031f5df4ce57130",
+    sha256 = "3e98ead7fcfa36d7b83fb4dca111a5c12ed72d13b2297b2476baf9f0e7bced2e",
+    git_commit = "1b771b5d88e51f7c91795a8123840b6c8128449e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20edf2fc2f92c25a43669a29c93f57385f187e53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Feb 2022 00:01:15 -0800
Subject: [PATCH 5838/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95f176b1-3bb5-40ae-b048-19324e302e18

PiperOrigin-RevId: 426069777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 415d906644e..2d1f7920e35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e98ead7fcfa36d7b83fb4dca111a5c12ed72d13b2297b2476baf9f0e7bced2e",
-    git_commit = "1b771b5d88e51f7c91795a8123840b6c8128449e",
+    sha256 = "c5a4c8f8adbe912948e002d23681ba3004b6cfd3259ecc5a2e5f4f004d63bc0c",
+    git_commit = "7fdd40dab9a485dc6a95d06dce2fa9029aa72729",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff23cfbf0460cc8819cda211dda07c222eeee7fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Feb 2022 06:01:14 -0800
Subject: [PATCH 5839/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1498075c-e17f-442e-b455-44e7500012ce

PiperOrigin-RevId: 426123942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d1f7920e35..1f7db0f47c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5a4c8f8adbe912948e002d23681ba3004b6cfd3259ecc5a2e5f4f004d63bc0c",
-    git_commit = "7fdd40dab9a485dc6a95d06dce2fa9029aa72729",
+    sha256 = "9b98e8fd3407b08e060eee5b93b71f83c873149a871d5ab7ce3dd0086cbca475",
+    git_commit = "d0c8334e2218d2984613a722861c0cd41521204c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f7ed1f202b6f9dce0e1fcd8e4caf0d6bc5e0bcd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Feb 2022 12:01:14 -0800
Subject: [PATCH 5840/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3524334-1790-4529-badf-00cd7279b340

PiperOrigin-RevId: 426204986
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f7db0f47c4..29bd74c6390 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b98e8fd3407b08e060eee5b93b71f83c873149a871d5ab7ce3dd0086cbca475",
-    git_commit = "d0c8334e2218d2984613a722861c0cd41521204c",
+    sha256 = "3e6c98de0842520a65978549be7b1b6061080ecf9fa9f3a87739e19a0447a85c",
+    git_commit = "1f8f692143aa9a42c55f8b35d09aeed93bdab66e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10ef8d4cebf2ee2cf9a77066208f1ada2016336e Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 7 Feb 2022 12:29:28 -0800
Subject: [PATCH 5841/8103] Add release notes for tf-serving 2.6.3 and
 tf-serving 2.5.4

PiperOrigin-RevId: 426986305
---
 RELEASE.md | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index a2612e5f45e..db63a5815c0 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,31 @@
+# Release 2.5.4
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.5.3
+
+# Release 2.6.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.6.3
+
 # Release 2.6.0
 
 ## Major Features and Improvements

From 7359725873a4f5356893309b9075da09b1fb23f2 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 10 Feb 2022 16:28:33 -0800
Subject: [PATCH 5842/8103] Updates the test model for TF Text v2.6.0.

PiperOrigin-RevId: 427871547
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 ++
 .../tf_text_regression/01/saved_model.pb      | Bin 5193739 -> 5370119 bytes
 .../variables/variables.data-00000-of-00001   | Bin 67 -> 342 bytes
 .../01/variables/variables.index              | Bin 144 -> 145 bytes
 4 files changed, 2 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
new file mode 100644
index 00000000000..c066bb37990
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -0,0 +1,2 @@
+
+ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.6.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index f308494431afc4c0ddc148c16c6d86961ca554cd..a401a795f5511372a9b894aa0481ce0c3bd3e654 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index 3a5969d2200c0720d79527e7a00e155dbc0f5016..043b87e07f7a38954d1577525e3b14013211f74e 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
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From 3b29e18ab57c68604f599d0b3e1f8df417d22427 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 10 Feb 2022 16:41:00 -0800
Subject: [PATCH 5843/8103] Add release notes for tf-serving 2.8.0

PiperOrigin-RevId: 427874024
---
 RELEASE.md | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index db63a5815c0..37853a6ccaa 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,21 @@
+# Release 2.8.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Force-allow labels for the models which are not yet loaded. The feature is meant to be used for non-prod environments only as it may break the serving until relevant models are not loaded yet. (commit: 988bbce80038ac0b7141dcb4413124ba486344cf)
+* Update CreateRPC API interface. (commit: 2e7ca90c18f310c542ed0dcde92d676db6454285)
+* Add `--tensorflow_session_config_file` flag to tf serving model server to support custom SessionConfig (commit: 342a8088524c33f68e3eb4d66800f01a777ceb38)
+* Add `--experimental_cc_shared_library` by default to all builds. (commit: 49b138fdd4c0fb7170736193063c6f03dfb4dba4)
+* Add --num_request_iterations_for_warmup flag (fixes #1949) (commit: 2a55aec18cc1923ece84c7fcf701185306ef99b1)
+
 # Release 2.5.4
 
 ## Major Features and Improvements

From 5bf8880b817b144c6f52dcd0d61cde212973e6cc Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 3 Mar 2022 10:30:53 -0800
Subject: [PATCH 5844/8103] Refactor ResourceUtil::Normalize() and
 ResourceUtil::IsNormalized().

PiperOrigin-RevId: 432226916
---
 tensorflow_serving/resources/resource_util.cc | 78 +++++++++++--------
 tensorflow_serving/resources/resource_util.h  | 12 +++
 2 files changed, 56 insertions(+), 34 deletions(-)

diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index 8dcf78a1524..f79caaf48c6 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -144,43 +144,11 @@ Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
 
 ResourceAllocation ResourceUtil::Normalize(
     const ResourceAllocation& allocation) const {
-  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
-                              DCHECKFailOption::kDoDCHECKFail)
-           .ok()) {
-    return allocation;
-  }
-
-  ResourceAllocation normalized;
-  for (const ResourceAllocation::Entry& entry :
-       allocation.resource_quantities()) {
-    if (entry.quantity() == 0) {
-      continue;
-    }
-
-    ResourceAllocation::Entry* normalized_entry =
-        normalized.add_resource_quantities();
-    *normalized_entry->mutable_resource() = NormalizeResource(entry.resource());
-    normalized_entry->set_quantity(entry.quantity());
-  }
-  return normalized;
+  return NormalizeResourceAllocation(allocation);
 }
 
 bool ResourceUtil::IsNormalized(const ResourceAllocation& allocation) const {
-  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
-                              DCHECKFailOption::kDoDCHECKFail)
-           .ok()) {
-    return false;
-  }
-
-  for (const auto& entry : allocation.resource_quantities()) {
-    if (entry.quantity() == 0) {
-      return false;
-    }
-    if (!IsResourceNormalized(entry.resource())) {
-      return false;
-    }
-  }
-  return true;
+  return IsResourceAllocationNormalized(allocation);
 }
 
 bool ResourceUtil::IsBound(const ResourceAllocation& allocation) const {
@@ -275,6 +243,48 @@ ResourceAllocation ResourceUtil::Min(const ResourceAllocation& lhs,
   return MinNormalized(Normalize(lhs), Normalize(rhs));
 }
 
+ResourceAllocation ResourceUtil::NormalizeResourceAllocation(
+    const ResourceAllocation& allocation) const {
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok()) {
+    return allocation;
+  }
+
+  ResourceAllocation normalized;
+  for (const ResourceAllocation::Entry& entry :
+       allocation.resource_quantities()) {
+    if (entry.quantity() == 0) {
+      continue;
+    }
+
+    ResourceAllocation::Entry* normalized_entry =
+        normalized.add_resource_quantities();
+    *normalized_entry->mutable_resource() = NormalizeResource(entry.resource());
+    normalized_entry->set_quantity(entry.quantity());
+  }
+  return normalized;
+}
+
+bool ResourceUtil::IsResourceAllocationNormalized(
+    const ResourceAllocation& allocation) const {
+  if (!VerifyFunctionInternal([&]() { return VerifyValidity(allocation); },
+                              DCHECKFailOption::kDoDCHECKFail)
+           .ok()) {
+    return false;
+  }
+
+  for (const auto& entry : allocation.resource_quantities()) {
+    if (entry.quantity() == 0) {
+      return false;
+    }
+    if (!IsResourceNormalized(entry.resource())) {
+      return false;
+    }
+  }
+  return true;
+}
+
 bool ResourceUtil::IsBoundNormalized(
     const ResourceAllocation& allocation) const {
   DCHECK(IsNormalized(allocation));
diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index 1bb56bbead9..09c40564231 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -165,6 +165,14 @@ class ResourceUtil {
   ResourceAllocation Min(const ResourceAllocation& lhs,
                          const ResourceAllocation& rhs) const;
 
+  // The implementation of ResourceUtil::Normalize().
+  // Converts 'allocation' to normal form, meaning:
+  //  1. It has no entries with quantity 0.
+  //  2. Resources of a device that has exactly one instance are bound to that
+  //     instance.
+  ResourceAllocation NormalizeResourceAllocation(
+      const ResourceAllocation& allocation) const;
+
  private:
   enum class DCHECKFailOption { kDoDCHECKFail, kDoNotDCHECKFail };
 
@@ -222,6 +230,10 @@ class ResourceUtil {
   ResourceAllocation MinNormalized(const ResourceAllocation& lhs,
                                    const ResourceAllocation& rhs) const;
 
+  // The implementation of ResourceUtil::IsNormalized().
+  bool IsResourceAllocationNormalized(
+      const ResourceAllocation& allocation) const;
+
   const std::map<string, uint32> devices_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(ResourceUtil);

From 4de142c652756e2774f2ec50d94859dad74c596e Mon Sep 17 00:00:00 2001
From: Hongmin Fan <fanhongmin@google.com>
Date: Wed, 9 Mar 2022 18:52:55 -0800
Subject: [PATCH 5845/8103] Internal changes only.

PiperOrigin-RevId: 433631632
---
 tensorflow_serving/model_servers/BUILD        | 58 +++++++++++++--
 .../model_servers/http_rest_api_handler.cc    | 11 +--
 .../model_servers/http_rest_api_handler.h     | 14 ++--
 .../http_rest_api_handler_base.h              | 73 +++++++++++++++++++
 .../http_rest_api_handler_test.cc             |  8 +-
 .../model_servers/http_server.cc              | 12 +--
 .../model_servers/prediction_service_impl.cc  |  8 --
 .../model_servers/prediction_service_impl.h   | 12 +--
 .../model_servers/prediction_service_util.cc  | 30 ++++++++
 .../model_servers/prediction_service_util.h   | 40 ++++++++++
 tensorflow_serving/model_servers/server.cc    | 18 +++--
 tensorflow_serving/model_servers/server.h     |  2 +-
 .../model_servers/server_init.cc              | 63 ++++++++++++++++
 .../model_servers/server_init.h               | 68 +++++++++++++++++
 14 files changed, 363 insertions(+), 54 deletions(-)
 create mode 100644 tensorflow_serving/model_servers/http_rest_api_handler_base.h
 create mode 100644 tensorflow_serving/model_servers/prediction_service_util.cc
 create mode 100644 tensorflow_serving/model_servers/prediction_service_util.h
 create mode 100644 tensorflow_serving/model_servers/server_init.cc
 create mode 100644 tensorflow_serving/model_servers/server_init.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 51e92e4dc0e..8f44517865d 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -183,6 +183,7 @@ cc_test(
         ":model_platform_types",
         ":platform_config_util",
         ":server_core",
+        ":server_init",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter_cc_proto",
@@ -214,28 +215,34 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "prediction_service_util",
+    srcs = ["prediction_service_util.cc"],
+    hdrs = ["prediction_service_util.h"],
+    deps = [
+        ":server_core",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
+    ],
+)
+
 cc_library(
     name = "prediction_service_impl",
     srcs = ["prediction_service_impl.cc"],
     hdrs = ["prediction_service_impl.h"],
     deps = [
         ":grpc_status_util",
-        ":server_core",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:predict_cc_proto",
+        ":prediction_service_util",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:multi_inference_helper",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
+        "//tensorflow_serving/servables/tensorflow:util",
         "@com_github_grpc_grpc//:grpc++",
         "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
@@ -255,13 +262,17 @@ cc_library(
     hdrs = ["http_server.h"],
     deps = [
         ":http_rest_api_handler",
+        ":http_rest_api_util",
         ":server_core",
+        ":server_init",
         "//tensorflow_serving/config:monitoring_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:prometheus_exporter",
         "//tensorflow_serving/util:threadpool_executor",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/strings:str_format",
         "@com_googlesource_code_re2//:re2",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -296,6 +307,15 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "http_rest_api_handler_base",
+    hdrs = ["http_rest_api_handler_base.h"],
+    deps = [
+        "@com_google_absl//absl/strings",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_library(
     name = "http_rest_api_handler",
     srcs = ["http_rest_api_handler.cc"],
@@ -303,6 +323,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":get_model_status_impl",
+        ":http_rest_api_handler_base",
         ":http_rest_api_util",
         ":server_core",
         "//tensorflow_serving/apis:model_cc_proto",
@@ -333,6 +354,27 @@ SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow_text//tensorflow_text:ops_lib",
 ]
 
+cc_library(
+    name = "server_init",
+    srcs = [
+        "server_init.cc",
+    ],
+    hdrs = ["server_init.h"],
+    deps = [
+        ":http_rest_api_handler",
+        ":http_rest_api_handler_base",
+        ":platform_config_util",
+        ":prediction_service_impl",
+        ":server_core",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 cc_library(
     name = "server_lib",
     srcs = [
@@ -342,8 +384,8 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":http_server",
+        ":server_init",
         ":model_platform_types",
-        ":platform_config_util",
         ":prediction_service_impl",
         ":server_core",
         ":grpc_status_util",
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 68f6dc1123f..1577ef7fdd0 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -51,11 +51,12 @@ using tensorflow::serving::TensorflowPredictor;
 
 const char* const HttpRestApiHandler::kPathRegex = kHTTPRestApiHandlerPathRegex;
 
-HttpRestApiHandler::HttpRestApiHandler(const RunOptions& run_options,
-                                       ServerCore* core)
-    : run_options_(run_options),
-      core_(core),
-      predictor_(new TensorflowPredictor()) {}
+HttpRestApiHandler::HttpRestApiHandler(int timeout_in_ms, ServerCore* core)
+    : run_options_(), core_(core), predictor_(new TensorflowPredictor()) {
+  if (timeout_in_ms > 0) {
+    run_options_.set_timeout_in_ms(timeout_in_ms);
+  }
+}
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.h b/tensorflow_serving/model_servers/http_rest_api_handler.h
index edd991d60d5..c3d80dfb0bf 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.h
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.h
@@ -26,6 +26,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler_base.h"
 
 namespace tensorflow {
 
@@ -60,19 +61,19 @@ class ModelSpec;
 // method.
 //
 // This class is thread safe.
-class HttpRestApiHandler {
+class HttpRestApiHandler : public HttpRestApiHandlerBase {
  public:
   // Returns a regex that captures all API paths handled by this handler.
   // Typical use of this method is to register request paths with underlying
   // HTTP server, so incoming requests can be forwarded to this handler.
   static const char* const kPathRegex;
 
-  // API calls are configured to timeout after `run_optons.timeout_in_ms`.
+  // API calls are configured to timeout after `timeout_in_ms`.
   // `core` is not owned and is expected to outlive HttpRestApiHandler
   // instance.
-  HttpRestApiHandler(const RunOptions& run_options, ServerCore* core);
+  HttpRestApiHandler(int timeout_in_ms, ServerCore* core);
 
-  ~HttpRestApiHandler();
+  ~HttpRestApiHandler() override;
 
   // Process a HTTP request.
   //
@@ -82,7 +83,8 @@ class HttpRestApiHandler {
                         const absl::string_view request_path,
                         const absl::string_view request_body,
                         std::vector<std::pair<string, string>>* headers,
-                        string* model_name, string* method, string* output);
+                        string* model_name, string* method,
+                        string* output) override;
 
  private:
   Status ProcessClassifyRequest(
@@ -113,7 +115,7 @@ class HttpRestApiHandler {
   Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
                     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap);
 
-  const RunOptions run_options_;
+  RunOptions run_options_;
   ServerCore* core_;
   std::unique_ptr<TensorflowPredictor> predictor_;
 };
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_base.h b/tensorflow_serving/model_servers/http_rest_api_handler_base.h
new file mode 100644
index 00000000000..e9698f4316f
--- /dev/null
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_base.h
@@ -0,0 +1,73 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_BASE_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_BASE_H_
+
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "absl/strings/string_view.h"
+#include "tensorflow/core/lib/core/status.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Base class of HttpRestApiHandler classes that handles HTTP/REST APIs of TF
+// serving.
+//
+// Currently supported APIs are as follows:
+//
+// o Inference - Classify/Regress/Predict
+//
+//   POST /v1/models/<model_name>:(classify|regress)
+//   POST /v1/models/<model_name>/versions/<ver>:(classify|regress)
+//
+// o Model status
+//
+//   GET /v1/models/<model_name> (status of all versions)
+//   GET /v1/models/<model_name>/versions/<ver> (status of specific version)
+//
+// The API is documented here:
+// tensorflow_serving/g3doc/api_rest.md
+//
+// Users of this class should typically create one instance of it at process
+// startup, register paths defined by kPathRegex with the in-process HTTP
+// server, and when a request arrives, forward the request to ProcessRequest()
+// method.
+//
+// This class is thread safe.
+class HttpRestApiHandlerBase {
+ public:
+  virtual ~HttpRestApiHandlerBase() = default;
+
+  // Process a HTTP request.
+  //
+  // In case of errors, the `headers` and `output` are still relevant as they
+  // contain detailed error messages, that can be relayed back to the client.
+  virtual Status ProcessRequest(const absl::string_view http_method,
+                                const absl::string_view request_path,
+                                const absl::string_view request_body,
+                                std::vector<std::pair<string, string>>* headers,
+                                string* model_name, string* method,
+                                string* output) = 0;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_HTTP_REST_API_HANDLER_BASE_H_
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index fe14cd77479..60843307d1e 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -37,6 +37,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/server_init.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
@@ -75,7 +76,7 @@ class HttpRestApiHandlerTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
-  HttpRestApiHandlerTest() : handler_(RunOptions(), GetServerCore()) {}
+  HttpRestApiHandlerTest() : handler_(/*timeout_in_ms=*/-1, GetServerCore()) {}
 
   static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
@@ -94,8 +95,9 @@ class HttpRestApiHandlerTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
 
-    options.platform_config_map =
-        CreateTensorFlowPlatformConfigMap(SessionBundleConfig());
+    TF_RETURN_IF_ERROR(
+        tensorflow::serving::init::SetupPlatformConfigMapForTensorFlow(
+            SessionBundleConfig(), options.platform_config_map));
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 48e9abb8119..b1e9727c2b8 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -27,6 +27,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/http_rest_api_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/server_init.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
@@ -127,11 +128,10 @@ class RequestExecutor final : public net_http::EventExecutor {
 class RestApiRequestDispatcher {
  public:
   RestApiRequestDispatcher(int timeout_in_ms, ServerCore* core)
-      : regex_(HttpRestApiHandler::kPathRegex), core_(core) {
-    RunOptions run_options = RunOptions();
-    run_options.set_timeout_in_ms(timeout_in_ms);
-    handler_.reset(new HttpRestApiHandler(run_options, core));
-  }
+      : regex_(HttpRestApiHandler::kPathRegex),
+        core_(core),
+        handler_(tensorflow::serving::init::CreateHttpRestApiHandler(
+            timeout_in_ms, core)) {}
 
   net_http::RequestHandler Dispatch(net_http::ServerRequestInterface* req) {
     if (RE2::FullMatch(string(req->uri_path()), regex_)) {
@@ -199,8 +199,8 @@ class RestApiRequestDispatcher {
   }
 
   const RE2 regex_;
-  std::unique_ptr<HttpRestApiHandler> handler_;
   ServerCore* core_;
+  std::unique_ptr<HttpRestApiHandlerBase> handler_;
 };
 
 }  // namespace
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 2ecb3aa66b8..0fa521fd694 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -16,13 +16,11 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
 
 #include "grpc/grpc.h"
-#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/servables/tensorflow/classification_service.h"
 #include "tensorflow_serving/servables/tensorflow/get_model_metadata_impl.h"
 #include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
 #include "tensorflow_serving/servables/tensorflow/regression_service.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
 namespace tensorflow {
@@ -30,12 +28,6 @@ namespace serving {
 
 namespace {
 
-int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
-  return gpr_time_to_millis(
-      gpr_time_sub(gpr_convert_clock_type(deadline, GPR_CLOCK_MONOTONIC),
-                   gpr_now(GPR_CLOCK_MONOTONIC)));
-}
-
 ScopedThreadPools GetThreadPools(ThreadPoolFactory *thread_pool_factory) {
   return thread_pool_factory == nullptr ? ScopedThreadPools()
                                         : thread_pool_factory->GetThreadPools();
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.h b/tensorflow_serving/model_servers/prediction_service_impl.h
index db89d95b0a9..cad1839e36b 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.h
+++ b/tensorflow_serving/model_servers/prediction_service_impl.h
@@ -17,23 +17,15 @@ limitations under the License.
 #define TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_IMPL_H_
 
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
-#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
 #include "tensorflow_serving/servables/tensorflow/predict_impl.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
 
 class PredictionServiceImpl final : public PredictionService::Service {
  public:
-  // Options for configuring a PredictionServiceImpl object.
-  struct Options {
-    ServerCore* server_core;
-    bool enforce_session_run_timeout;
-    ThreadPoolFactory* thread_pool_factory = nullptr;
-  };
-
-  explicit PredictionServiceImpl(const Options& options)
+  explicit PredictionServiceImpl(const PredictionServiceOptions& options)
       : core_(options.server_core),
         predictor_(new TensorflowPredictor(options.thread_pool_factory)),
         enforce_session_run_timeout_(options.enforce_session_run_timeout),
diff --git a/tensorflow_serving/model_servers/prediction_service_util.cc b/tensorflow_serving/model_servers/prediction_service_util.cc
new file mode 100644
index 00000000000..c1b502e38d1
--- /dev/null
+++ b/tensorflow_serving/model_servers/prediction_service_util.cc
@@ -0,0 +1,30 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+
+#include "grpc/grpc.h"
+
+namespace tensorflow {
+namespace serving {
+
+int DeadlineToTimeoutMillis(const gpr_timespec deadline) {
+  return gpr_time_to_millis(
+      gpr_time_sub(gpr_convert_clock_type(deadline, GPR_CLOCK_MONOTONIC),
+                   gpr_now(GPR_CLOCK_MONOTONIC)));
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/prediction_service_util.h b/tensorflow_serving/model_servers/prediction_service_util.h
new file mode 100644
index 00000000000..8219e9f865a
--- /dev/null
+++ b/tensorflow_serving/model_servers/prediction_service_util.h
@@ -0,0 +1,40 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_UTIL_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_UTIL_H_
+
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Options for configuring a PredictionServiceBase object.
+struct PredictionServiceOptions {
+  ServerCore* server_core;
+  bool enforce_session_run_timeout;
+  ThreadPoolFactory* thread_pool_factory = nullptr;
+};
+
+// Convert the request deadline represented in absolute time point into number
+// of milliseconds from now.
+int DeadlineToTimeoutMillis(const gpr_timespec deadline);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_PREDICTION_SERVICE_UTIL_H_
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0d3c76750e5..87174b8e4f7 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -47,8 +47,8 @@ limitations under the License.
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/model_servers/server_init.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
@@ -300,11 +300,16 @@ Status Server::BuildAndStart(const Options& server_options) {
     session_bundle_config.set_num_tflite_interpreters_per_pool(
         server_options.num_tflite_interpreters_per_pool);
     session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
-    options.platform_config_map =
-        CreateTensorFlowPlatformConfigMap(session_bundle_config);
+
+    TF_RETURN_IF_ERROR(
+        tensorflow::serving::init::SetupPlatformConfigMapForTensorFlow(
+            session_bundle_config, options.platform_config_map));
   } else {
     TF_RETURN_IF_ERROR(ParseProtoTextFile<PlatformConfigMap>(
         server_options.platform_config_file, &options.platform_config_map));
+    TF_RETURN_IF_ERROR(
+        tensorflow::serving::init::UpdatePlatformConfigMapForTensorFlow(
+            options.platform_config_map));
   }
 
   options.custom_model_config_loader = &LoadCustomModelConfig;
@@ -349,7 +354,7 @@ Status Server::BuildAndStart(const Options& server_options) {
       "0.0.0.0:" + std::to_string(server_options.grpc_port);
   model_service_ = absl::make_unique<ModelServiceImpl>(server_core_.get());
 
-  PredictionServiceImpl::Options predict_server_options;
+  PredictionServiceOptions predict_server_options;
   predict_server_options.server_core = server_core_.get();
   predict_server_options.enforce_session_run_timeout =
       server_options.enforce_session_run_timeout;
@@ -363,9 +368,8 @@ Status Server::BuildAndStart(const Options& server_options) {
         &thread_pool_factory_));
   }
   predict_server_options.thread_pool_factory = thread_pool_factory_.get();
-  prediction_service_ =
-      absl::make_unique<PredictionServiceImpl>(predict_server_options);
-
+  prediction_service_ = tensorflow::serving::init::CreatePredictionService(
+      predict_server_options);
 
   ::grpc::ServerBuilder builder;
   // If defined, listen to a tcp port for gRPC/HTTP.
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index ed15e153871..bf94070380f 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -123,7 +123,7 @@ class Server {
 
   std::unique_ptr<ServerCore> server_core_;
   std::unique_ptr<ModelServiceImpl> model_service_;
-  std::unique_ptr<PredictionServiceImpl> prediction_service_;
+  std::unique_ptr<PredictionService::Service> prediction_service_;
   std::unique_ptr<tensorflow::grpc::ProfilerService::Service> profiler_service_;
   std::unique_ptr<::grpc::Server> grpc_server_;
   std::unique_ptr<net_http::HTTPServerInterface> http_server_;
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
new file mode 100644
index 00000000000..f8c0ed318d0
--- /dev/null
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -0,0 +1,63 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/server_init.h"
+
+#include "tensorflow_serving/model_servers/http_rest_api_handler.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/prediction_service_impl.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
+
+namespace tensorflow {
+namespace serving {
+namespace init {
+
+Status SetupPlatformConfigMapForTensorFlowImpl(
+    const SessionBundleConfig& session_bundle_config,
+    PlatformConfigMap& platform_config_map) {
+  platform_config_map =
+      CreateTensorFlowPlatformConfigMap(session_bundle_config);
+  return tensorflow::Status::OK();
+}
+
+Status UpdatePlatformConfigMapForTensorFlowImpl(
+    PlatformConfigMap& platform_config_map) {
+  return tensorflow::Status::OK();
+}
+
+std::unique_ptr<HttpRestApiHandlerBase> CreateHttpRestApiHandlerImpl(
+    int timeout_in_ms, ServerCore* core) {
+  return absl::make_unique<HttpRestApiHandler>(timeout_in_ms, core);
+}
+
+std::unique_ptr<PredictionService::Service> CreatePredictionServiceImpl(
+    const PredictionServiceOptions& options) {
+  return absl::make_unique<PredictionServiceImpl>(options);
+}
+
+ABSL_CONST_INIT SetupPlatformConfigMapForTensorFlowFnType
+    SetupPlatformConfigMapForTensorFlow =
+        SetupPlatformConfigMapForTensorFlowImpl;
+ABSL_CONST_INIT UpdatePlatformConfigMapForTensorFlowFnType
+    UpdatePlatformConfigMapForTensorFlow =
+        UpdatePlatformConfigMapForTensorFlowImpl;
+ABSL_CONST_INIT CreateHttpRestApiHandlerFnType CreateHttpRestApiHandler =
+    CreateHttpRestApiHandlerImpl;
+ABSL_CONST_INIT CreatePredictionServiceFnType CreatePredictionService =
+    CreatePredictionServiceImpl;
+
+}  // namespace init
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/server_init.h b/tensorflow_serving/model_servers/server_init.h
new file mode 100644
index 00000000000..2a9f1b313be
--- /dev/null
+++ b/tensorflow_serving/model_servers/server_init.h
@@ -0,0 +1,68 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_INIT_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_INIT_H_
+
+#include "google/protobuf/any.pb.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler_base.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace init {
+
+using SetupPlatformConfigMapForTensorFlowFnType =
+    Status (*)(const SessionBundleConfig&, PlatformConfigMap&);
+using UpdatePlatformConfigMapForTensorFlowFnType =
+    Status (*)(PlatformConfigMap&);
+using CreateHttpRestApiHandlerFnType =
+    std::unique_ptr<HttpRestApiHandlerBase> (*)(int, ServerCore*);
+using CreatePredictionServiceFnType =
+    std::unique_ptr<PredictionService::Service> (*)(
+        const PredictionServiceOptions&);
+
+Status SetupPlatformConfigMapImpl(const SessionBundleConfig&,
+                                  PlatformConfigMap&);
+Status SetupPlatformConfigMapFromConfigFileImpl(const string&,
+                                                PlatformConfigMap&);
+std::unique_ptr<HttpRestApiHandlerBase> CreateHttpRestApiHandlerImpl(
+    int, ServerCore*);
+std::unique_ptr<PredictionService::Service> CreatePredictionServiceImpl(
+    const PredictionServiceOptions&);
+
+// Setup the 'TensorFlow' PlatformConfigMap from the specified
+// SessionBundleConfig.
+extern SetupPlatformConfigMapForTensorFlowFnType
+    SetupPlatformConfigMapForTensorFlow;
+// If the PlatformConfigMap contains the config for the 'TensorFlow' platform,
+// update the PlatformConfigMap when necessary.
+extern UpdatePlatformConfigMapForTensorFlowFnType
+    UpdatePlatformConfigMapForTensorFlow;
+// Create an HttpRestApiHandler object that handles HTTP/REST request APIs for
+// serving.
+extern CreateHttpRestApiHandlerFnType CreateHttpRestApiHandler;
+// Create a PredictionService object that handles gRPC request APIs for serving.
+extern CreatePredictionServiceFnType CreatePredictionService;
+
+}  // namespace init
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_INIT_H_

From 4786b76785e0d91d20a720ceafda8808a8494eb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Mar 2022 22:48:56 -0800
Subject: [PATCH 5846/8103] clean up deprecated fields

PiperOrigin-RevId: 433934361
---
 .../file_system_storage_path_source.proto     | 11 ++---
 .../servables/tensorflow/simple_servers.cc    |  5 ++-
 .../file_system_storage_path_source.cc        | 42 +++++++------------
 .../file_system_storage_path_source_test.cc   | 36 ++++++++++------
 4 files changed, 45 insertions(+), 49 deletions(-)

diff --git a/tensorflow_serving/config/file_system_storage_path_source.proto b/tensorflow_serving/config/file_system_storage_path_source.proto
index add7aa2a28e..6924fe44926 100644
--- a/tensorflow_serving/config/file_system_storage_path_source.proto
+++ b/tensorflow_serving/config/file_system_storage_path_source.proto
@@ -16,8 +16,7 @@ message FileSystemStoragePathSourceConfig {
     }
 
     // Serve all versions found on disk.
-    message All {
-    }
+    message All {}
 
     // Serve a specific version (or set of versions).
     //
@@ -56,12 +55,6 @@ message FileSystemStoragePathSourceConfig {
   // The servables to monitor for new versions, and aspire.
   repeated ServableToMonitor servables = 5;
 
-  // A single servable name/base_path pair to monitor.
-  // DEPRECATED: Use 'servables' instead.
-  // TODO(b/30898016): Stop using these fields, and ultimately remove them here.
-  string servable_name = 1 [deprecated = true];
-  string base_path = 2 [deprecated = true];
-
   // How long to wait between file-system polling to look for children of
   // 'base_path', in seconds.
   //
@@ -85,4 +78,6 @@ message FileSystemStoragePathSourceConfig {
   // contain at least one version under the base path. In addition, if a polling
   // loop find the base path empty, it will not unload existing servables.
   bool servable_versions_always_present = 6;
+
+  reserved 1, 2;
 }
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index d54bcaee4ce..b9798538915 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -47,9 +47,10 @@ Status CreateStoragePathSource(
     const string& base_path, const string& servable_name,
     std::unique_ptr<Source<StoragePath>>* path_source) {
   FileSystemStoragePathSourceConfig config;
-  config.set_servable_name(servable_name);
-  config.set_base_path(base_path);
   config.set_file_system_poll_wait_seconds(1);
+  auto* servable = config.add_servables();
+  servable->set_servable_name(servable_name);
+  servable->set_base_path(base_path);
 
   std::unique_ptr<FileSystemStoragePathSource> file_system_source;
   TF_RETURN_IF_ERROR(
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 7c755b3457d..a14b1a2449a 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -38,24 +38,8 @@ FileSystemStoragePathSource::~FileSystemStoragePathSource() {
 
 namespace {
 
-// Converts any deprecated usage in 'config' into equivalent non-deprecated use.
-// TODO(b/30898016): Eliminate this once the deprecated fields are gone.
-FileSystemStoragePathSourceConfig NormalizeConfig(
-    const FileSystemStoragePathSourceConfig& config) {
-  FileSystemStoragePathSourceConfig normalized = config;
-  if (!normalized.servable_name().empty() || !normalized.base_path().empty()) {
-    FileSystemStoragePathSourceConfig::ServableToMonitor* servable =
-        normalized.add_servables();
-    servable->set_servable_name(normalized.servable_name());
-    servable->set_base_path(normalized.base_path());
-    normalized.clear_servable_name();
-    normalized.clear_base_path();
-  }
-  return normalized;
-}
-
 // Returns the names of servables that appear in 'old_config' but not in
-// 'new_config'. Assumes both configs are normalized.
+// 'new_config'.
 std::set<string> GetDeletedServables(
     const FileSystemStoragePathSourceConfig& old_config,
     const FileSystemStoragePathSourceConfig& new_config) {
@@ -298,13 +282,21 @@ Status FailIfZeroVersions(const FileSystemStoragePathSourceConfig& config) {
       versions_by_servable_name;
   TF_RETURN_IF_ERROR(
       PollFileSystemForConfig(config, &versions_by_servable_name));
+
+  std::map<string, string> servable_name_to_base_path_map;
+  for (const FileSystemStoragePathSourceConfig::ServableToMonitor& servable :
+       config.servables()) {
+    servable_name_to_base_path_map.insert(
+        {servable.servable_name(), servable.base_path()});
+  }
+
   for (const auto& entry : versions_by_servable_name) {
     const string& servable = entry.first;
     const std::vector<ServableData<StoragePath>>& versions = entry.second;
     if (versions.empty()) {
       return errors::NotFound(
           "Unable to find a numerical version path for servable ", servable,
-          " at: ", config.base_path());
+          " at: ", servable_name_to_base_path_map[servable]);
     }
   }
   return Status::OK();
@@ -330,19 +322,15 @@ Status FileSystemStoragePathSource::UpdateConfig(
         "Changing file_system_poll_wait_seconds is not supported");
   }
 
-  const FileSystemStoragePathSourceConfig normalized_config =
-      NormalizeConfig(config);
-
-  if (normalized_config.fail_if_zero_versions_at_startup() ||  // NOLINT
-      normalized_config.servable_versions_always_present()) {
-    TF_RETURN_IF_ERROR(FailIfZeroVersions(normalized_config));
+  if (config.fail_if_zero_versions_at_startup() ||  // NOLINT
+      config.servable_versions_always_present()) {
+    TF_RETURN_IF_ERROR(FailIfZeroVersions(config));
   }
 
   if (aspired_versions_callback_) {
-    TF_RETURN_IF_ERROR(
-        UnaspireServables(GetDeletedServables(config_, normalized_config)));
+    TF_RETURN_IF_ERROR(UnaspireServables(GetDeletedServables(config_, config)));
   }
-  config_ = normalized_config;
+  config_ = config;
 
   return Status::OK();
 }
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 5675292260f..53cbbdf7983 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -83,8 +83,10 @@ TEST(FileSystemStoragePathSourceTest, NoVersionsAtStartup) {
 
     for (bool fail_if_zero_versions_at_startup : {false, true}) {
       auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-          strings::Printf("servable_name: 'test_servable_name' "
-                          "base_path: '%s' "
+          strings::Printf("servables: {"
+                          "  servable_name: 'test_servable_name' "
+                          "  base_path: '%s' "
+                          "} "
                           "fail_if_zero_versions_at_startup: %s "
                           // Disable the polling thread.
                           "file_system_poll_wait_seconds: -1 ",
@@ -121,8 +123,10 @@ TEST(FileSystemStoragePathSourceTest, FilesAppearAfterStartup) {
       io::JoinPath(testing::TmpDir(), "FilesAppearAfterStartup");
 
   auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-      strings::Printf("servable_name: 'test_servable_name' "
-                      "base_path: '%s' "
+      strings::Printf("servables: {"
+                      "  servable_name: 'test_servable_name' "
+                      "  base_path: '%s' "
+                      "} "
                       "fail_if_zero_versions_at_startup: false "
                       // Disable the polling thread.
                       "file_system_poll_wait_seconds: -1 ",
@@ -158,8 +162,10 @@ TEST(FileSystemStoragePathSourceTest, MultipleVersions) {
   TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, "17")));
 
   auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-      strings::Printf("servable_name: 'test_servable_name' "
-                      "base_path: '%s' "
+      strings::Printf("servables: {"
+                      "  servable_name: 'test_servable_name' "
+                      "  base_path: '%s' "
+                      "} "
                       // Disable the polling thread.
                       "file_system_poll_wait_seconds: -1 ",
                       base_path.c_str()));
@@ -705,8 +711,10 @@ TEST(FileSystemStoragePathSourceTest, DuplicateVersions) {
   }
 
   auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-      strings::Printf("servable_name: 'test_servable_name' "
-                      "base_path: '%s' "
+      strings::Printf("servables: {"
+                      "  servable_name: 'test_servable_name' "
+                      "  base_path: '%s' "
+                      "} "
                       // Disable the polling thread.
                       "file_system_poll_wait_seconds: -1 ",
                       base_path.c_str()));
@@ -742,8 +750,10 @@ TEST(FileSystemStoragePathSourceTest, LastVersionNotRemoved) {
         Env::Default()->RecursivelyCreateDir(io::JoinPath(base_path, "42")));
 
     auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-        strings::Printf("servable_name: 'test_servable_name' "
-                        "base_path: '%s' "
+        strings::Printf("servables: {"
+                        "  servable_name: 'test_servable_name' "
+                        "  base_path: '%s' "
+                        "} "
                         "servable_versions_always_present: %s "
                         // Disable the polling thread.
                         "file_system_poll_wait_seconds: -1 ",
@@ -782,8 +792,10 @@ TEST(FileSystemStoragePathSourceTest, LastVersionNotRemoved) {
 TEST(FileSystemStoragePathSourceTest, PollFilesystemOnlyOnce) {
   const string base_path = io::JoinPath(testing::TmpDir(), "OneShot");
   auto config = test_util::CreateProto<FileSystemStoragePathSourceConfig>(
-      strings::Printf("servable_name: 'test_servable_name' "
-                      "base_path: '%s' "
+      strings::Printf("servables: {"
+                      "  servable_name: 'test_servable_name' "
+                      "  base_path: '%s' "
+                      "} "
                       "fail_if_zero_versions_at_startup: false "
                       // Poll only once (One shot mode).
                       "file_system_poll_wait_seconds: 0 ",

From a3ed3832cbd66c57d878c8757999fdae749b1b1e Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 14 Mar 2022 10:09:22 -0700
Subject: [PATCH 5847/8103] Added test for WrapSessionIgnoreThreadPoolOptions

PiperOrigin-RevId: 434496028
---
 .../tensorflow/bundle_factory_test_util.cc    |  6 ++-
 .../tensorflow/bundle_factory_util.h          |  1 -
 .../tensorflow/bundle_factory_util_test.cc    | 37 +++++++++++++++++++
 3 files changed, 42 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index 3964521a442..bde4dbc5183 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -111,7 +112,10 @@ void TestSingleRequest(Session* session) {
   const std::vector<string> empty_targets;
   std::vector<Tensor> outputs;
 
-  TF_ASSERT_OK(session->Run(inputs, output_names, empty_targets, &outputs));
+  RunMetadata run_metadata;
+  TF_ASSERT_OK(session->Run(RunOptions{}, inputs, output_names, empty_targets,
+                            &outputs, &run_metadata,
+                            thread::ThreadPoolOptions{}));
 
   ASSERT_EQ(1, outputs.size());
   const auto& single_output = outputs.at(0);
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 8da940e07a9..550ad675702 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -100,7 +100,6 @@ Status WrapSession(std::unique_ptr<Session>* session);
 
 // Wraps a session in a new session that only supports Run() without threading
 // parameters.
-// TODO(b/205884936): Add test case.
 Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session);
 
 // Construct Queue Options from BatchingParameters.
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 7cc4eaf8360..3c49502dc22 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -49,6 +49,36 @@ using test_util::EqualsProto;
 
 using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
+class MockSession : public Session {
+ public:
+  MOCK_METHOD(tensorflow::Status, Create, (const GraphDef& graph), (override));
+  MOCK_METHOD(tensorflow::Status, Extend, (const GraphDef& graph), (override));
+  MOCK_METHOD(tensorflow::Status, ListDevices,
+              (std::vector<DeviceAttributes> * response), (override));
+  MOCK_METHOD(tensorflow::Status, Close, (), (override));
+
+  Status Run(const RunOptions& run_options,
+             const std::vector<std::pair<string, Tensor>>& inputs,
+             const std::vector<string>& output_tensor_names,
+             const std::vector<string>& target_node_names,
+             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+    outputs->push_back(
+        test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2}));
+    return tensorflow::Status::OK();
+  }
+
+  // Unused, but we need to provide a definition (virtual = 0).
+  Status Run(const std::vector<std::pair<std::string, Tensor>>&,
+             const std::vector<std::string>&, const std::vector<std::string>&,
+             std::vector<Tensor>* outputs) override {
+    return errors::Unimplemented(
+        "Run with threadpool is not supported for this session.");
+  }
+
+  // NOTE: The default definition for Run(...) with threading options already
+  // returns errors::Unimplemented.
+};
+
 class BundleFactoryUtilTest : public ::testing::Test {
  protected:
   BundleFactoryUtilTest() : export_dir_(test_util::GetTestSavedModelPath()) {}
@@ -91,6 +121,13 @@ TEST_F(BundleFactoryUtilTest, WrapSession) {
   test_util::TestSingleRequest(bundle.session.get());
 }
 
+TEST_F(BundleFactoryUtilTest, WrapSessionIgnoreThreadPoolOptions) {
+  std::unique_ptr<Session> session(new MockSession);
+
+  TF_ASSERT_OK(WrapSessionIgnoreThreadPoolOptions(&session));
+  test_util::TestSingleRequest(session.get());
+}
+
 TEST_F(BundleFactoryUtilTest, WrapSessionForBatching) {
   SavedModelBundle bundle;
   TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(), export_dir_,

From 48a699a2fd32404c4b19f55077a1fb29112a0afe Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 18 Mar 2022 11:11:57 -0700
Subject: [PATCH 5848/8103] Allow max_execution_batch_size to be actually used
 by allowing max_batch_size to be more than max(allowed_batch_sizes). Also
 sanity check if max_execution_batch_size is max(allowed_batch_sizes).

PiperOrigin-RevId: 435685377
---
 tensorflow_serving/batching/batching_session.cc   |  4 ++--
 .../batching/batching_session_test.cc             | 15 +++++++++++----
 2 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index dc21d7e1629..287921ec89f 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -1012,13 +1012,13 @@ Status CreateBasicBatchingSession(
             max_allowed_batch_size, "; expected ",
             schedule_options.max_batch_size);
       }
-      if (schedule_options.max_batch_size != max_allowed_batch_size) {
+      if (schedule_options.max_execution_batch_size != max_allowed_batch_size) {
         return errors::InvalidArgument(
             "Last entry in allowed_batch_sizes must be equal to "
             "max_execution_batch_size; last "
             "entry was ",
             max_allowed_batch_size, "; expected ",
-            schedule_options.max_batch_size);
+            schedule_options.max_execution_batch_size);
       }
     } else if (allowed_batch_sizes.back() != schedule_options.max_batch_size) {
       // TODO(b/b/161641195):
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 4565ea4fc02..9ec9701bb01 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -277,7 +277,11 @@ class BatchingSessionTest
     output_options.enable_lazy_split = enable_lazy_split();
     if (enable_large_batch_splitting()) {
       output_options.split_input_task_func = get_split_input_task_func();
+      // Bump up the max batch size, and set execution batch size to the max
+      // size we actually want -- this will allow us to exercise large batch
+      // splits (they trigger when execution_batch_size < max_batch_size).
       output_options.max_execution_batch_size = input_options.max_batch_size;
+      output_options.max_batch_size = input_options.max_batch_size * 2;
     }
     return output_options;
   }
@@ -832,10 +836,13 @@ TEST_P(BatchingSessionTest,
   BatchingSessionOptions batching_session_options;
   batching_session_options.allowed_batch_sizes = {2, 8};  // Final entry != 4.
   std::unique_ptr<Session> batching_session;
-  EXPECT_FALSE(CreateBasicBatchingSession(
-                   schedule_options, batching_session_options, {{"x"}, {"y"}},
-                   CreateHalfPlusTwoSession(), &batching_session)
-                   .ok());
+  auto status = CreateBasicBatchingSession(
+      schedule_options, batching_session_options, {{"x"}, {"y"}},
+      CreateHalfPlusTwoSession(), &batching_session);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.error_message(), HasSubstr(enable_large_batch_splitting()
+                                                    ? "max_execution_batch_size"
+                                                    : "max_batch_size"));
 }
 
 TEST_P(BatchingSessionTest, DifferentOrderForInputAndOutputTensors) {

From 2837812341e7c98be4717e5901286692a5dcc02a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Apr 2022 22:16:21 -0700
Subject: [PATCH 5849/8103] Delete batch_schedulers_ before thread_pool_name_

PiperOrigin-RevId: 439229205
---
 tensorflow_serving/batching/batching_session.cc | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 287921ec89f..d816b7950a5 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -260,15 +260,15 @@ class BatchingSession : public ServingSession {
                     std::unique_ptr<Batch<BatchingSessionTask>> batch);
 
   const BatchingSessionOptions options_;
+  // The name of the thread pool of the underlying batch scheduler. It is used
+  // for monitoring purpose, and can be empty if not known.
+  const std::string thread_pool_name_;
 
   std::unique_ptr<Session> wrapped_;
   std::unordered_map<TensorSignature,
                      std::unique_ptr<BatchScheduler<BatchingSessionTask>>,
                      HashTensorSignature, EqTensorSignature>
       batch_schedulers_;
-  // The name of the thread pool of the underlying batch scheduler. It is used
-  // for monitoring purpose, and can be empty if not known.
-  const std::string thread_pool_name_;
 
   // If set, default_scheduler_creator_ is used when the input signature does
   // not match any existing signature defined during model load. This helps

From 1a5e5a1b58372f24c2380320f68d32d28e04cdea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Apr 2022 12:01:29 -0700
Subject: [PATCH 5850/8103] Internal cleanup.

PiperOrigin-RevId: 444628474
---
 tensorflow_serving/model_servers/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8f44517865d..9afa9842863 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -211,7 +211,6 @@ cc_library(
         "//tensorflow_serving/apis:model_management_cc_proto",
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
-        "@com_github_grpc_grpc//:grpc++",
     ],
 )
 
@@ -484,6 +483,7 @@ py_test(
     python_version = "PY3",
     srcs_version = "PY2AND3",
     tags = [
+        "manual",  # Missing grpc dependency.
         "noasan",  # b/136281879
         "nomsan",  # b/165917680
     ],

From c0998e13451b9b83c9bdf157dd3648b2272dac59 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Mon, 2 May 2022 16:41:59 -0700
Subject: [PATCH 5851/8103] Add missing NVIDIA repository key.

PiperOrigin-RevId: 446061415
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 2945d6057f5..24b9f3b0cc4 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -24,7 +24,8 @@ ENV CUDNN_VERSION=8.1.0.77
 ENV TF_TENSORRT_VERSION=7.2.2
 ENV CUDA=11.2
 
-RUN apt-get update && apt-get install -y --no-install-recommends \
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub && \
+    apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 09cb8478dd3..d5eb058d93f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -30,7 +30,8 @@ ENV TF_TENSORRT_VERSION=7.2.2
 ENV CUDA=11.2
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
-RUN apt-get update && apt-get install -y --no-install-recommends \
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub && \
+    apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
         cuda-command-line-tools-11-2 \
         libcublas-11-2 \

From f1651ae620e7f329511d39cbe75688e54b6149f1 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 19 May 2022 13:59:03 -0700
Subject: [PATCH 5852/8103] Bump minimum bazel version 5.1.1.

PiperOrigin-RevId: 449827384
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29bd74c6390..abc5ee4f6da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -31,7 +31,7 @@ load(
     "@org_tensorflow//tensorflow:version_check.bzl",
     "check_bazel_version_at_least"
 )
-check_bazel_version_at_least("5.0.0")
+check_bazel_version_at_least("5.1.1")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")

From 8a02874cee6957e5817960613627a549bd80a6e9 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Sun, 22 May 2022 17:49:30 -0700
Subject: [PATCH 5853/8103] Bump minimum bazel version 5.1.1, to match with TF
 and root.workspace

PiperOrigin-RevId: 450329081
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index d054bd116df..a9eb5b62ebb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -76,7 +76,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.0.0
+ENV BAZEL_VERSION 5.1.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 24b9f3b0cc4..3d8b3fcac23 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -109,7 +109,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.0.0
+ENV BAZEL_VERSION 5.1.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 93bfdbd7134..1a1dbc70c6f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -75,7 +75,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.0.0
+ENV BAZEL_VERSION 5.1.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 7166e2efc6b7e63c908515c6a53d0e4fe8fa0aae Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 24 May 2022 17:59:01 -0700
Subject: [PATCH 5854/8103] Update to use C++17

TF updated to use C++17 github.com/tensorflow/tensorflow/commit/8ea5ed0c392b329a3e0481a3f1f7b0ca86821b84

PiperOrigin-RevId: 450811224
---
 .bazelrc | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 768d3ccda38..6e237e2bb69 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -43,9 +43,9 @@ build --apple_platform_type=macos
 
 build -c opt
 
-# LLVM, MLIR and TF require C++14.
-build --cxxopt=-std=c++14
-build --host_cxxopt=-std=c++14
+# LLVM, MLIR and TF requires C++17.
+build --cxxopt=-std=c++17
+build --host_cxxopt=-std=c++17
 
 # Adding "--cxxopt=-D_GLIBCXX_USE_CXX11_ABI=0" creates parity with TF
 # compilation options. It also addresses memory use due to

From 04b8676730a882cab61b7772097f2c23c0447ef9 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 31 May 2022 10:50:03 -0700
Subject: [PATCH 5855/8103] Update tensorflow_model_server_test to depend on
 the pip installed tensorflow.

Bazel BUILD dependencies on @org_tensorflow//tensorflow:tensorflow_py will be removed in subsequent CLs.

PiperOrigin-RevId: 452087986
---
 .../model_servers/tensorflow_model_server_test.py    | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 4c2195fa5b3..faa245c25d7 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -22,9 +22,19 @@
 import json
 import os
 import subprocess
+import sys
 import time
 
-# This is a placeholder for a Google-internal import.
+
+# During the creation of the 'tensorflow_serving' package, bazel emits a python
+# 'tensorflow' module which contains its dependencies (e.g. example.proto).
+# Since bazel python libraries take precedence in sys.path and the created
+# 'tensorflow' module will not be fully constructed, we reorder the bazel-out
+# python libs to take a lower precedence than the pip installed packages.
+sys.path = ([i for i in sys.path if 'bazel-out' not in i] +
+            [i for i in sys.path if 'bazel-out' in i])
+
+# This is a placeholder for a Google-internal import.  # pylint: disable=g-import-not-at-top
 
 import grpc
 from six.moves import range

From fe426c16c58aed164c72ddc267ceb9066a251e18 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 1 Jun 2022 15:15:51 -0700
Subject: [PATCH 5856/8103] Internal change.

PiperOrigin-RevId: 452396093
---
 tensorflow_serving/batching/test_util/BUILD          |  1 -
 tensorflow_serving/experimental/example/BUILD        | 11 ++---------
 .../experimental/tensorflow/ops/remote_predict/BUILD |  1 -
 tensorflow_serving/model_servers/BUILD               |  9 +--------
 tensorflow_serving/model_servers/test_util/BUILD     |  1 -
 .../servables/tensorflow/testdata/BUILD              | 12 ++----------
 6 files changed, 5 insertions(+), 30 deletions(-)

diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index 54bb56d954a..eb9995b48fc 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -48,5 +48,4 @@ py_binary(
     srcs = ["matrix_half_plus_two_saved_model.py"],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index d7b28b82c16..16b9baadac2 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -22,10 +22,7 @@ py_binary(
     name = "remote_predict_client",
     srcs = ["remote_predict_client.py"],
     python_version = "PY3",
-    deps = [
-        "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py"],
 )
 
 py_binary(
@@ -35,10 +32,7 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = [
-        "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py"],
 )
 
 py_binary(
@@ -49,6 +43,5 @@ py_binary(
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
         "//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py",
-        "@org_tensorflow//tensorflow:tensorflow_py",
     ],
 )
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index fae521f0a04..40b3b60538c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -121,7 +121,6 @@ tf_custom_op_py_library(
     visibility = ["//tensorflow_serving/experimental/example:__subpackages__"],
     deps = [
         ":gen_remote_predict_op",
-        "@org_tensorflow//tensorflow:tensorflow_py",
         "@org_tensorflow//tensorflow/python:framework_for_generated_wrappers",
     ],
 )
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9afa9842863..179d6e205f1 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -491,7 +491,6 @@ py_test(
         "//tensorflow_serving/apis:model_service_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
         "//tensorflow_serving/model_servers/test_util:tensorflow_model_server_test_base",
-        "@org_tensorflow//tensorflow:tensorflow_py",
         "@six_archive//:six",
     ],
 )
@@ -501,10 +500,7 @@ py_binary(
     srcs = ["tensorflow_model_server_test_client.py"],
     python_version = "PY3",
     srcs_version = "PY2AND3",
-    deps = [
-        "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
+    deps = ["//tensorflow_serving/apis:prediction_service_proto_py_pb2"],
 )
 
 py_binary(
@@ -512,9 +508,6 @@ py_binary(
     srcs = ["profiler_client.py"],
     python_version = "PY3",
     srcs_version = "PY2AND3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-    ],
 )
 
 pkg_tar(
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 1da71ffa98c..a2d37ebd7d1 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -124,7 +124,6 @@ py_library(
     deps = [
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
-        "@org_tensorflow//tensorflow:tensorflow_py",
         "@org_tensorflow//tensorflow/core:protos_all_py",
         "@org_tensorflow//tensorflow/python:platform",
         "@org_tensorflow//tensorflow/python/saved_model:signature_constants",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index cc449b042d5..b395caad1b5 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -50,7 +50,6 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
 py_binary(
@@ -60,7 +59,6 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = ["@org_tensorflow//tensorflow:tensorflow_py"],
 )
 
 py_binary(
@@ -70,10 +68,7 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils",
-    ],
+    deps = ["@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils"],
 )
 
 py_binary(
@@ -84,10 +79,7 @@ py_binary(
     main = "parse_example_tflite.py",
     python_version = "PY3",
     srcs_version = "PY3",
-    deps = [
-        "@org_tensorflow//tensorflow:tensorflow_py",
-        "@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils",
-    ],
+    deps = ["@org_tensorflow//tensorflow/lite/tools/signature:signature_def_utils"],
 )
 
 filegroup(

From 5b1d361e5bc581eddb99102396478f0d4731a208 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Jun 2022 18:02:09 -0700
Subject: [PATCH 5857/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd379d44-db42-4a5d-bf1f-d2fc6877d705

PiperOrigin-RevId: 452427149
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abc5ee4f6da..6c05fa47019 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e6c98de0842520a65978549be7b1b6061080ecf9fa9f3a87739e19a0447a85c",
-    git_commit = "1f8f692143aa9a42c55f8b35d09aeed93bdab66e",
+    sha256 = "0efb01e0d4643d56e65030212f81f2dd8cbc3bffef7b2e9c170b2008cd08c8c9",
+    git_commit = "bcfb14c237841195a2bfb10cb91aac5f16f97fd4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 430ec855ed1506fcd51b66597680e326bf5eb1e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Jun 2022 00:01:45 -0700
Subject: [PATCH 5858/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/015b816e-4cbc-45d9-9681-8f936fbd24e4

PiperOrigin-RevId: 452469785
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c05fa47019..a2843a73f48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0efb01e0d4643d56e65030212f81f2dd8cbc3bffef7b2e9c170b2008cd08c8c9",
-    git_commit = "bcfb14c237841195a2bfb10cb91aac5f16f97fd4",
+    sha256 = "a5ec4c1dd133480d0c30e0bbc3cdcab5b56a9fdb21b662fa563f3cb4262197c8",
+    git_commit = "e46454c4d1d86fc3a11d71a7573befbb3dd8f664",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4618657295f17bca8d10b724b817f74d7e8255f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Jun 2022 06:01:41 -0700
Subject: [PATCH 5859/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5af63179-f740-4d53-a737-5fb768f0b2a5

PiperOrigin-RevId: 452519485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2843a73f48..f09260531ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5ec4c1dd133480d0c30e0bbc3cdcab5b56a9fdb21b662fa563f3cb4262197c8",
-    git_commit = "e46454c4d1d86fc3a11d71a7573befbb3dd8f664",
+    sha256 = "e7ef7bea2c7a517cf97d7707182817d3f70303fecfd8b71662b2ed9d9b04bf7d",
+    git_commit = "32c0971dcdc6baaee491458da66b74565839b792",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6db028e0a14424db049af2a53d40b62a8c2f6124 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Jun 2022 12:01:36 -0700
Subject: [PATCH 5860/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8698327f-5f58-478a-b7ed-20d614c9040a

PiperOrigin-RevId: 452591363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f09260531ed..da9ba040c31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7ef7bea2c7a517cf97d7707182817d3f70303fecfd8b71662b2ed9d9b04bf7d",
-    git_commit = "32c0971dcdc6baaee491458da66b74565839b792",
+    sha256 = "815edcb7c913f7b36828c0665bd730901bbe8e6bd16d26c570d049d2839c7ed5",
+    git_commit = "40835b92f55a342d74e5f018b2ff92543aa9ad8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e123e6b845d84c116a9fc17bc44fbc1bab62a32d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Jun 2022 18:01:37 -0700
Subject: [PATCH 5861/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/079978b7-7331-48e2-9bbc-8327362d7173

PiperOrigin-RevId: 452662376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da9ba040c31..252906df80c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "815edcb7c913f7b36828c0665bd730901bbe8e6bd16d26c570d049d2839c7ed5",
-    git_commit = "40835b92f55a342d74e5f018b2ff92543aa9ad8c",
+    sha256 = "6f5965eba1553017ab96d70653c303b8212bc68d2fc5abe701d68d59ef68ef41",
+    git_commit = "9d21209ecfb01169cb85c6aa3b81e588c1d826c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fbb0559f7c433a23932f3ec5267dca920617aabf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Jun 2022 00:01:42 -0700
Subject: [PATCH 5862/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a78ea788-24ef-4bac-b329-5495179dea05

PiperOrigin-RevId: 452703435
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 252906df80c..64e1bce828d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f5965eba1553017ab96d70653c303b8212bc68d2fc5abe701d68d59ef68ef41",
-    git_commit = "9d21209ecfb01169cb85c6aa3b81e588c1d826c0",
+    sha256 = "0d1e9cea38af17411db43e556d04d4db8d58bbb7580b37ac42049d5619785a6b",
+    git_commit = "e9fd44c26e001c9819e1b977ee022ea8483ec32f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bfc50776943d6d0aceaa7618407d9e158d1e3db8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Jun 2022 06:01:37 -0700
Subject: [PATCH 5863/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b17609d-546e-4f51-9b9b-048b0f22bebe

PiperOrigin-RevId: 452750583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 64e1bce828d..4e93386053a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d1e9cea38af17411db43e556d04d4db8d58bbb7580b37ac42049d5619785a6b",
-    git_commit = "e9fd44c26e001c9819e1b977ee022ea8483ec32f",
+    sha256 = "5b9204514c558e8699abf2c36ffef32a5a73a5dcf25f12478672a7a9ed27359e",
+    git_commit = "fb8fa1cbc4b64aa446ed71f596456289602a08ed",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 218ec41ee43629a1cd4c0397ddaead0c2c459152 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Jun 2022 12:01:39 -0700
Subject: [PATCH 5864/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02b7e9f2-3de6-4d08-8ec4-2b6bb8ac9497

PiperOrigin-RevId: 452814217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e93386053a..611c90053d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b9204514c558e8699abf2c36ffef32a5a73a5dcf25f12478672a7a9ed27359e",
-    git_commit = "fb8fa1cbc4b64aa446ed71f596456289602a08ed",
+    sha256 = "c50f91e5c5289467e59ed9f024d18fc4b30aed0c9a139ed4e6449f52c6a86008",
+    git_commit = "0a723ddac486938ea3feb648c801768abb82fc0e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21f7c6d29abf78a1142b57bec5f9ea8c561739e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Jun 2022 18:01:36 -0700
Subject: [PATCH 5865/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b913efc-99d0-4f6a-9fe8-b34350f19068

PiperOrigin-RevId: 452878173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 611c90053d2..c9810cf0f54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c50f91e5c5289467e59ed9f024d18fc4b30aed0c9a139ed4e6449f52c6a86008",
-    git_commit = "0a723ddac486938ea3feb648c801768abb82fc0e",
+    sha256 = "6119ba82b05ae3c1e23aaaa9cba01c697b3137d775ad8d4109693d2197a3b0c3",
+    git_commit = "e9f76ac8a0e8767f0a16716e84599354d6044e69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 80a1c03826fa40e9a9ddaf1bba73cf874d1621c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Jun 2022 00:01:36 -0700
Subject: [PATCH 5866/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ccc9fd9d-8a84-46d8-881f-08baf780e143

PiperOrigin-RevId: 452910054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9810cf0f54..732e4410027 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6119ba82b05ae3c1e23aaaa9cba01c697b3137d775ad8d4109693d2197a3b0c3",
-    git_commit = "e9f76ac8a0e8767f0a16716e84599354d6044e69",
+    sha256 = "9b0304c8c02e7f7af9dce319492b0835df7cc9e46d489f70566d7ff70184d112",
+    git_commit = "baa73d9884ce8916d8098c090580acc6612e18fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ec3f5e370b25bf9fb29113272fc4fa822a8db2c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Jun 2022 06:01:44 -0700
Subject: [PATCH 5867/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05a40f33-a5b6-43ce-8d15-a1462be698a8

PiperOrigin-RevId: 452945140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 732e4410027..bb050245ea0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b0304c8c02e7f7af9dce319492b0835df7cc9e46d489f70566d7ff70184d112",
-    git_commit = "baa73d9884ce8916d8098c090580acc6612e18fe",
+    sha256 = "7ffa3c5949926db0e7e9477bf5f23175bf29a902b31333dfb326fec56eb9562e",
+    git_commit = "5e6618333778a1cb7944cfe691b96caba9572ce3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a7ecf1a3a2b0091c3b497a0951b237527594eb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Jun 2022 12:01:25 -0700
Subject: [PATCH 5868/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cab79cfa-e56b-458c-bd18-efa8c64f1942

PiperOrigin-RevId: 452971554
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb050245ea0..99e9be5bbc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ffa3c5949926db0e7e9477bf5f23175bf29a902b31333dfb326fec56eb9562e",
-    git_commit = "5e6618333778a1cb7944cfe691b96caba9572ce3",
+    sha256 = "3188786af40963eff3b11c7f88ab3789db959d88cbd1cedcf60d3beb8cf19509",
+    git_commit = "fe29e4e2dbd81e3c97832bddf7d6463b75368a77",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc290064690633746a13337d706ba4806ae580c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Jun 2022 18:01:30 -0700
Subject: [PATCH 5869/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5065b061-e90f-4b1e-883d-49837d4266b1

PiperOrigin-RevId: 452996234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99e9be5bbc5..ee0c1268188 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3188786af40963eff3b11c7f88ab3789db959d88cbd1cedcf60d3beb8cf19509",
-    git_commit = "fe29e4e2dbd81e3c97832bddf7d6463b75368a77",
+    sha256 = "99ef0e721c68b98ac490947b84193dd06439fe64ecdc5720513112556f6f9aa8",
+    git_commit = "72177a67c200c704c50982164bb0a52ccb10288d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1a0c32ae56797cd17ccf17a71c1a6cb16fda59f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Jun 2022 06:01:24 -0700
Subject: [PATCH 5870/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/717f29ab-7e9e-4bcf-a943-5128b1ff85b0

PiperOrigin-RevId: 453053011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee0c1268188..34eb6d708ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99ef0e721c68b98ac490947b84193dd06439fe64ecdc5720513112556f6f9aa8",
-    git_commit = "72177a67c200c704c50982164bb0a52ccb10288d",
+    sha256 = "8720a90770b949e158e9385f2d17d5c4290a355b09514df061707cde18cb8a7c",
+    git_commit = "6578dc510703c85f884505d81cc1f67e7bff6a53",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cd3a55b3afec48738ef25656f1d817b5ab12f41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Jun 2022 18:01:29 -0700
Subject: [PATCH 5871/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f86644e-cccf-4c92-a597-79bca374b4da

PiperOrigin-RevId: 453104065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34eb6d708ed..22db718e7b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8720a90770b949e158e9385f2d17d5c4290a355b09514df061707cde18cb8a7c",
-    git_commit = "6578dc510703c85f884505d81cc1f67e7bff6a53",
+    sha256 = "633665efb31233151862e792342b7a24f89dcfbc84bdfa60fd1f6fba097d4ce7",
+    git_commit = "a4d4545c12c19836ecad51c9551d284629ffa90d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3b219fb7f3bbe88f3fae71a18e2fdef2f51a798 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Jun 2022 06:01:28 -0700
Subject: [PATCH 5872/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9b4b398-1447-4c6d-9568-2dd00eec13b9

PiperOrigin-RevId: 453182398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22db718e7b3..80cda8eb3a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "633665efb31233151862e792342b7a24f89dcfbc84bdfa60fd1f6fba097d4ce7",
-    git_commit = "a4d4545c12c19836ecad51c9551d284629ffa90d",
+    sha256 = "6294244465579ed17d54014d014e0e647891fa7d5143ac068987eee0f4ad4f69",
+    git_commit = "96e0eb871a7faaaaf75eafe89365631eef6ec5e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24b6777bde1ddd3221efeb917f92b606a16231b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Jun 2022 12:01:35 -0700
Subject: [PATCH 5873/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10ae5496-873f-49cf-bc40-db088a565d3c

PiperOrigin-RevId: 453251657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80cda8eb3a9..e50b2934eed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6294244465579ed17d54014d014e0e647891fa7d5143ac068987eee0f4ad4f69",
-    git_commit = "96e0eb871a7faaaaf75eafe89365631eef6ec5e4",
+    sha256 = "6150560bd28a6680d10a669bd3c2ea802df9cdf1fcec7f65ae1b4e1482f69047",
+    git_commit = "583ddd652b3ecb8c2cd8a7411e071fd9ca747d7b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d14483361d4640042ef859f39b861c9955854f3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Jun 2022 18:01:45 -0700
Subject: [PATCH 5874/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acd49b19-9dad-4671-88de-4fe1f5bfc460

PiperOrigin-RevId: 453324295
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e50b2934eed..40b0cccfc67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6150560bd28a6680d10a669bd3c2ea802df9cdf1fcec7f65ae1b4e1482f69047",
-    git_commit = "583ddd652b3ecb8c2cd8a7411e071fd9ca747d7b",
+    sha256 = "0d1611eb1ba12606ff5a1a6bbf96742e650388693b83ea9bfa32f5518073418c",
+    git_commit = "53348bc5deb78d69eba8ebee18500a3866a4283c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d78858bf54e41a7e9be29734e20e356bfaa45e8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Jun 2022 00:01:35 -0700
Subject: [PATCH 5875/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d489e3fd-96d4-417f-a9d3-7cb995422c0c

PiperOrigin-RevId: 453365582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40b0cccfc67..5b2851e34c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d1611eb1ba12606ff5a1a6bbf96742e650388693b83ea9bfa32f5518073418c",
-    git_commit = "53348bc5deb78d69eba8ebee18500a3866a4283c",
+    sha256 = "7d309d4da38b3e5a73a08ec860358c8bc351a8cd40e64a0f3025ee320768e703",
+    git_commit = "7b072df0862c0a7ea3dd11ab9b82761b0abbde0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a3f402ffde209261c2e28320b17f2bae97b01bd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Jun 2022 06:05:08 -0700
Subject: [PATCH 5876/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c6fadf4-8fa2-41be-99de-ccc36f0ce416

PiperOrigin-RevId: 453418481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b2851e34c0..e207bdab434 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d309d4da38b3e5a73a08ec860358c8bc351a8cd40e64a0f3025ee320768e703",
-    git_commit = "7b072df0862c0a7ea3dd11ab9b82761b0abbde0d",
+    sha256 = "709ed9db76505eb9887d1e0f7b145bdef61c3262697a010ad5990eeb1e9ee81d",
+    git_commit = "b7ae5b69d6442743a03f16acd43c5fdec0f3474e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7149424a9ea9b420e08271b58a8bc4fe2de03271 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Jun 2022 12:03:38 -0700
Subject: [PATCH 5877/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0f5a919-2905-4f62-8a90-62a433f7e717

PiperOrigin-RevId: 453493210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e207bdab434..645dd4fc265 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "709ed9db76505eb9887d1e0f7b145bdef61c3262697a010ad5990eeb1e9ee81d",
-    git_commit = "b7ae5b69d6442743a03f16acd43c5fdec0f3474e",
+    sha256 = "4ce206c2ca07d27358baea586895dace5160b3554c9b8d84a74f84d56a87f45b",
+    git_commit = "4504edefa48c5a7c83fe597f0b2f8ac74e399a1c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79b44f703db071b6b6310b1ea695c161e3d0a6b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Jun 2022 18:01:35 -0700
Subject: [PATCH 5878/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8f974d1-462a-490f-9bba-476b9620eead

PiperOrigin-RevId: 453567583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 645dd4fc265..292ba86a971 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ce206c2ca07d27358baea586895dace5160b3554c9b8d84a74f84d56a87f45b",
-    git_commit = "4504edefa48c5a7c83fe597f0b2f8ac74e399a1c",
+    sha256 = "508f116508e2d5fb5ae740b30f1d183be7bee0665eb9c70c9397598c1616fa6d",
+    git_commit = "ba8dba4aca65beade68357bccea9e4a06fc90207",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18481a4dc5cd40dcda84fa2ea0dced25bf738bc4 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 7 Jun 2022 21:11:12 -0700
Subject: [PATCH 5879/8103] Add release notes for tf-serving 2.8.2

PiperOrigin-RevId: 453591853
---
 RELEASE.md | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 37853a6ccaa..eddcde32042 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,19 @@
+# Release 2.8.2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Replace int64 with int64_t and uint64 with uint64_t. (commit: 21360c763767823b82768ce42c5c90c0c9012601)
+* update to latest benchmark API changes (commit: 860e1013385289ad3f9eb4d854b55c23e7cb8087)
+* This release is based on TF version 2.8.2
+
 # Release 2.8.0
 
 ## Major Features and Improvements

From fc5375a9b216c6ef209d91025d80870dcc45fa95 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jun 2022 00:01:57 -0700
Subject: [PATCH 5880/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a083d6c7-51b3-4ce8-820c-cfecc084453e

PiperOrigin-RevId: 453610287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 292ba86a971..926e355112f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "508f116508e2d5fb5ae740b30f1d183be7bee0665eb9c70c9397598c1616fa6d",
-    git_commit = "ba8dba4aca65beade68357bccea9e4a06fc90207",
+    sha256 = "74b9c838cc1a7d620e6d694d415750ed29d2290e3969c70129db89f87bd054cf",
+    git_commit = "cf547b9643e89a9cbe631f419a624e65223e36eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 319ba8a15a56d477683ff06c74a1877f66e44d4e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jun 2022 06:01:37 -0700
Subject: [PATCH 5881/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d257c0e4-8bf2-482f-b290-0742bc8573ef

PiperOrigin-RevId: 453661939
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 926e355112f..db67f720f65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74b9c838cc1a7d620e6d694d415750ed29d2290e3969c70129db89f87bd054cf",
-    git_commit = "cf547b9643e89a9cbe631f419a624e65223e36eb",
+    sha256 = "cd07a4b21282a26b45bdcc2a9a07ad2588cc09946e73e0b2c15305ea98d52490",
+    git_commit = "47e2269a16cf42a8d865e9f285ad90e82db10265",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4047246d306e02808e893bef14b3efea130c304a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jun 2022 12:01:33 -0700
Subject: [PATCH 5882/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98527f5b-8c38-4bf9-aa1c-ee92927b08fb

PiperOrigin-RevId: 453735150
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db67f720f65..cddba9666ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd07a4b21282a26b45bdcc2a9a07ad2588cc09946e73e0b2c15305ea98d52490",
-    git_commit = "47e2269a16cf42a8d865e9f285ad90e82db10265",
+    sha256 = "edff4ab8964e8778cc571442f7656b87b74104e72757cfb9127c9577c9b88128",
+    git_commit = "e802ab0e983392cc410868c0a27732452f025491",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b205b6d18171f1db465c85507c5c1947e8ec0248 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 8 Jun 2022 13:56:51 -0700
Subject: [PATCH 5883/8103] Add missing NVIDIA repository key.

PiperOrigin-RevId: 453760157
---
 tensorflow_serving/tools/docker/Dockerfile.gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index d5eb058d93f..5ed69ac5db7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -48,6 +48,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
 RUN apt-get update && \
+        apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
         apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         && apt-get clean \

From b26154f4365a89b2ba4c3ba96d60b49fa0782c8b Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 8 Jun 2022 17:28:02 -0700
Subject: [PATCH 5884/8103] Add missing NVIDIA repository key.

PiperOrigin-RevId: 453804448
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 ++
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 1 +
 2 files changed, 3 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 3d8b3fcac23..341c3d4c4c1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -69,6 +69,8 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 
 # NOTE: libnvinfer uses cuda11.1 versions
 RUN apt-get update && \
+        apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
+        echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
         apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 5ed69ac5db7..84fe9f40f7c 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -49,6 +49,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
 RUN apt-get update && \
         apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
+        echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
         apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
         && apt-get clean \

From 363f993b0c9d630362487af688ee8ce73a0c68bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Jun 2022 18:01:31 -0700
Subject: [PATCH 5885/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2c1e017-2a68-4fcf-b933-f33c8b016351

PiperOrigin-RevId: 453809609
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cddba9666ab..6c978ca8271 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "edff4ab8964e8778cc571442f7656b87b74104e72757cfb9127c9577c9b88128",
-    git_commit = "e802ab0e983392cc410868c0a27732452f025491",
+    sha256 = "a301ac6c49a4a93063205e9ca04f17e39948d4d889af7cf886f5492b9c7edae3",
+    git_commit = "750757c525169b8b27ba94af4a8588a13ac14852",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2314b802b55860dbe6eb79320e80ad95842bf21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Jun 2022 00:01:40 -0700
Subject: [PATCH 5886/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d310254-7a55-4b8a-9fb5-7684cc1f3cf6

PiperOrigin-RevId: 453852032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c978ca8271..b783000e1d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a301ac6c49a4a93063205e9ca04f17e39948d4d889af7cf886f5492b9c7edae3",
-    git_commit = "750757c525169b8b27ba94af4a8588a13ac14852",
+    sha256 = "3b14393f7a43d7d7517b5b4806159b585aeb280cb947241fef166a2ae959fd5c",
+    git_commit = "933e49df3284758ef60eeb534b79261cf00d9404",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3363467e8b0ab6c7052dce60a7ef2b9e3ac27a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Jun 2022 06:01:36 -0700
Subject: [PATCH 5887/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d806bd20-f587-40d3-89dd-57601573bf9c

PiperOrigin-RevId: 453906444
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b783000e1d6..b0b584e1a0d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b14393f7a43d7d7517b5b4806159b585aeb280cb947241fef166a2ae959fd5c",
-    git_commit = "933e49df3284758ef60eeb534b79261cf00d9404",
+    sha256 = "cc8b004d90ca4db8d89903e377cd6f2927156cfeacb302204f51d3e8da2083bd",
+    git_commit = "872c4146d94cdcc70dd5af99ed076c90cdc77903",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2ea56f27d7e956487ba571df69903c9a8b9fe44 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 9 Jun 2022 10:39:58 -0700
Subject: [PATCH 5888/8103] Use 7.2.2-1+cuda11.0 for `libnvinfer` and
 `libnvonnxparsers` packages

PiperOrigin-RevId: 453960366
---
 .../tools/docker/Dockerfile.devel-gpu            | 16 ++++++++--------
 tensorflow_serving/tools/docker/Dockerfile.gpu   |  4 ++--
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 341c3d4c4c1..4f27746cfaf 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -71,15 +71,15 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 RUN apt-get update && \
         apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
         echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
         # TODO: need to verify
-        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.1\
-        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0\
+        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 84fe9f40f7c..287f379afca 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -50,8 +50,8 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 RUN apt-get update && \
         apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
         echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.1 \
+        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*;
 

From 3cda32184c13d9fe3bdb1070debed77c1b44c54e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Jun 2022 12:01:35 -0700
Subject: [PATCH 5889/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abf1e8e4-8b9c-43c3-8cb8-bdc7deed8fc4

PiperOrigin-RevId: 453980304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0b584e1a0d..9b66448fcbf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc8b004d90ca4db8d89903e377cd6f2927156cfeacb302204f51d3e8da2083bd",
-    git_commit = "872c4146d94cdcc70dd5af99ed076c90cdc77903",
+    sha256 = "b5cf70363f2ee940928f4e663eb862a61bac06a7969207db9bc30f2cbdf741a3",
+    git_commit = "8ba7f5ef89c36e363a383b3c885c702ee7e9db1e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8ffec79e0794650a4c0856c4122032e985296cc Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 9 Jun 2022 15:10:32 -0700
Subject: [PATCH 5890/8103] Match packages in devel and non-devel GPU with TF
 dockerfile.

PiperOrigin-RevId: 454022961
---
 .../tools/docker/Dockerfile.devel-gpu         | 33 +++++++++----------
 .../tools/docker/Dockerfile.gpu               | 24 ++++++++------
 2 files changed, 29 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 4f27746cfaf..6e4ca5442dc 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -60,28 +60,25 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         zip \
         zlib1g-dev \
         python3-distutils \
-        python-distutils-extra \
-        && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/* && \
+        python-distutils-extra && \
     find /usr/local/cuda-11.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
     rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v8.a
 
 # NOTE: libnvinfer uses cuda11.1 versions
-RUN apt-get update && \
-        apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
-        echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        # TODO: need to verify
-        libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0\
-        libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        && apt-get clean \
-        && rm -rf /var/lib/apt/lists/*;
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
+    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
+    apt-get update && \
+    apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      # TODO: need to verify
+      libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0\
+      libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*;
 
 # Install python 3.7.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 287f379afca..9221dc69cd1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -34,6 +34,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
     apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
         cuda-command-line-tools-11-2 \
+        cuda-nvrtc-${CUDA/./-} \
         libcublas-11-2 \
         libcublas-dev-11-2 \
         libcufft-11-2 \
@@ -42,18 +43,21 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         libcusparse-11-2 \
         libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
-        && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
+        build-essential \
+        curl \
+        libfreetype6-dev \
+        pkg-config \
+        software-properties-common \
+        unzip
 
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
-RUN apt-get update && \
-        apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
-        echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-        apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-        && apt-get clean \
-        && rm -rf /var/lib/apt/lists/*;
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
+    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
+    apt-get update && \
+    apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+      libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+    && apt-get clean && \
+    rm -rf /var/lib/apt/lists/*;
 
 # Install TF Serving GPU pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server

From b266e588000a0277acda527b51fc685ab84e9aee Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 9 Jun 2022 17:12:28 -0700
Subject: [PATCH 5891/8103] Add release notes for tf-serving 2.9.0

PiperOrigin-RevId: 454046780
---
 RELEASE.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index eddcde32042..37cbf890caf 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,28 @@
+# Release 2.9.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Do not report successful loads that are cancelled, unload immediately instead. (commit: 923269955f5582cc26d0454992afa5c888a9377f)
+* Add a lock to avoid race condition on memoized_resource_estimate_. (commit: 83959e364e7ff1234bf47a5d8139677d1bdb18c1)
+* Update Resnet model used in K8S tutorial (commit: 6e76f6a9460bf2d37630f025fcfd3e06c4230fee)
+* Prepare for development of new http client API. (commit: 78e94e99650deae956fe20dffa9932a72ec7d765)
+* Integrate TPU initialization changes into TF Serving. (commit: 6549ef2136940cd98cfbb9ee0e29221d86101d16)
+* Allow max_execution_batch_size to be actually used by allowing (commit: 48a699a2fd32404c4b19f55077a1fb29112a0afe)
+* Delete batch_schedulers_ before thread_pool_name_ (commit: 2837812341e7c98be4717e5901286692a5dcc02a)
+* Add missing NVIDIA repository key. (commit: c0998e13451b9b83c9bdf157dd3648b2272dac59)
+* Bump minimum bazel version 5.1.1, to match with TF and root.workspace (commit: 8a02874cee6957e5817960613627a549bd80a6e9)
+* Update to use C++17 (commit: 7166e2efc6b7e63c908515c6a53d0e4fe8fa0aae)
+* Update tensorflow_model_server_test to depend on the pip installed tensorflow. (commit: 04b8676730a882cab61b7772097f2c23c0447ef9)
+* This release is based on TF version 2.9.0
+
 # Release 2.8.2
 
 ## Major Features and Improvements

From 72761dc39c7311650f221ef8bce5d5d08893194a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Jun 2022 18:01:26 -0700
Subject: [PATCH 5892/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/15dbb29a-b2da-4686-b98a-53d3eb45d27b

PiperOrigin-RevId: 454054629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b66448fcbf..6c46426b81d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5cf70363f2ee940928f4e663eb862a61bac06a7969207db9bc30f2cbdf741a3",
-    git_commit = "8ba7f5ef89c36e363a383b3c885c702ee7e9db1e",
+    sha256 = "7db3e5c4a05f4ab23e4922440cba7414c950d7d3ee8cbfd75ba5fc23f740700f",
+    git_commit = "fb0bce69a1318394b9e5f654efdf5400c91f7b1c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e9aa7de9c31bf63dac9486d8619e79d83e57f93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Jun 2022 00:01:48 -0700
Subject: [PATCH 5893/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93223a7e-2d6d-4c6a-a584-613dbbbec992

PiperOrigin-RevId: 454096106
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c46426b81d..5369e2a7661 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7db3e5c4a05f4ab23e4922440cba7414c950d7d3ee8cbfd75ba5fc23f740700f",
-    git_commit = "fb0bce69a1318394b9e5f654efdf5400c91f7b1c",
+    sha256 = "47aa59f4dec9320b674fb5ad9bec64e1b01e472872cee719b0b14b72293f123d",
+    git_commit = "09710eb110e26b1454d4be70fa5fd66889f64f47",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 84847704a51720a441d9a098ded61bc1658063b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Jun 2022 06:01:33 -0700
Subject: [PATCH 5894/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/518cf190-8bf3-4ca8-8377-644f324f28e2

PiperOrigin-RevId: 454146727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5369e2a7661..1d3e570f8c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47aa59f4dec9320b674fb5ad9bec64e1b01e472872cee719b0b14b72293f123d",
-    git_commit = "09710eb110e26b1454d4be70fa5fd66889f64f47",
+    sha256 = "cc78e84b2c98d084a4aac9d6815a68533461cf4a289e2de24b5e3c46de5ea596",
+    git_commit = "511122cd9ea9afcfd2fd181b746122f2ae317b15",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 48ff72dcb6582e989452ba870c88a2bb710ea0c4 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 10 Jun 2022 09:03:12 -0700
Subject: [PATCH 5895/8103] Validate batching params when creating the wrapped
 (batching) session, instead of doing this when creating the shared batch
 scheduler.

This is a more logical place to validate, as the shared batch scheduler
can potentially be shared across multiple sessions, each with its own
batching params.

PiperOrigin-RevId: 454176092
---
 .../servables/tensorflow/bundle_factory_util.cc | 15 +++++++++++++++
 .../servables/tensorflow/bundle_factory_util.h  | 17 -----------------
 .../tensorflow/bundle_factory_util_test.cc      | 13 +++++++++++--
 3 files changed, 26 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 374da84cd2e..b8b9d75f9c5 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -71,6 +71,21 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
     return errors::Internal("session not set");
   }
 
+  if (!batching_config.allowed_batch_sizes().empty()) {
+    // Verify that the last allowed batch size matches the max batch size.
+    const int last_allowed_size = batching_config.allowed_batch_sizes(
+        batching_config.allowed_batch_sizes().size() - 1);
+    const int max_size = batching_config.has_max_batch_size()
+                             ? batching_config.max_batch_size().value()
+                             : Batcher::QueueOptions().input_batch_size_limit;
+    if (last_allowed_size != max_size) {
+      return errors::InvalidArgument(
+          "Last entry in allowed_batch_sizes must match max_batch_size; last "
+          "entry was ",
+          last_allowed_size, "; expected ", max_size);
+    }
+  }
+
   auto queue_options = GetQueueOptions<
       tensorflow::serving::BatchingSessionTask>(
       batching_config,
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 550ad675702..4dde4b2ecfe 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -46,23 +46,6 @@ template <typename TaskType>
 Status CreateBatchScheduler(
     const BatchingParameters& batching_config,
     std::shared_ptr<SharedBatchScheduler<TaskType>>* batch_scheduler) {
-  if (!batching_config.allowed_batch_sizes().empty()) {
-    // Verify that the last allowed batch size matches the max batch size.
-    const int last_allowed_size = batching_config.allowed_batch_sizes(
-        batching_config.allowed_batch_sizes().size() - 1);
-    const int max_size =
-        batching_config.has_max_batch_size()
-            ? batching_config.max_batch_size().value()
-            : typename SharedBatchScheduler<TaskType>::QueueOptions()
-                  .input_batch_size_limit;
-    if (last_allowed_size != max_size) {
-      return errors::InvalidArgument(
-          "Last entry in allowed_batch_sizes must match max_batch_size; last "
-          "entry was ",
-          last_allowed_size, "; expected ", max_size);
-    }
-  }
-
   typename SharedBatchScheduler<TaskType>::Options options;
   if (batching_config.has_num_batch_threads()) {
     options.num_batch_threads = batching_config.num_batch_threads().value();
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 3c49502dc22..3e709cce42c 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -150,15 +150,24 @@ TEST_F(BundleFactoryUtilTest, WrapSessionForBatching) {
   test_util::TestMultipleRequests(10, bundle.session.get());
 }
 
-TEST_F(BundleFactoryUtilTest, BatchingConfigError) {
+TEST_F(BundleFactoryUtilTest, WrapSessionForBatchingConfigError) {
   BatchingParameters batching_params;
   batching_params.mutable_max_batch_size()->set_value(2);
   // The last entry in 'allowed_batch_sizes' is supposed to equal
   // 'max_batch_size'. Let's violate that constraint and ensure we get an error.
   batching_params.add_allowed_batch_sizes(1);
   batching_params.add_allowed_batch_sizes(3);
+
   std::shared_ptr<Batcher> batch_scheduler;
-  EXPECT_FALSE(CreateBatchScheduler(batching_params, &batch_scheduler).ok());
+  TF_ASSERT_OK(CreateBatchScheduler(batching_params, &batch_scheduler));
+
+  SavedModelBundle bundle;
+  TF_ASSERT_OK(LoadSavedModel(SessionOptions(), RunOptions(), export_dir_,
+                              {"serve"}, &bundle));
+  auto status = WrapSessionForBatching(batching_params, batch_scheduler,
+                                       {test_util::GetTestSessionSignature()},
+                                       &bundle.session);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
 }
 
 TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithBadExport) {

From 82f1485ad5dc5abce883c783c6a20a326fd1a3b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Jun 2022 12:01:30 -0700
Subject: [PATCH 5896/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b114fdba-64e3-4c22-b22e-22d2a2e74123

PiperOrigin-RevId: 454213122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d3e570f8c0..849cf6adae0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc78e84b2c98d084a4aac9d6815a68533461cf4a289e2de24b5e3c46de5ea596",
-    git_commit = "511122cd9ea9afcfd2fd181b746122f2ae317b15",
+    sha256 = "1c17a8f9318b7d288ebd84aa0386ef085d88dcdcc233d1761ac4b0a6bfdbe02b",
+    git_commit = "a1394226966bc1bebef0dda153224bbf0ffc95fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 78be620d14b2b2da236ce00132b97248c00a3949 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Jun 2022 18:01:33 -0700
Subject: [PATCH 5897/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b332e60-93ff-49bd-8cb6-19919d2c1d51

PiperOrigin-RevId: 454277119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 849cf6adae0..3e6b361eac0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c17a8f9318b7d288ebd84aa0386ef085d88dcdcc233d1761ac4b0a6bfdbe02b",
-    git_commit = "a1394226966bc1bebef0dda153224bbf0ffc95fe",
+    sha256 = "19028e322e718a0d6c0242d21d997839c2ca31d1fd31521dbdffc88a840e8f6b",
+    git_commit = "b56f3f587f4d67ee57520ac6d5a76a52843f6248",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2624a8908c337e6276d786ffb47dc300a4dd13c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Jun 2022 00:01:40 -0700
Subject: [PATCH 5898/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2260d3c7-bb06-4a60-9bd1-2d67f0b73119

PiperOrigin-RevId: 454308690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e6b361eac0..478a6427536 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19028e322e718a0d6c0242d21d997839c2ca31d1fd31521dbdffc88a840e8f6b",
-    git_commit = "b56f3f587f4d67ee57520ac6d5a76a52843f6248",
+    sha256 = "3bc0d06e40a75fceb17b92a473e801cf1987611328d0005143e9a80701d9b4f5",
+    git_commit = "fee4cabd601c3396fd23e1a9706cb740a6303078",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ca833faf756ad732c9cad31fb4c93182ab40d04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Jun 2022 06:01:30 -0700
Subject: [PATCH 5899/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bc1c9e45-f163-46d6-b75c-88189837e8cc

PiperOrigin-RevId: 454341291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 478a6427536..8633294d010 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bc0d06e40a75fceb17b92a473e801cf1987611328d0005143e9a80701d9b4f5",
-    git_commit = "fee4cabd601c3396fd23e1a9706cb740a6303078",
+    sha256 = "6f6e84965059b00e5d08ae2c688ac17bb8a93c0bd632a19d99415f4cc752abed",
+    git_commit = "7dc88b6620682d3338d6a08ff4a255f32c65aae8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ebdf9c40d20da4d6f98d86416efcf29801a46b6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Jun 2022 12:01:34 -0700
Subject: [PATCH 5900/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8614f3c6-571b-4469-8a15-9c4d328323f9

PiperOrigin-RevId: 454367191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8633294d010..57188fa789d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f6e84965059b00e5d08ae2c688ac17bb8a93c0bd632a19d99415f4cc752abed",
-    git_commit = "7dc88b6620682d3338d6a08ff4a255f32c65aae8",
+    sha256 = "600cc998337ad8024fcf1a00e780cdddbe8dcce4d22ca2d2bbfad6ac9fa87ced",
+    git_commit = "5e781882f19acead0dd890537279c48a5652af00",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b5b4f5758084496eb411f43cfa02b1e94c97f62e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Jun 2022 18:01:26 -0700
Subject: [PATCH 5901/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/468fa6f8-99be-41c3-96ce-688c2d73fc20

PiperOrigin-RevId: 454393511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57188fa789d..a602919472b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "600cc998337ad8024fcf1a00e780cdddbe8dcce4d22ca2d2bbfad6ac9fa87ced",
-    git_commit = "5e781882f19acead0dd890537279c48a5652af00",
+    sha256 = "71c3e72584107eafa42ae1cdbbda70b7944c681b47b3c0f5c65a8f36fc6d26f4",
+    git_commit = "325aa485592338bc4799ea5e28aa568299cb2b9b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b945058794d643d59a6416179f3e0a4a3b1f4a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Jun 2022 06:01:31 -0700
Subject: [PATCH 5902/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9dd6b1a5-b0fc-4256-9224-b66b9019cebc

PiperOrigin-RevId: 454451399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a602919472b..74a8b7a16cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71c3e72584107eafa42ae1cdbbda70b7944c681b47b3c0f5c65a8f36fc6d26f4",
-    git_commit = "325aa485592338bc4799ea5e28aa568299cb2b9b",
+    sha256 = "4dfc07bfcb55ce861742720d99c2c876c60943587bc5c59d397f48e5863c9ecb",
+    git_commit = "08c5ffcc3df518b0d35c60c28dd19150a9c83a21",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e823002cf32226cc6c32a698f1434e71e0895a98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Jun 2022 18:01:23 -0700
Subject: [PATCH 5903/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/795a1c14-671e-40ee-99fb-db4b2325ec3e

PiperOrigin-RevId: 454502638
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74a8b7a16cd..24c1dbac089 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4dfc07bfcb55ce861742720d99c2c876c60943587bc5c59d397f48e5863c9ecb",
-    git_commit = "08c5ffcc3df518b0d35c60c28dd19150a9c83a21",
+    sha256 = "22ffa0ada3de0efc49f17456db25bdf9ba9932174b6da5aa2e770fcbac7f5f08",
+    git_commit = "443fe702c921de94b62878dae567b3e4c1016b27",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6da9c43c5f71abe361841fb3fd5eaad57fc847b1 Mon Sep 17 00:00:00 2001
From: Philip Sun <sunphil@google.com>
Date: Mon, 13 Jun 2022 13:14:39 -0700
Subject: [PATCH 5904/8103] Merge and clean up implementations of
 `GetModelDiskSize` and `GetAllDescendants` in util.cc.

PiperOrigin-RevId: 454682459
---
 .../servables/tensorflow/util.cc              | 59 ++++++++-----------
 1 file changed, 23 insertions(+), 36 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 69abfb2e975..6cc65aca411 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -95,35 +95,6 @@ int NumInputExamples(const internal::SerializedInput& input) {
 
 std::atomic<bool> signature_method_check{true};
 
-// Returns all the descendants, both directories and files, recursively under
-// 'dirname'. The paths returned are all prefixed with 'dirname'.
-Status GetAllDescendants(const string& dirname, FileProbingEnv* env,
-                         std::vector<string>* const descendants) {
-  descendants->clear();
-  // Make sure that dirname exists;
-  TF_RETURN_IF_ERROR(env->FileExists(dirname));
-  std::deque<string> dir_q;      // Queue for the BFS
-  std::vector<string> dir_list;  // List of all dirs discovered
-  dir_q.push_back(dirname);
-  // Do a BFS on the directory to discover all immediate children.
-  while (!dir_q.empty()) {
-    const string dir = dir_q.front();
-    dir_q.pop_front();
-    std::vector<string> children;
-    // GetChildren might fail if we don't have appropriate permissions.
-    TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
-    for (const string& child : children) {
-      const string child_path = io::JoinPath(dir, child);
-      descendants->push_back(child_path);
-      // If the child is a directory add it to the queue.
-      if (env->IsDirectory(child_path).ok()) {
-        dir_q.push_back(child_path);
-      }
-    }
-  }
-  return Status::OK();
-}
-
 }  // namespace
 
 namespace internal {
@@ -291,15 +262,31 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
   if (env == nullptr) {
     return errors::Internal("FileProbingEnv not set");
   }
+  // Make sure that path exists.
+  TF_RETURN_IF_ERROR(env->FileExists(path));
 
-  std::vector<string> descendants;
-  TF_RETURN_IF_ERROR(GetAllDescendants(path, env, &descendants));
   *total_file_size = 0;
-  for (const string& descendant : descendants) {
-    if (!(env->IsDirectory(descendant).ok())) {
-      uint64_t file_size;
-      TF_RETURN_IF_ERROR(env->GetFileSize(descendant, &file_size));
-      *total_file_size += file_size;
+  std::deque<string> dir_q;  // Queue for the BFS
+
+  dir_q.push_back(path);
+  // Do a BFS on the directory to discover all immediate children.
+  while (!dir_q.empty()) {
+    const string dir = dir_q.front();
+    dir_q.pop_front();
+    std::vector<string> children;
+    // GetChildren might fail if we don't have appropriate permissions.
+    TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
+    for (const string& child : children) {
+      const string child_path = io::JoinPath(dir, child);
+      if (env->IsDirectory(child_path).ok()) {
+        // If the child is a directory add it to the queue.
+        dir_q.push_back(child_path);
+      } else {
+        // Otherwise, add its file size to total_file_size.
+        uint64_t file_size;
+        TF_RETURN_IF_ERROR(env->GetFileSize(child_path, &file_size));
+        *total_file_size += file_size;
+      }
     }
   }
   return Status::OK();

From d09d2efe6e9b88ef0266e5982a3e732da14dc93b Mon Sep 17 00:00:00 2001
From: Philip Sun <sunphil@google.com>
Date: Mon, 13 Jun 2022 15:40:05 -0700
Subject: [PATCH 5905/8103] Parallelize iteration over child files in
 `GetModelDiskSize`

PiperOrigin-RevId: 454715333
---
 tensorflow_serving/servables/tensorflow/BUILD |  1 +
 .../servables/tensorflow/util.cc              | 41 +++++++++++++++----
 2 files changed, 33 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index b271bd23349..3d54ece58bf 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -873,6 +873,7 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/util:file_probing_env",
+        "//tensorflow_serving/util:threadpool_executor",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 6cc65aca411..fc858926440 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -34,6 +34,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/internal/serialized_input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
 namespace serving {
@@ -276,16 +277,38 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
     std::vector<string> children;
     // GetChildren might fail if we don't have appropriate permissions.
     TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
-    for (const string& child : children) {
-      const string child_path = io::JoinPath(dir, child);
-      if (env->IsDirectory(child_path).ok()) {
-        // If the child is a directory add it to the queue.
-        dir_q.push_back(child_path);
+    // Multi-threaded writes are safe for int but not bool, so we use int below.
+    std::vector<int> child_is_dir(children.size());
+    std::vector<StatusOr<uint64_t>> children_sizes(children.size());
+
+    {
+      // Filesystem operations may block for a long time so this process is
+      // vastly accelerated by parallelizing the iteration over children.
+      ThreadPoolExecutor executor(Env::Default(), "ModelDiskSizePool", 256);
+      for (int i = 0; i < children.size(); i++) {
+        const string child_path = io::JoinPath(dir, children[i]);
+        children[i] = child_path;
+        executor.Schedule(
+            [i, child_path, env, &child_is_dir, &children_sizes]() {
+              if (env->IsDirectory(child_path).ok()) {
+                // If the child is a directory add it to the queue.
+                child_is_dir[i] = 1;
+              } else {
+                // Otherwise, add its file size to total_file_size.
+                uint64_t file_size;
+                Status status = env->GetFileSize(child_path, &file_size);
+                children_sizes[i] =
+                    status.ok() ? StatusOr<uint64_t>(file_size) : status;
+              }
+            });
+      }
+    }
+    for (int i = 0; i < children.size(); i++) {
+      if (child_is_dir[i] == 1) {
+        dir_q.push_back(children[i]);
       } else {
-        // Otherwise, add its file size to total_file_size.
-        uint64_t file_size;
-        TF_RETURN_IF_ERROR(env->GetFileSize(child_path, &file_size));
-        *total_file_size += file_size;
+        TF_RETURN_IF_ERROR(children_sizes[i].status());
+        *total_file_size += *children_sizes[i];
       }
     }
   }

From 0599bdf0e9dff76e89e8632fb76b752248dd4652 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Jun 2022 18:01:24 -0700
Subject: [PATCH 5906/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64323b2d-6f10-4b9f-9004-e1da374a3341

PiperOrigin-RevId: 455731857
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24c1dbac089..56e6e34e213 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22ffa0ada3de0efc49f17456db25bdf9ba9932174b6da5aa2e770fcbac7f5f08",
-    git_commit = "443fe702c921de94b62878dae567b3e4c1016b27",
+    sha256 = "e63d466ede347e9304422c552cae16e9f9f04fec3b52ed08b65cc53a580b81a9",
+    git_commit = "3ef396642bb88580b527077cf2d6dc12325085be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34e37a531583bda4fea94b5d2c9965693ada37bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Jun 2022 00:01:34 -0700
Subject: [PATCH 5907/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3975ddc-495f-4b80-9680-a2bdd2135e85

PiperOrigin-RevId: 455764947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56e6e34e213..15c2176f9a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e63d466ede347e9304422c552cae16e9f9f04fec3b52ed08b65cc53a580b81a9",
-    git_commit = "3ef396642bb88580b527077cf2d6dc12325085be",
+    sha256 = "55baaf79946cb8be248ec7cabae19f3b18d28ef430d3d1e5ee112d9e6b178cd8",
+    git_commit = "bc58b1e7a97fc1bdcc8379ea25de09950e93bf01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From be51d705386cff4f2cad01f51f6fee9030b9aee0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Jun 2022 06:01:42 -0700
Subject: [PATCH 5908/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64f10469-8161-4142-bb60-c2764c0c1779

PiperOrigin-RevId: 455799911
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15c2176f9a5..4ce40845d49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55baaf79946cb8be248ec7cabae19f3b18d28ef430d3d1e5ee112d9e6b178cd8",
-    git_commit = "bc58b1e7a97fc1bdcc8379ea25de09950e93bf01",
+    sha256 = "2c0e8911962debf543e82e603a3af24b9d4031e53d99d2b3ee613f5b62d66745",
+    git_commit = "cbd5590c952f7333276da41a6a0bb53ee8ae434e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0052ce261a60c1e21d2958e734ec330ebe08efbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Jun 2022 06:01:42 -0700
Subject: [PATCH 5909/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c299ffa2-d95b-4477-9df4-222a16fef85a

PiperOrigin-RevId: 455915281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ce40845d49..17756f9fd45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c0e8911962debf543e82e603a3af24b9d4031e53d99d2b3ee613f5b62d66745",
-    git_commit = "cbd5590c952f7333276da41a6a0bb53ee8ae434e",
+    sha256 = "e19da47b2d03ed55781c33a41d1269c53de1263f91dfd8185fcb46c4b4cf2433",
+    git_commit = "7b5d88436b6c8e370cd8782744a11bfa3420eb50",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dde2f9215da3b7c574443f26b2801503dd9c9c91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Jun 2022 12:01:33 -0700
Subject: [PATCH 5910/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8393ab9-b544-4ad4-971b-b82f179083c0

PiperOrigin-RevId: 455942293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17756f9fd45..72190deaf42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e19da47b2d03ed55781c33a41d1269c53de1263f91dfd8185fcb46c4b4cf2433",
-    git_commit = "7b5d88436b6c8e370cd8782744a11bfa3420eb50",
+    sha256 = "8b04719567533ded85bafb2e4b6a37691a002a7a5f18488976c583c04f53b9b0",
+    git_commit = "9358dda695280e201aad17417b7cbff2bc91cfa4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 85579642d9adcbf86c60bc47c4cfd4a8c0bd2b8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jun 2022 00:01:28 -0700
Subject: [PATCH 5911/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/061aa8d5-c9fb-455f-87fb-ca7296194f6e

PiperOrigin-RevId: 456005728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72190deaf42..ce2d2a374f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b04719567533ded85bafb2e4b6a37691a002a7a5f18488976c583c04f53b9b0",
-    git_commit = "9358dda695280e201aad17417b7cbff2bc91cfa4",
+    sha256 = "7d58bdcaed7f708069954ae8ba509f29a951be52f5d4eab3688658532864c174",
+    git_commit = "a1d43e94a3cf271bdfa69e46a59794871697de07",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff6be7af661904906c949a304cf91de1c439ec07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jun 2022 06:01:32 -0700
Subject: [PATCH 5912/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cf4a598-d890-42b9-8384-7fc96345d15e

PiperOrigin-RevId: 456060079
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce2d2a374f9..92c5b08a3a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d58bdcaed7f708069954ae8ba509f29a951be52f5d4eab3688658532864c174",
-    git_commit = "a1d43e94a3cf271bdfa69e46a59794871697de07",
+    sha256 = "5a3d2fbf419d7d2d4df4352f4cb91c201d63ce832cc08f5e5ece3ae2633dc34a",
+    git_commit = "54064a1ff236173581829b45aa119ff2a2fbdf45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b9a679f436d5adf4db30f7fe522056dcf23d3596 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jun 2022 12:01:32 -0700
Subject: [PATCH 5913/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/27f69406-aae2-4a1c-a537-e5ec3f3b2ecc

PiperOrigin-RevId: 456107884
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92c5b08a3a5..3e4dae8bcbf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a3d2fbf419d7d2d4df4352f4cb91c201d63ce832cc08f5e5ece3ae2633dc34a",
-    git_commit = "54064a1ff236173581829b45aa119ff2a2fbdf45",
+    sha256 = "0494b2332a7ce466fb1352fee931f982738ca5a838174ec1e86e98fe535593df",
+    git_commit = "3ff8de0af8f1e29d91b483400737002776c71109",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 806541567f0cead4a470fe7c3720e7f7e0b21b09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Jun 2022 18:01:25 -0700
Subject: [PATCH 5914/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f74cea09-8dd8-40cb-8343-1d4a6f8b114c

PiperOrigin-RevId: 456143095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e4dae8bcbf..03614da88d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0494b2332a7ce466fb1352fee931f982738ca5a838174ec1e86e98fe535593df",
-    git_commit = "3ff8de0af8f1e29d91b483400737002776c71109",
+    sha256 = "fa3845c084aee2b28a574c5aedb14909fe6c13c857ab47fb6021c6e5718fbe8d",
+    git_commit = "712b22feb176c2ca03706d596288e75110ef4156",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3611320dbc3e71a9803cb8ecdf154680f653b7bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jun 2022 06:01:35 -0700
Subject: [PATCH 5915/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9fb41b5-6582-489e-a675-7cc293cc2986

PiperOrigin-RevId: 456237477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03614da88d7..af6c7f95660 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa3845c084aee2b28a574c5aedb14909fe6c13c857ab47fb6021c6e5718fbe8d",
-    git_commit = "712b22feb176c2ca03706d596288e75110ef4156",
+    sha256 = "a8b033346ac509ef2bf8b507bb7360dd2d90f8bad497b86bf9a960b54f2db924",
+    git_commit = "bfd98ceecbcc884c680e7e425609e206b3c06241",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c6fb22fb1b71cc95fe0052b4e5f9d8c953e61c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jun 2022 12:01:28 -0700
Subject: [PATCH 5916/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/600bc4ca-10c4-4b25-983f-6a646d7fcc09

PiperOrigin-RevId: 456317376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af6c7f95660..03c697081ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8b033346ac509ef2bf8b507bb7360dd2d90f8bad497b86bf9a960b54f2db924",
-    git_commit = "bfd98ceecbcc884c680e7e425609e206b3c06241",
+    sha256 = "f2ce2a120751002e2178e12627223705ac148d42022b42ac612a56e3a2862518",
+    git_commit = "bd054e6bb22e6861521805073e9152fe8a89a3a2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18f860fc29abe5417e05dd6599c503e3b91f067f Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 21 Jun 2022 13:09:53 -0700
Subject: [PATCH 5917/8103] Add release notes for tf-serving 2.6.5

PiperOrigin-RevId: 456332921
---
 RELEASE.md | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 37cbf890caf..03066e4df3d 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,27 @@
+# Release 2.6.5
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Rollback incompatible C++17 changes. (commit: ba0fa72b61bc2c42388b815253ba72e6830f03cf)
+* Roll forward with std::optional -> absl::optional. (commit: 009dac683bf84165b84702d177bb9a021ebef728)
+* Replace STL algorithm call with a container method (performance-inefficient-algorithm). (commit: f5bc09998e0043ce72d34b14104379163048406c)
+* Remove unused "using" decl. (commit: ffcc4a16c76c4fa1189edd9682fc486442a33e52)
+* Move status_proto to public visible apis/ (it being used by public API protos) (commit: 7f894c79fce5e58758f3cb49e858a16e3602ae80)
+* Move core/logging.proto -> apis/logging.proto (commit: 37c64b8820a923aafc1b5c8bf264fd5cce5224f3)
+* Update TF Text to v2.5.0. (commit: 48e5a9e23a1e0b2951b77c3e8f9832193d9b1851)
+* Adding python targets for config protos (commit: 757c3a6b6c8a03731dc73ff758f69a61aeddcf67)
+* Remove experimental tags from uses of gRPC C++ callback API. (commit: b355023b034ca6ef72b507920d9de2a02e0f4a2a)
+* Add new --use_alts_credentials flag, to enable building secure credentials using Google ALTS. (commit: ceba636bb7c5c98bde35d1818fd033b36300fffe)
+* Enable HTTP PATCH support in evhttp_server (commit: 6cbc4a9eb419c8078c3a4e791381cda70dd8fc78)
+
 # Release 2.9.0
 
 ## Major Features and Improvements

From 35aa337e7ec5c8f2ba870f037911c75fe9e553e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Jun 2022 18:01:28 -0700
Subject: [PATCH 5918/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7b332d0-1879-4dca-8852-110c3ed35c56

PiperOrigin-RevId: 456395276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03c697081ad..5514edf5d37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2ce2a120751002e2178e12627223705ac148d42022b42ac612a56e3a2862518",
-    git_commit = "bd054e6bb22e6861521805073e9152fe8a89a3a2",
+    sha256 = "c0f544f5adf380c8da44c33e615f792d9ca83c669d4a2003134fe7e14f147301",
+    git_commit = "705e1684593327dae7b1e71087d5c0f97f6e9b25",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 770bb4b3c17ded2f2a535ceba5ec6b6fae3194d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Jun 2022 00:01:35 -0700
Subject: [PATCH 5919/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07831772-6c51-4b20-96d6-ce364ef0d1a3

PiperOrigin-RevId: 456442187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5514edf5d37..91bdd3f0a8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0f544f5adf380c8da44c33e615f792d9ca83c669d4a2003134fe7e14f147301",
-    git_commit = "705e1684593327dae7b1e71087d5c0f97f6e9b25",
+    sha256 = "d7673a5407c2b05c7778fd5447b60628e0d0a839d4727a1561b9dfdd3ef93e5b",
+    git_commit = "be962ba7c780aed973b1c43314aff90a2d15fd87",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 486b948926cfde9b9d01b4431774205806a24c2f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Jun 2022 06:01:17 -0700
Subject: [PATCH 5920/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/788b237b-ad3d-4457-9728-1b94c7c52e52

PiperOrigin-RevId: 456494021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91bdd3f0a8f..306b9b6b6dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7673a5407c2b05c7778fd5447b60628e0d0a839d4727a1561b9dfdd3ef93e5b",
-    git_commit = "be962ba7c780aed973b1c43314aff90a2d15fd87",
+    sha256 = "22d5e634f202ef888879eaa982ee088c1c075f4188be3504e5cdf0161af961f7",
+    git_commit = "bc9692386994bee47ea0a2da66633cb03fa4ab5b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9187d68cfa526361c5d2c86076da123a0e4fa9bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Jun 2022 12:01:16 -0700
Subject: [PATCH 5921/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e707dffb-a47d-49d1-a212-bbdf3c118680

PiperOrigin-RevId: 456573556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 306b9b6b6dc..fc38ec2b3b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22d5e634f202ef888879eaa982ee088c1c075f4188be3504e5cdf0161af961f7",
-    git_commit = "bc9692386994bee47ea0a2da66633cb03fa4ab5b",
+    sha256 = "ddb23553f38a3dab0075e28bfb2bae993d0e4e7f5aa066201a533bf6a5a7cbad",
+    git_commit = "ddb914b13e6a48791c8cbef55375675dc1943030",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2aa0b7d4d21a30ad3554e6fe65bac2fba285263 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Jun 2022 18:01:22 -0700
Subject: [PATCH 5922/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/155288b7-3938-4692-a806-f1d3a29ac38f

PiperOrigin-RevId: 456651730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc38ec2b3b7..9838e5b555c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddb23553f38a3dab0075e28bfb2bae993d0e4e7f5aa066201a533bf6a5a7cbad",
-    git_commit = "ddb914b13e6a48791c8cbef55375675dc1943030",
+    sha256 = "01ec12e1099e4f169dc018f92f204bd83f840f2edd6bb7c0a4bc2e8dacb11154",
+    git_commit = "b6277b825a79d5aba6bc82a3f8b241d50ea6f4ca",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04cda2da75ee2a9864510e981ea2e51d76434a90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jun 2022 00:01:21 -0700
Subject: [PATCH 5923/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e709510-0403-44f0-a091-fe547f42010f

PiperOrigin-RevId: 456695966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9838e5b555c..2878924e7d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01ec12e1099e4f169dc018f92f204bd83f840f2edd6bb7c0a4bc2e8dacb11154",
-    git_commit = "b6277b825a79d5aba6bc82a3f8b241d50ea6f4ca",
+    sha256 = "f9f99158a972b66cea1475b2af001a38ae8a68bc397103e1b2a46d8da2050ce7",
+    git_commit = "256d561c1001bc662cf079aef71f30df12555ea9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a22c5da55d3a41061aed4824ff46a7013da2179a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jun 2022 06:01:16 -0700
Subject: [PATCH 5924/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/957b0266-4444-437d-95fc-240ccc2adde1

PiperOrigin-RevId: 456748486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2878924e7d1..cdcf3648a27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9f99158a972b66cea1475b2af001a38ae8a68bc397103e1b2a46d8da2050ce7",
-    git_commit = "256d561c1001bc662cf079aef71f30df12555ea9",
+    sha256 = "b4b1d30436cb5c49183e90e612876714a54c7169ab4d59d445287b5357053d90",
+    git_commit = "00d032ccf7c442696349ebe56759c7225944ccda",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c4fc3c40bb2571202637efe660354f298a55663 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jun 2022 12:01:20 -0700
Subject: [PATCH 5925/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfd75f98-0b2b-4a28-a0bc-4d1510544912

PiperOrigin-RevId: 456829497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdcf3648a27..49876d76281 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4b1d30436cb5c49183e90e612876714a54c7169ab4d59d445287b5357053d90",
-    git_commit = "00d032ccf7c442696349ebe56759c7225944ccda",
+    sha256 = "c63727e8b466de8727012408890d068690ff5d156da965ff34f8a5692d20a463",
+    git_commit = "e4fdc0c71c4cc97030a3b141ca8f005bcc09b9cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09c85979abc62a2dbb21bf95e487414d113734f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Jun 2022 18:01:14 -0700
Subject: [PATCH 5926/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12147410-57ab-4563-935b-fa0404af039b

PiperOrigin-RevId: 456902432
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49876d76281..b0dd14a982d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c63727e8b466de8727012408890d068690ff5d156da965ff34f8a5692d20a463",
-    git_commit = "e4fdc0c71c4cc97030a3b141ca8f005bcc09b9cf",
+    sha256 = "ec63c2966813a824325843b36886ab30bbd7953b18217d0a02f3fab82f91c751",
+    git_commit = "de4926348cf4b1706700459ff88ddfdd052d8a0f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 131d4be4a3e0545f411add770311ee9352eb5ef6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jun 2022 00:01:32 -0700
Subject: [PATCH 5927/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1fc91b54-347a-4126-9f92-59fbd232c231

PiperOrigin-RevId: 456943839
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0dd14a982d..3c882870108 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec63c2966813a824325843b36886ab30bbd7953b18217d0a02f3fab82f91c751",
-    git_commit = "de4926348cf4b1706700459ff88ddfdd052d8a0f",
+    sha256 = "37380006dd44074e44949ebe0be75c0f8d930e78be4939a03bdc4d9815c448a8",
+    git_commit = "0118c4b04ba071af27995e2eee4280408cbf82e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8dc390501e6003d3fb58124b4a51c5fdd1a2b908 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jun 2022 06:01:16 -0700
Subject: [PATCH 5928/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ffa04580-d711-46da-b231-910a8fc3a038

PiperOrigin-RevId: 456994205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c882870108..76e2b058911 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37380006dd44074e44949ebe0be75c0f8d930e78be4939a03bdc4d9815c448a8",
-    git_commit = "0118c4b04ba071af27995e2eee4280408cbf82e4",
+    sha256 = "969c832168190955fb002d538fb3864491275b1869762490b64b5131c00bce02",
+    git_commit = "857cf9caee7122194df84a853e0473b0332905f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 501c2279a20546520cf211014327f5713a5b9899 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jun 2022 12:01:16 -0700
Subject: [PATCH 5929/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/021bd948-4da5-4b3c-ac99-f92f0da1bec4

PiperOrigin-RevId: 457062547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76e2b058911..75c0c704161 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "969c832168190955fb002d538fb3864491275b1869762490b64b5131c00bce02",
-    git_commit = "857cf9caee7122194df84a853e0473b0332905f4",
+    sha256 = "25098d29d4599ebead6264bab3a0c9f0bbcf26b3e1cd308ee661d095f244a3e9",
+    git_commit = "28f46b2dac3fa42b1a5191edcf3a054995d34e95",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c4a952f5b850406b21385ed05a063cd7b305687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jun 2022 18:01:18 -0700
Subject: [PATCH 5930/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eaf5a59c-ff77-4a64-bc08-3d691632e87a

PiperOrigin-RevId: 457129018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75c0c704161..3c22792ad8e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25098d29d4599ebead6264bab3a0c9f0bbcf26b3e1cd308ee661d095f244a3e9",
-    git_commit = "28f46b2dac3fa42b1a5191edcf3a054995d34e95",
+    sha256 = "ae3a29de21f01ceb27706745217e6646937e3829a914e380ab60932eb25c25ed",
+    git_commit = "e446f8390c0cd2311abf6f04a2fa92f8f4ec815e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d7cd5b2ba43c3d98f0c8bef6806c203b2c14592 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Fri, 24 Jun 2022 19:56:15 -0700
Subject: [PATCH 5931/8103] Fix gpu docker build failure due to bad
 substitution

PiperOrigin-RevId: 457141259
---
 tensorflow_serving/tools/docker/Dockerfile.gpu | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 9221dc69cd1..3d3a67290d0 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -34,7 +34,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
     apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
         cuda-command-line-tools-11-2 \
-        cuda-nvrtc-${CUDA/./-} \
+        cuda-nvrtc-11-2 \
         libcublas-11-2 \
         libcublas-dev-11-2 \
         libcufft-11-2 \

From 9145fedfef43b2e5d4c9e35d6067eb15b85512af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jun 2022 00:01:18 -0700
Subject: [PATCH 5932/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad7ed1de-bbc8-4135-9627-084ba64fff34

PiperOrigin-RevId: 457161888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c22792ad8e..93e5a8dae7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae3a29de21f01ceb27706745217e6646937e3829a914e380ab60932eb25c25ed",
-    git_commit = "e446f8390c0cd2311abf6f04a2fa92f8f4ec815e",
+    sha256 = "f8f577b5d350633e0499025090bed94f7e73203bfa95a70e62092f55281dfd42",
+    git_commit = "a75ade722b1298605f60972400536d4847f84370",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd52cf6e2112599df1c199c76cbf9422fd500bfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jun 2022 06:01:32 -0700
Subject: [PATCH 5933/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4065d1fc-74fd-47b7-92bd-450c3bb2413d

PiperOrigin-RevId: 457196115
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93e5a8dae7b..f71e4df77b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8f577b5d350633e0499025090bed94f7e73203bfa95a70e62092f55281dfd42",
-    git_commit = "a75ade722b1298605f60972400536d4847f84370",
+    sha256 = "0db62823ccae12a71f6556ec1da9ff9019562c1d75bb4e652159bec135ba3a0c",
+    git_commit = "11dad8245a4a3a03f5f8e5bc58c3538bc940ea81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c2fd9cfcf3aeedf8c0db9245fe5cf0993d5f793 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jun 2022 18:01:16 -0700
Subject: [PATCH 5934/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0289e48-b4be-4590-94c6-7a647538c259

PiperOrigin-RevId: 457252212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f71e4df77b7..5566d95cedd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0db62823ccae12a71f6556ec1da9ff9019562c1d75bb4e652159bec135ba3a0c",
-    git_commit = "11dad8245a4a3a03f5f8e5bc58c3538bc940ea81",
+    sha256 = "cfc6fca673c021b59393c403e322850fb6e9c7e4e3552e5f14ba4ad8e805e1a2",
+    git_commit = "d6e6ee38f43d6e3d65a74fd49c75e00aef7b8896",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea543bc6d75eb39eecdbf8fc0ef742a3fe1196a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Jun 2022 00:01:26 -0700
Subject: [PATCH 5935/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/425f8df3-1d49-42b8-85de-a2d131955bd1

PiperOrigin-RevId: 457279549
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5566d95cedd..75c35831764 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfc6fca673c021b59393c403e322850fb6e9c7e4e3552e5f14ba4ad8e805e1a2",
-    git_commit = "d6e6ee38f43d6e3d65a74fd49c75e00aef7b8896",
+    sha256 = "37743da672b0a87b786c8c7881a79b3b35a743aef4e24e337366bcd213a3f3f9",
+    git_commit = "824bca330ae48eff0f7fd88ee0a200f2f023816f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ab822b47be53a710dae2f57214c7c7126c9e11f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Jun 2022 06:01:21 -0700
Subject: [PATCH 5936/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d3fece2e-ee8b-4f19-9fd2-7f967ce3f74a

PiperOrigin-RevId: 457308453
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75c35831764..597c8a503a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37743da672b0a87b786c8c7881a79b3b35a743aef4e24e337366bcd213a3f3f9",
-    git_commit = "824bca330ae48eff0f7fd88ee0a200f2f023816f",
+    sha256 = "f4c820e42aa366ccd76ab4c953a7460c4fd86fd8e0420e643e8d55da8f0334e8",
+    git_commit = "dcdf467d7f2e41fcba0996232927b683b536d237",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9f3eddfb75a20b18463aaa7cfed7b3a6c668bfff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Jun 2022 12:01:16 -0700
Subject: [PATCH 5937/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2c48406-1ad3-4286-8409-b2e69f4a9735

PiperOrigin-RevId: 457339127
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 597c8a503a6..6a503df0b7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4c820e42aa366ccd76ab4c953a7460c4fd86fd8e0420e643e8d55da8f0334e8",
-    git_commit = "dcdf467d7f2e41fcba0996232927b683b536d237",
+    sha256 = "fe86501a592f707af04be33d517b5e1fdb7b598e799f4a9225c9f6da3dcf5eeb",
+    git_commit = "b7ad82af8cd379f3faac321070f918bb60ae300b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7edfd7b2c501feefd11f5c61dffcb47c1c6d0140 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jun 2022 00:01:20 -0700
Subject: [PATCH 5938/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b6045fc-badc-4375-ab3c-6505bb2f6989

PiperOrigin-RevId: 457404412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a503df0b7c..b7de7918dd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe86501a592f707af04be33d517b5e1fdb7b598e799f4a9225c9f6da3dcf5eeb",
-    git_commit = "b7ad82af8cd379f3faac321070f918bb60ae300b",
+    sha256 = "7d2591132c79ed4c7b4fe934bb03f4c328540ae58643f48441043915a6a1d289",
+    git_commit = "f1a1a094d05ba7a22916c8b572f6650c39b93543",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6bdd87e64fcae1a2543f61dfd21ef3ccd12d2123 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jun 2022 06:01:16 -0700
Subject: [PATCH 5939/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/254b03ce-fe1d-4334-afab-242d7680eea3

PiperOrigin-RevId: 457458310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7de7918dd7..3e444561bf9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d2591132c79ed4c7b4fe934bb03f4c328540ae58643f48441043915a6a1d289",
-    git_commit = "f1a1a094d05ba7a22916c8b572f6650c39b93543",
+    sha256 = "d864219728c02662d114250967bffa192d922fd76541042dcf340af40d44bb2c",
+    git_commit = "1a08473a0f13e6c75e85a0148f0c98d4a479475d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45951f590226f6be17369573488f5ad4bb5abfd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jun 2022 12:01:16 -0700
Subject: [PATCH 5940/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d82315fa-b950-4bf0-87ed-68269cf8a2db

PiperOrigin-RevId: 457534394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e444561bf9..efc362be790 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d864219728c02662d114250967bffa192d922fd76541042dcf340af40d44bb2c",
-    git_commit = "1a08473a0f13e6c75e85a0148f0c98d4a479475d",
+    sha256 = "6cdf832e8528b62bd051ed14199f3f90fdb3a3356bd95ee9664acf3d43540f23",
+    git_commit = "16e22e770306633dcfc7b9990a17fd4e1fbcc44b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e9183b468d2ead6a56af998bcf55d0565bddfc91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Jun 2022 18:01:18 -0700
Subject: [PATCH 5941/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d6aaf890-ddd9-47df-9ea7-56f32ff18a82

PiperOrigin-RevId: 457610320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efc362be790..a4e3b76c825 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6cdf832e8528b62bd051ed14199f3f90fdb3a3356bd95ee9664acf3d43540f23",
-    git_commit = "16e22e770306633dcfc7b9990a17fd4e1fbcc44b",
+    sha256 = "6caa4c79d1d967e5a87adf5d5781b0ae23211e47d0bd57c7b9e2eec5d4600255",
+    git_commit = "70a2f72c3c2c1abe532a30cf8584afe09afed6e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bf245d7802413564d33b42a01d341b541fcd86f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jun 2022 00:04:30 -0700
Subject: [PATCH 5942/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2281ffef-50eb-40e3-9ef6-bde71ee9ccd2

PiperOrigin-RevId: 457657765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4e3b76c825..ee7ccc0dca7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6caa4c79d1d967e5a87adf5d5781b0ae23211e47d0bd57c7b9e2eec5d4600255",
-    git_commit = "70a2f72c3c2c1abe532a30cf8584afe09afed6e8",
+    sha256 = "82dc1ca28f01a9fe3db1fa5ab45feff99e8e0176d05a615125ccc95e5c6d73df",
+    git_commit = "4ff6b08be52fff1c422c5f7af6b8b3701409fced",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7880aa3da0b129145f76a259bd7efb9fa221077d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jun 2022 06:01:22 -0700
Subject: [PATCH 5943/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/964f2b0f-59ba-438a-987d-d5f970365002

PiperOrigin-RevId: 457709849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee7ccc0dca7..9c5f55e772c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "82dc1ca28f01a9fe3db1fa5ab45feff99e8e0176d05a615125ccc95e5c6d73df",
-    git_commit = "4ff6b08be52fff1c422c5f7af6b8b3701409fced",
+    sha256 = "2005054279f9fbb87381718926f3ea5f18f2e3f9dee9bc13cef38a7ff67c4d92",
+    git_commit = "2a7ca476f44c58814d182c23d7f41a813468188e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c75079e91832ace21675dffcb555d693460a036 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jun 2022 12:01:22 -0700
Subject: [PATCH 5944/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11247201-eb6f-4c23-ba9e-22696d2ccdbc

PiperOrigin-RevId: 457787184
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c5f55e772c..7c51730408e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2005054279f9fbb87381718926f3ea5f18f2e3f9dee9bc13cef38a7ff67c4d92",
-    git_commit = "2a7ca476f44c58814d182c23d7f41a813468188e",
+    sha256 = "5ce3002df97cd666ec51a45d0dc6cc1c1bc56c9afbdcf11c66ad4c5bf43286f4",
+    git_commit = "8a3ae2cc003b7d005d1a3d901d03cc7373fbaf3c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f3856ffdeff93e8771aedf63abd21a375aeb2586 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jun 2022 18:01:21 -0700
Subject: [PATCH 5945/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84146595-efcd-46b4-909a-dac2fefc5251

PiperOrigin-RevId: 457860258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c51730408e..df96fcfafc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ce3002df97cd666ec51a45d0dc6cc1c1bc56c9afbdcf11c66ad4c5bf43286f4",
-    git_commit = "8a3ae2cc003b7d005d1a3d901d03cc7373fbaf3c",
+    sha256 = "8fca2b9e5c34f5a69121a9f35f3b863df1445e90268bb60dba62fc5c43712520",
+    git_commit = "e72f857c88e99fa26914107043afa517cc5ea346",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 75a7a5e7552790ded9d0d01f7d92b429146eddf6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jun 2022 00:01:41 -0700
Subject: [PATCH 5946/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c27055d8-7699-4d90-a9de-3dd2b15ddad5

PiperOrigin-RevId: 457905180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df96fcfafc8..8761b000a9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fca2b9e5c34f5a69121a9f35f3b863df1445e90268bb60dba62fc5c43712520",
-    git_commit = "e72f857c88e99fa26914107043afa517cc5ea346",
+    sha256 = "4b24b70dfb97931f2d4d352cddd9f45b872db2edb4b1eab132a4817269a1fa98",
+    git_commit = "b6f63a2581c880fdb0b73ab515bf6a8208f06d61",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d8a919bae132e9553019ae38f181f2f3f769d203 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jun 2022 06:01:24 -0700
Subject: [PATCH 5947/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b200136-dcb0-43e2-b4f2-ed3001952891

PiperOrigin-RevId: 457956547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8761b000a9d..fb852c4d4cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b24b70dfb97931f2d4d352cddd9f45b872db2edb4b1eab132a4817269a1fa98",
-    git_commit = "b6f63a2581c880fdb0b73ab515bf6a8208f06d61",
+    sha256 = "69c836f6f4e4d6dbc569234c0e702a7e55d8753403f4512b0753e21450c259b9",
+    git_commit = "4bf6315d03691a9377378b6af41c7890951c9544",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f9085ac678755afea6bf0067fe40a32e37ce2fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jun 2022 13:38:54 -0700
Subject: [PATCH 5948/8103] Call run_returning_status instead of run

PiperOrigin-RevId: 458052236
---
 .../experimental/example/half_plus_two_with_rpop.py             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
index d755f37f6cf..07fe685d139 100644
--- a/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop.py
@@ -69,7 +69,7 @@ def _generate_saved_model_for_half_plus_two(export_dir, target_address,
       output_tensor_aliases = tf.constant(["y"])
       output_types = [tf.float32]
 
-      results = remote_predict_ops.run(
+      results = remote_predict_ops.run_returning_status(
           input_tensor_aliases,
           input_tensors,
           output_tensor_aliases,

From 76ed8dde8189983df49ae07db8c4ad666ab6f357 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jun 2022 18:02:56 -0700
Subject: [PATCH 5949/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1169249d-a75f-4f42-9f24-1a6e398b67d5

PiperOrigin-RevId: 458105283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb852c4d4cf..a6c32485ce6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69c836f6f4e4d6dbc569234c0e702a7e55d8753403f4512b0753e21450c259b9",
-    git_commit = "4bf6315d03691a9377378b6af41c7890951c9544",
+    sha256 = "ea7736fe449b46b0dac47181ab917d712063b96d00ef4637d6bd003663c6050b",
+    git_commit = "42f8c4aec3227ec01e90319a0fb4dee8094f1a45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74a077204233c51eab5b023a15f69b57b3235b8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jun 2022 00:01:18 -0700
Subject: [PATCH 5950/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f127f70-b43a-4c4e-9725-fb692a2751f2

PiperOrigin-RevId: 458150037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6c32485ce6..ff90d0799ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea7736fe449b46b0dac47181ab917d712063b96d00ef4637d6bd003663c6050b",
-    git_commit = "42f8c4aec3227ec01e90319a0fb4dee8094f1a45",
+    sha256 = "347e43251c711e839e09219a7aa92556cbb24a8ee51a1cc2b27e645f9595a381",
+    git_commit = "0ef8bd4a8c2d8840f1a6cf3ddd3ca63685c3e24b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f3e3b888272633264984f2b6784012370d0f247 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jun 2022 06:01:20 -0700
Subject: [PATCH 5951/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e63671b-5c2a-4d85-a618-b0d0d497d5f0

PiperOrigin-RevId: 458205694
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff90d0799ac..cdbad8c7560 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "347e43251c711e839e09219a7aa92556cbb24a8ee51a1cc2b27e645f9595a381",
-    git_commit = "0ef8bd4a8c2d8840f1a6cf3ddd3ca63685c3e24b",
+    sha256 = "cd609c5bda91b1c11453a3b0da789e6d8727655b19c6b57cd087d9efd43ce31f",
+    git_commit = "286243022e772f75c254c79d313560bb9a1c3318",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 46d3342a0aea447c82d6271bbf11f7064ebe2050 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jun 2022 12:01:22 -0700
Subject: [PATCH 5952/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01ec8d0a-fedf-4cc7-8c71-327dded0bedb

PiperOrigin-RevId: 458281293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdbad8c7560..b92f7797cbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd609c5bda91b1c11453a3b0da789e6d8727655b19c6b57cd087d9efd43ce31f",
-    git_commit = "286243022e772f75c254c79d313560bb9a1c3318",
+    sha256 = "f3bbda3176e13dbbed2ab7b03f406518037abe8ebcaef9f200910762d66575e1",
+    git_commit = "05925a8b41d95d881b170abe16de6d5a93de32eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3790005ef56d636bcd1ac59e8a8814fc4203f81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jun 2022 18:01:26 -0700
Subject: [PATCH 5953/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4718e018-7def-4669-84d7-9a54ca34f13b

PiperOrigin-RevId: 458353704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b92f7797cbb..1ffbdc04ef9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3bbda3176e13dbbed2ab7b03f406518037abe8ebcaef9f200910762d66575e1",
-    git_commit = "05925a8b41d95d881b170abe16de6d5a93de32eb",
+    sha256 = "847d7ae943d17f8ce6798dcecd90b8ddd91f34fcb0fdaa24d6ffde5cd822d44f",
+    git_commit = "63cfe527c7f902f63b05cc6fda1c0e076884baff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39241353cae1ddb3bbd7918c9c148aca58ebda0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Jul 2022 00:01:18 -0700
Subject: [PATCH 5954/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f11491b-2927-4d3a-a298-2815e5d70d5a

PiperOrigin-RevId: 458397983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ffbdc04ef9..5b7946a1bc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "847d7ae943d17f8ce6798dcecd90b8ddd91f34fcb0fdaa24d6ffde5cd822d44f",
-    git_commit = "63cfe527c7f902f63b05cc6fda1c0e076884baff",
+    sha256 = "a1243a0d4adb638d3125dd4576a4255bd54e023c9ecb2640109198bf63d83a49",
+    git_commit = "63b057bb8f4af24052ee3571c0533fb5ccf50ec3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94b6e1e77995c16558895035df7bc18cf7b75b62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Jul 2022 06:01:26 -0700
Subject: [PATCH 5955/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf9762d8-6344-4c62-acd1-bc94ead322bc

PiperOrigin-RevId: 458451636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5b7946a1bc7..af913ae7fc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1243a0d4adb638d3125dd4576a4255bd54e023c9ecb2640109198bf63d83a49",
-    git_commit = "63b057bb8f4af24052ee3571c0533fb5ccf50ec3",
+    sha256 = "131b9d6e3b7419d18c77d1847611d9c2ee39a6021b9a83390be874b3c0442b72",
+    git_commit = "f03c25764d88698d8760101a135bf1fc16011a32",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5775030c608eefc7f6f4170157f4fa21fb6e31a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Jul 2022 12:01:56 -0700
Subject: [PATCH 5956/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50aca06d-fb9d-4775-99fc-2a3b89635bf5

PiperOrigin-RevId: 458517002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index af913ae7fc8..86bd6dc4361 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "131b9d6e3b7419d18c77d1847611d9c2ee39a6021b9a83390be874b3c0442b72",
-    git_commit = "f03c25764d88698d8760101a135bf1fc16011a32",
+    sha256 = "c5943af5ac69a2b6c369848c92ceed5cb0827ea5a2382ce8a0f3be41cd0fe486",
+    git_commit = "d6343df6d4b0abc91f81095d9b42603d4fe3dc11",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23e383ff8da78dc60be08dd471958fe3652e8a53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Jul 2022 18:04:30 -0700
Subject: [PATCH 5957/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c12aead5-edd4-4bd2-ad6e-1f165883e317

PiperOrigin-RevId: 458577404
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86bd6dc4361..1be86bec1c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5943af5ac69a2b6c369848c92ceed5cb0827ea5a2382ce8a0f3be41cd0fe486",
-    git_commit = "d6343df6d4b0abc91f81095d9b42603d4fe3dc11",
+    sha256 = "44e27b7aae5d8ad50c189a077fafc3b3ecd670e08a07b5ec521f8bc0c0ba39c7",
+    git_commit = "32eac7bfe6e378653d66e600d7d3b281b8b0d6fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1687e0b1d944f3bbca373478d4c2ac919fc88a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Jul 2022 00:01:25 -0700
Subject: [PATCH 5958/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad2d3156-6841-4a13-a5c7-a2f63fa89b22

PiperOrigin-RevId: 458610849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1be86bec1c6..a98e87b4bbf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44e27b7aae5d8ad50c189a077fafc3b3ecd670e08a07b5ec521f8bc0c0ba39c7",
-    git_commit = "32eac7bfe6e378653d66e600d7d3b281b8b0d6fa",
+    sha256 = "7ff912be592e8bb40e2c7d9b5ea21ae4d9fd0ba8bc755f84983abebd62feed8f",
+    git_commit = "4752f56e8d1b3107e272859e12652c49064c4d6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 847b7249f1b92f9d66c801e9b57d50553ab97601 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Jul 2022 06:01:20 -0700
Subject: [PATCH 5959/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76052a8f-f85c-49dd-83de-39f8939431e4

PiperOrigin-RevId: 458644891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a98e87b4bbf..376c7e9a0b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ff912be592e8bb40e2c7d9b5ea21ae4d9fd0ba8bc755f84983abebd62feed8f",
-    git_commit = "4752f56e8d1b3107e272859e12652c49064c4d6a",
+    sha256 = "20c2e314531bc89df82aeb1662b0e6bf1fd6be07aaa84ec8df2e7ea56d42e168",
+    git_commit = "e1505158654db40e6090789d9484c8f37d8211a7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05635123223cd499df5942f12f3417b17a1a688a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Jul 2022 12:01:17 -0700
Subject: [PATCH 5960/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e29732b-864b-44cd-808f-4c6f07e70a11

PiperOrigin-RevId: 458671633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 376c7e9a0b1..6c2d9d50264 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20c2e314531bc89df82aeb1662b0e6bf1fd6be07aaa84ec8df2e7ea56d42e168",
-    git_commit = "e1505158654db40e6090789d9484c8f37d8211a7",
+    sha256 = "6effef6d1b19ea3f992a1f210855dfdd0a242cb3aaaf5dd8e230fd016a245391",
+    git_commit = "d97fdd3416d9b88e2812ea9aba5fa741b64c7d03",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From faa62215cd1afc5b99f25f2b50fff0e111d54dba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Jul 2022 06:01:17 -0700
Subject: [PATCH 5961/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32ef9b3d-bba0-4289-8ce7-6d25af88e953

PiperOrigin-RevId: 458757254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6c2d9d50264..699016d148b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6effef6d1b19ea3f992a1f210855dfdd0a242cb3aaaf5dd8e230fd016a245391",
-    git_commit = "d97fdd3416d9b88e2812ea9aba5fa741b64c7d03",
+    sha256 = "bd4a91d37e4aacfd70e7de091f7de54b021670f3f35531af31c8e08312950419",
+    git_commit = "94abea8d537bc5fade54f572ed3db2d428240b4a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5cf3cadffffaa35fde7abe4f765eaaddf4574c08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Jul 2022 12:01:16 -0700
Subject: [PATCH 5962/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e07e0b11-3642-4f1a-8fa0-9808e77331ac

PiperOrigin-RevId: 458783833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 699016d148b..c4090f6d69d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd4a91d37e4aacfd70e7de091f7de54b021670f3f35531af31c8e08312950419",
-    git_commit = "94abea8d537bc5fade54f572ed3db2d428240b4a",
+    sha256 = "ad66b8beba8de2ff18e56b50c4956f028db0594c32eefbe4ba93f612dbaa9d14",
+    git_commit = "73c8e20101ae93e9f5ff0b58f68be0b70eca44c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3073cda42d0dcf3ccc886f29bd5a687761a180f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jul 2022 06:01:24 -0700
Subject: [PATCH 5963/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3cd74de2-cd0b-43e6-9c95-0054a7d82d45

PiperOrigin-RevId: 458896637
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4090f6d69d..ea2eff2684c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad66b8beba8de2ff18e56b50c4956f028db0594c32eefbe4ba93f612dbaa9d14",
-    git_commit = "73c8e20101ae93e9f5ff0b58f68be0b70eca44c5",
+    sha256 = "1dd101d32d1c7140abc71f7b9c66e158e71cf0d21c7a000c1d67fc37dcfa8e7a",
+    git_commit = "a31059a9334964756337c0f4c01999390ad7ecb1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c9e306e5764fc231f392a28034f1d5fe3a6eee92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jul 2022 12:01:23 -0700
Subject: [PATCH 5964/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1bbfc0a-1db3-47ac-8ad4-b508cc8b8ea0

PiperOrigin-RevId: 458941087
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea2eff2684c..53a5bbde34f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dd101d32d1c7140abc71f7b9c66e158e71cf0d21c7a000c1d67fc37dcfa8e7a",
-    git_commit = "a31059a9334964756337c0f4c01999390ad7ecb1",
+    sha256 = "750e22c94dd11b366683704326b271c11965ce1bbe6b2b3ce17a1039c88502e8",
+    git_commit = "e4065e08cb28a66bc9510782349a50fc6b25145a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49bfb278201866d2d222bf50a216b9c84f8284d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Jul 2022 18:01:22 -0700
Subject: [PATCH 5965/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e678349-18bb-441d-9054-64fdc855539c

PiperOrigin-RevId: 458976387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53a5bbde34f..2c9681f3f4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "750e22c94dd11b366683704326b271c11965ce1bbe6b2b3ce17a1039c88502e8",
-    git_commit = "e4065e08cb28a66bc9510782349a50fc6b25145a",
+    sha256 = "4e0214077e10f933f6a8d5a375968e5a8aeac2108f8f45b8c21899e3f17e6ed3",
+    git_commit = "db5fb0cc36462f87fae0d8212171ed07809063f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05d3539a322a6a0fd28e36ca1781f4b53a413838 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jul 2022 06:01:23 -0700
Subject: [PATCH 5966/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/311c5fa1-cdd7-4ce9-b35f-d23f1aef145d

PiperOrigin-RevId: 459062941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c9681f3f4e..dd56baae920 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e0214077e10f933f6a8d5a375968e5a8aeac2108f8f45b8c21899e3f17e6ed3",
-    git_commit = "db5fb0cc36462f87fae0d8212171ed07809063f5",
+    sha256 = "decec1b8b44b98f4b62fa9d8fb641cdad8c0d89fb1d78770af4036d5df219962",
+    git_commit = "f8bf583f8fc3bbada0350fbf6b36b8378ec8c7f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From be3ecfa992ce062429aebed908776180d1711378 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Jul 2022 12:01:17 -0700
Subject: [PATCH 5967/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0f0baa7-4d05-43f0-aa85-458d724e2b28

PiperOrigin-RevId: 459107453
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd56baae920..0ea03c6fede 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "decec1b8b44b98f4b62fa9d8fb641cdad8c0d89fb1d78770af4036d5df219962",
-    git_commit = "f8bf583f8fc3bbada0350fbf6b36b8378ec8c7f0",
+    sha256 = "be2e613fb57993bfecb5299be8a044502af56e34e9c420ed00b45f261c5c7ec7",
+    git_commit = "eaeb6f27c75eef1964d70546721be52aa62ef6f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 82282109a74f31756a0d9fb068b7eedc882115ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jul 2022 00:01:24 -0700
Subject: [PATCH 5968/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2277b2f-b059-4001-85d3-b6fe31dd03a2

PiperOrigin-RevId: 459180898
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ea03c6fede..3f12c246690 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be2e613fb57993bfecb5299be8a044502af56e34e9c420ed00b45f261c5c7ec7",
-    git_commit = "eaeb6f27c75eef1964d70546721be52aa62ef6f9",
+    sha256 = "1115d02082b11e3f8ac7b4e877e29d5ade1ab87bf883c25d35a904b52b2bcc90",
+    git_commit = "0989aa96c3c80002b0abab347b6d225dbb484007",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e16552e61bede7cec75d0cb1ced63929691da480 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jul 2022 06:01:24 -0700
Subject: [PATCH 5969/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47eec334-0912-484d-a22a-ab5e69300b66

PiperOrigin-RevId: 459232056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f12c246690..7051975bed2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1115d02082b11e3f8ac7b4e877e29d5ade1ab87bf883c25d35a904b52b2bcc90",
-    git_commit = "0989aa96c3c80002b0abab347b6d225dbb484007",
+    sha256 = "23def2cceb5044421e575a8a59c6762b28faf9569d7f0147ad928b8fc974a4a3",
+    git_commit = "8b97cffacf5eb0e2cfa564ff1c56a94062d972b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b00f3e53b14b060a2fd432562a8b8ac69d5c3f90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jul 2022 12:01:21 -0700
Subject: [PATCH 5970/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e40e6f3-0bd4-47d5-9fb7-30bf373f6e2f

PiperOrigin-RevId: 459309160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7051975bed2..de9ccb2a076 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23def2cceb5044421e575a8a59c6762b28faf9569d7f0147ad928b8fc974a4a3",
-    git_commit = "8b97cffacf5eb0e2cfa564ff1c56a94062d972b1",
+    sha256 = "78140f25b8ffda26230d25ef25cd068d5a0d88b5bc24728724748a6e052762af",
+    git_commit = "695dce02ac24d6b46b6265141c9bd3c2094b974a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c90009e882adc26e288ecda69cb8cacd75996df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Jul 2022 18:01:16 -0700
Subject: [PATCH 5971/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1651edf-e542-483e-8e05-90aa28564691

PiperOrigin-RevId: 459389589
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de9ccb2a076..a32acdb01e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78140f25b8ffda26230d25ef25cd068d5a0d88b5bc24728724748a6e052762af",
-    git_commit = "695dce02ac24d6b46b6265141c9bd3c2094b974a",
+    sha256 = "0f62a09af8044b23b172c3da0fbcfac49fffdfc32739e6c9c7072d9cf68b93e3",
+    git_commit = "a37ac96c6eefe809003f29a815b915bfed5ad36b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From abc6ea6052e5149bd057ab7ebcf2f5508385e0e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jul 2022 00:01:15 -0700
Subject: [PATCH 5972/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2289dbca-a07d-4dcd-81f6-efaf82dd3cd3

PiperOrigin-RevId: 459438687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a32acdb01e6..1247c1f74cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f62a09af8044b23b172c3da0fbcfac49fffdfc32739e6c9c7072d9cf68b93e3",
-    git_commit = "a37ac96c6eefe809003f29a815b915bfed5ad36b",
+    sha256 = "2b9491a90bb989180056cb335463918bacc143befd9005b3ade5405d7a22695e",
+    git_commit = "e97b34ccf3fcdbb2e5cd6030038309740e69142a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 231023a56ea1f87f3cd611ddd79389f795d381fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jul 2022 06:01:17 -0700
Subject: [PATCH 5973/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e376d2b7-7e52-416e-a065-c480f50873cf

PiperOrigin-RevId: 459491517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1247c1f74cb..2156eb20730 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b9491a90bb989180056cb335463918bacc143befd9005b3ade5405d7a22695e",
-    git_commit = "e97b34ccf3fcdbb2e5cd6030038309740e69142a",
+    sha256 = "533d92dc2711a98efe9466d8f43ba6a4e2a17e8708fe8a8233c4f204bdbda98a",
+    git_commit = "80ce185f046b560c0fec557a74609d34390accd8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b56db0b9564323f4e077a3bb3ad57aadf84bb63a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jul 2022 12:01:22 -0700
Subject: [PATCH 5974/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16fd2bbb-24ae-4605-8f65-a75392e4fd80

PiperOrigin-RevId: 459568338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2156eb20730..8e5f6a4a63c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "533d92dc2711a98efe9466d8f43ba6a4e2a17e8708fe8a8233c4f204bdbda98a",
-    git_commit = "80ce185f046b560c0fec557a74609d34390accd8",
+    sha256 = "cf1b9a6f4a9158f371a5c395f866c7dad167619d55616f527ecc0e1953db4e91",
+    git_commit = "cc0626cc42b2cb1542c97e3aa450b8aa3ce303c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0fb7898550cb5b44a5c6f4d4c91080fac4d96be7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jul 2022 12:47:28 -0700
Subject: [PATCH 5975/8103] Internal Change.

PiperOrigin-RevId: 459578669
---
 tensorflow_serving/model_servers/main.cc | 31 ++++++++++++++++++------
 1 file changed, 23 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 5079a9c84c8..d19ec45bdca 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -50,13 +50,30 @@ limitations under the License.
 #include "tensorflow/compiler/jit/flags.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/init_main.h"
-#if defined(LIBTPU_ON_GCE)
-#include "tensorflow/core/tpu/tpu_global_init.h"
-#endif
 #include "tensorflow/core/util/command_line_flags.h"
 #include "tensorflow_serving/model_servers/server.h"
 #include "tensorflow_serving/model_servers/version.h"
 
+#if defined(LIBTPU_ON_GCE) || defined(PLATFORM_CLOUD_TPU)
+#include "tensorflow/core/protobuf/tpu/topology.proto.h"
+#include "tensorflow/core/tpu/tpu_global_init.h"
+
+void InitializeTPU(tensorflow::serving::main::Server::Options& server_options) {
+  std::cout << "Initializing TPU system.";
+  tensorflow::tpu::TopologyProto tpu_topology;
+  TF_QCHECK_OK(tensorflow::InitializeTPUSystemGlobally(
+      tensorflow::Env::Default(), &tpu_topology))
+      << "Failed to initialize TPU system.";
+  std::cout << "Initialized TPU topology: " << tpu_topology.DebugString();
+  server_options.num_request_iterations_for_warmup =
+      tpu_topology.num_tpu_devices_per_task();
+  server_options.enforce_session_run_timeout = false;
+  if (server_options.saved_model_tags.empty()) {
+    server_options.saved_model_tags = "tpu,serve";
+  }
+}
+#endif
+
 int main(int argc, char** argv) {
   tensorflow::serving::main::Server::Options options;
   bool display_version = false;
@@ -269,10 +286,9 @@ int main(int argc, char** argv) {
     return -1;
   }
 
-#if defined(LIBTPU_ON_GCE)
-  std::cout << "Initializing TPU system.";
-  TF_QCHECK_OK(tensorflow::InitializeTPUSystemGlobally())
-      << "Failed to intialize the TPU system.";
+  tensorflow::port::InitMain(argv[0], &argc, &argv);
+#if defined(LIBTPU_ON_GCE) || defined(PLATFORM_CLOUD_TPU)
+  InitializeTPU(options);
 #endif
 
   if (display_version) {
@@ -281,7 +297,6 @@ int main(int argc, char** argv) {
     return 0;
   }
 
-  tensorflow::port::InitMain(argv[0], &argc, &argv);
   if (argc != 1) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }

From b4d40d2fc0578bd35c58c56bb2a9c7b380b1170f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Jul 2022 18:04:34 -0700
Subject: [PATCH 5976/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/043c51ae-9df1-47d6-9836-f9135bba5ec3

PiperOrigin-RevId: 459644878
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e5f6a4a63c..1aabc9295f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf1b9a6f4a9158f371a5c395f866c7dad167619d55616f527ecc0e1953db4e91",
-    git_commit = "cc0626cc42b2cb1542c97e3aa450b8aa3ce303c7",
+    sha256 = "f9e69488868eb49eae735e25dea00ae820b7fe1827585a851527255bd176e0f9",
+    git_commit = "a113dd02168a01aba7aea99d8266630233d9269c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df8606366a98604a22f02ba1d36efa65aef5f4f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jul 2022 00:01:28 -0700
Subject: [PATCH 5977/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b63f2210-4def-4edc-8248-8b7768c9df56

PiperOrigin-RevId: 459688301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1aabc9295f7..7ec02df3b24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9e69488868eb49eae735e25dea00ae820b7fe1827585a851527255bd176e0f9",
-    git_commit = "a113dd02168a01aba7aea99d8266630233d9269c",
+    sha256 = "78815b0d5ed7b761510eaa214271244737b0e5535b4c87bf09f7b44a087a3b2e",
+    git_commit = "ac105ab9278f2e9804e35bdbc5d4b543fca9b624",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ac6782aaf37769d6b17dae05db7e580658760dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jul 2022 06:01:28 -0700
Subject: [PATCH 5978/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50a0d773-0bc8-436f-b2ef-76ba2cade218

PiperOrigin-RevId: 459740461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ec02df3b24..3c3294f257a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78815b0d5ed7b761510eaa214271244737b0e5535b4c87bf09f7b44a087a3b2e",
-    git_commit = "ac105ab9278f2e9804e35bdbc5d4b543fca9b624",
+    sha256 = "b47a6dde7aaaba3ba6ac18c14bc1eaffd2b78aa3d259a2ed279c1728e2303037",
+    git_commit = "de152906cfdc8c2c3f3aec5f737fe0aaf9303e60",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb601e328abe574ddfc95af2f6ef3705d5ba6ddd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jul 2022 12:01:38 -0700
Subject: [PATCH 5979/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d86caecb-73c8-4eed-b3f9-29c0bfe433e7

PiperOrigin-RevId: 459805847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c3294f257a..11041b19bee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b47a6dde7aaaba3ba6ac18c14bc1eaffd2b78aa3d259a2ed279c1728e2303037",
-    git_commit = "de152906cfdc8c2c3f3aec5f737fe0aaf9303e60",
+    sha256 = "d8e22d2bacce81f27c9658946b1a1971fe2e7b7bd167f52e03f2c56cf98935eb",
+    git_commit = "47e07ba0d68c55dba62bff5b8486291086840097",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ceb59b709ac6850d3b2c1dc8a97090ff4df5de7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Jul 2022 18:01:19 -0700
Subject: [PATCH 5980/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c65d934-a8b8-4482-901a-7f363718b6b4

PiperOrigin-RevId: 459869635
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11041b19bee..e3a5ebbb52e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8e22d2bacce81f27c9658946b1a1971fe2e7b7bd167f52e03f2c56cf98935eb",
-    git_commit = "47e07ba0d68c55dba62bff5b8486291086840097",
+    sha256 = "389ab02d624a1abd519f26430560ad926f75df45c35f741106e74c7da1503e25",
+    git_commit = "4309833aaa76e1f4ded874667ff109a0052b45c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d1577bc9fe28bc66ab84c0bfe772b2c05ec5f313 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jul 2022 00:01:19 -0700
Subject: [PATCH 5981/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98560228-dfbc-4b27-9065-bd598b2ab404

PiperOrigin-RevId: 459904003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3a5ebbb52e..6d9b3eb136a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "389ab02d624a1abd519f26430560ad926f75df45c35f741106e74c7da1503e25",
-    git_commit = "4309833aaa76e1f4ded874667ff109a0052b45c6",
+    sha256 = "d7bf13ee694dbf482a41826f540664102bdd93890b6c904dc8503cf883f9d67c",
+    git_commit = "1c3a38782310d8678c07f6d069a0f209225ff0e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From de79b79be774c9b409eb5a834bcda27d11c7c43c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jul 2022 06:01:20 -0700
Subject: [PATCH 5982/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f97d4100-27a2-4056-9f64-76c282ee1832

PiperOrigin-RevId: 459937093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d9b3eb136a..fd7d74d471a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7bf13ee694dbf482a41826f540664102bdd93890b6c904dc8503cf883f9d67c",
-    git_commit = "1c3a38782310d8678c07f6d069a0f209225ff0e8",
+    sha256 = "4864c8b9ec293d5292ce6eeda52aa192ad7fdfa13125c8f929d5aa8842ded3f9",
+    git_commit = "c0040f4dcebaff326b6716abab76bdbbc8a7eaf3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b52ce29763bf1799da267799454d04e7435647a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Jul 2022 18:01:20 -0700
Subject: [PATCH 5983/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04a680f1-ed6c-4e10-9b56-16ffa5518fdc

PiperOrigin-RevId: 459990421
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd7d74d471a..b47d77aec48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4864c8b9ec293d5292ce6eeda52aa192ad7fdfa13125c8f929d5aa8842ded3f9",
-    git_commit = "c0040f4dcebaff326b6716abab76bdbbc8a7eaf3",
+    sha256 = "5fe9f5afa3364d4eb6431f200c70583bfda9b50159d469398aab972abd64560d",
+    git_commit = "6404ea36fda5b0c45ff78c440fc15cf6fd9c6ee8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f10bf2d433596bd14b3ce20db0adf561a1e80a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Jul 2022 06:01:14 -0700
Subject: [PATCH 5984/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/704be328-34c6-46e1-97bd-4ff39eda1b9e

PiperOrigin-RevId: 460048571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b47d77aec48..d84715007f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5fe9f5afa3364d4eb6431f200c70583bfda9b50159d469398aab972abd64560d",
-    git_commit = "6404ea36fda5b0c45ff78c440fc15cf6fd9c6ee8",
+    sha256 = "d56cb32aa63339f52b82a6352bca8c534f03198e5d182b19d59bcf4d4be86f10",
+    git_commit = "9584c52ecfbbc33b3be48903cdadd41b4a2bb083",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ee0e9e0c2cd69eb386fd490d5a977ac55bbd9a14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jul 2022 00:01:34 -0700
Subject: [PATCH 5985/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07c67291-4eb0-4400-babc-a4c3ffc083a8

PiperOrigin-RevId: 460139624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d84715007f9..2586b3fd692 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d56cb32aa63339f52b82a6352bca8c534f03198e5d182b19d59bcf4d4be86f10",
-    git_commit = "9584c52ecfbbc33b3be48903cdadd41b4a2bb083",
+    sha256 = "0d5d970f1c7aea9ea48ee9244a34039316bf0b9821ce174b449a267dfcfd872f",
+    git_commit = "ffcafac3e6b660f1ca7101a4b17ab4e6f3d46a61",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a91c1af3ce08bdd0c445db8732efc64cb8dd29d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jul 2022 06:01:19 -0700
Subject: [PATCH 5986/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb9302b7-cd41-4cf9-b125-b79e7dbb8099

PiperOrigin-RevId: 460192010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2586b3fd692..d31ba3ca4eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d5d970f1c7aea9ea48ee9244a34039316bf0b9821ce174b449a267dfcfd872f",
-    git_commit = "ffcafac3e6b660f1ca7101a4b17ab4e6f3d46a61",
+    sha256 = "3fcf80d595add45d27bc2b785b53b1f6995aecd8f631ffae4d19695923478c59",
+    git_commit = "ceb1bf0931338c02477837b7cd4c11d9f09f16ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b15210ca076b11eaa2dfd0ac2fb125be780c5d40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jul 2022 10:43:43 -0700
Subject: [PATCH 5987/8103] Fixing broken link for [ResNet in
 TensorFlow](https://www.tensorflow.org/api_docs/python/tf/keras/applications/resnet).

PiperOrigin-RevId: 460249451
---
 tensorflow_serving/g3doc/serving_kubernetes.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_kubernetes.md b/tensorflow_serving/g3doc/serving_kubernetes.md
index 7f909befd78..b0d5368b0be 100644
--- a/tensorflow_serving/g3doc/serving_kubernetes.md
+++ b/tensorflow_serving/g3doc/serving_kubernetes.md
@@ -9,7 +9,7 @@ To learn more about TensorFlow Serving, we recommend
 [TensorFlow Serving advanced tutorial](serving_advanced.md).
 
 To learn more about TensorFlow ResNet model, we recommend reading
-[ResNet in TensorFlow](https://github.com/tensorflow/models/tree/master/official/resnet).
+[ResNet in TensorFlow](https://www.tensorflow.org/api_docs/python/tf/keras/applications/resnet).
 
 -   [Part 1](#part_1_setup) gets your environment setup
 -   [Part 2](#part_2_running_in_docker) shows how to run the local Docker

From 804bc7fc1812f40117139124b57b3c49f585d8b0 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 11 Jul 2022 11:04:37 -0700
Subject: [PATCH 5988/8103] Add release notes for tf-serving 2.9.1

PiperOrigin-RevId: 460254760
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 03066e4df3d..efb1f3b1d30 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.9.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.9.0
+
 # Release 2.6.5
 
 ## Major Features and Improvements

From 988eebb7fbe4a3446847d3eb883b2753f65926a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jul 2022 12:02:11 -0700
Subject: [PATCH 5989/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc76e8a5-d381-4913-8ad4-7745ac8c4bd5

PiperOrigin-RevId: 460268444
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d31ba3ca4eb..bf89158e7fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3fcf80d595add45d27bc2b785b53b1f6995aecd8f631ffae4d19695923478c59",
-    git_commit = "ceb1bf0931338c02477837b7cd4c11d9f09f16ec",
+    sha256 = "bc01d8a32a3fc7c8602c5e00a2ba1d39bb0057cf9694eb477306ee262954453d",
+    git_commit = "c075b1551708f283117807c65b3cd61701de95e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 07d51101779a76d38c89180f8b3940512ace660d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Jul 2022 18:01:11 -0700
Subject: [PATCH 5990/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f82e981e-f434-40c9-8739-124cf5e757ca

PiperOrigin-RevId: 460343463
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf89158e7fa..81e231e038e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc01d8a32a3fc7c8602c5e00a2ba1d39bb0057cf9694eb477306ee262954453d",
-    git_commit = "c075b1551708f283117807c65b3cd61701de95e4",
+    sha256 = "80cbadc4c876ec0662d72a11cb8662b6e0d1d160ad0d6d00a80f98674654cbed",
+    git_commit = "b0abd8c90e35200add609dcc1cf1904a6ed03cae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 315b784ecbbffb4538f19abbb958ecd65df0aab3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jul 2022 00:01:27 -0700
Subject: [PATCH 5991/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8df82d4e-3b05-4c07-b3bb-c5f71d29e33c

PiperOrigin-RevId: 460388531
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81e231e038e..835b90fb93a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80cbadc4c876ec0662d72a11cb8662b6e0d1d160ad0d6d00a80f98674654cbed",
-    git_commit = "b0abd8c90e35200add609dcc1cf1904a6ed03cae",
+    sha256 = "6bacdea21f73069c27925110b15942885580850b71b85dceae3d7264d2e95724",
+    git_commit = "2728d4bfe0dc5303920b67c73dce3208b8ef265e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b06959e271d221ee30b98e2e8d1dbd1343a3379b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jul 2022 06:01:26 -0700
Subject: [PATCH 5992/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3a73c14-d194-4fef-9ca5-006e0d344c48

PiperOrigin-RevId: 460442504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 835b90fb93a..cf6d8a049e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bacdea21f73069c27925110b15942885580850b71b85dceae3d7264d2e95724",
-    git_commit = "2728d4bfe0dc5303920b67c73dce3208b8ef265e",
+    sha256 = "8bd4fed017ffd377707b8b350a2f0ec045dae513fd623df4f6dd6c6fdc709d72",
+    git_commit = "d2192b8fbec84c1a081d603b50e56a9c859b0aa3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 17a18decec2d9256e1f7d3137df213137f0aa44d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jul 2022 12:01:13 -0700
Subject: [PATCH 5993/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d34edcd-c0f3-49fc-9486-c3d2c3ad00da

PiperOrigin-RevId: 460519698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf6d8a049e3..9029afa5e6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bd4fed017ffd377707b8b350a2f0ec045dae513fd623df4f6dd6c6fdc709d72",
-    git_commit = "d2192b8fbec84c1a081d603b50e56a9c859b0aa3",
+    sha256 = "ce209256be86940b34a3169a9a87269731e7c5cbe4672cda2960381e44a12685",
+    git_commit = "22e3432a51fb5402894142ce1e236807c399cb76",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 141d9142b9bf49a62eadf596f186a09ce9aef58d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Jul 2022 18:01:18 -0700
Subject: [PATCH 5994/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a24fd41b-dfd1-4e9d-9c55-ab4285642713

PiperOrigin-RevId: 460594368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9029afa5e6e..9577cf1e68b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce209256be86940b34a3169a9a87269731e7c5cbe4672cda2960381e44a12685",
-    git_commit = "22e3432a51fb5402894142ce1e236807c399cb76",
+    sha256 = "96ad9c299982127ab696a3e0094e6ad3e0fbec2af2583ae54e5f92f1d24877de",
+    git_commit = "acc0867a7ba07513053f4ffd2d8aab80b0d2b10f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c33c60df5d318f9f738ced1b27cdda9f3855227e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jul 2022 00:01:29 -0700
Subject: [PATCH 5995/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2546f48c-c971-47ac-9d5e-8255539c5730

PiperOrigin-RevId: 460640900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9577cf1e68b..957e8c0f04b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96ad9c299982127ab696a3e0094e6ad3e0fbec2af2583ae54e5f92f1d24877de",
-    git_commit = "acc0867a7ba07513053f4ffd2d8aab80b0d2b10f",
+    sha256 = "f6d05d7b7f0847abf60b468648ea77c3681a234a6f473359141f219a1d3d1a54",
+    git_commit = "e000b3c7fec504a40a835afddb3bf372557d89a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c85cf154ef571c1109da2151f179ba1e37497bc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jul 2022 06:01:24 -0700
Subject: [PATCH 5996/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7859213-e548-4462-8c0d-b12173c31ee9

PiperOrigin-RevId: 460694215
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 957e8c0f04b..2364ab1eae3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6d05d7b7f0847abf60b468648ea77c3681a234a6f473359141f219a1d3d1a54",
-    git_commit = "e000b3c7fec504a40a835afddb3bf372557d89a3",
+    sha256 = "c4c401676ef2cfb916c1e8b8c5bc9876457a2f4968011ad2ff143cc5c739f13c",
+    git_commit = "eb8425f115e5a93274f709cdfaf254798f9aa4c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05b944ad9367027a1082756a3069619f44955de1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jul 2022 14:11:23 -0700
Subject: [PATCH 5997/8103] Update the TensorFlow BatchingSession metric
 monitoring class to be compatible with Google's internal monitoring tools.

PiperOrigin-RevId: 460800718
---
 .../batching/batching_session_test.cc         |  2 +-
 tensorflow_serving/batching/batching_util.h   | 40 ++++++++-----------
 2 files changed, 18 insertions(+), 24 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 9ec9701bb01..f42d1fc35d7 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -199,7 +199,7 @@ int GetPercentileTotal(string label) {
   if (point_set_map.find(label) == point_set_map.end()) return 0;
   const monitoring::PointSet& lps = *point_set_map.at(label);
   for (int i = 0; i < lps.points.size(); ++i) {
-    total_samples += lps.points[i]->percentiles_value.accumulator;
+    total_samples += lps.points[i]->histogram_value.sum();
   }
   return static_cast<int>(total_samples);
 }
diff --git a/tensorflow_serving/batching/batching_util.h b/tensorflow_serving/batching/batching_util.h
index f4abe7bc329..0b67e8195a4 100644
--- a/tensorflow_serving/batching/batching_util.h
+++ b/tensorflow_serving/batching/batching_util.h
@@ -23,8 +23,6 @@ limitations under the License.
 #include "absl/strings/str_cat.h"
 #include "absl/types/span.h"
 #include "tensorflow/core/framework/tensor.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/monitoring/percentile_sampler.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 
 namespace tensorflow {
@@ -119,13 +117,13 @@ Status ComputeTensorBatchSize(TensorList inputs, size_t* size, DimFunc dim_func,
 template <typename BatchingTask>
 void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
   static const std::string batching_task_name = BatchingTask::Name();
-  static auto* cell = tensorflow::monitoring::PercentileSampler<1>::New(
+  static auto* cell = tensorflow::monitoring::Sampler<1>::New(
       {absl::StrCat("/tensorflow/serving/", batching_task_name,
                     "/padding_size"),
        "Tracks the padding size distribution on batches.",
        "execution_batch_size"},
-      /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-      /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber);
+      // Exponential buckets [1*2^0, ..., 1*2^13, DBL_MAX].
+      monitoring::Buckets::Exponential(1, 2, 14));
   cell->GetCell(absl::StrCat(execution_batch_size))
       ->Add(static_cast<double>(padding_size));
 }
@@ -133,29 +131,25 @@ void RecordPaddingSize(int32 padding_size, int32 execution_batch_size) {
 template <typename BatchingTask>
 void RecordInputBatchSize(int32 batch_size) {
   static const std::string batching_task_name = BatchingTask::Name();
-  static tensorflow::monitoring::PercentileSamplerCell* cell =
-      tensorflow::monitoring::PercentileSampler<0>::New(
-          {absl::StrCat("/tensorflow/serving/", batching_task_name,
-                        "/input_batch_size"),
-           "Tracks the batch size distribution on the inputs."},
-          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
-          ->GetCell();
-  cell->Add(static_cast<double>(batch_size));
+  static auto* cell = tensorflow::monitoring::Sampler<0>::New(
+      {absl::StrCat("/tensorflow/serving/", batching_task_name,
+                    "/input_batch_size"),
+       "Tracks the batch size distribution on the inputs."},
+      // Exponential buckets [1*2^0, ..., 1*2^13, DBL_MAX].
+      monitoring::Buckets::Exponential(1, 2, 14));
+  cell->GetCell()->Add(static_cast<double>(batch_size));
 }
 
 template <typename BatchingTask>
 void RecordProcessedBatchSize(int32 batch_size) {
   static const std::string batching_task_name = BatchingTask::Name();
-  static tensorflow::monitoring::PercentileSamplerCell* cell =
-      tensorflow::monitoring::PercentileSampler<0>::New(
-          {absl::StrCat("/tensorflow/serving/", batching_task_name,
-                        "/processed_batch_size"),
-           "Tracks the batch size distribution on processing."},
-          /*percentiles=*/{25.0, 50.0, 75.0, 90.0, 95.0, 99.0},
-          /*max_samples=*/1024, tensorflow::monitoring::UnitOfMeasure::kNumber)
-          ->GetCell();
-  cell->Add(static_cast<double>(batch_size));
+  static auto* cell = tensorflow::monitoring::Sampler<0>::New(
+      {absl::StrCat("/tensorflow/serving/", batching_task_name,
+                    "/processed_batch_size"),
+       "Tracks the batch size distribution on processing."},
+      // Exponential buckets [1*2^0, ..., 1*2^13, DBL_MAX].
+      monitoring::Buckets::Exponential(1, 2, 14));
+  cell->GetCell()->Add(static_cast<double>(batch_size));
 }
 
 }  // namespace serving

From 7f9d6bc454ec6c2c7558e4c5c3fa184980768020 Mon Sep 17 00:00:00 2001
From: Lequn Chen <lqchen@google.com>
Date: Wed, 13 Jul 2022 15:28:01 -0700
Subject: [PATCH 5998/8103] Internal changes

PiperOrigin-RevId: 460817518
---
 .../experimental/tensorflow/ops/remote_predict/BUILD            | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 40b3b60538c..0f44a127ca2 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -49,6 +49,7 @@ cc_library(
     srcs = ["cc/ops/remote_predict_op.cc"],
     hdrs = ["cc/ops/remote_predict_op.h"],
     visibility = [
+        "//cloud/ml/tfe/anthelion:__subpackages__",
         "//tensorflow_serving/experimental/example:__subpackages__",
         "//tensorflow_serving/model_servers:__subpackages__",
     ],
@@ -79,6 +80,7 @@ tf_kernel_library(
         "kernels/remote_predict_op_kernel.h",
     ],
     visibility = [
+        "//cloud/ml/tfe/anthelion:__subpackages__",
         "//tensorflow_serving/experimental/example:__subpackages__",
         "//tensorflow_serving/model_servers:__subpackages__",
     ],

From c0d3787f85856ba0407514e9c1a3d9cf3ec01a32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Jul 2022 18:01:18 -0700
Subject: [PATCH 5999/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc5098b0-0e3e-4c65-bf03-a24d4eb51066

PiperOrigin-RevId: 460845768
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2364ab1eae3..f7e98f9ab34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4c401676ef2cfb916c1e8b8c5bc9876457a2f4968011ad2ff143cc5c739f13c",
-    git_commit = "eb8425f115e5a93274f709cdfaf254798f9aa4c7",
+    sha256 = "4a2636d4905f0dc29a0c79377fc3b54c86c93c809aeb2f68f956ceb04924440e",
+    git_commit = "ecaf04806d1f58fdb8f21755f61f6c2313147de8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 81aac127ce8fc00e328553a1c8055e0960d2ef32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jul 2022 00:01:20 -0700
Subject: [PATCH 6000/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/293ac02b-a066-4a8f-a55c-0655c15763f0

PiperOrigin-RevId: 460890269
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7e98f9ab34..86b18f29b30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a2636d4905f0dc29a0c79377fc3b54c86c93c809aeb2f68f956ceb04924440e",
-    git_commit = "ecaf04806d1f58fdb8f21755f61f6c2313147de8",
+    sha256 = "67ba6686a2c997b40846978c0d7d7d5fd1333665ab61df920abad559bed9bab4",
+    git_commit = "372f700400ccdd5bae6d6f5dd42e74203d2fe13b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e899c4aa3e9bd19c0635010901af4b8cea0a65c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jul 2022 06:01:18 -0700
Subject: [PATCH 6001/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a80bdb4-c574-4647-a1bc-10423a5c72cd

PiperOrigin-RevId: 460939511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86b18f29b30..3ed75b4e8c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67ba6686a2c997b40846978c0d7d7d5fd1333665ab61df920abad559bed9bab4",
-    git_commit = "372f700400ccdd5bae6d6f5dd42e74203d2fe13b",
+    sha256 = "5f3c99a001a046d410058c329a3820bfa9d5ce45b25eb1086fa53efa104c4e43",
+    git_commit = "6c40ac5cbe2bfdc5caa9e43ac2e47ad4f3053dd7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 08c0c9a7c943858d4caf3ae4cb3287f3b0acab1d Mon Sep 17 00:00:00 2001
From: Lequn Chen <lqchen@google.com>
Date: Thu, 14 Jul 2022 11:59:53 -0700
Subject: [PATCH 6002/8103] Internal changes

PiperOrigin-RevId: 461017872
---
 .../experimental/tensorflow/ops/remote_predict/BUILD            | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 0f44a127ca2..40b3b60538c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -49,7 +49,6 @@ cc_library(
     srcs = ["cc/ops/remote_predict_op.cc"],
     hdrs = ["cc/ops/remote_predict_op.h"],
     visibility = [
-        "//cloud/ml/tfe/anthelion:__subpackages__",
         "//tensorflow_serving/experimental/example:__subpackages__",
         "//tensorflow_serving/model_servers:__subpackages__",
     ],
@@ -80,7 +79,6 @@ tf_kernel_library(
         "kernels/remote_predict_op_kernel.h",
     ],
     visibility = [
-        "//cloud/ml/tfe/anthelion:__subpackages__",
         "//tensorflow_serving/experimental/example:__subpackages__",
         "//tensorflow_serving/model_servers:__subpackages__",
     ],

From a4555853d25053b7b2309de778da81a7ae7602f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jul 2022 12:01:28 -0700
Subject: [PATCH 6003/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d861c0f-2343-47b2-8f79-95eb211d917d

PiperOrigin-RevId: 461018368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ed75b4e8c3..c334204be12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f3c99a001a046d410058c329a3820bfa9d5ce45b25eb1086fa53efa104c4e43",
-    git_commit = "6c40ac5cbe2bfdc5caa9e43ac2e47ad4f3053dd7",
+    sha256 = "f5b1b15d76f0a9ee24732916502a355653eb59c55c7e4a4d9e15d29155f9b235",
+    git_commit = "8bba02f4861d3619a5716b96fe723020a33593be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6830a40f49d48e208b6eba3d63cf7ea2bbacf18d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Jul 2022 18:01:19 -0700
Subject: [PATCH 6004/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d03c3d2f-32cf-453e-8ede-2893860046e7

PiperOrigin-RevId: 461091571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c334204be12..59a60a907a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5b1b15d76f0a9ee24732916502a355653eb59c55c7e4a4d9e15d29155f9b235",
-    git_commit = "8bba02f4861d3619a5716b96fe723020a33593be",
+    sha256 = "096be5c5e3752023d9ce2f51e8942877cbf49a10e7e86435442996ca08b41905",
+    git_commit = "27ebeac0804ee51e537d1394213c39db8fecfe4d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 677ba5a07813c4fb5a2ffb4567a7ec4a137eebe6 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 14 Jul 2022 22:34:20 -0700
Subject: [PATCH 6005/8103] Increase timeout for model tests.

PiperOrigin-RevId: 461126500
---
 .../model_servers/tensorflow_model_server_test.py               | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index faa245c25d7..32e53c05885 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -54,7 +54,7 @@
 
 FLAGS = flags.FLAGS
 
-RPC_TIMEOUT = 5.0
+RPC_TIMEOUT = 20.0
 GRPC_SOCKET_PATH = '/tmp/tf-serving.sock'
 
 

From 5ac303f15d605e2e6b1e02f0d9558667a3cd6060 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jul 2022 00:01:31 -0700
Subject: [PATCH 6006/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e43d5602-ec10-4d92-9f68-8ffa0eba2e6b

PiperOrigin-RevId: 461135596
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59a60a907a9..bece8da184e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "096be5c5e3752023d9ce2f51e8942877cbf49a10e7e86435442996ca08b41905",
-    git_commit = "27ebeac0804ee51e537d1394213c39db8fecfe4d",
+    sha256 = "1a05546297b12726b8989df5f9b9956f1574a6312aac8e92c1f0fb37310924ef",
+    git_commit = "4def0e5026c58fddee60bf0724c2855660b41663",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 719d30ef60a520d76d2c4eaa9be862209e51298c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jul 2022 06:01:24 -0700
Subject: [PATCH 6007/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92e0994b-59ba-46b5-b0fb-339109b03908

PiperOrigin-RevId: 461183819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bece8da184e..0dfc63ba9e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a05546297b12726b8989df5f9b9956f1574a6312aac8e92c1f0fb37310924ef",
-    git_commit = "4def0e5026c58fddee60bf0724c2855660b41663",
+    sha256 = "a71da73ee00ef7e728ce5be007e0bce8b817d99fe1f959a20ff87c99a0ae7d3d",
+    git_commit = "d06061db3e6548612804c446762d6711aa54ffb0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cc0cf8016fec7447c3fe2052d34fafadb004a6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jul 2022 12:01:23 -0700
Subject: [PATCH 6008/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b615f985-2c39-4dce-879c-e750f0eba9bf

PiperOrigin-RevId: 461222607
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dfc63ba9e0..27dd7ab5454 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a71da73ee00ef7e728ce5be007e0bce8b817d99fe1f959a20ff87c99a0ae7d3d",
-    git_commit = "d06061db3e6548612804c446762d6711aa54ffb0",
+    sha256 = "6dd22aabc9f5ef495472dbf6be9db4c2cdea62af3d6f773c82372ba7d8da0857",
+    git_commit = "aa21adc148c98c76f54ba5932ce34cf59da538c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9471326341e5e74aab508c54ded605be26f971d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Jul 2022 18:01:30 -0700
Subject: [PATCH 6009/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f949183-e087-471a-80ac-d97c71a7c36d

PiperOrigin-RevId: 461276808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27dd7ab5454..3d407480e65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dd22aabc9f5ef495472dbf6be9db4c2cdea62af3d6f773c82372ba7d8da0857",
-    git_commit = "aa21adc148c98c76f54ba5932ce34cf59da538c4",
+    sha256 = "7723f6792b06558617f5a8c130bf11f2f7af7245b7d8b45e949ec7c9a2d6e662",
+    git_commit = "9178ac9d6389bdc54638ab913ea0e419234d14eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 00d60f1bc65f6846882a789b00629ef91dd73caf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jul 2022 00:01:25 -0700
Subject: [PATCH 6010/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b0f69b4-1424-41a0-86d9-793b0da35276

PiperOrigin-RevId: 461310466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d407480e65..2c12aeb8423 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7723f6792b06558617f5a8c130bf11f2f7af7245b7d8b45e949ec7c9a2d6e662",
-    git_commit = "9178ac9d6389bdc54638ab913ea0e419234d14eb",
+    sha256 = "c0ffa0acae4f17f29339fc73b32ac10d9725a81f6210c8d61f04fdadc84e541b",
+    git_commit = "aaf0c33eab2e80092b1e7eb0004683f20e9dd4de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 40e0b58cdff8244659ad6c749e8c989b072296e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jul 2022 06:01:26 -0700
Subject: [PATCH 6011/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b927b5d0-7729-41e5-8c50-991796b8cfa2

PiperOrigin-RevId: 461341745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c12aeb8423..a8b90d14b1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0ffa0acae4f17f29339fc73b32ac10d9725a81f6210c8d61f04fdadc84e541b",
-    git_commit = "aaf0c33eab2e80092b1e7eb0004683f20e9dd4de",
+    sha256 = "9ce0cc3ca7aaf87528078268d6b32504040d8b66057f390f5b953a4b380fddd3",
+    git_commit = "c8ec0e23f1077f385859804f4881b8d2c1213c97",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 179aed754215e1160e6a587ea0640c5391882c54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Jul 2022 18:01:17 -0700
Subject: [PATCH 6012/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/778fdd60-d4b9-4164-8f9f-738c82236454

PiperOrigin-RevId: 461396964
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8b90d14b1a..02dbbf0171a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ce0cc3ca7aaf87528078268d6b32504040d8b66057f390f5b953a4b380fddd3",
-    git_commit = "c8ec0e23f1077f385859804f4881b8d2c1213c97",
+    sha256 = "bcf7dffca1fa19da05c313f20f6ce73ccede4154652441499afc88c49c8b6e27",
+    git_commit = "e61cfa87193d9160b964db75dbd2b0b617a8b24a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05f6cfc55b128429fe52f0ecdc962f6d4829e7ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jul 2022 00:01:25 -0700
Subject: [PATCH 6013/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9cc8f7b3-5c2e-4728-81c6-5212a8496c4d

PiperOrigin-RevId: 461424445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02dbbf0171a..18e916e3f36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcf7dffca1fa19da05c313f20f6ce73ccede4154652441499afc88c49c8b6e27",
-    git_commit = "e61cfa87193d9160b964db75dbd2b0b617a8b24a",
+    sha256 = "6b967a56cbfa8a29e47ec51899e930f8b5733268b3e475dc682b929ac17d8a11",
+    git_commit = "d52ee063796b1ba4f111461d2adb89ac7737b7a4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a9b11c1315f9679512e084a3ac201cd29b97c77c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jul 2022 06:01:17 -0700
Subject: [PATCH 6014/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3bf85870-e8b5-476d-b346-14382f341f6e

PiperOrigin-RevId: 461454809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18e916e3f36..cffeff59a0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b967a56cbfa8a29e47ec51899e930f8b5733268b3e475dc682b929ac17d8a11",
-    git_commit = "d52ee063796b1ba4f111461d2adb89ac7737b7a4",
+    sha256 = "0c8b71d30bccc6f3f64dc3741bd23d00a6fdd998e1b5a278caf2cd93d3a50105",
+    git_commit = "217e604a66ee8e94b8176e11f391f7c4d71026e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ddf25e1d56e20f932393ba1d31588ed106e03eb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 17 Jul 2022 18:01:18 -0700
Subject: [PATCH 6015/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82f53f28-ed48-43dd-9725-e7978129f252

PiperOrigin-RevId: 461509403
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cffeff59a0c..12692d40343 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c8b71d30bccc6f3f64dc3741bd23d00a6fdd998e1b5a278caf2cd93d3a50105",
-    git_commit = "217e604a66ee8e94b8176e11f391f7c4d71026e6",
+    sha256 = "16b6473cba52354c71286c27c333de46bb5a7be65d31c8fd889581e07b3293b0",
+    git_commit = "870ed1b76209b8850f300842a67416c4a69523e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2c814abe620e72b4cf9158dbc1da52df02513ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jul 2022 00:01:21 -0700
Subject: [PATCH 6016/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b190ef4-9eac-44c0-8b7d-d4a90f014c40

PiperOrigin-RevId: 461544274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12692d40343..01a35e3bc2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16b6473cba52354c71286c27c333de46bb5a7be65d31c8fd889581e07b3293b0",
-    git_commit = "870ed1b76209b8850f300842a67416c4a69523e3",
+    sha256 = "c9f8796c5e7cd31aa65b82519084b9e8de556caa7a6ca6bd531ad2ac48394dbc",
+    git_commit = "4d3c0f724dd6765869a6fb4e1c2c30dde7d271b7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b4a33662857909c3481f655f308b0240efc46a1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jul 2022 06:01:19 -0700
Subject: [PATCH 6017/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dae1334f-1da2-4bb1-86a6-43e86179401e

PiperOrigin-RevId: 461597410
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01a35e3bc2b..a744f3187e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9f8796c5e7cd31aa65b82519084b9e8de556caa7a6ca6bd531ad2ac48394dbc",
-    git_commit = "4d3c0f724dd6765869a6fb4e1c2c30dde7d271b7",
+    sha256 = "3f38410a8b142c93140e6ef3b6dd7f14bd680a55e2ba2b2882815fa9771effe0",
+    git_commit = "174a0a8d6f9df343cc5806f6b7890b2f1b16ead2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b59811b0cce02eb7c82a440f0ba35ecdaf2a6318 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jul 2022 12:01:21 -0700
Subject: [PATCH 6018/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4811fe3e-0c01-4487-806f-3140bd206f4d

PiperOrigin-RevId: 461679072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a744f3187e7..da80188cb20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f38410a8b142c93140e6ef3b6dd7f14bd680a55e2ba2b2882815fa9771effe0",
-    git_commit = "174a0a8d6f9df343cc5806f6b7890b2f1b16ead2",
+    sha256 = "2a211da3d5c05edbd74ae86c94ec6f8151c77bc9a53d9c9c296ab4eb8191112e",
+    git_commit = "d62962ab426ca28038fa9babbb8119961d22d112",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e1e799f4f0229193b0a6c87891d5e9340f22d17c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jul 2022 18:01:21 -0700
Subject: [PATCH 6019/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/28f202bb-48c3-4030-9f96-c058ef9a3617

PiperOrigin-RevId: 461759516
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da80188cb20..3302bdff495 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a211da3d5c05edbd74ae86c94ec6f8151c77bc9a53d9c9c296ab4eb8191112e",
-    git_commit = "d62962ab426ca28038fa9babbb8119961d22d112",
+    sha256 = "0bc4df077ac30ec3e40cbf110a170c3ffd03f313d373deda557328598d8caac8",
+    git_commit = "663e63fa4dfc7dce1cb96ea203c649269902f64f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21fda280bc72bdbc4386c7b0d2ad4b97264921ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Jul 2022 20:09:44 -0700
Subject: [PATCH 6020/8103] Use pb.h for topology.proto.

This change uses pb.h instead of proto.h because OSS proto codegen doesn't support proto.h. The OSS conversion converts proto.h to pb.h in some directories but model_servers/ and examples/ are explicitly skipped.

PiperOrigin-RevId: 461780646
---
 tensorflow_serving/model_servers/main.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index d19ec45bdca..d6664c12c89 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -55,7 +55,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/version.h"
 
 #if defined(LIBTPU_ON_GCE) || defined(PLATFORM_CLOUD_TPU)
-#include "tensorflow/core/protobuf/tpu/topology.proto.h"
+#include "tensorflow/core/protobuf/tpu/topology.pb.h"
 #include "tensorflow/core/tpu/tpu_global_init.h"
 
 void InitializeTPU(tensorflow::serving::main::Server::Options& server_options) {

From 2d4be14e62557e4cbcc6751264a860142a442e91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jul 2022 00:01:19 -0700
Subject: [PATCH 6021/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37470d0b-da9d-45d1-8f60-f3580b62ebb5

PiperOrigin-RevId: 461810512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3302bdff495..749acac632d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0bc4df077ac30ec3e40cbf110a170c3ffd03f313d373deda557328598d8caac8",
-    git_commit = "663e63fa4dfc7dce1cb96ea203c649269902f64f",
+    sha256 = "26ff31ae28997cbeaf14b4d7fc5251ee833e22b15ff1d0f7105d30bc344391f6",
+    git_commit = "1a0501831f3ef567516a42f14c61192f17adfe68",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b0b18d3642e79172ee9c9c4e656957c8ded4415 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jul 2022 06:01:24 -0700
Subject: [PATCH 6022/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c28a6a5-f673-4b88-9e02-a24a5965b28c

PiperOrigin-RevId: 461862470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 749acac632d..223fde6a08e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26ff31ae28997cbeaf14b4d7fc5251ee833e22b15ff1d0f7105d30bc344391f6",
-    git_commit = "1a0501831f3ef567516a42f14c61192f17adfe68",
+    sha256 = "961d684686a996070fa466f587391bb25386620fd7aa1cd7bc502e3e758aa9cf",
+    git_commit = "61014f655a18c7de906ad42cb4d95de8252ab0f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0763707d6bca276fd649a97e95f85e21db77543a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jul 2022 12:01:23 -0700
Subject: [PATCH 6023/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/528de1d2-ca44-41ff-8e00-d2de9e1392fa

PiperOrigin-RevId: 461940245
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 223fde6a08e..9cfcf26900d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "961d684686a996070fa466f587391bb25386620fd7aa1cd7bc502e3e758aa9cf",
-    git_commit = "61014f655a18c7de906ad42cb4d95de8252ab0f5",
+    sha256 = "dd18a61e3c19a31025dbd541ae47ff0e37f5d0fe619ae858b75a3fb7f8ba83f6",
+    git_commit = "a7404375340843e33859fad6591bfe1e93fc51a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 436cf94d939de8409bc469b265fa25171add7539 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Jul 2022 18:01:20 -0700
Subject: [PATCH 6024/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a4f2339-8af4-4c36-9105-fb46071b221e

PiperOrigin-RevId: 462019732
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9cfcf26900d..e81a028a763 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd18a61e3c19a31025dbd541ae47ff0e37f5d0fe619ae858b75a3fb7f8ba83f6",
-    git_commit = "a7404375340843e33859fad6591bfe1e93fc51a3",
+    sha256 = "b1e1f6a3f5bf0dc692aad904ec9989cdee29c52fcb6e36621ba64d75f39b88eb",
+    git_commit = "c286799811ea13f6e85baaab8de83e6fbdde01b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c02a812962373bfeee93a70bd6bd577e24ef8e12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jul 2022 00:01:30 -0700
Subject: [PATCH 6025/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3057d396-3e30-426e-802c-e0d6a1793e6e

PiperOrigin-RevId: 462068228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e81a028a763..fca04eb5812 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1e1f6a3f5bf0dc692aad904ec9989cdee29c52fcb6e36621ba64d75f39b88eb",
-    git_commit = "c286799811ea13f6e85baaab8de83e6fbdde01b9",
+    sha256 = "65d0bec516e30b7c8f9f928e3997ebbbb30110d185e455c3a67ecb516bd2d18f",
+    git_commit = "3d5c48e3b73eecd2d56a562f2de845760865e4f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6375843d1e0fe7c280e5aba95e0994d4fc98c2c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jul 2022 06:01:28 -0700
Subject: [PATCH 6026/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b0fc3ac-8769-4ff4-9d39-acad7464599f

PiperOrigin-RevId: 462122100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fca04eb5812..326cbc47b73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "65d0bec516e30b7c8f9f928e3997ebbbb30110d185e455c3a67ecb516bd2d18f",
-    git_commit = "3d5c48e3b73eecd2d56a562f2de845760865e4f2",
+    sha256 = "68db31d8395405f605ccd17d2bb4ce58ec53648d86475bef3ddc8abab4dce344",
+    git_commit = "b6712bc0dea87fda7595a1f115d5998f40a5e77b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a098e258b7702eae793ba9ba95dff156cb0d2dd6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jul 2022 12:01:18 -0700
Subject: [PATCH 6027/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b057f71-c735-4fd5-8a10-797bef102280

PiperOrigin-RevId: 462198435
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 326cbc47b73..74029cb9db1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68db31d8395405f605ccd17d2bb4ce58ec53648d86475bef3ddc8abab4dce344",
-    git_commit = "b6712bc0dea87fda7595a1f115d5998f40a5e77b",
+    sha256 = "a93bbfb4fd8c3a686eeb5515a3db0e073402ab83de62a56ce1bf45579efa62a7",
+    git_commit = "a33872da7a0f6a7b4f4f91e090b8992e4cafcdc8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9898ccd0915cf8dfb4f3274be493de028e09b3e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Jul 2022 22:04:43 -0700
Subject: [PATCH 6028/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce9a2a68-eb9f-48bd-be3f-b0808aa1483e

PiperOrigin-RevId: 462300586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74029cb9db1..bea5e29438a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a93bbfb4fd8c3a686eeb5515a3db0e073402ab83de62a56ce1bf45579efa62a7",
-    git_commit = "a33872da7a0f6a7b4f4f91e090b8992e4cafcdc8",
+    sha256 = "60c8afac2f7d4aa40b4a6583bb705d30edc00636069fc7fb6acd709052b5b361",
+    git_commit = "6faa96819dc9c5b6c295a5add1e30571bd34ef2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aef7bceb7e2bd412be0066d4586263707896beeb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jul 2022 00:01:41 -0700
Subject: [PATCH 6029/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ee892a4a-2054-4b40-ad98-3242c3a15804

PiperOrigin-RevId: 462314599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bea5e29438a..87c42359a3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60c8afac2f7d4aa40b4a6583bb705d30edc00636069fc7fb6acd709052b5b361",
-    git_commit = "6faa96819dc9c5b6c295a5add1e30571bd34ef2f",
+    sha256 = "4f2df2cd4397d2b086952914cdbe82e42b7c86e1878c3d5de0561b61370095de",
+    git_commit = "03a659d7be9a1154fdf5eeac221e5950fec07dad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3188a072508915a021421d495618e175addaadd1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jul 2022 06:01:23 -0700
Subject: [PATCH 6030/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4fcec5d-923a-44f7-9cd8-a406328df223

PiperOrigin-RevId: 462365572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87c42359a3a..1cb0712fdc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f2df2cd4397d2b086952914cdbe82e42b7c86e1878c3d5de0561b61370095de",
-    git_commit = "03a659d7be9a1154fdf5eeac221e5950fec07dad",
+    sha256 = "55607921a93ba814edc7722ece018b6a51cf80647984dd9983c5c28ac858a876",
+    git_commit = "3d1a3d64492a807588618c008a084f26733f2676",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ad1a095941b8ee9edd1f525e0116e87d7b2c235 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jul 2022 12:01:16 -0700
Subject: [PATCH 6031/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ce2394d-945d-4e5c-b9d3-2038ba762baa

PiperOrigin-RevId: 462439951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1cb0712fdc3..d237cb9110b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55607921a93ba814edc7722ece018b6a51cf80647984dd9983c5c28ac858a876",
-    git_commit = "3d1a3d64492a807588618c008a084f26733f2676",
+    sha256 = "383e85581aae9cd25a532f5f0e66cb83170f313099cd90703ff2cd8bc2a6f789",
+    git_commit = "177036a2de94771e84069c81385b46df5f00e848",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59ed3b83cf380aabeabb5b55367b2fbfa309c46b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Jul 2022 18:01:22 -0700
Subject: [PATCH 6032/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c934c1a-7576-44c7-a7a3-8416a2fe2441

PiperOrigin-RevId: 462510109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d237cb9110b..dc575ff74e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "383e85581aae9cd25a532f5f0e66cb83170f313099cd90703ff2cd8bc2a6f789",
-    git_commit = "177036a2de94771e84069c81385b46df5f00e848",
+    sha256 = "3cceecccff686e738a268e3784c88e017a93591bc13d9eaf44a427ec05cb55ae",
+    git_commit = "f6f312dfac93fc2fbbaca59936a6edeec1bd6b96",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e66a01d7926780c0876ecf25285205bf86ae2c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jul 2022 00:01:25 -0700
Subject: [PATCH 6033/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/211fe7c4-ed7b-44e6-a026-080927c04f87

PiperOrigin-RevId: 462553976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc575ff74e6..b08b164edb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cceecccff686e738a268e3784c88e017a93591bc13d9eaf44a427ec05cb55ae",
-    git_commit = "f6f312dfac93fc2fbbaca59936a6edeec1bd6b96",
+    sha256 = "b23896566c31d11fd48dc5b5a81aaa9b79cecd294f8aef36a685042f3e84b3a9",
+    git_commit = "4c6efe069314393d52fc2f74d0515672688aae72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2e43d16628b1699b57599a800be3db4f49fbf43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jul 2022 06:01:28 -0700
Subject: [PATCH 6034/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/52a5d558-8f03-463d-bb19-7d2ad0f6330a

PiperOrigin-RevId: 462603675
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b08b164edb5..81f36f1b2b4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b23896566c31d11fd48dc5b5a81aaa9b79cecd294f8aef36a685042f3e84b3a9",
-    git_commit = "4c6efe069314393d52fc2f74d0515672688aae72",
+    sha256 = "617db3ee3aa0bd7d9673cc573692fcc91017955928a9ae8f1069c10f9155e388",
+    git_commit = "b7a835fc762aac0f6ac377cb2a66325a97ca82d9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e424fa0ac40af44b7e08b7215188b0863f057e7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jul 2022 12:01:30 -0700
Subject: [PATCH 6035/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6183dfa0-f2ed-42b7-87a2-5d679979c971

PiperOrigin-RevId: 462673243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81f36f1b2b4..698dec53379 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "617db3ee3aa0bd7d9673cc573692fcc91017955928a9ae8f1069c10f9155e388",
-    git_commit = "b7a835fc762aac0f6ac377cb2a66325a97ca82d9",
+    sha256 = "6b2b714e00db7b82fd79aaa1deacd321c7f0aeab8b17cf8c32062a80070842a8",
+    git_commit = "579c67bd60220fe66a29318191f0850ff0aa825f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18604a74941620989e5d9f02e3caa1272d80f725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Jul 2022 18:01:25 -0700
Subject: [PATCH 6036/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0337ba61-5d8d-44ed-8fd3-ed6948b65d36

PiperOrigin-RevId: 462741238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 698dec53379..39c16ea3863 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b2b714e00db7b82fd79aaa1deacd321c7f0aeab8b17cf8c32062a80070842a8",
-    git_commit = "579c67bd60220fe66a29318191f0850ff0aa825f",
+    sha256 = "59edbe786bac472c6c01b816227b78eaf67046d8f0fc9bb42846b7934483f577",
+    git_commit = "d840e52f462fed63abe6eb9b31c559a3dd9e6db4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4081360f5b56af296ee490fd6d17c1f3f9bfbff1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jul 2022 00:01:25 -0700
Subject: [PATCH 6037/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2a12875-97b0-4bde-a9f6-78ec5726dc7b

PiperOrigin-RevId: 462775837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39c16ea3863..7137724c862 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59edbe786bac472c6c01b816227b78eaf67046d8f0fc9bb42846b7934483f577",
-    git_commit = "d840e52f462fed63abe6eb9b31c559a3dd9e6db4",
+    sha256 = "12d521f4c919d8f7714c620dfc113570af743715103d981189736514974a4127",
+    git_commit = "21122d1ed2e065a516d7ab98fc21948d3e912d4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 28963366c7059567acd0c826e8a8ad660853a96e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jul 2022 06:01:27 -0700
Subject: [PATCH 6038/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99ddcfa0-973d-413c-9758-7316dab67729

PiperOrigin-RevId: 462812137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7137724c862..0198eb0ebf8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12d521f4c919d8f7714c620dfc113570af743715103d981189736514974a4127",
-    git_commit = "21122d1ed2e065a516d7ab98fc21948d3e912d4c",
+    sha256 = "38e34c6f7a4e922c5c88facfa2470573e1571575cea01e6a62e2857a7e6ad6aa",
+    git_commit = "d42edf7010ec8e031799503759a76061b25b0068",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From da37b02db3f54e3493967e848ec8085f0a3a2a42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Jul 2022 18:01:30 -0700
Subject: [PATCH 6039/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4546a134-752c-4735-8b9f-cc8f947b5984

PiperOrigin-RevId: 462866907
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0198eb0ebf8..f9e0d092d5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38e34c6f7a4e922c5c88facfa2470573e1571575cea01e6a62e2857a7e6ad6aa",
-    git_commit = "d42edf7010ec8e031799503759a76061b25b0068",
+    sha256 = "97b05312aed7bf890c4074a302e8425e045533bb9034bd15710168ee6d6595d1",
+    git_commit = "1949eec4f52bfed8349cffb677da418df95451f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ce08694f970f8cb91642ed75d409fdaa6ea802e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jul 2022 00:01:27 -0700
Subject: [PATCH 6040/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5103f78-f335-4a5d-9f58-fb34be571045

PiperOrigin-RevId: 462894612
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9e0d092d5f..3572f22f9c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97b05312aed7bf890c4074a302e8425e045533bb9034bd15710168ee6d6595d1",
-    git_commit = "1949eec4f52bfed8349cffb677da418df95451f4",
+    sha256 = "5b0cc67b35dc771b106705a09c805a892ec556d5c2d7aaff44fb5d25b56d1081",
+    git_commit = "552bfced6ce4809db5f3ca305f60ff80dd40c5a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1c69472a50eb3b05a49cc17b4ad27428adc9b43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jul 2022 06:01:24 -0700
Subject: [PATCH 6041/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b421517-75d6-4c8d-acd0-94969284374b

PiperOrigin-RevId: 462924621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3572f22f9c2..9fd0041c85e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b0cc67b35dc771b106705a09c805a892ec556d5c2d7aaff44fb5d25b56d1081",
-    git_commit = "552bfced6ce4809db5f3ca305f60ff80dd40c5a3",
+    sha256 = "5931435f51b9a5f099cdd5211901a32a12ded9c4de0ca5ac77697c0c2603813e",
+    git_commit = "b4645bdcde541799357d5483e091298205dfdc63",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f01fbfcced2aa6b798edd22b983330b2c9d3a2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Jul 2022 12:01:16 -0700
Subject: [PATCH 6042/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/084f99d5-184f-45e2-a983-97dcf471bb4c

PiperOrigin-RevId: 462953203
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9fd0041c85e..d08b3b1bf86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5931435f51b9a5f099cdd5211901a32a12ded9c4de0ca5ac77697c0c2603813e",
-    git_commit = "b4645bdcde541799357d5483e091298205dfdc63",
+    sha256 = "a7c1f7da64eab91976666b4c19d9fde56e75b106263f71179cf2ede6956ce464",
+    git_commit = "2780589f2cfa635b8d5713373835621b17e11e0f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1c602375d15b95877c909881909323134cf8fd8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jul 2022 00:01:19 -0700
Subject: [PATCH 6043/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c25bc01-24bc-42b6-b402-9cc0f338e9fc

PiperOrigin-RevId: 463014947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d08b3b1bf86..fd557aadef6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7c1f7da64eab91976666b4c19d9fde56e75b106263f71179cf2ede6956ce464",
-    git_commit = "2780589f2cfa635b8d5713373835621b17e11e0f",
+    sha256 = "cadbe3b68f29a37819d2813c3f5ddbeca81d27a10b8e2995eb335929a338a4e7",
+    git_commit = "dfc7e7245ab6319e4c8a64dceb5667b19cd0cf51",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ed915dd7a233e24ad502a4448af7f2c77cf53c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jul 2022 06:01:17 -0700
Subject: [PATCH 6044/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d583ff2f-509e-4bb3-a48d-0b9c6c8eb2aa

PiperOrigin-RevId: 463066572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd557aadef6..8535e707398 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cadbe3b68f29a37819d2813c3f5ddbeca81d27a10b8e2995eb335929a338a4e7",
-    git_commit = "dfc7e7245ab6319e4c8a64dceb5667b19cd0cf51",
+    sha256 = "bc05f177f93004b4af360d2dde9fda0598bbfffdd5034e28bbabf02bcd16eadb",
+    git_commit = "b2df2dea6e613f22145f723948b04c5246f3a943",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dbc3ab1a6eb743b34e1e11352c0c650c75e18e9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jul 2022 12:01:20 -0700
Subject: [PATCH 6045/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9be83bf-f540-49e9-90f5-75d0b5e9b120

PiperOrigin-RevId: 463143669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8535e707398..282e75f7375 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc05f177f93004b4af360d2dde9fda0598bbfffdd5034e28bbabf02bcd16eadb",
-    git_commit = "b2df2dea6e613f22145f723948b04c5246f3a943",
+    sha256 = "9a017431ae62cdf2a80f8259f168d37bcab9115dc5e09a57eb935b5ca012f956",
+    git_commit = "b09da08e1046a4a13123fcd758cd0a984080eb65",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a5c960d7457d3c351c1efe1b477d883b172ccbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Jul 2022 18:01:17 -0700
Subject: [PATCH 6046/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39e20407-8bd4-455c-8ea0-62cd5e28dcd6

PiperOrigin-RevId: 463220225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 282e75f7375..38aa47bde79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a017431ae62cdf2a80f8259f168d37bcab9115dc5e09a57eb935b5ca012f956",
-    git_commit = "b09da08e1046a4a13123fcd758cd0a984080eb65",
+    sha256 = "74d1885a0b08f5a8be37252b584564ffb84fbffab309d5745a2f5aedd74dfe25",
+    git_commit = "044fc36bf4490a9b88b8ceaa0d6f227c71aad0fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e05422a3c1db344537cc731cf42d2554cfbe92ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jul 2022 00:01:59 -0700
Subject: [PATCH 6047/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f4e367a-88d5-45c4-9916-36eb1bec04c9

PiperOrigin-RevId: 463265503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38aa47bde79..4d31a77b57f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74d1885a0b08f5a8be37252b584564ffb84fbffab309d5745a2f5aedd74dfe25",
-    git_commit = "044fc36bf4490a9b88b8ceaa0d6f227c71aad0fb",
+    sha256 = "865ee88554e0ef1fe7e24a8770076aaf5ebcd5280d9a722ca8a84815172e531d",
+    git_commit = "479d25da28e315a183451711849f6e71fe8aa4e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 07f64d4136feeaa6851eda41185b19f5482cc9f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jul 2022 06:01:23 -0700
Subject: [PATCH 6048/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2deb82b-c5ea-4cea-9292-b6d7339e4ea3

PiperOrigin-RevId: 463316697
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d31a77b57f..1560c6a2fe2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "865ee88554e0ef1fe7e24a8770076aaf5ebcd5280d9a722ca8a84815172e531d",
-    git_commit = "479d25da28e315a183451711849f6e71fe8aa4e1",
+    sha256 = "99528a89e7574bcd5945c7ab6ec722cf4706e992115624901654e8ab1d24bba0",
+    git_commit = "368bcd818415560befcc4012529d0bde61257ed2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 75ae24093945791b48e13d4351ac771171f15017 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Jul 2022 18:01:29 -0700
Subject: [PATCH 6049/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cfa22285-bf13-4827-b3bb-3270060477d1

PiperOrigin-RevId: 463469606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1560c6a2fe2..c8ef26903f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99528a89e7574bcd5945c7ab6ec722cf4706e992115624901654e8ab1d24bba0",
-    git_commit = "368bcd818415560befcc4012529d0bde61257ed2",
+    sha256 = "fe6753e0784c855e4ae9bcd8f348b6c67d2fd9afd8ba6788a64f253f692af5b9",
+    git_commit = "9e938054241976368f4614f96070722f9181984c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc60438d21a43e85e38825d99e52848f83dfeff4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jul 2022 00:04:13 -0700
Subject: [PATCH 6050/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd89450b-32c3-46bf-9479-6d196afbb7da

PiperOrigin-RevId: 463515968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8ef26903f9..167a5a560ce 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe6753e0784c855e4ae9bcd8f348b6c67d2fd9afd8ba6788a64f253f692af5b9",
-    git_commit = "9e938054241976368f4614f96070722f9181984c",
+    sha256 = "db4106aefe3b47c565b44d975e6c42c117f63b41458b7d16de505306cc35f153",
+    git_commit = "b1853b4d39c1648501b320d46487741a938dd768",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 774bd9538a45413fbf18f4c30243c6e2b12656b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jul 2022 06:01:35 -0700
Subject: [PATCH 6051/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ada8ee0f-530f-464c-8170-1be617bd831c

PiperOrigin-RevId: 463566597
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 167a5a560ce..6e3c372bfbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db4106aefe3b47c565b44d975e6c42c117f63b41458b7d16de505306cc35f153",
-    git_commit = "b1853b4d39c1648501b320d46487741a938dd768",
+    sha256 = "31aaceda917f5f0fd1f848fe0a2b41932d402c225351cd9ba75f5af582288fb7",
+    git_commit = "3aebf075843c6db0a2a72dcf2281b61aa300a8e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3de50077852c16779e725497ef102462e5bacd62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jul 2022 12:01:26 -0700
Subject: [PATCH 6052/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98a900ec-ec70-4928-9a67-27ee787b2942

PiperOrigin-RevId: 463644394
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e3c372bfbc..349c6790dbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31aaceda917f5f0fd1f848fe0a2b41932d402c225351cd9ba75f5af582288fb7",
-    git_commit = "3aebf075843c6db0a2a72dcf2281b61aa300a8e8",
+    sha256 = "ed7f30884a7852453e870e3e203078618bf14dbc6b1339a3aaac50af607ada8a",
+    git_commit = "cadeb08e85ec05d3acf64714543e6519e52448c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3443a287db8b7598c87a480f3e9e1df3d3565bff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Jul 2022 18:01:21 -0700
Subject: [PATCH 6053/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ca3a6a7-fd43-440f-a1a5-7437859e3c12

PiperOrigin-RevId: 463721938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 349c6790dbe..e7cde23e2b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ed7f30884a7852453e870e3e203078618bf14dbc6b1339a3aaac50af607ada8a",
-    git_commit = "cadeb08e85ec05d3acf64714543e6519e52448c0",
+    sha256 = "17254e720ab83d3f0baa7330d6cfaf46c5aeee2b2220b65ccd69c951e62fdb24",
+    git_commit = "e3fb392bad8c79a65131ca2470ee4db2c5860b8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2493f56ca6ba72ded2b020178ffb6dbcf0070a84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jul 2022 00:01:38 -0700
Subject: [PATCH 6054/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e53dbf1-7a58-4b27-a2ba-2b8a71690dc7

PiperOrigin-RevId: 463766788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e7cde23e2b5..3b1c8bc00ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17254e720ab83d3f0baa7330d6cfaf46c5aeee2b2220b65ccd69c951e62fdb24",
-    git_commit = "e3fb392bad8c79a65131ca2470ee4db2c5860b8c",
+    sha256 = "f5139aff2516a98aa46a9da43488eac3af79c9a56f2e1f691516af4ea675e744",
+    git_commit = "b835ad5009f42980328d973161b362860bcfa451",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2effa652944d640d1c7928552cce4959aa89837 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jul 2022 06:01:27 -0700
Subject: [PATCH 6055/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d8fa760-dda0-4954-8b27-885b8d9057b8

PiperOrigin-RevId: 463818956
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b1c8bc00ac..88c2988541d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5139aff2516a98aa46a9da43488eac3af79c9a56f2e1f691516af4ea675e744",
-    git_commit = "b835ad5009f42980328d973161b362860bcfa451",
+    sha256 = "2e6aef3052fb1763979a1f0913dd72babeb0a902f5c84f51b9cf1abe8bfc673f",
+    git_commit = "f8b8568001d16db20cbd5c1bc8722168e834bc36",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f660c02519299a7e6a79be844c8f4ff5a633195f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jul 2022 12:01:31 -0700
Subject: [PATCH 6056/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2c45234-4b31-42ed-9d36-f0966b6951ba

PiperOrigin-RevId: 463892542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88c2988541d..d8d92c79132 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e6aef3052fb1763979a1f0913dd72babeb0a902f5c84f51b9cf1abe8bfc673f",
-    git_commit = "f8b8568001d16db20cbd5c1bc8722168e834bc36",
+    sha256 = "d8c8ac5ffbebef2231ad6145aa7a0d82b9cb0389f8c39378d94335a994befdd6",
+    git_commit = "fe6f5ecfa482bb68049810526e7331a433ba2e98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5bf739149924ee8c0dcfd17da29c24320bd4e185 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Jul 2022 18:01:27 -0700
Subject: [PATCH 6057/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6124920-1954-4ae7-8d0a-9d7d87881701

PiperOrigin-RevId: 463968951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8d92c79132..9e8996e052e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8c8ac5ffbebef2231ad6145aa7a0d82b9cb0389f8c39378d94335a994befdd6",
-    git_commit = "fe6f5ecfa482bb68049810526e7331a433ba2e98",
+    sha256 = "2e583a605cf311cf5c920905e1ead035691deee803718e9f1ba922be25125b55",
+    git_commit = "3420fe2ae81984711a166b4887e26c3fa3767638",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79ac1fd809ce4b09189dd4bf64da42cac9696801 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 28 Jul 2022 18:04:20 -0700
Subject: [PATCH 6058/8103] Internal change.

PiperOrigin-RevId: 463969580
---
 tensorflow_serving/servables/tensorflow/BUILD |   1 +
 .../tensorflow/saved_model_warmup_util.cc     | 128 +++++++++++++++---
 .../saved_model_warmup_util_test.cc           |  39 ++++--
 .../tensorflow/session_bundle_config.proto    |   2 +
 4 files changed, 135 insertions(+), 35 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3d54ece58bf..74481e40d8f 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -912,6 +912,7 @@ cc_library(
         ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/util:threadpool_executor",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index e8b792d8579..43d1f2adf66 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -21,6 +21,9 @@ limitations under the License.
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
 namespace serving {
@@ -60,7 +63,6 @@ Status RunSavedModelWarmup(
     // Having warmup data is optional, return OK
     return Status::OK();
   }
-
   const int num_request_iterations = [&]() {
     if (model_warmup_options.has_num_request_iterations()) {
       return model_warmup_options.num_request_iterations().value();
@@ -75,31 +77,117 @@ Status RunSavedModelWarmup(
   TF_RETURN_IF_ERROR(tensorflow::Env::Default()->NewRandomAccessFile(
       warmup_path, &tf_record_file));
 
+  int num_model_warmup_threads =
+      model_warmup_options.has_num_model_warmup_threads()
+          ? std::max(model_warmup_options.num_model_warmup_threads().value(), 1)
+          : 1;
+
+  struct SharedState {
+    ::tensorflow::mutex mu;
+    int num_thread_task_done ABSL_GUARDED_BY(mu){0};
+    int num_warmup_records ABSL_GUARDED_BY(mu){0};
+    ::tensorflow::Status warm_up_status ABSL_GUARDED_BY(mu);
+    // Condition variable to wait until all scheduled warmup tasks are executed.
+    ::tensorflow::condition_variable done ABSL_GUARDED_BY(mu);
+    std::unique_ptr<tensorflow::io::SequentialRecordReader>
+        tf_record_file_reader ABSL_GUARDED_BY(mu);
+  };
+  const auto state = std::make_shared<SharedState>();
+
+  std::unique_ptr<Executor> executor;
   std::unique_ptr<tensorflow::io::SequentialRecordReader> tf_record_file_reader;
-  tf_record_file_reader.reset(
-      new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
+  Status status;
   int num_warmup_records = 0;
-  tstring record;
-  Status status = tf_record_file_reader->ReadRecord(&record);
-  tensorflow::serving::PredictionLog prediction_log;
-  while (status.ok()) {
-    if (!prediction_log.ParseFromArray(record.data(), record.size())) {
-      return errors::InvalidArgument(strings::StrCat(
-          "Failed to parse warmup record: ", record, " from ", warmup_path));
+  if (num_model_warmup_threads <= 1) {
+    tf_record_file_reader.reset(
+        new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
+    tstring record;
+    status = tf_record_file_reader->ReadRecord(&record);
+    tensorflow::serving::PredictionLog prediction_log;
+    while (status.ok()) {
+      if (!prediction_log.ParseFromArray(record.data(), record.size())) {
+        return errors::InvalidArgument(strings::StrCat(
+            "Failed to parse warmup record: ", record, " from ", warmup_path));
+      }
+
+      for (int i = 0; i < num_request_iterations; ++i) {
+        TF_RETURN_IF_ERROR(warmup_request_executor(prediction_log));
+      }
+      ++num_warmup_records;
+      if (num_warmup_records > WarmupConsts::kMaxNumRecords) {
+        return errors::InvalidArgument(
+            "Number of warmup records exceeds the maximum (",
+            WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
+      }
+      status = tf_record_file_reader->ReadRecord(&record);
     }
-
-    for (int i = 0; i < num_request_iterations; ++i) {
-      TF_RETURN_IF_ERROR(warmup_request_executor(prediction_log));
+  } else {
+    executor.reset(new ThreadPoolExecutor(Env::Default(), "Warmup_ThreadPool",
+                                          num_model_warmup_threads));
+    {
+      ::tensorflow::mutex_lock lock(state->mu);
+      state->tf_record_file_reader.reset(
+          new tensorflow::io::SequentialRecordReader(tf_record_file.get()));
     }
-    ++num_warmup_records;
-    if (num_warmup_records > WarmupConsts::kMaxNumRecords) {
-      return errors::InvalidArgument(
-          "Number of warmup records exceeeds the maximum (",
-          WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
+    for (int i = 0; i < num_model_warmup_threads; ++i) {
+      executor->Schedule([state, num_request_iterations,
+                          warmup_request_executor, warmup_path,
+                          num_model_warmup_threads]() {
+        Status status = OkStatus();
+        while (status.ok()) {
+          tstring record;
+          Status execution_status;
+          tensorflow::serving::PredictionLog prediction_log;
+          {
+            ::tensorflow::mutex_lock lock(state->mu);
+            if (state->num_warmup_records > WarmupConsts::kMaxNumRecords) {
+              state->warm_up_status = errors::InvalidArgument(
+                  "Number of warmup records exceeds the maximum (",
+                  WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
+              break;
+            }
+            if (!state->warm_up_status.ok()) {
+              break;
+            }
+            execution_status =
+                state->tf_record_file_reader->ReadRecord(&record);
+            if (!execution_status.ok()) {
+              state->warm_up_status = execution_status;
+              break;
+            }
+            if (!prediction_log.ParseFromArray(record.data(), record.size())) {
+              state->warm_up_status = errors::InvalidArgument(
+                  strings::StrCat("Failed to parse warmup record: ", record,
+                                  " from ", warmup_path));
+              break;
+            }
+          }
+          for (int i = 0; i < num_request_iterations; ++i) {
+            execution_status = warmup_request_executor(prediction_log);
+            if (!execution_status.ok()) {
+              ::tensorflow::mutex_lock lock(state->mu);
+              state->warm_up_status = execution_status;
+              break;
+            }
+          }
+          ::tensorflow::mutex_lock lock(state->mu);
+          ++state->num_warmup_records;
+          status = state->warm_up_status;
+        }
+        ::tensorflow::mutex_lock lock(state->mu);
+        if (++state->num_thread_task_done == num_model_warmup_threads) {
+          state->done.notify_one();
+        }
+      });
     }
-    status = tf_record_file_reader->ReadRecord(&record);
+    // Wait until all scheduled work are done.
+    ::tensorflow::mutex_lock lock(state->mu);
+    while (state->num_thread_task_done < num_model_warmup_threads) {
+      state->done.wait(lock);
+    }
+    status = state->warm_up_status;
+    num_warmup_records = state->num_warmup_records;
   }
-
   // OUT_OF_RANGE error means EOF was reached, re-write it to OK; in this way
   // the 'model_warm_up_latency' metric below records OK upon successful
   // warm-up.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index ee4ffdabbdd..ca6962bdf2f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -46,21 +46,29 @@ namespace serving {
 namespace internal {
 namespace {
 
-class SavedModelBundleWarmupUtilTest : public ::testing::Test {
+class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
  protected:
   SavedModelBundleWarmupUtilTest() : warmup_request_counter_(0) {}
+  bool ParallelWarmUp() { return GetParam(); }
+  ModelWarmupOptions CreateModelWarmupOptions() {
+    ModelWarmupOptions options;
+    if (ParallelWarmUp()) {
+      options.mutable_num_model_warmup_threads()->set_value(3);
+    }
+    return options;
+  }
   void FakeRunWarmupRequest() { warmup_request_counter_++; }
   int warmup_request_counter_;
 };
 
-TEST_F(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
+TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
 
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+  TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
                                      return Status::OK();
@@ -68,7 +76,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   EXPECT_EQ(warmup_request_counter_, 0);
 }
 
-TEST_F(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
+TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   string base_path = io::JoinPath(testing::TmpDir(), "WarmupDataFileEmpty");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -79,7 +87,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 0));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+  TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
                                      return Status::OK();
@@ -87,7 +95,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   EXPECT_EQ(warmup_request_counter_, 0);
 }
 
-TEST_F(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
+TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedFileFormat");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -104,7 +112,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
-      ModelWarmupOptions(), base_path,
+      CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return Status::OK(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
@@ -113,7 +121,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
                   "Please verify your warmup data is in TFRecord format"));
 }
 
-TEST_F(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
+TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
   string base_path = io::JoinPath(testing::TmpDir(), "TooManyWarmupRecords");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -127,16 +135,16 @@ TEST_F(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
-      ModelWarmupOptions(), base_path,
+      CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return Status::OK(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(
       status.ToString(),
-      ::testing::HasSubstr("Number of warmup records exceeeds the maximum"));
+      ::testing::HasSubstr("Number of warmup records exceeds the maximum"));
 }
 
-TEST_F(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
+TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   string base_path = io::JoinPath(testing::TmpDir(), "UnparsableRecord");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -147,7 +155,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
   const Status status = RunSavedModelWarmup(
-      ModelWarmupOptions(), base_path,
+      CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return Status::OK(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
@@ -155,7 +163,7 @@ TEST_F(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
               ::testing::HasSubstr("Failed to parse warmup record"));
 }
 
-TEST_F(SavedModelBundleWarmupUtilTest, RunFailure) {
+TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
   string base_path = io::JoinPath(testing::TmpDir(), "RunFailure");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -169,14 +177,15 @@ TEST_F(SavedModelBundleWarmupUtilTest, RunFailure) {
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
   Status status = RunSavedModelWarmup(
-      ModelWarmupOptions(), base_path, [](PredictionLog prediction_log) {
+      CreateModelWarmupOptions(), base_path, [](PredictionLog prediction_log) {
         return errors::InvalidArgument("Run failed");
       });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
 }
-
+INSTANTIATE_TEST_SUITE_P(ParallelWarmUp, SavedModelBundleWarmupUtilTest,
+                         ::testing::Bool());
 }  // namespace
 }  // namespace internal
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 6cba9ba3b8d..7b83321ed23 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -10,6 +10,8 @@ import "tensorflow/core/protobuf/named_tensor.proto";
 message ModelWarmupOptions {
   // Number of times a request is iterated during warmup replay. By default 1.
   google.protobuf.Int32Value num_request_iterations = 1;
+  // The number of threads to parallel execute warm up queries. By default 1.
+  google.protobuf.Int32Value num_model_warmup_threads = 2;
 }
 
 // Configuration parameters for a SessionBundle, with optional batching.

From 69bc1417b09be5a5ac565ae43e634dee339667b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jul 2022 00:03:30 -0700
Subject: [PATCH 6059/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bba5e042-c8a3-4256-a921-ff116bc9e791

PiperOrigin-RevId: 464012803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e8996e052e..d2e18e6c579 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e583a605cf311cf5c920905e1ead035691deee803718e9f1ba922be25125b55",
-    git_commit = "3420fe2ae81984711a166b4887e26c3fa3767638",
+    sha256 = "5556a34872c3830e885be1810739c7dd91ce673a797f535e0ed2d297eb8bbff2",
+    git_commit = "24ade6b65e9f18fb7d78e324d63267cae333341a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9672c761324fe77d95b2b6b31bd3cbd0369af64b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jul 2022 06:01:28 -0700
Subject: [PATCH 6060/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76a50235-f9b6-4582-965c-8f84976b8ee6

PiperOrigin-RevId: 464060920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2e18e6c579..14f416355e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5556a34872c3830e885be1810739c7dd91ce673a797f535e0ed2d297eb8bbff2",
-    git_commit = "24ade6b65e9f18fb7d78e324d63267cae333341a",
+    sha256 = "7ec7185af39b834dfd9db8fafed4a4d50a22745434ab0a805d157562654b40f5",
+    git_commit = "75e0277b14fe0e1742b217591a7117b22723a6c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01abc52935cf62eddfc3bb819dc337c37d09ebc4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jul 2022 12:01:20 -0700
Subject: [PATCH 6061/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce2cc10e-7590-4f55-afc7-349c5f9501cd

PiperOrigin-RevId: 464128252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14f416355e5..ad62cd3fe23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ec7185af39b834dfd9db8fafed4a4d50a22745434ab0a805d157562654b40f5",
-    git_commit = "75e0277b14fe0e1742b217591a7117b22723a6c3",
+    sha256 = "9cd230c6dbe786c083c4ae7fb225e0403df903531fa658ca694ee98e1f48487b",
+    git_commit = "f6f27047a8cd3f7553af3d9f0a002c04dcc061ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad4562e00fe66137fce16a1ffb4d44b53c8cf5f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Jul 2022 18:01:19 -0700
Subject: [PATCH 6062/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e804d5f-2734-4485-8e9f-e2b7180cee4e

PiperOrigin-RevId: 464194003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad62cd3fe23..a59b35d8cbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cd230c6dbe786c083c4ae7fb225e0403df903531fa658ca694ee98e1f48487b",
-    git_commit = "f6f27047a8cd3f7553af3d9f0a002c04dcc061ce",
+    sha256 = "394f176e6d214155343e6cc40f2beb33790398bfd8f3ab35b59b392507bd7352",
+    git_commit = "d8561b70a3b6f1fc10f58e9676fe9d0794fca160",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8c1162bf663d415852f0408277653d4295e05b42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Jul 2022 00:01:21 -0700
Subject: [PATCH 6063/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99fc9b4c-c5c2-49d0-b968-a6b68404fee5

PiperOrigin-RevId: 464229604
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a59b35d8cbc..5fb7821f72b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "394f176e6d214155343e6cc40f2beb33790398bfd8f3ab35b59b392507bd7352",
-    git_commit = "d8561b70a3b6f1fc10f58e9676fe9d0794fca160",
+    sha256 = "658fa94cb34fdc77cf4369bdb34659eeec1a38a28e8b0e70d404f27f7b4d73a1",
+    git_commit = "481fabfbf5e71e3fc592adbe6a60160b9e1a93ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db44af7c023c61f95a343e43fa127f6acab4a032 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Jul 2022 06:01:22 -0700
Subject: [PATCH 6064/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60e255d3-b206-4348-b7e1-bfac0259df6b

PiperOrigin-RevId: 464261734
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5fb7821f72b..4771fc7c8f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "658fa94cb34fdc77cf4369bdb34659eeec1a38a28e8b0e70d404f27f7b4d73a1",
-    git_commit = "481fabfbf5e71e3fc592adbe6a60160b9e1a93ce",
+    sha256 = "5e6aaa7a6009a54ac00da7cce756f23bc90eced0e409ad482c1c85efab1c07b4",
+    git_commit = "19903d7398905eac463b2f416c58a83b6233dff9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b53413e3156b408549cd4c8f4e8533b0b9845273 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Jul 2022 06:01:24 -0700
Subject: [PATCH 6065/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5267b2c3-66d4-47b2-a424-c1f44c6d0e8d

PiperOrigin-RevId: 464376266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4771fc7c8f4..9397840840b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e6aaa7a6009a54ac00da7cce756f23bc90eced0e409ad482c1c85efab1c07b4",
-    git_commit = "19903d7398905eac463b2f416c58a83b6233dff9",
+    sha256 = "6a3546692f866383ae1e7d953a1aed56d74866d8ffbeab7198ba5c7ab7fde696",
+    git_commit = "cf67a8102c0f9d390aa1b43dc5daa363e753393c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98d35d2df5f0d29bf3ed34faf9e99720ed007f79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Jul 2022 18:01:25 -0700
Subject: [PATCH 6066/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41bfe4f3-d831-4b51-84d8-2f77bac9d262

PiperOrigin-RevId: 464433343
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9397840840b..4935ca6ebaf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a3546692f866383ae1e7d953a1aed56d74866d8ffbeab7198ba5c7ab7fde696",
-    git_commit = "cf67a8102c0f9d390aa1b43dc5daa363e753393c",
+    sha256 = "b48b915d160a5e4b0587f8f76ec163c51a5e390470262263c3f2ca59ee6a7b3b",
+    git_commit = "056cbfdcaa1f2f37daa85b169aee367f06ec59f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4804e875ea7e9d79e2370d536e4ad9e7632ca004 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Aug 2022 00:01:30 -0700
Subject: [PATCH 6067/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b832f1e0-3686-4998-986a-8e73c8ff41de

PiperOrigin-RevId: 464468947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4935ca6ebaf..8c1a715e771 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b48b915d160a5e4b0587f8f76ec163c51a5e390470262263c3f2ca59ee6a7b3b",
-    git_commit = "056cbfdcaa1f2f37daa85b169aee367f06ec59f2",
+    sha256 = "dcd11294f2fc32e009cf2223b1e86159002bb9c0c379414cce50dd7169d28ef1",
+    git_commit = "d74d591e8f9e42be640dd93cfa0584914e25e98e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4821523e92c12dd074355dfcb8a36a55241a7bb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Aug 2022 06:01:24 -0700
Subject: [PATCH 6068/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f939ec1-5a51-4c27-8057-0c04428dc061

PiperOrigin-RevId: 464517073
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c1a715e771..f69d599829b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcd11294f2fc32e009cf2223b1e86159002bb9c0c379414cce50dd7169d28ef1",
-    git_commit = "d74d591e8f9e42be640dd93cfa0584914e25e98e",
+    sha256 = "50ea5eb0009f8459f64a31edb36c6f057deb96f08b9bcf6f27528efc21aec951",
+    git_commit = "c09dc18b15a56f3e72a08c9f3a53e7ef347d159d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b036dfe094dddd8bc0c7ea528404e00fc1b200dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Aug 2022 12:01:23 -0700
Subject: [PATCH 6069/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17e4cca4-777f-46a5-9fe0-1e8ba5c7af49

PiperOrigin-RevId: 464589496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f69d599829b..ba72b18719b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50ea5eb0009f8459f64a31edb36c6f057deb96f08b9bcf6f27528efc21aec951",
-    git_commit = "c09dc18b15a56f3e72a08c9f3a53e7ef347d159d",
+    sha256 = "d75f6cb6823a24e9a194d9b8a3ed6e06bc2f0ad59a81ea318af175f782c124c4",
+    git_commit = "01ef8fc6e36310ae1dbd077d3f28d57cd061abc8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b955d7f8e2d23bc3bae8699772bcf4991cee2154 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 1 Aug 2022 15:34:26 -0700
Subject: [PATCH 6070/8103] Update TF Text to v2.7.3.

PiperOrigin-RevId: 464639642
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 5370119 -> 4899007 bytes
 .../variables/variables.data-00000-of-00001   | Bin 342 -> 342 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |   6 +-
 third_party/tf_text/tftext.patch              |  68 +++++++++++++++++-
 6 files changed, 70 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index c066bb37990..3229f49919f 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.6.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
+ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.7.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index a401a795f5511372a9b894aa0481ce0c3bd3e654..f140107dbb58b413f5a636fe01cee317b474d6a6 100644
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index 043b87e07f7a38954d1577525e3b14013211f74e..4412172aa98354cb0dbb817d6c0ddb9a5e3ec48b 100644
GIT binary patch
delta 87
zcmcb{bd71k98PHt4k7Wp{Ji*yh9WXt9GpUIIf<32Ma5j)99%-|xv3>ZnaRam@*La~
Z_sIzfa_|W8g5~3(G81K7cp12mAOPu+6np>x

delta 111
zcmcb{bd71k9D6Pf4k5Oj#LCp7VlF`rP9a_}J3cqHq$o4Fm`k36OGp|bRFs-tnv+<R
sS(R9lnV%P*lV4n%T0BuklUbUBd*Xbl$$E^^QrsLoLhLZT3|vSM0BijoB>(^b

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index b9c932cf49a4109cb551c9e9941879d08180ca1e..3e49b8d56de7fd89971635133ba43d41a0166e48 100644
GIT binary patch
delta 27
fcmbQpIFWIJf#5g(8)q1RfDuG|*u0o+qGJF6ap4FK

delta 27
fcmbQpIFWIJfnZXAfd~T-FoKAv>1XaubPNChQiler

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 08c3cc28dab..cc93fe815fb 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "0991ff93959a0e3ec7d16ba9d9ff9b4463bba565da402f1460cdbfa731112034",
-        strip_prefix = "text-2.6.0",
-        url = "https://github.com/tensorflow/text/archive/v2.6.0.zip",
+        sha256 = "7c6940e1fce8574f655fd5b20ab82e60b65bddb4c08b7ce669d8d6761e245bb9",
+        strip_prefix = "text-2.7.3",
+        url = "https://github.com/tensorflow/text/archive/v2.7.3.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index d0af8a65e14..5cd4fc6bd83 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,14 +1,78 @@
+diff --git a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
+index c1f0e4e..a92ecd8 100644
+--- a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
++++ b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
+@@ -32,7 +32,7 @@ namespace {
+ template <bool kGetPieces>
+ int GetCurrentOutputSize(std::vector<std::string>* output_pieces,
+                          std::vector<int>* output_ids) {
+-  if constexpr (kGetPieces) {
++  if (kGetPieces) {
+     return output_pieces->size();
+   } else {
+     return output_ids->size();
+@@ -538,10 +538,10 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+     std::vector<int>* output_end_offsets) const {
+   auto token_id =
+       fast_wordpiece_tokenizer_utils::GetTokenId(encoded_token_value);
+-  if constexpr (kGetIds) {
++  if (kGetIds) {
+     output_ids->push_back(token_id);
+   }
+-  if constexpr (kGetPieces || kGetOffsets) {
++  if (kGetPieces || kGetOffsets) {
+     // For suffix tokens, the length below is without the suffix indicator.
+     int token_substr_length =
+         fast_wordpiece_tokenizer_utils::GetTokenLength(encoded_token_value);
+@@ -553,7 +553,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+       // to adjust and add the length of the suffix indicator string.
+       token_substr_length += config_->suffix_indicator()->size();
+     }
+-    if constexpr (kGetPieces) {
++    if (kGetPieces) {
+       // If token id is unk_token_id, it means that it is a dummy node for
+       // punctuations that are not contained in the vocabulary, we append
+       // the unk_token in this case. Otherwise, we
+@@ -569,7 +569,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+               ? absl::StrCat(config_->suffix_indicator()->str(), subword_str)
+               : subword_str);
+     }
+-    if constexpr (kGetOffsets) {
++    if (kGetOffsets) {
+       // Record the offsets relative to the start of the whole text.
+       output_start_offsets->push_back(input_word_offset_in_text +
+                                       cur_offset_in_input_word);
+@@ -646,15 +646,15 @@ void FastWordpieceTokenizer::ResetOutputAppendUnknownToken(
+     std::vector<std::string>* output_pieces, std::vector<int>* output_ids,
+     std::vector<int>* output_start_offsets,
+     std::vector<int>* output_end_offsets) const {
+-  if constexpr (kGetPieces) {
++  if (kGetPieces) {
+     output_pieces->resize(original_num_tokens + 1);
+     output_pieces->back() = config_->unk_token()->str();
+   }
+-  if constexpr (kGetIds) {
++  if (kGetIds) {
+     output_ids->resize(original_num_tokens + 1);
+     output_ids->back() = config_->unk_token_id();
+   }
+-  if constexpr (kGetOffsets) {
++  if (kGetOffsets) {
+     output_start_offsets->resize(original_num_tokens + 1);
+     output_start_offsets->back() = input_word_offset_in_text;
+ 
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 96cb329..1bb98ec 100644
+index ff40480..b649cfc 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -126,8 +126,7 @@ def tf_cc_library(
+@@ -123,8 +123,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
 -            "@local_config_tf//:libtensorflow_framework",
 -            "@local_config_tf//:tf_header_lib",
 +            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
++            "@org_tensorflow//tensorflow/lite/kernels/shim:status_macros", "@org_tensorflow//tensorflow/lite/kernels/shim:tf_op_shim", "@org_tensorflow//tensorflow/lite/kernels/shim:op_kernel", "@org_tensorflow//tensorflow/lite/kernels/shim:tensor_view", "@org_tensorflow//tensorflow/lite/kernels/shim:shape",
          ] + tf_deps + oss_deps,
      })
      native.cc_library(

From 3798431a8c0cb6a4cb1c289a0b7d87c059389450 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Aug 2022 18:01:21 -0700
Subject: [PATCH 6071/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5f0f4c1-8882-41fa-91ae-2850d6db1dc1

PiperOrigin-RevId: 464667510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba72b18719b..bf94a563916 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d75f6cb6823a24e9a194d9b8a3ed6e06bc2f0ad59a81ea318af175f782c124c4",
-    git_commit = "01ef8fc6e36310ae1dbd077d3f28d57cd061abc8",
+    sha256 = "63c94e633e066155193440747c54485cc20d45b273ee0ead059a0a57b86681c7",
+    git_commit = "039156945c876a3e95e8c8e072c59ed24623b750",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23459df46c7ac0ee2151a42d00e4dc5d704003ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Aug 2022 00:01:29 -0700
Subject: [PATCH 6072/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac49db6a-f68c-401a-9fc5-f298321e64b5

PiperOrigin-RevId: 464715509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf94a563916..15954a032ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63c94e633e066155193440747c54485cc20d45b273ee0ead059a0a57b86681c7",
-    git_commit = "039156945c876a3e95e8c8e072c59ed24623b750",
+    sha256 = "bd4d689619a18bb414f3e593cc1d32982e6ff672c469e34e041873f050b609a3",
+    git_commit = "89f0aa136f7d57a11c487ad06d9689794908befd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f80a151b4dd4b464d863298d4d604160a48b0f66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Aug 2022 06:01:28 -0700
Subject: [PATCH 6073/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7769430b-1e97-4d29-b83a-50d56ba26a5a

PiperOrigin-RevId: 464770880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15954a032ef..4135321197e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd4d689619a18bb414f3e593cc1d32982e6ff672c469e34e041873f050b609a3",
-    git_commit = "89f0aa136f7d57a11c487ad06d9689794908befd",
+    sha256 = "d8811e1659b404a7459e05bcefffeae087b04dc6d16df7b45c28813e9bbf8097",
+    git_commit = "ee2f5e75528a5c66d88a121a5cb46699fb80ed1d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8748a3f7ec7a6c31261479dc3e47ea77faa745df Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 2 Aug 2022 11:28:38 -0700
Subject: [PATCH 6074/8103] Add release notes for tf-serving 2.7.3

PiperOrigin-RevId: 464841965
---
 RELEASE.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index efb1f3b1d30..5c3e44b3fe0 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,18 @@
+# Release 2.7.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* Update TF Text to v2.7.3 (commit: ee7892be7801a0e4ae9a6dd8b5f7bab06ae9c87c)
+* This release is based on TF version 2.7.3
+
 # Release 2.9.1
 
 ## Major Features and Improvements

From 47f6fdfc25471596b11ac181f6a75557af3c1799 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Aug 2022 12:01:31 -0700
Subject: [PATCH 6075/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d45d8fd-ded6-49cc-9004-7b6455b5265a

PiperOrigin-RevId: 464852460
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4135321197e..cef8dfd71c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8811e1659b404a7459e05bcefffeae087b04dc6d16df7b45c28813e9bbf8097",
-    git_commit = "ee2f5e75528a5c66d88a121a5cb46699fb80ed1d",
+    sha256 = "7bfbb747130a4eb5f3b56138a97c30a8b5e1c4eb8f9f91aea0341946fed41732",
+    git_commit = "cfc5ac84d80b705b8fc83350e7d5ca34e1daac17",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55ea7bc075cf65f254f9054ca18db6a814df5940 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Aug 2022 18:01:21 -0700
Subject: [PATCH 6076/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c18dcd77-f346-497e-8ba5-9e76c7f55490

PiperOrigin-RevId: 464933155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cef8dfd71c8..e12efcbc05f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7bfbb747130a4eb5f3b56138a97c30a8b5e1c4eb8f9f91aea0341946fed41732",
-    git_commit = "cfc5ac84d80b705b8fc83350e7d5ca34e1daac17",
+    sha256 = "5c2625ff7aff520af30e5ac13a78fb145b89ac8f99d5351582e9dd08be718f9c",
+    git_commit = "8e34bdd2efa458ad7099cc5e23cf5288f33c7e71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7d6c108b1e97e189a5971a96374e6799336e5f74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Aug 2022 00:01:30 -0700
Subject: [PATCH 6077/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c86fed55-2ef3-474b-9d7a-2167a944cfff

PiperOrigin-RevId: 464982982
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e12efcbc05f..d5243e893ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c2625ff7aff520af30e5ac13a78fb145b89ac8f99d5351582e9dd08be718f9c",
-    git_commit = "8e34bdd2efa458ad7099cc5e23cf5288f33c7e71",
+    sha256 = "31eadff0cfd3eabdaae9312bf491cf32020b1ca3dcd2266b344efad6a1ffb24d",
+    git_commit = "42c62eecd6c20b072be562441d0d5e5c0fb430dc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8829f54aa005074340383d0f6fd8c77eaf704788 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Aug 2022 06:01:27 -0700
Subject: [PATCH 6078/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8490d08-4f7c-4c69-b461-7e9b06c1d6f6

PiperOrigin-RevId: 465036036
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5243e893ae..3aedb649c79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31eadff0cfd3eabdaae9312bf491cf32020b1ca3dcd2266b344efad6a1ffb24d",
-    git_commit = "42c62eecd6c20b072be562441d0d5e5c0fb430dc",
+    sha256 = "72241683de2ef2164cb073916862a67d3657212fa4f5686287069febcca37bd6",
+    git_commit = "e49b03f473dd84699bc4c91a45ee30aa4a3ceb3a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e8ce792ae259593597fce4913370eed773f5447 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Aug 2022 12:01:37 -0700
Subject: [PATCH 6079/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e8726d8-c52f-4a4b-ace4-d238a1ece5c7

PiperOrigin-RevId: 465113020
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3aedb649c79..a9c4bc65865 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72241683de2ef2164cb073916862a67d3657212fa4f5686287069febcca37bd6",
-    git_commit = "e49b03f473dd84699bc4c91a45ee30aa4a3ceb3a",
+    sha256 = "b9e16327984e62c2d909cd3a63dd3fe14334ffcd381234e7b43cecf5fd88b61f",
+    git_commit = "c7680eeb0cb2ef2e02610a5a5942af6c85620fde",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c5e8dc3e351ccc672b6655cc92ecb02a52b16264 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Aug 2022 18:01:31 -0700
Subject: [PATCH 6080/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00706ddd-d936-47e7-9e2a-f18d14c66e7a

PiperOrigin-RevId: 465193753
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9c4bc65865..f16eec737cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9e16327984e62c2d909cd3a63dd3fe14334ffcd381234e7b43cecf5fd88b61f",
-    git_commit = "c7680eeb0cb2ef2e02610a5a5942af6c85620fde",
+    sha256 = "28b26c192ab720b7fce96f0bf310e52acbb2586906cf0da6d0b69e3434160858",
+    git_commit = "a27c5c841be3f6cfbcb3148f68c0f6c28bf123a9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d77d96ed77c26d4e187768ffc03f22021c0270dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Aug 2022 00:01:43 -0700
Subject: [PATCH 6081/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f526744f-55b9-4a81-a0b8-a8807beeb0dd

PiperOrigin-RevId: 465240552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f16eec737cd..f47a37b17e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28b26c192ab720b7fce96f0bf310e52acbb2586906cf0da6d0b69e3434160858",
-    git_commit = "a27c5c841be3f6cfbcb3148f68c0f6c28bf123a9",
+    sha256 = "b9a3653b203d949fff0707053d8ecb41f594c2c51667c5d0f2619ee292c1c891",
+    git_commit = "c0edbc8f170fd6b70ba0011cf2ad0092a5a98cc0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d03aeecee4d1a25553dd6ed49e2d9f8cbf60353d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Aug 2022 06:01:25 -0700
Subject: [PATCH 6082/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07fc1efd-3425-49ed-8567-eec011af0da9

PiperOrigin-RevId: 465293381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f47a37b17e7..e87848b38aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9a3653b203d949fff0707053d8ecb41f594c2c51667c5d0f2619ee292c1c891",
-    git_commit = "c0edbc8f170fd6b70ba0011cf2ad0092a5a98cc0",
+    sha256 = "e71b78392f6e75104e7cf1d8349867400f9929cb9ef55ca0ece3f5ada3c2a976",
+    git_commit = "cc2f2f1652d6d8571eb00068fd39b11e88f9bbf8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7bf21eb8111b18f94219303130ac7c3e007cef7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Aug 2022 12:01:29 -0700
Subject: [PATCH 6083/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fa82fcf-0ce4-4c6a-bd41-49209dbcaa50

PiperOrigin-RevId: 465370761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e87848b38aa..5a4b51fe64b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e71b78392f6e75104e7cf1d8349867400f9929cb9ef55ca0ece3f5ada3c2a976",
-    git_commit = "cc2f2f1652d6d8571eb00068fd39b11e88f9bbf8",
+    sha256 = "519ee4987c0042096f6b6cc82ace0a786e59b4c9b7ac06ddc93000c6c73641d9",
+    git_commit = "c56abf9f4e06105c088b2cb5a3293b73a458634d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20655b5904fdb4a810bfd8aef22db8becd4e80f3 Mon Sep 17 00:00:00 2001
From: CJ Carey <cjcarey@google.com>
Date: Thu, 4 Aug 2022 14:13:28 -0700
Subject: [PATCH 6084/8103] No-op for public code.

PiperOrigin-RevId: 465401814
---
 tensorflow_serving/servables/tensorflow/util.cc | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index fc858926440..7dbaa59d063 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -134,10 +134,16 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
   // time get the count of num_examples as well.
   bool parse_serialized_input_ok = false;
 #if defined(PLATFORM_GOOGLE)
-  // Benchmark ('BM_InputToSerializedExample') can help measure the effect of
-  // changes in the future.
-  parse_serialized_input_ok =
-      serialized_input.ParseFromCord(input.SerializeAsCord());
+  {
+    // Benchmark ('BM_InputToSerializedExample') can help measure the effect of
+    // changes in the future.
+    absl::Cord tmp;
+    if (!input.SerializeToCord(&tmp)) {
+      return errors::InvalidArgument("Input failed to serialize. Size = ",
+                                     input.ByteSizeLong());
+    }
+    parse_serialized_input_ok = serialized_input.ParseFromCord(tmp);
+  }
 #else
   parse_serialized_input_ok =
       serialized_input.ParseFromString(input.SerializeAsString());

From 066be18a042dc2fd23d612460ae3b8c2dc1ed1bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Aug 2022 18:01:21 -0700
Subject: [PATCH 6085/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e573fb5c-7d56-4f4a-ae9e-2c05d345f4f3

PiperOrigin-RevId: 465448923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a4b51fe64b..6a644ce153f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "519ee4987c0042096f6b6cc82ace0a786e59b4c9b7ac06ddc93000c6c73641d9",
-    git_commit = "c56abf9f4e06105c088b2cb5a3293b73a458634d",
+    sha256 = "4e8c6ba4a39d5cb206341fa0f6d95bb7f11f98b0439fad84ee9af7f8bca106d6",
+    git_commit = "a0bc657d63da06aa44267ed04950664fa29a4fd0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a854cb89bdf388f1227a80c2cf379cb977a768a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Aug 2022 00:01:29 -0700
Subject: [PATCH 6086/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62eb71c4-30d6-436d-823d-fcf0542b1dc5

PiperOrigin-RevId: 465496708
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a644ce153f..fd3b9ea97c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e8c6ba4a39d5cb206341fa0f6d95bb7f11f98b0439fad84ee9af7f8bca106d6",
-    git_commit = "a0bc657d63da06aa44267ed04950664fa29a4fd0",
+    sha256 = "6f0e9e1e00bc6ff8d22a8625106f1604f9b465a15810dbb51bea8fb74347953e",
+    git_commit = "c371435ab14c40b42caf8fab385cf4cc6d7965fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 238435b5fece7f3cb89a75c55ab3e30a0bab2dd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Aug 2022 06:01:26 -0700
Subject: [PATCH 6087/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/657eb277-ed29-4a73-9ad2-bbdb5d8cdce6

PiperOrigin-RevId: 465546089
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd3b9ea97c5..ce4512d5e67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f0e9e1e00bc6ff8d22a8625106f1604f9b465a15810dbb51bea8fb74347953e",
-    git_commit = "c371435ab14c40b42caf8fab385cf4cc6d7965fc",
+    sha256 = "284cfd3f109b8714d5945c09f4cda1153a9093ff23140dce811369d69919f5a8",
+    git_commit = "1f4cb41d9d85380673059cb730bd731a38c24cd8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27848d2c2348505345c15c3e71a7b36d248c07fe Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 5 Aug 2022 11:04:08 -0700
Subject: [PATCH 6088/8103] Add release notes for tf-serving 2.10.0-rc0

PiperOrigin-RevId: 465602393
---
 RELEASE.md | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 5c3e44b3fe0..f34f0461955 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,27 @@
+# Release 2.10.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* tfs:aarch64: add aarch64 mkl bazel config to enable onednn+acl backend (commit: 1285e41acc707ba0d18e8eaf8a42c6d5110e8af8)
+* Match packages in devel and non-devel GPU with TF dockerfile. (commit: a8ffec79e0794650a4c0856c4122032e985296cc)
+* Validate batching params when creating the wrapped (batching) session, (commit: 48ff72dcb6582e989452ba870c88a2bb710ea0c4)
+* Merge and clean up implementations of `GetModelDiskSize` and `GetAllDescendants` in util.cc. (commit: 6da9c43c5f71abe361841fb3fd5eaad57fc847b1)
+* Parallelize iteration over child files in `GetModelDiskSize` (commit: d09d2efe6e9b88ef0266e5982a3e732da14dc93b)
+* Fix gpu docker build failure due to bad substitution (commit: 1d7cd5b2ba43c3d98f0c8bef6806c203b2c14592)
+* Call run_returning_status instead of run (commit: 8f9085ac678755afea6bf0067fe40a32e37ce2fa)
+* Fixing broken link for [ResNet in TensorFlow](https://www.tensorflow.org/api_docs/python/tf/keras/applications/resnet). (commit: b15210ca076b11eaa2dfd0ac2fb125be780c5d40)
+* Update the TensorFlow BatchingSession metric monitoring class to be compatible with Google's internal monitoring tools. (commit: 05b944ad9367027a1082756a3069619f44955de1)
+* Increase timeout for model tests. (commit: 677ba5a07813c4fb5a2ffb4567a7ec4a137eebe6)
+* Use pb.h for topology.proto. (commit: 21fda280bc72bdbc4386c7b0d2ad4b97264921ad)
+
 # Release 2.7.3
 
 ## Major Features and Improvements

From 395401989b0e882384f00ae8eea282eca19db7a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Aug 2022 12:01:26 -0700
Subject: [PATCH 6089/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9a174913-944c-4574-bce2-c323192b72ce

PiperOrigin-RevId: 465617484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce4512d5e67..7223f0c7c8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "284cfd3f109b8714d5945c09f4cda1153a9093ff23140dce811369d69919f5a8",
-    git_commit = "1f4cb41d9d85380673059cb730bd731a38c24cd8",
+    sha256 = "4538cb294e5602042975b3b951eb27285363edb643abce4307743daab70cbed1",
+    git_commit = "ea80429637ec588545fb2b0712394333701a031a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cee0b3e3abfbbbb36b210ed421a6d85d0231428c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Aug 2022 18:01:20 -0700
Subject: [PATCH 6090/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2bf106cc-c252-44f1-9b80-94284908d379

PiperOrigin-RevId: 465685303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7223f0c7c8f..edfbb5d85b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4538cb294e5602042975b3b951eb27285363edb643abce4307743daab70cbed1",
-    git_commit = "ea80429637ec588545fb2b0712394333701a031a",
+    sha256 = "3d3fc5f3bed7b0c110479274b9ee63bb51158f0f7e328d808332981d22eafc2d",
+    git_commit = "81c440628b6026dd92a8c9d148558249fe8a243c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c499d1cb7761129d2b85ebeaefd3bd87ad9a4ddc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Aug 2022 00:01:43 -0700
Subject: [PATCH 6091/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7de26c5b-b7b0-488d-a57d-9373ced54df3

PiperOrigin-RevId: 465721241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edfbb5d85b2..588bbdef33f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d3fc5f3bed7b0c110479274b9ee63bb51158f0f7e328d808332981d22eafc2d",
-    git_commit = "81c440628b6026dd92a8c9d148558249fe8a243c",
+    sha256 = "25a066fc2c804afb81e225166e0b5ae5f762c9fc8b713f295e7042e2fe4b1999",
+    git_commit = "6479186fba791386a5962f53c1e2d2cbf51c3dc0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a0c80e9d57d06fc58cca8d5d12a9dd5cb3918eac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Aug 2022 06:02:18 -0700
Subject: [PATCH 6092/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b727dcf-8b2e-4de2-b0a1-fe7c65b69de7

PiperOrigin-RevId: 465755537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 588bbdef33f..fdc55fde6b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25a066fc2c804afb81e225166e0b5ae5f762c9fc8b713f295e7042e2fe4b1999",
-    git_commit = "6479186fba791386a5962f53c1e2d2cbf51c3dc0",
+    sha256 = "7339efa7faba73e2b8f1da1684f6a7c45009c670001fe5fd03bcee83d4508e69",
+    git_commit = "f7bd96e6d866a22f020bfade79ca1f14b76724bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c0ec9f2ba312d6c4706c331949f4d65461a9e5bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Aug 2022 00:01:36 -0700
Subject: [PATCH 6093/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ac0049a-ed42-47bb-ab80-7a42e182b1f9

PiperOrigin-RevId: 465838010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdc55fde6b7..7d255b4db42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7339efa7faba73e2b8f1da1684f6a7c45009c670001fe5fd03bcee83d4508e69",
-    git_commit = "f7bd96e6d866a22f020bfade79ca1f14b76724bb",
+    sha256 = "e348d3d2672310e9b8667473e5ed044def93e717fed213588f23eb3859c591ac",
+    git_commit = "079714df7864320ba1b2d07a6d31ff0799308960",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 360c699e947dc5d5daf99a692476ba1948d7c6a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Aug 2022 06:01:25 -0700
Subject: [PATCH 6094/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d67f8975-6ffe-4faf-bdbf-38574a8e16ea

PiperOrigin-RevId: 465868714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d255b4db42..d86fddd4193 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e348d3d2672310e9b8667473e5ed044def93e717fed213588f23eb3859c591ac",
-    git_commit = "079714df7864320ba1b2d07a6d31ff0799308960",
+    sha256 = "79eb24a9af7d66e2e7316d37d53cd9a8b74875dfa5826efac6a214c2388591f9",
+    git_commit = "99a1782a03f531879c402e6c7ef8595c1d1af460",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2cde5ff61f42b400952f3884017e3520ed53b344 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Aug 2022 00:01:36 -0700
Subject: [PATCH 6095/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/368184ee-3f46-4df4-8117-d1786d3afbe0

PiperOrigin-RevId: 465968399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d86fddd4193..4f1af1475f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79eb24a9af7d66e2e7316d37d53cd9a8b74875dfa5826efac6a214c2388591f9",
-    git_commit = "99a1782a03f531879c402e6c7ef8595c1d1af460",
+    sha256 = "32949ad5163e05e2dcdbff1cbc01568285483d85aaff23d4b4927fe5159ba5c6",
+    git_commit = "31fab0597cbfa61ea34f07113f21a789c126eb59",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f65a3eeba90c7e3bbbe7b8efc57be8f2a9ee0e8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Aug 2022 06:01:24 -0700
Subject: [PATCH 6096/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e19d0357-8d53-465b-9667-d7b8373a9f9a

PiperOrigin-RevId: 466022163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f1af1475f0..f6271ef04fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32949ad5163e05e2dcdbff1cbc01568285483d85aaff23d4b4927fe5159ba5c6",
-    git_commit = "31fab0597cbfa61ea34f07113f21a789c126eb59",
+    sha256 = "b21949ff11ec4736e43338a15c7f9ac3640f7031ec15e6a357859c3c4f72b2a2",
+    git_commit = "548ea339318aea6401ec5767f1f815a77bd93718",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 42a9b7fd655a561737b3c8e4dcd9359583f5b65e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Aug 2022 12:01:27 -0700
Subject: [PATCH 6097/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ece14f61-9c4d-4109-8d3a-bfb69c45498b

PiperOrigin-RevId: 466108716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6271ef04fd..b01a1f1c66d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b21949ff11ec4736e43338a15c7f9ac3640f7031ec15e6a357859c3c4f72b2a2",
-    git_commit = "548ea339318aea6401ec5767f1f815a77bd93718",
+    sha256 = "29feb8447b3b26d3e2ae25396de4878412a36556e15f57dd41c262df88f62cb9",
+    git_commit = "13ac4b60106e7b06b00bb196ddfac6716f9cc78c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 468e51721253c53fc2ea1e7fcec16f86287c218c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Aug 2022 18:01:29 -0700
Subject: [PATCH 6098/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/788bc85f-8b20-475c-a00b-923ce7a1b63e

PiperOrigin-RevId: 466202906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b01a1f1c66d..1c7bc1ef3d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29feb8447b3b26d3e2ae25396de4878412a36556e15f57dd41c262df88f62cb9",
-    git_commit = "13ac4b60106e7b06b00bb196ddfac6716f9cc78c",
+    sha256 = "3f461421045d3349544cdaef978326a4197c00265745597f000aed75aa50860c",
+    git_commit = "d23cf0841af26fdb8abeb7e541616313afa98a0a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c8308b085737c4b0fd958e0f829befcb450ba2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Aug 2022 00:01:25 -0700
Subject: [PATCH 6099/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3972cc7c-5dcd-4248-a77c-7ec449f101fd

PiperOrigin-RevId: 466263790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c7bc1ef3d5..c6585e0a155 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f461421045d3349544cdaef978326a4197c00265745597f000aed75aa50860c",
-    git_commit = "d23cf0841af26fdb8abeb7e541616313afa98a0a",
+    sha256 = "d13ebe5973956bfccb936e81e72d56bb8a57377aad88911d43970795527392b3",
+    git_commit = "22508dc6a463c4012362cadc76ba9de6b310b86f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 103d1a6f0eb42c8358d19e89069846883b1ce957 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Aug 2022 06:01:23 -0700
Subject: [PATCH 6100/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a2ca40c6-4b70-4c92-9233-ea9fdb367ddb

PiperOrigin-RevId: 466334078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6585e0a155..f51ab7dd30b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d13ebe5973956bfccb936e81e72d56bb8a57377aad88911d43970795527392b3",
-    git_commit = "22508dc6a463c4012362cadc76ba9de6b310b86f",
+    sha256 = "870328cc10185c40c79411b5be5959281764de05c43640e9bc1f916f9828100f",
+    git_commit = "389527382c8c3a305700962b83dc75cf5537dea0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8962ffb49d56097cc7d5f329a1400da921710a51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Aug 2022 12:01:33 -0700
Subject: [PATCH 6101/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2144a086-d648-4b1d-9c4d-1acf9e894a2d

PiperOrigin-RevId: 466427386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f51ab7dd30b..6ae7b790872 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "870328cc10185c40c79411b5be5959281764de05c43640e9bc1f916f9828100f",
-    git_commit = "389527382c8c3a305700962b83dc75cf5537dea0",
+    sha256 = "c5a929c765cd969812e94865ddc0e942f063f9e4ac975616276f1b9ccc7bc081",
+    git_commit = "8f8bc9f323a06eaaa5b19e2369d6dfd5a5cb9fb0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a80c96cf7aa0832d067e836acf6310a5a6f2bd3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Aug 2022 18:01:23 -0700
Subject: [PATCH 6102/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/798d7e68-ca21-48ea-bb80-f93076558479

PiperOrigin-RevId: 466523928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ae7b790872..78b14a55fb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5a929c765cd969812e94865ddc0e942f063f9e4ac975616276f1b9ccc7bc081",
-    git_commit = "8f8bc9f323a06eaaa5b19e2369d6dfd5a5cb9fb0",
+    sha256 = "d42c89bf2efdafa4b086d35b9856fda1bbadc91ea3c1c7ee208d909c0940eb38",
+    git_commit = "f12aa0d9d3d1a1cc2767ab76e71435ac95ba0528",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d01e73bbf5502dc87703ccdbc691169e649a398e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Aug 2022 00:01:25 -0700
Subject: [PATCH 6103/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/643de078-fff2-43b2-85b1-9f50e3ddcc11

PiperOrigin-RevId: 466590704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78b14a55fb1..e76a7f7f2a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d42c89bf2efdafa4b086d35b9856fda1bbadc91ea3c1c7ee208d909c0940eb38",
-    git_commit = "f12aa0d9d3d1a1cc2767ab76e71435ac95ba0528",
+    sha256 = "627678b17de68c0c511ffb295a1c92fe8458401d488c807980fa8314f1f95374",
+    git_commit = "f16d1f0568a9d01af5ead4987748a1531cd2deef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 38fd810613f5f9ef17e85f6bea4ea1936dd7c3df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Aug 2022 06:01:24 -0700
Subject: [PATCH 6104/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6ec7ac6-fa50-4b6b-9fff-5a72b0f46047

PiperOrigin-RevId: 466659492
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e76a7f7f2a5..96ed3b02384 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "627678b17de68c0c511ffb295a1c92fe8458401d488c807980fa8314f1f95374",
-    git_commit = "f16d1f0568a9d01af5ead4987748a1531cd2deef",
+    sha256 = "b0d13b90199367b69beebcc436fae37d0db4b53dc16ed1cfd07bec07af397b50",
+    git_commit = "d3494e7679a4d000837caea9b0ff3f3ac7750919",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14dcef36144410f65b9eb74b268c1555572b2cad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Aug 2022 12:01:35 -0700
Subject: [PATCH 6105/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d4aa886-823e-45a1-97fa-546a7cf39b75

PiperOrigin-RevId: 466752811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96ed3b02384..138b2b72153 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0d13b90199367b69beebcc436fae37d0db4b53dc16ed1cfd07bec07af397b50",
-    git_commit = "d3494e7679a4d000837caea9b0ff3f3ac7750919",
+    sha256 = "f62128cff26199945a41018e4846b6fd387be0e072394c9716ed64d59144ffc9",
+    git_commit = "ade9a09fb78de6abe032d81f9c6f731fc63f518e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc58711223392af8ef1a2fe05b4c6ed1370d81b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Aug 2022 18:15:37 -0700
Subject: [PATCH 6106/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fb7f109-f917-49f5-ae1b-57715c8e9a24

PiperOrigin-RevId: 466830234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 138b2b72153..5aca35ff527 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f62128cff26199945a41018e4846b6fd387be0e072394c9716ed64d59144ffc9",
-    git_commit = "ade9a09fb78de6abe032d81f9c6f731fc63f518e",
+    sha256 = "44d4f65d6fbcd949bb698981fc5c35c746abe0435ac5132ba207fa9fd11414d9",
+    git_commit = "f4ee6b9f399964ea9896bac57183aaf88b7b5abe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e465871f05e1b58394a3fb4babb1987a28afa199 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Aug 2022 12:01:48 -0700
Subject: [PATCH 6107/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3eb4e9c0-3ebd-493b-a9e7-997afa1add06

PiperOrigin-RevId: 467014846
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5aca35ff527..8b71093a120 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44d4f65d6fbcd949bb698981fc5c35c746abe0435ac5132ba207fa9fd11414d9",
-    git_commit = "f4ee6b9f399964ea9896bac57183aaf88b7b5abe",
+    sha256 = "ee63e7339f4f05ae5e188deccf1b2d8c25c47789dc01bbf315538747a19056a8",
+    git_commit = "058b4aa88e8ea6c232fae5b89da511c122b0f300",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e44a585eec968dc292b3abc898d797d065b0c351 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Aug 2022 18:01:34 -0700
Subject: [PATCH 6108/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f027f93c-e4bb-4779-842c-461e5fb07886

PiperOrigin-RevId: 467093783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b71093a120..5185479ffde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee63e7339f4f05ae5e188deccf1b2d8c25c47789dc01bbf315538747a19056a8",
-    git_commit = "058b4aa88e8ea6c232fae5b89da511c122b0f300",
+    sha256 = "b6bb84938af34cae1b3c9e2d9da1bb5028d3d3280a9faa937525134d935a4689",
+    git_commit = "e6566ebfb11ac45323bcba42f85c1568f2ad84f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e88aada783360372ee56e7638bfc37d912253cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Aug 2022 00:01:45 -0700
Subject: [PATCH 6109/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93f6ee86-3005-4896-a0ee-735c977f07ac

PiperOrigin-RevId: 467138663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5185479ffde..8377db65a84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6bb84938af34cae1b3c9e2d9da1bb5028d3d3280a9faa937525134d935a4689",
-    git_commit = "e6566ebfb11ac45323bcba42f85c1568f2ad84f9",
+    sha256 = "68abd0be76348fa265963b9c66d878cc8bb9b8bd08b23c9d192bdd956ff067dd",
+    git_commit = "d6edcb244bcf352fb1a1ca8b957046ce0bb13fdb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62fd08b5969ec57bfb54be29c566173413a02281 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Aug 2022 06:01:37 -0700
Subject: [PATCH 6110/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32a48623-6a0f-4c10-b64b-6e4f3e3dd064

PiperOrigin-RevId: 467192285
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8377db65a84..bedf7374fb8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68abd0be76348fa265963b9c66d878cc8bb9b8bd08b23c9d192bdd956ff067dd",
-    git_commit = "d6edcb244bcf352fb1a1ca8b957046ce0bb13fdb",
+    sha256 = "13c387193102ed69b46ea43a7de00db1dcf64770edda9b8014490e6b223460fd",
+    git_commit = "0951632e45fed605600f9f482014a884e424ae76",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa90754b5c538096ad0659f4cb1b237a33d2c1eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Aug 2022 12:01:28 -0700
Subject: [PATCH 6111/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c55e207-c483-4f4d-8e9a-f92cdb96d95d

PiperOrigin-RevId: 467263139
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bedf7374fb8..592cb12a7b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "13c387193102ed69b46ea43a7de00db1dcf64770edda9b8014490e6b223460fd",
-    git_commit = "0951632e45fed605600f9f482014a884e424ae76",
+    sha256 = "bed98ea7f8f59d89f39308860981a09b672eafbe5b2d139d088782fcb6411987",
+    git_commit = "0b6717ad70c61086d06809b38564710c516f4664",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 41f934becdd0e2f06d190f5cf301da2dc4be31d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Aug 2022 18:01:36 -0700
Subject: [PATCH 6112/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0008bdb5-4526-46a5-9d73-3539aa3e5a9f

PiperOrigin-RevId: 467333437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 592cb12a7b1..a1b6717453c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bed98ea7f8f59d89f39308860981a09b672eafbe5b2d139d088782fcb6411987",
-    git_commit = "0b6717ad70c61086d06809b38564710c516f4664",
+    sha256 = "16ae1575b9012700d513a374517f132ba73cba48520687b23fbb850608592418",
+    git_commit = "db84fb33e9c075855685064dedf7923ee05b9eff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ddf44c0131aee26ef49b4d4f23583e2708820844 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Aug 2022 12:01:34 -0700
Subject: [PATCH 6113/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1cb1a7ce-7865-43ef-9ac3-c21a5201f46f

PiperOrigin-RevId: 467427463
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1b6717453c..05063063a3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16ae1575b9012700d513a374517f132ba73cba48520687b23fbb850608592418",
-    git_commit = "db84fb33e9c075855685064dedf7923ee05b9eff",
+    sha256 = "6c873c8d0c71b8e3b0732975d319c9a3303d900a2270f2d226eaa564db1f8d76",
+    git_commit = "49f97f135a2e1d5d22e60d2a80ec668d53f9708a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b18a3df9f524e9f29fee92e5bf94066e364edfd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Aug 2022 00:01:29 -0700
Subject: [PATCH 6114/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1102c5aa-dedd-49d8-91db-e09af1a2a212

PiperOrigin-RevId: 467482078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05063063a3f..068ea7bdf07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c873c8d0c71b8e3b0732975d319c9a3303d900a2270f2d226eaa564db1f8d76",
-    git_commit = "49f97f135a2e1d5d22e60d2a80ec668d53f9708a",
+    sha256 = "bc19c1bcb934f6a8e663f85c728d3a7cf26a3d815ded898ef2f1559f50fa2bde",
+    git_commit = "edad11233bce065a07a6c6bd5041f4f1ba9021b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fdf51365af8ec79499e5650daab57b097f813647 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Aug 2022 06:01:22 -0700
Subject: [PATCH 6115/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e155bc9-5089-4270-929e-46526fa90b0e

PiperOrigin-RevId: 467511797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 068ea7bdf07..8748a3d98bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc19c1bcb934f6a8e663f85c728d3a7cf26a3d815ded898ef2f1559f50fa2bde",
-    git_commit = "edad11233bce065a07a6c6bd5041f4f1ba9021b1",
+    sha256 = "b5971e26301c0f6875269ebe59eaf4be18b659c7c13de8bf0c6b6a2a5495296f",
+    git_commit = "f9aa9e6b869c6f2f169a9c5c32932da4d0a4f490",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14f545f7af8348ae436b8562096422e94d0d5e98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Aug 2022 00:01:29 -0700
Subject: [PATCH 6116/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ecfe0c8-37a8-46b1-b3f7-11d666b86fa9

PiperOrigin-RevId: 467603051
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8748a3d98bd..84c0ee82e2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5971e26301c0f6875269ebe59eaf4be18b659c7c13de8bf0c6b6a2a5495296f",
-    git_commit = "f9aa9e6b869c6f2f169a9c5c32932da4d0a4f490",
+    sha256 = "b2df5502dd0c53ff01d9693a531ac6c8c05c0d9471ef4dfc042123463eeb1055",
+    git_commit = "0ffaf4f9193f2a0765d096d5f7d771912ca0a6a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6800164520b72834be3f43c2c58c4179806e85d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Aug 2022 06:01:27 -0700
Subject: [PATCH 6117/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ccb7884c-e3ef-49f8-adb2-6614b3b9882d

PiperOrigin-RevId: 467650746
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84c0ee82e2e..ac8def64bb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2df5502dd0c53ff01d9693a531ac6c8c05c0d9471ef4dfc042123463eeb1055",
-    git_commit = "0ffaf4f9193f2a0765d096d5f7d771912ca0a6a3",
+    sha256 = "7d402e649d0615330e3ba9a475aa2443fc1d56f9bfcc6e75f43dabbbe8ba4af9",
+    git_commit = "1fcfa1a9de831103a606a0162ac61e8a85ccde97",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e8105cc316418657df1979d3e8cca928f341fd8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Aug 2022 12:01:27 -0700
Subject: [PATCH 6118/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/683e7aaf-2551-4afe-badf-60d20ac3f84c

PiperOrigin-RevId: 467727334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac8def64bb0..bb6ef9e4b85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d402e649d0615330e3ba9a475aa2443fc1d56f9bfcc6e75f43dabbbe8ba4af9",
-    git_commit = "1fcfa1a9de831103a606a0162ac61e8a85ccde97",
+    sha256 = "1019035314bd4658ec0176da004b5898d61ad97596e234dd03b0ddac40aa5359",
+    git_commit = "5ddb6d71ec0ebb8d244a551f9adf1993e1e574b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c8e01ae605021d7c1340e22c21ead627dd4eca6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Aug 2022 18:01:30 -0700
Subject: [PATCH 6119/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80ef267b-70ba-4d43-bec1-8d04d72056a2

PiperOrigin-RevId: 467806062
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb6ef9e4b85..f118c8f87ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1019035314bd4658ec0176da004b5898d61ad97596e234dd03b0ddac40aa5359",
-    git_commit = "5ddb6d71ec0ebb8d244a551f9adf1993e1e574b1",
+    sha256 = "350ae39947873931aa55a76e87b1e4ea7dd3073053cae2563761dd1228e8d7cd",
+    git_commit = "4ee81c2870b5e3672d3e947ee3812acdf47d41c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cc317af05eeee5de67ac11cdd8a509a934f8c30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Aug 2022 00:01:41 -0700
Subject: [PATCH 6120/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d080db4e-d840-40d6-bd72-9c6c1cc6bba6

PiperOrigin-RevId: 467850478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f118c8f87ef..85807316b5f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "350ae39947873931aa55a76e87b1e4ea7dd3073053cae2563761dd1228e8d7cd",
-    git_commit = "4ee81c2870b5e3672d3e947ee3812acdf47d41c2",
+    sha256 = "6d83627541f639c025a6143d0d2a3c5c50793df1e91a9c8c2e4d5a7523d6b57c",
+    git_commit = "e7c55d0b23d5d5fb6fa930b2c582dac51e767a0b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c90744e75827bf25b7396fbcaa1d88748b474925 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Aug 2022 06:01:36 -0700
Subject: [PATCH 6121/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dac2cba7-abc3-4f97-96af-1f34a12af886

PiperOrigin-RevId: 467904918
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85807316b5f..bc24b631dd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d83627541f639c025a6143d0d2a3c5c50793df1e91a9c8c2e4d5a7523d6b57c",
-    git_commit = "e7c55d0b23d5d5fb6fa930b2c582dac51e767a0b",
+    sha256 = "1d4ccd16e5ac50bd1fcdec4d42d6d50a6295d025d1282da1b166e0bcbfbde9d6",
+    git_commit = "8a14428882b6a39aadcb9f62e83dbaee36c44e49",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e64a73afc23ea8f9538660cb8bc20f48d5682848 Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Tue, 16 Aug 2022 11:03:55 -0700
Subject: [PATCH 6122/8103] Removed net_http/client/public/* now that all the
 users have been migrated to test_client/

PiperOrigin-RevId: 467972322
---
 .../util/net_http/client/internal/BUILD       |  2 +-
 .../client/internal/evhttp_connection.cc      | 17 ++--
 .../client/internal/evhttp_connection.h       | 12 +--
 .../util/net_http/client/public/BUILD         | 38 ---------
 .../util/net_http/client/public/httpclient.h  | 48 -----------
 .../client/public/httpclient_interface.h      | 85 -------------------
 .../client/testing/evhttp_echo_client.cc      |  8 +-
 7 files changed, 20 insertions(+), 190 deletions(-)
 delete mode 100644 tensorflow_serving/util/net_http/client/public/BUILD
 delete mode 100644 tensorflow_serving/util/net_http/client/public/httpclient.h
 delete mode 100644 tensorflow_serving/util/net_http/client/public/httpclient_interface.h

diff --git a/tensorflow_serving/util/net_http/client/internal/BUILD b/tensorflow_serving/util/net_http/client/internal/BUILD
index 5e42816c6a7..03a05479dfe 100644
--- a/tensorflow_serving/util/net_http/client/internal/BUILD
+++ b/tensorflow_serving/util/net_http/client/internal/BUILD
@@ -17,7 +17,7 @@ cc_library(
         "evhttp_connection.h",
     ],
     deps = [
-        "//tensorflow_serving/util/net_http/client/public:http_client_api",
+        "//tensorflow_serving/util/net_http/client/test_client/public:http_client_api",
         "//tensorflow_serving/util/net_http/internal:net_logging",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_github_libevent_libevent//:libevent",
diff --git a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
index 1ae587a64a1..afe5d9117df 100644
--- a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
@@ -103,7 +103,7 @@ std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
 namespace {
 
 // Copy ev response data to ClientResponse.
-void PopulateResponse(evhttp_request* req, ClientResponse* response) {
+void PopulateResponse(evhttp_request* req, TestClientResponse* response) {
   response->status =
       static_cast<HTTPStatusCode>(evhttp_request_get_response_code(req));
 
@@ -152,7 +152,7 @@ evhttp_cmd_type GetMethodEnum(absl::string_view method, bool with_body) {
 }
 
 void ResponseDone(evhttp_request* req, void* ctx) {
-  ClientResponse* response = reinterpret_cast<ClientResponse*>(ctx);
+  TestClientResponse* response = reinterpret_cast<TestClientResponse*>(ctx);
 
   if (req == nullptr) {
     // TODO(wenboz): make this a util and check safety
@@ -170,8 +170,9 @@ void ResponseDone(evhttp_request* req, void* ctx) {
 }
 
 // Returns false if there is any error.
-bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
-                       ClientResponse* response) {
+bool GenerateEvRequest(evhttp_connection* evcon,
+                       const TestClientRequest& request,
+                       TestClientResponse* response) {
   evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
   if (evreq == nullptr) {
     NET_LOG(ERROR, "Failed to send request : evhttp_request_new()");
@@ -214,8 +215,8 @@ bool GenerateEvRequest(evhttp_connection* evcon, const ClientRequest& request,
 }  // namespace
 
 // Sends the request and has the connection closed
-bool EvHTTPConnection::BlockingSendRequest(const ClientRequest& request,
-                                           ClientResponse* response) {
+bool EvHTTPConnection::BlockingSendRequest(const TestClientRequest& request,
+                                           TestClientResponse* response) {
   if (!GenerateEvRequest(evcon_, request, response)) {
     NET_LOG(ERROR, "Failed to generate the ev_request");
     return false;
@@ -226,8 +227,8 @@ bool EvHTTPConnection::BlockingSendRequest(const ClientRequest& request,
   return true;
 }
 
-bool EvHTTPConnection::SendRequest(const ClientRequest& request,
-                                   ClientResponse* response) {
+bool EvHTTPConnection::SendRequest(const TestClientRequest& request,
+                                   TestClientResponse* response) {
   if (this->executor_ == nullptr) {
     NET_LOG(ERROR, "EventExecutor is not configured.");
     return false;
diff --git a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
index b58e3e13088..976fd6c4dee 100644
--- a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
+++ b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
@@ -33,7 +33,7 @@ limitations under the License.
 #include "libevent/include/event2/util.h"
 
 // TODO(wenboz): move EventExecutor to net_http/common
-#include "tensorflow_serving/util/net_http/client/public/httpclient_interface.h"
+#include "tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 
 namespace tensorflow {
@@ -42,7 +42,7 @@ namespace net_http {
 
 // The following types may be moved to an API interface in future.
 
-class EvHTTPConnection final : public HTTPClientInterface {
+class EvHTTPConnection final : public TestHTTPClientInterface {
  public:
   EvHTTPConnection() = default;
 
@@ -73,15 +73,15 @@ class EvHTTPConnection final : public HTTPClientInterface {
   // Sends a request and blocks the caller till a response is received
   // or any error has happened.
   // Returns false if any error.
-  bool BlockingSendRequest(const ClientRequest& request,
-                           ClientResponse* response) override;
+  bool BlockingSendRequest(const TestClientRequest& request,
+                           TestClientResponse* response) override;
 
   // Sends a request and returns immediately. The response will be handled
   // asynchronously via the response->done callback.
   // Returns false if any error in sending the request, or if the executor
   // has not been configured.
-  bool SendRequest(const ClientRequest& request,
-                   ClientResponse* response) override;
+  bool SendRequest(const TestClientRequest& request,
+                   TestClientResponse* response) override;
 
   // Sets the executor for processing requests asynchronously.
   void SetExecutor(std::unique_ptr<EventExecutor> executor) override;
diff --git a/tensorflow_serving/util/net_http/client/public/BUILD b/tensorflow_serving/util/net_http/client/public/BUILD
deleted file mode 100644
index 34e9d41fe0e..00000000000
--- a/tensorflow_serving/util/net_http/client/public/BUILD
+++ /dev/null
@@ -1,38 +0,0 @@
-# Description: APIs for experimental testing of net_http server instances
-
-package(
-    default_visibility = [
-        ":http_client_users",
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
-
-package_group(
-    name = "http_client_users",
-    packages = [
-        "//third_party/ecclesia/...",
-    ],
-)
-
-licenses(["notice"])
-
-cc_library(
-    name = "http_client_api",
-    srcs = [],
-    hdrs = [
-        "httpclient_interface.h",
-    ],
-    deps = ["//tensorflow_serving/util/net_http/server/public:http_server_api"],
-)
-
-cc_library(
-    name = "http_client",
-    hdrs = [
-        "httpclient.h",
-    ],
-    deps = [
-        ":http_client_api",
-        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
-        "@com_google_absl//absl/memory",
-    ],
-)
diff --git a/tensorflow_serving/util/net_http/client/public/httpclient.h b/tensorflow_serving/util/net_http/client/public/httpclient.h
deleted file mode 100644
index 315394b3bb5..00000000000
--- a/tensorflow_serving/util/net_http/client/public/httpclient.h
+++ /dev/null
@@ -1,48 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
-#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
-
-#include "absl/memory/memory.h"
-#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
-#include "tensorflow_serving/util/net_http/client/public/httpclient_interface.h"
-
-// Factory to manage internal dependency
-// NOTE: This API is not yet finalized, and should in its current state be
-// considered experimental
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-// Creates a connection to a server implemented based on the libevents library.
-// Returns nullptr if there is any error.
-inline std::unique_ptr<HTTPClientInterface> CreateEvHTTPConnection(
-    absl::string_view host, int port) {
-  auto connection = absl::make_unique<EvHTTPConnection>();
-  connection = connection->Connect(host, port);
-  if (!connection) {
-    return nullptr;
-  }
-
-  return std::move(connection);
-}
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_H_
diff --git a/tensorflow_serving/util/net_http/client/public/httpclient_interface.h b/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
deleted file mode 100644
index cdc59c91ba5..00000000000
--- a/tensorflow_serving/util/net_http/client/public/httpclient_interface.h
+++ /dev/null
@@ -1,85 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
-#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
-
-#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
-
-// API for the HTTP Client
-// NOTE: This API is not yet finalized, and should be considered experimental.
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-// Data to be copied
-struct ClientRequest {
-  typedef std::pair<absl::string_view, absl::string_view> HeaderKeyValue;
-
-  absl::string_view uri_path;
-  absl::string_view method;  // must be in upper-case
-  std::vector<HeaderKeyValue> headers;
-  absl::string_view body;
-};
-
-// Caller allocates the data for output
-struct ClientResponse {
-  typedef std::pair<std::string, std::string> HeaderKeyValue;
-
-  HTTPStatusCode status = HTTPStatusCode::UNDEFINED;
-  std::vector<HeaderKeyValue> headers;
-  std::string body;
-
-  std::function<void()> done;  // callback
-};
-
-// This interface class specifies the API contract for the HTTP client.
-class HTTPClientInterface {
- public:
-  HTTPClientInterface(const HTTPClientInterface& other) = delete;
-  HTTPClientInterface& operator=(const HTTPClientInterface& other) = delete;
-
-  virtual ~HTTPClientInterface() = default;
-
-  // Terminates the connection.
-  virtual void Terminate() = 0;
-
-  // Sends a request and blocks the caller till a response is received
-  // or any error has happened.
-  // Returns false if any error.
-  virtual bool BlockingSendRequest(const ClientRequest& request,
-                                   ClientResponse* response) = 0;
-
-  // Sends a request and returns immediately. The response will be handled
-  // asynchronously via the response->done callback.
-  // Returns false if any error in sending the request, or if the executor
-  // has not been configured.
-  virtual bool SendRequest(const ClientRequest& request,
-                           ClientResponse* response) = 0;
-
-  // Sets the executor for processing requests asynchronously.
-  virtual void SetExecutor(std::unique_ptr<EventExecutor> executor) = 0;
-
- protected:
-  HTTPClientInterface() = default;
-};
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
index d0981682c34..79f929d13c3 100644
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
@@ -22,9 +22,9 @@ limitations under the License.
 
 namespace {
 
-using tensorflow::serving::net_http::ClientRequest;
-using tensorflow::serving::net_http::ClientResponse;
 using tensorflow::serving::net_http::EvHTTPConnection;
+using tensorflow::serving::net_http::TestClientRequest;
+using tensorflow::serving::net_http::TestClientResponse;
 
 bool SendRequest(const char* url) {
   auto connection = EvHTTPConnection::Connect(url);
@@ -32,8 +32,8 @@ bool SendRequest(const char* url) {
     std::cerr << "Fail to connect to %s" << url;
   }
 
-  ClientRequest request = {url, "GET", {}, ""};
-  ClientResponse response = {};
+  TestClientRequest request = {url, "GET", {}, ""};
+  TestClientResponse response = {};
 
   if (!connection->BlockingSendRequest(request, &response)) {
     std::cerr << "Request failed.";

From 35efa8b95b0b4245565a3fae0255286eecd9f091 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Aug 2022 12:01:33 -0700
Subject: [PATCH 6123/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93b7bff3-5586-4587-b976-4ca5d5f7a64c

PiperOrigin-RevId: 467987853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc24b631dd3..c599c31b974 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d4ccd16e5ac50bd1fcdec4d42d6d50a6295d025d1282da1b166e0bcbfbde9d6",
-    git_commit = "8a14428882b6a39aadcb9f62e83dbaee36c44e49",
+    sha256 = "8a258588c71b8994c8d651ef2c6d0cc1847f1444090bbfcb2d575a4839107af1",
+    git_commit = "8c9a0432a2986527032bc2c4267b36dd1b7e2825",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2d98012e789a4ac7c4e97fcf5c30aeaef43f02f8 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 16 Aug 2022 13:25:10 -0700
Subject: [PATCH 6124/8103] Add release notes for tf-serving 2.10.0-rc1

PiperOrigin-RevId: 468008553
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index f34f0461955..42d9c1ac6bd 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.10.0-rc1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.0-rc1
+
 # Release 2.10.0-rc0
 
 ## Major Features and Improvements

From dff9f9d3f34d9315daa6b84c8db89be58ade9866 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Aug 2022 18:01:25 -0700
Subject: [PATCH 6125/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51bea438-33ef-480e-a0ca-fb37356694da

PiperOrigin-RevId: 468071920
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c599c31b974..598cd8ab058 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a258588c71b8994c8d651ef2c6d0cc1847f1444090bbfcb2d575a4839107af1",
-    git_commit = "8c9a0432a2986527032bc2c4267b36dd1b7e2825",
+    sha256 = "fc1a7a8987d3108be7592ae550b2fd69d7a635414828b5c91df894b231519833",
+    git_commit = "d4f6b1a949c5b62a813a180dc6f955efb642aa12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2b802bff2baf05e3859444d3912d7f9429dc0c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Aug 2022 00:01:24 -0700
Subject: [PATCH 6126/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ffb0d97-b842-4b98-9425-631314e64dd7

PiperOrigin-RevId: 468119050
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 598cd8ab058..438558b57fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc1a7a8987d3108be7592ae550b2fd69d7a635414828b5c91df894b231519833",
-    git_commit = "d4f6b1a949c5b62a813a180dc6f955efb642aa12",
+    sha256 = "4eb6f7a187023f1d9733f6a53c691e0c735e63ae8e25b3cc844f02c9014f52d8",
+    git_commit = "744a9d49ee6a5a5555c965e769e9779ed9f9cb29",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5aaf5c9a705f9da56b527f28ac86055a9d47d6a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Aug 2022 06:01:32 -0700
Subject: [PATCH 6127/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e0eab63-7d38-4378-8b28-d2526e9395b5

PiperOrigin-RevId: 468176977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 438558b57fc..a0c7c0009a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4eb6f7a187023f1d9733f6a53c691e0c735e63ae8e25b3cc844f02c9014f52d8",
-    git_commit = "744a9d49ee6a5a5555c965e769e9779ed9f9cb29",
+    sha256 = "81f6e0fed898dcb38d7c2ed146fa9be04d46d69b4a2fc7e26d7591806898d1a2",
+    git_commit = "a9231bfcce568fb6bd9bceec2b0eabf83cccc737",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22cf72e3a4aa6a241f4cedf7dcdea9a8c7aa071f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Aug 2022 12:01:31 -0700
Subject: [PATCH 6128/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6061187e-530c-4726-9301-43dee975dd5c

PiperOrigin-RevId: 468259479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0c7c0009a3..3a751a172ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "81f6e0fed898dcb38d7c2ed146fa9be04d46d69b4a2fc7e26d7591806898d1a2",
-    git_commit = "a9231bfcce568fb6bd9bceec2b0eabf83cccc737",
+    sha256 = "22011aea5a03994bd2dc71a7e943ba9ae6df49b5ef20194aa5d9144b680c680d",
+    git_commit = "13c1ce43cbbc2eeb17fa372cd0af1f89fb6f9926",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ac91b36c15699335bc417658577fbd6f39768701 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Aug 2022 18:01:26 -0700
Subject: [PATCH 6129/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc8f97ba-674b-4c03-93f6-0897758a8dba

PiperOrigin-RevId: 468338896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a751a172ba..8836f6e13b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22011aea5a03994bd2dc71a7e943ba9ae6df49b5ef20194aa5d9144b680c680d",
-    git_commit = "13c1ce43cbbc2eeb17fa372cd0af1f89fb6f9926",
+    sha256 = "76a923c024e977c30b89643377bd496ab5ccfbb44df44475773109ed46390d56",
+    git_commit = "a3fa21360c974bfe6000361dbc688c449d46e1f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 280de6fe164f8a2df6617453b6e7a98a026bf9e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Aug 2022 00:01:32 -0700
Subject: [PATCH 6130/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c601e2bb-be39-41ba-8720-548c9416f95d

PiperOrigin-RevId: 468384188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8836f6e13b1..bc492bc92cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76a923c024e977c30b89643377bd496ab5ccfbb44df44475773109ed46390d56",
-    git_commit = "a3fa21360c974bfe6000361dbc688c449d46e1f0",
+    sha256 = "48d61fe39078888457eb13f049d7a8b79825b9fd4d15c7b9eff6602c76ae85f6",
+    git_commit = "18f5b4dadb78191e4cd4ea48ead00cccd522ce24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d6ea8afd1a95046a11ef6dc84e6d87ab6e1dab42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Aug 2022 06:01:23 -0700
Subject: [PATCH 6131/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/770c3618-6acc-4983-bf79-e6e4018f2c0c

PiperOrigin-RevId: 468438206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc492bc92cc..27e8a870aa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48d61fe39078888457eb13f049d7a8b79825b9fd4d15c7b9eff6602c76ae85f6",
-    git_commit = "18f5b4dadb78191e4cd4ea48ead00cccd522ce24",
+    sha256 = "966fd38fcff0aefb55eeadbef29f7da95f62347d101cc460152a59628f99e16a",
+    git_commit = "01bc5f1fecc1fd0d8b6375b6617a471fb9ff8433",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b5967c55c5ee0b2f62bac1009235ae1a35448465 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Aug 2022 12:01:19 -0700
Subject: [PATCH 6132/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36253cf9-a9f7-44ec-ab06-792b48148473

PiperOrigin-RevId: 468515076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27e8a870aa1..95969ba011d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "966fd38fcff0aefb55eeadbef29f7da95f62347d101cc460152a59628f99e16a",
-    git_commit = "01bc5f1fecc1fd0d8b6375b6617a471fb9ff8433",
+    sha256 = "8668077c4a08b75ac3a2c5d59712c0a3e4886f1699675d411faef9f564609f56",
+    git_commit = "93036060c2dda6b5d3e630b322dfedc35f3c79a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5ddffea1db0fae2f4bffdd08c1f9d07c60a0924 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 Aug 2022 18:01:36 -0700
Subject: [PATCH 6133/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b5b56a5-512e-4432-9294-c60d96f8d02b

PiperOrigin-RevId: 468590903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95969ba011d..b5f62941529 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8668077c4a08b75ac3a2c5d59712c0a3e4886f1699675d411faef9f564609f56",
-    git_commit = "93036060c2dda6b5d3e630b322dfedc35f3c79a0",
+    sha256 = "b28a77880c76608fb4af069c83d69be59954c0339449da890a8ba9d564b1f587",
+    git_commit = "fc4021a8dd654606cd95e61a033691157853e122",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b7629811658bbb64f3e3a3469d4c84fea5d7269 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Aug 2022 00:03:14 -0700
Subject: [PATCH 6134/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9de43aab-60b2-4c5e-96bf-78749350d69b

PiperOrigin-RevId: 468634984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5f62941529..afc7773bb4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b28a77880c76608fb4af069c83d69be59954c0339449da890a8ba9d564b1f587",
-    git_commit = "fc4021a8dd654606cd95e61a033691157853e122",
+    sha256 = "64772ebdfa38daf53223af8e81fb87a1c129fbe9c3788eb1c15264d4a6451be1",
+    git_commit = "d43ac20b2b0deaead208bad8bb50dc85514eec6e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b83810630bdce33b16cf7872053d501cc5f6093 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Aug 2022 06:02:07 -0700
Subject: [PATCH 6135/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/678356f1-04f1-4a51-b057-f4ae1d4ec275

PiperOrigin-RevId: 468684191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afc7773bb4c..5205c0cd7c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64772ebdfa38daf53223af8e81fb87a1c129fbe9c3788eb1c15264d4a6451be1",
-    git_commit = "d43ac20b2b0deaead208bad8bb50dc85514eec6e",
+    sha256 = "c6b8a558e7a22b83f8b7dd4c7471a9b24255b52375b07a189c84b200085af474",
+    git_commit = "28bcc6ccd586ec29737c51c89a64ebe525375053",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7d4be122e5050d3329f42df559976316ba470297 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Aug 2022 12:01:25 -0700
Subject: [PATCH 6136/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b94bd42f-6926-417a-a727-131216e4cb86

PiperOrigin-RevId: 468755002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5205c0cd7c2..5be66de3949 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6b8a558e7a22b83f8b7dd4c7471a9b24255b52375b07a189c84b200085af474",
-    git_commit = "28bcc6ccd586ec29737c51c89a64ebe525375053",
+    sha256 = "caf4a3950042ad55c89358cdd5afc05d80bb6d09128091249544876fc95a0e10",
+    git_commit = "ed85b8e63210882a5d83019e013f85db8e258bcc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From de2d7fab35bfb714ab0e478461fd3fa8c78d02c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Aug 2022 18:01:34 -0700
Subject: [PATCH 6137/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d6254e01-b9ac-4c16-a08e-558310b030d6

PiperOrigin-RevId: 468821702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5be66de3949..b9cf6dbc6c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caf4a3950042ad55c89358cdd5afc05d80bb6d09128091249544876fc95a0e10",
-    git_commit = "ed85b8e63210882a5d83019e013f85db8e258bcc",
+    sha256 = "a4d88d9b8f2fb2be81157b712e8eb8e49a6c8f6112148229073aa3ef5e832f57",
+    git_commit = "79381dddd83b4b581861ee13c06c10ce4c3e28b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 666c283f5c701dadd4a601c2be3b98563433ea0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Aug 2022 00:01:34 -0700
Subject: [PATCH 6138/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f78c047-bef6-4328-90fa-cb70f7cb5db5

PiperOrigin-RevId: 468855937
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9cf6dbc6c3..09a8bdc0047 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4d88d9b8f2fb2be81157b712e8eb8e49a6c8f6112148229073aa3ef5e832f57",
-    git_commit = "79381dddd83b4b581861ee13c06c10ce4c3e28b0",
+    sha256 = "d5113af31530c7ce484941f896f06ef92d24cb514f67be3650d8e30b7d44f825",
+    git_commit = "026cc44a940be7fe50360f206f5065cc014fd57c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7697a62d990f792d5034eaae4fe638ba24ac9ed4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Aug 2022 06:02:14 -0700
Subject: [PATCH 6139/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/681dfdb6-c8b8-4c0e-8209-1bc39a3edde7

PiperOrigin-RevId: 468890345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09a8bdc0047..132ba9f0de9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d5113af31530c7ce484941f896f06ef92d24cb514f67be3650d8e30b7d44f825",
-    git_commit = "026cc44a940be7fe50360f206f5065cc014fd57c",
+    sha256 = "17403deb9ee3c604f981a298e17e7ccaed9a6181e9648e3013a9777b8a6264f9",
+    git_commit = "cc707964d552aa74ef95dae2adf5b19b3dca5c22",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fcbf023c124a9417a38edde5f7eab96f1d5641e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Aug 2022 18:01:29 -0700
Subject: [PATCH 6140/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb161061-2ea4-462d-9b02-9e742f6d5b7e

PiperOrigin-RevId: 468945406
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 132ba9f0de9..43202fb97fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17403deb9ee3c604f981a298e17e7ccaed9a6181e9648e3013a9777b8a6264f9",
-    git_commit = "cc707964d552aa74ef95dae2adf5b19b3dca5c22",
+    sha256 = "918565349c1e697681cf4777c68d3e4acbf16075f7e62105ba07e1996a79fcce",
+    git_commit = "3a10c81cf47aadf8acb727e0f8bca55de6bf70f6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a6e08d3cdd33ab1b90a2e35fa5dcd5f7c1b29c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Aug 2022 00:01:30 -0700
Subject: [PATCH 6141/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c484fa31-697b-43a0-abf0-3c39aafc481a

PiperOrigin-RevId: 468976142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43202fb97fc..c6e6ce55d69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "918565349c1e697681cf4777c68d3e4acbf16075f7e62105ba07e1996a79fcce",
-    git_commit = "3a10c81cf47aadf8acb727e0f8bca55de6bf70f6",
+    sha256 = "4d806d96cf729bc38474ad1b0f87e5e5d364c3be17e29c38b7085f52008571dd",
+    git_commit = "9ec03c98f72263a2d0a94296c3f37b8ea7697e23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b72dafaa63b43d4606d519bd779e1a93ef9465fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Aug 2022 06:02:35 -0700
Subject: [PATCH 6142/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a20e0b1-0a4a-4ce8-b634-842b0e465839

PiperOrigin-RevId: 469010227
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6e6ce55d69..abcac896830 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d806d96cf729bc38474ad1b0f87e5e5d364c3be17e29c38b7085f52008571dd",
-    git_commit = "9ec03c98f72263a2d0a94296c3f37b8ea7697e23",
+    sha256 = "533af86c626572b8f47fe3b86fe379164792f06fcdec4373725380a4ea992fb2",
+    git_commit = "72692aeb3b4ca6e8607fd90aa7de9b6952caecd6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 32f1da3d28a8d8ad20246ee38542030befc4daba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Aug 2022 12:01:40 -0700
Subject: [PATCH 6143/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb8c6c39-7f3c-4ac3-bb4b-c28ac29b058d

PiperOrigin-RevId: 469039003
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index abcac896830..7d3ad2db4d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "533af86c626572b8f47fe3b86fe379164792f06fcdec4373725380a4ea992fb2",
-    git_commit = "72692aeb3b4ca6e8607fd90aa7de9b6952caecd6",
+    sha256 = "06444b9b5ec73c228ec54b34a563dcf8fbb5b0c30d240f84372fea115d21ad1a",
+    git_commit = "479da0fa9696de0bc46ada76ff9cf12fcd645e7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30ad482ece1b93880c38033417a58e306fc6aec8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Aug 2022 06:01:37 -0700
Subject: [PATCH 6144/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/666c4380-667e-4013-8707-fff45bb61a13

PiperOrigin-RevId: 469163483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d3ad2db4d1..d82a0e21dcf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06444b9b5ec73c228ec54b34a563dcf8fbb5b0c30d240f84372fea115d21ad1a",
-    git_commit = "479da0fa9696de0bc46ada76ff9cf12fcd645e7f",
+    sha256 = "aa651523c3e176bed85c7ce35cddc939a6d6a8ebdfd2a89be72832ffd1874a52",
+    git_commit = "83f0dd240a6e35cde81a147fdd6b5cd966214ad8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2872f96dd99561940ebdca071473ff7860384c43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Aug 2022 12:01:39 -0700
Subject: [PATCH 6145/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f0fc801-e078-4eee-82d9-8c3a6b9ed7fe

PiperOrigin-RevId: 469248567
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d82a0e21dcf..d9325779487 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa651523c3e176bed85c7ce35cddc939a6d6a8ebdfd2a89be72832ffd1874a52",
-    git_commit = "83f0dd240a6e35cde81a147fdd6b5cd966214ad8",
+    sha256 = "fcde5cd8fce93f4ce8745ffdd10a53315d5c420bb727cc41a72300f501a84ea4",
+    git_commit = "1f55fc4de1653ee3196ceada5b0d3d297a0e1a62",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94684e609c8ee8de505134805f8cb60ab2eaeea8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Aug 2022 18:01:40 -0700
Subject: [PATCH 6146/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e011811-7a16-4249-9c7c-399e8e8a57a7

PiperOrigin-RevId: 469331357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9325779487..788b539ebd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcde5cd8fce93f4ce8745ffdd10a53315d5c420bb727cc41a72300f501a84ea4",
-    git_commit = "1f55fc4de1653ee3196ceada5b0d3d297a0e1a62",
+    sha256 = "4ba076eccbf14b5858e5a0aa26fa518a0ebf254730d6ac98f868ce7d78444616",
+    git_commit = "ec394c5861072e20e8aa86fe29ed75085f977fe6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc3720091867c06615b8b3f50c1c2468a90e6b1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Aug 2022 18:29:19 -0700
Subject: [PATCH 6147/8103] Fix the bug when accessing concat.tensor_data()
 outside its lifecycle

PiperOrigin-RevId: 469336261
---
 .../servables/tensorflow/tflite_session.cc    |  3 +-
 .../tensorflow/tflite_session_test.cc         | 96 ++++++++++++++-----
 2 files changed, 76 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index b42a500899e..0a5fb3d94f4 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -193,8 +193,9 @@ Status SetInputAndInvokeMiniBatch(
     const auto& tf_input_tensors = inputs[i];
     if (tflite_input_tensor->type != kTfLiteString) {
       const Tensor* tf_input_tensor = tf_input_tensors[0];
+      // concated.tensor_data() may be accessed later.
+      Tensor concated;
       if (tf_input_tensors.size() > 1) {
-        Tensor concated;
         std::vector<Tensor> to_concatenate;
         to_concatenate.reserve(tf_input_tensors.size());
         for (const auto* t : tf_input_tensors) {
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 51d534f0e40..2f44aba4f9f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include <gtest/gtest.h>
 #include "absl/flags/flag.h"
 #include "absl/functional/bind_front.h"
 #include "flatbuffers/flexbuffers.h"
@@ -33,9 +34,11 @@ limitations under the License.
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/protobuf.h"
+#include "tensorflow/core/platform/strcat.h"
 #include "tensorflow/core/platform/test_benchmark.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow/lite/string_util.h"
 #include "tensorflow/lite/tools/signature/signature_def_util.h"
 #include "tensorflow/lite/util.h"
@@ -254,6 +257,8 @@ constexpr char kSignatureInputList[] = "input_list";
 constexpr char kSignatureInputShape[] = "input_shape";
 constexpr char kSignatureOutput[] = "sigdef_output";
 
+constexpr int kBatchSize = 500;
+
 std::map<string, SignatureDef> GetTestSignatureDefMap() {
   auto signature_def = SignatureDef();
   TensorInfo input_list_tensor;
@@ -629,13 +634,12 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
-using TfLiteSessionBatchSizeTest = ::testing::TestWithParam<bool>;
-TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
-  const bool use_model_batch_size = GetParam();
+Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
+                           bool use_model_batch_size,
+                           const string& model_path) {
   std::string model_bytes;
-  TF_ASSERT_OK(ReadFileToString(Env::Default(),
-                                test_util::TestSrcDirPath(kParseExampleModel),
-                                &model_bytes));
+  TF_RETURN_IF_ERROR(ReadFileToString(
+      Env::Default(), test_util::TestSrcDirPath(model_path), &model_bytes));
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(model_bytes.data()));
   const int model_batch_size = 5;
@@ -643,12 +647,27 @@ TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
     const tflite::Model* tflite_model = model->GetModel();
     auto mutable_model = absl::make_unique<tflite::ModelT>();
     tflite_model->UnPackTo(mutable_model.get(), nullptr);
-    ASSERT_EQ(mutable_model->subgraphs.size(), 1);
+
+    if (mutable_model->subgraphs.size() != 1) {
+      return Status(
+          tensorflow::error::INVALID_ARGUMENT,
+          strings::StrCat("Model subgraph size ",
+                          mutable_model->subgraphs.size(), " not equal to 1"));
+    }
     auto* subgraph = mutable_model->subgraphs[0].get();
-    ASSERT_EQ(subgraph->inputs.size(), 1);
+    if (subgraph->inputs.size() != 1) {
+      return Status(
+          tensorflow::error::INVALID_ARGUMENT,
+          strings::StrCat("Model subgraph input size ",
+                          mutable_model->subgraphs.size(), " not equal to 1"));
+    }
     auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
-    ASSERT_EQ(tensor->shape.size(), 1);
-    ASSERT_EQ(tensor->shape[0], 1);
+    if (tensor->shape[0] != 1) {
+      return Status(
+          tensorflow::error::INVALID_ARGUMENT,
+          strings::StrCat("Model subgraph input shape[0] ",
+                          mutable_model->subgraphs.size(), " not equal to 1"));
+    }
     tensor->shape[0] = model_batch_size;
     flatbuffers::FlatBufferBuilder builder;
     auto packed_model = tflite::Model::Pack(builder, mutable_model.get());
@@ -659,19 +678,52 @@ TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
   }
   auto model_signature_def_map = GetTestSignatureDefMap();
   ::google::protobuf::Map<string, SignatureDef> signatures;
-  std::unique_ptr<TfLiteSession> sess;
   tensorflow::SessionOptions options;
   const int num_tflite_interpreters = 4;
 
-  TF_ASSERT_OK(TfLiteSession::Create(std::move(model_bytes), options, 1,
-                                     num_tflite_interpreters, &sess,
-                                     &signatures));
-  auto scheduler_options = sess->GetSchedulerOptions();
-  const int batch_size = 500;
+  TF_RETURN_IF_ERROR(TfLiteSession::Create(std::move(model_bytes), options, 1,
+                                           num_tflite_interpreters, sess,
+                                           &signatures));
+  auto scheduler_options = (*sess)->GetSchedulerOptions();
   const int expected_batch_size = use_model_batch_size
                                       ? model_batch_size
-                                      : batch_size / num_tflite_interpreters;
-  ASSERT_EQ(scheduler_options.max_execution_batch_size, expected_batch_size);
+                                      : kBatchSize / num_tflite_interpreters;
+  if (scheduler_options.max_execution_batch_size != expected_batch_size) {
+    return Status(
+        tensorflow::error::INVALID_ARGUMENT,
+        strings::StrCat("Scheulder max_execution_batch_size ",
+                        scheduler_options.max_execution_batch_size,
+                        " not equal to expected ", expected_batch_size));
+  }
+  return Status();
+}
+
+using TfLiteSessionBatchSizeTest = ::testing::TestWithParam<bool>;
+TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelismForFloat) {
+  std::unique_ptr<TfLiteSession> sess;
+  TF_ASSERT_OK(BuildSessionInBatch(&sess, GetParam(), kTestModel));
+  std::vector<float> example_list;
+  std::vector<float> expected;
+  std::vector<tstring> expected_bytes;
+  std::vector<Tensor> outputs;
+
+  std::mt19937 random_engine;
+  auto random_func = [&]() {
+    return std::uniform_real_distribution<float>(-0.5, 0.5)(random_engine);
+  };
+  for (int i = 0; i < kBatchSize; i++) {
+    example_list.push_back(random_func());
+  }
+
+  Tensor example_list_tensor =
+      test::AsTensor<float>(example_list, TensorShape({kBatchSize, 1}));
+  TF_EXPECT_OK(sess->Run({{"x", example_list_tensor}}, {"y"}, {}, &outputs));
+  EXPECT_TRUE(outputs[0].shape().IsSameSize(TensorShape({kBatchSize, 1})));
+}
+
+TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelismForString) {
+  std::unique_ptr<TfLiteSession> sess;
+  TF_ASSERT_OK(BuildSessionInBatch(&sess, GetParam(), kParseExampleModel));
   const float default_value = 0;
   std::vector<tstring> example_list;
   std::vector<float> expected;
@@ -684,7 +736,7 @@ TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
   };
   const std::string kTestString = "test string";
   const std::string kDefaultString = "missing";
-  for (int i = 0; i < batch_size; i++) {
+  for (int i = 0; i < kBatchSize; i++) {
     float val = random_func();
     tensorflow::Example example;
     std::string str;
@@ -703,18 +755,18 @@ TEST_P(TfLiteSessionBatchSizeTest, TestBatchParallelism) {
     example_list.push_back(str);
   }
   Tensor example_list_tensor =
-      test::AsTensor<tstring>(example_list, TensorShape({batch_size}));
+      test::AsTensor<tstring>(example_list, TensorShape({kBatchSize}));
   TF_EXPECT_OK(sess->Run(
       {{"input", example_list_tensor}},
       {"ParseExample/ParseExampleV2", "ParseExample/ParseExampleV2:1"}, {},
       &outputs));
   test::ExpectTensorEqual<float>(
       outputs[0],
-      test::AsTensor<float>(expected, TensorShape({batch_size, 1})));
+      test::AsTensor<float>(expected, TensorShape({kBatchSize, 1})));
   EXPECT_EQ(outputs.size(), 2);
   test::ExpectTensorEqual<tstring>(
       outputs[1],
-      test::AsTensor<tstring>(expected_bytes, TensorShape({batch_size, 1})));
+      test::AsTensor<tstring>(expected_bytes, TensorShape({kBatchSize, 1})));
 }
 
 INSTANTIATE_TEST_SUITE_P(TfLiteSessionBatchSizeTests,

From 982bb8f501111ae975be94ab7a78a5a228c3a630 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Aug 2022 00:01:31 -0700
Subject: [PATCH 6148/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/720a5eb9-bb34-4b41-a807-b0147fe01522

PiperOrigin-RevId: 469380377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 788b539ebd5..fcb3cc1324f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ba076eccbf14b5858e5a0aa26fa518a0ebf254730d6ac98f868ce7d78444616",
-    git_commit = "ec394c5861072e20e8aa86fe29ed75085f977fe6",
+    sha256 = "91fef1f149ef38a709bec619d3c1f8c41db21b8f56b9d85d8f4526da020d17a3",
+    git_commit = "a0f400ddc05e4f0b36f5491d4ccd80ff294f14a4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50d421a2e201160b7b05222985bfb47b3b3e36e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Aug 2022 06:01:39 -0700
Subject: [PATCH 6149/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2f075567-f7c4-4cd4-acfd-ca2264cf04cf

PiperOrigin-RevId: 469435887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcb3cc1324f..a0da2d481c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91fef1f149ef38a709bec619d3c1f8c41db21b8f56b9d85d8f4526da020d17a3",
-    git_commit = "a0f400ddc05e4f0b36f5491d4ccd80ff294f14a4",
+    sha256 = "758844dd7eeaa21d39bf3b0187779aa9ac9b12318253e441ca4dd65a34aaa70d",
+    git_commit = "9218bfcdd4555085fd757919dcdbf2262bfa8bfa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19dd5ce5c66cac92c3f53b3fc00748b0428f06fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Aug 2022 12:02:00 -0700
Subject: [PATCH 6150/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd174859-6a51-4a26-b8fd-3895dce8a2c6

PiperOrigin-RevId: 469519852
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0da2d481c7..389214f954b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "758844dd7eeaa21d39bf3b0187779aa9ac9b12318253e441ca4dd65a34aaa70d",
-    git_commit = "9218bfcdd4555085fd757919dcdbf2262bfa8bfa",
+    sha256 = "af95288661fbe7af80f86002077259dd8f12158fd478e8d1a43e108233c5650f",
+    git_commit = "dfd984a2ceb258f06e102263633cba5ae9499470",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9e81e7b1bc8e1bd28c3324cf8feee717420f96f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Aug 2022 14:03:13 -0700
Subject: [PATCH 6151/8103] BUILD cleanup

PiperOrigin-RevId: 469551002
---
 tensorflow_serving/tools/docker/tests/BUILD             | 2 +-
 tensorflow_serving/tools/pip_package/BUILD              | 2 +-
 tensorflow_serving/util/BUILD                           | 2 +-
 tensorflow_serving/util/net_http/client/testing/BUILD   | 2 +-
 tensorflow_serving/util/net_http/compression/BUILD      | 2 +-
 tensorflow_serving/util/net_http/internal/BUILD         | 2 +-
 tensorflow_serving/util/net_http/internal/testing/BUILD | 2 +-
 tensorflow_serving/util/net_http/server/internal/BUILD  | 2 +-
 tensorflow_serving/util/net_http/server/public/BUILD    | 2 +-
 tensorflow_serving/util/net_http/server/testing/BUILD   | 2 +-
 tensorflow_serving/util/net_http/socket/testing/BUILD   | 2 +-
 tensorflow_serving/util/test_util/BUILD                 | 2 +-
 12 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index 4d60def5caa..55c754bfdf1 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -7,7 +7,7 @@
 # Tests are local and manual as they require docker and the image to be
 # installed.
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 sh_library(
     name = "docker_test_lib",
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 48daa4f43fe..6b60794a1cf 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -1,6 +1,6 @@
 # Description: Tensorflow Serving pip package.
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 sh_binary(
     name = "build_pip_package",
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 5beb2fb1dee..685ec84a9a4 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -9,7 +9,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/util/net_http/client/testing/BUILD b/tensorflow_serving/util/net_http/client/testing/BUILD
index c54e7a9afcd..702ed5ef1e4 100644
--- a/tensorflow_serving/util/net_http/client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/testing/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//visibility:private"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_binary(
     name = "evhttp_echo_client",
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index ccd0c325eab..f039e3a4b29 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -7,7 +7,7 @@ package(
     ],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 # C++ lib based on zlib for gzip support
 cc_library(
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index 866eaa9aaf3..ecd7cd2e9df 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -6,7 +6,7 @@ package(
     ],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_library(
     name = "fixed_thread_pool",
diff --git a/tensorflow_serving/util/net_http/internal/testing/BUILD b/tensorflow_serving/util/net_http/internal/testing/BUILD
index d2a710bbaf2..f866a13831b 100644
--- a/tensorflow_serving/util/net_http/internal/testing/BUILD
+++ b/tensorflow_serving/util/net_http/internal/testing/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//visibility:private"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_binary(
     name = "net_logging_example",
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index f087499d255..0f0917a9ae5 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -6,7 +6,7 @@ package(
     ],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_library(
     name = "evhttp_server",
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index e7f96d98f13..cc39fe6b749 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -10,7 +10,7 @@ package(
 
 package_group(name = "http_server_clients")
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_library(
     name = "http_server_api",
diff --git a/tensorflow_serving/util/net_http/server/testing/BUILD b/tensorflow_serving/util/net_http/server/testing/BUILD
index c65901c2482..1a8240459e2 100644
--- a/tensorflow_serving/util/net_http/server/testing/BUILD
+++ b/tensorflow_serving/util/net_http/server/testing/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//visibility:private"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_binary(
     name = "evhttp_echo_server",
diff --git a/tensorflow_serving/util/net_http/socket/testing/BUILD b/tensorflow_serving/util/net_http/socket/testing/BUILD
index fd1a6e50c9c..3eeca19d3b6 100644
--- a/tensorflow_serving/util/net_http/socket/testing/BUILD
+++ b/tensorflow_serving/util/net_http/socket/testing/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//visibility:private"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_binary(
     name = "ev_print_req_server",
diff --git a/tensorflow_serving/util/test_util/BUILD b/tensorflow_serving/util/test_util/BUILD
index 07f7acce80c..8fd57c090b7 100644
--- a/tensorflow_serving/util/test_util/BUILD
+++ b/tensorflow_serving/util/test_util/BUILD
@@ -7,7 +7,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 cc_library(
     name = "mock_file_probing_env",

From 455722c04844b95fb10c51a4eeef84a5bbf93db8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Aug 2022 18:01:59 -0700
Subject: [PATCH 6152/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8877498c-a672-4bbc-a8f9-901ba5f9b8e0

PiperOrigin-RevId: 469602600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 389214f954b..072ee58ae0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af95288661fbe7af80f86002077259dd8f12158fd478e8d1a43e108233c5650f",
-    git_commit = "dfd984a2ceb258f06e102263633cba5ae9499470",
+    sha256 = "6854d4baca07c40fc2c4355988aaf0be99fa0020ff529818265bc0db60075fe8",
+    git_commit = "965ed23edfe72553685436add587b25a6e02b354",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4bcfa91f9a054b7bd58031733fd3e6891a97946d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Aug 2022 00:01:43 -0700
Subject: [PATCH 6153/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48108ffb-1b62-44dd-b4ee-fd71fd4410c8

PiperOrigin-RevId: 469649541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 072ee58ae0f..d80ad460771 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6854d4baca07c40fc2c4355988aaf0be99fa0020ff529818265bc0db60075fe8",
-    git_commit = "965ed23edfe72553685436add587b25a6e02b354",
+    sha256 = "0ad93916e105dc18068f1742d548f3b6572599d030d93fe9860a611f341099aa",
+    git_commit = "28e13a93ab3b3fb72f1d144bb3f9b256c0f8ef1f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09192d0b822eba64bb85401936a4f91ffefb7b8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Aug 2022 06:03:40 -0700
Subject: [PATCH 6154/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/adcb8e9e-3bb3-4fee-87d6-8f6ebace34aa

PiperOrigin-RevId: 469705496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d80ad460771..ec7f27841f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ad93916e105dc18068f1742d548f3b6572599d030d93fe9860a611f341099aa",
-    git_commit = "28e13a93ab3b3fb72f1d144bb3f9b256c0f8ef1f",
+    sha256 = "a4a1185e83f1ff5ec2d94417eb60271978840c55fc3624bd21b2d269c695fff4",
+    git_commit = "1beca0c5c5f047ab7aecf67509551d4995808def",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8918b8eef65b93db1d8ee08a5709931a5f1b65f4 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 24 Aug 2022 11:07:07 -0700
Subject: [PATCH 6155/8103] Add release notes for tf-serving 2.10.0-rc2

PiperOrigin-RevId: 469774765
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 42d9c1ac6bd..91d45eb10ea 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.10.0-rc2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.0-rc2
+
 # Release 2.10.0-rc1
 
 ## Major Features and Improvements

From 928dbe34bafbd837904254e479a2a3e8e3e8a2e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Aug 2022 12:01:48 -0700
Subject: [PATCH 6156/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f66e405b-796b-4187-810d-83064e9e9690

PiperOrigin-RevId: 469788865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec7f27841f7..e945b7d2bc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4a1185e83f1ff5ec2d94417eb60271978840c55fc3624bd21b2d269c695fff4",
-    git_commit = "1beca0c5c5f047ab7aecf67509551d4995808def",
+    sha256 = "342df65f47b3023128b413152ea9e57bcd2f74fa5fc5f5d4cc242c1cc0012c20",
+    git_commit = "bbe41abdcb2f7e923489bfa21cfb546b6022f330",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50ac4f5d97ad3e2a9cda3e14995d53c48cca21fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Aug 2022 18:01:36 -0700
Subject: [PATCH 6157/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a0a919d-b508-4aaa-a602-c5db196c6f16

PiperOrigin-RevId: 469870751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e945b7d2bc1..721d550e784 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "342df65f47b3023128b413152ea9e57bcd2f74fa5fc5f5d4cc242c1cc0012c20",
-    git_commit = "bbe41abdcb2f7e923489bfa21cfb546b6022f330",
+    sha256 = "28efc592f609eb2790a4f8734b5ee1888bde2371ab7a5c5cb4f0ba8887a4da25",
+    git_commit = "16eeb022e6f2b5992bf3789a95012724c94bfaf4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad6920d1a66b48de5738106959343a2a3ae06b53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Aug 2022 00:01:39 -0700
Subject: [PATCH 6158/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f01451b7-4fc7-46d1-98b7-6f22c7bce2fa

PiperOrigin-RevId: 469915628
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 721d550e784..b2e61b5b0a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28efc592f609eb2790a4f8734b5ee1888bde2371ab7a5c5cb4f0ba8887a4da25",
-    git_commit = "16eeb022e6f2b5992bf3789a95012724c94bfaf4",
+    sha256 = "80737ac6172c70eef7e99da4e0ed811c2e51adec76db3a44b634b06e65cb606e",
+    git_commit = "4ca72f4d4ca74e3b5312a2d7f9c6498ca2f7a74b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe7cfedbb6f44cbefea8c182a8dccdbbc8033286 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Aug 2022 06:01:40 -0700
Subject: [PATCH 6159/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec2047f1-62b6-498c-af11-9e8423c04680

PiperOrigin-RevId: 469970022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2e61b5b0a6..479025a3ce8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80737ac6172c70eef7e99da4e0ed811c2e51adec76db3a44b634b06e65cb606e",
-    git_commit = "4ca72f4d4ca74e3b5312a2d7f9c6498ca2f7a74b",
+    sha256 = "cf17da839dbc678575d0b0c2541da32b330dc0154b647f3f3190745a3a0c495c",
+    git_commit = "faf1d4e7df11644662f0b350c220292272adf0d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a0640fcdc9af0223972ce1f985fc4951608b9ffe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Aug 2022 12:03:23 -0700
Subject: [PATCH 6160/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a57434a4-635e-43b3-858f-dcda2a78b665

PiperOrigin-RevId: 470049662
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 479025a3ce8..f9fdfbd919d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf17da839dbc678575d0b0c2541da32b330dc0154b647f3f3190745a3a0c495c",
-    git_commit = "faf1d4e7df11644662f0b350c220292272adf0d0",
+    sha256 = "0a7e0d990465ce8aa3bf70ddfe139387dbbcbb15e313a9cf59e22df4000aebd7",
+    git_commit = "df0b7dbcaef535b87f4b8be8d0c1916071c96a67",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7284c06c6d1b1988db05678603308eb51da20cef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Aug 2022 18:01:53 -0700
Subject: [PATCH 6161/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ec2e78b-8766-4981-bfd9-7f2c0c632f68

PiperOrigin-RevId: 470127072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9fdfbd919d..3abcbc07946 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a7e0d990465ce8aa3bf70ddfe139387dbbcbb15e313a9cf59e22df4000aebd7",
-    git_commit = "df0b7dbcaef535b87f4b8be8d0c1916071c96a67",
+    sha256 = "ba78822bd28b106b22f40e70500a5b62527a3dade151795b792602ed812c1b0d",
+    git_commit = "2fbaf178a267ebc0cee65741f7f1929c1fc22ecf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 53f61e83ac78ce3eda620b6c36130fd870886539 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Aug 2022 00:02:01 -0700
Subject: [PATCH 6162/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acddaa37-3ffc-4608-8912-85d717d0cc12

PiperOrigin-RevId: 470173793
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3abcbc07946..314a5c11c8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba78822bd28b106b22f40e70500a5b62527a3dade151795b792602ed812c1b0d",
-    git_commit = "2fbaf178a267ebc0cee65741f7f1929c1fc22ecf",
+    sha256 = "bb5cf6f184e1a731f5dab39aab62d27338438100f99ef82dbcffb6761fbb602e",
+    git_commit = "47c541330813f575057d7af90ef55985baca87eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 03091eda7d90b47a9c750d8bd4df6212830220bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Aug 2022 06:01:51 -0700
Subject: [PATCH 6163/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e4b9df9-1a21-4be2-a804-3f8a4547b478

PiperOrigin-RevId: 470227727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 314a5c11c8f..e1eb16bd1f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb5cf6f184e1a731f5dab39aab62d27338438100f99ef82dbcffb6761fbb602e",
-    git_commit = "47c541330813f575057d7af90ef55985baca87eb",
+    sha256 = "bd2d2cb74c97fd84d21c7db285182b6a0f8120bb9436600c1774c8fa656e0df8",
+    git_commit = "2db1bbdd4a0cc19f177d6bff1482136d252802e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3f03679719ecd921cf90cacba949bb2dfcc2ef5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Aug 2022 12:52:32 -0700
Subject: [PATCH 6164/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9729371-6f86-4f58-a64e-2da6600b2aca

PiperOrigin-RevId: 470312831
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1eb16bd1f7..23e927d5208 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd2d2cb74c97fd84d21c7db285182b6a0f8120bb9436600c1774c8fa656e0df8",
-    git_commit = "2db1bbdd4a0cc19f177d6bff1482136d252802e0",
+    sha256 = "2c13144cdb3c38ccc0bea95807f2fc680c8dcbd3cab99910461060e3245fc7ad",
+    git_commit = "7634eaf7173693454e2b7bffb607a525a546c695",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 65ee36ff92daacff746f03f4ef5e38b22f30c58d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Aug 2022 18:01:22 -0700
Subject: [PATCH 6165/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b2678f8-d31b-4b8e-978f-ccaa7575c607

PiperOrigin-RevId: 470372537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23e927d5208..7ba6b4e2ad2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c13144cdb3c38ccc0bea95807f2fc680c8dcbd3cab99910461060e3245fc7ad",
-    git_commit = "7634eaf7173693454e2b7bffb607a525a546c695",
+    sha256 = "424d8e8b8410679ffb2075404e3a801350b4403b56aa2330e6c0d46762422c59",
+    git_commit = "f8df5fead899e6b44e93b9d51dbdb3aa5732fde7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 82d935592596bdd10b7cd6b1a45fd96b8e365814 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Aug 2022 00:01:40 -0700
Subject: [PATCH 6166/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c271014-c9a8-4665-b873-1eff14279605

PiperOrigin-RevId: 470407398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ba6b4e2ad2..cb686b4439c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "424d8e8b8410679ffb2075404e3a801350b4403b56aa2330e6c0d46762422c59",
-    git_commit = "f8df5fead899e6b44e93b9d51dbdb3aa5732fde7",
+    sha256 = "8ecaff30fdce0d67e061737fcea5be331f659810bde1ffe5f7346671cf9f3d7c",
+    git_commit = "408a54e48174a0fc17a5858ada9232969540ec7e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe076b1c991bf242c6901f33f0bca9e5281fd122 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Aug 2022 06:01:44 -0700
Subject: [PATCH 6167/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c035051-697f-4876-a5c7-e9a0eb99ddf3

PiperOrigin-RevId: 470442228
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb686b4439c..d84d2b04988 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ecaff30fdce0d67e061737fcea5be331f659810bde1ffe5f7346671cf9f3d7c",
-    git_commit = "408a54e48174a0fc17a5858ada9232969540ec7e",
+    sha256 = "533052a188a47207d83020bd8c396625b815aecafa31ebac91cf97bae7dd44e4",
+    git_commit = "4b9a55ae0c451d6d6c8c7b438d70dea3651d652d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fb131d770954a1e29a4275672a89ff4b7f1061c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Aug 2022 00:01:35 -0700
Subject: [PATCH 6168/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35cfc633-c500-48c8-88f0-db688bd8a485

PiperOrigin-RevId: 470523117
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d84d2b04988..6319ebabccb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "533052a188a47207d83020bd8c396625b815aecafa31ebac91cf97bae7dd44e4",
-    git_commit = "4b9a55ae0c451d6d6c8c7b438d70dea3651d652d",
+    sha256 = "1951d30857e8ce316f27348a4e1915f781b260de8cf59d068592f20db83afa60",
+    git_commit = "42e179c04fcc8cc2995805234825603fe90a0020",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b2d37b9a6dfdf91ff2982625bb3eadb5fb76aa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Aug 2022 06:02:32 -0700
Subject: [PATCH 6169/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d0b96fe2-3a33-440b-bddb-6ff53bfc52ab

PiperOrigin-RevId: 470555445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6319ebabccb..edbe70f7fe3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1951d30857e8ce316f27348a4e1915f781b260de8cf59d068592f20db83afa60",
-    git_commit = "42e179c04fcc8cc2995805234825603fe90a0020",
+    sha256 = "345d64e144bdf0e741873f112f7062803188ea1692a81980039567e85aa064fd",
+    git_commit = "0f4e329a4cc59fad5c6320d6c5bf266668d77f6c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 64d00164893ae84964d0a0bd6fc35d562fe8d592 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Aug 2022 18:01:25 -0700
Subject: [PATCH 6170/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9e4f75d-02ad-4763-8695-e639b54ef7cb

PiperOrigin-RevId: 470611230
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edbe70f7fe3..1098811b3f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "345d64e144bdf0e741873f112f7062803188ea1692a81980039567e85aa064fd",
-    git_commit = "0f4e329a4cc59fad5c6320d6c5bf266668d77f6c",
+    sha256 = "5f411827b857f5f8a682c75f9f633d2104c71a6525e6a9321f9729ed48f1f4cb",
+    git_commit = "db1c47d044becc8ee27a64dd31edb06f3a935254",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4037d4f8300e73b7c0d55712aed027383ad5b8b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Aug 2022 00:01:35 -0700
Subject: [PATCH 6171/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/941ad6a5-5683-43ec-b803-7b3b491f43c1

PiperOrigin-RevId: 470646254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1098811b3f1..3cf522d8fc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f411827b857f5f8a682c75f9f633d2104c71a6525e6a9321f9729ed48f1f4cb",
-    git_commit = "db1c47d044becc8ee27a64dd31edb06f3a935254",
+    sha256 = "8226c2c6eb95ccb30b28981a842526a2a4c58631d4946335d76a41ecad1c1e9b",
+    git_commit = "d1305ddbd8615283531b3f7e5e249f24a9532a76",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 72069c32ee63ad9cbc002171a9c19313133228a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Aug 2022 06:02:50 -0700
Subject: [PATCH 6172/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24d76788-307c-430a-a87d-c547525486a1

PiperOrigin-RevId: 470699783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cf522d8fc9..fa1c9619262 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8226c2c6eb95ccb30b28981a842526a2a4c58631d4946335d76a41ecad1c1e9b",
-    git_commit = "d1305ddbd8615283531b3f7e5e249f24a9532a76",
+    sha256 = "0c270bdf52f360befc6148be2a140375e2e1b83411923a3c1018f6f6d515087e",
+    git_commit = "f39e108822366b81b9c26d03351c2684099a2bc6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8235ed86f9f07123e30ea8830a1454334bc86a2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Aug 2022 08:01:59 -0700
Subject: [PATCH 6173/8103] BUILD cleanup

PiperOrigin-RevId: 470719515
---
 tensorflow_serving/apis/BUILD                           | 2 +-
 tensorflow_serving/apis/internal/BUILD                  | 2 +-
 tensorflow_serving/batching/BUILD                       | 2 +-
 tensorflow_serving/batching/test_util/BUILD             | 2 +-
 tensorflow_serving/batching/testdata/BUILD              | 2 +-
 tensorflow_serving/config/BUILD                         | 2 +-
 tensorflow_serving/core/BUILD                           | 2 +-
 tensorflow_serving/core/test_util/BUILD                 | 2 +-
 tensorflow_serving/example/BUILD                        | 2 +-
 tensorflow_serving/model_servers/BUILD                  | 2 +-
 tensorflow_serving/model_servers/test_util/BUILD        | 2 +-
 tensorflow_serving/resources/BUILD                      | 2 +-
 tensorflow_serving/servables/hashmap/BUILD              | 2 +-
 tensorflow_serving/servables/tensorflow/BUILD           | 2 +-
 tensorflow_serving/servables/tensorflow/test_util/BUILD | 2 +-
 tensorflow_serving/servables/tensorflow/testdata/BUILD  | 2 +-
 tensorflow_serving/session_bundle/BUILD                 | 2 +-
 tensorflow_serving/session_bundle/oss/BUILD             | 2 +-
 tensorflow_serving/sources/storage_path/BUILD           | 2 +-
 tensorflow_serving/test_util/BUILD                      | 2 +-
 20 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 34fda27e67c..b7f8206fefa 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -8,7 +8,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 6416d42000f..5c8ffbe9b8e 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -7,7 +7,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index ae86ca146da..3ff1ea74fcd 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -5,7 +5,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index eb9995b48fc..d8b380b3467 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -5,7 +5,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/batching/testdata/BUILD b/tensorflow_serving/batching/testdata/BUILD
index a33d0e732da..5cecf582ef8 100644
--- a/tensorflow_serving/batching/testdata/BUILD
+++ b/tensorflow_serving/batching/testdata/BUILD
@@ -5,7 +5,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "matrix_half_plus_two",
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 8d3a2139ac2..46f75949385 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -5,7 +5,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 9a8eac4a774..f46cc18a5ec 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -7,7 +7,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index f90637f1434..e2634f38621 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -9,7 +9,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index b6beae6c47c..3ea144f96fe 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -5,7 +5,7 @@ package(
     features = ["no_layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 179d6e205f1..a4989120d19 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -12,7 +12,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 # Visibility group for clients that link in custom ops, while using the
 # vanilla TensorFlow ModelServer without any other modifications. Exclusively
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index a2d37ebd7d1..0596d4d0ecb 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -10,7 +10,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 9f7f1af4694..d12e83386ed 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -7,7 +7,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index bd0b4880893..170150cbadf 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -7,7 +7,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 74481e40d8f..52b90a29eff 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -10,7 +10,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index ca083c1b1ac..9923cf12c41 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -2,7 +2,7 @@
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 serving_proto_library(
     name = "fake_thread_pool_factory_proto",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index b395caad1b5..f678cda414f 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -10,7 +10,7 @@ package(
     ],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 exports_files(
     [
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 84cad535bf6..f21371cc27e 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -1,6 +1,6 @@
 load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 package(
     default_visibility = [
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 6dfd841af88..02becf99fb5 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -1,7 +1,7 @@
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
 load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 package(
     default_visibility = [
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 9f21e96a3e3..4996a6d182e 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -9,7 +9,7 @@ package(
     features = ["-layering_check"],
 )
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 0e6cfd5d4de..5bb5390eb41 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -4,7 +4,7 @@ package(default_visibility = [
     "//tensorflow_serving:internal",
 ])
 
-licenses(["notice"])  # Apache 2.0
+licenses(["notice"])
 
 filegroup(
     name = "all_files",

From 9d69f52d6de919f61f0ae9b1daec5897743b8fe3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Aug 2022 12:01:26 -0700
Subject: [PATCH 6174/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a19b207-7237-4015-93e7-0f1171583c73

PiperOrigin-RevId: 470779515
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa1c9619262..f5cb6516462 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c270bdf52f360befc6148be2a140375e2e1b83411923a3c1018f6f6d515087e",
-    git_commit = "f39e108822366b81b9c26d03351c2684099a2bc6",
+    sha256 = "7fe38b344c1b2bbf3fab5824ae516d049ffff7e8f8b9df239b1e385ad15f16cb",
+    git_commit = "9f2210fe3325e7b3b11a7d5c692bcb86793c3800",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 894d60601fc6c6c37a3f32da56230a64f5c35504 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Aug 2022 18:01:27 -0700
Subject: [PATCH 6175/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8503580f-2ecf-4048-879e-44d51d3fb4dd

PiperOrigin-RevId: 470861932
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5cb6516462..3566ba584a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fe38b344c1b2bbf3fab5824ae516d049ffff7e8f8b9df239b1e385ad15f16cb",
-    git_commit = "9f2210fe3325e7b3b11a7d5c692bcb86793c3800",
+    sha256 = "c022c7a9a1a718f3feaae2f336cdd84034e6a34a647eb903ce7fdaa0ead8ea7b",
+    git_commit = "ce1834ae81c4669949a3cb046733fb6e2eabac46",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 31204d664d4ff985a526dccfe1f13ffde113deb6 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 29 Aug 2022 23:23:27 -0700
Subject: [PATCH 6176/8103] Update TF Text to v2.8.2.

PiperOrigin-RevId: 470906398
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 4899007 -> 5935750 bytes
 .../variables/variables.data-00000-of-00001   | Bin 342 -> 708 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |  27 +-
 third_party/darts_clone/BUILD                 |  14 +
 third_party/sentencepiece/BUILD               |  96 +++
 third_party/sentencepiece/sentencepiece.patch | 808 ++++++++++++++++++
 8 files changed, 940 insertions(+), 7 deletions(-)
 create mode 100644 third_party/darts_clone/BUILD
 create mode 100644 third_party/sentencepiece/BUILD
 create mode 100644 third_party/sentencepiece/sentencepiece.patch

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index 3229f49919f..0f83d324709 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.7.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
+ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.8.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index f140107dbb58b413f5a636fe01cee317b474d6a6..b0e5bdfbd687908e003cf739c9ab91ffeebd9d55 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index 4412172aa98354cb0dbb817d6c0ddb9a5e3ec48b..e40b815b3ffe6db206de0a56a41ddc7899253992 100644
GIT binary patch
literal 708
zcmb_ZOHKko5ETR|3WiSsnHUx(E?BVhDqf&c3@z!{_K@zGF>n~yE{sR;9^S?t%pf8$
zF>%r9uDnmB-+OC5Ki$0GdkqO{)O%cWktVX>Ocq9A1a)c`;&eHAjNzO{nG<cxnZJNb
zXwbx|Rc-=zE16C$o7DTDiJ(dCd*#HltTlGwf`B;@W0-LcEt>7#VwdbxmOINOl%#g4
zOB*qj(G-AUUaC9EO~zgd#a^$h1dT#~HZ@8k>;V$)0Y5*(TO2@#x~y$*6r;Dw;TXC!
z;KV7(RM_j&+$9S85K-rVhZE@0Fzoc1OE-I7@T?!4*E&w2Pq7W3J{1nafG&(|l=Iku
zA+;V<=5*rm3W%mVAXuNuZU`faJ_(iP9~${y!LPCYrJq^o^7^>TpFJJ~SA`hk2*%X+
Q$`#tKs)|n#E5XtI0S!*hIRF3v

delta 120
zcmX@YdX0(W0@DI7FF~%diJa*Md>m{-T*aB`d5I;ZMXAMHLR<nI>_R;8nR%HdnTa`>
zRjEZ>3}CpHkxQC`W3nfsj1;F3TTWtSYEdy4HwTvxdv0n;QD$;6mplje<a$O0MxMzF
L7=w8sx}YQgJB=Er

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index 3e49b8d56de7fd89971635133ba43d41a0166e48..d91a2aa68d5b6de5ccabf28ea75e00523e92a314 100644
GIT binary patch
delta 30
icmbQpIFWIJuE-HqQwO&f%nU%l2qNO=Ff&hd3;+Od8U~2~

delta 30
icmbQpIFWIJuE;ee({KDY&M*K0BZ&C0c`@5W#{dA2e+e4^

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index cc93fe815fb..7f4e19213fd 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "7c6940e1fce8574f655fd5b20ab82e60b65bddb4c08b7ce669d8d6761e245bb9",
-        strip_prefix = "text-2.7.3",
-        url = "https://github.com/tensorflow/text/archive/v2.7.3.zip",
+        sha256 = "774af1b75c6af53f0ee1be28a8d2d75f2fc60c112f615418a0ee76f8c3d59c0f",
+        strip_prefix = "text-2.8.2",
+        url = "https://github.com/tensorflow/text/archive/v2.8.2.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
@@ -66,9 +66,24 @@ def tf_serving_workspace():
 
     http_archive(
         name = "com_google_sentencepiece",
-        strip_prefix = "sentencepiece-1.0.0",
-        sha256 = "c05901f30a1d0ed64cbcf40eba08e48894e1b0e985777217b7c9036cac631346",
-        url = "https://github.com/google/sentencepiece/archive/1.0.0.zip",
+        strip_prefix = "sentencepiece-0.1.96",
+        sha256 = "8409b0126ebd62b256c685d5757150cf7fcb2b92a2f2b98efb3f38fc36719754",
+        urls = [
+            "https://github.com/google/sentencepiece/archive/refs/tags/v0.1.96.zip",
+        ],
+        build_file = "//third_party/sentencepiece:BUILD",
+        patches = ["//third_party/sentencepiece:sentencepiece.patch"],
+        patch_args = ["-p1"],
+    )
+
+    http_archive(
+        name = "darts_clone",
+        build_file = "//third_party/darts_clone:BUILD",
+        sha256 = "c97f55d05c98da6fcaf7f9ecc6a6dc6bc5b18b8564465f77abff8879d446491c",
+        strip_prefix = "darts-clone-e40ce4627526985a7767444b6ed6893ab6ff8983",
+        urls = [
+            "https://github.com/s-yata/darts-clone/archive/e40ce4627526985a7767444b6ed6893ab6ff8983.zip",
+        ],
     )
 
     http_archive(
diff --git a/third_party/darts_clone/BUILD b/third_party/darts_clone/BUILD
new file mode 100644
index 00000000000..de6a309f228
--- /dev/null
+++ b/third_party/darts_clone/BUILD
@@ -0,0 +1,14 @@
+"""Darts-clone is a clone of Darts (Double-ARray Trie System)."""
+
+package(default_visibility = ["//visibility:public"])
+
+licenses(["notice"])
+
+exports_files(["LICENSE"])
+
+cc_library(
+    name = "darts_clone",
+    hdrs = [
+        "include/darts.h",
+    ],
+)
diff --git a/third_party/sentencepiece/BUILD b/third_party/sentencepiece/BUILD
new file mode 100644
index 00000000000..19ec771a179
--- /dev/null
+++ b/third_party/sentencepiece/BUILD
@@ -0,0 +1,96 @@
+package(
+    default_visibility = ["//visibility:public"],
+    features = [
+        "layering_check",
+        "parse_headers",
+    ],
+)
+
+licenses(["notice"])  # Apache 2, BSD, MIT
+
+proto_library(
+    name = "sentencepiece_proto",
+    srcs = ["src/sentencepiece.proto"],
+)
+
+cc_proto_library(
+    name = "sentencepiece_cc_proto",
+    deps = [":sentencepiece_proto"],
+)
+
+proto_library(
+    name = "sentencepiece_model_proto",
+    srcs = ["src/sentencepiece_model.proto"],
+)
+
+cc_proto_library(
+    name = "sentencepiece_model_cc_proto",
+    deps = [":sentencepiece_model_proto"],
+)
+
+genrule(
+    name = "config_h",
+    srcs = ["config.h.in"],
+    outs = ["config.h"],
+    cmd = "cp $< $@",
+)
+
+cc_library(
+    name = "common",
+    hdrs = [
+        "config.h",
+        "src/common.h",
+    ],
+    deps = [
+        "@com_google_absl//absl/base",
+    ],
+)
+
+cc_library(
+    name = "sentencepiece_processor",
+    srcs = [
+        "src/bpe_model.cc",
+        "src/char_model.cc",
+        "src/error.cc",
+        "src/filesystem.cc",
+        "src/model_factory.cc",
+        "src/model_interface.cc",
+        "src/normalizer.cc",
+        "src/sentencepiece_processor.cc",
+        "src/unigram_model.cc",
+        "src/util.cc",
+        "src/word_model.cc",
+    ],
+    hdrs = [
+        "src/bpe_model.h",
+        "src/char_model.h",
+        "src/filesystem.h",
+        "src/freelist.h",
+        "src/model_factory.h",
+        "src/model_interface.h",
+        "src/normalizer.h",
+        "src/sentencepiece_processor.h",
+        "src/trainer_interface.h",
+        "src/unigram_model.h",
+        "src/util.h",
+        "src/word_model.h",
+    ],
+    defines = ["_USE_TF_STRING_VIEW"],
+    includes = [
+        ".",
+        "src",
+    ],
+    linkstatic = 1,
+    deps =
+        [
+            ":common",
+            ":sentencepiece_cc_proto",
+            ":sentencepiece_model_cc_proto",
+            "@com_google_absl//absl/container:flat_hash_map",
+            "@com_google_absl//absl/container:flat_hash_set",
+            "@com_google_absl//absl/memory",
+            "@com_google_absl//absl/strings",
+            "@com_google_absl//absl/strings:str_format",
+            "@darts_clone",
+        ],
+)
diff --git a/third_party/sentencepiece/sentencepiece.patch b/third_party/sentencepiece/sentencepiece.patch
new file mode 100644
index 00000000000..7e7f80736a8
--- /dev/null
+++ b/third_party/sentencepiece/sentencepiece.patch
@@ -0,0 +1,808 @@
+diff --git a/src/bpe_model.cc b/src/bpe_model.cc
+index 22cd115..97e0bda 100644
+--- a/src/bpe_model.cc
++++ b/src/bpe_model.cc
+@@ -21,7 +21,7 @@
+ 
+ #include "bpe_model.h"
+ #include "freelist.h"
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/bpe_model_trainer.cc b/src/bpe_model_trainer.cc
+index 964d44e..ae8983c 100644
+--- a/src/bpe_model_trainer.cc
++++ b/src/bpe_model_trainer.cc
+@@ -18,7 +18,7 @@
+ #include <vector>
+ 
+ #include "bpe_model_trainer.h"
+-#include "third_party/absl/container/flat_hash_set.h"
++#include "absl/container/flat_hash_set.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/bpe_model_trainer.h b/src/bpe_model_trainer.h
+index e011a37..17f6e06 100644
+--- a/src/bpe_model_trainer.h
++++ b/src/bpe_model_trainer.h
+@@ -20,7 +20,7 @@
+ #include <vector>
+ 
+ #include "sentencepiece_model.pb.h"
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ #include "trainer_interface.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/bpe_model_trainer_test.cc b/src/bpe_model_trainer_test.cc
+index 173eb9c..2a43c3a 100644
+--- a/src/bpe_model_trainer_test.cc
++++ b/src/bpe_model_trainer_test.cc
+@@ -20,8 +20,8 @@
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/builder.cc b/src/builder.cc
+index 378aaa0..1557a07 100644
+--- a/src/builder.cc
++++ b/src/builder.cc
+@@ -18,10 +18,10 @@
+ 
+ #include "builder.h"
+ #include "filesystem.h"
+-#include "third_party/absl/strings/str_join.h"
+-#include "third_party/absl/strings/str_replace.h"
+-#include "third_party/absl/strings/str_split.h"
+-#include "third_party/absl/strings/strip.h"
++#include "absl/strings/str_join.h"
++#include "absl/strings/str_replace.h"
++#include "absl/strings/str_split.h"
++#include "absl/strings/strip.h"
+ 
+ #ifdef ENABLE_NFKC_COMPILE
+ #include <unicode/errorcode.h>
+@@ -36,7 +36,7 @@
+ 
+ #include "normalization_rule.h"
+ #include "normalizer.h"
+-#include "third_party/darts_clone/darts.h"
++#include "include/darts.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/builder.h b/src/builder.h
+index 49d2884..289fab6 100644
+--- a/src/builder.h
++++ b/src/builder.h
+@@ -22,7 +22,7 @@
+ #include "common.h"
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ 
+ namespace sentencepiece {
+ namespace normalizer {
+diff --git a/src/builder_test.cc b/src/builder_test.cc
+index 4acb7b3..1dee5c7 100644
+--- a/src/builder_test.cc
++++ b/src/builder_test.cc
+@@ -18,7 +18,7 @@
+ #include "normalizer.h"
+ #include "sentencepiece_trainer.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/char_model_trainer_test.cc b/src/char_model_trainer_test.cc
+index 8c2e4b7..e8b4979 100644
+--- a/src/char_model_trainer_test.cc
++++ b/src/char_model_trainer_test.cc
+@@ -19,8 +19,8 @@
+ #include "filesystem.h"
+ #include "sentencepiece_processor.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/compile_charsmap_main.cc b/src/compile_charsmap_main.cc
+index c5a5188..931028b 100644
+--- a/src/compile_charsmap_main.cc
++++ b/src/compile_charsmap_main.cc
+@@ -22,8 +22,8 @@
+ #include "filesystem.h"
+ #include "init.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/flags/flag.h"
++#include "absl/strings/string_view.h"
+ 
+ using sentencepiece::normalizer::Builder;
+ 
+diff --git a/src/error.cc b/src/error.cc
+index a226d98..ab4675d 100644
+--- a/src/error.cc
++++ b/src/error.cc
+@@ -20,8 +20,8 @@
+ #ifdef _USE_EXTERNAL_ABSL
+ // Naive workaround to define minloglevel on external absl package.
+ // We want to define them in other cc file.
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/flags/parse.h"
++#include "absl/flags/flag.h"
++#include "absl/flags/parse.h"
+ ABSL_FLAG(int32, minloglevel, 0,
+           "Messages logged at a lower level than this don't actually.");
+ #endif
+diff --git a/src/filesystem.cc b/src/filesystem.cc
+index 833c8f7..6a169d9 100644
+--- a/src/filesystem.cc
++++ b/src/filesystem.cc
+@@ -15,7 +15,7 @@
+ #include <iostream>
+ 
+ #include "filesystem.h"
+-#include "third_party/absl/memory/memory.h"
++#include "absl/memory/memory.h"
+ #include "util.h"
+ 
+ #if defined(OS_WIN) && defined(UNICODE) && defined(_UNICODE)
+diff --git a/src/filesystem.h b/src/filesystem.h
+index e572b4b..dbcce48 100644
+--- a/src/filesystem.h
++++ b/src/filesystem.h
+@@ -23,7 +23,7 @@
+ 
+ #include "common.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ 
+ namespace sentencepiece {
+ namespace filesystem {
+diff --git a/src/filesystem_test.cc b/src/filesystem_test.cc
+index 790e756..39ece99 100644
+--- a/src/filesystem_test.cc
++++ b/src/filesystem_test.cc
+@@ -14,7 +14,7 @@
+ 
+ #include "filesystem.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/init.h b/src/init.h
+index 090a2d9..acfda8a 100644
+--- a/src/init.h
++++ b/src/init.h
+@@ -16,8 +16,8 @@
+ #define INIT_H_
+ 
+ #include "common.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/flags/parse.h"
++#include "absl/flags/flag.h"
++#include "absl/flags/parse.h"
+ 
+ ABSL_DECLARE_FLAG(int32, minloglevel);
+ 
+diff --git a/src/model_factory.cc b/src/model_factory.cc
+index be99501..040c00c 100644
+--- a/src/model_factory.cc
++++ b/src/model_factory.cc
+@@ -15,7 +15,7 @@
+ #include "bpe_model.h"
+ #include "char_model.h"
+ #include "model_factory.h"
+-#include "third_party/absl/memory/memory.h"
++#include "absl/memory/memory.h"
+ #include "unigram_model.h"
+ #include "word_model.h"
+ 
+diff --git a/src/model_interface.cc b/src/model_interface.cc
+index c49be1e..22c6378 100644
+--- a/src/model_interface.cc
++++ b/src/model_interface.cc
+@@ -16,8 +16,8 @@
+ 
+ #include "model_interface.h"
+ #include "sentencepiece_model.pb.h"
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/str_format.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/str_format.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/model_interface.h b/src/model_interface.h
+index aef5b53..fc14257 100644
+--- a/src/model_interface.h
++++ b/src/model_interface.h
+@@ -25,9 +25,9 @@
+ #include "normalizer.h"
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/strings/string_view.h"
+-#include "third_party/darts_clone/darts.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/strings/string_view.h"
++#include "include/darts.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/model_interface_test.cc b/src/model_interface_test.cc
+index 69ee4e6..26a1e05 100644
+--- a/src/model_interface_test.cc
++++ b/src/model_interface_test.cc
+@@ -15,7 +15,7 @@
+ #include "model_factory.h"
+ #include "model_interface.h"
+ #include "testharness.h"
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/normalizer.cc b/src/normalizer.cc
+index 100b875..1791bd1 100644
+--- a/src/normalizer.cc
++++ b/src/normalizer.cc
+@@ -18,11 +18,11 @@
+ #include <vector>
+ 
+ #include "common.h"
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/match.h"
+-#include "third_party/absl/strings/string_view.h"
+-#include "third_party/absl/strings/strip.h"
+-#include "third_party/darts_clone/darts.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/match.h"
++#include "absl/strings/string_view.h"
++#include "absl/strings/strip.h"
++#include "include/darts.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/normalizer.h b/src/normalizer.h
+index 622bbd2..1326102 100644
+--- a/src/normalizer.h
++++ b/src/normalizer.h
+@@ -24,8 +24,8 @@
+ #include "common.h"
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/string_view.h"
+-#include "third_party/darts_clone/darts.h"
++#include "absl/strings/string_view.h"
++#include "include/darts.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/pretokenizer_for_training.cc b/src/pretokenizer_for_training.cc
+index 049658e..8021511 100644
+--- a/src/pretokenizer_for_training.cc
++++ b/src/pretokenizer_for_training.cc
+@@ -14,7 +14,7 @@
+ #include <string>
+ 
+ #include "pretokenizer_for_training.h"
+-#include "third_party/absl/strings/str_replace.h"
++#include "absl/strings/str_replace.h"
+ 
+ namespace sentencepiece {
+ namespace pretokenizer {
+diff --git a/src/pretokenizer_for_training.h b/src/pretokenizer_for_training.h
+index 2d3bc82..38beaa6 100644
+--- a/src/pretokenizer_for_training.h
++++ b/src/pretokenizer_for_training.h
+@@ -21,7 +21,7 @@
+ #include "common.h"
+ #include "sentencepiece.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ 
+ namespace sentencepiece {
+ namespace pretokenizer {
+diff --git a/src/pretokenizer_for_training_test.cc b/src/pretokenizer_for_training_test.cc
+index 80f4787..c559eb8 100644
+--- a/src/pretokenizer_for_training_test.cc
++++ b/src/pretokenizer_for_training_test.cc
+@@ -13,7 +13,7 @@
+ // limitations under the License.!
+ #include "pretokenizer_for_training.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "trainer_interface.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/sentencepiece_processor.cc b/src/sentencepiece_processor.cc
+index 1e4e7a0..1ff3990 100644
+--- a/src/sentencepiece_processor.cc
++++ b/src/sentencepiece_processor.cc
+@@ -23,14 +23,14 @@
+ #include "normalizer.h"
+ #include "sentencepiece.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/numbers.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
+-#include "third_party/absl/strings/str_replace.h"
+-#include "third_party/absl/strings/str_split.h"
+-#include "third_party/absl/strings/string_view.h"
+-#include "third_party/absl/strings/strip.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/numbers.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
++#include "absl/strings/str_replace.h"
++#include "absl/strings/str_split.h"
++#include "absl/strings/string_view.h"
++#include "absl/strings/strip.h"
+ #include "unigram_model.h"
+ #include "util.h"
+ 
+diff --git a/src/sentencepiece_processor.h b/src/sentencepiece_processor.h
+index e8bd5f5..e81ebbf 100644
+--- a/src/sentencepiece_processor.h
++++ b/src/sentencepiece_processor.h
+@@ -22,7 +22,7 @@
+ #include <vector>
+ 
+ #if defined(_USE_INTERNAL_STRING_VIEW)
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ #elif defined(_USE_TF_STRING_VIEW)
+ #include "absl/strings/string_view.h"
+ #else
+diff --git a/src/sentencepiece_processor_test.cc b/src/sentencepiece_processor_test.cc
+index 373e73e..829c3d4 100644
+--- a/src/sentencepiece_processor_test.cc
++++ b/src/sentencepiece_processor_test.cc
+@@ -23,10 +23,10 @@
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+ #include "testharness.h"
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/string_view.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/sentencepiece_trainer.cc b/src/sentencepiece_trainer.cc
+index b9fe64f..47ef33c 100644
+--- a/src/sentencepiece_trainer.cc
++++ b/src/sentencepiece_trainer.cc
+@@ -22,12 +22,12 @@
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_trainer.h"
+ #include "spec_parser.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/strings/numbers.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_split.h"
+-#include "third_party/absl/strings/string_view.h"
+-#include "third_party/absl/strings/strip.h"
++#include "absl/flags/flag.h"
++#include "absl/strings/numbers.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_split.h"
++#include "absl/strings/string_view.h"
++#include "absl/strings/strip.h"
+ #include "trainer_factory.h"
+ #include "util.h"
+ 
+diff --git a/src/sentencepiece_trainer_test.cc b/src/sentencepiece_trainer_test.cc
+index e44e66b..fc73b1d 100644
+--- a/src/sentencepiece_trainer_test.cc
++++ b/src/sentencepiece_trainer_test.cc
+@@ -16,7 +16,7 @@
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_trainer.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/spec_parser.h b/src/spec_parser.h
+index 2c5a95b..263f2bd 100644
+--- a/src/spec_parser.h
++++ b/src/spec_parser.h
+@@ -19,8 +19,8 @@
+ #include <vector>
+ 
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/ascii.h"
+-#include "third_party/absl/strings/str_split.h"
++#include "absl/strings/ascii.h"
++#include "absl/strings/str_split.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/spm_decode_main.cc b/src/spm_decode_main.cc
+index 3382ddc..9dda65c 100644
+--- a/src/spm_decode_main.cc
++++ b/src/spm_decode_main.cc
+@@ -21,8 +21,8 @@
+ #include "init.h"
+ #include "sentencepiece.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/strings/str_split.h"
++#include "absl/flags/flag.h"
++#include "absl/strings/str_split.h"
+ #include "util.h"
+ 
+ ABSL_FLAG(std::string, model, "", "model file name");
+diff --git a/src/spm_encode_main.cc b/src/spm_encode_main.cc
+index 4d12a38..29b7458 100644
+--- a/src/spm_encode_main.cc
++++ b/src/spm_encode_main.cc
+@@ -21,10 +21,10 @@
+ #include "init.h"
+ #include "sentencepiece.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/flags/flag.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "trainer_interface.h"
+ 
+ ABSL_FLAG(std::string, model, "", "model file name");
+diff --git a/src/spm_export_vocab_main.cc b/src/spm_export_vocab_main.cc
+index b5d93cb..70a65c1 100644
+--- a/src/spm_export_vocab_main.cc
++++ b/src/spm_export_vocab_main.cc
+@@ -20,7 +20,7 @@
+ #include "init.h"
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/flags/flag.h"
++#include "absl/flags/flag.h"
+ 
+ ABSL_FLAG(std::string, output, "", "Output filename");
+ ABSL_FLAG(std::string, model, "", "input model file name");
+diff --git a/src/spm_normalize_main.cc b/src/spm_normalize_main.cc
+index 96da360..8c541b8 100644
+--- a/src/spm_normalize_main.cc
++++ b/src/spm_normalize_main.cc
+@@ -21,7 +21,7 @@
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+-#include "third_party/absl/flags/flag.h"
++#include "absl/flags/flag.h"
+ 
+ ABSL_FLAG(std::string, model, "", "Model file name");
+ ABSL_FLAG(bool, use_internal_normalization, false,
+diff --git a/src/spm_train_main.cc b/src/spm_train_main.cc
+index baf8dbf..ba1e811 100644
+--- a/src/spm_train_main.cc
++++ b/src/spm_train_main.cc
+@@ -18,10 +18,10 @@
+ #include "init.h"
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_trainer.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/strings/ascii.h"
+-#include "third_party/absl/strings/str_join.h"
+-#include "third_party/absl/strings/str_split.h"
++#include "absl/flags/flag.h"
++#include "absl/strings/ascii.h"
++#include "absl/strings/str_join.h"
++#include "absl/strings/str_split.h"
+ #include "util.h"
+ 
+ using sentencepiece::NormalizerSpec;
+diff --git a/src/testharness.cc b/src/testharness.cc
+index f6b1efe..daf2d14 100644
+--- a/src/testharness.cc
++++ b/src/testharness.cc
+@@ -26,7 +26,7 @@
+ #include <vector>
+ 
+ #include "common.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/testharness.h b/src/testharness.h
+index 9879b06..98317ad 100644
+--- a/src/testharness.h
++++ b/src/testharness.h
+@@ -21,9 +21,9 @@
+ #include <string>
+ 
+ #include "common.h"
+-#include "third_party/absl/flags/flag.h"
+-#include "third_party/absl/flags/parse.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/flags/flag.h"
++#include "absl/flags/parse.h"
++#include "absl/strings/string_view.h"
+ 
+ ABSL_DECLARE_FLAG(std::string, test_tmpdir);
+ ABSL_DECLARE_FLAG(std::string, test_srcdir);
+diff --git a/src/trainer_factory.cc b/src/trainer_factory.cc
+index d1d2541..ff594d0 100644
+--- a/src/trainer_factory.cc
++++ b/src/trainer_factory.cc
+@@ -14,7 +14,7 @@
+ 
+ #include "bpe_model_trainer.h"
+ #include "char_model_trainer.h"
+-#include "third_party/absl/memory/memory.h"
++#include "absl/memory/memory.h"
+ #include "trainer_factory.h"
+ #include "unigram_model_trainer.h"
+ #include "word_model_trainer.h"
+diff --git a/src/trainer_interface.cc b/src/trainer_interface.cc
+index a3a4b74..70f2f72 100644
+--- a/src/trainer_interface.cc
++++ b/src/trainer_interface.cc
+@@ -26,13 +26,13 @@
+ #include "normalizer.h"
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/numbers.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_format.h"
+-#include "third_party/absl/strings/str_join.h"
+-#include "third_party/absl/strings/str_split.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/numbers.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_format.h"
++#include "absl/strings/str_join.h"
++#include "absl/strings/str_split.h"
+ #include "trainer_interface.h"
+ #include "unicode_script.h"
+ #include "util.h"
+diff --git a/src/trainer_interface.h b/src/trainer_interface.h
+index f66d59a..8a654ec 100644
+--- a/src/trainer_interface.h
++++ b/src/trainer_interface.h
+@@ -27,7 +27,7 @@
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/trainer_interface_test.cc b/src/trainer_interface_test.cc
+index 70a51ad..d7f3f0c 100644
+--- a/src/trainer_interface_test.cc
++++ b/src/trainer_interface_test.cc
+@@ -16,8 +16,8 @@
+ 
+ #include "filesystem.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_format.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_format.h"
+ #include "trainer_interface.h"
+ #include "util.h"
+ 
+diff --git a/src/unicode_script.cc b/src/unicode_script.cc
+index 583dc30..11b24dc 100644
+--- a/src/unicode_script.cc
++++ b/src/unicode_script.cc
+@@ -14,7 +14,7 @@
+ 
+ #include <unordered_map>
+ 
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ #include "unicode_script.h"
+ #include "unicode_script_map.h"
+ #include "util.h"
+diff --git a/src/unicode_script_map.h b/src/unicode_script_map.h
+index f2e67e9..f1b8299 100644
+--- a/src/unicode_script_map.h
++++ b/src/unicode_script_map.h
+@@ -14,7 +14,7 @@
+ 
+ #ifndef UNICODE_SCRIPT_DATA_H_
+ #define UNICODE_SCRIPT_DATA_H_
+-#include "third_party/absl/container/flat_hash_map.h"
++#include "absl/container/flat_hash_map.h"
+ namespace sentencepiece {
+ namespace unicode_script {
+ namespace {
+diff --git a/src/unicode_script_test.cc b/src/unicode_script_test.cc
+index ab33565..e0b1c4d 100644
+--- a/src/unicode_script_test.cc
++++ b/src/unicode_script_test.cc
+@@ -14,7 +14,7 @@
+ 
+ #include "common.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ #include "unicode_script.h"
+ #include "util.h"
+ 
+diff --git a/src/unigram_model.cc b/src/unigram_model.cc
+index 3b99060..9c72fb9 100644
+--- a/src/unigram_model.cc
++++ b/src/unigram_model.cc
+@@ -22,9 +22,9 @@
+ #include <utility>
+ #include <vector>
+ 
+-#include "third_party/absl/memory/memory.h"
+-#include "third_party/absl/strings/str_split.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/memory/memory.h"
++#include "absl/strings/str_split.h"
++#include "absl/strings/string_view.h"
+ #include "unigram_model.h"
+ #include "util.h"
+ 
+diff --git a/src/unigram_model.h b/src/unigram_model.h
+index 448e489..9062f12 100644
+--- a/src/unigram_model.h
++++ b/src/unigram_model.h
+@@ -24,7 +24,7 @@
+ #include "freelist.h"
+ #include "model_interface.h"
+ #include "sentencepiece_model.pb.h"
+-#include "third_party/darts_clone/darts.h"
++#include "include/darts.h"
+ 
+ namespace sentencepiece {
+ namespace unigram {
+diff --git a/src/unigram_model_test.cc b/src/unigram_model_test.cc
+index f93b21c..808e907 100644
+--- a/src/unigram_model_test.cc
++++ b/src/unigram_model_test.cc
+@@ -22,8 +22,8 @@
+ #include "sentencepiece_model.pb.h"
+ #include "sentencepiece_processor.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/unigram_model_trainer.cc b/src/unigram_model_trainer.cc
+index 9615040..373ec95 100644
+--- a/src/unigram_model_trainer.cc
++++ b/src/unigram_model_trainer.cc
+@@ -25,8 +25,8 @@
+ #include "normalizer.h"
+ #include "pretokenizer_for_training.h"
+ #include "sentencepiece_trainer.h"
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/memory/memory.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/memory/memory.h"
+ #include "third_party/esaxx/esa.hxx"  // Suffix array library.
+ #include "unicode_script.h"
+ #include "unigram_model_trainer.h"
+diff --git a/src/unigram_model_trainer.h b/src/unigram_model_trainer.h
+index 91fbeb4..f2d6b36 100644
+--- a/src/unigram_model_trainer.h
++++ b/src/unigram_model_trainer.h
+@@ -21,7 +21,7 @@
+ #include <vector>
+ 
+ #include "sentencepiece_model.pb.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ #include "trainer_interface.h"
+ #include "unigram_model.h"
+ #include "util.h"
+diff --git a/src/unigram_model_trainer_test.cc b/src/unigram_model_trainer_test.cc
+index ffe515e..fdb25f6 100644
+--- a/src/unigram_model_trainer_test.cc
++++ b/src/unigram_model_trainer_test.cc
+@@ -16,8 +16,8 @@
+ #include "sentencepiece_processor.h"
+ #include "sentencepiece_trainer.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "unigram_model_trainer.h"
+ #include "util.h"
+ 
+diff --git a/src/util.h b/src/util.h
+index 0d15863..d4a2d51 100644
+--- a/src/util.h
++++ b/src/util.h
+@@ -30,7 +30,7 @@
+ 
+ #include "common.h"
+ #include "sentencepiece_processor.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/strings/string_view.h"
+ 
+ #ifdef SPM_NO_THREADLOCAL
+ #include <pthread.h>
+diff --git a/src/util_test.cc b/src/util_test.cc
+index 71d006f..231fc96 100644
+--- a/src/util_test.cc
++++ b/src/util_test.cc
+@@ -16,7 +16,7 @@
+ 
+ #include "filesystem.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
++#include "absl/strings/str_cat.h"
+ #include "util.h"
+ 
+ namespace sentencepiece {
+diff --git a/src/word_model_trainer.cc b/src/word_model_trainer.cc
+index 0b8b062..b057843 100644
+--- a/src/word_model_trainer.cc
++++ b/src/word_model_trainer.cc
+@@ -15,8 +15,8 @@
+ #include <cmath>
+ #include <string>
+ 
+-#include "third_party/absl/container/flat_hash_map.h"
+-#include "third_party/absl/strings/string_view.h"
++#include "absl/container/flat_hash_map.h"
++#include "absl/strings/string_view.h"
+ #include "util.h"
+ #include "word_model.h"
+ #include "word_model_trainer.h"
+diff --git a/src/word_model_trainer_test.cc b/src/word_model_trainer_test.cc
+index c4a8bc6..366810f 100644
+--- a/src/word_model_trainer_test.cc
++++ b/src/word_model_trainer_test.cc
+@@ -18,8 +18,8 @@
+ #include "filesystem.h"
+ #include "sentencepiece_processor.h"
+ #include "testharness.h"
+-#include "third_party/absl/strings/str_cat.h"
+-#include "third_party/absl/strings/str_join.h"
++#include "absl/strings/str_cat.h"
++#include "absl/strings/str_join.h"
+ #include "util.h"
+ #include "word_model_trainer.h"
+ 

From 03728612b20d69807e304dd043b62013a727100c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Aug 2022 00:01:31 -0700
Subject: [PATCH 6177/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8f65b77-dea7-43f0-9ff7-cdd3f8f14b03

PiperOrigin-RevId: 470910910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3566ba584a4..616bb709678 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c022c7a9a1a718f3feaae2f336cdd84034e6a34a647eb903ce7fdaa0ead8ea7b",
-    git_commit = "ce1834ae81c4669949a3cb046733fb6e2eabac46",
+    sha256 = "05b4d3e4f7db7b1f8c85f18dbb2f58181c0b29c15a26097137bc11657a891ef0",
+    git_commit = "578db14cdbff78cfdb0911ca298975fcb5a923bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 850f8ce17363d5faa66ee8855c773529c4b6ae55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Aug 2022 06:01:27 -0700
Subject: [PATCH 6178/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e287c71-9942-41b4-bcd9-8fac5c238e72

PiperOrigin-RevId: 470968088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 616bb709678..a6a47046623 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05b4d3e4f7db7b1f8c85f18dbb2f58181c0b29c15a26097137bc11657a891ef0",
-    git_commit = "578db14cdbff78cfdb0911ca298975fcb5a923bf",
+    sha256 = "843a7863363a93592485a108bd17420915b9a76bb55ce47b84acbc9c141cc4a6",
+    git_commit = "1779838c30099fc451f5554dcfaa5086e05e505a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 982a7b8e0ce4a829eedde87661cff31e169b978e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Aug 2022 12:01:27 -0700
Subject: [PATCH 6179/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66fd603e-8509-4ce0-89aa-49602b244014

PiperOrigin-RevId: 471054212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6a47046623..4a86248a55a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "843a7863363a93592485a108bd17420915b9a76bb55ce47b84acbc9c141cc4a6",
-    git_commit = "1779838c30099fc451f5554dcfaa5086e05e505a",
+    sha256 = "944805944adde7f73379347d559ddce50826cf9de863094f14ff05ec4533efe0",
+    git_commit = "66a194f8a9744925fa939abfbc1202773f55c72a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 776aed989ec8a7c59d80bc3f6c21ca3b674d22ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Aug 2022 18:04:34 -0700
Subject: [PATCH 6180/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/412b7aa6-f894-4e81-8fd3-fe8cd7927442

PiperOrigin-RevId: 471136591
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a86248a55a..82deee707a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "944805944adde7f73379347d559ddce50826cf9de863094f14ff05ec4533efe0",
-    git_commit = "66a194f8a9744925fa939abfbc1202773f55c72a",
+    sha256 = "b93c77d6e1232e7e5801d1448b1cfb85d498016ab8eecca53c3bad6edfdc0f2d",
+    git_commit = "08f9615e225b834d1cec8be9456e2ccad7d90937",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2a165c499a5a9a90e89660349439b944aa48ea6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Aug 2022 00:01:34 -0700
Subject: [PATCH 6181/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/781b4968-98f6-4291-ba70-c3c356bdfc28

PiperOrigin-RevId: 471183532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82deee707a1..22679252ce1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b93c77d6e1232e7e5801d1448b1cfb85d498016ab8eecca53c3bad6edfdc0f2d",
-    git_commit = "08f9615e225b834d1cec8be9456e2ccad7d90937",
+    sha256 = "b1bf03030c1d92953d5ae1b48dd565d4a9abc81c43a2249102ebddbb10e336e2",
+    git_commit = "b938435e775149f99d896ced9f1a5d8268eae929",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fea6d9d66d512b243dbeca36bcf08d52175d2687 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Aug 2022 06:01:36 -0700
Subject: [PATCH 6182/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14eeedbd-72db-4c19-b0f7-47d459c49151

PiperOrigin-RevId: 471236524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22679252ce1..b563bc5c85b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1bf03030c1d92953d5ae1b48dd565d4a9abc81c43a2249102ebddbb10e336e2",
-    git_commit = "b938435e775149f99d896ced9f1a5d8268eae929",
+    sha256 = "47bad82750f88850858b7e7123e6609315d93154db6ea708402fd66aedd5aff5",
+    git_commit = "4af0f9d36bfdaa3bb34f7cddf26d93c7cc611788",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ed7c5c30d0be43254a1177e8488675dc60d0384 Mon Sep 17 00:00:00 2001
From: Roman Dzhabarov <rdzhabarov@google.com>
Date: Wed, 31 Aug 2022 11:24:21 -0700
Subject: [PATCH 6183/8103] Replace tensorflow/core/lib/core/blocking_counter
 in favor of the one from tensorflow/platform.

PiperOrigin-RevId: 471304071
---
 tensorflow_serving/core/BUILD                 | 1 +
 tensorflow_serving/core/basic_manager_test.cc | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index f46cc18a5ec..996f044aa48 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -508,6 +508,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/platform:blocking_counter",
     ],
 )
 
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index a3c527cee4a..e537979945c 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -21,10 +21,10 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/types/optional.h"
-#include "tensorflow/core/lib/core/blocking_counter.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/platform/blocking_counter.h"
 #include "tensorflow/core/platform/null_file_system.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"

From cc60ab05c8fdddacbbd80861c259ecd176f38dd7 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 31 Aug 2022 11:39:29 -0700
Subject: [PATCH 6184/8103] Add release notes for tf-serving 2.10.0-rc3

PiperOrigin-RevId: 471308427
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 91d45eb10ea..1408be46e5c 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.10.0-rc3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.0-rc3
+
 # Release 2.10.0-rc2
 
 ## Major Features and Improvements

From 08c7a2321f29797608d8f239cd0924325e0c3510 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Aug 2022 12:01:40 -0700
Subject: [PATCH 6185/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00699a73-c455-4953-9a65-ef1c8a275d83

PiperOrigin-RevId: 471313912
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b563bc5c85b..c2c43a79389 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47bad82750f88850858b7e7123e6609315d93154db6ea708402fd66aedd5aff5",
-    git_commit = "4af0f9d36bfdaa3bb34f7cddf26d93c7cc611788",
+    sha256 = "f64c6e15f941eac171fac1eb900d915288b6852a5aaecba122bfa1f50d739e1b",
+    git_commit = "41bdbd39e756f0a2d4e6c11fe0d2f197fe58b10e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c7afb99de1dd46828bf79e9107072793f1b07154 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Aug 2022 18:01:31 -0700
Subject: [PATCH 6186/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/06d5f14b-1f3f-404a-a59b-6ea06bdc913f

PiperOrigin-RevId: 471402753
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2c43a79389..195bf9548e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f64c6e15f941eac171fac1eb900d915288b6852a5aaecba122bfa1f50d739e1b",
-    git_commit = "41bdbd39e756f0a2d4e6c11fe0d2f197fe58b10e",
+    sha256 = "bce9e79784932e5a9af652f6281a95d57743618bbec377235138f0b11e27762e",
+    git_commit = "7cacfe3e13177234944244501d2db39c45f158a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 342ec71cca6d1c35c9e8d1c8559e5c08443b9170 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Sep 2022 00:01:43 -0700
Subject: [PATCH 6187/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b0ed630-bb03-413e-9a21-25d9fb4a8157

PiperOrigin-RevId: 471452399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 195bf9548e1..f39e930d284 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bce9e79784932e5a9af652f6281a95d57743618bbec377235138f0b11e27762e",
-    git_commit = "7cacfe3e13177234944244501d2db39c45f158a0",
+    sha256 = "1e06787cb97daaa6e7ef57af102b91a92107b9b38e2dd07468a26cf9b597ccfb",
+    git_commit = "4ca77ebe3eb0275a54954b27b0e8af78be4473cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e88506ab6709f2dc3a3bb1601ac4b84c23025611 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 1 Sep 2022 00:56:57 -0700
Subject: [PATCH 6188/8103] Update TF Text to v2.9.0.

PiperOrigin-RevId: 471460731
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 5935750 -> 6135983 bytes
 .../variables/variables.data-00000-of-00001   | Bin 708 -> 810 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |  17 ++++++++++++++---
 6 files changed, 18 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index 0f83d324709..ff6889e4926 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.8.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
+ëroot"_tf_keras_model*Ë{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index b0e5bdfbd687908e003cf739c9ab91ffeebd9d55..bcfd8db8995fafa5fef9dc4bdaf2ab3aa43f0492 100644
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ztNr!(NY_mZJ*M%`ySaW7=dha`DVMf4ZE9Q6vbbqO%i`8$T(aHlNZ8b}ZYBA(p3An!
z!HJs}x=a>$YR5uXVY1!oNVsI#x|a1#E$u70B)iRFZ)#eC*rKK;uEZYSxnCG(vcsb7
zSjv6V_JyA8Ra}}q(UFAYkt;W>Y-wG2*|K$9rah_i9*?sc0jHYnoYS7-NN-xYZ2g9H
zZCjewEnDBVaov(-7oM{!>%5KYH?*xToxP!D!^$P+x2(T-4(T1F?^-BA|MrDpQ!0$x
zu`th_=CHN4Y+1H$J(p-tcf_w=wqf1MCF{9ib_cZVSXekB!;wt)H_3Yjy<2yx_U3Z!
z?6%^_U8erO8EZ4LPuHIi>&$e4aeCu~SRL@{?dcmQ#4cdwdd)aJZ(^()3vgJ{Wcr2)
zu?so4jxstO0v7DR^VV#nS%J$-%`K<*PKsS9dxp{IBqNttJTM&6Qj1dal2ajp2~uJ-
zegEXxjci;xT*4e8)0?NnYED<29;?8#k#Ty!^jIm7@xXbp8L^XDxwbMIZJPeECsGEy
zUe0*B<BZrz%v_rpr+=6c3lRg3WB|qBK?Xe4Y)Y)*bmytD!mLLaoelzx?66h<=?302
zziw9STs2NFb}m-u{Ji24E^aSQE_N_8-Vm8%BxE){V0NrHSexnek8@*9!S(}Jnaz!r
zobEC&R*nZ~B5+x+tPnG!nE3R(d9jkriO^u+1_y(Xtq>EV==AmTVy)!EaRmgDqUnzF
nV->l<?i6wYYt5Y>+X4~*&M$hx%u<*xvmiEr3$&shq1O@ss+9SL

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index e40b815b3ffe6db206de0a56a41ddc7899253992..68f03301962d00997bb5ae49921bac1f64f32f35 100644
GIT binary patch
literal 810
zcmb_a+fKqj5Cud!4EF)7*as6Ic;Lxz@dqYLS;@wAOLp5D_#U7AAOFTJ0#<BHOnhjv
zJ#*&l%sKno%7Und?{(}!o!YsuN-VW>7(#=_sTIl;|NK>$!39mNTxZ&IcOq4ZVVyYV
zdwS5M_LH>2vDhf=!X*K7EVO3E1+-|sKMS*BE7QyxE=qA?R;rK@`Y04ZKq0T>qsVm1
zPUMoES{vbeBoYAiUpAa4u~>3ijE4YiY8K+y2P8a^-J*t#()ZTD2s#uRKXlb{2wiGv
zv6a?g2YM7d%hama;Vtwj+86xjRlAR1K)p}GvF9Hg{cho}w*1B4xzFP6Jd2+>c;g1%
zh9L#st61{=0T`8m!rliQ0#TQh@j(i$cGBVm#x&&EN|8$MnM*PoOB}$2Iwc-XVM-$(
vwM%WXJ@F0~U6n5iaSS01oV2+z>*MS2%yPh0=VFKJvQh!e&VidUP$BaH<M`jC

literal 708
zcmb_ZOHKko5ETR|3WiSsnHUx(E?BVhDqf&c3@z!{_K@zGF>n~yE{sR;9^S?t%pf8$
zF>%r9uDnmB-+OC5Ki$0GdkqO{)O%cWktVX>Ocq9A1a)c`;&eHAjNzO{nG<cxnZJNb
zXwbx|Rc-=zE16C$o7DTDiJ(dCd*#HltTlGwf`B;@W0-LcEt>7#VwdbxmOINOl%#g4
zOB*qj(G-AUUaC9EO~zgd#a^$h1dT#~HZ@8k>;V$)0Y5*(TO2@#x~y$*6r;Dw;TXC!
z;KV7(RM_j&+$9S85K-rVhZE@0Fzoc1OE-I7@T?!4*E&w2Pq7W3J{1nafG&(|l=Iku
zA+;V<=5*rm3W%mVAXuNuZU`faJ_(iP9~${y!LPCYrJq^o^7^>TpFJJ~SA`hk2*%X+
Q$`#tKs)|n#E5XtI0S!*hIRF3v

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index d91a2aa68d5b6de5ccabf28ea75e00523e92a314..12f959d8ea4235a6b21ecb70694209d7e4e16040 100644
GIT binary patch
delta 30
icmbQpIFWIJuE;7j(}&WG`3yk72qKJn4f!TI1^@tUs0L^N

delta 30
icmbQpIFWIJuE-HqQwO&f%nU%l2qNO=Ff&hd3;+Od8U~2~

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 7f4e19213fd..bfb495f9793 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "774af1b75c6af53f0ee1be28a8d2d75f2fc60c112f615418a0ee76f8c3d59c0f",
-        strip_prefix = "text-2.8.2",
-        url = "https://github.com/tensorflow/text/archive/v2.8.2.zip",
+        sha256 = "7aa40745ec1e2afaa99a37d5cea92fdc0e701dd7ea6ba13fd7f1ca876c0e8a5f",
+        strip_prefix = "text-2.9.0",
+        url = "https://github.com/tensorflow/text/archive/v2.9.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 5cd4fc6bd83..1165a3e1020 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,5 +1,5 @@
 diff --git a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
-index c1f0e4e..a92ecd8 100644
+index bd42a24..7fef400 100644
 --- a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 +++ b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 @@ -32,7 +32,7 @@ namespace {
@@ -62,10 +62,10 @@ index c1f0e4e..a92ecd8 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index ff40480..b649cfc 100644
+index 9db7049..8f5ed14 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -123,8 +123,8 @@ def tf_cc_library(
+@@ -134,8 +134,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
@@ -76,3 +76,14 @@ index ff40480..b649cfc 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
+@@ -191,8 +191,8 @@ def tflite_cc_library(
+             "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
+         ],
+         "//conditions:default": [
+-            "@local_config_tf//:libtensorflow_framework",
+-            "@local_config_tf//:tf_header_lib",
++            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
++            "@org_tensorflow//tensorflow/lite/kernels/shim:status_macros", "@org_tensorflow//tensorflow/lite/kernels/shim:tf_op_shim", "@org_tensorflow//tensorflow/lite/kernels/shim:op_kernel", "@org_tensorflow//tensorflow/lite/kernels/shim:tensor_view", "@org_tensorflow//tensorflow/lite/kernels/shim:shape",
+         ] + oss_deps,
+     })
+     native.cc_library(

From 7e63a07ff9c6499245d2cc43331a24d09af1f340 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Sep 2022 06:02:57 -0700
Subject: [PATCH 6189/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e84e38c-e996-4f36-9f0f-6c0c2a2d8588

PiperOrigin-RevId: 471508737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f39e930d284..c24ccf79491 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e06787cb97daaa6e7ef57af102b91a92107b9b38e2dd07468a26cf9b597ccfb",
-    git_commit = "4ca77ebe3eb0275a54954b27b0e8af78be4473cf",
+    sha256 = "6532a16680a8a8d4c2b77c401b272651f7495ab90219f3aedcecaa01e9af5000",
+    git_commit = "8ff2560165879d4457b4ae70ca76b79608210682",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68dacfad50df570684c144cddbeeb3fc62784144 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Sep 2022 12:01:40 -0700
Subject: [PATCH 6190/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ad72038-9def-449b-8c9c-632b3df2dee8

PiperOrigin-RevId: 471596092
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c24ccf79491..2b32cf2f77b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6532a16680a8a8d4c2b77c401b272651f7495ab90219f3aedcecaa01e9af5000",
-    git_commit = "8ff2560165879d4457b4ae70ca76b79608210682",
+    sha256 = "6a54672c0d0d4e5a6191a23ed630650bd9bced079e18f2aa93badbffa6489994",
+    git_commit = "78e67a0e1cc12d7899c4ab10a88539849098bc15",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6e1f2d26cabfb14fa3a34abc594d5a3f3b40ed42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Sep 2022 18:01:26 -0700
Subject: [PATCH 6191/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b30b1218-c376-4248-a1f7-991994f98f45

PiperOrigin-RevId: 471680381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b32cf2f77b..e471b33952c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a54672c0d0d4e5a6191a23ed630650bd9bced079e18f2aa93badbffa6489994",
-    git_commit = "78e67a0e1cc12d7899c4ab10a88539849098bc15",
+    sha256 = "9198fe4ca5e35e7c8ea1a2da3689ef5420623f1f5716614c8522abddd6330151",
+    git_commit = "dd9d36593b70aa686c509f8d8022238f6bc13002",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8c30f460675a7bcef253509bfc46b101c92a763 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Sep 2022 00:01:27 -0700
Subject: [PATCH 6192/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d8ff56d-3d84-40c9-b712-27ce8c70bf65

PiperOrigin-RevId: 471727479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e471b33952c..b2006a59710 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9198fe4ca5e35e7c8ea1a2da3689ef5420623f1f5716614c8522abddd6330151",
-    git_commit = "dd9d36593b70aa686c509f8d8022238f6bc13002",
+    sha256 = "8fd4c95a4a3a7ccee4c83ce4814e69483ce372b5a657006a6748e95f9d7f4a4e",
+    git_commit = "cf8f67280f9cdaac79023532ffb16e5a0af94b68",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98afd2afd141094653663365cb067f22ce991e72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Sep 2022 06:01:53 -0700
Subject: [PATCH 6193/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ecb5530-feb1-4e50-9f52-cb5e51592b6b

PiperOrigin-RevId: 471781342
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2006a59710..5f12d8480c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fd4c95a4a3a7ccee4c83ce4814e69483ce372b5a657006a6748e95f9d7f4a4e",
-    git_commit = "cf8f67280f9cdaac79023532ffb16e5a0af94b68",
+    sha256 = "41778610c4321bbfb065ef3c3033826cda09b29365f27488b249a91db4c68f76",
+    git_commit = "93c19ff2e8f0ddf7ecb557e2d63b82bc98aeeff6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9db22e7aac4140bf43cfa33279bc7672a9794ea8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Sep 2022 12:01:32 -0700
Subject: [PATCH 6194/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f4d2e7f-73cd-4dad-bac8-113ee3c8c5ce

PiperOrigin-RevId: 471854493
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f12d8480c8..da0999f30db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41778610c4321bbfb065ef3c3033826cda09b29365f27488b249a91db4c68f76",
-    git_commit = "93c19ff2e8f0ddf7ecb557e2d63b82bc98aeeff6",
+    sha256 = "0eed55f6687f154178b44b0d894f8ca042ef6a21166141df60d1ddc59100b5c5",
+    git_commit = "17099dc00b9c2cfbc5ee31c830a0c94be8134042",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f76cdde3b0f5d71f4d70a2c32ba1d1a2e37b3d3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Sep 2022 18:01:28 -0700
Subject: [PATCH 6195/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02d96338-6ade-41b7-b5c9-8d2aa9f79c3d

PiperOrigin-RevId: 471923947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da0999f30db..bef92ee67fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0eed55f6687f154178b44b0d894f8ca042ef6a21166141df60d1ddc59100b5c5",
-    git_commit = "17099dc00b9c2cfbc5ee31c830a0c94be8134042",
+    sha256 = "123a85ce85d6d11502d48e6f6b09c08509259dc6d0c4bc70688c51c3cec8e6aa",
+    git_commit = "263c02431008793333adf84f979857ae1947a109",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ffd35e4a4bd5a9b6ccf8844443e07c88fdd4395 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Sep 2022 00:08:57 -0700
Subject: [PATCH 6196/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f70c66a1-8fc3-4825-a2c0-ff2ef21bf684

PiperOrigin-RevId: 471963383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bef92ee67fa..838b303317a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "123a85ce85d6d11502d48e6f6b09c08509259dc6d0c4bc70688c51c3cec8e6aa",
-    git_commit = "263c02431008793333adf84f979857ae1947a109",
+    sha256 = "389cc6696cda8b0a288f85f27fffcb93609e782f784b361e8f86cec953d5337a",
+    git_commit = "99419001f9e1a8808e09db960525e57fe0e36c1b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bbd4aba5fac361e7d201e0342a0580758bfd1d29 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Sep 2022 12:01:24 -0700
Subject: [PATCH 6197/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/372d9b57-85e7-495f-b1d0-8ddba8387c29

PiperOrigin-RevId: 472027581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 838b303317a..ea4bc0cb083 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "389cc6696cda8b0a288f85f27fffcb93609e782f784b361e8f86cec953d5337a",
-    git_commit = "99419001f9e1a8808e09db960525e57fe0e36c1b",
+    sha256 = "c788c6c9386225d982d385ecc8910e6da057ca9b0777dd784126c1ff32b2fba4",
+    git_commit = "1a05bad57a2eb870a561daba0255761e0a472d1d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a0aabee304c75d271c734df035b3a3120831b23f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Sep 2022 18:01:29 -0700
Subject: [PATCH 6198/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37a8f577-02c8-426b-8653-39c5016e8978

PiperOrigin-RevId: 472054731
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea4bc0cb083..628dc70d681 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c788c6c9386225d982d385ecc8910e6da057ca9b0777dd784126c1ff32b2fba4",
-    git_commit = "1a05bad57a2eb870a561daba0255761e0a472d1d",
+    sha256 = "75eb2fc123532c0ee05ea4f05a7485cd00c382592bc0ac903dda1db78a351b8d",
+    git_commit = "bb60b22df860c4d9e2858b97ff499ce514b877b2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7fb0d07f58b3fc5829aa41ceb2da9019e85118ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Sep 2022 00:01:33 -0700
Subject: [PATCH 6199/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e0498f7-2845-469c-bf74-09da9b9fcff5

PiperOrigin-RevId: 472083114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 628dc70d681..0569e9c1f57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75eb2fc123532c0ee05ea4f05a7485cd00c382592bc0ac903dda1db78a351b8d",
-    git_commit = "bb60b22df860c4d9e2858b97ff499ce514b877b2",
+    sha256 = "358aadc54c89440bd97dd5b25a6b4f28a66a02b840d8f718ad48e7fc42f9b17d",
+    git_commit = "d180dd2ce74faf99e60feabe7e39f405f07d3aab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05602ae204615efc279d1952ed4d8a20317ef434 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Sep 2022 06:01:37 -0700
Subject: [PATCH 6200/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/537dc6d9-0b55-468d-9a04-1c30d74e9e60

PiperOrigin-RevId: 472115633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0569e9c1f57..541d1680411 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "358aadc54c89440bd97dd5b25a6b4f28a66a02b840d8f718ad48e7fc42f9b17d",
-    git_commit = "d180dd2ce74faf99e60feabe7e39f405f07d3aab",
+    sha256 = "199c0f0c810e0264059370c0619215845843e41b24709240a817541210176400",
+    git_commit = "0bbaae4206168a05223f91ba1f7bceeac87ee490",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a8cb5a9732763a818e4e4cb9ca99f1195561006 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Sep 2022 18:01:36 -0700
Subject: [PATCH 6201/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc6197d0-1508-4fd5-86c4-f8aba682fdc6

PiperOrigin-RevId: 472173148
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 541d1680411..24cfae04062 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "199c0f0c810e0264059370c0619215845843e41b24709240a817541210176400",
-    git_commit = "0bbaae4206168a05223f91ba1f7bceeac87ee490",
+    sha256 = "3d6f984c5622d2ad803e323b16b5186947cbdf94b0a505b24e52664f40346778",
+    git_commit = "1b8359243dc8f27e3b85d2f469738440bf0786b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 36a01e3d303142edb7e7db12b80d4f60fa7370f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Sep 2022 00:01:35 -0700
Subject: [PATCH 6202/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50215270-69d9-45bd-a9d8-5432ce047162

PiperOrigin-RevId: 472209078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24cfae04062..ccb3dd04c3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d6f984c5622d2ad803e323b16b5186947cbdf94b0a505b24e52664f40346778",
-    git_commit = "1b8359243dc8f27e3b85d2f469738440bf0786b1",
+    sha256 = "15c0b2f642c0e45c63145e0af3b80ee51d1d440db4bf918eb96b3666cd03edcb",
+    git_commit = "3a1db4fd49f6159353998312d200540ecae2efac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2cd4c9629fbc868bd5e2cb186c7b081f22d709b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Sep 2022 03:52:18 -0700
Subject: [PATCH 6203/8103] Cleaning up BUILD files to remove "loose" headers.

PiperOrigin-RevId: 472243691
---
 tensorflow_serving/model_servers/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a4989120d19..8a5fb1f24d5 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -433,6 +433,7 @@ cc_library(
         ":server_lib",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
+        "@org_tensorflow//tensorflow/core/tpu:loose_headers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
     ] + if_libtpu([

From 78f8f963dc8df692bc942db5c393648c8012ebc5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Sep 2022 06:01:31 -0700
Subject: [PATCH 6204/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/130af010-6f95-4c1a-b5d3-c16afe30158e

PiperOrigin-RevId: 472261152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ccb3dd04c3f..f42c61267cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15c0b2f642c0e45c63145e0af3b80ee51d1d440db4bf918eb96b3666cd03edcb",
-    git_commit = "3a1db4fd49f6159353998312d200540ecae2efac",
+    sha256 = "90a8ebd200ef34466e0cc724580ccfb657bf4032e633d2422ba464c3f1c9f6a9",
+    git_commit = "61d2b875bebb13203683771f925b04e78c69d2a2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d976a37b4e9481de5ca371ae734645d925143088 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Sep 2022 21:47:29 -0700
Subject: [PATCH 6205/8103] Remove the unnecessary dependency

PiperOrigin-RevId: 472632239
---
 tensorflow_serving/model_servers/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8a5fb1f24d5..a4989120d19 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -433,7 +433,6 @@ cc_library(
         ":server_lib",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
-        "@org_tensorflow//tensorflow/core/tpu:loose_headers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
     ] + if_libtpu([

From 3d6bb433ded00500f790c2d58b9be738e92b08d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Sep 2022 06:01:40 -0700
Subject: [PATCH 6206/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f291a24c-e444-4b34-be2e-05a205463537

PiperOrigin-RevId: 472704702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f42c61267cf..52c8ae0b153 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90a8ebd200ef34466e0cc724580ccfb657bf4032e633d2422ba464c3f1c9f6a9",
-    git_commit = "61d2b875bebb13203683771f925b04e78c69d2a2",
+    sha256 = "17c26cc9ed7e3755b07570255442fea79c886d6276e532496e4fd54b7511a544",
+    git_commit = "3ac10aa8cc7867284c57de568558ae7be010ceb1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d18ecdf9eb6adc91cd7f5dc16a3b6ca5eea6deef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Sep 2022 12:02:00 -0700
Subject: [PATCH 6207/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8a74ff6-7b2c-4a78-a9b8-8d632556bcd0

PiperOrigin-RevId: 472779806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52c8ae0b153..aee1c379e1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17c26cc9ed7e3755b07570255442fea79c886d6276e532496e4fd54b7511a544",
-    git_commit = "3ac10aa8cc7867284c57de568558ae7be010ceb1",
+    sha256 = "037441b0a0e62db0db1ce729a055b1e38abcdc788f12a76934a640b81e72a849",
+    git_commit = "b2f15b8923653bc4480c683c1c184080289a38fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b48e6e7cc02d8060cc3da5d363a90baf9324a2a0 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Wed, 7 Sep 2022 16:13:58 -0700
Subject: [PATCH 6208/8103] Use `value` instead of `ValueOrDie`.

PiperOrigin-RevId: 472838856
---
 .../ops/remote_predict/kernels/prediction_service_grpc_test.cc  | 2 +-
 .../ops/remote_predict/kernels/remote_predict_op_kernel.h       | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
index 9ff12cb1ba9..6c15afedcc9 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc_test.cc
@@ -37,7 +37,7 @@ TEST_F(PredictionServiceGrpcTest, TestSetDeadline) {
   const absl::Duration deadline = absl::Milliseconds(30000);
   auto rpc_or = grpc_stub_->CreateRpc(deadline);
   ASSERT_TRUE(rpc_or.ok());
-  rpc_.reset(rpc_or.ValueOrDie());
+  rpc_.reset(rpc_or.value());
 
   EXPECT_NEAR(absl::ToDoubleMilliseconds(deadline),
               absl::ToDoubleMilliseconds(absl::FromChrono(rpc_->deadline()) -
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index 2b51fddbdf8..80ccbaf8a78 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -114,7 +114,7 @@ class RemotePredictOp : public AsyncOpKernel {
                         delete response;
                         done();
                       });
-    auto rpc = rpc_or.ValueOrDie();
+    auto rpc = rpc_or.value();
     auto callback = [this, context, rpc, request, response,
                      output_tensor_aliases, done](const absl::Status& status) {
       PostProcessResponse(context, response, status, fail_op_on_rpc_error_,

From 6c0c477f02844a5601628978ffe7364bc88124dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Sep 2022 18:04:20 -0700
Subject: [PATCH 6209/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f682b69a-37e0-4d38-a540-d0aa406f5f96

PiperOrigin-RevId: 472860157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aee1c379e1d..619027ee6a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "037441b0a0e62db0db1ce729a055b1e38abcdc788f12a76934a640b81e72a849",
-    git_commit = "b2f15b8923653bc4480c683c1c184080289a38fa",
+    sha256 = "58b9d825c509eb602730e41f2a267faa3654c66d4dfc3a952bcb089e1d37eb0c",
+    git_commit = "a5f7a87a0e093d23c300d852062b1d3f2593beff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef6e9242cb7b6a6adbe8dcd5b6809bc81269caf8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Sep 2022 00:02:09 -0700
Subject: [PATCH 6210/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d08173c-0ee7-4c4b-9c9d-4ad3b393f060

PiperOrigin-RevId: 472909686
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 619027ee6a9..2c5ec1dedcd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58b9d825c509eb602730e41f2a267faa3654c66d4dfc3a952bcb089e1d37eb0c",
-    git_commit = "a5f7a87a0e093d23c300d852062b1d3f2593beff",
+    sha256 = "2a9483a5cfe65bfeddd3d44c6da7970c576cc6422dab73329e8558afd435b4ea",
+    git_commit = "3f969c9a13cf1667edeed815e23d825117c4c60c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4130c142d66f04d2912b469033eba29863693fef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Sep 2022 06:01:32 -0700
Subject: [PATCH 6211/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46c92528-b947-4e8f-926d-156002b07cf1

PiperOrigin-RevId: 472967478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c5ec1dedcd..d7c7d743369 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a9483a5cfe65bfeddd3d44c6da7970c576cc6422dab73329e8558afd435b4ea",
-    git_commit = "3f969c9a13cf1667edeed815e23d825117c4c60c",
+    sha256 = "5ce6c068f7d952585a215401961f3fd76862006e94a94646dae9180b2c9f4722",
+    git_commit = "6cda6b9ed2519b7134f584ba4798f29bbae408d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 033eded34a8ecad7c4ecf92b53d7ad08f3da48a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Sep 2022 06:14:20 -0700
Subject: [PATCH 6212/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1526c6f-9585-4114-8bc5-cc1ce7a1e037

PiperOrigin-RevId: 472969738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7c7d743369..ca950656f1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ce6c068f7d952585a215401961f3fd76862006e94a94646dae9180b2c9f4722",
-    git_commit = "6cda6b9ed2519b7134f584ba4798f29bbae408d3",
+    sha256 = "0f095c3ca28f04826db3b02adf67407b7960849984278c6c62684e52acdc6d25",
+    git_commit = "9a170318ad8ed766d24d5e74756e7f547c717a39",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f4730e060a28f5deccec2412122cf65c8e41f80 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 8 Sep 2022 11:26:29 -0700
Subject: [PATCH 6213/8103] Add release notes for tf-serving 2.10.0

PiperOrigin-RevId: 473040960
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 1408be46e5c..fdb7cef8f93 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.10.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.0.
+
 # Release 2.10.0-rc3
 
 ## Major Features and Improvements

From a73f2925e367106bab0bfeca187fbaa1b3f36676 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 8 Sep 2022 11:56:48 -0700
Subject: [PATCH 6214/8103] Update TF Text to v2.9.0.

PiperOrigin-RevId: 473048687
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 6135983 -> 5935750 bytes
 .../variables/variables.data-00000-of-00001   | Bin 810 -> 708 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |  17 +++--------------
 6 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index ff6889e4926..0f83d324709 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ëroot"_tf_keras_model*Ë{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
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\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index bcfd8db8995fafa5fef9dc4bdaf2ab3aa43f0492..b0e5bdfbd687908e003cf739c9ab91ffeebd9d55 100644
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z$CADb5`4VD`C#Tgrs$_{C=)vHnyLd#k$2c(WZ1cKweo4E2x`|mQ%GelZUrQ5SEQGy
zIaP7<qPF%MM&Prq#J6)HdCIiPy{MhbC<*7(wB!<hzKImN37<F2bD+1E-`(jP31>F?
zW)6$_<LJowG{jL;(~_fhDmhNMQ+XMud|Y{1rh1)%<u6N8^0nT#o+EEPe+945q`-Tf
s&MBj+hMQ!6n|Tp*X89s|(#$UB9i#%^sX4x0ba1}QX_MbU|7oWG1*ZRzEdT%j

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index 68f03301962d00997bb5ae49921bac1f64f32f35..e40b815b3ffe6db206de0a56a41ddc7899253992 100644
GIT binary patch
literal 708
zcmb_ZOHKko5ETR|3WiSsnHUx(E?BVhDqf&c3@z!{_K@zGF>n~yE{sR;9^S?t%pf8$
zF>%r9uDnmB-+OC5Ki$0GdkqO{)O%cWktVX>Ocq9A1a)c`;&eHAjNzO{nG<cxnZJNb
zXwbx|Rc-=zE16C$o7DTDiJ(dCd*#HltTlGwf`B;@W0-LcEt>7#VwdbxmOINOl%#g4
zOB*qj(G-AUUaC9EO~zgd#a^$h1dT#~HZ@8k>;V$)0Y5*(TO2@#x~y$*6r;Dw;TXC!
z;KV7(RM_j&+$9S85K-rVhZE@0Fzoc1OE-I7@T?!4*E&w2Pq7W3J{1nafG&(|l=Iku
zA+;V<=5*rm3W%mVAXuNuZU`faJ_(iP9~${y!LPCYrJq^o^7^>TpFJJ~SA`hk2*%X+
Q$`#tKs)|n#E5XtI0S!*hIRF3v

literal 810
zcmb_a+fKqj5Cud!4EF)7*as6Ic;Lxz@dqYLS;@wAOLp5D_#U7AAOFTJ0#<BHOnhjv
zJ#*&l%sKno%7Und?{(}!o!YsuN-VW>7(#=_sTIl;|NK>$!39mNTxZ&IcOq4ZVVyYV
zdwS5M_LH>2vDhf=!X*K7EVO3E1+-|sKMS*BE7QyxE=qA?R;rK@`Y04ZKq0T>qsVm1
zPUMoES{vbeBoYAiUpAa4u~>3ijE4YiY8K+y2P8a^-J*t#()ZTD2s#uRKXlb{2wiGv
zv6a?g2YM7d%hama;Vtwj+86xjRlAR1K)p}GvF9Hg{cho}w*1B4xzFP6Jd2+>c;g1%
zh9L#st61{=0T`8m!rliQ0#TQh@j(i$cGBVm#x&&EN|8$MnM*PoOB}$2Iwc-XVM-$(
vwM%WXJ@F0~U6n5iaSS01oV2+z>*MS2%yPh0=VFKJvQh!e&VidUP$BaH<M`jC

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index 12f959d8ea4235a6b21ecb70694209d7e4e16040..d91a2aa68d5b6de5ccabf28ea75e00523e92a314 100644
GIT binary patch
delta 30
icmbQpIFWIJuE-HqQwO&f%nU%l2qNO=Ff&hd3;+Od8U~2~

delta 30
icmbQpIFWIJuE;7j(}&WG`3yk72qKJn4f!TI1^@tUs0L^N

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index bfb495f9793..7f4e19213fd 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -56,9 +56,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "7aa40745ec1e2afaa99a37d5cea92fdc0e701dd7ea6ba13fd7f1ca876c0e8a5f",
-        strip_prefix = "text-2.9.0",
-        url = "https://github.com/tensorflow/text/archive/v2.9.0.zip",
+        sha256 = "774af1b75c6af53f0ee1be28a8d2d75f2fc60c112f615418a0ee76f8c3d59c0f",
+        strip_prefix = "text-2.8.2",
+        url = "https://github.com/tensorflow/text/archive/v2.8.2.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 1165a3e1020..5cd4fc6bd83 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,5 +1,5 @@
 diff --git a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
-index bd42a24..7fef400 100644
+index c1f0e4e..a92ecd8 100644
 --- a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 +++ b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 @@ -32,7 +32,7 @@ namespace {
@@ -62,10 +62,10 @@ index bd42a24..7fef400 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 9db7049..8f5ed14 100644
+index ff40480..b649cfc 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -134,8 +134,8 @@ def tf_cc_library(
+@@ -123,8 +123,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
@@ -76,14 +76,3 @@ index 9db7049..8f5ed14 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
-@@ -191,8 +191,8 @@ def tflite_cc_library(
-             "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
-         ],
-         "//conditions:default": [
--            "@local_config_tf//:libtensorflow_framework",
--            "@local_config_tf//:tf_header_lib",
-+            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
-+            "@org_tensorflow//tensorflow/lite/kernels/shim:status_macros", "@org_tensorflow//tensorflow/lite/kernels/shim:tf_op_shim", "@org_tensorflow//tensorflow/lite/kernels/shim:op_kernel", "@org_tensorflow//tensorflow/lite/kernels/shim:tensor_view", "@org_tensorflow//tensorflow/lite/kernels/shim:shape",
-         ] + oss_deps,
-     })
-     native.cc_library(

From 3165759efa2be43f2114e52aa0f2df61eb179992 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Sep 2022 12:01:27 -0700
Subject: [PATCH 6215/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c528729b-8697-4df8-94c8-6b4cce91f7f0

PiperOrigin-RevId: 473049917
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca950656f1c..29929aca5d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f095c3ca28f04826db3b02adf67407b7960849984278c6c62684e52acdc6d25",
-    git_commit = "9a170318ad8ed766d24d5e74756e7f547c717a39",
+    sha256 = "217f5cb72c8e21e7777278ac517b8204a4efb988cf4909f6badd26b84ffe56b6",
+    git_commit = "815ddfc1e30bb157285e3245d56885a86ee5855d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4998d46d7f70ee3b3329c2e92b118afa821800e5 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 8 Sep 2022 12:56:26 -0700
Subject: [PATCH 6216/8103] Add release notes for tf-serving 2.8.3

PiperOrigin-RevId: 473062573
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index fdb7cef8f93..60e69f7b0fb 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.8.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.8.3.
+
 # Release 2.10.0
 
 ## Major Features and Improvements

From bc34a9fb8154c98d17be394ca7facbfb291daee6 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Thu, 8 Sep 2022 13:10:48 -0700
Subject: [PATCH 6217/8103] Internal change only

PiperOrigin-RevId: 473065918
---
 .../tensorflow/saved_model_warmup_util.cc     | 28 +++++++++----------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 43d1f2adf66..c3866b2916b 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -81,20 +81,6 @@ Status RunSavedModelWarmup(
       model_warmup_options.has_num_model_warmup_threads()
           ? std::max(model_warmup_options.num_model_warmup_threads().value(), 1)
           : 1;
-
-  struct SharedState {
-    ::tensorflow::mutex mu;
-    int num_thread_task_done ABSL_GUARDED_BY(mu){0};
-    int num_warmup_records ABSL_GUARDED_BY(mu){0};
-    ::tensorflow::Status warm_up_status ABSL_GUARDED_BY(mu);
-    // Condition variable to wait until all scheduled warmup tasks are executed.
-    ::tensorflow::condition_variable done ABSL_GUARDED_BY(mu);
-    std::unique_ptr<tensorflow::io::SequentialRecordReader>
-        tf_record_file_reader ABSL_GUARDED_BY(mu);
-  };
-  const auto state = std::make_shared<SharedState>();
-
-  std::unique_ptr<Executor> executor;
   std::unique_ptr<tensorflow::io::SequentialRecordReader> tf_record_file_reader;
   Status status;
   int num_warmup_records = 0;
@@ -122,6 +108,20 @@ Status RunSavedModelWarmup(
       status = tf_record_file_reader->ReadRecord(&record);
     }
   } else {
+    struct SharedState {
+      ::tensorflow::mutex mu;
+      int num_thread_task_done ABSL_GUARDED_BY(mu){0};
+      int num_warmup_records ABSL_GUARDED_BY(mu){0};
+      ::tensorflow::Status warm_up_status ABSL_GUARDED_BY(mu);
+      // Condition variable to wait until all scheduled warmup tasks are
+      // executed.
+      ::tensorflow::condition_variable done ABSL_GUARDED_BY(mu);
+      std::unique_ptr<tensorflow::io::SequentialRecordReader>
+          tf_record_file_reader ABSL_GUARDED_BY(mu);
+    };
+    const auto state = std::make_shared<SharedState>();
+
+    std::unique_ptr<Executor> executor;
     executor.reset(new ThreadPoolExecutor(Env::Default(), "Warmup_ThreadPool",
                                           num_model_warmup_threads));
     {

From 67eca70f9b70f8fe9289014e9f4a5eb04cf81d82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Sep 2022 18:01:34 -0700
Subject: [PATCH 6218/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54eb9c80-d78a-4f98-8300-fd2612dca2fe

PiperOrigin-RevId: 473130126
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29929aca5d1..d837af20621 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "217f5cb72c8e21e7777278ac517b8204a4efb988cf4909f6badd26b84ffe56b6",
-    git_commit = "815ddfc1e30bb157285e3245d56885a86ee5855d",
+    sha256 = "a450a16501d96932cf9fd46dac4e750ec8c6443533ef9238ff130d54403395c3",
+    git_commit = "4a651100171fbc1595f7ba04e0773785367abe93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ccdcff2a676549b8b2095dac9a747f8ac2b2bd90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Sep 2022 00:02:24 -0700
Subject: [PATCH 6219/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d91937e0-8614-4415-bf76-bb8c43054f7c

PiperOrigin-RevId: 473174941
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d837af20621..235378cbfa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a450a16501d96932cf9fd46dac4e750ec8c6443533ef9238ff130d54403395c3",
-    git_commit = "4a651100171fbc1595f7ba04e0773785367abe93",
+    sha256 = "b4300d1ee6f12814d876e439debcc8af3cdb29340230b3e61850d3b76b77c7d2",
+    git_commit = "f6063d16fef8082238296b9a3cd9a1fe3260a30c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 73376b0b286e25157e8c49447320f0088a4da50a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Sep 2022 06:01:42 -0700
Subject: [PATCH 6220/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78d56adc-324e-4736-becc-f554ec6335fd

PiperOrigin-RevId: 473230730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 235378cbfa6..1475d868adb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4300d1ee6f12814d876e439debcc8af3cdb29340230b3e61850d3b76b77c7d2",
-    git_commit = "f6063d16fef8082238296b9a3cd9a1fe3260a30c",
+    sha256 = "60744ec052b6fb67d0800e097899a60ee35a2513bc05c899fab83e29a281bfdf",
+    git_commit = "fe33f1a740eb95ed78741d6e74ba74031735c000",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e3dcf325734ac087dd261f4f6b3241eb3198342c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Sep 2022 12:01:36 -0700
Subject: [PATCH 6221/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02e82a24-a797-4142-8a86-422af92f5aa2

PiperOrigin-RevId: 473309212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1475d868adb..74dcc4ca55c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60744ec052b6fb67d0800e097899a60ee35a2513bc05c899fab83e29a281bfdf",
-    git_commit = "fe33f1a740eb95ed78741d6e74ba74031735c000",
+    sha256 = "0e907198dc0a275048aff2136199c5f37f1f667c675a9198de2c1f83544f25be",
+    git_commit = "fefdd92c72fddf21c2a12c3abbe73ebd67edef01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e7a2e8a57262c575d98fe7eafb6957549a46408 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 9 Sep 2022 16:19:24 -0700
Subject: [PATCH 6222/8103] Add release notes for tf-serving 2.7.4

PiperOrigin-RevId: 473366955
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 60e69f7b0fb..6f0f52182d9 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.7.4
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.7.4
+
 # Release 2.8.3
 
 ## Major Features and Improvements

From 05f70babc441b2d896fa64ba9c0b842527b373ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Sep 2022 18:01:39 -0700
Subject: [PATCH 6223/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17087ab9-a093-4b75-922e-7d823d92ddf5

PiperOrigin-RevId: 473383211
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74dcc4ca55c..c3e430c9407 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e907198dc0a275048aff2136199c5f37f1f667c675a9198de2c1f83544f25be",
-    git_commit = "fefdd92c72fddf21c2a12c3abbe73ebd67edef01",
+    sha256 = "931ea439e3986e1b91c15862b0f6d1a4eaccc4ebd216932ea1b363f933b59dc0",
+    git_commit = "88ee4cfdcd5d9097e1fc6f61598373f17ae314b6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8020f5e60bbd0f6dfb266a09b1c19609bda6efa6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Sep 2022 00:01:38 -0700
Subject: [PATCH 6224/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49ce85a9-e4cc-44f8-b2e5-762733a93d58

PiperOrigin-RevId: 473420777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3e430c9407..30cc2c1ada4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "931ea439e3986e1b91c15862b0f6d1a4eaccc4ebd216932ea1b363f933b59dc0",
-    git_commit = "88ee4cfdcd5d9097e1fc6f61598373f17ae314b6",
+    sha256 = "242363c1a487c339a7768f859f23d198573e75bd611444c8f57f1a8a198fa869",
+    git_commit = "6bd411ac57895e12ac7399947965912e863fec0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8297c63ecb5eacc116223a58d4de686d63aeb804 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Sep 2022 06:01:27 -0700
Subject: [PATCH 6225/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c2baf28-bd5d-4a02-9f94-6fee469f3360

PiperOrigin-RevId: 473456116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30cc2c1ada4..d750ac940da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "242363c1a487c339a7768f859f23d198573e75bd611444c8f57f1a8a198fa869",
-    git_commit = "6bd411ac57895e12ac7399947965912e863fec0c",
+    sha256 = "465d0b28f8540d165ac4bdd4cac37756cb9dd3e64aebfd27995e5d91115f01b5",
+    git_commit = "639f1f848d50bb5050d8c96e9c0444752acd6fe6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6860cd80c5b9f4cd413fde81077383e41ccc7043 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Sep 2022 18:01:27 -0700
Subject: [PATCH 6226/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be866f42-e4ed-4701-b656-59a970039060

PiperOrigin-RevId: 473513638
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d750ac940da..961884dd3cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "465d0b28f8540d165ac4bdd4cac37756cb9dd3e64aebfd27995e5d91115f01b5",
-    git_commit = "639f1f848d50bb5050d8c96e9c0444752acd6fe6",
+    sha256 = "cdeede1c9f52771c55edcf501afd1e86e7acb443b41a8e34a32293579c568f44",
+    git_commit = "7c982e7429a77efb8c23d6831a84752a9d27ac84",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 77eaee238b90bbc89f84acc4121ffc2c2a8f9dc0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Sep 2022 06:01:32 -0700
Subject: [PATCH 6227/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bacede71-e005-4e0e-9848-492affe60f8a

PiperOrigin-RevId: 473574305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 961884dd3cf..bf2478dd26d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdeede1c9f52771c55edcf501afd1e86e7acb443b41a8e34a32293579c568f44",
-    git_commit = "7c982e7429a77efb8c23d6831a84752a9d27ac84",
+    sha256 = "ca640c91c20dc4976bce3c53c41bb7927a13b22a5a87af398535766aea2a5032",
+    git_commit = "53844b49ea44a41b5221a30b826116fabc0128ca",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 280f2149dfc6be13db19968b252dfc7c37015180 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Sep 2022 06:01:40 -0700
Subject: [PATCH 6228/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f69f8c46-d2c8-4c5d-b002-382c6a900207

PiperOrigin-RevId: 473726356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf2478dd26d..0dc3232b928 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca640c91c20dc4976bce3c53c41bb7927a13b22a5a87af398535766aea2a5032",
-    git_commit = "53844b49ea44a41b5221a30b826116fabc0128ca",
+    sha256 = "0898e43921191a0317a6a54ae4ea15ea314a05ca14578a516bbab2dc126d3f2b",
+    git_commit = "e6177657b966d4a0d7c9dcff0e87789bfc968da8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b01ea8eef5fe61c365b95caa18adf46c150b857b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Sep 2022 12:01:41 -0700
Subject: [PATCH 6229/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0813d427-0e7b-4941-86cc-9b5a26dba973

PiperOrigin-RevId: 473809633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dc3232b928..53573a3280a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0898e43921191a0317a6a54ae4ea15ea314a05ca14578a516bbab2dc126d3f2b",
-    git_commit = "e6177657b966d4a0d7c9dcff0e87789bfc968da8",
+    sha256 = "b562cc77e9106ed18643adc3c77b963b9620ef69fda7bc08ab0370f648dc151b",
+    git_commit = "0aaa36b5d6a878e913340de4ef6ba30376d3f89e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92b4436ec58fbafad78199ffa06183d95e7a25b8 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 12 Sep 2022 14:58:03 -0700
Subject: [PATCH 6230/8103] Add release notes for tf-serving 2.9.2

PiperOrigin-RevId: 473852696
---
 RELEASE.md | 28 +++++++++++++++++++++-------
 1 file changed, 21 insertions(+), 7 deletions(-)

diff --git a/RELEASE.md b/RELEASE.md
index 6f0f52182d9..07750945cb6 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,4 +1,18 @@
-# Release 2.7.4
+# Release 2.10.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.0.
+
+# Release 2.9.2
 
 ## Major Features and Improvements
 
@@ -10,9 +24,9 @@
 
 ## Bug Fixes and Other Changes
 
-* This release is based on TF version 2.7.4
+* This release is based on TF version 2.9.2
 
-# Release 2.8.3
+# Release 2.7.4
 
 ## Major Features and Improvements
 
@@ -20,13 +34,13 @@
 
 ## Breaking Changes
 
-* No breaking changes.
+* No breaking changes
 
 ## Bug Fixes and Other Changes
 
-* This release is based on TF version 2.8.3.
+* This release is based on TF version 2.7.4
 
-# Release 2.10.0
+# Release 2.8.3
 
 ## Major Features and Improvements
 
@@ -38,7 +52,7 @@
 
 ## Bug Fixes and Other Changes
 
-* This release is based on TF version 2.10.0.
+* This release is based on TF version 2.8.3.
 
 # Release 2.10.0-rc3
 

From 758298278c01bdb5b59a1c4ddb1617d8bc9d9c87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Sep 2022 18:31:19 -0700
Subject: [PATCH 6231/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad855ea0-d87a-44d0-8634-470d957bbdac

PiperOrigin-RevId: 473895257
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53573a3280a..8195e9a7624 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b562cc77e9106ed18643adc3c77b963b9620ef69fda7bc08ab0370f648dc151b",
-    git_commit = "0aaa36b5d6a878e913340de4ef6ba30376d3f89e",
+    sha256 = "403366ed1c3bcdb133b4ebef0b985db02848e0b1207e25e9c226c0ee25c333d9",
+    git_commit = "2181955f9ab01a2e4518a106a3d4dbba49089631",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7619a3bacf08326ebe13065ee59a574715ae2822 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Sep 2022 00:01:39 -0700
Subject: [PATCH 6232/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/084a5d89-b122-4149-9279-45954a155159

PiperOrigin-RevId: 473939828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8195e9a7624..321a6f8fe66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "403366ed1c3bcdb133b4ebef0b985db02848e0b1207e25e9c226c0ee25c333d9",
-    git_commit = "2181955f9ab01a2e4518a106a3d4dbba49089631",
+    sha256 = "4806c68befa3fe4b061c1e9e26d9c915eb6d2af31062ba108b2022b3a2acdd17",
+    git_commit = "7cc008ea3d0f30345e083fa1e8687d6be74439d7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7f6da7b83e7ed395deb39cbc64afc1fe69cbd9d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Sep 2022 06:01:32 -0700
Subject: [PATCH 6233/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a408d78c-f7dd-4c32-a4b7-d4d108755fe5

PiperOrigin-RevId: 473996957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 321a6f8fe66..eb604a116f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4806c68befa3fe4b061c1e9e26d9c915eb6d2af31062ba108b2022b3a2acdd17",
-    git_commit = "7cc008ea3d0f30345e083fa1e8687d6be74439d7",
+    sha256 = "c042a12e7fb5eaa63458ac23c557d95f4d9aaabf1607ff97a73aa95444861410",
+    git_commit = "0f9b50b35a4f0b51a6b904b22cc735dcdb0d7a23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a4e13d2b8347edb0f71ff5cb83d05678f4b6c5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Sep 2022 12:01:39 -0700
Subject: [PATCH 6234/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78d15104-ce74-4436-af5f-e40434484b41

PiperOrigin-RevId: 474085055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb604a116f9..d1a85bc6966 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c042a12e7fb5eaa63458ac23c557d95f4d9aaabf1607ff97a73aa95444861410",
-    git_commit = "0f9b50b35a4f0b51a6b904b22cc735dcdb0d7a23",
+    sha256 = "150247fb492e2454edce3790ac14df37fe393c113feaa7215a9c6c60dfc56fd5",
+    git_commit = "b8c84214ebd877343908f42d55d628c330a654e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49ac8acb50291c21a0a72cfd9135aa2030e3ae88 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 13 Sep 2022 16:53:51 -0700
Subject: [PATCH 6235/8103] Replace `tensorflow::Status::OK()` with`
 tensorflow::OkStatus()`.

PiperOrigin-RevId: 474158379
---
 .../batching/batch_scheduler_retrier_test.cc  |  2 +-
 .../batching/batching_session.cc              | 20 ++++-----
 .../batching/batching_session_test.cc         |  4 +-
 tensorflow_serving/batching/batching_util.cc  |  4 +-
 .../batching/batching_util_test.cc            |  2 +-
 .../batching/threadsafe_status_test.cc        |  2 +-
 .../model_servers/get_model_status_impl.cc    |  2 +-
 .../model_servers/http_rest_api_handler.cc    |  8 ++--
 .../http_rest_api_handler_test.cc             |  2 +-
 .../model_servers/http_rest_api_util.cc       |  8 ++--
 .../model_servers/http_server.cc              |  2 +-
 tensorflow_serving/model_servers/server.cc    |  4 +-
 .../model_servers/server_core.cc              | 42 +++++++++----------
 .../model_servers/server_core_test.cc         |  4 +-
 .../model_servers/server_init.cc              |  4 +-
 .../util/class_registration_test.cc           |  8 ++--
 .../util/class_registration_util.cc           |  2 +-
 tensorflow_serving/util/json_tensor.cc        | 34 +++++++--------
 tensorflow_serving/util/json_tensor_test.cc   |  6 +--
 .../util/prometheus_exporter.cc               |  2 +-
 tensorflow_serving/util/retrier_test.cc       |  4 +-
 21 files changed, 83 insertions(+), 83 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index 31825866c5b..8e337fce3bb 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -78,7 +78,7 @@ class StubbornScheduler : public BatchScheduler<FakeTask> {
     ++num_attempts_;
     if (num_attempts_ >= num_attempts_to_succeed_) {
       std::unique_ptr<FakeTask> consumed_task = std::move(*task);
-      return Status::OK();
+      return OkStatus();
     } else {
       return errors::Unavailable(
           "StubbornScheduler faithfully being stubborn; this is attempt ",
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index d816b7950a5..e1d051a21c9 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -325,7 +325,7 @@ Status BatchingSession::Create(
   }
 
   *result = std::move(batching_session);
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BatchingSession::Run(
@@ -466,7 +466,7 @@ Status BatchingSession::ComputeInputSize(
     const Tensor& tensor = entry.second;
     RecordInputBatchSize<BatchingSessionTask>(tensor.shape().dim_size(0));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BatchingSession::MergeInputTensors(
@@ -572,7 +572,7 @@ Status BatchingSession::MergeInputTensors(
     merged_inputs->push_back({tensor_name, std::move(concated)});
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BatchingSession::SplitOutputTensors(
@@ -659,7 +659,7 @@ Status BatchingSession::SplitOutputTensors(
   }
   // (Ignore a possible final split_tensors entry containing the padding.)
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
@@ -694,7 +694,7 @@ Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
     }
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 void BatchingSession::ProcessBatch(
@@ -953,7 +953,7 @@ Status SplitInputTask(
           std::make_pair(tensor_name, split_tensors[j]));
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status CreateBatchingSession(
@@ -968,7 +968,7 @@ Status CreateBatchingSession(
       options, std::move(session), signatures_with_scheduler_creators,
       default_creator, /*thread_pool_name=*/"", &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return Status::OK();
+  return OkStatus();
 }
 
 Status CreateBatchingSession(
@@ -982,7 +982,7 @@ Status CreateBatchingSession(
       options, std::move(session), signatures_with_scheduler_creators,
       /*thread_pool_name=*/"", &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return Status::OK();
+  return OkStatus();
 }
 
 Status CreateBasicBatchingSession(
@@ -1043,7 +1043,7 @@ Status CreateBasicBatchingSession(
         TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
             schedule_options, process_batch_callback, &basic_batch_scheduler));
         *batch_scheduler = std::move(basic_batch_scheduler);
-        return Status::OK();
+        return OkStatus();
       };
 
   std::unique_ptr<BatchingSession> internal_batching_session;
@@ -1052,7 +1052,7 @@ Status CreateBasicBatchingSession(
       {{signature, scheduler_creator}}, schedule_options.thread_pool_name,
       &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index f42d1fc35d7..3b02e09fb21 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -912,7 +912,7 @@ TEST_P(BatchingSessionTest, MultipleSignatures) {
             options, process_batch_callback, &basic_scheduler));
         schedulers.push_back(basic_scheduler.get());
         *scheduler = std::move(basic_scheduler);
-        return Status::OK();
+        return OkStatus();
       };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
@@ -980,7 +980,7 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
             options, process_batch_callback, &basic_scheduler));
         scheduler = basic_scheduler.get();
         *new_scheduler = std::move(basic_scheduler);
-        return Status::OK();
+        return OkStatus();
       };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 79fe88abf1c..8abf9f47fe3 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -84,7 +84,7 @@ struct PadTensor {
       if (!result) {
         return errors::Internal("Couldn't create output.");
       }
-      return Status::OK();
+      return OkStatus();
     }
     if (input.NumElements() < 1) {
       return errors::InvalidArgument(
@@ -94,7 +94,7 @@ struct PadTensor {
     typename TTypes<T, num_dims>::Tensor inputs = input.tensor<T, num_dims>();
     T pad_value(input.flat<T>()(0));  // using existing values in padding
     output->tensor<T, num_dims>() = inputs.pad(padding, pad_value);
-    return Status::OK();
+    return OkStatus();
   }
 };
 
diff --git a/tensorflow_serving/batching/batching_util_test.cc b/tensorflow_serving/batching/batching_util_test.cc
index 1bac10e9aae..0eea279d3fc 100644
--- a/tensorflow_serving/batching/batching_util_test.cc
+++ b/tensorflow_serving/batching/batching_util_test.cc
@@ -79,7 +79,7 @@ TEST(BatchingUtilTest, AddPadding) {
 #undef INIT_TYPE
     Tensor padded_tensor;
     padding_status = AddPadding(tensor, max_dim_sizes, &padded_tensor);
-    ASSERT_EQ(Status::OK(), padding_status);
+    ASSERT_EQ(OkStatus(), padding_status);
     EXPECT_EQ(TensorShape({10, 100, 200}), padded_tensor.shape());
   }
 }
diff --git a/tensorflow_serving/batching/threadsafe_status_test.cc b/tensorflow_serving/batching/threadsafe_status_test.cc
index adf2cea733d..afb9fde962f 100644
--- a/tensorflow_serving/batching/threadsafe_status_test.cc
+++ b/tensorflow_serving/batching/threadsafe_status_test.cc
@@ -36,7 +36,7 @@ TEST(ThreadSafeStatus, Update) {
   status.Update(errors::FailedPrecondition("original error"));
   EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
 
-  status.Update(Status::OK());
+  status.Update(OkStatus());
   EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
 
   status.Update(errors::Internal("new error"));
diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index fc2ec44c530..474b35094bb 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -105,7 +105,7 @@ Status GetModelStatusImpl::GetModelStatusWithModelSpec(
       AddModelVersionStatusToResponse(response, version, servable_state);
     }
   }
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 1577ef7fdd0..579ea1c2540 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -125,7 +125,7 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(
       MakeJsonFromClassificationResult(response->result(), output));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessRegressRequest(
@@ -145,7 +145,7 @@ Status HttpRestApiHandler::ProcessRegressRequest(
   TF_RETURN_IF_ERROR(TensorflowRegressionServiceImpl::Regress(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response->result(), output));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessPredictRequest(
@@ -173,7 +173,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
   TF_RETURN_IF_ERROR(
       predictor_->Predict(run_options_, core_, *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessModelStatusRequest(
@@ -240,7 +240,7 @@ Status HttpRestApiHandler::GetInfoMap(
                                    "\" not found in signature def");
   }
   *infomap = iter->second.inputs();
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 60843307d1e..b302bc4af61 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -163,7 +163,7 @@ Status CompareJson(const string& json1, const string& json2) {
     return errors::InvalidArgument("JSON Different. JSON1: ", json1,
                                    "JSON2: ", json2);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 TEST_F(HttpRestApiHandlerTest, kPathRegex) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 354f67a2b26..8b1d317e23f 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -60,7 +60,7 @@ Status FillModelSpecWithNameVersionAndLabel(
   if (model_version_label.has_value()) {
     model_spec->set_version_label(string(model_version_label.value()));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 bool DecodeArg(string* arg) {
@@ -123,7 +123,7 @@ Status ParseModelInfo(const absl::string_view http_method,
     }
     *model_version_label = model_version_label_str;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ToJsonString(const GetModelStatusResponse& response, string* output) {
@@ -136,7 +136,7 @@ Status ToJsonString(const GetModelStatusResponse& response, string* output) {
     return errors::Internal("Failed to convert proto to json. Error: ",
                             status.ToString());
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
@@ -191,7 +191,7 @@ Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
   absl::StrAppend(output, "\"signature_def\": ", signature_def_output, "}\n");
   absl::StrAppend(output, "}\n");
 
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index b1e9727c2b8..17f2064c19c 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -166,7 +166,7 @@ class RestApiRequestDispatcher {
     if (req->http_method() == "OPTIONS") {
       absl::string_view origin_header = req->GetRequestHeader("Origin");
       if (RE2::PartialMatch(origin_header, "https?://")) {
-        status = Status::OK();
+        status = OkStatus();
       } else {
         status = errors::FailedPrecondition(
             "Origin header is missing in CORS preflight");
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 87174b8e4f7..68f43862e95 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -68,7 +68,7 @@ tensorflow::Status ParseProtoTextFile(const string& file, ProtoType* proto) {
   string file_data_str(static_cast<const char*>(file_data->data()),
                        file_data->length());
   if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str, proto)) {
-    return tensorflow::Status::OK();
+    return tensorflow::OkStatus();
   } else {
     return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
                                                "'");
@@ -449,7 +449,7 @@ Status Server::BuildAndStart(const Options& server_options) {
                  << "Skipped exporting HTTP/REST API.";
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 void Server::WaitForTermination() {
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 088d71fdf7b..11e039c692f 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -66,7 +66,7 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
         "Illegal setting neither ModelServerConfig::model_type (deprecated) "
         "nor ModelServerConfig::model_platform.");
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Determines whether a URI is just a relative path.
@@ -113,7 +113,7 @@ Status ValidateModelConfigList(const ModelConfigList& config_list,
     }
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 // Returns an error if a model exists in both configs, but with different
@@ -141,7 +141,7 @@ Status ValidateNoModelsChangePlatforms(const ModelConfigList& old_config_list,
                           " and new platform requested is ", new_platform));
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Unions two route maps. Gives an error if there is a key that is present in
@@ -161,7 +161,7 @@ Status UnionRoutes(const DynamicSourceRouter<StoragePath>::Routes& a,
       }
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Finds all models that occur in 'new_config' but not in 'old_config'.
@@ -211,7 +211,7 @@ Status UpdateModelConfigListRelativePaths(
   for (int ii = 0; ii < updated_paths.size(); ++ii) {
     config_list->mutable_config(ii)->set_base_path(updated_paths[ii]);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -227,7 +227,7 @@ Status ServerCore::Create(Options options,
         [](EventBus<ServableState>* event_bus,
            std::unique_ptr<ServableStateMonitor>* monitor) {
           monitor->reset(new ServableStateMonitor(event_bus));
-          return Status::OK();
+          return OkStatus();
         };
   }
 
@@ -279,7 +279,7 @@ Status ServerCore::Initialize(std::unique_ptr<AspiredVersionPolicy> policy) {
                                                   &aspired_versions_manager));
   manager_.SetOwned(std::move(aspired_versions_manager));
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
@@ -317,7 +317,7 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
     strings::StrAppend(&message, "}");
     return errors::Unknown(message);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::AddModelsViaModelConfigList() {
@@ -394,7 +394,7 @@ Status ServerCore::AddModelsViaModelConfigList() {
     TF_RETURN_IF_ERROR(
         WaitUntilModelsAvailable(new_models, &fresh_servable_state_monitor));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::AddModelsViaCustomModelConfig() {
@@ -425,7 +425,7 @@ Status ServerCore::MaybeUpdateServerRequestLogger(
     return options_.server_request_logger->Update(logging_config_map);
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
@@ -447,7 +447,7 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
     // Nothing to load. In this case we allow a future call with a non-empty
     // config.
     LOG(INFO) << "Taking no action for empty config.";
-    return Status::OK();
+    return OkStatus();
   }
   if (new_config.config_case() == ModelServerConfig::kModelConfigList) {
     TF_RETURN_IF_ERROR(
@@ -492,7 +492,7 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   }
 
   LOG(INFO) << "Finished reloading config";
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::UpdateModelVersionLabelMap() {
@@ -541,7 +541,7 @@ Status ServerCore::UpdateModelVersionLabelMap() {
       return errors::FailedPrecondition(
           "Model version labels are not currently allowed by the server.");
     }
-    return Status::OK();
+    return OkStatus();
   }
 
   if (VLOG_IS_ON(4)) {
@@ -559,7 +559,7 @@ Status ServerCore::UpdateModelVersionLabelMap() {
   mutex_lock l(model_labels_to_versions_mu_);
   model_labels_to_versions_.swap(new_label_map);
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::CreateAdapter(
@@ -616,7 +616,7 @@ Status ServerCore::CreateStoragePathRoutes(
     const int port = it->second;
     (*routes)[model_name] = port;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::CreateStoragePathSource(
@@ -638,7 +638,7 @@ Status ServerCore::CreateStoragePathSource(
     ConnectSourceToTarget(source->get(), prefix_source_adapter->get());
     ConnectSourceToTarget(prefix_source_adapter->get(), target);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::CreateRouter(
@@ -670,7 +670,7 @@ Status ServerCore::CreateRouter(
   ConnectSourceToTarget(output_ports[output_ports.size() - 1],
                         targets->error_adapter.get());
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
@@ -683,7 +683,7 @@ Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
   adapters->error_adapter.reset(
       new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
           errors::Internal("No platform found for model")));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
@@ -707,7 +707,7 @@ Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
     return status;
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::ReloadStoragePathSourceConfig(
@@ -809,7 +809,7 @@ Status ServerCore::ServableRequestFromModelSpec(
       break;
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerCore::GetModelVersionForLabel(const string& model_name,
@@ -826,7 +826,7 @@ Status ServerCore::GetModelVersionForLabel(const string& model_name,
     auto version_it = version_map.find(label);
     if (version_it != version_map.end()) {
       *version = version_it->second;
-      return Status::OK();
+      return OkStatus();
     }
   }
   return errors::InvalidArgument(
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 92c0f1826df..be025b41f6a 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -605,10 +605,10 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
                                       std::unique_ptr<google::protobuf::Message>* log) {
               *log = std::unique_ptr<google::protobuf::Any>(
                   new google::protobuf::Any());
-              return Status::OK();
+              return OkStatus();
             }));
         *request_logger = std::move(mock_request_logger);
-        return Status::OK();
+        return OkStatus();
       },
       &options.server_request_logger));
 
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index f8c0ed318d0..dcb985da14b 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -29,12 +29,12 @@ Status SetupPlatformConfigMapForTensorFlowImpl(
     PlatformConfigMap& platform_config_map) {
   platform_config_map =
       CreateTensorFlowPlatformConfigMap(session_bundle_config);
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 Status UpdatePlatformConfigMapForTensorFlowImpl(
     PlatformConfigMap& platform_config_map) {
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 std::unique_ptr<HttpRestApiHandlerBase> CreateHttpRestApiHandlerImpl(
diff --git a/tensorflow_serving/util/class_registration_test.cc b/tensorflow_serving/util/class_registration_test.cc
index 5e4317d2cea..9f01ee8139f 100644
--- a/tensorflow_serving/util/class_registration_test.cc
+++ b/tensorflow_serving/util/class_registration_test.cc
@@ -53,7 +53,7 @@ class SubClass1 : public MyBaseClass {
     auto* raw_result = new SubClass1();
     result->reset(raw_result);
     raw_result->config_ = config;
-    return Status::OK();
+    return OkStatus();
   }
 
   string class_name() const override { return "SubClass1"; }
@@ -77,7 +77,7 @@ class SubClass2 : public MyBaseClass {
     auto* raw_result = new SubClass2();
     result->reset(raw_result);
     raw_result->config_ = config;
-    return Status::OK();
+    return OkStatus();
   }
 
   string class_name() const override { return "SubClass2"; }
@@ -156,7 +156,7 @@ class AlternateSubClass : public MyBaseClass {
     auto* raw_result = new AlternateSubClass();
     result->reset(raw_result);
     raw_result->config_ = config;
-    return Status::OK();
+    return OkStatus();
   }
 
   string class_name() const override { return "AlternateSubClass"; }
@@ -215,7 +215,7 @@ class ParameterizedSubClass1 : public MyParameterizedBaseClass {
     raw_result->param1_ = param1;
     raw_result->param2_ = param2;
     raw_result->param3_ = param3;
-    return Status::OK();
+    return OkStatus();
   }
 
   string class_name() const override { return "ParameterizedSubClass1"; }
diff --git a/tensorflow_serving/util/class_registration_util.cc b/tensorflow_serving/util/class_registration_util.cc
index bb2fae354b8..93802b6980c 100644
--- a/tensorflow_serving/util/class_registration_util.cc
+++ b/tensorflow_serving/util/class_registration_util.cc
@@ -26,7 +26,7 @@ Status ParseUrlForAnyType(const string& type_url,
         "Supplied config's type_url could not be parsed: ", type_url);
   }
   *full_type_name = splits[splits.size() - 1];
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 85524e75c89..896493ead58 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -281,7 +281,7 @@ Status AddValueToTensor(const rapidjson::Value& val, DataType dtype,
           "Conversion of JSON Value: ", JsonValueToString(val),
           " to type: ", DataTypeString(dtype));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Computes and fills TensorShape corresponding to a JSON value.
@@ -328,7 +328,7 @@ Status JsonDecodeBase64Object(const rapidjson::Value& val,
                             decoded_val)) {
     return errors::InvalidArgument("Unable to base64 decode");
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Fills tensor values.
@@ -375,7 +375,7 @@ Status FillTensorProto(const rapidjson::Value& val, int level, DataType dtype,
     TF_RETURN_IF_ERROR(FillTensorProto(v, level + 1, dtype, val_count, tensor));
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 // Converts a JSON value to tensor and add it to tensor_map.
@@ -410,7 +410,7 @@ Status AddInstanceItem(const rapidjson::Value& item, const string& name,
         "Expecting shape ", ShapeToString((*shape_map)[name]),
         " but got: ", ShapeToString(tensor->tensor_shape()));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ParseJson(const absl::string_view json, rapidjson::Document* doc) {
@@ -441,7 +441,7 @@ Status ParseJson(const absl::string_view json, rapidjson::Document* doc) {
   if (!doc->IsObject()) {
     return FormatError(*doc, "Is not object");
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 template <typename RequestTypeProto>
@@ -456,7 +456,7 @@ Status FillSignature(const rapidjson::Document& doc,
     request->mutable_model_spec()->set_signature_name(
         itr->value.GetString(), itr->value.GetStringLength());
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status FillTensorMapFromInstancesList(
@@ -546,7 +546,7 @@ Status FillTensorMapFromInstancesList(
       output_shape->add_dim()->set_size(d.size());
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status FillTensorMapFromInputsMap(
@@ -588,7 +588,7 @@ Status FillTensorMapFromInputsMap(
                                          &unused_size, tensor));
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -733,7 +733,7 @@ Status AddValueToFeature(const rapidjson::Value& val,
       }
       break;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status MakeExampleFromJsonObject(const rapidjson::Value& val,
@@ -755,7 +755,7 @@ Status MakeExampleFromJsonObject(const rapidjson::Value& val,
     }
     (*example->mutable_features()->mutable_feature())[name] = feature;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 template <typename RequestProto>
@@ -799,7 +799,7 @@ Status FillClassifyRegressRequestFromJson(const absl::string_view json,
                  : input->mutable_example_list()->add_examples()));
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -889,7 +889,7 @@ Status AddSingleValueAndAdvance(const TensorProto& tensor, bool string_as_bytes,
         DataTypeString(tensor.dtype()));
   }
   (*offset)++;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status AddTensorValues(const TensorProto& tensor, bool string_as_bytes, int dim,
@@ -912,7 +912,7 @@ Status AddTensorValues(const TensorProto& tensor, bool string_as_bytes, int dim,
     }
   }
   writer->EndArray();
-  return Status::OK();
+  return OkStatus();
 }
 
 Status MakeRowFormatJsonFromTensors(
@@ -965,7 +965,7 @@ Status MakeRowFormatJsonFromTensors(
   writer.EndArray();
   writer.EndObject();
   json->assign(buffer.GetString());
-  return Status::OK();
+  return OkStatus();
 }
 
 Status MakeColumnarFormatJsonFromTensors(
@@ -987,7 +987,7 @@ Status MakeColumnarFormatJsonFromTensors(
   if (elements_are_objects) writer.EndObject();
   writer.EndObject();
   json->assign(buffer.GetString());
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -1041,7 +1041,7 @@ Status MakeJsonFromClassificationResult(const ClassificationResult& result,
   writer.EndArray();
   writer.EndObject();
   json->assign(buffer.GetString());
-  return Status::OK();
+  return OkStatus();
 }
 
 Status MakeJsonFromRegressionResult(const RegressionResult& result,
@@ -1066,7 +1066,7 @@ Status MakeJsonFromRegressionResult(const RegressionResult& result,
   writer.EndArray();
   writer.EndObject();
   json->assign(buffer.GetString());
-  return Status::OK();
+  return OkStatus();
 }
 
 void MakeJsonFromStatus(const tensorflow::Status& status, string* json) {
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index f77ea21cf58..c16b442ed7e 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -47,7 +47,7 @@ std::function<tensorflow::Status(const string&, TensorInfoMap*)> getmap(
     const TensorInfoMap& map) {
   return [&map](const string&, TensorInfoMap* m) {
     *m = map;
-    return Status::OK();
+    return OkStatus();
   };
 }
 
@@ -777,7 +777,7 @@ Status CompareJson(const string& json1, const string& json2) {
     return errors::InvalidArgument("JSON Different. JSON1: ", json1,
                                    "JSON2: ", json2);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Compare two JSON documents treating values (including numbers) as strings.
@@ -1563,7 +1563,7 @@ TEST(ClassifyRegressnResultTest, JsonFromResultErrors) {
 
 TEST(MakeJsonFromTensors, StatusOK) {
   string json;
-  MakeJsonFromStatus(Status::OK(), &json);
+  MakeJsonFromStatus(OkStatus(), &json);
   EXPECT_EQ(json, "");
 }
 
diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
index 38be6e7abcb..656b69f0d04 100644
--- a/tensorflow_serving/util/prometheus_exporter.cc
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -181,7 +181,7 @@ Status PrometheusExporter::GeneratePage(string* http_page) {
   }
   *http_page = absl::StrJoin(lines, "\n");
   absl::StrAppend(http_page, "\n");
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/util/retrier_test.cc b/tensorflow_serving/util/retrier_test.cc
index 082a4a3da64..a3f9ebf3421 100644
--- a/tensorflow_serving/util/retrier_test.cc
+++ b/tensorflow_serving/util/retrier_test.cc
@@ -34,7 +34,7 @@ TEST(RetrierTest, RetryFinallySucceeds) {
     if (count == 1) {
       return errors::Unknown("Error");
     }
-    return Status::OK();
+    return OkStatus();
   };
 
   TF_EXPECT_OK(Retry("RetryFinallySucceeds", 1 /* max_num_retries */,
@@ -47,7 +47,7 @@ TEST(RetrierTest, RetryFinallyFails) {
     if (++count <= 2) {
       return errors::Unknown("Error");
     }
-    return Status::OK();
+    return OkStatus();
   };
 
   const auto status = Retry("RetryFinallyFails", 1 /* max_num_retries */,

From e8be1a742c3913cbbb6158dc1202c17130583219 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 13 Sep 2022 16:53:53 -0700
Subject: [PATCH 6236/8103] Replace `tensorflow::Status::OK()` with`
 tensorflow::OkStatus()`.

PiperOrigin-RevId: 474158383
---
 .../tensorflow/bundle_factory_util.cc         |  6 ++--
 .../tensorflow/bundle_factory_util_test.cc    |  2 +-
 .../servables/tensorflow/classifier.cc        | 10 +++---
 .../servables/tensorflow/classifier_test.cc   | 16 ++++-----
 .../tensorflow/get_model_metadata_impl.cc     |  6 ++--
 .../servables/tensorflow/multi_inference.cc   |  2 +-
 .../tensorflow/multi_inference_test.cc        |  2 +-
 .../servables/tensorflow/predict_util.cc      |  8 ++---
 .../servables/tensorflow/predict_util_test.cc |  2 +-
 .../servables/tensorflow/regressor.cc         | 10 +++---
 .../servables/tensorflow/regressor_test.cc    | 16 ++++-----
 .../tensorflow/saved_model_bundle_factory.cc  |  4 +--
 .../saved_model_bundle_factory_test.cc        |  6 ++--
 .../saved_model_bundle_source_adapter.cc      | 12 +++----
 .../saved_model_bundle_source_adapter_test.cc |  2 +-
 .../tensorflow/saved_model_warmup.cc          |  2 +-
 .../tensorflow/saved_model_warmup_test.cc     |  8 ++---
 .../saved_model_warmup_test_util.cc           |  4 +--
 .../tensorflow/saved_model_warmup_util.cc     |  6 ++--
 .../saved_model_warmup_util_test.cc           | 10 +++---
 .../servables/tensorflow/simple_servers.cc    |  6 ++--
 .../tensorflow/tflite_interpreter_pool.cc     |  6 ++--
 .../tflite_interpreter_pool_test.cc           |  2 +-
 .../servables/tensorflow/tflite_session.cc    | 36 +++++++++----------
 .../servables/tensorflow/util.cc              |  8 ++---
 .../servables/tensorflow/util_test.cc         |  6 ++--
 26 files changed, 99 insertions(+), 99 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index b8b9d75f9c5..1bd5544e3b0 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -111,7 +111,7 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
       std::unique_ptr<BatchScheduler<BatchingSessionTask>>* queue) {
     TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
         queue_options, process_batch_callback, queue));
-    return Status::OK();
+    return OkStatus();
   };
   std::vector<SignatureWithBatchingSessionSchedulerCreator>
       signatures_with_scheduler_creators;
@@ -137,13 +137,13 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
 
 Status WrapSession(std::unique_ptr<Session>* session) {
   session->reset(new ServingSessionWrapper(std::move(*session)));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session) {
   session->reset(
       new SessionWrapperIgnoreThreadPoolOptions(std::move(*session)));
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 3e709cce42c..98f7fdbf8de 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -64,7 +64,7 @@ class MockSession : public Session {
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
     outputs->push_back(
         test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2}));
-    return tensorflow::Status::OK();
+    return tensorflow::OkStatus();
   }
 
   // Unused, but we need to provide a definition (virtual = 0).
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 3cf2ebfdf4a..e6a2948ab33 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -126,7 +126,7 @@ Status CreateClassifierFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<ClassifierInterface>* service) {
   service->reset(new SavedModelClassifier(run_options, std::move(bundle)));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status CreateFlyweightTensorFlowClassifier(
@@ -144,7 +144,7 @@ Status CreateFlyweightTensorFlowClassifier(
     std::unique_ptr<ClassifierInterface>* service) {
   service->reset(new SavedModelTensorFlowClassifier(
       run_options, session, signature, thread_pool_options));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status GetClassificationSignatureDef(const ModelSpec& model_spec,
@@ -169,7 +169,7 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
         PreProcessClassification(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PreProcessClassification(const SignatureDef& signature,
@@ -218,7 +218,7 @@ Status PreProcessClassification(const SignatureDef& signature,
       output_tensor_names->push_back(scores_iter->second.name());
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PostProcessClassificationResult(
@@ -319,7 +319,7 @@ Status PostProcessClassificationResult(
       }
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status RunClassify(const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 0a9a9baed2d..c9e69252868 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -139,7 +139,7 @@ class FakeSession : public tensorflow::Session {
       }
     }
 
-    return Status::OK();
+    return OkStatus();
   }
 
   // Parses TensorFlow Examples from a string Tensor.
@@ -155,7 +155,7 @@ class FakeSession : public tensorflow::Session {
       }
       examples->push_back(example);
     }
-    return Status::OK();
+    return OkStatus();
   }
 
   // Gets the Feature from an Example with the given name.  Returns empty
@@ -217,7 +217,7 @@ class FakeSession : public tensorflow::Session {
         scores_matrix(i, c) = scores_feature.float_list().value(c) + offset;
       }
     }
-    return Status::OK();
+    return OkStatus();
   }
 
  private:
@@ -834,7 +834,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(Status::OK())));
+                                       ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -862,7 +862,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(Status::OK())));
+                                       ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -890,7 +890,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(Status::OK())));
+                                       ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -917,7 +917,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(Status::OK())));
+                                       ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -946,7 +946,7 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(Status::OK())));
+                                       ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 390dfd423de..a6a6d4164f1 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -42,7 +42,7 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
           "Metadata field ", metadata_field, " is not supported");
     }
   }
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
@@ -61,7 +61,7 @@ Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
 
   (*response->mutable_metadata())[GetModelMetadataImpl::kSignatureDef].PackFrom(
       signature_def_map);
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 }  // namespace
@@ -93,7 +93,7 @@ Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
           "MetadataField ", metadata_field, " is not supported");
     }
   }
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index 3f9354841ed..6a578f4be8a 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -120,7 +120,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
                   response->mutable_results(response->results_size() - 1)
                       ->mutable_model_spec());
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status RunMultiInference(
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index f6074f79a06..12319653707 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -95,7 +95,7 @@ class MultiInferenceTest : public ::testing::Test {
     inference_runner->reset(new TensorFlowMultiInferenceRunner(
         bundle->session.get(), &bundle->meta_graph_def,
         {this->servable_version_}));
-    return Status::OK();
+    return OkStatus();
   }
 
   Status GetServableHandle(ServableHandle<SavedModelBundle>* bundle) {
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 4fa28de0507..c23027edae5 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -43,7 +43,7 @@ Status VerifySignature(const SignatureDef& signature) {
         kPredictMethodName, ", ", kClassifyMethodName, ", ", kRegressMethodName,
         "}. Was: ", signature.method_name()));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status VerifyRequestInputsSize(const SignatureDef& signature,
@@ -65,7 +65,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
             absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
             absl::StrJoin(missing, ","), "}."));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -168,7 +168,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
       output_tensor_aliases->emplace_back(iter.first);
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PostProcessPredictionResult(
@@ -196,7 +196,7 @@ Status PostProcessPredictionResult(
     } break;
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index e0063bf73d9..aa40ef2f599 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -84,7 +84,7 @@ class FakeSession : public tensorflow::Session {
     for (const auto& t : inputs) {
       outputs->push_back(t.second);
     }
-    return Status::OK();
+    return OkStatus();
   }
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index c2022233b28..ab1e4e3ef2a 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -121,7 +121,7 @@ Status CreateRegressorFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<RegressorInterface>* service) {
   service->reset(new SavedModelRegressor(run_options, std::move(bundle)));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status CreateFlyweightTensorFlowRegressor(
@@ -139,7 +139,7 @@ Status CreateFlyweightTensorFlowRegressor(
     std::unique_ptr<RegressorInterface>* service) {
   service->reset(new SavedModelTensorFlowRegressor(
       run_options, session, signature, thread_pool_options));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status GetRegressionSignatureDef(const ModelSpec& model_spec,
@@ -163,7 +163,7 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
     TF_RETURN_IF_ERROR(PreProcessRegression(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PreProcessRegression(const SignatureDef& signature,
@@ -203,7 +203,7 @@ Status PreProcessRegression(const SignatureDef& signature,
   if (output_tensor_names != nullptr) {
     output_tensor_names->push_back(output_iter->second.name());
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PostProcessRegressionResult(
@@ -262,7 +262,7 @@ Status PostProcessRegressionResult(
   for (int i = 0; i < num_examples; ++i) {
     result->add_regressions()->set_value(output_tensor_flat(i));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status RunRegress(const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 7db31e6d999..992e5cf70f8 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -119,7 +119,7 @@ class FakeSession : public tensorflow::Session {
     Tensor output;
     TF_RETURN_IF_ERROR(GetOutputTensor(examples, output_names[0], &output));
     outputs->push_back(output);
-    return Status::OK();
+    return OkStatus();
   }
 
   // Parses TensorFlow Examples from a string Tensor.
@@ -135,7 +135,7 @@ class FakeSession : public tensorflow::Session {
       }
       examples->push_back(example);
     }
-    return Status::OK();
+    return OkStatus();
   }
 
   // Gets the Feature from an Example with the given name.  Returns empty
@@ -162,7 +162,7 @@ class FakeSession : public tensorflow::Session {
       // Insert a rank 3 tensor which should be an error because outputs are
       // expected to be of shape [batch_size] or [batch_size, 1].
       *tensor = Tensor(DT_FLOAT, TensorShape({batch_size, 1, 10}));
-      return Status::OK();
+      return OkStatus();
     }
     // Both tensor shapes are valid, so make one of shape [batch_size, 1] and
     // the rest of shape [batch_size].
@@ -178,7 +178,7 @@ class FakeSession : public tensorflow::Session {
       }
       tensor->flat<float>()(i) = feature.float_list().value(0) + offset;
     }
-    return Status::OK();
+    return OkStatus();
   }
 
  private:
@@ -479,7 +479,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(Status::OK())));
+                                 ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
@@ -488,7 +488,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(Status::OK())));
+                                 ::testing::Return(OkStatus())));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       mock, request_, &response);
@@ -503,7 +503,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
   std::vector<Tensor> outputs = {Tensor(DT_STRING, TensorShape({1}))};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(Status::OK())));
+                                 ::testing::Return(OkStatus())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
@@ -513,7 +513,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(Status::OK())));
+                                 ::testing::Return(OkStatus())));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       mock, request_, &response);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index c3d449cfa19..aab7a903fe6 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -69,7 +69,7 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
       num_interpreters_per_pool, &tflite_session,
       bundle->meta_graph_def.mutable_signature_def()));
   bundle->session = std::move(tflite_session);
-  return Status::OK();
+  return OkStatus();
 }
 
 bool TfLiteModelFound(const string& model_dir) {
@@ -88,7 +88,7 @@ Status SavedModelBundleFactory::Create(
         CreateBatchScheduler(config.batching_parameters(), &batcher));
   }
   factory->reset(new SavedModelBundleFactory(config, batcher));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status SavedModelBundleFactory::EstimateResourceRequirement(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 75a18f7e7be..27f18d82572 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -72,7 +72,7 @@ Status CreateBundleFromPath(const CreationType creation_type,
       EXPECT_EQ(expected_loader_metadata.servable_id.version,
                 actual_session_metadata.version());
     }
-    return Status::OK();
+    return OkStatus();
   });
 
   switch (creation_type) {
@@ -84,7 +84,7 @@ Status CreateBundleFromPath(const CreationType creation_type,
           CreateMetadata(), path, bundle));
       break;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 struct SavedModelBundleFactoryTestParam {
@@ -113,7 +113,7 @@ class SavedModelBundleFactoryTest
     TF_RETURN_IF_ERROR(CreateBundleFromPath(GetParam().creation_type, config,
                                             export_dir_, &bundle));
     *session = std::move(bundle->session);
-    return Status::OK();
+    return OkStatus();
   }
 
   SessionBundleConfig GetSessionBundleConfig() const override {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index c09c5235af7..6ffde2484af 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -38,7 +38,7 @@ Status SavedModelBundleSourceAdapter::Create(
   TF_RETURN_IF_ERROR(
       SavedModelBundleFactory::Create(config.legacy_config(), &bundle_factory));
   adapter->reset(new SavedModelBundleSourceAdapter(std::move(bundle_factory)));
-  return Status::OK();
+  return OkStatus();
 }
 
 SavedModelBundleSourceAdapter::~SavedModelBundleSourceAdapter() { Detach(); }
@@ -63,7 +63,7 @@ SavedModelBundleSourceAdapter::GetServableCreator(
             bundle_factory->config().model_warmup_options(),
             GetRunOptions(bundle_factory->config()), path, bundle->get());
       }
-      return Status::OK();
+      return OkStatus();
     };
   }
   return [bundle_factory, path](std::unique_ptr<SavedModelBundle>* bundle) {
@@ -73,7 +73,7 @@ SavedModelBundleSourceAdapter::GetServableCreator(
           bundle_factory->config().model_warmup_options(),
           GetRunOptions(bundle_factory->config()), path, bundle->get());
     }
-    return Status::OK();
+    return OkStatus();
   };
 }
 
@@ -102,7 +102,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
                 .experimental_transient_ram_bytes_during_load(),
         estimate);
 
-    return Status::OK();
+    return OkStatus();
   };
   auto post_load_resource_estimator = [bundle_factory,
                                        path](ResourceAllocation* estimate) {
@@ -110,7 +110,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
   };
   loader->reset(new SimpleLoader<SavedModelBundle>(
       servable_creator, resource_estimator, {post_load_resource_estimator}));
-  return Status::OK();
+  return OkStatus();
 }
 
 // Register the source adapter.
@@ -125,7 +125,7 @@ class SavedModelBundleSourceAdapterCreator {
                                                        &bundle_factory));
     adapter->reset(
         new SavedModelBundleSourceAdapter(std::move(bundle_factory)));
-    return Status::OK();
+    return OkStatus();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(SavedModelBundleSourceAdapterCreator,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 48c4270acfc..a7cd0bdc396 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -83,7 +83,7 @@ class SavedModelBundleSourceAdapterTest
         EXPECT_EQ(expected_loader_metadata.servable_id.version,
                   actual_session_metadata.version());
       }
-      return Status::OK();
+      return OkStatus();
     });
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index aa7b3ce30f8..3f6407ea5c8 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -70,7 +70,7 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
     default:
       break;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 730a6da6e5a..6334ece44f4 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -95,19 +95,19 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
       .Times(num_warmup_records * 2 * GetNumRequestIterations())
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
-                            Return(Status::OK())));
+                            Return(OkStatus())));
   // Classify case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(
           DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
-                Return(Status::OK())));
+                Return(OkStatus())));
   // MultiInference case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
-          Return(Status::OK())));
+          Return(OkStatus())));
   TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), RunOptions(),
                                    base_path, &saved_model_bundle));
 }
@@ -132,7 +132,7 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index 5481a8c5eb6..0aaafe012d9 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -105,7 +105,7 @@ Status WriteWarmupData(const string& fname,
     }
   }
   TF_RETURN_IF_ERROR(writer.Flush());
-  return Status::OK();
+  return OkStatus();
 }
 
 Status WriteWarmupDataAsSerializedProtos(
@@ -120,7 +120,7 @@ Status WriteWarmupDataAsSerializedProtos(
     }
   }
   TF_RETURN_IF_ERROR(file->Close());
-  return Status::OK();
+  return OkStatus();
 }
 
 void AddMixedWarmupData(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index c3866b2916b..21de8cc308f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -61,7 +61,7 @@ Status RunSavedModelWarmup(
   if (!tensorflow::Env::Default()->FilesExist({warmup_path}, nullptr)) {
     LOG(INFO) << "No warmup data file found at " << warmup_path;
     // Having warmup data is optional, return OK
-    return Status::OK();
+    return OkStatus();
   }
   const int num_request_iterations = [&]() {
     if (model_warmup_options.has_num_request_iterations()) {
@@ -192,7 +192,7 @@ Status RunSavedModelWarmup(
   // the 'model_warm_up_latency' metric below records OK upon successful
   // warm-up.
   if (errors::IsOutOfRange(status)) {
-    status = Status::OK();
+    status = OkStatus();
   }
 
   const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
@@ -210,7 +210,7 @@ Status RunSavedModelWarmup(
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
             << ". Number of warmup records read: " << num_warmup_records
             << ". Elapsed time (microseconds): " << warmup_latency << ".";
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index ca6962bdf2f..13acc46f365 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -71,7 +71,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
-                                     return Status::OK();
+                                     return OkStatus();
                                    }));
   EXPECT_EQ(warmup_request_counter_, 0);
 }
@@ -90,7 +90,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
-                                     return Status::OK();
+                                     return OkStatus();
                                    }));
   EXPECT_EQ(warmup_request_counter_, 0);
 }
@@ -113,7 +113,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return Status::OK(); });
+      [](PredictionLog prediction_log) { return OkStatus(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
   EXPECT_THAT(status.ToString(),
@@ -136,7 +136,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return Status::OK(); });
+      [](PredictionLog prediction_log) { return OkStatus(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(
@@ -156,7 +156,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   SavedModelBundle saved_model_bundle;
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return Status::OK(); });
+      [](PredictionLog prediction_log) { return OkStatus(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
   EXPECT_THAT(status.ToString(),
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index b9798538915..f24ede878d2 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -57,7 +57,7 @@ Status CreateStoragePathSource(
       FileSystemStoragePathSource::Create(config, &file_system_source));
 
   *path_source = std::move(file_system_source);
-  return Status::OK();
+  return OkStatus();
 }
 
 // Creates a SavedModelBundle Source by adapting the underlying
@@ -70,7 +70,7 @@ Status CreateSavedModelBundleSource(
   SavedModelBundleSourceAdapterConfig config;
   TF_RETURN_IF_ERROR(SavedModelBundleSourceAdapter::Create(config, source));
 
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace
@@ -92,7 +92,7 @@ Status CreateSingleTFModelManagerFromBasePath(
   builder->AddSourceChain(std::move(path_source), std::move(bundle_source));
   *manager = builder->Build();
 
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace simple_servers
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 3e356d78a83..a6c9ad42f99 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -113,7 +113,7 @@ tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
   tflite_tensor->data.raw = tensor_buffer_[tensor_index].release();
   tflite_tensor->bytes = required_bytes;
   tflite_tensor->allocation_type = kTfLiteDynamic;
-  return Status::OK();
+  return OkStatus();
 }
 
 TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
@@ -179,7 +179,7 @@ tensorflow::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
   }
   wrapper.reset(new TfLiteInterpreterWrapper(std::move(external_context),
                                              std::move(interpreter)));
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
@@ -194,7 +194,7 @@ tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
         *model, options, wrapper));
   }
   interpreter_pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
-  return tensorflow::Status::OK();
+  return tensorflow::OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index 84a904cc682..98995b2ad79 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -145,7 +145,7 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   }
   data.push_back(&t);
   ASSERT_FALSE(interpreter_wrapper->SetStringData(
-                   data, tensor, -1, actual_batch_size) == Status::OK());
+                   data, tensor, -1, actual_batch_size) == OkStatus());
   TF_ASSERT_OK(
       interpreter_wrapper->SetStringData(data, tensor, idx, actual_batch_size));
   auto wrapped = interpreter_wrapper->Get();
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 0a5fb3d94f4..9e58310236f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -79,7 +79,7 @@ Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
     default:
       return errors::Internal("Unknown TfLite type: ", tflite_type);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
@@ -95,14 +95,14 @@ std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
 Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
                            string& tensor_name) {
   if (tensor_name_map.find(tensor_name) != tensor_name_map.end()) {
-    return Status::OK();
+    return OkStatus();
   }
 
   // Try to update with the legacy tflite tensor name.
   const string& legacy_tflite_name = TfToTfLiteLegacyTensorName(tensor_name);
   if (tensor_name_map.find(legacy_tflite_name) != tensor_name_map.end()) {
     tensor_name = legacy_tflite_name;
-    return Status::OK();
+    return OkStatus();
   }
 
   return errors::Internal("Unknown tensor '", tensor_name, "'.");
@@ -118,7 +118,7 @@ Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
     info->mutable_tensor_shape()->add_dim()->set_size(
         tflite_tensor->dims->data[i]);
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
@@ -140,7 +140,7 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
                                    " has multiple indices");
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 std::vector<int> TensorDims(const Tensor& tensor) {
@@ -161,7 +161,7 @@ Status CreateOutputTensors(
   output_tensors->reserve(output_tensor_names.size());
   for (std::string tfname : output_tensor_names) {
     auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
-    if (fix_status != Status::OK()) {
+    if (fix_status != OkStatus()) {
       return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
                               fix_status.error_message());
     }
@@ -177,7 +177,7 @@ Status CreateOutputTensors(
     output_tensors->emplace_back(tf_type, tf_shape);
     tflite_idx_to_output_tensor[tflite_idx] = &output_tensors->back();
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status SetInputAndInvokeMiniBatch(
@@ -247,7 +247,7 @@ Status SetInputAndInvokeMiniBatch(
   if (interpreter_wrapper->Invoke() != kTfLiteOk) {
     return errors::Internal("Failed to invoke TfLite interpreter");
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status SetMiniBatchOutput(
@@ -279,7 +279,7 @@ Status SetMiniBatchOutput(
       }
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 int GetModelBatchSize(const tflite::Model* model) {
@@ -341,7 +341,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
       // add the concatenated tensor to input_tasks output
       input_task->outputs->push_back(output_tensor);
     }
-    *input_task->status = Status::OK();
+    *input_task->status = OkStatus();
   };
 
   // The Callback will be run only after all partial tasks finished.
@@ -374,7 +374,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
     const Tensor& input = input_task->inputs[i];
     std::vector<Tensor> split_tensors;
     auto status = tensor::Split(input, output_task_sizes, &split_tensors);
-    if (status != Status::OK()) {
+    if (status != OkStatus()) {
       return status;
     }
     for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
@@ -382,7 +382,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
       output_task->inputs.push_back(std::move(split_tensors[output_idx]));
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status TfLiteSession::CreateDefaultBasicBatchScheduler(
@@ -394,7 +394,7 @@ Status TfLiteSession::CreateDefaultBasicBatchScheduler(
   TF_RETURN_IF_ERROR(BasicBatchScheduler<TfLiteBatchTask>::Create(
       options, process_batch_callback, &basic_batch_scheduler));
   *batch_scheduler = std::move(basic_batch_scheduler);
-  return Status::OK();
+  return OkStatus();
 }
 
 Status TfLiteSession::SetScheduler(
@@ -450,7 +450,7 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
   std::map<string, SignatureDef> signature_defs;
   const auto status =
       tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
-  if (status != Status::OK()) {
+  if (status != OkStatus()) {
     return errors::InvalidArgument(
         "Invalid SignatureDefs found in TfLite model: ",
         status.error_message());
@@ -527,7 +527,7 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
             ->SetScheduler(&TfLiteSession::CreateDefaultBasicBatchScheduler,
                            scheduler_options));
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 TfLiteSession::TfLiteSession(
@@ -592,7 +592,7 @@ Status TfLiteSession::RunInternal(
 
 #undef RETURN_POOL_IF_ERROR
   interpreter_pool_->ReturnInterpreter(std::move(interpreter));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status TfLiteSession::Run(
@@ -666,7 +666,7 @@ Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
       }
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
@@ -698,7 +698,7 @@ Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
     }
   }
 
-  return Status::OK();
+  return OkStatus();
 }
 
 void TfLiteSession::ProcessBatch(
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 7dbaa59d063..d69237c31d7 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -197,7 +197,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
       return errors::Unimplemented(
           "Input with kind ", serialized_input.kind_case(), " not supported.");
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PerformOneShotTensorComputation(
@@ -222,7 +222,7 @@ Status PerformOneShotTensorComputation(
   if (runtime_latency != nullptr) {
     *runtime_latency = end_microseconds - start_microseconds;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status PerformOneShotTensorComputation(
@@ -318,7 +318,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
       }
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status EstimateResourceFromPathUsingDiskState(const string& path,
@@ -337,7 +337,7 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
   ram_resource->set_kind(resource_kinds::kRamBytes);
   ram_entry->set_quantity(ram_requirement);
 
-  return Status::OK();
+  return OkStatus();
 }
 
 void RecordRuntimeLatency(const string& model_name, const string& api,
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index a533afca676..59d0e2dea87 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -292,14 +292,14 @@ TEST(ResourceEstimatorTest, EstimateResourceFromPathUsingDiskState) {
   // Set up the expectation that the directory contains exactly one child with
   // the given file size.
   test_util::MockFileProbingEnv env;
-  EXPECT_CALL(env, FileExists(export_dir)).WillRepeatedly(Return(Status::OK()));
+  EXPECT_CALL(env, FileExists(export_dir)).WillRepeatedly(Return(OkStatus()));
   EXPECT_CALL(env, GetChildren(export_dir, _))
       .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
-                            Return(Status::OK())));
+                            Return(OkStatus())));
   EXPECT_CALL(env, IsDirectory(child_path))
       .WillRepeatedly(Return(errors::FailedPrecondition("")));
   EXPECT_CALL(env, GetFileSize(child_path, _))
-      .WillRepeatedly(DoAll(SetArgPointee<1>(file_size), Return(Status::OK())));
+      .WillRepeatedly(DoAll(SetArgPointee<1>(file_size), Return(OkStatus())));
 
   ResourceAllocation actual;
   TF_ASSERT_OK(

From 88bd9d1638f6017b4af526a9b468641966d8972d Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 13 Sep 2022 16:56:23 -0700
Subject: [PATCH 6237/8103] Replace `tensorflow::Status::OK()` with`
 tensorflow::OkStatus()`.

PiperOrigin-RevId: 474158843
---
 .../core/aspired_versions_manager.cc          |  4 +-
 .../aspired_versions_manager_benchmark.cc     |  4 +-
 .../core/aspired_versions_manager_builder.cc  |  2 +-
 .../core/aspired_versions_manager_test.cc     | 26 +++---
 tensorflow_serving/core/basic_manager.cc      | 31 ++++---
 tensorflow_serving/core/basic_manager_test.cc | 80 +++++++++----------
 tensorflow_serving/core/caching_manager.cc    |  4 +-
 .../core/caching_manager_test.cc              |  8 +-
 .../core/load_servables_fast.cc               |  2 +-
 tensorflow_serving/core/loader_harness.cc     | 14 ++--
 .../core/loader_harness_test.cc               | 18 ++---
 tensorflow_serving/core/log_collector.cc      |  2 +-
 tensorflow_serving/core/log_collector_test.cc | 12 +--
 tensorflow_serving/core/manager_test.cc       |  4 +-
 .../prefix_storage_path_source_adapter.cc     |  2 +-
 tensorflow_serving/core/request_logger.cc     |  2 +-
 .../core/request_logger_test.cc               |  7 +-
 .../core/servable_state_monitor_test.cc       | 58 +++++++-------
 .../core/server_request_logger.cc             | 14 ++--
 .../core/server_request_logger_test.cc        |  4 +-
 tensorflow_serving/core/simple_loader_test.cc | 22 ++---
 21 files changed, 158 insertions(+), 162 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index beb4cee1e90..a91fadaf35b 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -91,7 +91,7 @@ Status ValidateAspiredVersions(
           " doesn't match name in servable version: ", version.id().name));
     }
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 // Returns the set of version numbers in 'versions'.
@@ -172,7 +172,7 @@ Status AspiredVersionsManager::Create(
       std::move(options.aspired_version_policy), std::move(basic_manager)));
   (manager->get())->enable_reload_servables_with_error_ =
       options.enable_reload_servables_with_error;
-  return Status::OK();
+  return OkStatus();
 }
 
 AspiredVersionsManager::AspiredVersionsManager(
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index a6c0c7df6fc..a39983772a0 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -124,7 +124,7 @@ void BenchmarkState::StartServing(const int64_t loader_version) {
       [loader_version](std::unique_ptr<int64_t>* const servable) {
         servable->reset(new int64_t);
         **servable = loader_version;
-        return Status::OK();
+        return OkStatus();
       },
       SimpleLoader<int64_t>::EstimateNoResources()));
   std::vector<ServableData<std::unique_ptr<Loader>>> versions;
@@ -334,7 +334,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
             [j](std::unique_ptr<int64_t>* const servable) {
               servable->reset(new int64_t);
               **servable = j;
-              return Status::OK();
+              return OkStatus();
             },
             SimpleLoader<int64_t>::EstimateNoResources()));
         versions.push_back({{servable_name, j}, std::move(loader)});
diff --git a/tensorflow_serving/core/aspired_versions_manager_builder.cc b/tensorflow_serving/core/aspired_versions_manager_builder.cc
index 2bd1540ebeb..043ab7ca2c4 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder.cc
@@ -27,7 +27,7 @@ Status AspiredVersionsManagerBuilder::Create(
                                                     &aspired_versions_manager));
   builder->reset(
       new AspiredVersionsManagerBuilder(std::move(aspired_versions_manager)));
-  return Status::OK();
+  return OkStatus();
 }
 
 AspiredVersionsManagerBuilder::AspiredVersionsManagerBuilder(
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index c05502150d1..ea5a6b0b3d9 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -777,7 +777,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusErrorOnLoad) {
   HandlePendingAspiredVersionsRequests();
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     Status::OK()};
+                                     OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -805,7 +805,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   HandlePendingAspiredVersionsRequests();
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     Status::OK()};
+                                     OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -815,7 +815,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
         load_continue.WaitForNotification();
-        return Status::OK();
+        return OkStatus();
       }));
 
   std::unique_ptr<Thread> load_unload_thread(
@@ -831,7 +831,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   load_called.WaitForNotification();
 
   const ServableState loading_state = {
-      id, ServableState::ManagerState::kLoading, Status::OK()};
+      id, ServableState::ManagerState::kLoading, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(loading_state));
 
@@ -840,7 +840,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, Status::OK()};
+      id, ServableState::ManagerState::kAvailable, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 
@@ -865,7 +865,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   unload_called.WaitForNotification();
 
   const ServableState unloading_state = {
-      id, ServableState::ManagerState::kUnloading, Status::OK()};
+      id, ServableState::ManagerState::kUnloading, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(unloading_state));
 
@@ -874,7 +874,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
                                        {ServableState::ManagerState::kEnd});
 
   const ServableState end_state = {
-      {kServableName, 7}, ServableState::ManagerState::kEnd, Status::OK()};
+      {kServableName, 7}, ServableState::ManagerState::kEnd, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(end_state));
 }
@@ -906,7 +906,7 @@ TEST_P(AspiredVersionsManagerTest, RetryOnLoadErrorFinallySucceeds) {
   // We succeed on the last load, before the manager gives up.
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Error on load.")))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
 
   std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
   aspired_versions.push_back({id, std::unique_ptr<Loader>(loader)});
@@ -923,7 +923,7 @@ TEST_P(AspiredVersionsManagerTest, RetryOnLoadErrorFinallySucceeds) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, Status::OK()};
+      id, ServableState::ManagerState::kAvailable, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 }
@@ -1037,7 +1037,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
   EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
   HandlePendingAspiredVersionsRequests();
@@ -1096,7 +1096,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return Status::OK();
+        return OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
@@ -1164,7 +1164,7 @@ TEST_P(AspiredVersionsManagerTest,
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return Status::OK();
+        return OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
@@ -1223,7 +1223,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return Status::OK();
+        return OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 9bdbaf5a0c9..55799d2106e 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -139,7 +139,7 @@ Status BasicManager::ServingMap::GetUntypedServableHandle(
   // previous map is freed, when we are doing handles_map updates.
   untyped_handle->reset(new SharedPtrHandle(
       harness.id(), std::shared_ptr<Loader>(handles_map, harness.loader())));
-  return Status::OK();
+  return OkStatus();
 }
 
 std::map<ServableId, std::unique_ptr<UntypedServableHandle>>
@@ -227,7 +227,7 @@ Status BasicManager::Create(Options options,
       options.max_num_load_retries, options.load_retry_interval_micros,
       options.flush_filesystem_caches, std::move(options.resource_tracker),
       options.servable_event_bus, std::move(options.pre_load_hook)));
-  return Status::OK();
+  return OkStatus();
 }
 
 BasicManager::BasicManager(Env* const env, const uint32 num_load_threads,
@@ -277,7 +277,7 @@ BasicManager::~BasicManager() {
 
 Status BasicManager::UnloadAllServables() {
   LOG(INFO) << "Unload all remaining servables in the manager.";
-  Status status = Status::OK();
+  Status status = OkStatus();
   {
     mutex_lock l(mu_);
     for (auto it = managed_map_.begin(); it != managed_map_.end(); ++it) {
@@ -364,7 +364,7 @@ Status BasicManager::ManageServableInternal(
   }
   managed_map_.emplace(servable.id().name, harness);
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BasicManager::ManageServable(
@@ -399,7 +399,7 @@ Status BasicManager::StopManagingServable(const ServableId& id) {
         id.DebugString(), " ", LoaderHarness::StateDebugString(state));
   }
   managed_map_.erase(it);
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BasicManager::GetHealthyHarness(const ServableId& id,
@@ -413,7 +413,7 @@ Status BasicManager::GetHealthyHarness(const ServableId& id,
   }
   TF_RETURN_IF_ERROR(iter->second->status());
   *harness = iter->second.get();
-  return Status::OK();
+  return OkStatus();
 }
 
 std::vector<const Loader*> BasicManager::GetLoadersCurrentlyUsingResources()
@@ -506,9 +506,8 @@ Status BasicManager::ExecuteLoad(LoaderHarness* harness) {
     UpdateServingMap();
   }
 
-  PublishOnEventBus(
-      {id, ServableState::ManagerState::kAvailable, Status::OK()});
-  return Status::OK();
+  PublishOnEventBus({id, ServableState::ManagerState::kAvailable, OkStatus()});
+  return OkStatus();
 }
 
 void BasicManager::LoadServable(const ServableId& id,
@@ -547,8 +546,8 @@ Status BasicManager::ExecuteUnload(LoaderHarness* harness) {
 
   // We don't hold the lock while calling Unload() as it may block.
   TF_RETURN_IF_ERROR(harness->Unload());
-  PublishOnEventBus({id, ServableState::ManagerState::kEnd, Status::OK()});
-  return Status::OK();
+  PublishOnEventBus({id, ServableState::ManagerState::kEnd, OkStatus()});
+  return OkStatus();
 }
 
 void BasicManager::UnloadServable(const ServableId& id,
@@ -611,7 +610,7 @@ void BasicManager::LoadOrUnloadServable(const LoadOrUnloadRequest& request,
         TF_RETURN_IF_ERROR(harness->UnloadRequested());
         break;
     }
-    return Status::OK();
+    return OkStatus();
   }();
   if (!status.ok()) {
     done_callback(status);
@@ -676,7 +675,7 @@ Status BasicManager::ApproveLoadOrUnload(const LoadOrUnloadRequest& request,
 
   ++num_ongoing_load_unload_executions_;
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BasicManager::ApproveLoad(LoaderHarness* harness, mutex_lock* mu_lock) {
@@ -698,7 +697,7 @@ Status BasicManager::ApproveLoad(LoaderHarness* harness, mutex_lock* mu_lock) {
   // GetLoadersCurrentlyUsingResources().
   TF_RETURN_IF_ERROR(harness->LoadApproved());
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BasicManager::ApproveUnload(LoaderHarness* harness) {
@@ -706,7 +705,7 @@ Status BasicManager::ApproveUnload(LoaderHarness* harness) {
   // concurrent unload requests from executing.
   TF_RETURN_IF_ERROR(harness->StartQuiescing());
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status BasicManager::ReserveResources(LoaderHarness* harness,
@@ -739,7 +738,7 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
       // Woohoo! We got our resources.
       LOG(INFO) << "Successfully reserved resources to load servable "
                 << harness->id().DebugString();
-      return Status::OK();
+      return OkStatus();
     }
 
     // We weren't able to reserve the resources. See if there are any
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index e537979945c..a9da046ac50 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -72,7 +72,7 @@ MATCHER_P(EqualsServableState, servable_state, servable_state.DebugString()) {
 
 // Creates a ServableData around a FakeLoader.
 ServableData<std::unique_ptr<Loader>> CreateServable(
-    const ServableId& id, const Status load_status = Status::OK()) {
+    const ServableId& id, const Status load_status = OkStatus()) {
   std::unique_ptr<Loader> loader(new FakeLoader(id.version, load_status));
   return CreateServableData(id, std::move(loader));
 }
@@ -228,7 +228,7 @@ TEST_P(BasicManagerTest, StopManagingDisabledServable) {
       basic_manager_->GetManagedServableStateSnapshot(id);
   EXPECT_EQ(LoaderHarness::State::kDisabled, snapshot->state);
   const ServableState expected_state = {id, ServableState::ManagerState::kEnd,
-                                        Status::OK()};
+                                        OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(expected_state));
 
@@ -285,9 +285,9 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   ON_CALL(*notify_to_unload, servable())
       .WillByDefault(Return(AnyPtr(&servable)));
   ON_CALL(*notify_to_unload, EstimateResources(_))
-      .WillByDefault(Return(Status::OK()));
+      .WillByDefault(Return(OkStatus()));
   ON_CALL(*notify_to_unload, LoadWithMetadata(Loader::Metadata{id0}))
-      .WillByDefault(Return(Status::OK()));
+      .WillByDefault(Return(OkStatus()));
   const ServableId id1 = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(
       {id1, std::unique_ptr<Loader>(notify_to_unload)}));
@@ -669,7 +669,7 @@ TEST_P(BasicManagerTest, EventBusErrorOnLoad) {
   TF_ASSERT_OK(basic_manager_->ManageServable({id, std::move(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     Status::OK()};
+                                     OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -690,7 +690,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     Status::OK()};
+                                     OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -700,7 +700,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
         load_continue.WaitForNotification();
-        return Status::OK();
+        return OkStatus();
       }));
 
   std::unique_ptr<Thread> load_thread(
@@ -711,7 +711,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   load_called.WaitForNotification();
 
   const ServableState loading_state = {
-      id, ServableState::ManagerState::kLoading, Status::OK()};
+      id, ServableState::ManagerState::kLoading, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(loading_state));
 
@@ -720,7 +720,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, Status::OK()};
+      id, ServableState::ManagerState::kAvailable, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 
@@ -739,7 +739,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   unload_called.WaitForNotification();
 
   const ServableState unloading_state = {
-      id, ServableState::ManagerState::kUnloading, Status::OK()};
+      id, ServableState::ManagerState::kUnloading, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(unloading_state));
 
@@ -748,7 +748,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
                                        {ServableState::ManagerState::kEnd});
 
   const ServableState end_state = {id, ServableState::ManagerState::kEnd,
-                                   Status::OK()};
+                                   OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(end_state));
 }
@@ -1117,7 +1117,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallySucceeds) {
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Load error.")))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
   basic_manager_->LoadServable(
       id, [](const Status& status) { TF_ASSERT_OK(status); });
 }
@@ -1149,7 +1149,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
         load_should_return.WaitForNotification();
         return errors::Internal("Load error.");
       }))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadServable", [&]() {
         basic_manager_->LoadServable(id, [](const Status& status) {
@@ -1177,7 +1177,7 @@ TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
         load_should_return.WaitForNotification();
         return errors::Internal("Load error.");
       }))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
 
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadServable", [&]() {
@@ -1217,7 +1217,7 @@ TEST(NonParameterizedBasicManagerTest, PreLoadHook) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         EXPECT_TRUE(pre_load_hook_called);
-        return Status::OK();
+        return OkStatus();
       }));
   manager->LoadServable(id, [](const Status& status) { TF_ASSERT_OK(status); });
   manager->UnloadServable(id,
@@ -1276,13 +1276,13 @@ class BarrierLoader : public Loader {
 
   Status EstimateResources(ResourceAllocation* estimate) const override {
     *estimate = CreateResourceQuantity(5);
-    return Status::OK();
+    return OkStatus();
   }
 
   Status Load() override {
     counter_->DecrementCount();
     counter_->Wait();
-    return Status::OK();
+    return OkStatus();
   }
 
   void Unload() override {}
@@ -1321,10 +1321,10 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
   ON_CALL(*hogging_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10 /* = total system resources */);
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*hogging_loader, LoadWithMetadata(Loader::Metadata{hogging_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(hogging_id, std::unique_ptr<Loader>(hogging_loader))));
   Notification hogging_loaded;
@@ -1341,7 +1341,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
   ON_CALL(*rejected_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(1);
-        return Status::OK();
+        return OkStatus();
       }));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       rejected_id, std::unique_ptr<Loader>(rejected_loader))));
@@ -1374,7 +1374,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
   ON_CALL(*failing_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*failing_loader, LoadWithMetadata(Loader::Metadata{failing_id}))
       .WillOnce(Return(errors::Unknown("Load failure")));
@@ -1397,11 +1397,11 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1419,16 +1419,16 @@ TEST_F(ResourceConstrainedBasicManagerTest,
     EXPECT_CALL(*overestimating_loader, EstimateResources(_))
         .WillOnce(Invoke([](ResourceAllocation* estimate) {
           *estimate = CreateResourceQuantity(10);
-          return Status::OK();
+          return OkStatus();
         }))
         .RetiresOnSaturation();
     EXPECT_CALL(*overestimating_loader,
                 LoadWithMetadata(Loader::Metadata{overestimating_id}))
-        .WillOnce(Return(Status::OK()));
+        .WillOnce(Return(OkStatus()));
     EXPECT_CALL(*overestimating_loader, EstimateResources(_))
         .WillOnce(Invoke([](ResourceAllocation* estimate) {
           *estimate = CreateResourceQuantity(5 /* lower estimate after load */);
-          return Status::OK();
+          return OkStatus();
         }))
         .RetiresOnSaturation();
   }
@@ -1451,11 +1451,11 @@ TEST_F(ResourceConstrainedBasicManagerTest,
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(5);
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1468,12 +1468,12 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
   ON_CALL(*unloading_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }));
   Notification load_done;
   EXPECT_CALL(*unloading_loader,
               LoadWithMetadata(Loader::Metadata{unloading_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       unloading_id, std::unique_ptr<Loader>(unloading_loader))));
   basic_manager_->LoadServable(unloading_id,
@@ -1503,15 +1503,15 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
       .WillOnce(Invoke([&finish_unload](ResourceAllocation* estimate) {
         finish_unload.Notify();
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }))
       .WillOnce(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
@@ -1533,7 +1533,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         denied_estimate_started.Notify();
         finish_denied_estimate.WaitForNotification();
         *estimate = CreateResourceQuantity(11 /* more than the system total */);
-        return Status::OK();
+        return OkStatus();
       }));
   // Load won't be called because resources are not enough to load it.
   EXPECT_CALL(*denied_loader, LoadWithMetadata(Loader::Metadata{denied_id}))
@@ -1548,7 +1548,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return Status::OK();
+        return OkStatus();
       }));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
@@ -1570,7 +1570,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         // Ensure that the first servable's load request has been given
         // permission to exit its decision phase.
         EXPECT_TRUE(finish_denied_estimate.HasBeenNotified());
-        return Status::OK();
+        return OkStatus();
       }));
 
   // Scoping ensures that the thread is run by the end of this scope.
@@ -1640,9 +1640,9 @@ TEST(EstimateResourcesRetriedTest, Succeeds) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
@@ -1650,7 +1650,7 @@ TEST(EstimateResourcesRetriedTest, Succeeds) {
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor, id, {ServableState::ManagerState::kAvailable});
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, Status::OK()};
+      id, ServableState::ManagerState::kAvailable, OkStatus()};
   EXPECT_THAT(*servable_state_monitor.GetState(id),
               EqualsServableState(available_state));
 }
@@ -1678,7 +1678,7 @@ TEST(EstimateResourcesRetriedTest, Fails) {
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
-      .WillRepeatedly(Return(Status::OK()));
+      .WillRepeatedly(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 4cc0fca0d77..a1ce419e06a 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -50,7 +50,7 @@ Status CachingManager::Create(
 
   caching_manager->reset(
       new CachingManager(std::move(loader_factory), std::move(basic_manager)));
-  return Status::OK();
+  return OkStatus();
 }
 
 CachingManager::CachingManager(std::unique_ptr<LoaderFactory> loader_factory,
@@ -169,7 +169,7 @@ Status CachingManager::LoadServable(
   }
   servable_id_mu.reset();
   MaybeEraseLoadMutexMapEntry(servable_id);
-  return Status::OK();
+  return OkStatus();
 }
 
 void CachingManager::MaybeEraseLoadMutexMapEntry(
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index dace66116fb..f4f39cd5c79 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -62,7 +62,7 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
     auto servable_creator = [&](std::unique_ptr<string>* servable) {
       servable->reset(new string);
       **servable = strings::StrCat(id.name, "-", id.version);
-      return Status::OK();
+      return OkStatus();
     };
     std::unique_ptr<Loader> loader;
     loader.reset(new SimpleLoader<string>(
@@ -471,7 +471,7 @@ TEST_P(CachingManagerTest, EventBusSingleRequest) {
   // Check that the state published on the event-bus matches produced by the
   // loader-factory for a successful request.
   const ServableState expected_published_state = {
-      id, ServableState::ManagerState::kAvailable, Status::OK()};
+      id, ServableState::ManagerState::kAvailable, OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(expected_published_state));
 }
@@ -516,7 +516,7 @@ TEST_P(CachingManagerTest, ConcurrentDisjointRequests) {
   // Check that all requests returned with an ok status.
   for (int i = 0; i < 4; i++) {
     mutex_lock l(status_mu);
-    EXPECT_EQ(Status::OK(), statuses[i]);
+    EXPECT_EQ(OkStatus(), statuses[i]);
   }
   // Check that the available servable handles now includes all requested
   // servables.
@@ -559,7 +559,7 @@ TEST_P(CachingManagerTest, ConcurrentIntersectingRequests) {
   // Check that all requests returned with an ok status.
   for (int i = 0; i < 8; i++) {
     mutex_lock l(status_mu);
-    EXPECT_EQ(Status::OK(), statuses[i]);
+    EXPECT_EQ(OkStatus(), statuses[i]);
   }
   // Check that the available servable handles now includes all requested
   // servables.
diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index 70297dc1506..c69ff78dc7e 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -112,7 +112,7 @@ Status ConnectSourcesWithFastInitialLoad(
           strings::StrAppend(&message, "}");
           return errors::Unknown(message);
         }
-        return Status::OK();
+        return OkStatus();
       },
       num_threads);
 }
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 81ded30a9ac..abc8e9c55ef 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -56,7 +56,7 @@ Status LoaderHarness::LoadRequested() {
   state_ = State::kLoadRequested;
   VLOG(1) << "Load requested for servable version " << id_;
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::LoadApproved() {
@@ -64,7 +64,7 @@ Status LoaderHarness::LoadApproved() {
   TF_RETURN_IF_ERROR(
       TransitionState(State::kLoadRequested, State::kLoadApproved));
   LOG(INFO) << "Approving load for servable version " << id_;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::Load() {
@@ -109,7 +109,7 @@ Status LoaderHarness::UnloadRequested() {
         "Servable not loaded, or unload already requested/ongoing");
   }
   state_ = State::kUnloadRequested;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::UnloadInternal(State from_state) {
@@ -126,7 +126,7 @@ Status LoaderHarness::UnloadInternal(State from_state) {
     TF_RETURN_IF_ERROR(TransitionState(State::kUnloading, State::kDisabled));
     LOG(INFO) << "Done unloading servable version " << id_;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::UnloadDueToCancelledLoad() {
@@ -150,14 +150,14 @@ Status LoaderHarness::StartQuiescing() {
   TF_RETURN_IF_ERROR(
       TransitionState(State::kUnloadRequested, State::kQuiescing));
   LOG(INFO) << "Quiescing servable version " << id_;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::DoneQuiescing() {
   mutex_lock l(mu_);
   TF_RETURN_IF_ERROR(TransitionState(State::kQuiescing, State::kQuiesced));
   LOG(INFO) << "Done quiescing servable version " << id_;
-  return Status::OK();
+  return OkStatus();
 }
 
 void LoaderHarness::ErrorInternal(const Status& status) {
@@ -188,7 +188,7 @@ Status LoaderHarness::TransitionState(const State from, const State to) {
     return error;
   }
   state_ = to;
-  return Status::OK();
+  return OkStatus();
 }
 
 Status LoaderHarness::status() const {
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 02f0a2c3fa1..a9d0ee97824 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -76,7 +76,7 @@ TEST(LoaderHarnessTest, Quiesce) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   EXPECT_CALL(*loader, Unload()).WillOnce(Return());
 
   TF_ASSERT_OK(harness.LoadRequested());
@@ -101,7 +101,7 @@ TEST(LoaderHarnessTest, Load) {
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   {
     std::unique_ptr<Thread> test_thread(
         Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
@@ -123,7 +123,7 @@ TEST(LoaderHarnessTest, Unload) {
 
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -143,7 +143,7 @@ TEST(LoaderHarnessTest, UnloadRequested) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -249,7 +249,7 @@ TEST(LoaderHarnessTest, MultipleUnloadRequestsOnlyFirstOneSucceeds) {
 
   TF_ASSERT_OK(harness.LoadRequested());
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(Status::OK()));
+      .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
 
@@ -275,7 +275,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallySucceeds) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs(
           []() { return errors::Unknown("test load error"); }))
-      .WillOnce(InvokeWithoutArgs([]() { return Status::OK(); }));
+      .WillOnce(InvokeWithoutArgs([]() { return OkStatus(); }));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -313,8 +313,8 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs(
           []() { return errors::Unknown("test load error"); }))
-      // If the load is called again, we return Status::OK() to fail the test.
-      .WillRepeatedly(InvokeWithoutArgs([]() { return Status::OK(); }));
+      // If the load is called again, we return OkStatus() to fail the test.
+      .WillRepeatedly(InvokeWithoutArgs([]() { return OkStatus(); }));
   std::unique_ptr<Thread> test_thread(
       Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
         TF_ASSERT_OK(harness.LoadRequested());
@@ -335,7 +335,7 @@ TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs([]() {
         Env::Default()->SleepForMicroseconds(1000000);
-        return Status::OK();
+        return OkStatus();
       }));
 
   std::unique_ptr<Thread> test_thread(
diff --git a/tensorflow_serving/core/log_collector.cc b/tensorflow_serving/core/log_collector.cc
index 1d434056630..0740be230c5 100644
--- a/tensorflow_serving/core/log_collector.cc
+++ b/tensorflow_serving/core/log_collector.cc
@@ -37,7 +37,7 @@ class Registry {
       return errors::AlreadyExists("Type ", type, " already registered.");
     }
     factory_map_.insert({type, factory});
-    return Status::OK();
+    return OkStatus();
   }
 
   const LogCollector::Factory* Lookup(const string& type) const
diff --git a/tensorflow_serving/core/log_collector_test.cc b/tensorflow_serving/core/log_collector_test.cc
index 5f61565b0db..12ea6aebe26 100644
--- a/tensorflow_serving/core/log_collector_test.cc
+++ b/tensorflow_serving/core/log_collector_test.cc
@@ -26,8 +26,8 @@ namespace {
 
 class FakeLogCollector : public LogCollector {
  public:
-  Status CollectMessage(const google::protobuf::Message& message) { return Status::OK(); }
-  Status Flush() override { return Status::OK(); }
+  Status CollectMessage(const google::protobuf::Message& message) { return OkStatus(); }
+  Status Flush() override { return OkStatus(); }
 };
 
 LogCollectorConfig CreateConfig(const string& type,
@@ -50,7 +50,7 @@ TEST(LogCollectorTest, Registration) {
       "registered", [](const LogCollectorConfig& config, const uint32 id,
                        std::unique_ptr<LogCollector>* log_collector) {
         *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-        return Status::OK();
+        return OkStatus();
       }));
   std::unique_ptr<LogCollector> log_collector;
   TF_ASSERT_OK(LogCollector::Create(
@@ -60,7 +60,7 @@ TEST(LogCollectorTest, Registration) {
 auto duplicate_factory = [](const LogCollectorConfig& config, const uint32 id,
                             std::unique_ptr<LogCollector>* log_collector) {
   *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-  return Status::OK();
+  return OkStatus();
 };
 REGISTER_LOG_COLLECTOR("duplicate", duplicate_factory);
 
@@ -69,7 +69,7 @@ TEST(LogCollectorTest, DuplicateRegistration) {
       "duplicate", [](const LogCollectorConfig& config, const uint32 id,
                       std::unique_ptr<LogCollector>* log_collector) {
         *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-        return Status::OK();
+        return OkStatus();
       });
   EXPECT_EQ(status.code(), error::ALREADY_EXISTS);
 }
@@ -77,7 +77,7 @@ TEST(LogCollectorTest, DuplicateRegistration) {
 auto creation_factory = [](const LogCollectorConfig& config, const uint32 id,
                            std::unique_ptr<LogCollector>* log_collector) {
   *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-  return Status::OK();
+  return OkStatus();
 };
 REGISTER_LOG_COLLECTOR("creation", creation_factory);
 
diff --git a/tensorflow_serving/core/manager_test.cc b/tensorflow_serving/core/manager_test.cc
index a5520c9f4ae..b669788707e 100644
--- a/tensorflow_serving/core/manager_test.cc
+++ b/tensorflow_serving/core/manager_test.cc
@@ -51,7 +51,7 @@ class TestManager : public Manager {
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* result) override {
     result->reset(new TestHandle);
-    return Status::OK();
+    return OkStatus();
   }
 
   std::map<ServableId, std::unique_ptr<UntypedServableHandle>>
@@ -104,7 +104,7 @@ class ReturnNullManager : public TestManager {
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* result) override {
     *result = nullptr;
-    return Status::OK();
+    return OkStatus();
   }
 };
 
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
index 710eceba0a1..66a6ec02939 100644
--- a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
@@ -29,7 +29,7 @@ PrefixStoragePathSourceAdapter::~PrefixStoragePathSourceAdapter() { Detach(); }
 Status PrefixStoragePathSourceAdapter::Convert(const StoragePath& source,
                                                StoragePath* destination) {
   *destination = tensorflow::io::JoinPath(prefix_, source);
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 3de5a84136f..652ecdbdedf 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -68,7 +68,7 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
         ->IncrementBy(1);
     return status;
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index fcc269262ca..7ae858781e4 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -93,10 +93,9 @@ TEST_F(RequestLoggerTest, Simple) {
                     test_util::EqualsProto(expected_log_metadata));
         *log =
             std::unique_ptr<google::protobuf::Any>(new google::protobuf::Any());
-        return Status::OK();
+        return OkStatus();
       }));
-  EXPECT_CALL(*log_collector_, CollectMessage(_))
-      .WillOnce(Return(Status::OK()));
+  EXPECT_CALL(*log_collector_, CollectMessage(_)).WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(request_logger_->Log(request, PredictResponse(), log_metadata));
 }
 
@@ -118,7 +117,7 @@ TEST_F(RequestLoggerTest, ErroringCollectMessage) {
                                  std::unique_ptr<google::protobuf::Message>* log) {
         *log =
             std::unique_ptr<google::protobuf::Any>(new google::protobuf::Any());
-        return Status::OK();
+        return OkStatus();
       }));
   EXPECT_CALL(*log_collector_, CollectMessage(_))
       .WillRepeatedly(Return(errors::Internal("Error")));
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index a6a09726035..6ab7c7bc3a9 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -52,7 +52,7 @@ TEST(ServableStateMonitorTest, AddingStates) {
 
   // Initial servable.
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -97,7 +97,7 @@ TEST(ServableStateMonitorTest, AddingStates) {
   // New servable name.
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(4);
   const ServableStateAndTime state_2_and_time = {state_2, 7};
   bus->Publish(state_2);
@@ -138,7 +138,7 @@ TEST(ServableStateMonitorTest, UpdatingStates) {
 
   // Initial servables.
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(4);
   const ServableStateAndTime state_0_and_time = {state_0, 4};
   bus->Publish(state_0);
@@ -149,7 +149,7 @@ TEST(ServableStateMonitorTest, UpdatingStates) {
   bus->Publish(state_1);
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
-                                 Status::OK()};
+                                 OkStatus()};
   const ServableStateAndTime state_2_and_time = {state_2, 4};
   bus->Publish(state_2);
   EXPECT_THAT(monitor.GetAllServableStates(),
@@ -162,9 +162,8 @@ TEST(ServableStateMonitorTest, UpdatingStates) {
       ElementsAre(state_0_and_time, state_1_and_time, state_2_and_time));
 
   // Update one of them.
-  const ServableState state_1_updated = {ServableId{"foo", 43},
-                                         ServableState::ManagerState::kLoading,
-                                         Status::OK()};
+  const ServableState state_1_updated = {
+      ServableId{"foo", 43}, ServableState::ManagerState::kLoading, OkStatus()};
   env.AdvanceByMicroseconds(4);
   const ServableStateAndTime state_1_updated_and_time = {state_1_updated, 8};
   bus->Publish(state_1_updated);
@@ -203,7 +202,7 @@ TEST(ServableStateMonitorTest, DisableBoundedLogging) {
   // logging.
   ServableStateMonitor monitor(bus.get());
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -221,7 +220,7 @@ TEST(ServableStateMonitorTest, GetLiveServableStates) {
   ServableStateMonitor monitor(bus.get());
 
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -231,7 +230,7 @@ TEST(ServableStateMonitorTest, GetLiveServableStates) {
 
   const ServableState state_1 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kAvailable,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus->Publish(state_1);
@@ -243,7 +242,7 @@ TEST(ServableStateMonitorTest, GetLiveServableStates) {
   // Servable {foo, 42} moves to state kEnd and is removed from the live states
   // servables.
   const ServableState state_0_update = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kEnd, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kEnd, OkStatus()};
   env.AdvanceByMicroseconds(1);
   bus->Publish(state_0_update);
   EXPECT_THAT(monitor.GetLiveServableStates(),
@@ -259,7 +258,7 @@ TEST(ServableStateMonitorTest, GetAvailableServableStates) {
   ServableStateMonitor monitor(bus.get());
 
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -269,7 +268,7 @@ TEST(ServableStateMonitorTest, GetAvailableServableStates) {
   std::vector<ServableStateAndTime> servable_state_and_time;
   for (const auto& servable_id : {ServableId{"bar", 6}, ServableId{"bar", 7}}) {
     const ServableState state = {
-        servable_id, ServableState::ManagerState::kAvailable, Status::OK()};
+        servable_id, ServableState::ManagerState::kAvailable, OkStatus()};
     const ServableStateAndTime state_and_time = {state, 2};
     servable_state_and_time.push_back({state, 2});
     bus->Publish(state);
@@ -282,7 +281,7 @@ TEST(ServableStateMonitorTest, GetAvailableServableStates) {
   // servable states.
   const ServableState state_0_update = {ServableId{"bar", 6},
                                         ServableState::ManagerState::kUnloading,
-                                        Status::OK()};
+                                        OkStatus()};
   env.AdvanceByMicroseconds(1);
   bus->Publish(state_0_update);
   EXPECT_THAT(monitor.GetAvailableServableStates(),
@@ -290,7 +289,7 @@ TEST(ServableStateMonitorTest, GetAvailableServableStates) {
   // Servable {bar, 7} moves to state kEnd and is removed from available
   // servable states.
   const ServableState state_1_update = {
-      ServableId{"bar", 7}, ServableState::ManagerState::kEnd, Status::OK()};
+      ServableId{"bar", 7}, ServableState::ManagerState::kEnd, OkStatus()};
   env.AdvanceByMicroseconds(1);
   bus->Publish(state_1_update);
   // No available state now.
@@ -305,7 +304,7 @@ TEST(ServableStateMonitorTest, VersionMapDescendingOrder) {
   ServableStateMonitor monitor(bus.get());
 
   const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, Status::OK()};
+      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -315,7 +314,7 @@ TEST(ServableStateMonitorTest, VersionMapDescendingOrder) {
 
   const ServableState state_1 = {ServableId{"foo", 7},
                                  ServableState::ManagerState::kAvailable,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus->Publish(state_1);
@@ -333,7 +332,7 @@ TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_0 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kAvailable,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus->Publish(state_0);
@@ -343,7 +342,7 @@ TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_1 = {ServableId{"bar", 1},
                                  ServableState::ManagerState::kAvailable,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus->Publish(state_1);
@@ -354,7 +353,7 @@ TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_2 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kUnloading,
-                                 Status::OK()};
+                                 OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_2_and_time = {state_2, 3};
   bus->Publish(state_2);
@@ -365,8 +364,8 @@ TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
                   Pair("foo", ElementsAre(Pair(42, state_2_and_time))),
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
 
-  const ServableState state_3 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kEnd, Status::OK()};
+  const ServableState state_3 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kEnd, OkStatus()};
   env.AdvanceByMicroseconds(1);
   const ServableStateAndTime state_3_and_time = {state_3, 4};
   bus->Publish(state_3);
@@ -409,7 +408,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificAvailable) {
 
   using ManagerState = ServableState::ManagerState;
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, Status::OK()};
+      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
   monitor.NotifyWhenServablesReachState(
@@ -462,8 +461,7 @@ TEST(ServableStateMonitorTest,
 
   using ManagerState = ServableState::ManagerState;
   const ServableState servable_stream_available_state = {
-      servable_stream_available_state_id, ManagerState::kAvailable,
-      Status::OK()};
+      servable_stream_available_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
   monitor.NotifyWhenServablesReachState(
@@ -535,11 +533,11 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateFullFunctionality) {
       });
 
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, Status::OK()};
+      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
   const ServableState specific_error_state = {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
   const ServableState servable_stream_state = {
-      servable_stream_id, ManagerState::kAvailable, Status::OK()};
+      servable_stream_id, ManagerState::kAvailable, OkStatus()};
 
   bus->Publish(specific_goal_state);
   ASSERT_FALSE(notified.HasBeenNotified());
@@ -558,7 +556,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateOnlyNotifiedOnce) {
 
   using ManagerState = ServableState::ManagerState;
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, Status::OK()};
+      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
   monitor.NotifyWhenServablesReachState(
@@ -592,11 +590,11 @@ TEST(ServableStateMonitorTest, WaitUntilServablesReachStateFullFunctionality) {
   const ServableId servable_stream_id = {"servable_stream", 7};
 
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, Status::OK()};
+      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
   const ServableState specific_error_state = {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
   const ServableState servable_stream_state = {
-      servable_stream_id, ManagerState::kAvailable, Status::OK()};
+      servable_stream_id, ManagerState::kAvailable, OkStatus()};
 
   bus->Publish(specific_goal_state);
   bus->Publish(specific_error_state);
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index e605fb9df89..37ff8711691 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -31,7 +31,7 @@ Status ServerRequestLogger::Create(
     std::unique_ptr<ServerRequestLogger>* server_request_logger) {
   server_request_logger->reset(
       new ServerRequestLogger(std::move(request_logger_creator)));
-  return Status::OK();
+  return OkStatus();
 }
 
 ServerRequestLogger::ServerRequestLogger(LoggerCreator request_logger_creator)
@@ -50,7 +50,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
   if (find_new_it != new_config_to_logger_map->end()) {
     // The logger is already in new_config_to_logger_map, simply return it.
     *result = find_new_it->second.get();
-    return Status::OK();
+    return OkStatus();
   }
 
   auto find_old_it = config_to_logger_map_.find(serialized_config);
@@ -62,7 +62,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
     new_config_to_logger_map->emplace(
         std::make_pair(serialized_config, std::move(find_old_it->second)));
     config_to_logger_map_.erase(find_old_it);
-    return Status::OK();
+    return OkStatus();
   }
 
   // The logger does not exist. Create a new logger, insert it into
@@ -72,7 +72,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
   *result = logger.get();
   new_config_to_logger_map->emplace(
       std::make_pair(serialized_config, std::move(logger)));
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerRequestLogger::Update(
@@ -104,7 +104,7 @@ Status ServerRequestLogger::Update(
   // and destructed at this point.
   config_to_logger_map_ = std::move(new_config_to_logger_map);
 
-  return Status::OK();
+  return OkStatus();
 }
 
 Status ServerRequestLogger::Log(const google::protobuf::Message& request,
@@ -114,12 +114,12 @@ Status ServerRequestLogger::Log(const google::protobuf::Message& request,
   auto model_to_loggers_map = model_to_loggers_map_.get();
   if (!model_to_loggers_map || model_to_loggers_map->empty()) {
     VLOG(2) << "Request loggers map is empty.";
-    return Status::OK();
+    return OkStatus();
   }
   auto found_it = model_to_loggers_map->find(model_name);
   if (found_it == model_to_loggers_map->end()) {
     VLOG(2) << "Cannot find request-loggers for model: " << model_name;
-    return Status::OK();
+    return OkStatus();
   }
 
   Status status;
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index fd1796f74f1..314fd7149c7 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -106,7 +106,7 @@ class ServerRequestLoggerTest : public ::testing::Test {
                 return request_logger_status_cb_();
               }));
           *request_logger = std::move(mock_request_logger);
-          return Status::OK();
+          return OkStatus();
         },
         &server_request_logger_));
   }
@@ -135,7 +135,7 @@ class ServerRequestLoggerTest : public ::testing::Test {
   int created_logger_counter_ = 0;
   int deleted_logger_counter_ = 0;
   std::function<Status()> request_logger_status_cb_ = []() {
-    return Status::OK();
+    return OkStatus();
   };
   std::unordered_map<string, FakeLogCollector*> log_collector_map_;
   std::unique_ptr<ServerRequestLogger> server_request_logger_;
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 0d4818d7a43..f536bc55cf6 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -101,7 +101,7 @@ TYPED_TEST(SimpleLoaderTest, VerifyServableStates) {
   auto loader = TypeParam::template CreateSimpleLoader<Caller>(
       [&state](std::unique_ptr<Caller>* caller) {
         caller->reset(new Caller(&state));
-        return Status::OK();
+        return OkStatus();
       },
       SimpleLoader<Caller>::EstimateNoResources());
   EXPECT_EQ(State::kNone, state);
@@ -131,11 +131,11 @@ TYPED_TEST(SimpleLoaderTest, ResourceEstimation) {
   auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return Status::OK();
+        return OkStatus();
       },
       [&want](ResourceAllocation* estimate) {
         *estimate = want;
-        return Status::OK();
+        return OkStatus();
       });
 
   {
@@ -173,15 +173,15 @@ TYPED_TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
   auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return Status::OK();
+        return OkStatus();
       },
       [&pre_load_resources](ResourceAllocation* estimate) {
         *estimate = pre_load_resources;
-        return Status::OK();
+        return OkStatus();
       },
       absl::make_optional([&post_load_resources](ResourceAllocation* estimate) {
         *estimate = post_load_resources;
-        return Status::OK();
+        return OkStatus();
       }));
 
   // Run it twice, to exercise memoization.
@@ -217,7 +217,7 @@ TEST(SimpleLoaderCompatibilityTest, WithoutMetadata) {
   auto loader_without_metadata = absl::make_unique<SimpleLoader<int>>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return Status::OK();
+        return OkStatus();
       },
       SimpleLoader<int>::EstimateNoResources());
   // If the creator without metadata is used, both Load() and LoadWithMetadata()
@@ -232,7 +232,7 @@ TEST(SimpleLoaderCompatibilityTest, WithMetadata) {
         const auto& expected_metadata = CreateMetadata();
         EXPECT_EQ(expected_metadata.servable_id, metadata.servable_id);
         servable->reset(new int);
-        return Status::OK();
+        return OkStatus();
       },
       SimpleLoader<int>::EstimateNoResources());
   // If the creator with metadata is used, we allow only LoadWithMetadata()
@@ -263,13 +263,13 @@ TEST(SimpleLoaderSourceAdapterTest, Basic) {
       [](const string& data, std::unique_ptr<string>* servable) {
         servable->reset(new string);
         **servable = strings::StrCat(data, "_was_here");
-        return Status::OK();
+        return OkStatus();
       },
       [](const string& data, ResourceAllocation* output) {
         ResourceAllocation::Entry* entry = output->add_resource_quantities();
         entry->mutable_resource()->set_device(data);
         entry->set_quantity(42);
-        return Status::OK();
+        return OkStatus();
       });
 
   const string kServableName = "test_servable_name";
@@ -312,7 +312,7 @@ TEST(SimpleLoaderSourceAdapterTest, OkayToDeleteAdapter) {
             [](const string& data, std::unique_ptr<string>* servable) {
               servable->reset(new string);
               **servable = strings::StrCat(data, "_was_here");
-              return Status::OK();
+              return OkStatus();
             },
             SimpleLoaderSourceAdapter<string, string>::EstimateNoResources()));
 

From c3a680e4ff79fe53877100546c872d56f222b8a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Sep 2022 18:01:33 -0700
Subject: [PATCH 6238/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88518218-72de-44ca-9ca1-f69828925c7d

PiperOrigin-RevId: 474170266
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1a85bc6966..4d145c092fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "150247fb492e2454edce3790ac14df37fe393c113feaa7215a9c6c60dfc56fd5",
-    git_commit = "b8c84214ebd877343908f42d55d628c330a654e4",
+    sha256 = "1d50c5e51e08cb5e77b98764a35029f86cf088279d49ac4c3ab1fbaa234d16ef",
+    git_commit = "62756f53cdec44b56ce993b5983e808fde8f6ee7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ead963145b6b3905186a963ac5ebf11889bff842 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Sep 2022 00:01:43 -0700
Subject: [PATCH 6239/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4f9c9a7-3113-45cd-872f-2fef877e639d

PiperOrigin-RevId: 474216075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d145c092fa..77e9aa24930 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d50c5e51e08cb5e77b98764a35029f86cf088279d49ac4c3ab1fbaa234d16ef",
-    git_commit = "62756f53cdec44b56ce993b5983e808fde8f6ee7",
+    sha256 = "1cc0b6233558f5237232065cd4a064285bdac957dfcf42664d6a9b63681b8a23",
+    git_commit = "ebbacda77a951ffdd5da2844f891e74e87bc1f6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eab765a580bf08f457068ce41cb98b7fb57d03c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Sep 2022 06:01:35 -0700
Subject: [PATCH 6240/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3db85b4-bf86-4a92-b7f0-d55e27f6c757

PiperOrigin-RevId: 474269783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77e9aa24930..367aa146f04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cc0b6233558f5237232065cd4a064285bdac957dfcf42664d6a9b63681b8a23",
-    git_commit = "ebbacda77a951ffdd5da2844f891e74e87bc1f6d",
+    sha256 = "a8a257ef022b8c68250c07b8f8d1b4dd1d12927aa1ea4efc643571b22311570f",
+    git_commit = "b83371ea7926ab2578758d005d2703cf39a0db70",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 385f7c2672e32216786eb909495b8b951acd4f26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Sep 2022 12:01:31 -0700
Subject: [PATCH 6241/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3ea7722-e557-4704-a62a-73fb5b107b51

PiperOrigin-RevId: 474354572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 367aa146f04..2271ada7f48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8a257ef022b8c68250c07b8f8d1b4dd1d12927aa1ea4efc643571b22311570f",
-    git_commit = "b83371ea7926ab2578758d005d2703cf39a0db70",
+    sha256 = "614161ce6b4e23175ac4897408b9cdb71d00f8a9df611039bf6d698cf5984e10",
+    git_commit = "936a23e6b866e8563b8d266756724b0bb5cd6447",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b861ff1b15e0755d04336b29a042d7182d67fe42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Sep 2022 18:01:25 -0700
Subject: [PATCH 6242/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ada6586c-b6ec-47c7-b869-072ab4a2976d

PiperOrigin-RevId: 474436042
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2271ada7f48..ac927de3436 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "614161ce6b4e23175ac4897408b9cdb71d00f8a9df611039bf6d698cf5984e10",
-    git_commit = "936a23e6b866e8563b8d266756724b0bb5cd6447",
+    sha256 = "e8f60794d3818851d0fc9cf628c89898b597cb97c1295dfeab0b066bb3909455",
+    git_commit = "e673586658023237558700d9a333f98d3ceb1a28",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a7b367ed139ec1892297c5be70a428819ec7cae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Sep 2022 00:01:31 -0700
Subject: [PATCH 6243/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfa5d051-05cc-4003-8872-b04b43746d0c

PiperOrigin-RevId: 474487260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac927de3436..028ee69949b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8f60794d3818851d0fc9cf628c89898b597cb97c1295dfeab0b066bb3909455",
-    git_commit = "e673586658023237558700d9a333f98d3ceb1a28",
+    sha256 = "3074af8d570f7f80ba1c92d0cee3e039c292ec170e8955e4cf623d1909f2d3d7",
+    git_commit = "5e379f4183b8a19b19c74418608bc668b544908b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ebc885adb25689c3fd73f65e2a80bd2a6d00cc78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Sep 2022 06:01:28 -0700
Subject: [PATCH 6244/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75450c10-2ea8-447a-beb0-e9f04f0f3690

PiperOrigin-RevId: 474541484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 028ee69949b..1bde82f0a4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3074af8d570f7f80ba1c92d0cee3e039c292ec170e8955e4cf623d1909f2d3d7",
-    git_commit = "5e379f4183b8a19b19c74418608bc668b544908b",
+    sha256 = "ba3fa9b09c3db31e74766fef39f3cf212b247d38b1d9f8e1aecfa0e4aed8b742",
+    git_commit = "6174b3e09dc81db0bec99bb34c456708b0c28f60",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3dd0369eea794d02b366aa04f9abd59d5e751646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Sep 2022 12:03:32 -0700
Subject: [PATCH 6245/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/666fe323-6959-461d-82d2-19fb00dadb4e

PiperOrigin-RevId: 474623267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bde82f0a4b..b50e13a4151 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ba3fa9b09c3db31e74766fef39f3cf212b247d38b1d9f8e1aecfa0e4aed8b742",
-    git_commit = "6174b3e09dc81db0bec99bb34c456708b0c28f60",
+    sha256 = "f05b14c7d46cc451b2ff33ed51a4d0d90cf3c6c3e5d1855e8308cc05aae68401",
+    git_commit = "9e928c7d57acd848a9d055b0a931075510df9225",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e0b86df32ef296865ac7923f9ef40356c242df9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Sep 2022 18:01:27 -0700
Subject: [PATCH 6246/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea1eadc9-2f73-4bf9-9d94-0638504703bc

PiperOrigin-RevId: 474700018
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b50e13a4151..847cc8c9123 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f05b14c7d46cc451b2ff33ed51a4d0d90cf3c6c3e5d1855e8308cc05aae68401",
-    git_commit = "9e928c7d57acd848a9d055b0a931075510df9225",
+    sha256 = "6cbc2f35aaede1acfd57e56b3528351aff766eec8142b2a1af47965c0f923e58",
+    git_commit = "94011705beed3010412e29ecfb557d66dbc788f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From afd933180cd50a9b3091ab5c3306fb3b76fd8580 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Sep 2022 00:01:47 -0700
Subject: [PATCH 6247/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/591ea24f-1322-48ef-bb52-4f6b2449b8b4

PiperOrigin-RevId: 474743794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 847cc8c9123..0d78abca5c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6cbc2f35aaede1acfd57e56b3528351aff766eec8142b2a1af47965c0f923e58",
-    git_commit = "94011705beed3010412e29ecfb557d66dbc788f0",
+    sha256 = "8e93cbfde4020252bcda04071a52be3bace8a8a35ad8efbcc3587c54917366ed",
+    git_commit = "9c5a9949da524d6059687469de304719e1e477d2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4592081169068a0f059be71ac1b484d568f6e5d2 Mon Sep 17 00:00:00 2001
From: Mathieu Guillame-Bert <gbm@google.com>
Date: Fri, 16 Sep 2022 02:47:42 -0700
Subject: [PATCH 6248/8103] Add support for TensorFlow Decision Forests models.

PiperOrigin-RevId: 474770615
---
 .bazelrc                               | 12 ++++++++++++
 tensorflow_serving/model_servers/BUILD |  3 +++
 tensorflow_serving/workspace.bzl       | 27 ++++++++++++++++++++++++++
 third_party/boost/BUILD                | 23 ++++++++++++++++++++++
 third_party/tf_decision_forests/BUILD  |  1 +
 5 files changed, 66 insertions(+)
 create mode 100644 third_party/boost/BUILD
 create mode 100644 third_party/tf_decision_forests/BUILD

diff --git a/.bazelrc b/.bazelrc
index 5c2ea446650..e9acfaa78fe 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -67,3 +67,15 @@ build --experimental_repo_remote_exec
 
 # TF now has `cc_shared_library` targets, so it needs the experimental flag
 build --experimental_cc_shared_library
+
+# Yggdrasil Decision Forests (internal library of TensorFlow Decision Forests)
+# uses TensorFlow for all IO operations.
+build --define=use_tensorflow_io=1
+
+# TensorFlow Decision Forests does not use Absl StatusOr.
+# Reason: The version of Absl included by TensorFlow lacks support for StatusOr.
+build --define no_absl_statusor=1
+
+# TensorFlow Decision Forests does not use Absl concurrency primitives on MacOs.
+# Reason: TensorFlow/ABSL ODR violation (b/214189609) # copybara:strip
+build:macos --define std_synchronization_primitives=1
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index a4989120d19..560251c0ca4 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -351,6 +351,9 @@ SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
     "@org_tensorflow//tensorflow/contrib:contrib_ops_op_lib",
 ]) + [
     "@org_tensorflow_text//tensorflow_text:ops_lib",
+    # Support for TensorFlow Decision Forests inference ops.
+    # [September 2022] This dependency adds 3 MB to the model server (352 MB -> 355 MB i.e. +0.8%).
+    "@org_tensorflow_decision_forests//tensorflow_decision_forests/tensorflow/ops/inference:kernel_and_op",
 ]
 
 cc_library(
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 7f4e19213fd..001d42e6198 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -5,6 +5,7 @@ the initialization code from TensorFlow Serving's WORKSPACE file.
 """
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
+load("@bazel_tools//tools/build_defs/repo:git.bzl", "new_git_repository")
 
 def tf_serving_workspace():
     """All TensorFlow Serving external dependencies."""
@@ -95,3 +96,29 @@ def tf_serving_workspace():
             "https://github.com/google/glog/archive/028d37889a1e80e8a07da1b8945ac706259e5fd8.tar.gz",
         ],
     )
+
+    # ==== TensorFlow Decision Forests ===
+    http_archive(
+        name = "org_tensorflow_decision_forests",
+        sha256 = "7a6b8187341da782ca93ee6e61ded14fba23f4bc0750beac291ae15277b1257e",
+        strip_prefix = "decision-forests-1.0.1",
+        url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.0.1.zip",
+    )
+
+    http_archive(
+        name = "ydf",
+        sha256 = "ba8e69ef3889c58cde58ce201ff88ea3acf376bcb9996a55c070959d5fa0a51b",
+        strip_prefix = "yggdrasil-decision-forests-144b139d688381beea31100e75e5d621127f8ee4",
+        urls = ["https://github.com/google/yggdrasil-decision-forests/archive/144b139d688381beea31100e75e5d621127f8ee4.zip"],
+    )
+
+    # The Boost repo is organized into git sub-modules (see the list at
+    # https://github.com/boostorg/boost/tree/master/libs), which requires "new_git_repository".
+    new_git_repository(
+        name = "org_boost",
+        commit = "b7b1371294b4bdfc8d85e49236ebced114bc1d8f",  # boost-1.75.0
+        build_file = "//third_party/boost:BUILD",
+        init_submodules = True,
+        recursive_init_submodules = True,
+        remote = "https://github.com/boostorg/boost",
+    )
diff --git a/third_party/boost/BUILD b/third_party/boost/BUILD
new file mode 100644
index 00000000000..0f9a976516b
--- /dev/null
+++ b/third_party/boost/BUILD
@@ -0,0 +1,23 @@
+# Build Boost library.
+# https://github.com/boostorg/boost
+
+package(default_visibility = ["//visibility:public"])
+
+licenses(["notice"])  # Boost Software License
+
+cc_library(
+    name = "boost",
+    srcs = glob([
+        "libs/*/include/**/*.hpp",
+        "libs/*/include/**/*.h",
+        "libs/*/*/include/**/*.hpp",
+        "libs/*/*/include/**/*.h",
+    ]),
+    includes = glob(
+        [
+            "libs/*/include",
+            "libs/*/*/include",
+        ],
+        exclude_directories = 0,
+    ),
+)
diff --git a/third_party/tf_decision_forests/BUILD b/third_party/tf_decision_forests/BUILD
new file mode 100644
index 00000000000..2d59128ba16
--- /dev/null
+++ b/third_party/tf_decision_forests/BUILD
@@ -0,0 +1 @@
+# Empty BUILD so this is treated like a package.

From 457b65dcca4d4d8486764330ee988e9ec11ddb26 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Sep 2022 06:04:28 -0700
Subject: [PATCH 6249/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7950862-63e0-4e71-8271-4abaca9e562f

PiperOrigin-RevId: 474796968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d78abca5c3..bf9ac913b2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e93cbfde4020252bcda04071a52be3bace8a8a35ad8efbcc3587c54917366ed",
-    git_commit = "9c5a9949da524d6059687469de304719e1e477d2",
+    sha256 = "84461a5540bfec80cfff9b6ebdd5eb8c8085bef318075f305382c84b7e4ca5e8",
+    git_commit = "0f7807dbb4f7023ef536897a8dff6d87a317c2c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 84fc7a794813c31f56884a09d32411873788d24c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Sep 2022 12:01:44 -0700
Subject: [PATCH 6250/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/209f5381-fa59-4fcb-973a-7ccc0b60a974

PiperOrigin-RevId: 474869548
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf9ac913b2f..398c54021ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84461a5540bfec80cfff9b6ebdd5eb8c8085bef318075f305382c84b7e4ca5e8",
-    git_commit = "0f7807dbb4f7023ef536897a8dff6d87a317c2c2",
+    sha256 = "05e495a48648e8ae8df7ad5a8157b029c3f14a4562bd4961aa66ea4ce5d8dd40",
+    git_commit = "541c1264c2ae966343a9650548d270c114e21214",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f50f32b8e8c564cabcd10533718193d69311aec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Sep 2022 18:01:26 -0700
Subject: [PATCH 6251/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/024dec8c-156b-4092-a944-22573f116a01

PiperOrigin-RevId: 474940439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 398c54021ac..4c69ea1f604 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05e495a48648e8ae8df7ad5a8157b029c3f14a4562bd4961aa66ea4ce5d8dd40",
-    git_commit = "541c1264c2ae966343a9650548d270c114e21214",
+    sha256 = "22b83cd9aaf25421bea29db5e080efc864c9bc737ddaac345320aa81137e2107",
+    git_commit = "c340647c487fb4f845df074b387eeb39ffa755b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 926cc9a75668aca1aaaa98ef95254153aa04f328 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Sep 2022 00:01:30 -0700
Subject: [PATCH 6252/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91a25c8b-e6f8-41e6-b73a-8115c9a7bf12

PiperOrigin-RevId: 474975748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c69ea1f604..ab9e1a3e7a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "22b83cd9aaf25421bea29db5e080efc864c9bc737ddaac345320aa81137e2107",
-    git_commit = "c340647c487fb4f845df074b387eeb39ffa755b8",
+    sha256 = "bc3567e2eaf1d49e4abc394a11cb757c9840b11042fdd0e5c919563f6f2ef8aa",
+    git_commit = "b577d1c1412c487d153a1c562e10a080901bf561",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From be95705469054aaf35f34389022a60ffda4ba033 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Sep 2022 06:01:40 -0700
Subject: [PATCH 6253/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a8aedc8-4884-414d-b029-9f1d39781b76

PiperOrigin-RevId: 475009392
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab9e1a3e7a7..a0174258c59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bc3567e2eaf1d49e4abc394a11cb757c9840b11042fdd0e5c919563f6f2ef8aa",
-    git_commit = "b577d1c1412c487d153a1c562e10a080901bf561",
+    sha256 = "b152c4725fa8ffc44341d774ea49f18e6eb1a437434e13ae0d79910f69db42a5",
+    git_commit = "18c0f08badd39d13f8ca785a26f0f3ffd35a1f27",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9e515bc42c1b40fec80d1e621827ea6daf80bbb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Sep 2022 12:01:40 -0700
Subject: [PATCH 6254/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9242ead7-bf7a-464d-9213-460c91c160a5

PiperOrigin-RevId: 475038103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0174258c59..4e06e102d4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b152c4725fa8ffc44341d774ea49f18e6eb1a437434e13ae0d79910f69db42a5",
-    git_commit = "18c0f08badd39d13f8ca785a26f0f3ffd35a1f27",
+    sha256 = "1fd1e190a0e64f0ef9ac91ab678839fa5a7ea6382ce726ade8ceec6990bbd3bf",
+    git_commit = "c9b82169ab767a96aa1bf31556c186c9c91a9fe8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 866bd239187fc192f125b3bcd192d70459980cba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Sep 2022 06:01:25 -0700
Subject: [PATCH 6255/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4914aff7-ccc4-4a41-9c86-38cbbba5163b

PiperOrigin-RevId: 475121431
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e06e102d4b..fdd8142af86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fd1e190a0e64f0ef9ac91ab678839fa5a7ea6382ce726ade8ceec6990bbd3bf",
-    git_commit = "c9b82169ab767a96aa1bf31556c186c9c91a9fe8",
+    sha256 = "874c800c9d6934f46f495df7ec48e3ca0b567f41e4caf4c142ecda201689bdca",
+    git_commit = "ff1e9e50bb2ae081d2e2c3f0ec818d44de721213",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a0bad4f3a510ad297203ac1e3625f6566d943ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Sep 2022 18:01:28 -0700
Subject: [PATCH 6256/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4230b6d2-2a16-4285-a9c7-985c68f6db1c

PiperOrigin-RevId: 475177446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdd8142af86..c3799a1cddf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "874c800c9d6934f46f495df7ec48e3ca0b567f41e4caf4c142ecda201689bdca",
-    git_commit = "ff1e9e50bb2ae081d2e2c3f0ec818d44de721213",
+    sha256 = "69df85372832e660227731c2c7787f98c5ec9834e405adc0cfe2edce18c14ac4",
+    git_commit = "b1acced5130d0db63badc00fb73cc75ce9a7a85d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4218b6c3b2c7f44e846ab06d6a857dd382c6c8da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Sep 2022 00:02:22 -0700
Subject: [PATCH 6257/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a038c49b-7645-46a6-a447-8e955e7db817

PiperOrigin-RevId: 475213845
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3799a1cddf..612ba910f60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69df85372832e660227731c2c7787f98c5ec9834e405adc0cfe2edce18c14ac4",
-    git_commit = "b1acced5130d0db63badc00fb73cc75ce9a7a85d",
+    sha256 = "36ad555c1e980a77642146be7c1e0a9d61c9360ebe2128557d58b56220fe84ac",
+    git_commit = "101dbbbdcb57cb7f2bae5d88f365febc79807955",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d942c4fe1264251bcc45f5c259110d36d876f91d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Sep 2022 06:01:41 -0700
Subject: [PATCH 6258/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b580df81-9752-4b42-ae60-d35ae26aa952

PiperOrigin-RevId: 475267905
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 612ba910f60..5cb84375ab1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36ad555c1e980a77642146be7c1e0a9d61c9360ebe2128557d58b56220fe84ac",
-    git_commit = "101dbbbdcb57cb7f2bae5d88f365febc79807955",
+    sha256 = "a544234335e776decf3927b5ba78b69947bf109d0e458cfb7e0ced654fea4633",
+    git_commit = "2ef4dce84e997ed1f27ad37c92bd1d9203e3a36a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 83bd7b79301395c63347bfeb3bd117ea3a13d144 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Sep 2022 12:01:36 -0700
Subject: [PATCH 6259/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eb7f53d5-5d08-47c0-8f13-717d6446d4b7

PiperOrigin-RevId: 475350276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cb84375ab1..f5cf7941036 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a544234335e776decf3927b5ba78b69947bf109d0e458cfb7e0ced654fea4633",
-    git_commit = "2ef4dce84e997ed1f27ad37c92bd1d9203e3a36a",
+    sha256 = "7d665711c54b63721dab0c181ea7c71559f812f74c087a76b2f3f9cf181ebd6a",
+    git_commit = "01bb586e3557354151e2734ce538c26ed7b4e047",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d4f0ebdde33fa804b7d1d6385fd53fed085683d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Sep 2022 18:01:22 -0700
Subject: [PATCH 6260/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cae6f23f-b3c7-43cd-9343-f3682492acc9

PiperOrigin-RevId: 475429642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5cf7941036..596ec0e0188 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d665711c54b63721dab0c181ea7c71559f812f74c087a76b2f3f9cf181ebd6a",
-    git_commit = "01bb586e3557354151e2734ce538c26ed7b4e047",
+    sha256 = "3943bed3e534d15adb4d7049fa29bef40dcff0e251e7752348b16f9e7835bde5",
+    git_commit = "5926f5848f0193fd50a402bfbd309d3970aff48e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2d39f8c8aa90ccfdc78faa51e4c8295832796a68 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 19 Sep 2022 20:11:12 -0700
Subject: [PATCH 6261/8103] Remove special handling of tflite model when
 creating batching session -- as tflite now works like standard tf model for
 batching purposes.

PiperOrigin-RevId: 475449068
---
 .../servables/tensorflow/bundle_factory_util.cc | 17 ++++-------------
 .../servables/tensorflow/bundle_factory_util.h  |  5 +----
 .../tensorflow/saved_model_bundle_factory.cc    |  9 +++------
 3 files changed, 8 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 1bd5544e3b0..6174236f06b 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -60,8 +60,7 @@ Status EstimateResourceFromPath(const string& path, bool use_validation_result,
 Status WrapSessionForBatching(const BatchingParameters& batching_config,
                               std::shared_ptr<Batcher> batch_scheduler,
                               const std::vector<SignatureDef>& signatures,
-                              std::unique_ptr<Session>* session,
-                              bool enable_default_schedule_creator) {
+                              std::unique_ptr<Session>* session) {
   LOG(INFO) << "Wrapping session to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -122,17 +121,9 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
         {tensor_signature, create_queue});
   }
 
-  // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-  // fixed.
-  if (enable_default_schedule_creator) {
-    return CreateBatchingSession(batching_session_options,
-                                 signatures_with_scheduler_creators,
-                                 create_queue, std::move(*session), session);
-  } else {
-    return CreateBatchingSession(batching_session_options,
-                                 signatures_with_scheduler_creators,
-                                 std::move(*session), session);
-  }
+  return CreateBatchingSession(batching_session_options,
+                               signatures_with_scheduler_creators, create_queue,
+                               std::move(*session), session);
 }
 
 Status WrapSession(std::unique_ptr<Session>* session) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 4dde4b2ecfe..366cb876b27 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -69,14 +69,11 @@ Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate);
 
 // Wraps a session in a new session that automatically batches Run() calls.
-// TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-// fixed.
 Status WrapSessionForBatching(
     const BatchingParameters& batching_config,
     std::shared_ptr<SharedBatchScheduler<BatchingSessionTask>> batch_scheduler,
     const std::vector<SignatureDef>& signatures,
-    std::unique_ptr<Session>* session,
-    bool enable_default_schedule_creator = false);
+    std::unique_ptr<Session>* session);
 
 // Wraps a session in a new session that only supports Run() without batching.
 Status WrapSession(std::unique_ptr<Session>* session);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index aab7a903fe6..0ea0b2a29ee 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -166,13 +166,10 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     // Enable batching of requests to any one signature_def in the SavedModel.
     // Note that in the future, the plan is to enable explicit configuration
     // of the one or many SignatureDefs to enable.
-    // TODO(b/184973097): Remove enable_default_schedule_creator once TFLite is
-    // fixed.
     const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
-    return WrapSessionForBatching(
-        config_.batching_parameters(), batch_scheduler_, signatures,
-        &(*bundle)->session,
-        /*enable_default_schedule_creator=*/!is_tflite);
+    return WrapSessionForBatching(config_.batching_parameters(),
+                                  batch_scheduler_, signatures,
+                                  &(*bundle)->session);
   }
   return WrapSession(&(*bundle)->session);
 }

From c8899369ba942f7c4cf250abff170524b35ec77b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Sep 2022 00:01:37 -0700
Subject: [PATCH 6262/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a1fdeca-0bd2-4b24-a8d9-3218520c22b8

PiperOrigin-RevId: 475477595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 596ec0e0188..1c15888785b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3943bed3e534d15adb4d7049fa29bef40dcff0e251e7752348b16f9e7835bde5",
-    git_commit = "5926f5848f0193fd50a402bfbd309d3970aff48e",
+    sha256 = "707f4cb1c8eb9e21fa67f4b23bcd519d35e5bd8e22e34142247b3d7ca444eccd",
+    git_commit = "a616d198f3c117a39cff9816ee375d1a0dd3b0c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f1aa448fbd3f9da94b0bbabf46149b24ff70ecb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Sep 2022 06:01:40 -0700
Subject: [PATCH 6263/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbe0afcd-d639-4ac5-b280-df20731be90f

PiperOrigin-RevId: 475534537
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c15888785b..6bf10773088 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "707f4cb1c8eb9e21fa67f4b23bcd519d35e5bd8e22e34142247b3d7ca444eccd",
-    git_commit = "a616d198f3c117a39cff9816ee375d1a0dd3b0c7",
+    sha256 = "e2350f7b81b8cb5cbd97a59227eb5e894b6f86129f632415392fc7a56bcc766d",
+    git_commit = "e12af2f11e7ef28760f37033d1a25d0e08167ab0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68d4d3962dc40fa6c1980df6d8df51338e44301e Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 20 Sep 2022 10:34:04 -0700
Subject: [PATCH 6264/8103] Improve batching test in following ways:

- Track # wrapped session run() calls made by batching session,
  and use that in tests, to check for expected number of batches.

- Set large timeout to force batches to be actually formed.

- Make input and output batch size tunable and test few variations.

PiperOrigin-RevId: 475592378
---
 .../batching/batching_session.cc              |  6 +++
 .../tensorflow/bundle_factory_test.h          | 52 +++++++++++++++----
 .../tensorflow/bundle_factory_test_util.cc    | 17 +++---
 .../tensorflow/bundle_factory_test_util.h     | 10 ++--
 .../tensorflow/bundle_factory_util_test.cc    | 10 ++--
 .../saved_model_bundle_factory_test.cc        | 14 ++++-
 6 files changed, 83 insertions(+), 26 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index e1d051a21c9..6092d83fa30 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/monitoring/percentile_sampler.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/lib/strings/str_util.h"
@@ -56,6 +57,10 @@ auto* queuing_latency = monitoring::Sampler<1>::New(
     // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
     monitoring::Buckets::Exponential(100, 1.2, 52));
 
+auto* wrapped_run_count = monitoring::Counter<0>::New(
+    "/tensorflow/serving/batching_session/wrapped_run_count",
+    "Total count of run calls on the wrapped session");
+
 string TensorSignatureDebugString(const TensorSignature& signature) {
   return strings::StrCat("{input_tensors: <",
                          str_util::Join(signature.input_tensors, ", "),
@@ -791,6 +796,7 @@ void BatchingSession::ProcessBatch(
                            {} /* target node names */, &combined_outputs,
                            &run_metadata);
   }
+  wrapped_run_count->GetCell()->IncrementBy(1);
   status.Update(SplitRunMetadata(&run_metadata, batch.get()));
 
   if (!status.ok()) {
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
index 60918043a40..2ca89542017 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
@@ -26,6 +26,7 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
@@ -59,17 +60,42 @@ class BundleFactoryTest : public ::testing::Test {
     TestSingleRequest(session.get());
   }
 
-  void TestBatching(bool enable_large_batch_splitting) const {
-    SessionBundleConfig config = GetSessionBundleConfig();
+  int GetTotalBatchesProcessed() const {
+    const string label(
+        "/tensorflow/serving/batching_session/wrapped_run_count");
+    auto* collection_registry = monitoring::CollectionRegistry::Default();
+    monitoring::CollectionRegistry::CollectMetricsOptions options;
+    const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+        collection_registry->CollectMetrics(options);
+    int total_count = 0;
+    const auto& point_set_map = collected_metrics->point_set_map;
+    if (point_set_map.find(label) == point_set_map.end()) return 0;
+    const monitoring::PointSet& lps = *point_set_map.at(label);
+    for (int i = 0; i < lps.points.size(); ++i) {
+      total_count += lps.points[i]->int64_value;
+    }
+    return static_cast<int>(total_count);
+  }
 
-    BatchingParameters *batching_params = config.mutable_batching_parameters();
-    batching_params->mutable_max_batch_size()->set_value(2);
+  void TestBatching(const BatchingParameters& params,
+                    int input_request_batch_size, int batch_size) const {
+    SessionBundleConfig config = GetSessionBundleConfig();
+    BatchingParameters* batching_params = config.mutable_batching_parameters();
+    *batching_params = params;
+
+    //
+    // Tweak batching params further for testing.
+    //
+    // Set high value of max enqueued batches to prevent queue limits to be hit
+    // during testing that involves lot of requests.
     batching_params->mutable_max_enqueued_batches()->set_value(INT_MAX);
+    // Set very high value of timeout to force full batches to be formed.
+    //
+    // The default (zero) value of the timeout causes batches to formed with
+    // [1..max_batch_size] size based on relative ordering of Run() calls. A
+    // large value causes deterministic fix batch size to be formed.
+    batching_params->mutable_batch_timeout_micros()->set_value(INT_MAX);
 
-    if (enable_large_batch_splitting) {
-      batching_params->mutable_enable_large_batch_splitting()->set_value(true);
-      batching_params->mutable_max_execution_batch_size()->set_value(1);
-    }
     std::unique_ptr<Session> session;
     if (ExpectCreateBundleFailure()) {
       EXPECT_FALSE(CreateSession(config, &session).ok());
@@ -77,9 +103,13 @@ class BundleFactoryTest : public ::testing::Test {
     }
     TF_ASSERT_OK(CreateSession(config, &session));
 
-    // Run multiple requests concurrently. They should be executed as 5 batches,
-    // as request size is set to 2 in TestMultipleRequests().
-    TestMultipleRequests(10, session.get());
+    const int num_requests = 10;
+    const int expected_batches =
+        (input_request_batch_size * num_requests) / batch_size;
+    const int orig_batches_processed = GetTotalBatchesProcessed();
+    TestMultipleRequests(session.get(), num_requests, input_request_batch_size);
+    EXPECT_EQ(orig_batches_processed + expected_batches,
+              GetTotalBatchesProcessed());
   }
 
   template <class FactoryType>
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index bde4dbc5183..dcc269d1866 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -98,11 +98,13 @@ SignatureDef GetTestSessionSignature() {
   return signature;
 }
 
-void TestSingleRequest(Session* session) {
-  Tensor input = test::AsTensor<float>({100.0f, 42.0f}, {2});
+void TestSingleRequest(Session* session, int input_batch_size) {
+  Tensor input(DT_FLOAT, TensorShape({input_batch_size}));
+  test::FillIota<float>(&input, 100.0f);
   // half plus two: output should be input / 2 + 2.
-  Tensor expected_output =
-      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  Tensor expected_output(DT_FLOAT, TensorShape({input_batch_size}));
+  test::FillFn<float>(&expected_output,
+                      [](int i) -> float { return (100.0f + i) / 2 + 2; });
 
   // Note that "x" and "y" are the actual names of the nodes in the graph.
   // The saved manifest binds these to "input" and "output" respectively, but
@@ -122,14 +124,17 @@ void TestSingleRequest(Session* session) {
   test::ExpectTensorEqual<float>(expected_output, single_output);
 }
 
-void TestMultipleRequests(int num_requests, Session* session) {
+void TestMultipleRequests(Session* session, int num_requests,
+                          int input_batch_size) {
   std::vector<std::unique_ptr<Thread>> request_threads;
   request_threads.reserve(num_requests);
   for (int i = 0; i < num_requests; ++i) {
     request_threads.push_back(
         std::unique_ptr<Thread>(Env::Default()->StartThread(
             ThreadOptions(), strings::StrCat("thread_", i),
-            [session] { TestSingleRequest(session); })));
+            [session, input_batch_size] {
+              TestSingleRequest(session, input_batch_size);
+            })));
   }
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index 5f4ca4ba458..953f6046884 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -51,12 +51,14 @@ uint64_t GetTotalFileSize(const std::vector<string>& files);
 SignatureDef GetTestSessionSignature();
 
 // Test that a Session handles a single request for the half plus two
-// model properly. The request has size=2, for batching purposes.
-void TestSingleRequest(Session* session);
+// model properly. Each request contains `input_batch_size` sized input.
+void TestSingleRequest(Session* session, int input_batch_size = 2);
 
 // Test that a Session handles multiple concurrent requests for the half plus
-// two model properly. The request has size=2, for batching purposes.
-void TestMultipleRequests(int num_requests, Session* session);
+// two model properly. Send `num_requests` request, with each request containing
+// `input_batch_size` sized input.
+void TestMultipleRequests(Session* session, int num_requests,
+                          int input_batch_size);
 
 // Returns the expected resource estimate for the given total file size.
 ResourceAllocation GetExpectedResourceEstimate(double total_file_size);
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 98f7fdbf8de..b8e939696ef 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -62,8 +62,12 @@ class MockSession : public Session {
              const std::vector<string>& output_tensor_names,
              const std::vector<string>& target_node_names,
              std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
-    outputs->push_back(
-        test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2}));
+    // half plus two: output should be input / 2 + 2.
+    const auto& input = inputs[0].second.flat<float>();
+    Tensor output(DT_FLOAT, inputs[0].second.shape());
+    test::FillFn<float>(&output,
+                        [&](int i) -> float { return input(i) / 2 + 2; });
+    outputs->push_back(output);
     return tensorflow::OkStatus();
   }
 
@@ -147,7 +151,7 @@ TEST_F(BundleFactoryUtilTest, WrapSessionForBatching) {
                                       &bundle.session));
 
   // Run multiple requests concurrently. They should be executed as 5 batches.
-  test_util::TestMultipleRequests(10, bundle.session.get());
+  test_util::TestMultipleRequests(bundle.session.get(), 10, 2);
 }
 
 TEST_F(BundleFactoryUtilTest, WrapSessionForBatchingConfigError) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 27f18d82572..2cd19788af8 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -236,8 +236,18 @@ TEST_P(SavedModelBundleFactoryTest, Batching) {
   // Most test cases don't cover batching session code path so call
   // 'TestBatching' twice with different options for batching test case, as
   // opposed to parameterize test.
-  TestBatching(false /* enable_large_batch_splitting */);
-  TestBatching(true /* enable_large_batch_splitting */);
+  TestBatching(test_util::CreateProto<BatchingParameters>(R"(
+    max_batch_size { value: 4 }
+    enable_large_batch_splitting { value: False })"),
+               /*input_request_batch_size=*/2,
+               /*batch_size=*/4);
+
+  TestBatching(test_util::CreateProto<BatchingParameters>(R"(
+    max_batch_size { value: 4 }
+    enable_large_batch_splitting { value: True }
+    max_execution_batch_size { value: 2 })"),
+               /*input_request_batch_size=*/3,
+               /*batch_size=*/2);
 }
 
 TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {

From efb30612f38ccf4029500805403c34b23ddd314d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Sep 2022 12:01:32 -0700
Subject: [PATCH 6265/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0084ea79-dfa9-4256-bfc4-511dc4f0d7c2

PiperOrigin-RevId: 475616571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bf10773088..40092b35191 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2350f7b81b8cb5cbd97a59227eb5e894b6f86129f632415392fc7a56bcc766d",
-    git_commit = "e12af2f11e7ef28760f37033d1a25d0e08167ab0",
+    sha256 = "31d80479ee1ae18aded3c92c2959ad8a64c0fb8eeb660c7a7d23daab365c1c72",
+    git_commit = "2e8880d1e3508b0d8c16ae6a8afa5de2ff07bbd1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01386268be6948429ea796fcd348beea4c7174d6 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 20 Sep 2022 19:48:44 -0700
Subject: [PATCH 6266/8103] Split proto helper function to its own util
 library.

PiperOrigin-RevId: 475714006
---
 tensorflow_serving/model_servers/BUILD     |  1 +
 tensorflow_serving/model_servers/server.cc | 17 +-----
 tensorflow_serving/util/BUILD              | 18 ++++++
 tensorflow_serving/util/proto_util.h       | 45 +++++++++++++++
 tensorflow_serving/util/proto_util_test.cc | 66 ++++++++++++++++++++++
 5 files changed, 131 insertions(+), 16 deletions(-)
 create mode 100644 tensorflow_serving/util/proto_util.h
 create mode 100644 tensorflow_serving/util/proto_util_test.cc

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 560251c0ca4..e9e9c590ea8 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -406,6 +406,7 @@ cc_library(
         "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/util:proto_util",
         "@org_tensorflow//tensorflow/core:tensorflow",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 68f43862e95..e923c78ffd1 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -52,6 +52,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
+#include "tensorflow_serving/util/proto_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -59,22 +60,6 @@ namespace main {
 
 namespace {
 
-template <typename ProtoType>
-tensorflow::Status ParseProtoTextFile(const string& file, ProtoType* proto) {
-  std::unique_ptr<tensorflow::ReadOnlyMemoryRegion> file_data;
-  TF_RETURN_IF_ERROR(
-      tensorflow::Env::Default()->NewReadOnlyMemoryRegionFromFile(file,
-                                                                  &file_data));
-  string file_data_str(static_cast<const char*>(file_data->data()),
-                       file_data->length());
-  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str, proto)) {
-    return tensorflow::OkStatus();
-  } else {
-    return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
-                                               "'");
-  }
-}
-
 tensorflow::Status LoadCustomModelConfig(
     const ::google::protobuf::Any& any,
     EventBus<ServableState>* servable_event_bus,
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 685ec84a9a4..4802a79fb81 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -345,6 +345,24 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "proto_util",
+    srcs = ["proto_util.h"],
+    hdrs = ["proto_util.h"],
+    deps = ["@org_tensorflow//tensorflow/core:lib"],
+)
+
+cc_test(
+    name = "proto_util_test",
+    srcs = ["proto_util_test.cc"],
+    deps = [
+        ":proto_util",
+        "//tensorflow_serving/apis:status_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
 serving_proto_library(
     name = "class_registration_test_proto",
     testonly = 1,
diff --git a/tensorflow_serving/util/proto_util.h b/tensorflow_serving/util/proto_util.h
new file mode 100644
index 00000000000..5121f22e6d2
--- /dev/null
+++ b/tensorflow_serving/util/proto_util.h
@@ -0,0 +1,45 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_UTIL_PROTO_UTIL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_PROTO_UTIL_H_
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/protobuf.h"
+
+namespace tensorflow {
+namespace serving {
+
+template <typename ProtoType>
+tensorflow::Status ParseProtoTextFile(const string& file, ProtoType* proto) {
+  std::unique_ptr<tensorflow::ReadOnlyMemoryRegion> file_data;
+  TF_RETURN_IF_ERROR(
+      tensorflow::Env::Default()->NewReadOnlyMemoryRegionFromFile(file,
+                                                                  &file_data));
+  string file_data_str(static_cast<const char*>(file_data->data()),
+                       file_data->length());
+  if (tensorflow::protobuf::TextFormat::ParseFromString(file_data_str, proto)) {
+    return tensorflow::OkStatus();
+  } else {
+    return tensorflow::errors::InvalidArgument("Invalid protobuf file: '", file,
+                                               "'");
+  }
+}
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_PROTO_UTIL_H_
diff --git a/tensorflow_serving/util/proto_util_test.cc b/tensorflow_serving/util/proto_util_test.cc
new file mode 100644
index 00000000000..bafe45acc6e
--- /dev/null
+++ b/tensorflow_serving/util/proto_util_test.cc
@@ -0,0 +1,66 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/util/proto_util.h"
+
+#include <gtest/gtest.h>
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow_serving/apis/status.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(ProtoUtilTest, ParseProtoTextFile_Errors) {
+  StatusProto status_proto;
+  auto status = ParseProtoTextFile<StatusProto>("missing.txt", &status_proto);
+  ASSERT_TRUE(errors::IsNotFound(status));
+
+  const string kProtoFile = io::JoinPath(testing::TmpDir(), "corrupt.txt");
+  std::unique_ptr<WritableFile> file;
+  TF_ASSERT_OK(Env::Default()->NewWritableFile(kProtoFile, &file));
+  TF_ASSERT_OK(file->Append("corrupt proto content"));
+  TF_ASSERT_OK(file->Close());
+  status = ParseProtoTextFile<StatusProto>(kProtoFile, &status_proto);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+}
+
+TEST(ProtoUtilTest, ParseProtoTextFile_EmptyFile_Success) {
+  StatusProto status_proto;
+  const string kProtoFile = io::JoinPath(testing::TmpDir(), "proto1.txt");
+  std::unique_ptr<WritableFile> file;
+  TF_ASSERT_OK(Env::Default()->NewWritableFile(kProtoFile, &file));
+  TF_ASSERT_OK(file->Append(" "));
+  TF_ASSERT_OK(file->Close());
+  auto status = ParseProtoTextFile<StatusProto>(kProtoFile, &status_proto);
+  TF_ASSERT_OK(status);
+}
+
+TEST(ProtoUtilTest, ParseProtoTextFile_Success) {
+  StatusProto status_proto;
+  const string kProtoFile = io::JoinPath(testing::TmpDir(), "proto2.txt");
+  std::unique_ptr<WritableFile> file;
+  TF_ASSERT_OK(Env::Default()->NewWritableFile(kProtoFile, &file));
+  TF_ASSERT_OK(file->Append("error_message: 'hello'"));
+  TF_ASSERT_OK(file->Close());
+  auto status = ParseProtoTextFile<StatusProto>(kProtoFile, &status_proto);
+  TF_ASSERT_OK(status);
+  ASSERT_EQ("hello", status_proto.error_message());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From abb538dcbb65e55a5967dd33ab1cedc5a0bd37c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Sep 2022 12:01:26 -0700
Subject: [PATCH 6267/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0ab3c51-2774-4c0c-84d4-e27c03ce60f9

PiperOrigin-RevId: 476161439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40092b35191..f758d221a81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31d80479ee1ae18aded3c92c2959ad8a64c0fb8eeb660c7a7d23daab365c1c72",
-    git_commit = "2e8880d1e3508b0d8c16ae6a8afa5de2ff07bbd1",
+    sha256 = "bdc2110982c4952a9f0e0b7380d2139f8765d99ebff50f9a60ecf0af81d52777",
+    git_commit = "caac56f829de5b242858ec88591aa493ec5d2c7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f90edf53336ae2f0182b065e944c73b7e588b67 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Sep 2022 18:02:02 -0700
Subject: [PATCH 6268/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/796c25d4-6980-42fe-a9e3-19ddf842aff5

PiperOrigin-RevId: 476241716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f758d221a81..66b9414a272 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdc2110982c4952a9f0e0b7380d2139f8765d99ebff50f9a60ecf0af81d52777",
-    git_commit = "caac56f829de5b242858ec88591aa493ec5d2c7a",
+    sha256 = "7d9ab21235522f1bc7c5b0d9da0d7fd5e4bd17e83946a9b9a2a0cac892e1af4c",
+    git_commit = "21545a70dd6a6509b310a8f84ca292230eb8902b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1afc5d96cfedf9db224198da6425c426d1bda88d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Sep 2022 00:01:33 -0700
Subject: [PATCH 6269/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd3c6768-5d79-45b0-ad35-68c5ae2978a1

PiperOrigin-RevId: 476291093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66b9414a272..6b55285db30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d9ab21235522f1bc7c5b0d9da0d7fd5e4bd17e83946a9b9a2a0cac892e1af4c",
-    git_commit = "21545a70dd6a6509b310a8f84ca292230eb8902b",
+    sha256 = "d3749cc1404158365d753699da3d853557088dddfdda0ce08617f75b39cde6ec",
+    git_commit = "893d2ffeda116f477fb8b93675746a2d5c6a90b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8dc5682776a8fe76db68cebf02041f9dc759cb1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Sep 2022 06:01:23 -0700
Subject: [PATCH 6270/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23def91d-8246-449a-8177-683bc1fcccc9

PiperOrigin-RevId: 476349500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b55285db30..27620313826 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3749cc1404158365d753699da3d853557088dddfdda0ce08617f75b39cde6ec",
-    git_commit = "893d2ffeda116f477fb8b93675746a2d5c6a90b8",
+    sha256 = "fcc5ff2c470e536619d6c802e3ef1f75a07949ab666effbd02bbad7489d9ae7c",
+    git_commit = "70f82569467af6a9d34797c0514891659090426f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4284913fce093ca37ee51b425266c9ce53d99d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Sep 2022 12:01:58 -0700
Subject: [PATCH 6271/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5a1513ab-79f8-4fcb-bbb8-8f007441b87f

PiperOrigin-RevId: 476429196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27620313826..fb9240f37cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcc5ff2c470e536619d6c802e3ef1f75a07949ab666effbd02bbad7489d9ae7c",
-    git_commit = "70f82569467af6a9d34797c0514891659090426f",
+    sha256 = "b9a5e515928312ff47a8b6b51afabb27d82e151f95cacc2dfe0a8a6a469454d2",
+    git_commit = "4366c771d8d9d163612b434c3befca0c3d8285df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 690a5a644512a3cb2e250865f708bd4437c7a4e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Sep 2022 18:02:26 -0700
Subject: [PATCH 6272/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb8c60f8-546c-4106-9fbc-5f805f5f8fa5

PiperOrigin-RevId: 476502427
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb9240f37cd..453de0a8a9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9a5e515928312ff47a8b6b51afabb27d82e151f95cacc2dfe0a8a6a469454d2",
-    git_commit = "4366c771d8d9d163612b434c3befca0c3d8285df",
+    sha256 = "57a1903bc41990983008c682de725cac91f2151c83f2ae5e98bee20b8943aa3b",
+    git_commit = "dae49042b34537e05e57f674b9781536fd9bf052",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3f182345406ac30eda65fbc60b0ad2d3b9ada82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Sep 2022 00:04:01 -0700
Subject: [PATCH 6273/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d61213ad-3640-46be-8522-8e1ec4e60b95

PiperOrigin-RevId: 476543336
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 453de0a8a9f..de8e6b328de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57a1903bc41990983008c682de725cac91f2151c83f2ae5e98bee20b8943aa3b",
-    git_commit = "dae49042b34537e05e57f674b9781536fd9bf052",
+    sha256 = "93ac5e31b188a030c3d64c924119b400abd5ba3c1e172a0892f22e1bf1f92bab",
+    git_commit = "aa6c565cfc37bde4bea9da5ed8eff90a0ebef37b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f3d5404a98221508164b2a3112077040cdd2fcf9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Sep 2022 06:01:27 -0700
Subject: [PATCH 6274/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75972bc4-6e28-40ae-b0e5-3538b0d9f6e7

PiperOrigin-RevId: 476581833
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de8e6b328de..c16e1b27cd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93ac5e31b188a030c3d64c924119b400abd5ba3c1e172a0892f22e1bf1f92bab",
-    git_commit = "aa6c565cfc37bde4bea9da5ed8eff90a0ebef37b",
+    sha256 = "92bcba4bc5e6cebb50cc67e8930ff463bdb93bfd571354e8267819648c650f21",
+    git_commit = "370b4a63e750cb4dc986cd51e013b6a088bb92ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8086d33b6b74899dc8062ddbdba3fcc95e9af7e5 Mon Sep 17 00:00:00 2001
From: Jeremiah Mao <jeremiahtmao@gmail.com>
Date: Sat, 24 Sep 2022 11:43:05 -0700
Subject: [PATCH 6275/8103] Created net_http/public folder for shared files and
 updated files in net_http and model_servers/http_server.cc to match. Also
 removed old directories from net_http/client to make way for new client API
 and implementation.

---
 .../model_servers/http_server.cc              |   2 +-
 .../util/net_http/client/internal/BUILD       |  27 --
 .../util/net_http/client/internal/README.md   |   5 -
 .../client/internal/evhttp_connection.cc      | 257 ------------------
 .../client/internal/evhttp_connection.h       | 103 -------
 .../util/net_http/client/public/README.md     |   5 -
 .../test_client/internal/evhttp_connection.cc |  12 +-
 .../test_client/internal/evhttp_connection.h  |   3 +-
 .../client/test_client/public/httpclient.h    |   3 +-
 .../test_client/public/httpclient_interface.h |   5 +-
 .../net_http/client/test_client/testing/BUILD |   2 +-
 .../util/net_http/client/testing/BUILD        |  15 -
 .../client/testing/evhttp_echo_client.cc      |  63 -----
 tensorflow_serving/util/net_http/public/BUILD |  22 ++
 .../util/net_http/public/header_names.cc      | 159 +++++++++++
 .../util/net_http/public/header_names.h       | 185 +++++++++++++
 .../util/net_http/public/response_code_enum.h | 113 ++++++++
 .../server/internal/evhttp_request.cc         |  12 +-
 .../net_http/server/internal/evhttp_request.h |   4 +-
 .../server/internal/evhttp_request_test.cc    |  10 +-
 .../util/net_http/server/public/BUILD         |   6 +-
 .../server/public/httpserver_interface.h      |   1 +
 .../server/public/server_request_interface.h  |  32 +--
 23 files changed, 522 insertions(+), 524 deletions(-)
 delete mode 100644 tensorflow_serving/util/net_http/client/internal/BUILD
 delete mode 100644 tensorflow_serving/util/net_http/client/internal/README.md
 delete mode 100644 tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
 delete mode 100644 tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
 delete mode 100644 tensorflow_serving/util/net_http/client/public/README.md
 delete mode 100644 tensorflow_serving/util/net_http/client/testing/BUILD
 delete mode 100644 tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
 create mode 100644 tensorflow_serving/util/net_http/public/BUILD
 create mode 100644 tensorflow_serving/util/net_http/public/header_names.cc
 create mode 100644 tensorflow_serving/util/net_http/public/header_names.h
 create mode 100644 tensorflow_serving/util/net_http/public/response_code_enum.h

diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 17f2064c19c..4349762477b 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -30,7 +30,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_init.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+#include "tensorflow_serving/util/net_http/public/response_code_enum.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 #include "tensorflow_serving/util/prometheus_exporter.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
diff --git a/tensorflow_serving/util/net_http/client/internal/BUILD b/tensorflow_serving/util/net_http/client/internal/BUILD
deleted file mode 100644
index 03a05479dfe..00000000000
--- a/tensorflow_serving/util/net_http/client/internal/BUILD
+++ /dev/null
@@ -1,27 +0,0 @@
-# Description: a lightweight http client
-
-package(
-    default_visibility = [
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
-
-licenses(["notice"])
-
-cc_library(
-    name = "evhttp_client",
-    srcs = [
-        "evhttp_connection.cc",
-    ],
-    hdrs = [
-        "evhttp_connection.h",
-    ],
-    deps = [
-        "//tensorflow_serving/util/net_http/client/test_client/public:http_client_api",
-        "//tensorflow_serving/util/net_http/internal:net_logging",
-        "//tensorflow_serving/util/net_http/server/public:http_server_api",
-        "@com_github_libevent_libevent//:libevent",
-        "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/synchronization",
-    ],
-)
diff --git a/tensorflow_serving/util/net_http/client/internal/README.md b/tensorflow_serving/util/net_http/client/internal/README.md
deleted file mode 100644
index 350cd1da9d5..00000000000
--- a/tensorflow_serving/util/net_http/client/internal/README.md
+++ /dev/null
@@ -1,5 +0,0 @@
-The client library is still under development, and has yet to be finalized.
-
-It should be primarily used for writing tests for users of the
-ServerRequestInterface and HTTPServerInterface APIs to verify basic
-functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
deleted file mode 100644
index afe5d9117df..00000000000
--- a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.cc
+++ /dev/null
@@ -1,257 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// libevent based client implementation
-
-#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
-
-#include "absl/strings/str_cat.h"
-#include "tensorflow_serving/util/net_http/internal/net_logging.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-EvHTTPConnection::~EvHTTPConnection() {
-  if (evcon_ != nullptr) {
-    evhttp_connection_free(evcon_);
-  }
-  if (http_uri_ != nullptr) {
-    evhttp_uri_free(http_uri_);
-  }
-
-  event_base_free(ev_base_);
-}
-
-// This needs be called with any async SendRequest()
-void EvHTTPConnection::Terminate() {
-  event_base_loopexit(ev_base_, nullptr);
-  if (loop_exit_ != nullptr) {
-    loop_exit_->WaitForNotification();
-  }
-}
-
-std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
-    absl::string_view url) {
-  std::string url_str(url.data(), url.size());
-  struct evhttp_uri* http_uri = evhttp_uri_parse(url_str.c_str());
-  if (http_uri == nullptr) {
-    NET_LOG(ERROR, "Failed to connect : event_base_new()");
-    return nullptr;
-  }
-
-  const char* host = evhttp_uri_get_host(http_uri);
-  if (host == nullptr) {
-    NET_LOG(ERROR, "url must have a host %.*s", static_cast<int>(url.size()),
-            url.data());
-    return nullptr;
-  }
-
-  int port = evhttp_uri_get_port(http_uri);
-  if (port == -1) {
-    port = 80;
-  }
-
-  auto result = Connect(host, port);
-  evhttp_uri_free(http_uri);
-
-  return result;
-}
-
-std::unique_ptr<EvHTTPConnection> EvHTTPConnection::Connect(
-    absl::string_view host, int port) {
-  std::unique_ptr<EvHTTPConnection> result(new EvHTTPConnection());
-
-  result->ev_base_ = event_base_new();
-  if (result->ev_base_ == nullptr) {
-    NET_LOG(ERROR, "Failed to connect : event_base_new()");
-    return nullptr;
-  }
-
-  // blocking call (DNS resolution)
-  std::string host_str(host.data(), host.size());
-  result->evcon_ = evhttp_connection_base_bufferevent_new(
-      result->ev_base_, nullptr, nullptr, host_str.c_str(),
-      static_cast<uint16_t>(port));
-  if (result->evcon_ == nullptr) {
-    NET_LOG(ERROR,
-            "Failed to connect : evhttp_connection_base_bufferevent_new()");
-    return nullptr;
-  }
-
-  evhttp_connection_set_retries(result->evcon_, 0);
-
-  // TODO(wenboz): make this an option (default to 5s)
-  evhttp_connection_set_timeout(result->evcon_, 5);
-
-  return result;
-}
-
-namespace {
-
-// Copy ev response data to ClientResponse.
-void PopulateResponse(evhttp_request* req, TestClientResponse* response) {
-  response->status =
-      static_cast<HTTPStatusCode>(evhttp_request_get_response_code(req));
-
-  struct evkeyvalq* headers = evhttp_request_get_input_headers(req);
-  struct evkeyval* header;
-  for (header = headers->tqh_first; header; header = header->next.tqe_next) {
-    response->headers.emplace_back(header->key, header->value);
-  }
-
-  char buffer[1024];
-  int nread;
-
-  while ((nread = evbuffer_remove(evhttp_request_get_input_buffer(req), buffer,
-                                  sizeof(buffer))) > 0) {
-    absl::StrAppend(&response->body,
-                    absl::string_view(buffer, static_cast<size_t>(nread)));
-  }
-}
-
-evhttp_cmd_type GetMethodEnum(absl::string_view method, bool with_body) {
-  if (method.compare("GET") == 0) {
-    return EVHTTP_REQ_GET;
-  } else if (method.compare("POST") == 0) {
-    return EVHTTP_REQ_POST;
-  } else if (method.compare("HEAD") == 0) {
-    return EVHTTP_REQ_HEAD;
-  } else if (method.compare("PUT") == 0) {
-    return EVHTTP_REQ_PUT;
-  } else if (method.compare("DELETE") == 0) {
-    return EVHTTP_REQ_DELETE;
-  } else if (method.compare("OPTIONS") == 0) {
-    return EVHTTP_REQ_OPTIONS;
-  } else if (method.compare("TRACE") == 0) {
-    return EVHTTP_REQ_TRACE;
-  } else if (method.compare("CONNECT") == 0) {
-    return EVHTTP_REQ_CONNECT;
-  } else if (method.compare("PATCH") == 0) {
-    return EVHTTP_REQ_PATCH;
-  } else {
-    if (with_body) {
-      return EVHTTP_REQ_POST;
-    } else {
-      return EVHTTP_REQ_GET;
-    }
-  }
-}
-
-void ResponseDone(evhttp_request* req, void* ctx) {
-  TestClientResponse* response = reinterpret_cast<TestClientResponse*>(ctx);
-
-  if (req == nullptr) {
-    // TODO(wenboz): make this a util and check safety
-    int errcode = EVUTIL_SOCKET_ERROR();
-    NET_LOG(ERROR, "socket error = %s (%d)",
-            evutil_socket_error_to_string(errcode), errcode);
-    return;
-  }
-
-  PopulateResponse(req, response);
-
-  if (response->done != nullptr) {
-    response->done();
-  }
-}
-
-// Returns false if there is any error.
-bool GenerateEvRequest(evhttp_connection* evcon,
-                       const TestClientRequest& request,
-                       TestClientResponse* response) {
-  evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
-  if (evreq == nullptr) {
-    NET_LOG(ERROR, "Failed to send request : evhttp_request_new()");
-    return false;
-  }
-
-  evkeyvalq* output_headers = evhttp_request_get_output_headers(evreq);
-  for (auto header : request.headers) {
-    std::string key(header.first.data(), header.first.size());
-    std::string value(header.second.data(), header.second.size());
-    evhttp_add_header(output_headers, key.c_str(), value.c_str());
-  }
-
-  evhttp_add_header(output_headers, "Connection", "close");
-
-  if (!request.body.empty()) {
-    evbuffer* output_buffer = evhttp_request_get_output_buffer(evreq);
-
-    std::string body(request.body.data(), request.body.size());
-    evbuffer_add(output_buffer, body.c_str(), request.body.size());
-
-    char length_header[16];
-    evutil_snprintf(length_header, sizeof(length_header) - 1, "%lu",
-                    request.body.size());
-    evhttp_add_header(output_headers, "Content-Length", length_header);
-  }
-
-  std::string uri(request.uri_path.data(), request.uri_path.size());
-  int r = evhttp_make_request(
-      evcon, evreq, GetMethodEnum(request.method, !request.body.empty()),
-      uri.c_str());
-  if (r != 0) {
-    NET_LOG(ERROR, "evhttp_make_request() failed");
-    return false;
-  }
-
-  return true;
-}
-
-}  // namespace
-
-// Sends the request and has the connection closed
-bool EvHTTPConnection::BlockingSendRequest(const TestClientRequest& request,
-                                           TestClientResponse* response) {
-  if (!GenerateEvRequest(evcon_, request, response)) {
-    NET_LOG(ERROR, "Failed to generate the ev_request");
-    return false;
-  }
-
-  // inline loop blocking
-  event_base_dispatch(ev_base_);
-  return true;
-}
-
-bool EvHTTPConnection::SendRequest(const TestClientRequest& request,
-                                   TestClientResponse* response) {
-  if (this->executor_ == nullptr) {
-    NET_LOG(ERROR, "EventExecutor is not configured.");
-    return false;
-  }
-
-  if (!GenerateEvRequest(evcon_, request, response)) {
-    NET_LOG(ERROR, "Failed to generate the ev_request");
-    return false;
-  }
-
-  executor_->Schedule([this]() {
-    loop_exit_.reset(new absl::Notification());
-    event_base_dispatch(ev_base_);
-    loop_exit_->Notify();
-  });
-
-  return true;
-}
-
-void EvHTTPConnection::SetExecutor(std::unique_ptr<EventExecutor> executor) {
-  this->executor_ = std::move(executor);
-}
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h b/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
deleted file mode 100644
index 976fd6c4dee..00000000000
--- a/tensorflow_serving/util/net_http/client/internal/evhttp_connection.h
+++ /dev/null
@@ -1,103 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_INTERNAL_EVHTTP_CONNECTION_H_
-
-#include <functional>
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "absl/strings/string_view.h"
-#include "absl/synchronization/notification.h"
-
-#include "libevent/include/event2/buffer.h"
-#include "libevent/include/event2/bufferevent.h"
-#include "libevent/include/event2/event.h"
-#include "libevent/include/event2/http.h"
-#include "libevent/include/event2/keyvalq_struct.h"
-#include "libevent/include/event2/util.h"
-
-// TODO(wenboz): move EventExecutor to net_http/common
-#include "tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h"
-#include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-// The following types may be moved to an API interface in future.
-
-class EvHTTPConnection final : public TestHTTPClientInterface {
- public:
-  EvHTTPConnection() = default;
-
-  ~EvHTTPConnection() override;
-
-  EvHTTPConnection(const EvHTTPConnection& other) = delete;
-  EvHTTPConnection& operator=(const EvHTTPConnection& other) = delete;
-
-  // Terminates the connection.
-  void Terminate() override;
-
-  // Returns a new connection given an absolute URL.
-  // Always treat the URL scheme as "http" for now.
-  // Returns nullptr if any error
-  static std::unique_ptr<EvHTTPConnection> Connect(absl::string_view url);
-
-  // Returns a new connection to the specified host:port.
-  // Returns nullptr if any error
-  static std::unique_ptr<EvHTTPConnection> Connect(absl::string_view host,
-                                                   int port);
-
-  // Returns a new connection to the specified port of localhost.
-  // Returns nullptr if any error
-  static std::unique_ptr<EvHTTPConnection> ConnectLocal(int port) {
-    return Connect("localhost", port);
-  }
-
-  // Sends a request and blocks the caller till a response is received
-  // or any error has happened.
-  // Returns false if any error.
-  bool BlockingSendRequest(const TestClientRequest& request,
-                           TestClientResponse* response) override;
-
-  // Sends a request and returns immediately. The response will be handled
-  // asynchronously via the response->done callback.
-  // Returns false if any error in sending the request, or if the executor
-  // has not been configured.
-  bool SendRequest(const TestClientRequest& request,
-                   TestClientResponse* response) override;
-
-  // Sets the executor for processing requests asynchronously.
-  void SetExecutor(std::unique_ptr<EventExecutor> executor) override;
-
- private:
-  struct event_base* ev_base_;
-  struct evhttp_uri* http_uri_;
-  struct evhttp_connection* evcon_;
-
-  std::unique_ptr<EventExecutor> executor_;
-
-  std::unique_ptr<absl::Notification> loop_exit_;
-};
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_EVHTTP_CONNECTION_H_
diff --git a/tensorflow_serving/util/net_http/client/public/README.md b/tensorflow_serving/util/net_http/client/public/README.md
deleted file mode 100644
index 350cd1da9d5..00000000000
--- a/tensorflow_serving/util/net_http/client/public/README.md
+++ /dev/null
@@ -1,5 +0,0 @@
-The client library is still under development, and has yet to be finalized.
-
-It should be primarily used for writing tests for users of the
-ServerRequestInterface and HTTPServerInterface APIs to verify basic
-functionality, and the current state should be considered experimental.
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
index 90dabb92878..a35588dc64c 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
@@ -19,7 +19,7 @@ limitations under the License.
 
 #include "absl/strings/str_cat.h"
 #include "tensorflow_serving/util/net_http/internal/net_logging.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+#include "tensorflow_serving/util/net_http/public/response_code_enum.h"
 
 namespace tensorflow {
 namespace serving {
@@ -170,8 +170,7 @@ void ResponseDone(evhttp_request* req, void* ctx) {
 }
 
 // Returns false if there is any error.
-bool GenerateEvRequest(evhttp_connection* evcon,
-                       const TestClientRequest& request,
+bool GenerateEvRequest(evhttp_connection* evcon, const TestClientRequest& request,
                        TestClientResponse* response) {
   evhttp_request* evreq = evhttp_request_new(ResponseDone, response);
   if (evreq == nullptr) {
@@ -216,7 +215,7 @@ bool GenerateEvRequest(evhttp_connection* evcon,
 
 // Sends the request and has the connection closed
 bool TestEvHTTPConnection::BlockingSendRequest(const TestClientRequest& request,
-                                               TestClientResponse* response) {
+                                           TestClientResponse* response) {
   if (!GenerateEvRequest(evcon_, request, response)) {
     NET_LOG(ERROR, "Failed to generate the ev_request");
     return false;
@@ -228,7 +227,7 @@ bool TestEvHTTPConnection::BlockingSendRequest(const TestClientRequest& request,
 }
 
 bool TestEvHTTPConnection::SendRequest(const TestClientRequest& request,
-                                       TestClientResponse* response) {
+                                   TestClientResponse* response) {
   if (this->executor_ == nullptr) {
     NET_LOG(ERROR, "EventExecutor is not configured.");
     return false;
@@ -248,8 +247,7 @@ bool TestEvHTTPConnection::SendRequest(const TestClientRequest& request,
   return true;
 }
 
-void TestEvHTTPConnection::SetExecutor(
-    std::unique_ptr<EventExecutor> executor) {
+void TestEvHTTPConnection::SetExecutor(std::unique_ptr<EventExecutor> executor) {
   this->executor_ = std::move(executor);
 }
 
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
index c0e7d5e5c4a..2750b67eb37 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h
@@ -24,6 +24,7 @@ limitations under the License.
 
 #include "absl/strings/string_view.h"
 #include "absl/synchronization/notification.h"
+
 #include "libevent/include/event2/buffer.h"
 #include "libevent/include/event2/bufferevent.h"
 #include "libevent/include/event2/event.h"
@@ -61,7 +62,7 @@ class TestEvHTTPConnection final : public TestHTTPClientInterface {
   // Returns a new connection to the specified host:port.
   // Returns nullptr if any error
   static std::unique_ptr<TestEvHTTPConnection> Connect(absl::string_view host,
-                                                       int port);
+                                                   int port);
 
   // Returns a new connection to the specified port of localhost.
   // Returns nullptr if any error
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h b/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
index 52b624d9c07..ea72bcd5ce9 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
+++ b/tensorflow_serving/util/net_http/client/test_client/public/httpclient.h
@@ -45,5 +45,4 @@ inline std::unique_ptr<TestHTTPClientInterface> CreateEvHTTPConnection(
 }  // namespace serving
 }  // namespace tensorflow
 
-#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_H_
-
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_H_
\ No newline at end of file
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h b/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
index ba81991e5d3..308117d0f34 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
+++ b/tensorflow_serving/util/net_http/client/test_client/public/httpclient_interface.h
@@ -17,7 +17,7 @@ limitations under the License.
 #define THIRD_PARTY_TENSORFLOW_SERVING_UTIL_NET_HTTP_CLIENT_TEST_CLIENT_PUBLIC_HTTPCLIENT_INTERFACE_H_
 
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+#include "tensorflow_serving/util/net_http/public/response_code_enum.h"
 
 // API for the HTTP Client
 // NOTE: This API is not yet finalized, and should be considered experimental.
@@ -51,8 +51,7 @@ struct TestClientResponse {
 class TestHTTPClientInterface {
  public:
   TestHTTPClientInterface(const TestHTTPClientInterface& other) = delete;
-  TestHTTPClientInterface& operator=(const TestHTTPClientInterface& other) =
-      delete;
+  TestHTTPClientInterface& operator=(const TestHTTPClientInterface& other) = delete;
 
   virtual ~TestHTTPClientInterface() = default;
 
diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
index d8f99141ed6..ef1f9ca64b0 100644
--- a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
@@ -4,7 +4,7 @@ package(
     default_visibility = ["//visibility:private"],
 )
 
-licenses(["notice"])
+licenses(["notice"])  # Apache 2.0
 
 cc_binary(
     name = "evhttp_echo_client",
diff --git a/tensorflow_serving/util/net_http/client/testing/BUILD b/tensorflow_serving/util/net_http/client/testing/BUILD
deleted file mode 100644
index 702ed5ef1e4..00000000000
--- a/tensorflow_serving/util/net_http/client/testing/BUILD
+++ /dev/null
@@ -1,15 +0,0 @@
-# Description: net_http/client/testing
-
-package(
-    default_visibility = ["//visibility:private"],
-)
-
-licenses(["notice"])
-
-cc_binary(
-    name = "evhttp_echo_client",
-    srcs = ["evhttp_echo_client.cc"],
-    deps = [
-        "//tensorflow_serving/util/net_http/client/internal:evhttp_client",
-    ],
-)
diff --git a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc b/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
deleted file mode 100644
index 79f929d13c3..00000000000
--- a/tensorflow_serving/util/net_http/client/testing/evhttp_echo_client.cc
+++ /dev/null
@@ -1,63 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// A test client to print the response from the evhttp_echo_server
-// URI: /print
-
-#include <iostream>
-
-#include "tensorflow_serving/util/net_http/client/internal/evhttp_connection.h"
-
-namespace {
-
-using tensorflow::serving::net_http::EvHTTPConnection;
-using tensorflow::serving::net_http::TestClientRequest;
-using tensorflow::serving::net_http::TestClientResponse;
-
-bool SendRequest(const char* url) {
-  auto connection = EvHTTPConnection::Connect(url);
-  if (connection == nullptr) {
-    std::cerr << "Fail to connect to %s" << url;
-  }
-
-  TestClientRequest request = {url, "GET", {}, ""};
-  TestClientResponse response = {};
-
-  if (!connection->BlockingSendRequest(request, &response)) {
-    std::cerr << "Request failed.";
-    return false;
-  }
-
-  std::cout << "Response received: " << std::endl
-            << "Status: " << static_cast<int>(response.status) << std::endl;
-
-  for (const auto& keyval : response.headers) {
-    std::cout << keyval.first << " : " << keyval.second << std::endl;
-  }
-
-  std::cout << std::endl << response.body << std::endl;
-  return true;
-}
-
-}  // namespace
-
-int main(int argc, char** argv) {
-  if (argc < 2) {
-    std::cerr << "Usage: http-client <url>" << std::endl;
-    return 1;
-  }
-
-  return SendRequest(argv[1]);
-}
diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
new file mode 100644
index 00000000000..a3192b855a7
--- /dev/null
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -0,0 +1,22 @@
+# Description: shared files
+
+package(
+    default_visibility = [
+        "//tensorflow_serving:internal",
+        "//tensorflow_serving/util/net_http:__subpackages__",
+    ],
+)
+
+licenses(["notice"])  # Apache 2.0
+
+# C++ lib based on zlib for gzip support
+cc_library(
+    name = "shared_files",
+    srcs = [
+        "header_names.cc",
+    ],
+    hdrs = [
+        "header_names.h",
+        "response_code_enum.h",
+    ],
+)
\ No newline at end of file
diff --git a/tensorflow_serving/util/net_http/public/header_names.cc b/tensorflow_serving/util/net_http/public/header_names.cc
new file mode 100644
index 00000000000..1a57e36eca7
--- /dev/null
+++ b/tensorflow_serving/util/net_http/public/header_names.cc
@@ -0,0 +1,159 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/util/net_http/public/header_names.h"
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Standard header names
+
+const char HTTPHeaders::ACCEPT[] = "Accept";
+const char HTTPHeaders::ACCEPT_CHARSET[] = "Accept-Charset";
+const char HTTPHeaders::ACCEPT_ENCODING[] = "Accept-Encoding";
+const char HTTPHeaders::ACCEPT_LANGUAGE[] = "Accept-Language";
+const char HTTPHeaders::ACCEPT_RANGES[] = "Accept-Ranges";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_CREDENTIALS[] =
+    "Access-Control-Allow-Credentials";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_HEADERS[] =
+    "Access-Control-Allow-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_METHODS[] =
+    "Access-Control-Allow-Methods";
+const char HTTPHeaders::ACCESS_CONTROL_ALLOW_ORIGIN[] =
+    "Access-Control-Allow-Origin";
+const char HTTPHeaders::ACCESS_CONTROL_EXPOSE_HEADERS[] =
+    "Access-Control-Expose-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_MAX_AGE[] = "Access-Control-Max-Age";
+const char HTTPHeaders::ACCESS_CONTROL_REQUEST_HEADERS[] =
+    "Access-Control-Request-Headers";
+const char HTTPHeaders::ACCESS_CONTROL_REQUEST_METHOD[] =
+    "Access-Control-Request-Method";
+const char HTTPHeaders::AGE[] = "Age";
+const char HTTPHeaders::ALLOW[] = "Allow";
+const char HTTPHeaders::AUTHORIZATION[] = "Authorization";
+const char HTTPHeaders::CACHE_CONTROL[] = "Cache-Control";
+const char HTTPHeaders::CONNECTION[] = "Connection";
+const char HTTPHeaders::CONTENT_DISPOSITION[] = "Content-Disposition";
+const char HTTPHeaders::CONTENT_ENCODING[] = "Content-Encoding";
+const char HTTPHeaders::CONTENT_LANGUAGE[] = "Content-Language";
+const char HTTPHeaders::CONTENT_LENGTH[] = "Content-Length";
+const char HTTPHeaders::CONTENT_LOCATION[] = "Content-Location";
+const char HTTPHeaders::CONTENT_RANGE[] = "Content-Range";
+const char HTTPHeaders::CONTENT_SECURITY_POLICY[] = "Content-Security-Policy";
+const char HTTPHeaders::CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
+    "Content-Security-Policy-Report-Only";
+const char HTTPHeaders::X_CONTENT_SECURITY_POLICY[] =
+    "X-Content-Security-Policy";
+const char HTTPHeaders::X_CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
+    "X-Content-Security-Policy-Report-Only";
+const char HTTPHeaders::X_WEBKIT_CSP[] = "X-WebKit-CSP";
+const char HTTPHeaders::X_WEBKIT_CSP_REPORT_ONLY[] = "X-WebKit-CSP-Report-Only";
+const char HTTPHeaders::CONTENT_TYPE[] = "Content-Type";
+const char HTTPHeaders::CONTENT_MD5[] = "Content-MD5";
+const char HTTPHeaders::X_CONTENT_TYPE_OPTIONS[] = "X-Content-Type-Options";
+const char HTTPHeaders::COOKIE[] = "Cookie";
+const char HTTPHeaders::COOKIE2[] = "Cookie2";
+const char HTTPHeaders::DATE[] = "Date";
+const char HTTPHeaders::DAV[] = "DAV";
+const char HTTPHeaders::DEPTH[] = "Depth";
+const char HTTPHeaders::DESTINATION[] = "Destination";
+const char HTTPHeaders::DNT[] = "DNT";
+const char HTTPHeaders::EARLY_DATA[] = "Early-Data";
+const char HTTPHeaders::ETAG[] = "ETag";
+const char HTTPHeaders::EXPECT[] = "Expect";
+const char HTTPHeaders::EXPIRES[] = "Expires";
+const char HTTPHeaders::FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[] =
+    "Follow-Only-When-Prerender-Shown";
+const char HTTPHeaders::FORWARDED[] = "Forwarded";
+const char HTTPHeaders::FROM[] = "From";
+const char HTTPHeaders::HOST[] = "Host";
+const char HTTPHeaders::HTTP2_SETTINGS[] = "HTTP2-Settings";
+const char HTTPHeaders::IF[] = "If";
+const char HTTPHeaders::IF_MATCH[] = "If-Match";
+const char HTTPHeaders::IF_MODIFIED_SINCE[] = "If-Modified-Since";
+const char HTTPHeaders::IF_NONE_MATCH[] = "If-None-Match";
+const char HTTPHeaders::IF_UNMODIFIED_SINCE[] = "If-Unmodified-Since";
+const char HTTPHeaders::IF_RANGE[] = "If-Range";
+const char HTTPHeaders::KEEP_ALIVE[] = "Keep-Alive";
+const char HTTPHeaders::LABEL[] = "Label";
+const char HTTPHeaders::LAST_MODIFIED[] = "Last-Modified";
+const char HTTPHeaders::LINK[] = "Link";
+const char HTTPHeaders::LOCATION[] = "Location";
+const char HTTPHeaders::LOCK_TOKEN[] = "Lock-Token";
+const char HTTPHeaders::MAX_FORWARDS[] = "Max-Forwards";
+const char HTTPHeaders::MS_AUTHOR_VIA[] = "MS-Author-Via";
+const char HTTPHeaders::ORIGIN[] = "Origin";
+const char HTTPHeaders::OVERWRITE_HDR[] = "Overwrite";
+const char HTTPHeaders::PRAGMA[] = "Pragma";
+const char HTTPHeaders::P3P[] = "P3P";
+const char HTTPHeaders::PING_FROM[] = "Ping-From";
+const char HTTPHeaders::PING_TO[] = "Ping-To";
+const char HTTPHeaders::PROXY_CONNECTION[] = "Proxy-Connection";
+const char HTTPHeaders::PROXY_AUTHENTICATE[] = "Proxy-Authenticate";
+const char HTTPHeaders::PROXY_AUTHORIZATION[] = "Proxy-Authorization";
+const char HTTPHeaders::PUBLIC_KEY_PINS[] = "Public-Key-Pins";
+const char HTTPHeaders::PUBLIC_KEY_PINS_REPORT_ONLY[] =
+    "Public-Key-Pins-Report-Only";
+const char HTTPHeaders::RANGE[] = "Range";
+const char HTTPHeaders::REFERER[] = "Referer";
+const char HTTPHeaders::REFERRER_POLICY[] = "Referrer-Policy";
+const char HTTPHeaders::REFERRER_POLICY_NO_REFERRER[] = "no-referrer";
+const char HTTPHeaders::REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[] =
+    "no-referrer-when-downgrade";
+const char HTTPHeaders::REFERRER_POLICY_SAME_ORIGIN[] = "same-origin";
+const char HTTPHeaders::REFERRER_POLICY_ORIGIN[] = "origin";
+const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN[] = "strict-origin";
+const char HTTPHeaders::REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[] =
+    "origin-when-cross-origin";
+const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[] =
+    "strict-origin-when-cross-origin";
+const char HTTPHeaders::REFERRER_POLICY_UNSAFE_URL[] = "unsafe-url";
+const char HTTPHeaders::REFRESH[] = "Refresh";
+const char HTTPHeaders::RETRY_AFTER[] = "Retry-After";
+const char HTTPHeaders::SEC_METADATA[] = "Sec-Metadata";
+const char HTTPHeaders::SEC_TOKEN_BINDING[] = "Sec-Token-Binding";
+const char HTTPHeaders::SEC_PROVIDED_TOKEN_BINDING_ID[] =
+    "Sec-Provided-Token-Binding-ID";
+const char HTTPHeaders::SEC_REFERRED_TOKEN_BINDING_ID[] =
+    "Sec-Referred-Token-Binding-ID";
+const char HTTPHeaders::SERVER[] = "Server";
+const char HTTPHeaders::SERVER_TIMING[] = "Server-Timing";
+const char HTTPHeaders::SERVICE_WORKER[] = "Service-Worker";
+const char HTTPHeaders::SERVICE_WORKER_ALLOWED[] = "Service-Worker-Allowed";
+const char HTTPHeaders::SERVICE_WORKER_NAVIGATION_PRELOAD[] =
+    "Service-Worker-Navigation-Preload";
+const char HTTPHeaders::SET_COOKIE[] = "Set-Cookie";
+const char HTTPHeaders::SET_COOKIE2[] = "Set-Cookie2";
+const char HTTPHeaders::STATUS_URI[] = "Status-URI";
+const char HTTPHeaders::STRICT_TRANSPORT_SECURITY[] =
+    "Strict-Transport-Security";
+const char HTTPHeaders::TIMEOUT[] = "Timeout";
+const char HTTPHeaders::TIMING_ALLOW_ORIGIN[] = "Timing-Allow-Origin";
+const char HTTPHeaders::TK[] = "Tk";
+const char HTTPHeaders::TRAILER[] = "Trailer";
+const char HTTPHeaders::TRAILERS[] = "Trailers";
+const char HTTPHeaders::TRANSFER_ENCODING[] = "Transfer-Encoding";
+const char HTTPHeaders::TRANSFER_ENCODING_ABBRV[] = "TE";
+const char HTTPHeaders::UPGRADE[] = "Upgrade";
+const char HTTPHeaders::USER_AGENT[] = "User-Agent";
+const char HTTPHeaders::VARY[] = "Vary";
+const char HTTPHeaders::VIA[] = "Via";
+const char HTTPHeaders::WARNING[] = "Warning";
+const char HTTPHeaders::WWW_AUTHENTICATE[] = "WWW-Authenticate";
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/public/header_names.h b/tensorflow_serving/util/net_http/public/header_names.h
new file mode 100644
index 00000000000..6cd8ce9d8ff
--- /dev/null
+++ b/tensorflow_serving/util/net_http/public/header_names.h
@@ -0,0 +1,185 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_HEADER_NAMES_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_HEADER_NAMES_H_
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+// Standard HTTP Header Names
+//
+// http://www.iana.org/assignments/message-headers
+class HTTPHeaders {
+ public:
+  HTTPHeaders() = delete;
+
+  static const char ACCEPT[];
+  static const char ACCEPT_CHARSET[];
+  static const char ACCEPT_ENCODING[];
+  static const char ACCEPT_LANGUAGE[];
+  static const char ACCEPT_RANGES[];
+  static const char ACCESS_CONTROL_ALLOW_CREDENTIALS[];
+  static const char ACCESS_CONTROL_ALLOW_HEADERS[];
+  static const char ACCESS_CONTROL_ALLOW_METHODS[];
+  static const char ACCESS_CONTROL_ALLOW_ORIGIN[];
+  static const char ACCESS_CONTROL_EXPOSE_HEADERS[];
+  static const char ACCESS_CONTROL_MAX_AGE[];
+  static const char ACCESS_CONTROL_REQUEST_HEADERS[];
+  static const char ACCESS_CONTROL_REQUEST_METHOD[];
+  static const char AGE[];
+  static const char ALLOW[];
+  static const char AUTHORIZATION[];
+  static const char CACHE_CONTROL[];
+  static const char CONNECTION[];
+  static const char CONTENT_DISPOSITION[];
+  static const char CONTENT_ENCODING[];
+  static const char CONTENT_LANGUAGE[];
+  static const char CONTENT_LENGTH[];
+  static const char CONTENT_LOCATION[];
+  static const char CONTENT_RANGE[];
+  // http://w3.org/TR/CSP/#content-security-policy-header-field
+  static const char CONTENT_SECURITY_POLICY[];
+  // http://w3.org/TR/CSP/#content-security-policy-report-only-header-field
+  static const char CONTENT_SECURITY_POLICY_REPORT_ONLY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
+  // version 23 and the Internet Explorer version 10.
+  // Please, use CONTENT_SECURITY_POLICY to pass the CSP.
+  static const char X_CONTENT_SECURITY_POLICY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
+  // version 23 and Internet Explorer version 10.
+  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
+  static const char X_CONTENT_SECURITY_POLICY_REPORT_ONLY[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
+  // version 25. Please, use CONTENT_SECURITY_POLICY to pass the CSP.
+  static const char X_WEBKIT_CSP[];
+  // A nonstandard CSP header that was introduced for CSP v.1
+  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
+  // version 25.
+  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
+  static const char X_WEBKIT_CSP_REPORT_ONLY[];
+  static const char CONTENT_TYPE[];
+  static const char CONTENT_MD5[];
+  // A header, introduced by Microsoft, to modify how browsers
+  // interpret Content-Type:
+  // http://blogs.msdn.com/ie/archive/2008/09/02/ie8-security-part-vi-beta-2-update.aspx
+  static const char X_CONTENT_TYPE_OPTIONS[];
+  static const char COOKIE[];
+  static const char COOKIE2[];
+  static const char DATE[];
+  static const char DAV[];
+  static const char DEPTH[];
+  static const char DESTINATION[];
+  static const char DNT[];
+  // https://tools.ietf.org/html/rfc8470
+  static const char EARLY_DATA[];
+  static const char ETAG[];
+  static const char EXPECT[];
+  static const char EXPIRES[];
+  static const char FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[];
+  // Supersedes X-Forwarded-For (https://tools.ietf.org/html/rfc7239).
+  static const char FORWARDED[];
+  static const char FROM[];
+  static const char HOST[];
+  // http://httpwg.org/specs/rfc7540.html#Http2SettingsHeader
+  static const char HTTP2_SETTINGS[];
+  static const char IF[];
+  static const char IF_MATCH[];
+  static const char IF_MODIFIED_SINCE[];
+  static const char IF_NONE_MATCH[];
+  static const char IF_RANGE[];
+  static const char IF_UNMODIFIED_SINCE[];
+  static const char KEEP_ALIVE[];
+  static const char LABEL[];
+  static const char LAST_MODIFIED[];
+  static const char LINK[];
+  static const char LOCATION[];
+  static const char LOCK_TOKEN[];
+  static const char MAX_FORWARDS[];
+  static const char MS_AUTHOR_VIA[];
+  static const char ORIGIN[];
+  static const char OVERWRITE_HDR[];
+  static const char P3P[];
+  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
+  static const char PING_FROM[];
+  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
+  static const char PING_TO[];
+  static const char PRAGMA[];
+  static const char PROXY_CONNECTION[];
+  static const char PROXY_AUTHENTICATE[];
+  static const char PROXY_AUTHORIZATION[];
+  // http://tools.ietf.org/html/draft-ietf-websec-key-pinning
+  static const char PUBLIC_KEY_PINS[];
+  static const char PUBLIC_KEY_PINS_REPORT_ONLY[];
+  static const char RANGE[];
+  static const char REFERER[];
+  // https://www.w3.org/TR/referrer-policy/
+  static const char REFERRER_POLICY[];
+  static const char REFERRER_POLICY_NO_REFERRER[];
+  static const char REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[];
+  static const char REFERRER_POLICY_SAME_ORIGIN[];
+  static const char REFERRER_POLICY_ORIGIN[];
+  static const char REFERRER_POLICY_STRICT_ORIGIN[];
+  static const char REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[];
+  static const char REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[];
+  static const char REFERRER_POLICY_UNSAFE_URL[];
+  static const char REFRESH[];
+  static const char RETRY_AFTER[];
+  // https://github.com/mikewest/sec-metadata
+  static const char SEC_METADATA[];
+  // https://tools.ietf.org/html/draft-ietf-tokbind-https
+  static const char SEC_TOKEN_BINDING[];
+  // https://tools.ietf.org/html/draft-ietf-tokbind-ttrp
+  static const char SEC_PROVIDED_TOKEN_BINDING_ID[];
+  static const char SEC_REFERRED_TOKEN_BINDING_ID[];
+  static const char SERVER[];
+  // https://www.w3.org/TR/server-timing/
+  static const char SERVER_TIMING[];
+  // https://www.w3.org/TR/service-workers/#update-algorithm
+  static const char SERVICE_WORKER[];
+  static const char SERVICE_WORKER_ALLOWED[];
+  // https://developers.google.com/web/updates/2017/02/navigation-preload
+  static const char SERVICE_WORKER_NAVIGATION_PRELOAD[];
+  static const char SET_COOKIE[];
+  static const char SET_COOKIE2[];
+  static const char STATUS_URI[];
+  // HSTS http://tools.ietf.org/html/draft-ietf-websec-strict-transport-sec
+  static const char STRICT_TRANSPORT_SECURITY[];
+  static const char TIMEOUT[];
+  // http://www.w3.org/TR/2011/WD-resource-timing-20110524/#cross-origin-resources
+  static const char TIMING_ALLOW_ORIGIN[];
+  // http://www.w3.org/2011/tracking-protection/drafts/tracking-dnt.html#response-header-field
+  static const char TK[];
+  static const char TRAILER[];
+  static const char TRAILERS[];
+  static const char TRANSFER_ENCODING[];
+  static const char TRANSFER_ENCODING_ABBRV[];
+  static const char UPGRADE[];
+  static const char USER_AGENT[];
+  static const char VARY[];
+  static const char VIA[];
+  static const char WARNING[];
+  static const char WWW_AUTHENTICATE[];
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_HEADER_NAMES_H_
diff --git a/tensorflow_serving/util/net_http/public/response_code_enum.h b/tensorflow_serving/util/net_http/public/response_code_enum.h
new file mode 100644
index 00000000000..b562b53ecaf
--- /dev/null
+++ b/tensorflow_serving/util/net_http/public/response_code_enum.h
@@ -0,0 +1,113 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_RESPONSE_CODE_ENUM_H_
+#define TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_RESPONSE_CODE_ENUM_H_
+
+namespace tensorflow {
+namespace serving {
+namespace net_http {
+
+enum class HTTPStatusCode {
+  // These are the status codes we can give back to the client.
+  // http://www.iana.org/assignments/http-status-codes/http-status-codes.xhtml#http-status-codes-1
+  UNDEFINED = 0,  // Illegal value for initialization
+  FIRST_CODE = 100,
+
+  // Informational
+  CONTINUE = 100,    // Continue
+  SWITCHING = 101,   // Switching Protocols
+  PROCESSING = 102,  // Processing (RFC 2518, sec 10.1)
+
+  // Success
+  OK = 200,                // OK
+  CREATED = 201,           // Created
+  ACCEPTED = 202,          // Accepted
+  PROVISIONAL = 203,       // Non-Authoritative Information
+  NO_CONTENT = 204,        // No Content
+  RESET_CONTENT = 205,     // Reset Content
+  PART_CONTENT = 206,      // Partial Content
+  MULTI_STATUS = 207,      // Multi-Status (RFC 2518, sec 10.2)
+  ALREADY_REPORTED = 208,  // Already Reported (RFC 5842)
+  IM_USED = 226,           // IM Used (RFC 3229)
+
+  // Redirect
+  MULTIPLE = 300,           // Multiple Choices
+  MOVED_PERM = 301,         // Moved Permanently
+  MOVED_TEMP = 302,         // Found. For historical reasons,
+                            // a user agent MAY change the method
+                            // from POST to GET for the subsequent
+                            // request (RFC 7231, sec 6.4.3).
+  SEE_OTHER = 303,          // See Other
+  NOT_MODIFIED = 304,       // Not Modified
+  USE_PROXY = 305,          // Use Proxy
+  TEMP_REDIRECT = 307,      // Similar to 302, except that user
+                            // agents MUST NOT change the request
+                            // method (RFC 7231, sec 6.4.7)
+  RESUME_INCOMPLETE = 308,  // Resume Incomplete
+
+  // Client Error
+  BAD_REQUEST = 400,            // Bad Request
+  UNAUTHORIZED = 401,           // Unauthorized
+  PAYMENT = 402,                // Payment Required
+  FORBIDDEN = 403,              // Forbidden
+  NOT_FOUND = 404,              // Not Found
+  METHOD_NA = 405,              // Method Not Allowed
+  NONE_ACC = 406,               // Not Acceptable
+  PROXY = 407,                  // Proxy Authentication Required
+  REQUEST_TO = 408,             // Request Time-out
+  CONFLICT = 409,               // Conflict
+  GONE = 410,                   // Gone
+  LEN_REQUIRED = 411,           // Length Required
+  PRECOND_FAILED = 412,         // Precondition Failed
+  ENTITY_TOO_BIG = 413,         // Request Entity Too Large
+  URI_TOO_BIG = 414,            // Request-URI Too Large
+  UNKNOWN_MEDIA = 415,          // Unsupported Media Type
+  BAD_RANGE = 416,              // Requested range not satisfiable
+  BAD_EXPECTATION = 417,        // Expectation Failed
+  IM_A_TEAPOT = 418,            // I'm a Teapot (RFC 2324, 7168)
+  MISDIRECTED_REQUEST = 421,    // Misdirected Request (RFC 7540)
+  UNPROC_ENTITY = 422,          // Unprocessable Entity (RFC 2518, sec 10.3)
+  LOCKED = 423,                 // Locked (RFC 2518, sec 10.4)
+  FAILED_DEP = 424,             // Failed Dependency (RFC 2518, sec 10.5)
+  UPGRADE_REQUIRED = 426,       // Upgrade Required (RFC 7231, sec 6.5.14)
+  PRECOND_REQUIRED = 428,       // Precondition Required (RFC 6585, sec 3)
+  TOO_MANY_REQUESTS = 429,      // Too Many Requests (RFC 6585, sec 4)
+  HEADER_TOO_LARGE = 431,       // Request Header Fields Too Large
+                                // (RFC 6585, sec 5)
+  UNAVAILABLE_LEGAL = 451,      // Unavailable For Legal Reasons (RFC 7725)
+  CLIENT_CLOSED_REQUEST = 499,  // Client Closed Request (Nginx)
+
+  // Server Error
+  ERROR = 500,               // Internal Server Error
+  NOT_IMP = 501,             // Not Implemented
+  BAD_GATEWAY = 502,         // Bad Gateway
+  SERVICE_UNAV = 503,        // Service Unavailable
+  GATEWAY_TO = 504,          // Gateway Time-out
+  BAD_VERSION = 505,         // HTTP Version not supported
+  VARIANT_NEGOTIATES = 506,  // Variant Also Negotiates (RFC 2295)
+  INSUF_STORAGE = 507,       // Insufficient Storage (RFC 2518, sec 10.6)
+  LOOP_DETECTED = 508,       // Loop Detected (RFC 5842)
+  NOT_EXTENDED = 510,        // Not Extended (RFC 2774)
+  NETAUTH_REQUIRED = 511,    // Network Authentication Required
+                             // (RFC 6585, sec 6)
+  LAST_CODE = 599,
+};
+
+}  // namespace net_http
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_PUBLIC_RESPONSE_CODE_ENUM_H_
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index d05db9479dd..c97199df858 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -35,7 +35,7 @@ limitations under the License.
 #include "libevent/include/event2/keyvalq_struct.h"
 #include "tensorflow_serving/util/net_http/compression/gzip_zlib.h"
 #include "tensorflow_serving/util/net_http/internal/net_logging.h"
-#include "tensorflow_serving/util/net_http/server/public/header_names.h"
+#include "tensorflow_serving/util/net_http/public/header_names.h"
 
 namespace tensorflow {
 namespace serving {
@@ -161,7 +161,7 @@ void EvHTTPRequest::WriteResponseString(absl::string_view data) {
   WriteResponseBytes(data.data(), static_cast<int64_t>(data.size()));
 }
 
-std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
+std::unique_ptr<char[], ServerRequestInterface::BlockDeleter> EvHTTPRequest::ReadRequestBytes(
     int64_t* size) {
   evbuffer* input_buf =
       evhttp_request_get_input_buffer(parsed_request_->request);
@@ -197,10 +197,10 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestBytes(
     return nullptr;  // don't return corrupted buffer
   }
 
-  return std::unique_ptr<char[], BlockDeleter>(block, BlockDeleter(*buf_size));
+  return std::unique_ptr<char[], ServerRequestInterface::BlockDeleter>(block, ServerRequestInterface::BlockDeleter(*buf_size));
 }
 
-std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
+std::unique_ptr<char[], ServerRequestInterface::BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
     evbuffer* input_buf, int64_t* size) {
   std::vector<absl::Span<char>> buf_list;
 
@@ -246,8 +246,8 @@ std::unique_ptr<char[], BlockDeleter> EvHTTPRequest::ReadRequestGzipBytes(
   std::allocator<char>().deallocate(comp_body, body_length);
 
   if (uncomp_body != nullptr) {
-    return std::unique_ptr<char[], BlockDeleter>(uncomp_body,
-                                                 BlockDeleter(*uncomp_size));
+    return std::unique_ptr<char[], ServerRequestInterface::BlockDeleter>(uncomp_body,
+                                                 ServerRequestInterface::BlockDeleter(*uncomp_size));
   } else {
     NET_LOG(ERROR, "Failed to uncompress the gzipped body");
     *uncomp_size = 0;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
index db2fcb1e539..6c976e67b36 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.h
@@ -81,7 +81,7 @@ class EvHTTPRequest final : public ServerRequestInterface {
 
   void WriteResponseString(absl::string_view data) override;
 
-  std::unique_ptr<char[], BlockDeleter> ReadRequestBytes(
+  std::unique_ptr<char[], ServerRequestInterface::BlockDeleter> ReadRequestBytes(
       int64_t* size) override;
 
   absl::string_view GetRequestHeader(absl::string_view header) const override;
@@ -123,7 +123,7 @@ class EvHTTPRequest final : public ServerRequestInterface {
                           void** uncompressed_input,
                           size_t* uncompressed_input_size);
 
-  std::unique_ptr<char[], BlockDeleter> ReadRequestGzipBytes(
+  std::unique_ptr<char[], ServerRequestInterface::BlockDeleter> ReadRequestGzipBytes(
       evbuffer* input_buf, int64_t* size);
 
   ServerSupport* server_;
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 514e782096c..fa576411503 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -25,7 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+#include "tensorflow_serving/util/net_http/public/response_code_enum.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
@@ -204,10 +204,10 @@ TEST_F(EvHTTPRequestTest, RequestHeaders) {
   ASSERT_TRUE(connection != nullptr);
 
   TestClientRequest request = {"/ok",
-                               "GET",
-                               {TestClientRequest::HeaderKeyValue("H1", "v1"),
-                                TestClientRequest::HeaderKeyValue("H2", "v2")},
-                               ""};
+                           "GET",
+                           {TestClientRequest::HeaderKeyValue("H1", "v1"),
+                            TestClientRequest::HeaderKeyValue("H2", "v2")},
+                           ""};
   TestClientResponse response = {};
 
   EXPECT_TRUE(connection->BlockingSendRequest(request, &response));
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index cc39fe6b749..ac4263c45ed 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -14,18 +14,14 @@ licenses(["notice"])
 
 cc_library(
     name = "http_server_api",
-    srcs = [
-        "header_names.cc",
-    ],
     hdrs = [
-        "header_names.h",
         "httpserver_interface.h",
-        "response_code_enum.h",
         "server_request_interface.h",
     ],
     deps = [
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/time",
+        "//tensorflow_serving/util/net_http/public:shared_files",
     ],
 )
 
diff --git a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
index fe561d755d4..eb28a5920e3 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
@@ -34,6 +34,7 @@ namespace serving {
 namespace net_http {
 
 // A non-blocking executor for processing I/O polling or callback events.
+//TODO: move EventExecutor into ServerOptions
 class EventExecutor {
  public:
   virtual ~EventExecutor() = default;
diff --git a/tensorflow_serving/util/net_http/server/public/server_request_interface.h b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
index 3df9cefdc11..b9bf70c1aff 100644
--- a/tensorflow_serving/util/net_http/server/public/server_request_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/server_request_interface.h
@@ -33,28 +33,28 @@ limitations under the License.
 #include <vector>
 
 #include "absl/strings/string_view.h"
-#include "tensorflow_serving/util/net_http/server/public/response_code_enum.h"
+#include "tensorflow_serving/util/net_http/public/response_code_enum.h"
 
 namespace tensorflow {
 namespace serving {
 namespace net_http {
 
-// To be used with memory blocks returned via std::unique_ptr<char[]>
-struct BlockDeleter {
- public:
-  BlockDeleter() : size_(0) {}  // nullptr
-  explicit BlockDeleter(int64_t size) : size_(size) {}
-  inline void operator()(char* ptr) const {
-    // TODO: c++14 ::operator delete[](ptr, size_t)
-    std::allocator<char>().deallocate(ptr, static_cast<std::size_t>(size_));
-  }
-
- private:
-  int64_t size_;
-};
-
 class ServerRequestInterface {
  public:
+  // To be used with memory blocks returned via std::unique_ptr<char[]>
+  struct BlockDeleter {
+   public:
+    BlockDeleter() : size_(0) {}  // nullptr
+    explicit BlockDeleter(int64_t size) : size_(size) {}
+    inline void operator()(char* ptr) const {
+      // TODO: c++14 ::operator delete[](ptr, size_t)
+      std::allocator<char>().deallocate(ptr, static_cast<std::size_t>(size_));
+    }
+
+   private:
+    int64_t size_;
+  };
+
   virtual ~ServerRequestInterface() = default;
 
   ServerRequestInterface(const ServerRequestInterface& other) = delete;
@@ -98,7 +98,7 @@ class ServerRequestInterface {
   //
   // Note this is not a streaming read API in that the complete request body
   // should have already been received.
-  virtual std::unique_ptr<char[], BlockDeleter> ReadRequestBytes(
+  virtual std::unique_ptr<char[], ServerRequestInterface::BlockDeleter> ReadRequestBytes(
       int64_t* size) = 0;
 
   // Returns the first value, including "", associated with a request

From 8d26d44a4cac9af68ff415588f704d0f438d6226 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Sep 2022 12:01:27 -0700
Subject: [PATCH 6276/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d22aff5b-6ffd-4356-b2cd-1de3dae63385

PiperOrigin-RevId: 476614388
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c16e1b27cd3..81410ebb307 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92bcba4bc5e6cebb50cc67e8930ff463bdb93bfd571354e8267819648c650f21",
-    git_commit = "370b4a63e750cb4dc986cd51e013b6a088bb92ac",
+    sha256 = "d9287095350fdcbef59a8d1f219047ac38621a9df8275238225c1a525efeaa73",
+    git_commit = "81508b0fdc90f8d24dfe42da56a638aa9d915a36",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b56b834dee6f60647193884702790dd17b2dd38d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Sep 2022 18:01:25 -0700
Subject: [PATCH 6277/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d412df1-6486-44ad-8217-421d0ba644ab

PiperOrigin-RevId: 476645272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81410ebb307..55083fa28b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9287095350fdcbef59a8d1f219047ac38621a9df8275238225c1a525efeaa73",
-    git_commit = "81508b0fdc90f8d24dfe42da56a638aa9d915a36",
+    sha256 = "d7a1934e62d2e53c69f5a7a1a74efb9f7f626603ebb9e26600d6ff95971fb813",
+    git_commit = "e3b710a7d833c8651b4ef52ee5b7c54c43eaebc4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24377f99ccb173c5608c0bc5e12035090a66d327 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Sep 2022 06:01:27 -0700
Subject: [PATCH 6278/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6acc830f-fe43-4aa0-a860-2f36c87b027b

PiperOrigin-RevId: 476713960
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55083fa28b9..cd84f409db6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7a1934e62d2e53c69f5a7a1a74efb9f7f626603ebb9e26600d6ff95971fb813",
-    git_commit = "e3b710a7d833c8651b4ef52ee5b7c54c43eaebc4",
+    sha256 = "173f4d23d4069cc30e456e56c9b4ccf268fce8ee201587e423fc06821dc8a32a",
+    git_commit = "2b5274d2b449059330792fbd471ce63cdf671b18",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 614c524149ec0b4634dc5566aa1ad412a3b88a44 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Sep 2022 12:01:24 -0700
Subject: [PATCH 6279/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/335d66ac-3c43-44fa-9314-56bf1978b8de

PiperOrigin-RevId: 476747581
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd84f409db6..3b9f5c2c757 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "173f4d23d4069cc30e456e56c9b4ccf268fce8ee201587e423fc06821dc8a32a",
-    git_commit = "2b5274d2b449059330792fbd471ce63cdf671b18",
+    sha256 = "e683bce69afe91a084b8b520bbda7e0104b63932b0ed3c8e5380d48edfe800fb",
+    git_commit = "8f5a62ba595c7d310b58c50823437a724210c7ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c481f8d59307bac67e23f08b55664db9a341359c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Sep 2022 00:02:12 -0700
Subject: [PATCH 6280/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43497a64-9713-4cd1-9c00-4941bdeb13a1

PiperOrigin-RevId: 476817557
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b9f5c2c757..16a80696c1d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e683bce69afe91a084b8b520bbda7e0104b63932b0ed3c8e5380d48edfe800fb",
-    git_commit = "8f5a62ba595c7d310b58c50823437a724210c7ff",
+    sha256 = "75e228841a3565b979cb79ed66a91736a8f8668db39ebc0495654cfb4e9fae95",
+    git_commit = "bbba934cb3ff59dc2ab048b470508c0bf2fd454b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea478f1c6d746fa377e4c369d811acf9ac825fa1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Sep 2022 06:01:29 -0700
Subject: [PATCH 6281/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac212df4-9747-4011-9a25-c952bc1957f7

PiperOrigin-RevId: 476873494
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16a80696c1d..9a6853d400d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75e228841a3565b979cb79ed66a91736a8f8668db39ebc0495654cfb4e9fae95",
-    git_commit = "bbba934cb3ff59dc2ab048b470508c0bf2fd454b",
+    sha256 = "0a81a78b1272147c9a714ae4efe00c9c9529a20f1f5bfbd1bb14a4dff7f3a7f2",
+    git_commit = "b4542fd56e65e89820bfb3c1aa8e123d1957262d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 728474f92533be737958edc095abc0648a494452 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Sep 2022 07:20:14 -0700
Subject: [PATCH 6282/8103] Updating a reference to Env post-refactor.

PiperOrigin-RevId: 476889206
---
 tensorflow_serving/servables/tensorflow/BUILD             | 1 -
 .../servables/tensorflow/machine_learning_metadata.cc     | 4 ++--
 .../tensorflow/machine_learning_metadata_test.cc          | 8 ++++----
 3 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 52b90a29eff..a5daca388ac 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1019,7 +1019,6 @@ cc_library(
     hdrs = ["machine_learning_metadata.h"],
     deps = [
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
index d1a7f2408b0..19c6f9c069e 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
@@ -38,9 +38,9 @@ void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
                              int64_t version) {
   const string mlmd_path = tensorflow::io::JoinPath(
       export_dir, tensorflow::kSavedModelAssetsExtraDirectory, kMLMDKeyFile);
-  if (Env::Default()->FileExists(mlmd_path).ok()) {
+  if (tsl::Env::Default()->FileExists(mlmd_path).ok()) {
     string mlmd_key;
-    auto status = ReadFileToString(Env::Default(), mlmd_path, &mlmd_key);
+    auto status = ReadFileToString(tsl::Env::Default(), mlmd_path, &mlmd_key);
     if (!status.ok()) {
       LOG(WARNING) << "ML Metadata Key Found But couldn't be read.";
     } else {
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
index c0565fd5725..def801fd8c8 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
@@ -30,15 +30,15 @@ const char mlmd_streamz[] = "/tensorflow/serving/mlmd_map";
 
 bool GetMlmdUuid(const string& model_name, const string& version,
                  std::string* mlmd_uuid) {
-  auto* collection_registry = monitoring::CollectionRegistry::Default();
-  monitoring::CollectionRegistry::CollectMetricsOptions options;
-  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+  auto* collection_registry = tsl::monitoring::CollectionRegistry::Default();
+  tsl::monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<tsl::monitoring::CollectedMetrics> collected_metrics =
       collection_registry->CollectMetrics(options);
   const auto& point_set_map = collected_metrics->point_set_map;
   if (point_set_map.empty() ||
       point_set_map.find(mlmd_streamz) == point_set_map.end())
     return false;
-  const monitoring::PointSet& lps =
+  const tsl::monitoring::PointSet& lps =
       *collected_metrics->point_set_map.at(mlmd_streamz);
   for (int i = 0; i < lps.points.size(); ++i) {
     if ((lps.points[i]->labels[0].name == "model_name") &&

From 9861f7fd742dc3ec0a5e2cf0314d68b799a11e73 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Mon, 26 Sep 2022 10:44:04 -0700
Subject: [PATCH 6283/8103] Replace `tensorflow::Status::OK()` with`
 tensorflow::OkStatus()`.

PiperOrigin-RevId: 476935817
---
 .../core/test_util/fake_loader_source_adapter.cc     |  4 ++--
 .../test_util/fake_storage_path_source_adapter.cc    |  2 +-
 .../core/test_util/session_test_util.cc              |  2 +-
 .../ops/remote_predict/ops/remote_predict_op.cc      |  2 +-
 .../model_servers/test_util/server_core_test_util.cc |  2 +-
 .../storage_path_error_injecting_source_adapter.cc   |  2 +-
 tensorflow_serving/resources/resource_tracker.cc     |  6 +++---
 .../resources/resource_tracker_test.cc               | 10 +++++-----
 tensorflow_serving/resources/resource_util.cc        |  4 ++--
 .../servables/hashmap/hashmap_source_adapter.cc      |  2 +-
 .../servables/hashmap/hashmap_source_adapter_test.cc |  2 +-
 .../tensorflow/oss/resource_estimator_test.cc        |  6 +++---
 .../tensorflow/test_util/fake_thread_pool_factory.cc |  2 +-
 .../storage_path/file_system_storage_path_source.cc  | 12 ++++++------
 .../storage_path/static_storage_path_source.cc       |  2 +-
 15 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
index 9abf2c021de..bab9c85faf2 100644
--- a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
@@ -35,7 +35,7 @@ FakeLoaderSourceAdapter::FakeLoaderSourceAdapter(
                                         ? strings::StrCat(path, "/", suffix_)
                                         : path;
             servable_ptr->reset(new string(servable));
-            return Status::OK();
+            return Status();
           },
           SimpleLoaderSourceAdapter<StoragePath,
                                     string>::EstimateNoResources()),
@@ -57,7 +57,7 @@ class FakeLoaderSourceAdapterCreator {
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
     adapter->reset(new FakeLoaderSourceAdapter(config.suffix()));
-    return Status::OK();
+    return Status();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(FakeLoaderSourceAdapterCreator,
diff --git a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
index 83e3c19a30a..28ee65868d1 100644
--- a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
@@ -42,7 +42,7 @@ Status FakeStoragePathSourceAdapter::Convert(
   }
   *converted_data =
       suffix_.empty() ? data : strings::StrCat(data, "/", suffix_);
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace test_util
diff --git a/tensorflow_serving/core/test_util/session_test_util.cc b/tensorflow_serving/core/test_util/session_test_util.cc
index 7bab63f4d19..7c6cb070ca5 100644
--- a/tensorflow_serving/core/test_util/session_test_util.cc
+++ b/tensorflow_serving/core/test_util/session_test_util.cc
@@ -57,7 +57,7 @@ class DelegatingSessionFactory : public SessionFactory {
     TF_RETURN_IF_ERROR(
         tensorflow::NewSession(actual_session_options, &actual_session));
     *out_session = actual_session;
-    return Status::OK();
+    return Status();
   }
 };
 
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index fedc7f89b41..c1427473761 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -73,7 +73,7 @@ REGISTER_OP("TfServingRemotePredict")
         c->set_output(i, c->UnknownShape());
       }
 
-      return Status::OK();
+      return Status();
     })
     .SetIsStateful()
     .SetIsDistributedCommunication()
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index c8eaa846f92..f3a8484aa1e 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -65,7 +65,7 @@ ServerCore::Options ServerCoreTest::GetDefaultOptions() {
   options.custom_model_config_loader =
       [](const ::google::protobuf::Any& any, EventBus<ServableState>* event_bus,
          UniquePtrWithDeps<AspiredVersionsManager>* manager) -> Status {
-    return Status::OK();
+    return Status();
   };
 
   SessionBundleConfig bundle_config;
diff --git a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
index d4c815bf795..95193b64e03 100644
--- a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
+++ b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
@@ -31,7 +31,7 @@ class StoragePathErrorInjectingSourceAdapterCreator {
     adapter->reset(
         new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
             Status(error::CANCELLED, config.error_message())));
-    return Status::OK();
+    return Status();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(
diff --git a/tensorflow_serving/resources/resource_tracker.cc b/tensorflow_serving/resources/resource_tracker.cc
index eca0cd6b003..60c4d17a377 100644
--- a/tensorflow_serving/resources/resource_tracker.cc
+++ b/tensorflow_serving/resources/resource_tracker.cc
@@ -37,7 +37,7 @@ Status ResourceTracker::Create(const ResourceAllocation& total_resources,
   }
   tracker->reset(
       new ResourceTracker(normalized_total_resources, std::move(util)));
-  return Status::OK();
+  return Status();
 }
 
 Status ResourceTracker::ReserveResources(const Loader& servable,
@@ -65,7 +65,7 @@ Status ResourceTracker::ReserveResources(const Loader& servable,
     *success = false;
   }
 
-  return Status::OK();
+  return Status();
 }
 
 Status ResourceTracker::RecomputeUsedResources(
@@ -77,7 +77,7 @@ Status ResourceTracker::RecomputeUsedResources(
     TF_RETURN_IF_ERROR(util_->VerifyValidity(servable_resources));
     util_->Add(servable_resources, &used_resources_);
   }
-  return Status::OK();
+  return Status();
 }
 
 ResourceTracker::ResourceTracker(const ResourceAllocation& total_resources,
diff --git a/tensorflow_serving/resources/resource_tracker_test.cc b/tensorflow_serving/resources/resource_tracker_test.cc
index 48c2fdcd01d..969e145fcc0 100644
--- a/tensorflow_serving/resources/resource_tracker_test.cc
+++ b/tensorflow_serving/resources/resource_tracker_test.cc
@@ -91,7 +91,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 3 "
               "} ");
-          return Status::OK();
+          return Status();
         }));
 
     loader_1_.reset(new NiceMock<test_util::MockLoader>);
@@ -113,7 +113,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 7 "
               "} ");
-          return Status::OK();
+          return Status();
         }));
 
     loader_2_.reset(new NiceMock<test_util::MockLoader>);
@@ -127,7 +127,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 15 "
               "} ");
-          return Status::OK();
+          return Status();
         }));
 
     loader_3_.reset(new NiceMock<test_util::MockLoader>);
@@ -141,7 +141,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 12 "
               "} ");
-          return Status::OK();
+          return Status();
         }));
 
     invalid_resources_loader_.reset(new NiceMock<test_util::MockLoader>);
@@ -156,7 +156,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 4 "
               "} ");
-          return Status::OK();
+          return Status();
         }));
 
     // Disallow calls to Load()/Unload().
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index f79caaf48c6..8c52d3535c8 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -110,7 +110,7 @@ Status ResourceUtil::VerifyValidity(
 
       *validated_entries.add_resource_quantities() = entry;
     }
-    return Status::OK();
+    return Status();
   }();
   if (!result.ok()) {
     LOG(ERROR) << result;
@@ -133,7 +133,7 @@ Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
           "Invalid resource allocation: Invalid device instance ",
           resource.device(), ":", resource.device_instance().value());
     }
-    return Status::OK();
+    return Status();
   }();
   if (!result.ok()) {
     LOG(ERROR) << result;
diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
index 3065c503b50..c7845931ad0 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
@@ -59,7 +59,7 @@ Status LoadHashmapFromFile(const string& path,
       return errors::InvalidArgument("Unrecognized format enum value: ",
                                      format);
   }
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
index 2f1e218a2c4..f8d1fe22fce 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
@@ -63,7 +63,7 @@ Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
                                      format);
   }
   TF_RETURN_IF_ERROR(file->Close());
-  return Status::OK();
+  return Status();
 }
 
 TEST(HashmapSourceAdapter, Basic) {
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
index f1d404ace98..a06529c96c2 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
@@ -45,15 +45,15 @@ class ResourceEstimatorTest : public ::testing::Test {
     // Set up the expectation that the directory contains exactly one child with
     // the given file size.
     EXPECT_CALL(env_, FileExists(export_dir_))
-        .WillRepeatedly(Return(Status::OK()));
+        .WillRepeatedly(Return(Status()));
     EXPECT_CALL(env_, GetChildren(export_dir_, _))
         .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
-                              Return(Status::OK())));
+                              Return(Status())));
     EXPECT_CALL(env_, IsDirectory(child_path))
         .WillRepeatedly(Return(errors::FailedPrecondition("")));
     EXPECT_CALL(env_, GetFileSize(child_path, _))
         .WillRepeatedly(
-            DoAll(SetArgPointee<1>(file_size_), Return(Status::OK())));
+            DoAll(SetArgPointee<1>(file_size_), Return(Status())));
   }
 
   string export_dir_;
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
index 5de252a2125..0388ef44802 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
@@ -23,7 +23,7 @@ Status FakeThreadPoolFactory::Create(
     const FakeThreadPoolFactoryConfig& config,
     std::unique_ptr<ThreadPoolFactory>* result) {
   *result = std::make_unique<FakeThreadPoolFactory>(config);
-  return Status::OK();
+  return Status();
 }
 
 REGISTER_THREAD_POOL_FACTORY(FakeThreadPoolFactory,
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index a14b1a2449a..fbe262153dc 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -255,7 +255,7 @@ Status PollFileSystemForServable(
                     "(eg. '/1/')?";
   }
 
-  return Status::OK();
+  return Status();
 }
 
 // Polls the file system, and populates 'versions_by_servable_name' with the
@@ -272,7 +272,7 @@ Status PollFileSystemForConfig(
     versions_by_servable_name->insert(
         {servable.servable_name(), std::move(versions)});
   }
-  return Status::OK();
+  return Status();
 }
 
 // Determines if, for any servables in 'config', the file system doesn't
@@ -299,7 +299,7 @@ Status FailIfZeroVersions(const FileSystemStoragePathSourceConfig& config) {
           " at: ", servable_name_to_base_path_map[servable]);
     }
   }
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace
@@ -332,7 +332,7 @@ Status FileSystemStoragePathSource::UpdateConfig(
   }
   config_ = config;
 
-  return Status::OK();
+  return Status();
 }
 
 void FileSystemStoragePathSource::SetAspiredVersionsCallback(
@@ -399,7 +399,7 @@ Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
     }
     CallAspiredVersionsCallback(servable, versions);
   }
-  return Status::OK();
+  return Status();
 }
 
 Status FileSystemStoragePathSource::UnaspireServables(
@@ -408,7 +408,7 @@ Status FileSystemStoragePathSource::UnaspireServables(
     CallAspiredVersionsCallback(servable_name,
                                 std::vector<ServableData<StoragePath>>{});
   }
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
index 379db291357..ea77430b5c7 100644
--- a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
@@ -30,7 +30,7 @@ Status StaticStoragePathSource::Create(
   auto raw_result = new StaticStoragePathSource;
   raw_result->config_ = config;
   result->reset(raw_result);
-  return Status::OK();
+  return Status();
 }
 
 void StaticStoragePathSource::SetAspiredVersionsCallback(

From 19dcb87dda0318de65e97c4ec9fac7b55041ea85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Sep 2022 12:01:29 -0700
Subject: [PATCH 6284/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dafe5bd1-bfcb-425a-9652-06d82ff993d8

PiperOrigin-RevId: 476955949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a6853d400d..6defdc33150 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a81a78b1272147c9a714ae4efe00c9c9529a20f1f5bfbd1bb14a4dff7f3a7f2",
-    git_commit = "b4542fd56e65e89820bfb3c1aa8e123d1957262d",
+    sha256 = "3a5fe71955aa89ede3e8b64f7c5813c296d6626013fe2e0fb279e092cbfc31de",
+    git_commit = "aaa1d92cc7833354ba4e970932c0cb5c125f42e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e0706c4d5a44b2b5d99b679eda4086a2b4c35de9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Sep 2022 18:01:29 -0700
Subject: [PATCH 6285/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aafdf85b-e4a6-48f7-a5df-2f0073bb025a

PiperOrigin-RevId: 477037026
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6defdc33150..d925e33c6e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a5fe71955aa89ede3e8b64f7c5813c296d6626013fe2e0fb279e092cbfc31de",
-    git_commit = "aaa1d92cc7833354ba4e970932c0cb5c125f42e8",
+    sha256 = "b65915ef2d9cb1f529eaf01968f3dc57fa7af755d6f4d2211aa02bbc430617c2",
+    git_commit = "188be6ada1ef9d53f379c40dc01e4608909255e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d66e6cb3a93728f952e12a218b71e5c20e9108af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Sep 2022 00:01:46 -0700
Subject: [PATCH 6286/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61dd75bc-554b-4057-8997-2b9eb3f6d44c

PiperOrigin-RevId: 477091349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d925e33c6e9..b3d9981a5b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b65915ef2d9cb1f529eaf01968f3dc57fa7af755d6f4d2211aa02bbc430617c2",
-    git_commit = "188be6ada1ef9d53f379c40dc01e4608909255e2",
+    sha256 = "07271df47bf2907c0cc204c1114e41567b1c0340777524e90b9145270f95e1cf",
+    git_commit = "cbfa62e3afa868acfb5e683cbd0afa4c811d2080",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e7ec5f7bb56ab95191b529444eefd3a2b0f8cecc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Sep 2022 06:01:55 -0700
Subject: [PATCH 6287/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac5a0c60-1db0-4c5e-8164-e72e5c5e5b16

PiperOrigin-RevId: 477149497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3d9981a5b0..3d54d4c0886 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07271df47bf2907c0cc204c1114e41567b1c0340777524e90b9145270f95e1cf",
-    git_commit = "cbfa62e3afa868acfb5e683cbd0afa4c811d2080",
+    sha256 = "8f296ef7f72cf75b2e1699c4348334fafc82d646eaac6598f16b2347a309f980",
+    git_commit = "f565001a2ff98ec52426b2c25acde18d2e68c6a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2d81a470e6f430957110695c827a5f9bbabf7fd7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Sep 2022 12:02:49 -0700
Subject: [PATCH 6288/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/952261af-f131-4542-b713-7af976df43ac

PiperOrigin-RevId: 477238484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d54d4c0886..dceec670be3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f296ef7f72cf75b2e1699c4348334fafc82d646eaac6598f16b2347a309f980",
-    git_commit = "f565001a2ff98ec52426b2c25acde18d2e68c6a3",
+    sha256 = "254ecc20116388012f6d03a0a15afe6ccc9b6e78060f557b4aff43579c1fe188",
+    git_commit = "94184ed402752d8b9ecedb9d2afaf3c0ff01b6f3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ddf5904c2333792455bd899e4393fae2620def38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Sep 2022 18:03:02 -0700
Subject: [PATCH 6289/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33b160e7-a61f-41da-b829-206967f9031d

PiperOrigin-RevId: 477321517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dceec670be3..18b94222e86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "254ecc20116388012f6d03a0a15afe6ccc9b6e78060f557b4aff43579c1fe188",
-    git_commit = "94184ed402752d8b9ecedb9d2afaf3c0ff01b6f3",
+    sha256 = "393208dafab45a485c77f12e3f3ccfb840145c74bc7b113296f743182344c4ba",
+    git_commit = "29f709d27068b412cbeeecae6507c57462eef64f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94f2d6944f310069ebd527a52649fe3c001c38e3 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 27 Sep 2022 21:54:11 -0700
Subject: [PATCH 6290/8103] Add support for per model session batching.

Each model can optionally specify a `batching_params.pbtxt` file in
SavedModel/ dir that contains `BatchingParameters` proto message to
enable batching session for this model. Batching parameters like
batch sizes, timeouts etc. are set using this config for the batching
session for this model.

Note, the batching threadpool config (name and #threads) is configured
via existing global flags (as there is one shared global threadpool for
batching across all sessions for different models).

This feature is enabled when `--enable_per_model_batching_parameters`
is set (defaults to `false`), along with enabling batching for the
modelserver via existing `--enable_batching` flag).

PiperOrigin-RevId: 477354033
---
 tensorflow_serving/model_servers/main.cc      | 12 ++++++
 tensorflow_serving/model_servers/server.cc    |  3 ++
 tensorflow_serving/model_servers/server.h     |  1 +
 tensorflow_serving/servables/tensorflow/BUILD |  2 +
 .../tensorflow/bundle_factory_test.h          |  3 ++
 .../tensorflow/bundle_factory_test_util.cc    | 32 ++++++++++++++
 .../tensorflow/bundle_factory_test_util.h     |  4 ++
 .../tensorflow/bundle_factory_util.cc         | 30 +++++++++++++
 .../tensorflow/bundle_factory_util.h          | 12 ++++++
 .../tensorflow/bundle_factory_util_test.cc    | 43 +++++++++++++++++++
 .../tensorflow/saved_model_bundle_factory.cc  | 21 ++++-----
 .../saved_model_bundle_factory_test.cc        | 28 ++++++++++++
 .../tensorflow/session_bundle_config.proto    | 10 +++++
 13 files changed, 191 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index d6664c12c89..f7be15c2bd8 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -110,6 +110,18 @@ int main(int argc, char** argv) {
                        "If non-empty, read an ascii BatchingParameters "
                        "protobuf from the supplied file name and use the "
                        "contained values instead of the defaults."),
+      tensorflow::Flag(
+          "enable_per_model_batching_parameters",
+          &options.enable_per_model_batching_params,
+          "Enables model specific batching params like batch "
+          "sizes, timeouts, batching feature flags to be read from "
+          "`batching_params.pbtxt` file present in SavedModel dir "
+          "of the model. Associated params in the global config "
+          "from --batching_parameters_file are *ignored*. Only "
+          "threadpool (name and size) related params are used from "
+          "the global config, as this threadpool is shared across "
+          "all the models that want to batch requests. This option "
+          "is only applicable when --enable_batching flag is set."),
       tensorflow::Flag("model_config_file", &options.model_config_file,
                        "If non-empty, read an ascii ModelServerConfig "
                        "protobuf from the supplied file name, and serve the "
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index e923c78ffd1..a72db2c7f0c 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -224,6 +224,9 @@ Status Server::BuildAndStart(const Options& server_options) {
         TF_RETURN_IF_ERROR(ParseProtoTextFile<BatchingParameters>(
             server_options.batching_parameters_file, batching_parameters));
       }
+      if (server_options.enable_per_model_batching_params) {
+        session_bundle_config.set_enable_per_model_batching_params(true);
+      }
     } else if (!server_options.batching_parameters_file.empty()) {
       return errors::InvalidArgument(
           "server_options.batching_parameters_file is set without setting "
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index bf94070380f..03467d6a1ae 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -57,6 +57,7 @@ class Server {
     // Model Server options.
     //
     bool enable_batching = false;
+    bool enable_per_model_batching_params = false;
     bool allow_version_labels_for_unavailable_models = false;
     bool force_allow_any_version_labels_for_unavailable_models = false;
     float per_process_gpu_memory_fraction = 0;
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index a5daca388ac..c8d73c59975 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -67,6 +67,8 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/util:file_probing_env",
+        "//tensorflow_serving/util:proto_util",
+        "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
index 2ca89542017..4578059fe12 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test.h
@@ -78,8 +78,11 @@ class BundleFactoryTest : public ::testing::Test {
   }
 
   void TestBatching(const BatchingParameters& params,
+                    bool enable_per_model_batching_params,
                     int input_request_batch_size, int batch_size) const {
     SessionBundleConfig config = GetSessionBundleConfig();
+    config.set_enable_per_model_batching_params(
+        enable_per_model_batching_params);
     BatchingParameters* batching_params = config.mutable_batching_parameters();
     *batching_params = params;
 
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index dcc269d1866..6d7a109fa90 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
 
+#include <queue>
+
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
@@ -156,6 +158,36 @@ ResourceAllocation GetExpectedResourceEstimate(double total_file_size) {
   return resource_alloc;
 }
 
+void CopyDirOrDie(const string& src_dir, const string& dst_dir) {
+  int64_t u_files = 0;
+  int64_t u_dirs = 0;
+  if (Env::Default()->IsDirectory(dst_dir).ok()) {
+    TF_ASSERT_OK(Env::Default()->DeleteRecursively(dst_dir, &u_files, &u_dirs));
+  }
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(dst_dir));
+  std::queue<std::string> dirs_to_copy;
+  dirs_to_copy.push(src_dir);
+  while (!dirs_to_copy.empty()) {
+    const string dir = dirs_to_copy.front();
+    dirs_to_copy.pop();
+    std::vector<std::string> children;
+    TF_ASSERT_OK(Env::Default()->GetChildren(dir, &children));
+    for (const string& child : children) {
+      const string child_path = io::JoinPath(dir, child);
+      StringPiece remainder = child_path;
+      CHECK(str_util::ConsumePrefix(&remainder, src_dir));
+      if (Env::Default()->IsDirectory(child_path).ok()) {
+        TF_ASSERT_OK(
+            Env::Default()->CreateDir(io::JoinPath(dst_dir, remainder)));
+        dirs_to_copy.push(child_path);
+      } else {
+        TF_ASSERT_OK(Env::Default()->CopyFile(
+            child_path, io::JoinPath(dst_dir, remainder)));
+      }
+    }
+  }
+}
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
index 953f6046884..ad9322eae3c 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h
@@ -63,6 +63,10 @@ void TestMultipleRequests(Session* session, int num_requests,
 // Returns the expected resource estimate for the given total file size.
 ResourceAllocation GetExpectedResourceEstimate(double total_file_size);
 
+// Copy (recursively) directory from `src` to `dst`. If `dst` directory exists
+// it will be removed before copying. CHECK-fail on errors.
+void CopyDirOrDie(const string& src_dir, const string& dst_dir);
+
 }  // namespace test_util
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 6174236f06b..bd2dda5a236 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "tensorflow_serving/batching/batching_session.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/serving_session.h"
+#include "tensorflow_serving/util/proto_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -32,6 +33,13 @@ namespace {
 
 using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
+const char kBatchingParamsFilename[] = "batching_params.pbtxt";
+
+bool BatchingParamsFound(const string& model_dir) {
+  const string& fname = io::JoinPath(model_dir, kBatchingParamsFilename);
+  return Env::Default()->FilesExist({fname}, nullptr);
+}
+
 }  // namespace
 
 SessionOptions GetSessionOptions(const SessionBundleConfig& config) {
@@ -50,6 +58,28 @@ RunOptions GetRunOptions(const SessionBundleConfig& config) {
   return run_options;
 }
 
+Status GetPerModelBatchingParams(const string& path,
+                                 const BatchingParameters& common_params,
+                                 bool per_model_configured,
+                                 absl::optional<BatchingParameters>* params) {
+  if (per_model_configured) {
+    if (BatchingParamsFound(path)) {
+      *params = absl::make_optional(BatchingParameters());
+      TF_RETURN_IF_ERROR(ParseProtoTextFile(
+          io::JoinPath(path, kBatchingParamsFilename), &params->value()));
+      VLOG(1) << "Wrapping session to perform batch processing "
+              << "using SavedModel batching params: "
+              << params->value().DebugString();
+    }
+  } else {
+    *params = absl::make_optional(common_params);
+    VLOG(1) << "Wrapping session to perform batch processing "
+            << "using session config batching params: "
+            << params->value().DebugString();
+  }
+  return Status::OK();
+}
+
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate) {
   TensorflowFileProbingEnv env(Env::Default());
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 366cb876b27..334c56db6e3 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -17,6 +17,7 @@ limitations under the License.
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_BUNDLE_FACTORY_UTIL_H_
 
 #include "google/protobuf/wrappers.pb.h"
+#include "absl/types/optional.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -41,6 +42,17 @@ SessionOptions GetSessionOptions(const SessionBundleConfig& config);
 // Saved Model.
 RunOptions GetRunOptions(const SessionBundleConfig& config);
 
+// Get per-model batching parameters if they are present.
+//
+// When `per_model_configured` is true we return model specific batching
+// parameters from `batching_params.pbtxt` file in SavedModel dir under `path`
+// if one exists.  If `per_model_configured` is false we return `common_params`.
+// Failure to parse model specific params will return error.
+Status GetPerModelBatchingParams(const string& path,
+                                 const BatchingParameters& common_params,
+                                 bool per_model_configured,
+                                 absl::optional<BatchingParameters>* params);
+
 // Creates a BatchScheduler based on the batching configuration.
 template <typename TaskType>
 Status CreateBatchScheduler(
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index b8e939696ef..b3d4dd5df98 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -174,6 +174,49 @@ TEST_F(BundleFactoryUtilTest, WrapSessionForBatchingConfigError) {
   ASSERT_TRUE(errors::IsInvalidArgument(status));
 }
 
+TEST_F(BundleFactoryUtilTest, GetPerModelBatchingParams) {
+  const BatchingParameters common_params =
+      test_util::CreateProto<BatchingParameters>(R"(
+    allowed_batch_sizes: 8
+    allowed_batch_sizes: 16
+    max_batch_size { value: 16 })");
+
+  const string per_model_params_pbtxt(R"(
+    allowed_batch_sizes: 8
+    allowed_batch_sizes: 16
+    allowed_batch_sizes: 128
+    max_batch_size { value: 128 })");
+
+  std::unique_ptr<WritableFile> file;
+  TF_ASSERT_OK(Env::Default()->NewWritableFile(
+      io::JoinPath(testing::TmpDir(), "/batching_params.pbtxt"), &file));
+  TF_ASSERT_OK(file->Append(per_model_params_pbtxt));
+  TF_ASSERT_OK(file->Close());
+
+  absl::optional<BatchingParameters> params;
+  TF_ASSERT_OK(GetPerModelBatchingParams("does/not/exists", common_params,
+                                         /*per_model_configured=*/false,
+                                         &params));
+  EXPECT_THAT(params.value(), test_util::EqualsProto(common_params));
+
+  params.reset();
+  ASSERT_TRUE(GetPerModelBatchingParams("does/not/exists", common_params,
+                                        /*per_model_configured=*/true, &params)
+                  .ok());
+
+  params.reset();
+  TF_ASSERT_OK(GetPerModelBatchingParams(testing::TmpDir(), common_params,
+                                         /*per_model_configured=*/false,
+                                         &params));
+  EXPECT_THAT(params.value(), test_util::EqualsProto(common_params));
+
+  params.reset();
+  TF_ASSERT_OK(GetPerModelBatchingParams(testing::TmpDir(), common_params,
+                                         /*per_model_configured=*/true,
+                                         &params));
+  EXPECT_THAT(params.value(), test_util::EqualsProto(per_model_params_pbtxt));
+}
+
 TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithBadExport) {
   ResourceAllocation resource_requirement;
   const Status status = EstimateResourceFromPath(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 0ea0b2a29ee..ec060130519 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -159,17 +159,18 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   if (config_.wrap_session_with_no_threading_params()) {
     return WrapSessionIgnoreThreadPoolOptions(&(*bundle)->session);
   } else if (config_.has_batching_parameters()) {
-    LOG(INFO) << "Wrapping session to perform batch processing";
-    if (batch_scheduler_ == nullptr) {
-      return errors::Internal("batch_scheduler_ not set");
+    absl::optional<BatchingParameters> batching_params;
+    TF_RETURN_IF_ERROR(GetPerModelBatchingParams(
+        path, config_.batching_parameters(),
+        config_.enable_per_model_batching_params(), &batching_params));
+    if (batching_params.has_value()) {
+      // Enable batching of requests to any one signature_def in the SavedModel.
+      // Note that in the future, the plan is to enable explicit configuration
+      // of the one or many SignatureDefs to enable.
+      const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
+      return WrapSessionForBatching(batching_params.value(), batch_scheduler_,
+                                    signatures, &(*bundle)->session);
     }
-    // Enable batching of requests to any one signature_def in the SavedModel.
-    // Note that in the future, the plan is to enable explicit configuration
-    // of the one or many SignatureDefs to enable.
-    const std::vector<SignatureDef> signatures = GetSignatureDefs(**bundle);
-    return WrapSessionForBatching(config_.batching_parameters(),
-                                  batch_scheduler_, signatures,
-                                  &(*bundle)->session);
   }
   return WrapSession(&(*bundle)->session);
 }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index 2cd19788af8..e316693f3a3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 
+#include <fstream>
+#include <iostream>
 #include <memory>
 #include <string>
 #include <utility>
@@ -239,6 +241,7 @@ TEST_P(SavedModelBundleFactoryTest, Batching) {
   TestBatching(test_util::CreateProto<BatchingParameters>(R"(
     max_batch_size { value: 4 }
     enable_large_batch_splitting { value: False })"),
+               /*enable_per_model_batching_params=*/false,
                /*input_request_batch_size=*/2,
                /*batch_size=*/4);
 
@@ -246,10 +249,35 @@ TEST_P(SavedModelBundleFactoryTest, Batching) {
     max_batch_size { value: 4 }
     enable_large_batch_splitting { value: True }
     max_execution_batch_size { value: 2 })"),
+               /*enable_per_model_batching_params=*/false,
                /*input_request_batch_size=*/3,
                /*batch_size=*/2);
 }
 
+TEST_P(SavedModelBundleFactoryTest, PerModelBatchingParams) {
+  //
+  // Copy SavedModel to temp (writable) location, and add batching params.
+  //
+  const string dst_dir = io::JoinPath(testing::TmpDir(), "model");
+  test_util::CopyDirOrDie(export_dir_, dst_dir);
+  // Note, timeout is set to high value to force batch formation.
+  const string& per_model_params_pbtxt(R"(
+    max_batch_size { value: 10 }
+    batch_timeout_micros { value: 100000000 })");
+  std::ofstream ofs(io::JoinPath(dst_dir, "batching_params.pbtxt"));
+  ofs << per_model_params_pbtxt;
+  ofs.close();
+  export_dir_ = dst_dir;
+
+  const BatchingParameters& common_params =
+      test_util::CreateProto<BatchingParameters>(
+          R"(max_batch_size { value: 4 })");
+  TestBatching(common_params, /*enable_per_model_batching_params=*/false,
+               /*input_request_batch_size=*/2, /*batch_size=*/4);
+  TestBatching(common_params, /*enable_per_model_batching_params=*/true,
+               /*input_request_batch_size=*/2, /*batch_size=*/10);
+}
+
 TEST_P(SavedModelBundleFactoryTest, EstimateResourceRequirementWithGoodExport) {
   const double kTotalFileSize = test_util::GetTotalFileSize(GetModelFiles());
   TestEstimateResourceRequirementWithGoodExport<SavedModelBundleFactory>(
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 7b83321ed23..d02f29d64cb 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -111,6 +111,16 @@ message SessionBundleConfig {
   //
   // Use SessionWrapperIgnoreThreadPoolOptions instead.
   bool wrap_session_with_no_threading_params = 788;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Enable per-model batching parameters (present in SavedModel). If this
+  // option is enabled, model specific batching params (e.g. timeout, batch
+  // sizes etc.) from `batching_parameters` field above are *ignored* and
+  // instead the one in SavedModel directory are used. This field is only
+  // used if batching is enabled (i.e. `batching_parameters` message above
+  // is set).
+  bool enable_per_model_batching_params = 789;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From b571ae23d7cd5285a458f3a8d5ebbe1a8d99525a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Sep 2022 00:01:28 -0700
Subject: [PATCH 6291/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1af54e6-269c-43ca-8fe5-19a0b35ede95

PiperOrigin-RevId: 477370764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18b94222e86..900a7371f4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "393208dafab45a485c77f12e3f3ccfb840145c74bc7b113296f743182344c4ba",
-    git_commit = "29f709d27068b412cbeeecae6507c57462eef64f",
+    sha256 = "b46d93adc18ebd3afe5a57b5f166f05c9df36d0bbc2174379a88e60c0d5455a6",
+    git_commit = "bdbafd5890da62eb67eb8ed9e81114089c886087",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 09f4c74d735bbd5040b01fbf2c43b86f68759db1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Sep 2022 06:01:39 -0700
Subject: [PATCH 6292/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/067da1c4-0e62-4275-aaef-61c09d8eec4c

PiperOrigin-RevId: 477429983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 900a7371f4b..46bc80161d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b46d93adc18ebd3afe5a57b5f166f05c9df36d0bbc2174379a88e60c0d5455a6",
-    git_commit = "bdbafd5890da62eb67eb8ed9e81114089c886087",
+    sha256 = "606478d41bc140e20ed494aa64618b5ef6c95a172984264a6706fc72e01da9ad",
+    git_commit = "0bda4c8ee31b56d1d5dea08fb77eedd09a66429b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96fffb17a8bb0482c230de6f03fff66acdaa1f81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Sep 2022 12:02:32 -0700
Subject: [PATCH 6293/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e24f09d-875a-4b2b-b3f7-92e78b67da35

PiperOrigin-RevId: 477515325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46bc80161d6..b7826961cc6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "606478d41bc140e20ed494aa64618b5ef6c95a172984264a6706fc72e01da9ad",
-    git_commit = "0bda4c8ee31b56d1d5dea08fb77eedd09a66429b",
+    sha256 = "3d31f010161f5c051d2ffcf21376da66b873116f69bad7fd9f062538443ed7e8",
+    git_commit = "3cda567ac1cae720a9fa1cdb0443f4e2e22bfd5d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30ea18d66416e8cfd3873fba3c2482ec68184ec6 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Wed, 28 Sep 2022 13:22:18 -0700
Subject: [PATCH 6294/8103] Update supported Python versions for
 `tensorflow-serving-api` python package to match that of dependent
 `tensorflow` package. Given TF is a required dependency, we need to at the
 very least be as restrictive as TF is (if not more).

As a side-effect bump up grpcio and protobuf min versions.

Notably for Python:
- drop 2.x support
- support Python 3 from 3.7 and upward.

PiperOrigin-RevId: 477534886
---
 tensorflow_serving/tools/pip_package/setup.py | 18 +++++++++++-------
 1 file changed, 11 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 972c9a5c383..26b554e4f1d 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -53,8 +53,10 @@
 
 
 REQUIRED_PACKAGES = [
-    'grpcio>=1.0,<2',
-    'protobuf>=3.6.0',
+    # Match versions to what TF needs here:
+    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
+    'grpcio >= 1.24.3, < 2.0',
+    'protobuf >= 3.9.2, < 3.20',
 ] + _TF_REQ
 
 setup(
@@ -69,19 +71,21 @@
     url='http://tensorflow.org/serving',
     keywords='tensorflow serving machine learning api libraries',
     install_requires=REQUIRED_PACKAGES,
+    # Supported Python versions. Match to what TF needs here:
+    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
+    python_requires='>=3.7',
     classifiers=[
         'Development Status :: 5 - Production/Stable',
         'Intended Audience :: Developers',
         'Intended Audience :: Education',
         'Intended Audience :: Science/Research',
         'License :: OSI Approved :: Apache Software License',
-        'Programming Language :: Python :: 2',
-        'Programming Language :: Python :: 2.7',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.4',
-        'Programming Language :: Python :: 3.5',
-        'Programming Language :: Python :: 3.6',
         'Programming Language :: Python :: 3.7',
+        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3 :: Only',
         'Topic :: Scientific/Engineering',
         'Topic :: Scientific/Engineering :: Mathematics',
         'Topic :: Scientific/Engineering :: Artificial Intelligence',

From eda294f6505011ac9477dd535fe3c69369455ce5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Sep 2022 18:01:29 -0700
Subject: [PATCH 6295/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6df5e9a4-cae0-4533-a983-8dd09e375358

PiperOrigin-RevId: 477598902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7826961cc6..1c7314f6606 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d31f010161f5c051d2ffcf21376da66b873116f69bad7fd9f062538443ed7e8",
-    git_commit = "3cda567ac1cae720a9fa1cdb0443f4e2e22bfd5d",
+    sha256 = "0a1e977b9d412284d898cb019545d4c59ff7152faca522f55991315ad9fe8828",
+    git_commit = "16e2157e9279541e99dd8fdeb3d5b9e80dcc90b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c8e085d981b29ec35c167a2de4016ff52b320ad5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Sep 2022 00:03:28 -0700
Subject: [PATCH 6296/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4677853-b219-4789-9e2a-544ed3cd55c2

PiperOrigin-RevId: 477647304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c7314f6606..bb0934163d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a1e977b9d412284d898cb019545d4c59ff7152faca522f55991315ad9fe8828",
-    git_commit = "16e2157e9279541e99dd8fdeb3d5b9e80dcc90b8",
+    sha256 = "32d7baf3ea4f3c5ae4cbef91ee0f568c7c268f2288e7864ccb09f0870cf750c1",
+    git_commit = "b085f7db95e1a84a553e20f2bde4eda02cef6888",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14985f437476aec9a5d0699260310b6b8f82a790 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Sep 2022 06:01:47 -0700
Subject: [PATCH 6297/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6087e047-24f2-47ae-9d68-ffa7692d966f

PiperOrigin-RevId: 477705196
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb0934163d3..652525bf6ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32d7baf3ea4f3c5ae4cbef91ee0f568c7c268f2288e7864ccb09f0870cf750c1",
-    git_commit = "b085f7db95e1a84a553e20f2bde4eda02cef6888",
+    sha256 = "bca941b72bc74ed11dcb450f4cf6974361a21ba4273d0e3f9cea0ec99d99c070",
+    git_commit = "682c0c5420c2e788bf84a049b8f148e21bb48c1b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a41dde56153dd1410d3a45b9577af4cf08efb492 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Sep 2022 12:01:37 -0700
Subject: [PATCH 6298/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/694a3e8e-b3bf-484c-ab34-127465b4c4dc

PiperOrigin-RevId: 477785853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 652525bf6ab..3588b6e3fde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bca941b72bc74ed11dcb450f4cf6974361a21ba4273d0e3f9cea0ec99d99c070",
-    git_commit = "682c0c5420c2e788bf84a049b8f148e21bb48c1b",
+    sha256 = "5377da2ae132e3a25da775b4339dedc92ac344206a29331d2ce77cc1fe714c7b",
+    git_commit = "6541dde55928c6a21918bf79f9b030e170989782",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 416099e6bfca91b2fc1bf8f1cf2b900b27b13f7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Sep 2022 18:01:57 -0700
Subject: [PATCH 6299/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa84a9a7-3b03-4f03-be31-383ec4e538ae

PiperOrigin-RevId: 477867260
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3588b6e3fde..785d68d0feb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5377da2ae132e3a25da775b4339dedc92ac344206a29331d2ce77cc1fe714c7b",
-    git_commit = "6541dde55928c6a21918bf79f9b030e170989782",
+    sha256 = "eabc84ffbceb5829b990179b5912cddf4e90e32fd8ee5138f46b83f7ac0e30cb",
+    git_commit = "6bfd21bded61a0e89fcd160f8c57ad11b751b613",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb2c2eb48d8a1a49d8bfc5a046bad1f994efd8c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Sep 2022 00:01:41 -0700
Subject: [PATCH 6300/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31632c13-389d-457a-aa98-933039ad9db3

PiperOrigin-RevId: 477914169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 785d68d0feb..27a4120b459 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eabc84ffbceb5829b990179b5912cddf4e90e32fd8ee5138f46b83f7ac0e30cb",
-    git_commit = "6bfd21bded61a0e89fcd160f8c57ad11b751b613",
+    sha256 = "f927e4849a718d879fc1fdbc513453772ca2c918dd9b2d13bd5a72d79dd76285",
+    git_commit = "f0bbe9a42cfd91cbf2551cdba7a1bab2d2cf5898",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From decf1375bd6c2eb522321648f8a1fc0edfb939c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Sep 2022 06:01:29 -0700
Subject: [PATCH 6301/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0737e8d-0bb6-44b1-8ad0-057343924ca0

PiperOrigin-RevId: 477971478
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27a4120b459..aa2b7011893 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f927e4849a718d879fc1fdbc513453772ca2c918dd9b2d13bd5a72d79dd76285",
-    git_commit = "f0bbe9a42cfd91cbf2551cdba7a1bab2d2cf5898",
+    sha256 = "f9637d8d9c079842a4fdeff3fe36481e9e999dfa7b4645802b782d6cae8e3535",
+    git_commit = "59742941beaabb02ebc67eabdea66ccd065468c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3b58b4c734a5863e3e89018d8c723ebdecc37c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Sep 2022 12:02:03 -0700
Subject: [PATCH 6302/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cfd685eb-06dc-486f-96d4-511cd00caca3

PiperOrigin-RevId: 478048349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa2b7011893..f5a52ef23e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9637d8d9c079842a4fdeff3fe36481e9e999dfa7b4645802b782d6cae8e3535",
-    git_commit = "59742941beaabb02ebc67eabdea66ccd065468c3",
+    sha256 = "1dc0161398b3a76f372961adfa30b28200c155ff55e7139b7f451605c171e3c6",
+    git_commit = "b8e82e8ebb73df721756cb7814bff1048b76f2e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2a8ccd3ad500b45b0626a74bbc372a18d08d830 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Sep 2022 18:01:33 -0700
Subject: [PATCH 6303/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0001d20-ea6d-4085-a3ae-d9a5e9684479

PiperOrigin-RevId: 478118335
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5a52ef23e9..b5873cf2ab6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dc0161398b3a76f372961adfa30b28200c155ff55e7139b7f451605c171e3c6",
-    git_commit = "b8e82e8ebb73df721756cb7814bff1048b76f2e1",
+    sha256 = "e0a287b0ea0d4c1e48fa0a5139fdf005ea172ea6c1e45fbee1dd1fd27679f2b5",
+    git_commit = "af4a6a3c8b95022c351edae94560acc61253a1b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 935dde3112f5ac0ef78723e08214d505e368ab93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Oct 2022 00:05:08 -0700
Subject: [PATCH 6304/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a51369a-3e79-4390-9cb7-aec7c8deeb45

PiperOrigin-RevId: 478157361
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5873cf2ab6..728f30609a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0a287b0ea0d4c1e48fa0a5139fdf005ea172ea6c1e45fbee1dd1fd27679f2b5",
-    git_commit = "af4a6a3c8b95022c351edae94560acc61253a1b8",
+    sha256 = "0c64f588bad1bf9255a651f4ab50e41336f740fd92e39e94cfb7e160f0378e57",
+    git_commit = "978a79a721e9ff80edfca0185fb7ff9960b163d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4359da69e2de275829ae052d3b0a4458d50e3a7d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Oct 2022 06:02:48 -0700
Subject: [PATCH 6305/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b364667-39d8-4f19-8823-f83b4b5e5b6a

PiperOrigin-RevId: 478195685
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 728f30609a3..90c4093283e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c64f588bad1bf9255a651f4ab50e41336f740fd92e39e94cfb7e160f0378e57",
-    git_commit = "978a79a721e9ff80edfca0185fb7ff9960b163d3",
+    sha256 = "3ffbadd360ce521d7dd2016be5eb5ba3958c36e8c78590987256888bbf1ab637",
+    git_commit = "a2a5ce8d48214c675de0e603c7e30c7a3abcf437",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3cea1000f3c49ab2fabdbc814f028e339bf922c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Oct 2022 12:01:31 -0700
Subject: [PATCH 6306/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3175684e-15d8-4de5-b29e-bccb6d1d71db

PiperOrigin-RevId: 478229614
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90c4093283e..e327f732b4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ffbadd360ce521d7dd2016be5eb5ba3958c36e8c78590987256888bbf1ab637",
-    git_commit = "a2a5ce8d48214c675de0e603c7e30c7a3abcf437",
+    sha256 = "9d83cb1a69456114c1c36b267ccd050de275db2d34343b66540c43cbac226fb3",
+    git_commit = "c2385333699d6ac8275e242e2c9ddb4e358a4533",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From faf4375eab7c66d102994fce11b4f6602227386d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Oct 2022 18:01:28 -0700
Subject: [PATCH 6307/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0477d4ab-88d2-4930-bfa1-f24559e77558

PiperOrigin-RevId: 478260222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e327f732b4f..a7c87f8d2b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d83cb1a69456114c1c36b267ccd050de275db2d34343b66540c43cbac226fb3",
-    git_commit = "c2385333699d6ac8275e242e2c9ddb4e358a4533",
+    sha256 = "414961380cab4b652525cadd135e079b08e7de18edf0406718794b59e2fe8e21",
+    git_commit = "d314c2e738bffe292d0b09eb87e1d43d90b8996d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb65b2b3c0d3b8bfa86d1ba3a8183e30bce9e046 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Oct 2022 00:03:01 -0700
Subject: [PATCH 6308/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4c53523-6dd4-4ddd-93e5-9a61ca0635a2

PiperOrigin-RevId: 478290290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7c87f8d2b9..68b4380fd87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "414961380cab4b652525cadd135e079b08e7de18edf0406718794b59e2fe8e21",
-    git_commit = "d314c2e738bffe292d0b09eb87e1d43d90b8996d",
+    sha256 = "b97fc49272766aaefbdc7403bdaf0c5bb63629caed8ab9caefbbc60960696430",
+    git_commit = "f83b2f9494fef42334c277eb146093b8c519c5aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aca1173be9b63692b3feba23c5248f6b4bd1b769 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Oct 2022 06:01:32 -0700
Subject: [PATCH 6309/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21802c57-6ee0-4a4c-986b-8a103774fc95

PiperOrigin-RevId: 478326137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68b4380fd87..8e0adef90b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b97fc49272766aaefbdc7403bdaf0c5bb63629caed8ab9caefbbc60960696430",
-    git_commit = "f83b2f9494fef42334c277eb146093b8c519c5aa",
+    sha256 = "7b620d626b82b859ed6ebb116d016055305092e24e1894bfaf7ff6b2553e0b22",
+    git_commit = "c32273784c085a0117afdb72ac75e37a3c587849",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e05f4db7b89ecad206a06a864c931cb557e19cb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Oct 2022 00:01:38 -0700
Subject: [PATCH 6310/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e6f68ec-e4dd-437a-b43b-66e7a02f9b80

PiperOrigin-RevId: 478424640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e0adef90b6..621738933ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b620d626b82b859ed6ebb116d016055305092e24e1894bfaf7ff6b2553e0b22",
-    git_commit = "c32273784c085a0117afdb72ac75e37a3c587849",
+    sha256 = "5b06b9e3a1f052255853e54281d6cec29c279b08c1c0a59a874d5a459fc5a04b",
+    git_commit = "865ce79e5dcf03b4948fc58886a9d3cb48f33e73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 00e54d0ac56a0ce0d0eaad92ea02748f99ada092 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Oct 2022 06:01:38 -0700
Subject: [PATCH 6311/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/579d022c-6943-4fe6-99ad-059ffc2fb23a

PiperOrigin-RevId: 478482055
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 621738933ab..cf9d8a171fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b06b9e3a1f052255853e54281d6cec29c279b08c1c0a59a874d5a459fc5a04b",
-    git_commit = "865ce79e5dcf03b4948fc58886a9d3cb48f33e73",
+    sha256 = "1496ee3e8ffd53eb35036b8ac7ec97da92a0534da99eeff524ee401534841b9b",
+    git_commit = "e9db4aec6714173c1e556b701feda06cc5203380",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 837a1c7c4cd283f41ed509f17fe3770604e1b478 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Oct 2022 12:02:01 -0700
Subject: [PATCH 6312/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0dbaf52-a66b-47a6-a360-3671f032753b

PiperOrigin-RevId: 478567830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf9d8a171fb..787cc8123c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1496ee3e8ffd53eb35036b8ac7ec97da92a0534da99eeff524ee401534841b9b",
-    git_commit = "e9db4aec6714173c1e556b701feda06cc5203380",
+    sha256 = "d1f0bead4ced411fbe3f619100a0eb3add405a729ba853439648d73c25b55f21",
+    git_commit = "7afe0a8cb38f4dda65aad0a25e2050014d4735e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db824d7a0e26005a85fb1a303a47b7a40c8bc45e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Oct 2022 18:01:31 -0700
Subject: [PATCH 6313/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c68c7f5f-5d92-4058-b0e7-f6e09868fab8

PiperOrigin-RevId: 478652643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 787cc8123c3..f5f9f2363ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1f0bead4ced411fbe3f619100a0eb3add405a729ba853439648d73c25b55f21",
-    git_commit = "7afe0a8cb38f4dda65aad0a25e2050014d4735e3",
+    sha256 = "471c4ba2faf9b249818e7cae3816e20de8ef70a86739f84da91fec1a7131607a",
+    git_commit = "06f95be9a03f642d173b74e4b6f3a380874f7b9d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 148a8fa40bace50726664b342ca30ad4b882b1cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Oct 2022 00:02:42 -0700
Subject: [PATCH 6314/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05640744-8805-4538-bbf2-5e9f59bb3145

PiperOrigin-RevId: 478703718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5f9f2363ad..9a741b65322 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "471c4ba2faf9b249818e7cae3816e20de8ef70a86739f84da91fec1a7131607a",
-    git_commit = "06f95be9a03f642d173b74e4b6f3a380874f7b9d",
+    sha256 = "b4bb8d04c7b224243d8da6b8f2e11e49e7d2604ae7045d9f0ee7dfd3dc8a3bdb",
+    git_commit = "c277b0b396b7709d4355d5794d380db90c22cc6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92046a242ba051155bdea5c9aeb27dbfb4174bab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Oct 2022 06:01:45 -0700
Subject: [PATCH 6315/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11524284-0425-4e6e-80b7-e9fb0416a68f

PiperOrigin-RevId: 478763059
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a741b65322..e8461706228 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4bb8d04c7b224243d8da6b8f2e11e49e7d2604ae7045d9f0ee7dfd3dc8a3bdb",
-    git_commit = "c277b0b396b7709d4355d5794d380db90c22cc6a",
+    sha256 = "dd61e5ad714579c881429b0a9c6d7e063a3f94add2d97993437631c4474ac903",
+    git_commit = "e9f68397ab96a17634c8091fcca5be05263e0f58",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6393b29242ab6648c723a51f64eb2e67ebf497db Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 4 Oct 2022 10:47:33 -0700
Subject: [PATCH 6316/8103] Replace `tensorflow::Status::OK()` with
 `tensorflow::{Status, OkStatus}()`.

PiperOrigin-RevId: 478829804
---
 .../batching/batch_scheduler_retrier.h           |  2 +-
 tensorflow_serving/batching/batching_util.h      |  2 +-
 .../batching/streaming_batch_scheduler.h         |  6 +++---
 .../batching/test_util/puppet_batch_scheduler.h  |  2 +-
 tensorflow_serving/core/dynamic_source_router.h  |  6 +++---
 tensorflow_serving/core/loader.h                 |  2 +-
 tensorflow_serving/core/manager.h                |  2 +-
 tensorflow_serving/core/servable_data.h          |  2 +-
 tensorflow_serving/core/simple_loader.h          | 16 ++++++++--------
 tensorflow_serving/core/static_manager.h         |  2 +-
 tensorflow_serving/core/static_source_router.h   |  2 +-
 tensorflow_serving/core/test_util/fake_loader.h  |  3 +--
 .../core/test_util/fake_log_collector.h          |  4 ++--
 tensorflow_serving/core/test_util/mock_session.h |  2 +-
 .../core/test_util/servable_handle_test_util.h   |  2 +-
 tensorflow_serving/model_servers/server_core.h   |  2 +-
 .../model_servers/test_util/mock_server_core.h   |  4 ++--
 17 files changed, 30 insertions(+), 31 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier.h b/tensorflow_serving/batching/batch_scheduler_retrier.h
index 6839f75d4df..bca1594cbd4 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier.h
+++ b/tensorflow_serving/batching/batch_scheduler_retrier.h
@@ -86,7 +86,7 @@ Status BatchSchedulerRetrier<TaskType>::Create(
         options.retry_delay_micros);
   }
   result->reset(new BatchSchedulerRetrier(options, std::move(wrapped)));
-  return Status::OK();
+  return Status();
 }
 
 template <typename TaskType>
diff --git a/tensorflow_serving/batching/batching_util.h b/tensorflow_serving/batching/batching_util.h
index 0b67e8195a4..246d4cec6fa 100644
--- a/tensorflow_serving/batching/batching_util.h
+++ b/tensorflow_serving/batching/batching_util.h
@@ -106,7 +106,7 @@ Status ComputeTensorBatchSize(TensorList inputs, size_t* size, DimFunc dim_func,
       }
     }
   }
-  return Status::OK();
+  return Status();
 }
 
 /***************** Below utilities are for monitoring purpose *****************/
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index fe7f9ddc3eb..02fedd91112 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -315,7 +315,7 @@ Status StreamingBatchScheduler<TaskType>::Create(
   }
   scheduler->reset(
       new StreamingBatchScheduler<TaskType>(options, process_batch_callback));
-  return Status::OK();
+  return Status();
 }
 
 template <typename TaskType>
@@ -376,7 +376,7 @@ Status StreamingBatchScheduler<TaskType>::Schedule(
     }
   }
 
-  return Status::OK();
+  return Status();
 }
 
 template <typename TaskType>
@@ -464,7 +464,7 @@ Status CreateRetryingStreamingBatchScheduler(
   TF_RETURN_IF_ERROR(BatchSchedulerRetrier<TaskType>::Create(
       retry_options, std::move(streaming_scheduler), &retrier));
   *scheduler = std::move(retrier);
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h b/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
index a588053663c..1a639993204 100644
--- a/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
+++ b/tensorflow_serving/batching/test_util/puppet_batch_scheduler.h
@@ -85,7 +85,7 @@ template <typename TaskType>
 Status PuppetBatchScheduler<TaskType>::Schedule(
     std::unique_ptr<TaskType>* task) {
   queue_.push(std::move(*task));
-  return Status::OK();
+  return Status();
 }
 
 template <typename TaskType>
diff --git a/tensorflow_serving/core/dynamic_source_router.h b/tensorflow_serving/core/dynamic_source_router.h
index 11423da6e44..ea1fd5552bf 100644
--- a/tensorflow_serving/core/dynamic_source_router.h
+++ b/tensorflow_serving/core/dynamic_source_router.h
@@ -77,7 +77,7 @@ Status DynamicSourceRouter<T>::Create(
     std::unique_ptr<DynamicSourceRouter<T>>* result) {
   TF_RETURN_IF_ERROR(ValidateRoutes(num_output_ports, routes));
   result->reset(new DynamicSourceRouter<T>(num_output_ports, routes));
-  return Status::OK();
+  return Status();
 }
 
 template <typename T>
@@ -99,7 +99,7 @@ Status DynamicSourceRouter<T>::UpdateRoutes(const Routes& routes) {
     mutex_lock l(routes_mu_);
     routes_ = routes;
   }
-  return Status::OK();
+  return Status();
 }
 
 template <typename T>
@@ -137,7 +137,7 @@ Status DynamicSourceRouter<T>::ValidateRoutes(int num_output_ports,
           "default route");
     }
   }
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/loader.h b/tensorflow_serving/core/loader.h
index 672774b6303..883f2176b3e 100644
--- a/tensorflow_serving/core/loader.h
+++ b/tensorflow_serving/core/loader.h
@@ -156,7 +156,7 @@ class ResourceUnsafeLoader : public Loader {
  public:
   Status EstimateResources(ResourceAllocation* estimate) const final {
     estimate->Clear();
-    return Status::OK();
+    return Status();
   }
 };
 
diff --git a/tensorflow_serving/core/manager.h b/tensorflow_serving/core/manager.h
index 773b0629285..4eb92aa1541 100644
--- a/tensorflow_serving/core/manager.h
+++ b/tensorflow_serving/core/manager.h
@@ -173,7 +173,7 @@ Status Manager::GetServableHandle(const ServableRequest& request,
     return errors::InvalidArgument(
         "Servable type doesn't match the asked for type.");
   }
-  return Status::OK();
+  return Status();
 }
 
 template <typename T>
diff --git a/tensorflow_serving/core/servable_data.h b/tensorflow_serving/core/servable_data.h
index e628e40067d..5771368d08e 100644
--- a/tensorflow_serving/core/servable_data.h
+++ b/tensorflow_serving/core/servable_data.h
@@ -84,7 +84,7 @@ ServableData<T> CreateServableData(const ServableId& id, T data);
 
 template <typename T>
 ServableData<T>::ServableData(const ServableId& id, T data)
-    : id_(id), status_(Status::OK()), data_(std::move(data)) {}
+    : id_(id), status_(Status()), data_(std::move(data)) {}
 
 template <typename T>
 ServableData<T>::ServableData(const ServableId& id, const Status& error)
diff --git a/tensorflow_serving/core/simple_loader.h b/tensorflow_serving/core/simple_loader.h
index 4918ca86ae0..971d83f3d48 100644
--- a/tensorflow_serving/core/simple_loader.h
+++ b/tensorflow_serving/core/simple_loader.h
@@ -57,11 +57,11 @@ namespace serving {
 //   auto servable_creator = [](std::unique_ptr<time_t>* servable) {
 //       servable->reset(new time_t);
 //       *servable = time(nullptr);
-//       return Status::OK();
+//       return Status();
 //   };
 //   auto resource_estimator = [](ResourceAllocation* estimate) {
 //       estimate->mutable_...(...)->set_...(...);
-//       return Status::OK();
+//       return Status();
 //   };
 //   std::unique_ptr<Loader> loader(new SimpleLoader<time_t>(
 //       servable_creator, resource_estimator));
@@ -227,7 +227,7 @@ typename SimpleLoader<ServableType>::ResourceEstimator
 SimpleLoader<ServableType>::EstimateNoResources() {
   return [](ResourceAllocation* estimate) {
     estimate->Clear();
-    return Status::OK();
+    return Status();
   };
 }
 
@@ -281,13 +281,13 @@ Status SimpleLoader<ServableType>::EstimateResources(
   mutex_lock l(memoized_resource_estimate_mu_);
   if (memoized_resource_estimate_) {
     *estimate = *memoized_resource_estimate_;
-    return Status::OK();
+    return Status();
   }
 
   // Compute and memoize the resource estimate.
   TF_RETURN_IF_ERROR(resource_estimator_(estimate));
   memoized_resource_estimate_ = *estimate;
-  return Status::OK();
+  return Status();
 }
 
 template <typename ServableType>
@@ -345,7 +345,7 @@ Status SimpleLoader<ServableType>::EstimateResourcesPostLoad() {
     }
   }
 
-  return Status::OK();
+  return Status();
 }
 
 template <typename ServableType>
@@ -384,7 +384,7 @@ typename SimpleLoaderSourceAdapter<DataType, ServableType>::ResourceEstimator
 SimpleLoaderSourceAdapter<DataType, ServableType>::EstimateNoResources() {
   return [](const DataType& data, ResourceAllocation* estimate) {
     estimate->Clear();
-    return Status::OK();
+    return Status();
   };
 }
 
@@ -408,7 +408,7 @@ Status SimpleLoaderSourceAdapter<DataType, ServableType>::Convert(
       [resource_estimator, data](ResourceAllocation* estimate) {
         return resource_estimator(data, estimate);
       }));
-  return Status::OK();
+  return Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/static_manager.h b/tensorflow_serving/core/static_manager.h
index bdd2f05618c..691316989c2 100644
--- a/tensorflow_serving/core/static_manager.h
+++ b/tensorflow_serving/core/static_manager.h
@@ -70,7 +70,7 @@ Status StaticManagerBuilder::AddServable(const ServableId& id,
       id, std::unique_ptr<Loader>(new SimpleLoader<T>(
               [&servable](std::unique_ptr<T>* const returned_servable) {
                 *returned_servable = std::move(servable);
-                return Status::OK();
+                return Status();
               },
               SimpleLoader<T>::EstimateNoResources())))));
   Status load_status;
diff --git a/tensorflow_serving/core/static_source_router.h b/tensorflow_serving/core/static_source_router.h
index 62c96c68234..4ef0e76c0f9 100644
--- a/tensorflow_serving/core/static_source_router.h
+++ b/tensorflow_serving/core/static_source_router.h
@@ -69,7 +69,7 @@ Status StaticSourceRouter<T>::Create(
     const std::vector<string>& route_substrings,
     std::unique_ptr<StaticSourceRouter<T>>* result) {
   result->reset(new StaticSourceRouter<T>(route_substrings));
-  return Status::OK();
+  return Status();
 }
 
 template <typename T>
diff --git a/tensorflow_serving/core/test_util/fake_loader.h b/tensorflow_serving/core/test_util/fake_loader.h
index 8bebcbf99ab..30dc605a3fd 100644
--- a/tensorflow_serving/core/test_util/fake_loader.h
+++ b/tensorflow_serving/core/test_util/fake_loader.h
@@ -36,8 +36,7 @@ namespace test_util {
 // This class is thread-safe.
 class FakeLoader : public ResourceUnsafeLoader {
  public:
-  explicit FakeLoader(int64_t servable,
-                      const Status load_status = Status::OK());
+  explicit FakeLoader(int64_t servable, const Status load_status = Status());
 
   ~FakeLoader() override;
 
diff --git a/tensorflow_serving/core/test_util/fake_log_collector.h b/tensorflow_serving/core/test_util/fake_log_collector.h
index 34a68c65f28..be4ca0d7a03 100644
--- a/tensorflow_serving/core/test_util/fake_log_collector.h
+++ b/tensorflow_serving/core/test_util/fake_log_collector.h
@@ -29,10 +29,10 @@ class FakeLogCollector : public LogCollector {
  public:
   Status CollectMessage(const google::protobuf::Message& message) override {
     ++collect_count_;
-    return Status::OK();
+    return Status();
   }
 
-  Status Flush() override { return Status::OK(); }
+  Status Flush() override { return Status(); }
 
   int collect_count() const { return collect_count_; }
 
diff --git a/tensorflow_serving/core/test_util/mock_session.h b/tensorflow_serving/core/test_util/mock_session.h
index dcae1a65a50..4e66287c284 100644
--- a/tensorflow_serving/core/test_util/mock_session.h
+++ b/tensorflow_serving/core/test_util/mock_session.h
@@ -28,7 +28,7 @@ namespace test_util {
 class MockSession : public tensorflow::Session {
  public:
   MockSession() : Session() {
-    ON_CALL(*this, Close()).WillByDefault(::testing::Return(Status::OK()));
+    ON_CALL(*this, Close()).WillByDefault(::testing::Return(Status()));
   }
   MOCK_METHOD(::tensorflow::Status, Create, (const GraphDef& graph),
               (override));
diff --git a/tensorflow_serving/core/test_util/servable_handle_test_util.h b/tensorflow_serving/core/test_util/servable_handle_test_util.h
index 46550ba294b..6495f0c1942 100644
--- a/tensorflow_serving/core/test_util/servable_handle_test_util.h
+++ b/tensorflow_serving/core/test_util/servable_handle_test_util.h
@@ -67,7 +67,7 @@ static ServableHandle<T> WrapAsHandle(const ServableId& id, T* t) {
         const ServableRequest& request,
         std::unique_ptr<UntypedServableHandle>* result) override {
       result->reset(new DummyHandle(id_, servable_));
-      return Status::OK();
+      return Status();
     }
 
     // Unimplemented: always returns an empty map.
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index ef79d10b447..5a375d07744 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -260,7 +260,7 @@ class ServerCore : public Manager {
       VLOG(1) << "Unable to get servable handle due to: " << status;
       return status;
     }
-    return Status::OK();
+    return Status();
   }
 
   /// Writes the log for the particular request, response and metadata, if we
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index df7569b5841..ecde432a8cb 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -63,13 +63,13 @@ class MockServerCore : public ServerCore {
         [](EventBus<ServableState>* event_bus,
            std::unique_ptr<ServableStateMonitor>* monitor) -> Status {
       monitor->reset(new ServableStateMonitor(event_bus));
-      return Status::OK();
+      return Status();
     };
     options.custom_model_config_loader =
         [](const ::google::protobuf::Any& any,
            EventBus<ServableState>* event_bus,
            UniquePtrWithDeps<AspiredVersionsManager>* manager) -> Status {
-      return Status::OK();
+      return Status();
     };
     TF_CHECK_OK(
         ServerRequestLogger::Create(nullptr, &options.server_request_logger));

From 92eeafc0a2b337685b11a4a9cebf901a0e286d33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Oct 2022 12:01:56 -0700
Subject: [PATCH 6317/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e3fdc55-bfd9-4d83-bb3e-090bf23136b6

PiperOrigin-RevId: 478849295
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e8461706228..43adce5a9e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd61e5ad714579c881429b0a9c6d7e063a3f94add2d97993437631c4474ac903",
-    git_commit = "e9f68397ab96a17634c8091fcca5be05263e0f58",
+    sha256 = "e91539650793c73e58f5290dd512b25e29145378d305c827fab1007b64c6152c",
+    git_commit = "aeb3a9f9a23613f789c5543548fe436b076ac3d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30c23181604b251b29800e7ec5ae0a124d8cf6e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Oct 2022 18:01:30 -0700
Subject: [PATCH 6318/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d9be010-b6eb-4bbf-bd29-0666949726bc

PiperOrigin-RevId: 478927326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43adce5a9e6..b1adec38b34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e91539650793c73e58f5290dd512b25e29145378d305c827fab1007b64c6152c",
-    git_commit = "aeb3a9f9a23613f789c5543548fe436b076ac3d8",
+    sha256 = "428f4a952a4390c9c50f145d69e6e8ebcd7ee9bd5512c0eb0827a6f4030606b3",
+    git_commit = "05d8c81ec4c3b897ef1010148916dcb01a5f3e81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99443e620eb45745d85cb0149ab05240b35aa4b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Oct 2022 00:01:37 -0700
Subject: [PATCH 6319/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11c32655-9abe-4211-ab8e-ba547c0c616a

PiperOrigin-RevId: 478972261
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1adec38b34..d961b2461b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "428f4a952a4390c9c50f145d69e6e8ebcd7ee9bd5512c0eb0827a6f4030606b3",
-    git_commit = "05d8c81ec4c3b897ef1010148916dcb01a5f3e81",
+    sha256 = "0f8373f376c53cd520f04aeabde65d30c5f575533c024bdd2373fa6495fcb4cf",
+    git_commit = "e9b69e8cc96e70889363748f66ab0ab8845e854e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ce907de87ec36be91c8224b018da94703673d06a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Oct 2022 06:02:23 -0700
Subject: [PATCH 6320/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb163a89-aa17-46f8-8c1f-89b27f3b0e0f

PiperOrigin-RevId: 479023985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d961b2461b6..0fa9fc3c49f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f8373f376c53cd520f04aeabde65d30c5f575533c024bdd2373fa6495fcb4cf",
-    git_commit = "e9b69e8cc96e70889363748f66ab0ab8845e854e",
+    sha256 = "e4549c9bf2a551abfcd39571c1c0460fdb48e90ec8a82711210322ce41d2f28a",
+    git_commit = "3f70112acb59056e9f61ca84233030ed6efe817c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b0279584532925bdf4cd86a428cc0607a6f1086c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Oct 2022 12:01:49 -0700
Subject: [PATCH 6321/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4db116c-c779-40e8-a7c7-3f973ee83ffb

PiperOrigin-RevId: 479106762
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0fa9fc3c49f..debfdc79bfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4549c9bf2a551abfcd39571c1c0460fdb48e90ec8a82711210322ce41d2f28a",
-    git_commit = "3f70112acb59056e9f61ca84233030ed6efe817c",
+    sha256 = "ebfb31794a7870079bdd0c86047023e88d706d655c68307ac22e5373a0c07f10",
+    git_commit = "f531575c9d720fcba37c02b630a936d272f33c41",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cdd0fa9c2969d86562783610558aacab445e2968 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Oct 2022 18:01:27 -0700
Subject: [PATCH 6322/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/81c5ce9e-4c78-4194-94bd-5b5ddef11641

PiperOrigin-RevId: 479187902
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index debfdc79bfa..23ecdba99e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ebfb31794a7870079bdd0c86047023e88d706d655c68307ac22e5373a0c07f10",
-    git_commit = "f531575c9d720fcba37c02b630a936d272f33c41",
+    sha256 = "2055d24b5a1dad65566fdb653bc498122267e5da28ffc95a04d262b8a8a05b55",
+    git_commit = "8f858c111e9594c3e93de7007bd81267fa8a6985",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5df4b70aa9b365e33b4db52dc1d96d0f56d43de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Oct 2022 00:01:35 -0700
Subject: [PATCH 6323/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a93845cf-01be-4de8-8cb6-e9711801c321

PiperOrigin-RevId: 479236165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23ecdba99e3..e733f86df48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2055d24b5a1dad65566fdb653bc498122267e5da28ffc95a04d262b8a8a05b55",
-    git_commit = "8f858c111e9594c3e93de7007bd81267fa8a6985",
+    sha256 = "9f5ccfa55e40a32a4bd5f1350b4788390be389e4fb165d18f542b3ce51b1ac89",
+    git_commit = "904b32c6e9cf6e8bd478e915db8321608aecd846",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ec9c24a1285973de1f1a859d0149cb1dfd70093a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Oct 2022 06:01:53 -0700
Subject: [PATCH 6324/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e628637-6fe8-49a6-8541-f47a9887afde

PiperOrigin-RevId: 479293324
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e733f86df48..3127e6d1cf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f5ccfa55e40a32a4bd5f1350b4788390be389e4fb165d18f542b3ce51b1ac89",
-    git_commit = "904b32c6e9cf6e8bd478e915db8321608aecd846",
+    sha256 = "96b4b54a76c13cf5c9614eca92c6cdd19d9bc02c23cb3551f25149f13409da82",
+    git_commit = "ecce472d81a77e916c2f3ea456c90fd587f11a1a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 927e2a5ba4e92c49bec639d627fee5c643148892 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Oct 2022 12:02:00 -0700
Subject: [PATCH 6325/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4433b9c3-3251-4b3a-8994-07bc4e734eb4

PiperOrigin-RevId: 479377551
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3127e6d1cf1..3a5ac5d9dd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96b4b54a76c13cf5c9614eca92c6cdd19d9bc02c23cb3551f25149f13409da82",
-    git_commit = "ecce472d81a77e916c2f3ea456c90fd587f11a1a",
+    sha256 = "d7577e686587ae6a6747dae970bcf8b3316e0e801b80c49b56be827cfdce32fe",
+    git_commit = "368ac2a4e7e8bdd5f0644af8700673fad0975aad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c85fd2008398c693014cdf29c5da18e95b5fdda0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Oct 2022 18:01:44 -0700
Subject: [PATCH 6326/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3a5202a-ff2a-4e5e-bd46-163710582b28

PiperOrigin-RevId: 479457589
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a5ac5d9dd9..5080f76bbb2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7577e686587ae6a6747dae970bcf8b3316e0e801b80c49b56be827cfdce32fe",
-    git_commit = "368ac2a4e7e8bdd5f0644af8700673fad0975aad",
+    sha256 = "52883f616590f10b2a2fb15dc624b6c8ad42dd74072459e1ab639094e5dd1ca6",
+    git_commit = "bd7aa9dbc71c6ea1c22df07e0aa49160eb95ce71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c60b620536067ed4d4ad6c4e0bef5077ba8aade1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Oct 2022 00:01:40 -0700
Subject: [PATCH 6327/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/87286651-a603-4a38-8b24-f295d020e3df

PiperOrigin-RevId: 479505887
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5080f76bbb2..81ed92216e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52883f616590f10b2a2fb15dc624b6c8ad42dd74072459e1ab639094e5dd1ca6",
-    git_commit = "bd7aa9dbc71c6ea1c22df07e0aa49160eb95ce71",
+    sha256 = "3bd52ffbaf5d335e70e2025bddc630b05f04a2f1b2fe6f2708447e4353489b28",
+    git_commit = "70483123e779c27fceb85417b345c890eefff20f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f8f1b3c653e5cba7de0bad10a9d6536571b5e55 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Fri, 7 Oct 2022 01:33:44 -0700
Subject: [PATCH 6328/8103] Replace tensorflow::Status::OK() with
 tensorflow::{Status, OkStatus}().

PiperOrigin-RevId: 479519300
---
 tensorflow_serving/servables/tensorflow/bundle_factory_util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index bd2dda5a236..2e826ba4f0a 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -77,7 +77,7 @@ Status GetPerModelBatchingParams(const string& path,
             << "using session config batching params: "
             << params->value().DebugString();
   }
-  return Status::OK();
+  return OkStatus();
 }
 
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,

From 5aa6ef35a04d8c304798b0efcaaddeefe58e8809 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Oct 2022 06:01:29 -0700
Subject: [PATCH 6329/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/97d7676e-35e0-424c-954d-3ad839bf7aab

PiperOrigin-RevId: 479560959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81ed92216e9..2a6fbc56f7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bd52ffbaf5d335e70e2025bddc630b05f04a2f1b2fe6f2708447e4353489b28",
-    git_commit = "70483123e779c27fceb85417b345c890eefff20f",
+    sha256 = "a10d7d32f782e900342a5d191b94beec55dd3595cff26e8fe6b2b1ed82b2454f",
+    git_commit = "2df16f5cb5a9d1f734de518bbdcf0df76a12273c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 840d31717b03ce74a1ae481776bf298265028ccc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Oct 2022 12:01:44 -0700
Subject: [PATCH 6330/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01ce0844-4b27-40ad-853b-bd1dd66602d4

PiperOrigin-RevId: 479637882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a6fbc56f7c..84f482572e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a10d7d32f782e900342a5d191b94beec55dd3595cff26e8fe6b2b1ed82b2454f",
-    git_commit = "2df16f5cb5a9d1f734de518bbdcf0df76a12273c",
+    sha256 = "4e513128d9ed51c00a8821c4be43113e06e1d10f03b5db2e92fbb1d1bc81c2cc",
+    git_commit = "3899ff4b6e6018a5333e2cf000b826a11411c2b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0055c365dc9419919d1182326bcd0ddce0c8da85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Oct 2022 18:01:36 -0700
Subject: [PATCH 6331/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/492117d1-e582-4387-8b0e-2705668ead6f

PiperOrigin-RevId: 479706523
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84f482572e2..18972d7e0d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e513128d9ed51c00a8821c4be43113e06e1d10f03b5db2e92fbb1d1bc81c2cc",
-    git_commit = "3899ff4b6e6018a5333e2cf000b826a11411c2b3",
+    sha256 = "6b82ded2ecf190f11e2226beb8dbd8ce47a20fb935a503660557ed67435ab0b4",
+    git_commit = "cf35502463a88ca7185a99daa7031df60b3c1c98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2af09c1e50abbedab48980123da68a0b26058c4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Oct 2022 00:01:41 -0700
Subject: [PATCH 6332/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f17fcd12-2ad5-4a41-b749-de97b0d9e46c

PiperOrigin-RevId: 479743154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18972d7e0d5..ae86191f287 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b82ded2ecf190f11e2226beb8dbd8ce47a20fb935a503660557ed67435ab0b4",
-    git_commit = "cf35502463a88ca7185a99daa7031df60b3c1c98",
+    sha256 = "9d010adda89dff340ecd42be1323e86a7c41357be3646a5d8e4a552e88416ab5",
+    git_commit = "b307617a2737106b482962d5dfacba5fe62f657f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 42f36d1146404ad00c1efbda3c6cdd7ff59b29e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Oct 2022 06:01:33 -0700
Subject: [PATCH 6333/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19ad9a40-d3a9-4079-9455-6748258da660

PiperOrigin-RevId: 479782471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae86191f287..3d8bce7aaf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d010adda89dff340ecd42be1323e86a7c41357be3646a5d8e4a552e88416ab5",
-    git_commit = "b307617a2737106b482962d5dfacba5fe62f657f",
+    sha256 = "1356d60ce5e5d252d79ae7773107ad2e1565d75d24562f7c6269d51a1f53096e",
+    git_commit = "6e3e2c0e036e1435c21ca10f0c62f866066e97b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a7db8cbfa30d87f828cb30dbb6f4444e1351fe90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Oct 2022 12:01:39 -0700
Subject: [PATCH 6334/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f0c5541-9531-47d1-b983-80bd1cea5b5d

PiperOrigin-RevId: 479815674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d8bce7aaf1..4792b3d64de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1356d60ce5e5d252d79ae7773107ad2e1565d75d24562f7c6269d51a1f53096e",
-    git_commit = "6e3e2c0e036e1435c21ca10f0c62f866066e97b3",
+    sha256 = "077903234238345da88e2524847b37a1d31c5272a14eb68a72c942b4bd14100a",
+    git_commit = "590e8443b1a90941a9d4bb3c785ada56c81dd88f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 53ca02b36b8f5462b7ba619fbb56becd9d8342b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Oct 2022 00:01:54 -0700
Subject: [PATCH 6335/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3e0f76e-d14c-4d7f-9f3f-8a0897200486

PiperOrigin-RevId: 479874606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4792b3d64de..bf298efd9a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "077903234238345da88e2524847b37a1d31c5272a14eb68a72c942b4bd14100a",
-    git_commit = "590e8443b1a90941a9d4bb3c785ada56c81dd88f",
+    sha256 = "0cab05bddc09574ddaca99c790f08d55b35ceb09635e35b15469a21b0dee5dcd",
+    git_commit = "6a332e6678c2721a5824ae77a4bdd43b1890c2d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4b52103c63057be85da149d2a50960fa4781ce1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Oct 2022 06:01:24 -0700
Subject: [PATCH 6336/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dedf7b3c-dcb4-46e5-b5af-591c608e114e

PiperOrigin-RevId: 479910265
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf298efd9a7..4edcfacc566 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cab05bddc09574ddaca99c790f08d55b35ceb09635e35b15469a21b0dee5dcd",
-    git_commit = "6a332e6678c2721a5824ae77a4bdd43b1890c2d8",
+    sha256 = "1703eb7487b0cf42b03969e5c881f7ba4152c82b2a0fe53b413947dc46e35089",
+    git_commit = "02f9b72ff5ad90aa1dcfcb8c378b1c05776dd05f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8a0ca90c04b0c4aae7c32fa98c9c0c930b292d2f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 9 Oct 2022 12:01:33 -0700
Subject: [PATCH 6337/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b05893e-e708-461b-a954-66d6232cffa9

PiperOrigin-RevId: 479940382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4edcfacc566..279960f1dca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1703eb7487b0cf42b03969e5c881f7ba4152c82b2a0fe53b413947dc46e35089",
-    git_commit = "02f9b72ff5ad90aa1dcfcb8c378b1c05776dd05f",
+    sha256 = "1d4ec1b9bc2669e99f8d923f70dbb509772ed0d859aad7127aca1ca11c2659c0",
+    git_commit = "03da6833ec6c5ccd22e7430626c022f325202761",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f230027d001decc382992ad3f9d8b0f8100c30fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Oct 2022 00:01:43 -0700
Subject: [PATCH 6338/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47e23ed4-3cb0-4c9b-9a7e-d9abb4a8256e

PiperOrigin-RevId: 480005249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 279960f1dca..057effce19a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d4ec1b9bc2669e99f8d923f70dbb509772ed0d859aad7127aca1ca11c2659c0",
-    git_commit = "03da6833ec6c5ccd22e7430626c022f325202761",
+    sha256 = "f10f2b126168a1b177e2b63c4f35a89b55b233b91a3fbc2620f585f291d7289b",
+    git_commit = "f74014ba82beb7841abf1a26beb2185276485461",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b1cd7a11299b9e6677264acfb31b393c816b8f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Oct 2022 06:01:27 -0700
Subject: [PATCH 6339/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ba491d0-5d40-4a7b-bfa2-9901412fdaab

PiperOrigin-RevId: 480064773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 057effce19a..c9160f36278 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f10f2b126168a1b177e2b63c4f35a89b55b233b91a3fbc2620f585f291d7289b",
-    git_commit = "f74014ba82beb7841abf1a26beb2185276485461",
+    sha256 = "115ffe4c9f1e7abcfc0c64891c616e51e7444857f8f97a9646c050fbd30267ed",
+    git_commit = "c775da3c1f73798ecaa1e1c46402bb03d21468cb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7fe7bc580e909a06ce3ca6d7e0aa463a46974d58 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Oct 2022 12:01:56 -0700
Subject: [PATCH 6340/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/286c6cd0-9024-4493-bab4-c77201b62c61

PiperOrigin-RevId: 480144067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9160f36278..69987232f3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "115ffe4c9f1e7abcfc0c64891c616e51e7444857f8f97a9646c050fbd30267ed",
-    git_commit = "c775da3c1f73798ecaa1e1c46402bb03d21468cb",
+    sha256 = "92ac736be252e6e75e2e015defa171e50a2ade3534b83affa5cccbaac50d8cdd",
+    git_commit = "14b52bb67edccf9f250085f83cc0e8aad03824f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c8b471c0f4afc5f1d7aceb307df269cbff13f18c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Oct 2022 18:01:47 -0700
Subject: [PATCH 6341/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dff88dcf-c97b-4d1b-8df7-7b1f2817fa5a

PiperOrigin-RevId: 480221648
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69987232f3b..014d6a47052 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92ac736be252e6e75e2e015defa171e50a2ade3534b83affa5cccbaac50d8cdd",
-    git_commit = "14b52bb67edccf9f250085f83cc0e8aad03824f0",
+    sha256 = "19be66df443268d8bd8e687b7adf253e5613d53e5759832757e02eaece0f2572",
+    git_commit = "e68a63f87dc3f001977479a5e9433199a7b9e3c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59600ddfbc025e8ff9f1e45512a0e7b43d833872 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Oct 2022 00:01:38 -0700
Subject: [PATCH 6342/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef6dc87f-3b93-4489-a43a-0e1bffb93c02

PiperOrigin-RevId: 480270195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 014d6a47052..4995a84ba8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19be66df443268d8bd8e687b7adf253e5613d53e5759832757e02eaece0f2572",
-    git_commit = "e68a63f87dc3f001977479a5e9433199a7b9e3c2",
+    sha256 = "0cec738f473c31260c644cd0142411554d09b5a118f28c9e3431be81bff5f5de",
+    git_commit = "6ab239aa75c52ae4d9242314f378ebdb67498e31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99e267fdc3164d632cef9af8a9e9228646af2623 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Oct 2022 06:01:24 -0700
Subject: [PATCH 6343/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ed2184d-07f5-4b8b-92bd-da472b22485b

PiperOrigin-RevId: 480333686
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4995a84ba8a..910cfcfdf41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cec738f473c31260c644cd0142411554d09b5a118f28c9e3431be81bff5f5de",
-    git_commit = "6ab239aa75c52ae4d9242314f378ebdb67498e31",
+    sha256 = "d86621cbd5ceffd4c90b5f6af33a7b67f07d7a0b6ed005b93cbbaa73c8007282",
+    git_commit = "3d32b9fea61196254fde629e86a52193e781a76f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a0d4d6872e26cc0f27f896edecf547c19ff6874 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Oct 2022 12:01:46 -0700
Subject: [PATCH 6344/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/66c34512-b6d4-4460-a329-67926b1bd0d7

PiperOrigin-RevId: 480418896
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 910cfcfdf41..e31d4d989c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d86621cbd5ceffd4c90b5f6af33a7b67f07d7a0b6ed005b93cbbaa73c8007282",
-    git_commit = "3d32b9fea61196254fde629e86a52193e781a76f",
+    sha256 = "0395b5f3c574f503fe3962375a01f09227aa1f582f6e69ed3effa44fa9dc221a",
+    git_commit = "d9cb3ad70826aefc8e5aa389b01050a9032907e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ebcfd9abbcae78f71a3a6fff6d70418bf2add28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Oct 2022 18:01:39 -0700
Subject: [PATCH 6345/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68615e14-888a-49a8-9f20-d73b8cfdbf80

PiperOrigin-RevId: 480497279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e31d4d989c3..d01a549c3dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0395b5f3c574f503fe3962375a01f09227aa1f582f6e69ed3effa44fa9dc221a",
-    git_commit = "d9cb3ad70826aefc8e5aa389b01050a9032907e4",
+    sha256 = "7ae4360e3b461bfb6d3e20c5a222beee9bd1b3ce94dd4f0bd37d7d19e54abc28",
+    git_commit = "efa01f557f2978c7262a5a72c1becbca6ac5a345",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 66b199ba6e8fc81cb278988aa541e03987a1d27d Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Tue, 11 Oct 2022 23:42:22 -0700
Subject: [PATCH 6346/8103] Open up http_server_clients package group for
 easier 3P integration when importing TF serving repo.

PiperOrigin-RevId: 480541990
---
 tensorflow_serving/util/net_http/public/BUILD |   6 +
 .../util/net_http/server/public/BUILD         |   4 +-
 .../net_http/server/public/header_names.cc    | 159 ---------------
 .../net_http/server/public/header_names.h     | 185 ------------------
 .../server/public/response_code_enum.h        | 113 -----------
 5 files changed, 7 insertions(+), 460 deletions(-)
 delete mode 100644 tensorflow_serving/util/net_http/server/public/header_names.cc
 delete mode 100644 tensorflow_serving/util/net_http/server/public/header_names.h
 delete mode 100644 tensorflow_serving/util/net_http/server/public/response_code_enum.h

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index f40698d055c..f85ce0a299c 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -2,11 +2,17 @@
 
 package(
     default_visibility = [
+        ":http_server_clients",
         "//tensorflow_serving:internal",
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
 )
 
+package_group(
+    name = "http_server_clients",
+    packages = ["//..."],
+)
+
 licenses(["notice"])
 
 # C++ lib based on zlib for gzip support
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 5aba569e60c..4ab2c453dd9 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -2,14 +2,12 @@
 
 package(
     default_visibility = [
-        ":http_server_clients",
         "//tensorflow_serving:internal",
         "//tensorflow_serving/util/net_http:__subpackages__",
+        "//tensorflow_serving/util/net_http/public:http_server_clients",
     ],
 )
 
-package_group(name = "http_server_clients")
-
 licenses(["notice"])
 
 cc_library(
diff --git a/tensorflow_serving/util/net_http/server/public/header_names.cc b/tensorflow_serving/util/net_http/server/public/header_names.cc
deleted file mode 100644
index 9eaa71cd314..00000000000
--- a/tensorflow_serving/util/net_http/server/public/header_names.cc
+++ /dev/null
@@ -1,159 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/util/net_http/server/public/header_names.h"
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-// Standard header names
-
-const char HTTPHeaders::ACCEPT[] = "Accept";
-const char HTTPHeaders::ACCEPT_CHARSET[] = "Accept-Charset";
-const char HTTPHeaders::ACCEPT_ENCODING[] = "Accept-Encoding";
-const char HTTPHeaders::ACCEPT_LANGUAGE[] = "Accept-Language";
-const char HTTPHeaders::ACCEPT_RANGES[] = "Accept-Ranges";
-const char HTTPHeaders::ACCESS_CONTROL_ALLOW_CREDENTIALS[] =
-    "Access-Control-Allow-Credentials";
-const char HTTPHeaders::ACCESS_CONTROL_ALLOW_HEADERS[] =
-    "Access-Control-Allow-Headers";
-const char HTTPHeaders::ACCESS_CONTROL_ALLOW_METHODS[] =
-    "Access-Control-Allow-Methods";
-const char HTTPHeaders::ACCESS_CONTROL_ALLOW_ORIGIN[] =
-    "Access-Control-Allow-Origin";
-const char HTTPHeaders::ACCESS_CONTROL_EXPOSE_HEADERS[] =
-    "Access-Control-Expose-Headers";
-const char HTTPHeaders::ACCESS_CONTROL_MAX_AGE[] = "Access-Control-Max-Age";
-const char HTTPHeaders::ACCESS_CONTROL_REQUEST_HEADERS[] =
-    "Access-Control-Request-Headers";
-const char HTTPHeaders::ACCESS_CONTROL_REQUEST_METHOD[] =
-    "Access-Control-Request-Method";
-const char HTTPHeaders::AGE[] = "Age";
-const char HTTPHeaders::ALLOW[] = "Allow";
-const char HTTPHeaders::AUTHORIZATION[] = "Authorization";
-const char HTTPHeaders::CACHE_CONTROL[] = "Cache-Control";
-const char HTTPHeaders::CONNECTION[] = "Connection";
-const char HTTPHeaders::CONTENT_DISPOSITION[] = "Content-Disposition";
-const char HTTPHeaders::CONTENT_ENCODING[] = "Content-Encoding";
-const char HTTPHeaders::CONTENT_LANGUAGE[] = "Content-Language";
-const char HTTPHeaders::CONTENT_LENGTH[] = "Content-Length";
-const char HTTPHeaders::CONTENT_LOCATION[] = "Content-Location";
-const char HTTPHeaders::CONTENT_RANGE[] = "Content-Range";
-const char HTTPHeaders::CONTENT_SECURITY_POLICY[] = "Content-Security-Policy";
-const char HTTPHeaders::CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
-    "Content-Security-Policy-Report-Only";
-const char HTTPHeaders::X_CONTENT_SECURITY_POLICY[] =
-    "X-Content-Security-Policy";
-const char HTTPHeaders::X_CONTENT_SECURITY_POLICY_REPORT_ONLY[] =
-    "X-Content-Security-Policy-Report-Only";
-const char HTTPHeaders::X_WEBKIT_CSP[] = "X-WebKit-CSP";
-const char HTTPHeaders::X_WEBKIT_CSP_REPORT_ONLY[] = "X-WebKit-CSP-Report-Only";
-const char HTTPHeaders::CONTENT_TYPE[] = "Content-Type";
-const char HTTPHeaders::CONTENT_MD5[] = "Content-MD5";
-const char HTTPHeaders::X_CONTENT_TYPE_OPTIONS[] = "X-Content-Type-Options";
-const char HTTPHeaders::COOKIE[] = "Cookie";
-const char HTTPHeaders::COOKIE2[] = "Cookie2";
-const char HTTPHeaders::DATE[] = "Date";
-const char HTTPHeaders::DAV[] = "DAV";
-const char HTTPHeaders::DEPTH[] = "Depth";
-const char HTTPHeaders::DESTINATION[] = "Destination";
-const char HTTPHeaders::DNT[] = "DNT";
-const char HTTPHeaders::EARLY_DATA[] = "Early-Data";
-const char HTTPHeaders::ETAG[] = "ETag";
-const char HTTPHeaders::EXPECT[] = "Expect";
-const char HTTPHeaders::EXPIRES[] = "Expires";
-const char HTTPHeaders::FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[] =
-    "Follow-Only-When-Prerender-Shown";
-const char HTTPHeaders::FORWARDED[] = "Forwarded";
-const char HTTPHeaders::FROM[] = "From";
-const char HTTPHeaders::HOST[] = "Host";
-const char HTTPHeaders::HTTP2_SETTINGS[] = "HTTP2-Settings";
-const char HTTPHeaders::IF[] = "If";
-const char HTTPHeaders::IF_MATCH[] = "If-Match";
-const char HTTPHeaders::IF_MODIFIED_SINCE[] = "If-Modified-Since";
-const char HTTPHeaders::IF_NONE_MATCH[] = "If-None-Match";
-const char HTTPHeaders::IF_UNMODIFIED_SINCE[] = "If-Unmodified-Since";
-const char HTTPHeaders::IF_RANGE[] = "If-Range";
-const char HTTPHeaders::KEEP_ALIVE[] = "Keep-Alive";
-const char HTTPHeaders::LABEL[] = "Label";
-const char HTTPHeaders::LAST_MODIFIED[] = "Last-Modified";
-const char HTTPHeaders::LINK[] = "Link";
-const char HTTPHeaders::LOCATION[] = "Location";
-const char HTTPHeaders::LOCK_TOKEN[] = "Lock-Token";
-const char HTTPHeaders::MAX_FORWARDS[] = "Max-Forwards";
-const char HTTPHeaders::MS_AUTHOR_VIA[] = "MS-Author-Via";
-const char HTTPHeaders::ORIGIN[] = "Origin";
-const char HTTPHeaders::OVERWRITE_HDR[] = "Overwrite";
-const char HTTPHeaders::PRAGMA[] = "Pragma";
-const char HTTPHeaders::P3P[] = "P3P";
-const char HTTPHeaders::PING_FROM[] = "Ping-From";
-const char HTTPHeaders::PING_TO[] = "Ping-To";
-const char HTTPHeaders::PROXY_CONNECTION[] = "Proxy-Connection";
-const char HTTPHeaders::PROXY_AUTHENTICATE[] = "Proxy-Authenticate";
-const char HTTPHeaders::PROXY_AUTHORIZATION[] = "Proxy-Authorization";
-const char HTTPHeaders::PUBLIC_KEY_PINS[] = "Public-Key-Pins";
-const char HTTPHeaders::PUBLIC_KEY_PINS_REPORT_ONLY[] =
-    "Public-Key-Pins-Report-Only";
-const char HTTPHeaders::RANGE[] = "Range";
-const char HTTPHeaders::REFERER[] = "Referer";
-const char HTTPHeaders::REFERRER_POLICY[] = "Referrer-Policy";
-const char HTTPHeaders::REFERRER_POLICY_NO_REFERRER[] = "no-referrer";
-const char HTTPHeaders::REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[] =
-    "no-referrer-when-downgrade";
-const char HTTPHeaders::REFERRER_POLICY_SAME_ORIGIN[] = "same-origin";
-const char HTTPHeaders::REFERRER_POLICY_ORIGIN[] = "origin";
-const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN[] = "strict-origin";
-const char HTTPHeaders::REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[] =
-    "origin-when-cross-origin";
-const char HTTPHeaders::REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[] =
-    "strict-origin-when-cross-origin";
-const char HTTPHeaders::REFERRER_POLICY_UNSAFE_URL[] = "unsafe-url";
-const char HTTPHeaders::REFRESH[] = "Refresh";
-const char HTTPHeaders::RETRY_AFTER[] = "Retry-After";
-const char HTTPHeaders::SEC_METADATA[] = "Sec-Metadata";
-const char HTTPHeaders::SEC_TOKEN_BINDING[] = "Sec-Token-Binding";
-const char HTTPHeaders::SEC_PROVIDED_TOKEN_BINDING_ID[] =
-    "Sec-Provided-Token-Binding-ID";
-const char HTTPHeaders::SEC_REFERRED_TOKEN_BINDING_ID[] =
-    "Sec-Referred-Token-Binding-ID";
-const char HTTPHeaders::SERVER[] = "Server";
-const char HTTPHeaders::SERVER_TIMING[] = "Server-Timing";
-const char HTTPHeaders::SERVICE_WORKER[] = "Service-Worker";
-const char HTTPHeaders::SERVICE_WORKER_ALLOWED[] = "Service-Worker-Allowed";
-const char HTTPHeaders::SERVICE_WORKER_NAVIGATION_PRELOAD[] =
-    "Service-Worker-Navigation-Preload";
-const char HTTPHeaders::SET_COOKIE[] = "Set-Cookie";
-const char HTTPHeaders::SET_COOKIE2[] = "Set-Cookie2";
-const char HTTPHeaders::STATUS_URI[] = "Status-URI";
-const char HTTPHeaders::STRICT_TRANSPORT_SECURITY[] =
-    "Strict-Transport-Security";
-const char HTTPHeaders::TIMEOUT[] = "Timeout";
-const char HTTPHeaders::TIMING_ALLOW_ORIGIN[] = "Timing-Allow-Origin";
-const char HTTPHeaders::TK[] = "Tk";
-const char HTTPHeaders::TRAILER[] = "Trailer";
-const char HTTPHeaders::TRAILERS[] = "Trailers";
-const char HTTPHeaders::TRANSFER_ENCODING[] = "Transfer-Encoding";
-const char HTTPHeaders::TRANSFER_ENCODING_ABBRV[] = "TE";
-const char HTTPHeaders::UPGRADE[] = "Upgrade";
-const char HTTPHeaders::USER_AGENT[] = "User-Agent";
-const char HTTPHeaders::VARY[] = "Vary";
-const char HTTPHeaders::VIA[] = "Via";
-const char HTTPHeaders::WARNING[] = "Warning";
-const char HTTPHeaders::WWW_AUTHENTICATE[] = "WWW-Authenticate";
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/server/public/header_names.h b/tensorflow_serving/util/net_http/server/public/header_names.h
deleted file mode 100644
index 34312820d4a..00000000000
--- a/tensorflow_serving/util/net_http/server/public/header_names.h
+++ /dev/null
@@ -1,185 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-// Standard HTTP Header Names
-//
-// http://www.iana.org/assignments/message-headers
-class HTTPHeaders {
- public:
-  HTTPHeaders() = delete;
-
-  static const char ACCEPT[];
-  static const char ACCEPT_CHARSET[];
-  static const char ACCEPT_ENCODING[];
-  static const char ACCEPT_LANGUAGE[];
-  static const char ACCEPT_RANGES[];
-  static const char ACCESS_CONTROL_ALLOW_CREDENTIALS[];
-  static const char ACCESS_CONTROL_ALLOW_HEADERS[];
-  static const char ACCESS_CONTROL_ALLOW_METHODS[];
-  static const char ACCESS_CONTROL_ALLOW_ORIGIN[];
-  static const char ACCESS_CONTROL_EXPOSE_HEADERS[];
-  static const char ACCESS_CONTROL_MAX_AGE[];
-  static const char ACCESS_CONTROL_REQUEST_HEADERS[];
-  static const char ACCESS_CONTROL_REQUEST_METHOD[];
-  static const char AGE[];
-  static const char ALLOW[];
-  static const char AUTHORIZATION[];
-  static const char CACHE_CONTROL[];
-  static const char CONNECTION[];
-  static const char CONTENT_DISPOSITION[];
-  static const char CONTENT_ENCODING[];
-  static const char CONTENT_LANGUAGE[];
-  static const char CONTENT_LENGTH[];
-  static const char CONTENT_LOCATION[];
-  static const char CONTENT_RANGE[];
-  // http://w3.org/TR/CSP/#content-security-policy-header-field
-  static const char CONTENT_SECURITY_POLICY[];
-  // http://w3.org/TR/CSP/#content-security-policy-report-only-header-field
-  static const char CONTENT_SECURITY_POLICY_REPORT_ONLY[];
-  // A nonstandard CSP header that was introduced for CSP v.1
-  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
-  // version 23 and the Internet Explorer version 10.
-  // Please, use CONTENT_SECURITY_POLICY to pass the CSP.
-  static const char X_CONTENT_SECURITY_POLICY[];
-  // A nonstandard CSP header that was introduced for CSP v.1
-  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Firefox until
-  // version 23 and Internet Explorer version 10.
-  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
-  static const char X_CONTENT_SECURITY_POLICY_REPORT_ONLY[];
-  // A nonstandard CSP header that was introduced for CSP v.1
-  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
-  // version 25. Please, use CONTENT_SECURITY_POLICY to pass the CSP.
-  static const char X_WEBKIT_CSP[];
-  // A nonstandard CSP header that was introduced for CSP v.1
-  // https://www.w3.org/TR/2011/WD-CSP-20111129/ and used by the Chrome until
-  // version 25.
-  // Please, use CONTENT_SECURITY_POLICY_REPORT_ONLY to pass the CSP.
-  static const char X_WEBKIT_CSP_REPORT_ONLY[];
-  static const char CONTENT_TYPE[];
-  static const char CONTENT_MD5[];
-  // A header, introduced by Microsoft, to modify how browsers
-  // interpret Content-Type:
-  // http://blogs.msdn.com/ie/archive/2008/09/02/ie8-security-part-vi-beta-2-update.aspx
-  static const char X_CONTENT_TYPE_OPTIONS[];
-  static const char COOKIE[];
-  static const char COOKIE2[];
-  static const char DATE[];
-  static const char DAV[];
-  static const char DEPTH[];
-  static const char DESTINATION[];
-  static const char DNT[];
-  // https://tools.ietf.org/html/rfc8470
-  static const char EARLY_DATA[];
-  static const char ETAG[];
-  static const char EXPECT[];
-  static const char EXPIRES[];
-  static const char FOLLOW_ONLY_WHEN_PRERENDER_SHOWN[];
-  // Supersedes X-Forwarded-For (https://tools.ietf.org/html/rfc7239).
-  static const char FORWARDED[];
-  static const char FROM[];
-  static const char HOST[];
-  // http://httpwg.org/specs/rfc7540.html#Http2SettingsHeader
-  static const char HTTP2_SETTINGS[];
-  static const char IF[];
-  static const char IF_MATCH[];
-  static const char IF_MODIFIED_SINCE[];
-  static const char IF_NONE_MATCH[];
-  static const char IF_RANGE[];
-  static const char IF_UNMODIFIED_SINCE[];
-  static const char KEEP_ALIVE[];
-  static const char LABEL[];
-  static const char LAST_MODIFIED[];
-  static const char LINK[];
-  static const char LOCATION[];
-  static const char LOCK_TOKEN[];
-  static const char MAX_FORWARDS[];
-  static const char MS_AUTHOR_VIA[];
-  static const char ORIGIN[];
-  static const char OVERWRITE_HDR[];
-  static const char P3P[];
-  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
-  static const char PING_FROM[];
-  // http://html.spec.whatwg.org/multipage/semantics.html#hyperlink-auditing
-  static const char PING_TO[];
-  static const char PRAGMA[];
-  static const char PROXY_CONNECTION[];
-  static const char PROXY_AUTHENTICATE[];
-  static const char PROXY_AUTHORIZATION[];
-  // http://tools.ietf.org/html/draft-ietf-websec-key-pinning
-  static const char PUBLIC_KEY_PINS[];
-  static const char PUBLIC_KEY_PINS_REPORT_ONLY[];
-  static const char RANGE[];
-  static const char REFERER[];
-  // https://www.w3.org/TR/referrer-policy/
-  static const char REFERRER_POLICY[];
-  static const char REFERRER_POLICY_NO_REFERRER[];
-  static const char REFERRER_POLICY_NO_REFFERER_WHEN_DOWNGRADE[];
-  static const char REFERRER_POLICY_SAME_ORIGIN[];
-  static const char REFERRER_POLICY_ORIGIN[];
-  static const char REFERRER_POLICY_STRICT_ORIGIN[];
-  static const char REFERRER_POLICY_ORIGIN_WHEN_CROSS_ORIGIN[];
-  static const char REFERRER_POLICY_STRICT_ORIGIN_WHEN_CROSS_ORIGIN[];
-  static const char REFERRER_POLICY_UNSAFE_URL[];
-  static const char REFRESH[];
-  static const char RETRY_AFTER[];
-  // https://github.com/mikewest/sec-metadata
-  static const char SEC_METADATA[];
-  // https://tools.ietf.org/html/draft-ietf-tokbind-https
-  static const char SEC_TOKEN_BINDING[];
-  // https://tools.ietf.org/html/draft-ietf-tokbind-ttrp
-  static const char SEC_PROVIDED_TOKEN_BINDING_ID[];
-  static const char SEC_REFERRED_TOKEN_BINDING_ID[];
-  static const char SERVER[];
-  // https://www.w3.org/TR/server-timing/
-  static const char SERVER_TIMING[];
-  // https://www.w3.org/TR/service-workers/#update-algorithm
-  static const char SERVICE_WORKER[];
-  static const char SERVICE_WORKER_ALLOWED[];
-  // https://developers.google.com/web/updates/2017/02/navigation-preload
-  static const char SERVICE_WORKER_NAVIGATION_PRELOAD[];
-  static const char SET_COOKIE[];
-  static const char SET_COOKIE2[];
-  static const char STATUS_URI[];
-  // HSTS http://tools.ietf.org/html/draft-ietf-websec-strict-transport-sec
-  static const char STRICT_TRANSPORT_SECURITY[];
-  static const char TIMEOUT[];
-  // http://www.w3.org/TR/2011/WD-resource-timing-20110524/#cross-origin-resources
-  static const char TIMING_ALLOW_ORIGIN[];
-  // http://www.w3.org/2011/tracking-protection/drafts/tracking-dnt.html#response-header-field
-  static const char TK[];
-  static const char TRAILER[];
-  static const char TRAILERS[];
-  static const char TRANSFER_ENCODING[];
-  static const char TRANSFER_ENCODING_ABBRV[];
-  static const char UPGRADE[];
-  static const char USER_AGENT[];
-  static const char VARY[];
-  static const char VIA[];
-  static const char WARNING[];
-  static const char WWW_AUTHENTICATE[];
-};
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HEADER_NAMES_H_
diff --git a/tensorflow_serving/util/net_http/server/public/response_code_enum.h b/tensorflow_serving/util/net_http/server/public/response_code_enum.h
deleted file mode 100644
index b678c7ac495..00000000000
--- a/tensorflow_serving/util/net_http/server/public/response_code_enum.h
+++ /dev/null
@@ -1,113 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_RESPONSE_CODE_ENUM_H_
-#define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_RESPONSE_CODE_ENUM_H_
-
-namespace tensorflow {
-namespace serving {
-namespace net_http {
-
-enum class HTTPStatusCode {
-  // These are the status codes we can give back to the client.
-  // http://www.iana.org/assignments/http-status-codes/http-status-codes.xhtml#http-status-codes-1
-  UNDEFINED = 0,  // Illegal value for initialization
-  FIRST_CODE = 100,
-
-  // Informational
-  CONTINUE = 100,    // Continue
-  SWITCHING = 101,   // Switching Protocols
-  PROCESSING = 102,  // Processing (RFC 2518, sec 10.1)
-
-  // Success
-  OK = 200,                // OK
-  CREATED = 201,           // Created
-  ACCEPTED = 202,          // Accepted
-  PROVISIONAL = 203,       // Non-Authoritative Information
-  NO_CONTENT = 204,        // No Content
-  RESET_CONTENT = 205,     // Reset Content
-  PART_CONTENT = 206,      // Partial Content
-  MULTI_STATUS = 207,      // Multi-Status (RFC 2518, sec 10.2)
-  ALREADY_REPORTED = 208,  // Already Reported (RFC 5842)
-  IM_USED = 226,           // IM Used (RFC 3229)
-
-  // Redirect
-  MULTIPLE = 300,           // Multiple Choices
-  MOVED_PERM = 301,         // Moved Permanently
-  MOVED_TEMP = 302,         // Found. For historical reasons,
-                            // a user agent MAY change the method
-                            // from POST to GET for the subsequent
-                            // request (RFC 7231, sec 6.4.3).
-  SEE_OTHER = 303,          // See Other
-  NOT_MODIFIED = 304,       // Not Modified
-  USE_PROXY = 305,          // Use Proxy
-  TEMP_REDIRECT = 307,      // Similar to 302, except that user
-                            // agents MUST NOT change the request
-                            // method (RFC 7231, sec 6.4.7)
-  RESUME_INCOMPLETE = 308,  // Resume Incomplete
-
-  // Client Error
-  BAD_REQUEST = 400,            // Bad Request
-  UNAUTHORIZED = 401,           // Unauthorized
-  PAYMENT = 402,                // Payment Required
-  FORBIDDEN = 403,              // Forbidden
-  NOT_FOUND = 404,              // Not Found
-  METHOD_NA = 405,              // Method Not Allowed
-  NONE_ACC = 406,               // Not Acceptable
-  PROXY = 407,                  // Proxy Authentication Required
-  REQUEST_TO = 408,             // Request Time-out
-  CONFLICT = 409,               // Conflict
-  GONE = 410,                   // Gone
-  LEN_REQUIRED = 411,           // Length Required
-  PRECOND_FAILED = 412,         // Precondition Failed
-  ENTITY_TOO_BIG = 413,         // Request Entity Too Large
-  URI_TOO_BIG = 414,            // Request-URI Too Large
-  UNKNOWN_MEDIA = 415,          // Unsupported Media Type
-  BAD_RANGE = 416,              // Requested range not satisfiable
-  BAD_EXPECTATION = 417,        // Expectation Failed
-  IM_A_TEAPOT = 418,            // I'm a Teapot (RFC 2324, 7168)
-  MISDIRECTED_REQUEST = 421,    // Misdirected Request (RFC 7540)
-  UNPROC_ENTITY = 422,          // Unprocessable Entity (RFC 2518, sec 10.3)
-  LOCKED = 423,                 // Locked (RFC 2518, sec 10.4)
-  FAILED_DEP = 424,             // Failed Dependency (RFC 2518, sec 10.5)
-  UPGRADE_REQUIRED = 426,       // Upgrade Required (RFC 7231, sec 6.5.14)
-  PRECOND_REQUIRED = 428,       // Precondition Required (RFC 6585, sec 3)
-  TOO_MANY_REQUESTS = 429,      // Too Many Requests (RFC 6585, sec 4)
-  HEADER_TOO_LARGE = 431,       // Request Header Fields Too Large
-                                // (RFC 6585, sec 5)
-  UNAVAILABLE_LEGAL = 451,      // Unavailable For Legal Reasons (RFC 7725)
-  CLIENT_CLOSED_REQUEST = 499,  // Client Closed Request (Nginx)
-
-  // Server Error
-  ERROR = 500,               // Internal Server Error
-  NOT_IMP = 501,             // Not Implemented
-  BAD_GATEWAY = 502,         // Bad Gateway
-  SERVICE_UNAV = 503,        // Service Unavailable
-  GATEWAY_TO = 504,          // Gateway Time-out
-  BAD_VERSION = 505,         // HTTP Version not supported
-  VARIANT_NEGOTIATES = 506,  // Variant Also Negotiates (RFC 2295)
-  INSUF_STORAGE = 507,       // Insufficient Storage (RFC 2518, sec 10.6)
-  LOOP_DETECTED = 508,       // Loop Detected (RFC 5842)
-  NOT_EXTENDED = 510,        // Not Extended (RFC 2774)
-  NETAUTH_REQUIRED = 511,    // Network Authentication Required
-                             // (RFC 6585, sec 6)
-  LAST_CODE = 599,
-};
-
-}  // namespace net_http
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_RESPONSE_CODE_ENUM_H_

From ef6c4d90ad98dff3507f5af5aa75eab809524a9e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Oct 2022 00:01:27 -0700
Subject: [PATCH 6347/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b0652b6-f51a-4956-a60d-8d6ff1535f83

PiperOrigin-RevId: 480544348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d01a549c3dc..b5c59a87f91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ae4360e3b461bfb6d3e20c5a222beee9bd1b3ce94dd4f0bd37d7d19e54abc28",
-    git_commit = "efa01f557f2978c7262a5a72c1becbca6ac5a345",
+    sha256 = "66671ec5d421ae6b0f7ceb322d07527c9c27afe6da839e27054205bbf6017a96",
+    git_commit = "8f2e49dad57d4032b16ca8d7f4f247f974787391",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a17d0388ff0146c6ee2b66c75054845cdbd26677 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Oct 2022 06:01:39 -0700
Subject: [PATCH 6348/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48c76b62-fc04-4889-8c1d-a306956959c5

PiperOrigin-RevId: 480602610
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5c59a87f91..adc2c2a62d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66671ec5d421ae6b0f7ceb322d07527c9c27afe6da839e27054205bbf6017a96",
-    git_commit = "8f2e49dad57d4032b16ca8d7f4f247f974787391",
+    sha256 = "5f76410befaf229395b5181376fb53e09ce2f3d0614b0613d553bf98e0a52d91",
+    git_commit = "569c6455dedfe37e5dfb1f768f156c26a95ffb3b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23c13ff227e694d5ea7071c0503f6bfcd10778e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Oct 2022 12:01:38 -0700
Subject: [PATCH 6349/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/496b8e78-6e00-4951-98a1-abc162218515

PiperOrigin-RevId: 480682967
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adc2c2a62d6..03675e102fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f76410befaf229395b5181376fb53e09ce2f3d0614b0613d553bf98e0a52d91",
-    git_commit = "569c6455dedfe37e5dfb1f768f156c26a95ffb3b",
+    sha256 = "4df56ec7be2b690f14c89fe19b0a2af706faa6bc269a57e7fe08a97a50127eeb",
+    git_commit = "d95dc5ca1c5407865dc59b44e8dbd9904846d657",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c63e4642281f8d2b172302b8dead678ab9a38965 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Oct 2022 18:02:36 -0700
Subject: [PATCH 6350/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a2d1bc22-1cc4-4ae7-8c97-dbcb8d808ccf

PiperOrigin-RevId: 480765094
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 03675e102fd..ebedc13cdd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4df56ec7be2b690f14c89fe19b0a2af706faa6bc269a57e7fe08a97a50127eeb",
-    git_commit = "d95dc5ca1c5407865dc59b44e8dbd9904846d657",
+    sha256 = "9c2d34ce88f59aee33b8358d189d7118b204be86960dbc0455b1b87eceb3ade5",
+    git_commit = "81c10d6554a45eb5d5786c7652e46cb8248b8af8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3acc7965384f4106e010ed5858e13a3bd10e807 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Oct 2022 00:01:34 -0700
Subject: [PATCH 6351/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf962e4c-4e05-4d61-9751-0ced5a7b4919

PiperOrigin-RevId: 480809869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebedc13cdd9..636698be7c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c2d34ce88f59aee33b8358d189d7118b204be86960dbc0455b1b87eceb3ade5",
-    git_commit = "81c10d6554a45eb5d5786c7652e46cb8248b8af8",
+    sha256 = "6b5003818e4611e81133e216edb64e544da52faf87640cc1f7578b95762e2c64",
+    git_commit = "3089547dde1b9b54176676e73fa20d13077346b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c98291b18c31786cbe15506e75c0b7bc99d4bea4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Oct 2022 06:01:41 -0700
Subject: [PATCH 6352/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20c7827a-5ec4-4fe6-9aaf-17df0e9cfe84

PiperOrigin-RevId: 481127110
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 636698be7c9..262d48b3691 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b5003818e4611e81133e216edb64e544da52faf87640cc1f7578b95762e2c64",
-    git_commit = "3089547dde1b9b54176676e73fa20d13077346b1",
+    sha256 = "f271958bb42c76ffa78dcb199375876f64c7b64d2f8e24569356bdf5f7b3f305",
+    git_commit = "1c4052bc2831d221753fbfbda5aa0cc350975045",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed6622641f91c9f0709c2781a5d795eb727f622a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Oct 2022 12:01:45 -0700
Subject: [PATCH 6353/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26a05ce1-68a7-4e53-90eb-01763e5a6e0e

PiperOrigin-RevId: 481201024
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 262d48b3691..9ad86599a83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f271958bb42c76ffa78dcb199375876f64c7b64d2f8e24569356bdf5f7b3f305",
-    git_commit = "1c4052bc2831d221753fbfbda5aa0cc350975045",
+    sha256 = "9d8a8a10ffcedcdb9d001ea0a6b23536615ef49a9136f8389fd405c6fdc4ece4",
+    git_commit = "a98ccf54548a221407bce75ee1b0aacaeebda81d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79c7fbc25f7fe2decd873377b99929dcee63c62c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Oct 2022 18:01:34 -0700
Subject: [PATCH 6354/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7749db25-ec42-4854-a8ed-ed7dbe10395d

PiperOrigin-RevId: 481271210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ad86599a83..f9426326383 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d8a8a10ffcedcdb9d001ea0a6b23536615ef49a9136f8389fd405c6fdc4ece4",
-    git_commit = "a98ccf54548a221407bce75ee1b0aacaeebda81d",
+    sha256 = "4a5e8d015390908a37319f95399c99639e7543a1d7f85d18ea5df39d6fa8fbf3",
+    git_commit = "50f04155537c0b7dc8087e515c125af4896f73b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea909a83d5b073298cff479c56d49072a3d313f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Oct 2022 00:01:49 -0700
Subject: [PATCH 6355/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/edbb482f-3a70-416c-ac8b-1cf9f7b6f17f

PiperOrigin-RevId: 481306989
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9426326383..7721ff45dc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a5e8d015390908a37319f95399c99639e7543a1d7f85d18ea5df39d6fa8fbf3",
-    git_commit = "50f04155537c0b7dc8087e515c125af4896f73b9",
+    sha256 = "4427c16020992117cb70b03677dff0dd51fc22054e61e8c9067a58a9f8b881f5",
+    git_commit = "645d658aa8a40da66d79aa51d0c3fa37c34a65f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6f18d9fd5e0e480863f3f45660c177fd55351f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Oct 2022 06:01:30 -0700
Subject: [PATCH 6356/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6be5c469-b569-4b85-92fb-fdc11260f44e

PiperOrigin-RevId: 481344772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7721ff45dc9..be72ce4a8c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4427c16020992117cb70b03677dff0dd51fc22054e61e8c9067a58a9f8b881f5",
-    git_commit = "645d658aa8a40da66d79aa51d0c3fa37c34a65f2",
+    sha256 = "89836eee120dc02a6bf27e2c6e5823ac419809d1663acdf91c1ac54cf1ec1b9f",
+    git_commit = "be8c844280d35b98503bf987b142341612be7fcb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 005e4b617680b61964d260c079097a4c8fed9828 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Oct 2022 18:01:26 -0700
Subject: [PATCH 6357/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a57b1a10-c646-4594-b04c-97b857e56b10

PiperOrigin-RevId: 481400560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be72ce4a8c0..49576d0e73f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89836eee120dc02a6bf27e2c6e5823ac419809d1663acdf91c1ac54cf1ec1b9f",
-    git_commit = "be8c844280d35b98503bf987b142341612be7fcb",
+    sha256 = "b7bce1cb17de0589403c4c35108cacf223d003e9ed0823e927272f8e59fda96e",
+    git_commit = "4064b3d1361d196fe7f8c13f00dde49266050367",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 246ac98c40421c1e312d7045902f9faa6ae40005 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Oct 2022 06:01:39 -0700
Subject: [PATCH 6358/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/89751ea4-525a-4cf7-8cc9-f4358d553178

PiperOrigin-RevId: 481462615
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 49576d0e73f..0d6c7d19f80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7bce1cb17de0589403c4c35108cacf223d003e9ed0823e927272f8e59fda96e",
-    git_commit = "4064b3d1361d196fe7f8c13f00dde49266050367",
+    sha256 = "170b136f084726413ede6af58374bf01907bc891cc17003804bf96019db17f9f",
+    git_commit = "f7e3e12b5dbaec2c65f202ffee91fda790be1e8e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18d5d90db522ba39eadf02ab859b6107d43da7d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Oct 2022 18:01:33 -0700
Subject: [PATCH 6359/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1cdce359-2732-4ca1-8f60-8519ea6b3503

PiperOrigin-RevId: 481518662
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d6c7d19f80..fc09e489995 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "170b136f084726413ede6af58374bf01907bc891cc17003804bf96019db17f9f",
-    git_commit = "f7e3e12b5dbaec2c65f202ffee91fda790be1e8e",
+    sha256 = "15df183ebee96002b078d169bfd24831309be2e4531cbfa0987395405e2e2df4",
+    git_commit = "736d0db2217bae3585857045d76e23d77894db2b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c320702170624965269bc07985431fde29b364d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Oct 2022 06:01:36 -0700
Subject: [PATCH 6360/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3fa649a-3f93-42a5-b38c-7a4082c36b85

PiperOrigin-RevId: 481619445
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc09e489995..91a9181515e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15df183ebee96002b078d169bfd24831309be2e4531cbfa0987395405e2e2df4",
-    git_commit = "736d0db2217bae3585857045d76e23d77894db2b",
+    sha256 = "0f45196bd463b6ffb7045d2b6187929bf945e84e2f86b77ef414acdeed8ebf35",
+    git_commit = "f89810f5fb367b40d2453380c8049e9fd7e215ae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c93dc339fd08fd0ca2e9aecc5849a6f19513b59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Oct 2022 12:01:28 -0700
Subject: [PATCH 6361/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/69f2dbc0-1a8d-4dbd-a1f3-6c883282ef6c

PiperOrigin-RevId: 481703389
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91a9181515e..61393f71b58 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f45196bd463b6ffb7045d2b6187929bf945e84e2f86b77ef414acdeed8ebf35",
-    git_commit = "f89810f5fb367b40d2453380c8049e9fd7e215ae",
+    sha256 = "3ccd9ffaa9f32689bbad58bdc844442c60fd04cc909300560f1b348b39237210",
+    git_commit = "696b1a23838093ae3cd15b1faf7c15b676883666",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 52e2b546a325a5ea2280c638403afc2cf58f3e8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Oct 2022 18:02:22 -0700
Subject: [PATCH 6362/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ced1da8-4511-4594-b58a-3753b2585f0a

PiperOrigin-RevId: 481786112
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61393f71b58..e60467dd693 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ccd9ffaa9f32689bbad58bdc844442c60fd04cc909300560f1b348b39237210",
-    git_commit = "696b1a23838093ae3cd15b1faf7c15b676883666",
+    sha256 = "f5b1881d70f7a42cdc199ec9c4213da82d74d4c00bb5011a777f62a86ffe0053",
+    git_commit = "aeca5094f4298e9de7c8aa58803117070d4c8494",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 41ca6977aa43bff4a25aee3e4dd0fa8fe11b0abb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Oct 2022 00:02:56 -0700
Subject: [PATCH 6363/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/128f78c3-de11-4d1b-8716-1bd53d93fdaa

PiperOrigin-RevId: 481835429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e60467dd693..b1fa605db21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5b1881d70f7a42cdc199ec9c4213da82d74d4c00bb5011a777f62a86ffe0053",
-    git_commit = "aeca5094f4298e9de7c8aa58803117070d4c8494",
+    sha256 = "914efee21d16df1d918c84e9a4ff8d5d7c1e4d246f1e39fd8534bc3272ae2b30",
+    git_commit = "ab758b2c95382eeba943c741e7f8f3d9ba1b4f2b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e579f0eb045fb44e918e376c71f035d18182dd54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Oct 2022 06:01:47 -0700
Subject: [PATCH 6364/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c98ffce8-798d-4d82-bbcc-f45fb35b64c7

PiperOrigin-RevId: 481898855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1fa605db21..d95ffcfa099 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "914efee21d16df1d918c84e9a4ff8d5d7c1e4d246f1e39fd8534bc3272ae2b30",
-    git_commit = "ab758b2c95382eeba943c741e7f8f3d9ba1b4f2b",
+    sha256 = "631b8517ae95afb68b024ca161c832ad8f504fdb5587af43efaad877f4df9577",
+    git_commit = "977824145be478ab4b8c5bb50c9af9611dd1e8ef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6ce945d50c23a9dcf1d9f9830688cf6d3bddb80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Oct 2022 12:01:54 -0700
Subject: [PATCH 6365/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad39131a-de2a-4521-bd6b-729db1d7146d

PiperOrigin-RevId: 481984484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d95ffcfa099..f7040a63a27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "631b8517ae95afb68b024ca161c832ad8f504fdb5587af43efaad877f4df9577",
-    git_commit = "977824145be478ab4b8c5bb50c9af9611dd1e8ef",
+    sha256 = "2c256b95a9f52182855c3df9bb67e2c179d9e8e72398ab94e0e99cf0d1bf178d",
+    git_commit = "3a49aa9153d9db0ec07f79e76bca860d4468b02a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5aaf0d5a2b45afd252ad7988b12da684c96351f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Oct 2022 18:01:31 -0700
Subject: [PATCH 6366/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a924da99-d11c-42d2-af3d-1ac12c64fdf0

PiperOrigin-RevId: 482070272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7040a63a27..6fd00a18c81 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c256b95a9f52182855c3df9bb67e2c179d9e8e72398ab94e0e99cf0d1bf178d",
-    git_commit = "3a49aa9153d9db0ec07f79e76bca860d4468b02a",
+    sha256 = "37d2b5d9367ffa1dba87d59bf62b9171531a8a0bb6418faa617ebdcd349a95f5",
+    git_commit = "3df4749c1f3964a99ecf619d747161fc9aadcae3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35b6197cc2ddb872ed3f168300b737709260ef3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Oct 2022 00:01:54 -0700
Subject: [PATCH 6367/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae7ee215-5995-46fc-b0a0-aa0140861a2b

PiperOrigin-RevId: 482121222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fd00a18c81..4ab81acdc9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d2b5d9367ffa1dba87d59bf62b9171531a8a0bb6418faa617ebdcd349a95f5",
-    git_commit = "3df4749c1f3964a99ecf619d747161fc9aadcae3",
+    sha256 = "4acfff3b85a51ca7c6d68e0ff2a40a6b473e00a6dfb6cb4c0b15cd5adc36b93e",
+    git_commit = "03cd9f8effee70cd53424d56d39d919cf204bce4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 374f8c950c6c12f2aa910dcfbdb94e651e9ecf3a Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 20 Oct 2022 22:55:42 -0700
Subject: [PATCH 6368/8103] Add release notes for tf-serving 2.11.0-rc0

PiperOrigin-RevId: 482695521
---
 RELEASE.md | 39 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 39 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 07750945cb6..529b6063a80 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,42 @@
+# Release 2.11.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* No-op for public code. (commit: 20655b5904fdb4a810bfd8aef22db8becd4e80f3)
+* Removed net_http/client/public/* now that all the users have been migrated to test_client/ (commit: e64a73afc23ea8f9538660cb8bc20f48d5682848)
+* Fix the bug when accessing concat.tensor_data() outside its lifecycle (commit: cc3720091867c06615b8b3f50c1c2468a90e6b1c)
+* BUILD cleanup (commit: 9e81e7b1bc8e1bd28c3324cf8feee717420f96f4)
+* BUILD cleanup (commit: 8235ed86f9f07123e30ea8830a1454334bc86a2c)
+* Update TF Text to v2.8.2. (commit: 31204d664d4ff985a526dccfe1f13ffde113deb6)
+* Replace tensorflow/core/lib/core/blocking_counter in favor of the one from tensorflow/platform. (commit: 4ed7c5c30d0be43254a1177e8488675dc60d0384)
+* Update TF Text to v2.9.0. (commit: e88506ab6709f2dc3a3bb1601ac4b84c23025611)
+* Cleaning up BUILD files to remove "loose" headers. (commit: c2cd4c9629fbc868bd5e2cb186c7b081f22d709b)
+* Remove the unnecessary dependency (commit: d976a37b4e9481de5ca371ae734645d925143088)
+* Use `value` instead of `ValueOrDie`. (commit: b48e6e7cc02d8060cc3da5d363a90baf9324a2a0)
+* Update TF Text to v2.9.0. (commit: a73f2925e367106bab0bfeca187fbaa1b3f36676)
+* Replace `tensorflow::Status::OK()` with` tensorflow::OkStatus()`. (commit: 49ac8acb50291c21a0a72cfd9135aa2030e3ae88)
+* Replace `tensorflow::Status::OK()` with` tensorflow::OkStatus()`. (commit: e8be1a742c3913cbbb6158dc1202c17130583219)
+* Replace `tensorflow::Status::OK()` with` tensorflow::OkStatus()`. (commit: 88bd9d1638f6017b4af526a9b468641966d8972d)
+* Add support for TensorFlow Decision Forests models. (commit: 4592081169068a0f059be71ac1b484d568f6e5d2)
+* Remove special handling of tflite model when creating batching (commit: 2d39f8c8aa90ccfdc78faa51e4c8295832796a68)
+* Improve batching test in following ways: (commit: 68d4d3962dc40fa6c1980df6d8df51338e44301e)
+* Split proto helper function to its own util library. (commit: 01386268be6948429ea796fcd348beea4c7174d6)
+* Created net_http/public folder for shared files and updated files in net_http and model_servers/http_server.cc to match. Also removed old directories from net_http/client to make way for new client API and implementation. (commit: 8086d33b6b74899dc8062ddbdba3fcc95e9af7e5)
+* Updating a reference to Env post-refactor. (commit: 728474f92533be737958edc095abc0648a494452)
+* Replace `tensorflow::Status::OK()` with` tensorflow::OkStatus()`. (commit: 9861f7fd742dc3ec0a5e2cf0314d68b799a11e73)
+* Experimental support for per-model batching params. (commit: 94f2d6944f310069ebd527a52649fe3c001c38e3)
+* tensorflow-serving-api python package requires Python >= 3.7 (support for prior versions has been dropped). (commit: 30ea18d66416e8cfd3873fba3c2482ec68184ec6)
+* Replace `tensorflow::Status::OK()` with `tensorflow::{Status, OkStatus}()`. (commit: 6393b29242ab6648c723a51f64eb2e67ebf497db)
+* Open up http_server_clients package group for easier 3P (commit: 66b199ba6e8fc81cb278988aa541e03987a1d27d)
+
 # Release 2.10.0
 
 ## Major Features and Improvements

From 9b9c7539ea7e110048b4404056eb4cae419db548 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Fri, 21 Oct 2022 13:06:33 -0700
Subject: [PATCH 6369/8103] internal change

PiperOrigin-RevId: 482868865
---
 WORKSPACE                        | 14 +++++++++-----
 tensorflow_serving/workspace.bzl |  7 +++++++
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ab81acdc9b..1894ad3badf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -13,12 +13,19 @@ workspace(name = "tf_serving")
 # 3. Request the new archive to be mirrored on mirror.bazel.build for more
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "4acfff3b85a51ca7c6d68e0ff2a40a6b473e00a6dfb6cb4c0b15cd5adc36b93e",
     git_commit = "03cd9f8effee70cd53424d56d39d919cf204bce4",
 )
 
+http_archive(
+    name = "bazel_skylib",
+        sha256 = "74d544d96f4a5bb630d465ca8bbcfe231e3594e5aae57e1edbf17a6eb3ca2506",
+        url = "https://github.com/bazelbuild/bazel-skylib/releases/download/1.3.0/bazel-skylib-1.3.0.tar.gz",
+)
+
 # Import all of TensorFlow Serving's external dependencies.
 # Downstream projects (projects importing TensorFlow Serving) need to
 # duplicate all code below in their WORKSPACE file in order to also initialize
@@ -27,11 +34,8 @@ load("//tensorflow_serving:workspace.bzl", "tf_serving_workspace")
 tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
-load(
-    "@org_tensorflow//tensorflow:version_check.bzl",
-    "check_bazel_version_at_least"
-)
-check_bazel_version_at_least("5.1.1")
+load("@bazel_skylib//lib:versions.bzl", "versions")
+versions.check(minimum_bazel_version = "5.1.1")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 001d42e6198..251174a56c0 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -10,6 +10,13 @@ load("@bazel_tools//tools/build_defs/repo:git.bzl", "new_git_repository")
 def tf_serving_workspace():
     """All TensorFlow Serving external dependencies."""
 
+    # ===== Bazel skylib dependency =====
+    http_archive(
+        name = "bazel_skylib",
+        sha256 = "74d544d96f4a5bb630d465ca8bbcfe231e3594e5aae57e1edbf17a6eb3ca2506",
+        url = "https://github.com/bazelbuild/bazel-skylib/releases/download/1.3.0/bazel-skylib-1.3.0.tar.gz",
+    )
+
     # ===== Bazel package rules dependency =====
     http_archive(
         name = "rules_pkg",

From c582396f86492d0a0c50e3a0679e149609d4a400 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Oct 2022 18:01:31 -0700
Subject: [PATCH 6370/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d6ec8a32-ac6b-40b4-ae6f-f166252b494f

PiperOrigin-RevId: 483535321
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1894ad3badf..539e489b47c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4acfff3b85a51ca7c6d68e0ff2a40a6b473e00a6dfb6cb4c0b15cd5adc36b93e",
-    git_commit = "03cd9f8effee70cd53424d56d39d919cf204bce4",
+    sha256 = "c218762d37bebd0b359b82cf9d05936ab890195d0f5c7b8c412e6d2df8d1ba87",
+    git_commit = "736e16ac42c60ab49fc35f11733e86b26fce9ed8",
 )
 
 http_archive(

From 7861a5b1c8bb7a3bc0cccc8d5d66f39468252cb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Oct 2022 00:01:38 -0700
Subject: [PATCH 6371/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af1f85bc-1109-46bf-83b7-65fab4fb5b6c

PiperOrigin-RevId: 483588497
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 539e489b47c..419d55b95b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c218762d37bebd0b359b82cf9d05936ab890195d0f5c7b8c412e6d2df8d1ba87",
-    git_commit = "736e16ac42c60ab49fc35f11733e86b26fce9ed8",
+    sha256 = "347ef1c190cbd524dfe63ed1a14e8019dda9274ac9d0952f2da197efa33e8283",
+    git_commit = "8cd7a028b8be5019df5f766aac2623c51f9d20a1",
 )
 
 http_archive(

From cf95e1b803f8b9004fc6bc34ed54e96de7d94646 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Oct 2022 06:01:52 -0700
Subject: [PATCH 6372/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74fba9a1-3d0f-4c9e-b349-620be488c846

PiperOrigin-RevId: 483650592
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 419d55b95b0..fc72496a05b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "347ef1c190cbd524dfe63ed1a14e8019dda9274ac9d0952f2da197efa33e8283",
-    git_commit = "8cd7a028b8be5019df5f766aac2623c51f9d20a1",
+    sha256 = "9fc901d85fec686c775ea30409ec735de5886beed79fc8673de37e6852d2a765",
+    git_commit = "d874ddc93fe3b612675495b6a9871e2c52cbf99b",
 )
 
 http_archive(

From ad816c63c3b39c67283e85a187b3d364b5768f54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Oct 2022 12:02:04 -0700
Subject: [PATCH 6373/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c12da792-6760-45f9-975b-9d4ab2c7d7b3

PiperOrigin-RevId: 483740091
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc72496a05b..4f8086bd782 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fc901d85fec686c775ea30409ec735de5886beed79fc8673de37e6852d2a765",
-    git_commit = "d874ddc93fe3b612675495b6a9871e2c52cbf99b",
+    sha256 = "3a701ea6784dd770625c85127247fef33db1794cad009b930067fe6ddfa93a67",
+    git_commit = "eda5847d55e8ddfef0ff3b36bb21697e1a26e936",
 )
 
 http_archive(

From 4692d9f6c675bc67e515ef91a087f36905bc5883 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Oct 2022 18:01:34 -0700
Subject: [PATCH 6374/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a6b779b-0518-4b06-a4c4-9e8975e42db7

PiperOrigin-RevId: 483825796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4f8086bd782..c446632d264 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a701ea6784dd770625c85127247fef33db1794cad009b930067fe6ddfa93a67",
-    git_commit = "eda5847d55e8ddfef0ff3b36bb21697e1a26e936",
+    sha256 = "f4a27de7fd0ce2bb1b6ac0449bda9e73a4f685815d76c0c4958d9320b9f66f3b",
+    git_commit = "72f4c3651ce7eadbed431ff0143844dd151b86a4",
 )
 
 http_archive(

From 37d597e297c9f5fa84760b4b0120d033b81a0364 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Oct 2022 00:03:07 -0700
Subject: [PATCH 6375/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c02e5cac-62be-4411-b832-e9a5ccee96c8

PiperOrigin-RevId: 483881496
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c446632d264..fcc89f5a193 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4a27de7fd0ce2bb1b6ac0449bda9e73a4f685815d76c0c4958d9320b9f66f3b",
-    git_commit = "72f4c3651ce7eadbed431ff0143844dd151b86a4",
+    sha256 = "026cd5eed83f7743de97b9beca0e0f7bfd1b65942468bf8ff2d41304628b9d8e",
+    git_commit = "647fdac9375207d1391a864bad57b0db422de3e8",
 )
 
 http_archive(

From 02b30d779871fdb0b111a7b73a07138bbd2d3c5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Oct 2022 06:01:39 -0700
Subject: [PATCH 6376/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f250f0c-2aeb-4991-8de0-8cd97c3ecdf9

PiperOrigin-RevId: 483945705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcc89f5a193..dabe3d332f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "026cd5eed83f7743de97b9beca0e0f7bfd1b65942468bf8ff2d41304628b9d8e",
-    git_commit = "647fdac9375207d1391a864bad57b0db422de3e8",
+    sha256 = "c2fd95881eec65ee35d53accef5eccb7f1dc075a1e304975016dec25409487b7",
+    git_commit = "b27705de3028df341cf6a22cb5fc6ce0bd04f3ae",
 )
 
 http_archive(

From 73671412d72150d0ead123ecc6451cf1a3835528 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Oct 2022 12:01:48 -0700
Subject: [PATCH 6377/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e977c304-e352-48d7-aad2-964dd4781f0d

PiperOrigin-RevId: 484033883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dabe3d332f9..2ed4c140399 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2fd95881eec65ee35d53accef5eccb7f1dc075a1e304975016dec25409487b7",
-    git_commit = "b27705de3028df341cf6a22cb5fc6ce0bd04f3ae",
+    sha256 = "9cbbb933f95a6f705b6c16405f48a003a5251bc44be927cdc306e9fd47b9310e",
+    git_commit = "0c2241bede24454497a546ea61bc956756fd9a96",
 )
 
 http_archive(

From ae7bf05662526676ac568d4474b422ec8fb32d9a Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 26 Oct 2022 15:22:17 -0700
Subject: [PATCH 6378/8103] Add release notes for tf-serving 2.11.0-rc1

PiperOrigin-RevId: 484086105
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 529b6063a80..d5db4891ae4 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.11.0-rc1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.11.0-rc1
+
 # Release 2.11.0-rc0
 
 ## Major Features and Improvements

From 64d3e2e1495393a826ccd939783f52f784e94872 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Oct 2022 18:02:11 -0700
Subject: [PATCH 6379/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8673d66-9409-427d-a963-c0c1e92bbe45

PiperOrigin-RevId: 484120162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ed4c140399..7ecf7bc33a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cbbb933f95a6f705b6c16405f48a003a5251bc44be927cdc306e9fd47b9310e",
-    git_commit = "0c2241bede24454497a546ea61bc956756fd9a96",
+    sha256 = "6b4ce3691241b4ed1017aa65ba4453df90480654bba52dd418d2657e65077016",
+    git_commit = "bc7ce6a17914f665f1100146ba132023a3953ceb",
 )
 
 http_archive(

From 62e0b0153121a2b5c1098063a0f241af86182964 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Oct 2022 00:01:37 -0700
Subject: [PATCH 6380/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6ef61af-1e78-48c0-a7f4-a49309114823

PiperOrigin-RevId: 484170188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ecf7bc33a6..fc543100fb9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b4ce3691241b4ed1017aa65ba4453df90480654bba52dd418d2657e65077016",
-    git_commit = "bc7ce6a17914f665f1100146ba132023a3953ceb",
+    sha256 = "dfa955f17e26f55f1dd99a383948efdf5dfa8e99ff3e7054569aae721e94bc2a",
+    git_commit = "5d6bfa6f9788cbcb88a7983f8b55300e9fde8afe",
 )
 
 http_archive(

From 842352c6974e334010448bd1381aee5ce15e6843 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Oct 2022 06:01:45 -0700
Subject: [PATCH 6381/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5304daa-cb49-47e6-ae5a-a752a8186650

PiperOrigin-RevId: 484231994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc543100fb9..e9c2c4b00ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dfa955f17e26f55f1dd99a383948efdf5dfa8e99ff3e7054569aae721e94bc2a",
-    git_commit = "5d6bfa6f9788cbcb88a7983f8b55300e9fde8afe",
+    sha256 = "3ed9ce9285ad8ab66910d4bbc31169970dbdd7f0d1070ca1bb0468a8e799c287",
+    git_commit = "cfbd1c2110f5e4706db17e9046e60abd2c1b0cfc",
 )
 
 http_archive(

From 2c1c343b6fd4b0156069b70c16dc237d0a2ca9f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Oct 2022 12:01:39 -0700
Subject: [PATCH 6382/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a68238c9-b3eb-4034-a624-455978b917d6

PiperOrigin-RevId: 484314796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9c2c4b00ee..eed417b98f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ed9ce9285ad8ab66910d4bbc31169970dbdd7f0d1070ca1bb0468a8e799c287",
-    git_commit = "cfbd1c2110f5e4706db17e9046e60abd2c1b0cfc",
+    sha256 = "f2960b4a8943fb1b471f002fdbb258d9f6fa2eb21db1680656671446049b9f73",
+    git_commit = "86e08f25b6a01ab3faa53ad9dca32b59188eb18f",
 )
 
 http_archive(

From 59b658074bf9b4427c44a3d71a28b52adb1fdab2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Oct 2022 18:01:57 -0700
Subject: [PATCH 6383/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40d2201c-e085-4493-96f3-27ed95205f66

PiperOrigin-RevId: 484397402
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eed417b98f7..3cf00679074 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2960b4a8943fb1b471f002fdbb258d9f6fa2eb21db1680656671446049b9f73",
-    git_commit = "86e08f25b6a01ab3faa53ad9dca32b59188eb18f",
+    sha256 = "c9bb5dda06924c1ed77e9a6d7afb71085f0e15d83166713c2b7226b1ea143a15",
+    git_commit = "f5c5f08f30c5ede1135e44adef8c19dfb135a392",
 )
 
 http_archive(

From dc1a25cd3e983e511d2365409d84135551bb1249 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Oct 2022 00:01:37 -0700
Subject: [PATCH 6384/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad7c445c-a00c-4a7b-919e-41131f56c280

PiperOrigin-RevId: 484449952
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cf00679074..08f0d9e150f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9bb5dda06924c1ed77e9a6d7afb71085f0e15d83166713c2b7226b1ea143a15",
-    git_commit = "f5c5f08f30c5ede1135e44adef8c19dfb135a392",
+    sha256 = "20b425b1575573b6728c0bab0b7438f2648af937082b642c062b2659bcae4a50",
+    git_commit = "105e71252c2a09f33c67d1695546fef3bbb0a5e3",
 )
 
 http_archive(

From ae39d714b14d38a8ce5ddae2f48c1d701676a683 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Oct 2022 06:02:10 -0700
Subject: [PATCH 6385/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3b4d93a-84a3-42c0-af90-58080fa53bbb

PiperOrigin-RevId: 484510687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08f0d9e150f..7a1dce5b148 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20b425b1575573b6728c0bab0b7438f2648af937082b642c062b2659bcae4a50",
-    git_commit = "105e71252c2a09f33c67d1695546fef3bbb0a5e3",
+    sha256 = "100aeb0d242a331432ec53acd7398ed722bf1e5fe4b68740f11d8b7f80bf30e8",
+    git_commit = "0d7adff982a8ce000f780167d7b8cf39d23fd158",
 )
 
 http_archive(

From 12af4a4050feeff320d611befc90f3be81003750 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Oct 2022 12:01:31 -0700
Subject: [PATCH 6386/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c17e4b77-e29e-4d7a-a395-5fb1e6faa8b1

PiperOrigin-RevId: 484588204
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7a1dce5b148..93bb28e6e10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "100aeb0d242a331432ec53acd7398ed722bf1e5fe4b68740f11d8b7f80bf30e8",
-    git_commit = "0d7adff982a8ce000f780167d7b8cf39d23fd158",
+    sha256 = "708a98b22ac1035dd310216e7d452f6c1e35f4c0c1929484ab5604e3f9a8b7b2",
+    git_commit = "01ff6e4f56cb19b531b81c9f2735a69f4ab1fc4f",
 )
 
 http_archive(

From 57e55cb04576fe9578775aa77ce181f67683d239 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Oct 2022 18:01:51 -0700
Subject: [PATCH 6387/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f222dc3c-cf4e-4e60-9f33-3f33635cc962

PiperOrigin-RevId: 484659870
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93bb28e6e10..611f754db1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "708a98b22ac1035dd310216e7d452f6c1e35f4c0c1929484ab5604e3f9a8b7b2",
-    git_commit = "01ff6e4f56cb19b531b81c9f2735a69f4ab1fc4f",
+    sha256 = "cbdedf595e7ddcfa250b43ece143f3e1a41c4681ace43f4254bb6417d0301f89",
+    git_commit = "61d78911a4cafb631f6228b145c05034f280902f",
 )
 
 http_archive(

From 52a1c13dd92021e55d9016f27ba44e15b7f0ca55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Oct 2022 00:01:37 -0700
Subject: [PATCH 6388/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53f2eca6-366a-488d-aa3b-d4de95f510fb

PiperOrigin-RevId: 484696975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 611f754db1e..5da5e54606e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbdedf595e7ddcfa250b43ece143f3e1a41c4681ace43f4254bb6417d0301f89",
-    git_commit = "61d78911a4cafb631f6228b145c05034f280902f",
+    sha256 = "8fc94d66bc8381b7d5dd760994c9ea0d262f780ab5d785367589103b3c64355b",
+    git_commit = "ad20caac0a453ae7d5e08169d6eb8a7ee3b67dd6",
 )
 
 http_archive(

From 996b8599f367da73ef81a268d4b1df77165a2e42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Oct 2022 06:01:47 -0700
Subject: [PATCH 6389/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/853a6a7f-f16c-40f1-aff8-5278ee315726

PiperOrigin-RevId: 484736202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5da5e54606e..3d01f992f90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8fc94d66bc8381b7d5dd760994c9ea0d262f780ab5d785367589103b3c64355b",
-    git_commit = "ad20caac0a453ae7d5e08169d6eb8a7ee3b67dd6",
+    sha256 = "61231afea79df34e38c405e72a7b901ceaca8f361df510b26a89d9facc6ab990",
+    git_commit = "7f8125c47764efbcf73cbae98b2ffa8e4b059b41",
 )
 
 http_archive(

From 56d0b9d6d78c1215698a9d4fcb44683ce6adedb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Oct 2022 12:04:43 -0700
Subject: [PATCH 6390/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0bba11f7-2b55-4c3b-900f-9753967ca50b

PiperOrigin-RevId: 484767705
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d01f992f90..c55071625e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61231afea79df34e38c405e72a7b901ceaca8f361df510b26a89d9facc6ab990",
-    git_commit = "7f8125c47764efbcf73cbae98b2ffa8e4b059b41",
+    sha256 = "d129d05fd3033da63fe4754d3a22d41f95acf4cf1c50d004ff46023bf982b74b",
+    git_commit = "565c3bb7b258012fc02916218fee9f112cad17a6",
 )
 
 http_archive(

From 1bce8e324e2b362a6a7c2f8f8a860bc278185e24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Oct 2022 18:01:30 -0700
Subject: [PATCH 6391/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/972ae927-baaa-4a49-b63d-baa92255c62c

PiperOrigin-RevId: 484796894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c55071625e9..e990de90b77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d129d05fd3033da63fe4754d3a22d41f95acf4cf1c50d004ff46023bf982b74b",
-    git_commit = "565c3bb7b258012fc02916218fee9f112cad17a6",
+    sha256 = "207256eca534f784a218afefe55d2ae799aae16cc7b2d7a4d6011e909c879060",
+    git_commit = "269e68380b77aeb6d0f107c44a0af739b8a18b1d",
 )
 
 http_archive(

From cc772e85cd2e95ec074c2245fcca1f7daf7acd63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Oct 2022 00:01:39 -0700
Subject: [PATCH 6392/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b355e11-efdd-47b6-93e7-70d194bdfd04

PiperOrigin-RevId: 484828589
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e990de90b77..037c39cfb2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "207256eca534f784a218afefe55d2ae799aae16cc7b2d7a4d6011e909c879060",
-    git_commit = "269e68380b77aeb6d0f107c44a0af739b8a18b1d",
+    sha256 = "2915ec9f6a1d470f80ec50e996f0dac471cb72f01a6339644f275e9cb0ce41a3",
+    git_commit = "244da5285a0dcd895493f00a1a07ec7656b46b11",
 )
 
 http_archive(

From 29fcf881c3ba119bd772448b73b9c52e460952e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Oct 2022 06:01:36 -0700
Subject: [PATCH 6393/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f46298f-b9fc-4707-b552-4749dc63909d

PiperOrigin-RevId: 484865736
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 037c39cfb2c..034cabea319 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2915ec9f6a1d470f80ec50e996f0dac471cb72f01a6339644f275e9cb0ce41a3",
-    git_commit = "244da5285a0dcd895493f00a1a07ec7656b46b11",
+    sha256 = "6907d6da6884e66fd0b8c4074b6c6c1dd5c987418f4f76f8d544abd6495ce62f",
+    git_commit = "465d3aaf562a179bf07138c2ca3f3cc4b4008511",
 )
 
 http_archive(

From 0044092b661614da502cc54d485e9a2cb0d7babe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Oct 2022 12:01:39 -0700
Subject: [PATCH 6394/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ceca95b-1aa6-4c75-91fc-735e59b3ea54

PiperOrigin-RevId: 484897119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 034cabea319..e34629f4f19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6907d6da6884e66fd0b8c4074b6c6c1dd5c987418f4f76f8d544abd6495ce62f",
-    git_commit = "465d3aaf562a179bf07138c2ca3f3cc4b4008511",
+    sha256 = "f49d505b9322e3feb476b1e57079171fc3e28178fba6315c3e27867e3ff31be5",
+    git_commit = "41b94368ba89d9346ad87db9308964848998666f",
 )
 
 http_archive(

From 5a76322dbb2cb421fe11edeabcea102c400258d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Oct 2022 18:01:28 -0700
Subject: [PATCH 6395/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39668e60-0180-4fb7-bec8-3449134f8955

PiperOrigin-RevId: 484927366
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e34629f4f19..f1b17d5384f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f49d505b9322e3feb476b1e57079171fc3e28178fba6315c3e27867e3ff31be5",
-    git_commit = "41b94368ba89d9346ad87db9308964848998666f",
+    sha256 = "6da3b92d4cf698b917df124af00bdf179a8f42a4ca936acf22eb16b739f45d3b",
+    git_commit = "8be34b2ee6b4e85bdddf336c0fb9b1dd62e4d5bb",
 )
 
 http_archive(

From 33ffcfde20e426cb2cf36289faae6bca393bb253 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Sun, 30 Oct 2022 23:20:19 -0700
Subject: [PATCH 6396/8103] Fix TFS build issues

Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
---
 .bazelrc                                      |  2 +-
 .../tools/docker/Dockerfile.devel-mkl         | 89 ++++++++++---------
 .../tools/docker/Dockerfile.mkl               |  2 +-
 3 files changed, 47 insertions(+), 46 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index e9acfaa78fe..200d147840a 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -17,7 +17,7 @@ build:tpu --copt=-DLIBTPU_ON_GCE
 # Please note that MKL on MacOS or windows is still not supported.
 # If you would like to use a local MKL instead of downloading, please set the
 # environment variable "TF_MKL_ROOT" every time before build.
-build:mkl --define=build_with_mkl=true --define=enable_mkl=true --define=build_with_openmp=true
+build:mkl --define=build_with_mkl=true --define=enable_mkl=true --define=build_with_openmp=false
 build:mkl --define=tensorflow_mkldnn_contraction_kernel=0
 
 # This config option is used to enable MKL-DNN open source library only,
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 1a1dbc70c6f..7f4732b87f6 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:18.04 as base_build
+FROM ubuntu:20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
@@ -20,59 +20,58 @@ LABEL maintainer="Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
+ARG DEBIAN_FRONTEND=noninteractive
+
+# See http://bugs.python.org/issue19846
+ENV LANG C.UTF-8
+ARG PYTHON=python3
+
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        automake \
-        build-essential \
-        ca-certificates \
-        curl \
-        git \
-        libcurl3-dev \
-        libfreetype6-dev \
-        libpng-dev \
-        libtool \
-        libzmq3-dev \
-        mlocate \
-        openjdk-8-jdk\
-        openjdk-8-jre-headless \
-        pkg-config \
-        python-dev \
-        software-properties-common \
-        swig \
-        unzip \
-        wget \
-        zip \
-        zlib1g-dev \
-        python3-distutils \
-        && \
+    ${PYTHON} \
+    ${PYTHON}-dev \
+    ${PYTHON}-distutils \
+    automake \
+    build-essential \
+    ca-certificates \
+    curl \
+    git \
+    libcurl3-dev \
+    libfreetype6-dev \
+    libpng-dev \
+    libtool \
+    libzmq3-dev \
+    mlocate \
+    openjdk-8-jdk\
+    openjdk-8-jre-headless \
+    pkg-config \
+    software-properties-common \
+    swig \
+    unzip \
+    wget \
+    zip \
+    zlib1g-dev \
+    && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# Install python 3.7.
-RUN add-apt-repository ppa:deadsnakes/ppa && \
-    apt-get update && apt-get install -y \
-    python3.7 python3.7-dev python3-pip python3.7-venv && \
-    rm -rf /var/lib/apt/lists/* && \
-    python3.7 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
-
-# Make python3.7 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
+RUN curl -fSsL https://bootstrap.pypa.io/get-pip.py | ${PYTHON}
 
-RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
-    python3 get-pip.py && \
-    rm get-pip.py
+# Some TF tools expect a "python" binary
+RUN ln -sf $(which ${PYTHON}) /usr/local/bin/python && \
+    ln -sf $(which ${PYTHON}) /usr/local/bin/python3 && \
+    ln -sf $(which ${PYTHON}) /usr/bin/python
 
-RUN pip3 --no-cache-dir install \
-    future>=0.17.1 \
+RUN python -m pip --no-cache-dir install \
+    'future>=0.17.1' \
     grpcio \
     h5py \
-    keras_applications>=1.0.8 \
-    keras_preprocessing>=1.1.0 \
+    'keras_applications>=1.0.8' \
+    'keras_preprocessing>=1.1.0' \
     mock \
     numpy \
     portpicker \
     requests \
-    --ignore-installed six>=1.12.0
+    --ignore-installed 'six>=1.12.0'
 
 # Set up Bazel
 ENV BAZEL_VERSION 5.1.1
@@ -88,7 +87,9 @@ RUN mkdir /bazel && \
 
 # Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
+RUN git clone --single-branch --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving /tensorflow-serving && \
+    cd /tensorflow-serving && \
+    git reset --hard ${TF_SERVING_VERSION_GIT_COMMIT}
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving
@@ -121,7 +122,7 @@ RUN bazel build --color=yes --curses=yes \
     rm -rf /tmp/pip
 
 # Copy openmp libraries
-RUN cp /root/.cache/bazel/_bazel_root/*/execroot/tf_serving/bazel-out/k8-opt/bin/external/llvm_openmp/libiomp5.so /usr/local/lib/
+RUN cp -rp /root/.cache/bazel/_bazel_root/*/execroot/tf_serving/bazel-out/host/bin/external/llvm_openmp/libiomp5.so /usr/local/lib/
 
 ENV LIBRARY_PATH '/usr/local/lib:$LIBRARY_PATH'
 ENV LD_LIBRARY_PATH '/usr/local/lib:$LD_LIBRARY_PATH'
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 66e28c9bf5f..b8edcfcb958 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-mkl
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM ubuntu:18.04
+FROM ubuntu:20.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head

From d5e47a35f626efdcd56b669a4dbd911d1cb61e4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Oct 2022 00:01:46 -0700
Subject: [PATCH 6397/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1047ebbb-1611-4d79-b191-51a7569a3e10

PiperOrigin-RevId: 484968317
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1b17d5384f..bfce89cb15e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6da3b92d4cf698b917df124af00bdf179a8f42a4ca936acf22eb16b739f45d3b",
-    git_commit = "8be34b2ee6b4e85bdddf336c0fb9b1dd62e4d5bb",
+    sha256 = "2efaf0a545a582f3f2ab72d7604a19bf8b27990282cca01f4e2fe5b148723f03",
+    git_commit = "bfbe7d1a1dbe55e99b113189f32dffb1934ec9be",
 )
 
 http_archive(

From f51c3a996fed80a79524896c2579a5ab29fd4574 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Oct 2022 06:01:43 -0700
Subject: [PATCH 6398/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/32359b8b-623b-4b01-9b4e-84ba7feebfe8

PiperOrigin-RevId: 485025672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfce89cb15e..fb6105f7bb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2efaf0a545a582f3f2ab72d7604a19bf8b27990282cca01f4e2fe5b148723f03",
-    git_commit = "bfbe7d1a1dbe55e99b113189f32dffb1934ec9be",
+    sha256 = "7709b9dc6f613a946b3fce6a805c4c7b112198c35a69efd61d9e43ce8cd8b649",
+    git_commit = "64c3850e2f45d675d070dacaa6297f4c544afb9d",
 )
 
 http_archive(

From 5c88fbb19972e91e51ec42b175645fad2aae42a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Oct 2022 12:02:03 -0700
Subject: [PATCH 6399/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/807b94a8-d885-4d01-8cb3-af63d61ced41

PiperOrigin-RevId: 485112634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb6105f7bb1..fd9f7ec60cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7709b9dc6f613a946b3fce6a805c4c7b112198c35a69efd61d9e43ce8cd8b649",
-    git_commit = "64c3850e2f45d675d070dacaa6297f4c544afb9d",
+    sha256 = "72988dad846866093799aa011394d2a53561a6811fd55d1790d1cb3bb4737c70",
+    git_commit = "f8a44a7bc8e72815d44a0a1a7d1ec0bbe8aef06a",
 )
 
 http_archive(

From c5d79ec991c0af966d060a7d837022ceedfb969e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Oct 2022 18:02:52 -0700
Subject: [PATCH 6400/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd27712d-f26a-4162-9322-8ad0a44bb1b7

PiperOrigin-RevId: 485193328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd9f7ec60cd..04ab4c9bac1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72988dad846866093799aa011394d2a53561a6811fd55d1790d1cb3bb4737c70",
-    git_commit = "f8a44a7bc8e72815d44a0a1a7d1ec0bbe8aef06a",
+    sha256 = "cfc214b831034384913eeef83f4a2c14eba4863aea91b9930bc66c9237560368",
+    git_commit = "d2cf2e5a6952bce2cfa9b1b61f8610a30f7850fd",
 )
 
 http_archive(

From 780766b603c812c7d68f56a396244525d2e03970 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Nov 2022 00:01:42 -0700
Subject: [PATCH 6401/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/278a45eb-b383-458d-8042-265339318714

PiperOrigin-RevId: 485242472
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04ab4c9bac1..1c09dfb8e23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfc214b831034384913eeef83f4a2c14eba4863aea91b9930bc66c9237560368",
-    git_commit = "d2cf2e5a6952bce2cfa9b1b61f8610a30f7850fd",
+    sha256 = "741ecbc77bd04ab706da961da7f1c59fd5e674b264219de48ed19eb03f966ef2",
+    git_commit = "aaeccbfa4fb2bf49efc6388c49cdedf1344c4ce9",
 )
 
 http_archive(

From 33125e59302405cc4aa8de60617c6fcbd4ccbeb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Nov 2022 06:01:37 -0700
Subject: [PATCH 6402/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b6f13e9b-e47c-405e-a6cc-98f379afa9ea

PiperOrigin-RevId: 485297751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c09dfb8e23..430c0c2d31e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "741ecbc77bd04ab706da961da7f1c59fd5e674b264219de48ed19eb03f966ef2",
-    git_commit = "aaeccbfa4fb2bf49efc6388c49cdedf1344c4ce9",
+    sha256 = "89599f19376b6ca92e8fdab011f40ed80acb3104b6ec92c307538e5c0940ffef",
+    git_commit = "e99505b34261cc67ec3a2dc71b056dfcd68817ae",
 )
 
 http_archive(

From 534b2810e62e9621555ee1837b008d77952b40c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Nov 2022 12:02:13 -0700
Subject: [PATCH 6403/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1d6531a-7900-43e8-a7d0-7151ba5887e9

PiperOrigin-RevId: 485380934
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 430c0c2d31e..29f5e801e21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89599f19376b6ca92e8fdab011f40ed80acb3104b6ec92c307538e5c0940ffef",
-    git_commit = "e99505b34261cc67ec3a2dc71b056dfcd68817ae",
+    sha256 = "d16f1b1b0e6da3b24591cd96af698d8fd73d42ca276eea3e1a6ece2709edf4ed",
+    git_commit = "f433b9e1df3f823e3fb8352c2433f2dfed1b277a",
 )
 
 http_archive(

From 03f953ce30d58bc6f4c3d697435223c100d2238d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Nov 2022 18:01:56 -0700
Subject: [PATCH 6404/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/048028c1-0314-4f51-8c21-9a14ef1d138c

PiperOrigin-RevId: 485466402
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29f5e801e21..f9398b38b33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d16f1b1b0e6da3b24591cd96af698d8fd73d42ca276eea3e1a6ece2709edf4ed",
-    git_commit = "f433b9e1df3f823e3fb8352c2433f2dfed1b277a",
+    sha256 = "f22fdb7c4875dd4393c7cc6dab423badb163f17cc1d2efd4d76c07d6ba3b84dd",
+    git_commit = "081c2e4e3cf021efb2853a485a18b563e88f6117",
 )
 
 http_archive(

From 84f7e2e0e669b4236d25bf1536e4742d1b6d7cdf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Nov 2022 00:02:26 -0700
Subject: [PATCH 6405/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44cad826-ae84-4e19-9787-f87495906176

PiperOrigin-RevId: 485516500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9398b38b33..48b63adaad7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f22fdb7c4875dd4393c7cc6dab423badb163f17cc1d2efd4d76c07d6ba3b84dd",
-    git_commit = "081c2e4e3cf021efb2853a485a18b563e88f6117",
+    sha256 = "70ed4d93d7eeb39fe295aa2a455c73509b50fa8013e1b70b146f4449af910400",
+    git_commit = "17275018c3bb2f4bf21aee368dc3b1e8bca7a488",
 )
 
 http_archive(

From 79a1b02e3c251daec053c53d3f9ab731de52cae6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Nov 2022 06:01:51 -0700
Subject: [PATCH 6406/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/675ccf1e-a7c4-4d40-9afc-bc5365686ccc

PiperOrigin-RevId: 485574210
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48b63adaad7..4e5bc1c1be6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70ed4d93d7eeb39fe295aa2a455c73509b50fa8013e1b70b146f4449af910400",
-    git_commit = "17275018c3bb2f4bf21aee368dc3b1e8bca7a488",
+    sha256 = "8316e45468e2925df36a67d77be08b7ffca0fdc2750dd14d07bb1f514642519a",
+    git_commit = "ac6557e537d5b1d9447dfa325e7e08a605eeacb0",
 )
 
 http_archive(

From e4a2656e8bd8bc12143bb56eb322713b5db1f729 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Nov 2022 12:02:25 -0700
Subject: [PATCH 6407/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3190aebe-4413-43ad-ab6e-513603e2669d

PiperOrigin-RevId: 485657974
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e5bc1c1be6..61659dd720e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8316e45468e2925df36a67d77be08b7ffca0fdc2750dd14d07bb1f514642519a",
-    git_commit = "ac6557e537d5b1d9447dfa325e7e08a605eeacb0",
+    sha256 = "6c8b179aff2ec735c7229a13907b0612f7ee5406f422977a020ae8ef2bcde56c",
+    git_commit = "a3d9deab2da930980d3093c24e5ae06160eec5c4",
 )
 
 http_archive(

From 801703cf2eccbf1e32eaa882f81b4b5e6cd11284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Nov 2022 18:01:54 -0700
Subject: [PATCH 6408/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12f3ea1c-ccfa-4ce8-8168-2e27a71b26fc

PiperOrigin-RevId: 485743532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61659dd720e..06c3b8a7e7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c8b179aff2ec735c7229a13907b0612f7ee5406f422977a020ae8ef2bcde56c",
-    git_commit = "a3d9deab2da930980d3093c24e5ae06160eec5c4",
+    sha256 = "8d1a22c96ba41af0a38fb049cec18cbb7498f379b21c58128a7025d2aaa61bd5",
+    git_commit = "b24f4a30080e9571a38f8ef48221cfbe4a1895df",
 )
 
 http_archive(

From 713edef7cc3b25e74e40b0afa04706a7dda8ac9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Nov 2022 00:01:42 -0700
Subject: [PATCH 6409/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c9861df-402c-41ea-a353-c7a4c710cde2

PiperOrigin-RevId: 485792451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06c3b8a7e7e..e518aa58dae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -16,8 +16,8 @@ load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d1a22c96ba41af0a38fb049cec18cbb7498f379b21c58128a7025d2aaa61bd5",
-    git_commit = "b24f4a30080e9571a38f8ef48221cfbe4a1895df",
+    sha256 = "f89eca7e8844abace8eeb16c3e90007a2d7c48a7ad582543742c54e3db42305b",
+    git_commit = "cdd390ed92149df94f5a058f740e34ce4b8fd684",
 )
 
 http_archive(

From aeb3600194b77c026f88e0aa9a3dcda04522c3d2 Mon Sep 17 00:00:00 2001
From: Christian Sigg <csigg@google.com>
Date: Thu, 3 Nov 2022 06:01:32 -0700
Subject: [PATCH 6410/8103] Remove duplicate load of bazel_skylib external
 dependency, also detect previous bazel version enforcement pattern in Kokoro
 build script.

PiperOrigin-RevId: 485851826
---
 WORKSPACE | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e518aa58dae..a09a1c89e21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -13,19 +13,12 @@ workspace(name = "tf_serving")
 # 3. Request the new archive to be mirrored on mirror.bazel.build for more
 #    reliable downloads.
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
-load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "f89eca7e8844abace8eeb16c3e90007a2d7c48a7ad582543742c54e3db42305b",
     git_commit = "cdd390ed92149df94f5a058f740e34ce4b8fd684",
 )
 
-http_archive(
-    name = "bazel_skylib",
-        sha256 = "74d544d96f4a5bb630d465ca8bbcfe231e3594e5aae57e1edbf17a6eb3ca2506",
-        url = "https://github.com/bazelbuild/bazel-skylib/releases/download/1.3.0/bazel-skylib-1.3.0.tar.gz",
-)
-
 # Import all of TensorFlow Serving's external dependencies.
 # Downstream projects (projects importing TensorFlow Serving) need to
 # duplicate all code below in their WORKSPACE file in order to also initialize
@@ -35,7 +28,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check(minimum_bazel_version = "5.1.1")
+versions.check("5.1.1")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")

From 6e9f0a30c89c5ae7dacdcfcfa4d29352b0636256 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Nov 2022 06:02:00 -0700
Subject: [PATCH 6411/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad0caad6-3b7b-47de-99e7-19c2e2fde570

PiperOrigin-RevId: 485851944
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a09a1c89e21..6b5b0ee1029 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f89eca7e8844abace8eeb16c3e90007a2d7c48a7ad582543742c54e3db42305b",
-    git_commit = "cdd390ed92149df94f5a058f740e34ce4b8fd684",
+    sha256 = "a211212ef5b6ef334ab25a349996a94c93593cc435e23a9ba75443d13a0d123d",
+    git_commit = "e32760cd7167e40d96a0b2687408f5686e662342",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e808d9aed7de1ea252afba674008e49e9edc924f Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 3 Nov 2022 10:31:56 -0700
Subject: [PATCH 6412/8103] Add release notes for tf-serving 2.11.0-rc2

PiperOrigin-RevId: 485910848
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index d5db4891ae4..dcaf4efbaa5 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.11.0-rc2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.11.0-rc2
+
 # Release 2.11.0-rc1
 
 ## Major Features and Improvements

From 177c5f234d845c04ef114c6491132749af94e5a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Nov 2022 12:03:27 -0700
Subject: [PATCH 6413/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cba67bd-02fa-4a06-bb7e-b6dc23578eca

PiperOrigin-RevId: 485936191
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b5b0ee1029..2395ae8b8b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a211212ef5b6ef334ab25a349996a94c93593cc435e23a9ba75443d13a0d123d",
-    git_commit = "e32760cd7167e40d96a0b2687408f5686e662342",
+    sha256 = "2ca2ca2b4eb68474390b48da9422e0a20e615415fbdf037704dda1fa5988935d",
+    git_commit = "5ee3fac0122e1f310d8836af941b18e808e51fbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97f638f67b087452cbe6c13e7db168a6a6a63932 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Nov 2022 18:01:44 -0700
Subject: [PATCH 6414/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f55d72be-9c17-4f84-92e2-5750f0d13322

PiperOrigin-RevId: 486021095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2395ae8b8b0..c37517843d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ca2ca2b4eb68474390b48da9422e0a20e615415fbdf037704dda1fa5988935d",
-    git_commit = "5ee3fac0122e1f310d8836af941b18e808e51fbb",
+    sha256 = "59a0facdbb86240dff5f9628b365d1ea10f22fa63f51cf993c46994678427027",
+    git_commit = "b3925c601bfddeaa6a313596a7c2ae64b56ff181",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7eda398cea0c7a8eb1bab2ecdd6ddfa29e3fb670 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Nov 2022 00:01:36 -0700
Subject: [PATCH 6415/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0c70e03-e618-45c0-b770-d04174f3750e

PiperOrigin-RevId: 486068288
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c37517843d6..04e966da658 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59a0facdbb86240dff5f9628b365d1ea10f22fa63f51cf993c46994678427027",
-    git_commit = "b3925c601bfddeaa6a313596a7c2ae64b56ff181",
+    sha256 = "c01f4486773586ad6d46891c3106e69c25bd54f8c1020146e0ec680c22f6a8a8",
+    git_commit = "e0d5221071bdc741ec41125080d29869f5262112",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99baeb84619da58c56c591ffe695da4a186c8fb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Nov 2022 06:01:39 -0700
Subject: [PATCH 6416/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b256a07-2c90-45ca-b35c-2c38a6105e60

PiperOrigin-RevId: 486121750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04e966da658..2d567613084 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c01f4486773586ad6d46891c3106e69c25bd54f8c1020146e0ec680c22f6a8a8",
-    git_commit = "e0d5221071bdc741ec41125080d29869f5262112",
+    sha256 = "68da7c3c7780aaa10e21b7ecb4713b1f077aa6c3b733176cf2ea3a26d7161473",
+    git_commit = "62c39e77a4a894af11564cf1c8c102f8170aa897",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9b0156ca960924e0afab25d2860126a8ce0caebb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Nov 2022 12:01:48 -0700
Subject: [PATCH 6417/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ecf7695-fbb7-45a0-aeab-c87e457a412d

PiperOrigin-RevId: 486197570
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d567613084..9bfc3b93e0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68da7c3c7780aaa10e21b7ecb4713b1f077aa6c3b733176cf2ea3a26d7161473",
-    git_commit = "62c39e77a4a894af11564cf1c8c102f8170aa897",
+    sha256 = "d2b8c98e2dd047b81d9a0b6d2dc046be85b222385858c47b914430192c2f4a70",
+    git_commit = "8c98fbdef5c6505f8f092c59e12f69919b181b73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df6810fe39408f432601fc980b09d42c10df34ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Nov 2022 18:01:41 -0700
Subject: [PATCH 6418/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24d0a525-5c03-4ad4-8050-b0078be6db2b

PiperOrigin-RevId: 486271313
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bfc3b93e0c..a69cd5866ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2b8c98e2dd047b81d9a0b6d2dc046be85b222385858c47b914430192c2f4a70",
-    git_commit = "8c98fbdef5c6505f8f092c59e12f69919b181b73",
+    sha256 = "7a54f32da12e23a670c0e5f674a0e0abba6f73fb59714be61dd96e41c9635d57",
+    git_commit = "32050bb926af5a5ebaeab3f519380241d0b097f7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 88157df62808cef05af4b7ff9ddba5192410d8a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Nov 2022 00:01:52 -0700
Subject: [PATCH 6419/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/582b3499-a2ba-4b11-9814-ad762213403b

PiperOrigin-RevId: 486309307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a69cd5866ad..e2721b1aa67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a54f32da12e23a670c0e5f674a0e0abba6f73fb59714be61dd96e41c9635d57",
-    git_commit = "32050bb926af5a5ebaeab3f519380241d0b097f7",
+    sha256 = "5d30b1038fcd3b198d8d4991a5ce398dd0da6c57eae234ea9609de3536bf2932",
+    git_commit = "fc5d1fc51adbc780a7fc42091c8ab27265f79f7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1af56463cd2135151c68a655c4b000c85c710fa5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Nov 2022 06:01:59 -0700
Subject: [PATCH 6420/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5720018-c0dc-411c-8c14-eddf089f656c

PiperOrigin-RevId: 486347522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e2721b1aa67..636b152687e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d30b1038fcd3b198d8d4991a5ce398dd0da6c57eae234ea9609de3536bf2932",
-    git_commit = "fc5d1fc51adbc780a7fc42091c8ab27265f79f7f",
+    sha256 = "289e48892ce5077b450004e4ae05da02daed49dd7da5427f2da6c8604ca9b1d6",
+    git_commit = "b0ba93b30dfaed7a9b6d05f4448943632312428a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc146caac00ce37621f96e5f4b4e4843ae52f49c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Nov 2022 18:02:26 -0700
Subject: [PATCH 6421/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12cca20e-389f-4f1a-acda-ec3d00a9ee04

PiperOrigin-RevId: 486407417
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 636b152687e..26041252bf5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "289e48892ce5077b450004e4ae05da02daed49dd7da5427f2da6c8604ca9b1d6",
-    git_commit = "b0ba93b30dfaed7a9b6d05f4448943632312428a",
+    sha256 = "1bc1568e571444af51cc3b8457e804dbcdb608a9260ff51d66ad8a5822244537",
+    git_commit = "8a097319bc0942ede5ebe5d26cc30a5cd787142f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8b585b9059042d30916b1692d5fc0a461e76758f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Nov 2022 00:01:36 -0700
Subject: [PATCH 6422/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8063bfa8-d548-4eff-82bd-4e72ac9a323d

PiperOrigin-RevId: 486437949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26041252bf5..0516546f2d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1bc1568e571444af51cc3b8457e804dbcdb608a9260ff51d66ad8a5822244537",
-    git_commit = "8a097319bc0942ede5ebe5d26cc30a5cd787142f",
+    sha256 = "2cd481bc2bbf32028690fbeb6f848e6d6cf6586d2d0015a548073fddc15dd6df",
+    git_commit = "5ce48e1703d07553f32edad174fb4ea524477338",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a76f261a8111b1ca7f63e942fb1d218a33e7dbb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Nov 2022 05:01:38 -0800
Subject: [PATCH 6423/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fec2fa59-7b6a-49aa-8a9f-7d0f554fc773

PiperOrigin-RevId: 486471813
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0516546f2d2..ac6c45cf88a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cd481bc2bbf32028690fbeb6f848e6d6cf6586d2d0015a548073fddc15dd6df",
-    git_commit = "5ce48e1703d07553f32edad174fb4ea524477338",
+    sha256 = "3e4dc427af72f999d37044ef9ee933730506940fcde8af5ba4e25717a37e0b58",
+    git_commit = "c411b52de3d64fa5cee6b5692d448f844cb3c0e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8fee44482c97482ef760c5f002fb02d26124ff1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Nov 2022 11:01:45 -0800
Subject: [PATCH 6424/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5de68b3-162b-4482-849d-0a959d725b46

PiperOrigin-RevId: 486501868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac6c45cf88a..f239bd91222 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e4dc427af72f999d37044ef9ee933730506940fcde8af5ba4e25717a37e0b58",
-    git_commit = "c411b52de3d64fa5cee6b5692d448f844cb3c0e0",
+    sha256 = "4ea8c8dc85b2927e2349563a0592ed5efcd39b56aba952886d4390aab00e5686",
+    git_commit = "3656d7dfdd32efc946f985e3b2b900bc4630fef8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e6b1d86b3f7138a996e271ffc06b2a25f3b6aac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Nov 2022 23:04:13 -0800
Subject: [PATCH 6425/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5730dba8-85cc-49c2-9065-c47c9f81af18

PiperOrigin-RevId: 486573252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f239bd91222..30b9f9dd92e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ea8c8dc85b2927e2349563a0592ed5efcd39b56aba952886d4390aab00e5686",
-    git_commit = "3656d7dfdd32efc946f985e3b2b900bc4630fef8",
+    sha256 = "4b883722ce2af10a28cd44de1714c136000ba385c753f06b91c911688513bc87",
+    git_commit = "a7092282fc9609bd8f2583f6fd3a16d803be88bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f15c53aa65fd91e45bdda0dc857878933a14606d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Nov 2022 06:01:51 -0800
Subject: [PATCH 6426/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/027dae88-1f7d-43d0-8c6c-1cfaea309933

PiperOrigin-RevId: 486638722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30b9f9dd92e..43377fb3d03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b883722ce2af10a28cd44de1714c136000ba385c753f06b91c911688513bc87",
-    git_commit = "a7092282fc9609bd8f2583f6fd3a16d803be88bb",
+    sha256 = "6fbd39873c41af4399e02bb962b8eda547e605ec7feac01f2e8c366bf20a3f7a",
+    git_commit = "fbd364e60ba197d5c1a2c26093e342ef3b16e354",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cda26f6065753167ac83e3b1aad7485d3d1d6db0 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Sat, 12 Nov 2022 09:15:09 -0800
Subject: [PATCH 6427/8103] Update TF Serving to Bazel 5.3.0, to match with TF.

PiperOrigin-RevId: 488059852
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43377fb3d03..144374c83d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -28,7 +28,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check("5.1.1")
+versions.check("5.3.0")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index a9eb5b62ebb..3da800fbc08 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -76,7 +76,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.1.1
+ENV BAZEL_VERSION 5.3.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 6e4ca5442dc..e3712ddf4be 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -108,7 +108,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.1.1
+ENV BAZEL_VERSION 5.3.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 1a1dbc70c6f..7351d95ea76 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -75,7 +75,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.1.1
+ENV BAZEL_VERSION 5.3.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From d8555724ed54f3102952f9eca5a7d2b695899e20 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 14 Nov 2022 11:27:19 -0800
Subject: [PATCH 6428/8103] Upgrade to ubuntu20.04 for docker images, which
 defaults to gcc-9.

PiperOrigin-RevId: 488422181
---
 tensorflow_serving/tools/docker/Dockerfile           | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 3 ++-
 tensorflow_serving/tools/docker/Dockerfile.mkl       | 3 ++-
 6 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile b/tensorflow_serving/tools/docker/Dockerfile
index 48e5fa5ee25..b426c169140 100644
--- a/tensorflow_serving/tools/docker/Dockerfile
+++ b/tensorflow_serving/tools/docker/Dockerfile
@@ -16,10 +16,11 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM ubuntu:18.04
+FROM ubuntu:20.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 3da800fbc08..7a026d8aaac 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -11,10 +11,11 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:18.04 as base_build
+FROM ubuntu:20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index e3712ddf4be..844b0ba900d 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,10 +11,11 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:11.2.1-base-ubuntu18.04 as base_build
+FROM nvidia/cuda:11.2.1-base-ubuntu20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 7351d95ea76..742ffa523a9 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -11,10 +11,11 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM ubuntu:18.04 as base_build
+FROM ubuntu:20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer="Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 3d3a67290d0..f35a7325a5f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,10 +16,11 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:11.2.1-base-ubuntu18.04
+FROM nvidia/cuda:11.2.1-base-ubuntu20.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
diff --git a/tensorflow_serving/tools/docker/Dockerfile.mkl b/tensorflow_serving/tools/docker/Dockerfile.mkl
index 66e28c9bf5f..8907183a7ce 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.mkl
@@ -16,10 +16,11 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-mkl
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM ubuntu:18.04
+FROM ubuntu:20.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer="Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}

From fa3e3cc97dc1d4fb49c18a050300eaf7de9ba378 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 14 Nov 2022 20:33:03 -0800
Subject: [PATCH 6429/8103] Update TF Text to v2.9.0.

PiperOrigin-RevId: 488542731
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 5935750 -> 6135983 bytes
 .../variables/variables.data-00000-of-00001   | Bin 708 -> 810 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |  17 ++++++++++++++---
 6 files changed, 18 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index 0f83d324709..ff6889e4926 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ìroot"_tf_keras_model*Ì{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {"layer was saved without config": true}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.8.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps"}}2

\ No newline at end of file
+ëroot"_tf_keras_model*Ë{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index b0e5bdfbd687908e003cf739c9ab91ffeebd9d55..bcfd8db8995fafa5fef9dc4bdaf2ab3aa43f0492 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index e40b815b3ffe6db206de0a56a41ddc7899253992..68f03301962d00997bb5ae49921bac1f64f32f35 100644
GIT binary patch
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index d91a2aa68d5b6de5ccabf28ea75e00523e92a314..12f959d8ea4235a6b21ecb70694209d7e4e16040 100644
GIT binary patch
delta 30
icmbQpIFWIJuE;7j(}&WG`3yk72qKJn4f!TI1^@tUs0L^N

delta 30
icmbQpIFWIJuE-HqQwO&f%nU%l2qNO=Ff&hd3;+Od8U~2~

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 251174a56c0..12967ec06a1 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "774af1b75c6af53f0ee1be28a8d2d75f2fc60c112f615418a0ee76f8c3d59c0f",
-        strip_prefix = "text-2.8.2",
-        url = "https://github.com/tensorflow/text/archive/v2.8.2.zip",
+        sha256 = "7aa40745ec1e2afaa99a37d5cea92fdc0e701dd7ea6ba13fd7f1ca876c0e8a5f",
+        strip_prefix = "text-2.9.0",
+        url = "https://github.com/tensorflow/text/archive/v2.9.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 5cd4fc6bd83..1165a3e1020 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,5 +1,5 @@
 diff --git a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
-index c1f0e4e..a92ecd8 100644
+index bd42a24..7fef400 100644
 --- a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 +++ b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 @@ -32,7 +32,7 @@ namespace {
@@ -62,10 +62,10 @@ index c1f0e4e..a92ecd8 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index ff40480..b649cfc 100644
+index 9db7049..8f5ed14 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -123,8 +123,8 @@ def tf_cc_library(
+@@ -134,8 +134,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
@@ -76,3 +76,14 @@ index ff40480..b649cfc 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
+@@ -191,8 +191,8 @@ def tflite_cc_library(
+             "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
+         ],
+         "//conditions:default": [
+-            "@local_config_tf//:libtensorflow_framework",
+-            "@local_config_tf//:tf_header_lib",
++            "@org_tensorflow//tensorflow/core:tensorflow_opensource",
++            "@org_tensorflow//tensorflow/lite/kernels/shim:status_macros", "@org_tensorflow//tensorflow/lite/kernels/shim:tf_op_shim", "@org_tensorflow//tensorflow/lite/kernels/shim:op_kernel", "@org_tensorflow//tensorflow/lite/kernels/shim:tensor_view", "@org_tensorflow//tensorflow/lite/kernels/shim:shape",
+         ] + oss_deps,
+     })
+     native.cc_library(

From 2dd1c36339c4e1a126a95c83a991329d8d670db5 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Tue, 15 Nov 2022 19:54:22 -0800
Subject: [PATCH 6430/8103] Update TF Text to v2.10.0.

PiperOrigin-RevId: 488824217
---
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 6135983 -> 7684060 bytes
 .../variables/variables.data-00000-of-00001   | Bin 810 -> 927 bytes
 .../01/variables/variables.index              | Bin 145 -> 145 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |   4 ++--
 6 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index ff6889e4926..e0bd06db7c9 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-ëroot"_tf_keras_model*Ë{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.9.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
+íroot"_tf_keras_model*Í{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "build_input_shape": {"class_name": "TensorShape", "items": [1]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.10.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index bcfd8db8995fafa5fef9dc4bdaf2ab3aa43f0492..05d5cdcc07e755fe94ea4002c83775d37392984e 100644
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.data-00000-of-00001
index 68f03301962d00997bb5ae49921bac1f64f32f35..04ccf91826fbd5c72218df8576bba9f7aeeec1d7 100644
GIT binary patch
delta 307
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delta 185
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/variables/variables.index
index 12f959d8ea4235a6b21ecb70694209d7e4e16040..eeb30a69f00c22f1014615ba7941f223ae3ca003 100644
GIT binary patch
delta 30
icmbQpIFWIJuE>0LQ<nQ;=NN#15k%ayZ4sF07ytlvDhFi%

delta 30
icmbQpIFWIJuE;7j(}&WG`3yk72qKJn4f!TI1^@tUs0L^N

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 12967ec06a1..3e789945c1f 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "7aa40745ec1e2afaa99a37d5cea92fdc0e701dd7ea6ba13fd7f1ca876c0e8a5f",
-        strip_prefix = "text-2.9.0",
-        url = "https://github.com/tensorflow/text/archive/v2.9.0.zip",
+        sha256 = "ec01fdc7c62b0854e25c6a5109599efef85472a2bfcabd4cdd9e53cb3e61c967",
+        strip_prefix = "text-2.10.0",
+        url = "https://github.com/tensorflow/text/archive/v2.10.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 1165a3e1020..f487bc6fe7f 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -62,7 +62,7 @@ index bd42a24..7fef400 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 9db7049..8f5ed14 100644
+index fb87905..ad72a05 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
 @@ -134,8 +134,8 @@ def tf_cc_library(
@@ -76,7 +76,7 @@ index 9db7049..8f5ed14 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
-@@ -191,8 +191,8 @@ def tflite_cc_library(
+@@ -192,8 +192,8 @@ def tflite_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [

From 7f5743feb1b1f08832f36308e7d8f135fba45944 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Mon, 21 Nov 2022 14:34:08 -0800
Subject: [PATCH 6431/8103] Add a function that allows reseting the
 experimental graph rewriter for testing.

PiperOrigin-RevId: 490073559
---
 tensorflow_serving/session_bundle/oss/session_bundle_util.cc | 4 ++++
 tensorflow_serving/session_bundle/session_bundle_util.h      | 5 ++++-
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index adec8df3f99..273faa9eeff 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -31,6 +31,10 @@ Status SetGraphRewriter(
   return errors::Unimplemented("This functionality is not implemented.");
 }
 
+Status ResetGraphRewriterForTesting() {
+  return errors::Unimplemented("This functionality is not implemented.");
+}
+
 Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
diff --git a/tensorflow_serving/session_bundle/session_bundle_util.h b/tensorflow_serving/session_bundle/session_bundle_util.h
index b7056cf7723..36187eb7218 100644
--- a/tensorflow_serving/session_bundle/session_bundle_util.h
+++ b/tensorflow_serving/session_bundle/session_bundle_util.h
@@ -100,13 +100,16 @@ Status GetNamedSignature(const string& name,
                          const tensorflow::MetaGraphDef& meta_graph_def,
                          Signature* default_signature);
 
-// EXPERIMENTAL. THIS METHOD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+// EXPERIMENTAL. THE 2 METHODS BELOW MAY CHANGE OR GO AWAY. USE WITH CAUTION.
 // Sets a global graph rewrite function that is called on all saved models
 // immediately after metagraph load, but before session creation.  This function
 // can only be called once.
 Status SetGraphRewriter(
     std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter);
 
+// For testing only. Resets the experimental graph rewriter above.
+Status ResetGraphRewriterForTesting();
+
 }  // namespace session_bundle
 }  // namespace serving
 }  // namespace tensorflow

From 1624fb20014921eac178318294e3b0c40d583d4e Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 21 Nov 2022 19:39:07 -0800
Subject: [PATCH 6432/8103] Update TF Text to v2.11.0.

PiperOrigin-RevId: 490129922
---
 .../tf_text_regression/01/fingerprint.pb      | Bin 0 -> 53 bytes
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 7684060 -> 7725220 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |   6 +++---
 5 files changed, 7 insertions(+), 7 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb
new file mode 100644
index 0000000000000000000000000000000000000000..165b19b21ccc477d3172712e724563ff7a42a2f6
GIT binary patch
literal 53
zcmV-50LuRe`rpur>8hdqd=Q(Kkm}{u__-t)ukwJK!OMg0OdylBosy-?&4i-?DCmLu
LfsE+6-U2cJg=im_

literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index e0bd06db7c9..ce0f0e9d78d 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-íroot"_tf_keras_model*Í{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "build_input_shape": {"class_name": "TensorShape", "items": [1]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.10.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
+íroot"_tf_keras_model*Í{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "build_input_shape": {"class_name": "TensorShape", "items": [1]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.11.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 3e789945c1f..34aa6f7090d 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "ec01fdc7c62b0854e25c6a5109599efef85472a2bfcabd4cdd9e53cb3e61c967",
-        strip_prefix = "text-2.10.0",
-        url = "https://github.com/tensorflow/text/archive/v2.10.0.zip",
+        sha256 = "556b516d917265a03e2712389e39e14f6d0faed6421215bd8c1e83d98fd270fb",
+        strip_prefix = "text-2.11.0",
+        url = "https://github.com/tensorflow/text/archive/v2.11.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index f487bc6fe7f..e27c6c2469c 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -62,10 +62,10 @@ index bd42a24..7fef400 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index fb87905..ad72a05 100644
+index 969d9e9..e861aa1 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -134,8 +134,8 @@ def tf_cc_library(
+@@ -141,8 +141,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
@@ -76,7 +76,7 @@ index fb87905..ad72a05 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
-@@ -192,8 +192,8 @@ def tflite_cc_library(
+@@ -199,8 +199,8 @@ def tflite_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [

From b0ee816928229bd2578318524b23ae8f66fee10d Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 22 Nov 2022 13:20:04 -0800
Subject: [PATCH 6433/8103] Add release notes for tf-serving 2.9.3 and 2.10.1

PiperOrigin-RevId: 490320227
---
 RELEASE.md | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index dcaf4efbaa5..045dcffc4af 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -65,6 +65,20 @@
 * Replace `tensorflow::Status::OK()` with `tensorflow::{Status, OkStatus}()`. (commit: 6393b29242ab6648c723a51f64eb2e67ebf497db)
 * Open up http_server_clients package group for easier 3P (commit: 66b199ba6e8fc81cb278988aa541e03987a1d27d)
 
+# Release 2.10.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.10.1.
+
 # Release 2.10.0
 
 ## Major Features and Improvements
@@ -79,6 +93,20 @@
 
 * This release is based on TF version 2.10.0.
 
+# Release 2.9.3
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.9.3
+
 # Release 2.9.2
 
 ## Major Features and Improvements

From eb3863bb0eef2cdc4c985f1bee57981e63b964cc Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 23 Nov 2022 15:21:25 -0800
Subject: [PATCH 6434/8103] Add release notes for tf-serving 2.8.4 and 2.11.10

PiperOrigin-RevId: 490595248
---
 RELEASE.md | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 045dcffc4af..74574304a9e 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.11.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.11.0
+
 # Release 2.11.0-rc2
 
 ## Major Features and Improvements
@@ -135,6 +149,20 @@
 
 * This release is based on TF version 2.7.4
 
+# Release 2.8.4
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.8.4.
+
 # Release 2.8.3
 
 ## Major Features and Improvements

From 29e848a4c378a85d47187224d817ae314750ddf4 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 28 Nov 2022 23:29:14 -0800
Subject: [PATCH 6435/8103] Update org_tensorflow_decision_forests to 1.1.0

PiperOrigin-RevId: 491540340
---
 tensorflow_serving/workspace.bzl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 34aa6f7090d..60fb21385cf 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -107,9 +107,9 @@ def tf_serving_workspace():
     # ==== TensorFlow Decision Forests ===
     http_archive(
         name = "org_tensorflow_decision_forests",
-        sha256 = "7a6b8187341da782ca93ee6e61ded14fba23f4bc0750beac291ae15277b1257e",
-        strip_prefix = "decision-forests-1.0.1",
-        url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.0.1.zip",
+        sha256 = "00c73fbb1ddde7f11fbb5277e9cc9a0922b5f1213c6bd1038769ee451be4ba87",
+        strip_prefix = "decision-forests-1.1.0",
+        url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.1.0.zip",
     )
 
     http_archive(

From cb296998ec77d7e14efc5e4b25a4dabb8eda8846 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 29 Nov 2022 09:10:38 -0800
Subject: [PATCH 6436/8103] Update yggdrasil-decision-forests to 1.2.0

PiperOrigin-RevId: 491654037
---
 tensorflow_serving/workspace.bzl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 60fb21385cf..3db0e87b1ba 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -114,9 +114,9 @@ def tf_serving_workspace():
 
     http_archive(
         name = "ydf",
-        sha256 = "ba8e69ef3889c58cde58ce201ff88ea3acf376bcb9996a55c070959d5fa0a51b",
-        strip_prefix = "yggdrasil-decision-forests-144b139d688381beea31100e75e5d621127f8ee4",
-        urls = ["https://github.com/google/yggdrasil-decision-forests/archive/144b139d688381beea31100e75e5d621127f8ee4.zip"],
+        sha256 = "8d577e2628201ec2a2c1708192a23e5b34a2fcc126b6e043fef613886857c9a6",
+        strip_prefix = "yggdrasil-decision-forests-1.2.0",
+        urls = ["https://github.com/google/yggdrasil-decision-forests/archive/refs/tags/1.2.0.zip"],
     )
 
     # The Boost repo is organized into git sub-modules (see the list at

From a53f61f9aedc7ac1c1788185b0dc03d6cd88ea3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Nov 2022 12:01:58 -0800
Subject: [PATCH 6437/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b0aad6f-44ff-420a-af4e-742aaad8608f

PiperOrigin-RevId: 491701565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 144374c83d9..92f3d5a0304 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fbd39873c41af4399e02bb962b8eda547e605ec7feac01f2e8c366bf20a3f7a",
-    git_commit = "fbd364e60ba197d5c1a2c26093e342ef3b16e354",
+    sha256 = "5cce0e72e17482fe6bcddebe566c29e1a3eb622b41bba686006cd8c2237bb0bf",
+    git_commit = "36968a81c5fcce9aa03e9ace68b9de7b5e9a490a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e72d30eb8f821dc934bafccd59b9a800bf1ecab9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Nov 2022 18:01:52 -0800
Subject: [PATCH 6438/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05ec8e72-b866-42c9-b809-600a5a94a3d3

PiperOrigin-RevId: 491783950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92f3d5a0304..e984de31536 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cce0e72e17482fe6bcddebe566c29e1a3eb622b41bba686006cd8c2237bb0bf",
-    git_commit = "36968a81c5fcce9aa03e9ace68b9de7b5e9a490a",
+    sha256 = "500161dd6461e23e9f7ef82665d34d247ecda850e0311840ee33c14dee906cef",
+    git_commit = "5b42a21fce6c436cd5bb26be15bf97cce9ce5651",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c5a6c2c6c5d046a9f4ff65869a21b2e9f936f513 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Nov 2022 00:02:02 -0800
Subject: [PATCH 6439/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9a214e1b-cae8-4e65-9daf-aab122a1d609

PiperOrigin-RevId: 491833900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e984de31536..7c6a9becbc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "500161dd6461e23e9f7ef82665d34d247ecda850e0311840ee33c14dee906cef",
-    git_commit = "5b42a21fce6c436cd5bb26be15bf97cce9ce5651",
+    sha256 = "ad230781be6e343c852f1c6d686bd28cdd17d7ef992df078313e9f2be7fff34c",
+    git_commit = "b842657860e85490dfc074541a6ce83198476b33",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d1e933ae05292d04758b265c97ce3ceda525ee9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Nov 2022 06:02:35 -0800
Subject: [PATCH 6440/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31dfd138-fce1-4369-b66c-c60f4f8b170d

PiperOrigin-RevId: 491893936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c6a9becbc7..bee647e07bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad230781be6e343c852f1c6d686bd28cdd17d7ef992df078313e9f2be7fff34c",
-    git_commit = "b842657860e85490dfc074541a6ce83198476b33",
+    sha256 = "3c949b501db4fc94f524d0f0f2067473b896dd084092b065715cd848c40647bb",
+    git_commit = "ef070b94c1341986ec8f1469d0104f73c567de05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a01b5ca97715b1f845a6e61a84d309cc2b465772 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Nov 2022 12:02:26 -0800
Subject: [PATCH 6441/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c6d0f13-bc8e-4a5a-85a0-27754695f0c8

PiperOrigin-RevId: 491981963
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bee647e07bd..2574db8f52e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c949b501db4fc94f524d0f0f2067473b896dd084092b065715cd848c40647bb",
-    git_commit = "ef070b94c1341986ec8f1469d0104f73c567de05",
+    sha256 = "1751ed9988b3b519f05b7f73a2f92881b6b0f31bb59d1b27387398fc9485d8ab",
+    git_commit = "5739450989e5a28f55969e9d9598279ff599dbdb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a80f66d770d2c4706976639a752235b00456cf0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Nov 2022 18:02:15 -0800
Subject: [PATCH 6442/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/009c5b49-f2bb-4c4a-b159-4692e02778db

PiperOrigin-RevId: 492069235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2574db8f52e..56637cf3be4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1751ed9988b3b519f05b7f73a2f92881b6b0f31bb59d1b27387398fc9485d8ab",
-    git_commit = "5739450989e5a28f55969e9d9598279ff599dbdb",
+    sha256 = "78cf681d9bc7ce0cbc3721bc5cf31c56d2585dc88f2498774012b0c1bb4004e4",
+    git_commit = "52c679367fdc9519bcab2e0272bb0a2ddaf642c9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c8c19ad47036d98c75971885f97d9e6672a6c0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Dec 2022 00:02:03 -0800
Subject: [PATCH 6443/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/987633e0-e041-404a-98e9-17c285919100

PiperOrigin-RevId: 492117672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 56637cf3be4..f9fdb813380 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78cf681d9bc7ce0cbc3721bc5cf31c56d2585dc88f2498774012b0c1bb4004e4",
-    git_commit = "52c679367fdc9519bcab2e0272bb0a2ddaf642c9",
+    sha256 = "f6e7ad0f4ee3f44dc4461191581296fdcbc9d4cf57475561c0f1e667d0a21dcb",
+    git_commit = "1cf18112a44964e6a7141d586d95561a38adac3a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 636b99f5a0fb0dcc660338fbc9a4ce8e9ae4a4a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Dec 2022 06:02:03 -0800
Subject: [PATCH 6444/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8e09135-e893-4d46-bb97-4258afbae55d

PiperOrigin-RevId: 492174670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9fdb813380..4aa5d0a3e35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6e7ad0f4ee3f44dc4461191581296fdcbc9d4cf57475561c0f1e667d0a21dcb",
-    git_commit = "1cf18112a44964e6a7141d586d95561a38adac3a",
+    sha256 = "b9e9bb3db48065f19708aa9f5a9792df70f60730676966277c6229f0c8aec1d8",
+    git_commit = "7476ec39ab165b44ab36aa6ddddfdd14dfb3f7f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d0c713726795df13f905653ddaf0726707c68b5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Dec 2022 12:01:56 -0800
Subject: [PATCH 6445/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a99d83e9-6ced-458a-85d0-ddaa5b8d3424

PiperOrigin-RevId: 492262234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4aa5d0a3e35..3c893d418f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9e9bb3db48065f19708aa9f5a9792df70f60730676966277c6229f0c8aec1d8",
-    git_commit = "7476ec39ab165b44ab36aa6ddddfdd14dfb3f7f5",
+    sha256 = "6efe87aa588dd5a8a24cf7cbedca504fc7b049778d376a12fbfe5b189f02ba8d",
+    git_commit = "b61ab98ed0845e4243634d7486f69aff44cdee0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From decc8475f44bbec1706d9fa2c15010ca8aa84317 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Dec 2022 18:01:47 -0800
Subject: [PATCH 6446/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b16fee7a-c3e1-4a14-a3ab-5d1d5ad2fd38

PiperOrigin-RevId: 492346001
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c893d418f0..ce5f0279462 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6efe87aa588dd5a8a24cf7cbedca504fc7b049778d376a12fbfe5b189f02ba8d",
-    git_commit = "b61ab98ed0845e4243634d7486f69aff44cdee0c",
+    sha256 = "718c76ed8a2688cc17687982636ff80f96b03e7c63deb83f2b807dfdac948da0",
+    git_commit = "26ad1612bf16002c845fef4c56758784e804dcad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b4f8d753d76342e0d131b710e443c78ced999294 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Dec 2022 00:02:06 -0800
Subject: [PATCH 6447/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5715d107-2932-4548-9d5b-e148734c0606

PiperOrigin-RevId: 492395722
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce5f0279462..72a6ce7f643 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "718c76ed8a2688cc17687982636ff80f96b03e7c63deb83f2b807dfdac948da0",
-    git_commit = "26ad1612bf16002c845fef4c56758784e804dcad",
+    sha256 = "261329b1ef10fc8131ddcc32bfc843b34222c67bff913bd22b37dea7bd5d507b",
+    git_commit = "8f75790b06acde30737a8698e4090bb52833901a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc0041fb96d031268c8016731ef0d9dfe6095779 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Dec 2022 06:02:04 -0800
Subject: [PATCH 6448/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ebbf1f99-ed19-470c-bbc1-abe5f03b02eb

PiperOrigin-RevId: 492449640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72a6ce7f643..eada5d1e53f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "261329b1ef10fc8131ddcc32bfc843b34222c67bff913bd22b37dea7bd5d507b",
-    git_commit = "8f75790b06acde30737a8698e4090bb52833901a",
+    sha256 = "256f7dc8601e7940d49d465ff5d59cda641c41d34c3a50b15b40e77be48dfa65",
+    git_commit = "b23cb3aa2f4ce400fb089d232f3ca657f8f19e16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9b8e42b6d9a94b607d3796912f263148fa154b8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Dec 2022 12:01:52 -0800
Subject: [PATCH 6449/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6edcaf6a-14f1-4d99-8d42-62a74999ae6a

PiperOrigin-RevId: 492525357
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eada5d1e53f..46723ec954a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "256f7dc8601e7940d49d465ff5d59cda641c41d34c3a50b15b40e77be48dfa65",
-    git_commit = "b23cb3aa2f4ce400fb089d232f3ca657f8f19e16",
+    sha256 = "4c6fb856eb79f2dcdf24e909fda8a25efe93df241137f8f24121a86c75d8459c",
+    git_commit = "b737ee48f1de346151b1e32e4f2d8351071e64d7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f35dc082a910509d5d2533b7471cdd7e5bbae5b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Dec 2022 18:01:48 -0800
Subject: [PATCH 6450/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aae02ca4-368d-4a8e-b76d-1297deee5a27

PiperOrigin-RevId: 492600485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46723ec954a..08f2c67f39c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c6fb856eb79f2dcdf24e909fda8a25efe93df241137f8f24121a86c75d8459c",
-    git_commit = "b737ee48f1de346151b1e32e4f2d8351071e64d7",
+    sha256 = "b3cb506c6a49659ed28bb191ff12b970a7ced0495e82477f6b7a8414cfa5d3c1",
+    git_commit = "e786be61944758107bc75ae3c6efde8ab44f21f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a93cae249e9093fdcfc0d48cd202433465b1fe8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Dec 2022 00:01:59 -0800
Subject: [PATCH 6451/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30b54808-d33e-4628-a81a-b66e76907c41

PiperOrigin-RevId: 492643121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08f2c67f39c..528df858554 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3cb506c6a49659ed28bb191ff12b970a7ced0495e82477f6b7a8414cfa5d3c1",
-    git_commit = "e786be61944758107bc75ae3c6efde8ab44f21f9",
+    sha256 = "390e66c8c2f2a484b5095ecaeb9553ad24938dc494f8a309ac24678775a46560",
+    git_commit = "4edf32dad2f84cb824a3fe186fc3fa3fd53929be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e1b97a090a57b862f3afcbccd96e45aa81db9940 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Dec 2022 06:01:49 -0800
Subject: [PATCH 6452/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/880e1483-275b-4e6f-a688-9ef5590d148a

PiperOrigin-RevId: 492679744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 528df858554..ff7fecb25a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "390e66c8c2f2a484b5095ecaeb9553ad24938dc494f8a309ac24678775a46560",
-    git_commit = "4edf32dad2f84cb824a3fe186fc3fa3fd53929be",
+    sha256 = "cda3b447cc41854228822eaddd028d9ca38a661af8ca62158bce800650d3ce30",
+    git_commit = "f7813276b8c2989c912a63cf6714011991cc55d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04b1cbf3913fce1b1383f23402869604718c77e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Dec 2022 12:01:53 -0800
Subject: [PATCH 6453/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6fe5729d-326d-48b7-8ea0-5c06039a5c2a

PiperOrigin-RevId: 492711312
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff7fecb25a6..a6344f27cee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cda3b447cc41854228822eaddd028d9ca38a661af8ca62158bce800650d3ce30",
-    git_commit = "f7813276b8c2989c912a63cf6714011991cc55d0",
+    sha256 = "c28f4e9d2e0bb3876b5dab0a65c62dcb2b7f0af022a8341655af8f286c177859",
+    git_commit = "9be68da3a2c58984cc6ddaac18bc2ed51e42eaf2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 46639fb4a5ca936ae1634fa9be02a719e547d012 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Dec 2022 06:01:53 -0800
Subject: [PATCH 6454/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd483fba-4859-445f-ab26-d7f2c4e4228c

PiperOrigin-RevId: 492811522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6344f27cee..bb3f542afbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c28f4e9d2e0bb3876b5dab0a65c62dcb2b7f0af022a8341655af8f286c177859",
-    git_commit = "9be68da3a2c58984cc6ddaac18bc2ed51e42eaf2",
+    sha256 = "f66cc7f83e88c4266bcc2a03199afd94d2abad5308367ba5394e18b7c453e010",
+    git_commit = "3aa6efcf73fe137b5c5ac8c55fff7386033479ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8e5b783f05ac3e4205e44524a4f321fdda67f767 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Dec 2022 18:01:40 -0800
Subject: [PATCH 6455/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4d962ca5-e356-4e26-8ead-b0dd4d51468b

PiperOrigin-RevId: 492877392
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb3f542afbb..f239d7137b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f66cc7f83e88c4266bcc2a03199afd94d2abad5308367ba5394e18b7c453e010",
-    git_commit = "3aa6efcf73fe137b5c5ac8c55fff7386033479ec",
+    sha256 = "3f380cb0017c0c44b89722a44ea483e0cf9fe16c30273dd68af440c58f8a7399",
+    git_commit = "6e88f731fd587cfc425c773eb728df0085016ed3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b0f14ec8e6d9245c44a8304c6b5d9cd793d0fd59 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Dec 2022 00:01:59 -0800
Subject: [PATCH 6456/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e69a52ef-1635-4896-9303-3ded74ce5ffb

PiperOrigin-RevId: 492926427
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f239d7137b9..f1633508b66 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f380cb0017c0c44b89722a44ea483e0cf9fe16c30273dd68af440c58f8a7399",
-    git_commit = "6e88f731fd587cfc425c773eb728df0085016ed3",
+    sha256 = "74ca31562abd38de20f6483c9119bdeaecbc537138aec9cb94e92dece32343fc",
+    git_commit = "3a5eb5f34e1a01cd5393b6cd35f5da9a2ab59c0e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50f014c885a0d8245aa3ecfe2c2ee999a266e320 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Dec 2022 06:02:18 -0800
Subject: [PATCH 6457/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35b7d566-1e8a-4e55-9e24-5cd3900b5973

PiperOrigin-RevId: 492984386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1633508b66..d25a82932a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74ca31562abd38de20f6483c9119bdeaecbc537138aec9cb94e92dece32343fc",
-    git_commit = "3a5eb5f34e1a01cd5393b6cd35f5da9a2ab59c0e",
+    sha256 = "be8bca92cebd5494f7a31ba6370520b4947ad628b02a4e4c2aff1395cf06428e",
+    git_commit = "c2412f773d03f93f67e16f72cba98fd21292be2b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e749589ea166feee75c49d3bd9451eae39826691 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Dec 2022 12:01:57 -0800
Subject: [PATCH 6458/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2d5c47a-da95-4aed-bb96-e6ad8ecc08b9

PiperOrigin-RevId: 493073575
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d25a82932a0..bbd7ad81e4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be8bca92cebd5494f7a31ba6370520b4947ad628b02a4e4c2aff1395cf06428e",
-    git_commit = "c2412f773d03f93f67e16f72cba98fd21292be2b",
+    sha256 = "e93207dc64c694a6fd2cb258076ace6c1145bceedc43b13146eda33cead4c9fc",
+    git_commit = "5228691b3e06d9edf0d7269f5474dc6a6ced1591",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3f4b4f4fda6a612e93682e8e03d03a6d32383e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Dec 2022 18:02:09 -0800
Subject: [PATCH 6459/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8258878c-736e-4c45-8201-7444bfd9ffd4

PiperOrigin-RevId: 493163041
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bbd7ad81e4d..20e9765dfd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e93207dc64c694a6fd2cb258076ace6c1145bceedc43b13146eda33cead4c9fc",
-    git_commit = "5228691b3e06d9edf0d7269f5474dc6a6ced1591",
+    sha256 = "0250b7c4f22665c9dbe752369cc608b5207f787bb67c9a96a23dc9ae8bfab068",
+    git_commit = "d8f8661c198ee553b3cf0fdb05022c60b40b5d66",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9cbc1a688a2bacbf061393a828542d6419cb6e51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Dec 2022 00:01:59 -0800
Subject: [PATCH 6460/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45518da7-ff4c-49de-be75-000f2a775d24

PiperOrigin-RevId: 493220630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20e9765dfd1..84496651937 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0250b7c4f22665c9dbe752369cc608b5207f787bb67c9a96a23dc9ae8bfab068",
-    git_commit = "d8f8661c198ee553b3cf0fdb05022c60b40b5d66",
+    sha256 = "656d9d62b24a236a3922a1b1109d466a991baa9deb5a968f5b9d7aa14219fadd",
+    git_commit = "be7b16681a90829ea6c6a03ca55bb2b20967ea7c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 633b96333b4e7a1ccbdbbef553b6a1e988ae0707 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Dec 2022 06:04:09 -0800
Subject: [PATCH 6461/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/646a6c9a-f570-458f-bd01-00bf1054168d

PiperOrigin-RevId: 493283090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84496651937..ad16e299ff2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "656d9d62b24a236a3922a1b1109d466a991baa9deb5a968f5b9d7aa14219fadd",
-    git_commit = "be7b16681a90829ea6c6a03ca55bb2b20967ea7c",
+    sha256 = "c7c2533b661e5818af1560bd0aecafe86cfd7405b1a0d60c80d72662ae7b6b96",
+    git_commit = "6e690144aa6268e12b902551beac9edec983afe5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed631244a3056702ab846862b935c840cb8dbc01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Dec 2022 12:02:16 -0800
Subject: [PATCH 6462/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1bea17c-b7db-4d82-a1ec-b857ec431dd9

PiperOrigin-RevId: 493373950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad16e299ff2..0b17f08ee68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7c2533b661e5818af1560bd0aecafe86cfd7405b1a0d60c80d72662ae7b6b96",
-    git_commit = "6e690144aa6268e12b902551beac9edec983afe5",
+    sha256 = "0103228d0dcc38559e385275c5d81949165f3ec3fcf1c83ce21e1f2c62a1e0cc",
+    git_commit = "28aac50b2499129fcca3ce612f7736100d4d08b7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d74dcf824bef67c52c987f3caf51c635f5b8d0cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Dec 2022 18:01:49 -0800
Subject: [PATCH 6463/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/279c46e8-a101-4d06-a6c6-91c8a23e47d1

PiperOrigin-RevId: 493462758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b17f08ee68..11d1dedd10e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0103228d0dcc38559e385275c5d81949165f3ec3fcf1c83ce21e1f2c62a1e0cc",
-    git_commit = "28aac50b2499129fcca3ce612f7736100d4d08b7",
+    sha256 = "94c460cee01ffa3c5d19ddfcaabe07ad7fce43a5d946a884b7141e8fea7ae1a8",
+    git_commit = "68747cdfbc3a3cc30cc05a88601ca097d3f838fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c89d1cc76f42c205b2fcbc20a3fba7ad4325382f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Dec 2022 00:02:06 -0800
Subject: [PATCH 6464/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10c87302-1972-4ce8-8713-2e0b9dc6fdfa

PiperOrigin-RevId: 493520655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11d1dedd10e..94b778309c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94c460cee01ffa3c5d19ddfcaabe07ad7fce43a5d946a884b7141e8fea7ae1a8",
-    git_commit = "68747cdfbc3a3cc30cc05a88601ca097d3f838fc",
+    sha256 = "ecdf438d4b41c103d4d677dc93756e09e9c35feceb3711a61dbfeb93e5ffe6ff",
+    git_commit = "151d6c4a5d67ae8b05e43d17c7ec245fc006b9d2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c899926ee09951f7cd9317b340ad3d9790f3c6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Dec 2022 06:01:57 -0800
Subject: [PATCH 6465/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f2c2938-aa75-4601-9451-f250b7c4017a

PiperOrigin-RevId: 493582504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94b778309c4..ca2ee6987ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecdf438d4b41c103d4d677dc93756e09e9c35feceb3711a61dbfeb93e5ffe6ff",
-    git_commit = "151d6c4a5d67ae8b05e43d17c7ec245fc006b9d2",
+    sha256 = "00ffefeb95ee5799ed3be484272698056f08b296d1db73ff2b427612679ee2eb",
+    git_commit = "ce9d1bd002d8799ffce43b0072fca55b91c947cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1e8efa3c257de137367c7dcf7bf6a7bb555b31b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Dec 2022 12:03:31 -0800
Subject: [PATCH 6466/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92ac779e-5cd7-4610-a95b-e643c9d07f24

PiperOrigin-RevId: 493670707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca2ee6987ee..6e1421459aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00ffefeb95ee5799ed3be484272698056f08b296d1db73ff2b427612679ee2eb",
-    git_commit = "ce9d1bd002d8799ffce43b0072fca55b91c947cf",
+    sha256 = "86bbc9911e04728009ca42646c0f5d5f0c6baaea9462a95b1481d0db3bdce47f",
+    git_commit = "db2d5c683e8a7a066d5b38aab33e8de19a9d9cde",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8b14fbc58d607acfe7c3ac2bd9fb3d1d1952437 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Dec 2022 18:03:44 -0800
Subject: [PATCH 6467/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/190485fb-aee8-45ae-b72e-01e65fa4a55f

PiperOrigin-RevId: 493759042
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e1421459aa..16398cb8b0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -15,8 +15,8 @@ workspace(name = "tf_serving")
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86bbc9911e04728009ca42646c0f5d5f0c6baaea9462a95b1481d0db3bdce47f",
-    git_commit = "db2d5c683e8a7a066d5b38aab33e8de19a9d9cde",
+    sha256 = "47edef97c9b23661fd63621d522454f30772ac70a1fb5ff82864e566ef86be78",
+    git_commit = "f3cc513887e06150b6f870c522220dabedc58920",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 926b08d928d78cda9f371a5d14b2d551e8534631 Mon Sep 17 00:00:00 2001
From: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
Date: Fri, 9 Dec 2022 22:55:40 -0800
Subject: [PATCH 6468/8103] Add Intel OpenMP for MKL build since it's required
 now

Signed-off-by: Abolfazl Shahbazi <abolfazl.shahbazi@intel.com>
---
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 3361efe79cb..a65f74ce8bb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -66,6 +66,7 @@ RUN python -m pip --no-cache-dir install \
     'future>=0.17.1' \
     grpcio \
     h5py \
+    intel-openmp \
     'keras_applications>=1.0.8' \
     'keras_preprocessing>=1.1.0' \
     mock \
@@ -74,6 +75,8 @@ RUN python -m pip --no-cache-dir install \
     requests \
     --ignore-installed 'six>=1.12.0'
 
+ENV LD_LIBRARY_PATH="/usr/local/lib:${LD_LIBRARY_PATH}"
+
 # Set up Bazel
 ENV BAZEL_VERSION 5.3.0
 WORKDIR /

From 5b34499b0aaa9f96f30d410727a4bcb9e0ce567a Mon Sep 17 00:00:00 2001
From: wcn <wcn@google.com>
Date: Wed, 14 Dec 2022 13:35:58 -0800
Subject: [PATCH 6469/8103] Internal-only change to BUILD files

PiperOrigin-RevId: 495403704
---
 tensorflow_serving/BUILD                                 | 8 ++++++++
 tensorflow_serving/apis/BUILD                            | 1 +
 tensorflow_serving/apis/internal/BUILD                   | 1 +
 tensorflow_serving/batching/BUILD                        | 1 +
 tensorflow_serving/batching/test_util/BUILD              | 1 +
 tensorflow_serving/batching/testdata/BUILD               | 1 +
 tensorflow_serving/config/BUILD                          | 1 +
 tensorflow_serving/core/BUILD                            | 1 +
 tensorflow_serving/core/test_util/BUILD                  | 1 +
 tensorflow_serving/example/BUILD                         | 1 +
 tensorflow_serving/experimental/example/BUILD            | 1 +
 .../experimental/tensorflow/ops/remote_predict/BUILD     | 2 ++
 tensorflow_serving/model_servers/BUILD                   | 1 +
 tensorflow_serving/model_servers/test_util/BUILD         | 1 +
 tensorflow_serving/resources/BUILD                       | 1 +
 tensorflow_serving/servables/hashmap/BUILD               | 1 +
 tensorflow_serving/servables/tensorflow/BUILD            | 1 +
 tensorflow_serving/servables/tensorflow/oss/BUILD        | 1 +
 tensorflow_serving/servables/tensorflow/test_util/BUILD  | 2 ++
 tensorflow_serving/servables/tensorflow/testdata/BUILD   | 1 +
 tensorflow_serving/session_bundle/BUILD                  | 1 +
 tensorflow_serving/session_bundle/oss/BUILD              | 1 +
 tensorflow_serving/sources/storage_path/BUILD            | 1 +
 tensorflow_serving/test_util/BUILD                       | 9 ++++++---
 tensorflow_serving/tools/docker/tests/BUILD              | 2 ++
 tensorflow_serving/tools/pip_package/BUILD               | 2 ++
 tensorflow_serving/util/BUILD                            | 1 +
 .../util/net_http/client/test_client/internal/BUILD      | 1 +
 .../util/net_http/client/test_client/public/BUILD        | 1 +
 .../util/net_http/client/test_client/testing/BUILD       | 1 +
 tensorflow_serving/util/net_http/compression/BUILD       | 1 +
 tensorflow_serving/util/net_http/internal/BUILD          | 1 +
 tensorflow_serving/util/net_http/internal/testing/BUILD  | 1 +
 tensorflow_serving/util/net_http/public/BUILD            | 1 +
 tensorflow_serving/util/net_http/server/internal/BUILD   | 1 +
 tensorflow_serving/util/net_http/server/public/BUILD     | 1 +
 tensorflow_serving/util/net_http/server/testing/BUILD    | 1 +
 tensorflow_serving/util/net_http/socket/testing/BUILD    | 1 +
 tensorflow_serving/util/test_util/BUILD                  | 1 +
 39 files changed, 55 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/BUILD b/tensorflow_serving/BUILD
index 78b0e3ae6bb..5327d416126 100644
--- a/tensorflow_serving/BUILD
+++ b/tensorflow_serving/BUILD
@@ -1,9 +1,17 @@
 # Description: Tensorflow Serving.
 
+load("//tools/build_defs/license:license.bzl", "license")
+
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
 )
 
+license(
+    name = "license",
+    package_name = "tensorflow_serving",
+)
+
 licenses(["notice"])
 
 exports_files(["LICENSE"])
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b7f8206fefa..a66d3ef19fe 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -4,6 +4,7 @@ load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_pro
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 5c8ffbe9b8e..1a8cdd849c1 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -1,6 +1,7 @@
 # Internal implementation details of serving APIs.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 3ff1ea74fcd..a57ebb2b530 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving batching.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index d8b380b3467..d2f92ad7f9b 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving batching test utilities.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/batching/testdata/BUILD b/tensorflow_serving/batching/testdata/BUILD
index 5cecf582ef8..2597a92fe63 100644
--- a/tensorflow_serving/batching/testdata/BUILD
+++ b/tensorflow_serving/batching/testdata/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving batching test data.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 46f75949385..5fb08e1bc00 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving configs.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 996f044aa48..227c5d67e6b 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving core.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index e2634f38621..f469681fc24 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 3ea144f96fe..4386b261e42 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving examples.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
 )
diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index 16b9baadac2..303b5e8b150 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving examples.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
 )
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 40b3b60538c..3e497cc763d 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -3,6 +3,8 @@
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
 
+package(default_applicable_licenses = ["//tensorflow_serving:license"])
+
 licenses(["notice"])
 
 cc_library(
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e9e9c590ea8..db6e6067895 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -6,6 +6,7 @@ load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_libtpu")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 0596d4d0ecb..cba252c899b 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -4,6 +4,7 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index d12e83386ed..924a8a0e611 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,6 +1,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index 170150cbadf..a8ec18b8e8f 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index c8d73c59975..699f57645ed 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -4,6 +4,7 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index 884e02d65d1..5dc9f8ee8ec 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -1,4 +1,5 @@
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index 9923cf12c41..55cd82241e4 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -2,6 +2,8 @@
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
+package(default_applicable_licenses = ["//tensorflow_serving:license"])
+
 licenses(["notice"])
 
 serving_proto_library(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index f678cda414f..f163e495a6f 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -1,6 +1,7 @@
 # Description: Example TensorFlow model export.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index f21371cc27e..8249efd9480 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -3,6 +3,7 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 licenses(["notice"])
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 02becf99fb5..0482f8a9877 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -4,6 +4,7 @@ load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
 licenses(["notice"])
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 4996a6d182e..87137d06233 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 5bb5390eb41..97d152698df 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -1,8 +1,11 @@
 # Description: Tensorflow Serving test utils.
 
-package(default_visibility = [
-    "//tensorflow_serving:internal",
-])
+package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
+    default_visibility = [
+        "//tensorflow_serving:internal",
+    ],
+)
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index 55c754bfdf1..f8d0e167dc0 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -7,6 +7,8 @@
 # Tests are local and manual as they require docker and the image to be
 # installed.
 
+package(default_applicable_licenses = ["//tensorflow_serving:license"])
+
 licenses(["notice"])
 
 sh_library(
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 6b60794a1cf..041bb3aba8a 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving pip package.
 
+package(default_applicable_licenses = ["//tensorflow_serving:license"])
+
 licenses(["notice"])
 
 sh_binary(
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 4802a79fb81..db953f3e6c3 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -3,6 +3,7 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
index 0ddc95e9074..4eb4e994a79 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
@@ -1,6 +1,7 @@
 # Description: a lightweight http client
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/BUILD b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
index fcc8deb7790..448f352523e 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
@@ -1,6 +1,7 @@
 # Description: APIs for experimental testing of net_http server instances
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         ":http_client_users",
         "//tensorflow_serving/util/net_http:__subpackages__",
diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
index d8f99141ed6..9988af8c90d 100644
--- a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
@@ -1,6 +1,7 @@
 # Description: net_http/client/test_client/testing
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:private"],
 )
 
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index f039e3a4b29..8d14d05cf00 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -1,6 +1,7 @@
 # Description: compression support libraries
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
         "//tensorflow_serving/util/net_http:__subpackages__",
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index ecd7cd2e9df..3794d527ae0 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -1,6 +1,7 @@
 # Description: shared code for net_http
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
diff --git a/tensorflow_serving/util/net_http/internal/testing/BUILD b/tensorflow_serving/util/net_http/internal/testing/BUILD
index f866a13831b..8f51d3b90fc 100644
--- a/tensorflow_serving/util/net_http/internal/testing/BUILD
+++ b/tensorflow_serving/util/net_http/internal/testing/BUILD
@@ -1,6 +1,7 @@
 # Description: net_http/internal/testing
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:private"],
 )
 
diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index f85ce0a299c..4b9fece0135 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -1,6 +1,7 @@
 # Description: shared files
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         ":http_server_clients",
         "//tensorflow_serving:internal",
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 94f2f3629ac..8e6bb6f6eac 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -1,6 +1,7 @@
 # Description: implementations of HTTP Server
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving/util/net_http:__subpackages__",
     ],
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 4ab2c453dd9..71385ee9893 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -1,6 +1,7 @@
 # Description: a lightweight http server and related utils to support Web clients
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
         "//tensorflow_serving/util/net_http:__subpackages__",
diff --git a/tensorflow_serving/util/net_http/server/testing/BUILD b/tensorflow_serving/util/net_http/server/testing/BUILD
index 1a8240459e2..0aee331e919 100644
--- a/tensorflow_serving/util/net_http/server/testing/BUILD
+++ b/tensorflow_serving/util/net_http/server/testing/BUILD
@@ -1,6 +1,7 @@
 # Description: net_http/server/testing
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:private"],
 )
 
diff --git a/tensorflow_serving/util/net_http/socket/testing/BUILD b/tensorflow_serving/util/net_http/socket/testing/BUILD
index 3eeca19d3b6..ed00c934635 100644
--- a/tensorflow_serving/util/net_http/socket/testing/BUILD
+++ b/tensorflow_serving/util/net_http/socket/testing/BUILD
@@ -1,6 +1,7 @@
 # Description: net_http/socket testing utils
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:private"],
 )
 
diff --git a/tensorflow_serving/util/test_util/BUILD b/tensorflow_serving/util/test_util/BUILD
index 8fd57c090b7..6bb806303e5 100644
--- a/tensorflow_serving/util/test_util/BUILD
+++ b/tensorflow_serving/util/test_util/BUILD
@@ -1,6 +1,7 @@
 # Description: testing utils for Tensorflow Serving utils.
 
 package(
+    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],

From 47b0e4300998e04bdd7915a48a2d0d902f6e6403 Mon Sep 17 00:00:00 2001
From: wcn <wcn@google.com>
Date: Tue, 20 Dec 2022 07:25:30 -0800
Subject: [PATCH 6470/8103] Internal-only change

PiperOrigin-RevId: 496655624
---
 tensorflow_serving/BUILD                            | 12 +-----------
 tensorflow_serving/apis/BUILD                       |  1 -
 tensorflow_serving/apis/internal/BUILD              |  1 -
 tensorflow_serving/batching/BUILD                   |  1 -
 tensorflow_serving/batching/test_util/BUILD         |  1 -
 tensorflow_serving/batching/testdata/BUILD          |  1 -
 tensorflow_serving/config/BUILD                     |  1 -
 tensorflow_serving/core/BUILD                       |  1 -
 tensorflow_serving/core/test_util/BUILD             |  1 -
 tensorflow_serving/example/BUILD                    |  1 -
 tensorflow_serving/experimental/example/BUILD       |  1 -
 .../tensorflow/ops/remote_predict/BUILD             |  2 --
 tensorflow_serving/model_servers/BUILD              |  1 -
 tensorflow_serving/model_servers/test_util/BUILD    |  1 -
 tensorflow_serving/resources/BUILD                  |  1 -
 tensorflow_serving/servables/hashmap/BUILD          |  1 -
 tensorflow_serving/servables/tensorflow/BUILD       |  1 -
 tensorflow_serving/servables/tensorflow/oss/BUILD   |  1 -
 .../servables/tensorflow/test_util/BUILD            |  2 --
 .../servables/tensorflow/testdata/BUILD             |  1 -
 tensorflow_serving/session_bundle/BUILD             |  9 +++------
 tensorflow_serving/session_bundle/oss/BUILD         |  1 -
 tensorflow_serving/sources/storage_path/BUILD       |  1 -
 tensorflow_serving/test_util/BUILD                  |  9 +++------
 tensorflow_serving/tools/docker/tests/BUILD         |  2 --
 tensorflow_serving/tools/pip_package/BUILD          |  2 --
 tensorflow_serving/util/BUILD                       |  1 -
 .../util/net_http/client/test_client/internal/BUILD |  9 +++------
 .../util/net_http/client/test_client/public/BUILD   | 11 ++++-------
 .../util/net_http/client/test_client/testing/BUILD  |  5 +----
 tensorflow_serving/util/net_http/compression/BUILD  | 11 ++++-------
 tensorflow_serving/util/net_http/internal/BUILD     |  9 +++------
 .../util/net_http/internal/testing/BUILD            |  5 +----
 tensorflow_serving/util/net_http/public/BUILD       | 13 +++++--------
 .../util/net_http/server/internal/BUILD             |  9 +++------
 .../util/net_http/server/public/BUILD               | 13 +++++--------
 .../util/net_http/server/testing/BUILD              |  5 +----
 .../util/net_http/socket/testing/BUILD              |  5 +----
 tensorflow_serving/util/test_util/BUILD             |  1 -
 39 files changed, 38 insertions(+), 116 deletions(-)

diff --git a/tensorflow_serving/BUILD b/tensorflow_serving/BUILD
index 5327d416126..7a017679afb 100644
--- a/tensorflow_serving/BUILD
+++ b/tensorflow_serving/BUILD
@@ -1,16 +1,6 @@
 # Description: Tensorflow Serving.
 
-load("//tools/build_defs/license:license.bzl", "license")
-
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = ["//tensorflow_serving:internal"],
-)
-
-license(
-    name = "license",
-    package_name = "tensorflow_serving",
-)
+package(default_visibility = ["//tensorflow_serving:internal"])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index a66d3ef19fe..b7f8206fefa 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -4,7 +4,6 @@ load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_pro
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 1a8cdd849c1..5c8ffbe9b8e 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -1,7 +1,6 @@
 # Internal implementation details of serving APIs.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index a57ebb2b530..3ff1ea74fcd 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving batching.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index d2f92ad7f9b..d8b380b3467 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving batching test utilities.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/batching/testdata/BUILD b/tensorflow_serving/batching/testdata/BUILD
index 2597a92fe63..5cecf582ef8 100644
--- a/tensorflow_serving/batching/testdata/BUILD
+++ b/tensorflow_serving/batching/testdata/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving batching test data.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 5fb08e1bc00..46f75949385 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving configs.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 227c5d67e6b..996f044aa48 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving core.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index f469681fc24..e2634f38621 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -3,7 +3,6 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 4386b261e42..3ea144f96fe 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving examples.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
 )
diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index 303b5e8b150..16b9baadac2 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -1,7 +1,6 @@
 # Description: Tensorflow Serving examples.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
 )
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 3e497cc763d..40b3b60538c 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -3,8 +3,6 @@
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
 
-package(default_applicable_licenses = ["//tensorflow_serving:license"])
-
 licenses(["notice"])
 
 cc_library(
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index db6e6067895..e9e9c590ea8 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -6,7 +6,6 @@ load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_libtpu")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index cba252c899b..0596d4d0ecb 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -4,7 +4,6 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 924a8a0e611..d12e83386ed 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,7 +1,6 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index a8ec18b8e8f..170150cbadf 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -3,7 +3,6 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
 )
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 699f57645ed..c8d73c59975 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -4,7 +4,6 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index 5dc9f8ee8ec..884e02d65d1 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -1,5 +1,4 @@
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index 55cd82241e4..9923cf12c41 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -2,8 +2,6 @@
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
-package(default_applicable_licenses = ["//tensorflow_serving:license"])
-
 licenses(["notice"])
 
 serving_proto_library(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index f163e495a6f..f678cda414f 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -1,7 +1,6 @@
 # Description: Example TensorFlow model export.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 8249efd9480..75491965cb6 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -2,12 +2,9 @@ load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
 
 licenses(["notice"])
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving:internal",
+])
 
 filegroup(
     name = "session_bundle_half_plus_two",
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 0482f8a9877..02becf99fb5 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -4,7 +4,6 @@ load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
 licenses(["notice"])
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 87137d06233..4996a6d182e 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -3,7 +3,6 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 97d152698df..5bb5390eb41 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -1,11 +1,8 @@
 # Description: Tensorflow Serving test utils.
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving:internal",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/tools/docker/tests/BUILD b/tensorflow_serving/tools/docker/tests/BUILD
index f8d0e167dc0..55c754bfdf1 100644
--- a/tensorflow_serving/tools/docker/tests/BUILD
+++ b/tensorflow_serving/tools/docker/tests/BUILD
@@ -7,8 +7,6 @@
 # Tests are local and manual as they require docker and the image to be
 # installed.
 
-package(default_applicable_licenses = ["//tensorflow_serving:license"])
-
 licenses(["notice"])
 
 sh_library(
diff --git a/tensorflow_serving/tools/pip_package/BUILD b/tensorflow_serving/tools/pip_package/BUILD
index 041bb3aba8a..6b60794a1cf 100644
--- a/tensorflow_serving/tools/pip_package/BUILD
+++ b/tensorflow_serving/tools/pip_package/BUILD
@@ -1,7 +1,5 @@
 # Description: Tensorflow Serving pip package.
 
-package(default_applicable_licenses = ["//tensorflow_serving:license"])
-
 licenses(["notice"])
 
 sh_binary(
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index db953f3e6c3..4802a79fb81 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -3,7 +3,6 @@
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
index 4eb4e994a79..4ca276e57d1 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
@@ -1,11 +1,8 @@
 # Description: a lightweight http client
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/BUILD b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
index 448f352523e..ef6584da1c8 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
@@ -1,12 +1,9 @@
 # Description: APIs for experimental testing of net_http server instances
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        ":http_client_users",
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    ":http_client_users",
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 package_group(
     name = "http_client_users",
diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
index 9988af8c90d..246b123e8fe 100644
--- a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
@@ -1,9 +1,6 @@
 # Description: net_http/client/test_client/testing
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = ["//visibility:private"],
-)
+package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index 8d14d05cf00..30928bbd66b 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -1,12 +1,9 @@
 # Description: compression support libraries
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving:internal",
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving:internal",
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index 3794d527ae0..1a36c49eaec 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -1,11 +1,8 @@
 # Description: shared code for net_http
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/internal/testing/BUILD b/tensorflow_serving/util/net_http/internal/testing/BUILD
index 8f51d3b90fc..1cfd23385a2 100644
--- a/tensorflow_serving/util/net_http/internal/testing/BUILD
+++ b/tensorflow_serving/util/net_http/internal/testing/BUILD
@@ -1,9 +1,6 @@
 # Description: net_http/internal/testing
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = ["//visibility:private"],
-)
+package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 4b9fece0135..49054ce0a51 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -1,13 +1,10 @@
 # Description: shared files
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        ":http_server_clients",
-        "//tensorflow_serving:internal",
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    ":http_server_clients",
+    "//tensorflow_serving:internal",
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 package_group(
     name = "http_server_clients",
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 8e6bb6f6eac..5f80e7563aa 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -1,11 +1,8 @@
 # Description: implementations of HTTP Server
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving/util/net_http:__subpackages__",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving/util/net_http:__subpackages__",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 71385ee9893..1953a10d77a 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -1,13 +1,10 @@
 # Description: a lightweight http server and related utils to support Web clients
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = [
-        "//tensorflow_serving:internal",
-        "//tensorflow_serving/util/net_http:__subpackages__",
-        "//tensorflow_serving/util/net_http/public:http_server_clients",
-    ],
-)
+package(default_visibility = [
+    "//tensorflow_serving:internal",
+    "//tensorflow_serving/util/net_http:__subpackages__",
+    "//tensorflow_serving/util/net_http/public:http_server_clients",
+])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/server/testing/BUILD b/tensorflow_serving/util/net_http/server/testing/BUILD
index 0aee331e919..e3f08680932 100644
--- a/tensorflow_serving/util/net_http/server/testing/BUILD
+++ b/tensorflow_serving/util/net_http/server/testing/BUILD
@@ -1,9 +1,6 @@
 # Description: net_http/server/testing
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = ["//visibility:private"],
-)
+package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/net_http/socket/testing/BUILD b/tensorflow_serving/util/net_http/socket/testing/BUILD
index ed00c934635..eab3aaee0a6 100644
--- a/tensorflow_serving/util/net_http/socket/testing/BUILD
+++ b/tensorflow_serving/util/net_http/socket/testing/BUILD
@@ -1,9 +1,6 @@
 # Description: net_http/socket testing utils
 
-package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
-    default_visibility = ["//visibility:private"],
-)
+package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/util/test_util/BUILD b/tensorflow_serving/util/test_util/BUILD
index 6bb806303e5..8fd57c090b7 100644
--- a/tensorflow_serving/util/test_util/BUILD
+++ b/tensorflow_serving/util/test_util/BUILD
@@ -1,7 +1,6 @@
 # Description: testing utils for Tensorflow Serving utils.
 
 package(
-    default_applicable_licenses = ["//tensorflow_serving:license"],
     default_visibility = [
         "//tensorflow_serving:internal",
     ],

From d8a7af5e593733dcb6107e16ca4ff468df706b00 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Jan 2023 00:12:22 -0800
Subject: [PATCH 6471/8103] Cleanup of a TODO comment

PiperOrigin-RevId: 500911366
---
 tensorflow_serving/batching/batching_session.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 6092d83fa30..bdabd9a9ca9 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -1027,7 +1027,7 @@ Status CreateBasicBatchingSession(
             schedule_options.max_execution_batch_size);
       }
     } else if (allowed_batch_sizes.back() != schedule_options.max_batch_size) {
-      // TODO(b/b/161641195):
+      // TODO(b/161641195):
       // Validate `allowed_batch_sizes` increase monotonically for non
       // large_batch_splitting case.
       return errors::InvalidArgument(

From bedf391e8617cd3b1cf01ac5efd9e2fe8543a6ca Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Wed, 11 Jan 2023 20:14:20 -0800
Subject: [PATCH 6472/8103] Add pyclif_proto_library for get_model_metadata and
 session_service

PiperOrigin-RevId: 501448297
---
 tensorflow_serving/apis/BUILD | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b7f8206fefa..303e41b505f 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -44,6 +44,12 @@ serving_proto_library_py(
     ],
 )
 
+tf_pyclif_proto_library(
+    name = "get_model_metadata_pyclif",
+    proto_lib = ":get_model_metadata_proto",
+    proto_srcfile = "get_model_metadata.proto",
+)
+
 serving_proto_library(
     name = "input_proto",
     srcs = ["input.proto"],
@@ -427,6 +433,12 @@ serving_proto_library_py(
     ],
 )
 
+tf_pyclif_proto_library(
+    name = "session_service_pyclif",
+    proto_lib = ":session_service_proto",
+    proto_srcfile = "session_service.proto",
+)
+
 tf_pyclif_proto_library(
     name = "regression_pyclif",
     proto_lib = ":regression_proto",

From 73746fb3adeb29f8a1f20e154e8480397afd593d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Jan 2023 16:30:24 -0800
Subject: [PATCH 6473/8103] raise the vlog level about aspired versions

PiperOrigin-RevId: 505236212
---
 tensorflow_serving/core/aspired_versions_manager.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index a91fadaf35b..52bbbd0b68b 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -243,7 +243,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
 
   {
     mutex_lock l(pending_aspired_versions_requests_mu_);
-    VLOG(1) << "Enqueueing aspired versions request: " << servable_name << ": "
+    VLOG(2) << "Enqueueing aspired versions request: " << servable_name << ": "
             << ServableVersionsDebugString(versions);
     pending_aspired_versions_requests_[string(servable_name)] =
         std::move(versions);
@@ -253,7 +253,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
 void AspiredVersionsManager::ProcessAspiredVersionsRequest(
     const StringPiece servable_name,
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
-  VLOG(1) << "Processing aspired versions request: " << servable_name << ": "
+  VLOG(2) << "Processing aspired versions request: " << servable_name << ": "
           << ServableVersionsDebugString(versions);
 
   const std::set<int64_t> next_aspired_versions = GetVersionNumbers(versions);

From 50378694649f37bf632bd5f695d913d4339de93c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Feb 2023 10:22:05 -0800
Subject: [PATCH 6474/8103] This CL is a no-op.

PiperOrigin-RevId: 506658578
---
 .../util/net_http/client/test_client/public/BUILD             | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/util/net_http/client/test_client/public/BUILD b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
index ef6584da1c8..be212a1aa29 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
@@ -7,9 +7,7 @@ package(default_visibility = [
 
 package_group(
     name = "http_client_users",
-    packages = [
-        "//third_party/ecclesia/...",
-    ],
+    packages = ["//..."],
 )
 
 licenses(["notice"])

From 557f68a88d6be9a0f53beeca02a366359d787d4d Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Thu, 9 Feb 2023 19:24:49 -0800
Subject: [PATCH 6475/8103] Add PredictStreamed to PredictionLog. It represents
 a logged stream of PredictRequests and PredictResponses.

PiperOrigin-RevId: 508538946
---
 tensorflow_serving/apis/prediction_log.proto | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/apis/prediction_log.proto b/tensorflow_serving/apis/prediction_log.proto
index c75b68acffe..9deebc71264 100644
--- a/tensorflow_serving/apis/prediction_log.proto
+++ b/tensorflow_serving/apis/prediction_log.proto
@@ -26,6 +26,11 @@ message PredictLog {
   PredictResponse response = 2;
 }
 
+message PredictStreamedLog {
+  repeated PredictRequest request = 1;
+  repeated PredictResponse response = 2;
+}
+
 message MultiInferenceLog {
   MultiInferenceRequest request = 1;
   MultiInferenceResponse response = 2;
@@ -43,6 +48,7 @@ message PredictionLog {
     ClassifyLog classify_log = 2;
     RegressLog regress_log = 3;
     PredictLog predict_log = 6;
+    PredictStreamedLog predict_streamed_log = 7;
     MultiInferenceLog multi_inference_log = 4;
     SessionRunLog session_run_log = 5;
   }

From c317dcc9987c5cf1e3d0cde81e3ab3767167c487 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Sat, 18 Feb 2023 11:04:49 -0800
Subject: [PATCH 6476/8103] Handle PredictStreamed in PopulatePredictionLog.

PiperOrigin-RevId: 510678711
---
 tensorflow_serving/servables/tensorflow/BUILD |  9 +++--
 .../tensorflow/saved_model_warmup.cc          |  3 ++
 .../tensorflow/saved_model_warmup_test.cc     | 36 +++++++++++++++----
 .../saved_model_warmup_test_util.cc           | 36 +++++++++++++++----
 .../tensorflow/saved_model_warmup_test_util.h | 11 ++++--
 .../saved_model_warmup_util_test.cc           |  7 ++--
 6 files changed, 80 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index c8d73c59975..1c3add1fb7b 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -982,6 +982,7 @@ cc_library(
         ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "@com_google_absl//absl/strings",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -999,19 +1000,21 @@ cc_test(
         ":saved_model_warmup",
         ":saved_model_warmup_test_util",
         ":session_bundle_config_cc_proto",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core/test_util:mock_session",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core:testlib",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 3f6407ea5c8..d5b59eb35d2 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -64,6 +64,9 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
           run_options, meta_graph_def, {}, session,
           warmup_record.multi_inference_log().request(), &response));
     } break;
+    case PredictionLog::kPredictStreamedLog:
+      return errors::Unimplemented(strings::StrCat(
+          "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
     case PredictionLog::kSessionRunLog:
       return errors::Unimplemented(strings::StrCat(
           "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 6334ece44f4..b4adfa52887 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -83,7 +83,7 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
 
   int num_warmup_records = 10;
   std::vector<string> warmup_records;
-  AddMixedWarmupData(&warmup_records);
+  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
@@ -114,8 +114,8 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
 INSTANTIATE_TEST_SUITE_P(WarmupOptions, SavedModelBundleWarmupOptionsTest,
                          ::testing::Bool());
 
-TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
-  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedLogType");
+TEST(SavedModelBundleWarmupTest, UnsupportedLogType_SessionRun) {
+  string base_path = io::JoinPath(testing::TmpDir(), "SessionRun");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
   string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
@@ -123,9 +123,33 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType) {
 
   std::vector<string> warmup_records;
   // Add unsupported log type
-  PredictionLog prediction_log;
-  PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog);
-  warmup_records.push_back(prediction_log.SerializeAsString());
+  TF_ASSERT_OK(AddToWarmupData(&warmup_records, PredictionLog::kSessionRunLog));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
+  SavedModelBundle saved_model_bundle;
+  AddSignatures(&saved_model_bundle.meta_graph_def);
+  MockSession* mock = new MockSession;
+  saved_model_bundle.session.reset(mock);
+  EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
+      .WillRepeatedly(Return(OkStatus()));
+  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
+                                            base_path, &saved_model_bundle);
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Unsupported log_type for warmup"));
+}
+
+TEST(SavedModelBundleWarmupTest, UnsupportedLogType_PredictStreamed) {
+  string base_path = io::JoinPath(testing::TmpDir(), "PredictStreamed");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  // Add unsupported log type
+  TF_ASSERT_OK(
+      AddToWarmupData(&warmup_records, PredictionLog::kPredictStreamedLog));
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index 0aaafe012d9..1ed362c5373 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -63,8 +63,14 @@ void PopulateRegressionRequest(RegressionRequest* request) {
   request->mutable_model_spec()->set_signature_name(kRegressMethodName);
 }
 
-void PopulatePredictionLog(PredictionLog* prediction_log,
-                           PredictionLog::LogTypeCase log_type) {
+Status PopulatePredictionLog(PredictionLog* prediction_log,
+                             PredictionLog::LogTypeCase log_type,
+                             int num_repeated_values) {
+  if ((num_repeated_values > 1) &&
+      (log_type != PredictionLog::kPredictStreamedLog)) {
+    return errors::InvalidArgument(
+        "Only predict_streamed_log supports num_repeated_values > 1.");
+  }
   switch (log_type) {
     case PredictionLog::kRegressLog: {
       PopulateRegressionRequest(
@@ -78,6 +84,12 @@ void PopulatePredictionLog(PredictionLog* prediction_log,
       PopulatePredictRequest(
           prediction_log->mutable_predict_log()->mutable_request());
     } break;
+    case PredictionLog::kPredictStreamedLog: {
+      for (int i = 0; i < num_repeated_values; ++i) {
+        PopulatePredictRequest(
+            prediction_log->mutable_predict_streamed_log()->add_request());
+      }
+    } break;
     case PredictionLog::kMultiInferenceLog: {
       PopulateMultiInferenceRequest(
           prediction_log->mutable_multi_inference_log()->mutable_request());
@@ -86,8 +98,9 @@ void PopulatePredictionLog(PredictionLog* prediction_log,
       prediction_log->mutable_session_run_log();
       TF_FALLTHROUGH_INTENDED;
     default:
-      return;
+      break;
   }
+  return OkStatus();
 }
 
 Status WriteWarmupData(const string& fname,
@@ -123,14 +136,23 @@ Status WriteWarmupDataAsSerializedProtos(
   return OkStatus();
 }
 
-void AddMixedWarmupData(
+Status AddMixedWarmupData(
     std::vector<string>* warmup_records,
     const std::vector<PredictionLog::LogTypeCase>& log_types) {
   for (auto& log_type : log_types) {
-    PredictionLog prediction_log;
-    PopulatePredictionLog(&prediction_log, log_type);
-    warmup_records->push_back(prediction_log.SerializeAsString());
+    TF_RETURN_IF_ERROR(AddToWarmupData(warmup_records, log_type, 1));
   }
+  return OkStatus();
+}
+
+Status AddToWarmupData(std::vector<string>* warmup_records,
+                       PredictionLog::LogTypeCase log_type,
+                       int num_repeated_values) {
+  PredictionLog prediction_log;
+  TF_RETURN_IF_ERROR(
+      PopulatePredictionLog(&prediction_log, log_type, num_repeated_values));
+  warmup_records->push_back(prediction_log.SerializeAsString());
+  return OkStatus();
 }
 
 // Creates a test SignatureDef with the given parameters
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
index a542d46ca7f..d9d5ab5a2f3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h
@@ -46,8 +46,9 @@ void PopulateClassificationRequest(ClassificationRequest* request);
 
 void PopulateRegressionRequest(RegressionRequest* request);
 
-void PopulatePredictionLog(PredictionLog* prediction_log,
-                           PredictionLog::LogTypeCase log_type);
+Status PopulatePredictionLog(PredictionLog* prediction_log,
+                             PredictionLog::LogTypeCase log_type,
+                             int num_repeated_values = 1);
 
 Status WriteWarmupData(const string& fname,
                        const std::vector<string>& warmup_records,
@@ -57,12 +58,16 @@ Status WriteWarmupDataAsSerializedProtos(
     const string& fname, const std::vector<string>& warmup_records,
     int num_warmup_records);
 
-void AddMixedWarmupData(
+Status AddMixedWarmupData(
     std::vector<string>* warmup_records,
     const std::vector<PredictionLog::LogTypeCase>& log_types = {
         PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
         PredictionLog::kPredictLog, PredictionLog::kMultiInferenceLog});
 
+Status AddToWarmupData(std::vector<string>* warmup_records,
+                       PredictionLog::LogTypeCase log_type,
+                       int num_repeated_values = 1);
+
 // Creates a test SignatureDef with the given parameters
 SignatureDef CreateSignatureDef(const string& method_name,
                                 const std::vector<string>& input_names,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 13acc46f365..2f9c7910091 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -105,7 +105,8 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   std::vector<string> warmup_records;
   // Add unsupported log type
   PredictionLog prediction_log;
-  PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog);
+  TF_ASSERT_OK(
+      PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog));
   warmup_records.push_back(prediction_log.SerializeAsString());
 
   TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
@@ -129,7 +130,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
                               internal::WarmupConsts::kRequestsFileName);
 
   std::vector<string> warmup_records;
-  AddMixedWarmupData(&warmup_records);
+  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records,
                                internal::WarmupConsts::kMaxNumRecords + 1));
   SavedModelBundle saved_model_bundle;
@@ -172,7 +173,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
 
   int num_warmup_records = 10;
   std::vector<string> warmup_records;
-  AddMixedWarmupData(&warmup_records);
+  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);

From c505bfb67179a71af756944f325d964f559ca8b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Feb 2023 11:36:30 -0800
Subject: [PATCH 6477/8103] Separate the function that reads resource estimates
 from validation results into its own function

PiperOrigin-RevId: 511259668
---
 .../servables/tensorflow/bundle_factory_util.cc           | 5 +++++
 .../servables/tensorflow/bundle_factory_util.h            | 5 +++++
 .../servables/tensorflow/oss/resource_estimator.cc        | 5 +++++
 .../servables/tensorflow/oss/resource_estimator.h         | 8 ++++++++
 4 files changed, 23 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 2e826ba4f0a..9a2052be954 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -80,6 +80,11 @@ Status GetPerModelBatchingParams(const string& path,
   return OkStatus();
 }
 
+Status EstimateResourceFromValidationResult(const string& path,
+                                            ResourceAllocation* estimate) {
+  return EstimateMainRamBytesFromValidationResult(path, estimate);
+}
+
 Status EstimateResourceFromPath(const string& path, bool use_validation_result,
                                 ResourceAllocation* estimate) {
   TensorflowFileProbingEnv env(Env::Default());
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
index 334c56db6e3..3f018224b40 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.h
@@ -68,6 +68,11 @@ Status CreateBatchScheduler(
   return SharedBatchScheduler<TaskType>::Create(options, batch_scheduler);
 }
 
+// Estimates the resources a session bundle or saved model bundle will use once
+// loaded, from infra validation.
+Status EstimateResourceFromValidationResult(const string& path,
+                                            ResourceAllocation* estimate);
+
 // Estimates the resources a session bundle or saved model bundle will use once
 // loaded, from its export or saved model path. tensorflow::Env::Default() will
 // be used to access the file system.
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
index 38ffc873df3..e0fdab0c22a 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
@@ -22,6 +22,11 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+Status EstimateMainRamBytesFromValidationResult(const string& path,
+                                                ResourceAllocation* estimate) {
+  return errors::Unimplemented("Reading validation results is not supported");
+}
+
 Status EstimateMainRamBytesFromPath(const string& path,
                                     bool use_validation_result,
                                     FileProbingEnv* env,
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
index 2a90a7b64fc..b0f59ec99e0 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.h
@@ -22,8 +22,16 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+// Estimates the ram resources a session bundle or saved model bundle will use
+// once loaded, from validation results. Currently, it returns UNIMPLEMENTED.
+//
+// TODO(b/150736159): Add support for using validation result.
+Status EstimateMainRamBytesFromValidationResult(const string& path,
+                                                ResourceAllocation* estimate);
+
 // Estimates the ram resources a session bundle or saved model bundle will use
 // once loaded, from its export or saved model path.
+//
 // TODO(b/150736159): Support use_validation_result. Right now,
 // use_validation_result is ignored and the function always get resource
 // estimation from disk.

From 2b5ad9a0d0424f285cc5e1a11eaeb5a8a0c89ad2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Feb 2023 22:48:58 -0800
Subject: [PATCH 6478/8103] Update rules_pkg to 0.7.1.

PiperOrigin-RevId: 511402227
---
 tensorflow_serving/workspace.bzl | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 3db0e87b1ba..932fe05c43d 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -20,8 +20,8 @@ def tf_serving_workspace():
     # ===== Bazel package rules dependency =====
     http_archive(
         name = "rules_pkg",
-        sha256 = "352c090cc3d3f9a6b4e676cf42a6047c16824959b438895a76c2989c6d7c246a",
-        url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.2.5/rules_pkg-0.2.5.tar.gz",
+        sha256 = "451e08a4d78988c06fa3f9306ec813b836b1d076d0f055595444ba4ff22b867f",
+        url = "https://github.com/bazelbuild/rules_pkg/releases/download/0.7.1/rules_pkg-0.7.1.tar.gz",
     )
 
     # ===== RapidJSON (rapidjson.org) dependency =====

From e0a3b5f990b9801d21c739dd27b8430c49353d8b Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Sat, 25 Feb 2023 02:23:59 -0800
Subject: [PATCH 6479/8103] Track additional metadata for request logs.

PiperOrigin-RevId: 512267938
---
 tensorflow_serving/apis/logging.proto          |  5 ++++-
 tensorflow_serving/config/logging_config.proto | 17 ++++++++++++++---
 2 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/apis/logging.proto b/tensorflow_serving/apis/logging.proto
index 6298bb4b244..0f9e8764ff5 100644
--- a/tensorflow_serving/apis/logging.proto
+++ b/tensorflow_serving/apis/logging.proto
@@ -13,5 +13,8 @@ message LogMetadata {
   SamplingConfig sampling_config = 2;
   // List of tags used to load the relevant MetaGraphDef from SavedModel.
   repeated string saved_model_tags = 3;
-  // TODO(b/33279154): Add more metadata as mentioned in the bug.
+  int64 timestamp_secs = 4;        // Seconds since epoch.
+  string dc = 5;                   // Datacenter where the request was logged.
+  string request_origin = 6;       // Request origin identifier.
+  string request_criticality = 7;  // Request QoS.
 }
diff --git a/tensorflow_serving/config/logging_config.proto b/tensorflow_serving/config/logging_config.proto
index 8ae4d4c9b30..31fbe944177 100644
--- a/tensorflow_serving/config/logging_config.proto
+++ b/tensorflow_serving/config/logging_config.proto
@@ -1,14 +1,25 @@
 syntax = "proto3";
 
 package tensorflow.serving;
-option cc_enable_arenas = true;
 
 import "tensorflow_serving/config/log_collector_config.proto";
 
+option cc_enable_arenas = true;
+
 message SamplingConfig {
-  // Requests will be logged uniformly at random with this probability. Valid
-  // range: [0, 1.0].
+  // Requests will be logged uniformly at random with this probability.
+  // Valid range: [0, 1.0].
   double sampling_rate = 1;
+
+  // Attributes of requests that can be optionally sampled.
+  // Note: Enabling more attributes will increase logging storage requirements.
+  enum Attributes {
+    ATTR_DEFAULT = 0x0;
+    ATTR_REQUEST_ORIGIN = 0x1;
+    ATTR_REQUEST_CRITICALITY = 0x2;
+  }
+  // Bitwise OR of above attributes
+  int32 attributes = 2;
 }
 
 // Configuration for logging query/responses.

From 72c7ee494c74d4b45d02a971acea7404ea42db0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Mar 2023 06:11:22 -0800
Subject: [PATCH 6480/8103] Add file stale.yml to stale and close issues.

PiperOrigin-RevId: 514711061
---
 .github/workflows/stale.yaml | 63 ++++++++++++++++++++++++++++++++++++
 1 file changed, 63 insertions(+)
 create mode 100644 .github/workflows/stale.yaml

diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml
new file mode 100644
index 00000000000..239800e2508
--- /dev/null
+++ b/.github/workflows/stale.yaml
@@ -0,0 +1,63 @@
+# Copyright 2023 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+# This workflow alerts and then closes the stale issues/PRs after specific time
+# You can adjust the behavior by modifying this file.
+# For more information, see:
+# https://github.com/actions/stale
+
+name: 'Close stale issues and PRs'
+"on":
+  schedule:
+  - cron: "30 1 * * *"
+permissions:
+  contents: read
+  issues: write
+  pull-requests: write
+
+jobs:
+  stale:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: 'actions/stale@v7'
+      with:
+        # comment on issue if not active for more then 14 days.
+        stale-issue-message: 'This issue has been marked stale because it has no recent activity since 14 days. It will be closed if no further activity occurs. Thank you.'
+        # comment on PR if not active for more then 14 days.
+        stale-pr-message: 'This PR has been marked stale because it has no recent activity since 14 days. It will be closed if no further activity occurs. Thank you.'
+        # comment on issue if stale for more then 14 days.
+        close-issue-message: This issue was closed due to lack of activity after being marked stale for past 14 days.
+        # comment on PR if stale for more then 14 days.
+        close-pr-message: This PR was closed due to lack of activity after being marked stale for past 14 days.
+        # Number of days of inactivity before an Issue Request becomes stale
+        days-before-issue-stale: 14
+        # Number of days of inactivity before a stale Issue is closed
+        days-before-issue-close: 14
+        # reason for closed the issue default value is not_planned
+        close-issue-reason: completed
+        # Comma separated list of labels that can be assigned to issues to exclude them from being marked as stale
+        exempt-issue-labels: 'override-stale'
+        # Comma separated list of labels that can be assigned to PRs to exclude them from being marked as stale
+        exempt-pr-labels: "override-stale"
+        # Number of days of inactivity before a stale PR is closed
+        days-before-pr-close: 14
+        # Number of days of inactivity before an PR Request becomes stale
+        days-before-pr-stale: 14
+        # Check for label to stale or close the issue/PR
+        any-of-labels: 'stat:awaiting response'
+        # override stale to stalled for PR
+        stale-pr-label: 'stale'
+        # override stale to stalled for Issue
+        stale-issue-label: "stale"

From 8b63fd7b8925a83a7eb2946748f474549768e130 Mon Sep 17 00:00:00 2001
From: shmishra99 <124146945+shmishra99@users.noreply.github.com>
Date: Thu, 9 Mar 2023 01:00:21 +0530
Subject: [PATCH 6481/8103] Update stale.yaml

---
 .github/workflows/stale.yaml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml
index 239800e2508..c075245ea6a 100644
--- a/.github/workflows/stale.yaml
+++ b/.github/workflows/stale.yaml
@@ -33,18 +33,18 @@ jobs:
     steps:
     - uses: 'actions/stale@v7'
       with:
-        # comment on issue if not active for more then 14 days.
-        stale-issue-message: 'This issue has been marked stale because it has no recent activity since 14 days. It will be closed if no further activity occurs. Thank you.'
+        # comment on issue if not active for more then 7 days.
+        stale-issue-message: 'This issue has been marked stale because it has no recent activity since 7 days. It will be closed if no further activity occurs. Thank you.'
         # comment on PR if not active for more then 14 days.
         stale-pr-message: 'This PR has been marked stale because it has no recent activity since 14 days. It will be closed if no further activity occurs. Thank you.'
-        # comment on issue if stale for more then 14 days.
-        close-issue-message: This issue was closed due to lack of activity after being marked stale for past 14 days.
+        # comment on issue if stale for more then 7 days.
+        close-issue-message: This issue was closed due to lack of activity after being marked stale for past 7 days.
         # comment on PR if stale for more then 14 days.
         close-pr-message: This PR was closed due to lack of activity after being marked stale for past 14 days.
         # Number of days of inactivity before an Issue Request becomes stale
-        days-before-issue-stale: 14
+        days-before-issue-stale: 7
         # Number of days of inactivity before a stale Issue is closed
-        days-before-issue-close: 14
+        days-before-issue-close: 7
         # reason for closed the issue default value is not_planned
         close-issue-reason: completed
         # Comma separated list of labels that can be assigned to issues to exclude them from being marked as stale

From 599e3b9fe01837fcae07ebc220151985699249e9 Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Mon, 13 Mar 2023 22:55:43 -0700
Subject: [PATCH 6482/8103] Update TF Text to v2.12.0-rc0.

PiperOrigin-RevId: 516429612
---
 .../tf_text_regression/01/fingerprint.pb      | Bin 53 -> 54 bytes
 .../tf_text_regression/01/keras_metadata.pb   |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 7725220 -> 8154839 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 third_party/tf_text/tftext.patch              |  18 +++++++++---------
 5 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb
index 165b19b21ccc477d3172712e724563ff7a42a2f6..3d5a20d691e8c05d45231bd77528f1149b864355 100644
GIT binary patch
literal 54
zcmV-60LlLdv*wGNf~KP1JrJ9gkm}{u__-t)ukwJK!OMg0Odzs>;@7vdiMx9!=z;oy
MjOe-E0x|*!0d%|`q5uE@

literal 53
zcmV-50LuRe`rpur>8hdqd=Q(Kkm}{u__-t)ukwJK!OMg0OdylBosy-?&4i-?DCmLu
LfsE+6-U2cJg=im_

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
index ce0f0e9d78d..0418cad48fb 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/keras_metadata.pb
@@ -1,2 +1,2 @@
 
-íroot"_tf_keras_model*Í{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "TfTextOps", "config": {}, "shared_object_id": 0, "build_input_shape": {"class_name": "TensorShape", "items": [1]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.11.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {}}}2

\ No newline at end of file
+åroot"_tf_keras_model*Å{"name": "tf_text_ops", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "TfTextOps", "config": {"name": "tf_text_ops", "trainable": true, "dtype": "float32"}, "shared_object_id": 0, "build_input_shape": {"class_name": "TensorShape", "items": [1]}, "is_graph_network": false, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [1]}, "float32", "input_1"]}, "keras_version": "2.12.0", "backend": "tensorflow", "model_config": {"class_name": "TfTextOps", "config": {"name": "tf_text_ops", "trainable": true, "dtype": "float32"}}}2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index b8dc8aa64f3327f2c61db3ef4ff2bdd33e48677f..3a5dfbb4121b8a40eef1f86688c6de4d3991da0b 100644
GIT binary patch
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 932fe05c43d..a576ef6145c 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "556b516d917265a03e2712389e39e14f6d0faed6421215bd8c1e83d98fd270fb",
-        strip_prefix = "text-2.11.0",
-        url = "https://github.com/tensorflow/text/archive/v2.11.0.zip",
+        sha256 = "8c8e1db352273bb872c01225cd8b2771153771cad20f725748e38d524f4f706f",
+        strip_prefix = "text-2.12.0-rc0",
+        url = "https://github.com/tensorflow/text/archive/v2.12.0-rc0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index e27c6c2469c..10a3788ef7e 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -1,8 +1,8 @@
 diff --git a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
-index bd42a24..7fef400 100644
+index 7f2c7c3..a9a6e06 100644
 --- a/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
 +++ b/tensorflow_text/core/kernels/fast_wordpiece_tokenizer.cc
-@@ -32,7 +32,7 @@ namespace {
+@@ -34,7 +34,7 @@ namespace {
  template <bool kGetPieces>
  int GetCurrentOutputSize(std::vector<std::string>* output_pieces,
                           std::vector<int>* output_ids) {
@@ -11,7 +11,7 @@ index bd42a24..7fef400 100644
      return output_pieces->size();
    } else {
      return output_ids->size();
-@@ -538,10 +538,10 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+@@ -540,10 +540,10 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
      std::vector<int>* output_end_offsets) const {
    auto token_id =
        fast_wordpiece_tokenizer_utils::GetTokenId(encoded_token_value);
@@ -24,7 +24,7 @@ index bd42a24..7fef400 100644
      // For suffix tokens, the length below is without the suffix indicator.
      int token_substr_length =
          fast_wordpiece_tokenizer_utils::GetTokenLength(encoded_token_value);
-@@ -553,7 +553,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+@@ -555,7 +555,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
        // to adjust and add the length of the suffix indicator string.
        token_substr_length += config_->suffix_indicator()->size();
      }
@@ -33,7 +33,7 @@ index bd42a24..7fef400 100644
        // If token id is unk_token_id, it means that it is a dummy node for
        // punctuations that are not contained in the vocabulary, we append
        // the unk_token in this case. Otherwise, we
-@@ -569,7 +569,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
+@@ -571,7 +571,7 @@ void FastWordpieceTokenizer::AppendTokenToOutput(
                ? absl::StrCat(config_->suffix_indicator()->str(), subword_str)
                : subword_str);
      }
@@ -42,7 +42,7 @@ index bd42a24..7fef400 100644
        // Record the offsets relative to the start of the whole text.
        output_start_offsets->push_back(input_word_offset_in_text +
                                        cur_offset_in_input_word);
-@@ -646,15 +646,15 @@ void FastWordpieceTokenizer::ResetOutputAppendUnknownToken(
+@@ -648,15 +648,15 @@ void FastWordpieceTokenizer::ResetOutputAppendUnknownToken(
      std::vector<std::string>* output_pieces, std::vector<int>* output_ids,
      std::vector<int>* output_start_offsets,
      std::vector<int>* output_end_offsets) const {
@@ -62,10 +62,10 @@ index bd42a24..7fef400 100644
      output_start_offsets->back() = input_word_offset_in_text;
  
 diff --git a/tensorflow_text/tftext.bzl b/tensorflow_text/tftext.bzl
-index 969d9e9..e861aa1 100644
+index 65430ca..e8584fb 100644
 --- a/tensorflow_text/tftext.bzl
 +++ b/tensorflow_text/tftext.bzl
-@@ -141,8 +141,8 @@ def tf_cc_library(
+@@ -142,8 +142,8 @@ def tf_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [
@@ -76,7 +76,7 @@ index 969d9e9..e861aa1 100644
          ] + tf_deps + oss_deps,
      })
      native.cc_library(
-@@ -199,8 +199,8 @@ def tflite_cc_library(
+@@ -200,8 +200,8 @@ def tflite_cc_library(
              "@org_tensorflow//tensorflow/core:portable_tensorflow_lib_lite",
          ],
          "//conditions:default": [

From cfb9fb221e3375fe1dee144a70a9a2f4e28b01da Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 14 Mar 2023 01:50:23 -0700
Subject: [PATCH 6483/8103] Replace usage of the tsl::Status constructor with a
 tsl::{error, errors}::Code.

PiperOrigin-RevId: 516456636
---
 tensorflow_serving/core/aspired_versions_manager_test.cc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index ea5a6b0b3d9..53d22bb5900 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -1134,7 +1134,9 @@ TEST_P(AspiredVersionsManagerTest,
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
   EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillRepeatedly(Return(Status(error::UNKNOWN, "first load failing")));
+      .WillRepeatedly(Return(
+          Status(static_cast<tsl::errors::Code>(absl::StatusCode::kUnknown),
+                 "first load failing")));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
   HandlePendingAspiredVersionsRequests();

From e7e9af8d0d7ffa0491eb004d2f604c5c33838f1c Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Tue, 14 Mar 2023 12:39:28 -0700
Subject: [PATCH 6484/8103] Disembiguate the use of the Protobuf, int, and
 error-code.

- Use `raw_code()` instead of `code()` when we need an int.
- Cast to the `tensorflow::error::Code`, when setting up a protobuf field, or when calling e.g. the protobuf Code_Name function.

PiperOrigin-RevId: 516603626
---
 tensorflow_serving/core/request_logger.cc     |  2 +-
 .../model_servers/http_server.cc              | 41 +++++++++----------
 .../servables/tensorflow/util.cc              |  3 +-
 tensorflow_serving/util/status_util.cc        |  6 ++-
 4 files changed, 26 insertions(+), 26 deletions(-)

diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 652ecdbdedf..310b55546ed 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -64,7 +64,7 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
     }();
     request_log_count
         ->GetCell(log_metadata.model_spec().name(),
-                  error::Code_Name(status.code()))
+                  error::Code_Name(static_cast<error::Code>(status.code())))
         ->IncrementBy(1);
     return status;
   }
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 5e888cd6777..126a6ea6ee8 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -43,45 +43,42 @@ namespace {
 net_http::HTTPStatusCode ToHTTPStatusCode(const Status& status) {
   using error::Code;
   using net_http::HTTPStatusCode;
-  switch (status.code()) {
-    case Code::OK:
+  switch (static_cast<absl::StatusCode>(status.code())) {
+    case absl::StatusCode::kOk:
       return HTTPStatusCode::OK;
-    case Code::CANCELLED:
+    case absl::StatusCode::kCancelled:
       return HTTPStatusCode::CLIENT_CLOSED_REQUEST;
-    case Code::UNKNOWN:
+    case absl::StatusCode::kUnknown:
       return HTTPStatusCode::ERROR;
-    case Code::INVALID_ARGUMENT:
+    case absl::StatusCode::kInvalidArgument:
       return HTTPStatusCode::BAD_REQUEST;
-    case Code::DEADLINE_EXCEEDED:
+    case absl::StatusCode::kDeadlineExceeded:
       return HTTPStatusCode::GATEWAY_TO;
-    case Code::NOT_FOUND:
+    case absl::StatusCode::kNotFound:
       return HTTPStatusCode::NOT_FOUND;
-    case Code::ALREADY_EXISTS:
+    case absl::StatusCode::kAlreadyExists:
       return HTTPStatusCode::CONFLICT;
-    case Code::PERMISSION_DENIED:
+    case absl::StatusCode::kPermissionDenied:
       return HTTPStatusCode::FORBIDDEN;
-    case Code::RESOURCE_EXHAUSTED:
+    case absl::StatusCode::kResourceExhausted:
       return HTTPStatusCode::TOO_MANY_REQUESTS;
-    case Code::FAILED_PRECONDITION:
+    case absl::StatusCode::kFailedPrecondition:
       return HTTPStatusCode::BAD_REQUEST;
-    case Code::ABORTED:
+    case absl::StatusCode::kAborted:
       return HTTPStatusCode::CONFLICT;
-    case Code::OUT_OF_RANGE:
+    case absl::StatusCode::kOutOfRange:
       return HTTPStatusCode::BAD_REQUEST;
-    case Code::UNIMPLEMENTED:
+    case absl::StatusCode::kUnimplemented:
       return HTTPStatusCode::NOT_IMP;
-    case Code::INTERNAL:
+    case absl::StatusCode::kInternal:
       return HTTPStatusCode::ERROR;
-    case Code::UNAVAILABLE:
+    case absl::StatusCode::kUnavailable:
       return HTTPStatusCode::SERVICE_UNAV;
-    case Code::DATA_LOSS:
+    case absl::StatusCode::kDataLoss:
       return HTTPStatusCode::ERROR;
-    case Code::UNAUTHENTICATED:
+    case absl::StatusCode::kUnauthenticated:
       return HTTPStatusCode::UNAUTHORIZED;
-    case Code::
-        DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_:
-    case error::Code_INT_MIN_SENTINEL_DO_NOT_USE_:
-    case error::Code_INT_MAX_SENTINEL_DO_NOT_USE_:
+    default:
       return HTTPStatusCode::ERROR;
   }
 }
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index d69237c31d7..ccc9575f783 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -109,7 +109,8 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 // Metrics by model
 void RecordModelRequestCount(const string& model_name, const Status& status) {
   model_request_status_count_total
-      ->GetCell(model_name, error::Code_Name(status.code()))
+      ->GetCell(model_name,
+                error::Code_Name(static_cast<error::Code>(status.code())))
       ->IncrementBy(1);
 }
 
diff --git a/tensorflow_serving/util/status_util.cc b/tensorflow_serving/util/status_util.cc
index ebb3491a8a3..dce847d7315 100644
--- a/tensorflow_serving/util/status_util.cc
+++ b/tensorflow_serving/util/status_util.cc
@@ -20,7 +20,8 @@ namespace serving {
 
 StatusProto ToStatusProto(const Status& status) {
   StatusProto status_proto;
-  status_proto.set_error_code(status.code());
+  status_proto.set_error_code(
+      static_cast<tensorflow::error::Code>(status.code()));
   if (!status.ok()) {
     status_proto.set_error_message(status.error_message());
   }
@@ -30,7 +31,8 @@ StatusProto ToStatusProto(const Status& status) {
 Status FromStatusProto(const StatusProto& status_proto) {
   return status_proto.error_code() == tensorflow::error::OK
              ? Status()
-             : Status(status_proto.error_code(), status_proto.error_message());
+             : Status(static_cast<tsl::errors::Code>(status_proto.error_code()),
+                      status_proto.error_message());
 }
 
 }  // namespace serving

From 027f40ec251102557d8435725ce7a0bcd0025dac Mon Sep 17 00:00:00 2001
From: Tyler Davis <davisty@google.com>
Date: Wed, 15 Mar 2023 15:17:41 -0700
Subject: [PATCH 6485/8103] Update links to point to proper line for
 PredictionLog message.

PiperOrigin-RevId: 516943644
---
 tensorflow_serving/g3doc/saved_model_warmup.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/saved_model_warmup.md b/tensorflow_serving/g3doc/saved_model_warmup.md
index bed1dcae47e..a9821ace247 100644
--- a/tensorflow_serving/g3doc/saved_model_warmup.md
+++ b/tensorflow_serving/g3doc/saved_model_warmup.md
@@ -25,7 +25,7 @@ Requirements for model warmup to work correctly:
 *   File format:
     [TFRecord](https://www.tensorflow.org/tutorials/load_data/tfrecord#tfrecords_format_details)
     with each record as a
-    [PredictionLog](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_log.proto#L40).
+    [PredictionLog](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_log.proto#:~:text=message-,PredictionLog,-%7B).
 *   Number of warmup records <= 1000.
 *   The warmup data must be representative of the inference requests used at
     serving.

From 96cdc1655c6bd82e8fca4b65096e36ad474672de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Mar 2023 05:27:12 -0700
Subject: [PATCH 6486/8103] Internal Code Change

PiperOrigin-RevId: 517389162
---
 tensorflow_serving/model_servers/BUILD | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e9e9c590ea8..478bcc99996 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -385,38 +385,38 @@ cc_library(
     hdrs = ["server.h"],
     visibility = ["//visibility:public"],
     deps = [
+        ":grpc_status_util",
         ":http_server",
-        ":server_init",
         ":model_platform_types",
+        ":model_service_impl",
         ":prediction_service_impl",
         ":server_core",
-        ":grpc_status_util",
-        ":model_service_impl",
+        ":server_init",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/memory",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
-        "@com_google_absl//absl/memory",
-        "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:tensorflow",
+        "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:monitoring_config_cc_proto",
-        "//tensorflow_serving/config:ssl_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
+        "//tensorflow_serving/config:ssl_config_cc_proto",
         "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
-        "//tensorflow_serving/util:proto_util",
-        "@org_tensorflow//tensorflow/core:tensorflow",
         "//tensorflow_serving/servables/tensorflow:classification_service",
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:multi_inference",
+        "//tensorflow_serving/servables/tensorflow:predict_impl",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
-        "//tensorflow_serving/servables/tensorflow:predict_impl",
-        "//tensorflow_serving/servables/tensorflow:util",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory",
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:util",
+        "//tensorflow_serving/util:proto_util",
     ] + SUPPORTED_TENSORFLOW_OPS,
 )
 

From 19345a666becbe2df1d2d6096cae88b9013848ad Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Fri, 17 Mar 2023 08:39:54 -0700
Subject: [PATCH 6487/8103] Replace usage of the tsl::Status constructor with a
 tsl::{error, errors}::Code.

PiperOrigin-RevId: 517421587
---
 .../batching/batching_session.cc              |  3 +-
 .../core/loader_harness_test.cc               |  8 ++-
 .../kernels/remote_predict_op_kernel.h        |  7 +--
 .../get_model_status_impl_test.cc             |  2 +-
 .../model_servers/http_server.cc              |  4 +-
 ...age_path_error_injecting_source_adapter.cc |  3 +-
 .../tensorflow/classification_service.cc      |  5 +-
 .../tensorflow/classification_service_test.cc |  6 +--
 .../servables/tensorflow/classifier_test.cc   | 24 ++++++---
 .../tensorflow/get_model_metadata_impl.cc     |  7 +--
 .../get_model_metadata_impl_test.cc           |  8 +--
 .../tensorflow/multi_inference_helper_test.cc | 54 +++++++++++--------
 .../tensorflow/multi_inference_test.cc        | 48 ++++++++++-------
 .../servables/tensorflow/predict_impl.cc      |  5 +-
 .../servables/tensorflow/predict_impl_test.cc | 14 ++---
 .../servables/tensorflow/predict_util.cc      | 21 ++++----
 .../servables/tensorflow/predict_util_test.cc | 23 ++++----
 .../tensorflow/regression_service.cc          |  5 +-
 .../tensorflow/regression_service_test.cc     |  6 +--
 .../servables/tensorflow/regressor_test.cc    | 24 ++++++---
 .../saved_model_warmup_util_test.cc           | 12 +++--
 .../servables/tensorflow/tflite_session.cc    |  3 +-
 .../tensorflow/tflite_session_test.cc         |  8 +--
 .../session_bundle/oss/session_bundle_util.cc |  2 +-
 .../util/prometheus_exporter.cc               |  4 +-
 tensorflow_serving/util/status_util_test.cc   |  4 +-
 26 files changed, 192 insertions(+), 118 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index bdabd9a9ca9..c4aa051bdc8 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -758,7 +758,8 @@ void BatchingSession::ProcessBatch(
         ->Add(dequeue_time_micros - task.enqueue_time_micros);
   }
   if (all_tasks_timeout_exceeded) {
-    status = Status(error::RESOURCE_EXHAUSTED,
+    status = Status(static_cast<tensorflow::errors::Code>(
+                        absl::StatusCode::kResourceExhausted),
                     "Run() timeout exceeded while waiting in batching queue");
     return;
   }
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index a9d0ee97824..72d5eb86ec3 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -188,7 +188,9 @@ TEST(LoaderHarnessTest, LoadError) {
 TEST(LoaderHarnessTest, ExternallySignalledError) {
   LoaderHarness harness(ServableId{"test", 0}, nullptr /* no loader */);
   EXPECT_EQ(LoaderHarness::State::kNew, harness.state());
-  const Status status = Status(error::UNKNOWN, "Some unknown error");
+  const Status status =
+      Status(static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
+             "Some unknown error");
   harness.Error(status);
   EXPECT_EQ(LoaderHarness::State::kError, harness.state());
   EXPECT_EQ(status, harness.status());
@@ -196,7 +198,9 @@ TEST(LoaderHarnessTest, ExternallySignalledError) {
 
 TEST(LoaderHarnessTest, ExternallySignalledErrorWithCallback) {
   const ServableId id = {"test_servable", 42};
-  const Status error = Status(error::UNKNOWN, "Some unknown error");
+  const Status error =
+      Status(static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
+             "Some unknown error");
   Notification callback_called;
   LoaderHarness::Options options;
   options.error_callback = [&](const ServableId& callback_id,
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index 80ccbaf8a78..e803214bb82 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -60,7 +60,7 @@ class RemotePredictOp : public AsyncOpKernel {
     absl::Status prediction_service_status =
         PredictionServiceStubType::Create(target_address, &prediction_service_);
     OP_REQUIRES(context, prediction_service_status.ok(),
-                tensorflow::Status(static_cast<tensorflow::error::Code>(
+                tensorflow::Status(static_cast<tensorflow::errors::Code>(
                                        prediction_service_status.code()),
                                    prediction_service_status.message()));
   }
@@ -107,7 +107,8 @@ class RemotePredictOp : public AsyncOpKernel {
     auto rpc_or = prediction_service_->CreateRpc(
         absl::Milliseconds(max_rpc_deadline_millis_));
     OP_REQUIRES_ASYNC(context, rpc_or.ok(),
-                      tensorflow::Status(rpc_or.status().code(),
+                      tensorflow::Status(static_cast<tensorflow::errors::Code>(
+                                             rpc_or.status().code()),
                                          rpc_or.status().error_message()),
                       [&]() {
                         delete request;
@@ -156,7 +157,7 @@ class RemotePredictOp : public AsyncOpKernel {
         OP_REQUIRES_OK_ASYNC(
             context,
             tensorflow::Status(
-                static_cast<tensorflow::error::Code>(rpc_status.code()),
+                static_cast<tensorflow::errors::Code>(rpc_status.code()),
                 rpc_status.message()),
             rpc_cleaner.release());
       } else {
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index e8ab424fbc3..cc67e1e46cd 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -92,7 +92,7 @@ TEST_F(GetModelStatusImplTest, MissingOrEmptyModelSpecFailure) {
 
   // Empty request is invalid.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       GetModelStatusImpl::GetModelStatus(GetServerCore(), request, &response)
           .code());
 }
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 126a6ea6ee8..4917fc4b5d3 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -93,7 +93,9 @@ void ProcessPrometheusRequest(PrometheusExporter* exporter, const string& path,
   if (req->uri_path() != path) {
     output = absl::StrFormat("Unexpected path: %s. Should be %s",
                              req->uri_path(), path);
-    status = Status(error::Code::INVALID_ARGUMENT, output);
+    status = Status(static_cast<tensorflow::errors::Code>(
+                        absl::StatusCode::kInvalidArgument),
+                    output);
   } else {
     status = exporter->GeneratePage(&output);
   }
diff --git a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
index 95193b64e03..6caadabc2f9 100644
--- a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
+++ b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
@@ -30,7 +30,8 @@ class StoragePathErrorInjectingSourceAdapterCreator {
           adapter) {
     adapter->reset(
         new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
-            Status(error::CANCELLED, config.error_message())));
+            Status(static_cast<tsl::errors::Code>(absl::StatusCode::kCancelled),
+                   config.error_message())));
     return Status();
   }
 };
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index 2b1d84424ca..d774a532ac0 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -33,8 +33,9 @@ Status TensorflowClassificationServiceImpl::Classify(
     const ClassificationRequest& request, ClassificationResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "Missing ModelSpec");
+    return tensorflow::Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        "Missing ModelSpec");
   }
 
   return ClassifyWithModelSpec(run_options, core, thread_pool_options,
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 2311d7635e7..1f6ec8ba46e 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -83,7 +83,7 @@ TEST_F(ClassificationServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
@@ -91,7 +91,7 @@ TEST_F(ClassificationServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
@@ -115,7 +115,7 @@ TEST_F(ClassificationServiceTest, InvalidSignature) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 }
 
 // Verifies that Classify() returns the correct score for a valid
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index c9e69252868..d503528ec38 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -702,13 +702,17 @@ TEST_P(ClassifierTest, InvalidNamedSignature) {
   Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(ClassifierTest, MalformedScores) {
@@ -722,13 +726,17 @@ TEST_P(ClassifierTest, MalformedScores) {
   Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(ClassifierTest, MissingClassificationSignature) {
@@ -742,13 +750,17 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
   // TODO(b/26220896): This error should move to construction time.
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(ClassifierTest, EmptyInput) {
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index a6a6d4164f1..5c8b81cbd9b 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -33,7 +33,7 @@ namespace {
 Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   if (request.metadata_field_size() == 0) {
     return tensorflow::Status(
-        tensorflow::error::INVALID_ARGUMENT,
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
         "GetModelMetadataRequest must specify at least one metadata_field");
   }
   for (const auto& metadata_field : request.metadata_field()) {
@@ -72,8 +72,9 @@ Status GetModelMetadataImpl::GetModelMetadata(
     ServerCore* core, const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
   if (!request.has_model_spec()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "Missing ModelSpec");
+    return tensorflow::Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        "Missing ModelSpec");
   }
   return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
                                        response);
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 4392262c1a4..3917951fa8c 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -125,14 +125,14 @@ TEST_P(GetModelMetadataImplTest, EmptyOrInvalidMetadataFieldList) {
   GetModelMetadataResponse response;
 
   // Empty metadata field list is invalid.
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
   request.add_metadata_field("some_stuff");
 
   // Field enum is outside of valid range.
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
@@ -143,7 +143,7 @@ TEST_P(GetModelMetadataImplTest, MissingOrEmptyModelSpec) {
   GetModelMetadataResponse response;
 
   request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
@@ -152,7 +152,7 @@ TEST_P(GetModelMetadataImplTest, MissingOrEmptyModelSpec) {
   model_spec->clear_name();
 
   // Model name is not specified.
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index e2b1b4c4f41..9dd0100e2fa 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -123,7 +123,7 @@ void PopulateTask(const string& signature_name, const string& method_name,
 }
 
 void ExpectStatusError(const Status& status,
-                       const tensorflow::error::Code expected_code,
+                       const tensorflow::errors::Code expected_code,
                        const string& message_substring) {
   ASSERT_EQ(expected_code, status.code());
   EXPECT_THAT(status.error_message(), ::testing::HasSubstr(message_substring));
@@ -137,10 +137,12 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), this->GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT, "Input is empty");
+  ExpectStatusError(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread::ThreadPoolOptions(), request,
+                                      &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "Input is empty");
 }
 
 TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
@@ -150,10 +152,12 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
                request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), this->GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT, "signature not found");
+  ExpectStatusError(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread::ThreadPoolOptions(), request,
+                                      &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "signature not found");
 }
 
 // Two ModelSpecs, accessing different models.
@@ -172,11 +176,12 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   task->set_method_name(kRegressMethodName);
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), this->GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "must access the same model name");
+  ExpectStatusError(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread::ThreadPoolOptions(), request,
+                                      &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "must access the same model name");
 }
 
 TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
@@ -187,11 +192,12 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), this->GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "Duplicate evaluation of signature: regress_x_to_y");
+  ExpectStatusError(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread::ThreadPoolOptions(), request,
+                                      &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "Duplicate evaluation of signature: regress_x_to_y");
 }
 
 TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
@@ -200,10 +206,12 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
   PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(RunMultiInferenceWithServerCore(
-                        RunOptions(), this->GetServerCore(),
-                        thread::ThreadPoolOptions(), request, &response),
-                    tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
+  ExpectStatusError(
+      RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
+                                      thread::ThreadPoolOptions(), request,
+                                      &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kUnimplemented),
+      "Unsupported signature");
 }
 
 TYPED_TEST_P(MultiInferenceTest, ValidSingleSignatureTest) {
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index 12319653707..b53eb5ebf93 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -138,7 +138,7 @@ void PopulateTask(const string& signature_name, const string& method_name,
 }
 
 void ExpectStatusError(const Status& status,
-                       const tensorflow::error::Code expected_code,
+                       const tensorflow::errors::Code expected_code,
                        const string& message_substring) {
   EXPECT_EQ(expected_code, status.code());
   EXPECT_THAT(status.error_message(), ::testing::HasSubstr(message_substring));
@@ -155,8 +155,10 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT, "Input is empty");
+  ExpectStatusError(
+      inference_runner->Infer(RunOptions(), request, &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "Input is empty");
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
@@ -165,7 +167,8 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      tensorflow::error::INVALID_ARGUMENT, "Input is empty");
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "Input is empty");
 }
 
 TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
@@ -178,8 +181,10 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
                request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT, "signature not found");
+  ExpectStatusError(
+      inference_runner->Infer(RunOptions(), request, &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "signature not found");
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
@@ -188,7 +193,8 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      tensorflow::error::INVALID_ARGUMENT, "signature not found");
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "signature not found");
 }
 
 // Two ModelSpecs, accessing different models.
@@ -210,9 +216,10 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   task->set_method_name(kRegressMethodName);
 
   MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "must access the same model name");
+  ExpectStatusError(
+      inference_runner->Infer(RunOptions(), request, &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "must access the same model name");
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
@@ -221,7 +228,8 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      tensorflow::error::INVALID_ARGUMENT, "must access the same model name");
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "must access the same model name");
 }
 
 TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
@@ -235,9 +243,10 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   PopulateTask("regress_x_to_y", kRegressMethodName, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::INVALID_ARGUMENT,
-                    "Duplicate evaluation of signature: regress_x_to_y");
+  ExpectStatusError(
+      inference_runner->Infer(RunOptions(), request, &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      "Duplicate evaluation of signature: regress_x_to_y");
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
@@ -246,7 +255,7 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       "Duplicate evaluation of signature: regress_x_to_y");
 }
 
@@ -259,8 +268,10 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
   PopulateTask("serving_default", kPredictMethodName, request.add_tasks());
 
   MultiInferenceResponse response;
-  ExpectStatusError(inference_runner->Infer(RunOptions(), request, &response),
-                    tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
+  ExpectStatusError(
+      inference_runner->Infer(RunOptions(), request, &response),
+      static_cast<tsl::errors::Code>(absl::StatusCode ::kUnimplemented),
+      "Unsupported signature");
 
   // MultiInference testing
   ServableHandle<SavedModelBundle> bundle;
@@ -269,7 +280,8 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      tensorflow::error::UNIMPLEMENTED, "Unsupported signature");
+      static_cast<tsl::errors::Code>(absl::StatusCode::kUnimplemented),
+      "Unsupported signature");
 }
 
 TYPED_TEST_P(MultiInferenceTest, ValidSingleSignatureTest) {
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index ca5aa9e65ee..a7676943a73 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -35,8 +35,9 @@ Status TensorflowPredictor::Predict(const RunOptions& run_options,
                                     const PredictRequest& request,
                                     PredictResponse* response) {
   if (!request.has_model_spec()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "Missing ModelSpec");
+    return tensorflow::Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        "Missing ModelSpec");
   }
   return PredictWithModelSpec(run_options, core, request.model_spec(), request,
                               response);
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 64590eef7c3..6dfbdd4ed92 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -110,7 +110,7 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
   // Empty request is invalid.
   TensorflowPredictor predictor;
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -119,7 +119,7 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
 
   // Model name is not specified.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -142,7 +142,7 @@ TEST_F(PredictImplTest, EmptyInputList) {
   TensorflowPredictor predictor;
   // The input is empty.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -164,7 +164,7 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   auto inputs = request.mutable_inputs();
   (*inputs)["key"] = tensor_proto;
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -186,7 +186,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   TensorflowPredictor predictor;
   // Output filter like this doesn't exist.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -198,7 +198,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
 
   // Duplicate output filter specified.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -221,7 +221,7 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   TensorflowPredictor predictor;
   // Input tensors are all wrong.
   EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index c23027edae5..639fb020e30 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -56,7 +56,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
     const std::set<string> missing =
         SetDifference(signature_inputs, request_inputs);
     return tensorflow::Status(
-        tensorflow::error::INVALID_ARGUMENT,
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
         absl::StrCat(
             "input size does not match signature: ", request.inputs().size(),
             "!=", signature.inputs().size(), " len({",
@@ -124,7 +124,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
     auto iter = signature.inputs().find(alias);
     if (iter == signature.inputs().end()) {
       return tensorflow::Status(
-          tensorflow::error::INVALID_ARGUMENT,
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("input tensor alias not found in signature: ", alias,
                           ". Inputs expected to be in the set {",
                           absl::StrJoin(GetMapKeys(signature.inputs()), ","),
@@ -132,8 +132,9 @@ Status PreProcessPrediction(const SignatureDef& signature,
     }
     Tensor tensor;
     if (!tensor.FromProto(input.second)) {
-      return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                                "tensor parsing error: " + alias);
+      return tensorflow::Status(
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          "tensor parsing error: " + alias);
     }
     inputs->emplace_back(std::make_pair(iter->second.name(), tensor));
   }
@@ -146,15 +147,16 @@ Status PreProcessPrediction(const SignatureDef& signature,
     auto iter = signature.outputs().find(alias);
     if (iter == signature.outputs().end()) {
       return tensorflow::Status(
-          tensorflow::error::INVALID_ARGUMENT,
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("output tensor alias not found in signature: ", alias,
                           " Outputs expected to be in the set {",
                           absl::StrJoin(GetMapKeys(signature.outputs()), ","),
                           "}."));
     }
     if (seen_outputs.find(alias) != seen_outputs.end()) {
-      return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                                "duplicate output tensor alias: " + alias);
+      return tensorflow::Status(
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          "duplicate output tensor alias: " + alias);
     }
     seen_outputs.insert(alias);
     output_tensor_names->emplace_back(iter->second.name());
@@ -178,8 +180,9 @@ Status PostProcessPredictionResult(
     PredictResponse* response) {
   // Validate and return output.
   if (output_tensors.size() != output_tensor_aliases.size()) {
-    return tensorflow::Status(tensorflow::error::UNKNOWN,
-                              "Predict internal error");
+    return tensorflow::Status(
+        static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
+        "Predict internal error");
   }
   switch (option) {
     case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index aa40ef2f599..6b79cc535c4 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -184,19 +184,19 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
   PredictResponse response;
 
   // Empty request is invalid.
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 
   ModelSpec* model_spec = request.mutable_model_spec();
   model_spec->clear_name();
 
   // Model name is not specified.
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 
   // Model name is wrong.
   model_spec->set_name("test");
-  EXPECT_EQ(tensorflow::error::INVALID_ARGUMENT,
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 }
 
@@ -209,9 +209,8 @@ TEST_F(PredictImplTest, EmptyInputList) {
   model_spec->mutable_version()->set_value(kTestModelVersion);
 
   // The input is empty.
-  EXPECT_EQ(
-      tensorflow::error::INVALID_ARGUMENT,
-      CallPredict(GetServerCore(), request, &response).code());
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            CallPredict(GetServerCore(), request, &response).code());
 }
 
 TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
@@ -236,7 +235,8 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   (*inputs)["unknown_key2"] = tensor_proto2;
 
   Status status = CallPredict(GetServerCore(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_EQ(status.code(),
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.error_message(),
               ::testing::HasSubstr("Sent extra: {unknown_key1,unknown_key2}"));
   EXPECT_THAT(status.error_message(),
@@ -280,7 +280,8 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
 
   // Output filter like this doesn't exist.
   Status status1 = CallPredict(GetServerCore(), request, &response);
-  EXPECT_EQ(status1.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_EQ(status1.code(),
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status1.error_message(),
               ::testing::HasSubstr(
                   "output tensor alias not found in signature: output_filter"));
@@ -292,7 +293,8 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
 
   // Duplicate output filter specified.
   Status status2 = CallPredict(GetServerCore(), request, &response);
-  EXPECT_EQ(status2.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_EQ(status2.code(),
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status2.error_message(),
               ::testing::HasSubstr("duplicate output tensor alias: y"));
 }
@@ -314,7 +316,8 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
 
   // Input tensors are all wrong.
   Status status = CallPredict(GetServerCore(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::INVALID_ARGUMENT);
+  EXPECT_EQ(status.code(),
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.error_message(),
               ::testing::HasSubstr("to be float but string is provided"));
 }
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index d78d8a22df7..6ea860c8450 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -31,8 +31,9 @@ Status TensorflowRegressionServiceImpl::Regress(
     const RegressionRequest& request, RegressionResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(tensorflow::error::INVALID_ARGUMENT,
-                              "Missing ModelSpec");
+    return tensorflow::Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        "Missing ModelSpec");
   }
 
   return RegressWithModelSpec(run_options, core, thread_pool_options,
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index 068c077e546..75e4f466aa9 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -82,7 +82,7 @@ TEST_F(RegressionServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
@@ -90,7 +90,7 @@ TEST_F(RegressionServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
@@ -114,7 +114,7 @@ TEST_F(RegressionServiceTest, InvalidSignature) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            tensorflow::error::INVALID_ARGUMENT);
+            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
 }
 
 // Verifies that Regress() returns the correct value for a valid
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 992e5cf70f8..b98e9fa198d 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -376,13 +376,17 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
   *examples->Add() = example_with_output(3.0);
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(RegressorTest, MalformedOutputs) {
@@ -396,13 +400,17 @@ TEST_P(RegressorTest, MalformedOutputs) {
   Status status = regressor_->Regress(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
   // Test RunRegress
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(RegressorTest, EmptyInput) {
@@ -536,12 +544,16 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   // TODO(b/26220896): This error should move to construction time.
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
 }
 
 TEST_P(RegressorTest, MethodNameCheck) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 2f9c7910091..2396d7bc960 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -139,7 +139,9 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return OkStatus(); });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
   EXPECT_THAT(
       status.ToString(),
       ::testing::HasSubstr("Number of warmup records exceeds the maximum"));
@@ -159,7 +161,9 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return OkStatus(); });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Failed to parse warmup record"));
 }
@@ -182,7 +186,9 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
         return errors::InvalidArgument("Run failed");
       });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::INVALID_ARGUMENT, status.code()) << status;
+  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+            status.code())
+      << status;
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
 }
 INSTANTIATE_TEST_SUITE_P(ParallelWarmUp, SavedModelBundleWarmupUtilTest,
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 9e58310236f..6aaccba6b2f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -755,7 +755,8 @@ void TfLiteSession::ProcessBatch(
     }
   }
   if (all_tasks_timeout_exceeded) {
-    status = Status(error::RESOURCE_EXHAUSTED,
+    status = Status(static_cast<tensorflow::errors::Code>(
+                        absl::StatusCode::kResourceExhausted),
                     "Run() timeout exceeded while waiting in batching queue");
     return;
   }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 2f44aba4f9f..262f5b0b710 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -650,21 +650,21 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
 
     if (mutable_model->subgraphs.size() != 1) {
       return Status(
-          tensorflow::error::INVALID_ARGUMENT,
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* subgraph = mutable_model->subgraphs[0].get();
     if (subgraph->inputs.size() != 1) {
       return Status(
-          tensorflow::error::INVALID_ARGUMENT,
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
     if (tensor->shape[0] != 1) {
       return Status(
-          tensorflow::error::INVALID_ARGUMENT,
+          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input shape[0] ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
@@ -690,7 +690,7 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
                                       : kBatchSize / num_tflite_interpreters;
   if (scheduler_options.max_execution_batch_size != expected_batch_size) {
     return Status(
-        tensorflow::error::INVALID_ARGUMENT,
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
         strings::StrCat("Scheulder max_execution_batch_size ",
                         scheduler_options.max_execution_batch_size,
                         " not equal to expected ", expected_batch_size));
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index 273faa9eeff..11f2698f31a 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -61,7 +61,7 @@ Status LoadSessionBundleOrSavedModelBundle(
                           bundle);
   }
   return Status(
-      error::Code::NOT_FOUND,
+      static_cast<tsl::errors::Code>(absl::StatusCode::kNotFound),
       strings::StrCat("Specified file path does not appear to contain a "
                       "SavedModel bundle (should have a file called "
                       "`saved_model.pb`)\n"
diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
index 656b69f0d04..bfc56deb4d1 100644
--- a/tensorflow_serving/util/prometheus_exporter.cc
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -158,7 +158,9 @@ PrometheusExporter::PrometheusExporter()
 
 Status PrometheusExporter::GeneratePage(string* http_page) {
   if (http_page == nullptr) {
-    return Status(error::Code::INVALID_ARGUMENT, "Http page pointer is null");
+    return Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        "Http page pointer is null");
   }
   monitoring::CollectionRegistry::CollectMetricsOptions collect_options;
   collect_options.collect_metric_descriptors = true;
diff --git a/tensorflow_serving/util/status_util_test.cc b/tensorflow_serving/util/status_util_test.cc
index bd7831340a2..91c2bb832fd 100644
--- a/tensorflow_serving/util/status_util_test.cc
+++ b/tensorflow_serving/util/status_util_test.cc
@@ -22,7 +22,9 @@ namespace serving {
 namespace {
 
 TEST(StatusUtilTest, ConvertsErrorStatusToStatusProto) {
-  Status status = Status(tensorflow::error::ABORTED, "aborted error message");
+  Status status =
+      Status(static_cast<tsl::errors::Code>(absl::StatusCode::kAborted),
+             "aborted error message");
   StatusProto status_proto = ToStatusProto(status);
   EXPECT_EQ(tensorflow::error::ABORTED, status_proto.error_code());
   EXPECT_EQ("aborted error message", status_proto.error_message());

From 70f537ce66d5b1bf2b3d32ac88bfd2dffe1abca7 Mon Sep 17 00:00:00 2001
From: John Cater <jcater@google.com>
Date: Fri, 17 Mar 2023 22:53:56 -0700
Subject: [PATCH 6488/8103] Internal Code Change

PiperOrigin-RevId: 517587874
---
 .bazelrc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 200d147840a..c2ddb4045d9 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -10,7 +10,6 @@ build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
 build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
 
 # Options used to build with TPU support.
-build:tpu --distinct_host_configuration=false
 build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
 build:tpu --copt=-DLIBTPU_ON_GCE
 

From 146cda04e31ae38e2ae9b9563e639b8c29dd7dd4 Mon Sep 17 00:00:00 2001
From: Tirumalesh <111861663+tiruk007@users.noreply.github.com>
Date: Mon, 20 Mar 2023 22:34:56 +0530
Subject: [PATCH 6489/8103] Fixed the broken link in api_rest.md

Fixed the broken link for setup instructions in line 430
---
 tensorflow_serving/g3doc/api_rest.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/api_rest.md b/tensorflow_serving/g3doc/api_rest.md
index d0eaf121972..8edd1d3acbc 100644
--- a/tensorflow_serving/g3doc/api_rest.md
+++ b/tensorflow_serving/g3doc/api_rest.md
@@ -427,7 +427,7 @@ $ git clone --depth=1 https://github.com/tensorflow/serving
 
 We will use Docker to run the ModelServer. If you want to install ModelServer
 natively on your system, follow
-[setup instructions](https://www.tensorflow.org/serving/setup) to install
+[setup instructions](https://www.tensorflow.org/tfx/serving/setup) to install
 instead, and start the ModelServer with `--rest_api_port` option to export
 REST API endpoint (this is not needed when using Docker).
 

From 29ab0cceb99a47db8b353aade9c6c1fe735e6d6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Mar 2023 11:58:24 -0700
Subject: [PATCH 6490/8103] Internal change.

PiperOrigin-RevId: 518339791
---
 tensorflow_serving/repo.bzl | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/repo.bzl b/tensorflow_serving/repo.bzl
index 9b2cbc7bfee..8ce8d04dabb 100644
--- a/tensorflow_serving/repo.bzl
+++ b/tensorflow_serving/repo.bzl
@@ -26,7 +26,6 @@ def _tensorflow_http_archive(ctx):
 
     strip_prefix = "tensorflow-%s" % git_commit
     urls = [
-        "https://mirror.bazel.build/github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
         "https://github.com/tensorflow/tensorflow/archive/%s.tar.gz" % git_commit,
     ]
     ctx.download_and_extract(

From 9dd23841d61df109e8cb794c2f7b77a149a5021a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Mar 2023 22:22:11 -0700
Subject: [PATCH 6491/8103] Use the same py_proto_library used in tensorflow.

PiperOrigin-RevId: 518472525
---
 tensorflow_serving/serving.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index f5f13410463..76eb704a9e1 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
 load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
-load("@com_google_protobuf//:protobuf.bzl", "py_proto_library")
+load("@org_tensorflow//tensorflow/tsl/platform/default:build_config.bzl", "py_proto_library")
 
 def serving_proto_library(
         name,

From 4cd15476b16019e4c9acd6e6281b05547455064f Mon Sep 17 00:00:00 2001
From: shmishra99 <124146945+shmishra99@users.noreply.github.com>
Date: Thu, 23 Mar 2023 11:44:47 +0530
Subject: [PATCH 6492/8103] Update stale.yaml

---
 .github/workflows/stale.yaml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml
index c075245ea6a..2fab200edac 100644
--- a/.github/workflows/stale.yaml
+++ b/.github/workflows/stale.yaml
@@ -33,6 +33,14 @@ jobs:
     steps:
     - uses: 'actions/stale@v7'
       with:
+        #Comma separated list of labels that can be assigned to issues to exclude them from being marked as stale 
+        exempt-issue-labels: 'override-stale' 
+        #Comma separated list of labels that can be assigned to PRs to exclude them from being marked as stale 
+        exempt-pr-labels: "override-stale" 
+        #Limit the No. of API calls in one run default value is 30. 
+        operations-per-run: 1000 
+        #Prevent to remove stale label when PRs or issues are updated. 
+        remove-stale-when-updated: false
         # comment on issue if not active for more then 7 days.
         stale-issue-message: 'This issue has been marked stale because it has no recent activity since 7 days. It will be closed if no further activity occurs. Thank you.'
         # comment on PR if not active for more then 14 days.
@@ -47,10 +55,6 @@ jobs:
         days-before-issue-close: 7
         # reason for closed the issue default value is not_planned
         close-issue-reason: completed
-        # Comma separated list of labels that can be assigned to issues to exclude them from being marked as stale
-        exempt-issue-labels: 'override-stale'
-        # Comma separated list of labels that can be assigned to PRs to exclude them from being marked as stale
-        exempt-pr-labels: "override-stale"
         # Number of days of inactivity before a stale PR is closed
         days-before-pr-close: 14
         # Number of days of inactivity before an PR Request becomes stale

From ce873e5e0ab1e0d68328a622085acf12e39019e3 Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Thu, 23 Mar 2023 15:08:42 -0700
Subject: [PATCH 6493/8103] Add release notes for tf-serving 2.11.1

PiperOrigin-RevId: 518974144
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 74574304a9e..54c11537173 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.11.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.11.1
+
 # Release 2.11.0
 
 ## Major Features and Improvements

From 7f0369621e69a841c780224e4a456f0fea711bea Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Thu, 23 Mar 2023 16:44:08 -0700
Subject: [PATCH 6494/8103] Internal Change

PiperOrigin-RevId: 518996998
---
 tensorflow_serving/tools/pip_package/setup.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 26b554e4f1d..23b0958233e 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -47,8 +47,11 @@
 _TF_REQ = ['tensorflow'+_TF_VERSION_SANITIZED]
 
 # GPU build (note: the only difference is we depend on tensorflow-gpu so
-# pip doesn't overwrite it with the CPU build)
-if 'tensorflow-serving-api-gpu' in project_name:
+# pip doesn't overwrite it with the CPU build. And tensorflow-gpu has been the
+# same package starting v2.1 according to
+# https://pypi.org/project/tensorflow-gpu/2.12.0/, so only check against TF
+# versions prior to v2.1.)
+if 'tensorflow-serving-api-gpu' in project_name and _VERSION < '2.1.0':
   _TF_REQ = ['tensorflow-gpu'+_TF_VERSION_SANITIZED]
 
 

From 77807bf783a3a18a68c0260b27444c2c93a6dc3d Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Fri, 24 Mar 2023 08:57:17 -0700
Subject: [PATCH 6495/8103] Internal Change

PiperOrigin-RevId: 519156292
---
 tensorflow_serving/tools/pip_package/setup.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 23b0958233e..9e72c5fe8bf 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -51,7 +51,10 @@
 # same package starting v2.1 according to
 # https://pypi.org/project/tensorflow-gpu/2.12.0/, so only check against TF
 # versions prior to v2.1.)
-if 'tensorflow-serving-api-gpu' in project_name and _VERSION < '2.1.0':
+if (
+    'tensorflow-serving-api-gpu' in project_name
+    and _TF_VERSION_SANITIZED < '2.1'
+):
   _TF_REQ = ['tensorflow-gpu'+_TF_VERSION_SANITIZED]
 
 

From 68d92ff3fdca0641f465cc3ba3858a619c8b82a6 Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Mon, 27 Mar 2023 12:35:59 -0700
Subject: [PATCH 6496/8103] Update Dockerfile.devel* with py3.8 installed.

PiperOrigin-RevId: 519799120
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 12 ++++++------
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 12 ++++++------
 tensorflow_serving/tools/pip_package/setup.py        |  5 ++---
 3 files changed, 14 insertions(+), 15 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 7a026d8aaac..89847a2d7a1 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -48,16 +48,16 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# Install python 3.7.
+# Install python 3.8.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.7 python3.7-dev python3-pip python3.7-venv && \
+    python3.8 python3.8-dev python3-pip python3.8-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.7 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
+    python3.8 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
 
-# Make python3.7 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
+# Make python3.8 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 844b0ba900d..e7f03f269be 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -81,16 +81,16 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machi
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 
-# Install python 3.7.
+# Install python 3.8.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.7 python3.7-dev python3-pip python3.7-venv && \
+    python3.8 python3.8-dev python3-pip python3.8-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.7 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.7 0
+    python3.8 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
 
-# Make python3.7 the default python version
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.7 0
+# Make python3.8 the default python version
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 9e72c5fe8bf..97e11f977bb 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -53,7 +53,7 @@
 # versions prior to v2.1.)
 if (
     'tensorflow-serving-api-gpu' in project_name
-    and _TF_VERSION_SANITIZED < '2.1'
+    and _VERSION < '2.1'
 ):
   _TF_REQ = ['tensorflow-gpu'+_TF_VERSION_SANITIZED]
 
@@ -79,7 +79,7 @@
     install_requires=REQUIRED_PACKAGES,
     # Supported Python versions. Match to what TF needs here:
     #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
-    python_requires='>=3.7',
+    python_requires='>=3.8',
     classifiers=[
         'Development Status :: 5 - Production/Stable',
         'Intended Audience :: Developers',
@@ -87,7 +87,6 @@
         'Intended Audience :: Science/Research',
         'License :: OSI Approved :: Apache Software License',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',

From 99623fe47c959b5401e4176130a8008054d8585d Mon Sep 17 00:00:00 2001
From: shmishra99 <124146945+shmishra99@users.noreply.github.com>
Date: Tue, 28 Mar 2023 10:34:26 +0530
Subject: [PATCH 6497/8103] Update stale.yaml

Increase rate limit, override stale and remove stale to false for stale Github action.
---
 .github/workflows/stale.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/stale.yaml b/.github/workflows/stale.yaml
index 2fab200edac..e8fb075c790 100644
--- a/.github/workflows/stale.yaml
+++ b/.github/workflows/stale.yaml
@@ -26,7 +26,6 @@ permissions:
   contents: read
   issues: write
   pull-requests: write
-
 jobs:
   stale:
     runs-on: ubuntu-latest

From dbe9339b436b2fa20705c8a444230848e771d65b Mon Sep 17 00:00:00 2001
From: Robert Neale <rneale@google.com>
Date: Thu, 30 Mar 2023 16:13:32 -0700
Subject: [PATCH 6498/8103] Update TF Text to v2.12.0.

PiperOrigin-RevId: 520769286
---
 .../tf_text_regression/01/fingerprint.pb      |   2 +-
 .../tf_text_regression/01/saved_model.pb      | Bin 8154839 -> 8154835 bytes
 tensorflow_serving/workspace.bzl              |   6 +++---
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb
index 3d5a20d691e..8ddaf7ea001 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/fingerprint.pb
@@ -1 +1 @@
-³æ‹›‚¦¢ß=›–�êåÖø¹$¯ò€›Á˃îL ²�â×·´‰»{(è�ú�Œè¹Þ2

\ No newline at end of file
+Á²´‚ýØ®à·
›–�êåÖø¹$¯ò€›Á˃îL ²�â×·´‰»{(è�ú�Œè¹Þ2

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/tf_text_regression/01/saved_model.pb
index 3a5dfbb4121b8a40eef1f86688c6de4d3991da0b..b542992c5799183aa8689893fc772cba7a068697 100644
GIT binary patch
delta 16707
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diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index a576ef6145c..0fa3973bc96 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "8c8e1db352273bb872c01225cd8b2771153771cad20f725748e38d524f4f706f",
-        strip_prefix = "text-2.12.0-rc0",
-        url = "https://github.com/tensorflow/text/archive/v2.12.0-rc0.zip",
+        sha256 = "78e2289ae780424aee8590367e2bd1e4ed1da181869331e90664e0dc6021db4c",
+        strip_prefix = "text-2.12.0",
+        url = "https://github.com/tensorflow/text/archive/v2.12.0.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},

From 351c38a0aee10811f88e90fd7a8ae072feefbf22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Apr 2023 19:35:08 -0700
Subject: [PATCH 6499/8103] Internal-only change to BUILD files

PiperOrigin-RevId: 521928481
---
 tensorflow_serving/model_servers/BUILD        | 34 +++++++++++--------
 .../model_servers/test_util/BUILD             |  2 +-
 tensorflow_serving/servables/tensorflow/BUILD |  2 +-
 3 files changed, 21 insertions(+), 17 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 478bcc99996..c4c568990c9 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,9 +1,8 @@
 # Description: Model Server
 
-load("//tensorflow_serving:oss_or_google.bzl", "if_google")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
-load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_libtpu")
+load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_google", "if_libtpu", "if_with_tpu_support")
 
 package(
     default_visibility = [
@@ -392,15 +391,6 @@ cc_library(
         ":prediction_service_impl",
         ":server_core",
         ":server_init",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@com_github_grpc_grpc//:grpc++",
-        "@com_google_absl//absl/memory",
-        "@org_tensorflow//tensorflow/c:c_api",
-        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:tensorflow",
-        "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:monitoring_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
@@ -417,6 +407,15 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory_config_cc_proto",
         "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:proto_util",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/memory",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/c:c_api",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:tensorflow",
+        "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
     ] + SUPPORTED_TENSORFLOW_OPS,
 )
 
@@ -439,10 +438,15 @@ cc_library(
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
-    ] + if_libtpu([
-        "@org_tensorflow//tensorflow/core/tpu:tpu_global_init",
-        "@org_tensorflow//tensorflow/core/tpu:tpu_api_dlsym_initializer",
-    ]),
+    ] + if_google(
+        google_value = if_with_tpu_support([
+            "@org_tensorflow//tensorflow/core/tpu:tpu_global_init",
+        ]),
+        oss_value = if_libtpu([
+            "@org_tensorflow//tensorflow/core/tpu:tpu_global_init",
+            "@org_tensorflow//tensorflow/core/tpu:tpu_api_dlsym_initializer",
+        ]),
+    ),
 )
 
 cc_binary(
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 0596d4d0ecb..95e37b5a384 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -57,8 +57,8 @@ cc_library(
     srcs = ["server_core_test_util.cc"],
     hdrs = ["server_core_test_util.h"],
     data = [
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 1c3add1fb7b..2ba2226af9e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -511,12 +511,12 @@ cc_test(
     size = "medium",
     srcs = ["predict_util_test.cc"],
     data = [
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export",
         "//tensorflow_serving/servables/tensorflow/testdata:bad_half_plus_two/00000123/export.meta",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/saved_model.pb",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/testdata:saved_model_counter/00000123/variables/variables.index",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
     ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",

From 85ff9c06021b47d487807a48a645d1c6ee9f654b Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Wed, 5 Apr 2023 00:23:46 -0700
Subject: [PATCH 6500/8103] Stop depend on 'tensorflow-gpu' for
 tensorflow-serving GPU build on master branch.

The "tensorflow-gpu" package has been removed, and since TensorFlow 2.1 'tensorflow-gpu' and 'tensorflow' have been identical packages.

PiperOrigin-RevId: 521973655
---
 tensorflow_serving/tools/pip_package/setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 97e11f977bb..e8480b4c32f 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -54,6 +54,7 @@
 if (
     'tensorflow-serving-api-gpu' in project_name
     and _VERSION < '2.1'
+    and _VERSION != '0.0.0'
 ):
   _TF_REQ = ['tensorflow-gpu'+_TF_VERSION_SANITIZED]
 

From 20f51c91c0c19f1836508bec8ab7764d208f8f7f Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Wed, 5 Apr 2023 12:44:08 -0700
Subject: [PATCH 6501/8103] Upgrade cuda from 11.2 to 11.8.

PiperOrigin-RevId: 522127244
---
 .../tools/docker/Dockerfile.devel-gpu         | 60 +++++++++----------
 .../tools/docker/Dockerfile.gpu               | 34 +++++------
 2 files changed, 47 insertions(+), 47 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index e7f03f269be..a94cbdb58cf 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:11.2.1-base-ubuntu20.04 as base_build
+FROM nvidia/cuda:11.8.0-base-ubuntu20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
@@ -21,26 +21,27 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.1.0.77
-ENV TF_TENSORRT_VERSION=7.2.2
-ENV CUDA=11.2
+ENV CUDNN_VERSION=8.6.0.163
+ENV TF_TENSORRT_VERSION=8.4.3
+ENV CUDA=11.8
 
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub && \
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
     apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-11-2 \
-        libcublas-11-2 \
-        libcublas-dev-11-2 \
-        cuda-nvrtc-11-2 \
-        cuda-nvrtc-dev-11-2 \
-        cuda-nvprune-11-2 \
-        cuda-cudart-dev-11-2 \
-        libcufft-dev-11-2 \
-        libcurand-dev-11-2 \
-        libcusolver-dev-11-2 \
-        libcusparse-dev-11-2 \
+        cuda-command-line-tools-11-8 \
+        libcublas-11-8 \
+        libcublas-dev-11-8 \
+        cuda-nvrtc-11-8 \
+        cuda-nvrtc-dev-11-8 \
+        cuda-nvprune-11-8 \
+        cuda-nvcc-11-8 \
+        cuda-cudart-dev-11-8 \
+        libcufft-dev-11-8 \
+        libcurand-dev-11-8 \
+        libcusolver-dev-11-8 \
+        libcusparse-dev-11-8 \
         curl \
         git \
         libfreetype6-dev \
@@ -62,22 +63,21 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         zlib1g-dev \
         python3-distutils \
         python-distutils-extra && \
-    find /usr/local/cuda-11.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete && \
-    rm /usr/lib/x86_64-linux-gnu/libcudnn_static_v8.a
+    find /usr/local/cuda-11.8/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete
 
-# NOTE: libnvinfer uses cuda11.1 versions
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
-    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
+# NOTE: libnvinfer uses cuda11.6 versions
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
+    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
     apt-get update && \
-    apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+    apt-get install -y --no-install-recommends libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
       # TODO: need to verify
-      libnvonnxparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvparsers7=${TF_TENSORRT_VERSION}-1+cuda11.0\
-      libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.0 && \
+      libnvonnxparsers8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvparsers8=${TF_TENSORRT_VERSION}-1+cuda11.6\
+      libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 
@@ -127,7 +127,7 @@ ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/us
 ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_VERSION=11.2
+ENV TF_CUDA_VERSION=11.8
 ENV TF_CUDNN_VERSION=8
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index f35a7325a5f..88b0410fc34 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:11.2.1-base-ubuntu20.04
+FROM nvidia/cuda:11.8.0-base-ubuntu20.04
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -26,22 +26,22 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.1.0.77
-ENV TF_TENSORRT_VERSION=7.2.2
-ENV CUDA=11.2
+ENV CUDNN_VERSION=8.6.0.163
+ENV TF_TENSORRT_VERSION=8.4.3
+ENV CUDA=11.8
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub && \
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
     apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-11-2 \
-        cuda-nvrtc-11-2 \
-        libcublas-11-2 \
-        libcublas-dev-11-2 \
-        libcufft-11-2 \
-        libcurand-11-2 \
-        libcusolver-11-2 \
-        libcusparse-11-2 \
+        cuda-command-line-tools-11-8 \
+        cuda-nvrtc-11-8 \
+        libcublas-11-8 \
+        libcublas-dev-11-8 \
+        libcufft-11-8 \
+        libcurand-11-8 \
+        libcusolver-11-8 \
+        libcusparse-11-8 \
         libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
         build-essential \
@@ -52,11 +52,11 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         unzip
 
 # We don't install libnvinfer-dev since we don't need to build against TensorRT
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub && \
-    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
+    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
     apt-get update && \
-    apt-get install -y --no-install-recommends libnvinfer7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
-      libnvinfer-plugin7=${TF_TENSORRT_VERSION}-1+cuda11.0 \
+    apt-get install -y --no-install-recommends libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
     && apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 

From d65a7b47d0eafe929ff911bff57a6692a893fce7 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 5 Apr 2023 12:52:42 -0700
Subject: [PATCH 6502/8103] Fixed test breakage.

PiperOrigin-RevId: 522129553
---
 tensorflow_serving/model_servers/server_core_test.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index be025b41f6a..75aa6736bdf 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -903,7 +903,7 @@ INSTANTIATE_TEST_CASE_P(
         IsTensorflowServingOSS()
             ? ::testing::Range(
                   static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL),
-                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL))
+                  static_cast<int>(test_util::ServerCoreTest::NUM_TEST_TYPES))
             : ::testing::Range(
                   0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));
@@ -914,7 +914,7 @@ INSTANTIATE_TEST_CASE_P(
         IsTensorflowServingOSS()
             ? ::testing::Range(
                   static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL),
-                  static_cast<int>(test_util::ServerCoreTest::SAVED_MODEL))
+                  static_cast<int>(test_util::ServerCoreTest::NUM_TEST_TYPES))
             : ::testing::Range(
                   0, static_cast<int>(ServerCoreTest::NUM_TEST_TYPES)),
         ::testing::Bool()));

From 45d157458cbff136666700b6dee5fc7ccfe0dc70 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 5 Apr 2023 22:28:40 -0700
Subject: [PATCH 6503/8103] Upgrade to decision-forests-1.3.0 and
 yggdrasil-decision-forests-1.4.0

PiperOrigin-RevId: 522247673
---
 tensorflow_serving/workspace.bzl | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 0fa3973bc96..4d1e5272d11 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -107,16 +107,16 @@ def tf_serving_workspace():
     # ==== TensorFlow Decision Forests ===
     http_archive(
         name = "org_tensorflow_decision_forests",
-        sha256 = "00c73fbb1ddde7f11fbb5277e9cc9a0922b5f1213c6bd1038769ee451be4ba87",
-        strip_prefix = "decision-forests-1.1.0",
-        url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.1.0.zip",
+        sha256 = "86686bcb03bcf280cf739159fe4c285c667500a332292701259e636f5e1ec110",
+        strip_prefix = "decision-forests-1.3.0",
+        url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.3.0.zip",
     )
 
     http_archive(
         name = "ydf",
-        sha256 = "8d577e2628201ec2a2c1708192a23e5b34a2fcc126b6e043fef613886857c9a6",
-        strip_prefix = "yggdrasil-decision-forests-1.2.0",
-        urls = ["https://github.com/google/yggdrasil-decision-forests/archive/refs/tags/1.2.0.zip"],
+        sha256 = "5abb2e440c0b8b13095bd208cfab3a5e569706af9a52b6a702d86ec0e25a7991",
+        strip_prefix = "yggdrasil-decision-forests-1.4.0",
+        urls = ["https://github.com/google/yggdrasil-decision-forests/archive/refs/tags/1.4.0.zip"],
     )
 
     # The Boost repo is organized into git sub-modules (see the list at

From 58f8e20fa29e2b5ba3dad3047e4fe1493f63924b Mon Sep 17 00:00:00 2001
From: Shan Han <hanshan@google.com>
Date: Thu, 6 Apr 2023 01:52:38 -0700
Subject: [PATCH 6504/8103] Format a few proto files.

PiperOrigin-RevId: 522278145
---
 tensorflow_serving/apis/classification.proto | 4 ++--
 tensorflow_serving/apis/predict.proto        | 3 ++-
 tensorflow_serving/apis/regression.proto     | 4 ++--
 3 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/apis/classification.proto b/tensorflow_serving/apis/classification.proto
index 16a90b15a88..4de0b7dfc88 100644
--- a/tensorflow_serving/apis/classification.proto
+++ b/tensorflow_serving/apis/classification.proto
@@ -1,11 +1,11 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
 import "tensorflow_serving/apis/input.proto";
 import "tensorflow_serving/apis/model.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 // A single class.
 message Class {
diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 0e9ebf39cab..e69e15d3e3f 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -1,11 +1,12 @@
 syntax = "proto3";
 
 package tensorflow.serving;
-option cc_enable_arenas = true;
 
 import "tensorflow/core/framework/tensor.proto";
 import "tensorflow_serving/apis/model.proto";
 
+option cc_enable_arenas = true;
+
 // PredictRequest specifies which TensorFlow model to run, as well as
 // how inputs are mapped to tensors and how outputs are filtered before
 // returning to user.
diff --git a/tensorflow_serving/apis/regression.proto b/tensorflow_serving/apis/regression.proto
index e0ac300e846..5fb79ba6ed8 100644
--- a/tensorflow_serving/apis/regression.proto
+++ b/tensorflow_serving/apis/regression.proto
@@ -1,11 +1,11 @@
 syntax = "proto3";
 
-option cc_enable_arenas = true;
+package tensorflow.serving;
 
 import "tensorflow_serving/apis/input.proto";
 import "tensorflow_serving/apis/model.proto";
 
-package tensorflow.serving;
+option cc_enable_arenas = true;
 
 // Regression result for a single item (tensorflow.Example).
 message Regression {

From 9f99d081464f42b5d869f995456bc3d90041d6e7 Mon Sep 17 00:00:00 2001
From: Shan Han <hanshan@google.com>
Date: Thu, 6 Apr 2023 13:50:26 -0700
Subject: [PATCH 6505/8103] Reserve a field in PredictRequest.

PiperOrigin-RevId: 522426753
---
 tensorflow_serving/apis/predict.proto | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index e69e15d3e3f..0c6e2a0f41f 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -29,6 +29,9 @@ message PredictRequest {
   // exception that when none is specified, all tensors specified in the
   // named signature will be run/fetched and returned.
   repeated string output_filter = 3;
+
+  // Reserved field 4.
+  reserved 4;
 }
 
 // Response for PredictRequest on successful run.

From 25c51251ed09ec80bf1d8380296649f9e1770e7b Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Fri, 7 Apr 2023 10:11:11 -0700
Subject: [PATCH 6506/8103] Add tool to send predict (grpc) requests to
 ModelServer. The tensorflow.serving.PredictRequest protobuf message is read
 from a file, and replayed for specified number of times at a certain rate.

Useful for simple/basic load testing of ModelServer.

PiperOrigin-RevId: 522623764
---
 tensorflow_serving/test_util/BUILD          |  14 ++
 tensorflow_serving/test_util/grpc_client.cc | 189 ++++++++++++++++++++
 2 files changed, 203 insertions(+)
 create mode 100644 tensorflow_serving/test_util/grpc_client.cc

diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 5bb5390eb41..00d4d841b63 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -33,3 +33,17 @@ cc_library(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_binary(
+    name = "grpc_client",
+    srcs = ["grpc_client.cc"],
+    deps = [
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/flags:flag",
+        "@com_google_absl//absl/flags:parse",
+        "@com_google_absl//absl/strings",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/platform:env",
+    ],
+)
diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
new file mode 100644
index 00000000000..6e505c1220a
--- /dev/null
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -0,0 +1,189 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include <atomic>
+#include <chrono>  // NOLINT(build/c++11)
+#include <fstream>
+#include <iostream>
+#include <string>
+
+#include "grpcpp/create_channel.h"
+#include "grpcpp/security/credentials.h"
+#include "absl/flags/flag.h"
+#include "absl/flags/parse.h"
+#include "absl/strings/match.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/env_time.h"
+#include "tensorflow/core/platform/protobuf.h"
+#include "tensorflow/tsl/lib/histogram/histogram.h"
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+
+using grpc::ClientAsyncResponseReader;
+using grpc::ClientContext;
+using grpc::CompletionQueue;
+using grpc::Status;
+
+using tensorflow::Env;
+using tensorflow::EnvTime;
+using tensorflow::Thread;
+using tensorflow::protobuf::TextFormat;
+using tensorflow::serving::PredictRequest;
+using tensorflow::serving::PredictResponse;
+using tensorflow::serving::PredictionService;
+using tsl::histogram::ThreadSafeHistogram;
+
+ABSL_FLAG(std::string, server_port, "", "Target server (host:port)");
+ABSL_FLAG(std::string, request, "", "File containing request proto message");
+ABSL_FLAG(std::string, model_name, "", "Model name to override in the request");
+ABSL_FLAG(int, model_version, -1, "Model version to override in the request");
+ABSL_FLAG(int, num_requests, 1, "Total number of requests to send.");
+ABSL_FLAG(int, qps, 1, "Rate for sending requests.");
+ABSL_FLAG(int, rpc_deadline_ms, 1000, "RPC request deadline in milliseconds.");
+ABSL_FLAG(bool, print_rpc_errors, false, "Print RPC errors.");
+
+bool ReadProtoFromFile(const std::string& filename, PredictRequest* req) {
+  auto in = std::ifstream(filename);
+  if (!in) return false;
+  std::ostringstream ss;
+  ss << in.rdbuf();
+  return absl::EndsWith(filename, ".pbtxt")
+             ? TextFormat::ParseFromString(ss.str(), req)
+             : req->ParseFromString(ss.str());
+}
+
+class ServingClient {
+ public:
+  ServingClient(const std::string& server_port)
+      : stub_(PredictionService::NewStub(grpc::CreateChannel(
+            server_port, grpc::InsecureChannelCredentials()))),
+        done_count_(0),
+        success_count_(0),
+        error_count_(0),
+        latency_histogram_(new ThreadSafeHistogram()),
+        error_histogram_(new ThreadSafeHistogram(
+            // Range from grpc::StatusCode enum.
+            {0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16})) {
+    thread_.reset(Env::Default()->StartThread({}, "reaprpcs",
+                                              [this]() { ReapCompletions(); }));
+  }
+
+  void IssuePredict(const PredictRequest& req) {
+    auto state = new RpcState();
+    state->context.set_deadline(
+        std::chrono::system_clock::now() +
+        std::chrono::milliseconds(absl::GetFlag(FLAGS_rpc_deadline_ms)));
+    state->start_time = EnvTime::NowMicros();
+    std::unique_ptr<ClientAsyncResponseReader<PredictResponse>> rpc(
+        stub_->AsyncPredict(&state->context, req, &cq_));
+    rpc->Finish(&state->resp, &state->status, (void*)state);
+  }
+
+  void ReapCompletions() {
+    void* sp;
+    bool ok = false;
+    while (cq_.Next(&sp, &ok)) {
+      GPR_ASSERT(ok);
+      done_count_++;
+      std::unique_ptr<RpcState> state((RpcState*)sp);
+      if (state->status.ok()) {
+        success_count_++;
+        latency_histogram_->Add(EnvTime::NowMicros() - state->start_time);
+      } else {
+        error_count_++;
+        error_histogram_->Add(state->status.error_code());
+        if (absl::GetFlag(FLAGS_print_rpc_errors)) {
+          std::cerr << "ERROR: RPC failed code: " << state->status.error_code()
+                    << " msg: " << state->status.error_message() << std::endl;
+        }
+      }
+    }
+  }
+
+  void WaitForCompletion(int total_rpcs) {
+    while (done_count_ < total_rpcs) {
+      Env::Default()->SleepForMicroseconds(1000);
+    }
+    cq_.Shutdown();
+    thread_.reset();
+  }
+
+  void DumpStats() {
+    if (success_count_) {
+      std::cout << "Request stats (successful)" << std::endl;
+      std::cout << latency_histogram_->ToString() << std::endl;
+    }
+    if (error_count_) {
+      std::cout << "Request stats (errors)" << std::endl;
+      std::cout << error_histogram_->ToString() << std::endl;
+    }
+  }
+
+ private:
+  struct RpcState {
+    uint64_t start_time;
+    ClientContext context;
+    PredictResponse resp;
+    Status status;
+  };
+  std::unique_ptr<PredictionService::Stub> stub_;
+  CompletionQueue cq_;
+  std::unique_ptr<Thread> thread_;
+  std::atomic<int> done_count_;
+  std::atomic<int> success_count_;
+  std::atomic<int> error_count_;
+  std::unique_ptr<ThreadSafeHistogram> latency_histogram_;
+  std::unique_ptr<ThreadSafeHistogram> error_histogram_;
+};
+
+int main(int argc, char** argv) {
+  gpr_set_log_verbosity(GPR_LOG_SEVERITY_ERROR);
+  absl::ParseCommandLine(argc, argv);
+
+  if (absl::GetFlag(FLAGS_server_port).empty() ||
+      absl::GetFlag(FLAGS_request).empty()) {
+    std::cerr << "ERROR: --server_port and --request flags are required."
+              << std::endl;
+    return 1;
+  }
+
+  PredictRequest req;
+  if (!ReadProtoFromFile(absl::GetFlag(FLAGS_request), &req)) {
+    std::cerr << "ERROR: Failed to parse protobuf from file: "
+              << absl::GetFlag(FLAGS_request) << std::endl;
+    return 1;
+  }
+  if (!absl::GetFlag(FLAGS_model_name).empty()) {
+    req.mutable_model_spec()->set_name(absl::GetFlag(FLAGS_model_name));
+  }
+  if (absl::GetFlag(FLAGS_model_version) >= 0) {
+    req.mutable_model_spec()->mutable_version()->set_value(
+        absl::GetFlag(FLAGS_model_version));
+  }
+
+  ServingClient client(absl::GetFlag(FLAGS_server_port));
+  std::cout << "Sending " << absl::GetFlag(FLAGS_num_requests)
+            << " requests to " << absl::GetFlag(FLAGS_server_port) << " at "
+            << absl::GetFlag(FLAGS_qps) << " requests/sec." << std::endl;
+  for (int i = 0; i < absl::GetFlag(FLAGS_num_requests); i++) {
+    client.IssuePredict(req);
+    Env::Default()->SleepForMicroseconds(1000000 / absl::GetFlag(FLAGS_qps));
+  }
+
+  std::cout << "Waiting for " << absl::GetFlag(FLAGS_num_requests)
+            << " requests to complete..." << std::endl;
+  client.WaitForCompletion(absl::GetFlag(FLAGS_num_requests));
+  client.DumpStats();
+  return 0;
+}

From ec6292a78a99771589588c73ceacaa845c2ea855 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 12 Apr 2023 20:32:40 -0700
Subject: [PATCH 6507/8103] Upgrade to text-2.12.1

PiperOrigin-RevId: 523878977
---
 tensorflow_serving/workspace.bzl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 4d1e5272d11..c7e6c18550c 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -64,9 +64,9 @@ def tf_serving_workspace():
     # https://github.com/tensorflow/text/blob/master/oss_scripts/model_server/save_models.py
     http_archive(
         name = "org_tensorflow_text",
-        sha256 = "78e2289ae780424aee8590367e2bd1e4ed1da181869331e90664e0dc6021db4c",
-        strip_prefix = "text-2.12.0",
-        url = "https://github.com/tensorflow/text/archive/v2.12.0.zip",
+        sha256 = "4e6ec543a1d70a50f0105e0ea69ea8a1edd0b17a38d0244aa3b14f889b2cf74d",
+        strip_prefix = "text-2.12.1",
+        url = "https://github.com/tensorflow/text/archive/v2.12.1.zip",
         patches = ["@//third_party/tf_text:tftext.patch"],
         patch_args = ["-p1"],
         repo_mapping = {"@com_google_re2": "@com_googlesource_code_re2"},

From 9d38b2d727d1c9416807b31e023cf3efd1409805 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 13 Apr 2023 15:23:37 -0700
Subject: [PATCH 6508/8103] Internal change.

PiperOrigin-RevId: 524117746
---
 .bazelrc | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index c2ddb4045d9..6c11be6c803 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -34,6 +34,8 @@ build:mkl_aarch64 --define=build_with_openmp=true
 build:mkl_aarch64 --copt=-march=armv8.2-a
 build:mkl_aarch64 --copt=-O3
 
+build --define=build_with_onednn_v2=true
+
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native
 build:nativeopt --host_copt=-march=native

From 146b2daa9d5d1d3abdfc9d83b8d0e932a83047fc Mon Sep 17 00:00:00 2001
From: Brian Wieder <bwieder@google.com>
Date: Sun, 16 Apr 2023 08:02:51 -0700
Subject: [PATCH 6509/8103] Internal Code Change

PiperOrigin-RevId: 524662945
---
 tensorflow_serving/model_servers/test_util/BUILD | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 95e37b5a384..d351500feae 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -125,7 +125,6 @@ py_library(
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
         "@org_tensorflow//tensorflow/core:protos_all_py",
-        "@org_tensorflow//tensorflow/python:platform",
         "@org_tensorflow//tensorflow/python/saved_model:signature_constants",
         "@six_archive//:six",
     ],

From 2429efb868e9e7537d17be8050768db5c59364e6 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 24 Apr 2023 20:39:46 -0700
Subject: [PATCH 6510/8103] Internal change.

PiperOrigin-RevId: 526834152
---
 tensorflow_serving/experimental/example/BUILD            | 9 +++++++++
 .../experimental/tensorflow/ops/remote_predict/BUILD     | 3 +++
 2 files changed, 12 insertions(+)

diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index 16b9baadac2..bcd6e788bbb 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -22,6 +22,9 @@ py_binary(
     name = "remote_predict_client",
     srcs = ["remote_predict_client.py"],
     python_version = "PY3",
+    tags = [
+        "manual",
+    ],
     deps = ["//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py"],
 )
 
@@ -32,6 +35,9 @@ py_binary(
     ],
     python_version = "PY3",
     srcs_version = "PY3",
+    tags = [
+        "manual",
+    ],
     deps = ["//tensorflow_serving/experimental/tensorflow/ops/remote_predict:remote_predict_py"],
 )
 
@@ -39,6 +45,9 @@ py_binary(
     name = "half_plus_two_with_rpop_client",
     srcs = ["half_plus_two_with_rpop_client.py"],
     python_version = "PY3",
+    tags = [
+        "manual",
+    ],
     deps = [
         "//tensorflow_serving/apis:predict_proto_py_pb2",
         "//tensorflow_serving/apis:prediction_service_proto_py_pb2",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 40b3b60538c..74247d9f6d8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -118,6 +118,9 @@ tf_custom_op_py_library(
         ":remote_predict_op_op_lib",
     ],
     srcs_version = "PY2AND3",
+    tags = [
+        "manual",
+    ],
     visibility = ["//tensorflow_serving/experimental/example:__subpackages__"],
     deps = [
         ":gen_remote_predict_op",

From 5830714e4f831e90b54f40e3f0467cac74caa009 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 25 Apr 2023 21:35:08 -0700
Subject: [PATCH 6511/8103] Ignore remote_predict from :all for 2.12 release
 due to upstream TF breakage.

PiperOrigin-RevId: 527153437
---
 WORKSPACE                                                | 9 +++++++++
 .../experimental/tensorflow/ops/remote_predict/WORKSPACE | 0
 2 files changed, 9 insertions(+)
 create mode 100644 tensorflow_serving/experimental/tensorflow/ops/remote_predict/WORKSPACE

diff --git a/WORKSPACE b/WORKSPACE
index 16398cb8b0c..5f1622609c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -1,5 +1,14 @@
 workspace(name = "tf_serving")
 
+# TODO(b/269515133): We temporarily remove remote_predict from our builds for
+# 2.12 due to a breakage caused by
+# github.com/tensorflow/tensorflow/commit/6147c03eb9af1e5d2ae155045b33e909ef96944e
+# This will be removed in a subsequent release.
+local_repository(
+    name = "ignore_remote_predict",
+    path = "tensorflow_serving/experimental/tensorflow/ops/remote_predict/",
+)
+
 # ===== TensorFlow dependency =====
 #
 # TensorFlow is imported here instead of in tf_serving_workspace() because
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/WORKSPACE b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/WORKSPACE
new file mode 100644
index 00000000000..e69de29bb2d

From 257040d4aadc9fac7f7c055d3cf6a958367c956f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Apr 2023 06:03:17 -0700
Subject: [PATCH 6512/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a319293e-1fa6-44a8-8413-ea4d48d9fff7

PiperOrigin-RevId: 527243439
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f1622609c5..489faf8c3a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47edef97c9b23661fd63621d522454f30772ac70a1fb5ff82864e566ef86be78",
-    git_commit = "f3cc513887e06150b6f870c522220dabedc58920",
+    sha256 = "ac1fd426818b9e16f8ff6e8a43c167edf85933b616387af722c6395c505d994c",
+    git_commit = "a2b32d7cdf320165f22572ace77186b09d2bfe1b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 58e82ad77afa7089be8861307132abbb39e6b985 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Apr 2023 12:01:36 -0700
Subject: [PATCH 6513/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/035a56e3-1246-4715-b0be-600ef2fcfac7

PiperOrigin-RevId: 527334448
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 489faf8c3a0..75a1d8ec81b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac1fd426818b9e16f8ff6e8a43c167edf85933b616387af722c6395c505d994c",
-    git_commit = "a2b32d7cdf320165f22572ace77186b09d2bfe1b",
+    sha256 = "9713648b48bbfe3c0df3457b71508b8f1ac3663b764d66103a39be565516d5b3",
+    git_commit = "cb500469bce8ce06ee55067cd4223a06385fce2a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92e0dc772a561c111ee7d84dfe01e95207a6b57f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Apr 2023 18:01:54 -0700
Subject: [PATCH 6514/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85f37c88-16cb-496b-a1a2-2df163af8708

PiperOrigin-RevId: 527427784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75a1d8ec81b..8c9ff35dab0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9713648b48bbfe3c0df3457b71508b8f1ac3663b764d66103a39be565516d5b3",
-    git_commit = "cb500469bce8ce06ee55067cd4223a06385fce2a",
+    sha256 = "4d4f15fa4e52f7c77a1793656f85d260225e2638aee34a9c7625583e0608265c",
+    git_commit = "332077006a5ed7004ee19fbae306768f8f500ca8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 23fa610682d18b07211fbded6163a023d556d327 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 27 Apr 2023 14:18:22 -0700
Subject: [PATCH 6515/8103] Add release notes for tf-serving 2.12.0

PiperOrigin-RevId: 527682032
---
 RELEASE.md | 29 +++++++++++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 54c11537173..8360677b40e 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,32 @@
+# Release 2.12.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* Users of remote_predict_py should stay on v2.11 and avoid v2.12.
+
+## Bug Fixes and Other Changes
+
+* Update TF Serving to Bazel 5.3.0, to match with TF. (commit: cda26f6065753167ac83e3b1aad7485d3d1d6db0)
+* Update TF Text to v2.11.0. (commit: 1624fb20014921eac178318294e3b0c40d583d4e)
+* Add pyclif_proto_library for get_model_metadata and session_service (commit: bedf391e8617cd3b1cf01ac5efd9e2fe8543a6ca)
+* Raise the vlog level about aspired versions (commit: 73746fb3adeb29f8a1f20e154e8480397afd593d)
+* Add PredictStreamed to PredictionLog. It represents a logged stream of PredictRequests and PredictResponses. (commit: 557f68a88d6be9a0f53beeca02a366359d787d4d)
+* Update rules_pkg to 0.7.1. (commit: 2b5ad9a0d0424f285cc5e1a11eaeb5a8a0c89ad2)
+* Track additional metadata for request logs. (commit: e0a3b5f990b9801d21c739dd27b8430c49353d8b)
+* Replace usage of the tsl::Status constructor with a tsl::{error, errors}::Code. (commit: cfb9fb221e3375fe1dee144a70a9a2f4e28b01da)
+* Replace usage of the tsl::Status constructor with a tsl::{error, errors}::Code. (commit: 19345a666becbe2df1d2d6096cae88b9013848ad)
+* Update Dockerfile.devel* with py3.8 installed. (commit: 68d92ff3fdca0641f465cc3ba3858a619c8b82a6)
+* Update TF Text to v2.12.0. (commit: dbe9339b436b2fa20705c8a444230848e771d65b)
+* Stop depend on 'tensorflow-gpu' for tensorflow-serving GPU build on master branch. (commit: 85ff9c06021b47d487807a48a645d1c6ee9f654b)
+* Upgrade cuda from 11.2 to 11.8. (commit: 20f51c91c0c19f1836508bec8ab7764d208f8f7f)
+* Upgrade to decision-forests-1.3.0 and yggdrasil-decision-forests-1.4.0 (commit: 45d157458cbff136666700b6dee5fc7ccfe0dc70)
+* Add tool to send predict (grpc) requests to ModelServer. (commit: 25c51251ed09ec80bf1d8380296649f9e1770e7b)
+* Ignore remote_predict from :all for 2.12 release due to upstream TF breakage. (commit: 5830714e4f831e90b54f40e3f0467cac74caa009)
+
 # Release 2.11.1
 
 ## Major Features and Improvements

From 4b386c71f876c2ec7b0f90d097b41956862ae466 Mon Sep 17 00:00:00 2001
From: Brian Zhao <bmzhao@google.com>
Date: Thu, 27 Apr 2023 21:15:22 -0700
Subject: [PATCH 6516/8103] Update TF Serving pip package protobuf requirements
 to match TF's:
 https://github.com/tensorflow/tensorflow/blob/0db597d0d758aba578783b5bf46c889700a45085/tensorflow/tools/pip_package/setup.py#L107.

PiperOrigin-RevId: 527770509
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index e8480b4c32f..48ac1f56d24 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -63,7 +63,7 @@
     # Match versions to what TF needs here:
     #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
     'grpcio >= 1.24.3, < 2.0',
-    'protobuf >= 3.9.2, < 3.20',
+    'protobuf>=3.20.3,<5.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
 ] + _TF_REQ
 
 setup(

From dc0766022a49e8eca1ad9d7c7ce212a8ee3ea6d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Apr 2023 02:01:42 -0700
Subject: [PATCH 6517/8103] Remove unused TF-DF define from bazelrc.

PiperOrigin-RevId: 527821645
---
 .bazelrc | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 6c11be6c803..085f520ba59 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -73,10 +73,6 @@ build --experimental_cc_shared_library
 # uses TensorFlow for all IO operations.
 build --define=use_tensorflow_io=1
 
-# TensorFlow Decision Forests does not use Absl StatusOr.
-# Reason: The version of Absl included by TensorFlow lacks support for StatusOr.
-build --define no_absl_statusor=1
-
 # TensorFlow Decision Forests does not use Absl concurrency primitives on MacOs.
 # Reason: TensorFlow/ABSL ODR violation (b/214189609) # copybara:strip
 build:macos --define std_synchronization_primitives=1

From 2b4ef1ae5ef3d24bdfa994dc08e840d635c66125 Mon Sep 17 00:00:00 2001
From: Jean-Baptiste Lespiau <jblespiau@google.com>
Date: Fri, 28 Apr 2023 09:01:35 -0700
Subject: [PATCH 6518/8103] Remove usages of `tsl::Status::error_message`.

PiperOrigin-RevId: 527899063
---
 .../batching/batching_session_test.cc         | 12 ++--
 .../core/aspired_versions_manager.cc          | 14 ++---
 tensorflow_serving/core/basic_manager.cc      |  2 +-
 tensorflow_serving/core/basic_manager_test.cc | 18 +++---
 tensorflow_serving/core/caching_manager.cc    |  2 +-
 .../core/loader_harness_test.cc               | 12 ++--
 .../core/request_logger_test.cc               |  4 +-
 tensorflow_serving/core/simple_loader_test.cc |  2 +-
 tensorflow_serving/core/source_adapter.h      |  2 +-
 .../kernels/remote_predict_op_kernel.h        |  2 +-
 .../kernels/remote_predict_op_kernel_test.cc  |  2 +-
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/grpc_status_util.cc         |  9 +--
 .../http_rest_api_handler_test.cc             | 37 ++++++-------
 .../model_servers/http_rest_api_util_test.cc  |  2 +-
 .../model_servers/model_service_impl.cc       |  2 +-
 tensorflow_serving/model_servers/server.cc    |  4 +-
 .../servables/tensorflow/classifier_test.cc   | 12 ++--
 .../tensorflow/multi_inference_helper_test.cc |  2 +-
 .../tensorflow/multi_inference_test.cc        |  2 +-
 .../servables/tensorflow/predict_util_test.cc | 12 ++--
 .../servables/tensorflow/regressor_test.cc    | 12 ++--
 .../tensorflow/saved_model_warmup_util.cc     |  2 +-
 .../servables/tensorflow/tflite_session.cc    |  5 +-
 .../servables/tensorflow/util_test.cc         |  8 +--
 .../file_system_storage_path_source.cc        |  2 +-
 tensorflow_serving/util/json_tensor.cc        |  4 +-
 tensorflow_serving/util/json_tensor_test.cc   | 55 +++++++++----------
 tensorflow_serving/util/retrier_test.cc       |  4 +-
 tensorflow_serving/util/status_util.cc        |  4 +-
 tensorflow_serving/util/status_util_test.cc   |  4 +-
 31 files changed, 127 insertions(+), 128 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 3b02e09fb21..300a2052f34 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -170,7 +170,7 @@ void ExpectError(const string& error_message,
   Status status = session->Run(inputs, output_tensor_names,
                                {} /* target nodes */, &outputs);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(error_message, status.error_message());
+  EXPECT_EQ(error_message, status.message());
 }
 
 // Creates a SignatureDef from a TensorSignature.
@@ -392,7 +392,7 @@ TEST_P(BatchingSessionTest, BatchingWithLargeBatch) {
           auto status =
               batching_session->Run({{"x", input2}}, {"y"}, {}, &output2);
           EXPECT_FALSE(status.ok());
-          EXPECT_THAT(status.error_message(),
+          EXPECT_THAT(status.message(),
                       HasSubstr("Task size 4 is larger than "
                                 "maximum input batch size 3"));
         }));
@@ -840,9 +840,9 @@ TEST_P(BatchingSessionTest,
       schedule_options, batching_session_options, {{"x"}, {"y"}},
       CreateHalfPlusTwoSession(), &batching_session);
   EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), HasSubstr(enable_large_batch_splitting()
-                                                    ? "max_execution_batch_size"
-                                                    : "max_batch_size"));
+  EXPECT_THAT(status.message(), HasSubstr(enable_large_batch_splitting()
+                                              ? "max_execution_batch_size"
+                                              : "max_batch_size"));
 }
 
 TEST_P(BatchingSessionTest, DifferentOrderForInputAndOutputTensors) {
@@ -1003,7 +1003,7 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::RESOURCE_EXHAUSTED, status.code());
     EXPECT_THAT(
-        status.error_message(),
+        status.message(),
         HasSubstr("Run() timeout exceeded while waiting in batching queue"));
     request_returned.Notify();
   };
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 52bbbd0b68b..5be1b41a398 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -235,9 +235,9 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
   const Status validation_status =
       ValidateAspiredVersions(servable_name, versions);
-  DCHECK(validation_status.ok()) << validation_status.error_message();
+  DCHECK(validation_status.ok()) << validation_status.message();
   if (!validation_status.ok()) {
-    LOG(ERROR) << validation_status.error_message();
+    LOG(ERROR) << validation_status.message();
     return;
   }
 
@@ -308,11 +308,11 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
       id.name = std::string(servable_name);
       id.version = version_id.version;
       const Status manage_status = basic_manager_->StopManagingServable(id);
-      DCHECK(manage_status.ok()) << manage_status.error_message();
+      DCHECK(manage_status.ok()) << manage_status.message();
       if (!manage_status.ok()) {
         LOG(ERROR) << "Internal error: Unable to clear errored servable "
-                   << version_id.DebugString() << " from 'basic_manager_': "
-                   << manage_status.error_message();
+                   << version_id.DebugString()
+                   << " from 'basic_manager_': " << manage_status.message();
       }
       should_add = true;
     }
@@ -322,11 +322,11 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
       const Status manage_status =
           basic_manager_->ManageServableWithAdditionalState(
               std::move(version), std::unique_ptr<Aspired>(new Aspired{true}));
-      DCHECK(manage_status.ok()) << manage_status.error_message();
+      DCHECK(manage_status.ok()) << manage_status.message();
       if (!manage_status.ok()) {
         LOG(ERROR) << "Internal error: Unable to transfer servable "
                    << version_id.DebugString()
-                   << " to 'basic_manager_': " << manage_status.error_message();
+                   << " to 'basic_manager_': " << manage_status.message();
       }
     }
   }
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 55799d2106e..7e5b65c4a88 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -732,7 +732,7 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
           strings::StrCat(
               "Error while attempting to reserve resources to load servable ",
               harness->id().DebugString(), ": ",
-              reserve_resources_status.error_message()));
+              reserve_resources_status.message()));
     }
     if (resources_reserved) {
       // Woohoo! We got our resources.
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index a9da046ac50..55d1d95a198 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -595,7 +595,7 @@ TEST_P(BasicManagerTest, OutOfOrderLoadServable) {
   basic_manager_->LoadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::NOT_FOUND, status.code());
-    EXPECT_THAT(status.error_message(), HasSubstr("is not being managed"));
+    EXPECT_THAT(status.message(), HasSubstr("is not being managed"));
   });
 }
 
@@ -609,7 +609,7 @@ TEST_P(BasicManagerTest, MultipleLoadServables) {
   basic_manager_->LoadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
-    EXPECT_THAT(status.error_message(), HasSubstr("Duplicate load request"));
+    EXPECT_THAT(status.message(), HasSubstr("Duplicate load request"));
   });
 }
 
@@ -627,7 +627,7 @@ TEST_P(BasicManagerTest, MultipleUnloadServables) {
   basic_manager_->UnloadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
-    EXPECT_THAT(status.error_message(),
+    EXPECT_THAT(status.message(),
                 HasSubstr("unload already requested/ongoing"));
   });
 }
@@ -637,7 +637,7 @@ TEST_P(BasicManagerTest, UnloadWithoutManage) {
   basic_manager_->UnloadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::NOT_FOUND, status.code());
-    EXPECT_THAT(status.error_message(), HasSubstr("is not being managed"));
+    EXPECT_THAT(status.message(), HasSubstr("is not being managed"));
   });
 }
 
@@ -647,7 +647,7 @@ TEST_P(BasicManagerTest, UnloadWithoutLoad) {
   basic_manager_->UnloadServable(id, [](const Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
-    EXPECT_THAT(status.error_message(), HasSubstr("Servable not loaded"));
+    EXPECT_THAT(status.message(), HasSubstr("Servable not loaded"));
   });
 }
 
@@ -1051,8 +1051,7 @@ TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
     mutex_lock l(status_mu);
     if (!statuses[i].ok()) {
       EXPECT_EQ(error::FAILED_PRECONDITION, statuses[i].code());
-      EXPECT_THAT(statuses[i].error_message(),
-                  HasSubstr("Duplicate load request"));
+      EXPECT_THAT(statuses[i].message(), HasSubstr("Duplicate load request"));
     } else {
       ++num_status_ok;
     }
@@ -1097,10 +1096,9 @@ TEST_P(BasicManagerTest, ConcurrentUnloadsOnlyOneSucceeds) {
       ASSERT_THAT(statuses[i].code(),
                   AnyOf(error::NOT_FOUND, error::FAILED_PRECONDITION));
       if (statuses[i].code() == error::NOT_FOUND) {
-        EXPECT_THAT(statuses[i].error_message(),
-                    HasSubstr("not being managed"));
+        EXPECT_THAT(statuses[i].message(), HasSubstr("not being managed"));
       } else {
-        EXPECT_THAT(statuses[i].error_message(),
+        EXPECT_THAT(statuses[i].message(),
                     HasSubstr("unload already requested/ongoing"));
       }
     } else {
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index a1ce419e06a..310dc84e09c 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -152,7 +152,7 @@ Status CachingManager::LoadServable(
       if (!manage_status.ok()) {
         const string error_msg = strings::StrCat(
             "Internal error: unable to transfer servable to 'basic_manager_': ",
-            manage_status.error_message());
+            manage_status.message());
         DCHECK(false) << error_msg;
         return errors::Internal(error_msg);
       }
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 72d5eb86ec3..a488588e505 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -179,7 +179,7 @@ TEST(LoaderHarnessTest, LoadError) {
           TF_ASSERT_OK(harness.LoadRequested());
           TF_ASSERT_OK(harness.LoadApproved());
           Status status = harness.Load();
-          EXPECT_THAT(status.error_message(), HasSubstr("test load error"));
+          EXPECT_THAT(status.message(), HasSubstr("test load error"));
         }));
   }
   EXPECT_EQ(LoaderHarness::State::kError, harness.state());
@@ -240,7 +240,7 @@ TEST(LoaderHarnessTest, MultipleLoadRequestsOnlyFirstOneSucceeds) {
   const Status second_request_status = harness.LoadRequested();
   EXPECT_FALSE(second_request_status.ok());
   EXPECT_EQ(error::FAILED_PRECONDITION, second_request_status.code());
-  EXPECT_THAT(second_request_status.error_message(),
+  EXPECT_THAT(second_request_status.message(),
               HasSubstr("Duplicate load request"));
 
   EnableDestruction(&harness);
@@ -262,7 +262,7 @@ TEST(LoaderHarnessTest, MultipleUnloadRequestsOnlyFirstOneSucceeds) {
   EXPECT_FALSE(second_status.ok());
   EXPECT_EQ(error::FAILED_PRECONDITION, second_status.code());
   EXPECT_THAT(
-      second_status.error_message(),
+      second_status.message(),
       HasSubstr("Servable not loaded, or unload already requested/ongoing"));
 
   EnableDestruction(&harness);
@@ -302,7 +302,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallyFails) {
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   const Status status = harness.Load();
-  EXPECT_THAT(status.error_message(), HasSubstr("test load error"));
+  EXPECT_THAT(status.message(), HasSubstr("test load error"));
 }
 
 // Tests cancelling load retries.
@@ -325,7 +325,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
         TF_ASSERT_OK(harness.LoadApproved());
         harness.set_cancel_load_retry(true);
         const Status status = harness.Load();
-        EXPECT_THAT(status.error_message(), HasSubstr("test load error"));
+        EXPECT_THAT(status.message(), HasSubstr("test load error"));
       }));
 }
 
@@ -348,7 +348,7 @@ TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
         TF_ASSERT_OK(harness.LoadApproved());
         harness.set_cancel_load_retry(true);
         const Status status = harness.Load();
-        EXPECT_THAT(status.error_message(), HasSubstr("cancelled"));
+        EXPECT_THAT(status.message(), HasSubstr("cancelled"));
       }));
 }
 
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index 7ae858781e4..6cc52eb7da9 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -106,7 +106,7 @@ TEST_F(RequestLoggerTest, ErroringCreateLogMessage) {
   const auto error_status =
       request_logger_->Log(PredictRequest(), PredictResponse(), LogMetadata());
   ASSERT_FALSE(error_status.ok());
-  EXPECT_THAT(error_status.error_message(), HasSubstr("Error"));
+  EXPECT_THAT(error_status.message(), HasSubstr("Error"));
 }
 
 TEST_F(RequestLoggerTest, ErroringCollectMessage) {
@@ -124,7 +124,7 @@ TEST_F(RequestLoggerTest, ErroringCollectMessage) {
   const auto error_status =
       request_logger_->Log(PredictRequest(), PredictResponse(), LogMetadata());
   ASSERT_FALSE(error_status.ok());
-  EXPECT_THAT(error_status.error_message(), HasSubstr("Error"));
+  EXPECT_THAT(error_status.message(), HasSubstr("Error"));
 }
 
 }  // namespace
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index f536bc55cf6..06c4ecf7a61 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -210,7 +210,7 @@ TYPED_TEST(SimpleLoaderTest, LoadError) {
       SimpleLoader<Caller>::EstimateNoResources());
   const Status status = TypeParam::Load(loader.get());
   EXPECT_EQ(error::INVALID_ARGUMENT, status.code());
-  EXPECT_EQ("No way!", status.error_message());
+  EXPECT_EQ("No way!", status.message());
 }
 
 TEST(SimpleLoaderCompatibilityTest, WithoutMetadata) {
diff --git a/tensorflow_serving/core/source_adapter.h b/tensorflow_serving/core/source_adapter.h
index 0eb6c34d36e..d4e92507adb 100644
--- a/tensorflow_serving/core/source_adapter.h
+++ b/tensorflow_serving/core/source_adapter.h
@@ -248,7 +248,7 @@ ErrorInjectingSourceAdapter<InputType, OutputType>::Adapt(
   for (const ServableData<InputType>& version : versions) {
     if (version.status().ok()) {
       LOG(INFO) << "Injecting error for servable " << version.id() << ": "
-                << error_.error_message();
+                << error_.message();
       adapted_versions.emplace_back(
           ServableData<OutputType>{version.id(), error_});
     } else {
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index e803214bb82..beb4b5e9bf2 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -109,7 +109,7 @@ class RemotePredictOp : public AsyncOpKernel {
     OP_REQUIRES_ASYNC(context, rpc_or.ok(),
                       tensorflow::Status(static_cast<tensorflow::errors::Code>(
                                              rpc_or.status().code()),
-                                         rpc_or.status().error_message()),
+                                         rpc_or.status().message()),
                       [&]() {
                         delete request;
                         delete response;
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 1b020e70a3f..50c5097c7b7 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -150,7 +150,7 @@ TEST(RemotePredictTest, TestRpcError) {
       /*model_name=*/MockPredictionService::kBadModel, &outputs);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(error::Code::ABORTED, status.code());
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Aborted"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Aborted"));
 }
 
 TEST(RemotePredictTest, TestRpcErrorReturnStatus) {
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index c4c568990c9..2809e2afb73 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -250,6 +250,7 @@ cc_library(
     hdrs = ["grpc_status_util.h"],
     deps = [
         "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/strings",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/model_servers/grpc_status_util.cc b/tensorflow_serving/model_servers/grpc_status_util.cc
index e2ecc594211..f2513dacf7c 100644
--- a/tensorflow_serving/model_servers/grpc_status_util.cc
+++ b/tensorflow_serving/model_servers/grpc_status_util.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 
 #include "grpcpp/support/status_code_enum.h"
+#include "absl/strings/str_join.h"
 
 namespace tensorflow {
 namespace serving {
@@ -23,11 +24,11 @@ namespace serving {
 ::grpc::Status ToGRPCStatus(const ::tensorflow::Status& status) {
   const int kErrorMessageLimit = 1024;
   string error_message;
-  if (status.error_message().length() > kErrorMessageLimit) {
-    error_message =
-        status.error_message().substr(0, kErrorMessageLimit) + "...TRUNCATED";
+  if (status.message().length() > kErrorMessageLimit) {
+    error_message = absl::StrCat(status.message().substr(0, kErrorMessageLimit),
+                                 "...TRUNCATED");
   } else {
-    error_message = status.error_message();
+    error_message = status.message();
   }
   return ::grpc::Status(static_cast<grpc::StatusCode>(status.code()),
                         error_message);
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index b302bc4af61..b7223343976 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -179,47 +179,47 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Missing model name"));
+  EXPECT_THAT(status.message(), HasSubstr("Missing model name"));
   status = handler_.ProcessRequest("GET", "/v1/models/debug/model_name", "",
                                    &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
                                    &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50:predict",
                                    "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/version/50:regress",
                                    "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/versions/HELLO:regress",
                               "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
       "POST",
@@ -227,30 +227,30 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
                    std::numeric_limits<uint64_t>::max(), ":regress"),
       "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
+  EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
                                    &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/label/some_label:regress",
                               "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
       "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
       &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/versions/some_label:regress",
                                    "", &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Malformed request"));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
@@ -287,22 +287,21 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   status = handler_.ProcessRequest("POST", req_path, "", &headers, &model_name,
                                    &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("JSON Parse error: The document is empty"));
 
   // Badly formatted JSON.
   status = handler_.ProcessRequest("POST", req_path, "instances = [1, 2]",
                                    &headers, &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
-              HasSubstr("JSON Parse error: Invalid value"));
+  EXPECT_THAT(status.message(), HasSubstr("JSON Parse error: Invalid value"));
 
   // Incorrect type.
   status = handler_.ProcessRequest("POST", req_path,
                                    R"({ "instances": ["x", "y"] })", &headers,
                                    &model_name, &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("not of expected type: float"));
+  EXPECT_THAT(status.message(), HasSubstr("not of expected type: float"));
 
   // Nonexistent version label.
   status = handler_.ProcessRequest(
@@ -312,7 +311,7 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
       R"({ "instances": ["x", "y"] })", &headers, &model_name, &method,
       &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("Unrecognized servable version label"));
 
   // Incorrect signature_name type.
diff --git a/tensorflow_serving/model_servers/http_rest_api_util_test.cc b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
index 362b9029cd1..a384a6a371f 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
@@ -208,7 +208,7 @@ TEST_F(HttpRestApiUtilTest, TestParseModelInfoForPost) {
       &model_subresource, &parse_successful);
   EXPECT_TRUE(parse_successful);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Failed to convert version"));
+  EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
   TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models/foo/metadata", &model_name,
                               &model_version, &model_version_label, &method,
                               &model_subresource, &parse_successful));
diff --git a/tensorflow_serving/model_servers/model_service_impl.cc b/tensorflow_serving/model_servers/model_service_impl.cc
index 655808b75cd..563e14f9013 100644
--- a/tensorflow_serving/model_servers/model_service_impl.cc
+++ b/tensorflow_serving/model_servers/model_service_impl.cc
@@ -60,7 +60,7 @@ ::grpc::Status ModelServiceImpl::HandleReloadConfigRequest(
   }
 
   if (!status.ok()) {
-    LOG(ERROR) << "ReloadConfig failed: " << status.error_message();
+    LOG(ERROR) << "ReloadConfig failed: " << status.message();
   }
 
   const StatusProto status_proto = ToStatusProto(status);
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index a72db2c7f0c..b15cd4cacc7 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -162,14 +162,14 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
       ParseProtoTextFile<ModelServerConfig>(config_file_path, &config);
   if (!read_status.ok()) {
     LOG(ERROR) << "Failed to read ModelServerConfig file: "
-               << read_status.error_message();
+               << read_status.message();
     return;
   }
 
   const Status reload_status = server_core_->ReloadConfig(config);
   if (!reload_status.ok()) {
     LOG(ERROR) << "PollFilesystemAndReloadConfig failed to ReloadConfig: "
-               << reload_status.error_message();
+               << reload_status.message();
   }
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index d503528ec38..39a8154c881 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -770,14 +770,14 @@ TEST_P(ClassifierTest, EmptyInput) {
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleList) {
@@ -787,14 +787,14 @@ TEST_P(ClassifierTest, EmptyExampleList) {
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, EmptyExampleListWithContext) {
@@ -806,14 +806,14 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 
   ClassificationResponse response;
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(ClassifierTest, RunsFails) {
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 9dd0100e2fa..6a8d59945f0 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -126,7 +126,7 @@ void ExpectStatusError(const Status& status,
                        const tensorflow::errors::Code expected_code,
                        const string& message_substring) {
   ASSERT_EQ(expected_code, status.code());
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr(message_substring));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
 }
 
 ////////////////////////////////////////////////////////////////////////////////
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index b53eb5ebf93..b808f04a21c 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -141,7 +141,7 @@ void ExpectStatusError(const Status& status,
                        const tensorflow::errors::Code expected_code,
                        const string& message_substring) {
   EXPECT_EQ(expected_code, status.code());
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr(message_substring));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
 }
 
 ////////////////////////////////////////////////////////////////////////////////
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index 6b79cc535c4..419d3e45f25 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -237,9 +237,9 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
             static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               ::testing::HasSubstr("Sent extra: {unknown_key1,unknown_key2}"));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               ::testing::HasSubstr(absl::StrCat("Missing but required: {",
                                                 kInputTensorKey, "}")));
 }
@@ -260,7 +260,7 @@ TEST_F(PredictImplTest, PredictionInvalidTensor) {
   auto status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(
-      status.error_message(),
+      status.message(),
       ::testing::HasSubstr("Expects arg[0] to be float but bool is provided"));
 }
 
@@ -282,7 +282,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   Status status1 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status1.code(),
             static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
-  EXPECT_THAT(status1.error_message(),
+  EXPECT_THAT(status1.message(),
               ::testing::HasSubstr(
                   "output tensor alias not found in signature: output_filter"));
 
@@ -295,7 +295,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   Status status2 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status2.code(),
             static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
-  EXPECT_THAT(status2.error_message(),
+  EXPECT_THAT(status2.message(),
               ::testing::HasSubstr("duplicate output tensor alias: y"));
 }
 
@@ -318,7 +318,7 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
             static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               ::testing::HasSubstr("to be float but string is provided"));
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index b98e9fa198d..6f2b1bdea62 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -420,13 +420,13 @@ TEST_P(RegressorTest, EmptyInput) {
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, EmptyExampleList) {
@@ -435,13 +435,13 @@ TEST_P(RegressorTest, EmptyExampleList) {
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, EmptyExampleListWithContext) {
@@ -453,13 +453,13 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.error_message(), ::testing::HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
 
 TEST_P(RegressorTest, RunsFails) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 21de8cc308f..65495acb724 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -201,7 +201,7 @@ Status RunSavedModelWarmup(
 
   if (errors::IsDataLoss(status)) {
     return errors::DataLoss(
-        status.error_message(),
+        status.message(),
         ". Please verify your warmup data is in TFRecord format.");
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 6aaccba6b2f..abe12b05aa3 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -163,7 +163,7 @@ Status CreateOutputTensors(
     auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
     if (fix_status != OkStatus()) {
       return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
-                              fix_status.error_message());
+                              fix_status.message());
     }
     const int tflite_idx = output_tensor_to_idx.at(tfname);
     TensorShape tf_shape;
@@ -452,8 +452,7 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
       tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
   if (status != OkStatus()) {
     return errors::InvalidArgument(
-        "Invalid SignatureDefs found in TfLite model: ",
-        status.error_message());
+        "Invalid SignatureDefs found in TfLite model: ", status.message());
   }
   const bool has_lite_signature_def = !signature_defs.empty();
 
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 59d0e2dea87..28cf0a45465 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -76,7 +76,7 @@ class InputUtilTest : public ::testing::Test {
 TEST_F(InputUtilTest, Empty_KindNotSet) {
   const Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.error_message(), HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
 
 TEST_F(InputUtilTest, Empty_ExampleList) {
@@ -84,7 +84,7 @@ TEST_F(InputUtilTest, Empty_ExampleList) {
 
   const Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.error_message(), HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
 
 TEST_F(InputUtilTest, Empty_ExampleListWithContext) {
@@ -92,7 +92,7 @@ TEST_F(InputUtilTest, Empty_ExampleListWithContext) {
 
   const Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.error_message(), HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
 
 TEST_F(InputUtilTest, ExampleList) {
@@ -196,7 +196,7 @@ TEST_F(InputUtilTest, ExampleListWithContext_OnlyContext) {
 
   const Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
-  EXPECT_THAT(status.error_message(), HasSubstr("Input is empty"));
+  EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
 
 TEST_F(InputUtilTest, RequestNumExamplesStreamz) {
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index fbe262153dc..d3d5306b634 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -352,7 +352,7 @@ void FileSystemStoragePathSource::SetAspiredVersionsCallback(
     if (!status.ok()) {
       LOG(ERROR) << "FileSystemStoragePathSource encountered a "
                     "filesystem access error: "
-                 << status.error_message();
+                 << status.message();
     }
   };
 
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 896493ead58..e3749ae060f 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -1071,12 +1071,12 @@ Status MakeJsonFromRegressionResult(const RegressionResult& result,
 
 void MakeJsonFromStatus(const tensorflow::Status& status, string* json) {
   if (status.ok()) return;
-  const string& error_message = status.error_message();
+  absl::string_view error_message = status.message();
   rapidjson::StringBuffer buffer;
   rapidjson::PrettyWriter<rapidjson::StringBuffer> writer(buffer);
   writer.StartObject();
   writer.Key(kErrorResponseKey);
-  writer.String(error_message.c_str(), error_message.size());
+  writer.String(error_message.data(), error_message.size());
   writer.EndObject();
   json->append(buffer.GetString());
 }
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index c16b442ed7e..b8145986c57 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -612,7 +612,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
   Status status;
   status = FillPredictRequestFromJson("", getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("document is empty"));
+  EXPECT_THAT(status.message(), HasSubstr("document is empty"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -621,7 +621,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("must be a string value"));
+  EXPECT_THAT(status.message(), HasSubstr("must be a string value"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -630,7 +630,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Not formatted correctly"));
+  EXPECT_THAT(status.message(), HasSubstr("Not formatted correctly"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -638,7 +638,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Expecting tensor size"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting tensor size"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -646,7 +646,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -654,7 +654,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   status = FillPredictRequestFromJson(R"(
     {
@@ -662,7 +662,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("not of expected type"));
+  EXPECT_THAT(status.message(), HasSubstr("not of expected type"));
 }
 
 TEST(JsontensorTest, MultipleNamedTensorErrors) {
@@ -693,7 +693,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Expecting shape"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   // Different size/length across int_tensor instances.
   req.Clear();
@@ -712,7 +712,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Expecting tensor size"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting tensor size"));
 
   // Mix of object and value/list in "instances" list.
   // First element is an object. Rest are expected to be objects too.
@@ -733,8 +733,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
-              HasSubstr("Expecting object but got list"));
+  EXPECT_THAT(status.message(), HasSubstr("Expecting object but got list"));
 
   // Mix of object and value/list in "instances" list.
   // First element is a list. Rest are expected to be list too.
@@ -753,7 +752,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
     })",
                                       getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("Expecting value/list but got object"));
 }
 
@@ -944,7 +943,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("empty tensor map"));
+  EXPECT_THAT(status.message(), HasSubstr("empty tensor map"));
 
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
     dtype: DT_COMPLEX64
@@ -958,7 +957,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("tensor type: complex64"));
+  EXPECT_THAT(status.message(), HasSubstr("tensor type: complex64"));
 
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
     dtype: DT_INT32
@@ -968,7 +967,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("no shape information"));
+  EXPECT_THAT(status.message(), HasSubstr("no shape information"));
 }
 
 TEST(JsontensorTest, FromJsonMultipleNamedTensors) {
@@ -1110,7 +1109,7 @@ TEST(JsontensorTest, FromJsonMultipleNamedTensorsErrors) {
   const auto& status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("inconsistent batch size"));
+  EXPECT_THAT(status.message(), HasSubstr("inconsistent batch size"));
 }
 
 TEST(JsontensorTest, FromJsonSingleZeroBatchTensor) {
@@ -1184,7 +1183,7 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensorsErrors) {
   const auto& status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("inconsistent batch size"));
+  EXPECT_THAT(status.message(), HasSubstr("inconsistent batch size"));
 }
 
 template <typename RequestType>
@@ -1414,7 +1413,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                                   &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("'signature_name' key must be a string"));
 
   req.Clear();
@@ -1424,7 +1423,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Example must be JSON object"));
+  EXPECT_THAT(status.message(), HasSubstr("Example must be JSON object"));
 
   req.Clear();
   status = this->FillRequest(R"(
@@ -1433,7 +1432,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("list/array"));
+  EXPECT_THAT(status.message(), HasSubstr("list/array"));
 
   req.Clear();
   status = this->FillRequest(R"(
@@ -1442,7 +1441,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Example must be JSON object"));
+  EXPECT_THAT(status.message(), HasSubstr("Example must be JSON object"));
 
   req.Clear();
   status = this->FillRequest(R"(
@@ -1451,7 +1450,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Null"));
 
   req.Clear();
@@ -1461,7 +1460,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("feature: names expecting type: int64"));
 
   req.Clear();
@@ -1471,7 +1470,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Object"));
 
   req.Clear();
@@ -1481,7 +1480,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(),
+  EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Array"));
 
   req.Clear();
@@ -1491,7 +1490,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
     })",
                              &req);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("Only int64_t is supported"));
+  EXPECT_THAT(status.message(), HasSubstr("Only int64_t is supported"));
 }
 
 TEST(ClassifyRegressnResultTest, JsonFromClassificationResult) {
@@ -1554,11 +1553,11 @@ TEST(ClassifyRegressnResultTest, JsonFromResultErrors) {
   string json;
   auto status = MakeJsonFromClassificationResult(ClassificationResult(), &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("empty ClassificationResults"));
+  EXPECT_THAT(status.message(), HasSubstr("empty ClassificationResults"));
 
   status = MakeJsonFromRegressionResult(RegressionResult(), &json);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
-  EXPECT_THAT(status.error_message(), HasSubstr("empty RegressionResults"));
+  EXPECT_THAT(status.message(), HasSubstr("empty RegressionResults"));
 }
 
 TEST(MakeJsonFromTensors, StatusOK) {
diff --git a/tensorflow_serving/util/retrier_test.cc b/tensorflow_serving/util/retrier_test.cc
index a3f9ebf3421..26c9754846f 100644
--- a/tensorflow_serving/util/retrier_test.cc
+++ b/tensorflow_serving/util/retrier_test.cc
@@ -52,7 +52,7 @@ TEST(RetrierTest, RetryFinallyFails) {
 
   const auto status = Retry("RetryFinallyFails", 1 /* max_num_retries */,
                             0 /* retry_interval_micros */, retried_fn);
-  EXPECT_THAT(status.error_message(), HasSubstr("Error"));
+  EXPECT_THAT(status.message(), HasSubstr("Error"));
 }
 
 TEST(RetrierTest, RetryCancelled) {
@@ -64,7 +64,7 @@ TEST(RetrierTest, RetryCancelled) {
   const auto status = Retry("RetryCancelled", 10 /* max_num_retries */,
                             0 /* retry_interval_micros */, retried_fn,
                             []() { return true; } /* cancelled */);
-  EXPECT_THAT(status.error_message(), HasSubstr("Error"));
+  EXPECT_THAT(status.message(), HasSubstr("Error"));
   EXPECT_EQ(1, call_count);
 }
 
diff --git a/tensorflow_serving/util/status_util.cc b/tensorflow_serving/util/status_util.cc
index dce847d7315..60458e6438f 100644
--- a/tensorflow_serving/util/status_util.cc
+++ b/tensorflow_serving/util/status_util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/status_util.h"
 
+#include <string>
+
 namespace tensorflow {
 namespace serving {
 
@@ -23,7 +25,7 @@ StatusProto ToStatusProto(const Status& status) {
   status_proto.set_error_code(
       static_cast<tensorflow::error::Code>(status.code()));
   if (!status.ok()) {
-    status_proto.set_error_message(status.error_message());
+    status_proto.set_error_message(std::string(status.message()));
   }
   return status_proto;
 }
diff --git a/tensorflow_serving/util/status_util_test.cc b/tensorflow_serving/util/status_util_test.cc
index 91c2bb832fd..dbfc7b8b859 100644
--- a/tensorflow_serving/util/status_util_test.cc
+++ b/tensorflow_serving/util/status_util_test.cc
@@ -43,7 +43,7 @@ TEST(StatusUtilTest, ConvertsErrorStatusProtoToStatus) {
   status_proto.set_error_message("already exists error message");
   Status status = FromStatusProto(status_proto);
   EXPECT_EQ(tensorflow::error::ALREADY_EXISTS, status.code());
-  EXPECT_EQ("already exists error message", status.error_message());
+  EXPECT_EQ("already exists error message", status.message());
 }
 
 TEST(StatusUtilTest, ConvertsOkStatusProtoToStatus) {
@@ -51,7 +51,7 @@ TEST(StatusUtilTest, ConvertsOkStatusProtoToStatus) {
   status_proto.set_error_code(tensorflow::error::OK);
   Status status = FromStatusProto(status_proto);
   EXPECT_EQ(tensorflow::error::OK, status.code());
-  EXPECT_EQ("", status.error_message());
+  EXPECT_EQ("", status.message());
 }
 
 }  // namespace

From 19c3e66306722c44ddc7fc6dd2b4c59373640c95 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 1 May 2023 16:55:51 -0700
Subject: [PATCH 6519/8103] Add release notes for tf-serving 2.12.1

PiperOrigin-RevId: 528612016
---
 RELEASE.md | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 8360677b40e..516d235d367 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,5 +1,24 @@
+# Release 2.12.1
+
+* This is a re-release of 2.12.0 (that was marked as bad). Please use this instead.
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* Users of remote_predict_py should stay on v2.11 and avoid v2.12.
+
+## Bug Fixes and Other Changes
+
+* Update TF Serving pip package protobuf requirements to match [TF's](https://github.com/tensorflow/tensorflow/blob/0db597d0d758aba578783b5bf46c889700a45085/tensorflow/tools/pip_package/setup.py#L107). (commit: 24028778d11bf67992d481ff573de171c396119b)
+* Update version for 2.12.1 release. (#2139) (commit: bd203faa888dd5ce90f21e3ee9af92dbc90b8a25)
+
 # Release 2.12.0
 
+* **NOTE:** 2.12.0 has been identified as bad release. Please use 2.12.1 or later instead.
+
 ## Major Features and Improvements
 
 * No major features or improvements.

From 07b0882570a040aeb4a74a01ec5c81ecd6383afc Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Wed, 3 May 2023 12:09:51 -0700
Subject: [PATCH 6520/8103] Fix tests broken by the new defaults info in
 SignatureDef.

PiperOrigin-RevId: 529159287
---
 ...odel_half_plus_two_2_versions_metadata.json | 18 ++++++++++++------
 1 file changed, 12 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json
index 7fea6552dc1..805baa609c6 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_2_versions_metadata.json
@@ -46,7 +46,8 @@
        "name": "y3:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     },
     "serving_default": {
      "inputs": {
@@ -87,7 +88,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "classify_x_to_y": {
      "inputs": {
@@ -119,7 +121,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/classify"
+     "method_name": "tensorflow/serving/classify",
+     "defaults": {}
     },
     "classify_x2_to_y3": {
      "inputs": {
@@ -160,7 +163,8 @@
        "name": "y3:0"
       }
      },
-     "method_name": "tensorflow/serving/classify"
+     "method_name": "tensorflow/serving/classify",
+     "defaults": {}
     },
     "regress_x_to_y2": {
      "inputs": {
@@ -192,7 +196,8 @@
        "name": "y2:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     },
     "regress_x_to_y": {
      "inputs": {
@@ -224,7 +229,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     }
    }
   }

From 65b13b76083adfa7b694b5378e3f91a5088e62b8 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Thu, 4 May 2023 16:10:32 -0700
Subject: [PATCH 6521/8103] Fix remaining tests broken by the new defaults info
 in SignatureDef.

PiperOrigin-RevId: 529541267
---
 .../testdata/half_plus_two_model_metadata.json | 15 ++++++++++-----
 ..._half_plus_two_tf2_2_versions_metadata.json | 18 ++++++++++++------
 2 files changed, 22 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
index 89f1b64c32b..36a3b0736ee 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
+++ b/tensorflow_serving/servables/tensorflow/testdata/half_plus_two_model_metadata.json
@@ -46,7 +46,8 @@
        "name": "y3:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     },
     "serving_default": {
      "inputs": {
@@ -87,7 +88,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "classify_x_to_y": {
      "inputs": {
@@ -119,7 +121,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/classify"
+     "method_name": "tensorflow/serving/classify",
+     "defaults": {}
     },
     "regress_x_to_y2": {
      "inputs": {
@@ -151,7 +154,8 @@
        "name": "y2:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     },
     "regress_x_to_y": {
      "inputs": {
@@ -183,7 +187,8 @@
        "name": "y:0"
       }
      },
-     "method_name": "tensorflow/serving/regress"
+     "method_name": "tensorflow/serving/regress",
+     "defaults": {}
     }
    }
   }
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
index b7ea7986acb..6ef08929cff 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_2_versions_metadata.json
@@ -42,7 +42,8 @@
        "name": "StatefulPartitionedCall_3:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "regress_x_to_y2": {
      "inputs": {
@@ -79,7 +80,8 @@
        "name": "StatefulPartitionedCall_4:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "classify_x_to_y": {
      "inputs": {
@@ -116,7 +118,8 @@
        "name": "StatefulPartitionedCall_1:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "serving_default": {
      "inputs": {
@@ -149,7 +152,8 @@
        "name": "StatefulPartitionedCall_5:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "regress_x2_to_y3": {
      "inputs": {
@@ -182,7 +186,8 @@
        "name": "StatefulPartitionedCall_2:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "classify_x2_to_y3": {
      "inputs": {
@@ -215,7 +220,8 @@
        "name": "StatefulPartitionedCall:0"
       }
      },
-     "method_name": "tensorflow/serving/predict"
+     "method_name": "tensorflow/serving/predict",
+     "defaults": {}
     },
     "__saved_model_init_op": {
      "inputs": {},

From a85461300e0e6a4b589e809bb7390ea4f17796bd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ila=C3=AF=20Deutel?= <idtl@google.com>
Date: Mon, 8 May 2023 10:42:53 -0700
Subject: [PATCH 6522/8103] Deprecate oss_or_google.bzl, move macros to
 serving.bzl

PiperOrigin-RevId: 530345613
---
 .../model_servers/test_util/BUILD             |  3 +-
 tensorflow_serving/oss_or_google.bzl          | 38 -------------------
 tensorflow_serving/servables/tensorflow/BUILD |  3 +-
 tensorflow_serving/serving.bzl                | 28 ++++++++++++++
 tensorflow_serving/session_bundle/BUILD       |  2 +-
 tensorflow_serving/session_bundle/oss/BUILD   |  2 +-
 6 files changed, 32 insertions(+), 44 deletions(-)
 delete mode 100644 tensorflow_serving/oss_or_google.bzl

diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index d351500feae..0fef8d12ae1 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,7 +1,6 @@
 # Description: Model Server test utility
 
-load("//tensorflow_serving:oss_or_google.bzl", "if_google")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "if_google", "serving_proto_library")
 
 package(
     default_visibility = [
diff --git a/tensorflow_serving/oss_or_google.bzl b/tensorflow_serving/oss_or_google.bzl
deleted file mode 100644
index 7e348f17266..00000000000
--- a/tensorflow_serving/oss_or_google.bzl
+++ /dev/null
@@ -1,38 +0,0 @@
-"""
-Module for build utilities to distiguish different build environment.
-"""
-
-# Whether the compilation environment is open source environment.
-is_oss = True
-
-# Helper build function.
-# Returns the input if is_oss is true.
-# Returns empty list otherwise.
-def if_oss(a):
-    if is_oss:
-        return a
-    else:
-        return []
-
-# Helper build function.
-# Returns the input if is_oss is false.
-# Returns empty list otherwise.
-def if_google(a):
-    if is_oss:
-        return []
-    else:
-        return a
-
-# cc_test that is only run in open source environment.
-def oss_only_cc_test(name, srcs = [], deps = [], data = [], size = "medium", linkstatic = 0):
-    if is_oss:
-        return native.cc_test(
-            name = name,
-            deps = deps,
-            srcs = srcs,
-            data = data,
-            size = size,
-            linkstatic = linkstatic,
-        )
-    else:
-        return None
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 2ba2226af9e..be0e0082e7e 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,7 +1,6 @@
 # Description: TensorFlow servables.
 
-load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
+load("//tensorflow_serving:serving.bzl", "if_google", "if_oss", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = [
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index 76eb704a9e1..a9ea5bbf3f0 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,6 +1,23 @@
 load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
 load("@org_tensorflow//tensorflow/tsl/platform/default:build_config.bzl", "py_proto_library")
 
+def if_oss(oss_value):
+    """Returns oss_value if in OSS build env.
+
+    Specifically, it does not return a `select`, and can be used to e.g.
+    compute elements of list attributes.
+    """
+    return oss_value
+
+def if_google(
+        google_value):  # @unused
+    """Returns google_value if in Google build env.
+
+    Specifically, it does not return a `select`, and can be used to e.g.
+    compute elements of list attributes.
+    """
+    return []
+
 def serving_proto_library(
         name,
         srcs = [],
@@ -60,3 +77,14 @@ def serving_tensorflow_proto_dep(dep):
     """Rename for deps onto tensorflow protos in serving_proto_library targets.
     """
     return "{}_cc".format(dep)
+
+def oss_only_cc_test(name, srcs = [], deps = [], data = [], size = "medium", linkstatic = 0):
+    """cc_test that is only run in open source environment."""
+    return native.cc_test(
+        name = name,
+        deps = deps,
+        srcs = srcs,
+        data = data,
+        size = size,
+        linkstatic = linkstatic,
+    )
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 75491965cb6..7b0d041a5c2 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -1,4 +1,4 @@
-load("//tensorflow_serving:oss_or_google.bzl", "if_google", "if_oss")
+load("//tensorflow_serving:serving.bzl", "if_google", "if_oss")
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 02becf99fb5..73036c4aa03 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -1,5 +1,5 @@
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
-load("//tensorflow_serving:oss_or_google.bzl", "oss_only_cc_test")
+load("//tensorflow_serving:serving.bzl", "oss_only_cc_test")
 
 licenses(["notice"])
 

From 3b5b99c4bc5915c8646571fe4e42afddef0467f6 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 9 May 2023 10:17:52 -0700
Subject: [PATCH 6523/8103] Interal change.

PiperOrigin-RevId: 530645269
---
 tensorflow_serving/workspace.bzl              |  2 +
 .../tf_decision_forests.patch                 | 24 +++++++++
 third_party/tf_text/tftext.patch              | 51 +++++++++++++++++++
 3 files changed, 77 insertions(+)
 create mode 100644 third_party/tf_decision_forests/tf_decision_forests.patch

diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index c7e6c18550c..de1203a7123 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -110,6 +110,8 @@ def tf_serving_workspace():
         sha256 = "86686bcb03bcf280cf739159fe4c285c667500a332292701259e636f5e1ec110",
         strip_prefix = "decision-forests-1.3.0",
         url = "https://github.com/tensorflow/decision-forests/archive/refs/tags/1.3.0.zip",
+        patches = ["@//third_party/tf_decision_forests:tf_decision_forests.patch"],
+        patch_args = ["-p1"],
     )
 
     http_archive(
diff --git a/third_party/tf_decision_forests/tf_decision_forests.patch b/third_party/tf_decision_forests/tf_decision_forests.patch
new file mode 100644
index 00000000000..96f8a0b6fc6
--- /dev/null
+++ b/third_party/tf_decision_forests/tf_decision_forests.patch
@@ -0,0 +1,24 @@
+diff --git a/tensorflow_decision_forests/tensorflow/ops/inference/kernel.cc b/tensorflow_decision_forests/tensorflow/ops/inference/kernel.cc
+index 77d8b58..fdfd781 100644
+--- a/tensorflow_decision_forests/tensorflow/ops/inference/kernel.cc
++++ b/tensorflow_decision_forests/tensorflow/ops/inference/kernel.cc
+@@ -59,6 +59,7 @@
+ #include "absl/strings/substitute.h"
+ #include "tensorflow/core/framework/op_kernel.h"
+ #include "tensorflow/core/framework/resource_mgr.h"
++#include "tensorflow/core/public/version.h"
+ #include "yggdrasil_decision_forests/dataset/data_spec.h"
+ #include "yggdrasil_decision_forests/dataset/data_spec.pb.h"
+ #include "yggdrasil_decision_forests/model/abstract_model.h"
+@@ -1350,7 +1351,11 @@ class SimpleMLInferenceOp : public OpKernel {
+     if (!lookup_status.ok()) {
+       return tf::Status(
+           lookup_status.code(),
++#if TF_GRAPH_DEF_VERSION < 1467
+           absl::StrCat(lookup_status.error_message(),
++#else
++          absl::StrCat(lookup_status.message(),
++#endif
+                        ". This error caused the simpleML model not to be "
+                        "available for inference. This error is likely due to "
+                        "the \"LoadModel*\" not having been run before."));
diff --git a/third_party/tf_text/tftext.patch b/third_party/tf_text/tftext.patch
index 10a3788ef7e..fbc1e7f0287 100644
--- a/third_party/tf_text/tftext.patch
+++ b/third_party/tf_text/tftext.patch
@@ -87,3 +87,54 @@ index 65430ca..e8584fb 100644
          ] + oss_deps,
      })
      native.cc_library(
+diff --git a/tensorflow_text/core/kernels/wordpiece_kernel.cc b/tensorflow_text/core/kernels/wordpiece_kernel.cc
+index 013a35f..0c20d3e 100644
+--- a/tensorflow_text/core/kernels/wordpiece_kernel.cc
++++ b/tensorflow_text/core/kernels/wordpiece_kernel.cc
+@@ -27,6 +27,7 @@
+ #include "tensorflow/core/lib/core/threadpool.h"
+ #include "tensorflow/core/lib/io/path.h"
+ #include "tensorflow/core/platform/logging.h"
++#include "tensorflow/core/public/version.h"
+ #include "tensorflow_text/core/kernels/wordpiece_tokenizer.h"
+ 
+ namespace tensorflow {
+@@ -159,7 +160,16 @@ LookupStatus LookupTableVocab::Contains(const absl::string_view key,
+   keys.flat<tstring>()(0) = tstring(key.data(), key.size());
+   Tensor values(DT_INT64, TensorShape({1}));
+   auto status = table_->Find(ctx_, keys, &values, default_value_);
+-  if (!status.ok()) return LookupStatus(status.error_message());
++  if (!status.ok()) {
++// On April 2023, there is not yet an official release of Tensorflow which
++// includes `message().` One will need to wait for the release following 2.12.0.
++// The code can be updated to just be the else branch after such release exists.
++#if TF_GRAPH_DEF_VERSION < 1467
++    return LookupStatus(std::string(status.error_message()));
++#else
++    return LookupStatus(std::string(status.message()));
++#endif
++  }
+ 
+   if (static_cast<int64>(values.flat<int64>()(0)) != kOutOfVocabValue) {
+     *value = true;
+diff --git a/tensorflow_text/core/kernels/wordpiece_tokenizer.h b/tensorflow_text/core/kernels/wordpiece_tokenizer.h
+index d1def5b..c888aeb 100644
+--- a/tensorflow_text/core/kernels/wordpiece_tokenizer.h
++++ b/tensorflow_text/core/kernels/wordpiece_tokenizer.h
+@@ -16,6 +16,7 @@
+ #define TENSORFLOW_TEXT_CORE_KERNELS_WORDPIECE_TOKENIZER_H_
+ 
+ #include <string>
++#include <utility>
+ #include <vector>
+ 
+ #include "absl/strings/string_view.h"
+@@ -25,7 +26,7 @@ namespace text {
+ 
+ struct LookupStatus {
+   LookupStatus() : error_msg(""), success(true) {}
+-  LookupStatus(const std::string& msg) : error_msg(msg), success(false) {}
++  LookupStatus(std::string msg) : error_msg(std::move(msg)), success(false) {}
+   std::string error_msg;
+   bool success;
+ 

From 75da213051aa1ddc8ce5f3fbeaa047f7e01ee0a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 May 2023 18:01:38 -0700
Subject: [PATCH 6524/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5d6e19c-8e15-4bf9-ab96-adcc11cd0530

PiperOrigin-RevId: 530763816
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c9ff35dab0..4670f32510e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d4f15fa4e52f7c77a1793656f85d260225e2638aee34a9c7625583e0608265c",
-    git_commit = "332077006a5ed7004ee19fbae306768f8f500ca8",
+    sha256 = "c046a9fa816c92ef9210fb0e644afbef44050dc27a034e35c99ff10235454f0e",
+    git_commit = "8a59e285a82a75a9070b5efc78939392ca43b9de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2909e57a34cb12c4598fb619c9b6b28f62b674d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 May 2023 00:01:45 -0700
Subject: [PATCH 6525/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68092ded-ae81-43cf-bde8-451ecacdefff

PiperOrigin-RevId: 530822741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4670f32510e..a7eb114810a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c046a9fa816c92ef9210fb0e644afbef44050dc27a034e35c99ff10235454f0e",
-    git_commit = "8a59e285a82a75a9070b5efc78939392ca43b9de",
+    sha256 = "635805bb6c290a15347f4e76a565cf81e70ea5f8dee6f360248b5a4924cacee4",
+    git_commit = "82797522f4b6a0f86b33fd7d3f8891d77770e547",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb3698ef5c81db12cd67088c09eaa4a2dc027db3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 May 2023 02:44:11 -0700
Subject: [PATCH 6526/8103] Add a conditional any_invocable dependency to YDF
 to allow building with latest Tensorflow

PiperOrigin-RevId: 530854335
---
 .bazelrc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index 085f520ba59..483eace0cfb 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -73,6 +73,10 @@ build --experimental_cc_shared_library
 # uses TensorFlow for all IO operations.
 build --define=use_tensorflow_io=1
 
+# TensorFlow Decision Forests need absl::anyInvocable support for new versions 
+# of Tensorflow.
+build --define use_absl_anyinvocable=1
+
 # TensorFlow Decision Forests does not use Absl concurrency primitives on MacOs.
 # Reason: TensorFlow/ABSL ODR violation (b/214189609) # copybara:strip
 build:macos --define std_synchronization_primitives=1

From a8af6d24e7ab7a125aae28b0ae72527b3dbce6af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 May 2023 09:19:40 -0700
Subject: [PATCH 6527/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5bf8518f-b1a7-47a6-b0c9-8fc70ab81dc6

PiperOrigin-RevId: 530927179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7eb114810a..0de5d5cd10a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "635805bb6c290a15347f4e76a565cf81e70ea5f8dee6f360248b5a4924cacee4",
-    git_commit = "82797522f4b6a0f86b33fd7d3f8891d77770e547",
+    sha256 = "0b1ac072040266b86283e689a41f1e29f379d15d999806316abb4efc0f297689",
+    git_commit = "5a06771ea43a1574a3f9a1a5673b339aa4076f6f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 83a5ca85fde87b6f59145bbdac77c15d0450922f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 May 2023 12:01:55 -0700
Subject: [PATCH 6528/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5be673ab-13d6-414e-9f47-ac118366599f

PiperOrigin-RevId: 530969970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0de5d5cd10a..13acfd52898 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b1ac072040266b86283e689a41f1e29f379d15d999806316abb4efc0f297689",
-    git_commit = "5a06771ea43a1574a3f9a1a5673b339aa4076f6f",
+    sha256 = "4c4c770d5866926d5dacecb42865fc7644d01027f8b15f1a91b1d66cb966926c",
+    git_commit = "a183c4e51aa2e1bb38725b92d3d8f521da7166d1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1c85d224ab7785fc425d360097b099a8bc796e69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 May 2023 18:01:45 -0700
Subject: [PATCH 6529/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58a68e39-846b-492d-9698-fec53c4a5fdb

PiperOrigin-RevId: 531055632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13acfd52898..cc366faf5fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4c4c770d5866926d5dacecb42865fc7644d01027f8b15f1a91b1d66cb966926c",
-    git_commit = "a183c4e51aa2e1bb38725b92d3d8f521da7166d1",
+    sha256 = "c9b98ed56ed2fbdca7fe730af3a2196af982219c90b9c7d3853f5f85e1aa7862",
+    git_commit = "91df8fe26922bcdb24d34dc4a51a5470516415db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e013a020e90e82685f665ef450a4821d0fc439b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 May 2023 00:02:01 -0700
Subject: [PATCH 6530/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c950ae7-3194-4a3b-b6e1-971c89ac5aa5

PiperOrigin-RevId: 531116508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc366faf5fc..3c393d91310 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9b98ed56ed2fbdca7fe730af3a2196af982219c90b9c7d3853f5f85e1aa7862",
-    git_commit = "91df8fe26922bcdb24d34dc4a51a5470516415db",
+    sha256 = "e213ab1a1392f98ba6af68faf2f406e978d7cd1603d539c8b08d3c517d573a44",
+    git_commit = "8713d2b62dd1d010d923569a4d1573c7049bae71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e8c98209410adbd8b62cc2ce93d0c38d1b7b800f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 May 2023 06:02:28 -0700
Subject: [PATCH 6531/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a594d74c-14ef-463b-81e9-4bfae4872130

PiperOrigin-RevId: 531179444
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c393d91310..4994c1558b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e213ab1a1392f98ba6af68faf2f406e978d7cd1603d539c8b08d3c517d573a44",
-    git_commit = "8713d2b62dd1d010d923569a4d1573c7049bae71",
+    sha256 = "3e94c0cd3440b946c039277f939b038dabcde2bb34e30dc9bf00a8558e4945fe",
+    git_commit = "d4b87a0330ffbd09295a37c462361e595d56060b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e8c1f07d0f30c05e293e1181af83598c09e362c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 May 2023 12:02:08 -0700
Subject: [PATCH 6532/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8203181d-3ce4-45a1-b6a6-3b51748780e3

PiperOrigin-RevId: 531268805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4994c1558b0..b5a4ccde1ec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e94c0cd3440b946c039277f939b038dabcde2bb34e30dc9bf00a8558e4945fe",
-    git_commit = "d4b87a0330ffbd09295a37c462361e595d56060b",
+    sha256 = "c8e2ba8435809fda712bf9e80f569eab589a193116faed971c835bd9f285a0ec",
+    git_commit = "3599ec42c2b01cd86234d2d92dea896278470c6b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c85ab18ab5708de5879a65fbbef1c6a975bff77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 May 2023 18:01:58 -0700
Subject: [PATCH 6533/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c775270-9363-4fec-a02b-08454fa626ed

PiperOrigin-RevId: 531357294
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5a4ccde1ec..26b569444bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8e2ba8435809fda712bf9e80f569eab589a193116faed971c835bd9f285a0ec",
-    git_commit = "3599ec42c2b01cd86234d2d92dea896278470c6b",
+    sha256 = "8a31fa8d9f4b00e8b93e2fc28b0dad3484ca391c0ecd48d4edab374c1371bbb5",
+    git_commit = "282799b79bbe4102bf8af4b65e80b5afab19b0eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9742f32adbe9e194bc544ddf0c38767c5cabb28f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 May 2023 00:02:02 -0700
Subject: [PATCH 6534/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/015e5391-b126-4ea9-b816-bba3ec665b20

PiperOrigin-RevId: 531420702
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26b569444bc..532833046c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a31fa8d9f4b00e8b93e2fc28b0dad3484ca391c0ecd48d4edab374c1371bbb5",
-    git_commit = "282799b79bbe4102bf8af4b65e80b5afab19b0eb",
+    sha256 = "9d93f6aa52fab791994b9483b2a416301ae64add2595d188781bdcd1f34cb557",
+    git_commit = "5feae8002a7ee57d8a53bef197bd9b3bc521ad87",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1e15a36071ade7b46308ea2bf411c27e63f62fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 May 2023 06:02:02 -0700
Subject: [PATCH 6535/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8300e0cb-677e-446e-8ee7-561926b72bd0

PiperOrigin-RevId: 531484534
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 532833046c5..ca22a04b539 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d93f6aa52fab791994b9483b2a416301ae64add2595d188781bdcd1f34cb557",
-    git_commit = "5feae8002a7ee57d8a53bef197bd9b3bc521ad87",
+    sha256 = "70eeb0b038592971eed7bdbf09b420054d36068c2c46542ef0b058c4a5d88a1b",
+    git_commit = "346d57e0ef2dac1d0e03e266033fcd7ec5a080fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97e34e5b32810a90786aa6257b62594da51c3d72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 May 2023 12:02:59 -0700
Subject: [PATCH 6536/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf64f464-fc64-4b83-8804-e75cb22e045d

PiperOrigin-RevId: 531568659
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca22a04b539..ab311693dfa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70eeb0b038592971eed7bdbf09b420054d36068c2c46542ef0b058c4a5d88a1b",
-    git_commit = "346d57e0ef2dac1d0e03e266033fcd7ec5a080fc",
+    sha256 = "d63b6df7c90e6a90d9c238c0d2e18e3299185810f8fa85aa29e95fb0158eb292",
+    git_commit = "6935c8f706dde1906e388b3142906c92cdcc36db",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0fa435cc24527c239ce95b1792223bd0e33760a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 May 2023 18:01:40 -0700
Subject: [PATCH 6537/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aed84a9a-509f-47e0-a9af-0d2991d4104f

PiperOrigin-RevId: 531647910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab311693dfa..c694f29e893 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d63b6df7c90e6a90d9c238c0d2e18e3299185810f8fa85aa29e95fb0158eb292",
-    git_commit = "6935c8f706dde1906e388b3142906c92cdcc36db",
+    sha256 = "caf5dbf55b50cf0c6f719a5da0de042a3b6c017c66c4a0b74072ef551f10b385",
+    git_commit = "2730461734510708b75295fc1c4216871730f5de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b848ef8e2ac99f113eafab20f5e4e3468c3d4fca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 May 2023 00:02:27 -0700
Subject: [PATCH 6538/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ad79895-4c67-4f4f-b31a-108011545083

PiperOrigin-RevId: 531699843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c694f29e893..be0943f0aab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "caf5dbf55b50cf0c6f719a5da0de042a3b6c017c66c4a0b74072ef551f10b385",
-    git_commit = "2730461734510708b75295fc1c4216871730f5de",
+    sha256 = "1dfc632a4cb09372443ae23d51d3554f30a44a89f72477f237c14c8a6e499384",
+    git_commit = "42bb83c776c72ae785a827720a3d914be6e2b1c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 678c7431cb316df1714bf6585c9cd6f27b328670 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 May 2023 06:01:52 -0700
Subject: [PATCH 6539/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c3982c7-0e98-40da-a244-18d1fb3b4069

PiperOrigin-RevId: 531740985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be0943f0aab..13b44523d4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dfc632a4cb09372443ae23d51d3554f30a44a89f72477f237c14c8a6e499384",
-    git_commit = "42bb83c776c72ae785a827720a3d914be6e2b1c2",
+    sha256 = "96271edae8eb661e91ca0240806e1bbf67e83d473804b82d1e533cb560462ac4",
+    git_commit = "f5a2712ebe82a4e84c1befd1defc1c527fa67d0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04f0737adc93696f69051287030fae90551dde66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 May 2023 18:02:17 -0700
Subject: [PATCH 6540/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/079c506d-1528-4e6f-be49-32207477fda0

PiperOrigin-RevId: 531810305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13b44523d4e..c991d6c50e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96271edae8eb661e91ca0240806e1bbf67e83d473804b82d1e533cb560462ac4",
-    git_commit = "f5a2712ebe82a4e84c1befd1defc1c527fa67d0d",
+    sha256 = "fa31827b78a53a7113fa3632e3e715883ccebd06f0474bf43529891a9a3dbd08",
+    git_commit = "852f109317b44b264023f9dba24b1adf27b951aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1586d3aeccf05057dee9fe1daa1ac303de97f1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 May 2023 06:01:50 -0700
Subject: [PATCH 6541/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df509835-03cb-497f-9471-773219a87d09

PiperOrigin-RevId: 531891411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c991d6c50e9..497f08b7636 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fa31827b78a53a7113fa3632e3e715883ccebd06f0474bf43529891a9a3dbd08",
-    git_commit = "852f109317b44b264023f9dba24b1adf27b951aa",
+    sha256 = "49295f3eea57561f88617ef6504d5af8274ee85f821fea6078330fee4088a963",
+    git_commit = "494e0694d4470329bee88b14f32409953a289eae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b9961cd137693cab930876e015981d7d4aab08d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 May 2023 00:01:46 -0700
Subject: [PATCH 6542/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/81c6bea8-556b-409a-857f-98c171c5dc57

PiperOrigin-RevId: 532014756
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 497f08b7636..1ea48048650 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49295f3eea57561f88617ef6504d5af8274ee85f821fea6078330fee4088a963",
-    git_commit = "494e0694d4470329bee88b14f32409953a289eae",
+    sha256 = "b449438f73448f21f453f2039c0d1dbd13436dbce85982bb2e73eabef3416005",
+    git_commit = "07913c4ab4984116a08b5464114b889aa22a365e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10c51e04dc7c4cfbc05a0d7aff729c75eb26fa02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 May 2023 06:01:57 -0700
Subject: [PATCH 6543/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e4ae1958-10e4-41ae-a354-e3cc317e4f7c

PiperOrigin-RevId: 532085301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ea48048650..7f4125ca07b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b449438f73448f21f453f2039c0d1dbd13436dbce85982bb2e73eabef3416005",
-    git_commit = "07913c4ab4984116a08b5464114b889aa22a365e",
+    sha256 = "7ad06054ed76aebdd225530a356c63db52c7a18ab6eccf231dda59d218aafc27",
+    git_commit = "edd215a7d0292ea5cf1fc85aab345da1e5e6ef71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0bb5d5be226d2e580b7651319eaa435c004323e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 May 2023 12:01:54 -0700
Subject: [PATCH 6544/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88cb9f14-375d-4c3e-8e03-980ffa1eed15

PiperOrigin-RevId: 532182812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f4125ca07b..212afda219b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ad06054ed76aebdd225530a356c63db52c7a18ab6eccf231dda59d218aafc27",
-    git_commit = "edd215a7d0292ea5cf1fc85aab345da1e5e6ef71",
+    sha256 = "b8f9546f406a41aade6a6de40994fa627fcbe8c7a6ce0a5bff200784f1935fcb",
+    git_commit = "6baf1a28a68e27cd067e509244dcbc0feb644130",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d43ccdacc9894e66fb943599d9fdd61ab3f59f8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 May 2023 18:01:49 -0700
Subject: [PATCH 6545/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d372229-797c-493c-a6e0-227b32834d04

PiperOrigin-RevId: 532284336
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 212afda219b..705987d0e33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8f9546f406a41aade6a6de40994fa627fcbe8c7a6ce0a5bff200784f1935fcb",
-    git_commit = "6baf1a28a68e27cd067e509244dcbc0feb644130",
+    sha256 = "e9e79db32ce057e401c74c8e8618a7fa6de19125ae1706940a7c199be90a0c68",
+    git_commit = "e16f0155d376173a4c1be0c727a34bcf716eda30",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b25c81775a0a8e61f5c4810f92ef71cd8a1ca2ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 May 2023 00:01:53 -0700
Subject: [PATCH 6546/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7260e310-b682-4380-87dd-8916e47e229d

PiperOrigin-RevId: 532352899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 705987d0e33..c01898518bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9e79db32ce057e401c74c8e8618a7fa6de19125ae1706940a7c199be90a0c68",
-    git_commit = "e16f0155d376173a4c1be0c727a34bcf716eda30",
+    sha256 = "6c06eff60b068d48591d0d6cba293fcb0e2c206af340b116fc660eb45715ba34",
+    git_commit = "400d5af0c9cc5a03e27a1d8e6ec0ab413a85012b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 440dc506cf3555ab84a44690dc18e729953bc167 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 May 2023 06:02:52 -0700
Subject: [PATCH 6547/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cdb9cabc-f3a3-4db3-ba4e-019c39764d7a

PiperOrigin-RevId: 532431634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c01898518bd..c058ff1e9ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c06eff60b068d48591d0d6cba293fcb0e2c206af340b116fc660eb45715ba34",
-    git_commit = "400d5af0c9cc5a03e27a1d8e6ec0ab413a85012b",
+    sha256 = "127e8915b8baaa300a0a287057fc77020a38f7c33077956eebbe940bc90f08a9",
+    git_commit = "c7328cfcc9ee437f6d2f30c66775cfb894bb24b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 85d6c729b53fffa0800d6f684f5d14121749fc13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 May 2023 12:01:50 -0700
Subject: [PATCH 6548/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3139b89-7e1a-4b22-bc98-c7f1a680b134

PiperOrigin-RevId: 532531778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c058ff1e9ad..ae09a704e27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "127e8915b8baaa300a0a287057fc77020a38f7c33077956eebbe940bc90f08a9",
-    git_commit = "c7328cfcc9ee437f6d2f30c66775cfb894bb24b9",
+    sha256 = "9a981be761baf3346e360509153bbf9e8be4adbdc7eab5d0c7e965c4c5bc4542",
+    git_commit = "a791567b433ce131dd2382021c1b5e3a6e8e3a4a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9e1395b5b10d376b0c3bc2a1030af1190ad999ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 May 2023 18:01:55 -0700
Subject: [PATCH 6549/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2cfe1cdc-ff5a-407f-8b75-98fa8e361bf8

PiperOrigin-RevId: 532628333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae09a704e27..4bfb545e965 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9a981be761baf3346e360509153bbf9e8be4adbdc7eab5d0c7e965c4c5bc4542",
-    git_commit = "a791567b433ce131dd2382021c1b5e3a6e8e3a4a",
+    sha256 = "e64e23262a6881d0bfac0ddf89b5e5c59170c0a915dfcd793afd07ac3a134124",
+    git_commit = "eccc765511e08d727be0a15157550f6a330dbea4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1c3433bcb86da89f64d592f327687750889c0422 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 May 2023 00:01:46 -0700
Subject: [PATCH 6550/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/408d0492-9f45-4856-996a-709b2bef38f9

PiperOrigin-RevId: 532693870
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bfb545e965..b03eadda192 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e64e23262a6881d0bfac0ddf89b5e5c59170c0a915dfcd793afd07ac3a134124",
-    git_commit = "eccc765511e08d727be0a15157550f6a330dbea4",
+    sha256 = "61982b722feb5909b47c11aa85965829f4d074351f334fe32b749f53557cea75",
+    git_commit = "73bf85b95d8fbfef69761d85a4185272959595ed",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7899aa316c6cb011b63c4776e616c4ba427c3368 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 May 2023 06:02:40 -0700
Subject: [PATCH 6551/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/37917133-d3c6-46a8-9339-a559534a600a

PiperOrigin-RevId: 532762784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b03eadda192..7d7a6966c70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61982b722feb5909b47c11aa85965829f4d074351f334fe32b749f53557cea75",
-    git_commit = "73bf85b95d8fbfef69761d85a4185272959595ed",
+    sha256 = "17caa1c100e6f6ae416326359b027ddaa3bbcf6bd2b2ab8510d6cfb7193c447b",
+    git_commit = "f4f3cf6aa617293c23a65be1028ab4dac91e4924",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From acf5c094f249bfef859d3585b5999b91ec013152 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 May 2023 12:01:43 -0700
Subject: [PATCH 6552/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b51fd07-cc9b-482b-8819-c678af82214a

PiperOrigin-RevId: 532862258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d7a6966c70..d40a387719c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17caa1c100e6f6ae416326359b027ddaa3bbcf6bd2b2ab8510d6cfb7193c447b",
-    git_commit = "f4f3cf6aa617293c23a65be1028ab4dac91e4924",
+    sha256 = "3cd615fc7b769edfece550421a98519cc3d4f02254a059eef8fa8b9f87e021f8",
+    git_commit = "41f97f63e1a3ac0cd0e71777e5943b7f1828efa3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1a5f446cd6e91d156924b90c901be6f738727408 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 May 2023 18:01:51 -0700
Subject: [PATCH 6553/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/327171ed-6e4d-476d-ad2b-ffa1065e6393

PiperOrigin-RevId: 532969414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d40a387719c..cab284ee153 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cd615fc7b769edfece550421a98519cc3d4f02254a059eef8fa8b9f87e021f8",
-    git_commit = "41f97f63e1a3ac0cd0e71777e5943b7f1828efa3",
+    sha256 = "692451a5cd318d4a912b832d0a37d5dd1e91643c7050b28b4f4aa6c0fd92d719",
+    git_commit = "8ff6e800e02c0cd3146adf60a0d0c6f0b1181d98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f27f122c8b6792b2740c6384f687e4cfbf069342 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 May 2023 00:01:51 -0700
Subject: [PATCH 6554/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7045586f-7c67-4d04-9202-e59dcdd7b148

PiperOrigin-RevId: 533036167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cab284ee153..3a9e0498b82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "692451a5cd318d4a912b832d0a37d5dd1e91643c7050b28b4f4aa6c0fd92d719",
-    git_commit = "8ff6e800e02c0cd3146adf60a0d0c6f0b1181d98",
+    sha256 = "f7cd2281ea482877578fded54de13ee04829b360e0c27de1a760e16c09b11ded",
+    git_commit = "4d38daffb961a97044931663114b832aed54eb53",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c413b5eb07d57bfb36749e15b70f8f1842e1f041 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 May 2023 06:02:09 -0700
Subject: [PATCH 6555/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce160402-6954-4324-92c3-b06a7eab84e6

PiperOrigin-RevId: 533101284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a9e0498b82..26c46bafcb0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7cd2281ea482877578fded54de13ee04829b360e0c27de1a760e16c09b11ded",
-    git_commit = "4d38daffb961a97044931663114b832aed54eb53",
+    sha256 = "1fc149dbe9d50f8be508e90426c96ad3922bc3ab3cfb3af2955cfa5227eea72e",
+    git_commit = "dc87f347700510a7a773b3a6c1b6c9c4d5ae99e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86ea296b64dfb31c3a397cfb8e902891e6e9ff87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 May 2023 12:01:50 -0700
Subject: [PATCH 6556/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/519e4d1e-e018-4dd4-b135-f75077ec455e

PiperOrigin-RevId: 533205376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26c46bafcb0..3fdd4c4f66e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fc149dbe9d50f8be508e90426c96ad3922bc3ab3cfb3af2955cfa5227eea72e",
-    git_commit = "dc87f347700510a7a773b3a6c1b6c9c4d5ae99e4",
+    sha256 = "4bb077a5460b85a69dc7413ebe6f9c9ca44e5e0e4bf25fde4f9bdbc5076700bb",
+    git_commit = "99075149ee813ae92ae6d0b5e2bd86e78b179dc9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8a5580ef1a91a5c782ce16f28efab637f489d89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 18 May 2023 18:01:59 -0700
Subject: [PATCH 6557/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f709bc8c-2ff7-4704-abb5-a3353135c182

PiperOrigin-RevId: 533304680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3fdd4c4f66e..330b1b31fd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bb077a5460b85a69dc7413ebe6f9c9ca44e5e0e4bf25fde4f9bdbc5076700bb",
-    git_commit = "99075149ee813ae92ae6d0b5e2bd86e78b179dc9",
+    sha256 = "249733f2271450ace7e180dd78ca53c8eb3c53096382b32772ee073c906cdf4b",
+    git_commit = "7e12e619df1e38b7b123e08b7d1335ec6051c978",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c2fd5e946fc82b62661cdcc971c942385339cf9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 May 2023 00:01:47 -0700
Subject: [PATCH 6558/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/829cf15a-fefe-46ff-83cd-3d3c72290754

PiperOrigin-RevId: 533371065
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 330b1b31fd7..afa30c1b823 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "249733f2271450ace7e180dd78ca53c8eb3c53096382b32772ee073c906cdf4b",
-    git_commit = "7e12e619df1e38b7b123e08b7d1335ec6051c978",
+    sha256 = "b52c37d0ec015594e42537d78d83511a07bf109ef51889a361c6ba01923feac0",
+    git_commit = "941a89c8036f1eb246f0c7ade50c9b4ef061b638",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 706ad417b4f980b376d50b6b399a82193d6d8cca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 May 2023 06:01:53 -0700
Subject: [PATCH 6559/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/081181e4-e65c-4873-9b97-3ee19075edd7

PiperOrigin-RevId: 533433385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afa30c1b823..7ad464b3a09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b52c37d0ec015594e42537d78d83511a07bf109ef51889a361c6ba01923feac0",
-    git_commit = "941a89c8036f1eb246f0c7ade50c9b4ef061b638",
+    sha256 = "0ed9d5bc942151030ace65385cfa978a07efad6c4a61f9980a086d702f0d989b",
+    git_commit = "82e7f41576ef28e51d8762b728495f1753e10ac9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 90c385a666b6cb1d7ff520e081d5fcea254c368a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 May 2023 12:02:23 -0700
Subject: [PATCH 6560/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/663c963e-230a-43b4-a645-5f6e48ca20e6

PiperOrigin-RevId: 533516057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ad464b3a09..53cf541e0b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ed9d5bc942151030ace65385cfa978a07efad6c4a61f9980a086d702f0d989b",
-    git_commit = "82e7f41576ef28e51d8762b728495f1753e10ac9",
+    sha256 = "c57f649aeedbb48dabad00075101335fcc634ee38436da696ef2cf7f4d81231f",
+    git_commit = "ed05a2e743d0256ffb6806cb0cff923f2aed339f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5679a7dc483bf31f10a3cf2975ac798d083ea2b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 May 2023 18:01:58 -0700
Subject: [PATCH 6561/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be231eb0-3879-435d-994b-1e8d28359313

PiperOrigin-RevId: 533595751
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53cf541e0b9..2cb84c3fc5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c57f649aeedbb48dabad00075101335fcc634ee38436da696ef2cf7f4d81231f",
-    git_commit = "ed05a2e743d0256ffb6806cb0cff923f2aed339f",
+    sha256 = "252ff0c510e6e177c802910d81ef89c1f38250b209a16cb665a6a3c6ce84ec9d",
+    git_commit = "e88ac3ede6e7d6fddd18dc2de0e335fdcb7808dc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a7a9554ae877c0ad97a6460602564a678f398b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 May 2023 00:02:14 -0700
Subject: [PATCH 6562/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d74626ca-6c2b-4835-a31c-3076c055fc99

PiperOrigin-RevId: 533652174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cb84c3fc5b..d622538e1da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "252ff0c510e6e177c802910d81ef89c1f38250b209a16cb665a6a3c6ce84ec9d",
-    git_commit = "e88ac3ede6e7d6fddd18dc2de0e335fdcb7808dc",
+    sha256 = "75ccabaaf58fe00e7b632c8e35dacee39f2ef6d8f18caa5040c225b0204cf6c3",
+    git_commit = "e33c39ca3541a8f27d3f6e0b59ae83dfdce5d384",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7db811b4a5b94ace6465294e0cafc62f0fdeb4d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 May 2023 06:02:11 -0700
Subject: [PATCH 6563/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9565a1be-2ca6-4ff6-9f58-c59579b1b564

PiperOrigin-RevId: 533693167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d622538e1da..a051e24dd18 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75ccabaaf58fe00e7b632c8e35dacee39f2ef6d8f18caa5040c225b0204cf6c3",
-    git_commit = "e33c39ca3541a8f27d3f6e0b59ae83dfdce5d384",
+    sha256 = "6ac928c0b1b298ba583022bd850992658a1c9ff2160723a87f5609abda2f20a1",
+    git_commit = "31fd26428cb0facdc182904c7d13ad7978758165",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 983ee0553daec9ae18951790524d5ebeabea909b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 May 2023 18:01:45 -0700
Subject: [PATCH 6564/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d85e108-147a-4fe8-be09-fa5d1dc93aa3

PiperOrigin-RevId: 533761252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a051e24dd18..5273e9f0e80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ac928c0b1b298ba583022bd850992658a1c9ff2160723a87f5609abda2f20a1",
-    git_commit = "31fd26428cb0facdc182904c7d13ad7978758165",
+    sha256 = "bb41cf5280ae16e812db4be78b2646ba66b06397080ced6a02ac09a96ad0a367",
+    git_commit = "07a9e9d09ddbaeb1efbcd03e74897f559c58903a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a37fa6ed1436e0094ecc4d443fbf2f02bb5ee1ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 May 2023 00:02:04 -0700
Subject: [PATCH 6565/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/adf1e72d-17c5-4a67-b804-311037846774

PiperOrigin-RevId: 533808842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5273e9f0e80..b7e9da41060 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb41cf5280ae16e812db4be78b2646ba66b06397080ced6a02ac09a96ad0a367",
-    git_commit = "07a9e9d09ddbaeb1efbcd03e74897f559c58903a",
+    sha256 = "100c877419cbfdf4883caaa688db2dbc436fbd144d6182b9daa07594d13ad892",
+    git_commit = "553e5885e8f1cdc2c8a86d618ccb9f8c8c902156",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 374845cd96b358486f06cf62d1b25051464f9292 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 May 2023 12:02:31 -0700
Subject: [PATCH 6566/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bff1dbaa-cc7b-4f04-9e15-5156a8eee115

PiperOrigin-RevId: 534140491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7e9da41060..cf5b83ada61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "100c877419cbfdf4883caaa688db2dbc436fbd144d6182b9daa07594d13ad892",
-    git_commit = "553e5885e8f1cdc2c8a86d618ccb9f8c8c902156",
+    sha256 = "b5a7d579c75efc70cc75b64b4d7538681d14b6c4b3034c3df7aa28aaa034692d",
+    git_commit = "b1e3572712053f382851de521813fced775d9735",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8b250d10241fd9386bc9cbb3a95a854f801f0163 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 May 2023 18:01:49 -0700
Subject: [PATCH 6567/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4aa9ab4d-60e9-4435-84ff-88230a6062ab

PiperOrigin-RevId: 534242959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf5b83ada61..0ac9b2a3c0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5a7d579c75efc70cc75b64b4d7538681d14b6c4b3034c3df7aa28aaa034692d",
-    git_commit = "b1e3572712053f382851de521813fced775d9735",
+    sha256 = "3ff085147ac9fbac0d7c7fdbcf0ace3a05645ac8ec7fea8d7a7fae2584e228d9",
+    git_commit = "cb1c74d285c934cddad94bfbcac76b2d96762a4b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c9a6471d67e2ccd6002716bc5f1d6afaf177c1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 May 2023 00:01:46 -0700
Subject: [PATCH 6568/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5674a21-4486-42e8-b013-f838bcfffc46

PiperOrigin-RevId: 534320275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ac9b2a3c0c..ad2f7675899 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ff085147ac9fbac0d7c7fdbcf0ace3a05645ac8ec7fea8d7a7fae2584e228d9",
-    git_commit = "cb1c74d285c934cddad94bfbcac76b2d96762a4b",
+    sha256 = "f163a93f13d25a80c42ceb35ba82b2c4f1bf292dddc65e0cef392304b4c3b627",
+    git_commit = "ab0715b1cb2d9ed3e755594e9539df255540711b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 160a4557b397e343058b60d68c70b0409aeb9537 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 May 2023 06:02:21 -0700
Subject: [PATCH 6569/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/500a4172-4d51-4704-8e93-b1688c709dea

PiperOrigin-RevId: 534396062
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad2f7675899..984eb476e68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f163a93f13d25a80c42ceb35ba82b2c4f1bf292dddc65e0cef392304b4c3b627",
-    git_commit = "ab0715b1cb2d9ed3e755594e9539df255540711b",
+    sha256 = "0b3b0d690cd9a1a7f86ca25a20e555003e03f38fe214c1b5f8f8d2562eda7b17",
+    git_commit = "11a2ae58cac8af07a3c79ccaa74dffaf3d589f94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b717add18f23a0ccdfbc11eefcde7ff843a41de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 May 2023 12:01:59 -0700
Subject: [PATCH 6570/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5226590b-8050-4d56-9376-a3beeec337dc

PiperOrigin-RevId: 534508893
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 984eb476e68..f686956c57b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b3b0d690cd9a1a7f86ca25a20e555003e03f38fe214c1b5f8f8d2562eda7b17",
-    git_commit = "11a2ae58cac8af07a3c79ccaa74dffaf3d589f94",
+    sha256 = "c87a2d447e184aeed43ddc48c6c0f4433c61992f6b34c0bdd1c3b72242ad460b",
+    git_commit = "14162c56216a6e8243892604163fb218e9fec9cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dcf214e6170f4ff334e11ac20fd5faa993262a22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 May 2023 18:02:12 -0700
Subject: [PATCH 6571/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74bf315c-3f08-4c4f-a90f-116eba2c35ea

PiperOrigin-RevId: 534624515
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f686956c57b..904e5fb5687 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c87a2d447e184aeed43ddc48c6c0f4433c61992f6b34c0bdd1c3b72242ad460b",
-    git_commit = "14162c56216a6e8243892604163fb218e9fec9cd",
+    sha256 = "5cb5045c8f6794cecf7cb179aec7e5aced85b548afdcbedde1e747b68df4abb2",
+    git_commit = "df707a0c7a3ed897c4787a03d71013be8c4f917c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 879087edd2e61dfecff20a512c9feb6f36c17715 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 May 2023 00:01:57 -0700
Subject: [PATCH 6572/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22501080-b3ea-4e22-ba7e-5645ea77d6a0

PiperOrigin-RevId: 534713178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 904e5fb5687..ff359add8bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cb5045c8f6794cecf7cb179aec7e5aced85b548afdcbedde1e747b68df4abb2",
-    git_commit = "df707a0c7a3ed897c4787a03d71013be8c4f917c",
+    sha256 = "1cf0f37ff26202cf46f2c3d3446c7b339b31dc2981042e1b900d8f560e4cf04d",
+    git_commit = "5b28bede32e91be78f81246ff1027ab6c144ce5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d5fee060f555aeb2d08098ce3b3908008f8657d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 May 2023 06:01:49 -0700
Subject: [PATCH 6573/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a7535a9-a13d-44d5-9f97-36767ccbf3fb

PiperOrigin-RevId: 534804681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff359add8bd..268f2bccc83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf0f37ff26202cf46f2c3d3446c7b339b31dc2981042e1b900d8f560e4cf04d",
-    git_commit = "5b28bede32e91be78f81246ff1027ab6c144ce5e",
+    sha256 = "ffff64e79fa87cc4136d3a90dd7bd5df9e56fb4e17827d4a6e900f0e8bc0bf64",
+    git_commit = "33e2430fc6ec242c20178b70f2568474971d0425",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a4f3b8b2dd2812879d81cb81a398f473ffafaff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 May 2023 12:03:15 -0700
Subject: [PATCH 6574/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2d2a6d02-74ac-495c-a772-1f1900768a1d

PiperOrigin-RevId: 534932095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 268f2bccc83..4174b3301f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffff64e79fa87cc4136d3a90dd7bd5df9e56fb4e17827d4a6e900f0e8bc0bf64",
-    git_commit = "33e2430fc6ec242c20178b70f2568474971d0425",
+    sha256 = "b299919ea5e8b951d59abc0c3bc96d18a44843fca1fc8c4aa5cb9ee49840e558",
+    git_commit = "8122e6ef058fda0dd50b9fce8474de1e8c93b05c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b3d8979d8f115903dfc816bd53461846cc80f5a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 May 2023 18:01:52 -0700
Subject: [PATCH 6575/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ae73a86-5e34-4d6e-b1e7-084f6d0e31d5

PiperOrigin-RevId: 535047242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4174b3301f5..27eb2385fd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b299919ea5e8b951d59abc0c3bc96d18a44843fca1fc8c4aa5cb9ee49840e558",
-    git_commit = "8122e6ef058fda0dd50b9fce8474de1e8c93b05c",
+    sha256 = "b4aed7010fe796804b1603b6c3975116e93a139cf299b88ac0634fb4f76124df",
+    git_commit = "ceb2b69e29a09baab58def0d72d86c2f7a62e7f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fde0b390cdd78ade988710304a3d3c30992d4cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 May 2023 00:01:49 -0700
Subject: [PATCH 6576/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5fab98b-33d2-4edf-a82c-872078e52c0b

PiperOrigin-RevId: 535136268
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27eb2385fd5..bbf75b15f37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4aed7010fe796804b1603b6c3975116e93a139cf299b88ac0634fb4f76124df",
-    git_commit = "ceb2b69e29a09baab58def0d72d86c2f7a62e7f9",
+    sha256 = "6029195f4fe2ebd6eeb4a94a8223cd156761beb2fd5a790a3ced1d6fda967639",
+    git_commit = "28ecd88bfed5b6e80afa0508769c6f826a7a1229",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3ba41180fda106b8992beaafc60b9432a605a48f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 May 2023 06:02:33 -0700
Subject: [PATCH 6577/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a199d2a-7304-4431-8d40-c848e78582c0

PiperOrigin-RevId: 535227806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bbf75b15f37..f14a26cba88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6029195f4fe2ebd6eeb4a94a8223cd156761beb2fd5a790a3ced1d6fda967639",
-    git_commit = "28ecd88bfed5b6e80afa0508769c6f826a7a1229",
+    sha256 = "1f2fec6e0317c4f03a5e1c9a88db4a716b2e5e7a7bab0e927a96e67c857daddf",
+    git_commit = "b61ea50ca1a20d5096f8bab89fd481e9231cced3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62badd2558c792639778d2c517593efbbf26d172 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 25 May 2023 09:32:47 -0700
Subject: [PATCH 6578/8103] Internal change.

PiperOrigin-RevId: 535284064
---
 .../tensorflow/saved_model_bundle_factory.cc       |  2 +-
 .../tensorflow/session_bundle_config.proto         |  5 +++++
 .../session_bundle/oss/session_bundle_util.cc      | 14 ++++++++++++++
 .../session_bundle/session_bundle_util.h           | 14 ++++++++++++++
 4 files changed, 34 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index ec060130519..5aba3e3551d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -142,7 +142,7 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
-        bundle->get()));
+        config_.enable_saved_model_config(), bundle->get()));
   }
   if (config_.remove_unused_fields_from_bundle_metagraph()) {
     // Save memory by removing fields in MetaGraphDef proto message stored
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index d02f29d64cb..9e78370ce24 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -121,6 +121,11 @@ message SessionBundleConfig {
   // used if batching is enabled (i.e. `batching_parameters` message above
   // is set).
   bool enable_per_model_batching_params = 789;
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION
+  //
+  // Enable overriding model configs via assets.extra/saved_model_config.pb.
+  bool enable_saved_model_config = 790;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index 11f2698f31a..d5fb88887f2 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -44,6 +44,20 @@ Status ConvertSessionBundleToSavedModelBundle(
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
+Status LoadSessionBundleOrSavedModelBundle(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const string& export_dir, const std::unordered_set<string>& tags,
+    bool maybe_load_saved_model_config, SavedModelBundle* bundle,
+    bool* is_session_bundle) {
+  if (maybe_load_saved_model_config) {
+    return errors::Unimplemented(
+        "Saved model config functionality is not implemented.");
+  }
+  return LoadSessionBundleOrSavedModelBundle(session_options, run_options,
+                                             export_dir, tags, bundle,
+                                             is_session_bundle);
+}
+
 Status LoadSessionBundleOrSavedModelBundle(
     const SessionOptions& session_options, const RunOptions& run_options,
     const string& export_dir, const std::unordered_set<string>& tags,
diff --git a/tensorflow_serving/session_bundle/session_bundle_util.h b/tensorflow_serving/session_bundle/session_bundle_util.h
index 36187eb7218..c91281f34e5 100644
--- a/tensorflow_serving/session_bundle/session_bundle_util.h
+++ b/tensorflow_serving/session_bundle/session_bundle_util.h
@@ -44,6 +44,20 @@ Status LoadSessionBundleOrSavedModelBundle(
     const string& export_dir, const std::unordered_set<string>& tags,
     SavedModelBundle* bundle, bool* is_session_bundle = nullptr);
 
+// Loads a SavedModel from either a session-bundle path or a SavedModel bundle
+// path. If `is_session_bundle` is not a nullptr, sets it to `true` iff
+// SavedModel was up-converted and loaded from a SessionBundle.
+// `is_session_bundle` value should not be used if error is returned. If
+// `maybe_load_saved_model_config` is set and
+// {export_dir}/assets.extra/saved_model_config.pb exists, the configs defined
+// in saved_model_config.pb will override associated values specified in
+// `session_options`.
+Status LoadSessionBundleOrSavedModelBundle(
+    const SessionOptions& session_options, const RunOptions& run_options,
+    const string& export_dir, const std::unordered_set<string>& tags,
+    bool maybe_load_saved_model_config, SavedModelBundle* bundle,
+    bool* is_session_bundle = nullptr);
+
 // Interface from session_bundle.h
 
 // Similar to the LoadSessionBundleFromPath(), but also allows the session run

From c5397314eed733107948d1a28a8de34569222642 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 May 2023 12:02:10 -0700
Subject: [PATCH 6579/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c27afcf3-f14a-4319-91c6-ff170b0533e8

PiperOrigin-RevId: 535334993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f14a26cba88..401e6c8e137 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f2fec6e0317c4f03a5e1c9a88db4a716b2e5e7a7bab0e927a96e67c857daddf",
-    git_commit = "b61ea50ca1a20d5096f8bab89fd481e9231cced3",
+    sha256 = "77ff634e9da01560e51c4979750297ae2ca41e97ed1c730aa01c3d16b7540d62",
+    git_commit = "3150a68849eddb431586129d183601fa9b9b6a24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d2b274f09d247f49c43ab3dae44d8b31ce53a556 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 May 2023 18:01:45 -0700
Subject: [PATCH 6580/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6083584-8f85-4c86-b55c-bc2463f15807

PiperOrigin-RevId: 535451410
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 401e6c8e137..a352287885c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77ff634e9da01560e51c4979750297ae2ca41e97ed1c730aa01c3d16b7540d62",
-    git_commit = "3150a68849eddb431586129d183601fa9b9b6a24",
+    sha256 = "d1a2b786dc378ed3c3ba37014f166f812926403d8d633ac4337f62236034e578",
+    git_commit = "2e20761d25e27297576d39638231004fad9a2d96",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 804f52073b2e24e7d57cc9c10becfc502ad3170a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 May 2023 00:01:53 -0700
Subject: [PATCH 6581/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd149df5-fdc5-4f64-97cf-ff15db582b35

PiperOrigin-RevId: 535529318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a352287885c..176b8b26140 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d1a2b786dc378ed3c3ba37014f166f812926403d8d633ac4337f62236034e578",
-    git_commit = "2e20761d25e27297576d39638231004fad9a2d96",
+    sha256 = "bb680d67710333b6c6343a7172203a76d822973b921f0d0b03078742acf56007",
+    git_commit = "41787b24b31fc99d8082cc612c40f53fdde03f1c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4432eac982306a1b475f0e9a492adce550f57bcb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 May 2023 06:02:19 -0700
Subject: [PATCH 6582/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c43e2619-218e-46d9-9ac3-58f6523ea1e3

PiperOrigin-RevId: 535596851
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 176b8b26140..f1c834d769d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb680d67710333b6c6343a7172203a76d822973b921f0d0b03078742acf56007",
-    git_commit = "41787b24b31fc99d8082cc612c40f53fdde03f1c",
+    sha256 = "0d33ddfa1f51400fa549cf2eca6565ae6ec8580c5f58ad60250725559c88b07c",
+    git_commit = "d37fda11945d290f86b85a39f28bbddbbd0f6bee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6623fe587207fc91615cd7214ff56bad32574b0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 May 2023 12:02:21 -0700
Subject: [PATCH 6583/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6189fdff-d335-4f4a-9d63-d1a01d7fe733

PiperOrigin-RevId: 535679522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f1c834d769d..e4197eb3783 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d33ddfa1f51400fa549cf2eca6565ae6ec8580c5f58ad60250725559c88b07c",
-    git_commit = "d37fda11945d290f86b85a39f28bbddbbd0f6bee",
+    sha256 = "658779873ef1a483d007cad0f7c9abdf7e8aec769ae9b3f87bfe2300357f77da",
+    git_commit = "79ba16eff7b016e30711b02f31e8ecaa0f489b7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1ae333bc7f0436ed0225d3aa1865512a945560f Mon Sep 17 00:00:00 2001
From: Brian Wieder <bwieder@google.com>
Date: Wed, 7 Jun 2023 16:41:52 -0700
Subject: [PATCH 6584/8103] Internal Code Change

PiperOrigin-RevId: 538626430
---
 .../experimental/tensorflow/ops/remote_predict/BUILD            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 74247d9f6d8..745e154cf4e 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -124,7 +124,7 @@ tf_custom_op_py_library(
     visibility = ["//tensorflow_serving/experimental/example:__subpackages__"],
     deps = [
         ":gen_remote_predict_op",
-        "@org_tensorflow//tensorflow/python:framework_for_generated_wrappers",
+        "@org_tensorflow//tensorflow/python/framework:for_generated_wrappers",
     ],
 )
 

From 89a4bda0b9eff7eef1aeca853fdfd1bec5a3fda9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Jun 2023 11:37:04 -0700
Subject: [PATCH 6585/8103] Upgrading Bazel version from 5.3.0 to 6.1.0

PiperOrigin-RevId: 540025271
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 89847a2d7a1..c80e99d38c7 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -77,7 +77,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.3.0
+ENV BAZEL_VERSION 6.1.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index a94cbdb58cf..806daf08e2f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -109,7 +109,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.3.0
+ENV BAZEL_VERSION 6.1.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index a65f74ce8bb..a8d3dc06b59 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -78,7 +78,7 @@ RUN python -m pip --no-cache-dir install \
 ENV LD_LIBRARY_PATH="/usr/local/lib:${LD_LIBRARY_PATH}"
 
 # Set up Bazel
-ENV BAZEL_VERSION 5.3.0
+ENV BAZEL_VERSION 6.1.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From a87da7bc53b213ee1c4e14131682a0c31d73b456 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Jun 2023 00:40:59 -0700
Subject: [PATCH 6586/8103] Reorder some status checks to break out of while
 loop immediately on error

PiperOrigin-RevId: 540494382
---
 tensorflow_serving/servables/tensorflow/BUILD      |  1 -
 .../tensorflow/saved_model_warmup_util.cc          | 14 +++++++++-----
 2 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index be0e0082e7e..d4e2c4f42f6 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -911,7 +911,6 @@ cc_library(
     hdrs = ["saved_model_warmup_util.h"],
     deps = [
         ":session_bundle_config_cc_proto",
-        ":util",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
         "//tensorflow_serving/util:threadpool_executor",
         "@com_google_protobuf//:cc_wkt_protos",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 65495acb724..a7d77fce186 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -140,15 +140,15 @@ Status RunSavedModelWarmup(
           tensorflow::serving::PredictionLog prediction_log;
           {
             ::tensorflow::mutex_lock lock(state->mu);
+            if (!state->warm_up_status.ok()) {
+              break;
+            }
             if (state->num_warmup_records > WarmupConsts::kMaxNumRecords) {
               state->warm_up_status = errors::InvalidArgument(
                   "Number of warmup records exceeds the maximum (",
                   WarmupConsts::kMaxNumRecords, ") at ", warmup_path);
               break;
             }
-            if (!state->warm_up_status.ok()) {
-              break;
-            }
             execution_status =
                 state->tf_record_file_reader->ReadRecord(&record);
             if (!execution_status.ok()) {
@@ -165,11 +165,15 @@ Status RunSavedModelWarmup(
           for (int i = 0; i < num_request_iterations; ++i) {
             execution_status = warmup_request_executor(prediction_log);
             if (!execution_status.ok()) {
-              ::tensorflow::mutex_lock lock(state->mu);
-              state->warm_up_status = execution_status;
               break;
             }
           }
+          if (!execution_status.ok()) {
+            ::tensorflow::mutex_lock lock(state->mu);
+            state->warm_up_status = execution_status;
+            break;
+          }
+
           ::tensorflow::mutex_lock lock(state->mu);
           ++state->num_warmup_records;
           status = state->warm_up_status;

From ba1246d95b9f7fe795bb5ffe449f3cd013552e9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Jun 2023 14:47:13 -0700
Subject: [PATCH 6587/8103] Enable parallel model warm-up

PiperOrigin-RevId: 540696532
---
 tensorflow_serving/servables/tensorflow/BUILD |  3 +
 .../tensorflow/saved_model_bundle_factory.h   |  3 +-
 .../saved_model_bundle_source_adapter.cc      |  6 ++
 .../tensorflow/saved_model_warmup_util.cc     |  7 ++
 .../saved_model_warmup_util_test.cc           | 71 +++++++++++++++++--
 .../tensorflow/session_bundle_config.proto    |  4 ++
 6 files changed, 87 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d4e2c4f42f6..fe3c8e849d6 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -200,6 +200,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":bundle_factory_util",
         ":machine_learning_metadata",
         ":saved_model_bundle_factory",
         ":saved_model_bundle_source_adapter_cc_proto",
@@ -918,6 +919,7 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
@@ -964,6 +966,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
index 845c5bd6aad..eddcf000185 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
@@ -87,6 +87,7 @@ class SavedModelBundleFactory {
                                      ResourceAllocation* estimate) const;
 
   const SessionBundleConfig& config() const { return config_; }
+  SessionBundleConfig& mutable_config() { return config_; }
 
  private:
   using Batcher = SharedBatchScheduler<BatchingSessionTask>;
@@ -98,7 +99,7 @@ class SavedModelBundleFactory {
       const absl::optional<Loader::Metadata>& metadata, const string& path,
       std::unique_ptr<SavedModelBundle>* bundle);
 
-  const SessionBundleConfig config_;
+  SessionBundleConfig config_;
 
   // A shared batch scheduler. One queue is used for each session this factory
   // emits. If batching is not configured, this remains null.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 6ffde2484af..a0c6a226399 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -59,6 +59,12 @@ SavedModelBundleSourceAdapter::GetServableCreator(
       MaybePublishMLMDStreamz(path, metadata.servable_id.name,
                               metadata.servable_id.version);
       if (bundle_factory->config().enable_model_warmup()) {
+        bundle_factory->mutable_config()
+            .mutable_model_warmup_options()
+            ->set_model_name(metadata.servable_id.name);
+        bundle_factory->mutable_config()
+            .mutable_model_warmup_options()
+            ->set_model_version(metadata.servable_id.version);
         return RunSavedModelWarmup(
             bundle_factory->config().model_warmup_options(),
             GetRunOptions(bundle_factory->config()), path, bundle->get());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index a7d77fce186..37ace53a446 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -17,12 +17,14 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/status.h"
+#include "tensorflow/tsl/platform/errors.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
@@ -54,6 +56,11 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
+  auto warmup = GetGlobalWarmupStateRegistry().Register(
+      {model_warmup_options.model_name(),
+       model_warmup_options.model_version()});
+  TF_RETURN_IF_ERROR(warmup.status());
+
   const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 2396d7bc960..69f08236fc1 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -24,11 +24,13 @@ limitations under the License.
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_writer.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/test.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
@@ -46,21 +48,78 @@ namespace serving {
 namespace internal {
 namespace {
 
+constexpr absl::string_view kModelName = "/ml/owner/model";
+constexpr int64_t kModelVersion = 0;
+constexpr int32_t kNumWarmupThreads = 3;
+
 class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
  protected:
-  SavedModelBundleWarmupUtilTest() : warmup_request_counter_(0) {}
+  SavedModelBundleWarmupUtilTest() {}
+
   bool ParallelWarmUp() { return GetParam(); }
+
   ModelWarmupOptions CreateModelWarmupOptions() {
     ModelWarmupOptions options;
     if (ParallelWarmUp()) {
-      options.mutable_num_model_warmup_threads()->set_value(3);
+      options.set_model_name(kModelName);
+      options.set_model_version(kModelVersion);
+      options.mutable_num_model_warmup_threads()->set_value(kNumWarmupThreads);
     }
     return options;
   }
-  void FakeRunWarmupRequest() { warmup_request_counter_++; }
-  int warmup_request_counter_;
+
+  bool LookupWarmupState() const {
+    return GetGlobalWarmupStateRegistry().Lookup(
+        {std::string(kModelName), kModelVersion});
+  }
+
+  void FakeRunWarmupRequest() {
+    tensorflow::mutex_lock lock(mu_);
+    is_model_in_warmup_state_registry_ = LookupWarmupState();
+    warmup_request_counter_++;
+  }
+
+  bool is_model_in_warmup_state_registry() {
+    tensorflow::mutex_lock lock(mu_);
+    return is_model_in_warmup_state_registry_;
+  }
+
+  int warmup_request_counter() {
+    tensorflow::mutex_lock lock(mu_);
+    return warmup_request_counter_;
+  }
+
+ private:
+  tensorflow::mutex mu_;
+  bool is_model_in_warmup_state_registry_ = false;
+  int warmup_request_counter_ = 0;
 };
 
+TEST_P(SavedModelBundleWarmupUtilTest, WarmupStateRegistration) {
+  string base_path = io::JoinPath(testing::TmpDir(), "WarmupStateRegistration");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  const int num_warmup_records = ParallelWarmUp() ? kNumWarmupThreads : 1;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(
+      AddMixedWarmupData(&warmup_records, {PredictionLog::kPredictLog}));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  ASSERT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
+                                [this](PredictionLog prediction_log) {
+                                  this->FakeRunWarmupRequest();
+                                  return OkStatus();
+                                }));
+  EXPECT_EQ(warmup_request_counter(), num_warmup_records);
+  EXPECT_EQ(is_model_in_warmup_state_registry(), ParallelWarmUp());
+  // The model should be unregistered from the WarmupStateRegistry after
+  // warm-up.
+  EXPECT_FALSE(LookupWarmupState());
+}
+
 TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
@@ -73,7 +132,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter_, 0);
+  EXPECT_EQ(warmup_request_counter(), 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
@@ -92,7 +151,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter_, 0);
+  EXPECT_EQ(warmup_request_counter(), 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 9e78370ce24..897297e4927 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -12,6 +12,10 @@ message ModelWarmupOptions {
   google.protobuf.Int32Value num_request_iterations = 1;
   // The number of threads to parallel execute warm up queries. By default 1.
   google.protobuf.Int32Value num_model_warmup_threads = 2;
+  // Model name.
+  string model_name = 3;
+  // Model version.
+  int64 model_version = 4;
 }
 
 // Configuration parameters for a SessionBundle, with optional batching.

From 259f89b5664f4cec2965b819874c24262e3b8678 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Fri, 16 Jun 2023 16:03:53 -0700
Subject: [PATCH 6588/8103] Enable parallel model warm-up

PiperOrigin-RevId: 541031623
---
 tensorflow_serving/servables/tensorflow/BUILD |  3 -
 .../tensorflow/saved_model_bundle_factory.h   |  3 +-
 .../saved_model_bundle_source_adapter.cc      |  6 --
 .../tensorflow/saved_model_warmup_util.cc     |  7 --
 .../saved_model_warmup_util_test.cc           | 71 ++-----------------
 .../tensorflow/session_bundle_config.proto    |  4 --
 6 files changed, 7 insertions(+), 87 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fe3c8e849d6..d4e2c4f42f6 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -200,7 +200,6 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":bundle_factory_util",
         ":machine_learning_metadata",
         ":saved_model_bundle_factory",
         ":saved_model_bundle_source_adapter_cc_proto",
@@ -919,7 +918,6 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
@@ -966,7 +964,6 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
index eddcf000185..845c5bd6aad 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
@@ -87,7 +87,6 @@ class SavedModelBundleFactory {
                                      ResourceAllocation* estimate) const;
 
   const SessionBundleConfig& config() const { return config_; }
-  SessionBundleConfig& mutable_config() { return config_; }
 
  private:
   using Batcher = SharedBatchScheduler<BatchingSessionTask>;
@@ -99,7 +98,7 @@ class SavedModelBundleFactory {
       const absl::optional<Loader::Metadata>& metadata, const string& path,
       std::unique_ptr<SavedModelBundle>* bundle);
 
-  SessionBundleConfig config_;
+  const SessionBundleConfig config_;
 
   // A shared batch scheduler. One queue is used for each session this factory
   // emits. If batching is not configured, this remains null.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index a0c6a226399..6ffde2484af 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -59,12 +59,6 @@ SavedModelBundleSourceAdapter::GetServableCreator(
       MaybePublishMLMDStreamz(path, metadata.servable_id.name,
                               metadata.servable_id.version);
       if (bundle_factory->config().enable_model_warmup()) {
-        bundle_factory->mutable_config()
-            .mutable_model_warmup_options()
-            ->set_model_name(metadata.servable_id.name);
-        bundle_factory->mutable_config()
-            .mutable_model_warmup_options()
-            ->set_model_version(metadata.servable_id.version);
         return RunSavedModelWarmup(
             bundle_factory->config().model_warmup_options(),
             GetRunOptions(bundle_factory->config()), path, bundle->get());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 37ace53a446..a7d77fce186 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -17,14 +17,12 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
-#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/status.h"
-#include "tensorflow/tsl/platform/errors.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
@@ -56,11 +54,6 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
-  auto warmup = GetGlobalWarmupStateRegistry().Register(
-      {model_warmup_options.model_name(),
-       model_warmup_options.model_version()});
-  TF_RETURN_IF_ERROR(warmup.status());
-
   const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 69f08236fc1..2396d7bc960 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -24,13 +24,11 @@ limitations under the License.
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
-#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_writer.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/errors.h"
-#include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/test.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
@@ -48,78 +46,21 @@ namespace serving {
 namespace internal {
 namespace {
 
-constexpr absl::string_view kModelName = "/ml/owner/model";
-constexpr int64_t kModelVersion = 0;
-constexpr int32_t kNumWarmupThreads = 3;
-
 class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
  protected:
-  SavedModelBundleWarmupUtilTest() {}
-
+  SavedModelBundleWarmupUtilTest() : warmup_request_counter_(0) {}
   bool ParallelWarmUp() { return GetParam(); }
-
   ModelWarmupOptions CreateModelWarmupOptions() {
     ModelWarmupOptions options;
     if (ParallelWarmUp()) {
-      options.set_model_name(kModelName);
-      options.set_model_version(kModelVersion);
-      options.mutable_num_model_warmup_threads()->set_value(kNumWarmupThreads);
+      options.mutable_num_model_warmup_threads()->set_value(3);
     }
     return options;
   }
-
-  bool LookupWarmupState() const {
-    return GetGlobalWarmupStateRegistry().Lookup(
-        {std::string(kModelName), kModelVersion});
-  }
-
-  void FakeRunWarmupRequest() {
-    tensorflow::mutex_lock lock(mu_);
-    is_model_in_warmup_state_registry_ = LookupWarmupState();
-    warmup_request_counter_++;
-  }
-
-  bool is_model_in_warmup_state_registry() {
-    tensorflow::mutex_lock lock(mu_);
-    return is_model_in_warmup_state_registry_;
-  }
-
-  int warmup_request_counter() {
-    tensorflow::mutex_lock lock(mu_);
-    return warmup_request_counter_;
-  }
-
- private:
-  tensorflow::mutex mu_;
-  bool is_model_in_warmup_state_registry_ = false;
-  int warmup_request_counter_ = 0;
+  void FakeRunWarmupRequest() { warmup_request_counter_++; }
+  int warmup_request_counter_;
 };
 
-TEST_P(SavedModelBundleWarmupUtilTest, WarmupStateRegistration) {
-  string base_path = io::JoinPath(testing::TmpDir(), "WarmupStateRegistration");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              internal::WarmupConsts::kRequestsFileName);
-
-  const int num_warmup_records = ParallelWarmUp() ? kNumWarmupThreads : 1;
-  std::vector<string> warmup_records;
-  TF_ASSERT_OK(
-      AddMixedWarmupData(&warmup_records, {PredictionLog::kPredictLog}));
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
-
-  ASSERT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
-                                [this](PredictionLog prediction_log) {
-                                  this->FakeRunWarmupRequest();
-                                  return OkStatus();
-                                }));
-  EXPECT_EQ(warmup_request_counter(), num_warmup_records);
-  EXPECT_EQ(is_model_in_warmup_state_registry(), ParallelWarmUp());
-  // The model should be unregistered from the WarmupStateRegistry after
-  // warm-up.
-  EXPECT_FALSE(LookupWarmupState());
-}
-
 TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
@@ -132,7 +73,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter(), 0);
+  EXPECT_EQ(warmup_request_counter_, 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
@@ -151,7 +92,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter(), 0);
+  EXPECT_EQ(warmup_request_counter_, 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 897297e4927..9e78370ce24 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -12,10 +12,6 @@ message ModelWarmupOptions {
   google.protobuf.Int32Value num_request_iterations = 1;
   // The number of threads to parallel execute warm up queries. By default 1.
   google.protobuf.Int32Value num_model_warmup_threads = 2;
-  // Model name.
-  string model_name = 3;
-  // Model version.
-  int64 model_version = 4;
 }
 
 // Configuration parameters for a SessionBundle, with optional batching.

From 9b986296238d1948c47ddfba6d1593dd925f85a6 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 20 Jun 2023 14:46:59 -0700
Subject: [PATCH 6589/8103] Updates Bazel version from 5.3.0 to 6.1.0

PiperOrigin-RevId: 542055253
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4197eb3783..190035252e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -37,7 +37,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check("5.3.0")
+versions.check("6.1.0")
 
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")

From 2f4256a36508b28cc6d820e6df573285cd283f5d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Jun 2023 18:01:37 -0700
Subject: [PATCH 6590/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67922608-da9a-4d2c-bac1-2b0d32766c8d

PiperOrigin-RevId: 542102890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 190035252e7..92a3b56ae05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "658779873ef1a483d007cad0f7c9abdf7e8aec769ae9b3f87bfe2300357f77da",
-    git_commit = "79ba16eff7b016e30711b02f31e8ecaa0f489b7a",
+    sha256 = "793518c114ab6f6683de14f198faccd7fab61b974413117fb9678dddc5556755",
+    git_commit = "3cd6d060e3f699e952df575df64214f019c6ec94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d901282645a39a6b993f166160379748620ee45f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jun 2023 00:02:38 -0700
Subject: [PATCH 6591/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22ffd32c-46ca-43e8-ae6e-5f324ce68e03

PiperOrigin-RevId: 542164320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92a3b56ae05..71dd456336b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "793518c114ab6f6683de14f198faccd7fab61b974413117fb9678dddc5556755",
-    git_commit = "3cd6d060e3f699e952df575df64214f019c6ec94",
+    sha256 = "e5dd1b469d3da14ae3d91e00b017eb4766a1187fcee442458883506462a8ac08",
+    git_commit = "98bc24da9a42ea93b9f5d168d96ad3e4f7a61e0e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5221f4754d5fbaa6c0f3551e8f6b37aaeb8143f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jun 2023 06:01:39 -0700
Subject: [PATCH 6592/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9a113996-8b26-4fed-a213-d06da22fc070

PiperOrigin-RevId: 542230469
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71dd456336b..74a1e00f4d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5dd1b469d3da14ae3d91e00b017eb4766a1187fcee442458883506462a8ac08",
-    git_commit = "98bc24da9a42ea93b9f5d168d96ad3e4f7a61e0e",
+    sha256 = "f854af92bb392ae407f377b93434c696eee0b978815b3dd06a3e9fc4e01f90d6",
+    git_commit = "6895fab9d0667df2f5c6b95e5ea9d4258d4a1403",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55540371d3ed75cc2e1f6e007a23016ae29c170d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jun 2023 12:01:52 -0700
Subject: [PATCH 6593/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53f194a5-03ef-4b5a-a3d6-4167c85b9b11

PiperOrigin-RevId: 542323550
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74a1e00f4d9..b9bc5847fb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f854af92bb392ae407f377b93434c696eee0b978815b3dd06a3e9fc4e01f90d6",
-    git_commit = "6895fab9d0667df2f5c6b95e5ea9d4258d4a1403",
+    sha256 = "ec782904abf7903ed158f88094a8b2e747db19a8092b7e4a75dd6193837457e4",
+    git_commit = "cbde782d80e4a7f457b0cd10948ab0108c9733e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 79f9d2842223faf43db840b5def8e27274a38027 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jun 2023 14:48:19 -0700
Subject: [PATCH 6594/8103] Enable parallel model warm-up

PiperOrigin-RevId: 542368689
---
 tensorflow_serving/servables/tensorflow/BUILD |  3 +
 .../tensorflow/saved_model_bundle_factory.h   |  3 +-
 .../saved_model_bundle_source_adapter.cc      |  6 ++
 .../tensorflow/saved_model_warmup_util.cc     |  7 ++
 .../saved_model_warmup_util_test.cc           | 71 +++++++++++++++++--
 .../tensorflow/session_bundle_config.proto    |  4 ++
 6 files changed, 87 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d4e2c4f42f6..fe3c8e849d6 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -200,6 +200,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":bundle_factory_util",
         ":machine_learning_metadata",
         ":saved_model_bundle_factory",
         ":saved_model_bundle_source_adapter_cc_proto",
@@ -918,6 +919,7 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
@@ -964,6 +966,7 @@ cc_test(
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
index 845c5bd6aad..eddcf000185 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h
@@ -87,6 +87,7 @@ class SavedModelBundleFactory {
                                      ResourceAllocation* estimate) const;
 
   const SessionBundleConfig& config() const { return config_; }
+  SessionBundleConfig& mutable_config() { return config_; }
 
  private:
   using Batcher = SharedBatchScheduler<BatchingSessionTask>;
@@ -98,7 +99,7 @@ class SavedModelBundleFactory {
       const absl::optional<Loader::Metadata>& metadata, const string& path,
       std::unique_ptr<SavedModelBundle>* bundle);
 
-  const SessionBundleConfig config_;
+  SessionBundleConfig config_;
 
   // A shared batch scheduler. One queue is used for each session this factory
   // emits. If batching is not configured, this remains null.
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 6ffde2484af..a0c6a226399 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -59,6 +59,12 @@ SavedModelBundleSourceAdapter::GetServableCreator(
       MaybePublishMLMDStreamz(path, metadata.servable_id.name,
                               metadata.servable_id.version);
       if (bundle_factory->config().enable_model_warmup()) {
+        bundle_factory->mutable_config()
+            .mutable_model_warmup_options()
+            ->set_model_name(metadata.servable_id.name);
+        bundle_factory->mutable_config()
+            .mutable_model_warmup_options()
+            ->set_model_version(metadata.servable_id.version);
         return RunSavedModelWarmup(
             bundle_factory->config().model_warmup_options(),
             GetRunOptions(bundle_factory->config()), path, bundle->get());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index a7d77fce186..37ace53a446 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -17,12 +17,14 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/status.h"
+#include "tensorflow/tsl/platform/errors.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
@@ -54,6 +56,11 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
+  auto warmup = GetGlobalWarmupStateRegistry().Register(
+      {model_warmup_options.model_name(),
+       model_warmup_options.model_version()});
+  TF_RETURN_IF_ERROR(warmup.status());
+
   const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 2396d7bc960..a15a9304165 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -24,11 +24,13 @@ limitations under the License.
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
+#include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_writer.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/test.h"
 #include "tensorflow/core/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
@@ -46,21 +48,78 @@ namespace serving {
 namespace internal {
 namespace {
 
+constexpr absl::string_view kModelName = "/ml/owner/model";
+constexpr int64_t kModelVersion = 0;
+constexpr int32_t kNumWarmupThreads = 3;
+
 class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
  protected:
-  SavedModelBundleWarmupUtilTest() : warmup_request_counter_(0) {}
+  SavedModelBundleWarmupUtilTest() {}
+
   bool ParallelWarmUp() { return GetParam(); }
+
   ModelWarmupOptions CreateModelWarmupOptions() {
     ModelWarmupOptions options;
     if (ParallelWarmUp()) {
-      options.mutable_num_model_warmup_threads()->set_value(3);
+      options.set_model_name(std::string(kModelName));
+      options.set_model_version(kModelVersion);
+      options.mutable_num_model_warmup_threads()->set_value(kNumWarmupThreads);
     }
     return options;
   }
-  void FakeRunWarmupRequest() { warmup_request_counter_++; }
-  int warmup_request_counter_;
+
+  bool LookupWarmupState() const {
+    return GetGlobalWarmupStateRegistry().Lookup(
+        {std::string(kModelName), kModelVersion});
+  }
+
+  void FakeRunWarmupRequest() {
+    tensorflow::mutex_lock lock(mu_);
+    is_model_in_warmup_state_registry_ = LookupWarmupState();
+    warmup_request_counter_++;
+  }
+
+  bool is_model_in_warmup_state_registry() {
+    tensorflow::mutex_lock lock(mu_);
+    return is_model_in_warmup_state_registry_;
+  }
+
+  int warmup_request_counter() {
+    tensorflow::mutex_lock lock(mu_);
+    return warmup_request_counter_;
+  }
+
+ private:
+  tensorflow::mutex mu_;
+  bool is_model_in_warmup_state_registry_ = false;
+  int warmup_request_counter_ = 0;
 };
 
+TEST_P(SavedModelBundleWarmupUtilTest, WarmupStateRegistration) {
+  string base_path = io::JoinPath(testing::TmpDir(), "WarmupStateRegistration");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  const int num_warmup_records = ParallelWarmUp() ? kNumWarmupThreads : 1;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(
+      AddMixedWarmupData(&warmup_records, {PredictionLog::kPredictLog}));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  TF_ASSERT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
+                                [this](PredictionLog prediction_log) {
+                                  this->FakeRunWarmupRequest();
+                                  return OkStatus();
+                                }));
+  EXPECT_EQ(warmup_request_counter(), num_warmup_records);
+  EXPECT_EQ(is_model_in_warmup_state_registry(), ParallelWarmUp());
+  // The model should be unregistered from the WarmupStateRegistry after
+  // warm-up.
+  EXPECT_FALSE(LookupWarmupState());
+}
+
 TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
@@ -73,7 +132,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter_, 0);
+  EXPECT_EQ(warmup_request_counter(), 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
@@ -92,7 +151,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
                                      this->FakeRunWarmupRequest();
                                      return OkStatus();
                                    }));
-  EXPECT_EQ(warmup_request_counter_, 0);
+  EXPECT_EQ(warmup_request_counter(), 0);
 }
 
 TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 9e78370ce24..897297e4927 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -12,6 +12,10 @@ message ModelWarmupOptions {
   google.protobuf.Int32Value num_request_iterations = 1;
   // The number of threads to parallel execute warm up queries. By default 1.
   google.protobuf.Int32Value num_model_warmup_threads = 2;
+  // Model name.
+  string model_name = 3;
+  // Model version.
+  int64 model_version = 4;
 }
 
 // Configuration parameters for a SessionBundle, with optional batching.

From 3b5b9270cb9fd8de3dfa7743bda050f7fac39214 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Jun 2023 18:01:40 -0700
Subject: [PATCH 6595/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8480433-05e5-458e-a9ae-d25ff41399f5

PiperOrigin-RevId: 542413947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9bc5847fb7..554c2e76193 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec782904abf7903ed158f88094a8b2e747db19a8092b7e4a75dd6193837457e4",
-    git_commit = "cbde782d80e4a7f457b0cd10948ab0108c9733e2",
+    sha256 = "d3a07e2f776e66d370f069e443c5bef335a09aedabfa6a208e9de85875ac127b",
+    git_commit = "1ce99a8580393dcfbca788f3e3898170591b5012",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fcc2d05bf09323857cb8161345306af3b9787f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jun 2023 00:03:37 -0700
Subject: [PATCH 6596/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93bc727f-6976-497d-98f5-c756662b5500

PiperOrigin-RevId: 542472370
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 554c2e76193..9902e8cfa1a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3a07e2f776e66d370f069e443c5bef335a09aedabfa6a208e9de85875ac127b",
-    git_commit = "1ce99a8580393dcfbca788f3e3898170591b5012",
+    sha256 = "37d325a33c0fd551e071923d1c687903fd6534439726eabef7a2ce4be40f381e",
+    git_commit = "cf08ef7ef053e250bdd362204f3158b70aa5954e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From be6be5bc9d6450a97f38c3e91b80584707784dcc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jun 2023 06:01:49 -0700
Subject: [PATCH 6597/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aea1818a-569d-4c99-b864-5f87934f8eb6

PiperOrigin-RevId: 542535701
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9902e8cfa1a..c66239fcea3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37d325a33c0fd551e071923d1c687903fd6534439726eabef7a2ce4be40f381e",
-    git_commit = "cf08ef7ef053e250bdd362204f3158b70aa5954e",
+    sha256 = "7d35ce5adb9ffc8bbcf077103eb33aab62c8b8bba650b74ab15978308b807a71",
+    git_commit = "80490f3677d70ebf3989d4ab33ae08942f86bc8c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff9d66eb5bfc6edae236b840458384c2c0cdc2de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jun 2023 12:01:41 -0700
Subject: [PATCH 6598/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93ef911c-773d-4dfe-b12d-b8ded8534a99

PiperOrigin-RevId: 542627521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c66239fcea3..e9469c9f89b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d35ce5adb9ffc8bbcf077103eb33aab62c8b8bba650b74ab15978308b807a71",
-    git_commit = "80490f3677d70ebf3989d4ab33ae08942f86bc8c",
+    sha256 = "9804b07a0f3df4309fd053cf67990cfc65ed18fad551719f0646fde20b78ba94",
+    git_commit = "f560016768afd0f70a9f33eeddc1b4acef811db9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f31c756edfa4b735d5913a871757ba7ae1da8564 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jun 2023 18:01:52 -0700
Subject: [PATCH 6599/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68f287ed-8aa4-4213-a660-3aaf8734d299

PiperOrigin-RevId: 542719773
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9469c9f89b..ee94bc78dab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9804b07a0f3df4309fd053cf67990cfc65ed18fad551719f0646fde20b78ba94",
-    git_commit = "f560016768afd0f70a9f33eeddc1b4acef811db9",
+    sha256 = "80c4730f2996083f69e47ec9810a4f9df39ff4752026ed0629ab34c3e5975a90",
+    git_commit = "b467122c307d9f60d3c0e3a3d4318e027e4fc0fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1598cfeda97333b1711f434f016410109ad2dd8a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Jun 2023 18:21:32 -0700
Subject: [PATCH 6600/8103] Do not register empty model name to warmup registry

PiperOrigin-RevId: 542723133
---
 .../servables/tensorflow/saved_model_warmup_util.cc  | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 37ace53a446..8866a93dc9c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -56,10 +56,14 @@ constexpr int WarmupConsts::kMaxNumRecords;
 Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
-  auto warmup = GetGlobalWarmupStateRegistry().Register(
-      {model_warmup_options.model_name(),
-       model_warmup_options.model_version()});
-  TF_RETURN_IF_ERROR(warmup.status());
+  WarmupStateRegistry::Handle warmup_handle;
+  if (!model_warmup_options.model_name().empty()) {
+    auto h = GetGlobalWarmupStateRegistry().Register(
+        {model_warmup_options.model_name(),
+         model_warmup_options.model_version()});
+    TF_RETURN_IF_ERROR(h.status());
+    warmup_handle = std::move(h.value());
+  }
 
   const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =

From 4b96dc50d0cb8b6e270694c201e0e1ba5a4d363d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Jun 2023 00:02:10 -0700
Subject: [PATCH 6601/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce96f05f-b050-4cfb-9e8d-5ae0ff738676

PiperOrigin-RevId: 542777170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee94bc78dab..e512bc83892 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80c4730f2996083f69e47ec9810a4f9df39ff4752026ed0629ab34c3e5975a90",
-    git_commit = "b467122c307d9f60d3c0e3a3d4318e027e4fc0fb",
+    sha256 = "55ae038d4a2373d36592101759b733f4d436a9ea02085e02daed2eb8d733b846",
+    git_commit = "17e12a23761f175a50c78e56c6546412195f87d9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 00f18d1a0501056d57a54bcf477326926c7ef9bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Jun 2023 06:01:40 -0700
Subject: [PATCH 6602/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84164b1b-a84f-494b-85a1-9ebed5ac2903

PiperOrigin-RevId: 542838034
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e512bc83892..bdcd563463f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55ae038d4a2373d36592101759b733f4d436a9ea02085e02daed2eb8d733b846",
-    git_commit = "17e12a23761f175a50c78e56c6546412195f87d9",
+    sha256 = "193da0d2cd76d895cac159841b408f5069e7f76a3ce98f739bb84855acf98684",
+    git_commit = "f162f7861f49be2192e57dd54303b0caed8715fd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b32d0db1b35563b006bbf157687f9260f9cb0e0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Jun 2023 12:01:47 -0700
Subject: [PATCH 6603/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31ebece8-7d05-40a3-a73c-c5316cf03e5c

PiperOrigin-RevId: 542922083
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdcd563463f..d5dedbeb259 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "193da0d2cd76d895cac159841b408f5069e7f76a3ce98f739bb84855acf98684",
-    git_commit = "f162f7861f49be2192e57dd54303b0caed8715fd",
+    sha256 = "650acb9c2305df4036b6c18b09d187f6a37dd44c5da86c52163cd061e1c23be5",
+    git_commit = "6ca4e52d933ffff8005045fd29386ef237edb0c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b4bdbd50efb4d9eae2e703435e3d1cb501ca24b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Jun 2023 18:01:51 -0700
Subject: [PATCH 6604/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90b06d72-8c2d-4322-bf0e-d7461c907c18

PiperOrigin-RevId: 543003750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5dedbeb259..7447928106a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "650acb9c2305df4036b6c18b09d187f6a37dd44c5da86c52163cd061e1c23be5",
-    git_commit = "6ca4e52d933ffff8005045fd29386ef237edb0c0",
+    sha256 = "6a54ddc6bbab0dd662c4e65d9e0ee4ee2ece9b37230b07e469c127a1397f765c",
+    git_commit = "995e4ecf7e9896c37f7833e84afc1a4dfed87968",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f92d89d0d5b8c3bf4114f2edc0ea23a43b0008da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Jun 2023 00:01:46 -0700
Subject: [PATCH 6605/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5dcfeb3-0240-415b-8cda-b700e728a699

PiperOrigin-RevId: 543050948
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7447928106a..8a96d208e87 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a54ddc6bbab0dd662c4e65d9e0ee4ee2ece9b37230b07e469c127a1397f765c",
-    git_commit = "995e4ecf7e9896c37f7833e84afc1a4dfed87968",
+    sha256 = "fc478aacb045b83a1489c82a26bf59b300e12cb5b48aad972b0f34574b637b09",
+    git_commit = "4802a5081094f6406b9c947e4beb756eac74dc2f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eacc4cbd13a7b292e198c16f3f3e7d12d33c2add Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Jun 2023 06:04:20 -0700
Subject: [PATCH 6606/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b6a0fbd-d199-4597-b5d5-b14d6a299b9a

PiperOrigin-RevId: 543091076
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a96d208e87..a27b15a9913 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc478aacb045b83a1489c82a26bf59b300e12cb5b48aad972b0f34574b637b09",
-    git_commit = "4802a5081094f6406b9c947e4beb756eac74dc2f",
+    sha256 = "55711ed88caea59591e1872bbff1ff5527d5c0e9a724eb2cf778909af2c10718",
+    git_commit = "8f9a5d976f492b37142ae94670992d6acc107504",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b5c891fb181d412cd5e4512c609e4466c07f45a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Jun 2023 06:01:33 -0700
Subject: [PATCH 6607/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3cdc0d67-1dbb-44e5-a63a-777e0b1a3af0

PiperOrigin-RevId: 543231951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a27b15a9913..c34a3f7615d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55711ed88caea59591e1872bbff1ff5527d5c0e9a724eb2cf778909af2c10718",
-    git_commit = "8f9a5d976f492b37142ae94670992d6acc107504",
+    sha256 = "a63ede4cb00a744067c3a084f46f6bc114e8cbcefff5e8ab188efd01f35b6e0f",
+    git_commit = "e2ddbae43038e5756abdc25afe6a38a8e87aa4bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4affb872a8639e61e70a40c820e8eb7f6470b09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Jun 2023 00:01:50 -0700
Subject: [PATCH 6608/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9bd29492-c00f-42ad-a4fa-e15f7bb0103f

PiperOrigin-RevId: 543349623
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c34a3f7615d..55827486e86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a63ede4cb00a744067c3a084f46f6bc114e8cbcefff5e8ab188efd01f35b6e0f",
-    git_commit = "e2ddbae43038e5756abdc25afe6a38a8e87aa4bf",
+    sha256 = "4bc74f63fb2b4d9c51d0b659fdf625b1142c2ec366f488a33229965fc4dd3e5b",
+    git_commit = "3f74551dc50aad82dc02592156501a2f16863957",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44d36e97a5e0d0148c7cbf180bb4a3d082ad2005 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Jun 2023 06:01:46 -0700
Subject: [PATCH 6609/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9c7fd32-55bf-4179-a344-7d06e1791fe8

PiperOrigin-RevId: 543415450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55827486e86..9b9fd58416e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bc74f63fb2b4d9c51d0b659fdf625b1142c2ec366f488a33229965fc4dd3e5b",
-    git_commit = "3f74551dc50aad82dc02592156501a2f16863957",
+    sha256 = "9cb78218b57ce0ec1cd50986287df8cbbf50ae57a1f4fc7e27d02c20ef97247f",
+    git_commit = "9055d4c1ab34a3bf792971237606ce9886cc6a12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86a7b3237810a14a2fba0fdca79601ba6db1c972 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Jun 2023 12:02:02 -0700
Subject: [PATCH 6610/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef65a260-c4d7-48e9-a512-a53b00dd08ed

PiperOrigin-RevId: 543504187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b9fd58416e..5cb0bba4d73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cb78218b57ce0ec1cd50986287df8cbbf50ae57a1f4fc7e27d02c20ef97247f",
-    git_commit = "9055d4c1ab34a3bf792971237606ce9886cc6a12",
+    sha256 = "85e4156388b2829e2b2dc8e90a21e675b62c75cc81ea10d3c1cbcee1cde64e6e",
+    git_commit = "6478160cc48574c08b548613fe9424a08977fdc6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b221a60a818a8f4945a469f2a679ade4e15a3a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Jun 2023 18:01:41 -0700
Subject: [PATCH 6611/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/236c60ab-d98a-46c4-948f-97966db8e45c

PiperOrigin-RevId: 543593395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5cb0bba4d73..a100a054272 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85e4156388b2829e2b2dc8e90a21e675b62c75cc81ea10d3c1cbcee1cde64e6e",
-    git_commit = "6478160cc48574c08b548613fe9424a08977fdc6",
+    sha256 = "6fa5f280106447043bd6680958ecd0b6cf8c84a3020131c22cdd5381d9265bf5",
+    git_commit = "ece587ca552d2e412d4fec7d99d8a0c9a74ea741",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a7fe02fa6a64cb7a797a33b2bc60f8095a2ff43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Jun 2023 00:01:56 -0700
Subject: [PATCH 6612/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2f76ac68-6801-4d56-91d4-470f5370cfc3

PiperOrigin-RevId: 543653969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a100a054272..fd90d33eb60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fa5f280106447043bd6680958ecd0b6cf8c84a3020131c22cdd5381d9265bf5",
-    git_commit = "ece587ca552d2e412d4fec7d99d8a0c9a74ea741",
+    sha256 = "3b49c5ac0f090c050f882a8ade4811d004540c044882b7bbc94f407fe59a7b74",
+    git_commit = "ab87e623f8d24a97671f7c8fda64b1cd3c9cb3c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12bd4e08b8c0906caa8baa8e9ca1601cc7d2f475 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Jun 2023 06:01:36 -0700
Subject: [PATCH 6613/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f331d5e9-e095-4e87-a1e3-149196eed61f

PiperOrigin-RevId: 543719903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd90d33eb60..28c3261a800 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b49c5ac0f090c050f882a8ade4811d004540c044882b7bbc94f407fe59a7b74",
-    git_commit = "ab87e623f8d24a97671f7c8fda64b1cd3c9cb3c5",
+    sha256 = "b3306627502d8ba1da997ac2ab311e7ffdf7a456965c413f40f3781ca018319e",
+    git_commit = "b3ed77b93017d082fb8a906d2504111443a52529",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8f5bfdf6bd61b7fcc79ba75704eb247cc57c786 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Jun 2023 12:01:41 -0700
Subject: [PATCH 6614/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1cd4aa3f-bd98-4320-a716-3bd8bb34c621

PiperOrigin-RevId: 543812977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28c3261a800..7369629a8a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3306627502d8ba1da997ac2ab311e7ffdf7a456965c413f40f3781ca018319e",
-    git_commit = "b3ed77b93017d082fb8a906d2504111443a52529",
+    sha256 = "66c602d0ad9e06754936e6de21e3c5b99f044d6ea59a59fdfabfc16a633efb22",
+    git_commit = "a037056e00cb421cd879922f1d3ddf7c3fc8e923",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f960967b236fe0e55ceb99e2764011c92c131312 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Jun 2023 18:01:39 -0700
Subject: [PATCH 6615/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4cda505f-bc48-4138-a10c-b7b5d95a1e6f

PiperOrigin-RevId: 543904674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7369629a8a1..406f850e5ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66c602d0ad9e06754936e6de21e3c5b99f044d6ea59a59fdfabfc16a633efb22",
-    git_commit = "a037056e00cb421cd879922f1d3ddf7c3fc8e923",
+    sha256 = "6f5dadc3ce9bf6e3714e1245aef23a77c1480bbf44976ab39008c4a5596eb094",
+    git_commit = "6c65128293477b80ee7a310b0f18b174c4911949",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 022a2315f1cc076d431033ddfffe1ba61cab39b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jun 2023 00:01:43 -0700
Subject: [PATCH 6616/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/15f5736c-10d2-4c11-a8d7-0fa6b5fba301

PiperOrigin-RevId: 543967292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 406f850e5ca..c6f1dafa962 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f5dadc3ce9bf6e3714e1245aef23a77c1480bbf44976ab39008c4a5596eb094",
-    git_commit = "6c65128293477b80ee7a310b0f18b174c4911949",
+    sha256 = "5b923d2520f39a392d4f56e26d12ae5972ecb7417fcdbe13f8ab9a2b1672bf86",
+    git_commit = "f0b8b9a1457bcc8d83716b2034d3d6501693c7d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1145d0925f5f29078b092d265d517d98e36bbe1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jun 2023 06:01:41 -0700
Subject: [PATCH 6617/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aae93728-30bc-4823-9467-fecda9f3da06

PiperOrigin-RevId: 544034348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6f1dafa962..0ad2cca4b35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5b923d2520f39a392d4f56e26d12ae5972ecb7417fcdbe13f8ab9a2b1672bf86",
-    git_commit = "f0b8b9a1457bcc8d83716b2034d3d6501693c7d0",
+    sha256 = "f3e9ac97befab97de5d94c289884115d0659e277821b46326e301e75ee4f94be",
+    git_commit = "1d66ea99cccd806a2c1231066d8ff26904a55b87",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe3508b0b2801a054dc3e50042b5ab40b3bea414 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jun 2023 06:39:07 -0700
Subject: [PATCH 6618/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61d56a71-2da8-4983-8c24-665d4234c3cc

PiperOrigin-RevId: 544041386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ad2cca4b35..c8f57b7afc2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3e9ac97befab97de5d94c289884115d0659e277821b46326e301e75ee4f94be",
-    git_commit = "1d66ea99cccd806a2c1231066d8ff26904a55b87",
+    sha256 = "b4a8fcd92bc6dea0f33962ad44b712731167a24bb87f90a13fa9e1c482478c8a",
+    git_commit = "9e435ef4b74ec0c19406a89a0b19c277b79fb542",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4149c068a929d893aa0763836162ad53a44e322e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jun 2023 12:02:18 -0700
Subject: [PATCH 6619/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f35dbb0-746a-43f2-98a1-716e2856eaa3

PiperOrigin-RevId: 544122652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c8f57b7afc2..c58549db333 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4a8fcd92bc6dea0f33962ad44b712731167a24bb87f90a13fa9e1c482478c8a",
-    git_commit = "9e435ef4b74ec0c19406a89a0b19c277b79fb542",
+    sha256 = "23c0bdb76f3c72214ab7ed9ec98011e11a95eb768770061332ddb88e266552b8",
+    git_commit = "10baba2ed8c97c9c997218288dfac0fcfe9ca5b5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27a2926e4c7ed05563e2f56465fe2a25185ca0db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Jun 2023 18:02:07 -0700
Subject: [PATCH 6620/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/78e8dec8-7126-464e-a945-762c878b7ab7

PiperOrigin-RevId: 544212072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c58549db333..58e58382b3a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "23c0bdb76f3c72214ab7ed9ec98011e11a95eb768770061332ddb88e266552b8",
-    git_commit = "10baba2ed8c97c9c997218288dfac0fcfe9ca5b5",
+    sha256 = "7f001c7cb3c2f453cb2702f48f7aac461c19fb499fd381bee1e22e966db670cb",
+    git_commit = "a17766529bc855a2f993078890de29939e940a76",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1748430ece07f1667ced4c87a7781917289626c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jun 2023 00:02:08 -0700
Subject: [PATCH 6621/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b291f68-dbb4-45d0-b261-95861c3ca980

PiperOrigin-RevId: 544268118
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58e58382b3a..a48194ee8f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f001c7cb3c2f453cb2702f48f7aac461c19fb499fd381bee1e22e966db670cb",
-    git_commit = "a17766529bc855a2f993078890de29939e940a76",
+    sha256 = "cfa6a8b09432709d099d095cec30964a7fd3b54c97256c848e33c0f2fe57a074",
+    git_commit = "16564e60049a7c4faddd0113c23898d666d8c0f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1a7bf398261ac9d601432b0d3ad1a95960af7170 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jun 2023 06:02:07 -0700
Subject: [PATCH 6622/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5cf91c81-911a-459e-8f94-b461f862c20d

PiperOrigin-RevId: 544333462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a48194ee8f3..0c62f3d5339 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfa6a8b09432709d099d095cec30964a7fd3b54c97256c848e33c0f2fe57a074",
-    git_commit = "16564e60049a7c4faddd0113c23898d666d8c0f5",
+    sha256 = "d170683f64bef6f73ed729ee57a6c54ee17beb134699b683040b2df552a41553",
+    git_commit = "4af4e53380cb40174b96816345e554ac98c32324",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d6d766dffd6ebe971906ca17d27b2be6c1d119fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jun 2023 12:02:00 -0700
Subject: [PATCH 6623/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e3dabe3-f01f-4b88-ac4b-27777007f8f9

PiperOrigin-RevId: 544423048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c62f3d5339..57d88b27a6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d170683f64bef6f73ed729ee57a6c54ee17beb134699b683040b2df552a41553",
-    git_commit = "4af4e53380cb40174b96816345e554ac98c32324",
+    sha256 = "460b5d8fb8a002ca9326de0bccdb3173a44e07e80d699e8703208f223b255bd2",
+    git_commit = "824954889eb026fd93c671749de3719e2efa0163",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6420cc3381c5c1750635e539f81dde4a6d82a6cf Mon Sep 17 00:00:00 2001
From: Yanghua Huang <yanghuahuang@google.com>
Date: Thu, 29 Jun 2023 17:22:54 -0700
Subject: [PATCH 6624/8103] Print out model name for ModelConfig errors, which
 will make it easy to debug.

PiperOrigin-RevId: 544506062
---
 tensorflow_serving/model_servers/server_core.cc | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 11e039c692f..16b215f461c 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -46,9 +46,10 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
     LOG(WARNING) << "Deprecated ModelServerConfig::model_type field used. "
                     "Prefer ModelServerConfig::model_platform.";
     if (!model_config.model_platform().empty()) {
-      return errors::InvalidArgument(
+      return errors::InvalidArgument(strings::StrCat(
           "Illegal setting both ModelServerConfig::model_type (deprecated) "
-          "and ModelServerConfig::model_platform.");
+          "and ModelServerConfig::model_platform, model name is ",
+          model_config.name()));
     }
     if (model_config.model_type() == ModelType::TENSORFLOW) {
       *platform = kTensorFlowModelPlatform;
@@ -62,9 +63,10 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
   }
 
   if (platform->empty()) {
-    return errors::InvalidArgument(
+    return errors::InvalidArgument(strings::StrCat(
         "Illegal setting neither ModelServerConfig::model_type (deprecated) "
-        "nor ModelServerConfig::model_platform.");
+        "nor ModelServerConfig::model_platform, model name is ",
+        model_config.name()));
   }
   return OkStatus();
 }

From 9fbdcbc736e3ba5cba3cdffc402e024c40467aa9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Jun 2023 18:02:48 -0700
Subject: [PATCH 6625/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1fdc4795-b031-4a67-a9ef-c015ada28ee6

PiperOrigin-RevId: 544513188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57d88b27a6f..7651b00fe88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "460b5d8fb8a002ca9326de0bccdb3173a44e07e80d699e8703208f223b255bd2",
-    git_commit = "824954889eb026fd93c671749de3719e2efa0163",
+    sha256 = "b997c70ec14b5104056b8db2010fba8a72807dad90689baf0a82a403de28c9b0",
+    git_commit = "e122b0578c63d6e0f0c5ac88682b476e2b3f3fd9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fb7f7c84a6f291149a93b513e3f44280e9ed9644 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jun 2023 00:01:47 -0700
Subject: [PATCH 6626/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/356f586b-1ba0-45d6-8dd2-f7c2f03bc1cd

PiperOrigin-RevId: 544572903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7651b00fe88..c70e3d15022 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b997c70ec14b5104056b8db2010fba8a72807dad90689baf0a82a403de28c9b0",
-    git_commit = "e122b0578c63d6e0f0c5ac88682b476e2b3f3fd9",
+    sha256 = "28f4b4b11b2f72e89e34fa1fae5d3f580059da9fa4d6fcdf43f704ac038d549c",
+    git_commit = "fcee0dd6445c144a024a1d48ed830ddc4279a3d1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 400585070f02eca4655bf76c1ee469f738a4f45a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jun 2023 06:01:43 -0700
Subject: [PATCH 6627/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f5fe123-3ef2-45ba-a069-ef033136381b

PiperOrigin-RevId: 544635042
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c70e3d15022..4b071df3bed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28f4b4b11b2f72e89e34fa1fae5d3f580059da9fa4d6fcdf43f704ac038d549c",
-    git_commit = "fcee0dd6445c144a024a1d48ed830ddc4279a3d1",
+    sha256 = "f59675bc9eaaca0e7b0678328852a6d83db0cb093667f5f034844633c3ea743a",
+    git_commit = "9e401fdb18e4e2e65f9b8ee48245a9b5ddf08504",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 366985b56376cfed6c3a380937d3e9eb9822522b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jun 2023 12:02:34 -0700
Subject: [PATCH 6628/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bdc8384f-141c-4874-94b8-642bc7b53253

PiperOrigin-RevId: 544716811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b071df3bed..33c776bbaf7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f59675bc9eaaca0e7b0678328852a6d83db0cb093667f5f034844633c3ea743a",
-    git_commit = "9e401fdb18e4e2e65f9b8ee48245a9b5ddf08504",
+    sha256 = "d0efbfd4584a3a8c2c75ef191a461e1885ef17c2cd3cef43350e08bd015afbd9",
+    git_commit = "86d21dc7906d237b03b4b67f171798a47896098a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d2a96999246d061a9da5a9630baf40a15311ca6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Jun 2023 18:02:48 -0700
Subject: [PATCH 6629/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e0766bd-540a-40c2-9697-83e54a88e736

PiperOrigin-RevId: 544789783
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33c776bbaf7..cb1c1efb71a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0efbfd4584a3a8c2c75ef191a461e1885ef17c2cd3cef43350e08bd015afbd9",
-    git_commit = "86d21dc7906d237b03b4b67f171798a47896098a",
+    sha256 = "64ff08d8d78b6896b3ce53ff0c6eb3ca1887f9d25b3fd240153dd4813d981712",
+    git_commit = "e0fe853b4b1b2c154e701d22a43d6c85d04db962",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3ae526c9ee82c8360c27ba7dfbe098083d4123bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jul 2023 00:01:51 -0700
Subject: [PATCH 6630/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/000cb5ef-4e65-4904-b0ff-848aa711a1ed

PiperOrigin-RevId: 544834385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb1c1efb71a..9390bec6377 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64ff08d8d78b6896b3ce53ff0c6eb3ca1887f9d25b3fd240153dd4813d981712",
-    git_commit = "e0fe853b4b1b2c154e701d22a43d6c85d04db962",
+    sha256 = "17b99ebcf939bb64ad93e168128942d216d03956e218a617f49099a1f2c8a83a",
+    git_commit = "70ed8ae5d71a3d612441df9e81c63fab3f7809fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eab913098793daeb8d816559edb70bf80ff258f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Jul 2023 06:01:42 -0700
Subject: [PATCH 6631/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dca4a281-ec99-4d10-9d93-48f0e33a1022

PiperOrigin-RevId: 544874503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9390bec6377..4a286084216 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17b99ebcf939bb64ad93e168128942d216d03956e218a617f49099a1f2c8a83a",
-    git_commit = "70ed8ae5d71a3d612441df9e81c63fab3f7809fc",
+    sha256 = "ae6a4cfd0e3e557efc852b1c6a918531f85820c6ea65c4ddfd57903dd459fe5a",
+    git_commit = "af84c77f969f7d78a227905196a224f584ed750b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b240e764079eb56bcc8386dcef6072f0d538f6ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jul 2023 00:01:42 -0700
Subject: [PATCH 6632/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6b43abb-9dfa-49fe-8de0-e572d8f69b9e

PiperOrigin-RevId: 544981407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4a286084216..1915276ff8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae6a4cfd0e3e557efc852b1c6a918531f85820c6ea65c4ddfd57903dd459fe5a",
-    git_commit = "af84c77f969f7d78a227905196a224f584ed750b",
+    sha256 = "f43f0a03ae4d5bd477ac21e3e8651822dc77bb5909ff90c99add62cb9eeefeae",
+    git_commit = "2a5fbc577495d77ac88e77f7a2607098ea1e9f6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 16d67e03e2235d89e9d869925179345ce930f25b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jul 2023 06:01:44 -0700
Subject: [PATCH 6633/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/17dbf42e-17bd-4e92-98c5-551f6e653bf5

PiperOrigin-RevId: 545020976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1915276ff8f..31bb241eb93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f43f0a03ae4d5bd477ac21e3e8651822dc77bb5909ff90c99add62cb9eeefeae",
-    git_commit = "2a5fbc577495d77ac88e77f7a2607098ea1e9f6d",
+    sha256 = "e1aa850ef36642f7f289fb6f73891839b7655953e74dd3a3409f886b0a5db297",
+    git_commit = "423bee1dbf872d17cd998abba6a4c3eff310c3a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 53f00fb4c8cc3a8b9967ec8bb444596e7b8ccda5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Jul 2023 18:01:39 -0700
Subject: [PATCH 6634/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f79e79c7-3391-4ee3-a269-66e0146447ec

PiperOrigin-RevId: 545089694
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31bb241eb93..74b35b9bdb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1aa850ef36642f7f289fb6f73891839b7655953e74dd3a3409f886b0a5db297",
-    git_commit = "423bee1dbf872d17cd998abba6a4c3eff310c3a1",
+    sha256 = "e43e445eae8bd466759fd208ca1bc063dcae8b0bdbdbfe8859c97e14d5e40ddf",
+    git_commit = "aa46199fd020ee908642538481733c47bda468a8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2fa7d12381ff5486b1b8e6c38611ed291494d31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jul 2023 00:02:15 -0700
Subject: [PATCH 6635/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5f46ffe-623d-431e-914f-02174dc969c4

PiperOrigin-RevId: 545138219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74b35b9bdb3..8acb7c4f18b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e43e445eae8bd466759fd208ca1bc063dcae8b0bdbdbfe8859c97e14d5e40ddf",
-    git_commit = "aa46199fd020ee908642538481733c47bda468a8",
+    sha256 = "ead93d9f8272d3fd80c03225de1a8e6781bdc11793d7183216c6357358576ff5",
+    git_commit = "d73b955e04f07608af52dda8936cf9108dffbe2b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6898a3e08fc3b2cfae6247f27d4bc9f59f271b60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jul 2023 06:02:10 -0700
Subject: [PATCH 6636/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d91748a-fcab-40fe-8fba-ba506c4262ff

PiperOrigin-RevId: 545203280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8acb7c4f18b..6cbb485ba93 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ead93d9f8272d3fd80c03225de1a8e6781bdc11793d7183216c6357358576ff5",
-    git_commit = "d73b955e04f07608af52dda8936cf9108dffbe2b",
+    sha256 = "16823c37ea9ed6472c17b45702c774d03490be208e8e7061c944c5e71e0f4761",
+    git_commit = "81a1946366e57edd1029153caa8f826c19717b75",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9318885f558161cac20c0442a810c9a89a42b518 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jul 2023 12:01:45 -0700
Subject: [PATCH 6637/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c70d8b5-2b97-4fd9-bc5d-cfb2fc0a76d6

PiperOrigin-RevId: 545260376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cbb485ba93..4910f580c4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16823c37ea9ed6472c17b45702c774d03490be208e8e7061c944c5e71e0f4761",
-    git_commit = "81a1946366e57edd1029153caa8f826c19717b75",
+    sha256 = "85c0c705a375ed3328a1023ae274bce10920528aa1fedea832763ef2646e867f",
+    git_commit = "3adc941761801e4ee2247c37b0d5519aedfecb92",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 882f24ecb1af2a6b7371d208dfe1fa0e3e919e69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Jul 2023 18:01:50 -0700
Subject: [PATCH 6638/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/950dd7fa-5c9e-40dc-bd25-de69072a30f5

PiperOrigin-RevId: 545303387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4910f580c4b..4fe5546b734 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85c0c705a375ed3328a1023ae274bce10920528aa1fedea832763ef2646e867f",
-    git_commit = "3adc941761801e4ee2247c37b0d5519aedfecb92",
+    sha256 = "51840c776d12dbc6ce4289779a25a76f1be7dc090305290762f915f2f172f426",
+    git_commit = "d6675120135303f282bfc29992c175735c71ca2e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f6ba0c0b8963586fb6ef79405af0dbc3dc54c3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jul 2023 00:01:57 -0700
Subject: [PATCH 6639/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f75ac8cb-f1f9-42a1-a9e1-0863a1cc8aca

PiperOrigin-RevId: 545357656
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fe5546b734..70e5a9ace09 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51840c776d12dbc6ce4289779a25a76f1be7dc090305290762f915f2f172f426",
-    git_commit = "d6675120135303f282bfc29992c175735c71ca2e",
+    sha256 = "c57b712d249d388fc79073e567bff05696193e6f524e82ba3317b5acddd0031b",
+    git_commit = "1fe6358dfcec371088c238df51a20977814bbb11",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b711643b9f3af35aedfb66541b4d764a73524d1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jul 2023 06:02:10 -0700
Subject: [PATCH 6640/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eaf43620-9aff-4285-be75-aec405e61305

PiperOrigin-RevId: 545425359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70e5a9ace09..128b8814b8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c57b712d249d388fc79073e567bff05696193e6f524e82ba3317b5acddd0031b",
-    git_commit = "1fe6358dfcec371088c238df51a20977814bbb11",
+    sha256 = "e1582a68147f597082eebde66c994fb897be508dc79bf947aa5c3e720a9ec736",
+    git_commit = "c0ce55fe41095c6b202d71210e299d9f6d3a0100",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9bae36d3948915d060a740cd04184003bf7d56b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jul 2023 12:01:51 -0700
Subject: [PATCH 6641/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9cdac7e6-ce3f-4fd0-89df-34626f4781cb

PiperOrigin-RevId: 545486363
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 128b8814b8f..ef528677588 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1582a68147f597082eebde66c994fb897be508dc79bf947aa5c3e720a9ec736",
-    git_commit = "c0ce55fe41095c6b202d71210e299d9f6d3a0100",
+    sha256 = "89aeea17dba9786ea43ab8f7e3487de62106d46df365ea0c76909de6c6f2aa44",
+    git_commit = "255bdea4415a5038bd00d3014e12e5cb0d2a4b55",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e31bdee0e6e1e30e548146316bbad76a35974fde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Jul 2023 18:01:49 -0700
Subject: [PATCH 6642/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f587e4e-6396-4749-81a4-87063100bf07

PiperOrigin-RevId: 545529447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef528677588..335d6bd8037 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89aeea17dba9786ea43ab8f7e3487de62106d46df365ea0c76909de6c6f2aa44",
-    git_commit = "255bdea4415a5038bd00d3014e12e5cb0d2a4b55",
+    sha256 = "b1587fa1640456743499f5186115fc453c05dfec628111f48e94836e6046fa1e",
+    git_commit = "cc71ba69fa9d25a21009b6e377f3dc3d1323aa6c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8fb24341a7bcb47a7194428b202b67ffeb676500 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jul 2023 06:02:43 -0700
Subject: [PATCH 6643/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4a7e2a5-dbd5-4e2f-a9ce-c3bc8b938ea0

PiperOrigin-RevId: 545646373
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 335d6bd8037..8df978b2d17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1587fa1640456743499f5186115fc453c05dfec628111f48e94836e6046fa1e",
-    git_commit = "cc71ba69fa9d25a21009b6e377f3dc3d1323aa6c",
+    sha256 = "07eca29747d81240d024eb4abca1c0d1b59dbce547bc832aa84dc46b6774204c",
+    git_commit = "10e9c28c64b8ffcad6c1eafb928533d45291c0f7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 66ac8aa2f3405b4322174cc1cad203fd5edd2dc3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jul 2023 12:01:39 -0700
Subject: [PATCH 6644/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e1c1cc5-9d02-4857-ba65-09b0822cb385

PiperOrigin-RevId: 545746848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8df978b2d17..815fee8c3ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07eca29747d81240d024eb4abca1c0d1b59dbce547bc832aa84dc46b6774204c",
-    git_commit = "10e9c28c64b8ffcad6c1eafb928533d45291c0f7",
+    sha256 = "3f98d50b1cd26b338709326cb63bd48bdb361aada1eaf6a98e39cb9f370ba1f9",
+    git_commit = "3ba0e0e92d265d65ad42699b3f1e725a7af5f39b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ae354ddedd86f16126e43a02dad918265f96115e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Jul 2023 18:01:35 -0700
Subject: [PATCH 6645/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77ea0cb1-2a9b-4c28-8c88-f42b35b62817

PiperOrigin-RevId: 545834524
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 815fee8c3ca..8aa9d97cf46 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f98d50b1cd26b338709326cb63bd48bdb361aada1eaf6a98e39cb9f370ba1f9",
-    git_commit = "3ba0e0e92d265d65ad42699b3f1e725a7af5f39b",
+    sha256 = "04bdf636786a80acfe1d2aef6599c6ec11f1673f1144681b159f0be2b548e31d",
+    git_commit = "4fb470426d39aa5e6cfd98b0541c7a231f4fb9b2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cf7982b0d9a713e85d7e77bbf7afe9189fe3d12f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jul 2023 00:01:57 -0700
Subject: [PATCH 6646/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/08f671d4-6d01-4b6c-9a37-d1446444c70d

PiperOrigin-RevId: 545890140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8aa9d97cf46..0a6be90939e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04bdf636786a80acfe1d2aef6599c6ec11f1673f1144681b159f0be2b548e31d",
-    git_commit = "4fb470426d39aa5e6cfd98b0541c7a231f4fb9b2",
+    sha256 = "95624a42549b803643637ddccc66ed8460bff1b666a246a10dec933049aee025",
+    git_commit = "fa4d29bfef80b7c9d227b31581d9f85b66c388a5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 741abfb072ac497e4dc6f2421daa4d9d3cad18ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jul 2023 06:01:46 -0700
Subject: [PATCH 6647/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7056dfa-a16d-450d-abde-e9fd4617e6e7

PiperOrigin-RevId: 545963219
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0a6be90939e..134243e6d10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95624a42549b803643637ddccc66ed8460bff1b666a246a10dec933049aee025",
-    git_commit = "fa4d29bfef80b7c9d227b31581d9f85b66c388a5",
+    sha256 = "0f6df1dd4676199e7001108f1e0d8a54947fe45a670fad285e546861b89ef1a8",
+    git_commit = "5c1dcfd436548558312710ace3db60f56d2e082c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d98b3e228ea0c7e63f0c25cc894e24f03f71ba4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jul 2023 12:01:48 -0700
Subject: [PATCH 6648/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/591bcca1-a851-4e95-8c71-f017ae4bfc5f

PiperOrigin-RevId: 546054656
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 134243e6d10..caf9d2081d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f6df1dd4676199e7001108f1e0d8a54947fe45a670fad285e546861b89ef1a8",
-    git_commit = "5c1dcfd436548558312710ace3db60f56d2e082c",
+    sha256 = "32db40d3afe56d36109ba657b132342e8ea793f4bc6ed39a530870bbc38a9d57",
+    git_commit = "961664ddb44c92d86a0c5a6e5aab2bea3cc98a1c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bef9f4992e18b5819c42f8946280bb113bac0210 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Jul 2023 18:18:49 -0700
Subject: [PATCH 6649/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/847fe812-2f52-433c-b758-f99a0f39f509

PiperOrigin-RevId: 546144820
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index caf9d2081d5..5de1aa1f9ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32db40d3afe56d36109ba657b132342e8ea793f4bc6ed39a530870bbc38a9d57",
-    git_commit = "961664ddb44c92d86a0c5a6e5aab2bea3cc98a1c",
+    sha256 = "ae91789116388801b5868807ec7593b6c2f11a0c2b832951b42deb9f2dca6b9c",
+    git_commit = "e5630fe64c716728435a3ff4c31b468463120e74",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 291650abc818f7274c9b72cd410f9aa5fa5c3024 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jul 2023 16:06:42 -0700
Subject: [PATCH 6650/8103] Internal change

PiperOrigin-RevId: 547627091
---
 tensorflow_serving/util/net_http/public/BUILD | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 49054ce0a51..971c449f869 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -8,7 +8,10 @@ package(default_visibility = [
 
 package_group(
     name = "http_server_clients",
-    packages = ["//..."],
+    packages = [
+        "//...",
+        "//platforms/redfish/...",
+    ],
 )
 
 licenses(["notice"])

From bf4aaf04feb563629cb514497f35e1f84609bb02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Jul 2023 19:59:46 -0700
Subject: [PATCH 6651/8103] Pass criticality and queue option for low priority
 to support priority queue in shared hatch scheduler

PiperOrigin-RevId: 547997254
---
 tensorflow_serving/batching/batching_session.h | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 5420ab6ff01..abc4e615f0a 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -33,6 +33,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow/tsl/platform/criticality.h"
 #include "tensorflow_serving/batching/batching_options.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
 
@@ -210,6 +211,8 @@ struct BatchingSessionTask : public BatchTask {
   std::shared_ptr<ThreadSafeStatus> thread_safe_status;
   // 'split_run_metadatas' records `run_metadata` of each split.
   std::shared_ptr<std::vector<RunMetadata>> split_run_metadatas;
+
+  tsl::criticality::Criticality criticality;
 };
 
 }  // namespace serving

From 6a56bd1eefdd46fbfdbd7c906b3fe22929aab3cb Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 14 Jul 2023 13:25:46 -0700
Subject: [PATCH 6652/8103] Add release notes for tf-serving 2.13.0-rc0

PiperOrigin-RevId: 548208058
---
 RELEASE.md | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 516d235d367..24d6b8331cf 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,24 @@
+# Release 2.13.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Remove unused TF-DF define from bazelrc. (commit: dc0766022a49e8eca1ad9d7c7ce212a8ee3ea6d7)
+* Remove usages of `tsl::Status::error_message`. (commit: 2b4ef1ae5ef3d24bdfa994dc08e840d635c66125)
+* Add release notes for tf-serving 2.12.1 (commit: 19c3e66306722c44ddc7fc6dd2b4c59373640c95)
+* Fix tests broken by the new defaults info in SignatureDef. (commit: 07b0882570a040aeb4a74a01ec5c81ecd6383afc)
+* Fix remaining tests broken by the new defaults info in SignatureDef. (commit: 65b13b76083adfa7b694b5378e3f91a5088e62b8)
+* Deprecate oss_or_google.bzl, move macros to serving.bzl (commit: a85461300e0e6a4b589e809bb7390ea4f17796bd)
+* Revert "Fix tests broken by the new defaults info in SignatureDef." (commit: 663b375d8899e5937e67655f56ee6c888f4a084a)
+* Update version for 2.13.0-rc0 release. (#2151) (commit: f449ae3dc99bfd19a3e9dbfa213c8553222382e2)
+
 # Release 2.12.1
 
 * This is a re-release of 2.12.0 (that was marked as bad). Please use this instead.

From 638fd783f387cc395f5771ec9e05b39b3814145c Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 18 Jul 2023 11:36:09 -0700
Subject: [PATCH 6653/8103] Add release notes for tf-serving 2.12.2

PiperOrigin-RevId: 549064028
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 24d6b8331cf..d4aad5a8879 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -19,6 +19,20 @@
 * Revert "Fix tests broken by the new defaults info in SignatureDef." (commit: 663b375d8899e5937e67655f56ee6c888f4a084a)
 * Update version for 2.13.0-rc0 release. (#2151) (commit: f449ae3dc99bfd19a3e9dbfa213c8553222382e2)
 
+# Release 2.12.2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.12.1
+
 # Release 2.12.1
 
 * This is a re-release of 2.12.0 (that was marked as bad). Please use this instead.

From d04bbfeed83801242c2f16c8673592c3ab895aec Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 18 Jul 2023 13:35:23 -0700
Subject: [PATCH 6654/8103] Add release notes for tf-serving 2.13.0-rc1

PiperOrigin-RevId: 549097042
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index d4aad5a8879..edef6ccef85 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.13.0-rc1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.13.0-rc1
+
 # Release 2.13.0-rc0
 
 ## Major Features and Improvements

From 72b83ed2237cea14bab34d551e01d9dd8fc5edc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Jul 2023 04:37:33 -0700
Subject: [PATCH 6655/8103] Internal Code Change

PiperOrigin-RevId: 549277681
---
 tensorflow_serving/apis/BUILD | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 303e41b505f..f78c0249a39 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -423,6 +423,12 @@ serving_proto_library(
     ],
 )
 
+tf_jspb_proto_library(
+    name = "session_service_jspb_proto",
+    visibility = ["//research/vision/loco/visualization/interactive_computation:__pkg__"],
+    deps = [":session_service_proto"],
+)
+
 serving_proto_library_py(
     name = "session_service_proto_py_pb2",
     srcs = ["session_service.proto"],

From f196fa8a3c29a309899a8df2058a5692ce999253 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Wed, 19 Jul 2023 05:26:25 -0700
Subject: [PATCH 6656/8103] Move Servable interface to tensorflow serving.

PiperOrigin-RevId: 549286752
---
 tensorflow_serving/servables/tensorflow/BUILD |  44 ++++++
 .../servables/tensorflow/mock_servable.h      |  57 ++++++++
 .../servables/tensorflow/servable.cc          |  26 ++++
 .../servables/tensorflow/servable.h           | 136 ++++++++++++++++++
 .../servables/tensorflow/servable_test.cc     |  35 +++++
 5 files changed, 298 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/mock_servable.h
 create mode 100644 tensorflow_serving/servables/tensorflow/servable.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/servable.h
 create mode 100644 tensorflow_serving/servables/tensorflow/servable_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index fe3c8e849d6..b7e2685240d 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1072,6 +1072,38 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "servable",
+    srcs = ["servable.cc"],
+    hdrs = ["servable.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/functional:any_invocable",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+    ],
+)
+
+cc_library(
+    name = "mock_servable",
+    testonly = True,
+    hdrs = ["mock_servable.h"],
+    deps = [
+        ":servable",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/functional:any_invocable",
+        "@com_google_absl//absl/status",
+    ],
+)
+
 cc_test(
     name = "thread_pool_factory_test",
     size = "small",
@@ -1084,3 +1116,15 @@ cc_test(
         "@org_tensorflow//tensorflow/core/platform:threadpool_options",
     ],
 )
+
+cc_test(
+    name = "servable_test",
+    srcs = ["servable_test.cc"],
+    deps = [
+        ":servable",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/status",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
new file mode 100644
index 00000000000..2fcf7dac996
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -0,0 +1,57 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
+
+#include <gmock/gmock.h>
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// A mock of tensorflow::serving::Servable.
+class MockServable : public Servable {
+ public:
+  MockServable() : Servable("", 0) {}
+  ~MockServable() override = default;
+
+  MOCK_METHOD(absl::Status, Classify,
+              (const tensorflow::serving::ClassificationRequest& request,
+               tensorflow::serving::ClassificationResponse* response));
+  MOCK_METHOD(absl::Status, Regress,
+              (const tensorflow::serving::RegressionRequest& request,
+               tensorflow::serving::RegressionResponse* response));
+  MOCK_METHOD(absl::Status, Predict,
+              (const tensorflow::serving::PredictRequest& request,
+               tensorflow::serving::PredictResponse* response));
+  MOCK_METHOD(absl::Status, PredictStreamed,
+              (const tensorflow::serving::PredictRequest& request,
+               absl::AnyInvocable<void(tensorflow::serving::PredictResponse)>
+                   response_callback));
+  MOCK_METHOD(absl::Status, MultiInference,
+              (const tensorflow::serving::MultiInferenceRequest& request,
+               tensorflow::serving::MultiInferenceResponse* response));
+  MOCK_METHOD(absl::Status, GetModelMetadata,
+              (const tensorflow::serving::GetModelMetadataRequest& request,
+               tensorflow::serving::GetModelMetadataResponse* response));
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
diff --git a/tensorflow_serving/servables/tensorflow/servable.cc b/tensorflow_serving/servables/tensorflow/servable.cc
new file mode 100644
index 00000000000..68d31d9db1c
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/servable.cc
@@ -0,0 +1,26 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+EmptyServable::EmptyServable()
+    : Servable(/*name=*/"", /*version=*/0),
+      error_(absl::FailedPreconditionError("No models loaded")) {}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
new file mode 100644
index 00000000000..fc2b7b4c571
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -0,0 +1,136 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SERVABLE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SERVABLE_H_
+
+#include <stdint.h>
+
+#include <string>
+
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/string_view.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Provides a `PredictionService`-like interface. All concrete implementations
+// are expected to be thread-safe.
+class Servable {
+ public:
+  Servable(absl::string_view name, int64_t version)
+      : name_(std::string(name)), version_(version) {}
+
+  virtual ~Servable() = default;
+
+  // Returns the name associated with this servable.
+  absl::string_view name() const { return name_; }
+
+  // Returns the version associated with this servable.
+  int64_t version() const { return version_; }
+
+  virtual absl::Status Classify(const ClassificationRequest& request,
+                                ClassificationResponse* response) = 0;
+
+  virtual absl::Status Regress(const RegressionRequest& request,
+                               RegressionResponse* response) = 0;
+
+  virtual absl::Status Predict(const PredictRequest& request,
+                               PredictResponse* response) = 0;
+
+  // Streamed version of `Predict`. Experimental API that is not yet part of the
+  // PredictionService API.
+  //
+  // `response_callback` is called for each streamed output, zero or more times,
+  // when the streamed output becomes available. The callback invocation is
+  // serialized by the runtime, which means that `response_callback` does not
+  // have to be thread-safe, but blocking inside the callback causes the next
+  // callback invocation to be delayed. The implementation guarantees that the
+  // callback is never called after the `PredictStreamed` method returns.
+  virtual absl::Status PredictStreamed(
+      const PredictRequest& request,
+      absl::AnyInvocable<void(PredictResponse)> response_callback) = 0;
+
+  virtual absl::Status MultiInference(const MultiInferenceRequest& request,
+                                      MultiInferenceResponse* response) = 0;
+
+  virtual absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
+                                        GetModelMetadataResponse* response) = 0;
+
+ private:
+  // Metadata of this servable. Currently matches the fields in
+  // `ServableId`.
+  const std::string name_;
+  const int64_t version_;
+};
+
+// An "empty" servable where there's no model associated with the servable. All
+// methods will return an error.
+//
+// Empty servables can be used in places where a servable is expected but we
+// don't need to load any models. For example, Model Server currently expects
+// each task to have at least one servable loaded, but Pathways Serving requires
+// only the controller task to initiate loading servables. So we use empty
+// servables in non-zero tasks to make sure non-zero tasks don't load anything.
+class EmptyServable : public Servable {
+ public:
+  EmptyServable();
+
+  absl::Status Classify(const ClassificationRequest& request,
+                        ClassificationResponse* response) override {
+    return error_;
+  }
+
+  absl::Status Regress(const RegressionRequest& request,
+                       RegressionResponse* response) override {
+    return error_;
+  }
+
+  absl::Status Predict(const PredictRequest& request,
+                       PredictResponse* response) override {
+    return error_;
+  }
+
+  absl::Status PredictStreamed(
+      const PredictRequest& request,
+      absl::AnyInvocable<void(PredictResponse)> response_callback) override {
+    return error_;
+  }
+
+  absl::Status MultiInference(const MultiInferenceRequest& request,
+                              MultiInferenceResponse* response) override {
+    return error_;
+  }
+
+  absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
+                                GetModelMetadataResponse* response) override {
+    return error_;
+  }
+
+ private:
+  absl::Status error_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SERVABLE_H_
diff --git a/tensorflow_serving/servables/tensorflow/servable_test.cc b/tensorflow_serving/servables/tensorflow/servable_test.cc
new file mode 100644
index 00000000000..3ac7499f8f0
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/servable_test.cc
@@ -0,0 +1,35 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "absl/status/status.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+TEST(EmptyServableTest, Predict) {
+  PredictResponse response;
+  EXPECT_EQ(EmptyServable().Predict(PredictRequest(), &response).code(),
+            absl::StatusCode::kFailedPrecondition);
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 1ad5e7c89bc32c2fdb8b455d73b361b9accf0e49 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 20 Jul 2023 11:53:23 -0700
Subject: [PATCH 6657/8103] Add release notes for tf-serving 2.13.0-rc2

PiperOrigin-RevId: 549697590
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index edef6ccef85..2dbe63032e6 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.13.0-rc2
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.13.0-rc2
+
 # Release 2.13.0-rc1
 
 ## Major Features and Improvements

From 3d8e8c39be54ae88959cb5b9e3b06dc30aadd99d Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 21 Jul 2023 17:54:27 -0700
Subject: [PATCH 6658/8103] Add release notes for tf-serving 2.13.0

PiperOrigin-RevId: 550092752
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 2dbe63032e6..3a2b98d3b5d 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.13.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.13.0
+
 # Release 2.13.0-rc2
 
 ## Major Features and Improvements

From 6a9d0fdafe326605cad1cae60dea0dd165bd2bb4 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Tue, 25 Jul 2023 10:13:21 -0700
Subject: [PATCH 6659/8103] Add RunOptions to Servable interface.

PiperOrigin-RevId: 550921545
---
 tensorflow_serving/servables/tensorflow/BUILD |  2 +
 .../servables/tensorflow/mock_servable.h      | 17 +++++---
 .../servables/tensorflow/servable.h           | 41 ++++++++++++++-----
 .../servables/tensorflow/servable_test.cc     |  7 ++--
 4 files changed, 48 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index b7e2685240d..3580d2031c8 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1080,6 +1080,8 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":predict_response_tensor_serialization_option",
+        ":thread_pool_factory",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/apis:inference_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
index 2fcf7dac996..53ed9225aba 100644
--- a/tensorflow_serving/servables/tensorflow/mock_servable.h
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -16,10 +16,10 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
 
-#include <gmock/gmock.h>
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -31,20 +31,25 @@ class MockServable : public Servable {
   ~MockServable() override = default;
 
   MOCK_METHOD(absl::Status, Classify,
-              (const tensorflow::serving::ClassificationRequest& request,
+              (const tensorflow::serving::Servable::RunOptions& run_options,
+               const tensorflow::serving::ClassificationRequest& request,
                tensorflow::serving::ClassificationResponse* response));
   MOCK_METHOD(absl::Status, Regress,
-              (const tensorflow::serving::RegressionRequest& request,
+              (const tensorflow::serving::Servable::RunOptions& run_options,
+               const tensorflow::serving::RegressionRequest& request,
                tensorflow::serving::RegressionResponse* response));
   MOCK_METHOD(absl::Status, Predict,
-              (const tensorflow::serving::PredictRequest& request,
+              (const tensorflow::serving::Servable::RunOptions& run_options,
+               const tensorflow::serving::PredictRequest& request,
                tensorflow::serving::PredictResponse* response));
   MOCK_METHOD(absl::Status, PredictStreamed,
-              (const tensorflow::serving::PredictRequest& request,
+              (const tensorflow::serving::Servable::RunOptions& run_options,
+               const tensorflow::serving::PredictRequest& request,
                absl::AnyInvocable<void(tensorflow::serving::PredictResponse)>
                    response_callback));
   MOCK_METHOD(absl::Status, MultiInference,
-              (const tensorflow::serving::MultiInferenceRequest& request,
+              (const tensorflow::serving::Servable::RunOptions& run_options,
+               const tensorflow::serving::MultiInferenceRequest& request,
                tensorflow::serving::MultiInferenceResponse* response));
   MOCK_METHOD(absl::Status, GetModelMetadata,
               (const tensorflow::serving::GetModelMetadataRequest& request,
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index fc2b7b4c571..5c46d6c591a 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -29,6 +29,8 @@ limitations under the License.
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
@@ -48,13 +50,27 @@ class Servable {
   // Returns the version associated with this servable.
   int64_t version() const { return version_; }
 
-  virtual absl::Status Classify(const ClassificationRequest& request,
+  // RunOptions group the configuration for individual inference executions.
+  // The per-request configuration (e.g. deadline) can be passed here.
+  struct RunOptions {
+    // Priority of the request. Some thread pool implementation will schedule
+    // ops based on the priority number. Larger number means higher
+    // priority.
+    int64_t priority = 1;
+    // The deadline for this request.
+    absl::Time deadline = absl::InfiniteFuture();
+  };
+
+  virtual absl::Status Classify(const RunOptions& run_options,
+                                const ClassificationRequest& request,
                                 ClassificationResponse* response) = 0;
 
-  virtual absl::Status Regress(const RegressionRequest& request,
+  virtual absl::Status Regress(const RunOptions& run_options,
+                               const RegressionRequest& request,
                                RegressionResponse* response) = 0;
 
-  virtual absl::Status Predict(const PredictRequest& request,
+  virtual absl::Status Predict(const RunOptions& run_options,
+                               const PredictRequest& request,
                                PredictResponse* response) = 0;
 
   // Streamed version of `Predict`. Experimental API that is not yet part of the
@@ -67,10 +83,11 @@ class Servable {
   // callback invocation to be delayed. The implementation guarantees that the
   // callback is never called after the `PredictStreamed` method returns.
   virtual absl::Status PredictStreamed(
-      const PredictRequest& request,
+      const RunOptions& run_options, const PredictRequest& request,
       absl::AnyInvocable<void(PredictResponse)> response_callback) = 0;
 
-  virtual absl::Status MultiInference(const MultiInferenceRequest& request,
+  virtual absl::Status MultiInference(const RunOptions& run_options,
+                                      const MultiInferenceRequest& request,
                                       MultiInferenceResponse* response) = 0;
 
   virtual absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
@@ -95,28 +112,32 @@ class EmptyServable : public Servable {
  public:
   EmptyServable();
 
-  absl::Status Classify(const ClassificationRequest& request,
+  absl::Status Classify(const RunOptions& run_options,
+                        const ClassificationRequest& request,
                         ClassificationResponse* response) override {
     return error_;
   }
 
-  absl::Status Regress(const RegressionRequest& request,
+  absl::Status Regress(const RunOptions& run_options,
+                       const RegressionRequest& request,
                        RegressionResponse* response) override {
     return error_;
   }
 
-  absl::Status Predict(const PredictRequest& request,
+  absl::Status Predict(const RunOptions& run_options,
+                       const PredictRequest& request,
                        PredictResponse* response) override {
     return error_;
   }
 
   absl::Status PredictStreamed(
-      const PredictRequest& request,
+      const RunOptions& run_options, const PredictRequest& request,
       absl::AnyInvocable<void(PredictResponse)> response_callback) override {
     return error_;
   }
 
-  absl::Status MultiInference(const MultiInferenceRequest& request,
+  absl::Status MultiInference(const RunOptions& run_options,
+                              const MultiInferenceRequest& request,
                               MultiInferenceResponse* response) override {
     return error_;
   }
diff --git a/tensorflow_serving/servables/tensorflow/servable_test.cc b/tensorflow_serving/servables/tensorflow/servable_test.cc
index 3ac7499f8f0..df3c6d20ea9 100644
--- a/tensorflow_serving/servables/tensorflow/servable_test.cc
+++ b/tensorflow_serving/servables/tensorflow/servable_test.cc
@@ -15,10 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 
-#include <gmock/gmock.h>
-#include <gtest/gtest.h>
 #include "absl/status/status.h"
 #include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -26,7 +25,9 @@ namespace {
 
 TEST(EmptyServableTest, Predict) {
   PredictResponse response;
-  EXPECT_EQ(EmptyServable().Predict(PredictRequest(), &response).code(),
+  EXPECT_EQ(EmptyServable()
+                .Predict(Servable::RunOptions(), PredictRequest(), &response)
+                .code(),
             absl::StatusCode::kFailedPrecondition);
 }
 

From ea05b0f1c274124704dfd3c0a440e9b273e5542a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Jul 2023 15:59:13 -0700
Subject: [PATCH 6660/8103] use hermetic python instead of system python for
 building and testing.

PiperOrigin-RevId: 552616684
---
 WORKSPACE                                     | 26 +++++++++++++++++++
 .../tools/docker/Dockerfile.devel             |  1 +
 .../tools/docker/Dockerfile.devel-gpu         |  1 +
 3 files changed, 28 insertions(+)

diff --git a/WORKSPACE b/WORKSPACE
index 5de1aa1f9ac..06935740972 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -39,6 +39,32 @@ tf_serving_workspace()
 load("@bazel_skylib//lib:versions.bzl", "versions")
 versions.check("6.1.0")
 
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
+
+http_archive(
+    name = "bazel_skylib",
+    sha256 = "74d544d96f4a5bb630d465ca8bbcfe231e3594e5aae57e1edbf17a6eb3ca2506",
+    urls = [
+        "https://storage.googleapis.com/mirror.tensorflow.org/github.com/bazelbuild/bazel-skylib/releases/download/1.3.0/bazel-skylib-1.3.0.tar.gz",
+        "https://github.com/bazelbuild/bazel-skylib/releases/download/1.3.0/bazel-skylib-1.3.0.tar.gz",
+    ],
+)
+
+http_archive(
+    name = "rules_python",
+    sha256 = "84aec9e21cc56fbc7f1335035a71c850d1b9b5cc6ff497306f84cced9a769841",
+    strip_prefix = "rules_python-0.23.1",
+    url = "https://github.com/bazelbuild/rules_python/releases/download/0.23.1/rules_python-0.23.1.tar.gz",
+)
+
+load("@rules_python//python:repositories.bzl", "python_register_toolchains")
+
+python_register_toolchains(
+    name = "python",
+    ignore_root_user_error = True,
+    python_version = "3.8",
+)
+
 # Initialize TensorFlow's external dependencies.
 load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
 workspace()
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index c80e99d38c7..c37148e7d85 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -57,6 +57,7 @@ RUN add-apt-repository ppa:deadsnakes/ppa && \
     update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
 
 # Make python3.8 the default python version
+# If updating default python version, also update version in the WORKSPACE file.
 RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 806daf08e2f..20eaac114fc 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -90,6 +90,7 @@ RUN add-apt-repository ppa:deadsnakes/ppa && \
     update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
 
 # Make python3.8 the default python version
+# If updating default python version, also update version in the WORKSPACE file.
 RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \

From 701e5c049f71aadb48463908b86be51f0171c0dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Jul 2023 18:01:42 -0700
Subject: [PATCH 6661/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/106a3307-7137-4687-9c91-ddfac20e79e2

PiperOrigin-RevId: 552643948
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 06935740972..a7c0c66832d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae91789116388801b5868807ec7593b6c2f11a0c2b832951b42deb9f2dca6b9c",
-    git_commit = "e5630fe64c716728435a3ff4c31b468463120e74",
+    sha256 = "26ddc88148135909e0903cadf330fcaecaa1358adaeeda8729de54edfa268a5c",
+    git_commit = "bfc143e5dda881d3abccd060d2499f13c8342d3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 71cc2df81e8570c7adb90751d96a284398a4fabf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Aug 2023 00:01:45 -0700
Subject: [PATCH 6662/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9b544e1-d861-4899-aae7-88fca1934074

PiperOrigin-RevId: 552706684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7c0c66832d..2ced281cdb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26ddc88148135909e0903cadf330fcaecaa1358adaeeda8729de54edfa268a5c",
-    git_commit = "bfc143e5dda881d3abccd060d2499f13c8342d3e",
+    sha256 = "36f5b68c8e7bc2e340c6bbee33e0fbf48cc04e18ed67ce5e7b11e2392b9a8c01",
+    git_commit = "4ce34271c200970bb32946408dc395eb1d5f7475",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 120061dd75ca52a7d6aa008104561a9feb28f813 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Aug 2023 07:03:32 -0700
Subject: [PATCH 6663/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/15292c76-09af-46f4-be00-1ddd91a61d5a

PiperOrigin-RevId: 552790744
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2ced281cdb1..d8e83cdc9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36f5b68c8e7bc2e340c6bbee33e0fbf48cc04e18ed67ce5e7b11e2392b9a8c01",
-    git_commit = "4ce34271c200970bb32946408dc395eb1d5f7475",
+    sha256 = "8cdc3846bee5ee36735245d606ee03a1039efbe31c539e6b35418dc63e1b09e8",
+    git_commit = "a103b4a859d63719870f6d427027592991daa0b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f516d01be87bf2e31f602a34c9288b446535e136 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Aug 2023 12:04:59 -0700
Subject: [PATCH 6664/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f0da40e-e651-425a-aa15-95816d1ce1ab

PiperOrigin-RevId: 552877516
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8e83cdc9e5..221e2568049 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cdc3846bee5ee36735245d606ee03a1039efbe31c539e6b35418dc63e1b09e8",
-    git_commit = "a103b4a859d63719870f6d427027592991daa0b3",
+    sha256 = "bcd89d9f9d5f84f53aed65342152958af7f9467cd869acc7bdf21819c9f984ba",
+    git_commit = "21723dc9c95e9ab8940cc04d9ec1b2295025c9d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 15607f5137b1f8a6ce0646a475f60199d27fd224 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Aug 2023 18:01:39 -0700
Subject: [PATCH 6665/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6342dfb-f9e4-43ef-bdc9-16ba3f1958f7

PiperOrigin-RevId: 552980398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 221e2568049..041210f68f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcd89d9f9d5f84f53aed65342152958af7f9467cd869acc7bdf21819c9f984ba",
-    git_commit = "21723dc9c95e9ab8940cc04d9ec1b2295025c9d3",
+    sha256 = "e8703650bc44a256dbe700d8445c3e29d96addec07ccffc295f99b1d36deb395",
+    git_commit = "69152049798549d21c4a0bcf75d657c007ebfae1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a3d7b5b22731452e4add73abdb5915e9ed3eed04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Aug 2023 00:02:10 -0700
Subject: [PATCH 6666/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a78c94f6-443c-49de-910b-3c536c8c38ea

PiperOrigin-RevId: 553048299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 041210f68f5..de72e1584b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e8703650bc44a256dbe700d8445c3e29d96addec07ccffc295f99b1d36deb395",
-    git_commit = "69152049798549d21c4a0bcf75d657c007ebfae1",
+    sha256 = "2391bc28d29863700f402e25ca0ff16fdc2b36d5a9368d4a25aac76000729922",
+    git_commit = "f0fade7bb11303567a60c127343bec7755e1f7b5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 127913d549885cb0eb07199195e3b105b6aec3d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Aug 2023 06:01:55 -0700
Subject: [PATCH 6667/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/536a1778-915f-4520-ba3b-a05ae03efeb5

PiperOrigin-RevId: 553121010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de72e1584b0..ed6a758acdd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2391bc28d29863700f402e25ca0ff16fdc2b36d5a9368d4a25aac76000729922",
-    git_commit = "f0fade7bb11303567a60c127343bec7755e1f7b5",
+    sha256 = "bbcdbe78be8ba41ec5adb9d8f4d3cac760fc1193fe815a043dee9bb8294428c4",
+    git_commit = "f0cb2a98176c123dff69a9475d523acf00c68ad0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6d7e3a5994f1a59d269b74f555132445831c89c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Aug 2023 12:01:47 -0700
Subject: [PATCH 6668/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3321e1d-a61e-4f33-bd1a-05121510b953

PiperOrigin-RevId: 553215860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed6a758acdd..8736956b9a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbcdbe78be8ba41ec5adb9d8f4d3cac760fc1193fe815a043dee9bb8294428c4",
-    git_commit = "f0cb2a98176c123dff69a9475d523acf00c68ad0",
+    sha256 = "0a62d37b848d63c274bb4c8ff940e24951fd5d29bd2f7c926c536212bf06a85c",
+    git_commit = "c44ed87f5a76241efbe1834b0da55cc918890743",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c7bfd1efa10ad044054a294308133cae4d95ba2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Aug 2023 18:01:35 -0700
Subject: [PATCH 6669/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76f2affb-150c-43c9-8b78-a5a417ee8eea

PiperOrigin-RevId: 553311704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8736956b9a8..91d0182f41f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a62d37b848d63c274bb4c8ff940e24951fd5d29bd2f7c926c536212bf06a85c",
-    git_commit = "c44ed87f5a76241efbe1834b0da55cc918890743",
+    sha256 = "4871c3db392e415d1be9da2add833e816ab7e5fc3519f6cf8ad4ed3cdb4e8163",
+    git_commit = "94c3f4ce3878e66446cc4791f8bae41bcae25ee3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e8dd821e0c469f383e220da137d398168610255 Mon Sep 17 00:00:00 2001
From: Juanli Shen <juanlishen@google.com>
Date: Wed, 2 Aug 2023 18:23:59 -0700
Subject: [PATCH 6670/8103] Use OSS-compatible logging lib directly

PiperOrigin-RevId: 553315782
---
 tensorflow_serving/servables/tensorflow/util.cc | 6 ++++++
 tensorflow_serving/servables/tensorflow/util.h  | 3 +++
 2 files changed, 9 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index ccc9575f783..aa04924b1b5 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
 #include <atomic>
+#include <cstdlib>
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
@@ -358,5 +359,10 @@ std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b) {
   return result;
 }
 
+bool IsTfrtErrorLoggingEnabled() {
+  const char* env = getenv("ENABLE_TFRT_SERVING_ERROR_LOGGING");
+  return env != nullptr && env[0] == '1' && env[1] == '\0';
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/util.h b/tensorflow_serving/servables/tensorflow/util.h
index 692d0f7caa4..4844ebde5ad 100644
--- a/tensorflow_serving/servables/tensorflow/util.h
+++ b/tensorflow_serving/servables/tensorflow/util.h
@@ -135,6 +135,9 @@ std::set<string> GetMapKeys(const T& map) {
 // Returns a \ b, i.e. all items that are in `set_a` but not in `set_b`.
 std::set<string> SetDifference(std::set<string> set_a, std::set<string> set_b);
 
+// Returns true if errors should be exported to logging service.
+bool IsTfrtErrorLoggingEnabled();
+
 }  // namespace serving
 }  // namespace tensorflow
 

From 45bc2916a5bc5e71f7c46db16567479447f63d7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Aug 2023 23:57:08 -0700
Subject: [PATCH 6671/8103] Enable the saved model default input value feature
 for TFRT Predict API.

PiperOrigin-RevId: 553378455
---
 tensorflow_serving/servables/tensorflow/BUILD |   1 +
 .../servables/tensorflow/predict_util.cc      |  26 ++----
 .../testdata/saved_model_half_plus_two.py     |  74 +++++++++++-------
 .../00000123/fingerprint.pb                   |   1 +
 .../00000123/saved_model.pb                   | Bin 31166 -> 37987 bytes
 .../variables/variables.data-00000-of-00001   | Bin 231 -> 631 bytes
 .../00000123/variables/variables.index        | Bin 239 -> 239 bytes
 7 files changed, 54 insertions(+), 48 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/fingerprint.pb

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3580d2031c8..53e59c1e625 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -500,6 +500,7 @@ cc_library(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:util",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 639fb020e30..cfa213c7999 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include "absl/strings/str_join.h"
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/cc/saved_model/util.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
@@ -48,7 +49,9 @@ Status VerifySignature(const SignatureDef& signature) {
 
 Status VerifyRequestInputsSize(const SignatureDef& signature,
                                const PredictRequest& request) {
-  if (request.inputs().size() != signature.inputs().size()) {
+  if (request.inputs().size() > signature.inputs().size() ||
+      (request.inputs().size() < signature.inputs().size() &&
+       signature.defaults().empty())) {
     const std::set<string> request_inputs = GetMapKeys(request.inputs());
     const std::set<string> signature_inputs = GetMapKeys(signature.inputs());
     const std::set<string> sent_extra =
@@ -119,25 +122,8 @@ Status PreProcessPrediction(const SignatureDef& signature,
                             std::vector<string>* output_tensor_aliases) {
   TF_RETURN_IF_ERROR(VerifySignature(signature));
   TF_RETURN_IF_ERROR(VerifyRequestInputsSize(signature, request));
-  for (auto& input : request.inputs()) {
-    const string& alias = input.first;
-    auto iter = signature.inputs().find(alias);
-    if (iter == signature.inputs().end()) {
-      return tensorflow::Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
-          strings::StrCat("input tensor alias not found in signature: ", alias,
-                          ". Inputs expected to be in the set {",
-                          absl::StrJoin(GetMapKeys(signature.inputs()), ","),
-                          "}."));
-    }
-    Tensor tensor;
-    if (!tensor.FromProto(input.second)) {
-      return tensorflow::Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
-          "tensor parsing error: " + alias);
-    }
-    inputs->emplace_back(std::make_pair(iter->second.name(), tensor));
-  }
+  TF_RETURN_IF_ERROR(
+      saved_model::GetInputValues(signature, request.inputs(), *inputs));
 
   // Prepare run target.
   std::set<string> seen_outputs;
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 537cee048b6..4c9b7c80157 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -200,55 +200,73 @@ def get_serving_signatures(self):
     }
 
   @tf.function(input_signature=[tf.TensorSpec(shape=[1], dtype=tf.float32)])
-  def predict(self, x):
+  def predict(self, x=tf.constant([0], shape=[1], dtype=tf.float32)):
     return {"y": self.compute(x, self.b)}
 
-  @tf.function(input_signature=[
-      tf.TensorSpec([None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS)
-  ])
+  @tf.function(
+      input_signature=[
+          tf.TensorSpec(
+              [None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS
+          )
+      ]
+  )
   def regress_xy(self, serialized_proto):
     x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
     return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x, self.b)}
 
-  @tf.function(input_signature=[
-      tf.TensorSpec([None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS)
-  ])
+  @tf.function(
+      input_signature=[
+          tf.TensorSpec(
+              [None], dtype=tf.string, name=tf.saved_model.REGRESS_INPUTS
+          )
+      ]
+  )
   def regress_xy2(self, serialized_proto):
     x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
     return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x, self.c)}
 
-  @tf.function(input_signature=[
-      tf.TensorSpec(
-          shape=[1], dtype=tf.float32, name=tf.saved_model.REGRESS_INPUTS)
-  ])
+  @tf.function(
+      input_signature=[
+          tf.TensorSpec(
+              shape=[1], dtype=tf.float32, name=tf.saved_model.REGRESS_INPUTS
+          )
+      ]
+  )
   def regress_x2y3(self, x2):
     return {tf.saved_model.REGRESS_OUTPUTS: self.compute(x2, self.c)}
 
-  @tf.function(input_signature=[
-      tf.TensorSpec([None],
-                    dtype=tf.string,
-                    name=tf.saved_model.CLASSIFY_INPUTS)
-  ])
+  @tf.function(
+      input_signature=[
+          tf.TensorSpec(
+              [None], dtype=tf.string, name=tf.saved_model.CLASSIFY_INPUTS
+          )
+      ]
+  )
   def classify_xy(self, serialized_proto):
     x = tf.parse_example(serialized_proto, _get_feature_spec())["x"]
     return {tf.saved_model.CLASSIFY_OUTPUT_SCORES: self.compute(x, self.b)}
 
-  @tf.function(input_signature=[
-      tf.TensorSpec(
-          shape=[1], dtype=tf.float32, name=tf.saved_model.CLASSIFY_INPUTS)
-  ])
+  @tf.function(
+      input_signature=[
+          tf.TensorSpec(
+              shape=[1], dtype=tf.float32, name=tf.saved_model.CLASSIFY_INPUTS
+          )
+      ]
+  )
   def classify_x2y3(self, x2):
     return {tf.saved_model.CLASSIFY_OUTPUT_SCORES: self.compute(x2, self.c)}
 
 
-def _generate_saved_model_for_half_plus_two(export_dir,
-                                            tf2=False,
-                                            as_text=False,
-                                            as_tflite=False,
-                                            as_tflite_with_sigdef=False,
-                                            use_main_op=False,
-                                            include_mlmd=False,
-                                            device_type="cpu"):
+def _generate_saved_model_for_half_plus_two(
+    export_dir,
+    tf2=False,
+    as_text=False,
+    as_tflite=False,
+    as_tflite_with_sigdef=False,
+    use_main_op=False,
+    include_mlmd=False,
+    device_type="cpu",
+):
   """Generates SavedModel for half plus two.
 
   Args:
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/fingerprint.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/fingerprint.pb
new file mode 100644
index 00000000000..645162d8ebb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/fingerprint.pb
@@ -0,0 +1 @@
+2
(†Â—‰÷è‘çó
 ­åæÚè¶Íšá
ƒø�óÌìãã/ûηҊŠ´Œ¸
Ô•ñ¹÷ø¹¸,
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/saved_model.pb
index 4b1312086f7f870706571b37cb61b29b50780017..5b50da72660b3c1ffb371371df3a28ed8a12bd18 100644
GIT binary patch
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zW%0T-iN7K0Uy&aBF8zH1UnAdEP-u+s&&-@_uU*B2f%GZ!D>-!XLj}K)^LDCZG*%(?
zHeM#gII0Y0{^Q@!;VJL&FpT#O+qdqDhjGZ--`o<<lK{8w@_hHAy7Hltpm^EceC4T#
zUrN!N%@+UW4JL!3%6%n~BgOo-f>xP(NxaBr$u1$)@l#L#PSk%Tu^~wG`vks)GsBCs
zo|!#s&Fs*J%B(Xp`gRVv#`=7W^}U`)IL{;73MP2Hmwd{Zr+2r&Pa1uXsDF-$Fd~l2
z^mhpS3QiWcP0wWW)?{-ZD)<Q?YZ;ZdQBFL<+2yuz@R57Tta;ZNSMRThir>BPWVCg7
z(~6UMTnY1sMEw`MFD|c>Gqo*oN$bg?%MeC%=W8Y*c(NuuUwN^YsgTD{SON=)y`Kgc
zmb9}57{a%s1}a9z?yLbGhusFn%JE*4R?$8xtfRMkZ8@*gBvDvlTR8;L0-o;xg~ENT
zGv{c^=1ySg^VUv4@pKp$iAq;+v?P0eTfrIh7PDg5`TNQXP;`bpd@t$35LCv|ApH4g
z!TgdKer{V~Ftx2<Cf|F>5w54%8<`j|f1mGjTs1R`x9not>>(vF4^E%BeEPnES+ZT-
zdHP-wKO1N3_%=4b>cgg=muq6Y9bvO{UpWCUxI-Pempte`h2oQE+=!8&9Ecq*=`Miy
zWz1(G1L3Mz_D6L%pEm_8C$|+9lx-ye&)-Kvd&b$vV>k7}!+{Eg35QByj}EH$dZG#i
z*5?IKFKjE%nW(b4+fwbq^t?iUREyeckEP=Bukj#DwPTs^ZcmU<!d~A6N^G=QaxhdV
fuJs%orFBK%L&#x4y0#SBw4{(DqzZOPKtBCH>Ll~?

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.data-00000-of-00001
index 2d7ac9cf101fa8c8ed2965c582334253ce674493..3ccfd40fbe35530425653f8f549a3878372179e8 100644
GIT binary patch
literal 631
zcmbV}!D_-l5QaCY)^XHCM{Oba1RiP|p*_|JIS8I?^w^NZRRUs55~aEJDf$Gx_o4b8
z-Bp@kpp+JNS?1&WVP=*wcF!0ai8J~veY`*3;+ukHQam_3KB%$^;0&u&_Trc)P{I~9
zf{iG`RqDQ&=@81OQ!Pg+oMVkD&k<jSK>`(QQa$49h{y5K2h<2Nl0sGH^V$TILL9EQ
zUa}K0sP$FR&>h{Nwy<UsYdp2xg*BbqqEn;i4X!N5nN7xX$9@=`3O@&Zqv!uC7#O|a
zx1ic*sLLfJkr#0H8tO&RC<3hr^de{$K}&#F1&Oq5d2aILra;&x{gj!|#tt<zXdcWV
nbflX9-7(+AF12#_?OsSX=FvXfuH7YHdAm&lm!b(d?jP<KaWjxH

delta 104
zcmey)@|@9)fq}suh#i2);VR?Y=V24M47gZ17=;)UffSPvV-k>J7Gg~1;^bfvVofYA
sPA%c$<6sryD$Y#LODriZN-gFxo~+0yGV!oH6O{D_$}(o*V&Gx`0AWTImH+?%

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.index b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_tf2_cpu/00000123/variables/variables.index
index a7b8b6728d363b2d41524253b5deea5408438d84..f9c29e91169338021b777e0d4ccc2daa01cb8b76 100644
GIT binary patch
delta 25
hcmaFQ_?~fsG5c#4(+L;1yHB)AVEJ2jzGLFNKmd_Q3$FkG

delta 25
hcmaFQ_?~fsG5c*s)4Q`Sa!j;JV43#i4CBOkfdGx13labT


From f79e920536694e796c2e14e8f0f0a027a73ae5d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Aug 2023 01:03:33 -0700
Subject: [PATCH 6672/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8dd348ac-43bc-4e8b-be77-adc3f8cb0f01

PiperOrigin-RevId: 553392798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91d0182f41f..a14d157bf36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4871c3db392e415d1be9da2add833e816ab7e5fc3519f6cf8ad4ed3cdb4e8163",
-    git_commit = "94c3f4ce3878e66446cc4791f8bae41bcae25ee3",
+    sha256 = "852f3e5d51f12e6771292142c2bae047ad05dc627f5e8e988ff11cfae784cd29",
+    git_commit = "f40be816537c52eede8e3e49f6141e6bcf9fe8a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 950a46459c5d72c080ac606b2f7c77c100c13d39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Aug 2023 06:02:31 -0700
Subject: [PATCH 6673/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/623ea6cb-deb2-4875-a5ed-e8b2f2bf30de

PiperOrigin-RevId: 553452429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a14d157bf36..9a70ccccd47 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "852f3e5d51f12e6771292142c2bae047ad05dc627f5e8e988ff11cfae784cd29",
-    git_commit = "f40be816537c52eede8e3e49f6141e6bcf9fe8a6",
+    sha256 = "0d0198d6d26707a42565ea42d850c85bce8044b9b6c885989dd07205b87624ee",
+    git_commit = "d00809a1cf3d64596ff236372e7f378902fbb7c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd02bc9ab29d8b4039c1b823de9b640bf44062ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Aug 2023 12:01:43 -0700
Subject: [PATCH 6674/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/20032fcc-979a-49b0-bf23-1563a3152914

PiperOrigin-RevId: 553548945
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a70ccccd47..3c66d70f297 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d0198d6d26707a42565ea42d850c85bce8044b9b6c885989dd07205b87624ee",
-    git_commit = "d00809a1cf3d64596ff236372e7f378902fbb7c4",
+    sha256 = "c0e195de355167496e0b07e3cbf9001c788582652272a2eb93d94e49b48d84a6",
+    git_commit = "b15e3481faa1c5e19608368d67625d491f431a42",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 736e1298a66b0976bf3a554492c74cb23db8904d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Aug 2023 12:59:53 -0700
Subject: [PATCH 6675/8103] Adding flag for automatic batch warmup.

PiperOrigin-RevId: 553564599
---
 .../servables/tensorflow/saved_model_warmup_util.cc      | 9 ++++++++-
 .../servables/tensorflow/session_bundle_config.proto     | 4 ++++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 8866a93dc9c..da4aef42608 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 
+#include <memory>
+#include <utility>
+
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/kernels/batching_util/warmup.h"
@@ -57,10 +60,14 @@ Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<Status(PredictionLog)> warmup_request_executor) {
   WarmupStateRegistry::Handle warmup_handle;
+  auto per_model_data = std::make_unique<WarmupStateRegistry::PerModelData>();
+  per_model_data->warmup_all_batch_sizes =
+      model_warmup_options.enable_all_batch_sizes_warmup();
   if (!model_warmup_options.model_name().empty()) {
     auto h = GetGlobalWarmupStateRegistry().Register(
         {model_warmup_options.model_name(),
-         model_warmup_options.model_version()});
+         model_warmup_options.model_version()},
+        std::move(per_model_data));
     TF_RETURN_IF_ERROR(h.status());
     warmup_handle = std::move(h.value());
   }
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 897297e4927..3659b01db37 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -16,6 +16,10 @@ message ModelWarmupOptions {
   string model_name = 3;
   // Model version.
   int64 model_version = 4;
+  // If true, warmup queries initiate parallel (dummy) warmup queries for each
+  // `allowed_batch_sizes` of supported batch ops.
+  // The extra queries' outputs are not returned.
+  bool enable_all_batch_sizes_warmup = 5;
 }
 
 // Configuration parameters for a SessionBundle, with optional batching.

From 008c02c45e8a09b9a82d80b0962b5918e759f10e Mon Sep 17 00:00:00 2001
From: Richard Levasseur <rlevasseur@google.com>
Date: Thu, 3 Aug 2023 15:49:33 -0700
Subject: [PATCH 6676/8103] Internal Code Change

PiperOrigin-RevId: 553613395
---
 tensorflow_serving/apis/BUILD                                   | 1 +
 tensorflow_serving/batching/test_util/BUILD                     | 2 ++
 tensorflow_serving/experimental/example/BUILD                   | 2 ++
 .../experimental/tensorflow/ops/remote_predict/BUILD            | 2 ++
 tensorflow_serving/model_servers/BUILD                          | 2 ++
 tensorflow_serving/model_servers/test_util/BUILD                | 1 +
 tensorflow_serving/resources/BUILD                              | 1 +
 tensorflow_serving/servables/tensorflow/testdata/BUILD          | 2 ++
 8 files changed, 13 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index f78c0249a39..b633e84d9e5 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,5 +1,6 @@
 # Description: Tensorflow Serving APIs.
 
+# Placeholder: load py_library
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index d8b380b3467..57b585122fe 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving batching test utilities.
 
+# Placeholder: load py_binary
+
 package(
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index bcd6e788bbb..770a269be48 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving examples.
 
+# Placeholder: load py_binary
+
 package(
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 745e154cf4e..394aa2418b3 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -1,5 +1,7 @@
 # Description:
 # Remote Predict Op Prototype
+
+# Placeholder: load py_test
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
 
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 2809e2afb73..120cc60f12a 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,5 +1,7 @@
 # Description: Model Server
 
+# Placeholder: load py_test
+# Placeholder: load py_binary
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_google", "if_libtpu", "if_with_tpu_support")
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 0fef8d12ae1..dcc97948494 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,5 +1,6 @@
 # Description: Model Server test utility
 
+# Placeholder: load py_library
 load("//tensorflow_serving:serving.bzl", "if_google", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index d12e83386ed..fa719a628c3 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,3 +1,4 @@
+# Placeholder: load py_proto_library
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index f678cda414f..8994c06c8f9 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -1,5 +1,7 @@
 # Description: Example TensorFlow model export.
 
+# Placeholder: load py_binary
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",

From ae06b8b6e3be09af4228739bed8f16b91ed4b03f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Aug 2023 18:01:42 -0700
Subject: [PATCH 6677/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ddfbaf9a-a9a2-4a03-a5b1-cf8548fa069c

PiperOrigin-RevId: 553644489
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c66d70f297..7e71bb29f28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0e195de355167496e0b07e3cbf9001c788582652272a2eb93d94e49b48d84a6",
-    git_commit = "b15e3481faa1c5e19608368d67625d491f431a42",
+    sha256 = "9cd34caddf8b49929308480a6377263520d4d888a05b80ce136c05e2b53a621b",
+    git_commit = "59581ab5fcfa80b86b48560317b029a5c53cac39",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1f7b80a4f693b177686622009f47a0396c66d85 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Aug 2023 00:01:46 -0700
Subject: [PATCH 6678/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c351f38c-1be5-423f-8e41-c1b08bccde8f

PiperOrigin-RevId: 553709283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e71bb29f28..bad1c473b54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9cd34caddf8b49929308480a6377263520d4d888a05b80ce136c05e2b53a621b",
-    git_commit = "59581ab5fcfa80b86b48560317b029a5c53cac39",
+    sha256 = "1effbac4cfe0fad19badc35f57165c0d0c5dbc3d5083c71abcd69638327715e1",
+    git_commit = "eb842cd59f320592312e4635427845a230f42de5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb1d26084e71c8bd0bbd4693629e1fec546b27d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Aug 2023 06:01:35 -0700
Subject: [PATCH 6679/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b31cf77-c10d-4391-8559-1ee752b03321

PiperOrigin-RevId: 553782923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bad1c473b54..d31443517b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1effbac4cfe0fad19badc35f57165c0d0c5dbc3d5083c71abcd69638327715e1",
-    git_commit = "eb842cd59f320592312e4635427845a230f42de5",
+    sha256 = "37de77157f082dafdbd58011c8cee2f3d14283cbdd8b49e7282b8c7be24ebe68",
+    git_commit = "73ef2db22c973a1c6d34b01afe978fa69a1c1975",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d58121da8b81f2c9b4396c0bbdba52f3b936d56 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Aug 2023 12:01:44 -0700
Subject: [PATCH 6680/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/45794d21-f23f-42cd-8b61-535029bd0cd5

PiperOrigin-RevId: 553873889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d31443517b8..121bc782a4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37de77157f082dafdbd58011c8cee2f3d14283cbdd8b49e7282b8c7be24ebe68",
-    git_commit = "73ef2db22c973a1c6d34b01afe978fa69a1c1975",
+    sha256 = "80be3b68ccf2f2fb4aad6fc5a05f8d4e358f722d7347aee1a0628419ac4bfde2",
+    git_commit = "d1a1733ddd8b5a000424ed307c982423783f5f48",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2cdb6b940378676e031d7b0c18f32a1a063c0f77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Aug 2023 16:23:14 -0700
Subject: [PATCH 6681/8103] Support streaming in request logger.

PiperOrigin-RevId: 553941794
---
 tensorflow_serving/core/BUILD                 |  17 +++
 tensorflow_serving/core/request_logger.cc     |   7 +-
 tensorflow_serving/core/request_logger.h      |  53 ++++++++-
 .../core/request_logger_test.cc               |  56 ++++++++-
 .../core/server_request_logger.cc             |  45 ++++---
 .../core/server_request_logger.h              |  51 +++++++-
 .../core/server_request_logger_test.cc        |  78 +++++++++++-
 tensorflow_serving/core/stream_logger.h       | 111 ++++++++++++++++++
 tensorflow_serving/core/test_util/BUILD       |  11 ++
 .../test_util/mock_prediction_stream_logger.h |  46 ++++++++
 .../core/test_util/mock_request_logger.h      |   2 +
 tensorflow_serving/model_servers/BUILD        |   2 +
 .../model_servers/server_core.h               |  12 ++
 .../model_servers/server_core_test.cc         |  32 ++++-
 14 files changed, 494 insertions(+), 29 deletions(-)
 create mode 100644 tensorflow_serving/core/stream_logger.h
 create mode 100644 tensorflow_serving/core/test_util/mock_prediction_stream_logger.h

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 996f044aa48..33ee3a71c44 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -773,10 +773,13 @@ cc_library(
     ],
     deps = [
         ":log_collector",
+        ":stream_logger",
         "//tensorflow_serving/apis:logging_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
@@ -792,12 +795,14 @@ cc_test(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/core/test_util:mock_log_collector",
+        "//tensorflow_serving/core/test_util:mock_prediction_stream_logger",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
     ],
 )
 
@@ -832,6 +837,7 @@ cc_test(
         "//tensorflow_serving/config:log_collector_config_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/core/test_util:fake_log_collector",
+        "//tensorflow_serving/core/test_util:mock_prediction_stream_logger",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
@@ -843,3 +849,14 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_library(
+    name = "stream_logger",
+    hdrs = ["stream_logger.h"],
+    deps = [
+        "//tensorflow_serving/apis:logging_cc_proto",
+        "@com_google_absl//absl/status",
+        "@com_google_protobuf//:protobuf",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 310b55546ed..d9c6ac75176 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
 #include "tensorflow/core/lib/random/random.h"
+#include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 
@@ -60,7 +61,7 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
       std::unique_ptr<google::protobuf::Message> log;
       TF_RETURN_IF_ERROR(
           CreateLogMessage(request, response, log_metadata_with_config, &log));
-      return log_collector_->CollectMessage(*log);
+      return Log(*log);
     }();
     request_log_count
         ->GetCell(log_metadata.model_spec().name(),
@@ -71,5 +72,9 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
   return OkStatus();
 }
 
+Status RequestLogger::Log(const google::protobuf::Message& log) {
+  return log_collector_->CollectMessage(log);
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/request_logger.h b/tensorflow_serving/core/request_logger.h
index b25c8d8b113..e2b1c2b410d 100644
--- a/tensorflow_serving/core/request_logger.h
+++ b/tensorflow_serving/core/request_logger.h
@@ -24,13 +24,16 @@ limitations under the License.
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
+#include "tensorflow_serving/core/stream_logger.h"
 
 namespace tensorflow {
 namespace serving {
 
 // Abstraction to log requests and responses hitting a server. The log storage
 // is handled by the log-collector. We sample requests based on the config.
-class RequestLogger {
+// All subclasses must only implement a factory method that returns a
+// shared_ptr.
+class RequestLogger : public std::enable_shared_from_this<RequestLogger> {
  public:
   RequestLogger(const LoggingConfig& logging_config,
                 const std::vector<string>& saved_model_tags,
@@ -38,11 +41,21 @@ class RequestLogger {
 
   virtual ~RequestLogger() = default;
 
-  // Writes the log for the particular request, respone and metadata, if we
+  // Writes the log for the particular request, response and metadata, if we
   // decide to sample it.
   Status Log(const google::protobuf::Message& request, const google::protobuf::Message& response,
              const LogMetadata& log_metadata);
 
+  // Starts logging a stream through returning a StreamLogger through
+  // `get_stream_logger_fn` and registers a log callback. Returns NULL if the
+  // stream should not be logged.
+  template <typename Request, typename Response>
+  using GetStreamLoggerFn = std::function<StreamLogger<Request, Response>*()>;
+  template <typename Request, typename Response>
+  void MaybeStartLoggingStream(
+      const LogMetadata& log_metadata,
+      GetStreamLoggerFn<Request, Response> get_stream_logger_fn);
+
   const LoggingConfig& logging_config() const { return logging_config_; }
 
  private:
@@ -54,6 +67,12 @@ class RequestLogger {
                                   const LogMetadata& log_metadata,
                                   std::unique_ptr<google::protobuf::Message>* log) = 0;
 
+  // Implementations can fill up additional information to LogMetadata.
+  virtual LogMetadata FillLogMetadata(const LogMetadata& lm_in) = 0;
+
+  // Writes the log.
+  Status Log(const google::protobuf::Message& log);
+
   // A sampler which samples uniformly at random.
   class UniformSampler {
    public:
@@ -75,6 +94,36 @@ class RequestLogger {
   UniformSampler uniform_sampler_;
 };
 
+/**************************Implementation Detail******************************/
+template <typename Request, typename Response>
+void RequestLogger::MaybeStartLoggingStream(
+    const LogMetadata& log_metadata,
+    GetStreamLoggerFn<Request, Response> get_stream_logger_fn) {
+  // Sampling happens at the beginning of logging to avoid logging overhead.
+  // if request logger goes away during a stream which could happen due to
+  // loggin config update, the stream won't be logged.
+  if (!uniform_sampler_.Sample(
+          logging_config_.sampling_config().sampling_rate())) {
+    return;
+  }
+
+  auto* stream_logger = get_stream_logger_fn();
+  if (stream_logger == nullptr) return;
+
+  LogMetadata lm_out = FillLogMetadata(log_metadata);
+  std::weak_ptr<RequestLogger> logger_ref(shared_from_this());
+  stream_logger->AddLogCallback(
+      lm_out, [logger_ref = std::move(logger_ref)](const google::protobuf::Message& log) {
+        // The callback refers back to the request logger. If the
+        // request logger goes away after creation but before stream
+        // ends, we simply skip this sink.
+        if (auto logger = logger_ref.lock(); logger != nullptr) {
+          TF_RETURN_IF_ERROR(logger->Log(log));
+        }
+        return OkStatus();
+      });
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index 6cc52eb7da9..c69e4260111 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -33,6 +33,7 @@ limitations under the License.
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
 #include "tensorflow_serving/core/test_util/mock_log_collector.h"
+#include "tensorflow_serving/core/test_util/mock_prediction_stream_logger.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -40,11 +41,14 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::MockPredictionStreamLogger;
 using ::testing::_;
+using ::testing::DoAll;
 using ::testing::HasSubstr;
 using ::testing::Invoke;
 using ::testing::NiceMock;
 using ::testing::Return;
+using ::testing::WithArg;
 
 class RequestLoggerTest : public ::testing::Test {
  protected:
@@ -52,7 +56,7 @@ class RequestLoggerTest : public ::testing::Test {
     LoggingConfig logging_config;
     logging_config.mutable_sampling_config()->set_sampling_rate(1.0);
     log_collector_ = new NiceMock<MockLogCollector>();
-    request_logger_ = std::unique_ptr<NiceMock<MockRequestLogger>>(
+    request_logger_ = std::shared_ptr<NiceMock<MockRequestLogger>>(
         new NiceMock<MockRequestLogger>(logging_config, model_tags_,
                                         log_collector_));
   }
@@ -60,7 +64,7 @@ class RequestLoggerTest : public ::testing::Test {
   const std::vector<string> model_tags_ = {kSavedModelTagServe,
                                            kSavedModelTagTpu};
   NiceMock<MockLogCollector>* log_collector_;
-  std::unique_ptr<NiceMock<MockRequestLogger>> request_logger_;
+  std::shared_ptr<NiceMock<MockRequestLogger>> request_logger_;
 };
 
 TEST_F(RequestLoggerTest, Simple) {
@@ -127,6 +131,54 @@ TEST_F(RequestLoggerTest, ErroringCollectMessage) {
   EXPECT_THAT(error_status.message(), HasSubstr("Error"));
 }
 
+TEST_F(RequestLoggerTest, LoggingStreamSucceeds) {
+  auto logger = std::make_unique<MockPredictionStreamLogger>();
+
+  LogMetadata expected_log_metadata;
+  expected_log_metadata.mutable_model_spec()->set_name("model");
+  EXPECT_CALL(*request_logger_,
+              FillLogMetadata(test_util::EqualsProto(expected_log_metadata)))
+      .WillOnce(Return(expected_log_metadata));
+
+  request_logger_->MaybeStartLoggingStream<PredictRequest, PredictResponse>(
+      expected_log_metadata,
+      [logger_ptr = logger.get()]() { return logger_ptr; });
+
+  EXPECT_CALL(*logger, CreateLogMessage(
+                           test_util::EqualsProto(expected_log_metadata), _))
+      .WillOnce(DoAll(WithArg<1>([](std::unique_ptr<google::protobuf::Message>* log) {
+                        *log = std::make_unique<google::protobuf::Any>();
+                      }),
+                      Return(OkStatus())));
+  EXPECT_CALL(*log_collector_, CollectMessage(_)).WillOnce(Return(OkStatus()));
+  TF_ASSERT_OK(logger->LogMessage());
+}
+
+TEST_F(RequestLoggerTest, LoggingStreamRequestLoggerDiesBeforeStreamCloses) {
+  auto logger = std::make_unique<MockPredictionStreamLogger>();
+
+  LogMetadata expected_log_metadata;
+  expected_log_metadata.mutable_model_spec()->set_name("model");
+
+  EXPECT_CALL(*request_logger_,
+              FillLogMetadata(test_util::EqualsProto(expected_log_metadata)))
+      .WillOnce(Return(expected_log_metadata));
+  request_logger_->MaybeStartLoggingStream<PredictRequest, PredictResponse>(
+      expected_log_metadata,
+      [logger_ptr = logger.get()]() { return logger_ptr; });
+
+  EXPECT_CALL(*logger, CreateLogMessage(
+                           test_util::EqualsProto(expected_log_metadata), _))
+      .WillOnce(DoAll(WithArg<1>([](std::unique_ptr<google::protobuf::Message>* log) {
+                        *log = std::make_unique<google::protobuf::Any>();
+                      }),
+                      Return(OkStatus())));
+  EXPECT_CALL(*log_collector_, CollectMessage(_)).Times(0);
+
+  request_logger_.reset();
+  TF_ASSERT_OK(logger->LogMessage());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 37ff8711691..a6652e1c9f7 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -15,12 +15,19 @@ limitations under the License.
 
 #include "tensorflow_serving/core/server_request_logger.h"
 
+#include <functional>
+#include <memory>
+#include <utility>
+
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/gtl/map_util.h"
 #include "tensorflow/core/lib/strings/proto_serialization.h"
 #include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/tsl/platform/errors.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/core/request_logger.h"
 
 namespace tensorflow {
 namespace serving {
@@ -40,7 +47,7 @@ ServerRequestLogger::ServerRequestLogger(LoggerCreator request_logger_creator)
 Status ServerRequestLogger::FindOrCreateLogger(
     const LoggingConfig& config,
     StringToUniqueRequestLoggerMap* new_config_to_logger_map,
-    RequestLogger** result) {
+    std::shared_ptr<RequestLogger>* result) {
   string serialized_config;
   if (!SerializeToStringDeterministic(config, &serialized_config)) {
     return errors::InvalidArgument("Cannot serialize config.");
@@ -49,7 +56,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
   auto find_new_it = new_config_to_logger_map->find(serialized_config);
   if (find_new_it != new_config_to_logger_map->end()) {
     // The logger is already in new_config_to_logger_map, simply return it.
-    *result = find_new_it->second.get();
+    *result = find_new_it->second;
     return OkStatus();
   }
 
@@ -58,7 +65,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
     // The logger is in old_config_to_logger_map. Move it to
     // new_config_to_logger_map, erase the entry in config_to_logger_map_ and
     // return the logger.
-    *result = find_old_it->second.get();
+    *result = find_old_it->second;
     new_config_to_logger_map->emplace(
         std::make_pair(serialized_config, std::move(find_old_it->second)));
     config_to_logger_map_.erase(find_old_it);
@@ -67,11 +74,8 @@ Status ServerRequestLogger::FindOrCreateLogger(
 
   // The logger does not exist. Create a new logger, insert it into
   // new_config_to_logger_map and return it.
-  std::unique_ptr<RequestLogger> logger;
-  TF_RETURN_IF_ERROR(request_logger_creator_(config, &logger));
-  *result = logger.get();
-  new_config_to_logger_map->emplace(
-      std::make_pair(serialized_config, std::move(logger)));
+  TF_RETURN_IF_ERROR(request_logger_creator_(config, result));
+  new_config_to_logger_map->emplace(std::make_pair(serialized_config, *result));
   return OkStatus();
 }
 
@@ -91,7 +95,7 @@ Status ServerRequestLogger::Update(
 
   for (const auto& model_and_logging_config : logging_config_map) {
     for (const auto& logging_config : model_and_logging_config.second) {
-      RequestLogger* logger;
+      std::shared_ptr<RequestLogger> logger;
       TF_RETURN_IF_ERROR(FindOrCreateLogger(
           logging_config, &new_config_to_logger_map, &logger));
       const string& model_name = model_and_logging_config.first;
@@ -110,24 +114,33 @@ Status ServerRequestLogger::Update(
 Status ServerRequestLogger::Log(const google::protobuf::Message& request,
                                 const google::protobuf::Message& response,
                                 const LogMetadata& log_metadata) {
+  Status status;
+  InvokeLoggerForModel(
+      log_metadata, [&status, &request, &response, &log_metadata](
+                        const std::shared_ptr<RequestLogger>& logger) {
+        // Note: Only first error will be tracked/returned.
+        status.Update(logger->Log(request, response, log_metadata));
+      });
+  return status;
+}
+
+void ServerRequestLogger::InvokeLoggerForModel(
+    const LogMetadata& log_metadata,
+    std::function<void(const std::shared_ptr<RequestLogger>&)> fn) {
   const string& model_name = log_metadata.model_spec().name();
   auto model_to_loggers_map = model_to_loggers_map_.get();
   if (!model_to_loggers_map || model_to_loggers_map->empty()) {
     VLOG(2) << "Request loggers map is empty.";
-    return OkStatus();
+    return;
   }
   auto found_it = model_to_loggers_map->find(model_name);
   if (found_it == model_to_loggers_map->end()) {
     VLOG(2) << "Cannot find request-loggers for model: " << model_name;
-    return OkStatus();
+    return;
   }
-
-  Status status;
   for (const auto& logger : found_it->second) {
-    // Note: Only first error will be tracked/returned.
-    status.Update(logger->Log(request, response, log_metadata));
+    fn(logger);
   }
-  return status;
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 4b2ea6d16a3..e77bd87a93d 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -40,7 +40,7 @@ namespace serving {
 class ServerRequestLogger {
  public:
   using LoggerCreator = std::function<Status(
-      const LoggingConfig& logging_config, std::unique_ptr<RequestLogger>*)>;
+      const LoggingConfig& logging_config, std::shared_ptr<RequestLogger>*)>;
   // Creates the ServerRequestLogger based on a custom request_logger_creator
   // method.
   //
@@ -68,14 +68,27 @@ class ServerRequestLogger {
                      const google::protobuf::Message& response,
                      const LogMetadata& log_metadata);
 
+  // Starts logging a stream. Returns a StreamLogger created through
+  // `create_stream_logger_fn`. Returns NULL if the stream should not be logged.
+  //
+  // Even if the stream is logged/written to multiple sinks, we return a single
+  // stream logger but register multiple callbacks, one for each sink.
+  template <typename Request, typename Response>
+  using CreateStreamLoggerFn =
+      std::function<std::unique_ptr<StreamLogger<Request, Response>>()>;
+  template <typename Request, typename Response>
+  std::unique_ptr<StreamLogger<Request, Response>> StartLoggingStream(
+      const LogMetadata& log_metadata,
+      CreateStreamLoggerFn<Request, Response> create_stream_logger_fn);
+
  protected:
   explicit ServerRequestLogger(LoggerCreator request_logger_creator);
 
  private:
   using StringToRequestLoggersMap =
-      std::unordered_map<string, std::vector<RequestLogger*>>;
+      std::unordered_map<string, std::vector<std::shared_ptr<RequestLogger>>>;
   using StringToUniqueRequestLoggerMap =
-      std::unordered_map<string, std::unique_ptr<RequestLogger>>;
+      std::unordered_map<string, std::shared_ptr<RequestLogger>>;
 
   // Find a logger for config in either config_to_logger_map_ or
   // new_config_to_logger_map. If the logger was found in
@@ -86,7 +99,12 @@ class ServerRequestLogger {
   Status FindOrCreateLogger(
       const LoggingConfig& config,
       StringToUniqueRequestLoggerMap* new_config_to_logger_map,
-      RequestLogger** result);
+      std::shared_ptr<RequestLogger>* result);
+
+  // Invokes `fn` with all loggers for the corresponding model.
+  void InvokeLoggerForModel(
+      const LogMetadata& log_metadata,
+      std::function<void(const std::shared_ptr<RequestLogger>&)> fn);
 
   // Mutex to ensure concurrent calls to Update() are serialized.
   mutable mutex update_mu_;
@@ -103,6 +121,31 @@ class ServerRequestLogger {
   LoggerCreator request_logger_creator_;
 };
 
+/***************************Implementation Details***************************/
+template <typename Request, typename Response>
+std::unique_ptr<StreamLogger<Request, Response>>
+ServerRequestLogger::StartLoggingStream(
+    const LogMetadata& log_metadata,
+    CreateStreamLoggerFn<Request, Response> create_stream_logger_fn) {
+  StreamLogger<Request, Response>* stream_logger = nullptr;
+  InvokeLoggerForModel(
+      log_metadata, [create_stream_logger_fn, &stream_logger, &log_metadata](
+                        const std::shared_ptr<RequestLogger>& request_logger) {
+        RequestLogger::GetStreamLoggerFn<Request, Response> create_logger =
+            [&create_stream_logger_fn, &stream_logger]() {
+              stream_logger = create_stream_logger_fn().release();
+              return stream_logger;
+            };
+        RequestLogger::GetStreamLoggerFn<Request, Response> get_logger =
+            [stream_logger]() { return stream_logger; };
+        request_logger->MaybeStartLoggingStream(
+            log_metadata, stream_logger == nullptr ? std::move(create_logger)
+                                                   : std::move(get_logger));
+        // If the stream logger has been created, reuse it.
+      });
+  return absl::WrapUnique(stream_logger);
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 314fd7149c7..76442a34f32 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -24,18 +24,23 @@ limitations under the License.
 #include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/memory/memory.h"
+#include "absl/status/status.h"
 #include "absl/strings/str_cat.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/config/log_collector_config.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/log_collector.h"
+#include "tensorflow_serving/core/request_logger.h"
 #include "tensorflow_serving/core/test_util/fake_log_collector.h"
+#include "tensorflow_serving/core/test_util/mock_prediction_stream_logger.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
@@ -43,6 +48,7 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::MockPredictionStreamLogger;
 using ::testing::_;
 using ::testing::Invoke;
 using ::testing::NiceMock;
@@ -82,7 +88,7 @@ class ServerRequestLoggerTest : public ::testing::Test {
   ServerRequestLoggerTest() {
     TF_CHECK_OK(ServerRequestLogger::Create(
         [&](const LoggingConfig& logging_config,
-            std::unique_ptr<RequestLogger>* const request_logger) {
+            std::shared_ptr<RequestLogger>* const request_logger) {
           const string& filename_prefix =
               logging_config.log_collector_config().filename_prefix();
           log_collector_map_[filename_prefix] = new FakeLogCollector();
@@ -92,7 +98,7 @@ class ServerRequestLoggerTest : public ::testing::Test {
           };
           const std::vector<string>& tags = {kSavedModelTagServe};
           auto mock_request_logger =
-              std::unique_ptr<NiceMock<MockRequestLogger>>(
+              std::shared_ptr<NiceMock<MockRequestLogger>>(
                   new NiceMock<MockRequestLogger>(
                       logging_config, tags, log_collector_map_[filename_prefix],
                       logger_destruction_notifier));
@@ -105,6 +111,10 @@ class ServerRequestLoggerTest : public ::testing::Test {
                     new google::protobuf::Any());
                 return request_logger_status_cb_();
               }));
+          ON_CALL(*mock_request_logger, FillLogMetadata(_))
+              .WillByDefault(Invoke([&](const LogMetadata& log_metadata) {
+                return log_metadata;
+              }));
           *request_logger = std::move(mock_request_logger);
           return OkStatus();
         },
@@ -294,6 +304,70 @@ TEST_F(ServerRequestLoggerTest, MultipleUpdatesSingleCreation) {
   EXPECT_EQ(0, deleted_logger_counter());
 }
 
+TEST_F(ServerRequestLoggerTest, StreamLoggingBasic) {
+  auto model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0", "file1"),
+                              CreateLoggingConfigForModel("model0", "file2")});
+
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  LogMetadata log_metadata;
+  log_metadata.mutable_model_spec()->set_name("model0");
+  auto* logger_ptr = new MockPredictionStreamLogger();
+  auto logger = server_request_logger_
+                    ->StartLoggingStream<PredictRequest, PredictResponse>(
+                        log_metadata, [logger_ptr]() {
+                          return absl::WrapUnique(logger_ptr);
+                        });
+  EXPECT_CALL(*logger_ptr, CreateLogMessage(_, _))
+      .Times(2)
+      .WillRepeatedly(Invoke([](const LogMetadata& log_metadata,
+                                std::unique_ptr<google::protobuf::Message>* log) {
+        *log = std::make_unique<google::protobuf::Any>();
+        return absl::OkStatus();
+      }));
+  TF_ASSERT_OK(logger->LogMessage());
+  ASSERT_EQ(2, log_collector_map_.size());
+  EXPECT_EQ(1, log_collector_map_["/file/model0-file1"]->collect_count());
+  EXPECT_EQ(1, log_collector_map_["/file/model0-file2"]->collect_count());
+}
+
+TEST_F(ServerRequestLoggerTest, StreamLoggingUpdateLoggingConfig) {
+  auto model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0", "file1"),
+                              CreateLoggingConfigForModel("model0", "file2")});
+
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  LogMetadata log_metadata;
+  log_metadata.mutable_model_spec()->set_name("model0");
+  auto* logger_ptr = new MockPredictionStreamLogger();
+  auto logger = server_request_logger_->StartLoggingStream<PredictRequest,
+                                                           PredictResponse>(
+      log_metadata, [logger_ptr]() {
+        return std::unique_ptr<StreamLogger<PredictRequest, PredictResponse>>(
+            logger_ptr);
+      });
+
+  model_logging_configs =
+      CreateLoggingConfigMap({CreateLoggingConfigForModel("model0", "file2"),
+                              CreateLoggingConfigForModel("model0", "file3")});
+
+  // Updates to a new logging config. Since the stream hasn't finished, the
+  // stream logger will not use the new config.
+  TF_ASSERT_OK(server_request_logger_->Update(model_logging_configs));
+  EXPECT_CALL(*logger_ptr, CreateLogMessage(_, _))
+      .Times(2)
+      .WillRepeatedly(Invoke([](const LogMetadata& log_metadata,
+                                std::unique_ptr<google::protobuf::Message>* log) {
+        *log =
+            std::unique_ptr<google::protobuf::Any>(new google::protobuf::Any());
+        return absl::OkStatus();
+      }));
+  TF_ASSERT_OK(logger->LogMessage());
+  ASSERT_EQ(3, log_collector_map_.size());
+  EXPECT_EQ(1, log_collector_map_["/file/model0-file2"]->collect_count());
+  EXPECT_EQ(0, log_collector_map_["/file/model0-file3"]->collect_count());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/stream_logger.h b/tensorflow_serving/core/stream_logger.h
new file mode 100644
index 00000000000..31ed9f92ced
--- /dev/null
+++ b/tensorflow_serving/core/stream_logger.h
@@ -0,0 +1,111 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_CORE_STREAM_LOGGER_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_CORE_STREAM_LOGGER_H_
+
+#include <functional>
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include <vector>
+
+#include "absl/status/status.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow_serving/apis/logging.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Simple logger for a stream of requests and responses. In practice, the
+// lifetime of this class should be attached to the lifetime of a stream.
+//
+// The class being templated on requests and responses is to avoid RTTI in the
+// subclasses.
+// Not thread-safe.
+template <typename Request, typename Response>
+class StreamLogger {
+ public:
+  StreamLogger() {
+    static_assert((std::is_base_of<google::protobuf::Message, Request>::value),
+                  "Request must be a proto type.");
+    static_assert((std::is_base_of<google::protobuf::Message, Response>::value),
+                  "Response must be a proto type.");
+  }
+
+  virtual ~StreamLogger() = default;
+
+  virtual void LogStreamRequest(Request request) = 0;
+  virtual void LogStreamResponse(Response response) = 0;
+
+  using LogMessageFn = std::function<absl::Status(const google::protobuf::Message&)>;
+  // Registers a log callback to be invoked when calling LogMessage();
+  void AddLogCallback(const LogMetadata& log_metadata,
+                      LogMessageFn log_message_fn);
+
+  // Logs the message with all requests and responses accumulated so far, and
+  // invokes all log callbacks sequentially. Upon return, any subsequent calls
+  // to any other methods of this class will result in undefined behavior. On
+  // multiple callbacks, we return error from the first failed one (and continue
+  // attempting the rest).
+  absl::Status LogMessage();
+
+ private:
+  virtual absl::Status CreateLogMessage(
+      const LogMetadata& log_metadata,
+      std::unique_ptr<google::protobuf::Message>* log) = 0;
+
+  struct StreamLogCallback {
+    LogMetadata log_metadata;
+    LogMessageFn log_message_fn;
+  };
+
+  std::vector<StreamLogCallback> callbacks_;
+};
+
+/*************************Implementation Details******************************/
+
+template <typename Request, typename Response>
+absl::Status StreamLogger<Request, Response>::LogMessage() {
+  absl::Status status;
+  for (const auto& callback : callbacks_) {
+    std::unique_ptr<google::protobuf::Message> log;
+    absl::Status create_status = CreateLogMessage(callback.log_metadata, &log);
+    if (create_status.ok()) {
+      status.Update(callback.log_message_fn(*log));
+    } else {
+      LOG_EVERY_N_SEC(ERROR, 30)
+          << "Failed creating log message for streaming request. Log metadata: "
+          << callback.log_metadata.DebugString()
+          << ", error: " << create_status;
+      status.Update(create_status);
+    }
+  }
+  return status;
+}
+
+template <typename Request, typename Response>
+void StreamLogger<Request, Response>::AddLogCallback(
+    const LogMetadata& log_metadata, LogMessageFn log_message_fn) {
+  StreamLogCallback callback;
+  callback.log_metadata = log_metadata;
+  callback.log_message_fn = std::move(log_message_fn);
+  callbacks_.push_back(std::move(callback));
+}
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_CORE_STREAM_LOGGER_H_
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index e2634f38621..f5639f62104 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -219,3 +219,14 @@ cc_library(
     ],
     alwayslink = 1,
 )
+
+cc_library(
+    name = "mock_prediction_stream_logger",
+    testonly = 1,
+    hdrs = ["mock_prediction_stream_logger.h"],
+    deps = [
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/core:stream_logger",
+        "@com_google_googletest//:gtest",
+    ],
+)
diff --git a/tensorflow_serving/core/test_util/mock_prediction_stream_logger.h b/tensorflow_serving/core/test_util/mock_prediction_stream_logger.h
new file mode 100644
index 00000000000..ce7cb8491a8
--- /dev/null
+++ b/tensorflow_serving/core/test_util/mock_prediction_stream_logger.h
@@ -0,0 +1,46 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_PREDICTION_STREAM_LOGGER_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_PREDICTION_STREAM_LOGGER_H_
+
+#include <memory>
+
+#include <gmock/gmock.h>
+#include "tensorflow_serving/apis/logging.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/core/stream_logger.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+class MockPredictionStreamLogger
+    : public StreamLogger<PredictRequest, PredictResponse> {
+ public:
+  ~MockPredictionStreamLogger() override = default;
+
+  MOCK_METHOD(void, LogStreamRequest, (PredictRequest), (override));
+  MOCK_METHOD(void, LogStreamResponse, (PredictResponse), (override));
+  MOCK_METHOD(absl::Status, CreateLogMessage,
+              (const LogMetadata&, std::unique_ptr<google::protobuf::Message>*),
+              (override));
+};
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_CORE_TEST_UTIL_MOCK_PREDICTION_STREAM_LOGGER_H_
diff --git a/tensorflow_serving/core/test_util/mock_request_logger.h b/tensorflow_serving/core/test_util/mock_request_logger.h
index c66f3e51889..20eae1fe381 100644
--- a/tensorflow_serving/core/test_util/mock_request_logger.h
+++ b/tensorflow_serving/core/test_util/mock_request_logger.h
@@ -54,6 +54,8 @@ class MockRequestLogger : public RequestLogger {
                std::unique_ptr<google::protobuf::Message>* log),
               (override));
 
+  MOCK_METHOD(LogMetadata, FillLogMetadata, (const LogMetadata&), (override));
+
  private:
   std::function<void(void)> notify_destruction_;
 };
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 120cc60f12a..ed2f15385b2 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -109,11 +109,13 @@ cc_test(
         ":server_core",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/core:request_logger",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core/test_util:availability_test_util",
         "//tensorflow_serving/core/test_util:fake_loader_source_adapter_cc_proto",
         "//tensorflow_serving/core/test_util:fake_log_collector",
+        "//tensorflow_serving/core/test_util:mock_prediction_stream_logger",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/model_servers/test_util:server_core_test_util",
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 5a375d07744..3c8c1280664 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -42,6 +42,7 @@ limitations under the License.
 #include "tensorflow_serving/core/source.h"
 #include "tensorflow_serving/core/source_adapter.h"
 #include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/core/stream_logger.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/util/event_bus.h"
@@ -272,6 +273,17 @@ class ServerCore : public Manager {
     return options_.server_request_logger->Log(request, response, log_metadata);
   }
 
+  // Starts logging a stream through returning a StreamLogger created through
+  // `create_stream_logger_fn`. Returns NULL if the stream should not be logged.
+  template <typename Request, typename Response>
+  std::unique_ptr<StreamLogger<Request, Response>> StartLoggingStream(
+      const LogMetadata& log_metadata,
+      ServerRequestLogger::CreateStreamLoggerFn<Request, Response>
+          create_stream_logger_fn) {
+    return options_.server_request_logger->StartLoggingStream(
+        log_metadata, std::move(create_stream_logger_fn));
+  }
+
   internal::PredictResponseTensorSerializationOption
   predict_response_tensor_serialization_option() const {
     return options_.predict_response_tensor_serialization_option;
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 75aa6736bdf..0d3f3b21220 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/server_core.h"
 
+#include <memory>
+
 #include "google/protobuf/any.pb.h"
+#include "absl/status/status.h"
 #include "absl/strings/strip.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -27,11 +30,13 @@ limitations under the License.
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/core/request_logger.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
 #include "tensorflow_serving/core/test_util/fake_loader_source_adapter.pb.h"
 #include "tensorflow_serving/core/test_util/fake_log_collector.h"
+#include "tensorflow_serving/core/test_util/mock_prediction_stream_logger.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/test_util/server_core_test_util.h"
@@ -44,6 +49,7 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
+using test_util::MockPredictionStreamLogger;
 using test_util::ServerCoreTest;
 using ::testing::_;
 using ::testing::Invoke;
@@ -583,6 +589,11 @@ TEST_P(ServerCoreTest, RequestLoggingOff) {
 
   TF_ASSERT_OK(
       server_core->Log(PredictRequest(), PredictResponse(), LogMetadata()));
+  auto logger =
+      server_core->StartLoggingStream<PredictRequest, PredictResponse>(
+          LogMetadata(),
+          []() { return std::make_unique<MockPredictionStreamLogger>(); });
+  EXPECT_EQ(logger, nullptr);
 }
 
 TEST_P(ServerCoreTest, RequestLoggingOn) {
@@ -590,12 +601,12 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
   ServerCore::Options options = GetDefaultOptions();
   TF_CHECK_OK(ServerRequestLogger::Create(
       [&](const LoggingConfig& logging_config,
-          std::unique_ptr<RequestLogger>* const request_logger) {
+          std::shared_ptr<RequestLogger>* const request_logger) {
         const string& filename_prefix =
             logging_config.log_collector_config().filename_prefix();
         log_collector_map[filename_prefix] = new FakeLogCollector();
         const std::vector<string>& tags = {kSavedModelTagServe};
-        auto mock_request_logger = std::unique_ptr<NiceMock<MockRequestLogger>>(
+        auto mock_request_logger = std::shared_ptr<NiceMock<MockRequestLogger>>(
             new NiceMock<MockRequestLogger>(
                 logging_config, tags, log_collector_map[filename_prefix]));
         ON_CALL(*mock_request_logger, CreateLogMessage(_, _, _, _))
@@ -631,6 +642,7 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
   std::unique_ptr<ServerCore> server_core;
   TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core));
 
+  // Logging for unary requests.
   LogMetadata log_metadata0;
   auto* const model_spec0 = log_metadata0.mutable_model_spec();
   model_spec0->set_name(test_util::kTestModelName);
@@ -638,6 +650,22 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
       server_core->Log(PredictRequest(), PredictResponse(), log_metadata0));
   ASSERT_EQ(1, log_collector_map.size());
   EXPECT_EQ(1, log_collector_map[test_util::kTestModelName]->collect_count());
+
+  // Logging for streaming requests.
+  auto* logger_ptr = new MockPredictionStreamLogger();
+  auto logger =
+      server_core->StartLoggingStream<PredictRequest, PredictResponse>(
+          log_metadata0,
+          [logger_ptr]() { return absl::WrapUnique(logger_ptr); });
+  EXPECT_CALL(*logger_ptr, CreateLogMessage(_, _))
+      .WillOnce(Invoke([](const LogMetadata& log_metadata,
+                          std::unique_ptr<google::protobuf::Message>* log) {
+        *log = std::make_unique<google::protobuf::Any>();
+        return absl::OkStatus();
+      }));
+  TF_ASSERT_OK(logger->LogMessage());
+  ASSERT_EQ(1, log_collector_map.size());
+  EXPECT_EQ(2, log_collector_map[test_util::kTestModelName]->collect_count());
 }
 
 TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {

From 85f9ecb6df476e95e1d683b1f13566b6f8f28a82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Aug 2023 18:01:35 -0700
Subject: [PATCH 6682/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10aa9757-f222-47d4-9839-699fda00f8b5

PiperOrigin-RevId: 553961904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 121bc782a4f..987652ae4dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80be3b68ccf2f2fb4aad6fc5a05f8d4e358f722d7347aee1a0628419ac4bfde2",
-    git_commit = "d1a1733ddd8b5a000424ed307c982423783f5f48",
+    sha256 = "0d6cab67e388a7375092cfc1dc5ea262dcd7ac6517d177e7f078b0bbd8fa357b",
+    git_commit = "66c94a67a5fccac51d396d428d67645d9312ceb4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 51bb41f28fd591d7f1a54452ac53f47af0e131ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Aug 2023 00:01:35 -0700
Subject: [PATCH 6683/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5afb189c-f7b5-41c4-853c-601a99d63920

PiperOrigin-RevId: 554019317
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 987652ae4dd..be4dd1454d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d6cab67e388a7375092cfc1dc5ea262dcd7ac6517d177e7f078b0bbd8fa357b",
-    git_commit = "66c94a67a5fccac51d396d428d67645d9312ceb4",
+    sha256 = "5327dcd63604c441ee8ab40ceee5d8ed1f2f2034de09fe1f0ed4a9c3e717c1cc",
+    git_commit = "84bdc55553111f02cc2daec48ddc34f13df570e0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a7bca3a5f5c57a1497f9a67454186f0b58a0c725 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Aug 2023 06:01:44 -0700
Subject: [PATCH 6684/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c4595f2-a1ab-4f6b-86b1-1110f93cdf7a

PiperOrigin-RevId: 554067642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index be4dd1454d9..88091f84136 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5327dcd63604c441ee8ab40ceee5d8ed1f2f2034de09fe1f0ed4a9c3e717c1cc",
-    git_commit = "84bdc55553111f02cc2daec48ddc34f13df570e0",
+    sha256 = "644ac1de4c6a50414f2cbac5ea72c1e7d339da6c0dd4a1473d1503439a8d851b",
+    git_commit = "05eb97ae5524a1d7b5ba2e9f37c6bde44d34ca7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb7fb95e55eae74bdf04fb2672175ceecbe0552e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Aug 2023 12:01:38 -0700
Subject: [PATCH 6685/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa3c0f32-58ad-4bf4-8713-1eace4c909fa

PiperOrigin-RevId: 554107724
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88091f84136..0af87a9f145 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "644ac1de4c6a50414f2cbac5ea72c1e7d339da6c0dd4a1473d1503439a8d851b",
-    git_commit = "05eb97ae5524a1d7b5ba2e9f37c6bde44d34ca7f",
+    sha256 = "6e11744e4a4b4ab50005493556da84b1d22d29a911c48f6248e918aa1c00e090",
+    git_commit = "81c3e675ff137b2ddb73dd752a0d961f26fe27ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dd9dee08de57d18badf67f95ce527ff7bb3198ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Aug 2023 18:01:59 -0700
Subject: [PATCH 6686/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9874dfe8-8ad9-4ff4-a163-cbe08546c337

PiperOrigin-RevId: 554146874
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0af87a9f145..dfb0107d649 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e11744e4a4b4ab50005493556da84b1d22d29a911c48f6248e918aa1c00e090",
-    git_commit = "81c3e675ff137b2ddb73dd752a0d961f26fe27ea",
+    sha256 = "dba315d4ff33e6c2dc188b7ea6d6a39ad194ab4aa7aa41095cc260cf168989d2",
+    git_commit = "08257296069cf50efcfc3f4581997be9e495ce86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3863ae35a69a1da616d94edcdc4f736cd046fddd Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Sat, 5 Aug 2023 22:32:30 -0700
Subject: [PATCH 6687/8103] Use Servable for TFRT serving

PiperOrigin-RevId: 554179396
---
 tensorflow_serving/servables/tensorflow/BUILD      | 1 -
 tensorflow_serving/servables/tensorflow/servable.h | 3 ++-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 53e59c1e625..58bad127a35 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1082,7 +1082,6 @@ cc_library(
     ],
     deps = [
         ":predict_response_tensor_serialization_option",
-        ":thread_pool_factory",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/apis:inference_cc_proto",
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 5c46d6c591a..85f961465b1 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -30,11 +30,12 @@ limitations under the License.
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
 namespace tensorflow {
 namespace serving {
 
+inline constexpr absl::string_view kSignatureDef = "signature_def";
+
 // Provides a `PredictionService`-like interface. All concrete implementations
 // are expected to be thread-safe.
 class Servable {

From 64141eb43b4f758b42a32ec0eb918b07699ac469 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Aug 2023 00:01:31 -0700
Subject: [PATCH 6688/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c25685d8-faab-4ca7-bf43-f948b09c02c7

PiperOrigin-RevId: 554192553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dfb0107d649..45f80f0d1d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dba315d4ff33e6c2dc188b7ea6d6a39ad194ab4aa7aa41095cc260cf168989d2",
-    git_commit = "08257296069cf50efcfc3f4581997be9e495ce86",
+    sha256 = "d00ae2e3fd2a2974eccceb6a4d19ec8607d488512cd5c6784463a6a39cc52446",
+    git_commit = "1710ba1f6794d27af5c0e3d6f1958e0cdadbcd82",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 316171a254e74c954b0ffa79d7cb625f857f9242 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Aug 2023 06:01:40 -0700
Subject: [PATCH 6689/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9bb8285-d962-4163-9a36-83920efb38af

PiperOrigin-RevId: 554243353
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 45f80f0d1d9..e3fe7bd0dd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d00ae2e3fd2a2974eccceb6a4d19ec8607d488512cd5c6784463a6a39cc52446",
-    git_commit = "1710ba1f6794d27af5c0e3d6f1958e0cdadbcd82",
+    sha256 = "66ded97b7dd27c82061f33ffbb458bc85a51498caccf4061883a691339a4c1e4",
+    git_commit = "f53d1a57d348e9b14dd2cc549456c60e8063e780",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4c6730af51f5acff0e5b3f32accb6002c84f799 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Aug 2023 18:01:47 -0700
Subject: [PATCH 6690/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6ab9b36-a4af-4bc8-b98e-8fe53b1aa452

PiperOrigin-RevId: 554324947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3fe7bd0dd9..a62e6eeca3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66ded97b7dd27c82061f33ffbb458bc85a51498caccf4061883a691339a4c1e4",
-    git_commit = "f53d1a57d348e9b14dd2cc549456c60e8063e780",
+    sha256 = "2efef0b9063cfe71e86c119988895d0512fd9f97c2dd6c5483af40ede72ed009",
+    git_commit = "5d6c22512dc90dc54566cac306905420ebe8c693",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fd60065a51c780592679484ac27d47f1a8df3cf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Aug 2023 00:01:45 -0700
Subject: [PATCH 6691/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb7c797b-d840-4200-bd71-4f7c8d4bfcf6

PiperOrigin-RevId: 554377542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a62e6eeca3d..710e44618b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2efef0b9063cfe71e86c119988895d0512fd9f97c2dd6c5483af40ede72ed009",
-    git_commit = "5d6c22512dc90dc54566cac306905420ebe8c693",
+    sha256 = "84e8d25d60ec068c5ec2cd7f10de3db0ebf2d78d183fab22b3b8db3e820f4306",
+    git_commit = "65fbcb0bbe953a281b040b63eab42783f599af69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b94d621de70661f36cd8e061f80c5f3fd5ad36a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Aug 2023 06:02:58 -0700
Subject: [PATCH 6692/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6daf8b57-1755-4f07-9887-f77bb373dd6e

PiperOrigin-RevId: 554451795
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 710e44618b9..7dc90f3715b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84e8d25d60ec068c5ec2cd7f10de3db0ebf2d78d183fab22b3b8db3e820f4306",
-    git_commit = "65fbcb0bbe953a281b040b63eab42783f599af69",
+    sha256 = "48514f5e69ba52b9e7c64d61a8e040a8e7f841082ad7e11808ccc775d69a6042",
+    git_commit = "1ccacdd315a43e428b0f1613e2fe5658931da0f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1501fbd6fadd047fc90c617df3d41e68c6783638 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Aug 2023 12:02:19 -0700
Subject: [PATCH 6693/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb492a56-ef8b-4efb-ad72-2b0cbab7b906

PiperOrigin-RevId: 554549582
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7dc90f3715b..7114b3543a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48514f5e69ba52b9e7c64d61a8e040a8e7f841082ad7e11808ccc775d69a6042",
-    git_commit = "1ccacdd315a43e428b0f1613e2fe5658931da0f9",
+    sha256 = "76000e1d06626b01b39a92b55ab2dbb652e57d5f6113babb9646c7e17f405e30",
+    git_commit = "a036be0d15f2b8068664f35720ab5a38cbafa1bd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c4baf862f6d44e421fd25cb043755375377eddff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Aug 2023 18:01:44 -0700
Subject: [PATCH 6694/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/facf1244-cb1f-4c14-80a9-8faedcdb8e80

PiperOrigin-RevId: 554649297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7114b3543a8..4e08b4cff86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "76000e1d06626b01b39a92b55ab2dbb652e57d5f6113babb9646c7e17f405e30",
-    git_commit = "a036be0d15f2b8068664f35720ab5a38cbafa1bd",
+    sha256 = "3750e196363871808e4037a4a31de36a30911f1c95ee882b7242e1b26c3a9dbb",
+    git_commit = "c85a0255eacaf42a348e928df2c1fb13e577905f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f2cd48956f80dc2035e56f77a5d322b249ca94a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Aug 2023 00:02:07 -0700
Subject: [PATCH 6695/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/525aa7e2-84f4-49b9-a360-f15033b895ca

PiperOrigin-RevId: 554715995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e08b4cff86..952fc860d4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3750e196363871808e4037a4a31de36a30911f1c95ee882b7242e1b26c3a9dbb",
-    git_commit = "c85a0255eacaf42a348e928df2c1fb13e577905f",
+    sha256 = "e87dbe999ea576cfd3e606d2a9d64662cd2a63ba9498f502846d54d2df0ffce2",
+    git_commit = "3cf696accea91851434943e19b936a1a174a92d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6783b1deb5bf3cd4ca4fd08a02eb71c0d99546fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Aug 2023 06:01:43 -0700
Subject: [PATCH 6696/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2269f568-d7b1-43d2-86d4-18a784b053e1

PiperOrigin-RevId: 554796780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 952fc860d4c..0ab78064eec 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e87dbe999ea576cfd3e606d2a9d64662cd2a63ba9498f502846d54d2df0ffce2",
-    git_commit = "3cf696accea91851434943e19b936a1a174a92d3",
+    sha256 = "da49831babfa023655b71fff4084971a9cf53e9bd587ac4a24b465266201e967",
+    git_commit = "e77215695f73ff2b9b93e0b2c9b13a9a122cc181",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ae977883e0e4f2cfe7afb41950e2beaa6396e5f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Aug 2023 12:01:37 -0700
Subject: [PATCH 6697/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d34fb60-d367-48c5-9813-fce45c0cec61

PiperOrigin-RevId: 554898636
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ab78064eec..7af9d60aa98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da49831babfa023655b71fff4084971a9cf53e9bd587ac4a24b465266201e967",
-    git_commit = "e77215695f73ff2b9b93e0b2c9b13a9a122cc181",
+    sha256 = "ee79ef4921981315e70a4718740660665d261824d135e949044fc3547064cf2b",
+    git_commit = "40c7fe94824100338ef0c495143b26501b1c367e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9ff092f046316468f1b6301b832a7a87e86c79c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Aug 2023 18:01:44 -0700
Subject: [PATCH 6698/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4efd8c74-2651-4563-aafe-e33a51fd46fe

PiperOrigin-RevId: 554999440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7af9d60aa98..f50f74bef3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee79ef4921981315e70a4718740660665d261824d135e949044fc3547064cf2b",
-    git_commit = "40c7fe94824100338ef0c495143b26501b1c367e",
+    sha256 = "bcad15bd7ad3fdb0df2ad34f2ead32f4b16769ff9f10975e8650542d474d1cf8",
+    git_commit = "7603dbdc57e911592524491c2d59a82378f172cc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba8ac5f768346d87730d06ca0bf773f819777dce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Aug 2023 00:01:38 -0700
Subject: [PATCH 6699/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8a504aca-5866-48d1-b558-aa4c533dce4c

PiperOrigin-RevId: 555067411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f50f74bef3d..2a5b0b2fc6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcad15bd7ad3fdb0df2ad34f2ead32f4b16769ff9f10975e8650542d474d1cf8",
-    git_commit = "7603dbdc57e911592524491c2d59a82378f172cc",
+    sha256 = "0e6e3381253b7655283a1e84d517340ecbb89d7a2538267a88e9732438cee7aa",
+    git_commit = "5b90f564311c45fa056a30b15fa30bf2b971fb0b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f36990f01d290f6162e7a74216504bb22fb7c0ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Aug 2023 06:01:42 -0700
Subject: [PATCH 6700/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46ea4a2f-bcf1-46fc-b733-710530ec19d5

PiperOrigin-RevId: 555138379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2a5b0b2fc6a..4485e1b9c41 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e6e3381253b7655283a1e84d517340ecbb89d7a2538267a88e9732438cee7aa",
-    git_commit = "5b90f564311c45fa056a30b15fa30bf2b971fb0b",
+    sha256 = "f8d940ce96094a91fe8d3df35ad596d461c14a5f272ba279bd99774c3b539df7",
+    git_commit = "44f0ae5b380a5b6285e72193167ce4d717ba51c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 991f23b5152390d7b0939f0101fde9a198653ffe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Aug 2023 12:01:40 -0700
Subject: [PATCH 6701/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d869606c-2963-4f21-90be-3ccc5284c0ec

PiperOrigin-RevId: 555233437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4485e1b9c41..298708c2995 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8d940ce96094a91fe8d3df35ad596d461c14a5f272ba279bd99774c3b539df7",
-    git_commit = "44f0ae5b380a5b6285e72193167ce4d717ba51c1",
+    sha256 = "f9c171f9355916736efea8c645c9c9a08f1dbff11ea8c7326153447328ab8928",
+    git_commit = "7d5a4e7e15e3648f84f4af3b8031bde14fa466ab",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 444257dc8cf3a9c69b3c8036821c2c9c1d73a670 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Aug 2023 13:18:31 -0700
Subject: [PATCH 6702/8103] This is a noop

PiperOrigin-RevId: 555255000
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 971c449f869..5163acab7be 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -10,6 +10,7 @@ package_group(
     name = "http_server_clients",
     packages = [
         "//...",
+        "//net/floo/flooefi/...",
         "//platforms/redfish/...",
     ],
 )

From 677d8f15531cc02cb38d1b83a8856dd08b3253cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Aug 2023 18:01:37 -0700
Subject: [PATCH 6703/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9824857f-cbca-4021-b41a-33fd8055b9cb

PiperOrigin-RevId: 555330878
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 298708c2995..dbbade80b5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9c171f9355916736efea8c645c9c9a08f1dbff11ea8c7326153447328ab8928",
-    git_commit = "7d5a4e7e15e3648f84f4af3b8031bde14fa466ab",
+    sha256 = "91211ecd191e371db969f6f4cf7482970be3d95d867a678d4f0c8e8248220361",
+    git_commit = "c09c4d529f2a12dec17681aa3cdfabfa1cd73bff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c605fe35d404ab42bc5da7cb41ec232f7a7f2132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Aug 2023 00:01:42 -0700
Subject: [PATCH 6704/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/01c3447d-a997-41fe-b9dc-08b9c48667ab

PiperOrigin-RevId: 555392072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbbade80b5d..8270a235c06 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91211ecd191e371db969f6f4cf7482970be3d95d867a678d4f0c8e8248220361",
-    git_commit = "c09c4d529f2a12dec17681aa3cdfabfa1cd73bff",
+    sha256 = "a5e7bd67c99493092b705b4504ddb93bab440fae9b172d05550c1c42b4ff53ca",
+    git_commit = "2a0efa4b469f441b7966593cce2df067648ae3fd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d23f178ad89bac6630bbdd545465b7ff13b0cf61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Aug 2023 06:01:48 -0700
Subject: [PATCH 6705/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5fae2c9-ffac-4668-93fc-78de964236cf

PiperOrigin-RevId: 555459630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8270a235c06..98b7edfc92b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5e7bd67c99493092b705b4504ddb93bab440fae9b172d05550c1c42b4ff53ca",
-    git_commit = "2a0efa4b469f441b7966593cce2df067648ae3fd",
+    sha256 = "b5a268751e36eab64ba6ac97151e8837423e1235fe79eb9d57d23354d1de45dd",
+    git_commit = "bd2329d4ba11e8c73221eca75445bec49b7db4f8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 412c5f69a9ae24a62d35dfa0241a00c8b8e91ce7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Aug 2023 12:02:02 -0700
Subject: [PATCH 6706/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd28c5e4-0b0e-4cdf-bff3-c2be664f6d2d

PiperOrigin-RevId: 555593553
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98b7edfc92b..322cfff4c4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b5a268751e36eab64ba6ac97151e8837423e1235fe79eb9d57d23354d1de45dd",
-    git_commit = "bd2329d4ba11e8c73221eca75445bec49b7db4f8",
+    sha256 = "6d1cbf05035f8443b4251a532294a952fdebf4a0e76931f1a49d11e528fcbe31",
+    git_commit = "cf5c14e10a465a9e6ede1640d08289e7e68be324",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6bacb4b5009eff3add6063d2d45c82a3837bf38e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Aug 2023 18:02:51 -0700
Subject: [PATCH 6707/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/560517a1-3747-44d3-be8c-af07a9aa4c2a

PiperOrigin-RevId: 555730671
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 322cfff4c4b..bb64cbf2e21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d1cbf05035f8443b4251a532294a952fdebf4a0e76931f1a49d11e528fcbe31",
-    git_commit = "cf5c14e10a465a9e6ede1640d08289e7e68be324",
+    sha256 = "2b76ae6e0bb58ce98852fc5fab5e88657aae25820434a3240d69b54a2a193d52",
+    git_commit = "4988fedd6b3b5065be34c29b3dfbb3bfdd8ed81f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6a734ed5f3174de1deeefd72c88db10f48100688 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Aug 2023 00:01:43 -0700
Subject: [PATCH 6708/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c95936b7-a725-4432-bc8e-7377a3b282c3

PiperOrigin-RevId: 555821734
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb64cbf2e21..14c8f5f247d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b76ae6e0bb58ce98852fc5fab5e88657aae25820434a3240d69b54a2a193d52",
-    git_commit = "4988fedd6b3b5065be34c29b3dfbb3bfdd8ed81f",
+    sha256 = "85958066eda814de6bf62bdcc01652eb7d754c5caf7888dc6661755a59489e56",
+    git_commit = "2b3936e7c32368675a102f6a3fb6a9c02b87b694",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3eba8720ebefd468cfab28610ce482fc14bfe603 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Aug 2023 06:01:44 -0700
Subject: [PATCH 6709/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6214ccb-20ab-42cc-b4a1-4490ff13e8a0

PiperOrigin-RevId: 555919700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14c8f5f247d..e41b81ccaa4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85958066eda814de6bf62bdcc01652eb7d754c5caf7888dc6661755a59489e56",
-    git_commit = "2b3936e7c32368675a102f6a3fb6a9c02b87b694",
+    sha256 = "2235377edf769327016cdd3e96f50c01a4c1a0f7558f76f21b994cdefe017413",
+    git_commit = "3dfc7d16e6f4441b9be0681b29dba0d735ad49ca",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0dabf08648b2c0889351ff4a43cca6a6288ee2e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Aug 2023 12:01:48 -0700
Subject: [PATCH 6710/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d9dbabf-ef51-4340-bdd5-bd53218bfee0

PiperOrigin-RevId: 556038424
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e41b81ccaa4..b58bfe3b7bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2235377edf769327016cdd3e96f50c01a4c1a0f7558f76f21b994cdefe017413",
-    git_commit = "3dfc7d16e6f4441b9be0681b29dba0d735ad49ca",
+    sha256 = "4be1a4625b4b97e035930fc183bedd5136b6882b3d27722652b2c99168b4cde9",
+    git_commit = "104f63cd8838b37c81ab21cc2f4f080239c9e97c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96e440b327d78a4a0229fec49e5b73d11c28ce01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Aug 2023 18:01:50 -0700
Subject: [PATCH 6711/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a4ce9ad-3740-4be5-9747-9714742d5888

PiperOrigin-RevId: 556158624
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b58bfe3b7bf..d2b78c68df0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4be1a4625b4b97e035930fc183bedd5136b6882b3d27722652b2c99168b4cde9",
-    git_commit = "104f63cd8838b37c81ab21cc2f4f080239c9e97c",
+    sha256 = "988874df52d2c69e90136c5f9606689325ef2047dd777460b7bb6456342b4110",
+    git_commit = "e3bc61f4d3806d628fe5e77a7ace885ef4f3da86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6de70d5e880bbdb70df3872d2e155c1136ec8308 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Aug 2023 00:01:52 -0700
Subject: [PATCH 6712/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0bff9aa8-e25b-449c-9bca-6cbb8fcda184

PiperOrigin-RevId: 556239009
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2b78c68df0..a7a8fd616fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "988874df52d2c69e90136c5f9606689325ef2047dd777460b7bb6456342b4110",
-    git_commit = "e3bc61f4d3806d628fe5e77a7ace885ef4f3da86",
+    sha256 = "d96afbea998156ad8f1f9f34a551a26764eddf62e425b5ee095b0d4d5ff54f78",
+    git_commit = "6f144764c870dfe56497928cb3dcad753753b576",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe273d255a9ca94731104f8a2c564fa0b981bc79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Aug 2023 06:01:46 -0700
Subject: [PATCH 6713/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86d1c592-9250-4b4d-b96c-d5acc9909650

PiperOrigin-RevId: 556309895
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7a8fd616fb..27d70a5deff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d96afbea998156ad8f1f9f34a551a26764eddf62e425b5ee095b0d4d5ff54f78",
-    git_commit = "6f144764c870dfe56497928cb3dcad753753b576",
+    sha256 = "f8edf16fa7686d65eead85897ddf7bffb92d30a825ae6fdd459fbdc706704208",
+    git_commit = "2539ebc0920ba27157a5a0e89f53ac6485415ffb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5e50f3322d5eae4cc9977db7496790a19fa5e121 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Aug 2023 18:01:44 -0700
Subject: [PATCH 6714/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29411452-8056-40cc-a8ff-6e592ed03a42

PiperOrigin-RevId: 556418276
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27d70a5deff..f5a9be58893 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8edf16fa7686d65eead85897ddf7bffb92d30a825ae6fdd459fbdc706704208",
-    git_commit = "2539ebc0920ba27157a5a0e89f53ac6485415ffb",
+    sha256 = "2cfe1a1e3d72046c6b3fe18a8afec9b87d23de5b4dc83ed105da2f3a882b2be4",
+    git_commit = "6903aa4f882d0603887b975ebea62c14b42bebaf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 796fc3e3a3c6e5f4983748b5e91cffd6f6515a6c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Aug 2023 06:06:07 -0700
Subject: [PATCH 6715/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc5d58e8-d8d0-47bb-a847-fc3694fdc2a3

PiperOrigin-RevId: 556533451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5a9be58893..2e1b2710437 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2cfe1a1e3d72046c6b3fe18a8afec9b87d23de5b4dc83ed105da2f3a882b2be4",
-    git_commit = "6903aa4f882d0603887b975ebea62c14b42bebaf",
+    sha256 = "e017b5afa32f6657a0e7b3db26a79cf4dea9441884103fce58d75b5f5ec3c22d",
+    git_commit = "b8a419bfb33916565d8b7d1995edd3390a96bea0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a7f6a8b86018d0ac0f0b376d2fd4c411c3e5d79 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Aug 2023 18:01:32 -0700
Subject: [PATCH 6716/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/895c9085-8805-4b51-ace4-cd84a8dfd3a2

PiperOrigin-RevId: 556622529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e1b2710437..b5744f2aa4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e017b5afa32f6657a0e7b3db26a79cf4dea9441884103fce58d75b5f5ec3c22d",
-    git_commit = "b8a419bfb33916565d8b7d1995edd3390a96bea0",
+    sha256 = "230e5bde0081dc9f40a7edfc3313b48598103747f77b5a8492827bc93dd56b46",
+    git_commit = "4c562ccc32c4284dda23c6ba694f57a20c138710",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c74705577ea529d3cf622c85a9eaf5e6f4e168e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Aug 2023 00:01:42 -0700
Subject: [PATCH 6717/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/550366b2-7aa6-487f-81cb-0e2c39ccba9f

PiperOrigin-RevId: 556681965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5744f2aa4a..86dedd6afea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "230e5bde0081dc9f40a7edfc3313b48598103747f77b5a8492827bc93dd56b46",
-    git_commit = "4c562ccc32c4284dda23c6ba694f57a20c138710",
+    sha256 = "7de6ecd5f8659fdf1d63c59d0a9ffef31ad32cd5a7ddfe452203dbba1de0fe13",
+    git_commit = "f205faa8c27693b3f6737157134bf0e92f1b7604",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 36095db3d4efac622c577d8546f6780924a8b463 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Aug 2023 06:01:44 -0700
Subject: [PATCH 6718/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f639020-72d8-42f5-85da-f9bf5844bb70

PiperOrigin-RevId: 556762817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86dedd6afea..c3817a45b88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7de6ecd5f8659fdf1d63c59d0a9ffef31ad32cd5a7ddfe452203dbba1de0fe13",
-    git_commit = "f205faa8c27693b3f6737157134bf0e92f1b7604",
+    sha256 = "b8405bf274fa1c43eab7a754db96872f1b6f7ff17918e065cc3475e889deb6e0",
+    git_commit = "e1db71d593139a867e0b6a07ac25cf1b7b1bbddc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6dcfb1a812dcbce4253b5e399c6bec8066489d30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Aug 2023 12:01:53 -0700
Subject: [PATCH 6719/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1efe8f4-ae6b-49f8-adc2-45b6109242a1

PiperOrigin-RevId: 556868580
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3817a45b88..0e755dfd96c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8405bf274fa1c43eab7a754db96872f1b6f7ff17918e065cc3475e889deb6e0",
-    git_commit = "e1db71d593139a867e0b6a07ac25cf1b7b1bbddc",
+    sha256 = "0d293cd931e6e8f816b969e19d2424d4b06c2ba732111d38c0a271f6d5d946a9",
+    git_commit = "a2f494aa780b430513e06ef04f0090813e7b0439",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 550f613c932acd5da553fa64f1b5ce7728502bdc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Aug 2023 18:01:44 -0700
Subject: [PATCH 6720/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b19fb73a-73a0-4a81-bca2-57cc0b103423

PiperOrigin-RevId: 556967353
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e755dfd96c..6300b333a42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d293cd931e6e8f816b969e19d2424d4b06c2ba732111d38c0a271f6d5d946a9",
-    git_commit = "a2f494aa780b430513e06ef04f0090813e7b0439",
+    sha256 = "4bddfddac190ee4138334125d866510d875bcbc391bdc653ff5ae98e25326bf6",
+    git_commit = "276ce6618f47c212b5a942e1c5ad5dd692eb84f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a308218d1e562d8a8951272d479cd7f44cefeb65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Aug 2023 00:01:52 -0700
Subject: [PATCH 6721/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fabb26b5-9f90-4417-996d-09d818b92634

PiperOrigin-RevId: 557035749
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6300b333a42..1889aa5dbac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bddfddac190ee4138334125d866510d875bcbc391bdc653ff5ae98e25326bf6",
-    git_commit = "276ce6618f47c212b5a942e1c5ad5dd692eb84f5",
+    sha256 = "001cc936f614a1b7ffd4f2dadf929964454ab055db46646169f961af273b3f7f",
+    git_commit = "11893a88d5eebae19fc41a67370e289e5d39f3ae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb48ade284114eafe0ffe5a6c35a652860091ec7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Aug 2023 06:03:02 -0700
Subject: [PATCH 6722/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76a619a3-51db-4ab1-910b-f3bf0a3279fd

PiperOrigin-RevId: 557108263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1889aa5dbac..da805bcf247 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "001cc936f614a1b7ffd4f2dadf929964454ab055db46646169f961af273b3f7f",
-    git_commit = "11893a88d5eebae19fc41a67370e289e5d39f3ae",
+    sha256 = "95b1a33e9e8b99538c8e32a874bdab155587bb6d077b50bdc9ff7aa424533529",
+    git_commit = "f5d1e458afaf10c4cafa3b4021e4d43e3c888db2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e47082b2ffa9f9b0f4478940efd1a9dc89091c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Aug 2023 12:01:41 -0700
Subject: [PATCH 6723/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a52d4cb9-6c53-474a-80f5-63802618807b

PiperOrigin-RevId: 557204794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da805bcf247..1404f5228ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95b1a33e9e8b99538c8e32a874bdab155587bb6d077b50bdc9ff7aa424533529",
-    git_commit = "f5d1e458afaf10c4cafa3b4021e4d43e3c888db2",
+    sha256 = "48969d63c983892cfcb671374d3e4cf2e020d9001fa7c1be9d9b89d2e8016845",
+    git_commit = "105898c9a39a1927575d29439532addf0cb9742b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f758989b4dbfbcf4a18d9e49c20d17f23f12730 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Aug 2023 18:02:12 -0700
Subject: [PATCH 6724/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4f87953c-f45d-448e-b197-49b870bc7504

PiperOrigin-RevId: 557308672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1404f5228ab..76b3cdb7c47 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48969d63c983892cfcb671374d3e4cf2e020d9001fa7c1be9d9b89d2e8016845",
-    git_commit = "105898c9a39a1927575d29439532addf0cb9742b",
+    sha256 = "50a056579ec5279198a3abafeb3000e11e490239e01d2fb623b059ebecba2733",
+    git_commit = "dbdb1c6bbde34ed422e7ede4eb723c29a9036bc0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b5a3d3d902dc9d47bae76d63dd3cc8b0b65533d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Aug 2023 00:01:57 -0700
Subject: [PATCH 6725/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0522a5f3-7c9a-477f-bb24-372ea0ced0d0

PiperOrigin-RevId: 557374754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76b3cdb7c47..0ed38542b1f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50a056579ec5279198a3abafeb3000e11e490239e01d2fb623b059ebecba2733",
-    git_commit = "dbdb1c6bbde34ed422e7ede4eb723c29a9036bc0",
+    sha256 = "936d493047d04d27839cbf0f6c2e1aaa0c3e1a40233882d338d3db4883e3e079",
+    git_commit = "09cf1b2a39023e617e003a51be39d419702c2d36",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ab63c5079dcfc2c044e6a1b61ee78a0df3c6ef5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Aug 2023 06:02:01 -0700
Subject: [PATCH 6726/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5dc041da-7458-49bb-8e69-37873e256cd9

PiperOrigin-RevId: 557460032
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ed38542b1f..251cb301d4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "936d493047d04d27839cbf0f6c2e1aaa0c3e1a40233882d338d3db4883e3e079",
-    git_commit = "09cf1b2a39023e617e003a51be39d419702c2d36",
+    sha256 = "72612c95817ded0b10d4ec2f9e767fd89747c4c0f51c06c13dc9722c279c0989",
+    git_commit = "140665eee21367d56a248b422f96c2b851103720",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0a569ee87a0b73be8ea922c37d3bc448091fd1cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Aug 2023 12:01:38 -0700
Subject: [PATCH 6727/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f04e8694-2ed3-4efa-ba89-f5db2b0c9c85

PiperOrigin-RevId: 557560084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 251cb301d4d..a6b990ad410 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72612c95817ded0b10d4ec2f9e767fd89747c4c0f51c06c13dc9722c279c0989",
-    git_commit = "140665eee21367d56a248b422f96c2b851103720",
+    sha256 = "4002816b3422f5ea90a4e2931b532efa7f8b854532718a7c8fe82a2fec7d7754",
+    git_commit = "6d09f5c7153d281b4a97ea8a9937d65639c3c053",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 793304c0e9d6dd7d3d031e21c32aeea3d7336a03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Aug 2023 18:01:35 -0700
Subject: [PATCH 6728/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb0d7805-12a7-4103-9014-30ab26f80e68

PiperOrigin-RevId: 557657969
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6b990ad410..3f1dbeb8043 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4002816b3422f5ea90a4e2931b532efa7f8b854532718a7c8fe82a2fec7d7754",
-    git_commit = "6d09f5c7153d281b4a97ea8a9937d65639c3c053",
+    sha256 = "a8c44e11bd54e6949497bf25db9520e046d1d19b98d096b2482c4b15e3246f8f",
+    git_commit = "40b1af6bfe83041d62eb866fb80d5e397917b958",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 07f9ba50ebf75991ef27541c8a318de76886c5f6 Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Thu, 24 Aug 2023 15:40:43 -0700
Subject: [PATCH 6729/8103] Update Dockerfile.devel* with py3.9 installed.

PiperOrigin-RevId: 559891667
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 12 ++++++------
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 12 ++++++------
 tensorflow_serving/tools/pip_package/setup.py        |  3 +--
 3 files changed, 13 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index c37148e7d85..801001bbf9f 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -48,17 +48,17 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 
-# Install python 3.8.
+# Install python 3.9.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.8 python3.8-dev python3-pip python3.8-venv && \
+    python3.9 python3.9-dev python3-pip python3.9-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.8 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
+    python3.9 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.9 0
 
-# Make python3.8 the default python version
+# Make python3.9 the default python version
 # If updating default python version, also update version in the WORKSPACE file.
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.9 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 20eaac114fc..66dd93e97e8 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -81,17 +81,17 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machi
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 
-# Install python 3.8.
+# Install python 3.9.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
     apt-get update && apt-get install -y \
-    python3.8 python3.8-dev python3-pip python3.8-venv && \
+    python3.9 python3.9-dev python3-pip python3.9-venv && \
     rm -rf /var/lib/apt/lists/* && \
-    python3.8 -m pip install pip --upgrade && \
-    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.8 0
+    python3.9 -m pip install pip --upgrade && \
+    update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.9 0
 
-# Make python3.8 the default python version
+# Make python3.9 the default python version
 # If updating default python version, also update version in the WORKSPACE file.
-RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.8 0
+RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.9 0
 
 RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \
     python3 get-pip.py && \
diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 48ac1f56d24..9531ceb3be7 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -80,7 +80,7 @@
     install_requires=REQUIRED_PACKAGES,
     # Supported Python versions. Match to what TF needs here:
     #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
-    python_requires='>=3.8',
+    python_requires='>=3.9',
     classifiers=[
         'Development Status :: 5 - Production/Stable',
         'Intended Audience :: Developers',
@@ -88,7 +88,6 @@
         'Intended Audience :: Science/Research',
         'License :: OSI Approved :: Apache Software License',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',
         'Programming Language :: Python :: 3 :: Only',

From ba44e067dc0de6dba97c95eec1e7bd93a25d8ef4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Aug 2023 18:02:47 -0700
Subject: [PATCH 6730/8103] Internal change

PiperOrigin-RevId: 560406006
---
 .../model_servers/test_util/BUILD             |  1 +
 .../test_util/mock_server_core.h              | 19 +++++++++++++++----
 2 files changed, 16 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index dcc97948494..95d2ac7f216 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -31,6 +31,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index ecde432a8cb..64675eeeb82 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -19,6 +19,7 @@ limitations under the License.
 
 #include <memory>
 #include <string>
+#include <utility>
 
 #include "base/logging.h"
 #include "google/protobuf/any.pb.h"
@@ -56,7 +57,9 @@ class MockServerCore : public ServerCore {
     return platform_config_map;
   }
 
-  static Options GetOptions(const PlatformConfigMap& platform_config_map) {
+  static Options GetOptions(
+      const PlatformConfigMap& platform_config_map,
+      std::unique_ptr<ServerRequestLogger> server_request_logger) {
     Options options;
     options.platform_config_map = platform_config_map;
     options.servable_state_monitor_creator =
@@ -71,13 +74,21 @@ class MockServerCore : public ServerCore {
            UniquePtrWithDeps<AspiredVersionsManager>* manager) -> Status {
       return Status();
     };
-    TF_CHECK_OK(
-        ServerRequestLogger::Create(nullptr, &options.server_request_logger));
+    if (server_request_logger != nullptr) {
+      options.server_request_logger = std::move(server_request_logger);
+    } else {
+      TF_CHECK_OK(
+          ServerRequestLogger::Create(nullptr, &options.server_request_logger));
+    }
     return options;
   }
 
   explicit MockServerCore(const PlatformConfigMap& platform_config_map)
-      : ServerCore(GetOptions(platform_config_map)) {}
+      : MockServerCore(platform_config_map, nullptr) {}
+  MockServerCore(const PlatformConfigMap& platform_config_map,
+                 std::unique_ptr<ServerRequestLogger> server_request_logger)
+      : ServerCore(GetOptions(platform_config_map,
+                              std::move(server_request_logger))) {}
 
   MOCK_METHOD(ServableStateMonitor*, servable_state_monitor, (),
               (const, override));

From 0f9d5c1774080f02f1820836d45f7037ad82b61d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Sep 2023 18:01:36 -0700
Subject: [PATCH 6731/8103] No public description

PiperOrigin-RevId: 562092466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f1dbeb8043..dd2b9dac525 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8c44e11bd54e6949497bf25db9520e046d1d19b98d096b2482c4b15e3246f8f",
-    git_commit = "40b1af6bfe83041d62eb866fb80d5e397917b958",
+    sha256 = "2882a74b699928debaa62c8292a6f15a17feca6253e356a5c84551342304484c",
+    git_commit = "9f3573b1e7eb81fc630a73c584e5a8409465195c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 736b52af4148757f269d5aefc1041986124961f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Sep 2023 00:01:46 -0700
Subject: [PATCH 6732/8103] No public description

PiperOrigin-RevId: 562139725
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd2b9dac525..529b69e7566 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2882a74b699928debaa62c8292a6f15a17feca6253e356a5c84551342304484c",
-    git_commit = "9f3573b1e7eb81fc630a73c584e5a8409465195c",
+    sha256 = "5abdc21f2290fef364bc563098f9f772788f870ac73f64b9b511dcf973128f04",
+    git_commit = "959b6127cffb9afe846824e26d9f5c3af56f1f6c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad3de3f4a491ddcacb8b69adb69e2f4a63987b46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Sep 2023 06:01:47 -0700
Subject: [PATCH 6733/8103] No public description

PiperOrigin-RevId: 562189547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 529b69e7566..f32a301a878 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5abdc21f2290fef364bc563098f9f772788f870ac73f64b9b511dcf973128f04",
-    git_commit = "959b6127cffb9afe846824e26d9f5c3af56f1f6c",
+    sha256 = "226041085fa1b96ccec2cc479a4ce935e9cd23cd6c6a0d151c4248a26510bb7d",
+    git_commit = "41b0df1efb2ad226dc178c366c68a8d78514e454",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 489e69d071e45334e4534af24609de7857bad8df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Sep 2023 06:01:44 -0700
Subject: [PATCH 6734/8103] No public description

PiperOrigin-RevId: 562343246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f32a301a878..da61d36725a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "226041085fa1b96ccec2cc479a4ce935e9cd23cd6c6a0d151c4248a26510bb7d",
-    git_commit = "41b0df1efb2ad226dc178c366c68a8d78514e454",
+    sha256 = "d0f497073fe5d80b57e4da277f93a8a08bf2d66e0312b405e4718a48948e603a",
+    git_commit = "9ebf2bca815f0d3553ebdf3a78a6deca83b2d3d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6cdf3cea931214436357de7303db27bb2cde3b1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Sep 2023 00:01:43 -0700
Subject: [PATCH 6735/8103] No public description

PiperOrigin-RevId: 562472136
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da61d36725a..46633bf1e24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0f497073fe5d80b57e4da277f93a8a08bf2d66e0312b405e4718a48948e603a",
-    git_commit = "9ebf2bca815f0d3553ebdf3a78a6deca83b2d3d8",
+    sha256 = "118a40575583aad6dbb8326b85c85fe5abf73fd1763e34cdb1bde288303e64bb",
+    git_commit = "5e7d6faebab8758a1523810fbacd4a14b9803421",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0dc7d2a7e1d9fe6dda7517351cd1684710187bbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Sep 2023 06:01:41 -0700
Subject: [PATCH 6736/8103] No public description

PiperOrigin-RevId: 562539520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46633bf1e24..25fe5347d05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "118a40575583aad6dbb8326b85c85fe5abf73fd1763e34cdb1bde288303e64bb",
-    git_commit = "5e7d6faebab8758a1523810fbacd4a14b9803421",
+    sha256 = "dbe59ef1f0e9514142b1384681213057d4cb2ecbdfed8022aff00fde3db79298",
+    git_commit = "be88ba0aefb1b778c2c0d0d896a342a70579740c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 08546c0af864891a51c73e14a3ab7b2c774cde84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Sep 2023 18:01:37 -0700
Subject: [PATCH 6737/8103] No public description

PiperOrigin-RevId: 562632602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 25fe5347d05..a2232033b8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dbe59ef1f0e9514142b1384681213057d4cb2ecbdfed8022aff00fde3db79298",
-    git_commit = "be88ba0aefb1b778c2c0d0d896a342a70579740c",
+    sha256 = "860c212c8727dd7ce1d761193dbb2d1ff96d8c54133e563a843d72f35e4cace7",
+    git_commit = "0dc231d1d618096251757bc5ff3ea76c02769ff5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d825f99ad039a92c190552a3c9cb5cd28250a215 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Sep 2023 00:02:26 -0700
Subject: [PATCH 6738/8103] No public description

PiperOrigin-RevId: 562684090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2232033b8f..acaf09cf9ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "860c212c8727dd7ce1d761193dbb2d1ff96d8c54133e563a843d72f35e4cace7",
-    git_commit = "0dc231d1d618096251757bc5ff3ea76c02769ff5",
+    sha256 = "427f531cd17c2de30909779bbe1ea744fd811f78c4818d3a6c4e4f57c436627c",
+    git_commit = "9e147255476cd1db1391bfce1781f92635766ba6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff9c9c3685ff32320f64a5037d2bd3be8746bf8e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Sep 2023 06:01:41 -0700
Subject: [PATCH 6739/8103] No public description

PiperOrigin-RevId: 562754007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acaf09cf9ea..3d34e87e2dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "427f531cd17c2de30909779bbe1ea744fd811f78c4818d3a6c4e4f57c436627c",
-    git_commit = "9e147255476cd1db1391bfce1781f92635766ba6",
+    sha256 = "b17718dcb34c0b2f260997fe1aef7e78c34b49495f8b1a655158d0eb45137d18",
+    git_commit = "fef54a90b1c2aacd6ec8625be86ff45a51a290a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From af1e870030deb537eac0f6ea31006671b48f1fa0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Sep 2023 12:01:54 -0700
Subject: [PATCH 6740/8103] No public description

PiperOrigin-RevId: 562850144
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d34e87e2dd..5e9c281bd11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b17718dcb34c0b2f260997fe1aef7e78c34b49495f8b1a655158d0eb45137d18",
-    git_commit = "fef54a90b1c2aacd6ec8625be86ff45a51a290a0",
+    sha256 = "06c57431a0ccd399094682034a2599678f064453c46ca5398e0f15c31bb6c2f0",
+    git_commit = "735f5f200274ffce220f6b1047e267b316040abf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50ebab4ca601b5243b7aac674628954bef2d734b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Sep 2023 14:05:33 -0700
Subject: [PATCH 6741/8103] Moves model server TFRT integration code oss

PiperOrigin-RevId: 562885221
---
 tensorflow_serving/batching/BUILD             |  36 +
 .../tfrt_saved_model_with_batching.cc         | 522 +++++++++++++
 .../batching/tfrt_saved_model_with_batching.h |  98 +++
 .../tfrt_saved_model_with_batching_test.cc    | 699 ++++++++++++++++++
 tensorflow_serving/core/test_util/BUILD       |  11 +-
 tensorflow_serving/model_servers/BUILD        |  23 +
 .../model_servers/test_util/BUILD             |   9 +-
 .../test_util/mock_server_core.h              |   1 -
 .../tfrt_prediction_service_impl.cc           | 165 +++++
 .../tfrt_prediction_service_impl.h            |  64 ++
 tensorflow_serving/servables/tensorflow/BUILD | 634 +++++++++++++++-
 .../tensorflow/saved_model_config_stub.cc     |  63 ++
 .../tensorflow/saved_model_config_stub.h      |  50 ++
 .../servables/tensorflow/test_util/BUILD      |  15 +
 .../test_util/mock_tfrt_saved_model.h         |  74 ++
 .../servables/tensorflow/testdata/BUILD       |  20 +
 .../assets.extra/saved_model_config.pb        |   0
 .../00000123/saved_model.pb                   | Bin 0 -> 15176 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 .../assets.extra/saved_model_config.pb        |  11 +
 .../00000123/saved_model.pb                   | Bin 0 -> 15176 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 .../tensorflow/tfrt_classification_service.cc |  57 ++
 .../tensorflow/tfrt_classification_service.h  |  48 ++
 .../tfrt_classification_service_test.cc       | 206 ++++++
 .../servables/tensorflow/tfrt_classifier.cc   | 222 ++++++
 .../servables/tensorflow/tfrt_classifier.h    |  51 ++
 .../tensorflow/tfrt_classifier_test.cc        | 565 ++++++++++++++
 .../tfrt_get_model_metadata_impl.cc           |  54 ++
 .../tensorflow/tfrt_get_model_metadata_impl.h |  43 ++
 .../tfrt_get_model_metadata_impl_test.cc      | 224 ++++++
 .../tensorflow/tfrt_multi_inference.cc        | 136 ++++
 .../tensorflow/tfrt_multi_inference.h         |  38 +
 .../tensorflow/tfrt_multi_inference_test.cc   | 305 ++++++++
 .../servables/tensorflow/tfrt_predict_util.cc | 273 +++++++
 .../servables/tensorflow/tfrt_predict_util.h  |  57 ++
 .../tensorflow/tfrt_predict_util_test.cc      | 578 +++++++++++++++
 .../tensorflow/tfrt_regression_service.cc     |  55 ++
 .../tensorflow/tfrt_regression_service.h      |  48 ++
 .../tfrt_regression_service_test.cc           | 204 +++++
 .../servables/tensorflow/tfrt_regressor.cc    | 163 ++++
 .../servables/tensorflow/tfrt_regressor.h     |  50 ++
 .../tensorflow/tfrt_regressor_test.cc         | 568 ++++++++++++++
 .../tensorflow/tfrt_saved_model_factory.cc    | 340 +++++++++
 .../tensorflow/tfrt_saved_model_factory.h     | 167 +++++
 .../tfrt_saved_model_factory_test.cc          | 180 +++++
 .../tfrt_saved_model_source_adapter.cc        | 110 +++
 .../tfrt_saved_model_source_adapter.h         |  66 ++
 .../tfrt_saved_model_source_adapter.proto     | 194 +++++
 .../tfrt_saved_model_source_adapter_test.cc   | 181 +++++
 .../tensorflow/tfrt_saved_model_warmup.cc     | 134 ++++
 .../tensorflow/tfrt_saved_model_warmup.h      |  42 ++
 .../tfrt_saved_model_warmup_test.cc           | 273 +++++++
 .../servables/tensorflow/tfrt_servable.cc     | 249 +++++++
 .../servables/tensorflow/tfrt_servable.h      | 101 +++
 .../util/net_http/compression/BUILD           |   1 -
 58 files changed, 8462 insertions(+), 16 deletions(-)
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.h
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
 create mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
 create mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.h

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 3ff1ea74fcd..acf42872a85 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -204,3 +204,39 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_library(
+    name = "tfrt_saved_model_with_batching",
+    srcs = ["tfrt_saved_model_with_batching.cc"],
+    hdrs = ["tfrt_saved_model_with_batching.h"],
+    deps = [
+        ":batching_options",
+        ":batching_session",
+        ":batching_util",
+        ":incremental_barrier",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/container:inlined_vector",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_with_batching_test",
+    srcs = ["tfrt_saved_model_with_batching_test.cc"],
+    deps = [
+        ":batching_util",
+        ":tfrt_saved_model_with_batching",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "@com_google_absl//absl/functional:bind_front",
+        "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
new file mode 100644
index 00000000000..f31027451bb
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
@@ -0,0 +1,522 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+
+#include "absl/container/flat_hash_map.h"
+#include "absl/container/inlined_vector.h"
+#include "tensorflow/core/framework/tensor_util.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
+#include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow_serving/batching/batching_util.h"
+#include "tensorflow_serving/batching/incremental_barrier.h"
+
+namespace tensorflow {
+namespace serving {
+
+using tfrt::FunctionMetadata;
+using tfrt::SavedModel;
+
+namespace {
+
+auto *queuing_latency = monitoring::Sampler<0>::New(
+    {"/tensorflow/serving/saved_model_with_batching/queuing_latency",
+     "Distribution of wall time spent (in microseconds) in queuing"},
+    // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
+    monitoring::Buckets::Exponential(100, 1.2, 52));
+
+// Batching implementation of SavedModel.
+class SavedModelWithBatching : public tfrt::SavedModel {
+ public:
+  static Status Create(const SavedModelBatchingOptions &options,
+                       const std::vector<FuncNameWithBatchingSchedulerCreator>
+                           &func_name_with_batching_scheduler_creator,
+                       std::unique_ptr<SavedModel> saved_model,
+                       std::unique_ptr<SavedModel> *result);
+
+  // Public ctor because of absl::make_unique. It's okay given the class is
+  // not publicly visible.
+  SavedModelWithBatching(const SavedModelBatchingOptions &options,
+                         std::unique_ptr<SavedModel> saved_model);
+
+  const tensorflow::MetaGraphDef &GetMetaGraphDef() const override {
+    return wrapped_->GetMetaGraphDef();
+  }
+
+  std::vector<std::string> GetFunctionNames() const override {
+    return wrapped_->GetFunctionNames();
+  }
+
+  absl::optional<FunctionMetadata> GetFunctionMetadata(
+      absl::string_view func_name) const override {
+    return wrapped_->GetFunctionMetadata(func_name);
+  }
+
+  // The semantics of Run() is identical to its parent, it internally blocks,
+  // batches multiple Run() and splits the result once the batch finishes and
+  // unblocks.
+  Status Run(const tfrt::SavedModel::RunOptions &run_options,
+             absl::string_view func_name, absl::Span<const Tensor> inputs,
+             std::vector<Tensor> *outputs) override;
+
+  Status RunMultipleSignatures(
+      const RunOptions &run_options, absl::Span<const std::string> names,
+      absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
+      std::vector<std::vector<tensorflow::Tensor>> *multi_outputs) override {
+    // TODO(b/191149783): Implement batching support for
+    // RunMultipleSignatures().
+    return wrapped_->RunMultipleSignatures(run_options, names, multi_inputs,
+                                           multi_outputs);
+  }
+
+  Status RunByTensorNames(
+      const RunOptions &run_options,
+      absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs,
+      absl::Span<const std::string> output_tensor_names,
+      absl::Span<const std::string> target_node_names,
+      std::vector<tensorflow::Tensor> *outputs) {
+    // TODO(b/191149783): Implement batching support for RunByTensorNames().
+    return wrapped_->RunByTensorNames(run_options, inputs, output_tensor_names,
+                                      target_node_names, outputs);
+  }
+
+ private:
+  // Batches tensors in `batch` and invokes Run() with underlying `wrapped_`.
+  void ProcessBatch(absl::string_view func_name,
+                    std::unique_ptr<Batch<SavedModelBatchingTask>> batch);
+
+  // Batches tensors in `batch` and stores the result in `batch_inputs`.
+  Status BatchInputTensors(absl::string_view func_name,
+                           const Batch<SavedModelBatchingTask> &batch,
+                           std::vector<Tensor> *batch_inputs);
+
+  // For each tensor in `combined_outputs`, splits it according to `batch` and
+  // stores the result in corresponding BatchingTask.
+  Status SplitOutputTensors(std::vector<Tensor> combined_outputs,
+                            Batch<SavedModelBatchingTask> *batch);
+
+  const SavedModelBatchingOptions options_;
+
+  // Underlying SavedModel.
+  std::unique_ptr<SavedModel> wrapped_;
+  absl::flat_hash_map<std::string,
+                      std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>>
+      batch_schedulers_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(SavedModelWithBatching);
+};
+
+SavedModelWithBatching::SavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    std::unique_ptr<SavedModel> saved_model)
+    : tfrt::SavedModel(&saved_model->runtime()),
+      options_(options),
+      wrapped_(std::move(saved_model)) {}
+
+Status SavedModelWithBatching::Create(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creators,
+    std::unique_ptr<SavedModel> saved_model,
+    std::unique_ptr<SavedModel> *result) {
+  if (saved_model == nullptr) {
+    return errors::FailedPrecondition("saved_model must not be null.");
+  }
+
+  SavedModel *raw_saved_model = saved_model.get();
+  std::unique_ptr<SavedModelWithBatching> saved_model_with_batching =
+      absl::make_unique<SavedModelWithBatching>(options,
+                                                std::move(saved_model));
+  SavedModelWithBatching *raw_saved_model_with_batching =
+      saved_model_with_batching.get();
+
+  for (const auto &entry : func_name_with_batching_scheduler_creators) {
+    if (!raw_saved_model->GetFunctionMetadata(entry.func_name)) {
+      LOG(WARNING) << "Function " << entry.func_name
+                   << " is not found in the model. ";
+      continue;
+    }
+
+    auto insert_result = saved_model_with_batching->batch_schedulers_.emplace(
+        std::string(entry.func_name), /*scheduler=*/nullptr);
+    if (!insert_result.second) {
+      return errors::FailedPrecondition(
+          absl::StrCat("Specified multiple batch schedulers for function ",
+                       entry.func_name));
+    }
+
+    const std::string &func_name = insert_result.first->first;
+    TF_RETURN_IF_ERROR(entry.scheduler_creator(
+        [func_name, raw_saved_model_with_batching](
+            std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
+          raw_saved_model_with_batching->ProcessBatch(func_name,
+                                                      std::move(batch));
+        },
+        &insert_result.first->second));
+    if (insert_result.first->second == nullptr) {
+      return errors::FailedPrecondition(absl::StrCat(
+          "Failed to create batch scheduler for function ", entry.func_name));
+    }
+  }
+  *result = std::move(saved_model_with_batching);
+  return Status();
+}
+
+Status SavedModelWithBatching::Run(
+    const tfrt::SavedModel::RunOptions &run_options,
+    absl::string_view func_name, absl::Span<const Tensor> inputs,
+    std::vector<Tensor> *outputs) {
+  if (outputs == nullptr) {
+    return errors::FailedPrecondition("outputs must not be null");
+  }
+  auto it = batch_schedulers_.find(func_name);
+  if (it == batch_schedulers_.end()) {
+    // Batch scheduler not found for this function, run it with underlying
+    // SavedModel in-line.
+    static uint64_t last_log_message_secs = 0;
+    // Not thread safe, but that's how batching_session is doing as well.
+    // TODO(b/168220822): It probably matters, what if last_log_message_secs
+    // mistakenly becomes too large?
+    uint64_t now_secs = EnvTime::NowSeconds();
+    if (now_secs - last_log_message_secs >= 120) {
+      LOG(WARNING) << "Request doesn't match any declared function. Bypassing "
+                      "batcher. Request function is: "
+                   << func_name;
+      last_log_message_secs = now_secs;
+    }
+    return wrapped_->Run(run_options, func_name, inputs, outputs);
+  }
+  outputs->clear();
+
+  Notification done;
+  Status status;
+  auto task = absl::make_unique<SavedModelBatchingTask>();
+  TF_RETURN_IF_ERROR(ComputeTensorBatchSize(
+      inputs, &task->zeroth_dim_size,
+      [](const Tensor &tensor) { return tensor.dims(); },
+      [](const Tensor &tensor, size_t dim) { return tensor.dim_size(dim); }));
+  RecordInputBatchSize<SavedModelBatchingTask>(task->zeroth_dim_size);
+
+  task->host_context = GetHostContext();
+  task->tfrt_inputs = inputs;
+  task->tfrt_outputs = outputs;
+  task->done = &done;
+  task->status = &status;
+  task->run_options = run_options;
+  task->enqueue_time_micros = EnvTime::NowMicros();
+
+  TF_RETURN_IF_ERROR(it->second->Schedule(&task));
+  done.WaitForNotification();
+  return status;
+}
+
+// TODO(b/168220822): Once tfrt supports tensor split/pad/concat utilities and
+// removes llvm dependency, refactors this function accordingly (return type may
+// change).
+std::vector<absl::InlinedVector<int, 4>> CalculateMaxDimSizes(
+    const Batch<SavedModelBatchingTask> &batch) {
+  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
+  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
+    const auto inputs = batch.task(batch_idx).tfrt_inputs;
+    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
+      const Tensor &tensor = inputs[tensor_idx];
+      const TensorShape &shape = tensor.shape();
+      const int rank = shape.dims();
+
+      absl::InlinedVector<int, 4> dims;
+      dims.reserve(rank);
+      for (auto dim : shape) {
+        dims.push_back(dim.size);
+      }
+
+      if (batch_idx == 0) {
+        max_dim_sizes.push_back(std::move(dims));
+      } else {
+        for (int rank_idx = 0; rank_idx < rank; ++rank_idx) {
+          int &cur_max_size = max_dim_sizes[tensor_idx][rank_idx];
+          cur_max_size = std::max(cur_max_size, dims[rank_idx]);
+        }
+      }
+    }
+  }
+  return max_dim_sizes;
+}
+
+Status SavedModelWithBatching::BatchInputTensors(
+    absl::string_view func_name, const Batch<SavedModelBatchingTask> &batch,
+    std::vector<Tensor> *batch_inputs) {
+  if (batch.num_tasks() < 1) {
+    return errors::Internal("Batch size expected to be positive; was ",
+                            batch.num_tasks());
+  }
+  const int original_batch_size = batch.size();
+  const int target_batch_size = RoundToLowestAllowedBatchSize(
+      options_.allowed_batch_sizes, original_batch_size);
+  const int padding_size = target_batch_size - original_batch_size;
+  RecordPaddingSize<SavedModelBatchingTask>(padding_size, target_batch_size);
+  RecordProcessedBatchSize<SavedModelBatchingTask>(target_batch_size);
+
+  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
+  if (options_.pad_variable_length_inputs) {
+    max_dim_sizes = CalculateMaxDimSizes(batch);
+  }
+
+  // TODO(b/168220822): Padding logic below operates on tfrt inputs. It's pretty
+  // much a duplicate of batching session Padding logic. Rewrite once TFRT
+  // tensor supports necessary utilities.
+  std::vector<std::vector<Tensor>> tensors_to_merge(
+      batch.task(0).tfrt_inputs.size(), std::vector<Tensor>());
+  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
+    auto inputs = batch.task(batch_idx).tfrt_inputs;
+
+    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
+      Tensor tensor = inputs[tensor_idx];
+      std::vector<Tensor> &tensor_vec = tensors_to_merge[tensor_idx];
+
+      Tensor optionally_padded_tensor;
+      if (options_.pad_variable_length_inputs) {
+        TF_RETURN_IF_ERROR(AddPadding(tensor, max_dim_sizes[tensor_idx],
+                                      &optionally_padded_tensor));
+      } else {
+        optionally_padded_tensor = tensor;
+        if (batch_idx > 0) {
+          TensorShape reference_shape = tensors_to_merge[tensor_idx][0].shape();
+
+          if (!AreShapesEqualExceptZeroDim(tensor.shape(), reference_shape)) {
+            return errors::FailedPrecondition(
+                " Tensors in a single batch have different shapes other than"
+                " first dimension and padding is turned off.");
+          }
+        }
+      }
+      tensor_vec.push_back(std::move(optionally_padded_tensor));
+
+      if (batch_idx == batch.num_tasks() - 1 && padding_size > 0) {
+        const Tensor padding_tensor = tensor_vec.back().Slice(0, 1);
+        for (int i = 0; i < padding_size; ++i) {
+          tensor_vec.push_back(padding_tensor);
+        }
+      }
+    }
+  }
+
+  for (const auto &tensors : tensors_to_merge) {
+    Tensor concated;
+    TF_RETURN_IF_ERROR(tensor::Concat(tensors, &concated));
+    batch_inputs->push_back(concated);
+  }
+
+  return Status();
+}
+
+void SavedModelWithBatching::ProcessBatch(
+    absl::string_view func_name,
+    std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
+  batch->WaitUntilClosed();
+
+  if (batch->empty()) return;
+  Status status = Status();
+  auto cleanup = gtl::MakeCleanup([&status, &batch] {
+    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
+      if (task->partial_status != nullptr) {
+        task->partial_status->Update(status);
+        task->done_callback();
+      } else {
+        *(task->status) = status;
+        task->done->Notify();
+      }
+    }
+  });
+
+  const uint64_t dequeue_time_micros = EnvTime::NowMicros();
+
+  bool all_tasks_timeout_exceeded = true;
+  absl::optional<std::chrono::system_clock::time_point> batch_deadline;
+  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+    const SavedModelBatchingTask &task = batch->task(batch_idx);
+    if (!task.run_options.deadline.has_value() ||
+        absl::ToChronoTime(absl::Now()) < task.run_options.deadline.value()) {
+      all_tasks_timeout_exceeded = false;
+      if (task.run_options.deadline.has_value() &&
+          (!batch_deadline.has_value() ||
+           batch_deadline.value() < task.run_options.deadline.value())) {
+        batch_deadline = task.run_options.deadline;
+      }
+    }
+    queuing_latency->GetCell()->Add(dequeue_time_micros -
+                                    task.enqueue_time_micros);
+  }
+
+  if (all_tasks_timeout_exceeded) {
+    status = Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kResourceExhausted),
+        "Run() timeout exceeded while waiting in batching queue");
+    return;
+  }
+
+  tfrt::SavedModel::RunOptions batch_run_options;
+  batch_run_options.deadline = batch_deadline;
+  std::vector<Tensor> batch_inputs;
+  status = BatchInputTensors(func_name, *batch, &batch_inputs);
+  if (!status.ok()) return;
+
+  std::vector<Tensor> combined_outputs;
+  status = wrapped_->Run(batch_run_options, func_name, batch_inputs,
+                         &combined_outputs);
+  if (!status.ok()) return;
+  status = SplitOutputTensors(std::move(combined_outputs), batch.get());
+}
+
+Status SavedModelWithBatching::SplitOutputTensors(
+    std::vector<Tensor> combined_outputs,
+    Batch<SavedModelBatchingTask> *batch) {
+  std::vector<int64_t> split_batch_sizes;
+  split_batch_sizes.reserve(batch->num_tasks());
+  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+    split_batch_sizes.push_back(batch->task(batch_idx).size());
+  }
+  const int64_t no_padded_batch_size = batch->size();
+  const int64_t padded_batch_size = RoundToLowestAllowedBatchSize(
+      options_.allowed_batch_sizes, no_padded_batch_size);
+
+  const int64_t padding_size = padded_batch_size - no_padded_batch_size;
+  if (padding_size > 0) {
+    split_batch_sizes.push_back(padding_size);
+  }
+
+  for (const auto &combined_tensor : combined_outputs) {
+    std::vector<Tensor> split_tensors;
+    TF_RETURN_IF_ERROR(
+        tensor::Split(combined_tensor, split_batch_sizes, &split_tensors));
+
+    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
+      task->tfrt_outputs->push_back(split_tensors.at(batch_idx));
+    }
+  }
+  return Status();
+}
+
+}  // namespace
+
+Status CreateSavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creator,
+    std::unique_ptr<tfrt::SavedModel> saved_model,
+    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching) {
+  return SavedModelWithBatching::Create(
+      options, func_name_with_batching_scheduler_creator,
+      std::move(saved_model), saved_model_with_batching);
+}
+
+Status SplitSavedModelInputTask(
+    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks) {
+  SavedModelBatchingTask *input_task = input_task_ptr->get();
+
+  // TODO(b/168220822): Also split RunMetadata once TFRT supports it.
+
+  // Each inner vector will be passed to a partial task thus needs to be
+  // unique_ptr. shared_ptr because std::function is not compatible with
+  // capture by move.
+  auto split_output =
+      std::make_shared<std::vector<std::unique_ptr<std::vector<Tensor>>>>();
+  auto partial_status = std::make_shared<ThreadSafeStatus>();
+
+  auto split_task_done_callback = [split_output, partial_status,
+                                   status = input_task->status,
+                                   output = input_task->tfrt_outputs,
+                                   done_notification = input_task->done]() {
+    auto cleanup = gtl::MakeCleanup(
+        [done_notification]() { done_notification->Notify(); });
+
+    // Fail early if any partial task fails.
+    if (!partial_status->status().ok()) {
+      *status = partial_status->status();
+      return;
+    }
+
+    int output_size = split_output->size();
+    int tensor_size = (*split_output)[0]->size();
+    for (int tensor_idx = 0; tensor_idx < tensor_size; ++tensor_idx) {
+      Tensor output_tensor;
+      std::vector<Tensor> to_concatenate;
+      to_concatenate.reserve(output_size);
+      for (int output_idx = 0; output_idx < output_size; ++output_idx) {
+        to_concatenate.push_back(
+            std::move((*(*split_output)[output_idx])[tensor_idx]));
+      }
+      const auto concat_status = tensor::Concat(to_concatenate, &output_tensor);
+      if (!concat_status.ok()) {
+        *status = concat_status;
+        return;
+      }
+      output->push_back(output_tensor);
+    }
+    *status = Status();
+  };
+
+  // The Callback will be run only after all partial tasks finished.
+  IncrementalBarrier barrier(std::move(split_task_done_callback));
+  std::vector<int64_t> output_task_sizes;
+
+  if (open_batch_remaining_slot > 0) {
+    output_task_sizes.push_back(open_batch_remaining_slot);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
+  }
+
+  for (int left_task_size = input_task->size() - open_batch_remaining_slot;
+       left_task_size > 0; left_task_size -= max_batch_size) {
+    int next_task_size = std::min(left_task_size, max_batch_size);
+    output_task_sizes.push_back(next_task_size);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
+  }
+
+  const int output_task_num = output_task_sizes.size();
+
+  // Construct partial tasks.
+  output_tasks->reserve(output_task_num);
+  for (int i = 0; i < output_task_num; ++i) {
+    auto task = absl::make_unique<SavedModelBatchingTask>();
+    task->zeroth_dim_size = output_task_sizes[i];
+    task->run_options = input_task->run_options;
+    task->tfrt_outputs = (*split_output)[i].get();
+    task->done_callback = barrier.Inc();
+    task->partial_status = partial_status.get();
+    output_tasks->push_back(std::move(task));
+  }
+
+  for (const Tensor &input : input_task->tfrt_inputs) {
+    std::vector<Tensor> split_tensors;
+    TF_RETURN_IF_ERROR(tensor::Split(input, output_task_sizes, &split_tensors));
+    for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
+      auto &output_task = (*output_tasks)[output_idx];
+      output_task->tfrt_partial_inputs.push_back(split_tensors[output_idx]);
+    }
+  }
+
+  for (auto &task : *output_tasks) {
+    task->tfrt_inputs = task->tfrt_partial_inputs;
+  }
+
+  return Status();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.h b/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
new file mode 100644
index 00000000000..d9ffef9df97
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
@@ -0,0 +1,98 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// Batching interface on top of TFRT SavedModel. Subject to change since TFRT
+// SavedModel API is temporary and experimental.
+#ifndef TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
+#define TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
+
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/batching/batching_options.h"
+#include "tensorflow_serving/batching/batching_session.h"
+
+namespace tensorflow {
+namespace serving {
+
+// The batch scheduler task type used for SavedModel batching, for use in batch
+// scheduler template parameters, e.g.
+// BasicBatchScheduler<SavedModelBatchingTask>.
+struct SavedModelBatchingTask;
+
+// A function to construct a batch scheduler for SavedModelBatchingTasks from a
+// process-batch callback.
+using SavedModelBatchingSchedulerCreator = std::function<Status(
+    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>,
+    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *)>;
+
+// A function name paired with a lambda to create a batch scheduler for Run()
+// calls matching the function name.
+struct FuncNameWithBatchingSchedulerCreator {
+  absl::string_view func_name;
+  SavedModelBatchingSchedulerCreator scheduler_creator;
+};
+
+using SavedModelBatchingOptions = BatchingOptions;
+
+// Creates `saved_model_with_batching` that batches requests per function
+// internally, where the batch scheduler for each function is created according
+// to `func_name_with_batching_scheduler_creator`. `saved_model` is the
+// underlying core to run inference logic and must not be null. Upon successful
+// return, `saved_model_with_batching` should be used in the same way as a
+// normal SavedModel. Run() call is still synchronized, and all the batching
+// logic is transparent to the caller.
+// Also note that the first dimension of all tensors passed to Run() must be
+// batching dimension.
+Status CreateSavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creator,
+    std::unique_ptr<tfrt::SavedModel> saved_model,
+    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching);
+
+struct SavedModelBatchingTask : public BatchingSessionTask {
+  // For monitoring purpose.
+  static std::string Name() { return "tfrt_saved_model_with_batching"; }
+
+  tfrt::HostContext *host_context;
+  absl::Span<const Tensor> tfrt_inputs;
+  std::vector<Tensor> *tfrt_outputs;
+  tfrt::SavedModel::RunOptions run_options;
+
+  // If fields below are used, this is a partial task by splitting a large batch
+  // task.
+  std::vector<Tensor> tfrt_partial_inputs;
+
+  // Status shared by all partial tasks by splitting a large batch task. The
+  // original task succedds only if all partial tasks succeed.
+  ThreadSafeStatus *partial_status = nullptr;
+};
+
+// The default implementation of
+// `BasicBatchScheduler::Options.split_input_task_func` if corresponding batch
+// scheduler for a batching session sets
+// `BasicBatchScheduler::Options.enable_large_batch_splitting` to true.
+Status SplitSavedModelInputTask(
+    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
new file mode 100644
index 00000000000..d8c9a927f36
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
@@ -0,0 +1,699 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+
+#include <gtest/gtest.h>
+#include "absl/functional/bind_front.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/batching/batching_util.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace {
+
+using ::testing::_;
+using ::testing::ElementsAre;
+using ::testing::Invoke;
+using ::testing::Return;
+
+constexpr char kFunctionOne[] = "func1";
+constexpr char kFunctionTwo[] = "func2";
+constexpr char kUnknownFunction[] = "unknown_func";
+const tfrt::internal::Signature signature;
+
+// TODO(b/168220822): Consider declaring a TensorMatcher for more
+// exhaustive error messages.
+MATCHER_P(MatchesTensor, p, "") {
+  const Tensor &x = arg;
+  const Tensor &y = *p;
+  const float *Tx = x.unaligned_flat<float>().data();
+  const float *Ty = y.unaligned_flat<float>().data();
+  auto size = x.NumElements();
+  for (decltype(size) i = 0; i < size; ++i) {
+    if (Tx[i] != Ty[i]) return false;
+  }
+  return true;
+}
+
+MATCHER_P2(TFStatusIs, error_code, partial_error_message, "") {
+  return arg.code() == error_code &&
+         absl::StrContains(arg.message(), partial_error_message);
+}
+
+Status CreateDefaultBasicBatchScheduler(
+    const BasicBatchScheduler<SavedModelBatchingTask>::Options &options,
+    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+        process_batch_callback,
+    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *batch_scheduler) {
+  std::unique_ptr<BasicBatchScheduler<SavedModelBatchingTask>>
+      basic_batch_scheduler;
+  TF_RETURN_IF_ERROR(BasicBatchScheduler<SavedModelBatchingTask>::Create(
+      options, process_batch_callback, &basic_batch_scheduler));
+  *batch_scheduler = std::move(basic_batch_scheduler);
+  return Status();
+}
+
+class SavedModelWithBatchingTest : public ::testing::Test {
+ protected:
+  SavedModelWithBatchingTest() = default;
+
+  std::unique_ptr<test_util::MockSavedModel> InitializeMockSavedModel() {
+    auto wrapped_saved_model = absl::make_unique<test_util::MockSavedModel>();
+    wrapped_saved_model_ = wrapped_saved_model.get();
+    ON_CALL(*wrapped_saved_model_, GetFunctionMetadata(_))
+        .WillByDefault(Return(tfrt::FunctionMetadata(&signature)));
+    return wrapped_saved_model;
+  }
+
+  void Initialize(
+      const BasicBatchScheduler<SavedModelBatchingTask>::Options
+          &scheduler_options =
+              BasicBatchScheduler<SavedModelBatchingTask>::Options(),
+      const SavedModelBatchingOptions &options = SavedModelBatchingOptions()) {
+    std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+        InitializeMockSavedModel();
+    auto scheduler_creator =
+        absl::bind_front(&CreateDefaultBasicBatchScheduler, scheduler_options);
+
+    std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+        {kFunctionOne, scheduler_creator}, {kFunctionTwo, scheduler_creator}};
+    TF_CHECK_OK(CreateSavedModelWithBatching(options, creators,
+                                             std::move(wrapped_saved_model),
+                                             &saved_model_with_batching_));
+  }
+
+  Tensor MakeTensor(const std::vector<float> &tensor_vec,
+                    const TensorShape &shape) {
+    return test::AsTensor<float>(tensor_vec, shape);
+  }
+
+  std::vector<Tensor> MakeTensors(
+      const std::vector<std::pair<std::vector<float>, TensorShape>> &tensors) {
+    std::vector<Tensor> inputs;
+    inputs.reserve(tensors.size());
+    for (const auto &entry : tensors) {
+      inputs.push_back(MakeTensor(entry.first, entry.second));
+    }
+    return inputs;
+  }
+
+  std::vector<std::vector<Tensor>> MakeTensorsBatch(
+      const std::vector<std::vector<std::pair<std::vector<float>, TensorShape>>>
+          &tensor_batch) {
+    std::vector<std::vector<Tensor>> result;
+    for (const auto &tensors : tensor_batch) {
+      result.push_back(MakeTensors(tensors));
+    }
+    return result;
+  }
+
+  std::unique_ptr<tfrt::SavedModel> saved_model_with_batching_;
+  test_util::MockSavedModel *wrapped_saved_model_;
+};
+
+SavedModelBatchingOptions BuildSavedModelBatchingOptions(
+    bool pad_variable_length_inputs, std::vector<int> allowed_batch_sizes) {
+  SavedModelBatchingOptions options;
+  options.pad_variable_length_inputs = pad_variable_length_inputs;
+  options.allowed_batch_sizes = std::move(allowed_batch_sizes);
+  return options;
+}
+
+// Builds BasicBatchingScheduler options. Only tunnable parameter is
+// `max_batch_size`, as we fully use it to control batching behavior.
+BasicBatchScheduler<SavedModelBatchingTask>::Options BuildSchedulerOptions(
+    int max_batch_size) {
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options;
+  options.max_batch_size = max_batch_size;
+  options.batch_timeout_micros = 1000 * 1000 * 1000;  // 1000s.
+  options.num_batch_threads = 1;
+  return options;
+}
+
+// Expands the `tensor_vec` along 0th dimension by `dim0_size` times.
+std::vector<float> ExpandTensor(const std::vector<float> &tensor_vec,
+                                int64_t dim0_size) {
+  std::vector<float> result;
+  for (int i = 0; i < dim0_size; ++i) {
+    result.insert(result.end(), tensor_vec.begin(), tensor_vec.end());
+  }
+  return result;
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// the passed underlying SavedMode is NULL.
+TEST_F(SavedModelWithBatchingTest, NullWrappedSavedModel) {
+  const string error = "must not be null";
+  EXPECT_THAT(
+      CreateSavedModelWithBatching(SavedModelBatchingOptions(), {}, nullptr,
+                                   &saved_model_with_batching_),
+      TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// multiple scheduler creators are specified for each function.
+TEST_F(SavedModelWithBatchingTest, MultipleBatchSchedulersForOneFunction) {
+  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+      InitializeMockSavedModel();
+  auto scheduler_creator =
+      absl::bind_front(&CreateDefaultBasicBatchScheduler,
+                       BasicBatchScheduler<SavedModelBatchingTask>::Options());
+
+  const string error = "multiple batch schedulers";
+  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+      {kFunctionOne, scheduler_creator}, {kFunctionOne, scheduler_creator}};
+  EXPECT_THAT(CreateSavedModelWithBatching(
+                  SavedModelBatchingOptions(), creators,
+                  std::move(wrapped_saved_model), &saved_model_with_batching_),
+              TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// a scheduler failed being created.
+TEST_F(SavedModelWithBatchingTest, FailedCreatingBatchScheduler) {
+  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+      InitializeMockSavedModel();
+  auto scheduler_creator =
+      [](std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+             process_batch_callback,
+         std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>
+             *batch_scheduler) { return Status(); };
+
+  const string error = "Failed to create batch scheduler";
+  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+      {kFunctionOne, scheduler_creator}};
+  EXPECT_THAT(CreateSavedModelWithBatching(
+                  SavedModelBatchingOptions(), creators,
+                  std::move(wrapped_saved_model), &saved_model_with_batching_),
+              TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that when Run() is invoked with a function without a scheduler, it
+// delegates to the underlying wrapped SavedModel directly.
+TEST_F(SavedModelWithBatchingTest, FunctionNameNotFound) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+  std::vector<float> input_tensor_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor_vec2 = {2, 3, 4};
+  TensorShape input_shape = {1, 3};
+  std::vector<Tensor> inputs = MakeTensors(
+      {{input_tensor_vec1, input_shape}, {input_tensor_vec2, input_shape}});
+
+  std::vector<float> output_tensor_vec = {2, 2, 3};
+  TensorShape output_shape = {1, 3};
+  std::vector<Tensor> expected_outputs =
+      MakeTensors({{output_tensor_vec, output_shape}});
+  std::vector<Tensor> outputs;
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kUnknownFunction, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        outputs->push_back(MakeTensor(output_tensor_vec, output_shape));
+        return Status();
+      }));
+  tfrt::SavedModel::RunOptions run_options;
+  // If a corresponding scheduler is found, Run should block forever since
+  // maximum batch size isn't reached.
+  TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kUnknownFunction,
+                                               inputs, &outputs));
+  EXPECT_THAT(outputs, ElementsAre(MatchesTensor(&expected_outputs[0])));
+}
+
+// Tests Basic batching behavior without any padding.
+TEST_F(SavedModelWithBatchingTest, BatchingWithoutPadding) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 3, 1, 2, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 1, 3, 4};
+
+  TensorShape input1_shape = {1, 3};
+  TensorShape input2_shape = {2, 3};
+  TensorShape combined_shape = {3, 3};
+
+  auto inputs = MakeTensorsBatch({
+      {{input_tensor1_vec1, input1_shape}, {input_tensor1_vec2, input1_shape}},
+      {{input_tensor2_vec1, input2_shape}, {input_tensor2_vec2, input2_shape}},
+  });
+
+  std::vector<Tensor> combined_inputs =
+      MakeTensors({{ExpandTensor(input_tensor1_vec1, 3), combined_shape},
+                   {ExpandTensor(input_tensor1_vec2, 3), combined_shape}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5, 5, 1, 5, 5, 5};
+  TensorShape output1_shape = {1, 4};
+  TensorShape output2_shape = {2, 4};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs[0]),
+                                      MatchesTensor(&combined_inputs[1])));
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor(output_tensor1_vec, 3),
+                                      /*shape=*/{3, 4}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+// Tests the batching behavior when padding is required both to extend each
+// tensor's dimension size and to pad dummy tensors to fit target batch size.
+TEST_F(SavedModelWithBatchingTest, BatchingWithPadding) {
+  // Need to pad 2 dummy tensors.
+  int batch_size = 5;
+  Initialize(
+      BuildSchedulerOptions(/*max_batch_size=*/3),
+      BuildSavedModelBatchingOptions(/*pad_variable_length_inputs=*/true,
+                                     /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 5, 1, 3, 4};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 5};
+  // Need to extend 1st dimension.
+  TensorShape input1_shape1 = {2, 2};
+  TensorShape input1_shape2 = {2, 3};
+  TensorShape input2_shape1 = {1, 3};
+  TensorShape input2_shape2 = {1, 4};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5};
+  TensorShape output1_shape = {2, 3};
+  TensorShape output2_shape = {1, 3};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        // First input tensor is of shape (5, 3)
+        EXPECT_EQ(15, inputs[0].NumElements());
+        // Second input tensor is of shape (5, 4)
+        EXPECT_EQ(20, inputs[1].NumElements());
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                      /*shape=*/{batch_size, 3}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+// Tests that batching tensors with variable length dimension size (except for
+// batching dimension) returns an appropriate error when padding is turned off.
+TEST_F(SavedModelWithBatchingTest, UnequalShapesWhenPaddingIsTurnedOff) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
+
+  std::vector<float> input_tensor1_vec = {1, 2, 3};
+  std::vector<float> input_tensor2_vec = {1, 2, 3, 4};
+
+  TensorShape input1_shape = {1, 3};
+  TensorShape input2_shape = {1, 4};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec, input1_shape}},
+                                  {{input_tensor2_vec, input2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(0);
+
+  tfrt::SavedModel::RunOptions run_options;
+  const string error = "different shapes other than first dimension";
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[0], &outputs),
+                    TFStatusIs(error::FAILED_PRECONDITION, error));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::FAILED_PRECONDITION, error));
+      }));
+}
+
+// Tests that processing batch returns an appropriate error if all tasks in the
+// batch has a past deadline.
+TEST_F(SavedModelWithBatchingTest, AllTasksExceededDeadline) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
+
+  std::vector<float> input_tensor1_vec = {1, 2, 3};
+  std::vector<float> input_tensor2_vec = {1, 2, 4};
+
+  TensorShape input_shape = {1, 3};
+
+  auto inputs = MakeTensorsBatch(
+      {{{input_tensor1_vec, input_shape}}, {{input_tensor2_vec, input_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(0);
+
+  tfrt::SavedModel::RunOptions run_options;
+  run_options.deadline = absl::ToChronoTime(absl::Now());
+  const string error = "timeout exceeded";
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[0], &outputs),
+                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
+      }));
+}
+
+// Tests that distinct functions should be batched independently.
+TEST_F(SavedModelWithBatchingTest, MultipleFunctions) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+
+  std::vector<float> input_tensor1_vec = {1, 3, 4};
+  std::vector<float> input_tensor2_vec = {2, 4, 5};
+  std::vector<float> input_tensor3_vec = {1, 3, 4, 1, 3, 4};
+  std::vector<float> input_tensor4_vec = {2, 4, 5, 2, 4, 5};
+
+  TensorShape input_shape1 = {1, 3};
+  TensorShape input_shape2 = {2, 3};
+  TensorShape combined_shape = {3, 3};
+
+  std::vector<std::vector<Tensor>> inputs =
+      MakeTensorsBatch({{{input_tensor1_vec, input_shape1}},
+                        {{input_tensor2_vec, input_shape1}},
+                        {{input_tensor3_vec, input_shape2}},
+                        {{input_tensor4_vec, input_shape2}}});
+
+  std::vector<Tensor> combined_inputs1 =
+      MakeTensors({{ExpandTensor(input_tensor1_vec, 3), combined_shape}});
+  std::vector<Tensor> combined_inputs2 =
+      MakeTensors({{ExpandTensor(input_tensor2_vec, 3), combined_shape}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 6, 6, 6};
+  std::vector<float> output_tensor3_vec = {1, 5, 5, 5, 1, 5, 5, 5};
+  std::vector<float> output_tensor4_vec = {1, 6, 6, 6, 1, 6, 6, 6};
+
+  TensorShape output1_shape = {1, 4};
+  TensorShape output2_shape = {2, 4};
+
+  std::vector<std::vector<Tensor>> expected_outputs = MakeTensorsBatch({
+      {{output_tensor1_vec, output1_shape}},
+      {{output_tensor2_vec, output1_shape}},
+      {{output_tensor3_vec, output2_shape}},
+      {{output_tensor4_vec, output2_shape}},
+  });
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs1[0])));
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(
+            MakeTensor(ExpandTensor(output_tensor1_vec, 3), {3, 4}));
+        return Status();
+      }));
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionTwo, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs2[0])));
+
+        // Output is concatenation of `output_tensor3_vec` and
+        // `output_tensor4_vec`, in one of the two orders.
+        outputs->push_back(
+            MakeTensor(ExpandTensor(output_tensor2_vec, 3), {3, 4}));
+        return Status();
+      }));
+
+  std::vector<std::unique_ptr<Thread>> threads;
+  for (int i = 0; i < 4; ++i) {
+    threads.emplace_back(std::unique_ptr<Thread>(Env::Default()->StartThread(
+        ThreadOptions(), absl::StrCat("request_thread_", i),
+        [this, i, &inputs, &expected_outputs] {
+          std::vector<Tensor> outputs;
+          TF_ASSERT_OK(saved_model_with_batching_->Run(
+              tfrt::SavedModel::RunOptions(),
+              i == 0 || i == 2 ? kFunctionOne : kFunctionTwo, inputs[i],
+              &outputs));
+          EXPECT_THAT(outputs,
+                      ElementsAre(MatchesTensor(&expected_outputs[i][0])));
+        })));
+  }
+}
+
+// Tests that when a large batch needs to be splitted, tensors are splitted and
+// partial outputs are eventually merged appropriately.
+TEST_F(SavedModelWithBatchingTest, SplitInputBasic) {
+  const int batch_size = 3;
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
+      BuildSchedulerOptions(6);
+  options.enable_large_batch_splitting = true;
+  options.max_execution_batch_size = batch_size;
+  options.split_input_task_func = SplitSavedModelInputTask;
+  Initialize(options, BuildSavedModelBatchingOptions(
+                          /*pad_variable_length_inputs=*/true,
+                          /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
+
+  TensorShape input1_shape1 = {2, 3};
+  TensorShape input1_shape2 = {2, 4};
+  TensorShape input2_shape1 = {4, 1};
+  TensorShape input2_shape2 = {4, 2};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5, 1, 5, 5, 1, 5, 5, 1, 5, 5};
+  TensorShape output1_shape = {2, 3};
+  TensorShape output2_shape = {4, 3};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(2)
+      .WillRepeatedly(Invoke(
+          [&](const tfrt::SavedModel::RunOptions &run_options,
+              absl::string_view func_name, absl::Span<const Tensor> inputs,
+              std::vector<Tensor> *outputs) {
+            // Second input (batch size 4) should be split into two tasks, one
+            // with batch size 1 and batches with the first input, one with
+            // batch size 3 which should stay itself. We only verify the first
+            // dimension is 3 because we don't know which batch comes first.
+            EXPECT_EQ(3, inputs[0].dim_size(0));
+            // Second input tensor is of shape (3, 2)
+            EXPECT_EQ(3, inputs[1].dim_size(0));
+
+            // Output is concatenation of `output_tensor1_vec` and
+            // `output_tensor2_vec`, in one of the two orders.
+            outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                          /*shape=*/{batch_size, 3}));
+            return Status();
+          }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+TEST_F(SavedModelWithBatchingTest, PartialTaskFails) {
+  const int batch_size = 3;
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
+      BuildSchedulerOptions(6);
+  options.enable_large_batch_splitting = true;
+  options.max_execution_batch_size = batch_size;
+  options.split_input_task_func = SplitSavedModelInputTask;
+  Initialize(options, BuildSavedModelBatchingOptions(
+                          /*pad_variable_length_inputs=*/true,
+                          /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
+
+  TensorShape input1_shape1 = {2, 3};
+  TensorShape input1_shape2 = {2, 4};
+  TensorShape input2_shape1 = {4, 1};
+  TensorShape input2_shape2 = {4, 2};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(2)
+      // Fail One of the two partial tasks.
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        return errors::Internal("Error");
+      }))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                      /*shape=*/{batch_size, 3}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        // First input may or may not succeed, because it is only in one of the
+        // two batches and only one batch fails.
+        const Status ignore_result = saved_model_with_batching_->Run(
+            run_options, kFunctionOne, inputs[0], &outputs);
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        // Second input must fail, since it is splitted into two partial tasks
+        // which are in different batches. Thus failure of any one of the two
+        // batches will fail this the second input.
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::INTERNAL, "Error"));
+      }));
+}
+
+}  // namespace
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index f5639f62104..499f19dc2f4 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -30,8 +30,14 @@ cc_library(
     linkopts = ["-lm"],
     tags = ["keep_dep"],  # Tell build_cleaner to keep dependencies on this.
     deps = [
+        "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/platform",
+        "@org_tensorflow//tensorflow/core/platform:test_benchmark",
+        "@org_tensorflow//tensorflow/core/platform:types",
     ],
 )
 
@@ -118,7 +124,6 @@ cc_library(
         "//tensorflow_serving/core:servable_state_monitor",
         "@com_google_absl//absl/types:optional",
         "@com_google_absl//absl/types:span",
-        "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -166,7 +171,6 @@ cc_library(
     hdrs = ["fake_log_collector.h"],
     deps = [
         "//tensorflow_serving/core:log_collector",
-        "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -178,6 +182,8 @@ cc_library(
     hdrs = ["mock_request_logger.h"],
     deps = [
         "//tensorflow_serving/apis:logging_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
+        "//tensorflow_serving/core:log_collector",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
@@ -225,6 +231,7 @@ cc_library(
     testonly = 1,
     hdrs = ["mock_prediction_stream_logger.h"],
     deps = [
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:stream_logger",
         "@com_google_googletest//:gtest",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ed2f15385b2..2b535968071 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -523,6 +523,29 @@ py_binary(
     srcs_version = "PY2AND3",
 )
 
+cc_library(
+    name = "tfrt_prediction_service_impl",
+    srcs = ["tfrt_prediction_service_impl.cc"],
+    hdrs = ["tfrt_prediction_service_impl.h"],
+    deps = [
+        ":grpc_status_util",
+        ":prediction_service_util",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/servables/tensorflow:servable",
+        "//tensorflow_serving/servables/tensorflow:tfrt_classification_service",
+        "//tensorflow_serving/servables/tensorflow:tfrt_get_model_metadata_impl",
+        "//tensorflow_serving/servables/tensorflow:tfrt_regression_service",
+        "//tensorflow_serving/servables/tensorflow:util",
+        "@com_github_grpc_grpc//:grpc",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/tsl/platform:errors",
+    ] + if_google(["//third_party/grpc:grpc++"]),
+)
+
 pkg_tar(
     name = "tensorflow_model_server_tar",
     srcs = [
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 95d2ac7f216..426418fb187 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,7 +1,7 @@
 # Description: Model Server test utility
 
 # Placeholder: load py_library
-load("//tensorflow_serving:serving.bzl", "if_google", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
     default_visibility = [
@@ -58,9 +58,6 @@ cc_library(
     srcs = ["server_core_test_util.cc"],
     hdrs = ["server_core_test_util.h"],
     data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
@@ -70,7 +67,9 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.index",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.meta",
-    ]),
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index 64675eeeb82..d772754b7b4 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -21,7 +21,6 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include "base/logging.h"
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/map.h"
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
new file mode 100644
index 00000000000..a1402073439
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
@@ -0,0 +1,165 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/tfrt_prediction_service_impl.h"
+
+#include "grpc/grpc.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "third_party/grpc/include/grpcpp/server_context.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/apis/inference.proto.h"
+#include "tensorflow_serving/apis/model.proto.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/grpc_status_util.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+absl::Time TfrtPredictionServiceImpl::GetRequestDeadline(
+    ::grpc::ServerContext *context) const {
+  if (enforce_session_run_timeout_) {
+    return absl::Now() +
+           absl::Milliseconds(DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
+  return absl::InfiniteFuture();
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Predict(
+    ::grpc::ServerContext *context, const PredictRequest *request,
+    PredictResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  auto tf_status = servable->Predict(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Predict failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::GetModelMetadata(
+    ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
+    GetModelMetadataResponse *response) {
+  const ::tensorflow::Status tf_status =
+      TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response);
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+  if (!status.ok()) {
+    VLOG(1) << "TFRT GetModelMetadata failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Classify(
+    ::grpc::ServerContext *context, const ClassificationRequest *request,
+    ClassificationResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  auto tf_status = servable->Classify(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Classify request failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Regress(
+    ::grpc::ServerContext *context, const RegressionRequest *request,
+    RegressionResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  auto tf_status = servable->Regress(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Regress request failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+namespace {
+
+const ModelSpec &GetModelSpecFromRequest(const MultiInferenceRequest &request) {
+  if (request.tasks_size() > 0 && request.tasks(0).has_model_spec()) {
+    return request.tasks(0).model_spec();
+  }
+  return ModelSpec::default_instance();
+}
+
+}  // namespace
+
+::grpc::Status TfrtPredictionServiceImpl::MultiInference(
+    ::grpc::ServerContext *context, const MultiInferenceRequest *request,
+    MultiInferenceResponse *response) {
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(GetModelSpecFromRequest(*request), &servable));
+  auto tf_status = servable->MultiInference(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+  if (!status.ok()) {
+    VLOG(1) << "TFRT MultiInference request failed: " << status.error_message();
+  }
+  return status;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
new file mode 100644
index 00000000000..076cfd9c5f8
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
@@ -0,0 +1,64 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
+
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+
+namespace tensorflow {
+namespace serving {
+
+class TfrtPredictionServiceImpl final
+    : public PredictionService::Service {
+ public:
+  explicit TfrtPredictionServiceImpl(const PredictionServiceOptions& options)
+      : core_(options.server_core),
+        enforce_session_run_timeout_(options.enforce_session_run_timeout),
+        thread_pool_factory_(options.thread_pool_factory) {}
+
+  ::grpc::Status Predict(::grpc::ServerContext* context,
+                         const PredictRequest* request,
+                         PredictResponse* response) override;
+
+  ::grpc::Status GetModelMetadata(::grpc::ServerContext* context,
+                                  const GetModelMetadataRequest* request,
+                                  GetModelMetadataResponse* response) override;
+
+  ::grpc::Status Classify(::grpc::ServerContext* context,
+                          const ClassificationRequest* request,
+                          ClassificationResponse* response) override;
+
+  ::grpc::Status Regress(::grpc::ServerContext* context,
+                         const RegressionRequest* request,
+                         RegressionResponse* response) override;
+
+  ::grpc::Status MultiInference(::grpc::ServerContext* context,
+                                const MultiInferenceRequest* request,
+                                MultiInferenceResponse* response) override;
+
+ private:
+  absl::Time GetRequestDeadline(::grpc::ServerContext* context) const;
+
+  ServerCore* core_;
+  const bool enforce_session_run_timeout_;
+  ThreadPoolFactory* thread_pool_factory_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 58bad127a35..6939b465d83 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -687,11 +687,11 @@ cc_library(
     ],
     deps = [
         ":regressor",
+        ":util",
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -770,12 +770,12 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":classifier",
+        ":regressor",
+        ":util",
         "//tensorflow_serving/apis:inference_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:classifier",
-        "//tensorflow_serving/servables/tensorflow:regressor",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -794,6 +794,7 @@ cc_test(
     ],
     deps = [
         ":multi_inference",
+        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -803,7 +804,6 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -844,6 +844,7 @@ cc_test(
     ],
     deps = [
         ":multi_inference_helper",
+        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -853,7 +854,6 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -892,9 +892,9 @@ cc_test(
     size = "small",
     srcs = ["util_test.cc"],
     deps = [
+        ":bundle_factory_test_util",
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -1130,3 +1130,623 @@ cc_test(
         "@com_google_absl//absl/status",
     ],
 )
+
+cc_library(
+    name = "tfrt_predict_util",
+    srcs = ["tfrt_predict_util.cc"],
+    hdrs = ["tfrt_predict_util.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":predict_response_tensor_serialization_option",
+        ":predict_util",
+        ":util",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_set",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/types:optional",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime:tf_threadpool_concurrent_work_queue",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
+    ],
+)
+
+cc_test(
+    name = "tfrt_predict_util_test",
+    srcs = ["tfrt_predict_util_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
+    ],
+    deps = [
+        ":saved_model_bundle_source_adapter_cc_proto",
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_predict_util",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
+        "@com_google_absl//absl/memory",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_factory",
+    srcs = ["tfrt_saved_model_factory.cc"],
+    hdrs = ["tfrt_saved_model_factory.h"],
+    visibility = ["//visibility:public"],
+    deps = [
+        ":bundle_factory_util",
+        ":machine_learning_metadata",
+        ":saved_model_config_stub",
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_saved_model_warmup",
+        ":tfrt_servable",
+        ":thread_pool_factory",
+        ":thread_pool_factory_config_cc_proto",
+        "//tensorflow_serving/batching:tfrt_saved_model_with_batching",
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
+        "@com_google_absl//absl/types:optional",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:reader",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
+        "@org_tensorflow//tensorflow/compiler/mlir/tfrt:tfrt_compile_options",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler_hdrs",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ] + if_google(
+        ["//tensorflow_serving/servables/tensorflow/google:saved_model_config_impl"],
+    ),
+)
+
+serving_proto_library(
+    name = "tfrt_saved_model_source_adapter_proto",
+    srcs = ["tfrt_saved_model_source_adapter.proto"],
+    cc_api_version = 2,
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":session_bundle_config_proto",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_source_adapter",
+    srcs = ["tfrt_saved_model_source_adapter.cc"],
+    hdrs = ["tfrt_saved_model_source_adapter.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":bundle_factory_util",
+        ":machine_learning_metadata",
+        ":servable",
+        ":tfrt_saved_model_factory",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/core:simple_loader",
+        "//tensorflow_serving/core:source_adapter",
+        "//tensorflow_serving/core:storage_path",
+        "//tensorflow_serving/resources:resource_util",
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+    alwayslink = 1,
+)
+
+cc_test(
+    name = "tfrt_saved_model_source_adapter_test",
+    srcs = ["tfrt_saved_model_source_adapter_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mlmd",
+    ],
+    deps = [
+        ":servable",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/resources:resource_util",
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_factory_test",
+    size = "medium",
+    srcs = ["tfrt_saved_model_factory_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
+    ],
+    deps = [
+        ":bundle_factory_test_util",
+        ":tfrt_saved_model_factory",
+        "//tensorflow_serving/core/test_util:session_test_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_warmup",
+    srcs = ["tfrt_saved_model_warmup.cc"],
+    hdrs = ["tfrt_saved_model_warmup.h"],
+    visibility = [
+        "//visibility:public",
+    ] + if_google(["//learning/infra/mira:__subpackages__"]),
+    deps = [
+        ":saved_model_warmup_util",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classifier",
+        ":tfrt_multi_inference",
+        ":tfrt_predict_util",
+        ":tfrt_regressor",
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_warmup_test",
+    size = "small",
+    srcs = ["tfrt_saved_model_warmup_test.cc"],
+    deps = [
+        ":saved_model_warmup_test_util",
+        ":tfrt_saved_model_warmup",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:graph_execution_options",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+        "@org_tensorflow//tensorflow/tsl/platform:path",
+    ],
+)
+
+cc_library(
+    name = "tfrt_regression_service",
+    srcs = ["tfrt_regression_service.cc"],
+    hdrs = ["tfrt_regression_service.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        ":util",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/apis:regressor",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+    ],
+)
+
+cc_library(
+    name = "tfrt_regressor",
+    srcs = ["tfrt_regressor.cc"],
+    hdrs = ["tfrt_regressor.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":util",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/apis:regressor",
+        "@com_google_absl//absl/types:optional",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
+    ],
+)
+
+cc_test(
+    name = "tfrt_regression_service_test",
+    srcs = ["tfrt_regression_service_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_regression_service",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_regressor_test",
+    srcs = ["tfrt_regressor_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    shard_count = 3,
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_regressor",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_classifier",
+    srcs = ["tfrt_classifier.cc"],
+    hdrs = ["tfrt_classifier.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:classifier",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "@com_google_absl//absl/types:optional",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
+    ],
+)
+
+cc_test(
+    name = "tfrt_classifier_test",
+    size = "large",
+    srcs = ["tfrt_classifier_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classifier",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_classification_service",
+    srcs = ["tfrt_classification_service.cc"],
+    hdrs = ["tfrt_classification_service.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        ":tfrt_classifier",
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:classifier",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+    ],
+)
+
+cc_test(
+    name = "tfrt_classification_service_test",
+    srcs = ["tfrt_classification_service_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classification_service",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+    ],
+)
+
+cc_library(
+    name = "tfrt_multi_inference",
+    srcs = ["tfrt_multi_inference.cc"],
+    hdrs = ["tfrt_multi_inference.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":tfrt_classifier",
+        ":tfrt_regressor",
+        ":util",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/model_servers:server_core",
+        "@com_google_absl//absl/types:optional",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
+    ],
+)
+
+cc_test(
+    name = "tfrt_multi_inference_test",
+    size = "medium",
+    srcs = ["tfrt_multi_inference_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_multi_inference",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/status",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_library(
+    name = "tfrt_get_model_metadata_impl",
+    srcs = ["tfrt_get_model_metadata_impl.cc"],
+    hdrs = ["tfrt_get_model_metadata_impl.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_library(
+    name = "tfrt_servable",
+    srcs = ["tfrt_servable.cc"],
+    hdrs = ["tfrt_servable.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":predict_response_tensor_serialization_option",
+        ":servable",
+        ":tfrt_classifier",
+        ":tfrt_multi_inference",
+        ":tfrt_predict_util",
+        ":tfrt_regressor",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":thread_pool_factory",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/container:flat_hash_set",
+        "@com_google_absl//absl/functional:any_invocable",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/tsl/platform:errors",
+        "@org_tensorflow//tensorflow/tsl/platform:threadpool_options",
+    ],
+)
+
+cc_test(
+    name = "tfrt_get_model_metadata_impl_test",
+    size = "medium",
+    srcs = ["tfrt_get_model_metadata_impl_test.cc"],
+    data = [
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_get_model_metadata_impl",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
+        "//tensorflow_serving/core:aspired_version_policy",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+    ] + if_google(["@com_google_absl//absl/strings:string_view"]),
+)
+
+cc_library(
+    name = "saved_model_config_stub",
+    srcs = ["saved_model_config_stub.cc"],
+    hdrs = ["saved_model_config_stub.h"],
+    deps = [
+        "@com_google_absl//absl/status",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:status",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
new file mode 100644
index 00000000000..eb32a298aa4
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
@@ -0,0 +1,63 @@
+/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+
+#include <memory>
+#include <string>
+#include <utility>
+
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/graph_executor/config.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+class SavedModelConfigStubRegistry {
+ public:
+  SavedModelConfigStubRegistry()
+      : stub_(std::make_unique<SavedModelConfigStub>()) {}
+
+  void Register(std::unique_ptr<SavedModelConfigStub> stub) {
+    stub_ = std::move(stub);
+  }
+
+  SavedModelConfigStub& Get() { return *stub_; }
+
+ private:
+  std::unique_ptr<SavedModelConfigStub> stub_;
+};
+
+SavedModelConfigStubRegistry& GetSavedModelConfigStubRegistry() {
+  static auto* const registry = new SavedModelConfigStubRegistry;
+  return *registry;
+}
+
+}  // namespace
+
+void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub) {
+  GetSavedModelConfigStubRegistry().Register(std::move(stub));
+}
+
+Status ImportAndLoadSavedModelConfig(
+    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+    tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
+  return GetSavedModelConfigStubRegistry().Get().ImportAndLoadSavedModelConfig(
+      export_dir, graph_options, runtime_config);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
new file mode 100644
index 00000000000..589001cf65e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
@@ -0,0 +1,50 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/status/status.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/graph_executor/config.h"
+
+namespace tensorflow {
+namespace serving {
+
+// The tfrt native lowering stub that provides interface for internal and OSS
+// with different impls.
+class SavedModelConfigStub {
+ public:
+  virtual ~SavedModelConfigStub() = default;
+  virtual Status ImportAndLoadSavedModelConfig(
+      const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+      tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
+    return absl::UnimplementedError("");
+  }
+};
+
+void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub);
+
+Status ImportAndLoadSavedModelConfig(
+    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+    tensorflow::tfrt_stub::RuntimeConfig& runtime_config);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index 9923cf12c41..d53d0a5d18a 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -28,3 +28,18 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
+
+cc_library(
+    name = "mock_tfrt_saved_model",
+    testonly = 1,
+    hdrs = ["mock_tfrt_saved_model.h"],
+    visibility = [
+        "//tensorflow_serving/batching:__subpackages__",
+        "//tensorflow_serving/servables/tensorflow:__subpackages__",
+    ],
+    deps = [
+        "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h b/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
new file mode 100644
index 00000000000..658a15a1a1d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
@@ -0,0 +1,74 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
+
+#include <gmock/gmock.h>
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+inline tfrt_stub::Runtime* GetTestTfrtRuntime() {
+  static auto* const runtime =
+      tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4).release();
+  return runtime;
+}
+
+// A mock of tfrt::SavedModel.
+class MockSavedModel : public tfrt::SavedModel {
+ public:
+  MockSavedModel() : SavedModel(GetTestTfrtRuntime()) {}
+
+  MOCK_METHOD(const tensorflow::MetaGraphDef&, GetMetaGraphDef, (),
+              (const, override));
+
+  MOCK_METHOD(absl::optional<tfrt::FunctionMetadata>, GetFunctionMetadata,
+              (absl::string_view func_name), (const, override));
+
+  MOCK_METHOD(::tensorflow::Status, Run,
+              (const tfrt::SavedModel::RunOptions& run_options,
+               absl::string_view func_name, absl::Span<const Tensor> inputs,
+               std::vector<Tensor>* outputs),
+              (override));
+
+  MOCK_METHOD(std::vector<std::string>, GetFunctionNames, (),
+              (const, override));
+
+  MOCK_METHOD(::tensorflow::Status, RunMultipleSignatures,
+              (const tfrt::SavedModel::RunOptions& run_options,
+               absl::Span<const std::string> names,
+               absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
+               std::vector<std::vector<tensorflow::Tensor>>* multi_outputs),
+              (override));
+
+  MOCK_METHOD(
+      ::tensorflow::Status, RunByTensorNames,
+      (const tfrt::SavedModel::RunOptions& run_options,
+       (absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs),
+       absl::Span<const std::string> output_tensor_names,
+       absl::Span<const std::string> target_node_names,
+       std::vector<tensorflow::Tensor>* outputs),
+      (override));
+};
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 8994c06c8f9..7c1979dc175 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -161,6 +161,26 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_cpu_with_saved_model_config",
+    srcs = glob(
+        ["saved_model_half_plus_two_cpu_with_saved_model_config/**"],
+    ),
+    visibility = [
+        "//visibility:public",
+    ],
+)
+
+filegroup(
+    name = "saved_model_half_plus_two_cpu_with_empty_saved_model_config",
+    srcs = glob(
+        ["saved_model_half_plus_two_cpu_with_empty_saved_model_config/**"],
+    ),
+    visibility = [
+        "//visibility:public",
+    ],
+)
+
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
new file mode 100644
index 0000000000000000000000000000000000000000..93b0b25c951d7eb5d7dcafd6670fa4b2a800335c
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new file mode 100644
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
new file mode 100644
index 00000000000..eb88afb844f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
@@ -0,0 +1,11 @@
+
+w
+P
+$
+placeholder_model_name
+model_name(
+placeholder_model_nametarget_address#!
+placeholder_model_named"I
+G
+4type.googleapis.com/tensorflow.tfrt_stub.TestConfig1
+
test config 1
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
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diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
new file mode 100644
index 00000000000..be9583f593e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
@@ -0,0 +1,57 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
+
+#include <memory>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow_serving/apis/classifier.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTClassificationServiceImpl::Classify(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ClassificationRequest& request, ClassificationResponse* response) {
+  // Verify Request Metadata and create a ServableRequest
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+
+  return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
+                               response);
+}
+
+Status TFRTClassificationServiceImpl::ClassifyWithModelSpec(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const ClassificationRequest& request,
+    ClassificationResponse* response) {
+  TRACELITERAL("TFRTClassificationServiceImpl::ClassifyWithModelSpec");
+
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  return servable->Classify(run_options, request, response);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
new file mode 100644
index 00000000000..e4e9d73178a
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Utility methods for implementation of the Classify RPC in
+// tensorflow_serving/apis/prediction_service.proto
+class TFRTClassificationServiceImpl {
+ public:
+  static Status Classify(const Servable::RunOptions& run_options,
+                         ServerCore* core, const ClassificationRequest& request,
+                         ClassificationResponse* response);
+
+  // Like Classify(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status ClassifyWithModelSpec(const Servable::RunOptions& run_options,
+                                      ServerCore* core,
+                                      const ModelSpec& model_spec,
+                                      const ClassificationRequest& request,
+                                      ClassificationResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
new file mode 100644
index 00000000000..8d9f42f1966
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
@@ -0,0 +1,206 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
+
+#include <memory>
+#include <string>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+
+// Test fixture for ClassificationService related tests sets up a ServerCore
+// pointing to the half_plus_two SavedModel.
+class TFRTClassificationServiceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  static std::unique_ptr<ServerCore> server_core_;
+  Servable::RunOptions run_options_;
+};
+
+std::unique_ptr<ServerCore> TFRTClassificationServiceTest::server_core_;
+
+// Verifies that Classify() returns an error for different cases of an invalid
+// ClassificationRequest.model_spec.
+TEST_F(TFRTClassificationServiceTest, InvalidModelSpec) {
+  ClassificationRequest request;
+  ClassificationResponse response;
+
+  // No model_spec specified.
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No model name specified.
+  auto* model_spec = request.mutable_model_spec();
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No servable found for model name "foo".
+  model_spec->set_name("foo");
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            tensorflow::error::NOT_FOUND);
+}
+
+// Verifies that Classify() returns an error for an invalid signature_name in
+// ClassificationRequests's model_spec.
+TEST_F(TFRTClassificationServiceTest, InvalidSignature) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"invalid_signature_name\""
+      "}");
+  ClassificationResponse response;
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            tensorflow::error::FAILED_PRECONDITION);
+}
+
+// Verifies that Classify() returns the correct score for a valid
+// ClassificationRequest against the half_plus_two SavedModel's classify_x_to_y
+// signature.
+TEST_F(TFRTClassificationServiceTest, ClassificationSuccess) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+  TF_EXPECT_OK(TFRTClassificationServiceImpl::Classify(
+      run_options_, server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto(
+                  "result { classifications { classes { score: 42 } } }"
+                  "model_spec {"
+                  "  name: \"test_model\""
+                  "  signature_name: \"classify_x_to_y\""
+                  "  version { value: 123 }"
+                  "}"));
+}
+
+// Verifies that ClassifyWithModelSpec() uses the model spec override rather
+// than the one in the request.
+TEST_F(TFRTClassificationServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  ClassificationResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTClassificationServiceImpl::ClassifyWithModelSpec(
+                run_options_, server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
new file mode 100644
index 00000000000..fbb1c4e4842
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
@@ -0,0 +1,222 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/classifier.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status PreProcessClassification(
+    const tfrt::FunctionMetadata& function_metadata) {
+  if (function_metadata.GetInputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one input Tensor."));
+  }
+  if (function_metadata.GetOutputNames().size() != 1 &&
+      function_metadata.GetOutputNames().size() != 2) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one or two output Tensors, found ",
+                        function_metadata.GetOutputNames().size()));
+  }
+
+  if (function_metadata.GetInputNames()[0] != kClassifyInputs) {
+    return errors::FailedPrecondition(
+        "No classification inputs found in function's metadata, only "
+        "contains: ",
+        function_metadata.GetInputNames()[0]);
+  }
+
+  bool find_output_classes = false;
+  bool find_output_scores = false;
+  for (const std::string& output_name : function_metadata.GetOutputNames()) {
+    if (output_name == kClassifyOutputClasses) {
+      find_output_classes = true;
+    } else if ((output_name == kClassifyOutputScores)) {
+      find_output_scores = true;
+    }
+  }
+
+  if ((function_metadata.GetOutputNames().size() == 1 && !find_output_classes &&
+       !find_output_scores) ||
+      (function_metadata.GetOutputNames().size() == 2 &&
+       !(find_output_classes && find_output_scores))) {
+    return errors::FailedPrecondition(strings::StrCat(
+        "Expected classification function outputs to contain", "\"",
+        kClassifyOutputClasses, "\" and/or \"", kClassifyOutputScores, "\". "));
+  }
+
+  return OkStatus();
+}
+
+Status PostProcessClassificationResult(
+    int num_examples, const std::vector<string>& output_names,
+    const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
+  if (output_tensors.size() != output_names.size()) {
+    return errors::InvalidArgument(strings::StrCat(
+        "Unexpected output tensors size. Expected ", output_names.size(),
+        " output tensor(s).  Got: ", output_tensors.size()));
+  }
+
+  const Tensor* classes = nullptr;
+  const Tensor* scores = nullptr;
+  for (int i = 0; i < output_tensors.size(); ++i) {
+    if (output_names[i] == kClassifyOutputClasses) {
+      classes = &output_tensors[i];
+    } else if (output_names[i] == kClassifyOutputScores) {
+      scores = &output_tensors[i];
+    }
+  }
+
+  // Validate classes output Tensor.
+  if (classes) {
+    if (classes->dims() != 2) {
+      return errors::InvalidArgument(
+          "Expected Tensor shape: [batch_size num_classes] but got ",
+          classes->shape().DebugString());
+    }
+    if (classes->dtype() != DT_STRING) {
+      return errors::InvalidArgument(
+          "Expected classes Tensor of DT_STRING. Got: ",
+          DataType_Name(classes->dtype()));
+    }
+    if (classes->dim_size(0) != num_examples) {
+      return errors::InvalidArgument("Expected classes output batch size of ",
+                                     num_examples,
+                                     ". Got: ", classes->dim_size(0));
+    }
+  }
+  // Validate scores output Tensor.
+  if (scores) {
+    if (scores->dims() != 2) {
+      return errors::InvalidArgument(
+          "Expected Tensor shape: [batch_size num_classes] but got ",
+          scores->shape().DebugString());
+    }
+    if (scores->dtype() != DT_FLOAT) {
+      return errors::InvalidArgument(
+          "Expected scores Tensor of DT_FLOAT. Got: ",
+          DataType_Name(scores->dtype()));
+    }
+    if (scores->dim_size(0) != num_examples) {
+      return errors::InvalidArgument("Expected scores output batch size of ",
+                                     num_examples,
+                                     ". Got: ", scores->dim_size(0));
+    }
+  }
+  // Extract the number of classes from either the class or score output
+  // Tensor.
+  int num_classes = 0;
+  if (classes && scores) {
+    // If we have both Tensors they should agree in the second dimmension.
+    if (classes->dim_size(1) != scores->dim_size(1)) {
+      return errors::InvalidArgument(
+          "Tensors class and score should match in dim_size(1). Got ",
+          classes->dim_size(1), " vs. ", scores->dim_size(1));
+    }
+    num_classes = classes->dim_size(1);
+  } else if (classes) {
+    num_classes = classes->dim_size(1);
+  } else if (scores) {
+    num_classes = scores->dim_size(1);
+  }
+
+  // Convert the output to ClassificationResult format.
+  for (int i = 0; i < num_examples; ++i) {
+    serving::Classifications* classifications = result->add_classifications();
+    for (int c = 0; c < num_classes; ++c) {
+      serving::Class* cl = classifications->add_classes();
+      if (classes) {
+        const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
+        cl->set_label(class_tstr.data(), class_tstr.size());
+      }
+      if (scores) {
+        cl->set_score((scores->matrix<float>())(i, c));
+      }
+    }
+  }
+  return OkStatus();
+}
+
+Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
+                   const absl::optional<int64_t>& servable_version,
+                   tfrt::SavedModel* saved_model,
+                   const ClassificationRequest& request,
+                   ClassificationResponse* response) {
+  const string function_name = request.model_spec().signature_name().empty()
+                                   ? kDefaultServingSignatureDefKey
+                                   : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  // Pre-processing.
+  TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<Tensor> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.emplace_back(std::move(input_tensor));
+
+  // Executes requests.
+  std::vector<Tensor> output_tensors;
+  const uint64_t start_microseconds = EnvTime::NowMicros();
+  if (const auto status = saved_model->Run(run_options, function_name,
+                                           input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+  const uint64_t end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Classify",
+                       /*runtime=*/"TFRT",
+                       end_microseconds - start_microseconds);
+
+  // Post-processing.
+  return PostProcessClassificationResult(
+      num_examples, function_metadata->GetOutputNames(), output_tensors,
+      response->mutable_result());
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.h b/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
new file mode 100644
index 00000000000..238541ee3c8
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
@@ -0,0 +1,51 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// TensorFlow implementation of the ClassifierInterface.
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
+
+#include <memory>
+
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/classifier.h"
+
+namespace tensorflow {
+namespace serving {
+// Validate function's input and output.
+Status PreProcessClassification(
+    const tfrt::FunctionMetadata& function_metadata);
+
+// Validate all results and populate a ClassificationResult.
+Status PostProcessClassificationResult(
+    int num_examples, const std::vector<string>& output_names,
+    const std::vector<Tensor>& output_tensors, ClassificationResult* result);
+
+// Run Classification.
+Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
+                   const absl::optional<int64_t>& servable_version,
+                   tfrt::SavedModel* saved_model,
+                   const ClassificationRequest& request,
+                   ClassificationResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
new file mode 100644
index 00000000000..bebf717c550
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
@@ -0,0 +1,565 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+
+#include <algorithm>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/public/session.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/env.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtClassifierTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  void SetUp() override {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+
+    request_ = test_util::CreateProto<ClassificationRequest>(
+        "model_spec {"
+        "  name: \"test_model\""
+        "  signature_name: \"classify_x_to_y\""
+        "}"
+        "input {"
+        "  example_list {"
+        "    examples {"
+        "      features {"
+        "        feature: {"
+        "          key  : \"x\""
+        "          value: {"
+        "            float_list: {"
+        "              value: [ 20.0 ]"
+        "            }"
+        "          }"
+        "        }"
+        "      }"
+        "    }"
+        "  }"
+        "}");
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  Status CallClassify(ServerCore* server_core,
+                      const ClassificationRequest& request,
+                      ClassificationResponse* response) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+    return servable->Classify({}, request, response);
+  }
+
+  // Classifier valid after calling create.
+  std::unique_ptr<ClassifierInterface> classifier_;
+  static std::unique_ptr<ServerCore> server_core_;
+  ClassificationRequest request_;
+};
+
+std::unique_ptr<ServerCore> TfrtClassifierTest::server_core_;
+
+TEST_F(TfrtClassifierTest, Basic) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto(
+                  "result { classifications { classes { "
+                  "score: 42 } } classifications { classes {score: 12 } } }"
+                  "model_spec {"
+                  "  name: \"test_model\""
+                  "  signature_name: \"classify_x_to_y\""
+                  "  version { value: 123 }"
+                  "}"));
+}
+
+TEST_F(TfrtClassifierTest, BasicWithContext) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "   example_list_with_context {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(
+                            "result { classifications { classes { score: 42 }} "
+                            "classifications { classes { score: 12 }}}"
+                            "model_spec {"
+                            "  name: \"test_model\""
+                            "  signature_name: \"classify_x_to_y\""
+                            "  version { value: 123 }"
+                            "}"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyExampleList) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyExampleListWithContext) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list_with_context {"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyInput) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedInputSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs, "wrong input"};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedOutputSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores,
+                            "wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected one or two output Tensors"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionInvalidInputName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"wrong input"};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(
+      status.message(),
+      HasSubstr("No classification inputs found in function's metadata"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionInvalidOutputName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {"wrong output", kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected classification function outputs to contain"));
+}
+
+TEST_F(TfrtClassifierTest, RunsFails) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorNumber) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Unexpected output tensors size"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorShape) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected Tensor shape"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorType) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_STRING, TensorShape({1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected scores Tensor of DT_FLOAT"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({10, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected scores output batch size of"));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
new file mode 100644
index 00000000000..283d2ff83bc
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
@@ -0,0 +1,54 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+
+#include <map>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTGetModelMetadataImpl::GetModelMetadata(
+    ServerCore* core, const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+  return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
+                                       response);
+}
+
+Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
+    ServerCore* core, const ModelSpec& model_spec,
+    const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  TF_RETURN_IF_ERROR(servable->GetModelMetadata(request, response));
+  return tensorflow::OkStatus();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
new file mode 100644
index 00000000000..5fa71593bd0
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
@@ -0,0 +1,43 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+
+namespace tensorflow {
+namespace serving {
+
+class TFRTGetModelMetadataImpl {
+ public:
+  static Status GetModelMetadata(ServerCore* core,
+                                 const GetModelMetadataRequest& request,
+                                 GetModelMetadataResponse* response);
+
+  // Like GetModelMetadata(), but uses 'model_spec' instead of the one embedded
+  // in 'request'.
+  static Status GetModelMetadataWithModelSpec(
+      ServerCore* core, const ModelSpec& model_spec,
+      const GetModelMetadataRequest& request,
+      GetModelMetadataResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
new file mode 100644
index 00000000000..46ee227ba25
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
@@ -0,0 +1,224 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+
+#include <memory>
+#include <string>
+#include <utility>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "google/protobuf/map.h"
+#include "absl/strings/string_view.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/tsl/platform/casts.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/config/platform_config.pb.h"
+#include "tensorflow_serving/core/aspired_version_policy.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+constexpr absl::string_view kSignatureDef = "signature_def";
+
+class TFRTGetModelMetadataImplTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    const string saved_model_path = test_util::TensorflowTestSrcDirPath(
+        "cc/saved_model/testdata/half_plus_two");
+    TF_ASSERT_OK(
+        CreateServerCore(saved_model_path, true, &saved_model_server_core_));
+  }
+
+  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
+
+ protected:
+  static Status CreateServerCore(const string& model_path,
+                                 bool saved_model_on_disk,
+                                 std::unique_ptr<ServerCore>* server_core) {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(model_path);
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    return ServerCore::Create(std::move(options), server_core);
+  }
+
+  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
+
+ private:
+  static std::unique_ptr<ServerCore> saved_model_server_core_;
+};
+
+std::unique_ptr<ServerCore>
+    TFRTGetModelMetadataImplTest::saved_model_server_core_;
+
+SignatureDefMap GetSignatureDefMap(ServerCore* server_core,
+                                   const ModelSpec& model_spec) {
+  SignatureDefMap signature_def_map;
+  ServableHandle<Servable> servable;
+  EXPECT_OK(server_core->GetServableHandle(model_spec, &servable));
+  auto& saved_model =
+      down_cast<TfrtSavedModelServable*>(servable.get())->saved_model();
+  for (const auto& signature : saved_model.GetMetaGraphDef().signature_def()) {
+    (*signature_def_map.mutable_signature_def())[signature.first] =
+        signature.second;
+  }
+  return signature_def_map;
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, EmptyOrInvalidMetadataFieldList) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  // Empty metadata field list is invalid.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+  request.add_metadata_field("some_stuff");
+
+  // Field enum is outside of valid range.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, MissingOrEmptyModelSpec) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  request.add_metadata_field(kSignatureDef);
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->clear_name();
+
+  // Model name is not specified.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+
+  // Model name is wrong, not found.
+  model_spec->set_name("test");
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+  request.add_metadata_field(kSignatureDef);
+
+  TF_EXPECT_OK(TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(),
+                                                          request, &response));
+  EXPECT_THAT(response.model_spec(),
+              test_util::EqualsProto(request.model_spec()));
+  EXPECT_EQ(response.metadata_size(), 1);
+  SignatureDefMap received_signature_def_map;
+  response.metadata().at(kSignatureDef).UnpackTo(&received_signature_def_map);
+
+  SignatureDefMap expected_signature_def_map =
+      GetSignatureDefMap(GetServerCore(), request.model_spec());
+  EXPECT_THAT(response.model_spec(),
+              test_util::EqualsProto(request.model_spec()));
+
+  EXPECT_EQ(expected_signature_def_map.signature_def().size(),
+            received_signature_def_map.signature_def().size());
+  EXPECT_THAT(
+      expected_signature_def_map.signature_def().at("regress_x_to_y"),
+      test_util::EqualsProto(
+          received_signature_def_map.signature_def().at("regress_x_to_y")));
+  EXPECT_THAT(
+      expected_signature_def_map.signature_def().at(
+          kDefaultServingSignatureDefKey),
+      test_util::EqualsProto(received_signature_def_map.signature_def().at(
+          kDefaultServingSignatureDefKey)));
+}
+
+// Verifies that GetModelMetadataWithModelSpec() uses the model spec override
+// rather than the one in the request.
+TEST_F(TFRTGetModelMetadataImplTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<GetModelMetadataRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  request.add_metadata_field(kSignatureDef);
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  GetModelMetadataResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
+                GetServerCore(), model_spec_override, request, &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
new file mode 100644
index 00000000000..fc8bfdbe905
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
@@ -0,0 +1,136 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
+                         const absl::optional<int64_t>& servable_version,
+                         tfrt::SavedModel* saved_model,
+                         const MultiInferenceRequest& request,
+                         MultiInferenceResponse* response) {
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<std::vector<Tensor>> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.resize(request.tasks_size());
+  for (int i = 0; i < request.tasks_size(); ++i) {
+    input_tensors[i].emplace_back(input_tensor);
+  }
+
+  // Pre-processing.
+  std::string model_name = "";
+  std::set<std::string> function_names_set;
+  std::vector<std::string> function_names;
+  function_names.reserve(request.tasks_size());
+  for (const auto& task : request.tasks()) {
+    if (task.model_spec().name().empty()) {
+      return errors::InvalidArgument(
+          "Found ModelSpec with an empty model name.");
+    }
+    if (model_name.empty()) {
+      model_name = task.model_spec().name();
+    } else if (model_name != task.model_spec().name()) {
+      return errors::InvalidArgument(
+          "All ModelSpecs in a MultiInferenceRequest must access the same "
+          "model name.");
+    }
+
+    const std::string function_name = task.model_spec().signature_name().empty()
+                                          ? kDefaultServingSignatureDefKey
+                                          : task.model_spec().signature_name();
+
+    // TODO(b/183949363): Remove the constrain here. We could allow duplicated
+    // function names and simply return result for each of them.
+    if (function_names_set.find(function_name) != function_names_set.end()) {
+      return errors::InvalidArgument(strings::StrCat(
+          "Duplicate evaluation of signature: ", function_name));
+    }
+    function_names_set.insert(function_name);
+    function_names.push_back(function_name);
+
+    const auto function_metadata =
+        saved_model->GetFunctionMetadata(function_name);
+    if (!function_metadata.has_value()) {
+      return errors::InvalidArgument(
+          strings::StrCat("Function \"", function_name, "\" not found."));
+    }
+
+    if (task.method_name() == kClassifyMethodName) {
+      TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
+    } else if (task.method_name() == kRegressMethodName) {
+      TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
+    } else {
+      return errors::Unimplemented("Unsupported signature method_name: ",
+                                   task.method_name());
+    }
+  }
+
+  // Executes requests.
+  std::vector<std::vector<Tensor>> output_tensors;
+  if (const auto status = saved_model->RunMultipleSignatures(
+          run_options, function_names, input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+
+  // Post-processing.
+  for (int i = 0; i < request.tasks_size(); ++i) {
+    // We have already checked the existence of the function metadata before
+    // execution.
+    const auto function_metadata =
+        saved_model->GetFunctionMetadata(function_names[i]);
+    DCHECK(function_metadata.has_value());
+    if (request.tasks(i).method_name() == kClassifyMethodName) {
+      TF_RETURN_IF_ERROR(PostProcessClassificationResult(
+          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
+          response->add_results()->mutable_classification_result()));
+    } else if (request.tasks(i).method_name() == kRegressMethodName) {
+      TF_RETURN_IF_ERROR(PostProcessRegressionResult(
+          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
+          response->add_results()->mutable_regression_result()));
+    } else {
+      return errors::InvalidArgument("Unrecognized signature method_name: ",
+                                     request.tasks(i).method_name());
+    }
+    MakeModelSpec(request.tasks(i).model_spec().name(),
+                  request.tasks(i).model_spec().signature_name(),
+                  servable_version,
+                  response->mutable_results(response->results_size() - 1)
+                      ->mutable_model_spec());
+  }
+  RecordRequestExampleCount(model_name, num_examples);
+  return OkStatus();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
new file mode 100644
index 00000000000..69dba5dd1c1
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
@@ -0,0 +1,38 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
+
+#include "absl/types/optional.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Implementation of MultiInference using the tfrt::SavedModel.
+Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
+                         const absl::optional<int64_t>& servable_version,
+                         tfrt::SavedModel* saved_model,
+                         const MultiInferenceRequest& request,
+                         MultiInferenceResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
new file mode 100644
index 00000000000..52e4d6f2c02
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
@@ -0,0 +1,305 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+
+#include "absl/status/status.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/tsl/lib/core/status_test_util.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtMultiInferenceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+    CreateServerCore(&server_core_);
+  }
+
+  static void TearDownTestSuite() { server_core_.reset(); }
+
+ protected:
+  static void CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  ServerCore* GetServerCore() { return server_core_.get(); }
+
+  Status GetServableHandle(ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return GetServerCore()->GetServableHandle(model_spec, servable);
+  }
+
+  const int64_t servable_version_ = kTestModelVersion;
+
+ private:
+  static std::unique_ptr<ServerCore> server_core_;
+};
+
+std::unique_ptr<ServerCore> TfrtMultiInferenceTest::server_core_;
+
+////////////////////////////////////////////////////////////////////////////////
+// Test Helpers
+
+void AddInput(const std::vector<std::pair<string, float>>& feature_kv,
+              MultiInferenceRequest* request) {
+  auto* example =
+      request->mutable_input()->mutable_example_list()->add_examples();
+  auto* features = example->mutable_features()->mutable_feature();
+  for (const auto& feature : feature_kv) {
+    (*features)[feature.first].mutable_float_list()->add_value(feature.second);
+  }
+}
+
+void PopulateTask(const string& signature_name, const string& method_name,
+                  int64_t version, InferenceTask* task) {
+  ModelSpec model_spec;
+  model_spec.set_name(kTestModelName);
+  if (version > 0) {
+    model_spec.mutable_version()->set_value(version);
+  }
+  model_spec.set_signature_name(signature_name);
+  *task->mutable_model_spec() = model_spec;
+  task->set_method_name(method_name);
+}
+
+void ExpectStatusError(const Status& status,
+                       const absl::StatusCode expected_code,
+                       const string& message_substring) {
+  ASSERT_EQ(expected_code, status.code());
+  EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
+}
+
+////////////////////////////////////////////////////////////////////////////////
+// Tests
+
+TEST_F(TfrtMultiInferenceTest, MissingInputTest) {
+  MultiInferenceRequest request;
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(
+      RunMultiInference(
+          tfrt::SavedModel::RunOptions(), servable_version_,
+          &(down_cast<TfrtSavedModelServable*>(servable.get()))  // NOLINT
+               ->saved_model(),
+          request, &response),
+      absl::StatusCode::kInvalidArgument, "Input is empty");
+}
+
+TEST_F(TfrtMultiInferenceTest, UndefinedSignatureTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("ThisSignatureDoesNotExist", kRegressMethodName, -1,
+               request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument, "not found");
+}
+
+// Two ModelSpecs, accessing different models.
+TEST_F(TfrtMultiInferenceTest, InconsistentModelSpecsInRequestTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  // Valid signature.
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  // Add invalid Task to request.
+  ModelSpec model_spec;
+  model_spec.set_name("ModelDoesNotExist");
+  model_spec.set_signature_name("regress_x_to_y");
+  auto* task = request.add_tasks();
+  *task->mutable_model_spec() = model_spec;
+  task->set_method_name(kRegressMethodName);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument,
+                    "must access the same model name");
+}
+
+TEST_F(TfrtMultiInferenceTest, EvaluateDuplicateFunctionsTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+  // Add the same task again (error).
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument,
+                    "Duplicate evaluation of signature: regress_x_to_y");
+}
+
+TEST_F(TfrtMultiInferenceTest, UsupportedSignatureTypeTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kUnimplemented, "Unsupported signature");
+}
+
+TEST_F(TfrtMultiInferenceTest, ValidSingleSignatureTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result = expected_response.add_results();
+  auto* model_spec = inference_result->mutable_model_spec();
+  *model_spec = request.tasks(0).model_spec();
+  model_spec->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(TfrtMultiInferenceTest, MultipleValidRegressSignaturesTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+  PopulateTask("regress_x_to_y2", kRegressMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+
+  // regress_x_to_y is y = 0.5x + 2.
+  auto* inference_result_1 = expected_response.add_results();
+  auto* model_spec_1 = inference_result_1->mutable_model_spec();
+  *model_spec_1 = request.tasks(0).model_spec();
+  model_spec_1->mutable_version()->set_value(servable_version_);
+  auto* regression_result_1 = inference_result_1->mutable_regression_result();
+  regression_result_1->add_regressions()->set_value(3.0);
+
+  // regress_x_to_y2 is y2 = 0.5x + 3.
+  auto* inference_result_2 = expected_response.add_results();
+  auto* model_spec_2 = inference_result_2->mutable_model_spec();
+  *model_spec_2 = request.tasks(1).model_spec();
+  model_spec_2->mutable_version()->set_value(servable_version_);
+  auto* regression_result_2 = inference_result_2->mutable_regression_result();
+  regression_result_2->add_regressions()->set_value(4.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(TfrtMultiInferenceTest, RegressAndClassifySignaturesTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+  PopulateTask("classify_x_to_y", kClassifyMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result_1 = expected_response.add_results();
+  auto* model_spec_1 = inference_result_1->mutable_model_spec();
+  *model_spec_1 = request.tasks(0).model_spec();
+  model_spec_1->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result_1->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  auto* inference_result_2 = expected_response.add_results();
+  auto* model_spec_2 = inference_result_2->mutable_model_spec();
+  *model_spec_2 = request.tasks(1).model_spec();
+  model_spec_2->mutable_version()->set_value(servable_version_);
+  auto* classification_result =
+      inference_result_2->mutable_classification_result();
+  classification_result->add_classifications()->add_classes()->set_score(3.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
new file mode 100644
index 00000000000..0717fb22410
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -0,0 +1,273 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+
+#include <map>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "absl/container/flat_hash_set.h"
+#include "absl/strings/str_join.h"
+#include "absl/strings/substitute.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/cc/saved_model/util.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/named_tensor.pb.h"
+#include "tensorflow/core/tfrt/runtime/tf_threadpool_concurrent_work_queue.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+// Validate the request and construct input tensor handles.
+Status PreProcessPredictionWithoutOutputFilter(
+    const tfrt::FunctionMetadata& function_metadata,
+    const PredictRequest& request, std::vector<Tensor>* input_tensors) {
+  input_tensors->reserve(function_metadata.GetInputNames().size());
+  for (int i = 0; i < function_metadata.GetInputNames().size(); ++i) {
+    const auto& input_name = function_metadata.GetInputNames()[i];
+    const auto input = request.inputs().find(input_name);
+    if (input == request.inputs().end()) {
+      const auto& default_inputs = function_metadata.GetDefaultInputs();
+      const auto& default_input = default_inputs.find(input_name);
+      if (default_input == default_inputs.end()) {
+        const std::set<string> request_inputs = GetMapKeys(request.inputs());
+        const std::set<string> required_inputs(
+            function_metadata.GetInputNames().begin(),
+            function_metadata.GetInputNames().end());
+        const std::set<string> sent_extra =
+            SetDifference(request_inputs, required_inputs);
+        const std::set<string> missing =
+            SetDifference(SetDifference(required_inputs, request_inputs),
+                          saved_model::GetMapKeys(default_inputs));
+        return errors::InvalidArgument(absl::StrCat(
+            "Request inputs do not match required inputs. Send extra: {",
+            absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
+            absl::StrJoin(missing, ","), "}."));
+      }
+      Tensor tensor;
+      if (!tensor.FromProto(default_input->second)) {
+        return errors::InvalidArgument(
+            absl::StrCat("tensor parsing error: ", input_name));
+      }
+      input_tensors->emplace_back(std::move(tensor));
+      continue;
+    }
+    Tensor tensor;
+    if (!tensor.FromProto(input->second)) {
+      return errors::InvalidArgument(
+          absl::StrCat("tensor parsing error: ", input_name));
+    }
+    const auto expected_dtype = function_metadata.GetInputSpecs()[i].dtype;
+    // TODO(b/188570937): Remove this type check and update related tests.
+    if (expected_dtype != DT_INVALID  // Skip if the dtype is unspecified.
+        && tensor.dtype() != expected_dtype) {
+      return errors::InvalidArgument(
+          absl::StrCat("Expected input ", input_name, " to be ",
+                       DataTypeString(expected_dtype), " but get ",
+                       DataTypeString(tensor.dtype()), "."));
+    }
+    input_tensors->emplace_back(std::move(tensor));
+  }
+  return OkStatus();
+}
+
+// Validate results and populate a PredictResponse.
+// Tensors are serialized as specified.
+Status PostProcessPredictionResultWithoutOutputFilter(
+    const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors,
+    const internal::PredictResponseTensorSerializationOption option,
+    const PredictRequest& request, PredictResponse* response) {
+  if (output_tensor_names.size() != output_tensors.size()) {
+    return errors::Unknown("Predict internal error.");
+  }
+
+  std::unordered_set<string> output_filter(request.output_filter().begin(),
+                                           request.output_filter().end());
+  int output_size = 0;
+  for (int i = 0; i < output_tensors.size(); ++i) {
+    if (!output_filter.empty() &&
+        output_filter.find(output_tensor_names[i]) == output_filter.end()) {
+      continue;
+    }
+    switch (option) {
+      case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
+        output_tensors[i].AsProtoField(
+            &((*response->mutable_outputs())[output_tensor_names[i]]));
+      } break;
+      case internal::PredictResponseTensorSerializationOption::
+          kAsProtoContent: {
+        output_tensors[i].AsProtoTensorContent(
+            &((*response->mutable_outputs())[output_tensor_names[i]]));
+      } break;
+    }
+    output_size++;
+  }
+
+  if (!output_filter.empty() && output_filter.size() != output_size) {
+    return errors::InvalidArgument(absl::StrCat(
+        "output_filter contains non-existed output names. output_filter: ",
+        absl::StrJoin(output_filter, ",")));
+  }
+  return OkStatus();
+}
+
+bool IsOutputFilterEmptyOrFullSet(
+    const PredictRequest& request,
+    const tfrt::FunctionMetadata& function_metadata) {
+  if (request.output_filter().empty()) return true;
+  if (request.output_filter().size() !=
+      function_metadata.GetOutputNames().size())
+    return false;
+  std::vector<absl::string_view> output_filter_names(
+      request.output_filter().begin(), request.output_filter().end());
+  std::vector<absl::string_view> func_output_names(
+      function_metadata.GetOutputNames().begin(),
+      function_metadata.GetOutputNames().end());
+  std::sort(output_filter_names.begin(), output_filter_names.end());
+  std::sort(func_output_names.begin(), func_output_names.end());
+  return output_filter_names == func_output_names;
+}
+
+}  // namespace
+
+namespace internal {
+Status RunPredict(
+    const tfrt::SavedModel::RunOptions& run_options,
+    const absl::optional<int64_t>& servable_version,
+    const internal::PredictResponseTensorSerializationOption option,
+    tfrt::SavedModel* saved_model, const PredictRequest& request,
+    PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options) {
+  // Validate signatures.
+  const std::string function_name =
+      request.model_spec().signature_name().empty()
+          ? kDefaultServingSignatureDefKey
+          : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  auto run_opts = run_options;
+  std::optional<tensorflow::tfrt_stub::TfThreadPoolWorkQueue> thread_pool;
+  if (thread_pool_options.inter_op_threadpool != nullptr) {
+    thread_pool.emplace(
+        /*intra_op_threadpool=*/thread_pool_options.intra_op_threadpool,
+        /*inter_op_threadpool=*/thread_pool_options.inter_op_threadpool);
+    run_opts.work_queue = &(*thread_pool);
+  }
+
+  if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value())) {
+    // Pre-processing.
+    std::vector<Tensor> input_tensors;
+    TF_RETURN_IF_ERROR(PreProcessPredictionWithoutOutputFilter(
+        function_metadata.value(), request, &input_tensors));
+
+    // Executes requests.
+    std::vector<Tensor> outputs;
+    const uint64_t start_microseconds = EnvTime::NowMicros();
+    if (const auto status =
+            saved_model->Run(run_opts, function_name, input_tensors, &outputs);
+        !status.ok()) {
+      if (IsTfrtErrorLoggingEnabled()) {
+        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+            .IgnoreError();
+      }
+      return status;
+    }
+    const uint64_t end_microseconds = EnvTime::NowMicros();
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                         /*runtime=*/"TFRT",
+                         end_microseconds - start_microseconds);
+
+    // Post-processing.
+    return PostProcessPredictionResultWithoutOutputFilter(
+        function_metadata->GetOutputNames(), outputs, option, request,
+        response);
+  } else {
+    // When output_filter is specified, use RunByTensorNames API to trigger
+    // lazy initialization for optimized graph.
+    // RunByTensorNames is discouraged for long run, we should consider to
+    // deprecate output_filter and depends on different signature defs instead.
+    const auto& metagraph_def = saved_model->GetMetaGraphDef();
+    auto iter = metagraph_def.signature_def().find(function_name);
+    if (iter == metagraph_def.signature_def().end()) {
+      return errors::FailedPrecondition(strings::StrCat(
+          "Serving signature key \"", function_name, "\" not found."));
+    }
+    const SignatureDef& signature = iter->second;
+
+    std::vector<std::pair<string, Tensor>> input_tensors;
+    std::vector<string> output_tensor_names;
+    std::vector<string> output_tensor_aliases;
+    TF_RETURN_IF_ERROR(PreProcessPrediction(signature, request, &input_tensors,
+                                            &output_tensor_names,
+                                            &output_tensor_aliases));
+
+    const uint64_t start_microseconds = EnvTime::NowMicros();
+    std::vector<Tensor> outputs;
+    if (const auto status = saved_model->RunByTensorNames(
+            run_opts, input_tensors, output_tensor_names,
+            /*target_node_names=*/{}, &outputs);
+        !status.ok()) {
+      if (IsTfrtErrorLoggingEnabled()) {
+        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+            .IgnoreError();
+      }
+      return status;
+    }
+    const uint64_t end_microseconds = EnvTime::NowMicros();
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                         /*runtime=*/"TFRT",
+                         end_microseconds - start_microseconds);
+
+    return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
+                                       response);
+  }
+}
+}  // namespace internal
+
+Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model, const PredictRequest& request,
+                  PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options) {
+  return internal::RunPredict(
+      run_options, servable_version,
+      internal::PredictResponseTensorSerializationOption::kAsProtoField,
+      saved_model, request, response, thread_pool_options);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
new file mode 100644
index 00000000000..5f5e7407a88
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
@@ -0,0 +1,57 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
+
+#include "absl/types/optional.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+// Similar to RunPredict below, but allows specification of a serialization
+// option for the TensorProtos in the response.
+Status RunPredict(
+    const tfrt::SavedModel::RunOptions& run_options,
+    const absl::optional<int64_t>& servable_version,
+    const PredictResponseTensorSerializationOption tensor_serialization_option,
+    tfrt::SavedModel* saved_model, const PredictRequest& request,
+    PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options =
+        thread::ThreadPoolOptions());
+
+}  // namespace internal
+
+// Implementation of Predict using the tfrt::SavedModel.
+//
+// IMPLEMENTATION NOTES: Calls the internal::RunPredict function above by
+// specifying serialization option as kAsProtoField for backward compatibility.
+Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model, const PredictRequest& request,
+                  PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options =
+                      thread::ThreadPoolOptions());
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
new file mode 100644
index 00000000000..c5255d3c8be
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -0,0 +1,578 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+
+#include "absl/memory/memory.h"
+#include "absl/strings/str_cat.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/lib/core/status_test_util.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::ReturnRef;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+const char kInputTensorKey[] = "x";
+const char kOutputTensorKey[] = "y";
+
+class PredictImplTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                  "saved_model_half_plus_two_tf2_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(
+        ServerCore::Create(std::move(options), &saved_model_server_core_));
+  }
+
+  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
+
+  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
+                     PredictResponse* response,
+                     absl::Duration timeout = absl::ZeroDuration()) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+
+    // Set deadline in run options.
+    Servable::RunOptions run_options;
+    if (timeout != absl::ZeroDuration())
+      run_options.deadline = absl::Now() + timeout;
+    return servable->Predict(run_options, request, response);
+  }
+
+ private:
+  static std::unique_ptr<ServerCore> saved_model_server_core_;
+};
+
+std::unique_ptr<ServerCore> PredictImplTest::saved_model_server_core_;
+
+TEST_F(PredictImplTest, PredictionSuccess) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(3);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape();
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(PredictImplTest, PredictionSuccessWithDefaultInputs) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  // prediction result = 0.5x + 2 = 2 with x defaults to 0.
+  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(2);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(PredictImplTest, PredictionInvalidTensor) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_bool_val(true);
+  tensor_proto.set_dtype(tensorflow::DT_BOOL);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  auto status = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), HasSubstr("Expected input x to be float"));
+}
+
+TEST_F(PredictImplTest, PredictionMissingFunction) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::FAILED_PRECONDITION);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(PredictImplTest, PredictionMissingInput) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"unknown"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Request inputs do not match required inputs. Send "
+                        "extra: {x}. Missing but required: {unknown}."));
+}
+
+TEST_F(PredictImplTest, PredictionRunError) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(PredictImplTest, PredictionUnmatchedOutputNumber) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::UNKNOWN);
+  EXPECT_THAT(status.message(), HasSubstr("Predict internal error."));
+}
+
+TEST_F(PredictImplTest, OutputFilters) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, _, ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor;
+                  CHECK(output_tensor.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor);
+                }),
+                Return(OkStatus())));
+  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
+                          kTestModelVersion, saved_model.get(), request,
+                          &response));
+  EXPECT_EQ(response.outputs_size(), 1);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+}
+
+TEST_F(PredictImplTest, OutputFiltersFullSet) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+  request.add_output_filter("output2");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  // if the output_filter is a full set, we should still call Run(), since full
+  // set is equivalent to an empty filter.
+  EXPECT_CALL(*saved_model, GetMetaGraphDef()).Times(0);
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, _, ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(0);
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+  TensorProto output_tensor_proto2;
+  output_tensor_proto2.add_float_val(2.0);
+  output_tensor_proto2.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto2.mutable_tensor_shape();
+  EXPECT_CALL(*saved_model, Run(_, _, _, _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor1;
+                  CHECK(output_tensor1.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor1);
+                  Tensor output_tensor2;
+                  CHECK(output_tensor2.FromProto(output_tensor_proto2));
+                  output_tensors->push_back(output_tensor2);
+                }),
+                Return(OkStatus())));
+
+  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
+                          kTestModelVersion, saved_model.get(), request,
+                          &response));
+  EXPECT_EQ(response.outputs_size(), 2);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+  EXPECT_TRUE(response.outputs().find("output2") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output2"),
+              test_util::EqualsProto(output_tensor_proto2));
+}
+
+TEST_F(PredictImplTest, OutputFiltersWithDefaultInputs) {
+  PredictRequest request;
+  PredictResponse response;
+
+  request.add_output_filter("output1");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  Tensor tensor(0);
+  TensorProto tensor_proto;
+  tensor.AsProtoTensorContent(&tensor_proto);
+  signature.default_inputs[kInputTensorKey] = tensor_proto;
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+  (*signature_def.mutable_defaults())[kInputTensorKey] = tensor_proto;
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, ::testing::SizeIs(1), ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor;
+                  CHECK(output_tensor.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor);
+                }),
+                Return(OkStatus())));
+  TF_EXPECT_OK(RunPredict(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                          saved_model.get(), request, &response));
+  EXPECT_EQ(response.outputs_size(), 1);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+}
+
+TEST_F(PredictImplTest, UnmatchedOutputFilters) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+  request.add_output_filter("output3");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output_tensor;
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(
+      status.message(),
+      HasSubstr("output tensor alias not found in signature: output3 Outputs "
+                "expected to be in the set {output1,output2}."));
+}
+
+TEST_F(PredictImplTest, PredictionTimeout) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  // Set the deadline to be 1 nanosecond from now. This makes the timer
+  // timeout before the request completes.
+  auto status =
+      CallPredict(GetServerCore(), request, &response, absl::Nanoseconds(1));
+
+  EXPECT_EQ(status.code(), tensorflow::error::Code::DEADLINE_EXCEEDED);
+  EXPECT_EQ(status.message(), "Deadline exceeded.");
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
new file mode 100644
index 00000000000..e0b5271f052
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
@@ -0,0 +1,55 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/apis/regressor.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTRegressionServiceImpl::Regress(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const RegressionRequest& request, RegressionResponse* response) {
+  // Verify Request Metadata and create a ServableRequest
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+
+  return RegressWithModelSpec(run_options, core, request.model_spec(), request,
+                              response);
+}
+
+Status TFRTRegressionServiceImpl::RegressWithModelSpec(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const RegressionRequest& request,
+    RegressionResponse* response) {
+  TRACELITERAL("TensorflowRegressionServiceImpl::RegressWithModelSpec");
+
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  return servable->Regress(run_options, request, response);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
new file mode 100644
index 00000000000..dfc0ab38856
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Utility methods for implementation of
+// tensorflow_serving/apis/prediction_service.proto
+class TFRTRegressionServiceImpl final {
+ public:
+  static Status Regress(const Servable::RunOptions& run_options,
+                        ServerCore* core, const RegressionRequest& request,
+                        RegressionResponse* response);
+
+  // Like Regress(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status RegressWithModelSpec(const Servable::RunOptions& run_options,
+                                     ServerCore* core,
+                                     const ModelSpec& model_spec,
+                                     const RegressionRequest& request,
+                                     RegressionResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
new file mode 100644
index 00000000000..c16097be3d6
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
@@ -0,0 +1,204 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
+
+#include <memory>
+#include <string>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+
+// Test fixture for TFRTRegressionService related tests sets up a ServerCore
+// pointing to the half_plus_two SavedModel.
+class TFRTRegressionServiceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  static std::unique_ptr<ServerCore> server_core_;
+  Servable::RunOptions run_options_;
+};
+
+std::unique_ptr<ServerCore> TFRTRegressionServiceTest::server_core_;
+
+// Verifies that Regress() returns an error for different cases of an invalid
+// RegressionRequest.model_spec.
+TEST_F(TFRTRegressionServiceTest, InvalidModelSpec) {
+  RegressionRequest request;
+  RegressionResponse response;
+
+  // No model_spec specified.
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No model name specified.
+  auto* model_spec = request.mutable_model_spec();
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No servable found for model name "foo".
+  model_spec->set_name("foo");
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            tensorflow::error::NOT_FOUND);
+}
+
+// Verifies that Regress() returns an error for an invalid signature_name in
+// RegressionRequests's model_spec.
+TEST_F(TFRTRegressionServiceTest, InvalidSignature) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "    name: \"test_model\""
+      "    signature_name: \"invalid_signature_name\""
+      "}");
+  RegressionResponse response;
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            tensorflow::error::FAILED_PRECONDITION);
+}
+
+// Verifies that Regress() returns the correct value for a valid
+// RegressionRequest against the half_plus_two SavedModel's regress_x_to_y
+// signature.
+TEST_F(TFRTRegressionServiceTest, RegressionSuccess) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+  TF_EXPECT_OK(TFRTRegressionServiceImpl::Regress(
+      run_options_, server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto("result { regressions { value: 42 } }"
+                                     "model_spec {"
+                                     "  name: \"test_model\""
+                                     "  signature_name: \"regress_x_to_y\""
+                                     "  version { value: 123 }"
+                                     "}"));
+}
+
+// Verifies that RegressWithModelSpec() uses the model spec override rather than
+// the one in the request.
+TEST_F(TFRTRegressionServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  RegressionResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTRegressionServiceImpl::RegressWithModelSpec(
+                run_options_, server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
new file mode 100644
index 00000000000..0a5364a026d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
@@ -0,0 +1,163 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+
+#include <stddef.h>
+
+#include <algorithm>
+#include <functional>
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/apis/regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
+  if (function_metadata.GetInputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one input Tensor."));
+  }
+  if (function_metadata.GetOutputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one output Tensor."));
+  }
+
+  if (function_metadata.GetInputNames()[0] != kRegressInputs) {
+    return errors::FailedPrecondition(
+        "No regression inputs found in function's metadata, only contains: ",
+        function_metadata.GetInputNames()[0]);
+  }
+
+  if (function_metadata.GetOutputNames()[0] != kRegressOutputs) {
+    return errors::FailedPrecondition(
+        "No regression outputs found in function's metadata, only contains: ",
+        function_metadata.GetOutputNames()[0]);
+  }
+
+  return OkStatus();
+}
+
+Status PostProcessRegressionResult(
+    int num_examples, const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors, RegressionResult* result) {
+  if (output_tensors.size() != output_tensor_names.size()) {
+    return errors::InvalidArgument(
+        "Expected output_tensors and output_tensor_names to have the same "
+        "size.");
+  }
+
+  const Tensor* output_tensor = &output_tensors[0];
+
+  if (!(output_tensor->dims() == 1 ||
+        (output_tensor->dims() == 2 && output_tensor->dim_size(1) == 1))) {
+    return errors::InvalidArgument(
+        "Expected output Tensor shape to be either [batch_size] or ",
+        "[batch_size, 1] but got ", output_tensor->shape().DebugString());
+  }
+  if (num_examples != output_tensor->dim_size(0)) {
+    return errors::InvalidArgument(strings::StrCat(
+        "Input batch size did not match output batch size: ", num_examples,
+        " vs. ", output_tensor->dim_size(0)));
+  }
+  if (output_tensor->dtype() != DT_FLOAT) {
+    return errors::InvalidArgument("Expected output Tensor of DT_FLOAT.  Got: ",
+                                   DataType_Name(output_tensor->dtype()));
+  }
+
+  if (output_tensor->NumElements() != num_examples) {
+    return errors::InvalidArgument("Expected output batch size to be ",
+                                   num_examples,
+                                   ".  Got: ", output_tensor->NumElements());
+  }
+
+  const auto& output_tensor_flat = output_tensor->flat<float>();
+  for (int i = 0; i < num_examples; ++i) {
+    result->add_regressions()->set_value(output_tensor_flat(i));
+  }
+  return OkStatus();
+}
+
+Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model,
+                  const RegressionRequest& request,
+                  RegressionResponse* response) {
+  const string function_name = request.model_spec().signature_name().empty()
+                                   ? kDefaultServingSignatureDefKey
+                                   : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  // Pre-processing.
+  TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<Tensor> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.emplace_back(std::move(input_tensor));
+
+  // Executes requests.
+  std::vector<Tensor> output_tensors;
+  const uint64_t start_microseconds = EnvTime::NowMicros();
+  if (const auto status = saved_model->Run(run_options, function_name,
+                                           input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+  const uint64_t end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(),
+                       /*api=*/"Regress", /*runtime=*/"TFRT",
+                       end_microseconds - start_microseconds);
+
+  // Post-processing.
+  return PostProcessRegressionResult(
+      num_examples, function_metadata->GetOutputNames(), output_tensors,
+      response->mutable_result());
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.h b/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
new file mode 100644
index 00000000000..e1a7e402cce
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
@@ -0,0 +1,50 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// TensorFlow implementation of the RegressorInterface.
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
+
+#include <memory>
+
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/regressor.h"
+
+namespace tensorflow {
+namespace serving {
+// Validate function's input and output.
+Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata);
+
+// Validate all results and populate a RegressionResult.
+Status PostProcessRegressionResult(
+    int num_examples, const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors, RegressionResult* result);
+
+// Run Regression.
+Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model,
+                  const RegressionRequest& request,
+                  RegressionResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
new file mode 100644
index 00000000000..37f7b24c1fb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
@@ -0,0 +1,568 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/public/session.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtRegressorTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  void SetUp() override {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+
+    request_ = test_util::CreateProto<RegressionRequest>(
+        "model_spec {"
+        "  name: \"test_model\""
+        "  signature_name: \"regress_x_to_y\""
+        "}"
+        "input {"
+        "  example_list {"
+        "    examples {"
+        "      features {"
+        "        feature: {"
+        "          key  : \"x\""
+        "          value: {"
+        "            float_list: {"
+        "              value: [ 20.0 ]"
+        "            }"
+        "          }"
+        "        }"
+        "      }"
+        "    }"
+        "  }"
+        "}");
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  Status CallRegress(ServerCore* server_core, const RegressionRequest& request,
+                     RegressionResponse* response) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+    tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+    return RunRegress(
+        run_options, kTestModelVersion,
+        &(down_cast<TfrtSavedModelServable*>(servable.get()))->saved_model(),
+        request, response);
+  }
+
+  static std::unique_ptr<ServerCore> server_core_;
+
+  RegressionRequest request_;
+};
+
+std::unique_ptr<ServerCore> TfrtRegressorTest::server_core_;
+
+TEST_F(TfrtRegressorTest, Basic) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
+  EXPECT_THAT(
+      response,
+      test_util::EqualsProto(
+          "result { regressions { value: 42 } regressions { value: 12 }}"
+          "model_spec {"
+          "  name: \"test_model\""
+          "  signature_name: \"regress_x_to_y\""
+          "  version { value: 123 }"
+          "}"));
+}
+
+TEST_F(TfrtRegressorTest, BasicWithContext) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "   example_list_with_context {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
+  EXPECT_THAT(
+      response,
+      test_util::EqualsProto(
+          "result { regressions { value: 42 } regressions { value: 12 }}"
+          "model_spec {"
+          "  name: \"test_model\""
+          "  signature_name: \"regress_x_to_y\""
+          "  version { value: 123 }"
+          "}"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyExampleList) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyExampleListWithContext) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list_with_context {"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyInput) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedInputSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs, "wrong input"};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedOutputSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs, "wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one output Tensor."));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionInvalidInputName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"wrong input"};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("No regression inputs found in function's metadata"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionInvalidOutputName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {"wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("No regression outputs found in function's metadata"));
+}
+
+TEST_F(TfrtRegressorTest, RunsFails) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorNumber) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output_tensors and output_tensor_names to "
+                        "have the same size."));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorShape) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output Tensor shape to be either"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({3}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Input batch size did not match output batch size"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorType) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_STRING, TensorShape({1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output Tensor of DT_FLOAT."));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
new file mode 100644
index 00000000000..e9c8424c438
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -0,0 +1,340 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+
+#include <memory>
+#include <string>
+#include <unordered_set>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/string_view.h"
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/reader.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/tsl/platform/env.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
+
+absl::Status WrapSavedModelForBatching(
+    const BatchingParameters& batching_config,
+    std::shared_ptr<Batcher> batch_scheduler,
+    const std::vector<std::string>& function_names,
+    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  LOG(INFO) << "Wrapping saved model to perform batch processing";
+
+  if (batch_scheduler == nullptr) {
+    return errors::Internal("batch_scheduler not set");
+  }
+  if (*saved_model == nullptr) {
+    return errors::Internal("saved model not set");
+  }
+
+  auto queue_options =
+      GetQueueOptions<tensorflow::serving::SavedModelBatchingTask>(
+          batching_config,
+          [](std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>*
+                 input_task,
+             int open_batch_remaining_slot, int max_batch_size,
+             std::vector<
+                 std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>>*
+                 output_tasks) -> absl::Status {
+            return SplitSavedModelInputTask(input_task,
+                                            open_batch_remaining_slot,
+                                            max_batch_size, output_tasks);
+          });
+
+  SavedModelBatchingOptions batching_saved_model_options;
+  for (int allowed_batch_size : batching_config.allowed_batch_sizes()) {
+    batching_saved_model_options.allowed_batch_sizes.push_back(
+        allowed_batch_size);
+  }
+
+  batching_saved_model_options.pad_variable_length_inputs =
+      batching_config.pad_variable_length_inputs();
+
+  auto create_queue =
+      [batch_scheduler, queue_options](
+          std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+              process_batch_callback,
+          std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>* queue) {
+        TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
+            queue_options, process_batch_callback, queue));
+        return OkStatus();
+      };
+  std::vector<FuncNameWithBatchingSchedulerCreator>
+      func_name_with_batching_scheduler_creator;
+  func_name_with_batching_scheduler_creator.reserve(function_names.size());
+  for (const std::string& function_name : function_names) {
+    func_name_with_batching_scheduler_creator.push_back(
+        {function_name, create_queue});
+  }
+
+  return CreateSavedModelWithBatching(batching_saved_model_options,
+                                      func_name_with_batching_scheduler_creator,
+                                      std::move(*saved_model), saved_model);
+}
+
+TfrtCompileOptions::TpuAllowUnpaddedBatch ToTpuAllowUnpaddedBatch(
+    const TfrtSavedModelConfig::TpuUnpaddedBatchMode
+        tpu_unpadded_batch_mode_enum) {
+  switch (tpu_unpadded_batch_mode_enum) {
+    case TfrtSavedModelConfig::UNPADDED_BATCH_AUTO:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kAuto;
+    case TfrtSavedModelConfig::UNPADDED_BATCH_ENFORCED:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kEnforced;
+    case TfrtSavedModelConfig::UNPADDED_BATCH_DISABLED:
+    default:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kDisabled;
+  }
+}
+
+absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>
+CreateDefaultTfrtSavedModelFactory(const TfrtSavedModelConfig& config) {
+  TF_ASSIGN_OR_RETURN(auto batcher, CreateBatchSchedulerFromConfig(config));
+  TF_ASSIGN_OR_RETURN(auto thread_pool_factory,
+                      CreateThreadPoolFactoryFromConfig(config));
+
+  return std::make_unique<TfrtSavedModelFactory>(
+      config, batcher, std::move(thread_pool_factory));
+}
+
+}  // namespace
+
+TfrtSavedModelFactory::~TfrtSavedModelFactory() = default;
+
+absl::Status TfrtSavedModelFactory::Create(
+    const TfrtSavedModelConfig& config,
+    std::unique_ptr<TfrtSavedModelFactory>* factory) {
+  auto create_fn = GetGlobalTfrtSavedModelFactoryRegistry().Get();
+  if (!create_fn) {
+    return absl::InternalError(
+        "Missing create_fn for the TfrtSavedModelFactory.");
+  }
+  TF_ASSIGN_OR_RETURN(*factory, create_fn(config));
+  return absl::OkStatus();
+}
+
+absl::Status TfrtSavedModelFactory::EstimateResourceRequirement(
+    const std::string& path, ResourceAllocation* estimate) const {
+  return EstimateResourceFromPath(
+      path, config().resource_estimation_uses_validation_result(), estimate);
+}
+
+absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
+    const Loader::Metadata& metadata, const std::string& path,
+    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  std::unordered_set<std::string> saved_model_tags(
+      config().saved_model_tags().begin(), config().saved_model_tags().end());
+  // Defaults to loading the meta graph def corresponding to the `serve` tag if
+  // no `saved_model_tags` are specified.
+  if (saved_model_tags.empty()) {
+    saved_model_tags.insert(kSavedModelTagServe);
+  }
+
+  LOG(INFO) << "Creating TFRT SavedModel for path: " << path
+            << " with config: " << config_.DebugString();
+  auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
+  tfrt::SavedModel::Options options(runtime);
+
+  TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
+      std::string(path), saved_model_tags, &meta_graph_def));
+  options.enable_lazy_loading =
+      meta_graph_def.signature_def_size() > config_.lazy_init_threshold();
+  options.maybe_load_from_mla = config_.maybe_load_from_mla();
+  options.lazy_loading_use_graph_executor =
+      config_.lazy_loading_use_graph_executor();
+  auto& compile_options = options.graph_execution_options.compile_options;
+  compile_options.enable_grappler = config_.enable_grappler();
+  compile_options.graph_options = config_.graph_options();
+  if (config_.enable_saved_model_config()) {
+    TF_RETURN_IF_ERROR(ImportAndLoadSavedModelConfig(
+        path, options.graph_execution_options.compile_options.graph_options,
+        options.graph_execution_options.runtime_config));
+  }
+  if (config_.target_tpu()) {
+    compile_options.device_target = config_.enable_mlir_bridge_fallback()
+                                        ? TfrtDeviceInfraTarget::kBridgeFallback
+                                        : TfrtDeviceInfraTarget::kTpurt;
+  } else if (config_.enable_tfrt_gpu()) {
+    compile_options.device_target = TfrtDeviceInfraTarget::kGpu;
+  } else {
+    compile_options.device_target = TfrtDeviceInfraTarget::kCpu;
+  }
+  compile_options.hoist_invariant_ops = config_.hoist_invariant_ops();
+  compile_options.sink_in_invariant_ops = config_.sink_in_invariant_ops();
+  compile_options.cost_threshold = config_.stream_merge_threshold();
+  compile_options.upper_cost_threshold =
+      config_.stream_merge_upper_cost_threshold();
+  compile_options.merge_inter_dependent_streams =
+      config_.merge_inter_dependent_streams();
+  compile_options.tpu_move_resource_gather_to_host =
+      config_.tpu_move_resource_gather_to_host();
+  compile_options.tpu_gather_table_width_threshold_bytes =
+      config_.tpu_gather_table_width_threshold_bytes();
+  compile_options.tpu_fuse_ops = config_.use_fused_tpu_op();
+  compile_options.enable_while_parallel_iterations =
+      config_.enable_while_parallel_iterations();
+  compile_options.use_tpu_host_allocator_for_inputs =
+      config_.use_tpu_host_allocator_for_inputs();
+  compile_options.tpu_allow_unpadded_batch =
+      ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
+
+  options.graph_execution_options.run_placer_grappler_on_functions =
+      config_.run_placer_grappler_on_functions();
+  options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
+  options.graph_execution_options.enable_grappler_function_optimizer =
+      config_.enable_grappler_function_optimizer();
+  options.graph_execution_options.enable_online_cost_analysis =
+      config_.enable_online_cost_analysis();
+  options.graph_execution_options.enable_mlrt = config_.enable_mlrt();
+  options.graph_execution_options.model_metadata.set_name(
+      metadata.servable_id.name);
+  options.graph_execution_options.model_metadata.set_version(
+      metadata.servable_id.version);
+
+  TF_ASSIGN_OR_RETURN(*saved_model,
+                      tfrt::SavedModelImpl::LoadSavedModel(
+                          std::move(options), std::move(meta_graph_def), path));
+  if (config_.has_batching_parameters() &&
+      config_.batching_parameters().ByteSizeLong() != 0) {
+    absl::optional<BatchingParameters> batching_params;
+    TF_RETURN_IF_ERROR(GetPerModelBatchingParams(
+        path, config_.batching_parameters(),
+        config_.enable_per_model_batching_params(), &batching_params));
+    if (batching_params.has_value()) {
+      LOG(INFO) << "Wrapping TFRT SavedModel for batching with params: "
+                << batching_params.value().DebugString();
+      return WrapSavedModelForBatching(
+          batching_params.value(), batch_scheduler_,
+          (*saved_model)->GetFunctionNames(), saved_model);
+    }
+  }
+  return absl::OkStatus();
+}
+
+absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
+    const Loader::Metadata& metadata, const std::string& path,
+    std::unique_ptr<Servable>* servable) {
+  TF_ASSIGN_OR_RETURN(auto override_servable, OverrideServable(metadata, path));
+  if (override_servable) {
+    *servable = std::move(override_servable);
+    return absl::OkStatus();
+  }
+
+  std::unique_ptr<tfrt_stub::SavedModel> saved_model;
+  TF_RETURN_IF_ERROR(
+      CreateTfrtSavedModelWithMetadata(metadata, path, &saved_model));
+
+  MaybePublishMLMDStreamz(path, metadata.servable_id.name,
+                          metadata.servable_id.version);
+  if (config().enable_model_warmup()) {
+    auto* warmup_options = mutable_config().mutable_model_warmup_options();
+    warmup_options->set_model_name(metadata.servable_id.name);
+    warmup_options->set_model_version(metadata.servable_id.version);
+    TF_RETURN_IF_ERROR(RunSavedModelWarmup(
+        *warmup_options, path, config().lazy_init_threshold(),
+        config().skip_warmup_requests_if_initialized(), saved_model.get()));
+  }
+
+  *servable = std::make_unique<TfrtSavedModelServable>(
+      metadata.servable_id.name, metadata.servable_id.version, config_,
+      std::move(saved_model), thread_pool_factory_.get());
+
+  return absl::OkStatus();
+}
+
+TfrtSavedModelFactory::TfrtSavedModelFactory(
+    const TfrtSavedModelConfig& config,
+    std::shared_ptr<Batcher> batch_scheduler,
+    std::unique_ptr<ThreadPoolFactory> thread_pool_factory)
+    : config_(config),
+      batch_scheduler_(batch_scheduler),
+      thread_pool_factory_(std::move(thread_pool_factory)) {}
+
+TfrtSavedModelFactoryRegistry::TfrtSavedModelFactoryRegistry() {
+  factory_create_fn_ = [](const TfrtSavedModelConfig& config) {
+    return CreateDefaultTfrtSavedModelFactory(config);
+  };
+}
+
+TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry() {
+  static auto* const registry = new TfrtSavedModelFactoryRegistry;
+  return *registry;
+}
+
+absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
+CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config) {
+  std::shared_ptr<Batcher> batcher;
+  if (config.has_batching_parameters() &&
+      config.batching_parameters().ByteSizeLong() != 0) {
+    TF_RETURN_IF_ERROR(
+        CreateBatchScheduler(config.batching_parameters(), &batcher));
+  }
+  return batcher;
+}
+
+absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
+CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config) {
+  const auto& thread_pool_factory_config_filepath =
+      config.thread_pool_factory_config_filepath();
+  std::unique_ptr<ThreadPoolFactory> thread_pool_factory;
+  if (!thread_pool_factory_config_filepath.empty()) {
+    ThreadPoolFactoryConfig thread_pool_factory_config;
+    TF_RETURN_IF_ERROR(tsl::ReadTextProto(tsl::Env::Default(),
+                                          thread_pool_factory_config_filepath,
+                                          &thread_pool_factory_config));
+    TF_RETURN_IF_ERROR(ThreadPoolFactoryRegistry::CreateFromAny(
+        thread_pool_factory_config.thread_pool_factory_config(),
+        &thread_pool_factory));
+  }
+  return thread_pool_factory;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
new file mode 100644
index 00000000000..21db6fa0019
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -0,0 +1,167 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/status/status.h"
+#include "absl/synchronization/mutex.h"
+#include "absl/types/optional.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+/// A factory that creates tfrt::SavedModel from SavedModel export paths.
+///
+/// The factory can also estimate the resource (e.g. RAM) requirements of a
+/// tfrt::SavedModel based on the SavedModel (i.e. prior to loading the
+/// session).
+///
+/// This class is thread-safe.
+class TfrtSavedModelFactory {
+ public:
+  using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
+
+  TfrtSavedModelFactory(const TfrtSavedModelConfig& config,
+                        std::shared_ptr<Batcher> batch_scheduler,
+                        std::unique_ptr<ThreadPoolFactory> thread_pool_factory);
+
+  virtual ~TfrtSavedModelFactory();
+
+  /// Instantiates a TfrtSavedModelFactory using a config.
+  ///
+  /// @param config    Config with initialization options.
+  /// @param factory   Newly created factory if the returned Status is OK.
+  static absl::Status Create(const TfrtSavedModelConfig& config,
+                             std::unique_ptr<TfrtSavedModelFactory>* factory);
+
+  /// Instantiates a tfrt::SavedModel from a given export or SavedModel path and
+  /// the given metadata.
+  ///
+  /// @param metadata       Metadata to be associated with the saved_model.
+  /// @param path           Path to the model.
+  /// @param saved_model    Newly created SavedModel if the returned
+  /// Status is OK.
+  absl::Status CreateTfrtSavedModelWithMetadata(
+      const Loader::Metadata& metadata, const string& path,
+      std::unique_ptr<Servable>* servable);
+
+  ABSL_DEPRECATED("Use the overload that creates Servable instead")
+  absl::Status CreateTfrtSavedModelWithMetadata(
+      const Loader::Metadata& metadata, const string& path,
+      std::unique_ptr<tfrt::SavedModel>* saved_model);
+
+  /// Estimates the resources a SavedModel will use once loaded, from its
+  /// export path.
+  ///
+  /// @param path      Path to the model.
+  /// @param estimate  Output resource usage estimates. Different kinds of
+  /// resources (e.g. CPU, RAM, etc.) may get populated.
+  absl::Status EstimateResourceRequirement(const string& path,
+                                           ResourceAllocation* estimate) const;
+
+  const TfrtSavedModelConfig& config() const { return config_; }
+  TfrtSavedModelConfig& mutable_config() { return config_; }
+
+ private:
+  // The subclass can override this method to return a custom servable
+  // instead of creating one using CreateTfrtSavedModelWithMetadata(). If it
+  // returns nullptr, CreateTfrtSavedModelWithMetadata() will be used normally.
+  virtual absl::StatusOr<std::unique_ptr<Servable>> OverrideServable(
+      const Loader::Metadata& metadata, const std::string& path) {
+    return nullptr;
+  }
+
+  // The subclass can override this method to register the custom backend into
+  // TFRT savedmodel.
+  virtual absl::Status RegisterCustomBackend(
+      tfrt_stub::GraphExecutionOptions& options) {
+    return absl::OkStatus();
+  }
+
+  TfrtSavedModelConfig config_;
+
+  // A shared batch scheduler. One queue is used for each saved model this
+  // factory emits. If batching is not configured, this remains null.
+  std::shared_ptr<Batcher> batch_scheduler_;
+
+  // `thread_pool_factory_` is used to create inter-op ThreadPools. It can be a
+  // nullptr and then the default Tensorflow threadpools should be used.
+  std::unique_ptr<ThreadPoolFactory> thread_pool_factory_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelFactory);
+};
+
+// The registry for creating the TfrtSavedModelFactory. By default the CreateFn
+// creates an instance of TfrtSavedModelFactory. Custom implementations can use
+// this registry to override the CreateFn so that it creates an instance of the
+// subclass of TfrtSavedModelFactory.
+class TfrtSavedModelFactoryRegistry {
+ public:
+  using CreateFn =
+      std::function<absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>(
+          const TfrtSavedModelConfig& config)>;
+
+  TfrtSavedModelFactoryRegistry();
+
+  void Register(CreateFn fn) {
+    absl::MutexLock lock(&mu_);
+    if (factory_create_fn_) {
+      LOG(INFO) << "Overriding TfrtSavedModelFactory's create function.";
+    }
+    factory_create_fn_ = std::move(fn);
+  }
+
+  CreateFn Get() const {
+    absl::MutexLock lock(&mu_);
+    return factory_create_fn_;
+  }
+
+ private:
+  mutable absl::Mutex mu_;
+  CreateFn factory_create_fn_ ABSL_GUARDED_BY(mu_);
+};
+
+// Creates a batch scheduler based on `config`. The result can be a nullptr if
+// `config` does not specify batch parameters.
+absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
+CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config);
+
+// Creates a thread pool factory based on `config`. The result can be a nullptr
+// if `config` does not specify thread pool factory config.
+absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
+CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config);
+
+TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry();
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
new file mode 100644
index 00000000000..35dc1b43125
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
@@ -0,0 +1,180 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
+// Tests TfrtSavedModelFactory with native SavedModel.
+class TfrtSavedModelFactoryTest : public ::testing::Test {
+ protected:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+  TfrtSavedModelFactoryTest()
+      : model_path_(test_util::TestSrcDirPath(
+            "servables/tensorflow/"
+            "testdata/saved_model_half_plus_two_cpu/00000123")) {}
+
+  Status CreateTfrtSavedModel(const TfrtSavedModelConfig& config,
+                              std::unique_ptr<tfrt::SavedModel>* saved_model) {
+    std::unique_ptr<TfrtSavedModelFactory> factory;
+    TF_RETURN_IF_ERROR(TfrtSavedModelFactory::Create(config, &factory));
+    TF_RETURN_IF_ERROR(factory->CreateTfrtSavedModelWithMetadata(
+        CreateMetadata(), model_path_, saved_model));
+    return OkStatus();
+  }
+
+  std::vector<string> GetModelFiles() {
+    const string& dir = model_path_;
+    return {io::JoinPath(dir, kSavedModelAssetsDirectory, "foo.txt"),
+            io::JoinPath(dir, kSavedModelFilenamePb),
+            io::JoinPath(dir, kSavedModelVariablesFilename,
+                         "variables.data-00000-of-00001"),
+            io::JoinPath(dir, kSavedModelVariablesFilename, "variables.index")};
+  }
+
+  string model_path_;
+};
+
+TEST_F(TfrtSavedModelFactoryTest, EstimateResourceRequirementWithGoodExport) {
+  TfrtSavedModelConfig config;
+  std::unique_ptr<TfrtSavedModelFactory> factory;
+  TF_ASSERT_OK(TfrtSavedModelFactory::Create(config, &factory));
+
+  ResourceAllocation actual;
+  TF_ASSERT_OK(factory->EstimateResourceRequirement(model_path_, &actual));
+
+  const double total_file_size = test_util::GetTotalFileSize(GetModelFiles());
+  ResourceAllocation expected =
+      test_util::GetExpectedResourceEstimate(total_file_size);
+  EXPECT_THAT(actual, test_util::EqualsProto(expected));
+}
+
+TEST_F(TfrtSavedModelFactoryTest, Basic) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  std::vector<tensorflow::Tensor> outputs;
+  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                &outputs));
+
+  ASSERT_EQ(1, outputs.size());
+  const auto& single_output = outputs.at(0);
+  test::ExpectTensorEqual<float>(expected_output, single_output);
+}
+
+// Tests TfrtSavedModelFactory with native SavedModel with different
+// configurations.
+TEST_F(TfrtSavedModelFactoryTest, BasicWithSavedModelConfig) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  model_path_ = test_util::TestSrcDirPath(
+      "servables/tensorflow/"
+      "testdata/saved_model_half_plus_two_cpu_with_saved_model_config/"
+      "00000123");
+  config.set_enable_saved_model_config(true);
+
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  std::vector<tensorflow::Tensor> outputs;
+  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                &outputs));
+
+  ASSERT_EQ(1, outputs.size());
+  const auto& single_output = outputs.at(0);
+  test::ExpectTensorEqual<float>(expected_output, single_output);
+}
+
+TEST_F(TfrtSavedModelFactoryTest, Batch) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  config.mutable_batching_parameters()->mutable_max_batch_size()->set_value(4);
+  config.mutable_batching_parameters()
+      ->mutable_max_enqueued_batches()
+      ->set_value(INT_MAX);
+  config.mutable_batching_parameters()
+      ->mutable_batch_timeout_micros()
+      ->set_value(1000 * 1000 * 1000);
+  config.mutable_batching_parameters()->mutable_num_batch_threads()->set_value(
+      1);
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  std::vector<tensorflow::Tensor> output_tensors1, output_tensors2;
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+
+  {
+    std::vector<std::unique_ptr<Thread>> request_threads;
+    request_threads.reserve(2);
+    request_threads.push_back(
+        std::unique_ptr<Thread>(Env::Default()->StartThread(
+            ThreadOptions(), strings::StrCat("thread_", 0),
+            [&saved_model, &run_options, &input_tensors, &output_tensors1]() {
+              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
+                                            input_tensors, &output_tensors1));
+            })));
+    request_threads.push_back(
+        std::unique_ptr<Thread>(Env::Default()->StartThread(
+            ThreadOptions(), strings::StrCat("thread_", 1),
+            [&saved_model, &run_options, &input_tensors, &output_tensors2]() {
+              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
+                                            input_tensors, &output_tensors2));
+            })));
+  }
+
+  ASSERT_EQ(1, output_tensors1.size());
+  test::ExpectTensorEqual<float>(expected_output, output_tensors1.at(0));
+
+  ASSERT_EQ(1, output_tensors2.size());
+  test::ExpectTensorEqual<float>(expected_output, output_tensors2.at(0));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
new file mode 100644
index 00000000000..abef37e5d7f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -0,0 +1,110 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
+
+#include <memory>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow_serving/core/simple_loader.h"
+#include "tensorflow_serving/resources/resource_util.h"
+#include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TfrtSavedModelSourceAdapter::Create(
+    const TfrtSavedModelSourceAdapterConfig& config,
+    std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter) {
+  std::unique_ptr<TfrtSavedModelFactory> factory;
+  TF_RETURN_IF_ERROR(
+      TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
+  adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
+  return OkStatus();
+}
+
+TfrtSavedModelSourceAdapter::~TfrtSavedModelSourceAdapter() { Detach(); }
+
+TfrtSavedModelSourceAdapter::TfrtSavedModelSourceAdapter(
+    std::unique_ptr<TfrtSavedModelFactory> factory)
+    : factory_(std::move(factory)) {}
+
+SimpleLoader<Servable>::CreatorVariant
+TfrtSavedModelSourceAdapter::GetServableCreator(
+    std::shared_ptr<TfrtSavedModelFactory> factory,
+    const StoragePath& path) const {
+  return [factory, path](const Loader::Metadata& metadata,
+                         std::unique_ptr<Servable>* servable) {
+    TF_RETURN_IF_ERROR(
+        factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
+    return OkStatus();
+  };
+}
+
+Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
+                                            std::unique_ptr<Loader>* loader) {
+  std::shared_ptr<TfrtSavedModelFactory> factory = factory_;
+  auto servable_creator = GetServableCreator(factory, path);
+  auto resource_estimator = [factory, path](ResourceAllocation* estimate) {
+    TF_RETURN_IF_ERROR(factory->EstimateResourceRequirement(path, estimate));
+
+    ResourceUtil::Options resource_util_options;
+    resource_util_options.devices = {{device_types::kMain, 1}};
+    std::unique_ptr<ResourceUtil> resource_util =
+        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
+    const Resource ram_resource = resource_util->CreateBoundResource(
+        device_types::kMain, resource_kinds::kRamBytes);
+    resource_util->SetQuantity(
+        ram_resource, resource_util->GetQuantity(ram_resource, *estimate),
+        estimate);
+
+    return OkStatus();
+  };
+  auto post_load_resource_estimator = [factory,
+                                       path](ResourceAllocation* estimate) {
+    return factory->EstimateResourceRequirement(path, estimate);
+  };
+  loader->reset(new SimpleLoader<Servable>(servable_creator, resource_estimator,
+                                           {post_load_resource_estimator}));
+  return OkStatus();
+}
+
+// Register the source adapter.
+class TfrtSavedModelSourceAdapterCreator {
+ public:
+  static Status Create(
+      const TfrtSavedModelSourceAdapterConfig& config,
+      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
+          adapter) {
+    std::unique_ptr<TfrtSavedModelFactory> factory;
+    TF_RETURN_IF_ERROR(
+        TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
+    adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
+    return OkStatus();
+  }
+};
+REGISTER_STORAGE_PATH_SOURCE_ADAPTER(TfrtSavedModelSourceAdapterCreator,
+                                     TfrtSavedModelSourceAdapterConfig);
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
new file mode 100644
index 00000000000..14c7fedb3bb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
@@ -0,0 +1,66 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow_serving/core/simple_loader.h"
+#include "tensorflow_serving/core/source_adapter.h"
+#include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// A SourceAdapter that creates TfrtSavedModelServable Loaders from SavedModel
+// paths. It keeps a TfrtSavedModelFactory as its state, which may house a batch
+// scheduler that is shared across all of the SavedModel it emits.
+class TfrtSavedModelSourceAdapter final
+    : public UnarySourceAdapter<StoragePath, std::unique_ptr<Loader>> {
+ public:
+  static Status Create(const TfrtSavedModelSourceAdapterConfig& config,
+                       std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter);
+
+  ~TfrtSavedModelSourceAdapter() override;
+
+ private:
+  friend class TfrtSavedModelSourceAdapterCreator;
+
+  explicit TfrtSavedModelSourceAdapter(
+      std::unique_ptr<TfrtSavedModelFactory> factory);
+
+  SimpleLoader<Servable>::CreatorVariant GetServableCreator(
+      std::shared_ptr<TfrtSavedModelFactory> factory,
+      const StoragePath& path) const;
+
+  Status Convert(const StoragePath& path,
+                 std::unique_ptr<Loader>* loader) override;
+
+  // We use a shared ptr to share ownership with Loaders we emit, in case they
+  // outlive this object.
+  std::shared_ptr<TfrtSavedModelFactory> factory_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelSourceAdapter);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
new file mode 100644
index 00000000000..0744492aa01
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -0,0 +1,194 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+
+import "tensorflow/core/protobuf/config.proto";
+import "tensorflow_serving/servables/tensorflow/session_bundle_config.proto";
+
+message TfrtSavedModelConfig {
+  reserved 1031;
+  reserved "online_cost_analysis_normalize_ratio";
+
+  // A SessionBundleConfig.
+  // Deprecated.
+  SessionBundleConfig legacy_config = 1000;
+
+  // If true, native ops will be used if they are implemented in TFRT. If
+  // false, all ops are using fallback.
+  bool enable_native_ops = 1001 [deprecated = true];
+
+  // If true, the lite version of MLIR importer would be used.
+  bool use_lite_mlir_importer = 1002;
+
+  // If true, enable grappler for TFRT.
+  bool enable_grappler = 1003;
+
+  // If true, when creating an optimized subgraph, Placer and Grappler will
+  // also run on the functions.
+  bool run_placer_grappler_on_functions = 1020;
+
+  // If true, the function optimizer in the grappler will be enabled, and
+  // optimizations like function inlining will be applied.
+  bool enable_grappler_function_optimizer = 1022;
+
+  // If true, for each client graph, the op costs of the first request will be
+  // recorded and used to re-compile the client graph.
+  bool enable_online_cost_analysis = 1029;
+
+  // If true, the TFRT runtime will use the new interpreter for host execution.
+  bool enable_mlrt = 1030;
+
+  // If true, TFRT will perform GPU related compiler passes.
+  bool enable_tfrt_gpu = 1024;
+
+  // If true, TFRT will use TPU specific compiler passes and perform TPU
+  // specific initialization.
+  bool target_tpu = 1004;
+
+  // If true, resource loading will happen during model loading instead of
+  // inference time.
+  bool hoist_invariant_ops = 1005;
+
+  // If true, sink the resource handle into the nested function to facilitate
+  // invariant ops hoisting.
+  bool sink_in_invariant_ops = 1028;
+
+  // The threshold to merge small streams in TFRT. The stream with cost
+  // smaller than the threshold will be merged.
+  int64 stream_merge_threshold = 1011;
+
+  // The upper bond to merge dependent streams.
+  int64 stream_merge_upper_cost_threshold = 1015;
+
+  // If true, streams with inter data depenedencies will be merged.
+  bool merge_inter_dependent_streams = 1016;
+
+  // Options that apply to all graphs.
+  GraphOptions graph_options = 1006;
+
+  // If set, each emitted saved model is wrapped with a layer that schedules
+  // Run() calls in batches. The batching layer is transparent to the client
+  // (implements the tfrt::SavedModel API).
+  //
+  // IMPORTANT: With batching enabled, client threads will spend most of their
+  // time blocked on SavedModel::Run() calls, waiting for enough peer threads to
+  // also call SavedModel::Run() such that a large batch can be formed. For good
+  // throughput, we recommend setting the number of client threads equal to
+  // roughly twice the maximum batch size ('max_batch_size' below).
+  //
+  // The batching layer uses a SharedBatchScheduler to coordinate batching
+  // across multiple saved model servables emitted by this source adapter. A
+  // BatchSchedulerRetrier is added on top of each batching saved model.
+  BatchingParameters batching_parameters = 1007;
+
+  // Set of SavedModel tags identifying the specific meta graph def to be
+  // loaded.
+  repeated string saved_model_tags = 1008;
+
+  // Enables model warmup.
+  bool enable_model_warmup = 1009;
+  ModelWarmupOptions model_warmup_options = 1010;
+
+  // Tries to use infra validation result to estimate resource usage.
+  bool resource_estimation_uses_validation_result = 1012;
+
+  // If the model contains more than lazy_init_threshold signature defs, use
+  // lazy initilizaion as it is likely not all sigantures are used for serving.
+  int32 lazy_init_threshold = 1013;
+
+  // If true, we'll attempt to find MLArchive within the model source path. If
+  // no MLArchive is found, will use the path as a normal SavedModel directory.
+  bool maybe_load_from_mla = 1025;
+
+  // If true, MIRA implementation of SavedModel API is used, so MIRA API is used
+  // for loading and running the model.
+  bool use_mira = 1027;
+
+  // If true, skip the warmup requests if the signature def is initialized.
+  bool skip_warmup_requests_if_initialized = 1014;
+
+  // If true, move resource gather op to host side.
+  bool tpu_move_resource_gather_to_host = 1017;
+
+  // If tpu_move_resource_gather_to_host is true and the width of the gather
+  // table is less than the threshold, it will be placed on the host.
+  int32 tpu_gather_table_width_threshold_bytes = 1021;
+
+  // If true, use fuesd op for tpu compile, execute and data transfer.
+  bool use_fused_tpu_op = 1018;
+
+  // If true, TFRT will use fallback to handle unsupported features in MLIR
+  // Bridge.
+  bool enable_mlir_bridge_fallback = 1019;
+
+  // If true, tf.While's iterations will be parallelized.
+  bool enable_while_parallel_iterations = 1023;
+
+  // If true, fallback executeops that produce inputs to tpu program will use
+  // tpu host allocator.
+  bool use_tpu_host_allocator_for_inputs = 1026;
+
+  // Enables model specific runtime params described in saved model's
+  // assets.extra/saved_model_config.pb file.
+  bool enable_saved_model_config = 1032;
+
+  // These are no longer used.
+  repeated string auto_fusion_op = 2006 [deprecated = true];
+  int32 auto_fusion_min_cluster_size = 2007 [deprecated = true];
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Enable per-model batching parameters (present in SavedModel). If this
+  // option is enabled, model specific batching params (e.g. timeout, batch
+  // sizes etc.) from `batching_parameters` field above are *ignored* and
+  // instead the one in SavedModel directory are used. This field is only
+  // used if batching is enabled (i.e. `batching_parameters` message above
+  // is set).
+  bool enable_per_model_batching_params = 2008;
+
+  // If true, the lazy loading path will use tfrt_stub::GraphExecutor.
+  bool lazy_loading_use_graph_executor = 2009;
+
+  enum TpuUnpaddedBatchMode {
+    // Disable this feature.
+    UNPADDED_BATCH_DISABLED = 0;
+    // Enable this feature when in-graph batching is detected.
+    UNPADDED_BATCH_AUTO = 1;
+    // Always enable this feature.
+    UNPADDED_BATCH_ENFORCED = 2;
+  }
+
+  // Mode for TPU Unpadded batch.
+  TpuUnpaddedBatchMode tpu_unpadded_batch_mode = 2010;
+
+  // The config file path of the ThreadPoolFactory used to create inter-op
+  // ThreadPools. If unspecified, the default Tensorflow threadpools will be
+  // used.
+  string thread_pool_factory_config_filepath = 2011;
+
+  // If true, validate input tensor specs before executing the request.
+  bool validate_input_specs = 2012;
+
+  // TODO(b/279197040) Remove after b/279197040 is fixed.
+  // If true, validate (by logging mismatches) input tensor specs before
+  // executing the request.
+  bool validate_input_specs_dry_run = 2013;
+
+  // In a predict handler, this option specifies how to serialize tensors
+  // (e.g: as proto fields or as proto content). Serialize as proto fields by
+  // default, for backward compatibility.
+  enum PredictResponseTensorSerializationOption {
+    option allow_alias = true;
+
+    AS_PROTO_DEFAULT = 0;
+    AS_PROTO_FIELD = 0;
+    AS_PROTO_CONTENT = 1;
+  }
+  PredictResponseTensorSerializationOption
+      predict_response_tensor_serialization_option = 2014;
+}
+
+// Config proto for TfrtSavedModelSourceAdapter.
+message TfrtSavedModelSourceAdapterConfig {
+  TfrtSavedModelConfig saved_model_config = 1;
+}
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
new file mode 100644
index 00000000000..d8c910a35b2
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
@@ -0,0 +1,181 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/monitoring/collection_registry.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resource_util.h"
+#include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using test_util::EqualsProto;
+
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
+class TfrtSavedModelSourceAdapterTest
+    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
+ protected:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  TfrtSavedModelSourceAdapterTest() {
+    ResourceUtil::Options resource_util_options;
+    resource_util_options.devices = {{device_types::kMain, 1}};
+    resource_util_ =
+        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
+
+    ram_resource_ = resource_util_->CreateBoundResource(
+        device_types::kMain, resource_kinds::kRamBytes);
+    config_.mutable_saved_model_config()
+        ->mutable_legacy_config()
+        ->set_enable_model_warmup(EnableWarmup());
+    if (EnableNumRequestIterations()) {
+      config_.mutable_saved_model_config()
+          ->mutable_legacy_config()
+          ->mutable_model_warmup_options()
+          ->mutable_num_request_iterations()
+          ->set_value(2);
+    }
+
+    config_.mutable_saved_model_config()
+        ->mutable_legacy_config()
+        ->set_enable_session_metadata(true);
+  }
+
+  void TestTFRTSavedModelSourceAdapter(const string& export_dir) const {
+    std::unique_ptr<Loader> loader;
+    {
+      std::unique_ptr<TfrtSavedModelSourceAdapter> adapter;
+      TF_CHECK_OK(TfrtSavedModelSourceAdapter::Create(config_, &adapter));
+      ServableData<std::unique_ptr<Loader>> loader_data =
+          adapter->AdaptOneVersion(
+              ServableData<StoragePath>({"", 0}, export_dir));
+      TF_ASSERT_OK(loader_data.status());
+      loader = loader_data.ConsumeDataOrDie();
+
+      // Let the adapter fall out of scope and be deleted. The loader we got
+      // from it should be unaffected.
+    }
+
+    // We should get a non-empty resource estimate, and we should get the same
+    // value twice (via memoization).
+    ResourceAllocation first_resource_estimate;
+    TF_ASSERT_OK(loader->EstimateResources(&first_resource_estimate));
+    EXPECT_FALSE(first_resource_estimate.resource_quantities().empty());
+    ResourceAllocation second_resource_estimate;
+    TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
+    EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
+
+    const auto metadata = CreateMetadata();
+    TF_ASSERT_OK(loader->LoadWithMetadata(CreateMetadata()));
+
+    // We should get a new (lower) resource estimate post-load.
+    ResourceAllocation expected_post_load_resource_estimate =
+        first_resource_estimate;
+    resource_util_->SetQuantity(
+        ram_resource_,
+        resource_util_->GetQuantity(ram_resource_, first_resource_estimate),
+        &expected_post_load_resource_estimate);
+    ResourceAllocation actual_post_load_resource_estimate;
+    TF_ASSERT_OK(
+        loader->EstimateResources(&actual_post_load_resource_estimate));
+    EXPECT_THAT(actual_post_load_resource_estimate,
+                EqualsProto(expected_post_load_resource_estimate));
+
+    tfrt::SavedModel& saved_model =
+        down_cast<TfrtSavedModelServable*>(loader->servable().get<Servable>())
+            ->saved_model();
+    TestSingleRequest(&saved_model);
+
+    loader->Unload();
+  }
+
+  void TestSingleRequest(tfrt::SavedModel* saved_model) const {
+    Tensor input = test::AsTensor<float>({100.0f, 42.0f}, {2});
+    // half plus two: output should be input / 2 + 2.
+    Tensor expected_output =
+        test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+
+    std::vector<tensorflow::Tensor> input_tensors;
+    input_tensors.push_back(input);
+    tfrt::SavedModel::RunOptions run_options;
+    std::vector<tensorflow::Tensor> output_tensors;
+    TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                  &output_tensors));
+
+    ASSERT_EQ(1, output_tensors.size());
+    const auto& single_output = output_tensors.at(0);
+    test::ExpectTensorEqual<float>(expected_output, single_output);
+  }
+
+  bool EnableWarmup() const { return std::get<0>(GetParam()); }
+  bool EnableNumRequestIterations() const { return std::get<1>(GetParam()); }
+
+  std::unique_ptr<ResourceUtil> resource_util_;
+  Resource ram_resource_;
+  TfrtSavedModelSourceAdapterConfig config_;
+};
+
+TEST_P(TfrtSavedModelSourceAdapterTest, Basic) {
+  TestTFRTSavedModelSourceAdapter(
+      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                "saved_model_half_plus_two_cpu/00000123"));
+}
+
+TEST_P(TfrtSavedModelSourceAdapterTest, MLMetadata) {
+  TestTFRTSavedModelSourceAdapter(
+      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                "saved_model_half_plus_two_mlmd/00000123"));
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  const monitoring::PointSet& lps =
+      *collected_metrics->point_set_map.at("/tensorflow/serving/mlmd_map");
+
+  EXPECT_EQ(1, lps.points.size());
+  EXPECT_EQ(2, lps.points[0]->labels.size());
+  EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
+  EXPECT_EQ("name", lps.points[0]->labels[0].value);
+  EXPECT_EQ("version", lps.points[0]->labels[1].name);
+  EXPECT_EQ("42", lps.points[0]->labels[1].value);
+  EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
+}
+
+// Test all SavedModelBundleSourceAdapterTest test cases with
+// warmup and num_request_iterations enabled/disabled.
+INSTANTIATE_TEST_CASE_P(VariousOptions, TfrtSavedModelSourceAdapterTest,
+                        ::testing::Combine(::testing::Bool(),
+                                           ::testing::Bool()));
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
new file mode 100644
index 00000000000..283c0cf6bbd
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
@@ -0,0 +1,134 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+
+#include <string>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "absl/container/flat_hash_map.h"
+#include "absl/status/status.h"
+#include "absl/strings/str_cat.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/io/record_reader.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+Status RunWarmupRequest(const PredictionLog& warmup_record,
+                        const tfrt::SavedModel::RunOptions& run_options,
+                        int lazy_init_threshold,
+                        bool skip_warmup_requests_if_initialized,
+                        tfrt::SavedModel* saved_model) {
+  // If the signature defs are already initilized and
+  // skip_warmup_requests_if_initialized is set to true, skip executing warmup
+  // requests. We always execute MultiInference warmup requests as it will
+  // trigger the compilation and initialization for combination of signature
+  // defs, which won't be triggered during model loading.
+  if (skip_warmup_requests_if_initialized &&
+      saved_model->GetMetaGraphDef().signature_def_size() <=
+          lazy_init_threshold &&
+      warmup_record.log_type_case() != PredictionLog::kMultiInferenceLog) {
+    return OkStatus();
+  }
+
+  switch (warmup_record.log_type_case()) {
+    case PredictionLog::kPredictLog: {
+      PredictResponse response;
+      TF_RETURN_IF_ERROR(RunPredict(run_options, {}, saved_model,
+                                    warmup_record.predict_log().request(),
+                                    &response));
+    } break;
+    case PredictionLog::kPredictStreamedLog: {
+      if (warmup_record.predict_streamed_log().request_size() == 0) {
+        return absl::InvalidArgumentError(absl::StrCat(
+            "predict_streamed_log does not contain any requests."));
+      }
+      if (warmup_record.predict_streamed_log().request_size() > 1) {
+        return absl::InvalidArgumentError(
+            absl::StrCat("predict_streamed_log contains more than one request, "
+                         "which is not supported by PredictStreamed."));
+      }
+      PredictResponse response;
+      auto run_opts = run_options;
+      run_opts.streamed_output_callback =
+          [](absl::flat_hash_map<std::string, tensorflow::Tensor>) {};
+      TF_RETURN_IF_ERROR(RunPredict(
+          run_opts, {}, saved_model,
+          warmup_record.predict_streamed_log().request(0), &response));
+    } break;
+    case PredictionLog::kClassifyLog: {
+      ClassificationResponse response;
+      TF_RETURN_IF_ERROR(RunClassify(run_options, {}, saved_model,
+                                     warmup_record.classify_log().request(),
+                                     &response));
+      break;
+    }
+    case PredictionLog::kRegressLog: {
+      RegressionResponse response;
+      TF_RETURN_IF_ERROR(RunRegress(run_options, {}, saved_model,
+                                    warmup_record.regress_log().request(),
+                                    &response));
+      break;
+    }
+    case PredictionLog::kMultiInferenceLog: {
+      MultiInferenceResponse response;
+      TF_RETURN_IF_ERROR(RunMultiInference(
+          run_options, {}, saved_model,
+          warmup_record.multi_inference_log().request(), &response));
+      break;
+    }
+    default:
+      return errors::Unimplemented(strings::StrCat(
+          "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
+      break;
+  }
+  return OkStatus();
+}
+
+}  // namespace
+
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const string& export_dir, int lazy_init_threshold,
+                           bool skip_warmup_requests_if_initialized,
+                           tfrt::SavedModel* saved_model) {
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  return internal::RunSavedModelWarmup(
+      model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
+        return RunWarmupRequest(
+            prediction_log, run_options, lazy_init_threshold,
+            skip_warmup_requests_if_initialized, saved_model);
+      });
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
new file mode 100644
index 00000000000..d53f4bf8dda
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
@@ -0,0 +1,42 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
+
+#include <string>
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/protobuf/saved_model.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Run warmup requests to trigger lazy initializations (such as TF
+// optimizations, XLA compilations) at load time, and consequently improve first
+// request latency.
+// Supported request types: Predict.
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const string& export_dir, int lazy_init_threshold,
+                           bool skip_warmup_requests_if_initialized,
+                           tfrt::SavedModel* saved_model);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
new file mode 100644
index 00000000000..b0b6d0c36ab
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
@@ -0,0 +1,273 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+
+#include <string>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/tfrt/graph_executor/graph_execution_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow/tsl/platform/path.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::Return;
+using ::testing::ReturnRef;
+using ::testing::WithArgs;
+
+class TFRTSavedModelWarmupOptionsTest : public ::testing::TestWithParam<bool> {
+ public:
+  bool EnableNumRequestIterations() { return GetParam(); }
+
+  ModelWarmupOptions GetModelWarmupOptions() {
+    ModelWarmupOptions options;
+    if (EnableNumRequestIterations()) {
+      options.mutable_num_request_iterations()->set_value(2);
+    }
+    return options;
+  }
+
+  int GetNumRequestIterations() {
+    if (EnableNumRequestIterations()) {
+      return 2;
+    }
+    return 1;
+  }
+};
+
+TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
+  string base_path = io::JoinPath(testing::TmpDir(), "MixedWarmupData");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature predict_signature;
+  predict_signature.input_names = {kPredictInputs};
+  tfrt::TensorSpec spec(tensorflow::DT_STRING);
+  predict_signature.input_specs = {spec};
+  predict_signature.output_names = {kPredictOutputs};
+  tfrt::FunctionMetadata predict_function_metadata(&predict_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
+      .WillRepeatedly(Return(predict_function_metadata));
+
+  tfrt::internal::Signature classify_signature;
+  classify_signature.input_names = {kClassifyInputs};
+  classify_signature.output_names = {kClassifyOutputClasses,
+                                     kClassifyOutputScores};
+  tfrt::FunctionMetadata classify_function_metadata(&classify_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName))
+      .WillRepeatedly(Return(classify_function_metadata));
+
+  tfrt::internal::Signature regress_signature;
+  regress_signature.input_names = {kRegressInputs};
+  regress_signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata regress_function_metadata(&regress_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName))
+      .WillRepeatedly(Return(regress_function_metadata));
+
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  Tensor scores(DT_FLOAT, TensorShape({1, 1}));
+  Tensor classes(DT_STRING, TensorShape({1, 1}));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kPredictMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kRegressMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kClassifyMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(classes);
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, RunMultipleSignatures(_, _, _, _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(DoAll(
+          WithArgs<3>([&](std::vector<std::vector<Tensor>>* output_tensors) {
+            output_tensors->resize(2);
+            (*output_tensors)[0].push_back(scores);
+            (*output_tensors)[1].push_back(classes);
+            (*output_tensors)[1].push_back(scores);
+          }),
+          Return(OkStatus())));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/0,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+TEST_P(TFRTSavedModelWarmupOptionsTest, PredictStreamedWarmupData) {
+  std::string base_path =
+      tsl::io::JoinPath(testing::TmpDir(), "PredictStreamedWarmupData");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  std::string fname =
+      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                        internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<std::string> warmup_records;
+  TF_ASSERT_OK(
+      AddToWarmupData(&warmup_records, PredictionLog::kPredictStreamedLog));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  auto saved_model = std::make_unique<test_util::MockSavedModel>();
+
+  tfrt::internal::Signature signature;
+  signature.input_names = {kPredictInputs};
+  signature.input_specs = {tfrt::TensorSpec(tensorflow::DT_STRING)};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
+      .WillRepeatedly(Return(function_metadata));
+
+  MetaGraphDef meta_graph_def;
+  (*meta_graph_def.mutable_signature_def())[kPredictMethodName] =
+      CreateSignatureDef(kPredictMethodName, {kPredictInputs}, {});
+
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  EXPECT_CALL(
+      *saved_model,
+      Run(::testing::Field(
+              &tfrt_stub::GraphExecutionRunOptions::streamed_output_callback,
+              ::testing::NotNull()),
+          ::testing::Eq(kPredictMethodName),
+          ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(Return(absl::OkStatus()));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/0,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+INSTANTIATE_TEST_SUITE_P(WarmupOptions, TFRTSavedModelWarmupOptionsTest,
+                         ::testing::Bool());
+
+TEST(TFRTSavedModelWarmupTest, UnsupportedLogType) {
+  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedLogType");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  // Add unsupported log type
+  PredictionLog prediction_log;
+  TF_ASSERT_OK(
+      PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog));
+  warmup_records.push_back(prediction_log.SerializeAsString());
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+  const Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path,
+      /*lazy_init_threshold=*/0,
+      /*skip_warmup_requests_if_initialized=*/true, saved_model.get());
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Unsupported log_type for warmup"));
+}
+
+TEST(TFRTSavedModelWarmupTest, SkipWarmupRequest) {
+  string base_path = io::JoinPath(testing::TmpDir(), "SkipWarmupRequest");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(AddMixedWarmupData(
+      &warmup_records, {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
+                        PredictionLog::kPredictLog}));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName)).Times(0);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName)).Times(0);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName)).Times(0);
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/10,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
new file mode 100644
index 00000000000..9662ffa22c2
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -0,0 +1,249 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+#include <stdint.h>
+
+#include <memory>
+#include <string>
+#include <unordered_set>
+#include <utility>
+
+#include "absl/container/flat_hash_map.h"
+#include "absl/container/flat_hash_set.h"
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/str_cat.h"
+#include "absl/strings/string_view.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/platform/tracing.h"  // NOLINT
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/tsl/platform/errors.h"
+#include "tensorflow/tsl/platform/threadpool_options.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+TfrtSavedModelServable::TfrtSavedModelServable(
+    absl::string_view name, int64_t version, const TfrtSavedModelConfig& config,
+    std::unique_ptr<tfrt_stub::SavedModel> saved_model,
+    ThreadPoolFactory* thread_pool_factory)
+    : Servable(name, version),
+      saved_model_(std::move(saved_model)),
+      config_(config),
+      thread_pool_factory_(thread_pool_factory) {
+  switch (config_.predict_response_tensor_serialization_option()) {
+    case TfrtSavedModelConfig::AS_PROTO_FIELD: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+      break;
+    }
+    case TfrtSavedModelConfig::AS_PROTO_CONTENT: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoContent;
+      break;
+    }
+    default: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+      break;
+    }
+  }
+}
+
+tfrt_stub::SavedModel::RunOptions
+TfrtSavedModelServable::GetTFRTSavedModelRunOptions(
+    const Servable::RunOptions& run_options) const {
+  tfrt_stub::SavedModel::RunOptions options;
+  if (run_options.deadline != absl::InfiniteFuture()) {
+    options.deadline = absl::ToChronoTime(run_options.deadline);
+  }
+  options.validate_input_specs = config_.validate_input_specs();
+  options.validate_input_specs_dry_run = config_.validate_input_specs_dry_run();
+  return options;
+}
+
+absl::Status TfrtSavedModelServable::Classify(
+    const RunOptions& run_options, const ClassificationRequest& request,
+    ClassificationResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Classify");
+  return RunClassify(GetTFRTSavedModelRunOptions(run_options), version(),
+                     saved_model_.get(), request, response);
+}
+
+absl::Status TfrtSavedModelServable::Regress(const RunOptions& run_options,
+                                             const RegressionRequest& request,
+                                             RegressionResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Regress");
+  return RunRegress(GetTFRTSavedModelRunOptions(run_options), version(),
+                    saved_model_.get(), request, response);
+}
+
+absl::Status TfrtSavedModelServable::Predict(const RunOptions& run_options,
+                                             const PredictRequest& request,
+                                             PredictResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Predict");
+  return internal::RunPredict(
+      GetTFRTSavedModelRunOptions(run_options), version(),
+      predict_response_tensor_serialization_option_, saved_model_.get(),
+      request, response,
+      thread_pool_factory_ == nullptr
+          ? tsl::thread::ThreadPoolOptions()
+          : thread_pool_factory_->GetThreadPools().get());
+}
+
+// TODO(b/288096487): Add a unit test once we have the streaming model in OSS.
+absl::Status TfrtSavedModelServable::PredictStreamed(
+    const RunOptions& run_options, const PredictRequest& request,
+    absl::AnyInvocable<void(PredictResponse)> response_callback) {
+  TRACELITERAL("TfrtSavedModelServable::PredictStreamed");
+
+  auto tfrt_run_options = GetTFRTSavedModelRunOptions(run_options);
+
+  std::string signature_name = request.model_spec().signature_name().empty()
+                                   ? kDefaultServingSignatureDefKey
+                                   : request.model_spec().signature_name();
+
+  tensorflow::serving::ModelSpec model_spec = request.model_spec();
+  model_spec.set_signature_name(signature_name);
+  model_spec.mutable_version()->set_value(version());
+
+  tfrt_run_options.streamed_output_callback =
+      [&](absl::flat_hash_map<std::string, tensorflow::Tensor> outputs) {
+        tensorflow::serving::PredictResponse response;
+        *response.mutable_model_spec() = model_spec;
+
+        for (const auto& [output_key, output_tensor] : outputs) {
+          tensorflow::TensorProto& tensor_proto =
+              (*response.mutable_outputs())[output_key];
+
+          // TODO(b/288096487): We are assuming
+          // predict_response_tensor_serialization_option_ == kAsProtoField. The
+          // proper way is to check serialize based on the value of
+          // predict_response_tensor_serialization_option_.
+          output_tensor.AsProtoField(&tensor_proto);
+        }
+
+        response_callback(std::move(response));
+        // TODO(b/288096487): Add streamz support.
+      };
+
+  // The actual responses are passed through `response_callback`. The graph
+  // should have no output tensors currently.
+  PredictResponse response;
+
+  return internal::RunPredict(
+      tfrt_run_options, version(),
+      predict_response_tensor_serialization_option_, saved_model_.get(),
+      request, &response,
+      thread_pool_factory_ == nullptr
+          ? tsl::thread::ThreadPoolOptions()
+          : thread_pool_factory_->GetThreadPools().get());
+}
+
+absl::Status TfrtSavedModelServable::MultiInference(
+    const RunOptions& run_options, const MultiInferenceRequest& request,
+    MultiInferenceResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::MultiInference");
+  return RunMultiInference(GetTFRTSavedModelRunOptions(run_options), version(),
+                           saved_model_.get(), request, response);
+}
+
+namespace {
+
+absl::Status ValidateGetModelMetadataRequest(
+    const GetModelMetadataRequest& request) {
+  if (request.metadata_field_size() == 0) {
+    return absl::InvalidArgumentError(
+        "GetModelMetadataRequest must specify at least one metadata_field");
+  }
+  for (const auto& metadata_field : request.metadata_field()) {
+    if (metadata_field != kSignatureDef) {
+      return absl::InvalidArgumentError(
+          absl::StrCat("Metadata field ", metadata_field, " is not supported"));
+    }
+  }
+  return absl::OkStatus();
+}
+
+}  // namespace
+
+absl::Status TfrtSavedModelServable::GetModelMetadata(
+    const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::GetModelMetadata");
+
+  TF_RETURN_IF_ERROR(ValidateGetModelMetadataRequest(request));
+
+  for (const auto& metadata_field : request.metadata_field()) {
+    if (metadata_field == kSignatureDef) {
+      SignatureDefMap signature_def_map;
+      for (const auto& signature :
+           saved_model_->GetMetaGraphDef().signature_def()) {
+        (*signature_def_map.mutable_signature_def())[signature.first] =
+            signature.second;
+      }
+
+      auto* response_model_spec = response->mutable_model_spec();
+      response_model_spec->set_name(name());
+      response_model_spec->mutable_version()->set_value(version());
+      (*response->mutable_metadata())[kSignatureDef].PackFrom(
+          signature_def_map);
+    } else {
+      return absl::InvalidArgumentError(
+          absl::StrCat("MetadataField ", metadata_field, " is not supported"));
+    }
+  }
+
+  return absl::OkStatus();
+}
+
+absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
+CreateTfrtSavedModelServable(
+    const tensorflow::tfrt_stub::SavedModel::Options& options,
+    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
+    absl::flat_hash_set<std::string> tags) {
+  TF_ASSIGN_OR_RETURN(
+      auto saved_model,
+      tensorflow::tfrt_stub::SavedModelImpl::LoadSavedModel(
+          options, saved_model_dir,
+          std::unordered_set<std::string>(tags.begin(), tags.end())));
+
+  TfrtSavedModelConfig config;
+  return std::make_unique<TfrtSavedModelServable>(
+      name, version, config, std::move(saved_model),
+      /*thread_pool_factory=*/nullptr);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
new file mode 100644
index 00000000000..4634aefe56e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -0,0 +1,101 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/container/flat_hash_set.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Implements PredictionService`-like interface for a single SavedModel based on
+// `tensorflow::tfrt_stub::SavedModel`. Executables are lazily compiled on its
+// first use and cached. This class is thread-safe.
+class TfrtSavedModelServable : public Servable {
+ public:
+  TfrtSavedModelServable(absl::string_view name, int64_t version,
+                         const TfrtSavedModelConfig& config,
+                         std::unique_ptr<tfrt_stub::SavedModel> saved_model,
+                         ThreadPoolFactory* thread_pool_factory);
+
+  absl::Status Classify(const RunOptions& run_options,
+                        const ClassificationRequest& request,
+                        ClassificationResponse* response) override;
+
+  absl::Status Regress(const RunOptions& run_options,
+                       const RegressionRequest& request,
+                       RegressionResponse* response) override;
+
+  absl::Status Predict(const RunOptions& run_options,
+                       const PredictRequest& request,
+                       PredictResponse* response) override;
+
+  absl::Status PredictStreamed(
+      const RunOptions& run_options, const PredictRequest& request,
+      absl::AnyInvocable<void(PredictResponse)> response_callback) override;
+
+  absl::Status MultiInference(const RunOptions& run_options,
+                              const MultiInferenceRequest& request,
+                              MultiInferenceResponse* response) override;
+
+  absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
+                                GetModelMetadataResponse* response) override;
+
+  tfrt_stub::SavedModel& saved_model() const { return *saved_model_; }
+
+ private:
+  tfrt_stub::SavedModel::RunOptions GetTFRTSavedModelRunOptions(
+      const Servable::RunOptions& run_options) const;
+
+  std::unique_ptr<tfrt_stub::SavedModel> saved_model_;
+
+  TfrtSavedModelConfig config_;
+
+  internal::PredictResponseTensorSerializationOption
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+
+  // `thread_pool_factory_` is not owned by Servables. In a typical
+  // implementation, the factory will own the `thread_pool_factory_` and it will
+  // be shared across different Servables.
+  ThreadPoolFactory* thread_pool_factory_ = nullptr;
+};
+
+// Creates a TfrtSavedModelServable from `saved_model_dir`.
+absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
+CreateTfrtSavedModelServable(
+    const tensorflow::tfrt_stub::SavedModel::Options& options,
+    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
+    absl::flat_hash_set<std::string> tags);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index 30928bbd66b..afb6204f76d 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -34,6 +34,5 @@ cc_test(
         ":gzip_zlib",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_absl//absl/strings",
-        "@com_google_googletest//:gtest",
     ],
 )

From c5b069e12448a34ccfcb9b7aa817f91a2409f44d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Sep 2023 18:01:39 -0700
Subject: [PATCH 6742/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a7688e5e-0d9f-46f2-832c-25c42539694f

PiperOrigin-RevId: 562945526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e9c281bd11..bb9c805d5bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06c57431a0ccd399094682034a2599678f064453c46ca5398e0f15c31bb6c2f0",
-    git_commit = "735f5f200274ffce220f6b1047e267b316040abf",
+    sha256 = "33ea307aa6e3dd73125becff924b9f08892a2b26c39d08ef4e3b5ffeebdbb4bc",
+    git_commit = "aea2f3954a5437635fb9239853edd3929d605d8e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4cacc8dd6ceca8812c5d0930d009726e0522956f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Sep 2023 00:01:51 -0700
Subject: [PATCH 6743/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd11fee0-e10d-4f34-9f01-8b9cfd9f899e

PiperOrigin-RevId: 563010085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb9c805d5bb..4b919e4cdd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33ea307aa6e3dd73125becff924b9f08892a2b26c39d08ef4e3b5ffeebdbb4bc",
-    git_commit = "aea2f3954a5437635fb9239853edd3929d605d8e",
+    sha256 = "c402b491447df750ed337a93297c692aa57a46fbffb64c5fd5241fd98a3dbf6d",
+    git_commit = "892d28b4c9cb20f61313dae2412c11c2412ef514",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34393393d701d88eea6feb409f946fe21dd0df1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Sep 2023 06:02:06 -0700
Subject: [PATCH 6744/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/008588dd-6c99-439e-b87e-95355f1001fd

PiperOrigin-RevId: 563080994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b919e4cdd4..d6b7dd42b36 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c402b491447df750ed337a93297c692aa57a46fbffb64c5fd5241fd98a3dbf6d",
-    git_commit = "892d28b4c9cb20f61313dae2412c11c2412ef514",
+    sha256 = "244cfbd71aebbda8bd30f27b71cbb162a5e051498cec4d80f5997cdab358a40d",
+    git_commit = "afbc88e6197cf0051ec93c38725932173c2173c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 855e37d99a26339fd27eadac28c6add765cc818f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Sep 2023 12:01:45 -0700
Subject: [PATCH 6745/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e50b3f85-f10e-4be5-9bb3-3b7f22056dd5

PiperOrigin-RevId: 563174951
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6b7dd42b36..62324c696f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "244cfbd71aebbda8bd30f27b71cbb162a5e051498cec4d80f5997cdab358a40d",
-    git_commit = "afbc88e6197cf0051ec93c38725932173c2173c6",
+    sha256 = "486f040c637b3b2a0c424090888288ce11bad725ea43b020ca8272203e620353",
+    git_commit = "e23c4445adbc98011c28b5dad89f07614273ca98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From befea65039fea655e5c49070089416db8b08771f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Sep 2023 18:01:42 -0700
Subject: [PATCH 6746/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a74c0398-f221-48bb-87e1-8c46f9df4e0b

PiperOrigin-RevId: 563268075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62324c696f4..340df3d5eeb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "486f040c637b3b2a0c424090888288ce11bad725ea43b020ca8272203e620353",
-    git_commit = "e23c4445adbc98011c28b5dad89f07614273ca98",
+    sha256 = "1f5644a5b343d23ea3e7a13c01abe18e87a3c8363fe0d9d1d8c7a52e7f856e36",
+    git_commit = "f48c61c71d7d1e2b065ea622921fcf81281a8a13",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21ba5109324edffa4bd036417a7d69ae57cac375 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Sep 2023 10:46:53 -0700
Subject: [PATCH 6747/8103] Keep the internal deps internal.

PiperOrigin-RevId: 563479945
---
 tensorflow_serving/model_servers/test_util/BUILD | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 426418fb187..95d2ac7f216 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,7 +1,7 @@
 # Description: Model Server test utility
 
 # Placeholder: load py_library
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+load("//tensorflow_serving:serving.bzl", "if_google", "serving_proto_library")
 
 package(
     default_visibility = [
@@ -58,6 +58,9 @@ cc_library(
     srcs = ["server_core_test_util.cc"],
     hdrs = ["server_core_test_util.h"],
     data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ] + if_google([
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.index",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two/00000123/export.meta",
@@ -67,9 +70,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.data-00000-of-00001",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.index",
         "//tensorflow_serving/servables/tensorflow/google/testdata:half_plus_two_2_versions/00000124/export.meta",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions",
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
+    ]),
     visibility = [
         "//visibility:public",
     ],

From 1f5d8d7713d961fdc2b1011fb14d6c7f2e38ba61 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 12 Sep 2023 08:49:22 -0700
Subject: [PATCH 6748/8103] Internal change.

PiperOrigin-RevId: 564734642
---
 .../ops/remote_predict/kernels/prediction_service_grpc.cc       | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index b2467bbeabf..af1e0bac187 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -44,7 +44,7 @@ PredictionServiceGrpc::PredictionServiceGrpc(
 StatusOr<::grpc::ClientContext*> PredictionServiceGrpc::CreateRpc(
     absl::Duration max_rpc_deadline) {
   ::grpc::ClientContext* rpc = new ::grpc::ClientContext();
-  // TODO(b/159739577): Set deadline as the min value between
+  // TODO(b/300069508): Set deadline as the min value between
   // the incoming rpc deadline and max_rpc_deadline_millis.
   rpc->set_deadline(std::chrono::system_clock::now() +
                     absl::ToChronoSeconds(max_rpc_deadline));

From 445a87ba217a9884bb567d9f9dc33511e08fd519 Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Tue, 12 Sep 2023 12:46:46 -0700
Subject: [PATCH 6749/8103] Add an option to override to the size of GPU system

PiperOrigin-RevId: 564804399
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc            | 2 ++
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto  | 2 ++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index e9c8424c438..c646ef82e24 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -228,6 +228,8 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
   options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
+  options.graph_execution_options.gpu_system_memory_size_in_mb =
+      config_.gpu_system_memory_size_in_mb();
   options.graph_execution_options.enable_grappler_function_optimizer =
       config_.enable_grappler_function_optimizer();
   options.graph_execution_options.enable_online_cost_analysis =
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 0744492aa01..ae0596975c1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -186,6 +186,8 @@ message TfrtSavedModelConfig {
   }
   PredictResponseTensorSerializationOption
       predict_response_tensor_serialization_option = 2014;
+  // The size of reserved memory space for GPU system.
+  int32 gpu_system_memory_size_in_mb = 2015;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From a39289b422714be4cf8a723d6f7d409f12c0f24c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Sep 2023 23:07:42 -0700
Subject: [PATCH 6750/8103] This cl is causing test failures and we are rolling
 it back.

PiperOrigin-RevId: 564939785
---
 tensorflow_serving/batching/BUILD             |  36 -
 .../tfrt_saved_model_with_batching.cc         | 522 -------------
 .../batching/tfrt_saved_model_with_batching.h |  98 ---
 .../tfrt_saved_model_with_batching_test.cc    | 699 ------------------
 tensorflow_serving/core/test_util/BUILD       |  11 +-
 tensorflow_serving/model_servers/BUILD        |  23 -
 .../test_util/mock_server_core.h              |   1 +
 .../tfrt_prediction_service_impl.cc           | 165 -----
 .../tfrt_prediction_service_impl.h            |  64 --
 tensorflow_serving/servables/tensorflow/BUILD | 634 +---------------
 .../tensorflow/saved_model_config_stub.cc     |  63 --
 .../tensorflow/saved_model_config_stub.h      |  50 --
 .../servables/tensorflow/test_util/BUILD      |  15 -
 .../test_util/mock_tfrt_saved_model.h         |  74 --
 .../servables/tensorflow/testdata/BUILD       |  20 -
 .../assets.extra/saved_model_config.pb        |   0
 .../00000123/saved_model.pb                   | Bin 15176 -> 0 bytes
 .../variables/variables.data-00000-of-00001   | Bin 20 -> 0 bytes
 .../00000123/variables/variables.index        | Bin 172 -> 0 bytes
 .../assets.extra/saved_model_config.pb        |  11 -
 .../00000123/saved_model.pb                   | Bin 15176 -> 0 bytes
 .../variables/variables.data-00000-of-00001   | Bin 20 -> 0 bytes
 .../00000123/variables/variables.index        | Bin 172 -> 0 bytes
 .../tensorflow/tfrt_classification_service.cc |  57 --
 .../tensorflow/tfrt_classification_service.h  |  48 --
 .../tfrt_classification_service_test.cc       | 206 ------
 .../servables/tensorflow/tfrt_classifier.cc   | 222 ------
 .../servables/tensorflow/tfrt_classifier.h    |  51 --
 .../tensorflow/tfrt_classifier_test.cc        | 565 --------------
 .../tfrt_get_model_metadata_impl.cc           |  54 --
 .../tensorflow/tfrt_get_model_metadata_impl.h |  43 --
 .../tfrt_get_model_metadata_impl_test.cc      | 224 ------
 .../tensorflow/tfrt_multi_inference.cc        | 136 ----
 .../tensorflow/tfrt_multi_inference.h         |  38 -
 .../tensorflow/tfrt_multi_inference_test.cc   | 305 --------
 .../servables/tensorflow/tfrt_predict_util.cc | 273 -------
 .../servables/tensorflow/tfrt_predict_util.h  |  57 --
 .../tensorflow/tfrt_predict_util_test.cc      | 578 ---------------
 .../tensorflow/tfrt_regression_service.cc     |  55 --
 .../tensorflow/tfrt_regression_service.h      |  48 --
 .../tfrt_regression_service_test.cc           | 204 -----
 .../servables/tensorflow/tfrt_regressor.cc    | 163 ----
 .../servables/tensorflow/tfrt_regressor.h     |  50 --
 .../tensorflow/tfrt_regressor_test.cc         | 568 --------------
 .../tensorflow/tfrt_saved_model_factory.cc    | 342 ---------
 .../tensorflow/tfrt_saved_model_factory.h     | 167 -----
 .../tfrt_saved_model_factory_test.cc          | 180 -----
 .../tfrt_saved_model_source_adapter.cc        | 110 ---
 .../tfrt_saved_model_source_adapter.h         |  66 --
 .../tfrt_saved_model_source_adapter.proto     | 196 -----
 .../tfrt_saved_model_source_adapter_test.cc   | 181 -----
 .../tensorflow/tfrt_saved_model_warmup.cc     | 134 ----
 .../tensorflow/tfrt_saved_model_warmup.h      |  42 --
 .../tfrt_saved_model_warmup_test.cc           | 273 -------
 .../servables/tensorflow/tfrt_servable.cc     | 249 -------
 .../servables/tensorflow/tfrt_servable.h      | 101 ---
 .../util/net_http/compression/BUILD           |   1 +
 57 files changed, 11 insertions(+), 8462 deletions(-)
 delete mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
 delete mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.h
 delete mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
 delete mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
 delete mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.data-00000-of-00001
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.index
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.data-00000-of-00001
 delete mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.index
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.cc
 delete mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.h

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index acf42872a85..3ff1ea74fcd 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -204,39 +204,3 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
-
-cc_library(
-    name = "tfrt_saved_model_with_batching",
-    srcs = ["tfrt_saved_model_with_batching.cc"],
-    hdrs = ["tfrt_saved_model_with_batching.h"],
-    deps = [
-        ":batching_options",
-        ":batching_session",
-        ":batching_util",
-        ":incremental_barrier",
-        "@com_google_absl//absl/container:flat_hash_map",
-        "@com_google_absl//absl/container:inlined_vector",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
-    ],
-)
-
-cc_test(
-    name = "tfrt_saved_model_with_batching_test",
-    srcs = ["tfrt_saved_model_with_batching_test.cc"],
-    deps = [
-        ":batching_util",
-        ":tfrt_saved_model_with_batching",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
-        "@com_google_absl//absl/functional:bind_front",
-        "@com_google_googletest//:gtest",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
deleted file mode 100644
index f31027451bb..00000000000
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
+++ /dev/null
@@ -1,522 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
-
-#include "absl/container/flat_hash_map.h"
-#include "absl/container/inlined_vector.h"
-#include "tensorflow/core/framework/tensor_util.h"
-#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
-#include "tensorflow/core/lib/gtl/cleanup.h"
-#include "tensorflow/core/lib/monitoring/sampler.h"
-#include "tensorflow_serving/batching/batching_util.h"
-#include "tensorflow_serving/batching/incremental_barrier.h"
-
-namespace tensorflow {
-namespace serving {
-
-using tfrt::FunctionMetadata;
-using tfrt::SavedModel;
-
-namespace {
-
-auto *queuing_latency = monitoring::Sampler<0>::New(
-    {"/tensorflow/serving/saved_model_with_batching/queuing_latency",
-     "Distribution of wall time spent (in microseconds) in queuing"},
-    // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
-    monitoring::Buckets::Exponential(100, 1.2, 52));
-
-// Batching implementation of SavedModel.
-class SavedModelWithBatching : public tfrt::SavedModel {
- public:
-  static Status Create(const SavedModelBatchingOptions &options,
-                       const std::vector<FuncNameWithBatchingSchedulerCreator>
-                           &func_name_with_batching_scheduler_creator,
-                       std::unique_ptr<SavedModel> saved_model,
-                       std::unique_ptr<SavedModel> *result);
-
-  // Public ctor because of absl::make_unique. It's okay given the class is
-  // not publicly visible.
-  SavedModelWithBatching(const SavedModelBatchingOptions &options,
-                         std::unique_ptr<SavedModel> saved_model);
-
-  const tensorflow::MetaGraphDef &GetMetaGraphDef() const override {
-    return wrapped_->GetMetaGraphDef();
-  }
-
-  std::vector<std::string> GetFunctionNames() const override {
-    return wrapped_->GetFunctionNames();
-  }
-
-  absl::optional<FunctionMetadata> GetFunctionMetadata(
-      absl::string_view func_name) const override {
-    return wrapped_->GetFunctionMetadata(func_name);
-  }
-
-  // The semantics of Run() is identical to its parent, it internally blocks,
-  // batches multiple Run() and splits the result once the batch finishes and
-  // unblocks.
-  Status Run(const tfrt::SavedModel::RunOptions &run_options,
-             absl::string_view func_name, absl::Span<const Tensor> inputs,
-             std::vector<Tensor> *outputs) override;
-
-  Status RunMultipleSignatures(
-      const RunOptions &run_options, absl::Span<const std::string> names,
-      absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
-      std::vector<std::vector<tensorflow::Tensor>> *multi_outputs) override {
-    // TODO(b/191149783): Implement batching support for
-    // RunMultipleSignatures().
-    return wrapped_->RunMultipleSignatures(run_options, names, multi_inputs,
-                                           multi_outputs);
-  }
-
-  Status RunByTensorNames(
-      const RunOptions &run_options,
-      absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs,
-      absl::Span<const std::string> output_tensor_names,
-      absl::Span<const std::string> target_node_names,
-      std::vector<tensorflow::Tensor> *outputs) {
-    // TODO(b/191149783): Implement batching support for RunByTensorNames().
-    return wrapped_->RunByTensorNames(run_options, inputs, output_tensor_names,
-                                      target_node_names, outputs);
-  }
-
- private:
-  // Batches tensors in `batch` and invokes Run() with underlying `wrapped_`.
-  void ProcessBatch(absl::string_view func_name,
-                    std::unique_ptr<Batch<SavedModelBatchingTask>> batch);
-
-  // Batches tensors in `batch` and stores the result in `batch_inputs`.
-  Status BatchInputTensors(absl::string_view func_name,
-                           const Batch<SavedModelBatchingTask> &batch,
-                           std::vector<Tensor> *batch_inputs);
-
-  // For each tensor in `combined_outputs`, splits it according to `batch` and
-  // stores the result in corresponding BatchingTask.
-  Status SplitOutputTensors(std::vector<Tensor> combined_outputs,
-                            Batch<SavedModelBatchingTask> *batch);
-
-  const SavedModelBatchingOptions options_;
-
-  // Underlying SavedModel.
-  std::unique_ptr<SavedModel> wrapped_;
-  absl::flat_hash_map<std::string,
-                      std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>>
-      batch_schedulers_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(SavedModelWithBatching);
-};
-
-SavedModelWithBatching::SavedModelWithBatching(
-    const SavedModelBatchingOptions &options,
-    std::unique_ptr<SavedModel> saved_model)
-    : tfrt::SavedModel(&saved_model->runtime()),
-      options_(options),
-      wrapped_(std::move(saved_model)) {}
-
-Status SavedModelWithBatching::Create(
-    const SavedModelBatchingOptions &options,
-    const std::vector<FuncNameWithBatchingSchedulerCreator>
-        &func_name_with_batching_scheduler_creators,
-    std::unique_ptr<SavedModel> saved_model,
-    std::unique_ptr<SavedModel> *result) {
-  if (saved_model == nullptr) {
-    return errors::FailedPrecondition("saved_model must not be null.");
-  }
-
-  SavedModel *raw_saved_model = saved_model.get();
-  std::unique_ptr<SavedModelWithBatching> saved_model_with_batching =
-      absl::make_unique<SavedModelWithBatching>(options,
-                                                std::move(saved_model));
-  SavedModelWithBatching *raw_saved_model_with_batching =
-      saved_model_with_batching.get();
-
-  for (const auto &entry : func_name_with_batching_scheduler_creators) {
-    if (!raw_saved_model->GetFunctionMetadata(entry.func_name)) {
-      LOG(WARNING) << "Function " << entry.func_name
-                   << " is not found in the model. ";
-      continue;
-    }
-
-    auto insert_result = saved_model_with_batching->batch_schedulers_.emplace(
-        std::string(entry.func_name), /*scheduler=*/nullptr);
-    if (!insert_result.second) {
-      return errors::FailedPrecondition(
-          absl::StrCat("Specified multiple batch schedulers for function ",
-                       entry.func_name));
-    }
-
-    const std::string &func_name = insert_result.first->first;
-    TF_RETURN_IF_ERROR(entry.scheduler_creator(
-        [func_name, raw_saved_model_with_batching](
-            std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
-          raw_saved_model_with_batching->ProcessBatch(func_name,
-                                                      std::move(batch));
-        },
-        &insert_result.first->second));
-    if (insert_result.first->second == nullptr) {
-      return errors::FailedPrecondition(absl::StrCat(
-          "Failed to create batch scheduler for function ", entry.func_name));
-    }
-  }
-  *result = std::move(saved_model_with_batching);
-  return Status();
-}
-
-Status SavedModelWithBatching::Run(
-    const tfrt::SavedModel::RunOptions &run_options,
-    absl::string_view func_name, absl::Span<const Tensor> inputs,
-    std::vector<Tensor> *outputs) {
-  if (outputs == nullptr) {
-    return errors::FailedPrecondition("outputs must not be null");
-  }
-  auto it = batch_schedulers_.find(func_name);
-  if (it == batch_schedulers_.end()) {
-    // Batch scheduler not found for this function, run it with underlying
-    // SavedModel in-line.
-    static uint64_t last_log_message_secs = 0;
-    // Not thread safe, but that's how batching_session is doing as well.
-    // TODO(b/168220822): It probably matters, what if last_log_message_secs
-    // mistakenly becomes too large?
-    uint64_t now_secs = EnvTime::NowSeconds();
-    if (now_secs - last_log_message_secs >= 120) {
-      LOG(WARNING) << "Request doesn't match any declared function. Bypassing "
-                      "batcher. Request function is: "
-                   << func_name;
-      last_log_message_secs = now_secs;
-    }
-    return wrapped_->Run(run_options, func_name, inputs, outputs);
-  }
-  outputs->clear();
-
-  Notification done;
-  Status status;
-  auto task = absl::make_unique<SavedModelBatchingTask>();
-  TF_RETURN_IF_ERROR(ComputeTensorBatchSize(
-      inputs, &task->zeroth_dim_size,
-      [](const Tensor &tensor) { return tensor.dims(); },
-      [](const Tensor &tensor, size_t dim) { return tensor.dim_size(dim); }));
-  RecordInputBatchSize<SavedModelBatchingTask>(task->zeroth_dim_size);
-
-  task->host_context = GetHostContext();
-  task->tfrt_inputs = inputs;
-  task->tfrt_outputs = outputs;
-  task->done = &done;
-  task->status = &status;
-  task->run_options = run_options;
-  task->enqueue_time_micros = EnvTime::NowMicros();
-
-  TF_RETURN_IF_ERROR(it->second->Schedule(&task));
-  done.WaitForNotification();
-  return status;
-}
-
-// TODO(b/168220822): Once tfrt supports tensor split/pad/concat utilities and
-// removes llvm dependency, refactors this function accordingly (return type may
-// change).
-std::vector<absl::InlinedVector<int, 4>> CalculateMaxDimSizes(
-    const Batch<SavedModelBatchingTask> &batch) {
-  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
-  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
-    const auto inputs = batch.task(batch_idx).tfrt_inputs;
-    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
-      const Tensor &tensor = inputs[tensor_idx];
-      const TensorShape &shape = tensor.shape();
-      const int rank = shape.dims();
-
-      absl::InlinedVector<int, 4> dims;
-      dims.reserve(rank);
-      for (auto dim : shape) {
-        dims.push_back(dim.size);
-      }
-
-      if (batch_idx == 0) {
-        max_dim_sizes.push_back(std::move(dims));
-      } else {
-        for (int rank_idx = 0; rank_idx < rank; ++rank_idx) {
-          int &cur_max_size = max_dim_sizes[tensor_idx][rank_idx];
-          cur_max_size = std::max(cur_max_size, dims[rank_idx]);
-        }
-      }
-    }
-  }
-  return max_dim_sizes;
-}
-
-Status SavedModelWithBatching::BatchInputTensors(
-    absl::string_view func_name, const Batch<SavedModelBatchingTask> &batch,
-    std::vector<Tensor> *batch_inputs) {
-  if (batch.num_tasks() < 1) {
-    return errors::Internal("Batch size expected to be positive; was ",
-                            batch.num_tasks());
-  }
-  const int original_batch_size = batch.size();
-  const int target_batch_size = RoundToLowestAllowedBatchSize(
-      options_.allowed_batch_sizes, original_batch_size);
-  const int padding_size = target_batch_size - original_batch_size;
-  RecordPaddingSize<SavedModelBatchingTask>(padding_size, target_batch_size);
-  RecordProcessedBatchSize<SavedModelBatchingTask>(target_batch_size);
-
-  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
-  if (options_.pad_variable_length_inputs) {
-    max_dim_sizes = CalculateMaxDimSizes(batch);
-  }
-
-  // TODO(b/168220822): Padding logic below operates on tfrt inputs. It's pretty
-  // much a duplicate of batching session Padding logic. Rewrite once TFRT
-  // tensor supports necessary utilities.
-  std::vector<std::vector<Tensor>> tensors_to_merge(
-      batch.task(0).tfrt_inputs.size(), std::vector<Tensor>());
-  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
-    auto inputs = batch.task(batch_idx).tfrt_inputs;
-
-    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
-      Tensor tensor = inputs[tensor_idx];
-      std::vector<Tensor> &tensor_vec = tensors_to_merge[tensor_idx];
-
-      Tensor optionally_padded_tensor;
-      if (options_.pad_variable_length_inputs) {
-        TF_RETURN_IF_ERROR(AddPadding(tensor, max_dim_sizes[tensor_idx],
-                                      &optionally_padded_tensor));
-      } else {
-        optionally_padded_tensor = tensor;
-        if (batch_idx > 0) {
-          TensorShape reference_shape = tensors_to_merge[tensor_idx][0].shape();
-
-          if (!AreShapesEqualExceptZeroDim(tensor.shape(), reference_shape)) {
-            return errors::FailedPrecondition(
-                " Tensors in a single batch have different shapes other than"
-                " first dimension and padding is turned off.");
-          }
-        }
-      }
-      tensor_vec.push_back(std::move(optionally_padded_tensor));
-
-      if (batch_idx == batch.num_tasks() - 1 && padding_size > 0) {
-        const Tensor padding_tensor = tensor_vec.back().Slice(0, 1);
-        for (int i = 0; i < padding_size; ++i) {
-          tensor_vec.push_back(padding_tensor);
-        }
-      }
-    }
-  }
-
-  for (const auto &tensors : tensors_to_merge) {
-    Tensor concated;
-    TF_RETURN_IF_ERROR(tensor::Concat(tensors, &concated));
-    batch_inputs->push_back(concated);
-  }
-
-  return Status();
-}
-
-void SavedModelWithBatching::ProcessBatch(
-    absl::string_view func_name,
-    std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
-  batch->WaitUntilClosed();
-
-  if (batch->empty()) return;
-  Status status = Status();
-  auto cleanup = gtl::MakeCleanup([&status, &batch] {
-    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
-      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
-      if (task->partial_status != nullptr) {
-        task->partial_status->Update(status);
-        task->done_callback();
-      } else {
-        *(task->status) = status;
-        task->done->Notify();
-      }
-    }
-  });
-
-  const uint64_t dequeue_time_micros = EnvTime::NowMicros();
-
-  bool all_tasks_timeout_exceeded = true;
-  absl::optional<std::chrono::system_clock::time_point> batch_deadline;
-  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
-    const SavedModelBatchingTask &task = batch->task(batch_idx);
-    if (!task.run_options.deadline.has_value() ||
-        absl::ToChronoTime(absl::Now()) < task.run_options.deadline.value()) {
-      all_tasks_timeout_exceeded = false;
-      if (task.run_options.deadline.has_value() &&
-          (!batch_deadline.has_value() ||
-           batch_deadline.value() < task.run_options.deadline.value())) {
-        batch_deadline = task.run_options.deadline;
-      }
-    }
-    queuing_latency->GetCell()->Add(dequeue_time_micros -
-                                    task.enqueue_time_micros);
-  }
-
-  if (all_tasks_timeout_exceeded) {
-    status = Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kResourceExhausted),
-        "Run() timeout exceeded while waiting in batching queue");
-    return;
-  }
-
-  tfrt::SavedModel::RunOptions batch_run_options;
-  batch_run_options.deadline = batch_deadline;
-  std::vector<Tensor> batch_inputs;
-  status = BatchInputTensors(func_name, *batch, &batch_inputs);
-  if (!status.ok()) return;
-
-  std::vector<Tensor> combined_outputs;
-  status = wrapped_->Run(batch_run_options, func_name, batch_inputs,
-                         &combined_outputs);
-  if (!status.ok()) return;
-  status = SplitOutputTensors(std::move(combined_outputs), batch.get());
-}
-
-Status SavedModelWithBatching::SplitOutputTensors(
-    std::vector<Tensor> combined_outputs,
-    Batch<SavedModelBatchingTask> *batch) {
-  std::vector<int64_t> split_batch_sizes;
-  split_batch_sizes.reserve(batch->num_tasks());
-  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
-    split_batch_sizes.push_back(batch->task(batch_idx).size());
-  }
-  const int64_t no_padded_batch_size = batch->size();
-  const int64_t padded_batch_size = RoundToLowestAllowedBatchSize(
-      options_.allowed_batch_sizes, no_padded_batch_size);
-
-  const int64_t padding_size = padded_batch_size - no_padded_batch_size;
-  if (padding_size > 0) {
-    split_batch_sizes.push_back(padding_size);
-  }
-
-  for (const auto &combined_tensor : combined_outputs) {
-    std::vector<Tensor> split_tensors;
-    TF_RETURN_IF_ERROR(
-        tensor::Split(combined_tensor, split_batch_sizes, &split_tensors));
-
-    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
-      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
-      task->tfrt_outputs->push_back(split_tensors.at(batch_idx));
-    }
-  }
-  return Status();
-}
-
-}  // namespace
-
-Status CreateSavedModelWithBatching(
-    const SavedModelBatchingOptions &options,
-    const std::vector<FuncNameWithBatchingSchedulerCreator>
-        &func_name_with_batching_scheduler_creator,
-    std::unique_ptr<tfrt::SavedModel> saved_model,
-    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching) {
-  return SavedModelWithBatching::Create(
-      options, func_name_with_batching_scheduler_creator,
-      std::move(saved_model), saved_model_with_batching);
-}
-
-Status SplitSavedModelInputTask(
-    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
-    int open_batch_remaining_slot, int max_batch_size,
-    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks) {
-  SavedModelBatchingTask *input_task = input_task_ptr->get();
-
-  // TODO(b/168220822): Also split RunMetadata once TFRT supports it.
-
-  // Each inner vector will be passed to a partial task thus needs to be
-  // unique_ptr. shared_ptr because std::function is not compatible with
-  // capture by move.
-  auto split_output =
-      std::make_shared<std::vector<std::unique_ptr<std::vector<Tensor>>>>();
-  auto partial_status = std::make_shared<ThreadSafeStatus>();
-
-  auto split_task_done_callback = [split_output, partial_status,
-                                   status = input_task->status,
-                                   output = input_task->tfrt_outputs,
-                                   done_notification = input_task->done]() {
-    auto cleanup = gtl::MakeCleanup(
-        [done_notification]() { done_notification->Notify(); });
-
-    // Fail early if any partial task fails.
-    if (!partial_status->status().ok()) {
-      *status = partial_status->status();
-      return;
-    }
-
-    int output_size = split_output->size();
-    int tensor_size = (*split_output)[0]->size();
-    for (int tensor_idx = 0; tensor_idx < tensor_size; ++tensor_idx) {
-      Tensor output_tensor;
-      std::vector<Tensor> to_concatenate;
-      to_concatenate.reserve(output_size);
-      for (int output_idx = 0; output_idx < output_size; ++output_idx) {
-        to_concatenate.push_back(
-            std::move((*(*split_output)[output_idx])[tensor_idx]));
-      }
-      const auto concat_status = tensor::Concat(to_concatenate, &output_tensor);
-      if (!concat_status.ok()) {
-        *status = concat_status;
-        return;
-      }
-      output->push_back(output_tensor);
-    }
-    *status = Status();
-  };
-
-  // The Callback will be run only after all partial tasks finished.
-  IncrementalBarrier barrier(std::move(split_task_done_callback));
-  std::vector<int64_t> output_task_sizes;
-
-  if (open_batch_remaining_slot > 0) {
-    output_task_sizes.push_back(open_batch_remaining_slot);
-    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
-  }
-
-  for (int left_task_size = input_task->size() - open_batch_remaining_slot;
-       left_task_size > 0; left_task_size -= max_batch_size) {
-    int next_task_size = std::min(left_task_size, max_batch_size);
-    output_task_sizes.push_back(next_task_size);
-    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
-  }
-
-  const int output_task_num = output_task_sizes.size();
-
-  // Construct partial tasks.
-  output_tasks->reserve(output_task_num);
-  for (int i = 0; i < output_task_num; ++i) {
-    auto task = absl::make_unique<SavedModelBatchingTask>();
-    task->zeroth_dim_size = output_task_sizes[i];
-    task->run_options = input_task->run_options;
-    task->tfrt_outputs = (*split_output)[i].get();
-    task->done_callback = barrier.Inc();
-    task->partial_status = partial_status.get();
-    output_tasks->push_back(std::move(task));
-  }
-
-  for (const Tensor &input : input_task->tfrt_inputs) {
-    std::vector<Tensor> split_tensors;
-    TF_RETURN_IF_ERROR(tensor::Split(input, output_task_sizes, &split_tensors));
-    for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
-      auto &output_task = (*output_tasks)[output_idx];
-      output_task->tfrt_partial_inputs.push_back(split_tensors[output_idx]);
-    }
-  }
-
-  for (auto &task : *output_tasks) {
-    task->tfrt_inputs = task->tfrt_partial_inputs;
-  }
-
-  return Status();
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.h b/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
deleted file mode 100644
index d9ffef9df97..00000000000
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
+++ /dev/null
@@ -1,98 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// Batching interface on top of TFRT SavedModel. Subject to change since TFRT
-// SavedModel API is temporary and experimental.
-#ifndef TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
-#define TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
-
-#include <memory>
-#include <string>
-#include <vector>
-
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/batching/batching_options.h"
-#include "tensorflow_serving/batching/batching_session.h"
-
-namespace tensorflow {
-namespace serving {
-
-// The batch scheduler task type used for SavedModel batching, for use in batch
-// scheduler template parameters, e.g.
-// BasicBatchScheduler<SavedModelBatchingTask>.
-struct SavedModelBatchingTask;
-
-// A function to construct a batch scheduler for SavedModelBatchingTasks from a
-// process-batch callback.
-using SavedModelBatchingSchedulerCreator = std::function<Status(
-    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>,
-    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *)>;
-
-// A function name paired with a lambda to create a batch scheduler for Run()
-// calls matching the function name.
-struct FuncNameWithBatchingSchedulerCreator {
-  absl::string_view func_name;
-  SavedModelBatchingSchedulerCreator scheduler_creator;
-};
-
-using SavedModelBatchingOptions = BatchingOptions;
-
-// Creates `saved_model_with_batching` that batches requests per function
-// internally, where the batch scheduler for each function is created according
-// to `func_name_with_batching_scheduler_creator`. `saved_model` is the
-// underlying core to run inference logic and must not be null. Upon successful
-// return, `saved_model_with_batching` should be used in the same way as a
-// normal SavedModel. Run() call is still synchronized, and all the batching
-// logic is transparent to the caller.
-// Also note that the first dimension of all tensors passed to Run() must be
-// batching dimension.
-Status CreateSavedModelWithBatching(
-    const SavedModelBatchingOptions &options,
-    const std::vector<FuncNameWithBatchingSchedulerCreator>
-        &func_name_with_batching_scheduler_creator,
-    std::unique_ptr<tfrt::SavedModel> saved_model,
-    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching);
-
-struct SavedModelBatchingTask : public BatchingSessionTask {
-  // For monitoring purpose.
-  static std::string Name() { return "tfrt_saved_model_with_batching"; }
-
-  tfrt::HostContext *host_context;
-  absl::Span<const Tensor> tfrt_inputs;
-  std::vector<Tensor> *tfrt_outputs;
-  tfrt::SavedModel::RunOptions run_options;
-
-  // If fields below are used, this is a partial task by splitting a large batch
-  // task.
-  std::vector<Tensor> tfrt_partial_inputs;
-
-  // Status shared by all partial tasks by splitting a large batch task. The
-  // original task succedds only if all partial tasks succeed.
-  ThreadSafeStatus *partial_status = nullptr;
-};
-
-// The default implementation of
-// `BasicBatchScheduler::Options.split_input_task_func` if corresponding batch
-// scheduler for a batching session sets
-// `BasicBatchScheduler::Options.enable_large_batch_splitting` to true.
-Status SplitSavedModelInputTask(
-    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
-    int open_batch_remaining_slot, int max_batch_size,
-    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
deleted file mode 100644
index d8c9a927f36..00000000000
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
+++ /dev/null
@@ -1,699 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
-
-#include <gtest/gtest.h>
-#include "absl/functional/bind_front.h"
-#include "tensorflow/core/framework/tensor_testutil.h"
-#include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/env.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow_serving/batching/batching_util.h"
-#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-
-namespace tensorflow {
-namespace serving {
-
-namespace {
-
-using ::testing::_;
-using ::testing::ElementsAre;
-using ::testing::Invoke;
-using ::testing::Return;
-
-constexpr char kFunctionOne[] = "func1";
-constexpr char kFunctionTwo[] = "func2";
-constexpr char kUnknownFunction[] = "unknown_func";
-const tfrt::internal::Signature signature;
-
-// TODO(b/168220822): Consider declaring a TensorMatcher for more
-// exhaustive error messages.
-MATCHER_P(MatchesTensor, p, "") {
-  const Tensor &x = arg;
-  const Tensor &y = *p;
-  const float *Tx = x.unaligned_flat<float>().data();
-  const float *Ty = y.unaligned_flat<float>().data();
-  auto size = x.NumElements();
-  for (decltype(size) i = 0; i < size; ++i) {
-    if (Tx[i] != Ty[i]) return false;
-  }
-  return true;
-}
-
-MATCHER_P2(TFStatusIs, error_code, partial_error_message, "") {
-  return arg.code() == error_code &&
-         absl::StrContains(arg.message(), partial_error_message);
-}
-
-Status CreateDefaultBasicBatchScheduler(
-    const BasicBatchScheduler<SavedModelBatchingTask>::Options &options,
-    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
-        process_batch_callback,
-    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *batch_scheduler) {
-  std::unique_ptr<BasicBatchScheduler<SavedModelBatchingTask>>
-      basic_batch_scheduler;
-  TF_RETURN_IF_ERROR(BasicBatchScheduler<SavedModelBatchingTask>::Create(
-      options, process_batch_callback, &basic_batch_scheduler));
-  *batch_scheduler = std::move(basic_batch_scheduler);
-  return Status();
-}
-
-class SavedModelWithBatchingTest : public ::testing::Test {
- protected:
-  SavedModelWithBatchingTest() = default;
-
-  std::unique_ptr<test_util::MockSavedModel> InitializeMockSavedModel() {
-    auto wrapped_saved_model = absl::make_unique<test_util::MockSavedModel>();
-    wrapped_saved_model_ = wrapped_saved_model.get();
-    ON_CALL(*wrapped_saved_model_, GetFunctionMetadata(_))
-        .WillByDefault(Return(tfrt::FunctionMetadata(&signature)));
-    return wrapped_saved_model;
-  }
-
-  void Initialize(
-      const BasicBatchScheduler<SavedModelBatchingTask>::Options
-          &scheduler_options =
-              BasicBatchScheduler<SavedModelBatchingTask>::Options(),
-      const SavedModelBatchingOptions &options = SavedModelBatchingOptions()) {
-    std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
-        InitializeMockSavedModel();
-    auto scheduler_creator =
-        absl::bind_front(&CreateDefaultBasicBatchScheduler, scheduler_options);
-
-    std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
-        {kFunctionOne, scheduler_creator}, {kFunctionTwo, scheduler_creator}};
-    TF_CHECK_OK(CreateSavedModelWithBatching(options, creators,
-                                             std::move(wrapped_saved_model),
-                                             &saved_model_with_batching_));
-  }
-
-  Tensor MakeTensor(const std::vector<float> &tensor_vec,
-                    const TensorShape &shape) {
-    return test::AsTensor<float>(tensor_vec, shape);
-  }
-
-  std::vector<Tensor> MakeTensors(
-      const std::vector<std::pair<std::vector<float>, TensorShape>> &tensors) {
-    std::vector<Tensor> inputs;
-    inputs.reserve(tensors.size());
-    for (const auto &entry : tensors) {
-      inputs.push_back(MakeTensor(entry.first, entry.second));
-    }
-    return inputs;
-  }
-
-  std::vector<std::vector<Tensor>> MakeTensorsBatch(
-      const std::vector<std::vector<std::pair<std::vector<float>, TensorShape>>>
-          &tensor_batch) {
-    std::vector<std::vector<Tensor>> result;
-    for (const auto &tensors : tensor_batch) {
-      result.push_back(MakeTensors(tensors));
-    }
-    return result;
-  }
-
-  std::unique_ptr<tfrt::SavedModel> saved_model_with_batching_;
-  test_util::MockSavedModel *wrapped_saved_model_;
-};
-
-SavedModelBatchingOptions BuildSavedModelBatchingOptions(
-    bool pad_variable_length_inputs, std::vector<int> allowed_batch_sizes) {
-  SavedModelBatchingOptions options;
-  options.pad_variable_length_inputs = pad_variable_length_inputs;
-  options.allowed_batch_sizes = std::move(allowed_batch_sizes);
-  return options;
-}
-
-// Builds BasicBatchingScheduler options. Only tunnable parameter is
-// `max_batch_size`, as we fully use it to control batching behavior.
-BasicBatchScheduler<SavedModelBatchingTask>::Options BuildSchedulerOptions(
-    int max_batch_size) {
-  BasicBatchScheduler<SavedModelBatchingTask>::Options options;
-  options.max_batch_size = max_batch_size;
-  options.batch_timeout_micros = 1000 * 1000 * 1000;  // 1000s.
-  options.num_batch_threads = 1;
-  return options;
-}
-
-// Expands the `tensor_vec` along 0th dimension by `dim0_size` times.
-std::vector<float> ExpandTensor(const std::vector<float> &tensor_vec,
-                                int64_t dim0_size) {
-  std::vector<float> result;
-  for (int i = 0; i < dim0_size; ++i) {
-    result.insert(result.end(), tensor_vec.begin(), tensor_vec.end());
-  }
-  return result;
-}
-
-// Tests that creation of SavedModelWithBatching returns an appropriate error if
-// the passed underlying SavedMode is NULL.
-TEST_F(SavedModelWithBatchingTest, NullWrappedSavedModel) {
-  const string error = "must not be null";
-  EXPECT_THAT(
-      CreateSavedModelWithBatching(SavedModelBatchingOptions(), {}, nullptr,
-                                   &saved_model_with_batching_),
-      TFStatusIs(error::FAILED_PRECONDITION, error));
-}
-
-// Tests that creation of SavedModelWithBatching returns an appropriate error if
-// multiple scheduler creators are specified for each function.
-TEST_F(SavedModelWithBatchingTest, MultipleBatchSchedulersForOneFunction) {
-  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
-      InitializeMockSavedModel();
-  auto scheduler_creator =
-      absl::bind_front(&CreateDefaultBasicBatchScheduler,
-                       BasicBatchScheduler<SavedModelBatchingTask>::Options());
-
-  const string error = "multiple batch schedulers";
-  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
-      {kFunctionOne, scheduler_creator}, {kFunctionOne, scheduler_creator}};
-  EXPECT_THAT(CreateSavedModelWithBatching(
-                  SavedModelBatchingOptions(), creators,
-                  std::move(wrapped_saved_model), &saved_model_with_batching_),
-              TFStatusIs(error::FAILED_PRECONDITION, error));
-}
-
-// Tests that creation of SavedModelWithBatching returns an appropriate error if
-// a scheduler failed being created.
-TEST_F(SavedModelWithBatchingTest, FailedCreatingBatchScheduler) {
-  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
-      InitializeMockSavedModel();
-  auto scheduler_creator =
-      [](std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
-             process_batch_callback,
-         std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>
-             *batch_scheduler) { return Status(); };
-
-  const string error = "Failed to create batch scheduler";
-  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
-      {kFunctionOne, scheduler_creator}};
-  EXPECT_THAT(CreateSavedModelWithBatching(
-                  SavedModelBatchingOptions(), creators,
-                  std::move(wrapped_saved_model), &saved_model_with_batching_),
-              TFStatusIs(error::FAILED_PRECONDITION, error));
-}
-
-// Tests that when Run() is invoked with a function without a scheduler, it
-// delegates to the underlying wrapped SavedModel directly.
-TEST_F(SavedModelWithBatchingTest, FunctionNameNotFound) {
-  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
-  std::vector<float> input_tensor_vec1 = {1, 2, 3};
-  std::vector<float> input_tensor_vec2 = {2, 3, 4};
-  TensorShape input_shape = {1, 3};
-  std::vector<Tensor> inputs = MakeTensors(
-      {{input_tensor_vec1, input_shape}, {input_tensor_vec2, input_shape}});
-
-  std::vector<float> output_tensor_vec = {2, 2, 3};
-  TensorShape output_shape = {1, 3};
-  std::vector<Tensor> expected_outputs =
-      MakeTensors({{output_tensor_vec, output_shape}});
-  std::vector<Tensor> outputs;
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kUnknownFunction, ::testing::An<absl::Span<const Tensor>>(), _))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        outputs->push_back(MakeTensor(output_tensor_vec, output_shape));
-        return Status();
-      }));
-  tfrt::SavedModel::RunOptions run_options;
-  // If a corresponding scheduler is found, Run should block forever since
-  // maximum batch size isn't reached.
-  TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kUnknownFunction,
-                                               inputs, &outputs));
-  EXPECT_THAT(outputs, ElementsAre(MatchesTensor(&expected_outputs[0])));
-}
-
-// Tests Basic batching behavior without any padding.
-TEST_F(SavedModelWithBatchingTest, BatchingWithoutPadding) {
-  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
-
-  std::vector<float> input_tensor1_vec1 = {1, 2, 3};
-  std::vector<float> input_tensor1_vec2 = {1, 3, 4};
-  std::vector<float> input_tensor2_vec1 = {1, 2, 3, 1, 2, 3};
-  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 1, 3, 4};
-
-  TensorShape input1_shape = {1, 3};
-  TensorShape input2_shape = {2, 3};
-  TensorShape combined_shape = {3, 3};
-
-  auto inputs = MakeTensorsBatch({
-      {{input_tensor1_vec1, input1_shape}, {input_tensor1_vec2, input1_shape}},
-      {{input_tensor2_vec1, input2_shape}, {input_tensor2_vec2, input2_shape}},
-  });
-
-  std::vector<Tensor> combined_inputs =
-      MakeTensors({{ExpandTensor(input_tensor1_vec1, 3), combined_shape},
-                   {ExpandTensor(input_tensor1_vec2, 3), combined_shape}});
-
-  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
-  std::vector<float> output_tensor2_vec = {1, 5, 5, 5, 1, 5, 5, 5};
-  TensorShape output1_shape = {1, 4};
-  TensorShape output2_shape = {2, 4};
-
-  auto expected_outputs =
-      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
-                        {{output_tensor2_vec, output2_shape}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        absl::Span<const Tensor> span(inputs);
-        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs[0]),
-                                      MatchesTensor(&combined_inputs[1])));
-
-        // Output is concatenation of `output_tensor1_vec` and
-        // `output_tensor2_vec`, in one of the two orders.
-        outputs->push_back(MakeTensor(ExpandTensor(output_tensor1_vec, 3),
-                                      /*shape=*/{3, 4}));
-        return Status();
-      }));
-
-  tfrt::SavedModel::RunOptions run_options;
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[0], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
-      }));
-
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[1], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
-      }));
-}
-
-// Tests the batching behavior when padding is required both to extend each
-// tensor's dimension size and to pad dummy tensors to fit target batch size.
-TEST_F(SavedModelWithBatchingTest, BatchingWithPadding) {
-  // Need to pad 2 dummy tensors.
-  int batch_size = 5;
-  Initialize(
-      BuildSchedulerOptions(/*max_batch_size=*/3),
-      BuildSavedModelBatchingOptions(/*pad_variable_length_inputs=*/true,
-                                     /*allowed_batch_sizes=*/{batch_size}));
-
-  std::vector<float> input_tensor1_vec1 = {1, 2, 1, 3};
-  std::vector<float> input_tensor1_vec2 = {1, 3, 5, 1, 3, 4};
-  std::vector<float> input_tensor2_vec1 = {1, 2, 3};
-  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 5};
-  // Need to extend 1st dimension.
-  TensorShape input1_shape1 = {2, 2};
-  TensorShape input1_shape2 = {2, 3};
-  TensorShape input2_shape1 = {1, 3};
-  TensorShape input2_shape2 = {1, 4};
-
-  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
-                                   {input_tensor1_vec2, input1_shape2}},
-                                  {{input_tensor2_vec1, input2_shape1},
-                                   {input_tensor2_vec2, input2_shape2}}});
-
-  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
-  std::vector<float> output_tensor2_vec = {1, 5, 5};
-  TensorShape output1_shape = {2, 3};
-  TensorShape output2_shape = {1, 3};
-
-  auto expected_outputs =
-      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
-                        {{output_tensor2_vec, output2_shape}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        // First input tensor is of shape (5, 3)
-        EXPECT_EQ(15, inputs[0].NumElements());
-        // Second input tensor is of shape (5, 4)
-        EXPECT_EQ(20, inputs[1].NumElements());
-
-        // Output is concatenation of `output_tensor1_vec` and
-        // `output_tensor2_vec`, in one of the two orders.
-        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
-                                      /*shape=*/{batch_size, 3}));
-        return Status();
-      }));
-
-  tfrt::SavedModel::RunOptions run_options;
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[0], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[1], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
-      }));
-}
-
-// Tests that batching tensors with variable length dimension size (except for
-// batching dimension) returns an appropriate error when padding is turned off.
-TEST_F(SavedModelWithBatchingTest, UnequalShapesWhenPaddingIsTurnedOff) {
-  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
-
-  std::vector<float> input_tensor1_vec = {1, 2, 3};
-  std::vector<float> input_tensor2_vec = {1, 2, 3, 4};
-
-  TensorShape input1_shape = {1, 3};
-  TensorShape input2_shape = {1, 4};
-
-  auto inputs = MakeTensorsBatch({{{input_tensor1_vec, input1_shape}},
-                                  {{input_tensor2_vec, input2_shape}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(0);
-
-  tfrt::SavedModel::RunOptions run_options;
-  const string error = "different shapes other than first dimension";
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                    inputs[0], &outputs),
-                    TFStatusIs(error::FAILED_PRECONDITION, error));
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                    inputs[1], &outputs),
-                    TFStatusIs(error::FAILED_PRECONDITION, error));
-      }));
-}
-
-// Tests that processing batch returns an appropriate error if all tasks in the
-// batch has a past deadline.
-TEST_F(SavedModelWithBatchingTest, AllTasksExceededDeadline) {
-  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
-
-  std::vector<float> input_tensor1_vec = {1, 2, 3};
-  std::vector<float> input_tensor2_vec = {1, 2, 4};
-
-  TensorShape input_shape = {1, 3};
-
-  auto inputs = MakeTensorsBatch(
-      {{{input_tensor1_vec, input_shape}}, {{input_tensor2_vec, input_shape}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(0);
-
-  tfrt::SavedModel::RunOptions run_options;
-  run_options.deadline = absl::ToChronoTime(absl::Now());
-  const string error = "timeout exceeded";
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                    inputs[0], &outputs),
-                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                    inputs[1], &outputs),
-                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
-      }));
-}
-
-// Tests that distinct functions should be batched independently.
-TEST_F(SavedModelWithBatchingTest, MultipleFunctions) {
-  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
-
-  std::vector<float> input_tensor1_vec = {1, 3, 4};
-  std::vector<float> input_tensor2_vec = {2, 4, 5};
-  std::vector<float> input_tensor3_vec = {1, 3, 4, 1, 3, 4};
-  std::vector<float> input_tensor4_vec = {2, 4, 5, 2, 4, 5};
-
-  TensorShape input_shape1 = {1, 3};
-  TensorShape input_shape2 = {2, 3};
-  TensorShape combined_shape = {3, 3};
-
-  std::vector<std::vector<Tensor>> inputs =
-      MakeTensorsBatch({{{input_tensor1_vec, input_shape1}},
-                        {{input_tensor2_vec, input_shape1}},
-                        {{input_tensor3_vec, input_shape2}},
-                        {{input_tensor4_vec, input_shape2}}});
-
-  std::vector<Tensor> combined_inputs1 =
-      MakeTensors({{ExpandTensor(input_tensor1_vec, 3), combined_shape}});
-  std::vector<Tensor> combined_inputs2 =
-      MakeTensors({{ExpandTensor(input_tensor2_vec, 3), combined_shape}});
-
-  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
-  std::vector<float> output_tensor2_vec = {1, 6, 6, 6};
-  std::vector<float> output_tensor3_vec = {1, 5, 5, 5, 1, 5, 5, 5};
-  std::vector<float> output_tensor4_vec = {1, 6, 6, 6, 1, 6, 6, 6};
-
-  TensorShape output1_shape = {1, 4};
-  TensorShape output2_shape = {2, 4};
-
-  std::vector<std::vector<Tensor>> expected_outputs = MakeTensorsBatch({
-      {{output_tensor1_vec, output1_shape}},
-      {{output_tensor2_vec, output1_shape}},
-      {{output_tensor3_vec, output2_shape}},
-      {{output_tensor4_vec, output2_shape}},
-  });
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        absl::Span<const Tensor> span(inputs);
-        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs1[0])));
-
-        // Output is concatenation of `output_tensor1_vec` and
-        // `output_tensor2_vec`, in one of the two orders.
-        outputs->push_back(
-            MakeTensor(ExpandTensor(output_tensor1_vec, 3), {3, 4}));
-        return Status();
-      }));
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionTwo, ::testing::An<absl::Span<const Tensor>>(), _))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        absl::Span<const Tensor> span(inputs);
-        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs2[0])));
-
-        // Output is concatenation of `output_tensor3_vec` and
-        // `output_tensor4_vec`, in one of the two orders.
-        outputs->push_back(
-            MakeTensor(ExpandTensor(output_tensor2_vec, 3), {3, 4}));
-        return Status();
-      }));
-
-  std::vector<std::unique_ptr<Thread>> threads;
-  for (int i = 0; i < 4; ++i) {
-    threads.emplace_back(std::unique_ptr<Thread>(Env::Default()->StartThread(
-        ThreadOptions(), absl::StrCat("request_thread_", i),
-        [this, i, &inputs, &expected_outputs] {
-          std::vector<Tensor> outputs;
-          TF_ASSERT_OK(saved_model_with_batching_->Run(
-              tfrt::SavedModel::RunOptions(),
-              i == 0 || i == 2 ? kFunctionOne : kFunctionTwo, inputs[i],
-              &outputs));
-          EXPECT_THAT(outputs,
-                      ElementsAre(MatchesTensor(&expected_outputs[i][0])));
-        })));
-  }
-}
-
-// Tests that when a large batch needs to be splitted, tensors are splitted and
-// partial outputs are eventually merged appropriately.
-TEST_F(SavedModelWithBatchingTest, SplitInputBasic) {
-  const int batch_size = 3;
-  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
-      BuildSchedulerOptions(6);
-  options.enable_large_batch_splitting = true;
-  options.max_execution_batch_size = batch_size;
-  options.split_input_task_func = SplitSavedModelInputTask;
-  Initialize(options, BuildSavedModelBatchingOptions(
-                          /*pad_variable_length_inputs=*/true,
-                          /*allowed_batch_sizes=*/{batch_size}));
-
-  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
-  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
-  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
-  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
-
-  TensorShape input1_shape1 = {2, 3};
-  TensorShape input1_shape2 = {2, 4};
-  TensorShape input2_shape1 = {4, 1};
-  TensorShape input2_shape2 = {4, 2};
-
-  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
-                                   {input_tensor1_vec2, input1_shape2}},
-                                  {{input_tensor2_vec1, input2_shape1},
-                                   {input_tensor2_vec2, input2_shape2}}});
-
-  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
-  std::vector<float> output_tensor2_vec = {1, 5, 5, 1, 5, 5, 1, 5, 5, 1, 5, 5};
-  TensorShape output1_shape = {2, 3};
-  TensorShape output2_shape = {4, 3};
-
-  auto expected_outputs =
-      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
-                        {{output_tensor2_vec, output2_shape}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(2)
-      .WillRepeatedly(Invoke(
-          [&](const tfrt::SavedModel::RunOptions &run_options,
-              absl::string_view func_name, absl::Span<const Tensor> inputs,
-              std::vector<Tensor> *outputs) {
-            // Second input (batch size 4) should be split into two tasks, one
-            // with batch size 1 and batches with the first input, one with
-            // batch size 3 which should stay itself. We only verify the first
-            // dimension is 3 because we don't know which batch comes first.
-            EXPECT_EQ(3, inputs[0].dim_size(0));
-            // Second input tensor is of shape (3, 2)
-            EXPECT_EQ(3, inputs[1].dim_size(0));
-
-            // Output is concatenation of `output_tensor1_vec` and
-            // `output_tensor2_vec`, in one of the two orders.
-            outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
-                                          /*shape=*/{batch_size, 3}));
-            return Status();
-          }));
-
-  tfrt::SavedModel::RunOptions run_options;
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[0], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                     inputs[1], &outputs));
-        EXPECT_THAT(outputs,
-                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
-      }));
-}
-
-TEST_F(SavedModelWithBatchingTest, PartialTaskFails) {
-  const int batch_size = 3;
-  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
-      BuildSchedulerOptions(6);
-  options.enable_large_batch_splitting = true;
-  options.max_execution_batch_size = batch_size;
-  options.split_input_task_func = SplitSavedModelInputTask;
-  Initialize(options, BuildSavedModelBatchingOptions(
-                          /*pad_variable_length_inputs=*/true,
-                          /*allowed_batch_sizes=*/{batch_size}));
-
-  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
-  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
-  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
-  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
-
-  TensorShape input1_shape1 = {2, 3};
-  TensorShape input1_shape2 = {2, 4};
-  TensorShape input2_shape1 = {4, 1};
-  TensorShape input2_shape2 = {4, 2};
-
-  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
-                                   {input_tensor1_vec2, input1_shape2}},
-                                  {{input_tensor2_vec1, input2_shape1},
-                                   {input_tensor2_vec2, input2_shape2}}});
-
-  EXPECT_CALL(
-      *wrapped_saved_model_,
-      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(2)
-      // Fail One of the two partial tasks.
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        return errors::Internal("Error");
-      }))
-      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
-                           absl::string_view func_name,
-                           absl::Span<const Tensor> inputs,
-                           std::vector<Tensor> *outputs) {
-        // Output is concatenation of `output_tensor1_vec` and
-        // `output_tensor2_vec`, in one of the two orders.
-        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
-                                      /*shape=*/{batch_size, 3}));
-        return Status();
-      }));
-
-  tfrt::SavedModel::RunOptions run_options;
-  std::unique_ptr<Thread> first_request_thread(
-      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        // First input may or may not succeed, because it is only in one of the
-        // two batches and only one batch fails.
-        const Status ignore_result = saved_model_with_batching_->Run(
-            run_options, kFunctionOne, inputs[0], &outputs);
-      }));
-  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
-      ThreadOptions(), "second_request_thread", [&] {
-        std::vector<Tensor> outputs;
-        // Second input must fail, since it is splitted into two partial tasks
-        // which are in different batches. Thus failure of any one of the two
-        // batches will fail this the second input.
-        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
-                                                    inputs[1], &outputs),
-                    TFStatusIs(error::INTERNAL, "Error"));
-      }));
-}
-
-}  // namespace
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index 499f19dc2f4..f5639f62104 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -30,14 +30,8 @@ cc_library(
     linkopts = ["-lm"],
     tags = ["keep_dep"],  # Tell build_cleaner to keep dependencies on this.
     deps = [
-        "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/core/platform",
-        "@org_tensorflow//tensorflow/core/platform:test_benchmark",
-        "@org_tensorflow//tensorflow/core/platform:types",
     ],
 )
 
@@ -124,6 +118,7 @@ cc_library(
         "//tensorflow_serving/core:servable_state_monitor",
         "@com_google_absl//absl/types:optional",
         "@com_google_absl//absl/types:span",
+        "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -171,6 +166,7 @@ cc_library(
     hdrs = ["fake_log_collector.h"],
     deps = [
         "//tensorflow_serving/core:log_collector",
+        "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -182,8 +178,6 @@ cc_library(
     hdrs = ["mock_request_logger.h"],
     deps = [
         "//tensorflow_serving/apis:logging_cc_proto",
-        "//tensorflow_serving/config:logging_config_cc_proto",
-        "//tensorflow_serving/core:log_collector",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
@@ -231,7 +225,6 @@ cc_library(
     testonly = 1,
     hdrs = ["mock_prediction_stream_logger.h"],
     deps = [
-        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:stream_logger",
         "@com_google_googletest//:gtest",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 2b535968071..ed2f15385b2 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -523,29 +523,6 @@ py_binary(
     srcs_version = "PY2AND3",
 )
 
-cc_library(
-    name = "tfrt_prediction_service_impl",
-    srcs = ["tfrt_prediction_service_impl.cc"],
-    hdrs = ["tfrt_prediction_service_impl.h"],
-    deps = [
-        ":grpc_status_util",
-        ":prediction_service_util",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/servables/tensorflow:servable",
-        "//tensorflow_serving/servables/tensorflow:tfrt_classification_service",
-        "//tensorflow_serving/servables/tensorflow:tfrt_get_model_metadata_impl",
-        "//tensorflow_serving/servables/tensorflow:tfrt_regression_service",
-        "//tensorflow_serving/servables/tensorflow:util",
-        "@com_github_grpc_grpc//:grpc",
-        "@com_github_grpc_grpc//:grpc++",
-        "@com_google_absl//absl/time",
-        "@org_tensorflow//tensorflow/tsl/platform:errors",
-    ] + if_google(["//third_party/grpc:grpc++"]),
-)
-
 pkg_tar(
     name = "tensorflow_model_server_tar",
     srcs = [
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index d772754b7b4..64675eeeb82 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -21,6 +21,7 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include "base/logging.h"
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/map.h"
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
deleted file mode 100644
index a1402073439..00000000000
--- a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
+++ /dev/null
@@ -1,165 +0,0 @@
-/* Copyright 2022 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/model_servers/tfrt_prediction_service_impl.h"
-
-#include "grpc/grpc.h"
-#include "absl/time/clock.h"
-#include "absl/time/time.h"
-#include "third_party/grpc/include/grpcpp/server_context.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/apis/inference.proto.h"
-#include "tensorflow_serving/apis/model.proto.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/grpc_status_util.h"
-#include "tensorflow_serving/model_servers/prediction_service_util.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-absl::Time TfrtPredictionServiceImpl::GetRequestDeadline(
-    ::grpc::ServerContext *context) const {
-  if (enforce_session_run_timeout_) {
-    return absl::Now() +
-           absl::Milliseconds(DeadlineToTimeoutMillis(context->raw_deadline()));
-  }
-  return absl::InfiniteFuture();
-}
-
-::grpc::Status TfrtPredictionServiceImpl::Predict(
-    ::grpc::ServerContext *context, const PredictRequest *request,
-    PredictResponse *response) {
-  const uint64_t start = Env::Default()->NowMicros();
-
-  Servable::RunOptions run_options;
-  run_options.deadline = GetRequestDeadline(context);
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(
-      core_->GetServableHandle(request->model_spec(), &servable));
-  auto tf_status = servable->Predict(run_options, *request, response);
-
-  const ::grpc::Status status = ToGRPCStatus(tf_status);
-
-  if (status.ok()) {
-    RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
-                         /*entrypoint=*/"GRPC",
-                         Env::Default()->NowMicros() - start);
-  } else {
-    VLOG(1) << "TFRT Predict failed: " << status.error_message();
-  }
-  RecordModelRequestCount(request->model_spec().name(), tf_status);
-
-  return status;
-}
-
-::grpc::Status TfrtPredictionServiceImpl::GetModelMetadata(
-    ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
-    GetModelMetadataResponse *response) {
-  const ::tensorflow::Status tf_status =
-      TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response);
-  const ::grpc::Status status = ToGRPCStatus(tf_status);
-  if (!status.ok()) {
-    VLOG(1) << "TFRT GetModelMetadata failed: " << status.error_message();
-  }
-  return status;
-}
-
-::grpc::Status TfrtPredictionServiceImpl::Classify(
-    ::grpc::ServerContext *context, const ClassificationRequest *request,
-    ClassificationResponse *response) {
-  const uint64_t start = Env::Default()->NowMicros();
-
-  Servable::RunOptions run_options;
-  run_options.deadline = GetRequestDeadline(context);
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(
-      core_->GetServableHandle(request->model_spec(), &servable));
-  auto tf_status = servable->Classify(run_options, *request, response);
-
-  const ::grpc::Status status = ToGRPCStatus(tf_status);
-
-  if (status.ok()) {
-    RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
-                         /*entrypoint=*/"GRPC",
-                         Env::Default()->NowMicros() - start);
-  } else {
-    VLOG(1) << "TFRT Classify request failed: " << status.error_message();
-  }
-  RecordModelRequestCount(request->model_spec().name(), tf_status);
-
-  return status;
-}
-
-::grpc::Status TfrtPredictionServiceImpl::Regress(
-    ::grpc::ServerContext *context, const RegressionRequest *request,
-    RegressionResponse *response) {
-  const uint64_t start = Env::Default()->NowMicros();
-
-  Servable::RunOptions run_options;
-  run_options.deadline = GetRequestDeadline(context);
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(
-      core_->GetServableHandle(request->model_spec(), &servable));
-  auto tf_status = servable->Regress(run_options, *request, response);
-
-  const ::grpc::Status status = ToGRPCStatus(tf_status);
-
-  if (status.ok()) {
-    RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
-                         /*entrypoint=*/"GRPC",
-                         Env::Default()->NowMicros() - start);
-  } else {
-    VLOG(1) << "TFRT Regress request failed: " << status.error_message();
-  }
-  RecordModelRequestCount(request->model_spec().name(), tf_status);
-
-  return status;
-}
-
-namespace {
-
-const ModelSpec &GetModelSpecFromRequest(const MultiInferenceRequest &request) {
-  if (request.tasks_size() > 0 && request.tasks(0).has_model_spec()) {
-    return request.tasks(0).model_spec();
-  }
-  return ModelSpec::default_instance();
-}
-
-}  // namespace
-
-::grpc::Status TfrtPredictionServiceImpl::MultiInference(
-    ::grpc::ServerContext *context, const MultiInferenceRequest *request,
-    MultiInferenceResponse *response) {
-  Servable::RunOptions run_options;
-  run_options.deadline = GetRequestDeadline(context);
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(
-      core_->GetServableHandle(GetModelSpecFromRequest(*request), &servable));
-  auto tf_status = servable->MultiInference(run_options, *request, response);
-
-  const ::grpc::Status status = ToGRPCStatus(tf_status);
-  if (!status.ok()) {
-    VLOG(1) << "TFRT MultiInference request failed: " << status.error_message();
-  }
-  return status;
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
deleted file mode 100644
index 076cfd9c5f8..00000000000
--- a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
+++ /dev/null
@@ -1,64 +0,0 @@
-/* Copyright 2022 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
-#define TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
-
-#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
-#include "tensorflow_serving/model_servers/prediction_service_util.h"
-
-namespace tensorflow {
-namespace serving {
-
-class TfrtPredictionServiceImpl final
-    : public PredictionService::Service {
- public:
-  explicit TfrtPredictionServiceImpl(const PredictionServiceOptions& options)
-      : core_(options.server_core),
-        enforce_session_run_timeout_(options.enforce_session_run_timeout),
-        thread_pool_factory_(options.thread_pool_factory) {}
-
-  ::grpc::Status Predict(::grpc::ServerContext* context,
-                         const PredictRequest* request,
-                         PredictResponse* response) override;
-
-  ::grpc::Status GetModelMetadata(::grpc::ServerContext* context,
-                                  const GetModelMetadataRequest* request,
-                                  GetModelMetadataResponse* response) override;
-
-  ::grpc::Status Classify(::grpc::ServerContext* context,
-                          const ClassificationRequest* request,
-                          ClassificationResponse* response) override;
-
-  ::grpc::Status Regress(::grpc::ServerContext* context,
-                         const RegressionRequest* request,
-                         RegressionResponse* response) override;
-
-  ::grpc::Status MultiInference(::grpc::ServerContext* context,
-                                const MultiInferenceRequest* request,
-                                MultiInferenceResponse* response) override;
-
- private:
-  absl::Time GetRequestDeadline(::grpc::ServerContext* context) const;
-
-  ServerCore* core_;
-  const bool enforce_session_run_timeout_;
-  ThreadPoolFactory* thread_pool_factory_;
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 6939b465d83..58bad127a35 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -687,11 +687,11 @@ cc_library(
     ],
     deps = [
         ":regressor",
-        ":util",
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -770,12 +770,12 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":classifier",
-        ":regressor",
-        ":util",
         "//tensorflow_serving/apis:inference_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:classifier",
+        "//tensorflow_serving/servables/tensorflow:regressor",
+        "//tensorflow_serving/servables/tensorflow:util",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -794,7 +794,6 @@ cc_test(
     ],
     deps = [
         ":multi_inference",
-        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -804,6 +803,7 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -844,7 +844,6 @@ cc_test(
     ],
     deps = [
         ":multi_inference_helper",
-        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -854,6 +853,7 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -892,9 +892,9 @@ cc_test(
     size = "small",
     srcs = ["util_test.cc"],
     deps = [
-        ":bundle_factory_test_util",
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -1130,623 +1130,3 @@ cc_test(
         "@com_google_absl//absl/status",
     ],
 )
-
-cc_library(
-    name = "tfrt_predict_util",
-    srcs = ["tfrt_predict_util.cc"],
-    hdrs = ["tfrt_predict_util.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":predict_response_tensor_serialization_option",
-        ":predict_util",
-        ":util",
-        "//tensorflow_serving/apis:predict_cc_proto",
-        "@com_google_absl//absl/container:flat_hash_set",
-        "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/types:optional",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:util",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/tfrt/runtime:tf_threadpool_concurrent_work_queue",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
-    ],
-)
-
-cc_test(
-    name = "tfrt_predict_util_test",
-    srcs = ["tfrt_predict_util_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
-    ],
-    deps = [
-        ":saved_model_bundle_source_adapter_cc_proto",
-        ":servable",
-        ":session_bundle_config_cc_proto",
-        ":tfrt_predict_util",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
-        "//tensorflow_serving/test_util",
-        "//tensorflow_serving/util:oss_or_google",
-        "@com_google_absl//absl/memory",
-        "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/time",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
-
-cc_library(
-    name = "tfrt_saved_model_factory",
-    srcs = ["tfrt_saved_model_factory.cc"],
-    hdrs = ["tfrt_saved_model_factory.h"],
-    visibility = ["//visibility:public"],
-    deps = [
-        ":bundle_factory_util",
-        ":machine_learning_metadata",
-        ":saved_model_config_stub",
-        ":servable",
-        ":session_bundle_config_cc_proto",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_saved_model_warmup",
-        ":tfrt_servable",
-        ":thread_pool_factory",
-        ":thread_pool_factory_config_cc_proto",
-        "//tensorflow_serving/batching:tfrt_saved_model_with_batching",
-        "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/resources:resources_cc_proto",
-        "@com_google_absl//absl/status",
-        "@com_google_absl//absl/status:statusor",
-        "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/synchronization",
-        "@com_google_absl//absl/types:optional",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/cc/saved_model:reader",
-        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/compiler/mlir/tfrt:tfrt_compile_options",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler_hdrs",
-        "@org_tensorflow//tensorflow/core/tfrt/runtime",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-    ] + if_google(
-        ["//tensorflow_serving/servables/tensorflow/google:saved_model_config_impl"],
-    ),
-)
-
-serving_proto_library(
-    name = "tfrt_saved_model_source_adapter_proto",
-    srcs = ["tfrt_saved_model_source_adapter.proto"],
-    cc_api_version = 2,
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":session_bundle_config_proto",
-        serving_tensorflow_proto_dep(
-            "@org_tensorflow//tensorflow/core:protos_all",
-        ),
-    ],
-)
-
-cc_library(
-    name = "tfrt_saved_model_source_adapter",
-    srcs = ["tfrt_saved_model_source_adapter.cc"],
-    hdrs = ["tfrt_saved_model_source_adapter.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":bundle_factory_util",
-        ":machine_learning_metadata",
-        ":servable",
-        ":tfrt_saved_model_factory",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/core:simple_loader",
-        "//tensorflow_serving/core:source_adapter",
-        "//tensorflow_serving/core:storage_path",
-        "//tensorflow_serving/resources:resource_util",
-        "//tensorflow_serving/resources:resource_values",
-        "//tensorflow_serving/resources:resources_cc_proto",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader",
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-    alwayslink = 1,
-)
-
-cc_test(
-    name = "tfrt_saved_model_source_adapter_test",
-    srcs = ["tfrt_saved_model_source_adapter_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mlmd",
-    ],
-    deps = [
-        ":servable",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/core:loader",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/resources:resource_util",
-        "//tensorflow_serving/resources:resource_values",
-        "//tensorflow_serving/resources:resources_cc_proto",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
-
-cc_test(
-    name = "tfrt_saved_model_factory_test",
-    size = "medium",
-    srcs = ["tfrt_saved_model_factory_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
-    ],
-    deps = [
-        ":bundle_factory_test_util",
-        ":tfrt_saved_model_factory",
-        "//tensorflow_serving/core/test_util:session_test_util",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core:testlib",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
-
-cc_library(
-    name = "tfrt_saved_model_warmup",
-    srcs = ["tfrt_saved_model_warmup.cc"],
-    hdrs = ["tfrt_saved_model_warmup.h"],
-    visibility = [
-        "//visibility:public",
-    ] + if_google(["//learning/infra/mira:__subpackages__"]),
-    deps = [
-        ":saved_model_warmup_util",
-        ":session_bundle_config_cc_proto",
-        ":tfrt_classifier",
-        ":tfrt_multi_inference",
-        ":tfrt_predict_util",
-        ":tfrt_regressor",
-        ":util",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:predict_cc_proto",
-        "//tensorflow_serving/apis:prediction_log_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "@com_google_absl//absl/container:flat_hash_map",
-        "@com_google_absl//absl/status",
-        "@com_google_absl//absl/strings",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-    ],
-)
-
-cc_test(
-    name = "tfrt_saved_model_warmup_test",
-    size = "small",
-    srcs = ["tfrt_saved_model_warmup_test.cc"],
-    deps = [
-        ":saved_model_warmup_test_util",
-        ":tfrt_saved_model_warmup",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/apis:predict_cc_proto",
-        "//tensorflow_serving/apis:prediction_log_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:graph_execution_options",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-        "@org_tensorflow//tensorflow/tsl/platform:path",
-    ],
-)
-
-cc_library(
-    name = "tfrt_regression_service",
-    srcs = ["tfrt_regression_service.cc"],
-    hdrs = ["tfrt_regression_service.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":servable",
-        ":util",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/apis:regressor",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/model_servers:server_core",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:tracing",
-    ],
-)
-
-cc_library(
-    name = "tfrt_regressor",
-    srcs = ["tfrt_regressor.cc"],
-    hdrs = ["tfrt_regressor.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":util",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/apis:regressor",
-        "@com_google_absl//absl/types:optional",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:tracing",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
-    ],
-)
-
-cc_test(
-    name = "tfrt_regression_service_test",
-    srcs = ["tfrt_regression_service_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-    ],
-    deps = [
-        ":session_bundle_config_cc_proto",
-        ":tfrt_regression_service",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        "//tensorflow_serving/config:model_server_config_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-    ],
-)
-
-cc_test(
-    name = "tfrt_regressor_test",
-    srcs = ["tfrt_regressor_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-    ],
-    shard_count = 3,
-    deps = [
-        ":session_bundle_config_cc_proto",
-        ":tfrt_regressor",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/config:model_server_config_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:protobuf_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
-
-cc_library(
-    name = "tfrt_classifier",
-    srcs = ["tfrt_classifier.cc"],
-    hdrs = ["tfrt_classifier.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":util",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:classifier",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "@com_google_absl//absl/types:optional",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:tracing",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
-    ],
-)
-
-cc_test(
-    name = "tfrt_classifier_test",
-    size = "large",
-    srcs = ["tfrt_classifier_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-    ],
-    deps = [
-        ":servable",
-        ":session_bundle_config_cc_proto",
-        ":tfrt_classifier",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/config:model_server_config_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:protobuf_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:core_cpu",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-    ],
-)
-
-cc_library(
-    name = "tfrt_classification_service",
-    srcs = ["tfrt_classification_service.cc"],
-    hdrs = ["tfrt_classification_service.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":servable",
-        ":tfrt_classifier",
-        ":util",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:classifier",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/model_servers:server_core",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:tracing",
-    ],
-)
-
-cc_test(
-    name = "tfrt_classification_service_test",
-    srcs = ["tfrt_classification_service_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-    ],
-    deps = [
-        ":session_bundle_config_cc_proto",
-        ":tfrt_classification_service",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        "//tensorflow_serving/config:model_server_config_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/test_util",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/runtime",
-    ],
-)
-
-cc_library(
-    name = "tfrt_multi_inference",
-    srcs = ["tfrt_multi_inference.cc"],
-    hdrs = ["tfrt_multi_inference.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":tfrt_classifier",
-        ":tfrt_regressor",
-        ":util",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/model_servers:server_core",
-        "@com_google_absl//absl/types:optional",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
-        "@org_tensorflow//tensorflow/tsl/platform:error_logging",
-    ],
-)
-
-cc_test(
-    name = "tfrt_multi_inference_test",
-    size = "medium",
-    srcs = ["tfrt_multi_inference_test.cc"],
-    data = [
-        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
-    ],
-    deps = [
-        ":servable",
-        ":session_bundle_config_cc_proto",
-        ":tfrt_multi_inference",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:input_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/test_util",
-        "@com_google_absl//absl/status",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-    ],
-)
-
-cc_library(
-    name = "tfrt_get_model_metadata_impl",
-    srcs = ["tfrt_get_model_metadata_impl.cc"],
-    hdrs = ["tfrt_get_model_metadata_impl.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":servable",
-        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/model_servers:server_core",
-        "@org_tensorflow//tensorflow/core:lib",
-    ],
-)
-
-cc_library(
-    name = "tfrt_servable",
-    srcs = ["tfrt_servable.cc"],
-    hdrs = ["tfrt_servable.h"],
-    visibility = [
-        "//visibility:public",
-    ],
-    deps = [
-        ":predict_response_tensor_serialization_option",
-        ":servable",
-        ":tfrt_classifier",
-        ":tfrt_multi_inference",
-        ":tfrt_predict_util",
-        ":tfrt_regressor",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":thread_pool_factory",
-        "//tensorflow_serving/apis:classification_cc_proto",
-        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
-        "//tensorflow_serving/apis:inference_cc_proto",
-        "//tensorflow_serving/apis:predict_cc_proto",
-        "//tensorflow_serving/apis:regression_cc_proto",
-        "@com_google_absl//absl/container:flat_hash_map",
-        "@com_google_absl//absl/container:flat_hash_set",
-        "@com_google_absl//absl/functional:any_invocable",
-        "@com_google_absl//absl/status",
-        "@com_google_absl//absl/status:statusor",
-        "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/time",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:framework",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:tracing",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-        "@org_tensorflow//tensorflow/tsl/platform:errors",
-        "@org_tensorflow//tensorflow/tsl/platform:threadpool_options",
-    ],
-)
-
-cc_test(
-    name = "tfrt_get_model_metadata_impl_test",
-    size = "medium",
-    srcs = ["tfrt_get_model_metadata_impl_test.cc"],
-    data = [
-        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
-    ],
-    deps = [
-        ":session_bundle_config_cc_proto",
-        ":tfrt_get_model_metadata_impl",
-        ":tfrt_saved_model_source_adapter",
-        ":tfrt_saved_model_source_adapter_cc_proto",
-        ":tfrt_servable",
-        "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/config:model_server_config_cc_proto",
-        "//tensorflow_serving/config:platform_config_cc_proto",
-        "//tensorflow_serving/core:aspired_version_policy",
-        "//tensorflow_serving/core:availability_preserving_policy",
-        "//tensorflow_serving/core:servable_handle",
-        "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/model_servers:model_platform_types",
-        "//tensorflow_serving/model_servers:platform_config_util",
-        "//tensorflow_serving/test_util",
-        "@com_google_protobuf//:cc_wkt_protos",
-        "@com_google_protobuf//:protobuf",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
-        "@org_tensorflow//tensorflow/core:lib",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core:test",
-    ] + if_google(["@com_google_absl//absl/strings:string_view"]),
-)
-
-cc_library(
-    name = "saved_model_config_stub",
-    srcs = ["saved_model_config_stub.cc"],
-    hdrs = ["saved_model_config_stub.h"],
-    deps = [
-        "@com_google_absl//absl/status",
-        "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:status",
-        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
-    ],
-)
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
deleted file mode 100644
index eb32a298aa4..00000000000
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
+++ /dev/null
@@ -1,63 +0,0 @@
-/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
-
-#include <memory>
-#include <string>
-#include <utility>
-
-#include "tensorflow/core/platform/status.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/tfrt/graph_executor/config.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-class SavedModelConfigStubRegistry {
- public:
-  SavedModelConfigStubRegistry()
-      : stub_(std::make_unique<SavedModelConfigStub>()) {}
-
-  void Register(std::unique_ptr<SavedModelConfigStub> stub) {
-    stub_ = std::move(stub);
-  }
-
-  SavedModelConfigStub& Get() { return *stub_; }
-
- private:
-  std::unique_ptr<SavedModelConfigStub> stub_;
-};
-
-SavedModelConfigStubRegistry& GetSavedModelConfigStubRegistry() {
-  static auto* const registry = new SavedModelConfigStubRegistry;
-  return *registry;
-}
-
-}  // namespace
-
-void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub) {
-  GetSavedModelConfigStubRegistry().Register(std::move(stub));
-}
-
-Status ImportAndLoadSavedModelConfig(
-    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
-    tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
-  return GetSavedModelConfigStubRegistry().Get().ImportAndLoadSavedModelConfig(
-      export_dir, graph_options, runtime_config);
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
deleted file mode 100644
index 589001cf65e..00000000000
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
+++ /dev/null
@@ -1,50 +0,0 @@
-/* Copyright 2023 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
-#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
-
-#include <memory>
-#include <string>
-
-#include "absl/status/status.h"
-#include "tensorflow/core/platform/status.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/tfrt/graph_executor/config.h"
-
-namespace tensorflow {
-namespace serving {
-
-// The tfrt native lowering stub that provides interface for internal and OSS
-// with different impls.
-class SavedModelConfigStub {
- public:
-  virtual ~SavedModelConfigStub() = default;
-  virtual Status ImportAndLoadSavedModelConfig(
-      const std::string& export_dir, tensorflow::GraphOptions& graph_options,
-      tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
-    return absl::UnimplementedError("");
-  }
-};
-
-void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub);
-
-Status ImportAndLoadSavedModelConfig(
-    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
-    tensorflow::tfrt_stub::RuntimeConfig& runtime_config);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index d53d0a5d18a..9923cf12c41 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -28,18 +28,3 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
-
-cc_library(
-    name = "mock_tfrt_saved_model",
-    testonly = 1,
-    hdrs = ["mock_tfrt_saved_model.h"],
-    visibility = [
-        "//tensorflow_serving/batching:__subpackages__",
-        "//tensorflow_serving/servables/tensorflow:__subpackages__",
-    ],
-    deps = [
-        "@com_google_googletest//:gtest",
-        "@org_tensorflow//tensorflow/core/tfrt/runtime",
-        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
-    ],
-)
diff --git a/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h b/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
deleted file mode 100644
index 658a15a1a1d..00000000000
--- a/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
+++ /dev/null
@@ -1,74 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
-
-#include <gmock/gmock.h>
-#include "tensorflow/core/tfrt/runtime/runtime.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-
-namespace tensorflow {
-namespace serving {
-namespace test_util {
-
-inline tfrt_stub::Runtime* GetTestTfrtRuntime() {
-  static auto* const runtime =
-      tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4).release();
-  return runtime;
-}
-
-// A mock of tfrt::SavedModel.
-class MockSavedModel : public tfrt::SavedModel {
- public:
-  MockSavedModel() : SavedModel(GetTestTfrtRuntime()) {}
-
-  MOCK_METHOD(const tensorflow::MetaGraphDef&, GetMetaGraphDef, (),
-              (const, override));
-
-  MOCK_METHOD(absl::optional<tfrt::FunctionMetadata>, GetFunctionMetadata,
-              (absl::string_view func_name), (const, override));
-
-  MOCK_METHOD(::tensorflow::Status, Run,
-              (const tfrt::SavedModel::RunOptions& run_options,
-               absl::string_view func_name, absl::Span<const Tensor> inputs,
-               std::vector<Tensor>* outputs),
-              (override));
-
-  MOCK_METHOD(std::vector<std::string>, GetFunctionNames, (),
-              (const, override));
-
-  MOCK_METHOD(::tensorflow::Status, RunMultipleSignatures,
-              (const tfrt::SavedModel::RunOptions& run_options,
-               absl::Span<const std::string> names,
-               absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
-               std::vector<std::vector<tensorflow::Tensor>>* multi_outputs),
-              (override));
-
-  MOCK_METHOD(
-      ::tensorflow::Status, RunByTensorNames,
-      (const tfrt::SavedModel::RunOptions& run_options,
-       (absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs),
-       absl::Span<const std::string> output_tensor_names,
-       absl::Span<const std::string> target_node_names,
-       std::vector<tensorflow::Tensor>* outputs),
-      (override));
-};
-
-}  // namespace test_util
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 7c1979dc175..8994c06c8f9 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -161,26 +161,6 @@ filegroup(
     ),
 )
 
-filegroup(
-    name = "saved_model_half_plus_two_cpu_with_saved_model_config",
-    srcs = glob(
-        ["saved_model_half_plus_two_cpu_with_saved_model_config/**"],
-    ),
-    visibility = [
-        "//visibility:public",
-    ],
-)
-
-filegroup(
-    name = "saved_model_half_plus_two_cpu_with_empty_saved_model_config",
-    srcs = glob(
-        ["saved_model_half_plus_two_cpu_with_empty_saved_model_config/**"],
-    ),
-    visibility = [
-        "//visibility:public",
-    ],
-)
-
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
deleted file mode 100644
index e69de29bb2d..00000000000
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
deleted file mode 100644
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
deleted file mode 100644
index eb88afb844f..00000000000
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
+++ /dev/null
@@ -1,11 +0,0 @@
-
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-G
-4type.googleapis.com/tensorflow.tfrt_stub.TestConfig1
-
test config 1
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
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diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.data-00000-of-00001 b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.data-00000-of-00001
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diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
deleted file mode 100644
index be9583f593e..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
+++ /dev/null
@@ -1,57 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
-
-#include <memory>
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/platform/tracing.h"
-#include "tensorflow_serving/apis/classifier.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status TFRTClassificationServiceImpl::Classify(
-    const Servable::RunOptions& run_options, ServerCore* core,
-    const ClassificationRequest& request, ClassificationResponse* response) {
-  // Verify Request Metadata and create a ServableRequest
-  if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
-  }
-
-  return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
-                               response);
-}
-
-Status TFRTClassificationServiceImpl::ClassifyWithModelSpec(
-    const Servable::RunOptions& run_options, ServerCore* core,
-    const ModelSpec& model_spec, const ClassificationRequest& request,
-    ClassificationResponse* response) {
-  TRACELITERAL("TFRTClassificationServiceImpl::ClassifyWithModelSpec");
-
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
-  return servable->Classify(run_options, request, response);
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
deleted file mode 100644
index e4e9d73178a..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
+++ /dev/null
@@ -1,48 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
-
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Utility methods for implementation of the Classify RPC in
-// tensorflow_serving/apis/prediction_service.proto
-class TFRTClassificationServiceImpl {
- public:
-  static Status Classify(const Servable::RunOptions& run_options,
-                         ServerCore* core, const ClassificationRequest& request,
-                         ClassificationResponse* response);
-
-  // Like Classify(), but uses 'model_spec' instead of the one embedded in
-  // 'request'.
-  static Status ClassifyWithModelSpec(const Servable::RunOptions& run_options,
-                                      ServerCore* core,
-                                      const ModelSpec& model_spec,
-                                      const ClassificationRequest& request,
-                                      ClassificationResponse* response);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
deleted file mode 100644
index 8d9f42f1966..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
+++ /dev/null
@@ -1,206 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
-
-#include <memory>
-#include <string>
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/tfrt/runtime/runtime.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-constexpr char kTestModelName[] = "test_model";
-
-// Test fixture for ClassificationService related tests sets up a ServerCore
-// pointing to the half_plus_two SavedModel.
-class TFRTClassificationServiceTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/"
-                                  "testdata/saved_model_half_plus_two_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
-  }
-
-  static void TearDownTestSuite() { server_core_ = nullptr; }
-
- protected:
-  static std::unique_ptr<ServerCore> server_core_;
-  Servable::RunOptions run_options_;
-};
-
-std::unique_ptr<ServerCore> TFRTClassificationServiceTest::server_core_;
-
-// Verifies that Classify() returns an error for different cases of an invalid
-// ClassificationRequest.model_spec.
-TEST_F(TFRTClassificationServiceTest, InvalidModelSpec) {
-  ClassificationRequest request;
-  ClassificationResponse response;
-
-  // No model_spec specified.
-  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
-                run_options_, server_core_.get(), request, &response)
-                .code(),
-            absl::StatusCode::kInvalidArgument);
-
-  // No model name specified.
-  auto* model_spec = request.mutable_model_spec();
-  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
-                run_options_, server_core_.get(), request, &response)
-                .code(),
-            absl::StatusCode::kInvalidArgument);
-
-  // No servable found for model name "foo".
-  model_spec->set_name("foo");
-  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
-                run_options_, server_core_.get(), request, &response)
-                .code(),
-            tensorflow::error::NOT_FOUND);
-}
-
-// Verifies that Classify() returns an error for an invalid signature_name in
-// ClassificationRequests's model_spec.
-TEST_F(TFRTClassificationServiceTest, InvalidSignature) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"invalid_signature_name\""
-      "}");
-  ClassificationResponse response;
-  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
-                run_options_, server_core_.get(), request, &response)
-                .code(),
-            tensorflow::error::FAILED_PRECONDITION);
-}
-
-// Verifies that Classify() returns the correct score for a valid
-// ClassificationRequest against the half_plus_two SavedModel's classify_x_to_y
-// signature.
-TEST_F(TFRTClassificationServiceTest, ClassificationSuccess) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  ClassificationResponse response;
-  TF_EXPECT_OK(TFRTClassificationServiceImpl::Classify(
-      run_options_, server_core_.get(), request, &response));
-  EXPECT_THAT(response,
-              test_util::EqualsProto(
-                  "result { classifications { classes { score: 42 } } }"
-                  "model_spec {"
-                  "  name: \"test_model\""
-                  "  signature_name: \"classify_x_to_y\""
-                  "  version { value: 123 }"
-                  "}"));
-}
-
-// Verifies that ClassifyWithModelSpec() uses the model spec override rather
-// than the one in the request.
-TEST_F(TFRTClassificationServiceTest, ModelSpecOverride) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "}");
-  auto model_spec_override =
-      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
-
-  ClassificationResponse response;
-  EXPECT_NE(tensorflow::error::NOT_FOUND,
-            TFRTClassificationServiceImpl::Classify(
-                run_options_, server_core_.get(), request, &response)
-                .code());
-  EXPECT_EQ(tensorflow::error::NOT_FOUND,
-            TFRTClassificationServiceImpl::ClassifyWithModelSpec(
-                run_options_, server_core_.get(), model_spec_override, request,
-                &response)
-                .code());
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
deleted file mode 100644
index fbb1c4e4842..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
+++ /dev/null
@@ -1,222 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/framework/tensor.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/threadpool.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/platform/tracing.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/error_logging.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/classifier.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status PreProcessClassification(
-    const tfrt::FunctionMetadata& function_metadata) {
-  if (function_metadata.GetInputNames().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one input Tensor."));
-  }
-  if (function_metadata.GetOutputNames().size() != 1 &&
-      function_metadata.GetOutputNames().size() != 2) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one or two output Tensors, found ",
-                        function_metadata.GetOutputNames().size()));
-  }
-
-  if (function_metadata.GetInputNames()[0] != kClassifyInputs) {
-    return errors::FailedPrecondition(
-        "No classification inputs found in function's metadata, only "
-        "contains: ",
-        function_metadata.GetInputNames()[0]);
-  }
-
-  bool find_output_classes = false;
-  bool find_output_scores = false;
-  for (const std::string& output_name : function_metadata.GetOutputNames()) {
-    if (output_name == kClassifyOutputClasses) {
-      find_output_classes = true;
-    } else if ((output_name == kClassifyOutputScores)) {
-      find_output_scores = true;
-    }
-  }
-
-  if ((function_metadata.GetOutputNames().size() == 1 && !find_output_classes &&
-       !find_output_scores) ||
-      (function_metadata.GetOutputNames().size() == 2 &&
-       !(find_output_classes && find_output_scores))) {
-    return errors::FailedPrecondition(strings::StrCat(
-        "Expected classification function outputs to contain", "\"",
-        kClassifyOutputClasses, "\" and/or \"", kClassifyOutputScores, "\". "));
-  }
-
-  return OkStatus();
-}
-
-Status PostProcessClassificationResult(
-    int num_examples, const std::vector<string>& output_names,
-    const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
-  if (output_tensors.size() != output_names.size()) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Unexpected output tensors size. Expected ", output_names.size(),
-        " output tensor(s).  Got: ", output_tensors.size()));
-  }
-
-  const Tensor* classes = nullptr;
-  const Tensor* scores = nullptr;
-  for (int i = 0; i < output_tensors.size(); ++i) {
-    if (output_names[i] == kClassifyOutputClasses) {
-      classes = &output_tensors[i];
-    } else if (output_names[i] == kClassifyOutputScores) {
-      scores = &output_tensors[i];
-    }
-  }
-
-  // Validate classes output Tensor.
-  if (classes) {
-    if (classes->dims() != 2) {
-      return errors::InvalidArgument(
-          "Expected Tensor shape: [batch_size num_classes] but got ",
-          classes->shape().DebugString());
-    }
-    if (classes->dtype() != DT_STRING) {
-      return errors::InvalidArgument(
-          "Expected classes Tensor of DT_STRING. Got: ",
-          DataType_Name(classes->dtype()));
-    }
-    if (classes->dim_size(0) != num_examples) {
-      return errors::InvalidArgument("Expected classes output batch size of ",
-                                     num_examples,
-                                     ". Got: ", classes->dim_size(0));
-    }
-  }
-  // Validate scores output Tensor.
-  if (scores) {
-    if (scores->dims() != 2) {
-      return errors::InvalidArgument(
-          "Expected Tensor shape: [batch_size num_classes] but got ",
-          scores->shape().DebugString());
-    }
-    if (scores->dtype() != DT_FLOAT) {
-      return errors::InvalidArgument(
-          "Expected scores Tensor of DT_FLOAT. Got: ",
-          DataType_Name(scores->dtype()));
-    }
-    if (scores->dim_size(0) != num_examples) {
-      return errors::InvalidArgument("Expected scores output batch size of ",
-                                     num_examples,
-                                     ". Got: ", scores->dim_size(0));
-    }
-  }
-  // Extract the number of classes from either the class or score output
-  // Tensor.
-  int num_classes = 0;
-  if (classes && scores) {
-    // If we have both Tensors they should agree in the second dimmension.
-    if (classes->dim_size(1) != scores->dim_size(1)) {
-      return errors::InvalidArgument(
-          "Tensors class and score should match in dim_size(1). Got ",
-          classes->dim_size(1), " vs. ", scores->dim_size(1));
-    }
-    num_classes = classes->dim_size(1);
-  } else if (classes) {
-    num_classes = classes->dim_size(1);
-  } else if (scores) {
-    num_classes = scores->dim_size(1);
-  }
-
-  // Convert the output to ClassificationResult format.
-  for (int i = 0; i < num_examples; ++i) {
-    serving::Classifications* classifications = result->add_classifications();
-    for (int c = 0; c < num_classes; ++c) {
-      serving::Class* cl = classifications->add_classes();
-      if (classes) {
-        const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
-        cl->set_label(class_tstr.data(), class_tstr.size());
-      }
-      if (scores) {
-        cl->set_score((scores->matrix<float>())(i, c));
-      }
-    }
-  }
-  return OkStatus();
-}
-
-Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
-                   const absl::optional<int64_t>& servable_version,
-                   tfrt::SavedModel* saved_model,
-                   const ClassificationRequest& request,
-                   ClassificationResponse* response) {
-  const string function_name = request.model_spec().signature_name().empty()
-                                   ? kDefaultServingSignatureDefKey
-                                   : request.model_spec().signature_name();
-
-  const auto function_metadata =
-      saved_model->GetFunctionMetadata(function_name);
-  if (!function_metadata.has_value()) {
-    return errors::FailedPrecondition(
-        strings::StrCat("Function \"", function_name, "\" not found."));
-  }
-
-  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
-                response->mutable_model_spec());
-
-  // Pre-processing.
-  TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
-  Tensor input_tensor;
-  TF_RETURN_IF_ERROR(
-      InputToSerializedExampleTensor(request.input(), &input_tensor));
-  std::vector<Tensor> input_tensors;
-  int num_examples = input_tensor.dim_size(0);
-  input_tensors.emplace_back(std::move(input_tensor));
-
-  // Executes requests.
-  std::vector<Tensor> output_tensors;
-  const uint64_t start_microseconds = EnvTime::NowMicros();
-  if (const auto status = saved_model->Run(run_options, function_name,
-                                           input_tensors, &output_tensors);
-      !status.ok()) {
-    if (IsTfrtErrorLoggingEnabled()) {
-      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
-          .IgnoreError();
-    }
-    return status;
-  }
-  const uint64_t end_microseconds = EnvTime::NowMicros();
-  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Classify",
-                       /*runtime=*/"TFRT",
-                       end_microseconds - start_microseconds);
-
-  // Post-processing.
-  return PostProcessClassificationResult(
-      num_examples, function_metadata->GetOutputNames(), output_tensors,
-      response->mutable_result());
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.h b/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
deleted file mode 100644
index 238541ee3c8..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
+++ /dev/null
@@ -1,51 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// TensorFlow implementation of the ClassifierInterface.
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
-
-#include <memory>
-
-#include "absl/types/optional.h"
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/apis/classifier.h"
-
-namespace tensorflow {
-namespace serving {
-// Validate function's input and output.
-Status PreProcessClassification(
-    const tfrt::FunctionMetadata& function_metadata);
-
-// Validate all results and populate a ClassificationResult.
-Status PostProcessClassificationResult(
-    int num_examples, const std::vector<string>& output_names,
-    const std::vector<Tensor>& output_tensors, ClassificationResult* result);
-
-// Run Classification.
-Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
-                   const absl::optional<int64_t>& servable_version,
-                   tfrt::SavedModel* saved_model,
-                   const ClassificationRequest& request,
-                   ClassificationResponse* response);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
deleted file mode 100644
index bebf717c550..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
+++ /dev/null
@@ -1,565 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-
-#include <algorithm>
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "google/protobuf/map.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/example/feature.pb.h"
-#include "tensorflow/core/framework/types.pb.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/mutex.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/public/session.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/env.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using ::testing::_;
-using ::testing::DoAll;
-using ::testing::HasSubstr;
-using ::testing::Return;
-using ::testing::WithArgs;
-
-constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
-
-class TfrtClassifierTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-  }
-
-  void SetUp() override {
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/"
-                                  "testdata/saved_model_half_plus_two_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
-
-    request_ = test_util::CreateProto<ClassificationRequest>(
-        "model_spec {"
-        "  name: \"test_model\""
-        "  signature_name: \"classify_x_to_y\""
-        "}"
-        "input {"
-        "  example_list {"
-        "    examples {"
-        "      features {"
-        "        feature: {"
-        "          key  : \"x\""
-        "          value: {"
-        "            float_list: {"
-        "              value: [ 20.0 ]"
-        "            }"
-        "          }"
-        "        }"
-        "      }"
-        "    }"
-        "  }"
-        "}");
-  }
-
-  static void TearDownTestSuite() { server_core_ = nullptr; }
-
- protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
-    ModelSpec model_spec;
-    model_spec.set_name(kTestModelName);
-    return server_core->GetServableHandle(model_spec, servable);
-  }
-
-  Status CallClassify(ServerCore* server_core,
-                      const ClassificationRequest& request,
-                      ClassificationResponse* response) {
-    ServableHandle<Servable> servable;
-    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
-    return servable->Classify({}, request, response);
-  }
-
-  // Classifier valid after calling create.
-  std::unique_ptr<ClassifierInterface> classifier_;
-  static std::unique_ptr<ServerCore> server_core_;
-  ClassificationRequest request_;
-};
-
-std::unique_ptr<ServerCore> TfrtClassifierTest::server_core_;
-
-TEST_F(TfrtClassifierTest, Basic) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 20.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  ClassificationResponse response;
-
-  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
-  EXPECT_THAT(response,
-              test_util::EqualsProto(
-                  "result { classifications { classes { "
-                  "score: 42 } } classifications { classes {score: 12 } } }"
-                  "model_spec {"
-                  "  name: \"test_model\""
-                  "  signature_name: \"classify_x_to_y\""
-                  "  version { value: 123 }"
-                  "}"));
-}
-
-TEST_F(TfrtClassifierTest, BasicWithContext) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "   example_list_with_context {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 20.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    context: {"
-      "      features: {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 10.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  ClassificationResponse response;
-
-  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
-  EXPECT_THAT(response, test_util::EqualsProto(
-                            "result { classifications { classes { score: 42 }} "
-                            "classifications { classes { score: 12 }}}"
-                            "model_spec {"
-                            "  name: \"test_model\""
-                            "  signature_name: \"classify_x_to_y\""
-                            "  version { value: 123 }"
-                            "}"));
-}
-
-TEST_F(TfrtClassifierTest, EmptyExampleList) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "  }"
-      "}");
-  ClassificationResponse response;
-
-  Status status = CallClassify(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtClassifierTest, EmptyExampleListWithContext) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "  example_list_with_context {"
-      "    context: {"
-      "      features: {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 10.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  ClassificationResponse response;
-
-  Status status = CallClassify(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtClassifierTest, EmptyInput) {
-  auto request = test_util::CreateProto<ClassificationRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"classify_x_to_y\""
-      "}"
-      "input {"
-      "}");
-  ClassificationResponse response;
-
-  Status status = CallClassify(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtClassifierTest, InvalidFunctionName) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(std::nullopt));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(status.message(), HasSubstr("not found"));
-}
-
-TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedInputSize) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs, "wrong input"};
-  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
-}
-
-TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedOutputSize) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores,
-                            "wrong output"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected one or two output Tensors"));
-}
-
-TEST_F(TfrtClassifierTest, InvalidFunctionInvalidInputName) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"wrong input"};
-  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(
-      status.message(),
-      HasSubstr("No classification inputs found in function's metadata"));
-}
-
-TEST_F(TfrtClassifierTest, InvalidFunctionInvalidOutputName) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {"wrong output", kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected classification function outputs to contain"));
-}
-
-TEST_F(TfrtClassifierTest, RunsFails) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("test error"));
-}
-
-TEST_F(TfrtClassifierTest, UnexpectedOutputTensorNumber) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output;
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("Unexpected output tensors size"));
-}
-
-TEST_F(TfrtClassifierTest, UnexpectedOutputTensorShape) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("Expected Tensor shape"));
-}
-
-TEST_F(TfrtClassifierTest, UnexpectedOutputTensorType) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_STRING, TensorShape({1, 1}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected scores Tensor of DT_FLOAT"));
-}
-
-TEST_F(TfrtClassifierTest, UnexpectedOutputTensorSize) {
-  ClassificationResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kClassifyInputs};
-  signature.output_names = {kClassifyOutputScores};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_FLOAT, TensorShape({10, 1}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                            saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected scores output batch size of"));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
deleted file mode 100644
index 283d2ff83bc..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
+++ /dev/null
@@ -1,54 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
-
-#include <map>
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status TFRTGetModelMetadataImpl::GetModelMetadata(
-    ServerCore* core, const GetModelMetadataRequest& request,
-    GetModelMetadataResponse* response) {
-  if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
-  }
-  return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
-                                       response);
-}
-
-Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
-    ServerCore* core, const ModelSpec& model_spec,
-    const GetModelMetadataRequest& request,
-    GetModelMetadataResponse* response) {
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
-  TF_RETURN_IF_ERROR(servable->GetModelMetadata(request, response));
-  return tensorflow::OkStatus();
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
deleted file mode 100644
index 5fa71593bd0..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
+++ /dev/null
@@ -1,43 +0,0 @@
-/* Copyright 2021 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
-
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow_serving/apis/get_model_metadata.pb.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-
-namespace tensorflow {
-namespace serving {
-
-class TFRTGetModelMetadataImpl {
- public:
-  static Status GetModelMetadata(ServerCore* core,
-                                 const GetModelMetadataRequest& request,
-                                 GetModelMetadataResponse* response);
-
-  // Like GetModelMetadata(), but uses 'model_spec' instead of the one embedded
-  // in 'request'.
-  static Status GetModelMetadataWithModelSpec(
-      ServerCore* core, const ModelSpec& model_spec,
-      const GetModelMetadataRequest& request,
-      GetModelMetadataResponse* response);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
deleted file mode 100644
index 46ee227ba25..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
+++ /dev/null
@@ -1,224 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
-
-#include <memory>
-#include <string>
-#include <utility>
-
-#include "google/protobuf/wrappers.pb.h"
-#include "google/protobuf/map.h"
-#include "absl/strings/string_view.h"
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/protobuf/error_codes.pb.h"
-#include "tensorflow/core/protobuf/meta_graph.pb.h"
-#include "tensorflow/tsl/platform/casts.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/config/platform_config.pb.h"
-#include "tensorflow_serving/core/aspired_version_policy.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
-constexpr absl::string_view kSignatureDef = "signature_def";
-
-class TFRTGetModelMetadataImplTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-
-    const string saved_model_path = test_util::TensorflowTestSrcDirPath(
-        "cc/saved_model/testdata/half_plus_two");
-    TF_ASSERT_OK(
-        CreateServerCore(saved_model_path, true, &saved_model_server_core_));
-  }
-
-  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
-
- protected:
-  static Status CreateServerCore(const string& model_path,
-                                 bool saved_model_on_disk,
-                                 std::unique_ptr<ServerCore>* server_core) {
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(model_path);
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    return ServerCore::Create(std::move(options), server_core);
-  }
-
-  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
-
- private:
-  static std::unique_ptr<ServerCore> saved_model_server_core_;
-};
-
-std::unique_ptr<ServerCore>
-    TFRTGetModelMetadataImplTest::saved_model_server_core_;
-
-SignatureDefMap GetSignatureDefMap(ServerCore* server_core,
-                                   const ModelSpec& model_spec) {
-  SignatureDefMap signature_def_map;
-  ServableHandle<Servable> servable;
-  EXPECT_OK(server_core->GetServableHandle(model_spec, &servable));
-  auto& saved_model =
-      down_cast<TfrtSavedModelServable*>(servable.get())->saved_model();
-  for (const auto& signature : saved_model.GetMetaGraphDef().signature_def()) {
-    (*signature_def_map.mutable_signature_def())[signature.first] =
-        signature.second;
-  }
-  return signature_def_map;
-}
-
-TEST_F(TFRTGetModelMetadataImplTest, EmptyOrInvalidMetadataFieldList) {
-  GetModelMetadataRequest request;
-  GetModelMetadataResponse response;
-
-  // Empty metadata field list is invalid.
-  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-  request.add_metadata_field("some_stuff");
-
-  // Field enum is outside of valid range.
-  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-}
-
-TEST_F(TFRTGetModelMetadataImplTest, MissingOrEmptyModelSpec) {
-  GetModelMetadataRequest request;
-  GetModelMetadataResponse response;
-
-  request.add_metadata_field(kSignatureDef);
-  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->clear_name();
-
-  // Model name is not specified.
-  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-
-  // Model name is wrong, not found.
-  model_spec->set_name("test");
-  EXPECT_EQ(tensorflow::error::NOT_FOUND,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-}
-
-TEST_F(TFRTGetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
-  GetModelMetadataRequest request;
-  GetModelMetadataResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-  request.add_metadata_field(kSignatureDef);
-
-  TF_EXPECT_OK(TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(),
-                                                          request, &response));
-  EXPECT_THAT(response.model_spec(),
-              test_util::EqualsProto(request.model_spec()));
-  EXPECT_EQ(response.metadata_size(), 1);
-  SignatureDefMap received_signature_def_map;
-  response.metadata().at(kSignatureDef).UnpackTo(&received_signature_def_map);
-
-  SignatureDefMap expected_signature_def_map =
-      GetSignatureDefMap(GetServerCore(), request.model_spec());
-  EXPECT_THAT(response.model_spec(),
-              test_util::EqualsProto(request.model_spec()));
-
-  EXPECT_EQ(expected_signature_def_map.signature_def().size(),
-            received_signature_def_map.signature_def().size());
-  EXPECT_THAT(
-      expected_signature_def_map.signature_def().at("regress_x_to_y"),
-      test_util::EqualsProto(
-          received_signature_def_map.signature_def().at("regress_x_to_y")));
-  EXPECT_THAT(
-      expected_signature_def_map.signature_def().at(
-          kDefaultServingSignatureDefKey),
-      test_util::EqualsProto(received_signature_def_map.signature_def().at(
-          kDefaultServingSignatureDefKey)));
-}
-
-// Verifies that GetModelMetadataWithModelSpec() uses the model spec override
-// rather than the one in the request.
-TEST_F(TFRTGetModelMetadataImplTest, ModelSpecOverride) {
-  auto request = test_util::CreateProto<GetModelMetadataRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "}");
-  request.add_metadata_field(kSignatureDef);
-  auto model_spec_override =
-      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
-
-  GetModelMetadataResponse response;
-  EXPECT_NE(tensorflow::error::NOT_FOUND,
-            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
-                                                       &response)
-                .code());
-  EXPECT_EQ(tensorflow::error::NOT_FOUND,
-            TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
-                GetServerCore(), model_spec_override, request, &response)
-                .code());
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
deleted file mode 100644
index fc8bfdbe905..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
+++ /dev/null
@@ -1,136 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
-
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/error_logging.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
-                         const absl::optional<int64_t>& servable_version,
-                         tfrt::SavedModel* saved_model,
-                         const MultiInferenceRequest& request,
-                         MultiInferenceResponse* response) {
-  Tensor input_tensor;
-  TF_RETURN_IF_ERROR(
-      InputToSerializedExampleTensor(request.input(), &input_tensor));
-  std::vector<std::vector<Tensor>> input_tensors;
-  int num_examples = input_tensor.dim_size(0);
-  input_tensors.resize(request.tasks_size());
-  for (int i = 0; i < request.tasks_size(); ++i) {
-    input_tensors[i].emplace_back(input_tensor);
-  }
-
-  // Pre-processing.
-  std::string model_name = "";
-  std::set<std::string> function_names_set;
-  std::vector<std::string> function_names;
-  function_names.reserve(request.tasks_size());
-  for (const auto& task : request.tasks()) {
-    if (task.model_spec().name().empty()) {
-      return errors::InvalidArgument(
-          "Found ModelSpec with an empty model name.");
-    }
-    if (model_name.empty()) {
-      model_name = task.model_spec().name();
-    } else if (model_name != task.model_spec().name()) {
-      return errors::InvalidArgument(
-          "All ModelSpecs in a MultiInferenceRequest must access the same "
-          "model name.");
-    }
-
-    const std::string function_name = task.model_spec().signature_name().empty()
-                                          ? kDefaultServingSignatureDefKey
-                                          : task.model_spec().signature_name();
-
-    // TODO(b/183949363): Remove the constrain here. We could allow duplicated
-    // function names and simply return result for each of them.
-    if (function_names_set.find(function_name) != function_names_set.end()) {
-      return errors::InvalidArgument(strings::StrCat(
-          "Duplicate evaluation of signature: ", function_name));
-    }
-    function_names_set.insert(function_name);
-    function_names.push_back(function_name);
-
-    const auto function_metadata =
-        saved_model->GetFunctionMetadata(function_name);
-    if (!function_metadata.has_value()) {
-      return errors::InvalidArgument(
-          strings::StrCat("Function \"", function_name, "\" not found."));
-    }
-
-    if (task.method_name() == kClassifyMethodName) {
-      TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
-    } else if (task.method_name() == kRegressMethodName) {
-      TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
-    } else {
-      return errors::Unimplemented("Unsupported signature method_name: ",
-                                   task.method_name());
-    }
-  }
-
-  // Executes requests.
-  std::vector<std::vector<Tensor>> output_tensors;
-  if (const auto status = saved_model->RunMultipleSignatures(
-          run_options, function_names, input_tensors, &output_tensors);
-      !status.ok()) {
-    if (IsTfrtErrorLoggingEnabled()) {
-      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
-          .IgnoreError();
-    }
-    return status;
-  }
-
-  // Post-processing.
-  for (int i = 0; i < request.tasks_size(); ++i) {
-    // We have already checked the existence of the function metadata before
-    // execution.
-    const auto function_metadata =
-        saved_model->GetFunctionMetadata(function_names[i]);
-    DCHECK(function_metadata.has_value());
-    if (request.tasks(i).method_name() == kClassifyMethodName) {
-      TF_RETURN_IF_ERROR(PostProcessClassificationResult(
-          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
-          response->add_results()->mutable_classification_result()));
-    } else if (request.tasks(i).method_name() == kRegressMethodName) {
-      TF_RETURN_IF_ERROR(PostProcessRegressionResult(
-          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
-          response->add_results()->mutable_regression_result()));
-    } else {
-      return errors::InvalidArgument("Unrecognized signature method_name: ",
-                                     request.tasks(i).method_name());
-    }
-    MakeModelSpec(request.tasks(i).model_spec().name(),
-                  request.tasks(i).model_spec().signature_name(),
-                  servable_version,
-                  response->mutable_results(response->results_size() - 1)
-                      ->mutable_model_spec());
-  }
-  RecordRequestExampleCount(model_name, num_examples);
-  return OkStatus();
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
deleted file mode 100644
index 69dba5dd1c1..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
+++ /dev/null
@@ -1,38 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
-
-#include "absl/types/optional.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Implementation of MultiInference using the tfrt::SavedModel.
-Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
-                         const absl::optional<int64_t>& servable_version,
-                         tfrt::SavedModel* saved_model,
-                         const MultiInferenceRequest& request,
-                         MultiInferenceResponse* response);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
deleted file mode 100644
index 52e4d6f2c02..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
+++ /dev/null
@@ -1,305 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
-
-#include "absl/status/status.h"
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/example/feature.pb.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/tsl/lib/core/status_test_util.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
-
-class TfrtMultiInferenceTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-    CreateServerCore(&server_core_);
-  }
-
-  static void TearDownTestSuite() { server_core_.reset(); }
-
- protected:
-  static void CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/"
-                                  "testdata/saved_model_half_plus_two_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
-  }
-
-  ServerCore* GetServerCore() { return server_core_.get(); }
-
-  Status GetServableHandle(ServableHandle<Servable>* servable) {
-    ModelSpec model_spec;
-    model_spec.set_name(kTestModelName);
-    return GetServerCore()->GetServableHandle(model_spec, servable);
-  }
-
-  const int64_t servable_version_ = kTestModelVersion;
-
- private:
-  static std::unique_ptr<ServerCore> server_core_;
-};
-
-std::unique_ptr<ServerCore> TfrtMultiInferenceTest::server_core_;
-
-////////////////////////////////////////////////////////////////////////////////
-// Test Helpers
-
-void AddInput(const std::vector<std::pair<string, float>>& feature_kv,
-              MultiInferenceRequest* request) {
-  auto* example =
-      request->mutable_input()->mutable_example_list()->add_examples();
-  auto* features = example->mutable_features()->mutable_feature();
-  for (const auto& feature : feature_kv) {
-    (*features)[feature.first].mutable_float_list()->add_value(feature.second);
-  }
-}
-
-void PopulateTask(const string& signature_name, const string& method_name,
-                  int64_t version, InferenceTask* task) {
-  ModelSpec model_spec;
-  model_spec.set_name(kTestModelName);
-  if (version > 0) {
-    model_spec.mutable_version()->set_value(version);
-  }
-  model_spec.set_signature_name(signature_name);
-  *task->mutable_model_spec() = model_spec;
-  task->set_method_name(method_name);
-}
-
-void ExpectStatusError(const Status& status,
-                       const absl::StatusCode expected_code,
-                       const string& message_substring) {
-  ASSERT_EQ(expected_code, status.code());
-  EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
-}
-
-////////////////////////////////////////////////////////////////////////////////
-// Tests
-
-TEST_F(TfrtMultiInferenceTest, MissingInputTest) {
-  MultiInferenceRequest request;
-  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
-
-  MultiInferenceResponse response;
-
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  ExpectStatusError(
-      RunMultiInference(
-          tfrt::SavedModel::RunOptions(), servable_version_,
-          &(down_cast<TfrtSavedModelServable*>(servable.get()))  // NOLINT
-               ->saved_model(),
-          request, &response),
-      absl::StatusCode::kInvalidArgument, "Input is empty");
-}
-
-TEST_F(TfrtMultiInferenceTest, UndefinedSignatureTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("ThisSignatureDoesNotExist", kRegressMethodName, -1,
-               request.add_tasks());
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  ExpectStatusError(servable->MultiInference({}, request, &response),
-                    absl::StatusCode::kInvalidArgument, "not found");
-}
-
-// Two ModelSpecs, accessing different models.
-TEST_F(TfrtMultiInferenceTest, InconsistentModelSpecsInRequestTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  // Valid signature.
-  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
-
-  // Add invalid Task to request.
-  ModelSpec model_spec;
-  model_spec.set_name("ModelDoesNotExist");
-  model_spec.set_signature_name("regress_x_to_y");
-  auto* task = request.add_tasks();
-  *task->mutable_model_spec() = model_spec;
-  task->set_method_name(kRegressMethodName);
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  ExpectStatusError(servable->MultiInference({}, request, &response),
-                    absl::StatusCode::kInvalidArgument,
-                    "must access the same model name");
-}
-
-TEST_F(TfrtMultiInferenceTest, EvaluateDuplicateFunctionsTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
-  // Add the same task again (error).
-  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  ExpectStatusError(servable->MultiInference({}, request, &response),
-                    absl::StatusCode::kInvalidArgument,
-                    "Duplicate evaluation of signature: regress_x_to_y");
-}
-
-TEST_F(TfrtMultiInferenceTest, UsupportedSignatureTypeTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  ExpectStatusError(servable->MultiInference({}, request, &response),
-                    absl::StatusCode::kUnimplemented, "Unsupported signature");
-}
-
-TEST_F(TfrtMultiInferenceTest, ValidSingleSignatureTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
-               request.add_tasks());
-
-  MultiInferenceResponse expected_response;
-  auto* inference_result = expected_response.add_results();
-  auto* model_spec = inference_result->mutable_model_spec();
-  *model_spec = request.tasks(0).model_spec();
-  model_spec->mutable_version()->set_value(servable_version_);
-  auto* regression_result = inference_result->mutable_regression_result();
-  regression_result->add_regressions()->set_value(3.0);
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
-  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
-}
-
-TEST_F(TfrtMultiInferenceTest, MultipleValidRegressSignaturesTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
-               request.add_tasks());
-  PopulateTask("regress_x_to_y2", kRegressMethodName, servable_version_,
-               request.add_tasks());
-
-  MultiInferenceResponse expected_response;
-
-  // regress_x_to_y is y = 0.5x + 2.
-  auto* inference_result_1 = expected_response.add_results();
-  auto* model_spec_1 = inference_result_1->mutable_model_spec();
-  *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
-  auto* regression_result_1 = inference_result_1->mutable_regression_result();
-  regression_result_1->add_regressions()->set_value(3.0);
-
-  // regress_x_to_y2 is y2 = 0.5x + 3.
-  auto* inference_result_2 = expected_response.add_results();
-  auto* model_spec_2 = inference_result_2->mutable_model_spec();
-  *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
-  auto* regression_result_2 = inference_result_2->mutable_regression_result();
-  regression_result_2->add_regressions()->set_value(4.0);
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
-  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
-}
-
-TEST_F(TfrtMultiInferenceTest, RegressAndClassifySignaturesTest) {
-  MultiInferenceRequest request;
-  AddInput({{"x", 2}}, &request);
-  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
-               request.add_tasks());
-  PopulateTask("classify_x_to_y", kClassifyMethodName, servable_version_,
-               request.add_tasks());
-
-  MultiInferenceResponse expected_response;
-  auto* inference_result_1 = expected_response.add_results();
-  auto* model_spec_1 = inference_result_1->mutable_model_spec();
-  *model_spec_1 = request.tasks(0).model_spec();
-  model_spec_1->mutable_version()->set_value(servable_version_);
-  auto* regression_result = inference_result_1->mutable_regression_result();
-  regression_result->add_regressions()->set_value(3.0);
-
-  auto* inference_result_2 = expected_response.add_results();
-  auto* model_spec_2 = inference_result_2->mutable_model_spec();
-  *model_spec_2 = request.tasks(1).model_spec();
-  model_spec_2->mutable_version()->set_value(servable_version_);
-  auto* classification_result =
-      inference_result_2->mutable_classification_result();
-  classification_result->add_classifications()->add_classes()->set_score(3.0);
-
-  MultiInferenceResponse response;
-  ServableHandle<Servable> servable;
-  TF_ASSERT_OK(GetServableHandle(&servable));
-  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
-  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
deleted file mode 100644
index 0717fb22410..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ /dev/null
@@ -1,273 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
-
-#include <map>
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "absl/container/flat_hash_set.h"
-#include "absl/strings/str_join.h"
-#include "absl/strings/substitute.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/cc/saved_model/util.h"
-#include "tensorflow/core/framework/tensor.pb.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/platform/errors.h"
-#include "tensorflow/core/protobuf/error_codes.pb.h"
-#include "tensorflow/core/protobuf/named_tensor.pb.h"
-#include "tensorflow/core/tfrt/runtime/tf_threadpool_concurrent_work_queue.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/tsl/platform/error_logging.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/servables/tensorflow/predict_util.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-// Validate the request and construct input tensor handles.
-Status PreProcessPredictionWithoutOutputFilter(
-    const tfrt::FunctionMetadata& function_metadata,
-    const PredictRequest& request, std::vector<Tensor>* input_tensors) {
-  input_tensors->reserve(function_metadata.GetInputNames().size());
-  for (int i = 0; i < function_metadata.GetInputNames().size(); ++i) {
-    const auto& input_name = function_metadata.GetInputNames()[i];
-    const auto input = request.inputs().find(input_name);
-    if (input == request.inputs().end()) {
-      const auto& default_inputs = function_metadata.GetDefaultInputs();
-      const auto& default_input = default_inputs.find(input_name);
-      if (default_input == default_inputs.end()) {
-        const std::set<string> request_inputs = GetMapKeys(request.inputs());
-        const std::set<string> required_inputs(
-            function_metadata.GetInputNames().begin(),
-            function_metadata.GetInputNames().end());
-        const std::set<string> sent_extra =
-            SetDifference(request_inputs, required_inputs);
-        const std::set<string> missing =
-            SetDifference(SetDifference(required_inputs, request_inputs),
-                          saved_model::GetMapKeys(default_inputs));
-        return errors::InvalidArgument(absl::StrCat(
-            "Request inputs do not match required inputs. Send extra: {",
-            absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
-            absl::StrJoin(missing, ","), "}."));
-      }
-      Tensor tensor;
-      if (!tensor.FromProto(default_input->second)) {
-        return errors::InvalidArgument(
-            absl::StrCat("tensor parsing error: ", input_name));
-      }
-      input_tensors->emplace_back(std::move(tensor));
-      continue;
-    }
-    Tensor tensor;
-    if (!tensor.FromProto(input->second)) {
-      return errors::InvalidArgument(
-          absl::StrCat("tensor parsing error: ", input_name));
-    }
-    const auto expected_dtype = function_metadata.GetInputSpecs()[i].dtype;
-    // TODO(b/188570937): Remove this type check and update related tests.
-    if (expected_dtype != DT_INVALID  // Skip if the dtype is unspecified.
-        && tensor.dtype() != expected_dtype) {
-      return errors::InvalidArgument(
-          absl::StrCat("Expected input ", input_name, " to be ",
-                       DataTypeString(expected_dtype), " but get ",
-                       DataTypeString(tensor.dtype()), "."));
-    }
-    input_tensors->emplace_back(std::move(tensor));
-  }
-  return OkStatus();
-}
-
-// Validate results and populate a PredictResponse.
-// Tensors are serialized as specified.
-Status PostProcessPredictionResultWithoutOutputFilter(
-    const std::vector<string>& output_tensor_names,
-    const std::vector<Tensor>& output_tensors,
-    const internal::PredictResponseTensorSerializationOption option,
-    const PredictRequest& request, PredictResponse* response) {
-  if (output_tensor_names.size() != output_tensors.size()) {
-    return errors::Unknown("Predict internal error.");
-  }
-
-  std::unordered_set<string> output_filter(request.output_filter().begin(),
-                                           request.output_filter().end());
-  int output_size = 0;
-  for (int i = 0; i < output_tensors.size(); ++i) {
-    if (!output_filter.empty() &&
-        output_filter.find(output_tensor_names[i]) == output_filter.end()) {
-      continue;
-    }
-    switch (option) {
-      case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
-        output_tensors[i].AsProtoField(
-            &((*response->mutable_outputs())[output_tensor_names[i]]));
-      } break;
-      case internal::PredictResponseTensorSerializationOption::
-          kAsProtoContent: {
-        output_tensors[i].AsProtoTensorContent(
-            &((*response->mutable_outputs())[output_tensor_names[i]]));
-      } break;
-    }
-    output_size++;
-  }
-
-  if (!output_filter.empty() && output_filter.size() != output_size) {
-    return errors::InvalidArgument(absl::StrCat(
-        "output_filter contains non-existed output names. output_filter: ",
-        absl::StrJoin(output_filter, ",")));
-  }
-  return OkStatus();
-}
-
-bool IsOutputFilterEmptyOrFullSet(
-    const PredictRequest& request,
-    const tfrt::FunctionMetadata& function_metadata) {
-  if (request.output_filter().empty()) return true;
-  if (request.output_filter().size() !=
-      function_metadata.GetOutputNames().size())
-    return false;
-  std::vector<absl::string_view> output_filter_names(
-      request.output_filter().begin(), request.output_filter().end());
-  std::vector<absl::string_view> func_output_names(
-      function_metadata.GetOutputNames().begin(),
-      function_metadata.GetOutputNames().end());
-  std::sort(output_filter_names.begin(), output_filter_names.end());
-  std::sort(func_output_names.begin(), func_output_names.end());
-  return output_filter_names == func_output_names;
-}
-
-}  // namespace
-
-namespace internal {
-Status RunPredict(
-    const tfrt::SavedModel::RunOptions& run_options,
-    const absl::optional<int64_t>& servable_version,
-    const internal::PredictResponseTensorSerializationOption option,
-    tfrt::SavedModel* saved_model, const PredictRequest& request,
-    PredictResponse* response,
-    const thread::ThreadPoolOptions& thread_pool_options) {
-  // Validate signatures.
-  const std::string function_name =
-      request.model_spec().signature_name().empty()
-          ? kDefaultServingSignatureDefKey
-          : request.model_spec().signature_name();
-
-  const auto function_metadata =
-      saved_model->GetFunctionMetadata(function_name);
-  if (!function_metadata.has_value()) {
-    return errors::FailedPrecondition(
-        strings::StrCat("Function \"", function_name, "\" not found."));
-  }
-
-  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
-                response->mutable_model_spec());
-
-  auto run_opts = run_options;
-  std::optional<tensorflow::tfrt_stub::TfThreadPoolWorkQueue> thread_pool;
-  if (thread_pool_options.inter_op_threadpool != nullptr) {
-    thread_pool.emplace(
-        /*intra_op_threadpool=*/thread_pool_options.intra_op_threadpool,
-        /*inter_op_threadpool=*/thread_pool_options.inter_op_threadpool);
-    run_opts.work_queue = &(*thread_pool);
-  }
-
-  if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value())) {
-    // Pre-processing.
-    std::vector<Tensor> input_tensors;
-    TF_RETURN_IF_ERROR(PreProcessPredictionWithoutOutputFilter(
-        function_metadata.value(), request, &input_tensors));
-
-    // Executes requests.
-    std::vector<Tensor> outputs;
-    const uint64_t start_microseconds = EnvTime::NowMicros();
-    if (const auto status =
-            saved_model->Run(run_opts, function_name, input_tensors, &outputs);
-        !status.ok()) {
-      if (IsTfrtErrorLoggingEnabled()) {
-        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
-            .IgnoreError();
-      }
-      return status;
-    }
-    const uint64_t end_microseconds = EnvTime::NowMicros();
-    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
-                         /*runtime=*/"TFRT",
-                         end_microseconds - start_microseconds);
-
-    // Post-processing.
-    return PostProcessPredictionResultWithoutOutputFilter(
-        function_metadata->GetOutputNames(), outputs, option, request,
-        response);
-  } else {
-    // When output_filter is specified, use RunByTensorNames API to trigger
-    // lazy initialization for optimized graph.
-    // RunByTensorNames is discouraged for long run, we should consider to
-    // deprecate output_filter and depends on different signature defs instead.
-    const auto& metagraph_def = saved_model->GetMetaGraphDef();
-    auto iter = metagraph_def.signature_def().find(function_name);
-    if (iter == metagraph_def.signature_def().end()) {
-      return errors::FailedPrecondition(strings::StrCat(
-          "Serving signature key \"", function_name, "\" not found."));
-    }
-    const SignatureDef& signature = iter->second;
-
-    std::vector<std::pair<string, Tensor>> input_tensors;
-    std::vector<string> output_tensor_names;
-    std::vector<string> output_tensor_aliases;
-    TF_RETURN_IF_ERROR(PreProcessPrediction(signature, request, &input_tensors,
-                                            &output_tensor_names,
-                                            &output_tensor_aliases));
-
-    const uint64_t start_microseconds = EnvTime::NowMicros();
-    std::vector<Tensor> outputs;
-    if (const auto status = saved_model->RunByTensorNames(
-            run_opts, input_tensors, output_tensor_names,
-            /*target_node_names=*/{}, &outputs);
-        !status.ok()) {
-      if (IsTfrtErrorLoggingEnabled()) {
-        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
-            .IgnoreError();
-      }
-      return status;
-    }
-    const uint64_t end_microseconds = EnvTime::NowMicros();
-    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
-                         /*runtime=*/"TFRT",
-                         end_microseconds - start_microseconds);
-
-    return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
-                                       response);
-  }
-}
-}  // namespace internal
-
-Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model, const PredictRequest& request,
-                  PredictResponse* response,
-                  const thread::ThreadPoolOptions& thread_pool_options) {
-  return internal::RunPredict(
-      run_options, servable_version,
-      internal::PredictResponseTensorSerializationOption::kAsProtoField,
-      saved_model, request, response, thread_pool_options);
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
deleted file mode 100644
index 5f5e7407a88..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
+++ /dev/null
@@ -1,57 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
-
-#include "absl/types/optional.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
-
-namespace tensorflow {
-namespace serving {
-namespace internal {
-
-// Similar to RunPredict below, but allows specification of a serialization
-// option for the TensorProtos in the response.
-Status RunPredict(
-    const tfrt::SavedModel::RunOptions& run_options,
-    const absl::optional<int64_t>& servable_version,
-    const PredictResponseTensorSerializationOption tensor_serialization_option,
-    tfrt::SavedModel* saved_model, const PredictRequest& request,
-    PredictResponse* response,
-    const thread::ThreadPoolOptions& thread_pool_options =
-        thread::ThreadPoolOptions());
-
-}  // namespace internal
-
-// Implementation of Predict using the tfrt::SavedModel.
-//
-// IMPLEMENTATION NOTES: Calls the internal::RunPredict function above by
-// specifying serialization option as kAsProtoField for backward compatibility.
-Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model, const PredictRequest& request,
-                  PredictResponse* response,
-                  const thread::ThreadPoolOptions& thread_pool_options =
-                      thread::ThreadPoolOptions());
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
deleted file mode 100644
index c5255d3c8be..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
+++ /dev/null
@@ -1,578 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
-
-#include "absl/memory/memory.h"
-#include "absl/strings/str_cat.h"
-#include "absl/time/clock.h"
-#include "absl/time/time.h"
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/framework/types.pb.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/protobuf/error_codes.pb.h"
-#include "tensorflow/core/protobuf/meta_graph.pb.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/lib/core/status_test_util.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/test_util/test_util.h"
-#include "tensorflow_serving/util/oss_or_google.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-using ::testing::_;
-using ::testing::DoAll;
-using ::testing::HasSubstr;
-using ::testing::Return;
-using ::testing::ReturnRef;
-using ::testing::WithArgs;
-
-constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
-
-const char kInputTensorKey[] = "x";
-const char kOutputTensorKey[] = "y";
-
-class PredictImplTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/testdata/"
-                                  "saved_model_half_plus_two_tf2_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(
-        ServerCore::Create(std::move(options), &saved_model_server_core_));
-  }
-
-  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
-
- protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
-    ModelSpec model_spec;
-    model_spec.set_name(kTestModelName);
-    return server_core->GetServableHandle(model_spec, servable);
-  }
-
-  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
-
-  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
-                     PredictResponse* response,
-                     absl::Duration timeout = absl::ZeroDuration()) {
-    ServableHandle<Servable> servable;
-    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
-
-    // Set deadline in run options.
-    Servable::RunOptions run_options;
-    if (timeout != absl::ZeroDuration())
-      run_options.deadline = absl::Now() + timeout;
-    return servable->Predict(run_options, request, response);
-  }
-
- private:
-  static std::unique_ptr<ServerCore> saved_model_server_core_;
-};
-
-std::unique_ptr<ServerCore> PredictImplTest::saved_model_server_core_;
-
-TEST_F(PredictImplTest, PredictionSuccess) {
-  PredictRequest request;
-  PredictResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
-  TensorProto output_tensor_proto;
-  output_tensor_proto.add_float_val(3);
-  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto.mutable_tensor_shape();
-  PredictResponse expected_response;
-  *expected_response.mutable_model_spec() = *model_spec;
-  expected_response.mutable_model_spec()->set_signature_name(
-      kDefaultServingSignatureDefKey);
-  (*expected_response.mutable_outputs())[kOutputTensorKey] =
-      output_tensor_proto;
-  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
-}
-
-TEST_F(PredictImplTest, PredictionSuccessWithDefaultInputs) {
-  PredictRequest request;
-  PredictResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-
-  // prediction result = 0.5x + 2 = 2 with x defaults to 0.
-  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
-  TensorProto output_tensor_proto;
-  output_tensor_proto.add_float_val(2);
-  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
-  PredictResponse expected_response;
-  *expected_response.mutable_model_spec() = *model_spec;
-  expected_response.mutable_model_spec()->set_signature_name(
-      kDefaultServingSignatureDefKey);
-  (*expected_response.mutable_outputs())[kOutputTensorKey] =
-      output_tensor_proto;
-  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
-}
-
-TEST_F(PredictImplTest, PredictionInvalidTensor) {
-  PredictRequest request;
-  PredictResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-
-  TensorProto tensor_proto;
-  tensor_proto.add_bool_val(true);
-  tensor_proto.set_dtype(tensorflow::DT_BOOL);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  auto status = CallPredict(GetServerCore(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(), HasSubstr("Expected input x to be float"));
-}
-
-TEST_F(PredictImplTest, PredictionMissingFunction) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(std::nullopt));
-  auto status =
-      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
-                 saved_model.get(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::FAILED_PRECONDITION);
-  EXPECT_THAT(status.message(), HasSubstr("not found"));
-}
-
-TEST_F(PredictImplTest, PredictionMissingInput) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"unknown"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status =
-      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
-                 saved_model.get(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Request inputs do not match required inputs. Send "
-                        "extra: {x}. Missing but required: {unknown}."));
-}
-
-TEST_F(PredictImplTest, PredictionRunError) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
-  auto status =
-      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
-                 saved_model.get(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(), HasSubstr("test error"));
-}
-
-TEST_F(PredictImplTest, PredictionUnmatchedOutputNumber) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-
-  Tensor output;
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status =
-      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
-                 saved_model.get(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::UNKNOWN);
-  EXPECT_THAT(status.message(), HasSubstr("Predict internal error."));
-}
-
-TEST_F(PredictImplTest, OutputFilters) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-  request.add_output_filter("output1");
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  signature.output_names = {"output1", "output2"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-
-  tensorflow::SignatureDef signature_def;
-  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
-  tensor_info1.set_name("x");
-  tensor_info2.set_name("output1");
-  tensor_info3.set_name("output2");
-  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
-  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
-  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
-  signature_def.set_method_name("tensorflow/serving/predict");
-
-  tensorflow::MetaGraphDef meta_graph_def;
-  meta_graph_def.mutable_signature_def()->insert(
-      {"serving_default", signature_def});
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .Times(1)
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  TensorProto output_tensor_proto1;
-  output_tensor_proto1.add_float_val(1.0);
-  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto1.mutable_tensor_shape();
-
-  EXPECT_CALL(
-      *saved_model,
-      RunByTensorNames(_, _, ::testing::SizeIs(1),
-                       ::testing::An<absl::Span<const std::string>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
-                  Tensor output_tensor;
-                  CHECK(output_tensor.FromProto(output_tensor_proto1));
-                  output_tensors->push_back(output_tensor);
-                }),
-                Return(OkStatus())));
-  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
-                          kTestModelVersion, saved_model.get(), request,
-                          &response));
-  EXPECT_EQ(response.outputs_size(), 1);
-  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
-  EXPECT_THAT(response.outputs().at("output1"),
-              test_util::EqualsProto(output_tensor_proto1));
-}
-
-TEST_F(PredictImplTest, OutputFiltersFullSet) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-  request.add_output_filter("output1");
-  request.add_output_filter("output2");
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  signature.output_names = {"output1", "output2"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-
-  // if the output_filter is a full set, we should still call Run(), since full
-  // set is equivalent to an empty filter.
-  EXPECT_CALL(*saved_model, GetMetaGraphDef()).Times(0);
-  EXPECT_CALL(
-      *saved_model,
-      RunByTensorNames(_, _, ::testing::SizeIs(1),
-                       ::testing::An<absl::Span<const std::string>>(), _))
-      .Times(0);
-  TensorProto output_tensor_proto1;
-  output_tensor_proto1.add_float_val(1.0);
-  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto1.mutable_tensor_shape();
-  TensorProto output_tensor_proto2;
-  output_tensor_proto2.add_float_val(2.0);
-  output_tensor_proto2.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto2.mutable_tensor_shape();
-  EXPECT_CALL(*saved_model, Run(_, _, _, _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  Tensor output_tensor1;
-                  CHECK(output_tensor1.FromProto(output_tensor_proto1));
-                  output_tensors->push_back(output_tensor1);
-                  Tensor output_tensor2;
-                  CHECK(output_tensor2.FromProto(output_tensor_proto2));
-                  output_tensors->push_back(output_tensor2);
-                }),
-                Return(OkStatus())));
-
-  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
-                          kTestModelVersion, saved_model.get(), request,
-                          &response));
-  EXPECT_EQ(response.outputs_size(), 2);
-  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
-  EXPECT_THAT(response.outputs().at("output1"),
-              test_util::EqualsProto(output_tensor_proto1));
-  EXPECT_TRUE(response.outputs().find("output2") != response.outputs().end());
-  EXPECT_THAT(response.outputs().at("output2"),
-              test_util::EqualsProto(output_tensor_proto2));
-}
-
-TEST_F(PredictImplTest, OutputFiltersWithDefaultInputs) {
-  PredictRequest request;
-  PredictResponse response;
-
-  request.add_output_filter("output1");
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  signature.output_names = {"output1", "output2"};
-  Tensor tensor(0);
-  TensorProto tensor_proto;
-  tensor.AsProtoTensorContent(&tensor_proto);
-  signature.default_inputs[kInputTensorKey] = tensor_proto;
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-
-  tensorflow::SignatureDef signature_def;
-  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
-  tensor_info1.set_name("x");
-  tensor_info2.set_name("output1");
-  tensor_info3.set_name("output2");
-  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
-  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
-  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
-  signature_def.set_method_name("tensorflow/serving/predict");
-  (*signature_def.mutable_defaults())[kInputTensorKey] = tensor_proto;
-
-  tensorflow::MetaGraphDef meta_graph_def;
-  meta_graph_def.mutable_signature_def()->insert(
-      {"serving_default", signature_def});
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .Times(1)
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  TensorProto output_tensor_proto1;
-  output_tensor_proto1.add_float_val(1.0);
-  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
-  output_tensor_proto1.mutable_tensor_shape();
-
-  EXPECT_CALL(
-      *saved_model,
-      RunByTensorNames(_, ::testing::SizeIs(1), ::testing::SizeIs(1),
-                       ::testing::An<absl::Span<const std::string>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
-                  Tensor output_tensor;
-                  CHECK(output_tensor.FromProto(output_tensor_proto1));
-                  output_tensors->push_back(output_tensor);
-                }),
-                Return(OkStatus())));
-  TF_EXPECT_OK(RunPredict(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                          saved_model.get(), request, &response));
-  EXPECT_EQ(response.outputs_size(), 1);
-  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
-  EXPECT_THAT(response.outputs().at("output1"),
-              test_util::EqualsProto(output_tensor_proto1));
-}
-
-TEST_F(PredictImplTest, UnmatchedOutputFilters) {
-  PredictRequest request;
-  PredictResponse response;
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-  request.add_output_filter("output1");
-  request.add_output_filter("output3");
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"x"};
-  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
-  signature.input_specs = {spec};
-  signature.output_names = {"output1", "output2"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output_tensor;
-
-  tensorflow::SignatureDef signature_def;
-  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
-  tensor_info1.set_name("x");
-  tensor_info2.set_name("output1");
-  tensor_info3.set_name("output2");
-  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
-  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
-  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
-  signature_def.set_method_name("tensorflow/serving/predict");
-
-  tensorflow::MetaGraphDef meta_graph_def;
-  meta_graph_def.mutable_signature_def()->insert(
-      {"serving_default", signature_def});
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .Times(1)
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  auto status =
-      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
-                 saved_model.get(), request, &response);
-  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(
-      status.message(),
-      HasSubstr("output tensor alias not found in signature: output3 Outputs "
-                "expected to be in the set {output1,output2}."));
-}
-
-TEST_F(PredictImplTest, PredictionTimeout) {
-  PredictRequest request;
-  PredictResponse response;
-
-  ModelSpec* model_spec = request.mutable_model_spec();
-  model_spec->set_name(kTestModelName);
-  model_spec->mutable_version()->set_value(kTestModelVersion);
-
-  TensorProto tensor_proto;
-  tensor_proto.add_float_val(2.0);
-  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
-  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
-
-  // Set the deadline to be 1 nanosecond from now. This makes the timer
-  // timeout before the request completes.
-  auto status =
-      CallPredict(GetServerCore(), request, &response, absl::Nanoseconds(1));
-
-  EXPECT_EQ(status.code(), tensorflow::error::Code::DEADLINE_EXCEEDED);
-  EXPECT_EQ(status.message(), "Deadline exceeded.");
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
deleted file mode 100644
index e0b5271f052..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
+++ /dev/null
@@ -1,55 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/platform/tracing.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/apis/regressor.h"
-#include "tensorflow_serving/core/servable_handle.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status TFRTRegressionServiceImpl::Regress(
-    const Servable::RunOptions& run_options, ServerCore* core,
-    const RegressionRequest& request, RegressionResponse* response) {
-  // Verify Request Metadata and create a ServableRequest
-  if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
-  }
-
-  return RegressWithModelSpec(run_options, core, request.model_spec(), request,
-                              response);
-}
-
-Status TFRTRegressionServiceImpl::RegressWithModelSpec(
-    const Servable::RunOptions& run_options, ServerCore* core,
-    const ModelSpec& model_spec, const RegressionRequest& request,
-    RegressionResponse* response) {
-  TRACELITERAL("TensorflowRegressionServiceImpl::RegressWithModelSpec");
-
-  ServableHandle<Servable> servable;
-  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
-  return servable->Regress(run_options, request, response);
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
deleted file mode 100644
index dfc0ab38856..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
+++ /dev/null
@@ -1,48 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
-
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Utility methods for implementation of
-// tensorflow_serving/apis/prediction_service.proto
-class TFRTRegressionServiceImpl final {
- public:
-  static Status Regress(const Servable::RunOptions& run_options,
-                        ServerCore* core, const RegressionRequest& request,
-                        RegressionResponse* response);
-
-  // Like Regress(), but uses 'model_spec' instead of the one embedded in
-  // 'request'.
-  static Status RegressWithModelSpec(const Servable::RunOptions& run_options,
-                                     ServerCore* core,
-                                     const ModelSpec& model_spec,
-                                     const RegressionRequest& request,
-                                     RegressionResponse* response);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
deleted file mode 100644
index c16097be3d6..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
+++ /dev/null
@@ -1,204 +0,0 @@
-/* Copyright 2018 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
-
-#include <memory>
-#include <string>
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-constexpr char kTestModelName[] = "test_model";
-
-// Test fixture for TFRTRegressionService related tests sets up a ServerCore
-// pointing to the half_plus_two SavedModel.
-class TFRTRegressionServiceTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/"
-                                  "testdata/saved_model_half_plus_two_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
-  }
-
-  static void TearDownTestSuite() { server_core_ = nullptr; }
-
- protected:
-  static std::unique_ptr<ServerCore> server_core_;
-  Servable::RunOptions run_options_;
-};
-
-std::unique_ptr<ServerCore> TFRTRegressionServiceTest::server_core_;
-
-// Verifies that Regress() returns an error for different cases of an invalid
-// RegressionRequest.model_spec.
-TEST_F(TFRTRegressionServiceTest, InvalidModelSpec) {
-  RegressionRequest request;
-  RegressionResponse response;
-
-  // No model_spec specified.
-  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
-                                               request, &response)
-                .code(),
-            absl::StatusCode::kInvalidArgument);
-
-  // No model name specified.
-  auto* model_spec = request.mutable_model_spec();
-  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
-                                               request, &response)
-                .code(),
-            absl::StatusCode::kInvalidArgument);
-
-  // No servable found for model name "foo".
-  model_spec->set_name("foo");
-  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
-                                               request, &response)
-                .code(),
-            tensorflow::error::NOT_FOUND);
-}
-
-// Verifies that Regress() returns an error for an invalid signature_name in
-// RegressionRequests's model_spec.
-TEST_F(TFRTRegressionServiceTest, InvalidSignature) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "    name: \"test_model\""
-      "    signature_name: \"invalid_signature_name\""
-      "}");
-  RegressionResponse response;
-  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
-                                               request, &response)
-                .code(),
-            tensorflow::error::FAILED_PRECONDITION);
-}
-
-// Verifies that Regress() returns the correct value for a valid
-// RegressionRequest against the half_plus_two SavedModel's regress_x_to_y
-// signature.
-TEST_F(TFRTRegressionServiceTest, RegressionSuccess) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  RegressionResponse response;
-  TF_EXPECT_OK(TFRTRegressionServiceImpl::Regress(
-      run_options_, server_core_.get(), request, &response));
-  EXPECT_THAT(response,
-              test_util::EqualsProto("result { regressions { value: 42 } }"
-                                     "model_spec {"
-                                     "  name: \"test_model\""
-                                     "  signature_name: \"regress_x_to_y\""
-                                     "  version { value: 123 }"
-                                     "}"));
-}
-
-// Verifies that RegressWithModelSpec() uses the model spec override rather than
-// the one in the request.
-TEST_F(TFRTRegressionServiceTest, ModelSpecOverride) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "}");
-  auto model_spec_override =
-      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
-
-  RegressionResponse response;
-  EXPECT_NE(tensorflow::error::NOT_FOUND,
-            TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
-                                               request, &response)
-                .code());
-  EXPECT_EQ(tensorflow::error::NOT_FOUND,
-            TFRTRegressionServiceImpl::RegressWithModelSpec(
-                run_options_, server_core_.get(), model_spec_override, request,
-                &response)
-                .code());
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
deleted file mode 100644
index 0a5364a026d..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
+++ /dev/null
@@ -1,163 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
-
-#include <stddef.h>
-
-#include <algorithm>
-#include <functional>
-#include <memory>
-#include <string>
-#include <vector>
-
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/framework/tensor.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/platform/tracing.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/error_logging.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/apis/regressor.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
-  if (function_metadata.GetInputNames().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one input Tensor."));
-  }
-  if (function_metadata.GetOutputNames().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one output Tensor."));
-  }
-
-  if (function_metadata.GetInputNames()[0] != kRegressInputs) {
-    return errors::FailedPrecondition(
-        "No regression inputs found in function's metadata, only contains: ",
-        function_metadata.GetInputNames()[0]);
-  }
-
-  if (function_metadata.GetOutputNames()[0] != kRegressOutputs) {
-    return errors::FailedPrecondition(
-        "No regression outputs found in function's metadata, only contains: ",
-        function_metadata.GetOutputNames()[0]);
-  }
-
-  return OkStatus();
-}
-
-Status PostProcessRegressionResult(
-    int num_examples, const std::vector<string>& output_tensor_names,
-    const std::vector<Tensor>& output_tensors, RegressionResult* result) {
-  if (output_tensors.size() != output_tensor_names.size()) {
-    return errors::InvalidArgument(
-        "Expected output_tensors and output_tensor_names to have the same "
-        "size.");
-  }
-
-  const Tensor* output_tensor = &output_tensors[0];
-
-  if (!(output_tensor->dims() == 1 ||
-        (output_tensor->dims() == 2 && output_tensor->dim_size(1) == 1))) {
-    return errors::InvalidArgument(
-        "Expected output Tensor shape to be either [batch_size] or ",
-        "[batch_size, 1] but got ", output_tensor->shape().DebugString());
-  }
-  if (num_examples != output_tensor->dim_size(0)) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Input batch size did not match output batch size: ", num_examples,
-        " vs. ", output_tensor->dim_size(0)));
-  }
-  if (output_tensor->dtype() != DT_FLOAT) {
-    return errors::InvalidArgument("Expected output Tensor of DT_FLOAT.  Got: ",
-                                   DataType_Name(output_tensor->dtype()));
-  }
-
-  if (output_tensor->NumElements() != num_examples) {
-    return errors::InvalidArgument("Expected output batch size to be ",
-                                   num_examples,
-                                   ".  Got: ", output_tensor->NumElements());
-  }
-
-  const auto& output_tensor_flat = output_tensor->flat<float>();
-  for (int i = 0; i < num_examples; ++i) {
-    result->add_regressions()->set_value(output_tensor_flat(i));
-  }
-  return OkStatus();
-}
-
-Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model,
-                  const RegressionRequest& request,
-                  RegressionResponse* response) {
-  const string function_name = request.model_spec().signature_name().empty()
-                                   ? kDefaultServingSignatureDefKey
-                                   : request.model_spec().signature_name();
-
-  const auto function_metadata =
-      saved_model->GetFunctionMetadata(function_name);
-  if (!function_metadata.has_value()) {
-    return errors::FailedPrecondition(
-        strings::StrCat("Function \"", function_name, "\" not found."));
-  }
-
-  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
-                response->mutable_model_spec());
-
-  // Pre-processing.
-  TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
-  Tensor input_tensor;
-  TF_RETURN_IF_ERROR(
-      InputToSerializedExampleTensor(request.input(), &input_tensor));
-  std::vector<Tensor> input_tensors;
-  int num_examples = input_tensor.dim_size(0);
-  input_tensors.emplace_back(std::move(input_tensor));
-
-  // Executes requests.
-  std::vector<Tensor> output_tensors;
-  const uint64_t start_microseconds = EnvTime::NowMicros();
-  if (const auto status = saved_model->Run(run_options, function_name,
-                                           input_tensors, &output_tensors);
-      !status.ok()) {
-    if (IsTfrtErrorLoggingEnabled()) {
-      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
-          .IgnoreError();
-    }
-    return status;
-  }
-  const uint64_t end_microseconds = EnvTime::NowMicros();
-  RecordRuntimeLatency(request.model_spec().name(),
-                       /*api=*/"Regress", /*runtime=*/"TFRT",
-                       end_microseconds - start_microseconds);
-
-  // Post-processing.
-  return PostProcessRegressionResult(
-      num_examples, function_metadata->GetOutputNames(), output_tensors,
-      response->mutable_result());
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.h b/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
deleted file mode 100644
index e1a7e402cce..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
+++ /dev/null
@@ -1,50 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-// TensorFlow implementation of the RegressorInterface.
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
-
-#include <memory>
-
-#include "absl/types/optional.h"
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/apis/regressor.h"
-
-namespace tensorflow {
-namespace serving {
-// Validate function's input and output.
-Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata);
-
-// Validate all results and populate a RegressionResult.
-Status PostProcessRegressionResult(
-    int num_examples, const std::vector<string>& output_tensor_names,
-    const std::vector<Tensor>& output_tensors, RegressionResult* result);
-
-// Run Regression.
-Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model,
-                  const RegressionRequest& request,
-                  RegressionResponse* response);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
deleted file mode 100644
index 37f7b24c1fb..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
+++ /dev/null
@@ -1,568 +0,0 @@
-/* Copyright 2017 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include <memory>
-#include <string>
-#include <utility>
-#include <vector>
-
-#include "google/protobuf/map.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/example/example.pb.h"
-#include "tensorflow/core/example/feature.pb.h"
-#include "tensorflow/core/framework/types.pb.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/mutex.h"
-#include "tensorflow/core/platform/threadpool_options.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/core/protobuf/error_codes.pb.h"
-#include "tensorflow/core/public/session.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/config/model_server_config.pb.h"
-#include "tensorflow_serving/core/availability_preserving_policy.h"
-#include "tensorflow_serving/model_servers/model_platform_types.h"
-#include "tensorflow_serving/model_servers/platform_config_util.h"
-#include "tensorflow_serving/model_servers/server_core.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using ::testing::_;
-using ::testing::DoAll;
-using ::testing::HasSubstr;
-using ::testing::Return;
-using ::testing::WithArgs;
-
-constexpr char kTestModelName[] = "test_model";
-constexpr int kTestModelVersion = 123;
-
-class TfrtRegressorTest : public ::testing::Test {
- public:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-  }
-
-  void SetUp() override {
-    ModelServerConfig config;
-    auto model_config = config.mutable_model_config_list()->add_config();
-    model_config->set_name(kTestModelName);
-    model_config->set_base_path(
-        test_util::TestSrcDirPath("servables/tensorflow/"
-                                  "testdata/saved_model_half_plus_two_cpu"));
-    model_config->set_model_platform(kTensorFlowModelPlatform);
-
-    // For ServerCore Options, we leave servable_state_monitor_creator
-    // unspecified so the default servable_state_monitor_creator will be used.
-    ServerCore::Options options;
-    options.model_server_config = config;
-    PlatformConfigMap platform_config_map;
-    ::google::protobuf::Any source_adapter_config;
-    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
-    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
-    (*(*platform_config_map
-            .mutable_platform_configs())[kTensorFlowModelPlatform]
-          .mutable_source_adapter_config()) = source_adapter_config;
-    options.platform_config_map = platform_config_map;
-    options.aspired_version_policy =
-        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
-    // Reduce the number of initial load threads to be num_load_threads to avoid
-    // timing out in tests.
-    options.num_initial_load_threads = options.num_load_threads;
-    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
-
-    request_ = test_util::CreateProto<RegressionRequest>(
-        "model_spec {"
-        "  name: \"test_model\""
-        "  signature_name: \"regress_x_to_y\""
-        "}"
-        "input {"
-        "  example_list {"
-        "    examples {"
-        "      features {"
-        "        feature: {"
-        "          key  : \"x\""
-        "          value: {"
-        "            float_list: {"
-        "              value: [ 20.0 ]"
-        "            }"
-        "          }"
-        "        }"
-        "      }"
-        "    }"
-        "  }"
-        "}");
-  }
-
-  static void TearDownTestSuite() { server_core_ = nullptr; }
-
- protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
-    ModelSpec model_spec;
-    model_spec.set_name(kTestModelName);
-    return server_core->GetServableHandle(model_spec, servable);
-  }
-
-  Status CallRegress(ServerCore* server_core, const RegressionRequest& request,
-                     RegressionResponse* response) {
-    ServableHandle<Servable> servable;
-    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
-    tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
-    return RunRegress(
-        run_options, kTestModelVersion,
-        &(down_cast<TfrtSavedModelServable*>(servable.get()))->saved_model(),
-        request, response);
-  }
-
-  static std::unique_ptr<ServerCore> server_core_;
-
-  RegressionRequest request_;
-};
-
-std::unique_ptr<ServerCore> TfrtRegressorTest::server_core_;
-
-TEST_F(TfrtRegressorTest, Basic) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 20.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  RegressionResponse response;
-
-  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
-  EXPECT_THAT(
-      response,
-      test_util::EqualsProto(
-          "result { regressions { value: 42 } regressions { value: 12 }}"
-          "model_spec {"
-          "  name: \"test_model\""
-          "  signature_name: \"regress_x_to_y\""
-          "  version { value: 123 }"
-          "}"));
-}
-
-TEST_F(TfrtRegressorTest, BasicWithContext) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "   example_list_with_context {"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 80.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"locale\""
-      "          value: {"
-      "            bytes_list: {"
-      "              value: [ \"pt_BR\" ]"
-      "            }"
-      "          }"
-      "        }"
-      "        feature: {"
-      "          key  : \"age\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 19.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    examples {"
-      "      features {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 20.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "    context: {"
-      "      features: {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 10.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  RegressionResponse response;
-
-  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
-  EXPECT_THAT(
-      response,
-      test_util::EqualsProto(
-          "result { regressions { value: 42 } regressions { value: 12 }}"
-          "model_spec {"
-          "  name: \"test_model\""
-          "  signature_name: \"regress_x_to_y\""
-          "  version { value: 123 }"
-          "}"));
-}
-
-TEST_F(TfrtRegressorTest, EmptyExampleList) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "  example_list {"
-      "  }"
-      "}");
-  RegressionResponse response;
-
-  Status status = CallRegress(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtRegressorTest, EmptyExampleListWithContext) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "  example_list_with_context {"
-      "    context: {"
-      "      features: {"
-      "        feature: {"
-      "          key  : \"x\""
-      "          value: {"
-      "            float_list: {"
-      "              value: [ 10.0 ]"
-      "            }"
-      "          }"
-      "        }"
-      "      }"
-      "    }"
-      "  }"
-      "}");
-  RegressionResponse response;
-
-  Status status = CallRegress(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtRegressorTest, EmptyInput) {
-  auto request = test_util::CreateProto<RegressionRequest>(
-      "model_spec {"
-      "  name: \"test_model\""
-      "  signature_name: \"regress_x_to_y\""
-      "}"
-      "input {"
-      "}");
-  RegressionResponse response;
-
-  Status status = CallRegress(server_core_.get(), request, &response);
-  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
-}
-
-TEST_F(TfrtRegressorTest, InvalidFunctionName) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(std::nullopt));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(status.message(), HasSubstr("not found"));
-}
-
-TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedInputSize) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs, "wrong input"};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
-}
-
-TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedOutputSize) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs, "wrong output"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("Expected one output Tensor."));
-}
-
-TEST_F(TfrtRegressorTest, InvalidFunctionInvalidInputName) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {"wrong input"};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(status.message(),
-              HasSubstr("No regression inputs found in function's metadata"));
-}
-
-TEST_F(TfrtRegressorTest, InvalidFunctionInvalidOutputName) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {"wrong output"};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
-  EXPECT_THAT(status.message(),
-              HasSubstr("No regression outputs found in function's metadata"));
-}
-
-TEST_F(TfrtRegressorTest, RunsFails) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(), HasSubstr("test error"));
-}
-
-TEST_F(TfrtRegressorTest, UnexpectedOutputTensorNumber) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output;
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected output_tensors and output_tensor_names to "
-                        "have the same size."));
-}
-
-TEST_F(TfrtRegressorTest, UnexpectedOutputTensorShape) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected output Tensor shape to be either"));
-}
-
-TEST_F(TfrtRegressorTest, UnexpectedOutputTensorSize) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_FLOAT, TensorShape({3}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Input batch size did not match output batch size"));
-}
-
-TEST_F(TfrtRegressorTest, UnexpectedOutputTensorType) {
-  RegressionResponse response;
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature signature;
-  signature.input_names = {kRegressInputs};
-  signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
-      .Times(1)
-      .WillRepeatedly(Return(function_metadata));
-  Tensor output(DT_STRING, TensorShape({1}));
-  EXPECT_CALL(*saved_model,
-              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(1)
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(output);
-                }),
-                Return(OkStatus())));
-  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
-                           saved_model.get(), request_, &response);
-  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Expected output Tensor of DT_FLOAT."));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
deleted file mode 100644
index c646ef82e24..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ /dev/null
@@ -1,342 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
-
-#include <memory>
-#include <string>
-#include <unordered_set>
-#include <utility>
-#include <vector>
-
-#include "google/protobuf/wrappers.pb.h"
-#include "absl/status/status.h"
-#include "absl/status/statusor.h"
-#include "absl/strings/string_view.h"
-#include "absl/types/optional.h"
-#include "tensorflow/cc/saved_model/reader.h"
-#include "tensorflow/cc/saved_model/tag_constants.h"
-#include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
-#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/io/path.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow/core/protobuf/meta_graph.pb.h"
-#include "tensorflow/core/public/session_options.h"
-#include "tensorflow/core/tfrt/runtime/runtime.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/tsl/platform/env.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
-#include "tensorflow_serving/core/loader.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
-#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
-
-absl::Status WrapSavedModelForBatching(
-    const BatchingParameters& batching_config,
-    std::shared_ptr<Batcher> batch_scheduler,
-    const std::vector<std::string>& function_names,
-    std::unique_ptr<tfrt::SavedModel>* saved_model) {
-  LOG(INFO) << "Wrapping saved model to perform batch processing";
-
-  if (batch_scheduler == nullptr) {
-    return errors::Internal("batch_scheduler not set");
-  }
-  if (*saved_model == nullptr) {
-    return errors::Internal("saved model not set");
-  }
-
-  auto queue_options =
-      GetQueueOptions<tensorflow::serving::SavedModelBatchingTask>(
-          batching_config,
-          [](std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>*
-                 input_task,
-             int open_batch_remaining_slot, int max_batch_size,
-             std::vector<
-                 std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>>*
-                 output_tasks) -> absl::Status {
-            return SplitSavedModelInputTask(input_task,
-                                            open_batch_remaining_slot,
-                                            max_batch_size, output_tasks);
-          });
-
-  SavedModelBatchingOptions batching_saved_model_options;
-  for (int allowed_batch_size : batching_config.allowed_batch_sizes()) {
-    batching_saved_model_options.allowed_batch_sizes.push_back(
-        allowed_batch_size);
-  }
-
-  batching_saved_model_options.pad_variable_length_inputs =
-      batching_config.pad_variable_length_inputs();
-
-  auto create_queue =
-      [batch_scheduler, queue_options](
-          std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
-              process_batch_callback,
-          std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>* queue) {
-        TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
-            queue_options, process_batch_callback, queue));
-        return OkStatus();
-      };
-  std::vector<FuncNameWithBatchingSchedulerCreator>
-      func_name_with_batching_scheduler_creator;
-  func_name_with_batching_scheduler_creator.reserve(function_names.size());
-  for (const std::string& function_name : function_names) {
-    func_name_with_batching_scheduler_creator.push_back(
-        {function_name, create_queue});
-  }
-
-  return CreateSavedModelWithBatching(batching_saved_model_options,
-                                      func_name_with_batching_scheduler_creator,
-                                      std::move(*saved_model), saved_model);
-}
-
-TfrtCompileOptions::TpuAllowUnpaddedBatch ToTpuAllowUnpaddedBatch(
-    const TfrtSavedModelConfig::TpuUnpaddedBatchMode
-        tpu_unpadded_batch_mode_enum) {
-  switch (tpu_unpadded_batch_mode_enum) {
-    case TfrtSavedModelConfig::UNPADDED_BATCH_AUTO:
-      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kAuto;
-    case TfrtSavedModelConfig::UNPADDED_BATCH_ENFORCED:
-      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kEnforced;
-    case TfrtSavedModelConfig::UNPADDED_BATCH_DISABLED:
-    default:
-      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kDisabled;
-  }
-}
-
-absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>
-CreateDefaultTfrtSavedModelFactory(const TfrtSavedModelConfig& config) {
-  TF_ASSIGN_OR_RETURN(auto batcher, CreateBatchSchedulerFromConfig(config));
-  TF_ASSIGN_OR_RETURN(auto thread_pool_factory,
-                      CreateThreadPoolFactoryFromConfig(config));
-
-  return std::make_unique<TfrtSavedModelFactory>(
-      config, batcher, std::move(thread_pool_factory));
-}
-
-}  // namespace
-
-TfrtSavedModelFactory::~TfrtSavedModelFactory() = default;
-
-absl::Status TfrtSavedModelFactory::Create(
-    const TfrtSavedModelConfig& config,
-    std::unique_ptr<TfrtSavedModelFactory>* factory) {
-  auto create_fn = GetGlobalTfrtSavedModelFactoryRegistry().Get();
-  if (!create_fn) {
-    return absl::InternalError(
-        "Missing create_fn for the TfrtSavedModelFactory.");
-  }
-  TF_ASSIGN_OR_RETURN(*factory, create_fn(config));
-  return absl::OkStatus();
-}
-
-absl::Status TfrtSavedModelFactory::EstimateResourceRequirement(
-    const std::string& path, ResourceAllocation* estimate) const {
-  return EstimateResourceFromPath(
-      path, config().resource_estimation_uses_validation_result(), estimate);
-}
-
-absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
-    const Loader::Metadata& metadata, const std::string& path,
-    std::unique_ptr<tfrt::SavedModel>* saved_model) {
-  std::unordered_set<std::string> saved_model_tags(
-      config().saved_model_tags().begin(), config().saved_model_tags().end());
-  // Defaults to loading the meta graph def corresponding to the `serve` tag if
-  // no `saved_model_tags` are specified.
-  if (saved_model_tags.empty()) {
-    saved_model_tags.insert(kSavedModelTagServe);
-  }
-
-  LOG(INFO) << "Creating TFRT SavedModel for path: " << path
-            << " with config: " << config_.DebugString();
-  auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
-  tfrt::SavedModel::Options options(runtime);
-
-  TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
-
-  tensorflow::MetaGraphDef meta_graph_def;
-  TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
-      std::string(path), saved_model_tags, &meta_graph_def));
-  options.enable_lazy_loading =
-      meta_graph_def.signature_def_size() > config_.lazy_init_threshold();
-  options.maybe_load_from_mla = config_.maybe_load_from_mla();
-  options.lazy_loading_use_graph_executor =
-      config_.lazy_loading_use_graph_executor();
-  auto& compile_options = options.graph_execution_options.compile_options;
-  compile_options.enable_grappler = config_.enable_grappler();
-  compile_options.graph_options = config_.graph_options();
-  if (config_.enable_saved_model_config()) {
-    TF_RETURN_IF_ERROR(ImportAndLoadSavedModelConfig(
-        path, options.graph_execution_options.compile_options.graph_options,
-        options.graph_execution_options.runtime_config));
-  }
-  if (config_.target_tpu()) {
-    compile_options.device_target = config_.enable_mlir_bridge_fallback()
-                                        ? TfrtDeviceInfraTarget::kBridgeFallback
-                                        : TfrtDeviceInfraTarget::kTpurt;
-  } else if (config_.enable_tfrt_gpu()) {
-    compile_options.device_target = TfrtDeviceInfraTarget::kGpu;
-  } else {
-    compile_options.device_target = TfrtDeviceInfraTarget::kCpu;
-  }
-  compile_options.hoist_invariant_ops = config_.hoist_invariant_ops();
-  compile_options.sink_in_invariant_ops = config_.sink_in_invariant_ops();
-  compile_options.cost_threshold = config_.stream_merge_threshold();
-  compile_options.upper_cost_threshold =
-      config_.stream_merge_upper_cost_threshold();
-  compile_options.merge_inter_dependent_streams =
-      config_.merge_inter_dependent_streams();
-  compile_options.tpu_move_resource_gather_to_host =
-      config_.tpu_move_resource_gather_to_host();
-  compile_options.tpu_gather_table_width_threshold_bytes =
-      config_.tpu_gather_table_width_threshold_bytes();
-  compile_options.tpu_fuse_ops = config_.use_fused_tpu_op();
-  compile_options.enable_while_parallel_iterations =
-      config_.enable_while_parallel_iterations();
-  compile_options.use_tpu_host_allocator_for_inputs =
-      config_.use_tpu_host_allocator_for_inputs();
-  compile_options.tpu_allow_unpadded_batch =
-      ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
-
-  options.graph_execution_options.run_placer_grappler_on_functions =
-      config_.run_placer_grappler_on_functions();
-  options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
-  options.graph_execution_options.gpu_system_memory_size_in_mb =
-      config_.gpu_system_memory_size_in_mb();
-  options.graph_execution_options.enable_grappler_function_optimizer =
-      config_.enable_grappler_function_optimizer();
-  options.graph_execution_options.enable_online_cost_analysis =
-      config_.enable_online_cost_analysis();
-  options.graph_execution_options.enable_mlrt = config_.enable_mlrt();
-  options.graph_execution_options.model_metadata.set_name(
-      metadata.servable_id.name);
-  options.graph_execution_options.model_metadata.set_version(
-      metadata.servable_id.version);
-
-  TF_ASSIGN_OR_RETURN(*saved_model,
-                      tfrt::SavedModelImpl::LoadSavedModel(
-                          std::move(options), std::move(meta_graph_def), path));
-  if (config_.has_batching_parameters() &&
-      config_.batching_parameters().ByteSizeLong() != 0) {
-    absl::optional<BatchingParameters> batching_params;
-    TF_RETURN_IF_ERROR(GetPerModelBatchingParams(
-        path, config_.batching_parameters(),
-        config_.enable_per_model_batching_params(), &batching_params));
-    if (batching_params.has_value()) {
-      LOG(INFO) << "Wrapping TFRT SavedModel for batching with params: "
-                << batching_params.value().DebugString();
-      return WrapSavedModelForBatching(
-          batching_params.value(), batch_scheduler_,
-          (*saved_model)->GetFunctionNames(), saved_model);
-    }
-  }
-  return absl::OkStatus();
-}
-
-absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
-    const Loader::Metadata& metadata, const std::string& path,
-    std::unique_ptr<Servable>* servable) {
-  TF_ASSIGN_OR_RETURN(auto override_servable, OverrideServable(metadata, path));
-  if (override_servable) {
-    *servable = std::move(override_servable);
-    return absl::OkStatus();
-  }
-
-  std::unique_ptr<tfrt_stub::SavedModel> saved_model;
-  TF_RETURN_IF_ERROR(
-      CreateTfrtSavedModelWithMetadata(metadata, path, &saved_model));
-
-  MaybePublishMLMDStreamz(path, metadata.servable_id.name,
-                          metadata.servable_id.version);
-  if (config().enable_model_warmup()) {
-    auto* warmup_options = mutable_config().mutable_model_warmup_options();
-    warmup_options->set_model_name(metadata.servable_id.name);
-    warmup_options->set_model_version(metadata.servable_id.version);
-    TF_RETURN_IF_ERROR(RunSavedModelWarmup(
-        *warmup_options, path, config().lazy_init_threshold(),
-        config().skip_warmup_requests_if_initialized(), saved_model.get()));
-  }
-
-  *servable = std::make_unique<TfrtSavedModelServable>(
-      metadata.servable_id.name, metadata.servable_id.version, config_,
-      std::move(saved_model), thread_pool_factory_.get());
-
-  return absl::OkStatus();
-}
-
-TfrtSavedModelFactory::TfrtSavedModelFactory(
-    const TfrtSavedModelConfig& config,
-    std::shared_ptr<Batcher> batch_scheduler,
-    std::unique_ptr<ThreadPoolFactory> thread_pool_factory)
-    : config_(config),
-      batch_scheduler_(batch_scheduler),
-      thread_pool_factory_(std::move(thread_pool_factory)) {}
-
-TfrtSavedModelFactoryRegistry::TfrtSavedModelFactoryRegistry() {
-  factory_create_fn_ = [](const TfrtSavedModelConfig& config) {
-    return CreateDefaultTfrtSavedModelFactory(config);
-  };
-}
-
-TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry() {
-  static auto* const registry = new TfrtSavedModelFactoryRegistry;
-  return *registry;
-}
-
-absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
-CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config) {
-  std::shared_ptr<Batcher> batcher;
-  if (config.has_batching_parameters() &&
-      config.batching_parameters().ByteSizeLong() != 0) {
-    TF_RETURN_IF_ERROR(
-        CreateBatchScheduler(config.batching_parameters(), &batcher));
-  }
-  return batcher;
-}
-
-absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
-CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config) {
-  const auto& thread_pool_factory_config_filepath =
-      config.thread_pool_factory_config_filepath();
-  std::unique_ptr<ThreadPoolFactory> thread_pool_factory;
-  if (!thread_pool_factory_config_filepath.empty()) {
-    ThreadPoolFactoryConfig thread_pool_factory_config;
-    TF_RETURN_IF_ERROR(tsl::ReadTextProto(tsl::Env::Default(),
-                                          thread_pool_factory_config_filepath,
-                                          &thread_pool_factory_config));
-    TF_RETURN_IF_ERROR(ThreadPoolFactoryRegistry::CreateFromAny(
-        thread_pool_factory_config.thread_pool_factory_config(),
-        &thread_pool_factory));
-  }
-  return thread_pool_factory;
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
deleted file mode 100644
index 21db6fa0019..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ /dev/null
@@ -1,167 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
-
-#include <memory>
-#include <string>
-
-#include "absl/status/status.h"
-#include "absl/synchronization/mutex.h"
-#include "absl/types/optional.h"
-#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/macros.h"
-#include "tensorflow/core/tfrt/runtime/runtime.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
-#include "tensorflow_serving/core/loader.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
-
-namespace tensorflow {
-namespace serving {
-
-/// A factory that creates tfrt::SavedModel from SavedModel export paths.
-///
-/// The factory can also estimate the resource (e.g. RAM) requirements of a
-/// tfrt::SavedModel based on the SavedModel (i.e. prior to loading the
-/// session).
-///
-/// This class is thread-safe.
-class TfrtSavedModelFactory {
- public:
-  using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
-
-  TfrtSavedModelFactory(const TfrtSavedModelConfig& config,
-                        std::shared_ptr<Batcher> batch_scheduler,
-                        std::unique_ptr<ThreadPoolFactory> thread_pool_factory);
-
-  virtual ~TfrtSavedModelFactory();
-
-  /// Instantiates a TfrtSavedModelFactory using a config.
-  ///
-  /// @param config    Config with initialization options.
-  /// @param factory   Newly created factory if the returned Status is OK.
-  static absl::Status Create(const TfrtSavedModelConfig& config,
-                             std::unique_ptr<TfrtSavedModelFactory>* factory);
-
-  /// Instantiates a tfrt::SavedModel from a given export or SavedModel path and
-  /// the given metadata.
-  ///
-  /// @param metadata       Metadata to be associated with the saved_model.
-  /// @param path           Path to the model.
-  /// @param saved_model    Newly created SavedModel if the returned
-  /// Status is OK.
-  absl::Status CreateTfrtSavedModelWithMetadata(
-      const Loader::Metadata& metadata, const string& path,
-      std::unique_ptr<Servable>* servable);
-
-  ABSL_DEPRECATED("Use the overload that creates Servable instead")
-  absl::Status CreateTfrtSavedModelWithMetadata(
-      const Loader::Metadata& metadata, const string& path,
-      std::unique_ptr<tfrt::SavedModel>* saved_model);
-
-  /// Estimates the resources a SavedModel will use once loaded, from its
-  /// export path.
-  ///
-  /// @param path      Path to the model.
-  /// @param estimate  Output resource usage estimates. Different kinds of
-  /// resources (e.g. CPU, RAM, etc.) may get populated.
-  absl::Status EstimateResourceRequirement(const string& path,
-                                           ResourceAllocation* estimate) const;
-
-  const TfrtSavedModelConfig& config() const { return config_; }
-  TfrtSavedModelConfig& mutable_config() { return config_; }
-
- private:
-  // The subclass can override this method to return a custom servable
-  // instead of creating one using CreateTfrtSavedModelWithMetadata(). If it
-  // returns nullptr, CreateTfrtSavedModelWithMetadata() will be used normally.
-  virtual absl::StatusOr<std::unique_ptr<Servable>> OverrideServable(
-      const Loader::Metadata& metadata, const std::string& path) {
-    return nullptr;
-  }
-
-  // The subclass can override this method to register the custom backend into
-  // TFRT savedmodel.
-  virtual absl::Status RegisterCustomBackend(
-      tfrt_stub::GraphExecutionOptions& options) {
-    return absl::OkStatus();
-  }
-
-  TfrtSavedModelConfig config_;
-
-  // A shared batch scheduler. One queue is used for each saved model this
-  // factory emits. If batching is not configured, this remains null.
-  std::shared_ptr<Batcher> batch_scheduler_;
-
-  // `thread_pool_factory_` is used to create inter-op ThreadPools. It can be a
-  // nullptr and then the default Tensorflow threadpools should be used.
-  std::unique_ptr<ThreadPoolFactory> thread_pool_factory_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelFactory);
-};
-
-// The registry for creating the TfrtSavedModelFactory. By default the CreateFn
-// creates an instance of TfrtSavedModelFactory. Custom implementations can use
-// this registry to override the CreateFn so that it creates an instance of the
-// subclass of TfrtSavedModelFactory.
-class TfrtSavedModelFactoryRegistry {
- public:
-  using CreateFn =
-      std::function<absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>(
-          const TfrtSavedModelConfig& config)>;
-
-  TfrtSavedModelFactoryRegistry();
-
-  void Register(CreateFn fn) {
-    absl::MutexLock lock(&mu_);
-    if (factory_create_fn_) {
-      LOG(INFO) << "Overriding TfrtSavedModelFactory's create function.";
-    }
-    factory_create_fn_ = std::move(fn);
-  }
-
-  CreateFn Get() const {
-    absl::MutexLock lock(&mu_);
-    return factory_create_fn_;
-  }
-
- private:
-  mutable absl::Mutex mu_;
-  CreateFn factory_create_fn_ ABSL_GUARDED_BY(mu_);
-};
-
-// Creates a batch scheduler based on `config`. The result can be a nullptr if
-// `config` does not specify batch parameters.
-absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
-CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config);
-
-// Creates a thread pool factory based on `config`. The result can be a nullptr
-// if `config` does not specify thread pool factory config.
-absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
-CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config);
-
-TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry();
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
deleted file mode 100644
index 35dc1b43125..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
+++ /dev/null
@@ -1,180 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
-
-#include "google/protobuf/wrappers.pb.h"
-#include "tensorflow/cc/saved_model/constants.h"
-#include "tensorflow/cc/saved_model/tag_constants.h"
-#include "tensorflow/core/framework/tensor_testutil.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
-
-// Tests TfrtSavedModelFactory with native SavedModel.
-class TfrtSavedModelFactoryTest : public ::testing::Test {
- protected:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-  }
-  TfrtSavedModelFactoryTest()
-      : model_path_(test_util::TestSrcDirPath(
-            "servables/tensorflow/"
-            "testdata/saved_model_half_plus_two_cpu/00000123")) {}
-
-  Status CreateTfrtSavedModel(const TfrtSavedModelConfig& config,
-                              std::unique_ptr<tfrt::SavedModel>* saved_model) {
-    std::unique_ptr<TfrtSavedModelFactory> factory;
-    TF_RETURN_IF_ERROR(TfrtSavedModelFactory::Create(config, &factory));
-    TF_RETURN_IF_ERROR(factory->CreateTfrtSavedModelWithMetadata(
-        CreateMetadata(), model_path_, saved_model));
-    return OkStatus();
-  }
-
-  std::vector<string> GetModelFiles() {
-    const string& dir = model_path_;
-    return {io::JoinPath(dir, kSavedModelAssetsDirectory, "foo.txt"),
-            io::JoinPath(dir, kSavedModelFilenamePb),
-            io::JoinPath(dir, kSavedModelVariablesFilename,
-                         "variables.data-00000-of-00001"),
-            io::JoinPath(dir, kSavedModelVariablesFilename, "variables.index")};
-  }
-
-  string model_path_;
-};
-
-TEST_F(TfrtSavedModelFactoryTest, EstimateResourceRequirementWithGoodExport) {
-  TfrtSavedModelConfig config;
-  std::unique_ptr<TfrtSavedModelFactory> factory;
-  TF_ASSERT_OK(TfrtSavedModelFactory::Create(config, &factory));
-
-  ResourceAllocation actual;
-  TF_ASSERT_OK(factory->EstimateResourceRequirement(model_path_, &actual));
-
-  const double total_file_size = test_util::GetTotalFileSize(GetModelFiles());
-  ResourceAllocation expected =
-      test_util::GetExpectedResourceEstimate(total_file_size);
-  EXPECT_THAT(actual, test_util::EqualsProto(expected));
-}
-
-TEST_F(TfrtSavedModelFactoryTest, Basic) {
-  std::unique_ptr<tfrt::SavedModel> saved_model;
-  TfrtSavedModelConfig config;
-  *config.add_saved_model_tags() = kSavedModelTagServe;
-  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
-
-  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
-  Tensor expected_output =
-      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
-  std::vector<tensorflow::Tensor> input_tensors;
-  input_tensors.push_back(input_tensor);
-  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
-  std::vector<tensorflow::Tensor> outputs;
-  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
-                                &outputs));
-
-  ASSERT_EQ(1, outputs.size());
-  const auto& single_output = outputs.at(0);
-  test::ExpectTensorEqual<float>(expected_output, single_output);
-}
-
-// Tests TfrtSavedModelFactory with native SavedModel with different
-// configurations.
-TEST_F(TfrtSavedModelFactoryTest, BasicWithSavedModelConfig) {
-  std::unique_ptr<tfrt::SavedModel> saved_model;
-  TfrtSavedModelConfig config;
-  *config.add_saved_model_tags() = kSavedModelTagServe;
-  model_path_ = test_util::TestSrcDirPath(
-      "servables/tensorflow/"
-      "testdata/saved_model_half_plus_two_cpu_with_saved_model_config/"
-      "00000123");
-  config.set_enable_saved_model_config(true);
-
-  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
-
-  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
-  Tensor expected_output =
-      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
-  std::vector<tensorflow::Tensor> input_tensors;
-  input_tensors.push_back(input_tensor);
-  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
-  std::vector<tensorflow::Tensor> outputs;
-  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
-                                &outputs));
-
-  ASSERT_EQ(1, outputs.size());
-  const auto& single_output = outputs.at(0);
-  test::ExpectTensorEqual<float>(expected_output, single_output);
-}
-
-TEST_F(TfrtSavedModelFactoryTest, Batch) {
-  std::unique_ptr<tfrt::SavedModel> saved_model;
-  TfrtSavedModelConfig config;
-  config.mutable_batching_parameters()->mutable_max_batch_size()->set_value(4);
-  config.mutable_batching_parameters()
-      ->mutable_max_enqueued_batches()
-      ->set_value(INT_MAX);
-  config.mutable_batching_parameters()
-      ->mutable_batch_timeout_micros()
-      ->set_value(1000 * 1000 * 1000);
-  config.mutable_batching_parameters()->mutable_num_batch_threads()->set_value(
-      1);
-  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
-
-  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
-  Tensor expected_output =
-      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
-  std::vector<tensorflow::Tensor> input_tensors;
-  input_tensors.push_back(input_tensor);
-  std::vector<tensorflow::Tensor> output_tensors1, output_tensors2;
-  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
-
-  {
-    std::vector<std::unique_ptr<Thread>> request_threads;
-    request_threads.reserve(2);
-    request_threads.push_back(
-        std::unique_ptr<Thread>(Env::Default()->StartThread(
-            ThreadOptions(), strings::StrCat("thread_", 0),
-            [&saved_model, &run_options, &input_tensors, &output_tensors1]() {
-              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
-                                            input_tensors, &output_tensors1));
-            })));
-    request_threads.push_back(
-        std::unique_ptr<Thread>(Env::Default()->StartThread(
-            ThreadOptions(), strings::StrCat("thread_", 1),
-            [&saved_model, &run_options, &input_tensors, &output_tensors2]() {
-              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
-                                            input_tensors, &output_tensors2));
-            })));
-  }
-
-  ASSERT_EQ(1, output_tensors1.size());
-  test::ExpectTensorEqual<float>(expected_output, output_tensors1.at(0));
-
-  ASSERT_EQ(1, output_tensors2.size());
-  test::ExpectTensorEqual<float>(expected_output, output_tensors2.at(0));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
deleted file mode 100644
index abef37e5d7f..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ /dev/null
@@ -1,110 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
-
-#include <memory>
-
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/platform/types.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow_serving/core/simple_loader.h"
-#include "tensorflow_serving/resources/resource_util.h"
-#include "tensorflow_serving/resources/resource_values.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
-#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-
-namespace tensorflow {
-namespace serving {
-
-Status TfrtSavedModelSourceAdapter::Create(
-    const TfrtSavedModelSourceAdapterConfig& config,
-    std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter) {
-  std::unique_ptr<TfrtSavedModelFactory> factory;
-  TF_RETURN_IF_ERROR(
-      TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
-  adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
-  return OkStatus();
-}
-
-TfrtSavedModelSourceAdapter::~TfrtSavedModelSourceAdapter() { Detach(); }
-
-TfrtSavedModelSourceAdapter::TfrtSavedModelSourceAdapter(
-    std::unique_ptr<TfrtSavedModelFactory> factory)
-    : factory_(std::move(factory)) {}
-
-SimpleLoader<Servable>::CreatorVariant
-TfrtSavedModelSourceAdapter::GetServableCreator(
-    std::shared_ptr<TfrtSavedModelFactory> factory,
-    const StoragePath& path) const {
-  return [factory, path](const Loader::Metadata& metadata,
-                         std::unique_ptr<Servable>* servable) {
-    TF_RETURN_IF_ERROR(
-        factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
-    return OkStatus();
-  };
-}
-
-Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
-                                            std::unique_ptr<Loader>* loader) {
-  std::shared_ptr<TfrtSavedModelFactory> factory = factory_;
-  auto servable_creator = GetServableCreator(factory, path);
-  auto resource_estimator = [factory, path](ResourceAllocation* estimate) {
-    TF_RETURN_IF_ERROR(factory->EstimateResourceRequirement(path, estimate));
-
-    ResourceUtil::Options resource_util_options;
-    resource_util_options.devices = {{device_types::kMain, 1}};
-    std::unique_ptr<ResourceUtil> resource_util =
-        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
-    const Resource ram_resource = resource_util->CreateBoundResource(
-        device_types::kMain, resource_kinds::kRamBytes);
-    resource_util->SetQuantity(
-        ram_resource, resource_util->GetQuantity(ram_resource, *estimate),
-        estimate);
-
-    return OkStatus();
-  };
-  auto post_load_resource_estimator = [factory,
-                                       path](ResourceAllocation* estimate) {
-    return factory->EstimateResourceRequirement(path, estimate);
-  };
-  loader->reset(new SimpleLoader<Servable>(servable_creator, resource_estimator,
-                                           {post_load_resource_estimator}));
-  return OkStatus();
-}
-
-// Register the source adapter.
-class TfrtSavedModelSourceAdapterCreator {
- public:
-  static Status Create(
-      const TfrtSavedModelSourceAdapterConfig& config,
-      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
-          adapter) {
-    std::unique_ptr<TfrtSavedModelFactory> factory;
-    TF_RETURN_IF_ERROR(
-        TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
-    adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
-    return OkStatus();
-  }
-};
-REGISTER_STORAGE_PATH_SOURCE_ADAPTER(TfrtSavedModelSourceAdapterCreator,
-                                     TfrtSavedModelSourceAdapterConfig);
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
deleted file mode 100644
index 14c7fedb3bb..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
+++ /dev/null
@@ -1,66 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
-
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/macros.h"
-#include "tensorflow_serving/core/simple_loader.h"
-#include "tensorflow_serving/core/source_adapter.h"
-#include "tensorflow_serving/core/storage_path.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-
-namespace tensorflow {
-namespace serving {
-
-// A SourceAdapter that creates TfrtSavedModelServable Loaders from SavedModel
-// paths. It keeps a TfrtSavedModelFactory as its state, which may house a batch
-// scheduler that is shared across all of the SavedModel it emits.
-class TfrtSavedModelSourceAdapter final
-    : public UnarySourceAdapter<StoragePath, std::unique_ptr<Loader>> {
- public:
-  static Status Create(const TfrtSavedModelSourceAdapterConfig& config,
-                       std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter);
-
-  ~TfrtSavedModelSourceAdapter() override;
-
- private:
-  friend class TfrtSavedModelSourceAdapterCreator;
-
-  explicit TfrtSavedModelSourceAdapter(
-      std::unique_ptr<TfrtSavedModelFactory> factory);
-
-  SimpleLoader<Servable>::CreatorVariant GetServableCreator(
-      std::shared_ptr<TfrtSavedModelFactory> factory,
-      const StoragePath& path) const;
-
-  Status Convert(const StoragePath& path,
-                 std::unique_ptr<Loader>* loader) override;
-
-  // We use a shared ptr to share ownership with Loaders we emit, in case they
-  // outlive this object.
-  std::shared_ptr<TfrtSavedModelFactory> factory_;
-
-  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelSourceAdapter);
-};
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
deleted file mode 100644
index ae0596975c1..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ /dev/null
@@ -1,196 +0,0 @@
-syntax = "proto3";
-
-package tensorflow.serving;
-
-import "tensorflow/core/protobuf/config.proto";
-import "tensorflow_serving/servables/tensorflow/session_bundle_config.proto";
-
-message TfrtSavedModelConfig {
-  reserved 1031;
-  reserved "online_cost_analysis_normalize_ratio";
-
-  // A SessionBundleConfig.
-  // Deprecated.
-  SessionBundleConfig legacy_config = 1000;
-
-  // If true, native ops will be used if they are implemented in TFRT. If
-  // false, all ops are using fallback.
-  bool enable_native_ops = 1001 [deprecated = true];
-
-  // If true, the lite version of MLIR importer would be used.
-  bool use_lite_mlir_importer = 1002;
-
-  // If true, enable grappler for TFRT.
-  bool enable_grappler = 1003;
-
-  // If true, when creating an optimized subgraph, Placer and Grappler will
-  // also run on the functions.
-  bool run_placer_grappler_on_functions = 1020;
-
-  // If true, the function optimizer in the grappler will be enabled, and
-  // optimizations like function inlining will be applied.
-  bool enable_grappler_function_optimizer = 1022;
-
-  // If true, for each client graph, the op costs of the first request will be
-  // recorded and used to re-compile the client graph.
-  bool enable_online_cost_analysis = 1029;
-
-  // If true, the TFRT runtime will use the new interpreter for host execution.
-  bool enable_mlrt = 1030;
-
-  // If true, TFRT will perform GPU related compiler passes.
-  bool enable_tfrt_gpu = 1024;
-
-  // If true, TFRT will use TPU specific compiler passes and perform TPU
-  // specific initialization.
-  bool target_tpu = 1004;
-
-  // If true, resource loading will happen during model loading instead of
-  // inference time.
-  bool hoist_invariant_ops = 1005;
-
-  // If true, sink the resource handle into the nested function to facilitate
-  // invariant ops hoisting.
-  bool sink_in_invariant_ops = 1028;
-
-  // The threshold to merge small streams in TFRT. The stream with cost
-  // smaller than the threshold will be merged.
-  int64 stream_merge_threshold = 1011;
-
-  // The upper bond to merge dependent streams.
-  int64 stream_merge_upper_cost_threshold = 1015;
-
-  // If true, streams with inter data depenedencies will be merged.
-  bool merge_inter_dependent_streams = 1016;
-
-  // Options that apply to all graphs.
-  GraphOptions graph_options = 1006;
-
-  // If set, each emitted saved model is wrapped with a layer that schedules
-  // Run() calls in batches. The batching layer is transparent to the client
-  // (implements the tfrt::SavedModel API).
-  //
-  // IMPORTANT: With batching enabled, client threads will spend most of their
-  // time blocked on SavedModel::Run() calls, waiting for enough peer threads to
-  // also call SavedModel::Run() such that a large batch can be formed. For good
-  // throughput, we recommend setting the number of client threads equal to
-  // roughly twice the maximum batch size ('max_batch_size' below).
-  //
-  // The batching layer uses a SharedBatchScheduler to coordinate batching
-  // across multiple saved model servables emitted by this source adapter. A
-  // BatchSchedulerRetrier is added on top of each batching saved model.
-  BatchingParameters batching_parameters = 1007;
-
-  // Set of SavedModel tags identifying the specific meta graph def to be
-  // loaded.
-  repeated string saved_model_tags = 1008;
-
-  // Enables model warmup.
-  bool enable_model_warmup = 1009;
-  ModelWarmupOptions model_warmup_options = 1010;
-
-  // Tries to use infra validation result to estimate resource usage.
-  bool resource_estimation_uses_validation_result = 1012;
-
-  // If the model contains more than lazy_init_threshold signature defs, use
-  // lazy initilizaion as it is likely not all sigantures are used for serving.
-  int32 lazy_init_threshold = 1013;
-
-  // If true, we'll attempt to find MLArchive within the model source path. If
-  // no MLArchive is found, will use the path as a normal SavedModel directory.
-  bool maybe_load_from_mla = 1025;
-
-  // If true, MIRA implementation of SavedModel API is used, so MIRA API is used
-  // for loading and running the model.
-  bool use_mira = 1027;
-
-  // If true, skip the warmup requests if the signature def is initialized.
-  bool skip_warmup_requests_if_initialized = 1014;
-
-  // If true, move resource gather op to host side.
-  bool tpu_move_resource_gather_to_host = 1017;
-
-  // If tpu_move_resource_gather_to_host is true and the width of the gather
-  // table is less than the threshold, it will be placed on the host.
-  int32 tpu_gather_table_width_threshold_bytes = 1021;
-
-  // If true, use fuesd op for tpu compile, execute and data transfer.
-  bool use_fused_tpu_op = 1018;
-
-  // If true, TFRT will use fallback to handle unsupported features in MLIR
-  // Bridge.
-  bool enable_mlir_bridge_fallback = 1019;
-
-  // If true, tf.While's iterations will be parallelized.
-  bool enable_while_parallel_iterations = 1023;
-
-  // If true, fallback executeops that produce inputs to tpu program will use
-  // tpu host allocator.
-  bool use_tpu_host_allocator_for_inputs = 1026;
-
-  // Enables model specific runtime params described in saved model's
-  // assets.extra/saved_model_config.pb file.
-  bool enable_saved_model_config = 1032;
-
-  // These are no longer used.
-  repeated string auto_fusion_op = 2006 [deprecated = true];
-  int32 auto_fusion_min_cluster_size = 2007 [deprecated = true];
-
-  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
-  //
-  // Enable per-model batching parameters (present in SavedModel). If this
-  // option is enabled, model specific batching params (e.g. timeout, batch
-  // sizes etc.) from `batching_parameters` field above are *ignored* and
-  // instead the one in SavedModel directory are used. This field is only
-  // used if batching is enabled (i.e. `batching_parameters` message above
-  // is set).
-  bool enable_per_model_batching_params = 2008;
-
-  // If true, the lazy loading path will use tfrt_stub::GraphExecutor.
-  bool lazy_loading_use_graph_executor = 2009;
-
-  enum TpuUnpaddedBatchMode {
-    // Disable this feature.
-    UNPADDED_BATCH_DISABLED = 0;
-    // Enable this feature when in-graph batching is detected.
-    UNPADDED_BATCH_AUTO = 1;
-    // Always enable this feature.
-    UNPADDED_BATCH_ENFORCED = 2;
-  }
-
-  // Mode for TPU Unpadded batch.
-  TpuUnpaddedBatchMode tpu_unpadded_batch_mode = 2010;
-
-  // The config file path of the ThreadPoolFactory used to create inter-op
-  // ThreadPools. If unspecified, the default Tensorflow threadpools will be
-  // used.
-  string thread_pool_factory_config_filepath = 2011;
-
-  // If true, validate input tensor specs before executing the request.
-  bool validate_input_specs = 2012;
-
-  // TODO(b/279197040) Remove after b/279197040 is fixed.
-  // If true, validate (by logging mismatches) input tensor specs before
-  // executing the request.
-  bool validate_input_specs_dry_run = 2013;
-
-  // In a predict handler, this option specifies how to serialize tensors
-  // (e.g: as proto fields or as proto content). Serialize as proto fields by
-  // default, for backward compatibility.
-  enum PredictResponseTensorSerializationOption {
-    option allow_alias = true;
-
-    AS_PROTO_DEFAULT = 0;
-    AS_PROTO_FIELD = 0;
-    AS_PROTO_CONTENT = 1;
-  }
-  PredictResponseTensorSerializationOption
-      predict_response_tensor_serialization_option = 2014;
-  // The size of reserved memory space for GPU system.
-  int32 gpu_system_memory_size_in_mb = 2015;
-}
-
-// Config proto for TfrtSavedModelSourceAdapter.
-message TfrtSavedModelSourceAdapterConfig {
-  TfrtSavedModelConfig saved_model_config = 1;
-}
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
deleted file mode 100644
index d8c910a35b2..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
+++ /dev/null
@@ -1,181 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
-
-#include "google/protobuf/wrappers.pb.h"
-#include "tensorflow/core/framework/tensor_testutil.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/lib/monitoring/collection_registry.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow_serving/core/loader.h"
-#include "tensorflow_serving/resources/resource_util.h"
-#include "tensorflow_serving/resources/resource_values.h"
-#include "tensorflow_serving/resources/resources.pb.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using test_util::EqualsProto;
-
-Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
-
-class TfrtSavedModelSourceAdapterTest
-    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
- protected:
-  static void SetUpTestSuite() {
-    tfrt_stub::SetGlobalRuntime(
-        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
-  }
-
-  TfrtSavedModelSourceAdapterTest() {
-    ResourceUtil::Options resource_util_options;
-    resource_util_options.devices = {{device_types::kMain, 1}};
-    resource_util_ =
-        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
-
-    ram_resource_ = resource_util_->CreateBoundResource(
-        device_types::kMain, resource_kinds::kRamBytes);
-    config_.mutable_saved_model_config()
-        ->mutable_legacy_config()
-        ->set_enable_model_warmup(EnableWarmup());
-    if (EnableNumRequestIterations()) {
-      config_.mutable_saved_model_config()
-          ->mutable_legacy_config()
-          ->mutable_model_warmup_options()
-          ->mutable_num_request_iterations()
-          ->set_value(2);
-    }
-
-    config_.mutable_saved_model_config()
-        ->mutable_legacy_config()
-        ->set_enable_session_metadata(true);
-  }
-
-  void TestTFRTSavedModelSourceAdapter(const string& export_dir) const {
-    std::unique_ptr<Loader> loader;
-    {
-      std::unique_ptr<TfrtSavedModelSourceAdapter> adapter;
-      TF_CHECK_OK(TfrtSavedModelSourceAdapter::Create(config_, &adapter));
-      ServableData<std::unique_ptr<Loader>> loader_data =
-          adapter->AdaptOneVersion(
-              ServableData<StoragePath>({"", 0}, export_dir));
-      TF_ASSERT_OK(loader_data.status());
-      loader = loader_data.ConsumeDataOrDie();
-
-      // Let the adapter fall out of scope and be deleted. The loader we got
-      // from it should be unaffected.
-    }
-
-    // We should get a non-empty resource estimate, and we should get the same
-    // value twice (via memoization).
-    ResourceAllocation first_resource_estimate;
-    TF_ASSERT_OK(loader->EstimateResources(&first_resource_estimate));
-    EXPECT_FALSE(first_resource_estimate.resource_quantities().empty());
-    ResourceAllocation second_resource_estimate;
-    TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
-    EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
-
-    const auto metadata = CreateMetadata();
-    TF_ASSERT_OK(loader->LoadWithMetadata(CreateMetadata()));
-
-    // We should get a new (lower) resource estimate post-load.
-    ResourceAllocation expected_post_load_resource_estimate =
-        first_resource_estimate;
-    resource_util_->SetQuantity(
-        ram_resource_,
-        resource_util_->GetQuantity(ram_resource_, first_resource_estimate),
-        &expected_post_load_resource_estimate);
-    ResourceAllocation actual_post_load_resource_estimate;
-    TF_ASSERT_OK(
-        loader->EstimateResources(&actual_post_load_resource_estimate));
-    EXPECT_THAT(actual_post_load_resource_estimate,
-                EqualsProto(expected_post_load_resource_estimate));
-
-    tfrt::SavedModel& saved_model =
-        down_cast<TfrtSavedModelServable*>(loader->servable().get<Servable>())
-            ->saved_model();
-    TestSingleRequest(&saved_model);
-
-    loader->Unload();
-  }
-
-  void TestSingleRequest(tfrt::SavedModel* saved_model) const {
-    Tensor input = test::AsTensor<float>({100.0f, 42.0f}, {2});
-    // half plus two: output should be input / 2 + 2.
-    Tensor expected_output =
-        test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
-
-    std::vector<tensorflow::Tensor> input_tensors;
-    input_tensors.push_back(input);
-    tfrt::SavedModel::RunOptions run_options;
-    std::vector<tensorflow::Tensor> output_tensors;
-    TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
-                                  &output_tensors));
-
-    ASSERT_EQ(1, output_tensors.size());
-    const auto& single_output = output_tensors.at(0);
-    test::ExpectTensorEqual<float>(expected_output, single_output);
-  }
-
-  bool EnableWarmup() const { return std::get<0>(GetParam()); }
-  bool EnableNumRequestIterations() const { return std::get<1>(GetParam()); }
-
-  std::unique_ptr<ResourceUtil> resource_util_;
-  Resource ram_resource_;
-  TfrtSavedModelSourceAdapterConfig config_;
-};
-
-TEST_P(TfrtSavedModelSourceAdapterTest, Basic) {
-  TestTFRTSavedModelSourceAdapter(
-      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
-                                "saved_model_half_plus_two_cpu/00000123"));
-}
-
-TEST_P(TfrtSavedModelSourceAdapterTest, MLMetadata) {
-  TestTFRTSavedModelSourceAdapter(
-      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
-                                "saved_model_half_plus_two_mlmd/00000123"));
-  auto* collection_registry = monitoring::CollectionRegistry::Default();
-  monitoring::CollectionRegistry::CollectMetricsOptions options;
-  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
-      collection_registry->CollectMetrics(options);
-  const monitoring::PointSet& lps =
-      *collected_metrics->point_set_map.at("/tensorflow/serving/mlmd_map");
-
-  EXPECT_EQ(1, lps.points.size());
-  EXPECT_EQ(2, lps.points[0]->labels.size());
-  EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
-  EXPECT_EQ("name", lps.points[0]->labels[0].value);
-  EXPECT_EQ("version", lps.points[0]->labels[1].name);
-  EXPECT_EQ("42", lps.points[0]->labels[1].value);
-  EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
-}
-
-// Test all SavedModelBundleSourceAdapterTest test cases with
-// warmup and num_request_iterations enabled/disabled.
-INSTANTIATE_TEST_CASE_P(VariousOptions, TfrtSavedModelSourceAdapterTest,
-                        ::testing::Combine(::testing::Bool(),
-                                           ::testing::Bool()));
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
deleted file mode 100644
index 283c0cf6bbd..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
+++ /dev/null
@@ -1,134 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
-
-#include <string>
-
-#include "google/protobuf/wrappers.pb.h"
-#include "absl/container/flat_hash_map.h"
-#include "absl/status/status.h"
-#include "absl/strings/str_cat.h"
-#include "tensorflow/cc/saved_model/constants.h"
-#include "tensorflow/core/framework/tensor.h"
-#include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/io/path.h"
-#include "tensorflow/core/lib/io/record_reader.h"
-#include "tensorflow/core/lib/monitoring/sampler.h"
-#include "tensorflow/core/lib/strings/strcat.h"
-#include "tensorflow/core/protobuf/config.pb.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/apis/prediction_log.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
-#include "tensorflow_serving/servables/tensorflow/util.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-Status RunWarmupRequest(const PredictionLog& warmup_record,
-                        const tfrt::SavedModel::RunOptions& run_options,
-                        int lazy_init_threshold,
-                        bool skip_warmup_requests_if_initialized,
-                        tfrt::SavedModel* saved_model) {
-  // If the signature defs are already initilized and
-  // skip_warmup_requests_if_initialized is set to true, skip executing warmup
-  // requests. We always execute MultiInference warmup requests as it will
-  // trigger the compilation and initialization for combination of signature
-  // defs, which won't be triggered during model loading.
-  if (skip_warmup_requests_if_initialized &&
-      saved_model->GetMetaGraphDef().signature_def_size() <=
-          lazy_init_threshold &&
-      warmup_record.log_type_case() != PredictionLog::kMultiInferenceLog) {
-    return OkStatus();
-  }
-
-  switch (warmup_record.log_type_case()) {
-    case PredictionLog::kPredictLog: {
-      PredictResponse response;
-      TF_RETURN_IF_ERROR(RunPredict(run_options, {}, saved_model,
-                                    warmup_record.predict_log().request(),
-                                    &response));
-    } break;
-    case PredictionLog::kPredictStreamedLog: {
-      if (warmup_record.predict_streamed_log().request_size() == 0) {
-        return absl::InvalidArgumentError(absl::StrCat(
-            "predict_streamed_log does not contain any requests."));
-      }
-      if (warmup_record.predict_streamed_log().request_size() > 1) {
-        return absl::InvalidArgumentError(
-            absl::StrCat("predict_streamed_log contains more than one request, "
-                         "which is not supported by PredictStreamed."));
-      }
-      PredictResponse response;
-      auto run_opts = run_options;
-      run_opts.streamed_output_callback =
-          [](absl::flat_hash_map<std::string, tensorflow::Tensor>) {};
-      TF_RETURN_IF_ERROR(RunPredict(
-          run_opts, {}, saved_model,
-          warmup_record.predict_streamed_log().request(0), &response));
-    } break;
-    case PredictionLog::kClassifyLog: {
-      ClassificationResponse response;
-      TF_RETURN_IF_ERROR(RunClassify(run_options, {}, saved_model,
-                                     warmup_record.classify_log().request(),
-                                     &response));
-      break;
-    }
-    case PredictionLog::kRegressLog: {
-      RegressionResponse response;
-      TF_RETURN_IF_ERROR(RunRegress(run_options, {}, saved_model,
-                                    warmup_record.regress_log().request(),
-                                    &response));
-      break;
-    }
-    case PredictionLog::kMultiInferenceLog: {
-      MultiInferenceResponse response;
-      TF_RETURN_IF_ERROR(RunMultiInference(
-          run_options, {}, saved_model,
-          warmup_record.multi_inference_log().request(), &response));
-      break;
-    }
-    default:
-      return errors::Unimplemented(strings::StrCat(
-          "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
-      break;
-  }
-  return OkStatus();
-}
-
-}  // namespace
-
-Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
-                           const string& export_dir, int lazy_init_threshold,
-                           bool skip_warmup_requests_if_initialized,
-                           tfrt::SavedModel* saved_model) {
-  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
-  return internal::RunSavedModelWarmup(
-      model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
-        return RunWarmupRequest(
-            prediction_log, run_options, lazy_init_threshold,
-            skip_warmup_requests_if_initialized, saved_model);
-      });
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
deleted file mode 100644
index d53f4bf8dda..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
+++ /dev/null
@@ -1,42 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
-
-#include <string>
-
-#include "tensorflow/cc/saved_model/loader.h"
-#include "tensorflow/core/protobuf/saved_model.pb.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
-#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Run warmup requests to trigger lazy initializations (such as TF
-// optimizations, XLA compilations) at load time, and consequently improve first
-// request latency.
-// Supported request types: Predict.
-Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
-                           const string& export_dir, int lazy_init_threshold,
-                           bool skip_warmup_requests_if_initialized,
-                           tfrt::SavedModel* saved_model);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
deleted file mode 100644
index b0b6d0c36ab..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
+++ /dev/null
@@ -1,273 +0,0 @@
-/* Copyright 2020 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
-
-#include <string>
-
-#include "google/protobuf/wrappers.pb.h"
-#include "tensorflow/cc/saved_model/constants.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/platform/test.h"
-#include "tensorflow/core/tfrt/graph_executor/graph_execution_options.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tensorflow/tsl/platform/path.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/apis/input.pb.h"
-#include "tensorflow_serving/apis/model.pb.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/apis/prediction_log.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
-#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-
-namespace tensorflow {
-namespace serving {
-namespace {
-
-using ::testing::_;
-using ::testing::DoAll;
-using ::testing::Return;
-using ::testing::ReturnRef;
-using ::testing::WithArgs;
-
-class TFRTSavedModelWarmupOptionsTest : public ::testing::TestWithParam<bool> {
- public:
-  bool EnableNumRequestIterations() { return GetParam(); }
-
-  ModelWarmupOptions GetModelWarmupOptions() {
-    ModelWarmupOptions options;
-    if (EnableNumRequestIterations()) {
-      options.mutable_num_request_iterations()->set_value(2);
-    }
-    return options;
-  }
-
-  int GetNumRequestIterations() {
-    if (EnableNumRequestIterations()) {
-      return 2;
-    }
-    return 1;
-  }
-};
-
-TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
-  string base_path = io::JoinPath(testing::TmpDir(), "MixedWarmupData");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              internal::WarmupConsts::kRequestsFileName);
-
-  int num_warmup_records = 10;
-  std::vector<string> warmup_records;
-  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  tfrt::internal::Signature predict_signature;
-  predict_signature.input_names = {kPredictInputs};
-  tfrt::TensorSpec spec(tensorflow::DT_STRING);
-  predict_signature.input_specs = {spec};
-  predict_signature.output_names = {kPredictOutputs};
-  tfrt::FunctionMetadata predict_function_metadata(&predict_signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
-      .WillRepeatedly(Return(predict_function_metadata));
-
-  tfrt::internal::Signature classify_signature;
-  classify_signature.input_names = {kClassifyInputs};
-  classify_signature.output_names = {kClassifyOutputClasses,
-                                     kClassifyOutputScores};
-  tfrt::FunctionMetadata classify_function_metadata(&classify_signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName))
-      .WillRepeatedly(Return(classify_function_metadata));
-
-  tfrt::internal::Signature regress_signature;
-  regress_signature.input_names = {kRegressInputs};
-  regress_signature.output_names = {kRegressOutputs};
-  tfrt::FunctionMetadata regress_function_metadata(&regress_signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName))
-      .WillRepeatedly(Return(regress_function_metadata));
-
-  MetaGraphDef meta_graph_def;
-  AddSignatures(&meta_graph_def);
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  Tensor scores(DT_FLOAT, TensorShape({1, 1}));
-  Tensor classes(DT_STRING, TensorShape({1, 1}));
-
-  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kPredictMethodName),
-                                ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(scores);
-                }),
-                Return(OkStatus())));
-
-  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kRegressMethodName),
-                                ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(scores);
-                }),
-                Return(OkStatus())));
-
-  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kClassifyMethodName),
-                                ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(
-          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
-                  output_tensors->push_back(classes);
-                  output_tensors->push_back(scores);
-                }),
-                Return(OkStatus())));
-
-  EXPECT_CALL(*saved_model, RunMultipleSignatures(_, _, _, _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(DoAll(
-          WithArgs<3>([&](std::vector<std::vector<Tensor>>* output_tensors) {
-            output_tensors->resize(2);
-            (*output_tensors)[0].push_back(scores);
-            (*output_tensors)[1].push_back(classes);
-            (*output_tensors)[1].push_back(scores);
-          }),
-          Return(OkStatus())));
-
-  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
-                                   /*lazy_init_threshold=*/0,
-                                   /*skip_warmup_requests_if_initialized=*/true,
-                                   saved_model.get()));
-}
-
-TEST_P(TFRTSavedModelWarmupOptionsTest, PredictStreamedWarmupData) {
-  std::string base_path =
-      tsl::io::JoinPath(testing::TmpDir(), "PredictStreamedWarmupData");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  std::string fname =
-      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                        internal::WarmupConsts::kRequestsFileName);
-
-  int num_warmup_records = 10;
-  std::vector<std::string> warmup_records;
-  TF_ASSERT_OK(
-      AddToWarmupData(&warmup_records, PredictionLog::kPredictStreamedLog));
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
-
-  auto saved_model = std::make_unique<test_util::MockSavedModel>();
-
-  tfrt::internal::Signature signature;
-  signature.input_names = {kPredictInputs};
-  signature.input_specs = {tfrt::TensorSpec(tensorflow::DT_STRING)};
-  tfrt::FunctionMetadata function_metadata(&signature);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
-      .WillRepeatedly(Return(function_metadata));
-
-  MetaGraphDef meta_graph_def;
-  (*meta_graph_def.mutable_signature_def())[kPredictMethodName] =
-      CreateSignatureDef(kPredictMethodName, {kPredictInputs}, {});
-
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  EXPECT_CALL(
-      *saved_model,
-      Run(::testing::Field(
-              &tfrt_stub::GraphExecutionRunOptions::streamed_output_callback,
-              ::testing::NotNull()),
-          ::testing::Eq(kPredictMethodName),
-          ::testing::An<absl::Span<const Tensor>>(), _))
-      .Times(num_warmup_records * GetNumRequestIterations())
-      .WillRepeatedly(Return(absl::OkStatus()));
-
-  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
-                                   /*lazy_init_threshold=*/0,
-                                   /*skip_warmup_requests_if_initialized=*/true,
-                                   saved_model.get()));
-}
-
-INSTANTIATE_TEST_SUITE_P(WarmupOptions, TFRTSavedModelWarmupOptionsTest,
-                         ::testing::Bool());
-
-TEST(TFRTSavedModelWarmupTest, UnsupportedLogType) {
-  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedLogType");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              internal::WarmupConsts::kRequestsFileName);
-
-  std::vector<string> warmup_records;
-  // Add unsupported log type
-  PredictionLog prediction_log;
-  TF_ASSERT_OK(
-      PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog));
-  warmup_records.push_back(prediction_log.SerializeAsString());
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  MetaGraphDef meta_graph_def;
-  AddSignatures(&meta_graph_def);
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-  const Status status = RunSavedModelWarmup(
-      ModelWarmupOptions(), base_path,
-      /*lazy_init_threshold=*/0,
-      /*skip_warmup_requests_if_initialized=*/true, saved_model.get());
-  ASSERT_FALSE(status.ok());
-  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
-  EXPECT_THAT(status.ToString(),
-              ::testing::HasSubstr("Unsupported log_type for warmup"));
-}
-
-TEST(TFRTSavedModelWarmupTest, SkipWarmupRequest) {
-  string base_path = io::JoinPath(testing::TmpDir(), "SkipWarmupRequest");
-  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
-      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
-  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
-                              internal::WarmupConsts::kRequestsFileName);
-
-  int num_warmup_records = 10;
-  std::vector<string> warmup_records;
-  TF_ASSERT_OK(AddMixedWarmupData(
-      &warmup_records, {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
-                        PredictionLog::kPredictLog}));
-  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
-
-  std::unique_ptr<test_util::MockSavedModel> saved_model(
-      (new test_util::MockSavedModel()));
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName)).Times(0);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName)).Times(0);
-  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName)).Times(0);
-  MetaGraphDef meta_graph_def;
-  AddSignatures(&meta_graph_def);
-  EXPECT_CALL(*saved_model, GetMetaGraphDef())
-      .WillRepeatedly(ReturnRef(meta_graph_def));
-
-  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
-                                   /*lazy_init_threshold=*/10,
-                                   /*skip_warmup_requests_if_initialized=*/true,
-                                   saved_model.get()));
-}
-
-}  // namespace
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
deleted file mode 100644
index 9662ffa22c2..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ /dev/null
@@ -1,249 +0,0 @@
-/* Copyright 2023 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
-
-#include <stdint.h>
-
-#include <memory>
-#include <string>
-#include <unordered_set>
-#include <utility>
-
-#include "absl/container/flat_hash_map.h"
-#include "absl/container/flat_hash_set.h"
-#include "absl/functional/any_invocable.h"
-#include "absl/status/status.h"
-#include "absl/status/statusor.h"
-#include "absl/strings/str_cat.h"
-#include "absl/strings/string_view.h"
-#include "absl/time/time.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
-#include "tensorflow/core/framework/tensor.h"
-#include "tensorflow/core/framework/tensor.pb.h"
-#include "tensorflow/core/platform/tracing.h"  // NOLINT
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow/tsl/platform/errors.h"
-#include "tensorflow/tsl/platform/threadpool_options.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/get_model_metadata.pb.h"
-#include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
-
-namespace tensorflow {
-namespace serving {
-
-TfrtSavedModelServable::TfrtSavedModelServable(
-    absl::string_view name, int64_t version, const TfrtSavedModelConfig& config,
-    std::unique_ptr<tfrt_stub::SavedModel> saved_model,
-    ThreadPoolFactory* thread_pool_factory)
-    : Servable(name, version),
-      saved_model_(std::move(saved_model)),
-      config_(config),
-      thread_pool_factory_(thread_pool_factory) {
-  switch (config_.predict_response_tensor_serialization_option()) {
-    case TfrtSavedModelConfig::AS_PROTO_FIELD: {
-      predict_response_tensor_serialization_option_ =
-          internal::PredictResponseTensorSerializationOption::kAsProtoField;
-      break;
-    }
-    case TfrtSavedModelConfig::AS_PROTO_CONTENT: {
-      predict_response_tensor_serialization_option_ =
-          internal::PredictResponseTensorSerializationOption::kAsProtoContent;
-      break;
-    }
-    default: {
-      predict_response_tensor_serialization_option_ =
-          internal::PredictResponseTensorSerializationOption::kAsProtoField;
-      break;
-    }
-  }
-}
-
-tfrt_stub::SavedModel::RunOptions
-TfrtSavedModelServable::GetTFRTSavedModelRunOptions(
-    const Servable::RunOptions& run_options) const {
-  tfrt_stub::SavedModel::RunOptions options;
-  if (run_options.deadline != absl::InfiniteFuture()) {
-    options.deadline = absl::ToChronoTime(run_options.deadline);
-  }
-  options.validate_input_specs = config_.validate_input_specs();
-  options.validate_input_specs_dry_run = config_.validate_input_specs_dry_run();
-  return options;
-}
-
-absl::Status TfrtSavedModelServable::Classify(
-    const RunOptions& run_options, const ClassificationRequest& request,
-    ClassificationResponse* response) {
-  TRACELITERAL("TfrtSavedModelServable::Classify");
-  return RunClassify(GetTFRTSavedModelRunOptions(run_options), version(),
-                     saved_model_.get(), request, response);
-}
-
-absl::Status TfrtSavedModelServable::Regress(const RunOptions& run_options,
-                                             const RegressionRequest& request,
-                                             RegressionResponse* response) {
-  TRACELITERAL("TfrtSavedModelServable::Regress");
-  return RunRegress(GetTFRTSavedModelRunOptions(run_options), version(),
-                    saved_model_.get(), request, response);
-}
-
-absl::Status TfrtSavedModelServable::Predict(const RunOptions& run_options,
-                                             const PredictRequest& request,
-                                             PredictResponse* response) {
-  TRACELITERAL("TfrtSavedModelServable::Predict");
-  return internal::RunPredict(
-      GetTFRTSavedModelRunOptions(run_options), version(),
-      predict_response_tensor_serialization_option_, saved_model_.get(),
-      request, response,
-      thread_pool_factory_ == nullptr
-          ? tsl::thread::ThreadPoolOptions()
-          : thread_pool_factory_->GetThreadPools().get());
-}
-
-// TODO(b/288096487): Add a unit test once we have the streaming model in OSS.
-absl::Status TfrtSavedModelServable::PredictStreamed(
-    const RunOptions& run_options, const PredictRequest& request,
-    absl::AnyInvocable<void(PredictResponse)> response_callback) {
-  TRACELITERAL("TfrtSavedModelServable::PredictStreamed");
-
-  auto tfrt_run_options = GetTFRTSavedModelRunOptions(run_options);
-
-  std::string signature_name = request.model_spec().signature_name().empty()
-                                   ? kDefaultServingSignatureDefKey
-                                   : request.model_spec().signature_name();
-
-  tensorflow::serving::ModelSpec model_spec = request.model_spec();
-  model_spec.set_signature_name(signature_name);
-  model_spec.mutable_version()->set_value(version());
-
-  tfrt_run_options.streamed_output_callback =
-      [&](absl::flat_hash_map<std::string, tensorflow::Tensor> outputs) {
-        tensorflow::serving::PredictResponse response;
-        *response.mutable_model_spec() = model_spec;
-
-        for (const auto& [output_key, output_tensor] : outputs) {
-          tensorflow::TensorProto& tensor_proto =
-              (*response.mutable_outputs())[output_key];
-
-          // TODO(b/288096487): We are assuming
-          // predict_response_tensor_serialization_option_ == kAsProtoField. The
-          // proper way is to check serialize based on the value of
-          // predict_response_tensor_serialization_option_.
-          output_tensor.AsProtoField(&tensor_proto);
-        }
-
-        response_callback(std::move(response));
-        // TODO(b/288096487): Add streamz support.
-      };
-
-  // The actual responses are passed through `response_callback`. The graph
-  // should have no output tensors currently.
-  PredictResponse response;
-
-  return internal::RunPredict(
-      tfrt_run_options, version(),
-      predict_response_tensor_serialization_option_, saved_model_.get(),
-      request, &response,
-      thread_pool_factory_ == nullptr
-          ? tsl::thread::ThreadPoolOptions()
-          : thread_pool_factory_->GetThreadPools().get());
-}
-
-absl::Status TfrtSavedModelServable::MultiInference(
-    const RunOptions& run_options, const MultiInferenceRequest& request,
-    MultiInferenceResponse* response) {
-  TRACELITERAL("TfrtSavedModelServable::MultiInference");
-  return RunMultiInference(GetTFRTSavedModelRunOptions(run_options), version(),
-                           saved_model_.get(), request, response);
-}
-
-namespace {
-
-absl::Status ValidateGetModelMetadataRequest(
-    const GetModelMetadataRequest& request) {
-  if (request.metadata_field_size() == 0) {
-    return absl::InvalidArgumentError(
-        "GetModelMetadataRequest must specify at least one metadata_field");
-  }
-  for (const auto& metadata_field : request.metadata_field()) {
-    if (metadata_field != kSignatureDef) {
-      return absl::InvalidArgumentError(
-          absl::StrCat("Metadata field ", metadata_field, " is not supported"));
-    }
-  }
-  return absl::OkStatus();
-}
-
-}  // namespace
-
-absl::Status TfrtSavedModelServable::GetModelMetadata(
-    const GetModelMetadataRequest& request,
-    GetModelMetadataResponse* response) {
-  TRACELITERAL("TfrtSavedModelServable::GetModelMetadata");
-
-  TF_RETURN_IF_ERROR(ValidateGetModelMetadataRequest(request));
-
-  for (const auto& metadata_field : request.metadata_field()) {
-    if (metadata_field == kSignatureDef) {
-      SignatureDefMap signature_def_map;
-      for (const auto& signature :
-           saved_model_->GetMetaGraphDef().signature_def()) {
-        (*signature_def_map.mutable_signature_def())[signature.first] =
-            signature.second;
-      }
-
-      auto* response_model_spec = response->mutable_model_spec();
-      response_model_spec->set_name(name());
-      response_model_spec->mutable_version()->set_value(version());
-      (*response->mutable_metadata())[kSignatureDef].PackFrom(
-          signature_def_map);
-    } else {
-      return absl::InvalidArgumentError(
-          absl::StrCat("MetadataField ", metadata_field, " is not supported"));
-    }
-  }
-
-  return absl::OkStatus();
-}
-
-absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
-CreateTfrtSavedModelServable(
-    const tensorflow::tfrt_stub::SavedModel::Options& options,
-    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
-    absl::flat_hash_set<std::string> tags) {
-  TF_ASSIGN_OR_RETURN(
-      auto saved_model,
-      tensorflow::tfrt_stub::SavedModelImpl::LoadSavedModel(
-          options, saved_model_dir,
-          std::unordered_set<std::string>(tags.begin(), tags.end())));
-
-  TfrtSavedModelConfig config;
-  return std::make_unique<TfrtSavedModelServable>(
-      name, version, config, std::move(saved_model),
-      /*thread_pool_factory=*/nullptr);
-}
-
-}  // namespace serving
-}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
deleted file mode 100644
index 4634aefe56e..00000000000
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.h
+++ /dev/null
@@ -1,101 +0,0 @@
-/* Copyright 2023 Google Inc. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-==============================================================================*/
-
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
-
-#include <memory>
-#include <string>
-
-#include "absl/container/flat_hash_set.h"
-#include "absl/status/status.h"
-#include "absl/status/statusor.h"
-#include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tensorflow_serving/apis/classification.pb.h"
-#include "tensorflow_serving/apis/get_model_metadata.pb.h"
-#include "tensorflow_serving/apis/inference.pb.h"
-#include "tensorflow_serving/apis/predict.pb.h"
-#include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
-#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
-
-namespace tensorflow {
-namespace serving {
-
-// Implements PredictionService`-like interface for a single SavedModel based on
-// `tensorflow::tfrt_stub::SavedModel`. Executables are lazily compiled on its
-// first use and cached. This class is thread-safe.
-class TfrtSavedModelServable : public Servable {
- public:
-  TfrtSavedModelServable(absl::string_view name, int64_t version,
-                         const TfrtSavedModelConfig& config,
-                         std::unique_ptr<tfrt_stub::SavedModel> saved_model,
-                         ThreadPoolFactory* thread_pool_factory);
-
-  absl::Status Classify(const RunOptions& run_options,
-                        const ClassificationRequest& request,
-                        ClassificationResponse* response) override;
-
-  absl::Status Regress(const RunOptions& run_options,
-                       const RegressionRequest& request,
-                       RegressionResponse* response) override;
-
-  absl::Status Predict(const RunOptions& run_options,
-                       const PredictRequest& request,
-                       PredictResponse* response) override;
-
-  absl::Status PredictStreamed(
-      const RunOptions& run_options, const PredictRequest& request,
-      absl::AnyInvocable<void(PredictResponse)> response_callback) override;
-
-  absl::Status MultiInference(const RunOptions& run_options,
-                              const MultiInferenceRequest& request,
-                              MultiInferenceResponse* response) override;
-
-  absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
-                                GetModelMetadataResponse* response) override;
-
-  tfrt_stub::SavedModel& saved_model() const { return *saved_model_; }
-
- private:
-  tfrt_stub::SavedModel::RunOptions GetTFRTSavedModelRunOptions(
-      const Servable::RunOptions& run_options) const;
-
-  std::unique_ptr<tfrt_stub::SavedModel> saved_model_;
-
-  TfrtSavedModelConfig config_;
-
-  internal::PredictResponseTensorSerializationOption
-      predict_response_tensor_serialization_option_ =
-          internal::PredictResponseTensorSerializationOption::kAsProtoField;
-
-  // `thread_pool_factory_` is not owned by Servables. In a typical
-  // implementation, the factory will own the `thread_pool_factory_` and it will
-  // be shared across different Servables.
-  ThreadPoolFactory* thread_pool_factory_ = nullptr;
-};
-
-// Creates a TfrtSavedModelServable from `saved_model_dir`.
-absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
-CreateTfrtSavedModelServable(
-    const tensorflow::tfrt_stub::SavedModel::Options& options,
-    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
-    absl::flat_hash_set<std::string> tags);
-
-}  // namespace serving
-}  // namespace tensorflow
-
-#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_GOOGLE_TFRT_SERVABLE_H_
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index afb6204f76d..30928bbd66b 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -34,5 +34,6 @@ cc_test(
         ":gzip_zlib",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_absl//absl/strings",
+        "@com_google_googletest//:gtest",
     ],
 )

From cb48fe6308fe2139b57decdbb50087971740a4a4 Mon Sep 17 00:00:00 2001
From: Shawn Lu <xiaoxlu@google.com>
Date: Thu, 14 Sep 2023 16:19:50 -0700
Subject: [PATCH 6751/8103] Use hermetic python instead of system python for
 building and testing.

PiperOrigin-RevId: 565507388
---
 WORKSPACE | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 340df3d5eeb..bd7151d79d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -62,7 +62,7 @@ load("@rules_python//python:repositories.bzl", "python_register_toolchains")
 python_register_toolchains(
     name = "python",
     ignore_root_user_error = True,
-    python_version = "3.8",
+    python_version = "3.9",
 )
 
 # Initialize TensorFlow's external dependencies.

From 4711a8d4c9dd9d29aa404435e2297aa205914a81 Mon Sep 17 00:00:00 2001
From: Amy Skerry-Ryan <askerryryan@google.com>
Date: Mon, 18 Sep 2023 15:38:06 -0700
Subject: [PATCH 6752/8103] Default signature_method_check to false

PiperOrigin-RevId: 566433083
---
 tensorflow_serving/servables/tensorflow/util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index aa04924b1b5..cbf47535601 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -95,7 +95,7 @@ int NumInputExamples(const internal::SerializedInput& input) {
   return 0;
 }
 
-std::atomic<bool> signature_method_check{true};
+std::atomic<bool> signature_method_check{false};
 
 }  // namespace
 

From e4a8a87cd61bf0a65db948d615e69160e3070201 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Sep 2023 10:58:13 -0700
Subject: [PATCH 6753/8103] Add an option to propagate current Context in
 periodic functions from AspiredVersionsManager.

PiperOrigin-RevId: 566682492
---
 .../core/aspired_versions_manager.cc          | 32 +++++++++++++------
 .../core/aspired_versions_manager.h           |  6 +++-
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/server_core.cc              |  1 +
 .../model_servers/server_core.h               |  4 +++
 5 files changed, 34 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 5be1b41a398..db68196d12b 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -25,6 +25,7 @@ limitations under the License.
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/platform/context.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/core/loader_harness.h"
@@ -169,7 +170,8 @@ Status AspiredVersionsManager::Create(
 
   manager->reset(new AspiredVersionsManager(
       options.manage_state_interval_micros, options.env,
-      std::move(options.aspired_version_policy), std::move(basic_manager)));
+      std::move(options.aspired_version_policy), std::move(basic_manager),
+      options.with_current_context));
   (manager->get())->enable_reload_servables_with_error_ =
       options.enable_reload_servables_with_error;
   return OkStatus();
@@ -178,7 +180,7 @@ Status AspiredVersionsManager::Create(
 AspiredVersionsManager::AspiredVersionsManager(
     int64_t manage_state_interval_micros, Env* env,
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
-    std::unique_ptr<BasicManager> basic_manager)
+    std::unique_ptr<BasicManager> basic_manager, bool with_current_context)
     : aspired_version_policy_(std::move(aspired_version_policy)),
       target_impl_(new internal::AspiredVersionsManagerTargetImpl(this)),
       basic_manager_(std::move(basic_manager)) {
@@ -190,13 +192,25 @@ AspiredVersionsManager::AspiredVersionsManager(
     PeriodicFunction::Options pf_options;
     pf_options.env = env;
     pf_options.thread_name_prefix = "AspiredVersionsManager_ManageState_Thread";
-    manage_state_thread_.reset(new PeriodicFunction(
-        [this]() {
-          this->FlushServables();
-          this->HandlePendingAspiredVersionsRequests();
-          this->InvokePolicyAndExecuteAction();
-        },
-        manage_state_interval_micros));
+    if (with_current_context) {
+      tensorflow::Context context(tensorflow::ContextKind::kThread);
+      manage_state_thread_.reset(new PeriodicFunction(
+          [this, context = std::move(context)]() {
+            tensorflow::WithContext wc(context);
+            this->FlushServables();
+            this->HandlePendingAspiredVersionsRequests();
+            this->InvokePolicyAndExecuteAction();
+          },
+          manage_state_interval_micros));
+    } else {
+      manage_state_thread_.reset(new PeriodicFunction(
+          [this]() {
+            this->FlushServables();
+            this->HandlePendingAspiredVersionsRequests();
+            this->InvokePolicyAndExecuteAction();
+          },
+          manage_state_interval_micros));
+    }
   }
 }
 
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 5d35b14fb84..8081cef69fa 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -144,6 +144,10 @@ class AspiredVersionsManager : public Manager,
     // For servables which end with LoaderHarness::State::kError, enable
     // future attempts at reload to progress.
     bool enable_reload_servables_with_error = false;
+
+    // If true, the AspiredVersionsManager will propagate its current context to
+    // the newly created periodic functions.
+    bool with_current_context = false;
   };
   static Status Create(Options options,
                        std::unique_ptr<AspiredVersionsManager>* manager);
@@ -220,7 +224,7 @@ class AspiredVersionsManager : public Manager,
   AspiredVersionsManager(
       int64_t manage_state_interval_micros, Env* env,
       std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
-      std::unique_ptr<BasicManager> basic_manager);
+      std::unique_ptr<BasicManager> basic_manager, bool with_current_context);
 
   Status GetUntypedServableHandle(
       const ServableRequest& request,
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ed2f15385b2..3962d89b38a 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -87,6 +87,7 @@ cc_library(
         "//tensorflow_serving/core:source",
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
+        "//tensorflow_serving/core:stream_logger",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 16b215f461c..21d3bef30cd 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -751,6 +751,7 @@ Status ServerCore::CreateAspiredVersionsManager(
   manager_options.flush_filesystem_caches = options_.flush_filesystem_caches;
   manager_options.enable_reload_servables_with_error =
       options_.enable_reload_servables_with_error;
+  manager_options.with_current_context = options_.with_current_context;
   const tensorflow::Status status =
       AspiredVersionsManager::Create(std::move(manager_options), manager);
   if (!status.ok()) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 3c8c1280664..719e0fc8938 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -202,6 +202,10 @@ class ServerCore : public Manager {
     std::string storage_path_prefix;
 
     bool enable_cors_support = false;
+
+    // If true, propagate current context to children threads (periodic
+    // functions) in AspiredVersionsManager.
+    bool with_current_context = false;
   };
 
   virtual ~ServerCore() = default;

From acada4c79071ca6291215373140d904a425042a3 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 20 Sep 2023 17:26:39 -0700
Subject: [PATCH 6754/8103] Internal change.

PiperOrigin-RevId: 567127281
---
 tensorflow_serving/serving.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index a9ea5bbf3f0..1f8788eb88c 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
 load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
-load("@org_tensorflow//tensorflow/tsl/platform/default:build_config.bzl", "py_proto_library")
+load("@local_tsl//tsl/platform/default:build_config.bzl", "py_proto_library")
 
 def if_oss(oss_value):
     """Returns oss_value if in OSS build env.

From 731852bf87fd3f5a8cab8f92007c3a3b71787229 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 20 Sep 2023 18:58:12 -0700
Subject: [PATCH 6755/8103] Internal change.

PiperOrigin-RevId: 567146310
---
 tensorflow_serving/batching/batching_session.h                  | 2 +-
 tensorflow_serving/core/server_request_logger.cc                | 2 +-
 tensorflow_serving/core/server_request_logger_test.cc           | 2 +-
 .../servables/tensorflow/saved_model_warmup_util.cc             | 2 +-
 tensorflow_serving/test_util/grpc_client.cc                     | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index abc4e615f0a..1823332f0d0 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -33,7 +33,7 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
-#include "tensorflow/tsl/platform/criticality.h"
+#include "tsl/platform/criticality.h"
 #include "tensorflow_serving/batching/batching_options.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
 
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index a6652e1c9f7..eea38c46ece 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -24,7 +24,7 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/proto_serialization.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/status.h"
-#include "tensorflow/tsl/platform/errors.h"
+#include "tsl/platform/errors.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 76442a34f32..8e53f1faa1f 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -31,7 +31,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/tsl/lib/core/status_test_util.h"
+#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index da4aef42608..396e6be1dbe 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -27,7 +27,7 @@ limitations under the License.
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/status.h"
-#include "tensorflow/tsl/platform/errors.h"
+#include "tsl/platform/errors.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 6e505c1220a..65e5de04a3c 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -27,7 +27,7 @@ limitations under the License.
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/env_time.h"
 #include "tensorflow/core/platform/protobuf.h"
-#include "tensorflow/tsl/lib/histogram/histogram.h"
+#include "tsl/lib/histogram/histogram.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 
 using grpc::ClientAsyncResponseReader;

From 01967c6c41bc7250b50d598c7fa0b020faacf36d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Sep 2023 00:01:50 -0700
Subject: [PATCH 6756/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af7d4878-aed6-4dc2-b500-4a3b200352f1

PiperOrigin-RevId: 567204264
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd7151d79d0..4adc8bc25f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1f5644a5b343d23ea3e7a13c01abe18e87a3c8363fe0d9d1d8c7a52e7f856e36",
-    git_commit = "f48c61c71d7d1e2b065ea622921fcf81281a8a13",
+    sha256 = "52df7cc884907e71dcb5a45bba094e44b49d584d4be17f86797d9976573b821c",
+    git_commit = "2d4a5855f674508abf2e07828a2cd212fa94f490",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0997796200b1a7b6a7fc74d5bf6eece2530a7664 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Sep 2023 06:01:35 -0700
Subject: [PATCH 6757/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf57ff83-b030-4bbc-86e5-ca36ee9a4aee

PiperOrigin-RevId: 567283908
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4adc8bc25f8..0c65aa3c66d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52df7cc884907e71dcb5a45bba094e44b49d584d4be17f86797d9976573b821c",
-    git_commit = "2d4a5855f674508abf2e07828a2cd212fa94f490",
+    sha256 = "bd936b13d507ccac76405257dbfb970642326242aae41536c8fa392efb032c6d",
+    git_commit = "7f1050a6976d11bfb0bb37bdfc82350c0a238faa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 482b2935d5a7e48776ff11f4ca29263a84ba701a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Sep 2023 12:01:48 -0700
Subject: [PATCH 6758/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6237995d-c517-4cba-81d8-2625c21743a3

PiperOrigin-RevId: 567377961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c65aa3c66d..b73512935c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd936b13d507ccac76405257dbfb970642326242aae41536c8fa392efb032c6d",
-    git_commit = "7f1050a6976d11bfb0bb37bdfc82350c0a238faa",
+    sha256 = "63479c8e37595cdb0a8b4fb73d361502f6851dcedd305bd3a5ed48566a30d12a",
+    git_commit = "c2655123109b494679367639a4ba890cc9017c78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f79d3f744bd7b84c70726ca1bc168adbfc6a01ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Sep 2023 18:01:39 -0700
Subject: [PATCH 6759/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/433b4567-00a0-49fe-9b4c-88aaa5b9da26

PiperOrigin-RevId: 567471132
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b73512935c7..ade2b03a3fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63479c8e37595cdb0a8b4fb73d361502f6851dcedd305bd3a5ed48566a30d12a",
-    git_commit = "c2655123109b494679367639a4ba890cc9017c78",
+    sha256 = "48e9bcb7d137be11442d568620d1ea24c6bdd083eb4f08750f7780b3e80beaed",
+    git_commit = "24171a1a4aa7823e1092176ecde449b65d9bc484",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9943c41bded6bb08f1880e30855830f09eaa1ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Sep 2023 00:01:43 -0700
Subject: [PATCH 6760/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b369a4cf-3229-436d-b813-62661f3215c9

PiperOrigin-RevId: 567537382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ade2b03a3fc..96f77dd98f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48e9bcb7d137be11442d568620d1ea24c6bdd083eb4f08750f7780b3e80beaed",
-    git_commit = "24171a1a4aa7823e1092176ecde449b65d9bc484",
+    sha256 = "6873ef28a9ae9dc949106227dd07159fab02f12f58e5ff7df81a2152c16ccead",
+    git_commit = "e70006f20cb98ac17876fadf3ab9aa6d17149aeb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8566b7c29756e11c3c61c894d7d3efee0eac3f0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Sep 2023 06:01:39 -0700
Subject: [PATCH 6761/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af23a50d-9b05-4f50-8ab1-faeb7aef8b3f

PiperOrigin-RevId: 567599811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96f77dd98f9..3e363d1404b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6873ef28a9ae9dc949106227dd07159fab02f12f58e5ff7df81a2152c16ccead",
-    git_commit = "e70006f20cb98ac17876fadf3ab9aa6d17149aeb",
+    sha256 = "0f0b5062e775470cff2aeae27f54551d6fd1b588e5046e47704522249b982883",
+    git_commit = "a5ff20d0a39f1f6638448076c4eb01613d127d73",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f974d5214f956968082c4bc450d3ac5b2369281f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Sep 2023 12:03:40 -0700
Subject: [PATCH 6762/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e2aa4d6b-eb80-4f9f-9066-f9c08c768fb9

PiperOrigin-RevId: 567682935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e363d1404b..bb5167ce56d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f0b5062e775470cff2aeae27f54551d6fd1b588e5046e47704522249b982883",
-    git_commit = "a5ff20d0a39f1f6638448076c4eb01613d127d73",
+    sha256 = "a5bf523a4ed5d6e3b5db2bf76e2fbf30215bdad79a3a3fb0cf4743d303989427",
+    git_commit = "655db6e4db11c3bc310e46145d7bb2292ea3063c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8c3ea682c57d031f74aae5cb6280e23b3c97b09 Mon Sep 17 00:00:00 2001
From: Junwhan Ahn <junwhan@google.com>
Date: Fri, 22 Sep 2023 17:13:13 -0700
Subject: [PATCH 6763/8103] Refactor `Servable::PredictStreamed` so that
 implementations can support bidirectional streaming if needed

The current `Servable::PredictStreamed` interface was designed for server-side streaming, where there's exactly one request and one or more responses. On the other hand, `PredictionService.PredictStreamed` is designed as a bidirectional streaming method, so there is a gap between these two interfaces.

This CL refactors the `Servable::PredictStreamed` so that implementations can express bidirectional streaming if needed. Instead of taking one `PredictRequest`, it now returns a `PredictStreamedContext` object, which the caller uses to provide requests incrementally. The `Servable` implementation can provide a concrete `PredictStreamedContext` implementation that implements either unidirectional or bidirectional streaming based on this interface.

PiperOrigin-RevId: 567752981
---
 tensorflow_serving/servables/tensorflow/BUILD |  8 ++-
 .../servables/tensorflow/mock_servable.h      | 37 ++++++++---
 .../servables/tensorflow/servable.cc          | 29 ++++++++
 .../servables/tensorflow/servable.h           | 66 +++++++++++++++----
 4 files changed, 118 insertions(+), 22 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 58bad127a35..9aa0b319c2f 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1081,7 +1081,6 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
-        ":predict_response_tensor_serialization_option",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/apis:inference_cc_proto",
@@ -1091,6 +1090,7 @@ cc_library(
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
     ],
 )
 
@@ -1100,9 +1100,15 @@ cc_library(
     hdrs = ["mock_servable.h"],
     deps = [
         ":servable",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/functional:any_invocable",
         "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
index 53ed9225aba..1a071df7692 100644
--- a/tensorflow_serving/servables/tensorflow/mock_servable.h
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -16,14 +16,29 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_MOCK_SERVABLE_H_
 
+#include <memory>
+
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
 namespace serving {
 
+class MockPredictStreamedContext : public PredictStreamedContext {
+ public:
+  MOCK_METHOD(absl::Status, ProcessRequest, (const PredictRequest& request),
+              (final));
+  MOCK_METHOD(absl::Status, Close, (), (final));
+};
+
 // A mock of tensorflow::serving::Servable.
 class MockServable : public Servable {
  public:
@@ -33,27 +48,33 @@ class MockServable : public Servable {
   MOCK_METHOD(absl::Status, Classify,
               (const tensorflow::serving::Servable::RunOptions& run_options,
                const tensorflow::serving::ClassificationRequest& request,
-               tensorflow::serving::ClassificationResponse* response));
+               tensorflow::serving::ClassificationResponse* response),
+              (final));
   MOCK_METHOD(absl::Status, Regress,
               (const tensorflow::serving::Servable::RunOptions& run_options,
                const tensorflow::serving::RegressionRequest& request,
-               tensorflow::serving::RegressionResponse* response));
+               tensorflow::serving::RegressionResponse* response),
+              (final));
   MOCK_METHOD(absl::Status, Predict,
               (const tensorflow::serving::Servable::RunOptions& run_options,
                const tensorflow::serving::PredictRequest& request,
-               tensorflow::serving::PredictResponse* response));
-  MOCK_METHOD(absl::Status, PredictStreamed,
+               tensorflow::serving::PredictResponse* response),
+              (final));
+  MOCK_METHOD(absl::StatusOr<std::unique_ptr<PredictStreamedContext>>,
+              PredictStreamed,
               (const tensorflow::serving::Servable::RunOptions& run_options,
-               const tensorflow::serving::PredictRequest& request,
                absl::AnyInvocable<void(tensorflow::serving::PredictResponse)>
-                   response_callback));
+                   response_callback),
+              (final));
   MOCK_METHOD(absl::Status, MultiInference,
               (const tensorflow::serving::Servable::RunOptions& run_options,
                const tensorflow::serving::MultiInferenceRequest& request,
-               tensorflow::serving::MultiInferenceResponse* response));
+               tensorflow::serving::MultiInferenceResponse* response),
+              (final));
   MOCK_METHOD(absl::Status, GetModelMetadata,
               (const tensorflow::serving::GetModelMetadataRequest& request,
-               tensorflow::serving::GetModelMetadataResponse* response));
+               tensorflow::serving::GetModelMetadataResponse* response),
+              (final));
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/servable.cc b/tensorflow_serving/servables/tensorflow/servable.cc
index 68d31d9db1c..d2043082f02 100644
--- a/tensorflow_serving/servables/tensorflow/servable.cc
+++ b/tensorflow_serving/servables/tensorflow/servable.cc
@@ -15,6 +15,12 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 
+#include <utility>
+
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+
 namespace tensorflow {
 namespace serving {
 
@@ -22,5 +28,28 @@ EmptyServable::EmptyServable()
     : Servable(/*name=*/"", /*version=*/0),
       error_(absl::FailedPreconditionError("No models loaded")) {}
 
+SingleRequestPredictStreamedContext::SingleRequestPredictStreamedContext(
+    absl::AnyInvocable<absl::Status(const PredictRequest&)> f)
+    : f_(std::move(f)) {}
+
+absl::Status SingleRequestPredictStreamedContext::ProcessRequest(
+    const PredictRequest& request) {
+  if (one_request_received_) {
+    return absl::UnimplementedError(
+        "PredictStreamed already received one request. Accepting more than "
+        "one request in a stream is not supported yet");
+  }
+  one_request_received_ = true;
+  return f_(request);
+}
+
+absl::Status SingleRequestPredictStreamedContext::Close() {
+  if (!one_request_received_) {
+    return absl::FailedPreconditionError(
+        "PredictStreamed requires at least one request");
+  }
+  return absl::OkStatus();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 85f961465b1..1481d24ee88 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -18,24 +18,62 @@ limitations under the License.
 
 #include <stdint.h>
 
+#include <memory>
 #include <string>
 
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
 #include "absl/strings/string_view.h"
+#include "absl/time/time.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
 
 namespace tensorflow {
 namespace serving {
 
 inline constexpr absl::string_view kSignatureDef = "signature_def";
 
+// Context of a `PredictStreamed` session. The caller of `PredictStreamed` calls
+// `ProcessRequest` every time a request becomes available. The caller must call
+// `Close()` at the end of the session before deleting the context object.
+//
+// The implementation can be thread-compatible. The caller is responsible for
+// synchronizing all method invocations.
+class PredictStreamedContext {
+ public:
+  virtual ~PredictStreamedContext() = default;
+
+  // Consumes one incoming request. Blocking here may delay the consumption of
+  // subsequent requests.
+  virtual absl::Status ProcessRequest(const PredictRequest& request) = 0;
+
+  // Closes the `PredictStreamed` session.
+  virtual absl::Status Close() = 0;
+};
+
+// A convenience wrapper for cases where the implementation allows exactly one
+// request. `f` takes this single request and produces responses by calling the
+// `response_callback` passed to `Servable::PredictStreamed`.
+//
+// This implementation is thread compatible but not thread safe.
+class SingleRequestPredictStreamedContext final
+    : public PredictStreamedContext {
+ public:
+  explicit SingleRequestPredictStreamedContext(
+      absl::AnyInvocable<absl::Status(const PredictRequest&)> f);
+
+  absl::Status ProcessRequest(const PredictRequest& request) final;
+  absl::Status Close() final;
+
+ private:
+  absl::AnyInvocable<absl::Status(const PredictRequest&)> f_;
+  bool one_request_received_ = false;
+};
+
 // Provides a `PredictionService`-like interface. All concrete implementations
 // are expected to be thread-safe.
 class Servable {
@@ -74,17 +112,19 @@ class Servable {
                                const PredictRequest& request,
                                PredictResponse* response) = 0;
 
-  // Streamed version of `Predict`. Experimental API that is not yet part of the
-  // PredictionService API.
+  // Bidirectional streamed version of `Predict`. Returns a "context" object
+  // that allows the caller to pass requests incrementally. The servable is kept
+  // alive until the context object is deleted.
   //
   // `response_callback` is called for each streamed output, zero or more times,
-  // when the streamed output becomes available. The callback invocation is
-  // serialized by the runtime, which means that `response_callback` does not
-  // have to be thread-safe, but blocking inside the callback causes the next
-  // callback invocation to be delayed. The implementation guarantees that the
-  // callback is never called after the `PredictStreamed` method returns.
-  virtual absl::Status PredictStreamed(
-      const RunOptions& run_options, const PredictRequest& request,
+  // when the streamed output becomes available. The callback invocation must be
+  // serialized by the implementation, so that `response_callback` does not have
+  // to be thread-safe, but blocking inside the callback may cause the next
+  // callback invocation to be delayed. The implementation must guarantee that
+  // the callback is never called after the `PredictStreamed` method returns.
+  virtual absl::StatusOr<std::unique_ptr<PredictStreamedContext>>
+  PredictStreamed(
+      const RunOptions& run_options,
       absl::AnyInvocable<void(PredictResponse)> response_callback) = 0;
 
   virtual absl::Status MultiInference(const RunOptions& run_options,
@@ -131,9 +171,9 @@ class EmptyServable : public Servable {
     return error_;
   }
 
-  absl::Status PredictStreamed(
-      const RunOptions& run_options, const PredictRequest& request,
-      absl::AnyInvocable<void(PredictResponse)> response_callback) override {
+  absl::StatusOr<std::unique_ptr<PredictStreamedContext>> PredictStreamed(
+      const RunOptions& run_options,
+      absl::AnyInvocable<void(PredictResponse)> response_callback) {
     return error_;
   }
 

From d7cbb6b7805457fae53a91d36a880364d6e7490f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Sep 2023 18:01:54 -0700
Subject: [PATCH 6764/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed3e7158-4f3c-45d4-91ea-c33f36d2a801

PiperOrigin-RevId: 567761682
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb5167ce56d..6bfa60455e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5bf523a4ed5d6e3b5db2bf76e2fbf30215bdad79a3a3fb0cf4743d303989427",
-    git_commit = "655db6e4db11c3bc310e46145d7bb2292ea3063c",
+    sha256 = "e9bb1490f12d9e0c1993e1530ef73f640b3ed1f1bdcfaac58faf75e53abb05b9",
+    git_commit = "38c38ded948b16381b21b60d8cb9a53952bc8f03",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bf0b8a41bedb5f6f123304d2fb00f5e37a664f32 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Sep 2023 00:01:51 -0700
Subject: [PATCH 6765/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/608dee10-6123-48a1-9ac1-fb3e906f23fc

PiperOrigin-RevId: 567810819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bfa60455e9..f63f09e01ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9bb1490f12d9e0c1993e1530ef73f640b3ed1f1bdcfaac58faf75e53abb05b9",
-    git_commit = "38c38ded948b16381b21b60d8cb9a53952bc8f03",
+    sha256 = "c895fd03e32c4acfe462225884c9227abed2cf3b3e8f03860b65ef922e8f44a1",
+    git_commit = "b0f08aa26133f3373d626381a58c04246dd35a11",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c57a7babb39e7beddb7cf4db329208b12bf5ffa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Sep 2023 06:01:53 -0700
Subject: [PATCH 6766/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8fa9010c-7c60-4589-b208-5b1df8b2cd2f

PiperOrigin-RevId: 567853283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f63f09e01ad..ca33381c418 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c895fd03e32c4acfe462225884c9227abed2cf3b3e8f03860b65ef922e8f44a1",
-    git_commit = "b0f08aa26133f3373d626381a58c04246dd35a11",
+    sha256 = "c8e1301c80050f87d626647c5406ecae9d9a708f496912a575069d250c3af96f",
+    git_commit = "35f4b9497cd316842d2d433b38be5ad28cb0e997",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13b3463a1393e7656f9a329dc6ece63a1f044e76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Sep 2023 12:02:18 -0700
Subject: [PATCH 6767/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d59e7d5-6a9b-41b2-b789-6bb45a05cd49

PiperOrigin-RevId: 567889382
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca33381c418..309ce41b0ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8e1301c80050f87d626647c5406ecae9d9a708f496912a575069d250c3af96f",
-    git_commit = "35f4b9497cd316842d2d433b38be5ad28cb0e997",
+    sha256 = "063c2ce5d875c8d60d8251486fffc127e953a8e7f30a7e64467979eef92ff5d6",
+    git_commit = "bb5c4abf1078ec2fde15f34052f7ba7d9251ab09",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 785c9329bbb211efe4c0304710550242941aa2da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Sep 2023 18:01:48 -0700
Subject: [PATCH 6768/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9a0bf98-7e29-45d5-8674-f2baf9dc3b5e

PiperOrigin-RevId: 567923008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 309ce41b0ed..e3ca4af7f59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "063c2ce5d875c8d60d8251486fffc127e953a8e7f30a7e64467979eef92ff5d6",
-    git_commit = "bb5c4abf1078ec2fde15f34052f7ba7d9251ab09",
+    sha256 = "3df8378703a4ea085a5748088a46114e12f6d6ba551e0cc5b3e3582af04e556a",
+    git_commit = "39447256a55bf5cd69907ae261eaa6ac98f80a1c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0da1bd5dfdf18438cc3145c35f28d514edebc2d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Sep 2023 00:02:02 -0700
Subject: [PATCH 6769/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1006c9c8-7cec-4814-9024-d44ee0b49dcc

PiperOrigin-RevId: 567959716
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3ca4af7f59..755245f2c3c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3df8378703a4ea085a5748088a46114e12f6d6ba551e0cc5b3e3582af04e556a",
-    git_commit = "39447256a55bf5cd69907ae261eaa6ac98f80a1c",
+    sha256 = "8f9630f1ec48b134ef092e45d3a24b4f1ba58a396acd63565d3ff06c691cb59c",
+    git_commit = "359cf4552e205f0fb9cba966932273f1df3c8fd0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dbe3d4e1cb3990a89970752def90fab889955914 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Sep 2023 06:01:45 -0700
Subject: [PATCH 6770/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9da681f4-4123-459f-8685-9b0eb9e425a7

PiperOrigin-RevId: 568005021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 755245f2c3c..825d2ff7595 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f9630f1ec48b134ef092e45d3a24b4f1ba58a396acd63565d3ff06c691cb59c",
-    git_commit = "359cf4552e205f0fb9cba966932273f1df3c8fd0",
+    sha256 = "79200106920aa7e28ee72a9a3309d8c31f50981f74c6cad8f65c2811cec961ba",
+    git_commit = "fa4274041302f039f47527af1863e6574e73a42c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 475e1363db586135169824c942ebae5e646e8d4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Sep 2023 18:01:40 -0700
Subject: [PATCH 6771/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b74d1a7-4d91-45f9-9c8c-56ad6e71fe3a

PiperOrigin-RevId: 568074499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 825d2ff7595..c228681ec55 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79200106920aa7e28ee72a9a3309d8c31f50981f74c6cad8f65c2811cec961ba",
-    git_commit = "fa4274041302f039f47527af1863e6574e73a42c",
+    sha256 = "2fc649fa79b111950de52e845fec8b6856375390064acbf6e2af09ef019fe5f9",
+    git_commit = "bbb1f8e55b8c738b20a1d06b792c43157ac8c1cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 025154227f5890957eb6b98a3e379d2910590ede Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Sep 2023 06:01:52 -0700
Subject: [PATCH 6772/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75357d4f-9cb0-4739-9fe3-2886542a2ca7

PiperOrigin-RevId: 568194510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c228681ec55..905c050c941 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fc649fa79b111950de52e845fec8b6856375390064acbf6e2af09ef019fe5f9",
-    git_commit = "bbb1f8e55b8c738b20a1d06b792c43157ac8c1cd",
+    sha256 = "c423b7b63551aa9db9e6517e470fbd787474df335c903bbb49c9400111e79853",
+    git_commit = "92213dbdb2a8c56b045aac745f466f9d15767435",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 11c86f080c0ca5c159467ea172c3759b6296900c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Sep 2023 12:01:37 -0700
Subject: [PATCH 6773/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a543e66c-b133-4f49-aa0a-b124a43a59ec

PiperOrigin-RevId: 568286407
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 905c050c941..cfc2c8a49bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c423b7b63551aa9db9e6517e470fbd787474df335c903bbb49c9400111e79853",
-    git_commit = "92213dbdb2a8c56b045aac745f466f9d15767435",
+    sha256 = "cc415913378812550c0a003f6ab794c022a5e75f3f34d6d6123f5fcc154cf80f",
+    git_commit = "1ee265c2092b3dc631281965c3aa8967279a3e8e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cae316414e198b47d86d7d30bc54f3dfd8a05a49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Sep 2023 14:30:12 -0700
Subject: [PATCH 6774/8103] Create koltin proto library for the tensor flow
 protos.

PiperOrigin-RevId: 568325642
---
 tensorflow_serving/apis/BUILD | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b633e84d9e5..105a9bc52e5 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,8 +1,9 @@
 # Description: Tensorflow Serving APIs.
 
 # Placeholder: load py_library
-load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
+# Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
+load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
     default_visibility = ["//visibility:public"],

From ca32b3af3f0c58e7aa9836fdb9eca79f243967ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Sep 2023 18:01:46 -0700
Subject: [PATCH 6775/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b3944fcb-39a9-41db-b099-068d1141ebf0

PiperOrigin-RevId: 568375567
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfc2c8a49bf..6b1942fbeee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc415913378812550c0a003f6ab794c022a5e75f3f34d6d6123f5fcc154cf80f",
-    git_commit = "1ee265c2092b3dc631281965c3aa8967279a3e8e",
+    sha256 = "4585f717a43147f80fca8581f2877bbdcd80ea5b9d0d480a4321ae481da73c65",
+    git_commit = "bbda501caf7e83e7d390c372647ec23864a9c65c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97cfff9fdb843652329e4f24c2ce02175eb19350 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Sep 2023 00:01:42 -0700
Subject: [PATCH 6776/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1cc4698-2027-4b9e-8715-28f937e9ae6e

PiperOrigin-RevId: 568439689
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b1942fbeee..b9b489fe76b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4585f717a43147f80fca8581f2877bbdcd80ea5b9d0d480a4321ae481da73c65",
-    git_commit = "bbda501caf7e83e7d390c372647ec23864a9c65c",
+    sha256 = "8e73ff9b384c99cb24b88cbff7ee55fb212ce2826eae37378983f92e106651a7",
+    git_commit = "f947c9c19700e84c255a344ee0d03cc45cf9fd04",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8fcae2f54b2169a0401ed0faa2c0219b438c1545 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Sep 2023 06:01:59 -0700
Subject: [PATCH 6777/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a3d861e-80c0-4b1e-9ab4-fa35cd4a4415

PiperOrigin-RevId: 568514207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9b489fe76b..87a3ea544a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e73ff9b384c99cb24b88cbff7ee55fb212ce2826eae37378983f92e106651a7",
-    git_commit = "f947c9c19700e84c255a344ee0d03cc45cf9fd04",
+    sha256 = "2a2dcbc9592d4f1d9f1445b9826dfe240cee7c46aadac8da9116267fac66d567",
+    git_commit = "87ce74262ac34a46d29113850c643d722c0655a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f61c983127eb01a63c8c5b8bcfaed64dd91cf0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Sep 2023 12:01:38 -0700
Subject: [PATCH 6778/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3048eac5-fdba-4421-82fb-65a2b670d03b

PiperOrigin-RevId: 568609927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87a3ea544a1..ca9aedfb165 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a2dcbc9592d4f1d9f1445b9826dfe240cee7c46aadac8da9116267fac66d567",
-    git_commit = "87ce74262ac34a46d29113850c643d722c0655a3",
+    sha256 = "dba0c80850d5fd3a274b89d4452cb19fe8d295c9f9dbe4e7d9a7108127fee0c2",
+    git_commit = "7cf4309dea6c3a6dc6cd7b416dc9e5c20b6a8fe7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d055086b2daed6f1e3684af866f1041749ede3f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Sep 2023 18:01:34 -0700
Subject: [PATCH 6779/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93d24488-a0ef-48c2-a620-52aa43d966e3

PiperOrigin-RevId: 568700761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca9aedfb165..e0020f09d04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dba0c80850d5fd3a274b89d4452cb19fe8d295c9f9dbe4e7d9a7108127fee0c2",
-    git_commit = "7cf4309dea6c3a6dc6cd7b416dc9e5c20b6a8fe7",
+    sha256 = "5157f234936a44fcac96ba3852dcb23abc2f0d4d5c4634bfc8ac2466e1483c3f",
+    git_commit = "8d745464c2ad6d9a1f0198586e07a12ef82c468f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d8d1fbc12adab219f14932805947b7e3c4bda74e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Sep 2023 00:01:51 -0700
Subject: [PATCH 6780/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1835faa0-20dc-4c24-8783-b43a97b926e6

PiperOrigin-RevId: 568761201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e0020f09d04..1daa1fee6f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5157f234936a44fcac96ba3852dcb23abc2f0d4d5c4634bfc8ac2466e1483c3f",
-    git_commit = "8d745464c2ad6d9a1f0198586e07a12ef82c468f",
+    sha256 = "7f2533cf6f5eeb55039895ff90f8a9b996eb589f08906a72acea2fa0ec5b751a",
+    git_commit = "fa2eb221fcf899b0281da2b197f29b2c3dc780fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f42c26acf8300929d943a939258c793e4797ced Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Sep 2023 06:01:48 -0700
Subject: [PATCH 6781/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a5e219c-ba84-4813-bb34-67494baae0f7

PiperOrigin-RevId: 568827035
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1daa1fee6f6..13f0a634de8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f2533cf6f5eeb55039895ff90f8a9b996eb589f08906a72acea2fa0ec5b751a",
-    git_commit = "fa2eb221fcf899b0281da2b197f29b2c3dc780fb",
+    sha256 = "79ab0d749cbc904751f87ce7ca2059c67e2ac7c3da000d5c84fccf63713cb8ab",
+    git_commit = "757c6a5750faf344e3daf2c41f1319f17971af42",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 11229a57a33fec81c83479a96abefd1f6ae3849f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Sep 2023 12:03:10 -0700
Subject: [PATCH 6782/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/59ea899f-c231-44fb-9566-ec53285fc8e2

PiperOrigin-RevId: 568920949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13f0a634de8..53e018f54e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79ab0d749cbc904751f87ce7ca2059c67e2ac7c3da000d5c84fccf63713cb8ab",
-    git_commit = "757c6a5750faf344e3daf2c41f1319f17971af42",
+    sha256 = "f25e0a13980b74e494ad16e280455e75d0974d1f3f30d940223fe53e5dcbea42",
+    git_commit = "44c0a47ad5ad1b8978723e8ca5944568bd46eea8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ea9529ea324d6bd76b15152eae7e06cda0b12c49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Sep 2023 13:08:16 -0700
Subject: [PATCH 6783/8103] Create and use Kotlin proto targets for model.proto
 and predict.proto

PiperOrigin-RevId: 568938243
---
 tensorflow_serving/apis/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 105a9bc52e5..0795b47e263 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -7,7 +7,7 @@ load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_pro
 
 package(
     default_visibility = ["//visibility:public"],
-    features = ["-layering_check"],
+    features = ["layering_check"],
 )
 
 licenses(["notice"])

From 4eb962c715f60c89ccb3f83e4411d2f0390ff870 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Sep 2023 18:01:48 -0700
Subject: [PATCH 6784/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9b6b874-d174-4af6-a474-610d6b73378d

PiperOrigin-RevId: 569013433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53e018f54e4..4fcbfc90836 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f25e0a13980b74e494ad16e280455e75d0974d1f3f30d940223fe53e5dcbea42",
-    git_commit = "44c0a47ad5ad1b8978723e8ca5944568bd46eea8",
+    sha256 = "d2cf33ee79566997fe4f9a6a3949f36a113428fd51bca7190e80c7958d0c68c3",
+    git_commit = "c01b5622108d504d6bacd0022d01607037180acf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 36a12b792674388074ef896b2cfc188ba7a963be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Sep 2023 00:02:15 -0700
Subject: [PATCH 6785/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25ae8efd-4f1b-4c18-997d-d945b2098729

PiperOrigin-RevId: 569083697
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fcbfc90836..4c61c919d3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2cf33ee79566997fe4f9a6a3949f36a113428fd51bca7190e80c7958d0c68c3",
-    git_commit = "c01b5622108d504d6bacd0022d01607037180acf",
+    sha256 = "e041e9e07d0ae8ae93a4b7415de7d4d44589a672262c08993e74a7342a4060d0",
+    git_commit = "d2d93477676a1c7735b01b51d4700eccc838b258",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ba725ca2e536ddde5caa086f8a5e0626f901510 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Sep 2023 06:04:25 -0700
Subject: [PATCH 6786/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5da93b7f-c6c1-4ada-9ab1-b758db27091f

PiperOrigin-RevId: 569156166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c61c919d3b..a5a266af245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e041e9e07d0ae8ae93a4b7415de7d4d44589a672262c08993e74a7342a4060d0",
-    git_commit = "d2d93477676a1c7735b01b51d4700eccc838b258",
+    sha256 = "c7b5c3aa34e1bdbdfdf9ae12942c72a8cdeb609e8c482760c297d84e1b82be3c",
+    git_commit = "ffbe5e18646b26f2d373d8e78bfec5740deafd55",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f8c75e0f8852497122493d60a07dca5ad472eb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Sep 2023 12:12:22 -0700
Subject: [PATCH 6787/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c42df15-8e28-47fa-b162-ef1e1cedecbe

PiperOrigin-RevId: 569253764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5a266af245..d98bd86febb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7b5c3aa34e1bdbdfdf9ae12942c72a8cdeb609e8c482760c297d84e1b82be3c",
-    git_commit = "ffbe5e18646b26f2d373d8e78bfec5740deafd55",
+    sha256 = "57c40213d774ecc02bea92a6da8d7007446414fb905f1de170d77c068680c56a",
+    git_commit = "614a467679fdbdb74e65a7b89f52745d5b2b0456",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 001a52f503f9e9185532dc170f1f518378c99bde Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Sep 2023 18:02:07 -0700
Subject: [PATCH 6788/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b58295b5-4894-4a1e-89da-46d01b88e680

PiperOrigin-RevId: 569341907
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d98bd86febb..47768ade1b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "57c40213d774ecc02bea92a6da8d7007446414fb905f1de170d77c068680c56a",
-    git_commit = "614a467679fdbdb74e65a7b89f52745d5b2b0456",
+    sha256 = "5834e9e34c6c3f0719e728d6d08d7c558544fb6b8d8ba10a2f31ddfb45fccbe2",
+    git_commit = "f7c2dda7a7d1d6bffad118e8a88b4a44535a3751",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c36cdf298da4dcb87ca972428b0bd09f7dd61ac2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Sep 2023 00:01:43 -0700
Subject: [PATCH 6789/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b40fa86b-b1a8-4053-a1a1-1eb46a271f01

PiperOrigin-RevId: 569401429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 47768ade1b8..95f96f4ebc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5834e9e34c6c3f0719e728d6d08d7c558544fb6b8d8ba10a2f31ddfb45fccbe2",
-    git_commit = "f7c2dda7a7d1d6bffad118e8a88b4a44535a3751",
+    sha256 = "9367b01bd7bed673f5e5ac07bb9c732a9b528c88e7ee3a81d02a408b148891e4",
+    git_commit = "24cc7e24b8091abd0b1bc527665e94a1b087d633",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1de579fb1f0a4be07ff83d2714fcd55282d198fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Sep 2023 06:09:35 -0700
Subject: [PATCH 6790/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1206fa6a-ec94-486a-a507-24e9565539cd

PiperOrigin-RevId: 569472385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95f96f4ebc1..2c5c6298485 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9367b01bd7bed673f5e5ac07bb9c732a9b528c88e7ee3a81d02a408b148891e4",
-    git_commit = "24cc7e24b8091abd0b1bc527665e94a1b087d633",
+    sha256 = "59550575bb51c9d1bb5cc0a728a4adccf3a9dbe81d2ad0cf0eafdfccefbc5dea",
+    git_commit = "9ec9136eb1612d8bdc365719ddf1d9698db04053",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 685ea548b8b931e05aecb3d33259fad179e9cd45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Sep 2023 12:22:02 -0700
Subject: [PATCH 6791/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3cfb7d4-b7f1-4484-bdda-202da2b4786e

PiperOrigin-RevId: 569557828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c5c6298485..a1ed593f910 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59550575bb51c9d1bb5cc0a728a4adccf3a9dbe81d2ad0cf0eafdfccefbc5dea",
-    git_commit = "9ec9136eb1612d8bdc365719ddf1d9698db04053",
+    sha256 = "3afc96a2bf9ce04da857971e2e2254f2330d554f6c9406aee755a66d3b09c2de",
+    git_commit = "334d12a1a4d2cda5f3b4b3cdca1a9214051e238b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45fae91c64f4fefc7e8d3077b2402a964244f0b6 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 29 Sep 2023 13:58:15 -0700
Subject: [PATCH 6792/8103] Add release notes for tf-serving 2.13.1

PiperOrigin-RevId: 569581854
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 3a2b98d3b5d..7da6ba630a6 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.13.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.13.1
+
 # Release 2.13.0
 
 ## Major Features and Improvements

From 44c5a2126697eef0aedf7a92507d5a79daff69f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Sep 2023 18:19:42 -0700
Subject: [PATCH 6793/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfb2b90d-c85a-4d98-bb51-a0f021293063

PiperOrigin-RevId: 569636045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1ed593f910..329d7548d59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3afc96a2bf9ce04da857971e2e2254f2330d554f6c9406aee755a66d3b09c2de",
-    git_commit = "334d12a1a4d2cda5f3b4b3cdca1a9214051e238b",
+    sha256 = "7ce364c748e6b08ef08fef7e6ab024fa7486bd7392cc0d0e6feb8d5799a4c7ba",
+    git_commit = "c47518f0239a74dbed900a20d8cd6b89f4b2ef70",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ac5a3fe77ab2d1a4cdc6b793b48c5e5a5ce2ee2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Sep 2023 00:21:30 -0700
Subject: [PATCH 6794/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49cd826a-1152-4409-a9d9-8af8443be04f

PiperOrigin-RevId: 569681530
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 329d7548d59..4e20f547291 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ce364c748e6b08ef08fef7e6ab024fa7486bd7392cc0d0e6feb8d5799a4c7ba",
-    git_commit = "c47518f0239a74dbed900a20d8cd6b89f4b2ef70",
+    sha256 = "b60d62d70e56998f05c0d9eaa7606251bcd49b22afd9ae76dae47312126944ae",
+    git_commit = "6334682d8fcd1413eab2464e35696be48638a7a7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4f9a28bbd2d4275412da7c085d358bbd8d351d4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Sep 2023 06:31:57 -0700
Subject: [PATCH 6795/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91ec120e-b1a9-498d-936e-9c6b0bf6dcd9

PiperOrigin-RevId: 569720462
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e20f547291..9f9f419d3eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b60d62d70e56998f05c0d9eaa7606251bcd49b22afd9ae76dae47312126944ae",
-    git_commit = "6334682d8fcd1413eab2464e35696be48638a7a7",
+    sha256 = "815cca6e800779b34c595e7434d76938f5c46f4ae7ab9c840d2b3ac91f19860f",
+    git_commit = "e337d91c7d3396528b1bf3fefa707f284958b5cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3029abee162f837c3509a627e7e7bbf981dd1c08 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Sep 2023 18:02:20 -0700
Subject: [PATCH 6796/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b6a72d3-c962-4a0a-9df4-f376e7637877

PiperOrigin-RevId: 569784691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f9f419d3eb..db17a259bcd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "815cca6e800779b34c595e7434d76938f5c46f4ae7ab9c840d2b3ac91f19860f",
-    git_commit = "e337d91c7d3396528b1bf3fefa707f284958b5cf",
+    sha256 = "83664ad0b83b2f6536ec912957820799977e72df91bb1a601061cb799b2f530c",
+    git_commit = "6872b8b1d4c0f52e90a38cd90dee49316b6b87f1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 658f491d545d8aaa7ae03c214417ba19d0ef5c69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Oct 2023 00:01:48 -0700
Subject: [PATCH 6797/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2dd8866d-45a8-461b-9992-4a785f095f67

PiperOrigin-RevId: 569819233
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db17a259bcd..c82efdaf9f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83664ad0b83b2f6536ec912957820799977e72df91bb1a601061cb799b2f530c",
-    git_commit = "6872b8b1d4c0f52e90a38cd90dee49316b6b87f1",
+    sha256 = "4611195d6aba7529c2649b101ca2699018a3f537d87c639eacda853b1d59c022",
+    git_commit = "022d32e6d9a0c666113d078460af91e260ce3c9f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3eeaaf22d699cb451998aa6c65cd357f378ade37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Oct 2023 06:01:43 -0700
Subject: [PATCH 6798/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1d186b5-4fbe-456b-8e88-77bb089d428d

PiperOrigin-RevId: 569857108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c82efdaf9f2..c327e00c9cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4611195d6aba7529c2649b101ca2699018a3f537d87c639eacda853b1d59c022",
-    git_commit = "022d32e6d9a0c666113d078460af91e260ce3c9f",
+    sha256 = "2e02b854b457e6b93b848574477c5fcef5650f9413997365ae00c734faa22bdc",
+    git_commit = "825dcfb0253f214b94904cc9a3e4e79570bb4d29",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1980c5e5f36f3d522ae2222dfd44972ad9fd88a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Oct 2023 12:01:39 -0700
Subject: [PATCH 6799/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2480da76-14fb-4d23-b25c-28683013b5e3

PiperOrigin-RevId: 569890808
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c327e00c9cb..8ece43cb339 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e02b854b457e6b93b848574477c5fcef5650f9413997365ae00c734faa22bdc",
-    git_commit = "825dcfb0253f214b94904cc9a3e4e79570bb4d29",
+    sha256 = "39364e2dbe3a47ca6b385212491829a958a3c85e9f2dc3599f17927ca31d51c3",
+    git_commit = "ad39c958186235fa84e6574ec74ab0ae333d9bd7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3da21582896345a6caa8e82f65fdd60d681d0623 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Oct 2023 06:01:29 -0700
Subject: [PATCH 6800/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e31ea3f2-f88e-46fa-a82a-c63f248c5e77

PiperOrigin-RevId: 570042310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ece43cb339..265e15ae33e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39364e2dbe3a47ca6b385212491829a958a3c85e9f2dc3599f17927ca31d51c3",
-    git_commit = "ad39c958186235fa84e6574ec74ab0ae333d9bd7",
+    sha256 = "92b3d535c8236ac72e03dbf56934f8f93301b530065edbc759a802a813062801",
+    git_commit = "038a5416cab5e6daf1729cb78d2d4ca3f54db7d7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9e0f511fae574941374fd33a836ae38e81853923 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Oct 2023 12:01:26 -0700
Subject: [PATCH 6801/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/beba079d-334f-47e5-a868-ecd57f66c071

PiperOrigin-RevId: 570135158
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 265e15ae33e..fc0e33a4c3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92b3d535c8236ac72e03dbf56934f8f93301b530065edbc759a802a813062801",
-    git_commit = "038a5416cab5e6daf1729cb78d2d4ca3f54db7d7",
+    sha256 = "8dae7922ad328599bcf93c883c59997343f8a0aa8334b3fd7f6da10ceb24729e",
+    git_commit = "18831bfbf7801bb9b8dfac2b6a6a5833e9cf24c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 73d86e382ae036b924ca2e30b1d4de9171f021ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Oct 2023 18:01:45 -0700
Subject: [PATCH 6802/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad6a28bf-9ec6-43e3-8888-e0a0ef2ef102

PiperOrigin-RevId: 570233855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fc0e33a4c3f..d2d3c01f425 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dae7922ad328599bcf93c883c59997343f8a0aa8334b3fd7f6da10ceb24729e",
-    git_commit = "18831bfbf7801bb9b8dfac2b6a6a5833e9cf24c4",
+    sha256 = "c0d7b96dfbf157b259929efb3edde32f6a1f31a329164220bda63a95e21f98b5",
+    git_commit = "d18f72626b42c787eeead92b64278412e7e32dce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7392319dbe44b1f38c2e2ad4d16a7f393a1b831d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Oct 2023 00:01:37 -0700
Subject: [PATCH 6803/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e99718fd-cad9-483e-8b46-dd36a0346ea2

PiperOrigin-RevId: 570293383
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2d3c01f425..343d02b3ac4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0d7b96dfbf157b259929efb3edde32f6a1f31a329164220bda63a95e21f98b5",
-    git_commit = "d18f72626b42c787eeead92b64278412e7e32dce",
+    sha256 = "a75f917fe1d5b5fd8fa4e795c0bdbe8672e7337fbfb16f9f768c37455b6d5b05",
+    git_commit = "fa46c8f848649e769c307d0cd4d68f397800e398",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From df1b9ba3324e329fd02cd9b64a7b4c41c4788d72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Oct 2023 06:01:28 -0700
Subject: [PATCH 6804/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2798d033-f066-4311-b20b-2ca77fb052e4

PiperOrigin-RevId: 570361765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 343d02b3ac4..5f19173087e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a75f917fe1d5b5fd8fa4e795c0bdbe8672e7337fbfb16f9f768c37455b6d5b05",
-    git_commit = "fa46c8f848649e769c307d0cd4d68f397800e398",
+    sha256 = "99318da83021db80f25335a457069132e15a3851c9afce286bd2fa5c3df24872",
+    git_commit = "56603b2d2063b887e07f4038645c81972ae3afc7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba2d7201d51e3e0492521deea77505e022becfc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Oct 2023 12:01:33 -0700
Subject: [PATCH 6805/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/738f8376-bf22-4d94-ace1-fd5389584950

PiperOrigin-RevId: 570456450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f19173087e..07a9f5d3fa5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99318da83021db80f25335a457069132e15a3851c9afce286bd2fa5c3df24872",
-    git_commit = "56603b2d2063b887e07f4038645c81972ae3afc7",
+    sha256 = "443920d2688c137fa5fb0af7c4579e89f0bfb31c57c20b68f773d5d6ebf3445a",
+    git_commit = "412923e9ea429cf60d6bf16d84bff777a1c0a984",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 11a30df03bbff7467a3e26a80670718ebbc8e6af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Oct 2023 18:01:24 -0700
Subject: [PATCH 6806/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a05ee64-e7d5-4e1d-9528-db82f96bca3f

PiperOrigin-RevId: 570549131
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 07a9f5d3fa5..37b44cdf00c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "443920d2688c137fa5fb0af7c4579e89f0bfb31c57c20b68f773d5d6ebf3445a",
-    git_commit = "412923e9ea429cf60d6bf16d84bff777a1c0a984",
+    sha256 = "686b1cb8e1fa9f23042ebffaa38718e6f35297533a650a54fc42b558ee8d6ae3",
+    git_commit = "a97e766ab301ea4c61641a30c3745ff6edaf357f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7bad39d2b6ff8600e02410d915152f98e0523884 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Oct 2023 00:01:32 -0700
Subject: [PATCH 6807/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e628360-5bc7-4b5e-9a5c-b6162c2cb594

PiperOrigin-RevId: 570603847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37b44cdf00c..46015f18e9e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "686b1cb8e1fa9f23042ebffaa38718e6f35297533a650a54fc42b558ee8d6ae3",
-    git_commit = "a97e766ab301ea4c61641a30c3745ff6edaf357f",
+    sha256 = "f574743cf9fd44f96462b8d3db41acbf93a57a0b43d62f6de1f2ba78b5b8e0a9",
+    git_commit = "b86a33b596ecf16babbac9762adc8223b78238bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb5b3a5635e6af87013da86a6ec8c62f1097ec8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Oct 2023 00:50:28 -0700
Subject: [PATCH 6808/8103] Resubmit to move model server TFRT integration code
 oss

PiperOrigin-RevId: 570612918
---
 tensorflow_serving/batching/BUILD             |  36 +
 .../tfrt_saved_model_with_batching.cc         | 522 +++++++++++++
 .../batching/tfrt_saved_model_with_batching.h |  98 +++
 .../tfrt_saved_model_with_batching_test.cc    | 699 ++++++++++++++++++
 tensorflow_serving/core/test_util/BUILD       |  11 +-
 tensorflow_serving/model_servers/BUILD        |  28 +-
 .../test_util/mock_server_core.h              |   1 -
 .../tfrt_prediction_service_impl.cc           | 183 +++++
 .../tfrt_prediction_service_impl.h            |  64 ++
 tensorflow_serving/servables/tensorflow/BUILD | 613 ++++++++++++++-
 .../tensorflow/saved_model_config_stub.cc     |  63 ++
 .../tensorflow/saved_model_config_stub.h      |  50 ++
 .../servables/tensorflow/test_util/BUILD      |  15 +
 .../test_util/mock_tfrt_saved_model.h         |  74 ++
 .../servables/tensorflow/testdata/BUILD       |  20 +
 .../assets.extra/saved_model_config.pb        |   0
 .../00000123/saved_model.pb                   | Bin 0 -> 15176 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 .../assets.extra/saved_model_config.pb        |  11 +
 .../00000123/saved_model.pb                   | Bin 0 -> 15176 bytes
 .../variables/variables.data-00000-of-00001   | Bin 0 -> 20 bytes
 .../00000123/variables/variables.index        | Bin 0 -> 172 bytes
 .../tensorflow/tfrt_classification_service.cc |  57 ++
 .../tensorflow/tfrt_classification_service.h  |  48 ++
 .../tfrt_classification_service_test.cc       | 206 ++++++
 .../servables/tensorflow/tfrt_classifier.cc   | 222 ++++++
 .../servables/tensorflow/tfrt_classifier.h    |  51 ++
 .../tensorflow/tfrt_classifier_test.cc        | 565 ++++++++++++++
 .../tfrt_get_model_metadata_impl.cc           |  54 ++
 .../tensorflow/tfrt_get_model_metadata_impl.h |  43 ++
 .../tfrt_get_model_metadata_impl_test.cc      | 225 ++++++
 .../tensorflow/tfrt_multi_inference.cc        | 136 ++++
 .../tensorflow/tfrt_multi_inference.h         |  38 +
 .../tensorflow/tfrt_multi_inference_test.cc   | 305 ++++++++
 .../servables/tensorflow/tfrt_predict_util.cc | 273 +++++++
 .../servables/tensorflow/tfrt_predict_util.h  |  57 ++
 .../tensorflow/tfrt_predict_util_test.cc      | 578 +++++++++++++++
 .../tensorflow/tfrt_regression_service.cc     |  55 ++
 .../tensorflow/tfrt_regression_service.h      |  48 ++
 .../tfrt_regression_service_test.cc           | 204 +++++
 .../servables/tensorflow/tfrt_regressor.cc    | 163 ++++
 .../servables/tensorflow/tfrt_regressor.h     |  50 ++
 .../tensorflow/tfrt_regressor_test.cc         | 568 ++++++++++++++
 .../tensorflow/tfrt_saved_model_factory.cc    | 347 +++++++++
 .../tensorflow/tfrt_saved_model_factory.h     | 167 +++++
 .../tfrt_saved_model_source_adapter.cc        | 110 +++
 .../tfrt_saved_model_source_adapter.h         |  66 ++
 .../tfrt_saved_model_source_adapter.proto     | 196 +++++
 .../tfrt_saved_model_source_adapter_test.cc   | 181 +++++
 .../tensorflow/tfrt_saved_model_warmup.cc     | 134 ++++
 .../tensorflow/tfrt_saved_model_warmup.h      |  42 ++
 .../tfrt_saved_model_warmup_test.cc           | 273 +++++++
 .../servables/tensorflow/tfrt_servable.cc     | 255 +++++++
 .../servables/tensorflow/tfrt_servable.h      | 103 +++
 tensorflow_serving/session_bundle/BUILD       |  13 +
 .../session_bundle/graph_rewriter.h           |  77 ++
 .../util/net_http/compression/BUILD           |   1 -
 58 files changed, 8385 insertions(+), 14 deletions(-)
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching.h
 create mode 100644 tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
 create mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
 create mode 100644 tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
 create mode 100644 tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.data-00000-of-00001
 create mode 100644 tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/variables/variables.index
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_servable.h
 create mode 100644 tensorflow_serving/session_bundle/graph_rewriter.h

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 3ff1ea74fcd..acf42872a85 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -204,3 +204,39 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_library(
+    name = "tfrt_saved_model_with_batching",
+    srcs = ["tfrt_saved_model_with_batching.cc"],
+    hdrs = ["tfrt_saved_model_with_batching.h"],
+    deps = [
+        ":batching_options",
+        ":batching_session",
+        ":batching_util",
+        ":incremental_barrier",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/container:inlined_vector",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_with_batching_test",
+    srcs = ["tfrt_saved_model_with_batching_test.cc"],
+    deps = [
+        ":batching_util",
+        ":tfrt_saved_model_with_batching",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "@com_google_absl//absl/functional:bind_front",
+        "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:basic_batch_scheduler",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
new file mode 100644
index 00000000000..f31027451bb
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
@@ -0,0 +1,522 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+
+#include "absl/container/flat_hash_map.h"
+#include "absl/container/inlined_vector.h"
+#include "tensorflow/core/framework/tensor_util.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
+#include "tensorflow/core/lib/gtl/cleanup.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow_serving/batching/batching_util.h"
+#include "tensorflow_serving/batching/incremental_barrier.h"
+
+namespace tensorflow {
+namespace serving {
+
+using tfrt::FunctionMetadata;
+using tfrt::SavedModel;
+
+namespace {
+
+auto *queuing_latency = monitoring::Sampler<0>::New(
+    {"/tensorflow/serving/saved_model_with_batching/queuing_latency",
+     "Distribution of wall time spent (in microseconds) in queuing"},
+    // Scale of 100, power of 1.2 with bucket count 52 (~1 second).
+    monitoring::Buckets::Exponential(100, 1.2, 52));
+
+// Batching implementation of SavedModel.
+class SavedModelWithBatching : public tfrt::SavedModel {
+ public:
+  static Status Create(const SavedModelBatchingOptions &options,
+                       const std::vector<FuncNameWithBatchingSchedulerCreator>
+                           &func_name_with_batching_scheduler_creator,
+                       std::unique_ptr<SavedModel> saved_model,
+                       std::unique_ptr<SavedModel> *result);
+
+  // Public ctor because of absl::make_unique. It's okay given the class is
+  // not publicly visible.
+  SavedModelWithBatching(const SavedModelBatchingOptions &options,
+                         std::unique_ptr<SavedModel> saved_model);
+
+  const tensorflow::MetaGraphDef &GetMetaGraphDef() const override {
+    return wrapped_->GetMetaGraphDef();
+  }
+
+  std::vector<std::string> GetFunctionNames() const override {
+    return wrapped_->GetFunctionNames();
+  }
+
+  absl::optional<FunctionMetadata> GetFunctionMetadata(
+      absl::string_view func_name) const override {
+    return wrapped_->GetFunctionMetadata(func_name);
+  }
+
+  // The semantics of Run() is identical to its parent, it internally blocks,
+  // batches multiple Run() and splits the result once the batch finishes and
+  // unblocks.
+  Status Run(const tfrt::SavedModel::RunOptions &run_options,
+             absl::string_view func_name, absl::Span<const Tensor> inputs,
+             std::vector<Tensor> *outputs) override;
+
+  Status RunMultipleSignatures(
+      const RunOptions &run_options, absl::Span<const std::string> names,
+      absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
+      std::vector<std::vector<tensorflow::Tensor>> *multi_outputs) override {
+    // TODO(b/191149783): Implement batching support for
+    // RunMultipleSignatures().
+    return wrapped_->RunMultipleSignatures(run_options, names, multi_inputs,
+                                           multi_outputs);
+  }
+
+  Status RunByTensorNames(
+      const RunOptions &run_options,
+      absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs,
+      absl::Span<const std::string> output_tensor_names,
+      absl::Span<const std::string> target_node_names,
+      std::vector<tensorflow::Tensor> *outputs) {
+    // TODO(b/191149783): Implement batching support for RunByTensorNames().
+    return wrapped_->RunByTensorNames(run_options, inputs, output_tensor_names,
+                                      target_node_names, outputs);
+  }
+
+ private:
+  // Batches tensors in `batch` and invokes Run() with underlying `wrapped_`.
+  void ProcessBatch(absl::string_view func_name,
+                    std::unique_ptr<Batch<SavedModelBatchingTask>> batch);
+
+  // Batches tensors in `batch` and stores the result in `batch_inputs`.
+  Status BatchInputTensors(absl::string_view func_name,
+                           const Batch<SavedModelBatchingTask> &batch,
+                           std::vector<Tensor> *batch_inputs);
+
+  // For each tensor in `combined_outputs`, splits it according to `batch` and
+  // stores the result in corresponding BatchingTask.
+  Status SplitOutputTensors(std::vector<Tensor> combined_outputs,
+                            Batch<SavedModelBatchingTask> *batch);
+
+  const SavedModelBatchingOptions options_;
+
+  // Underlying SavedModel.
+  std::unique_ptr<SavedModel> wrapped_;
+  absl::flat_hash_map<std::string,
+                      std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>>
+      batch_schedulers_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(SavedModelWithBatching);
+};
+
+SavedModelWithBatching::SavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    std::unique_ptr<SavedModel> saved_model)
+    : tfrt::SavedModel(&saved_model->runtime()),
+      options_(options),
+      wrapped_(std::move(saved_model)) {}
+
+Status SavedModelWithBatching::Create(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creators,
+    std::unique_ptr<SavedModel> saved_model,
+    std::unique_ptr<SavedModel> *result) {
+  if (saved_model == nullptr) {
+    return errors::FailedPrecondition("saved_model must not be null.");
+  }
+
+  SavedModel *raw_saved_model = saved_model.get();
+  std::unique_ptr<SavedModelWithBatching> saved_model_with_batching =
+      absl::make_unique<SavedModelWithBatching>(options,
+                                                std::move(saved_model));
+  SavedModelWithBatching *raw_saved_model_with_batching =
+      saved_model_with_batching.get();
+
+  for (const auto &entry : func_name_with_batching_scheduler_creators) {
+    if (!raw_saved_model->GetFunctionMetadata(entry.func_name)) {
+      LOG(WARNING) << "Function " << entry.func_name
+                   << " is not found in the model. ";
+      continue;
+    }
+
+    auto insert_result = saved_model_with_batching->batch_schedulers_.emplace(
+        std::string(entry.func_name), /*scheduler=*/nullptr);
+    if (!insert_result.second) {
+      return errors::FailedPrecondition(
+          absl::StrCat("Specified multiple batch schedulers for function ",
+                       entry.func_name));
+    }
+
+    const std::string &func_name = insert_result.first->first;
+    TF_RETURN_IF_ERROR(entry.scheduler_creator(
+        [func_name, raw_saved_model_with_batching](
+            std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
+          raw_saved_model_with_batching->ProcessBatch(func_name,
+                                                      std::move(batch));
+        },
+        &insert_result.first->second));
+    if (insert_result.first->second == nullptr) {
+      return errors::FailedPrecondition(absl::StrCat(
+          "Failed to create batch scheduler for function ", entry.func_name));
+    }
+  }
+  *result = std::move(saved_model_with_batching);
+  return Status();
+}
+
+Status SavedModelWithBatching::Run(
+    const tfrt::SavedModel::RunOptions &run_options,
+    absl::string_view func_name, absl::Span<const Tensor> inputs,
+    std::vector<Tensor> *outputs) {
+  if (outputs == nullptr) {
+    return errors::FailedPrecondition("outputs must not be null");
+  }
+  auto it = batch_schedulers_.find(func_name);
+  if (it == batch_schedulers_.end()) {
+    // Batch scheduler not found for this function, run it with underlying
+    // SavedModel in-line.
+    static uint64_t last_log_message_secs = 0;
+    // Not thread safe, but that's how batching_session is doing as well.
+    // TODO(b/168220822): It probably matters, what if last_log_message_secs
+    // mistakenly becomes too large?
+    uint64_t now_secs = EnvTime::NowSeconds();
+    if (now_secs - last_log_message_secs >= 120) {
+      LOG(WARNING) << "Request doesn't match any declared function. Bypassing "
+                      "batcher. Request function is: "
+                   << func_name;
+      last_log_message_secs = now_secs;
+    }
+    return wrapped_->Run(run_options, func_name, inputs, outputs);
+  }
+  outputs->clear();
+
+  Notification done;
+  Status status;
+  auto task = absl::make_unique<SavedModelBatchingTask>();
+  TF_RETURN_IF_ERROR(ComputeTensorBatchSize(
+      inputs, &task->zeroth_dim_size,
+      [](const Tensor &tensor) { return tensor.dims(); },
+      [](const Tensor &tensor, size_t dim) { return tensor.dim_size(dim); }));
+  RecordInputBatchSize<SavedModelBatchingTask>(task->zeroth_dim_size);
+
+  task->host_context = GetHostContext();
+  task->tfrt_inputs = inputs;
+  task->tfrt_outputs = outputs;
+  task->done = &done;
+  task->status = &status;
+  task->run_options = run_options;
+  task->enqueue_time_micros = EnvTime::NowMicros();
+
+  TF_RETURN_IF_ERROR(it->second->Schedule(&task));
+  done.WaitForNotification();
+  return status;
+}
+
+// TODO(b/168220822): Once tfrt supports tensor split/pad/concat utilities and
+// removes llvm dependency, refactors this function accordingly (return type may
+// change).
+std::vector<absl::InlinedVector<int, 4>> CalculateMaxDimSizes(
+    const Batch<SavedModelBatchingTask> &batch) {
+  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
+  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
+    const auto inputs = batch.task(batch_idx).tfrt_inputs;
+    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
+      const Tensor &tensor = inputs[tensor_idx];
+      const TensorShape &shape = tensor.shape();
+      const int rank = shape.dims();
+
+      absl::InlinedVector<int, 4> dims;
+      dims.reserve(rank);
+      for (auto dim : shape) {
+        dims.push_back(dim.size);
+      }
+
+      if (batch_idx == 0) {
+        max_dim_sizes.push_back(std::move(dims));
+      } else {
+        for (int rank_idx = 0; rank_idx < rank; ++rank_idx) {
+          int &cur_max_size = max_dim_sizes[tensor_idx][rank_idx];
+          cur_max_size = std::max(cur_max_size, dims[rank_idx]);
+        }
+      }
+    }
+  }
+  return max_dim_sizes;
+}
+
+Status SavedModelWithBatching::BatchInputTensors(
+    absl::string_view func_name, const Batch<SavedModelBatchingTask> &batch,
+    std::vector<Tensor> *batch_inputs) {
+  if (batch.num_tasks() < 1) {
+    return errors::Internal("Batch size expected to be positive; was ",
+                            batch.num_tasks());
+  }
+  const int original_batch_size = batch.size();
+  const int target_batch_size = RoundToLowestAllowedBatchSize(
+      options_.allowed_batch_sizes, original_batch_size);
+  const int padding_size = target_batch_size - original_batch_size;
+  RecordPaddingSize<SavedModelBatchingTask>(padding_size, target_batch_size);
+  RecordProcessedBatchSize<SavedModelBatchingTask>(target_batch_size);
+
+  std::vector<absl::InlinedVector<int, 4>> max_dim_sizes;
+  if (options_.pad_variable_length_inputs) {
+    max_dim_sizes = CalculateMaxDimSizes(batch);
+  }
+
+  // TODO(b/168220822): Padding logic below operates on tfrt inputs. It's pretty
+  // much a duplicate of batching session Padding logic. Rewrite once TFRT
+  // tensor supports necessary utilities.
+  std::vector<std::vector<Tensor>> tensors_to_merge(
+      batch.task(0).tfrt_inputs.size(), std::vector<Tensor>());
+  for (int batch_idx = 0; batch_idx < batch.num_tasks(); ++batch_idx) {
+    auto inputs = batch.task(batch_idx).tfrt_inputs;
+
+    for (int tensor_idx = 0; tensor_idx < inputs.size(); ++tensor_idx) {
+      Tensor tensor = inputs[tensor_idx];
+      std::vector<Tensor> &tensor_vec = tensors_to_merge[tensor_idx];
+
+      Tensor optionally_padded_tensor;
+      if (options_.pad_variable_length_inputs) {
+        TF_RETURN_IF_ERROR(AddPadding(tensor, max_dim_sizes[tensor_idx],
+                                      &optionally_padded_tensor));
+      } else {
+        optionally_padded_tensor = tensor;
+        if (batch_idx > 0) {
+          TensorShape reference_shape = tensors_to_merge[tensor_idx][0].shape();
+
+          if (!AreShapesEqualExceptZeroDim(tensor.shape(), reference_shape)) {
+            return errors::FailedPrecondition(
+                " Tensors in a single batch have different shapes other than"
+                " first dimension and padding is turned off.");
+          }
+        }
+      }
+      tensor_vec.push_back(std::move(optionally_padded_tensor));
+
+      if (batch_idx == batch.num_tasks() - 1 && padding_size > 0) {
+        const Tensor padding_tensor = tensor_vec.back().Slice(0, 1);
+        for (int i = 0; i < padding_size; ++i) {
+          tensor_vec.push_back(padding_tensor);
+        }
+      }
+    }
+  }
+
+  for (const auto &tensors : tensors_to_merge) {
+    Tensor concated;
+    TF_RETURN_IF_ERROR(tensor::Concat(tensors, &concated));
+    batch_inputs->push_back(concated);
+  }
+
+  return Status();
+}
+
+void SavedModelWithBatching::ProcessBatch(
+    absl::string_view func_name,
+    std::unique_ptr<Batch<SavedModelBatchingTask>> batch) {
+  batch->WaitUntilClosed();
+
+  if (batch->empty()) return;
+  Status status = Status();
+  auto cleanup = gtl::MakeCleanup([&status, &batch] {
+    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
+      if (task->partial_status != nullptr) {
+        task->partial_status->Update(status);
+        task->done_callback();
+      } else {
+        *(task->status) = status;
+        task->done->Notify();
+      }
+    }
+  });
+
+  const uint64_t dequeue_time_micros = EnvTime::NowMicros();
+
+  bool all_tasks_timeout_exceeded = true;
+  absl::optional<std::chrono::system_clock::time_point> batch_deadline;
+  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+    const SavedModelBatchingTask &task = batch->task(batch_idx);
+    if (!task.run_options.deadline.has_value() ||
+        absl::ToChronoTime(absl::Now()) < task.run_options.deadline.value()) {
+      all_tasks_timeout_exceeded = false;
+      if (task.run_options.deadline.has_value() &&
+          (!batch_deadline.has_value() ||
+           batch_deadline.value() < task.run_options.deadline.value())) {
+        batch_deadline = task.run_options.deadline;
+      }
+    }
+    queuing_latency->GetCell()->Add(dequeue_time_micros -
+                                    task.enqueue_time_micros);
+  }
+
+  if (all_tasks_timeout_exceeded) {
+    status = Status(
+        static_cast<tsl::errors::Code>(absl::StatusCode::kResourceExhausted),
+        "Run() timeout exceeded while waiting in batching queue");
+    return;
+  }
+
+  tfrt::SavedModel::RunOptions batch_run_options;
+  batch_run_options.deadline = batch_deadline;
+  std::vector<Tensor> batch_inputs;
+  status = BatchInputTensors(func_name, *batch, &batch_inputs);
+  if (!status.ok()) return;
+
+  std::vector<Tensor> combined_outputs;
+  status = wrapped_->Run(batch_run_options, func_name, batch_inputs,
+                         &combined_outputs);
+  if (!status.ok()) return;
+  status = SplitOutputTensors(std::move(combined_outputs), batch.get());
+}
+
+Status SavedModelWithBatching::SplitOutputTensors(
+    std::vector<Tensor> combined_outputs,
+    Batch<SavedModelBatchingTask> *batch) {
+  std::vector<int64_t> split_batch_sizes;
+  split_batch_sizes.reserve(batch->num_tasks());
+  for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+    split_batch_sizes.push_back(batch->task(batch_idx).size());
+  }
+  const int64_t no_padded_batch_size = batch->size();
+  const int64_t padded_batch_size = RoundToLowestAllowedBatchSize(
+      options_.allowed_batch_sizes, no_padded_batch_size);
+
+  const int64_t padding_size = padded_batch_size - no_padded_batch_size;
+  if (padding_size > 0) {
+    split_batch_sizes.push_back(padding_size);
+  }
+
+  for (const auto &combined_tensor : combined_outputs) {
+    std::vector<Tensor> split_tensors;
+    TF_RETURN_IF_ERROR(
+        tensor::Split(combined_tensor, split_batch_sizes, &split_tensors));
+
+    for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
+      SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
+      task->tfrt_outputs->push_back(split_tensors.at(batch_idx));
+    }
+  }
+  return Status();
+}
+
+}  // namespace
+
+Status CreateSavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creator,
+    std::unique_ptr<tfrt::SavedModel> saved_model,
+    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching) {
+  return SavedModelWithBatching::Create(
+      options, func_name_with_batching_scheduler_creator,
+      std::move(saved_model), saved_model_with_batching);
+}
+
+Status SplitSavedModelInputTask(
+    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks) {
+  SavedModelBatchingTask *input_task = input_task_ptr->get();
+
+  // TODO(b/168220822): Also split RunMetadata once TFRT supports it.
+
+  // Each inner vector will be passed to a partial task thus needs to be
+  // unique_ptr. shared_ptr because std::function is not compatible with
+  // capture by move.
+  auto split_output =
+      std::make_shared<std::vector<std::unique_ptr<std::vector<Tensor>>>>();
+  auto partial_status = std::make_shared<ThreadSafeStatus>();
+
+  auto split_task_done_callback = [split_output, partial_status,
+                                   status = input_task->status,
+                                   output = input_task->tfrt_outputs,
+                                   done_notification = input_task->done]() {
+    auto cleanup = gtl::MakeCleanup(
+        [done_notification]() { done_notification->Notify(); });
+
+    // Fail early if any partial task fails.
+    if (!partial_status->status().ok()) {
+      *status = partial_status->status();
+      return;
+    }
+
+    int output_size = split_output->size();
+    int tensor_size = (*split_output)[0]->size();
+    for (int tensor_idx = 0; tensor_idx < tensor_size; ++tensor_idx) {
+      Tensor output_tensor;
+      std::vector<Tensor> to_concatenate;
+      to_concatenate.reserve(output_size);
+      for (int output_idx = 0; output_idx < output_size; ++output_idx) {
+        to_concatenate.push_back(
+            std::move((*(*split_output)[output_idx])[tensor_idx]));
+      }
+      const auto concat_status = tensor::Concat(to_concatenate, &output_tensor);
+      if (!concat_status.ok()) {
+        *status = concat_status;
+        return;
+      }
+      output->push_back(output_tensor);
+    }
+    *status = Status();
+  };
+
+  // The Callback will be run only after all partial tasks finished.
+  IncrementalBarrier barrier(std::move(split_task_done_callback));
+  std::vector<int64_t> output_task_sizes;
+
+  if (open_batch_remaining_slot > 0) {
+    output_task_sizes.push_back(open_batch_remaining_slot);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
+  }
+
+  for (int left_task_size = input_task->size() - open_batch_remaining_slot;
+       left_task_size > 0; left_task_size -= max_batch_size) {
+    int next_task_size = std::min(left_task_size, max_batch_size);
+    output_task_sizes.push_back(next_task_size);
+    split_output->emplace_back(absl::make_unique<std::vector<Tensor>>());
+  }
+
+  const int output_task_num = output_task_sizes.size();
+
+  // Construct partial tasks.
+  output_tasks->reserve(output_task_num);
+  for (int i = 0; i < output_task_num; ++i) {
+    auto task = absl::make_unique<SavedModelBatchingTask>();
+    task->zeroth_dim_size = output_task_sizes[i];
+    task->run_options = input_task->run_options;
+    task->tfrt_outputs = (*split_output)[i].get();
+    task->done_callback = barrier.Inc();
+    task->partial_status = partial_status.get();
+    output_tasks->push_back(std::move(task));
+  }
+
+  for (const Tensor &input : input_task->tfrt_inputs) {
+    std::vector<Tensor> split_tensors;
+    TF_RETURN_IF_ERROR(tensor::Split(input, output_task_sizes, &split_tensors));
+    for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
+      auto &output_task = (*output_tasks)[output_idx];
+      output_task->tfrt_partial_inputs.push_back(split_tensors[output_idx]);
+    }
+  }
+
+  for (auto &task : *output_tasks) {
+    task->tfrt_inputs = task->tfrt_partial_inputs;
+  }
+
+  return Status();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.h b/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
new file mode 100644
index 00000000000..d9ffef9df97
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.h
@@ -0,0 +1,98 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// Batching interface on top of TFRT SavedModel. Subject to change since TFRT
+// SavedModel API is temporary and experimental.
+#ifndef TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
+#define TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
+
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/batching/batching_options.h"
+#include "tensorflow_serving/batching/batching_session.h"
+
+namespace tensorflow {
+namespace serving {
+
+// The batch scheduler task type used for SavedModel batching, for use in batch
+// scheduler template parameters, e.g.
+// BasicBatchScheduler<SavedModelBatchingTask>.
+struct SavedModelBatchingTask;
+
+// A function to construct a batch scheduler for SavedModelBatchingTasks from a
+// process-batch callback.
+using SavedModelBatchingSchedulerCreator = std::function<Status(
+    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>,
+    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *)>;
+
+// A function name paired with a lambda to create a batch scheduler for Run()
+// calls matching the function name.
+struct FuncNameWithBatchingSchedulerCreator {
+  absl::string_view func_name;
+  SavedModelBatchingSchedulerCreator scheduler_creator;
+};
+
+using SavedModelBatchingOptions = BatchingOptions;
+
+// Creates `saved_model_with_batching` that batches requests per function
+// internally, where the batch scheduler for each function is created according
+// to `func_name_with_batching_scheduler_creator`. `saved_model` is the
+// underlying core to run inference logic and must not be null. Upon successful
+// return, `saved_model_with_batching` should be used in the same way as a
+// normal SavedModel. Run() call is still synchronized, and all the batching
+// logic is transparent to the caller.
+// Also note that the first dimension of all tensors passed to Run() must be
+// batching dimension.
+Status CreateSavedModelWithBatching(
+    const SavedModelBatchingOptions &options,
+    const std::vector<FuncNameWithBatchingSchedulerCreator>
+        &func_name_with_batching_scheduler_creator,
+    std::unique_ptr<tfrt::SavedModel> saved_model,
+    std::unique_ptr<tfrt::SavedModel> *saved_model_with_batching);
+
+struct SavedModelBatchingTask : public BatchingSessionTask {
+  // For monitoring purpose.
+  static std::string Name() { return "tfrt_saved_model_with_batching"; }
+
+  tfrt::HostContext *host_context;
+  absl::Span<const Tensor> tfrt_inputs;
+  std::vector<Tensor> *tfrt_outputs;
+  tfrt::SavedModel::RunOptions run_options;
+
+  // If fields below are used, this is a partial task by splitting a large batch
+  // task.
+  std::vector<Tensor> tfrt_partial_inputs;
+
+  // Status shared by all partial tasks by splitting a large batch task. The
+  // original task succedds only if all partial tasks succeed.
+  ThreadSafeStatus *partial_status = nullptr;
+};
+
+// The default implementation of
+// `BasicBatchScheduler::Options.split_input_task_func` if corresponding batch
+// scheduler for a batching session sets
+// `BasicBatchScheduler::Options.enable_large_batch_splitting` to true.
+Status SplitSavedModelInputTask(
+    std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
+    int open_batch_remaining_slot, int max_batch_size,
+    std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_BATCHING_TFRT_SAVED_MODEL_WITH_BATCHING_H_
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
new file mode 100644
index 00000000000..d8c9a927f36
--- /dev/null
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
@@ -0,0 +1,699 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+
+#include <gtest/gtest.h>
+#include "absl/functional/bind_front.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/batching/batching_util.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+
+namespace {
+
+using ::testing::_;
+using ::testing::ElementsAre;
+using ::testing::Invoke;
+using ::testing::Return;
+
+constexpr char kFunctionOne[] = "func1";
+constexpr char kFunctionTwo[] = "func2";
+constexpr char kUnknownFunction[] = "unknown_func";
+const tfrt::internal::Signature signature;
+
+// TODO(b/168220822): Consider declaring a TensorMatcher for more
+// exhaustive error messages.
+MATCHER_P(MatchesTensor, p, "") {
+  const Tensor &x = arg;
+  const Tensor &y = *p;
+  const float *Tx = x.unaligned_flat<float>().data();
+  const float *Ty = y.unaligned_flat<float>().data();
+  auto size = x.NumElements();
+  for (decltype(size) i = 0; i < size; ++i) {
+    if (Tx[i] != Ty[i]) return false;
+  }
+  return true;
+}
+
+MATCHER_P2(TFStatusIs, error_code, partial_error_message, "") {
+  return arg.code() == error_code &&
+         absl::StrContains(arg.message(), partial_error_message);
+}
+
+Status CreateDefaultBasicBatchScheduler(
+    const BasicBatchScheduler<SavedModelBatchingTask>::Options &options,
+    std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+        process_batch_callback,
+    std::unique_ptr<BatchScheduler<SavedModelBatchingTask>> *batch_scheduler) {
+  std::unique_ptr<BasicBatchScheduler<SavedModelBatchingTask>>
+      basic_batch_scheduler;
+  TF_RETURN_IF_ERROR(BasicBatchScheduler<SavedModelBatchingTask>::Create(
+      options, process_batch_callback, &basic_batch_scheduler));
+  *batch_scheduler = std::move(basic_batch_scheduler);
+  return Status();
+}
+
+class SavedModelWithBatchingTest : public ::testing::Test {
+ protected:
+  SavedModelWithBatchingTest() = default;
+
+  std::unique_ptr<test_util::MockSavedModel> InitializeMockSavedModel() {
+    auto wrapped_saved_model = absl::make_unique<test_util::MockSavedModel>();
+    wrapped_saved_model_ = wrapped_saved_model.get();
+    ON_CALL(*wrapped_saved_model_, GetFunctionMetadata(_))
+        .WillByDefault(Return(tfrt::FunctionMetadata(&signature)));
+    return wrapped_saved_model;
+  }
+
+  void Initialize(
+      const BasicBatchScheduler<SavedModelBatchingTask>::Options
+          &scheduler_options =
+              BasicBatchScheduler<SavedModelBatchingTask>::Options(),
+      const SavedModelBatchingOptions &options = SavedModelBatchingOptions()) {
+    std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+        InitializeMockSavedModel();
+    auto scheduler_creator =
+        absl::bind_front(&CreateDefaultBasicBatchScheduler, scheduler_options);
+
+    std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+        {kFunctionOne, scheduler_creator}, {kFunctionTwo, scheduler_creator}};
+    TF_CHECK_OK(CreateSavedModelWithBatching(options, creators,
+                                             std::move(wrapped_saved_model),
+                                             &saved_model_with_batching_));
+  }
+
+  Tensor MakeTensor(const std::vector<float> &tensor_vec,
+                    const TensorShape &shape) {
+    return test::AsTensor<float>(tensor_vec, shape);
+  }
+
+  std::vector<Tensor> MakeTensors(
+      const std::vector<std::pair<std::vector<float>, TensorShape>> &tensors) {
+    std::vector<Tensor> inputs;
+    inputs.reserve(tensors.size());
+    for (const auto &entry : tensors) {
+      inputs.push_back(MakeTensor(entry.first, entry.second));
+    }
+    return inputs;
+  }
+
+  std::vector<std::vector<Tensor>> MakeTensorsBatch(
+      const std::vector<std::vector<std::pair<std::vector<float>, TensorShape>>>
+          &tensor_batch) {
+    std::vector<std::vector<Tensor>> result;
+    for (const auto &tensors : tensor_batch) {
+      result.push_back(MakeTensors(tensors));
+    }
+    return result;
+  }
+
+  std::unique_ptr<tfrt::SavedModel> saved_model_with_batching_;
+  test_util::MockSavedModel *wrapped_saved_model_;
+};
+
+SavedModelBatchingOptions BuildSavedModelBatchingOptions(
+    bool pad_variable_length_inputs, std::vector<int> allowed_batch_sizes) {
+  SavedModelBatchingOptions options;
+  options.pad_variable_length_inputs = pad_variable_length_inputs;
+  options.allowed_batch_sizes = std::move(allowed_batch_sizes);
+  return options;
+}
+
+// Builds BasicBatchingScheduler options. Only tunnable parameter is
+// `max_batch_size`, as we fully use it to control batching behavior.
+BasicBatchScheduler<SavedModelBatchingTask>::Options BuildSchedulerOptions(
+    int max_batch_size) {
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options;
+  options.max_batch_size = max_batch_size;
+  options.batch_timeout_micros = 1000 * 1000 * 1000;  // 1000s.
+  options.num_batch_threads = 1;
+  return options;
+}
+
+// Expands the `tensor_vec` along 0th dimension by `dim0_size` times.
+std::vector<float> ExpandTensor(const std::vector<float> &tensor_vec,
+                                int64_t dim0_size) {
+  std::vector<float> result;
+  for (int i = 0; i < dim0_size; ++i) {
+    result.insert(result.end(), tensor_vec.begin(), tensor_vec.end());
+  }
+  return result;
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// the passed underlying SavedMode is NULL.
+TEST_F(SavedModelWithBatchingTest, NullWrappedSavedModel) {
+  const string error = "must not be null";
+  EXPECT_THAT(
+      CreateSavedModelWithBatching(SavedModelBatchingOptions(), {}, nullptr,
+                                   &saved_model_with_batching_),
+      TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// multiple scheduler creators are specified for each function.
+TEST_F(SavedModelWithBatchingTest, MultipleBatchSchedulersForOneFunction) {
+  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+      InitializeMockSavedModel();
+  auto scheduler_creator =
+      absl::bind_front(&CreateDefaultBasicBatchScheduler,
+                       BasicBatchScheduler<SavedModelBatchingTask>::Options());
+
+  const string error = "multiple batch schedulers";
+  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+      {kFunctionOne, scheduler_creator}, {kFunctionOne, scheduler_creator}};
+  EXPECT_THAT(CreateSavedModelWithBatching(
+                  SavedModelBatchingOptions(), creators,
+                  std::move(wrapped_saved_model), &saved_model_with_batching_),
+              TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that creation of SavedModelWithBatching returns an appropriate error if
+// a scheduler failed being created.
+TEST_F(SavedModelWithBatchingTest, FailedCreatingBatchScheduler) {
+  std::unique_ptr<test_util::MockSavedModel> wrapped_saved_model =
+      InitializeMockSavedModel();
+  auto scheduler_creator =
+      [](std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+             process_batch_callback,
+         std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>
+             *batch_scheduler) { return Status(); };
+
+  const string error = "Failed to create batch scheduler";
+  std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
+      {kFunctionOne, scheduler_creator}};
+  EXPECT_THAT(CreateSavedModelWithBatching(
+                  SavedModelBatchingOptions(), creators,
+                  std::move(wrapped_saved_model), &saved_model_with_batching_),
+              TFStatusIs(error::FAILED_PRECONDITION, error));
+}
+
+// Tests that when Run() is invoked with a function without a scheduler, it
+// delegates to the underlying wrapped SavedModel directly.
+TEST_F(SavedModelWithBatchingTest, FunctionNameNotFound) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+  std::vector<float> input_tensor_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor_vec2 = {2, 3, 4};
+  TensorShape input_shape = {1, 3};
+  std::vector<Tensor> inputs = MakeTensors(
+      {{input_tensor_vec1, input_shape}, {input_tensor_vec2, input_shape}});
+
+  std::vector<float> output_tensor_vec = {2, 2, 3};
+  TensorShape output_shape = {1, 3};
+  std::vector<Tensor> expected_outputs =
+      MakeTensors({{output_tensor_vec, output_shape}});
+  std::vector<Tensor> outputs;
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kUnknownFunction, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        outputs->push_back(MakeTensor(output_tensor_vec, output_shape));
+        return Status();
+      }));
+  tfrt::SavedModel::RunOptions run_options;
+  // If a corresponding scheduler is found, Run should block forever since
+  // maximum batch size isn't reached.
+  TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kUnknownFunction,
+                                               inputs, &outputs));
+  EXPECT_THAT(outputs, ElementsAre(MatchesTensor(&expected_outputs[0])));
+}
+
+// Tests Basic batching behavior without any padding.
+TEST_F(SavedModelWithBatchingTest, BatchingWithoutPadding) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 3, 1, 2, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 1, 3, 4};
+
+  TensorShape input1_shape = {1, 3};
+  TensorShape input2_shape = {2, 3};
+  TensorShape combined_shape = {3, 3};
+
+  auto inputs = MakeTensorsBatch({
+      {{input_tensor1_vec1, input1_shape}, {input_tensor1_vec2, input1_shape}},
+      {{input_tensor2_vec1, input2_shape}, {input_tensor2_vec2, input2_shape}},
+  });
+
+  std::vector<Tensor> combined_inputs =
+      MakeTensors({{ExpandTensor(input_tensor1_vec1, 3), combined_shape},
+                   {ExpandTensor(input_tensor1_vec2, 3), combined_shape}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5, 5, 1, 5, 5, 5};
+  TensorShape output1_shape = {1, 4};
+  TensorShape output2_shape = {2, 4};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs[0]),
+                                      MatchesTensor(&combined_inputs[1])));
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor(output_tensor1_vec, 3),
+                                      /*shape=*/{3, 4}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+// Tests the batching behavior when padding is required both to extend each
+// tensor's dimension size and to pad dummy tensors to fit target batch size.
+TEST_F(SavedModelWithBatchingTest, BatchingWithPadding) {
+  // Need to pad 2 dummy tensors.
+  int batch_size = 5;
+  Initialize(
+      BuildSchedulerOptions(/*max_batch_size=*/3),
+      BuildSavedModelBatchingOptions(/*pad_variable_length_inputs=*/true,
+                                     /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 5, 1, 3, 4};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 4, 5};
+  // Need to extend 1st dimension.
+  TensorShape input1_shape1 = {2, 2};
+  TensorShape input1_shape2 = {2, 3};
+  TensorShape input2_shape1 = {1, 3};
+  TensorShape input2_shape2 = {1, 4};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5};
+  TensorShape output1_shape = {2, 3};
+  TensorShape output2_shape = {1, 3};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        // First input tensor is of shape (5, 3)
+        EXPECT_EQ(15, inputs[0].NumElements());
+        // Second input tensor is of shape (5, 4)
+        EXPECT_EQ(20, inputs[1].NumElements());
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                      /*shape=*/{batch_size, 3}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+// Tests that batching tensors with variable length dimension size (except for
+// batching dimension) returns an appropriate error when padding is turned off.
+TEST_F(SavedModelWithBatchingTest, UnequalShapesWhenPaddingIsTurnedOff) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
+
+  std::vector<float> input_tensor1_vec = {1, 2, 3};
+  std::vector<float> input_tensor2_vec = {1, 2, 3, 4};
+
+  TensorShape input1_shape = {1, 3};
+  TensorShape input2_shape = {1, 4};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec, input1_shape}},
+                                  {{input_tensor2_vec, input2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(0);
+
+  tfrt::SavedModel::RunOptions run_options;
+  const string error = "different shapes other than first dimension";
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[0], &outputs),
+                    TFStatusIs(error::FAILED_PRECONDITION, error));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::FAILED_PRECONDITION, error));
+      }));
+}
+
+// Tests that processing batch returns an appropriate error if all tasks in the
+// batch has a past deadline.
+TEST_F(SavedModelWithBatchingTest, AllTasksExceededDeadline) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/2));
+
+  std::vector<float> input_tensor1_vec = {1, 2, 3};
+  std::vector<float> input_tensor2_vec = {1, 2, 4};
+
+  TensorShape input_shape = {1, 3};
+
+  auto inputs = MakeTensorsBatch(
+      {{{input_tensor1_vec, input_shape}}, {{input_tensor2_vec, input_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(0);
+
+  tfrt::SavedModel::RunOptions run_options;
+  run_options.deadline = absl::ToChronoTime(absl::Now());
+  const string error = "timeout exceeded";
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[0], &outputs),
+                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::RESOURCE_EXHAUSTED, error));
+      }));
+}
+
+// Tests that distinct functions should be batched independently.
+TEST_F(SavedModelWithBatchingTest, MultipleFunctions) {
+  Initialize(BuildSchedulerOptions(/*max_batch_size=*/3));
+
+  std::vector<float> input_tensor1_vec = {1, 3, 4};
+  std::vector<float> input_tensor2_vec = {2, 4, 5};
+  std::vector<float> input_tensor3_vec = {1, 3, 4, 1, 3, 4};
+  std::vector<float> input_tensor4_vec = {2, 4, 5, 2, 4, 5};
+
+  TensorShape input_shape1 = {1, 3};
+  TensorShape input_shape2 = {2, 3};
+  TensorShape combined_shape = {3, 3};
+
+  std::vector<std::vector<Tensor>> inputs =
+      MakeTensorsBatch({{{input_tensor1_vec, input_shape1}},
+                        {{input_tensor2_vec, input_shape1}},
+                        {{input_tensor3_vec, input_shape2}},
+                        {{input_tensor4_vec, input_shape2}}});
+
+  std::vector<Tensor> combined_inputs1 =
+      MakeTensors({{ExpandTensor(input_tensor1_vec, 3), combined_shape}});
+  std::vector<Tensor> combined_inputs2 =
+      MakeTensors({{ExpandTensor(input_tensor2_vec, 3), combined_shape}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 6, 6, 6};
+  std::vector<float> output_tensor3_vec = {1, 5, 5, 5, 1, 5, 5, 5};
+  std::vector<float> output_tensor4_vec = {1, 6, 6, 6, 1, 6, 6, 6};
+
+  TensorShape output1_shape = {1, 4};
+  TensorShape output2_shape = {2, 4};
+
+  std::vector<std::vector<Tensor>> expected_outputs = MakeTensorsBatch({
+      {{output_tensor1_vec, output1_shape}},
+      {{output_tensor2_vec, output1_shape}},
+      {{output_tensor3_vec, output2_shape}},
+      {{output_tensor4_vec, output2_shape}},
+  });
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs1[0])));
+
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(
+            MakeTensor(ExpandTensor(output_tensor1_vec, 3), {3, 4}));
+        return Status();
+      }));
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionTwo, ::testing::An<absl::Span<const Tensor>>(), _))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        absl::Span<const Tensor> span(inputs);
+        EXPECT_THAT(span, ElementsAre(MatchesTensor(&combined_inputs2[0])));
+
+        // Output is concatenation of `output_tensor3_vec` and
+        // `output_tensor4_vec`, in one of the two orders.
+        outputs->push_back(
+            MakeTensor(ExpandTensor(output_tensor2_vec, 3), {3, 4}));
+        return Status();
+      }));
+
+  std::vector<std::unique_ptr<Thread>> threads;
+  for (int i = 0; i < 4; ++i) {
+    threads.emplace_back(std::unique_ptr<Thread>(Env::Default()->StartThread(
+        ThreadOptions(), absl::StrCat("request_thread_", i),
+        [this, i, &inputs, &expected_outputs] {
+          std::vector<Tensor> outputs;
+          TF_ASSERT_OK(saved_model_with_batching_->Run(
+              tfrt::SavedModel::RunOptions(),
+              i == 0 || i == 2 ? kFunctionOne : kFunctionTwo, inputs[i],
+              &outputs));
+          EXPECT_THAT(outputs,
+                      ElementsAre(MatchesTensor(&expected_outputs[i][0])));
+        })));
+  }
+}
+
+// Tests that when a large batch needs to be splitted, tensors are splitted and
+// partial outputs are eventually merged appropriately.
+TEST_F(SavedModelWithBatchingTest, SplitInputBasic) {
+  const int batch_size = 3;
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
+      BuildSchedulerOptions(6);
+  options.enable_large_batch_splitting = true;
+  options.max_execution_batch_size = batch_size;
+  options.split_input_task_func = SplitSavedModelInputTask;
+  Initialize(options, BuildSavedModelBatchingOptions(
+                          /*pad_variable_length_inputs=*/true,
+                          /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
+
+  TensorShape input1_shape1 = {2, 3};
+  TensorShape input1_shape2 = {2, 4};
+  TensorShape input2_shape1 = {4, 1};
+  TensorShape input2_shape2 = {4, 2};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  std::vector<float> output_tensor1_vec = {1, 5, 5, 1, 5, 5};
+  std::vector<float> output_tensor2_vec = {1, 5, 5, 1, 5, 5, 1, 5, 5, 1, 5, 5};
+  TensorShape output1_shape = {2, 3};
+  TensorShape output2_shape = {4, 3};
+
+  auto expected_outputs =
+      MakeTensorsBatch({{{output_tensor1_vec, output1_shape}},
+                        {{output_tensor2_vec, output2_shape}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(2)
+      .WillRepeatedly(Invoke(
+          [&](const tfrt::SavedModel::RunOptions &run_options,
+              absl::string_view func_name, absl::Span<const Tensor> inputs,
+              std::vector<Tensor> *outputs) {
+            // Second input (batch size 4) should be split into two tasks, one
+            // with batch size 1 and batches with the first input, one with
+            // batch size 3 which should stay itself. We only verify the first
+            // dimension is 3 because we don't know which batch comes first.
+            EXPECT_EQ(3, inputs[0].dim_size(0));
+            // Second input tensor is of shape (3, 2)
+            EXPECT_EQ(3, inputs[1].dim_size(0));
+
+            // Output is concatenation of `output_tensor1_vec` and
+            // `output_tensor2_vec`, in one of the two orders.
+            outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                          /*shape=*/{batch_size, 3}));
+            return Status();
+          }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[0], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[0][0])));
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        TF_ASSERT_OK(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                     inputs[1], &outputs));
+        EXPECT_THAT(outputs,
+                    ElementsAre(MatchesTensor(&expected_outputs[1][0])));
+      }));
+}
+
+TEST_F(SavedModelWithBatchingTest, PartialTaskFails) {
+  const int batch_size = 3;
+  BasicBatchScheduler<SavedModelBatchingTask>::Options options =
+      BuildSchedulerOptions(6);
+  options.enable_large_batch_splitting = true;
+  options.max_execution_batch_size = batch_size;
+  options.split_input_task_func = SplitSavedModelInputTask;
+  Initialize(options, BuildSavedModelBatchingOptions(
+                          /*pad_variable_length_inputs=*/true,
+                          /*allowed_batch_sizes=*/{batch_size}));
+
+  std::vector<float> input_tensor1_vec1 = {1, 2, 3, 4, 5, 6};
+  std::vector<float> input_tensor1_vec2 = {1, 3, 4, 5, 6, 7, 8, 9};
+  std::vector<float> input_tensor2_vec1 = {1, 2, 1, 3};
+  std::vector<float> input_tensor2_vec2 = {1, 3, 5, 1, 3, 4, 5, 6};
+
+  TensorShape input1_shape1 = {2, 3};
+  TensorShape input1_shape2 = {2, 4};
+  TensorShape input2_shape1 = {4, 1};
+  TensorShape input2_shape2 = {4, 2};
+
+  auto inputs = MakeTensorsBatch({{{input_tensor1_vec1, input1_shape1},
+                                   {input_tensor1_vec2, input1_shape2}},
+                                  {{input_tensor2_vec1, input2_shape1},
+                                   {input_tensor2_vec2, input2_shape2}}});
+
+  EXPECT_CALL(
+      *wrapped_saved_model_,
+      Run(_, kFunctionOne, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(2)
+      // Fail One of the two partial tasks.
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        return errors::Internal("Error");
+      }))
+      .WillOnce(Invoke([&](const tfrt::SavedModel::RunOptions &run_options,
+                           absl::string_view func_name,
+                           absl::Span<const Tensor> inputs,
+                           std::vector<Tensor> *outputs) {
+        // Output is concatenation of `output_tensor1_vec` and
+        // `output_tensor2_vec`, in one of the two orders.
+        outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
+                                      /*shape=*/{batch_size, 3}));
+        return Status();
+      }));
+
+  tfrt::SavedModel::RunOptions run_options;
+  std::unique_ptr<Thread> first_request_thread(
+      Env::Default()->StartThread(ThreadOptions(), "first_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        // First input may or may not succeed, because it is only in one of the
+        // two batches and only one batch fails.
+        const Status ignore_result = saved_model_with_batching_->Run(
+            run_options, kFunctionOne, inputs[0], &outputs);
+      }));
+  std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
+      ThreadOptions(), "second_request_thread", [&] {
+        std::vector<Tensor> outputs;
+        // Second input must fail, since it is splitted into two partial tasks
+        // which are in different batches. Thus failure of any one of the two
+        // batches will fail this the second input.
+        EXPECT_THAT(saved_model_with_batching_->Run(run_options, kFunctionOne,
+                                                    inputs[1], &outputs),
+                    TFStatusIs(error::INTERNAL, "Error"));
+      }));
+}
+
+}  // namespace
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index f5639f62104..499f19dc2f4 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -30,8 +30,14 @@ cc_library(
     linkopts = ["-lm"],
     tags = ["keep_dep"],  # Tell build_cleaner to keep dependencies on this.
     deps = [
+        "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
         "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/platform",
+        "@org_tensorflow//tensorflow/core/platform:test_benchmark",
+        "@org_tensorflow//tensorflow/core/platform:types",
     ],
 )
 
@@ -118,7 +124,6 @@ cc_library(
         "//tensorflow_serving/core:servable_state_monitor",
         "@com_google_absl//absl/types:optional",
         "@com_google_absl//absl/types:span",
-        "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -166,7 +171,6 @@ cc_library(
     hdrs = ["fake_log_collector.h"],
     deps = [
         "//tensorflow_serving/core:log_collector",
-        "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -178,6 +182,8 @@ cc_library(
     hdrs = ["mock_request_logger.h"],
     deps = [
         "//tensorflow_serving/apis:logging_cc_proto",
+        "//tensorflow_serving/config:logging_config_cc_proto",
+        "//tensorflow_serving/core:log_collector",
         "//tensorflow_serving/core:request_logger",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
@@ -225,6 +231,7 @@ cc_library(
     testonly = 1,
     hdrs = ["mock_prediction_stream_logger.h"],
     deps = [
+        "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/core:stream_logger",
         "@com_google_googletest//:gtest",
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 3962d89b38a..9242ba26160 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,10 +1,11 @@
 # Description: Model Server
 
-# Placeholder: load py_test
-# Placeholder: load py_binary
-load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
+
+# Placeholder: load py_binary
+# Placeholder: load py_test
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_google", "if_libtpu", "if_with_tpu_support")
+load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 
 package(
     default_visibility = [
@@ -524,6 +525,27 @@ py_binary(
     srcs_version = "PY2AND3",
 )
 
+cc_library(
+    name = "tfrt_prediction_service_impl",
+    srcs = ["tfrt_prediction_service_impl.cc"],
+    hdrs = ["tfrt_prediction_service_impl.h"],
+    deps = [
+        ":grpc_status_util",
+        ":prediction_service_util",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/servables/tensorflow:servable",
+        "//tensorflow_serving/servables/tensorflow:tfrt_get_model_metadata_impl",
+        "//tensorflow_serving/servables/tensorflow:util",
+        "@com_github_grpc_grpc//:grpc",
+        "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/time",
+        "@local_tsl//tsl/platform:errors",
+    ] + if_google(["//third_party/grpc:grpc++"]),
+)
+
 pkg_tar(
     name = "tensorflow_model_server_tar",
     srcs = [
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index 64675eeeb82..d772754b7b4 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -21,7 +21,6 @@ limitations under the License.
 #include <string>
 #include <utility>
 
-#include "base/logging.h"
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/map.h"
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
new file mode 100644
index 00000000000..4ef111e2fd8
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
@@ -0,0 +1,183 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/model_servers/tfrt_prediction_service_impl.h"
+
+#include "grpc/grpc.h"
+#include "grpcpp/server_context.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/grpc_status_util.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+absl::Time TfrtPredictionServiceImpl::GetRequestDeadline(
+    ::grpc::ServerContext *context) const {
+  if (enforce_session_run_timeout_) {
+    return absl::Now() +
+           absl::Milliseconds(DeadlineToTimeoutMillis(context->raw_deadline()));
+  }
+  return absl::InfiniteFuture();
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Predict(
+    ::grpc::ServerContext *context, const PredictRequest *request,
+    PredictResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  auto tf_status = core_->GetServableHandle(request->model_spec(), &servable);
+  if (!tf_status.ok()) {
+    VLOG(1) << "TFRT Predict get servable handle failed: "
+            << tf_status.message();
+    return ToGRPCStatus(tf_status);
+  }
+
+  tf_status = servable->Predict(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Predict",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Predict failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::GetModelMetadata(
+    ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
+    GetModelMetadataResponse *response) {
+  const ::tensorflow::Status tf_status =
+      TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response);
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+  if (!status.ok()) {
+    VLOG(1) << "TFRT GetModelMetadata failed: " << status.error_message();
+  }
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Classify(
+    ::grpc::ServerContext *context, const ClassificationRequest *request,
+    ClassificationResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  auto tf_status = core_->GetServableHandle(request->model_spec(), &servable);
+  if (!tf_status.ok()) {
+    VLOG(1) << "TFRT Classify get servable handle failed: "
+            << tf_status.message();
+    return ToGRPCStatus(tf_status);
+  }
+  tf_status = servable->Classify(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Classify",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Classify request failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+::grpc::Status TfrtPredictionServiceImpl::Regress(
+    ::grpc::ServerContext *context, const RegressionRequest *request,
+    RegressionResponse *response) {
+  const uint64_t start = Env::Default()->NowMicros();
+
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+  auto tf_status = core_->GetServableHandle(request->model_spec(), &servable);
+  if (!tf_status.ok()) {
+    VLOG(1) << "TFRT Regress get servable handle failed: "
+            << tf_status.message();
+    return ToGRPCStatus(tf_status);
+  }
+
+  tf_status = servable->Regress(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+
+  if (status.ok()) {
+    RecordRequestLatency(request->model_spec().name(), /*api=*/"Regress",
+                         /*entrypoint=*/"GRPC",
+                         Env::Default()->NowMicros() - start);
+  } else {
+    VLOG(1) << "TFRT Regress request failed: " << status.error_message();
+  }
+  RecordModelRequestCount(request->model_spec().name(), tf_status);
+
+  return status;
+}
+
+namespace {
+
+const ModelSpec &GetModelSpecFromRequest(const MultiInferenceRequest &request) {
+  if (request.tasks_size() > 0 && request.tasks(0).has_model_spec()) {
+    return request.tasks(0).model_spec();
+  }
+  return ModelSpec::default_instance();
+}
+
+}  // namespace
+
+::grpc::Status TfrtPredictionServiceImpl::MultiInference(
+    ::grpc::ServerContext *context, const MultiInferenceRequest *request,
+    MultiInferenceResponse *response) {
+  Servable::RunOptions run_options;
+  run_options.deadline = GetRequestDeadline(context);
+  ServableHandle<Servable> servable;
+
+  auto tf_status =
+      core_->GetServableHandle(GetModelSpecFromRequest(*request), &servable);
+  if (!tf_status.ok()) {
+    VLOG(1) << "TFRT MultiInference get model spec from request failed: "
+            << tf_status.message();
+    return ToGRPCStatus(tf_status);
+  }
+
+  tf_status = servable->MultiInference(run_options, *request, response);
+
+  const ::grpc::Status status = ToGRPCStatus(tf_status);
+  if (!status.ok()) {
+    VLOG(1) << "TFRT MultiInference request failed: " << status.error_message();
+  }
+  return status;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
new file mode 100644
index 00000000000..076cfd9c5f8
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.h
@@ -0,0 +1,64 @@
+/* Copyright 2022 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
+
+#include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
+#include "tensorflow_serving/model_servers/prediction_service_util.h"
+
+namespace tensorflow {
+namespace serving {
+
+class TfrtPredictionServiceImpl final
+    : public PredictionService::Service {
+ public:
+  explicit TfrtPredictionServiceImpl(const PredictionServiceOptions& options)
+      : core_(options.server_core),
+        enforce_session_run_timeout_(options.enforce_session_run_timeout),
+        thread_pool_factory_(options.thread_pool_factory) {}
+
+  ::grpc::Status Predict(::grpc::ServerContext* context,
+                         const PredictRequest* request,
+                         PredictResponse* response) override;
+
+  ::grpc::Status GetModelMetadata(::grpc::ServerContext* context,
+                                  const GetModelMetadataRequest* request,
+                                  GetModelMetadataResponse* response) override;
+
+  ::grpc::Status Classify(::grpc::ServerContext* context,
+                          const ClassificationRequest* request,
+                          ClassificationResponse* response) override;
+
+  ::grpc::Status Regress(::grpc::ServerContext* context,
+                         const RegressionRequest* request,
+                         RegressionResponse* response) override;
+
+  ::grpc::Status MultiInference(::grpc::ServerContext* context,
+                                const MultiInferenceRequest* request,
+                                MultiInferenceResponse* response) override;
+
+ private:
+  absl::Time GetRequestDeadline(::grpc::ServerContext* context) const;
+
+  ServerCore* core_;
+  const bool enforce_session_run_timeout_;
+  ThreadPoolFactory* thread_pool_factory_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_PREDICTION_SERVICE_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 9aa0b319c2f..5f9d11c2f78 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -687,11 +687,11 @@ cc_library(
     ],
     deps = [
         ":regressor",
+        ":util",
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/apis:regressor",
         "//tensorflow_serving/core:servable_handle",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -770,12 +770,12 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":classifier",
+        ":regressor",
+        ":util",
         "//tensorflow_serving/apis:inference_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:classifier",
-        "//tensorflow_serving/servables/tensorflow:regressor",
-        "//tensorflow_serving/servables/tensorflow:util",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -794,6 +794,7 @@ cc_test(
     ],
     deps = [
         ":multi_inference",
+        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -803,7 +804,6 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -844,6 +844,7 @@ cc_test(
     ],
     deps = [
         ":multi_inference_helper",
+        ":session_bundle_config_cc_proto",
         ":util",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:input_cc_proto",
@@ -853,7 +854,6 @@ cc_test(
         "//tensorflow_serving/model_servers:model_platform_types",
         "//tensorflow_serving/model_servers:platform_config_util",
         "//tensorflow_serving/model_servers:server_core",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "//tensorflow_serving/test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
@@ -892,9 +892,9 @@ cc_test(
     size = "small",
     srcs = ["util_test.cc"],
     deps = [
+        ":bundle_factory_test_util",
         ":util",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util/test_util:mock_file_probing_env",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -1136,3 +1136,602 @@ cc_test(
         "@com_google_absl//absl/status",
     ],
 )
+
+cc_library(
+    name = "tfrt_predict_util",
+    srcs = ["tfrt_predict_util.cc"],
+    hdrs = ["tfrt_predict_util.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":predict_response_tensor_serialization_option",
+        ":predict_util",
+        ":util",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_set",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/types:optional",
+        "@local_tsl//tsl/platform:error_logging",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime:tf_threadpool_concurrent_work_queue",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_predict_util_test",
+    srcs = ["tfrt_predict_util_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_tf2_cpu",
+    ],
+    deps = [
+        ":saved_model_bundle_source_adapter_cc_proto",
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_predict_util",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "//tensorflow_serving/util:oss_or_google",
+        "@com_google_absl//absl/memory",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_factory",
+    srcs = ["tfrt_saved_model_factory.cc"],
+    hdrs = ["tfrt_saved_model_factory.h"],
+    visibility = ["//visibility:public"],
+    deps = [
+        ":bundle_factory_util",
+        ":machine_learning_metadata",
+        ":saved_model_config_stub",
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_saved_model_warmup",
+        ":tfrt_servable",
+        ":thread_pool_factory",
+        ":thread_pool_factory_config_cc_proto",
+        "//tensorflow_serving/batching:tfrt_saved_model_with_batching",
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/session_bundle:graph_rewriter",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
+        "@com_google_absl//absl/types:optional",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:reader",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
+        "@org_tensorflow//tensorflow/compiler/mlir/tfrt:tfrt_compile_options",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler_hdrs",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ] + if_google(
+        ["//tensorflow_serving/servables/tensorflow/google:saved_model_config_impl"],
+    ),
+)
+
+serving_proto_library(
+    name = "tfrt_saved_model_source_adapter_proto",
+    srcs = ["tfrt_saved_model_source_adapter.proto"],
+    cc_api_version = 2,
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":session_bundle_config_proto",
+        serving_tensorflow_proto_dep(
+            "@org_tensorflow//tensorflow/core:protos_all",
+        ),
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_source_adapter",
+    srcs = ["tfrt_saved_model_source_adapter.cc"],
+    hdrs = ["tfrt_saved_model_source_adapter.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":bundle_factory_util",
+        ":machine_learning_metadata",
+        ":servable",
+        ":tfrt_saved_model_factory",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/core:simple_loader",
+        "//tensorflow_serving/core:source_adapter",
+        "//tensorflow_serving/core:storage_path",
+        "//tensorflow_serving/resources:resource_util",
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+    alwayslink = 1,
+)
+
+cc_test(
+    name = "tfrt_saved_model_source_adapter_test",
+    srcs = ["tfrt_saved_model_source_adapter_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_mlmd",
+    ],
+    deps = [
+        ":servable",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/resources:resource_util",
+        "//tensorflow_serving/resources:resource_values",
+        "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_saved_model_warmup",
+    srcs = ["tfrt_saved_model_warmup.cc"],
+    hdrs = ["tfrt_saved_model_warmup.h"],
+    visibility = [
+        "//visibility:public",
+    ] + if_google(["//learning/infra/mira:__subpackages__"]),
+    deps = [
+        ":saved_model_warmup_util",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classifier",
+        ":tfrt_multi_inference",
+        ":tfrt_predict_util",
+        ":tfrt_regressor",
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_warmup_test",
+    size = "small",
+    srcs = ["tfrt_saved_model_warmup_test.cc"],
+    deps = [
+        ":saved_model_warmup_test_util",
+        ":tfrt_saved_model_warmup",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@local_tsl//tsl/platform:path",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:graph_execution_options",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_regression_service",
+    srcs = ["tfrt_regression_service.cc"],
+    hdrs = ["tfrt_regression_service.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        ":util",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/apis:regressor",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+    ],
+)
+
+cc_library(
+    name = "tfrt_regressor",
+    srcs = ["tfrt_regressor.cc"],
+    hdrs = ["tfrt_regressor.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":util",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/apis:regressor",
+        "@com_google_absl//absl/types:optional",
+        "@local_tsl//tsl/platform:error_logging",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_test(
+    name = "tfrt_regression_service_test",
+    srcs = ["tfrt_regression_service_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_regression_service",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_regressor_test",
+    srcs = ["tfrt_regressor_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    shard_count = 3,
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_regressor",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_classifier",
+    srcs = ["tfrt_classifier.cc"],
+    hdrs = ["tfrt_classifier.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:classifier",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "@com_google_absl//absl/types:optional",
+        "@local_tsl//tsl/platform:error_logging",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_test(
+    name = "tfrt_classifier_test",
+    size = "large",
+    srcs = ["tfrt_classifier_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classifier",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow/test_util:mock_tfrt_saved_model",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:protobuf_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_library(
+    name = "tfrt_classification_service",
+    srcs = ["tfrt_classification_service.cc"],
+    hdrs = ["tfrt_classification_service.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        ":tfrt_classifier",
+        ":util",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:classifier",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+    ],
+)
+
+cc_test(
+    name = "tfrt_classification_service_test",
+    srcs = ["tfrt_classification_service_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_classification_service",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+    ],
+)
+
+cc_library(
+    name = "tfrt_multi_inference",
+    srcs = ["tfrt_multi_inference.cc"],
+    hdrs = ["tfrt_multi_inference.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":tfrt_classifier",
+        ":tfrt_regressor",
+        ":util",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/model_servers:server_core",
+        "@com_google_absl//absl/types:optional",
+        "@local_tsl//tsl/platform:error_logging",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader_lite",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
+)
+
+cc_test(
+    name = "tfrt_multi_inference_test",
+    size = "medium",
+    srcs = ["tfrt_multi_inference_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+    ],
+    deps = [
+        ":servable",
+        ":session_bundle_config_cc_proto",
+        ":tfrt_multi_inference",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:input_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/status",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_library(
+    name = "tfrt_get_model_metadata_impl",
+    srcs = ["tfrt_get_model_metadata_impl.cc"],
+    hdrs = ["tfrt_get_model_metadata_impl.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":servable",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:server_core",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_library(
+    name = "tfrt_servable",
+    srcs = ["tfrt_servable.cc"],
+    hdrs = ["tfrt_servable.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":predict_response_tensor_serialization_option",
+        ":servable",
+        ":tfrt_classifier",
+        ":tfrt_multi_inference",
+        ":tfrt_predict_util",
+        ":tfrt_regressor",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":thread_pool_factory",
+        "//tensorflow_serving/apis:classification_cc_proto",
+        "//tensorflow_serving/apis:get_model_metadata_cc_proto",
+        "//tensorflow_serving/apis:inference_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@com_google_absl//absl/container:flat_hash_set",
+        "@com_google_absl//absl/functional:any_invocable",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@local_tsl//tsl/platform:errors",
+        "@local_tsl//tsl/platform:threadpool_options",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:framework",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
+cc_test(
+    name = "tfrt_get_model_metadata_impl_test",
+    size = "medium",
+    srcs = ["tfrt_get_model_metadata_impl_test.cc"],
+    data = [
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":session_bundle_config_cc_proto",
+        ":tfrt_get_model_metadata_impl",
+        ":tfrt_saved_model_source_adapter",
+        ":tfrt_saved_model_source_adapter_cc_proto",
+        ":tfrt_servable",
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/config:model_server_config_cc_proto",
+        "//tensorflow_serving/config:platform_config_cc_proto",
+        "//tensorflow_serving/core:aspired_version_policy",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@com_google_protobuf//:protobuf",
+        "@local_tsl//tsl/lib/core:status_test_util",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+    ] + if_google(["@com_google_absl//absl/strings:string_view"]),
+)
+
+cc_library(
+    name = "saved_model_config_stub",
+    srcs = ["saved_model_config_stub.cc"],
+    hdrs = ["saved_model_config_stub.h"],
+    deps = [
+        "@com_google_absl//absl/status",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:status",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
new file mode 100644
index 00000000000..eb32a298aa4
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
@@ -0,0 +1,63 @@
+/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+
+#include <memory>
+#include <string>
+#include <utility>
+
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/graph_executor/config.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+class SavedModelConfigStubRegistry {
+ public:
+  SavedModelConfigStubRegistry()
+      : stub_(std::make_unique<SavedModelConfigStub>()) {}
+
+  void Register(std::unique_ptr<SavedModelConfigStub> stub) {
+    stub_ = std::move(stub);
+  }
+
+  SavedModelConfigStub& Get() { return *stub_; }
+
+ private:
+  std::unique_ptr<SavedModelConfigStub> stub_;
+};
+
+SavedModelConfigStubRegistry& GetSavedModelConfigStubRegistry() {
+  static auto* const registry = new SavedModelConfigStubRegistry;
+  return *registry;
+}
+
+}  // namespace
+
+void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub) {
+  GetSavedModelConfigStubRegistry().Register(std::move(stub));
+}
+
+Status ImportAndLoadSavedModelConfig(
+    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+    tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
+  return GetSavedModelConfigStubRegistry().Get().ImportAndLoadSavedModelConfig(
+      export_dir, graph_options, runtime_config);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
new file mode 100644
index 00000000000..192e8632e2a
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
@@ -0,0 +1,50 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/status/status.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/graph_executor/config.h"
+
+namespace tensorflow {
+namespace serving {
+
+// The tfrt native lowering stub that provides interface for internal and OSS
+// with different impls.
+class SavedModelConfigStub {
+ public:
+  virtual ~SavedModelConfigStub() = default;
+  virtual Status ImportAndLoadSavedModelConfig(
+      const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+      tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
+    return absl::UnimplementedError("");
+  }
+};
+
+void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub);
+
+Status ImportAndLoadSavedModelConfig(
+    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+    tensorflow::tfrt_stub::RuntimeConfig& runtime_config);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index 9923cf12c41..d53d0a5d18a 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -28,3 +28,18 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
+
+cc_library(
+    name = "mock_tfrt_saved_model",
+    testonly = 1,
+    hdrs = ["mock_tfrt_saved_model.h"],
+    visibility = [
+        "//tensorflow_serving/batching:__subpackages__",
+        "//tensorflow_serving/servables/tensorflow:__subpackages__",
+    ],
+    deps = [
+        "@com_google_googletest//:gtest",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h b/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
new file mode 100644
index 00000000000..658a15a1a1d
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h
@@ -0,0 +1,74 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
+
+#include <gmock/gmock.h>
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+namespace test_util {
+
+inline tfrt_stub::Runtime* GetTestTfrtRuntime() {
+  static auto* const runtime =
+      tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4).release();
+  return runtime;
+}
+
+// A mock of tfrt::SavedModel.
+class MockSavedModel : public tfrt::SavedModel {
+ public:
+  MockSavedModel() : SavedModel(GetTestTfrtRuntime()) {}
+
+  MOCK_METHOD(const tensorflow::MetaGraphDef&, GetMetaGraphDef, (),
+              (const, override));
+
+  MOCK_METHOD(absl::optional<tfrt::FunctionMetadata>, GetFunctionMetadata,
+              (absl::string_view func_name), (const, override));
+
+  MOCK_METHOD(::tensorflow::Status, Run,
+              (const tfrt::SavedModel::RunOptions& run_options,
+               absl::string_view func_name, absl::Span<const Tensor> inputs,
+               std::vector<Tensor>* outputs),
+              (override));
+
+  MOCK_METHOD(std::vector<std::string>, GetFunctionNames, (),
+              (const, override));
+
+  MOCK_METHOD(::tensorflow::Status, RunMultipleSignatures,
+              (const tfrt::SavedModel::RunOptions& run_options,
+               absl::Span<const std::string> names,
+               absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
+               std::vector<std::vector<tensorflow::Tensor>>* multi_outputs),
+              (override));
+
+  MOCK_METHOD(
+      ::tensorflow::Status, RunByTensorNames,
+      (const tfrt::SavedModel::RunOptions& run_options,
+       (absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs),
+       absl::Span<const std::string> output_tensor_names,
+       absl::Span<const std::string> target_node_names,
+       std::vector<tensorflow::Tensor>* outputs),
+      (override));
+};
+
+}  // namespace test_util
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TEST_UTIL_MOCK_TFRT_SAVED_MODEL
diff --git a/tensorflow_serving/servables/tensorflow/testdata/BUILD b/tensorflow_serving/servables/tensorflow/testdata/BUILD
index 8994c06c8f9..7c1979dc175 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/BUILD
+++ b/tensorflow_serving/servables/tensorflow/testdata/BUILD
@@ -161,6 +161,26 @@ filegroup(
     ),
 )
 
+filegroup(
+    name = "saved_model_half_plus_two_cpu_with_saved_model_config",
+    srcs = glob(
+        ["saved_model_half_plus_two_cpu_with_saved_model_config/**"],
+    ),
+    visibility = [
+        "//visibility:public",
+    ],
+)
+
+filegroup(
+    name = "saved_model_half_plus_two_cpu_with_empty_saved_model_config",
+    srcs = glob(
+        ["saved_model_half_plus_two_cpu_with_empty_saved_model_config/**"],
+    ),
+    visibility = [
+        "//visibility:public",
+    ],
+)
+
 exports_files([
     "saved_model_half_plus_three/00000123/saved_model.pb",
     "saved_model_half_plus_three/00000123/assets/foo.txt",
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/assets.extra/saved_model_config.pb
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123/saved_model.pb
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
new file mode 100644
index 00000000000..eb88afb844f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
@@ -0,0 +1,11 @@
+
+w
+P
+$
+placeholder_model_name
+model_name(
+placeholder_model_nametarget_address#!
+placeholder_model_named"I
+G
+4type.googleapis.com/tensorflow.tfrt_stub.TestConfig1
+
test config 1
\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/saved_model.pb
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new file mode 100644
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diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
new file mode 100644
index 00000000000..be9583f593e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
@@ -0,0 +1,57 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
+
+#include <memory>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow_serving/apis/classifier.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTClassificationServiceImpl::Classify(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ClassificationRequest& request, ClassificationResponse* response) {
+  // Verify Request Metadata and create a ServableRequest
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+
+  return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
+                               response);
+}
+
+Status TFRTClassificationServiceImpl::ClassifyWithModelSpec(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const ClassificationRequest& request,
+    ClassificationResponse* response) {
+  TRACELITERAL("TFRTClassificationServiceImpl::ClassifyWithModelSpec");
+
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  return servable->Classify(run_options, request, response);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
new file mode 100644
index 00000000000..e4e9d73178a
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Utility methods for implementation of the Classify RPC in
+// tensorflow_serving/apis/prediction_service.proto
+class TFRTClassificationServiceImpl {
+ public:
+  static Status Classify(const Servable::RunOptions& run_options,
+                         ServerCore* core, const ClassificationRequest& request,
+                         ClassificationResponse* response);
+
+  // Like Classify(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status ClassifyWithModelSpec(const Servable::RunOptions& run_options,
+                                      ServerCore* core,
+                                      const ModelSpec& model_spec,
+                                      const ClassificationRequest& request,
+                                      ClassificationResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFICATION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
new file mode 100644
index 00000000000..8d9f42f1966
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service_test.cc
@@ -0,0 +1,206 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classification_service.h"
+
+#include <memory>
+#include <string>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+
+// Test fixture for ClassificationService related tests sets up a ServerCore
+// pointing to the half_plus_two SavedModel.
+class TFRTClassificationServiceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  static std::unique_ptr<ServerCore> server_core_;
+  Servable::RunOptions run_options_;
+};
+
+std::unique_ptr<ServerCore> TFRTClassificationServiceTest::server_core_;
+
+// Verifies that Classify() returns an error for different cases of an invalid
+// ClassificationRequest.model_spec.
+TEST_F(TFRTClassificationServiceTest, InvalidModelSpec) {
+  ClassificationRequest request;
+  ClassificationResponse response;
+
+  // No model_spec specified.
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No model name specified.
+  auto* model_spec = request.mutable_model_spec();
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No servable found for model name "foo".
+  model_spec->set_name("foo");
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            tensorflow::error::NOT_FOUND);
+}
+
+// Verifies that Classify() returns an error for an invalid signature_name in
+// ClassificationRequests's model_spec.
+TEST_F(TFRTClassificationServiceTest, InvalidSignature) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"invalid_signature_name\""
+      "}");
+  ClassificationResponse response;
+  EXPECT_EQ(TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code(),
+            tensorflow::error::FAILED_PRECONDITION);
+}
+
+// Verifies that Classify() returns the correct score for a valid
+// ClassificationRequest against the half_plus_two SavedModel's classify_x_to_y
+// signature.
+TEST_F(TFRTClassificationServiceTest, ClassificationSuccess) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+  TF_EXPECT_OK(TFRTClassificationServiceImpl::Classify(
+      run_options_, server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto(
+                  "result { classifications { classes { score: 42 } } }"
+                  "model_spec {"
+                  "  name: \"test_model\""
+                  "  signature_name: \"classify_x_to_y\""
+                  "  version { value: 123 }"
+                  "}"));
+}
+
+// Verifies that ClassifyWithModelSpec() uses the model spec override rather
+// than the one in the request.
+TEST_F(TFRTClassificationServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  ClassificationResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTClassificationServiceImpl::Classify(
+                run_options_, server_core_.get(), request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTClassificationServiceImpl::ClassifyWithModelSpec(
+                run_options_, server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
new file mode 100644
index 00000000000..e2b1e660577
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
@@ -0,0 +1,222 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/classifier.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status PreProcessClassification(
+    const tfrt::FunctionMetadata& function_metadata) {
+  if (function_metadata.GetInputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one input Tensor."));
+  }
+  if (function_metadata.GetOutputNames().size() != 1 &&
+      function_metadata.GetOutputNames().size() != 2) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one or two output Tensors, found ",
+                        function_metadata.GetOutputNames().size()));
+  }
+
+  if (function_metadata.GetInputNames()[0] != kClassifyInputs) {
+    return errors::FailedPrecondition(
+        "No classification inputs found in function's metadata, only "
+        "contains: ",
+        function_metadata.GetInputNames()[0]);
+  }
+
+  bool find_output_classes = false;
+  bool find_output_scores = false;
+  for (const std::string& output_name : function_metadata.GetOutputNames()) {
+    if (output_name == kClassifyOutputClasses) {
+      find_output_classes = true;
+    } else if ((output_name == kClassifyOutputScores)) {
+      find_output_scores = true;
+    }
+  }
+
+  if ((function_metadata.GetOutputNames().size() == 1 && !find_output_classes &&
+       !find_output_scores) ||
+      (function_metadata.GetOutputNames().size() == 2 &&
+       !(find_output_classes && find_output_scores))) {
+    return errors::FailedPrecondition(strings::StrCat(
+        "Expected classification function outputs to contain", "\"",
+        kClassifyOutputClasses, "\" and/or \"", kClassifyOutputScores, "\". "));
+  }
+
+  return OkStatus();
+}
+
+Status PostProcessClassificationResult(
+    int num_examples, const std::vector<string>& output_names,
+    const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
+  if (output_tensors.size() != output_names.size()) {
+    return errors::InvalidArgument(strings::StrCat(
+        "Unexpected output tensors size. Expected ", output_names.size(),
+        " output tensor(s).  Got: ", output_tensors.size()));
+  }
+
+  const Tensor* classes = nullptr;
+  const Tensor* scores = nullptr;
+  for (int i = 0; i < output_tensors.size(); ++i) {
+    if (output_names[i] == kClassifyOutputClasses) {
+      classes = &output_tensors[i];
+    } else if (output_names[i] == kClassifyOutputScores) {
+      scores = &output_tensors[i];
+    }
+  }
+
+  // Validate classes output Tensor.
+  if (classes) {
+    if (classes->dims() != 2) {
+      return errors::InvalidArgument(
+          "Expected Tensor shape: [batch_size num_classes] but got ",
+          classes->shape().DebugString());
+    }
+    if (classes->dtype() != DT_STRING) {
+      return errors::InvalidArgument(
+          "Expected classes Tensor of DT_STRING. Got: ",
+          DataType_Name(classes->dtype()));
+    }
+    if (classes->dim_size(0) != num_examples) {
+      return errors::InvalidArgument("Expected classes output batch size of ",
+                                     num_examples,
+                                     ". Got: ", classes->dim_size(0));
+    }
+  }
+  // Validate scores output Tensor.
+  if (scores) {
+    if (scores->dims() != 2) {
+      return errors::InvalidArgument(
+          "Expected Tensor shape: [batch_size num_classes] but got ",
+          scores->shape().DebugString());
+    }
+    if (scores->dtype() != DT_FLOAT) {
+      return errors::InvalidArgument(
+          "Expected scores Tensor of DT_FLOAT. Got: ",
+          DataType_Name(scores->dtype()));
+    }
+    if (scores->dim_size(0) != num_examples) {
+      return errors::InvalidArgument("Expected scores output batch size of ",
+                                     num_examples,
+                                     ". Got: ", scores->dim_size(0));
+    }
+  }
+  // Extract the number of classes from either the class or score output
+  // Tensor.
+  int num_classes = 0;
+  if (classes && scores) {
+    // If we have both Tensors they should agree in the second dimmension.
+    if (classes->dim_size(1) != scores->dim_size(1)) {
+      return errors::InvalidArgument(
+          "Tensors class and score should match in dim_size(1). Got ",
+          classes->dim_size(1), " vs. ", scores->dim_size(1));
+    }
+    num_classes = classes->dim_size(1);
+  } else if (classes) {
+    num_classes = classes->dim_size(1);
+  } else if (scores) {
+    num_classes = scores->dim_size(1);
+  }
+
+  // Convert the output to ClassificationResult format.
+  for (int i = 0; i < num_examples; ++i) {
+    serving::Classifications* classifications = result->add_classifications();
+    for (int c = 0; c < num_classes; ++c) {
+      serving::Class* cl = classifications->add_classes();
+      if (classes) {
+        const tstring& class_tstr = (classes->matrix<tstring>())(i, c);
+        cl->set_label(class_tstr.data(), class_tstr.size());
+      }
+      if (scores) {
+        cl->set_score((scores->matrix<float>())(i, c));
+      }
+    }
+  }
+  return OkStatus();
+}
+
+Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
+                   const absl::optional<int64_t>& servable_version,
+                   tfrt::SavedModel* saved_model,
+                   const ClassificationRequest& request,
+                   ClassificationResponse* response) {
+  const string function_name = request.model_spec().signature_name().empty()
+                                   ? kDefaultServingSignatureDefKey
+                                   : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  // Pre-processing.
+  TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<Tensor> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.emplace_back(std::move(input_tensor));
+
+  // Executes requests.
+  std::vector<Tensor> output_tensors;
+  const uint64_t start_microseconds = EnvTime::NowMicros();
+  if (const auto status = saved_model->Run(run_options, function_name,
+                                           input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+  const uint64_t end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Classify",
+                       /*runtime=*/"TFRT",
+                       end_microseconds - start_microseconds);
+
+  // Post-processing.
+  return PostProcessClassificationResult(
+      num_examples, function_metadata->GetOutputNames(), output_tensors,
+      response->mutable_result());
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.h b/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
new file mode 100644
index 00000000000..238541ee3c8
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.h
@@ -0,0 +1,51 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// TensorFlow implementation of the ClassifierInterface.
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
+
+#include <memory>
+
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/classifier.h"
+
+namespace tensorflow {
+namespace serving {
+// Validate function's input and output.
+Status PreProcessClassification(
+    const tfrt::FunctionMetadata& function_metadata);
+
+// Validate all results and populate a ClassificationResult.
+Status PostProcessClassificationResult(
+    int num_examples, const std::vector<string>& output_names,
+    const std::vector<Tensor>& output_tensors, ClassificationResult* result);
+
+// Run Classification.
+Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
+                   const absl::optional<int64_t>& servable_version,
+                   tfrt::SavedModel* saved_model,
+                   const ClassificationRequest& request,
+                   ClassificationResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_CLASSIFIER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
new file mode 100644
index 00000000000..8d3c6a833b8
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
@@ -0,0 +1,565 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+
+#include <algorithm>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/public/session.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/env.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtClassifierTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  void SetUp() override {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+
+    request_ = test_util::CreateProto<ClassificationRequest>(
+        "model_spec {"
+        "  name: \"test_model\""
+        "  signature_name: \"classify_x_to_y\""
+        "}"
+        "input {"
+        "  example_list {"
+        "    examples {"
+        "      features {"
+        "        feature: {"
+        "          key  : \"x\""
+        "          value: {"
+        "            float_list: {"
+        "              value: [ 20.0 ]"
+        "            }"
+        "          }"
+        "        }"
+        "      }"
+        "    }"
+        "  }"
+        "}");
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  Status CallClassify(ServerCore* server_core,
+                      const ClassificationRequest& request,
+                      ClassificationResponse* response) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+    return servable->Classify({}, request, response);
+  }
+
+  // Classifier valid after calling create.
+  std::unique_ptr<ClassifierInterface> classifier_;
+  static std::unique_ptr<ServerCore> server_core_;
+  ClassificationRequest request_;
+};
+
+std::unique_ptr<ServerCore> TfrtClassifierTest::server_core_;
+
+TEST_F(TfrtClassifierTest, Basic) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto(
+                  "result { classifications { classes { "
+                  "score: 42 } } classifications { classes {score: 12 } } }"
+                  "model_spec {"
+                  "  name: \"test_model\""
+                  "  signature_name: \"classify_x_to_y\""
+                  "  version { value: 123 }"
+                  "}"));
+}
+
+TEST_F(TfrtClassifierTest, BasicWithContext) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "   example_list_with_context {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  TF_EXPECT_OK(CallClassify(server_core_.get(), request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(
+                            "result { classifications { classes { score: 42 }} "
+                            "classifications { classes { score: 12 }}}"
+                            "model_spec {"
+                            "  name: \"test_model\""
+                            "  signature_name: \"classify_x_to_y\""
+                            "  version { value: 123 }"
+                            "}"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyExampleList) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyExampleListWithContext) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "  example_list_with_context {"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, EmptyInput) {
+  auto request = test_util::CreateProto<ClassificationRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"classify_x_to_y\""
+      "}"
+      "input {"
+      "}");
+  ClassificationResponse response;
+
+  Status status = CallClassify(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedInputSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs, "wrong input"};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionUnmatchedOutputSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores,
+                            "wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected one or two output Tensors"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionInvalidInputName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"wrong input"};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(
+      status.message(),
+      HasSubstr("No classification inputs found in function's metadata"));
+}
+
+TEST_F(TfrtClassifierTest, InvalidFunctionInvalidOutputName) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {"wrong output", kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected classification function outputs to contain"));
+}
+
+TEST_F(TfrtClassifierTest, RunsFails) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorNumber) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputClasses, kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Unexpected output tensors size"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorShape) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected Tensor shape"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorType) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_STRING, TensorShape({1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected scores Tensor of DT_FLOAT"));
+}
+
+TEST_F(TfrtClassifierTest, UnexpectedOutputTensorSize) {
+  ClassificationResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kClassifyInputs};
+  signature.output_names = {kClassifyOutputScores};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({10, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                            saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected scores output batch size of"));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
new file mode 100644
index 00000000000..2b850c4ef60
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
@@ -0,0 +1,54 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+
+#include <map>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTGetModelMetadataImpl::GetModelMetadata(
+    ServerCore* core, const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+  return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
+                                       response);
+}
+
+Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
+    ServerCore* core, const ModelSpec& model_spec,
+    const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  TF_RETURN_IF_ERROR(servable->GetModelMetadata(request, response));
+  return tensorflow::OkStatus();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
new file mode 100644
index 00000000000..5fa71593bd0
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h
@@ -0,0 +1,43 @@
+/* Copyright 2021 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+
+namespace tensorflow {
+namespace serving {
+
+class TFRTGetModelMetadataImpl {
+ public:
+  static Status GetModelMetadata(ServerCore* core,
+                                 const GetModelMetadataRequest& request,
+                                 GetModelMetadataResponse* response);
+
+  // Like GetModelMetadata(), but uses 'model_spec' instead of the one embedded
+  // in 'request'.
+  static Status GetModelMetadataWithModelSpec(
+      ServerCore* core, const ModelSpec& model_spec,
+      const GetModelMetadataRequest& request,
+      GetModelMetadataResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_GET_MODEL_METADATA_IMPL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
new file mode 100644
index 00000000000..bd11adb837b
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
@@ -0,0 +1,225 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+
+#include <memory>
+#include <string>
+#include <utility>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "google/protobuf/map.h"
+#include "absl/strings/string_view.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tsl/platform/casts.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/config/platform_config.pb.h"
+#include "tensorflow_serving/core/aspired_version_policy.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+constexpr absl::string_view kSignatureDef = "signature_def";
+
+class TFRTGetModelMetadataImplTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    const string saved_model_path = test_util::TensorflowTestSrcDirPath(
+        "cc/saved_model/testdata/half_plus_two");
+    TF_ASSERT_OK(
+        CreateServerCore(saved_model_path, true, &saved_model_server_core_));
+  }
+
+  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
+
+ protected:
+  static Status CreateServerCore(const string& model_path,
+                                 bool saved_model_on_disk,
+                                 std::unique_ptr<ServerCore>* server_core) {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(model_path);
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    return ServerCore::Create(std::move(options), server_core);
+  }
+
+  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
+
+ private:
+  static std::unique_ptr<ServerCore> saved_model_server_core_;
+};
+
+std::unique_ptr<ServerCore>
+    TFRTGetModelMetadataImplTest::saved_model_server_core_;
+
+SignatureDefMap GetSignatureDefMap(ServerCore* server_core,
+                                   const ModelSpec& model_spec) {
+  SignatureDefMap signature_def_map;
+  ServableHandle<Servable> servable;
+  TF_EXPECT_OK(server_core->GetServableHandle(model_spec, &servable));
+  auto& saved_model =
+      down_cast<TfrtSavedModelServable*>(servable.get())->saved_model();
+  for (const auto& signature : saved_model.GetMetaGraphDef().signature_def()) {
+    (*signature_def_map.mutable_signature_def())[signature.first] =
+        signature.second;
+  }
+  return signature_def_map;
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, EmptyOrInvalidMetadataFieldList) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  // Empty metadata field list is invalid.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+  request.add_metadata_field("some_stuff");
+
+  // Field enum is outside of valid range.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, MissingOrEmptyModelSpec) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  request.add_metadata_field(std::string(kSignatureDef));
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->clear_name();
+
+  // Model name is not specified.
+  EXPECT_EQ(absl::StatusCode::kInvalidArgument,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+
+  // Model name is wrong, not found.
+  model_spec->set_name("test");
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+}
+
+TEST_F(TFRTGetModelMetadataImplTest, ReturnsSignaturesForValidModel) {
+  GetModelMetadataRequest request;
+  GetModelMetadataResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+  request.add_metadata_field(std::string(kSignatureDef));
+
+  TF_EXPECT_OK(TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(),
+                                                          request, &response));
+  EXPECT_THAT(response.model_spec(),
+              test_util::EqualsProto(request.model_spec()));
+  EXPECT_EQ(response.metadata_size(), 1);
+  SignatureDefMap received_signature_def_map;
+  response.metadata().at(kSignatureDef).UnpackTo(&received_signature_def_map);
+
+  SignatureDefMap expected_signature_def_map =
+      GetSignatureDefMap(GetServerCore(), request.model_spec());
+  EXPECT_THAT(response.model_spec(),
+              test_util::EqualsProto(request.model_spec()));
+
+  EXPECT_EQ(expected_signature_def_map.signature_def().size(),
+            received_signature_def_map.signature_def().size());
+  EXPECT_THAT(
+      expected_signature_def_map.signature_def().at("regress_x_to_y"),
+      test_util::EqualsProto(
+          received_signature_def_map.signature_def().at("regress_x_to_y")));
+  EXPECT_THAT(
+      expected_signature_def_map.signature_def().at(
+          kDefaultServingSignatureDefKey),
+      test_util::EqualsProto(received_signature_def_map.signature_def().at(
+          kDefaultServingSignatureDefKey)));
+}
+
+// Verifies that GetModelMetadataWithModelSpec() uses the model spec override
+// rather than the one in the request.
+TEST_F(TFRTGetModelMetadataImplTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<GetModelMetadataRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  request.add_metadata_field(std::string(kSignatureDef));
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  GetModelMetadataResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
+                                                       &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
+                GetServerCore(), model_spec_override, request, &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
new file mode 100644
index 00000000000..df97d8b978f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
@@ -0,0 +1,136 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
+                         const absl::optional<int64_t>& servable_version,
+                         tfrt::SavedModel* saved_model,
+                         const MultiInferenceRequest& request,
+                         MultiInferenceResponse* response) {
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<std::vector<Tensor>> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.resize(request.tasks_size());
+  for (int i = 0; i < request.tasks_size(); ++i) {
+    input_tensors[i].emplace_back(input_tensor);
+  }
+
+  // Pre-processing.
+  std::string model_name = "";
+  std::set<std::string> function_names_set;
+  std::vector<std::string> function_names;
+  function_names.reserve(request.tasks_size());
+  for (const auto& task : request.tasks()) {
+    if (task.model_spec().name().empty()) {
+      return errors::InvalidArgument(
+          "Found ModelSpec with an empty model name.");
+    }
+    if (model_name.empty()) {
+      model_name = task.model_spec().name();
+    } else if (model_name != task.model_spec().name()) {
+      return errors::InvalidArgument(
+          "All ModelSpecs in a MultiInferenceRequest must access the same "
+          "model name.");
+    }
+
+    const std::string function_name = task.model_spec().signature_name().empty()
+                                          ? kDefaultServingSignatureDefKey
+                                          : task.model_spec().signature_name();
+
+    // TODO(b/183949363): Remove the constrain here. We could allow duplicated
+    // function names and simply return result for each of them.
+    if (function_names_set.find(function_name) != function_names_set.end()) {
+      return errors::InvalidArgument(strings::StrCat(
+          "Duplicate evaluation of signature: ", function_name));
+    }
+    function_names_set.insert(function_name);
+    function_names.push_back(function_name);
+
+    const auto function_metadata =
+        saved_model->GetFunctionMetadata(function_name);
+    if (!function_metadata.has_value()) {
+      return errors::InvalidArgument(
+          strings::StrCat("Function \"", function_name, "\" not found."));
+    }
+
+    if (task.method_name() == kClassifyMethodName) {
+      TF_RETURN_IF_ERROR(PreProcessClassification(function_metadata.value()));
+    } else if (task.method_name() == kRegressMethodName) {
+      TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
+    } else {
+      return errors::Unimplemented("Unsupported signature method_name: ",
+                                   task.method_name());
+    }
+  }
+
+  // Executes requests.
+  std::vector<std::vector<Tensor>> output_tensors;
+  if (const auto status = saved_model->RunMultipleSignatures(
+          run_options, function_names, input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+
+  // Post-processing.
+  for (int i = 0; i < request.tasks_size(); ++i) {
+    // We have already checked the existence of the function metadata before
+    // execution.
+    const auto function_metadata =
+        saved_model->GetFunctionMetadata(function_names[i]);
+    DCHECK(function_metadata.has_value());
+    if (request.tasks(i).method_name() == kClassifyMethodName) {
+      TF_RETURN_IF_ERROR(PostProcessClassificationResult(
+          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
+          response->add_results()->mutable_classification_result()));
+    } else if (request.tasks(i).method_name() == kRegressMethodName) {
+      TF_RETURN_IF_ERROR(PostProcessRegressionResult(
+          num_examples, function_metadata->GetOutputNames(), output_tensors[i],
+          response->add_results()->mutable_regression_result()));
+    } else {
+      return errors::InvalidArgument("Unrecognized signature method_name: ",
+                                     request.tasks(i).method_name());
+    }
+    MakeModelSpec(request.tasks(i).model_spec().name(),
+                  request.tasks(i).model_spec().signature_name(),
+                  servable_version,
+                  response->mutable_results(response->results_size() - 1)
+                      ->mutable_model_spec());
+  }
+  RecordRequestExampleCount(model_name, num_examples);
+  return OkStatus();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
new file mode 100644
index 00000000000..69dba5dd1c1
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h
@@ -0,0 +1,38 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
+
+#include "absl/types/optional.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Implementation of MultiInference using the tfrt::SavedModel.
+Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
+                         const absl::optional<int64_t>& servable_version,
+                         tfrt::SavedModel* saved_model,
+                         const MultiInferenceRequest& request,
+                         MultiInferenceResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_MULTI_INFERENCE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
new file mode 100644
index 00000000000..30d8e7d9ec6
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
@@ -0,0 +1,305 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+
+#include "absl/status/status.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtMultiInferenceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+    CreateServerCore(&server_core_);
+  }
+
+  static void TearDownTestSuite() { server_core_.reset(); }
+
+ protected:
+  static void CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  ServerCore* GetServerCore() { return server_core_.get(); }
+
+  Status GetServableHandle(ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return GetServerCore()->GetServableHandle(model_spec, servable);
+  }
+
+  const int64_t servable_version_ = kTestModelVersion;
+
+ private:
+  static std::unique_ptr<ServerCore> server_core_;
+};
+
+std::unique_ptr<ServerCore> TfrtMultiInferenceTest::server_core_;
+
+////////////////////////////////////////////////////////////////////////////////
+// Test Helpers
+
+void AddInput(const std::vector<std::pair<string, float>>& feature_kv,
+              MultiInferenceRequest* request) {
+  auto* example =
+      request->mutable_input()->mutable_example_list()->add_examples();
+  auto* features = example->mutable_features()->mutable_feature();
+  for (const auto& feature : feature_kv) {
+    (*features)[feature.first].mutable_float_list()->add_value(feature.second);
+  }
+}
+
+void PopulateTask(const string& signature_name, const string& method_name,
+                  int64_t version, InferenceTask* task) {
+  ModelSpec model_spec;
+  model_spec.set_name(kTestModelName);
+  if (version > 0) {
+    model_spec.mutable_version()->set_value(version);
+  }
+  model_spec.set_signature_name(signature_name);
+  *task->mutable_model_spec() = model_spec;
+  task->set_method_name(method_name);
+}
+
+void ExpectStatusError(const Status& status,
+                       const absl::StatusCode expected_code,
+                       const string& message_substring) {
+  ASSERT_EQ(expected_code, status.code());
+  EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
+}
+
+////////////////////////////////////////////////////////////////////////////////
+// Tests
+
+TEST_F(TfrtMultiInferenceTest, MissingInputTest) {
+  MultiInferenceRequest request;
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(
+      RunMultiInference(
+          tfrt::SavedModel::RunOptions(), servable_version_,
+          &(down_cast<TfrtSavedModelServable*>(servable.get()))  // NOLINT
+               ->saved_model(),
+          request, &response),
+      absl::StatusCode::kInvalidArgument, "Input is empty");
+}
+
+TEST_F(TfrtMultiInferenceTest, UndefinedSignatureTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("ThisSignatureDoesNotExist", kRegressMethodName, -1,
+               request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument, "not found");
+}
+
+// Two ModelSpecs, accessing different models.
+TEST_F(TfrtMultiInferenceTest, InconsistentModelSpecsInRequestTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  // Valid signature.
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  // Add invalid Task to request.
+  ModelSpec model_spec;
+  model_spec.set_name("ModelDoesNotExist");
+  model_spec.set_signature_name("regress_x_to_y");
+  auto* task = request.add_tasks();
+  *task->mutable_model_spec() = model_spec;
+  task->set_method_name(kRegressMethodName);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument,
+                    "must access the same model name");
+}
+
+TEST_F(TfrtMultiInferenceTest, EvaluateDuplicateFunctionsTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+  // Add the same task again (error).
+  PopulateTask("regress_x_to_y", kRegressMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kInvalidArgument,
+                    "Duplicate evaluation of signature: regress_x_to_y");
+}
+
+TEST_F(TfrtMultiInferenceTest, UsupportedSignatureTypeTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("serving_default", kPredictMethodName, -1, request.add_tasks());
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  ExpectStatusError(servable->MultiInference({}, request, &response),
+                    absl::StatusCode::kUnimplemented, "Unsupported signature");
+}
+
+TEST_F(TfrtMultiInferenceTest, ValidSingleSignatureTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result = expected_response.add_results();
+  auto* model_spec = inference_result->mutable_model_spec();
+  *model_spec = request.tasks(0).model_spec();
+  model_spec->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(TfrtMultiInferenceTest, MultipleValidRegressSignaturesTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+  PopulateTask("regress_x_to_y2", kRegressMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+
+  // regress_x_to_y is y = 0.5x + 2.
+  auto* inference_result_1 = expected_response.add_results();
+  auto* model_spec_1 = inference_result_1->mutable_model_spec();
+  *model_spec_1 = request.tasks(0).model_spec();
+  model_spec_1->mutable_version()->set_value(servable_version_);
+  auto* regression_result_1 = inference_result_1->mutable_regression_result();
+  regression_result_1->add_regressions()->set_value(3.0);
+
+  // regress_x_to_y2 is y2 = 0.5x + 3.
+  auto* inference_result_2 = expected_response.add_results();
+  auto* model_spec_2 = inference_result_2->mutable_model_spec();
+  *model_spec_2 = request.tasks(1).model_spec();
+  model_spec_2->mutable_version()->set_value(servable_version_);
+  auto* regression_result_2 = inference_result_2->mutable_regression_result();
+  regression_result_2->add_regressions()->set_value(4.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(TfrtMultiInferenceTest, RegressAndClassifySignaturesTest) {
+  MultiInferenceRequest request;
+  AddInput({{"x", 2}}, &request);
+  PopulateTask("regress_x_to_y", kRegressMethodName, servable_version_,
+               request.add_tasks());
+  PopulateTask("classify_x_to_y", kClassifyMethodName, servable_version_,
+               request.add_tasks());
+
+  MultiInferenceResponse expected_response;
+  auto* inference_result_1 = expected_response.add_results();
+  auto* model_spec_1 = inference_result_1->mutable_model_spec();
+  *model_spec_1 = request.tasks(0).model_spec();
+  model_spec_1->mutable_version()->set_value(servable_version_);
+  auto* regression_result = inference_result_1->mutable_regression_result();
+  regression_result->add_regressions()->set_value(3.0);
+
+  auto* inference_result_2 = expected_response.add_results();
+  auto* model_spec_2 = inference_result_2->mutable_model_spec();
+  *model_spec_2 = request.tasks(1).model_spec();
+  model_spec_2->mutable_version()->set_value(servable_version_);
+  auto* classification_result =
+      inference_result_2->mutable_classification_result();
+  classification_result->add_classifications()->add_classes()->set_score(3.0);
+
+  MultiInferenceResponse response;
+  ServableHandle<Servable> servable;
+  TF_ASSERT_OK(GetServableHandle(&servable));
+  TF_ASSERT_OK(servable->MultiInference({}, request, &response));
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
new file mode 100644
index 00000000000..966868d74bb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -0,0 +1,273 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+
+#include <map>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "absl/container/flat_hash_set.h"
+#include "absl/strings/str_join.h"
+#include "absl/strings/substitute.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/cc/saved_model/util.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/named_tensor.pb.h"
+#include "tensorflow/core/tfrt/runtime/tf_threadpool_concurrent_work_queue.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+// Validate the request and construct input tensor handles.
+Status PreProcessPredictionWithoutOutputFilter(
+    const tfrt::FunctionMetadata& function_metadata,
+    const PredictRequest& request, std::vector<Tensor>* input_tensors) {
+  input_tensors->reserve(function_metadata.GetInputNames().size());
+  for (int i = 0; i < function_metadata.GetInputNames().size(); ++i) {
+    const auto& input_name = function_metadata.GetInputNames()[i];
+    const auto input = request.inputs().find(input_name);
+    if (input == request.inputs().end()) {
+      const auto& default_inputs = function_metadata.GetDefaultInputs();
+      const auto& default_input = default_inputs.find(input_name);
+      if (default_input == default_inputs.end()) {
+        const std::set<string> request_inputs = GetMapKeys(request.inputs());
+        const std::set<string> required_inputs(
+            function_metadata.GetInputNames().begin(),
+            function_metadata.GetInputNames().end());
+        const std::set<string> sent_extra =
+            SetDifference(request_inputs, required_inputs);
+        const std::set<string> missing =
+            SetDifference(SetDifference(required_inputs, request_inputs),
+                          saved_model::GetMapKeys(default_inputs));
+        return errors::InvalidArgument(absl::StrCat(
+            "Request inputs do not match required inputs. Send extra: {",
+            absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
+            absl::StrJoin(missing, ","), "}."));
+      }
+      Tensor tensor;
+      if (!tensor.FromProto(default_input->second)) {
+        return errors::InvalidArgument(
+            absl::StrCat("tensor parsing error: ", input_name));
+      }
+      input_tensors->emplace_back(std::move(tensor));
+      continue;
+    }
+    Tensor tensor;
+    if (!tensor.FromProto(input->second)) {
+      return errors::InvalidArgument(
+          absl::StrCat("tensor parsing error: ", input_name));
+    }
+    const auto expected_dtype = function_metadata.GetInputSpecs()[i].dtype;
+    // TODO(b/188570937): Remove this type check and update related tests.
+    if (expected_dtype != DT_INVALID  // Skip if the dtype is unspecified.
+        && tensor.dtype() != expected_dtype) {
+      return errors::InvalidArgument(
+          absl::StrCat("Expected input ", input_name, " to be ",
+                       DataTypeString(expected_dtype), " but get ",
+                       DataTypeString(tensor.dtype()), "."));
+    }
+    input_tensors->emplace_back(std::move(tensor));
+  }
+  return OkStatus();
+}
+
+// Validate results and populate a PredictResponse.
+// Tensors are serialized as specified.
+Status PostProcessPredictionResultWithoutOutputFilter(
+    const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors,
+    const internal::PredictResponseTensorSerializationOption option,
+    const PredictRequest& request, PredictResponse* response) {
+  if (output_tensor_names.size() != output_tensors.size()) {
+    return errors::Unknown("Predict internal error.");
+  }
+
+  std::unordered_set<string> output_filter(request.output_filter().begin(),
+                                           request.output_filter().end());
+  int output_size = 0;
+  for (int i = 0; i < output_tensors.size(); ++i) {
+    if (!output_filter.empty() &&
+        output_filter.find(output_tensor_names[i]) == output_filter.end()) {
+      continue;
+    }
+    switch (option) {
+      case internal::PredictResponseTensorSerializationOption::kAsProtoField: {
+        output_tensors[i].AsProtoField(
+            &((*response->mutable_outputs())[output_tensor_names[i]]));
+      } break;
+      case internal::PredictResponseTensorSerializationOption::
+          kAsProtoContent: {
+        output_tensors[i].AsProtoTensorContent(
+            &((*response->mutable_outputs())[output_tensor_names[i]]));
+      } break;
+    }
+    output_size++;
+  }
+
+  if (!output_filter.empty() && output_filter.size() != output_size) {
+    return errors::InvalidArgument(absl::StrCat(
+        "output_filter contains non-existed output names. output_filter: ",
+        absl::StrJoin(output_filter, ",")));
+  }
+  return OkStatus();
+}
+
+bool IsOutputFilterEmptyOrFullSet(
+    const PredictRequest& request,
+    const tfrt::FunctionMetadata& function_metadata) {
+  if (request.output_filter().empty()) return true;
+  if (request.output_filter().size() !=
+      function_metadata.GetOutputNames().size())
+    return false;
+  std::vector<absl::string_view> output_filter_names(
+      request.output_filter().begin(), request.output_filter().end());
+  std::vector<absl::string_view> func_output_names(
+      function_metadata.GetOutputNames().begin(),
+      function_metadata.GetOutputNames().end());
+  std::sort(output_filter_names.begin(), output_filter_names.end());
+  std::sort(func_output_names.begin(), func_output_names.end());
+  return output_filter_names == func_output_names;
+}
+
+}  // namespace
+
+namespace internal {
+Status RunPredict(
+    const tfrt::SavedModel::RunOptions& run_options,
+    const absl::optional<int64_t>& servable_version,
+    const internal::PredictResponseTensorSerializationOption option,
+    tfrt::SavedModel* saved_model, const PredictRequest& request,
+    PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options) {
+  // Validate signatures.
+  const std::string function_name =
+      request.model_spec().signature_name().empty()
+          ? kDefaultServingSignatureDefKey
+          : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  auto run_opts = run_options;
+  std::optional<tensorflow::tfrt_stub::TfThreadPoolWorkQueue> thread_pool;
+  if (thread_pool_options.inter_op_threadpool != nullptr) {
+    thread_pool.emplace(
+        /*intra_op_threadpool=*/thread_pool_options.intra_op_threadpool,
+        /*inter_op_threadpool=*/thread_pool_options.inter_op_threadpool);
+    run_opts.work_queue = &(*thread_pool);
+  }
+
+  if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value())) {
+    // Pre-processing.
+    std::vector<Tensor> input_tensors;
+    TF_RETURN_IF_ERROR(PreProcessPredictionWithoutOutputFilter(
+        function_metadata.value(), request, &input_tensors));
+
+    // Executes requests.
+    std::vector<Tensor> outputs;
+    const uint64_t start_microseconds = EnvTime::NowMicros();
+    if (const auto status =
+            saved_model->Run(run_opts, function_name, input_tensors, &outputs);
+        !status.ok()) {
+      if (IsTfrtErrorLoggingEnabled()) {
+        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+            .IgnoreError();
+      }
+      return status;
+    }
+    const uint64_t end_microseconds = EnvTime::NowMicros();
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                         /*runtime=*/"TFRT",
+                         end_microseconds - start_microseconds);
+
+    // Post-processing.
+    return PostProcessPredictionResultWithoutOutputFilter(
+        function_metadata->GetOutputNames(), outputs, option, request,
+        response);
+  } else {
+    // When output_filter is specified, use RunByTensorNames API to trigger
+    // lazy initialization for optimized graph.
+    // RunByTensorNames is discouraged for long run, we should consider to
+    // deprecate output_filter and depends on different signature defs instead.
+    const auto& metagraph_def = saved_model->GetMetaGraphDef();
+    auto iter = metagraph_def.signature_def().find(function_name);
+    if (iter == metagraph_def.signature_def().end()) {
+      return errors::FailedPrecondition(strings::StrCat(
+          "Serving signature key \"", function_name, "\" not found."));
+    }
+    const SignatureDef& signature = iter->second;
+
+    std::vector<std::pair<string, Tensor>> input_tensors;
+    std::vector<string> output_tensor_names;
+    std::vector<string> output_tensor_aliases;
+    TF_RETURN_IF_ERROR(PreProcessPrediction(signature, request, &input_tensors,
+                                            &output_tensor_names,
+                                            &output_tensor_aliases));
+
+    const uint64_t start_microseconds = EnvTime::NowMicros();
+    std::vector<Tensor> outputs;
+    if (const auto status = saved_model->RunByTensorNames(
+            run_opts, input_tensors, output_tensor_names,
+            /*target_node_names=*/{}, &outputs);
+        !status.ok()) {
+      if (IsTfrtErrorLoggingEnabled()) {
+        tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+            .IgnoreError();
+      }
+      return status;
+    }
+    const uint64_t end_microseconds = EnvTime::NowMicros();
+    RecordRuntimeLatency(request.model_spec().name(), /*api=*/"Predict",
+                         /*runtime=*/"TFRT",
+                         end_microseconds - start_microseconds);
+
+    return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
+                                       response);
+  }
+}
+}  // namespace internal
+
+Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model, const PredictRequest& request,
+                  PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options) {
+  return internal::RunPredict(
+      run_options, servable_version,
+      internal::PredictResponseTensorSerializationOption::kAsProtoField,
+      saved_model, request, response, thread_pool_options);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
new file mode 100644
index 00000000000..5f5e7407a88
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.h
@@ -0,0 +1,57 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
+
+#include "absl/types/optional.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+
+namespace tensorflow {
+namespace serving {
+namespace internal {
+
+// Similar to RunPredict below, but allows specification of a serialization
+// option for the TensorProtos in the response.
+Status RunPredict(
+    const tfrt::SavedModel::RunOptions& run_options,
+    const absl::optional<int64_t>& servable_version,
+    const PredictResponseTensorSerializationOption tensor_serialization_option,
+    tfrt::SavedModel* saved_model, const PredictRequest& request,
+    PredictResponse* response,
+    const thread::ThreadPoolOptions& thread_pool_options =
+        thread::ThreadPoolOptions());
+
+}  // namespace internal
+
+// Implementation of Predict using the tfrt::SavedModel.
+//
+// IMPLEMENTATION NOTES: Calls the internal::RunPredict function above by
+// specifying serialization option as kAsProtoField for backward compatibility.
+Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model, const PredictRequest& request,
+                  PredictResponse* response,
+                  const thread::ThreadPoolOptions& thread_pool_options =
+                      thread::ThreadPoolOptions());
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_PREDICT_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
new file mode 100644
index 00000000000..f21f1123fd4
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -0,0 +1,578 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+
+#include "absl/memory/memory.h"
+#include "absl/strings/str_cat.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+#include "tensorflow_serving/util/oss_or_google.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::ReturnRef;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+const char kInputTensorKey[] = "x";
+const char kOutputTensorKey[] = "y";
+
+class PredictImplTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                  "saved_model_half_plus_two_tf2_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(
+        ServerCore::Create(std::move(options), &saved_model_server_core_));
+  }
+
+  static void TearDownTestSuite() { saved_model_server_core_.reset(); }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
+
+  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
+                     PredictResponse* response,
+                     absl::Duration timeout = absl::ZeroDuration()) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+
+    // Set deadline in run options.
+    Servable::RunOptions run_options;
+    if (timeout != absl::ZeroDuration())
+      run_options.deadline = absl::Now() + timeout;
+    return servable->Predict(run_options, request, response);
+  }
+
+ private:
+  static std::unique_ptr<ServerCore> saved_model_server_core_;
+};
+
+std::unique_ptr<ServerCore> PredictImplTest::saved_model_server_core_;
+
+TEST_F(PredictImplTest, PredictionSuccess) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(3);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape();
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(PredictImplTest, PredictionSuccessWithDefaultInputs) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  // prediction result = 0.5x + 2 = 2 with x defaults to 0.
+  TF_EXPECT_OK(CallPredict(GetServerCore(), request, &response));
+  TensorProto output_tensor_proto;
+  output_tensor_proto.add_float_val(2);
+  output_tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto.mutable_tensor_shape()->add_dim()->set_size(1);
+  PredictResponse expected_response;
+  *expected_response.mutable_model_spec() = *model_spec;
+  expected_response.mutable_model_spec()->set_signature_name(
+      kDefaultServingSignatureDefKey);
+  (*expected_response.mutable_outputs())[kOutputTensorKey] =
+      output_tensor_proto;
+  EXPECT_THAT(response, test_util::EqualsProto(expected_response));
+}
+
+TEST_F(PredictImplTest, PredictionInvalidTensor) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_bool_val(true);
+  tensor_proto.set_dtype(tensorflow::DT_BOOL);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  auto status = CallPredict(GetServerCore(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), HasSubstr("Expected input x to be float"));
+}
+
+TEST_F(PredictImplTest, PredictionMissingFunction) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::FAILED_PRECONDITION);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(PredictImplTest, PredictionMissingInput) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"unknown"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Request inputs do not match required inputs. Send "
+                        "extra: {x}. Missing but required: {unknown}."));
+}
+
+TEST_F(PredictImplTest, PredictionRunError) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(PredictImplTest, PredictionUnmatchedOutputNumber) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::UNKNOWN);
+  EXPECT_THAT(status.message(), HasSubstr("Predict internal error."));
+}
+
+TEST_F(PredictImplTest, OutputFilters) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, _, ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor;
+                  CHECK(output_tensor.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor);
+                }),
+                Return(OkStatus())));
+  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
+                          kTestModelVersion, saved_model.get(), request,
+                          &response));
+  EXPECT_EQ(response.outputs_size(), 1);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+}
+
+TEST_F(PredictImplTest, OutputFiltersFullSet) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+  request.add_output_filter("output2");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  // if the output_filter is a full set, we should still call Run(), since full
+  // set is equivalent to an empty filter.
+  EXPECT_CALL(*saved_model, GetMetaGraphDef()).Times(0);
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, _, ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(0);
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+  TensorProto output_tensor_proto2;
+  output_tensor_proto2.add_float_val(2.0);
+  output_tensor_proto2.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto2.mutable_tensor_shape();
+  EXPECT_CALL(*saved_model, Run(_, _, _, _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor1;
+                  CHECK(output_tensor1.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor1);
+                  Tensor output_tensor2;
+                  CHECK(output_tensor2.FromProto(output_tensor_proto2));
+                  output_tensors->push_back(output_tensor2);
+                }),
+                Return(OkStatus())));
+
+  TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
+                          kTestModelVersion, saved_model.get(), request,
+                          &response));
+  EXPECT_EQ(response.outputs_size(), 2);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+  EXPECT_TRUE(response.outputs().find("output2") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output2"),
+              test_util::EqualsProto(output_tensor_proto2));
+}
+
+TEST_F(PredictImplTest, OutputFiltersWithDefaultInputs) {
+  PredictRequest request;
+  PredictResponse response;
+
+  request.add_output_filter("output1");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  Tensor tensor(0);
+  TensorProto tensor_proto;
+  tensor.AsProtoTensorContent(&tensor_proto);
+  signature.default_inputs[kInputTensorKey] = tensor_proto;
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+  (*signature_def.mutable_defaults())[kInputTensorKey] = tensor_proto;
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TensorProto output_tensor_proto1;
+  output_tensor_proto1.add_float_val(1.0);
+  output_tensor_proto1.set_dtype(tensorflow::DT_FLOAT);
+  output_tensor_proto1.mutable_tensor_shape();
+
+  EXPECT_CALL(
+      *saved_model,
+      RunByTensorNames(_, ::testing::SizeIs(1), ::testing::SizeIs(1),
+                       ::testing::An<absl::Span<const std::string>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<4>([&](std::vector<Tensor>* output_tensors) {
+                  Tensor output_tensor;
+                  CHECK(output_tensor.FromProto(output_tensor_proto1));
+                  output_tensors->push_back(output_tensor);
+                }),
+                Return(OkStatus())));
+  TF_EXPECT_OK(RunPredict(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                          saved_model.get(), request, &response));
+  EXPECT_EQ(response.outputs_size(), 1);
+  EXPECT_TRUE(response.outputs().find("output1") != response.outputs().end());
+  EXPECT_THAT(response.outputs().at("output1"),
+              test_util::EqualsProto(output_tensor_proto1));
+}
+
+TEST_F(PredictImplTest, UnmatchedOutputFilters) {
+  PredictRequest request;
+  PredictResponse response;
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+  request.add_output_filter("output1");
+  request.add_output_filter("output3");
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"x"};
+  tfrt::TensorSpec spec(tensorflow::DT_FLOAT);
+  signature.input_specs = {spec};
+  signature.output_names = {"output1", "output2"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output_tensor;
+
+  tensorflow::SignatureDef signature_def;
+  tensorflow::TensorInfo tensor_info1, tensor_info2, tensor_info3;
+  tensor_info1.set_name("x");
+  tensor_info2.set_name("output1");
+  tensor_info3.set_name("output2");
+  signature_def.mutable_inputs()->insert({kInputTensorKey, tensor_info1});
+  signature_def.mutable_outputs()->insert({"output1", tensor_info2});
+  signature_def.mutable_outputs()->insert({"output2", tensor_info3});
+  signature_def.set_method_name("tensorflow/serving/predict");
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  meta_graph_def.mutable_signature_def()->insert(
+      {"serving_default", signature_def});
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .Times(1)
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  auto status =
+      RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
+                 saved_model.get(), request, &response);
+  EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
+  EXPECT_THAT(
+      status.message(),
+      HasSubstr("output tensor alias not found in signature: output3 Outputs "
+                "expected to be in the set {output1,output2}."));
+}
+
+TEST_F(PredictImplTest, PredictionTimeout) {
+  PredictRequest request;
+  PredictResponse response;
+
+  ModelSpec* model_spec = request.mutable_model_spec();
+  model_spec->set_name(kTestModelName);
+  model_spec->mutable_version()->set_value(kTestModelVersion);
+
+  TensorProto tensor_proto;
+  tensor_proto.add_float_val(2.0);
+  tensor_proto.set_dtype(tensorflow::DT_FLOAT);
+  (*request.mutable_inputs())[kInputTensorKey] = tensor_proto;
+
+  // Set the deadline to be 1 nanosecond from now. This makes the timer
+  // timeout before the request completes.
+  auto status =
+      CallPredict(GetServerCore(), request, &response, absl::Nanoseconds(1));
+
+  EXPECT_EQ(status.code(), tensorflow::error::Code::DEADLINE_EXCEEDED);
+  EXPECT_EQ(status.message(), "Deadline exceeded.");
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
new file mode 100644
index 00000000000..ed750bf683b
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
@@ -0,0 +1,55 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/apis/regressor.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TFRTRegressionServiceImpl::Regress(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const RegressionRequest& request, RegressionResponse* response) {
+  // Verify Request Metadata and create a ServableRequest
+  if (!request.has_model_spec()) {
+    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
+                              "Missing ModelSpec");
+  }
+
+  return RegressWithModelSpec(run_options, core, request.model_spec(), request,
+                              response);
+}
+
+Status TFRTRegressionServiceImpl::RegressWithModelSpec(
+    const Servable::RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const RegressionRequest& request,
+    RegressionResponse* response) {
+  TRACELITERAL("TensorflowRegressionServiceImpl::RegressWithModelSpec");
+
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
+  return servable->Regress(run_options, request, response);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
new file mode 100644
index 00000000000..dfc0ab38856
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.h
@@ -0,0 +1,48 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Utility methods for implementation of
+// tensorflow_serving/apis/prediction_service.proto
+class TFRTRegressionServiceImpl final {
+ public:
+  static Status Regress(const Servable::RunOptions& run_options,
+                        ServerCore* core, const RegressionRequest& request,
+                        RegressionResponse* response);
+
+  // Like Regress(), but uses 'model_spec' instead of the one embedded in
+  // 'request'.
+  static Status RegressWithModelSpec(const Servable::RunOptions& run_options,
+                                     ServerCore* core,
+                                     const ModelSpec& model_spec,
+                                     const RegressionRequest& request,
+                                     RegressionResponse* response);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSION_SERVICE_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
new file mode 100644
index 00000000000..c16097be3d6
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service_test.cc
@@ -0,0 +1,204 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
+
+#include <memory>
+#include <string>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+constexpr char kTestModelName[] = "test_model";
+
+// Test fixture for TFRTRegressionService related tests sets up a ServerCore
+// pointing to the half_plus_two SavedModel.
+class TFRTRegressionServiceTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  static std::unique_ptr<ServerCore> server_core_;
+  Servable::RunOptions run_options_;
+};
+
+std::unique_ptr<ServerCore> TFRTRegressionServiceTest::server_core_;
+
+// Verifies that Regress() returns an error for different cases of an invalid
+// RegressionRequest.model_spec.
+TEST_F(TFRTRegressionServiceTest, InvalidModelSpec) {
+  RegressionRequest request;
+  RegressionResponse response;
+
+  // No model_spec specified.
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No model name specified.
+  auto* model_spec = request.mutable_model_spec();
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            absl::StatusCode::kInvalidArgument);
+
+  // No servable found for model name "foo".
+  model_spec->set_name("foo");
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            tensorflow::error::NOT_FOUND);
+}
+
+// Verifies that Regress() returns an error for an invalid signature_name in
+// RegressionRequests's model_spec.
+TEST_F(TFRTRegressionServiceTest, InvalidSignature) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "    name: \"test_model\""
+      "    signature_name: \"invalid_signature_name\""
+      "}");
+  RegressionResponse response;
+  EXPECT_EQ(TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code(),
+            tensorflow::error::FAILED_PRECONDITION);
+}
+
+// Verifies that Regress() returns the correct value for a valid
+// RegressionRequest against the half_plus_two SavedModel's regress_x_to_y
+// signature.
+TEST_F(TFRTRegressionServiceTest, RegressionSuccess) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+  TF_EXPECT_OK(TFRTRegressionServiceImpl::Regress(
+      run_options_, server_core_.get(), request, &response));
+  EXPECT_THAT(response,
+              test_util::EqualsProto("result { regressions { value: 42 } }"
+                                     "model_spec {"
+                                     "  name: \"test_model\""
+                                     "  signature_name: \"regress_x_to_y\""
+                                     "  version { value: 123 }"
+                                     "}"));
+}
+
+// Verifies that RegressWithModelSpec() uses the model spec override rather than
+// the one in the request.
+TEST_F(TFRTRegressionServiceTest, ModelSpecOverride) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "}");
+  auto model_spec_override =
+      test_util::CreateProto<ModelSpec>("name: \"nonexistent_model\"");
+
+  RegressionResponse response;
+  EXPECT_NE(tensorflow::error::NOT_FOUND,
+            TFRTRegressionServiceImpl::Regress(run_options_, server_core_.get(),
+                                               request, &response)
+                .code());
+  EXPECT_EQ(tensorflow::error::NOT_FOUND,
+            TFRTRegressionServiceImpl::RegressWithModelSpec(
+                run_options_, server_core_.get(), model_spec_override, request,
+                &response)
+                .code());
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
new file mode 100644
index 00000000000..426afd63909
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
@@ -0,0 +1,163 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+
+#include <stddef.h>
+
+#include <algorithm>
+#include <functional>
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/notification.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/tracing.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/error_logging.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/apis/regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
+  if (function_metadata.GetInputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one input Tensor."));
+  }
+  if (function_metadata.GetOutputNames().size() != 1) {
+    return errors::InvalidArgument(
+        strings::StrCat("Expected one output Tensor."));
+  }
+
+  if (function_metadata.GetInputNames()[0] != kRegressInputs) {
+    return errors::FailedPrecondition(
+        "No regression inputs found in function's metadata, only contains: ",
+        function_metadata.GetInputNames()[0]);
+  }
+
+  if (function_metadata.GetOutputNames()[0] != kRegressOutputs) {
+    return errors::FailedPrecondition(
+        "No regression outputs found in function's metadata, only contains: ",
+        function_metadata.GetOutputNames()[0]);
+  }
+
+  return OkStatus();
+}
+
+Status PostProcessRegressionResult(
+    int num_examples, const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors, RegressionResult* result) {
+  if (output_tensors.size() != output_tensor_names.size()) {
+    return errors::InvalidArgument(
+        "Expected output_tensors and output_tensor_names to have the same "
+        "size.");
+  }
+
+  const Tensor* output_tensor = &output_tensors[0];
+
+  if (!(output_tensor->dims() == 1 ||
+        (output_tensor->dims() == 2 && output_tensor->dim_size(1) == 1))) {
+    return errors::InvalidArgument(
+        "Expected output Tensor shape to be either [batch_size] or ",
+        "[batch_size, 1] but got ", output_tensor->shape().DebugString());
+  }
+  if (num_examples != output_tensor->dim_size(0)) {
+    return errors::InvalidArgument(strings::StrCat(
+        "Input batch size did not match output batch size: ", num_examples,
+        " vs. ", output_tensor->dim_size(0)));
+  }
+  if (output_tensor->dtype() != DT_FLOAT) {
+    return errors::InvalidArgument("Expected output Tensor of DT_FLOAT.  Got: ",
+                                   DataType_Name(output_tensor->dtype()));
+  }
+
+  if (output_tensor->NumElements() != num_examples) {
+    return errors::InvalidArgument("Expected output batch size to be ",
+                                   num_examples,
+                                   ".  Got: ", output_tensor->NumElements());
+  }
+
+  const auto& output_tensor_flat = output_tensor->flat<float>();
+  for (int i = 0; i < num_examples; ++i) {
+    result->add_regressions()->set_value(output_tensor_flat(i));
+  }
+  return OkStatus();
+}
+
+Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model,
+                  const RegressionRequest& request,
+                  RegressionResponse* response) {
+  const string function_name = request.model_spec().signature_name().empty()
+                                   ? kDefaultServingSignatureDefKey
+                                   : request.model_spec().signature_name();
+
+  const auto function_metadata =
+      saved_model->GetFunctionMetadata(function_name);
+  if (!function_metadata.has_value()) {
+    return errors::FailedPrecondition(
+        strings::StrCat("Function \"", function_name, "\" not found."));
+  }
+
+  MakeModelSpec(request.model_spec().name(), function_name, servable_version,
+                response->mutable_model_spec());
+
+  // Pre-processing.
+  TF_RETURN_IF_ERROR(PreProcessRegression(function_metadata.value()));
+  Tensor input_tensor;
+  TF_RETURN_IF_ERROR(
+      InputToSerializedExampleTensor(request.input(), &input_tensor));
+  std::vector<Tensor> input_tensors;
+  int num_examples = input_tensor.dim_size(0);
+  input_tensors.emplace_back(std::move(input_tensor));
+
+  // Executes requests.
+  std::vector<Tensor> output_tensors;
+  const uint64_t start_microseconds = EnvTime::NowMicros();
+  if (const auto status = saved_model->Run(run_options, function_name,
+                                           input_tensors, &output_tensors);
+      !status.ok()) {
+    if (IsTfrtErrorLoggingEnabled()) {
+      tsl::error_logging::Log("TFRT", "SavedModelRun", status.message())
+          .IgnoreError();
+    }
+    return status;
+  }
+  const uint64_t end_microseconds = EnvTime::NowMicros();
+  RecordRuntimeLatency(request.model_spec().name(),
+                       /*api=*/"Regress", /*runtime=*/"TFRT",
+                       end_microseconds - start_microseconds);
+
+  // Post-processing.
+  return PostProcessRegressionResult(
+      num_examples, function_metadata->GetOutputNames(), output_tensors,
+      response->mutable_result());
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.h b/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
new file mode 100644
index 00000000000..e1a7e402cce
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.h
@@ -0,0 +1,50 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+// TensorFlow implementation of the RegressorInterface.
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
+
+#include <memory>
+
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/regressor.h"
+
+namespace tensorflow {
+namespace serving {
+// Validate function's input and output.
+Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata);
+
+// Validate all results and populate a RegressionResult.
+Status PostProcessRegressionResult(
+    int num_examples, const std::vector<string>& output_tensor_names,
+    const std::vector<Tensor>& output_tensors, RegressionResult* result);
+
+// Run Regression.
+Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
+                  const absl::optional<int64_t>& servable_version,
+                  tfrt::SavedModel* saved_model,
+                  const RegressionRequest& request,
+                  RegressionResponse* response);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_REGRESSOR_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
new file mode 100644
index 00000000000..c2d0d212f05
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
@@ -0,0 +1,568 @@
+/* Copyright 2017 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/map.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/example/example.pb.h"
+#include "tensorflow/core/example/feature.pb.h"
+#include "tensorflow/core/framework/types.pb.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow/core/public/session.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/config/model_server_config.pb.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::HasSubstr;
+using ::testing::Return;
+using ::testing::WithArgs;
+
+constexpr char kTestModelName[] = "test_model";
+constexpr int kTestModelVersion = 123;
+
+class TfrtRegressorTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  void SetUp() override {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TestSrcDirPath("servables/tensorflow/"
+                                  "testdata/saved_model_half_plus_two_cpu"));
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_ASSERT_OK(ServerCore::Create(std::move(options), &server_core_));
+
+    request_ = test_util::CreateProto<RegressionRequest>(
+        "model_spec {"
+        "  name: \"test_model\""
+        "  signature_name: \"regress_x_to_y\""
+        "}"
+        "input {"
+        "  example_list {"
+        "    examples {"
+        "      features {"
+        "        feature: {"
+        "          key  : \"x\""
+        "          value: {"
+        "            float_list: {"
+        "              value: [ 20.0 ]"
+        "            }"
+        "          }"
+        "        }"
+        "      }"
+        "    }"
+        "  }"
+        "}");
+  }
+
+  static void TearDownTestSuite() { server_core_ = nullptr; }
+
+ protected:
+  Status GetSavedModelServableHandle(ServerCore* server_core,
+                                     ServableHandle<Servable>* servable) {
+    ModelSpec model_spec;
+    model_spec.set_name(kTestModelName);
+    return server_core->GetServableHandle(model_spec, servable);
+  }
+
+  Status CallRegress(ServerCore* server_core, const RegressionRequest& request,
+                     RegressionResponse* response) {
+    ServableHandle<Servable> servable;
+    TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
+    tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+    return RunRegress(
+        run_options, kTestModelVersion,
+        &(down_cast<TfrtSavedModelServable*>(servable.get()))->saved_model(),
+        request, response);
+  }
+
+  static std::unique_ptr<ServerCore> server_core_;
+
+  RegressionRequest request_;
+};
+
+std::unique_ptr<ServerCore> TfrtRegressorTest::server_core_;
+
+TEST_F(TfrtRegressorTest, Basic) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
+  EXPECT_THAT(
+      response,
+      test_util::EqualsProto(
+          "result { regressions { value: 42 } regressions { value: 12 }}"
+          "model_spec {"
+          "  name: \"test_model\""
+          "  signature_name: \"regress_x_to_y\""
+          "  version { value: 123 }"
+          "}"));
+}
+
+TEST_F(TfrtRegressorTest, BasicWithContext) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "   example_list_with_context {"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 80.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"locale\""
+      "          value: {"
+      "            bytes_list: {"
+      "              value: [ \"pt_BR\" ]"
+      "            }"
+      "          }"
+      "        }"
+      "        feature: {"
+      "          key  : \"age\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 19.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    examples {"
+      "      features {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 20.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  TF_EXPECT_OK(CallRegress(server_core_.get(), request, &response));
+  EXPECT_THAT(
+      response,
+      test_util::EqualsProto(
+          "result { regressions { value: 42 } regressions { value: 12 }}"
+          "model_spec {"
+          "  name: \"test_model\""
+          "  signature_name: \"regress_x_to_y\""
+          "  version { value: 123 }"
+          "}"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyExampleList) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list {"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyExampleListWithContext) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "  example_list_with_context {"
+      "    context: {"
+      "      features: {"
+      "        feature: {"
+      "          key  : \"x\""
+      "          value: {"
+      "            float_list: {"
+      "              value: [ 10.0 ]"
+      "            }"
+      "          }"
+      "        }"
+      "      }"
+      "    }"
+      "  }"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, EmptyInput) {
+  auto request = test_util::CreateProto<RegressionRequest>(
+      "model_spec {"
+      "  name: \"test_model\""
+      "  signature_name: \"regress_x_to_y\""
+      "}"
+      "input {"
+      "}");
+  RegressionResponse response;
+
+  Status status = CallRegress(server_core_.get(), request, &response);
+  EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
+  EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(std::nullopt));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(), HasSubstr("not found"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedInputSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs, "wrong input"};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one input Tensor."));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionUnmatchedOutputSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs, "wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("Expected one output Tensor."));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionInvalidInputName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {"wrong input"};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("No regression inputs found in function's metadata"));
+}
+
+TEST_F(TfrtRegressorTest, InvalidFunctionInvalidOutputName) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {"wrong output"};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kFailedPrecondition);
+  EXPECT_THAT(status.message(),
+              HasSubstr("No regression outputs found in function's metadata"));
+}
+
+TEST_F(TfrtRegressorTest, RunsFails) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(Return(errors::InvalidArgument("test error")));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(), HasSubstr("test error"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorNumber) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output;
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output_tensors and output_tensor_names to "
+                        "have the same size."));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorShape) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({1, 1, 1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output Tensor shape to be either"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorSize) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_FLOAT, TensorShape({3}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Input batch size did not match output batch size"));
+}
+
+TEST_F(TfrtRegressorTest, UnexpectedOutputTensorType) {
+  RegressionResponse response;
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature signature;
+  signature.input_names = {kRegressInputs};
+  signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(_))
+      .Times(1)
+      .WillRepeatedly(Return(function_metadata));
+  Tensor output(DT_STRING, TensorShape({1}));
+  EXPECT_CALL(*saved_model,
+              Run(_, _, ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(1)
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(output);
+                }),
+                Return(OkStatus())));
+  auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
+                           saved_model.get(), request_, &response);
+  EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
+  EXPECT_THAT(status.message(),
+              HasSubstr("Expected output Tensor of DT_FLOAT."));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
new file mode 100644
index 00000000000..afebea3874b
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -0,0 +1,347 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+
+#include <memory>
+#include <string>
+#include <unordered_set>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/string_view.h"
+#include "absl/types/optional.h"
+#include "tensorflow/cc/saved_model/reader.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/platform/env.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
+#include "tensorflow_serving/session_bundle/graph_rewriter.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
+
+absl::Status WrapSavedModelForBatching(
+    const BatchingParameters& batching_config,
+    std::shared_ptr<Batcher> batch_scheduler,
+    const std::vector<std::string>& function_names,
+    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  LOG(INFO) << "Wrapping saved model to perform batch processing";
+
+  if (batch_scheduler == nullptr) {
+    return errors::Internal("batch_scheduler not set");
+  }
+  if (*saved_model == nullptr) {
+    return errors::Internal("saved model not set");
+  }
+
+  auto queue_options =
+      GetQueueOptions<tensorflow::serving::SavedModelBatchingTask>(
+          batching_config,
+          [](std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>*
+                 input_task,
+             int open_batch_remaining_slot, int max_batch_size,
+             std::vector<
+                 std::unique_ptr<tensorflow::serving::SavedModelBatchingTask>>*
+                 output_tasks) -> absl::Status {
+            return SplitSavedModelInputTask(input_task,
+                                            open_batch_remaining_slot,
+                                            max_batch_size, output_tasks);
+          });
+
+  SavedModelBatchingOptions batching_saved_model_options;
+  for (int allowed_batch_size : batching_config.allowed_batch_sizes()) {
+    batching_saved_model_options.allowed_batch_sizes.push_back(
+        allowed_batch_size);
+  }
+
+  batching_saved_model_options.pad_variable_length_inputs =
+      batching_config.pad_variable_length_inputs();
+
+  auto create_queue =
+      [batch_scheduler, queue_options](
+          std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
+              process_batch_callback,
+          std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>* queue) {
+        TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
+            queue_options, process_batch_callback, queue));
+        return OkStatus();
+      };
+  std::vector<FuncNameWithBatchingSchedulerCreator>
+      func_name_with_batching_scheduler_creator;
+  func_name_with_batching_scheduler_creator.reserve(function_names.size());
+  for (const std::string& function_name : function_names) {
+    func_name_with_batching_scheduler_creator.push_back(
+        {function_name, create_queue});
+  }
+
+  return CreateSavedModelWithBatching(batching_saved_model_options,
+                                      func_name_with_batching_scheduler_creator,
+                                      std::move(*saved_model), saved_model);
+}
+
+TfrtCompileOptions::TpuAllowUnpaddedBatch ToTpuAllowUnpaddedBatch(
+    const TfrtSavedModelConfig::TpuUnpaddedBatchMode
+        tpu_unpadded_batch_mode_enum) {
+  switch (tpu_unpadded_batch_mode_enum) {
+    case TfrtSavedModelConfig::UNPADDED_BATCH_AUTO:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kAuto;
+    case TfrtSavedModelConfig::UNPADDED_BATCH_ENFORCED:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kEnforced;
+    case TfrtSavedModelConfig::UNPADDED_BATCH_DISABLED:
+    default:
+      return TfrtCompileOptions::TpuAllowUnpaddedBatch::kDisabled;
+  }
+}
+
+absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>
+CreateDefaultTfrtSavedModelFactory(const TfrtSavedModelConfig& config) {
+  TF_ASSIGN_OR_RETURN(auto batcher, CreateBatchSchedulerFromConfig(config));
+  TF_ASSIGN_OR_RETURN(auto thread_pool_factory,
+                      CreateThreadPoolFactoryFromConfig(config));
+
+  return std::make_unique<TfrtSavedModelFactory>(
+      config, batcher, std::move(thread_pool_factory));
+}
+
+}  // namespace
+
+TfrtSavedModelFactory::~TfrtSavedModelFactory() = default;
+
+absl::Status TfrtSavedModelFactory::Create(
+    const TfrtSavedModelConfig& config,
+    std::unique_ptr<TfrtSavedModelFactory>* factory) {
+  auto create_fn = GetGlobalTfrtSavedModelFactoryRegistry().Get();
+  if (!create_fn) {
+    return absl::InternalError(
+        "Missing create_fn for the TfrtSavedModelFactory.");
+  }
+  TF_ASSIGN_OR_RETURN(*factory, create_fn(config));
+  return absl::OkStatus();
+}
+
+absl::Status TfrtSavedModelFactory::EstimateResourceRequirement(
+    const std::string& path, ResourceAllocation* estimate) const {
+  return EstimateResourceFromPath(
+      path, config().resource_estimation_uses_validation_result(), estimate);
+}
+
+absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
+    const Loader::Metadata& metadata, const std::string& path,
+    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  std::unordered_set<std::string> saved_model_tags(
+      config().saved_model_tags().begin(), config().saved_model_tags().end());
+  // Defaults to loading the meta graph def corresponding to the `serve` tag if
+  // no `saved_model_tags` are specified.
+  if (saved_model_tags.empty()) {
+    saved_model_tags.insert(kSavedModelTagServe);
+  }
+
+  LOG(INFO) << "Creating TFRT SavedModel for path: " << path
+            << " with config: " << config_.DebugString();
+  auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
+  tfrt::SavedModel::Options options(runtime);
+
+  TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
+
+  tensorflow::MetaGraphDef meta_graph_def;
+  TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
+      std::string(path), saved_model_tags, &meta_graph_def));
+  if (auto& graph_rewriter = tensorflow::serving::GraphRewriter::GetGlobal();
+      graph_rewriter.IsRegistered()) {
+    TF_RETURN_IF_ERROR(graph_rewriter.Get()(&meta_graph_def));
+  }
+  options.enable_lazy_loading =
+      meta_graph_def.signature_def_size() > config_.lazy_init_threshold();
+  options.maybe_load_from_mla = config_.maybe_load_from_mla();
+  options.lazy_loading_use_graph_executor =
+      config_.lazy_loading_use_graph_executor();
+  auto& compile_options = options.graph_execution_options.compile_options;
+  compile_options.enable_grappler = config_.enable_grappler();
+  compile_options.graph_options = config_.graph_options();
+  if (config_.enable_saved_model_config()) {
+    TF_RETURN_IF_ERROR(ImportAndLoadSavedModelConfig(
+        path, options.graph_execution_options.compile_options.graph_options,
+        options.graph_execution_options.runtime_config));
+  }
+  if (config_.target_tpu()) {
+    compile_options.device_target = config_.enable_mlir_bridge_fallback()
+                                        ? TfrtDeviceInfraTarget::kBridgeFallback
+                                        : TfrtDeviceInfraTarget::kTpurt;
+  } else if (config_.enable_tfrt_gpu()) {
+    compile_options.device_target = TfrtDeviceInfraTarget::kGpu;
+  } else {
+    compile_options.device_target = TfrtDeviceInfraTarget::kCpu;
+  }
+  compile_options.hoist_invariant_ops = config_.hoist_invariant_ops();
+  compile_options.sink_in_invariant_ops = config_.sink_in_invariant_ops();
+  compile_options.cost_threshold = config_.stream_merge_threshold();
+  compile_options.upper_cost_threshold =
+      config_.stream_merge_upper_cost_threshold();
+  compile_options.merge_inter_dependent_streams =
+      config_.merge_inter_dependent_streams();
+  compile_options.tpu_move_resource_gather_to_host =
+      config_.tpu_move_resource_gather_to_host();
+  compile_options.tpu_gather_table_width_threshold_bytes =
+      config_.tpu_gather_table_width_threshold_bytes();
+  compile_options.tpu_fuse_ops = config_.use_fused_tpu_op();
+  compile_options.enable_while_parallel_iterations =
+      config_.enable_while_parallel_iterations();
+  compile_options.use_tpu_host_allocator_for_inputs =
+      config_.use_tpu_host_allocator_for_inputs();
+  compile_options.tpu_allow_unpadded_batch =
+      ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
+
+  options.graph_execution_options.run_placer_grappler_on_functions =
+      config_.run_placer_grappler_on_functions();
+  options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
+  options.graph_execution_options.gpu_system_memory_size_in_mb =
+      config_.gpu_system_memory_size_in_mb();
+  options.graph_execution_options.enable_grappler_function_optimizer =
+      config_.enable_grappler_function_optimizer();
+  options.graph_execution_options.enable_online_cost_analysis =
+      config_.enable_online_cost_analysis();
+  options.graph_execution_options.enable_mlrt = config_.enable_mlrt();
+  options.graph_execution_options.model_metadata.set_name(
+      metadata.servable_id.name);
+  options.graph_execution_options.model_metadata.set_version(
+      metadata.servable_id.version);
+
+  TF_ASSIGN_OR_RETURN(*saved_model,
+                      tfrt::SavedModelImpl::LoadSavedModel(
+                          std::move(options), std::move(meta_graph_def), path));
+  if (config_.has_batching_parameters() &&
+      config_.batching_parameters().ByteSizeLong() != 0) {
+    absl::optional<BatchingParameters> batching_params;
+    TF_RETURN_IF_ERROR(GetPerModelBatchingParams(
+        path, config_.batching_parameters(),
+        config_.enable_per_model_batching_params(), &batching_params));
+    if (batching_params.has_value()) {
+      LOG(INFO) << "Wrapping TFRT SavedModel for batching with params: "
+                << batching_params.value().DebugString();
+      return WrapSavedModelForBatching(
+          batching_params.value(), batch_scheduler_,
+          (*saved_model)->GetFunctionNames(), saved_model);
+    }
+  }
+  return absl::OkStatus();
+}
+
+absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
+    const Loader::Metadata& metadata, const std::string& path,
+    std::unique_ptr<Servable>* servable) {
+  TF_ASSIGN_OR_RETURN(auto override_servable, OverrideServable(metadata, path));
+  if (override_servable) {
+    *servable = std::move(override_servable);
+    return absl::OkStatus();
+  }
+
+  std::unique_ptr<tfrt_stub::SavedModel> saved_model;
+  TF_RETURN_IF_ERROR(
+      CreateTfrtSavedModelWithMetadata(metadata, path, &saved_model));
+
+  MaybePublishMLMDStreamz(path, metadata.servable_id.name,
+                          metadata.servable_id.version);
+  if (config().enable_model_warmup()) {
+    auto* warmup_options = mutable_config().mutable_model_warmup_options();
+    warmup_options->set_model_name(metadata.servable_id.name);
+    warmup_options->set_model_version(metadata.servable_id.version);
+    TF_RETURN_IF_ERROR(RunSavedModelWarmup(
+        *warmup_options, path, config().lazy_init_threshold(),
+        config().skip_warmup_requests_if_initialized(), saved_model.get()));
+  }
+
+  *servable = std::make_unique<TfrtSavedModelServable>(
+      metadata.servable_id.name, metadata.servable_id.version, config_,
+      std::move(saved_model), thread_pool_factory_.get());
+
+  return absl::OkStatus();
+}
+
+TfrtSavedModelFactory::TfrtSavedModelFactory(
+    const TfrtSavedModelConfig& config,
+    std::shared_ptr<Batcher> batch_scheduler,
+    std::unique_ptr<ThreadPoolFactory> thread_pool_factory)
+    : config_(config),
+      batch_scheduler_(batch_scheduler),
+      thread_pool_factory_(std::move(thread_pool_factory)) {}
+
+TfrtSavedModelFactoryRegistry::TfrtSavedModelFactoryRegistry() {
+  factory_create_fn_ = [](const TfrtSavedModelConfig& config) {
+    return CreateDefaultTfrtSavedModelFactory(config);
+  };
+}
+
+TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry() {
+  static auto* const registry = new TfrtSavedModelFactoryRegistry;
+  return *registry;
+}
+
+absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
+CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config) {
+  std::shared_ptr<Batcher> batcher;
+  if (config.has_batching_parameters() &&
+      config.batching_parameters().ByteSizeLong() != 0) {
+    TF_RETURN_IF_ERROR(
+        CreateBatchScheduler(config.batching_parameters(), &batcher));
+  }
+  return batcher;
+}
+
+absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
+CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config) {
+  const auto& thread_pool_factory_config_filepath =
+      config.thread_pool_factory_config_filepath();
+  std::unique_ptr<ThreadPoolFactory> thread_pool_factory;
+  if (!thread_pool_factory_config_filepath.empty()) {
+    ThreadPoolFactoryConfig thread_pool_factory_config;
+    TF_RETURN_IF_ERROR(tsl::ReadTextProto(tsl::Env::Default(),
+                                          thread_pool_factory_config_filepath,
+                                          &thread_pool_factory_config));
+    TF_RETURN_IF_ERROR(ThreadPoolFactoryRegistry::CreateFromAny(
+        thread_pool_factory_config.thread_pool_factory_config(),
+        &thread_pool_factory));
+  }
+  return thread_pool_factory;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
new file mode 100644
index 00000000000..21db6fa0019
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -0,0 +1,167 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/status/status.h"
+#include "absl/synchronization/mutex.h"
+#include "absl/types/optional.h"
+#include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+/// A factory that creates tfrt::SavedModel from SavedModel export paths.
+///
+/// The factory can also estimate the resource (e.g. RAM) requirements of a
+/// tfrt::SavedModel based on the SavedModel (i.e. prior to loading the
+/// session).
+///
+/// This class is thread-safe.
+class TfrtSavedModelFactory {
+ public:
+  using Batcher = SharedBatchScheduler<SavedModelBatchingTask>;
+
+  TfrtSavedModelFactory(const TfrtSavedModelConfig& config,
+                        std::shared_ptr<Batcher> batch_scheduler,
+                        std::unique_ptr<ThreadPoolFactory> thread_pool_factory);
+
+  virtual ~TfrtSavedModelFactory();
+
+  /// Instantiates a TfrtSavedModelFactory using a config.
+  ///
+  /// @param config    Config with initialization options.
+  /// @param factory   Newly created factory if the returned Status is OK.
+  static absl::Status Create(const TfrtSavedModelConfig& config,
+                             std::unique_ptr<TfrtSavedModelFactory>* factory);
+
+  /// Instantiates a tfrt::SavedModel from a given export or SavedModel path and
+  /// the given metadata.
+  ///
+  /// @param metadata       Metadata to be associated with the saved_model.
+  /// @param path           Path to the model.
+  /// @param saved_model    Newly created SavedModel if the returned
+  /// Status is OK.
+  absl::Status CreateTfrtSavedModelWithMetadata(
+      const Loader::Metadata& metadata, const string& path,
+      std::unique_ptr<Servable>* servable);
+
+  ABSL_DEPRECATED("Use the overload that creates Servable instead")
+  absl::Status CreateTfrtSavedModelWithMetadata(
+      const Loader::Metadata& metadata, const string& path,
+      std::unique_ptr<tfrt::SavedModel>* saved_model);
+
+  /// Estimates the resources a SavedModel will use once loaded, from its
+  /// export path.
+  ///
+  /// @param path      Path to the model.
+  /// @param estimate  Output resource usage estimates. Different kinds of
+  /// resources (e.g. CPU, RAM, etc.) may get populated.
+  absl::Status EstimateResourceRequirement(const string& path,
+                                           ResourceAllocation* estimate) const;
+
+  const TfrtSavedModelConfig& config() const { return config_; }
+  TfrtSavedModelConfig& mutable_config() { return config_; }
+
+ private:
+  // The subclass can override this method to return a custom servable
+  // instead of creating one using CreateTfrtSavedModelWithMetadata(). If it
+  // returns nullptr, CreateTfrtSavedModelWithMetadata() will be used normally.
+  virtual absl::StatusOr<std::unique_ptr<Servable>> OverrideServable(
+      const Loader::Metadata& metadata, const std::string& path) {
+    return nullptr;
+  }
+
+  // The subclass can override this method to register the custom backend into
+  // TFRT savedmodel.
+  virtual absl::Status RegisterCustomBackend(
+      tfrt_stub::GraphExecutionOptions& options) {
+    return absl::OkStatus();
+  }
+
+  TfrtSavedModelConfig config_;
+
+  // A shared batch scheduler. One queue is used for each saved model this
+  // factory emits. If batching is not configured, this remains null.
+  std::shared_ptr<Batcher> batch_scheduler_;
+
+  // `thread_pool_factory_` is used to create inter-op ThreadPools. It can be a
+  // nullptr and then the default Tensorflow threadpools should be used.
+  std::unique_ptr<ThreadPoolFactory> thread_pool_factory_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelFactory);
+};
+
+// The registry for creating the TfrtSavedModelFactory. By default the CreateFn
+// creates an instance of TfrtSavedModelFactory. Custom implementations can use
+// this registry to override the CreateFn so that it creates an instance of the
+// subclass of TfrtSavedModelFactory.
+class TfrtSavedModelFactoryRegistry {
+ public:
+  using CreateFn =
+      std::function<absl::StatusOr<std::unique_ptr<TfrtSavedModelFactory>>(
+          const TfrtSavedModelConfig& config)>;
+
+  TfrtSavedModelFactoryRegistry();
+
+  void Register(CreateFn fn) {
+    absl::MutexLock lock(&mu_);
+    if (factory_create_fn_) {
+      LOG(INFO) << "Overriding TfrtSavedModelFactory's create function.";
+    }
+    factory_create_fn_ = std::move(fn);
+  }
+
+  CreateFn Get() const {
+    absl::MutexLock lock(&mu_);
+    return factory_create_fn_;
+  }
+
+ private:
+  mutable absl::Mutex mu_;
+  CreateFn factory_create_fn_ ABSL_GUARDED_BY(mu_);
+};
+
+// Creates a batch scheduler based on `config`. The result can be a nullptr if
+// `config` does not specify batch parameters.
+absl::StatusOr<std::shared_ptr<TfrtSavedModelFactory::Batcher>>
+CreateBatchSchedulerFromConfig(const TfrtSavedModelConfig& config);
+
+// Creates a thread pool factory based on `config`. The result can be a nullptr
+// if `config` does not specify thread pool factory config.
+absl::StatusOr<std::unique_ptr<ThreadPoolFactory>>
+CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config);
+
+TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry();
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
new file mode 100644
index 00000000000..2d96785dc82
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -0,0 +1,110 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
+
+#include <memory>
+
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/types.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/core/simple_loader.h"
+#include "tensorflow_serving/resources/resource_util.h"
+#include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+Status TfrtSavedModelSourceAdapter::Create(
+    const TfrtSavedModelSourceAdapterConfig& config,
+    std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter) {
+  std::unique_ptr<TfrtSavedModelFactory> factory;
+  TF_RETURN_IF_ERROR(
+      TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
+  adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
+  return OkStatus();
+}
+
+TfrtSavedModelSourceAdapter::~TfrtSavedModelSourceAdapter() { Detach(); }
+
+TfrtSavedModelSourceAdapter::TfrtSavedModelSourceAdapter(
+    std::unique_ptr<TfrtSavedModelFactory> factory)
+    : factory_(std::move(factory)) {}
+
+SimpleLoader<Servable>::CreatorVariant
+TfrtSavedModelSourceAdapter::GetServableCreator(
+    std::shared_ptr<TfrtSavedModelFactory> factory,
+    const StoragePath& path) const {
+  return [factory, path](const Loader::Metadata& metadata,
+                         std::unique_ptr<Servable>* servable) {
+    TF_RETURN_IF_ERROR(
+        factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
+    return OkStatus();
+  };
+}
+
+Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
+                                            std::unique_ptr<Loader>* loader) {
+  std::shared_ptr<TfrtSavedModelFactory> factory = factory_;
+  auto servable_creator = GetServableCreator(factory, path);
+  auto resource_estimator = [factory, path](ResourceAllocation* estimate) {
+    TF_RETURN_IF_ERROR(factory->EstimateResourceRequirement(path, estimate));
+
+    ResourceUtil::Options resource_util_options;
+    resource_util_options.devices = {{device_types::kMain, 1}};
+    std::unique_ptr<ResourceUtil> resource_util =
+        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
+    const Resource ram_resource = resource_util->CreateBoundResource(
+        device_types::kMain, resource_kinds::kRamBytes);
+    resource_util->SetQuantity(
+        ram_resource, resource_util->GetQuantity(ram_resource, *estimate),
+        estimate);
+
+    return OkStatus();
+  };
+  auto post_load_resource_estimator = [factory,
+                                       path](ResourceAllocation* estimate) {
+    return factory->EstimateResourceRequirement(path, estimate);
+  };
+  loader->reset(new SimpleLoader<Servable>(servable_creator, resource_estimator,
+                                           {post_load_resource_estimator}));
+  return OkStatus();
+}
+
+// Register the source adapter.
+class TfrtSavedModelSourceAdapterCreator {
+ public:
+  static Status Create(
+      const TfrtSavedModelSourceAdapterConfig& config,
+      std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
+          adapter) {
+    std::unique_ptr<TfrtSavedModelFactory> factory;
+    TF_RETURN_IF_ERROR(
+        TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
+    adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
+    return OkStatus();
+  }
+};
+REGISTER_STORAGE_PATH_SOURCE_ADAPTER(TfrtSavedModelSourceAdapterCreator,
+                                     TfrtSavedModelSourceAdapterConfig);
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
new file mode 100644
index 00000000000..14c7fedb3bb
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h
@@ -0,0 +1,66 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/platform/macros.h"
+#include "tensorflow_serving/core/simple_loader.h"
+#include "tensorflow_serving/core/source_adapter.h"
+#include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+namespace tensorflow {
+namespace serving {
+
+// A SourceAdapter that creates TfrtSavedModelServable Loaders from SavedModel
+// paths. It keeps a TfrtSavedModelFactory as its state, which may house a batch
+// scheduler that is shared across all of the SavedModel it emits.
+class TfrtSavedModelSourceAdapter final
+    : public UnarySourceAdapter<StoragePath, std::unique_ptr<Loader>> {
+ public:
+  static Status Create(const TfrtSavedModelSourceAdapterConfig& config,
+                       std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter);
+
+  ~TfrtSavedModelSourceAdapter() override;
+
+ private:
+  friend class TfrtSavedModelSourceAdapterCreator;
+
+  explicit TfrtSavedModelSourceAdapter(
+      std::unique_ptr<TfrtSavedModelFactory> factory);
+
+  SimpleLoader<Servable>::CreatorVariant GetServableCreator(
+      std::shared_ptr<TfrtSavedModelFactory> factory,
+      const StoragePath& path) const;
+
+  Status Convert(const StoragePath& path,
+                 std::unique_ptr<Loader>* loader) override;
+
+  // We use a shared ptr to share ownership with Loaders we emit, in case they
+  // outlive this object.
+  std::shared_ptr<TfrtSavedModelFactory> factory_;
+
+  TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelSourceAdapter);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_SOURCE_ADAPTER_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
new file mode 100644
index 00000000000..ae0596975c1
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -0,0 +1,196 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+
+import "tensorflow/core/protobuf/config.proto";
+import "tensorflow_serving/servables/tensorflow/session_bundle_config.proto";
+
+message TfrtSavedModelConfig {
+  reserved 1031;
+  reserved "online_cost_analysis_normalize_ratio";
+
+  // A SessionBundleConfig.
+  // Deprecated.
+  SessionBundleConfig legacy_config = 1000;
+
+  // If true, native ops will be used if they are implemented in TFRT. If
+  // false, all ops are using fallback.
+  bool enable_native_ops = 1001 [deprecated = true];
+
+  // If true, the lite version of MLIR importer would be used.
+  bool use_lite_mlir_importer = 1002;
+
+  // If true, enable grappler for TFRT.
+  bool enable_grappler = 1003;
+
+  // If true, when creating an optimized subgraph, Placer and Grappler will
+  // also run on the functions.
+  bool run_placer_grappler_on_functions = 1020;
+
+  // If true, the function optimizer in the grappler will be enabled, and
+  // optimizations like function inlining will be applied.
+  bool enable_grappler_function_optimizer = 1022;
+
+  // If true, for each client graph, the op costs of the first request will be
+  // recorded and used to re-compile the client graph.
+  bool enable_online_cost_analysis = 1029;
+
+  // If true, the TFRT runtime will use the new interpreter for host execution.
+  bool enable_mlrt = 1030;
+
+  // If true, TFRT will perform GPU related compiler passes.
+  bool enable_tfrt_gpu = 1024;
+
+  // If true, TFRT will use TPU specific compiler passes and perform TPU
+  // specific initialization.
+  bool target_tpu = 1004;
+
+  // If true, resource loading will happen during model loading instead of
+  // inference time.
+  bool hoist_invariant_ops = 1005;
+
+  // If true, sink the resource handle into the nested function to facilitate
+  // invariant ops hoisting.
+  bool sink_in_invariant_ops = 1028;
+
+  // The threshold to merge small streams in TFRT. The stream with cost
+  // smaller than the threshold will be merged.
+  int64 stream_merge_threshold = 1011;
+
+  // The upper bond to merge dependent streams.
+  int64 stream_merge_upper_cost_threshold = 1015;
+
+  // If true, streams with inter data depenedencies will be merged.
+  bool merge_inter_dependent_streams = 1016;
+
+  // Options that apply to all graphs.
+  GraphOptions graph_options = 1006;
+
+  // If set, each emitted saved model is wrapped with a layer that schedules
+  // Run() calls in batches. The batching layer is transparent to the client
+  // (implements the tfrt::SavedModel API).
+  //
+  // IMPORTANT: With batching enabled, client threads will spend most of their
+  // time blocked on SavedModel::Run() calls, waiting for enough peer threads to
+  // also call SavedModel::Run() such that a large batch can be formed. For good
+  // throughput, we recommend setting the number of client threads equal to
+  // roughly twice the maximum batch size ('max_batch_size' below).
+  //
+  // The batching layer uses a SharedBatchScheduler to coordinate batching
+  // across multiple saved model servables emitted by this source adapter. A
+  // BatchSchedulerRetrier is added on top of each batching saved model.
+  BatchingParameters batching_parameters = 1007;
+
+  // Set of SavedModel tags identifying the specific meta graph def to be
+  // loaded.
+  repeated string saved_model_tags = 1008;
+
+  // Enables model warmup.
+  bool enable_model_warmup = 1009;
+  ModelWarmupOptions model_warmup_options = 1010;
+
+  // Tries to use infra validation result to estimate resource usage.
+  bool resource_estimation_uses_validation_result = 1012;
+
+  // If the model contains more than lazy_init_threshold signature defs, use
+  // lazy initilizaion as it is likely not all sigantures are used for serving.
+  int32 lazy_init_threshold = 1013;
+
+  // If true, we'll attempt to find MLArchive within the model source path. If
+  // no MLArchive is found, will use the path as a normal SavedModel directory.
+  bool maybe_load_from_mla = 1025;
+
+  // If true, MIRA implementation of SavedModel API is used, so MIRA API is used
+  // for loading and running the model.
+  bool use_mira = 1027;
+
+  // If true, skip the warmup requests if the signature def is initialized.
+  bool skip_warmup_requests_if_initialized = 1014;
+
+  // If true, move resource gather op to host side.
+  bool tpu_move_resource_gather_to_host = 1017;
+
+  // If tpu_move_resource_gather_to_host is true and the width of the gather
+  // table is less than the threshold, it will be placed on the host.
+  int32 tpu_gather_table_width_threshold_bytes = 1021;
+
+  // If true, use fuesd op for tpu compile, execute and data transfer.
+  bool use_fused_tpu_op = 1018;
+
+  // If true, TFRT will use fallback to handle unsupported features in MLIR
+  // Bridge.
+  bool enable_mlir_bridge_fallback = 1019;
+
+  // If true, tf.While's iterations will be parallelized.
+  bool enable_while_parallel_iterations = 1023;
+
+  // If true, fallback executeops that produce inputs to tpu program will use
+  // tpu host allocator.
+  bool use_tpu_host_allocator_for_inputs = 1026;
+
+  // Enables model specific runtime params described in saved model's
+  // assets.extra/saved_model_config.pb file.
+  bool enable_saved_model_config = 1032;
+
+  // These are no longer used.
+  repeated string auto_fusion_op = 2006 [deprecated = true];
+  int32 auto_fusion_min_cluster_size = 2007 [deprecated = true];
+
+  // EXPERIMENTAL. THIS FIELD MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+  //
+  // Enable per-model batching parameters (present in SavedModel). If this
+  // option is enabled, model specific batching params (e.g. timeout, batch
+  // sizes etc.) from `batching_parameters` field above are *ignored* and
+  // instead the one in SavedModel directory are used. This field is only
+  // used if batching is enabled (i.e. `batching_parameters` message above
+  // is set).
+  bool enable_per_model_batching_params = 2008;
+
+  // If true, the lazy loading path will use tfrt_stub::GraphExecutor.
+  bool lazy_loading_use_graph_executor = 2009;
+
+  enum TpuUnpaddedBatchMode {
+    // Disable this feature.
+    UNPADDED_BATCH_DISABLED = 0;
+    // Enable this feature when in-graph batching is detected.
+    UNPADDED_BATCH_AUTO = 1;
+    // Always enable this feature.
+    UNPADDED_BATCH_ENFORCED = 2;
+  }
+
+  // Mode for TPU Unpadded batch.
+  TpuUnpaddedBatchMode tpu_unpadded_batch_mode = 2010;
+
+  // The config file path of the ThreadPoolFactory used to create inter-op
+  // ThreadPools. If unspecified, the default Tensorflow threadpools will be
+  // used.
+  string thread_pool_factory_config_filepath = 2011;
+
+  // If true, validate input tensor specs before executing the request.
+  bool validate_input_specs = 2012;
+
+  // TODO(b/279197040) Remove after b/279197040 is fixed.
+  // If true, validate (by logging mismatches) input tensor specs before
+  // executing the request.
+  bool validate_input_specs_dry_run = 2013;
+
+  // In a predict handler, this option specifies how to serialize tensors
+  // (e.g: as proto fields or as proto content). Serialize as proto fields by
+  // default, for backward compatibility.
+  enum PredictResponseTensorSerializationOption {
+    option allow_alias = true;
+
+    AS_PROTO_DEFAULT = 0;
+    AS_PROTO_FIELD = 0;
+    AS_PROTO_CONTENT = 1;
+  }
+  PredictResponseTensorSerializationOption
+      predict_response_tensor_serialization_option = 2014;
+  // The size of reserved memory space for GPU system.
+  int32 gpu_system_memory_size_in_mb = 2015;
+}
+
+// Config proto for TfrtSavedModelSourceAdapter.
+message TfrtSavedModelSourceAdapterConfig {
+  TfrtSavedModelConfig saved_model_config = 1;
+}
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
new file mode 100644
index 00000000000..d8c910a35b2
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter_test.cc
@@ -0,0 +1,181 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/lib/monitoring/collection_registry.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resource_util.h"
+#include "tensorflow_serving/resources/resource_values.h"
+#include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using test_util::EqualsProto;
+
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
+class TfrtSavedModelSourceAdapterTest
+    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
+ protected:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+
+  TfrtSavedModelSourceAdapterTest() {
+    ResourceUtil::Options resource_util_options;
+    resource_util_options.devices = {{device_types::kMain, 1}};
+    resource_util_ =
+        std::unique_ptr<ResourceUtil>(new ResourceUtil(resource_util_options));
+
+    ram_resource_ = resource_util_->CreateBoundResource(
+        device_types::kMain, resource_kinds::kRamBytes);
+    config_.mutable_saved_model_config()
+        ->mutable_legacy_config()
+        ->set_enable_model_warmup(EnableWarmup());
+    if (EnableNumRequestIterations()) {
+      config_.mutable_saved_model_config()
+          ->mutable_legacy_config()
+          ->mutable_model_warmup_options()
+          ->mutable_num_request_iterations()
+          ->set_value(2);
+    }
+
+    config_.mutable_saved_model_config()
+        ->mutable_legacy_config()
+        ->set_enable_session_metadata(true);
+  }
+
+  void TestTFRTSavedModelSourceAdapter(const string& export_dir) const {
+    std::unique_ptr<Loader> loader;
+    {
+      std::unique_ptr<TfrtSavedModelSourceAdapter> adapter;
+      TF_CHECK_OK(TfrtSavedModelSourceAdapter::Create(config_, &adapter));
+      ServableData<std::unique_ptr<Loader>> loader_data =
+          adapter->AdaptOneVersion(
+              ServableData<StoragePath>({"", 0}, export_dir));
+      TF_ASSERT_OK(loader_data.status());
+      loader = loader_data.ConsumeDataOrDie();
+
+      // Let the adapter fall out of scope and be deleted. The loader we got
+      // from it should be unaffected.
+    }
+
+    // We should get a non-empty resource estimate, and we should get the same
+    // value twice (via memoization).
+    ResourceAllocation first_resource_estimate;
+    TF_ASSERT_OK(loader->EstimateResources(&first_resource_estimate));
+    EXPECT_FALSE(first_resource_estimate.resource_quantities().empty());
+    ResourceAllocation second_resource_estimate;
+    TF_ASSERT_OK(loader->EstimateResources(&second_resource_estimate));
+    EXPECT_THAT(second_resource_estimate, EqualsProto(first_resource_estimate));
+
+    const auto metadata = CreateMetadata();
+    TF_ASSERT_OK(loader->LoadWithMetadata(CreateMetadata()));
+
+    // We should get a new (lower) resource estimate post-load.
+    ResourceAllocation expected_post_load_resource_estimate =
+        first_resource_estimate;
+    resource_util_->SetQuantity(
+        ram_resource_,
+        resource_util_->GetQuantity(ram_resource_, first_resource_estimate),
+        &expected_post_load_resource_estimate);
+    ResourceAllocation actual_post_load_resource_estimate;
+    TF_ASSERT_OK(
+        loader->EstimateResources(&actual_post_load_resource_estimate));
+    EXPECT_THAT(actual_post_load_resource_estimate,
+                EqualsProto(expected_post_load_resource_estimate));
+
+    tfrt::SavedModel& saved_model =
+        down_cast<TfrtSavedModelServable*>(loader->servable().get<Servable>())
+            ->saved_model();
+    TestSingleRequest(&saved_model);
+
+    loader->Unload();
+  }
+
+  void TestSingleRequest(tfrt::SavedModel* saved_model) const {
+    Tensor input = test::AsTensor<float>({100.0f, 42.0f}, {2});
+    // half plus two: output should be input / 2 + 2.
+    Tensor expected_output =
+        test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+
+    std::vector<tensorflow::Tensor> input_tensors;
+    input_tensors.push_back(input);
+    tfrt::SavedModel::RunOptions run_options;
+    std::vector<tensorflow::Tensor> output_tensors;
+    TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                  &output_tensors));
+
+    ASSERT_EQ(1, output_tensors.size());
+    const auto& single_output = output_tensors.at(0);
+    test::ExpectTensorEqual<float>(expected_output, single_output);
+  }
+
+  bool EnableWarmup() const { return std::get<0>(GetParam()); }
+  bool EnableNumRequestIterations() const { return std::get<1>(GetParam()); }
+
+  std::unique_ptr<ResourceUtil> resource_util_;
+  Resource ram_resource_;
+  TfrtSavedModelSourceAdapterConfig config_;
+};
+
+TEST_P(TfrtSavedModelSourceAdapterTest, Basic) {
+  TestTFRTSavedModelSourceAdapter(
+      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                "saved_model_half_plus_two_cpu/00000123"));
+}
+
+TEST_P(TfrtSavedModelSourceAdapterTest, MLMetadata) {
+  TestTFRTSavedModelSourceAdapter(
+      test_util::TestSrcDirPath("servables/tensorflow/testdata/"
+                                "saved_model_half_plus_two_mlmd/00000123"));
+  auto* collection_registry = monitoring::CollectionRegistry::Default();
+  monitoring::CollectionRegistry::CollectMetricsOptions options;
+  const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+  const monitoring::PointSet& lps =
+      *collected_metrics->point_set_map.at("/tensorflow/serving/mlmd_map");
+
+  EXPECT_EQ(1, lps.points.size());
+  EXPECT_EQ(2, lps.points[0]->labels.size());
+  EXPECT_EQ("model_name", lps.points[0]->labels[0].name);
+  EXPECT_EQ("name", lps.points[0]->labels[0].value);
+  EXPECT_EQ("version", lps.points[0]->labels[1].name);
+  EXPECT_EQ("42", lps.points[0]->labels[1].value);
+  EXPECT_EQ("test_mlmd_uuid", lps.points[0]->string_value);
+}
+
+// Test all SavedModelBundleSourceAdapterTest test cases with
+// warmup and num_request_iterations enabled/disabled.
+INSTANTIATE_TEST_CASE_P(VariousOptions, TfrtSavedModelSourceAdapterTest,
+                        ::testing::Combine(::testing::Bool(),
+                                           ::testing::Bool()));
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
new file mode 100644
index 00000000000..283c0cf6bbd
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
@@ -0,0 +1,134 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+
+#include <string>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "absl/container/flat_hash_map.h"
+#include "absl/status/status.h"
+#include "absl/strings/str_cat.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/lib/io/record_reader.h"
+#include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+Status RunWarmupRequest(const PredictionLog& warmup_record,
+                        const tfrt::SavedModel::RunOptions& run_options,
+                        int lazy_init_threshold,
+                        bool skip_warmup_requests_if_initialized,
+                        tfrt::SavedModel* saved_model) {
+  // If the signature defs are already initilized and
+  // skip_warmup_requests_if_initialized is set to true, skip executing warmup
+  // requests. We always execute MultiInference warmup requests as it will
+  // trigger the compilation and initialization for combination of signature
+  // defs, which won't be triggered during model loading.
+  if (skip_warmup_requests_if_initialized &&
+      saved_model->GetMetaGraphDef().signature_def_size() <=
+          lazy_init_threshold &&
+      warmup_record.log_type_case() != PredictionLog::kMultiInferenceLog) {
+    return OkStatus();
+  }
+
+  switch (warmup_record.log_type_case()) {
+    case PredictionLog::kPredictLog: {
+      PredictResponse response;
+      TF_RETURN_IF_ERROR(RunPredict(run_options, {}, saved_model,
+                                    warmup_record.predict_log().request(),
+                                    &response));
+    } break;
+    case PredictionLog::kPredictStreamedLog: {
+      if (warmup_record.predict_streamed_log().request_size() == 0) {
+        return absl::InvalidArgumentError(absl::StrCat(
+            "predict_streamed_log does not contain any requests."));
+      }
+      if (warmup_record.predict_streamed_log().request_size() > 1) {
+        return absl::InvalidArgumentError(
+            absl::StrCat("predict_streamed_log contains more than one request, "
+                         "which is not supported by PredictStreamed."));
+      }
+      PredictResponse response;
+      auto run_opts = run_options;
+      run_opts.streamed_output_callback =
+          [](absl::flat_hash_map<std::string, tensorflow::Tensor>) {};
+      TF_RETURN_IF_ERROR(RunPredict(
+          run_opts, {}, saved_model,
+          warmup_record.predict_streamed_log().request(0), &response));
+    } break;
+    case PredictionLog::kClassifyLog: {
+      ClassificationResponse response;
+      TF_RETURN_IF_ERROR(RunClassify(run_options, {}, saved_model,
+                                     warmup_record.classify_log().request(),
+                                     &response));
+      break;
+    }
+    case PredictionLog::kRegressLog: {
+      RegressionResponse response;
+      TF_RETURN_IF_ERROR(RunRegress(run_options, {}, saved_model,
+                                    warmup_record.regress_log().request(),
+                                    &response));
+      break;
+    }
+    case PredictionLog::kMultiInferenceLog: {
+      MultiInferenceResponse response;
+      TF_RETURN_IF_ERROR(RunMultiInference(
+          run_options, {}, saved_model,
+          warmup_record.multi_inference_log().request(), &response));
+      break;
+    }
+    default:
+      return errors::Unimplemented(strings::StrCat(
+          "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
+      break;
+  }
+  return OkStatus();
+}
+
+}  // namespace
+
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const string& export_dir, int lazy_init_threshold,
+                           bool skip_warmup_requests_if_initialized,
+                           tfrt::SavedModel* saved_model) {
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  return internal::RunSavedModelWarmup(
+      model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
+        return RunWarmupRequest(
+            prediction_log, run_options, lazy_init_threshold,
+            skip_warmup_requests_if_initialized, saved_model);
+      });
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
new file mode 100644
index 00000000000..d53f4bf8dda
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h
@@ -0,0 +1,42 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
+
+#include <string>
+
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/core/protobuf/saved_model.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Run warmup requests to trigger lazy initializations (such as TF
+// optimizations, XLA compilations) at load time, and consequently improve first
+// request latency.
+// Supported request types: Predict.
+Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                           const string& export_dir, int lazy_init_threshold,
+                           bool skip_warmup_requests_if_initialized,
+                           tfrt::SavedModel* saved_model);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_WARMUP_H_
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
new file mode 100644
index 00000000000..ae0dd059bec
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
@@ -0,0 +1,273 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
+
+#include <string>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/tfrt/graph_executor/graph_execution_options.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tsl/platform/path.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/input.pb.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/prediction_log.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::_;
+using ::testing::DoAll;
+using ::testing::Return;
+using ::testing::ReturnRef;
+using ::testing::WithArgs;
+
+class TFRTSavedModelWarmupOptionsTest : public ::testing::TestWithParam<bool> {
+ public:
+  bool EnableNumRequestIterations() { return GetParam(); }
+
+  ModelWarmupOptions GetModelWarmupOptions() {
+    ModelWarmupOptions options;
+    if (EnableNumRequestIterations()) {
+      options.mutable_num_request_iterations()->set_value(2);
+    }
+    return options;
+  }
+
+  int GetNumRequestIterations() {
+    if (EnableNumRequestIterations()) {
+      return 2;
+    }
+    return 1;
+  }
+};
+
+TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
+  string base_path = io::JoinPath(testing::TmpDir(), "MixedWarmupData");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(AddMixedWarmupData(&warmup_records));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  tfrt::internal::Signature predict_signature;
+  predict_signature.input_names = {kPredictInputs};
+  tfrt::TensorSpec spec(tensorflow::DT_STRING);
+  predict_signature.input_specs = {spec};
+  predict_signature.output_names = {kPredictOutputs};
+  tfrt::FunctionMetadata predict_function_metadata(&predict_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
+      .WillRepeatedly(Return(predict_function_metadata));
+
+  tfrt::internal::Signature classify_signature;
+  classify_signature.input_names = {kClassifyInputs};
+  classify_signature.output_names = {kClassifyOutputClasses,
+                                     kClassifyOutputScores};
+  tfrt::FunctionMetadata classify_function_metadata(&classify_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName))
+      .WillRepeatedly(Return(classify_function_metadata));
+
+  tfrt::internal::Signature regress_signature;
+  regress_signature.input_names = {kRegressInputs};
+  regress_signature.output_names = {kRegressOutputs};
+  tfrt::FunctionMetadata regress_function_metadata(&regress_signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName))
+      .WillRepeatedly(Return(regress_function_metadata));
+
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  Tensor scores(DT_FLOAT, TensorShape({1, 1}));
+  Tensor classes(DT_STRING, TensorShape({1, 1}));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kPredictMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kRegressMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kClassifyMethodName),
+                                ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(
+          DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
+                  output_tensors->push_back(classes);
+                  output_tensors->push_back(scores);
+                }),
+                Return(OkStatus())));
+
+  EXPECT_CALL(*saved_model, RunMultipleSignatures(_, _, _, _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(DoAll(
+          WithArgs<3>([&](std::vector<std::vector<Tensor>>* output_tensors) {
+            output_tensors->resize(2);
+            (*output_tensors)[0].push_back(scores);
+            (*output_tensors)[1].push_back(classes);
+            (*output_tensors)[1].push_back(scores);
+          }),
+          Return(OkStatus())));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/0,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+TEST_P(TFRTSavedModelWarmupOptionsTest, PredictStreamedWarmupData) {
+  std::string base_path =
+      tsl::io::JoinPath(testing::TmpDir(), "PredictStreamedWarmupData");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  std::string fname =
+      tsl::io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                        internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<std::string> warmup_records;
+  TF_ASSERT_OK(
+      AddToWarmupData(&warmup_records, PredictionLog::kPredictStreamedLog));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  auto saved_model = std::make_unique<test_util::MockSavedModel>();
+
+  tfrt::internal::Signature signature;
+  signature.input_names = {kPredictInputs};
+  signature.input_specs = {tfrt::TensorSpec(tensorflow::DT_STRING)};
+  tfrt::FunctionMetadata function_metadata(&signature);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName))
+      .WillRepeatedly(Return(function_metadata));
+
+  MetaGraphDef meta_graph_def;
+  (*meta_graph_def.mutable_signature_def())[kPredictMethodName] =
+      CreateSignatureDef(kPredictMethodName, {kPredictInputs}, {});
+
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  EXPECT_CALL(
+      *saved_model,
+      Run(::testing::Field(
+              &tfrt_stub::GraphExecutionRunOptions::streamed_output_callback,
+              ::testing::NotNull()),
+          ::testing::Eq(kPredictMethodName),
+          ::testing::An<absl::Span<const Tensor>>(), _))
+      .Times(num_warmup_records * GetNumRequestIterations())
+      .WillRepeatedly(Return(absl::OkStatus()));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/0,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+INSTANTIATE_TEST_SUITE_P(WarmupOptions, TFRTSavedModelWarmupOptionsTest,
+                         ::testing::Bool());
+
+TEST(TFRTSavedModelWarmupTest, UnsupportedLogType) {
+  string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedLogType");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  std::vector<string> warmup_records;
+  // Add unsupported log type
+  PredictionLog prediction_log;
+  TF_ASSERT_OK(
+      PopulatePredictionLog(&prediction_log, PredictionLog::kSessionRunLog));
+  warmup_records.push_back(prediction_log.SerializeAsString());
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+  const Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), base_path,
+      /*lazy_init_threshold=*/0,
+      /*skip_warmup_requests_if_initialized=*/true, saved_model.get());
+  ASSERT_FALSE(status.ok());
+  EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
+  EXPECT_THAT(status.ToString(),
+              ::testing::HasSubstr("Unsupported log_type for warmup"));
+}
+
+TEST(TFRTSavedModelWarmupTest, SkipWarmupRequest) {
+  string base_path = io::JoinPath(testing::TmpDir(), "SkipWarmupRequest");
+  TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
+      io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
+  string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
+                              internal::WarmupConsts::kRequestsFileName);
+
+  int num_warmup_records = 10;
+  std::vector<string> warmup_records;
+  TF_ASSERT_OK(AddMixedWarmupData(
+      &warmup_records, {PredictionLog::kRegressLog, PredictionLog::kClassifyLog,
+                        PredictionLog::kPredictLog}));
+  TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
+
+  std::unique_ptr<test_util::MockSavedModel> saved_model(
+      (new test_util::MockSavedModel()));
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kPredictMethodName)).Times(0);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kClassifyMethodName)).Times(0);
+  EXPECT_CALL(*saved_model, GetFunctionMetadata(kRegressMethodName)).Times(0);
+  MetaGraphDef meta_graph_def;
+  AddSignatures(&meta_graph_def);
+  EXPECT_CALL(*saved_model, GetMetaGraphDef())
+      .WillRepeatedly(ReturnRef(meta_graph_def));
+
+  TF_EXPECT_OK(RunSavedModelWarmup(ModelWarmupOptions(), base_path,
+                                   /*lazy_init_threshold=*/10,
+                                   /*skip_warmup_requests_if_initialized=*/true,
+                                   saved_model.get()));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
new file mode 100644
index 00000000000..87bd7cc6a11
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -0,0 +1,255 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+
+#include <stdint.h>
+
+#include <memory>
+#include <string>
+#include <unordered_set>
+#include <utility>
+
+#include "absl/container/flat_hash_map.h"
+#include "absl/container/flat_hash_set.h"
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/str_cat.h"
+#include "absl/strings/string_view.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/platform/tracing.h"  // NOLINT
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/platform/errors.h"
+#include "tsl/platform/threadpool_options.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+TfrtSavedModelServable::TfrtSavedModelServable(
+    absl::string_view name, int64_t version, const TfrtSavedModelConfig& config,
+    std::unique_ptr<tfrt_stub::SavedModel> saved_model,
+    ThreadPoolFactory* thread_pool_factory)
+    : Servable(name, version),
+      saved_model_(std::move(saved_model)),
+      config_(config),
+      thread_pool_factory_(thread_pool_factory) {
+  switch (config_.predict_response_tensor_serialization_option()) {
+    case TfrtSavedModelConfig::AS_PROTO_FIELD: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+      break;
+    }
+    case TfrtSavedModelConfig::AS_PROTO_CONTENT: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoContent;
+      break;
+    }
+    default: {
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+      break;
+    }
+  }
+}
+
+tfrt_stub::SavedModel::RunOptions
+TfrtSavedModelServable::GetTFRTSavedModelRunOptions(
+    const Servable::RunOptions& run_options) const {
+  tfrt_stub::SavedModel::RunOptions options;
+  if (run_options.deadline != absl::InfiniteFuture()) {
+    options.deadline = absl::ToChronoTime(run_options.deadline);
+  }
+  options.validate_input_specs = config_.validate_input_specs();
+  options.validate_input_specs_dry_run = config_.validate_input_specs_dry_run();
+  return options;
+}
+
+absl::Status TfrtSavedModelServable::Classify(
+    const RunOptions& run_options, const ClassificationRequest& request,
+    ClassificationResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Classify");
+  return RunClassify(GetTFRTSavedModelRunOptions(run_options), version(),
+                     saved_model_.get(), request, response);
+}
+
+absl::Status TfrtSavedModelServable::Regress(const RunOptions& run_options,
+                                             const RegressionRequest& request,
+                                             RegressionResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Regress");
+  return RunRegress(GetTFRTSavedModelRunOptions(run_options), version(),
+                    saved_model_.get(), request, response);
+}
+
+absl::Status TfrtSavedModelServable::Predict(const RunOptions& run_options,
+                                             const PredictRequest& request,
+                                             PredictResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::Predict");
+  return internal::RunPredict(
+      GetTFRTSavedModelRunOptions(run_options), version(),
+      predict_response_tensor_serialization_option_, saved_model_.get(),
+      request, response,
+      thread_pool_factory_ == nullptr
+          ? tsl::thread::ThreadPoolOptions()
+          : thread_pool_factory_->GetThreadPools().get());
+}
+
+// TODO(b/288096487): Add a unit test once we have the streaming model in OSS.
+absl::StatusOr<std::unique_ptr<PredictStreamedContext>>
+TfrtSavedModelServable::PredictStreamed(
+    const RunOptions& run_options,
+    absl::AnyInvocable<void(PredictResponse)> response_callback) {
+  return std::make_unique<SingleRequestPredictStreamedContext>(
+      [this, run_options, response_callback = std::move(response_callback)](
+          const PredictRequest& request) mutable -> absl::Status {
+        TRACELITERAL("TfrtSavedModelServable::PredictStreamed");
+
+        auto tfrt_run_options = GetTFRTSavedModelRunOptions(run_options);
+
+        std::string signature_name =
+            request.model_spec().signature_name().empty()
+                ? kDefaultServingSignatureDefKey
+                : request.model_spec().signature_name();
+
+        tensorflow::serving::ModelSpec model_spec = request.model_spec();
+        model_spec.set_signature_name(signature_name);
+        model_spec.mutable_version()->set_value(version());
+
+        tfrt_run_options.streamed_output_callback =
+            [&](absl::flat_hash_map<std::string, tensorflow::Tensor> outputs) {
+              tensorflow::serving::PredictResponse response;
+              *response.mutable_model_spec() = model_spec;
+
+              for (const auto& [output_key, output_tensor] : outputs) {
+                tensorflow::TensorProto& tensor_proto =
+                    (*response.mutable_outputs())[output_key];
+
+                // TODO(b/288096487): We are assuming
+                // predict_response_tensor_serialization_option_ ==
+                // kAsProtoField. The proper way is to check serialize based on
+                // the value of predict_response_tensor_serialization_option_.
+                output_tensor.AsProtoField(&tensor_proto);
+              }
+
+              response_callback(std::move(response));
+              // TODO(b/288096487): Add streamz support.
+            };
+
+        // The actual responses are passed through `response_callback`. The
+        // graph should have no output tensors currently.
+        PredictResponse response;
+
+        return internal::RunPredict(
+            tfrt_run_options, version(),
+            predict_response_tensor_serialization_option_, saved_model_.get(),
+            request, &response,
+            thread_pool_factory_ == nullptr
+                ? tsl::thread::ThreadPoolOptions()
+                : thread_pool_factory_->GetThreadPools().get());
+      });
+}
+
+absl::Status TfrtSavedModelServable::MultiInference(
+    const RunOptions& run_options, const MultiInferenceRequest& request,
+    MultiInferenceResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::MultiInference");
+  return RunMultiInference(GetTFRTSavedModelRunOptions(run_options), version(),
+                           saved_model_.get(), request, response);
+}
+
+namespace {
+
+absl::Status ValidateGetModelMetadataRequest(
+    const GetModelMetadataRequest& request) {
+  if (request.metadata_field_size() == 0) {
+    return absl::InvalidArgumentError(
+        "GetModelMetadataRequest must specify at least one metadata_field");
+  }
+  for (const auto& metadata_field : request.metadata_field()) {
+    if (metadata_field != kSignatureDef) {
+      return absl::InvalidArgumentError(
+          absl::StrCat("Metadata field ", metadata_field, " is not supported"));
+    }
+  }
+  return absl::OkStatus();
+}
+
+}  // namespace
+
+absl::Status TfrtSavedModelServable::GetModelMetadata(
+    const GetModelMetadataRequest& request,
+    GetModelMetadataResponse* response) {
+  TRACELITERAL("TfrtSavedModelServable::GetModelMetadata");
+
+  TF_RETURN_IF_ERROR(ValidateGetModelMetadataRequest(request));
+
+  for (const auto& metadata_field : request.metadata_field()) {
+    if (metadata_field == kSignatureDef) {
+      SignatureDefMap signature_def_map;
+      for (const auto& signature :
+           saved_model_->GetMetaGraphDef().signature_def()) {
+        (*signature_def_map.mutable_signature_def())[signature.first] =
+            signature.second;
+      }
+
+      auto* response_model_spec = response->mutable_model_spec();
+      response_model_spec->set_name(std::string(name()));
+      response_model_spec->mutable_version()->set_value(version());
+      (*response->mutable_metadata())[kSignatureDef].PackFrom(
+          signature_def_map);
+    } else {
+      return absl::InvalidArgumentError(
+          absl::StrCat("MetadataField ", metadata_field, " is not supported"));
+    }
+  }
+
+  return absl::OkStatus();
+}
+
+absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
+CreateTfrtSavedModelServable(
+    const tensorflow::tfrt_stub::SavedModel::Options& options,
+    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
+    absl::flat_hash_set<std::string> tags) {
+  TF_ASSIGN_OR_RETURN(
+      auto saved_model,
+      tensorflow::tfrt_stub::SavedModelImpl::LoadSavedModel(
+          options, saved_model_dir,
+          std::unordered_set<std::string>(tags.begin(), tags.end())));
+
+  TfrtSavedModelConfig config;
+  return std::make_unique<TfrtSavedModelServable>(
+      name, version, config, std::move(saved_model),
+      /*thread_pool_factory=*/nullptr);
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
new file mode 100644
index 00000000000..238d7392377
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -0,0 +1,103 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SERVABLE_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SERVABLE_H_
+
+#include <memory>
+#include <string>
+
+#include "absl/container/flat_hash_set.h"
+#include "absl/functional/any_invocable.h"
+#include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/apis/classification.pb.h"
+#include "tensorflow_serving/apis/get_model_metadata.pb.h"
+#include "tensorflow_serving/apis/inference.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Implements PredictionService`-like interface for a single SavedModel based on
+// `tensorflow::tfrt_stub::SavedModel`. Executables are lazily compiled on its
+// first use and cached. This class is thread-safe.
+class TfrtSavedModelServable : public Servable {
+ public:
+  TfrtSavedModelServable(absl::string_view name, int64_t version,
+                         const TfrtSavedModelConfig& config,
+                         std::unique_ptr<tfrt_stub::SavedModel> saved_model,
+                         ThreadPoolFactory* thread_pool_factory);
+
+  absl::Status Classify(const RunOptions& run_options,
+                        const ClassificationRequest& request,
+                        ClassificationResponse* response) override;
+
+  absl::Status Regress(const RunOptions& run_options,
+                       const RegressionRequest& request,
+                       RegressionResponse* response) override;
+
+  absl::Status Predict(const RunOptions& run_options,
+                       const PredictRequest& request,
+                       PredictResponse* response) override;
+
+  absl::StatusOr<std::unique_ptr<PredictStreamedContext>> PredictStreamed(
+      const RunOptions& run_options,
+      absl::AnyInvocable<void(PredictResponse)> response_callback) override;
+
+  absl::Status MultiInference(const RunOptions& run_options,
+                              const MultiInferenceRequest& request,
+                              MultiInferenceResponse* response) override;
+
+  absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
+                                GetModelMetadataResponse* response) override;
+
+  tfrt_stub::SavedModel& saved_model() const { return *saved_model_; }
+
+ private:
+  tfrt_stub::SavedModel::RunOptions GetTFRTSavedModelRunOptions(
+      const Servable::RunOptions& run_options) const;
+
+  std::unique_ptr<tfrt_stub::SavedModel> saved_model_;
+
+  TfrtSavedModelConfig config_;
+
+  internal::PredictResponseTensorSerializationOption
+      predict_response_tensor_serialization_option_ =
+          internal::PredictResponseTensorSerializationOption::kAsProtoField;
+
+  // `thread_pool_factory_` is not owned by Servables. In a typical
+  // implementation, the factory will own the `thread_pool_factory_` and it will
+  // be shared across different Servables.
+  ThreadPoolFactory* thread_pool_factory_ = nullptr;
+};
+
+// Creates a TfrtSavedModelServable from `saved_model_dir`.
+absl::StatusOr<std::unique_ptr<TfrtSavedModelServable>>
+CreateTfrtSavedModelServable(
+    const tensorflow::tfrt_stub::SavedModel::Options& options,
+    absl::string_view name, int64_t version, absl::string_view saved_model_dir,
+    absl::flat_hash_set<std::string> tags);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SERVABLE_H_
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 7b0d041a5c2..5a747fa4122 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -43,3 +43,16 @@ cc_library(
     name = "session_bundle_util",
     deps = if_oss(["//tensorflow_serving/session_bundle/oss:session_bundle_util"]) + if_google(["//tensorflow_serving/session_bundle/google:session_bundle_util"]),
 )
+
+cc_library(
+    name = "graph_rewriter",
+    hdrs = ["graph_rewriter.h"],
+    visibility = ["//visibility:public"],
+    deps = [
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/synchronization",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:errors",
+        "@org_tensorflow//tensorflow/core/platform:status",
+    ],
+)
diff --git a/tensorflow_serving/session_bundle/graph_rewriter.h b/tensorflow_serving/session_bundle/graph_rewriter.h
new file mode 100644
index 00000000000..af81277eb68
--- /dev/null
+++ b/tensorflow_serving/session_bundle/graph_rewriter.h
@@ -0,0 +1,77 @@
+/* Copyright 2019 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_GRAPH_REWRITER_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_GRAPH_REWRITER_H_
+
+#include <functional>
+#include <utility>
+
+#include "absl/base/thread_annotations.h"
+#include "absl/synchronization/mutex.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Class for registering a global graph rewrite function.
+class GraphRewriter {
+ public:
+  static GraphRewriter& GetGlobal() {
+    static auto* const singleton = new GraphRewriter();
+    return *singleton;
+  }
+
+  Status Set(std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter) {
+    absl::MutexLock l(&m_);
+    if (rewriter_ != nullptr)
+      return errors::AlreadyExists("Graph rewriter already set.");
+
+    rewriter_ = std::move(rewriter);
+
+    return Status();
+  }
+
+  // For testing only. Resets the rewriter to nullptr
+  Status ResetForTesting() {
+    absl::MutexLock l(&m_);
+    rewriter_ = nullptr;
+    return Status();
+  }
+
+  std::function<Status(tensorflow::MetaGraphDef*)>& Get() {
+    absl::MutexLock l(&m_);
+    return rewriter_;
+  }
+
+  bool IsRegistered() {
+    absl::MutexLock l(&m_);
+    return rewriter_ != nullptr;
+  }
+
+ private:
+  GraphRewriter() = default;
+
+  absl::Mutex m_;
+  std::function<Status(tensorflow::MetaGraphDef*)> rewriter_
+      ABSL_GUARDED_BY(m_);
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_GRAPH_REWRITER_H_
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index 30928bbd66b..afb6204f76d 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -34,6 +34,5 @@ cc_test(
         ":gzip_zlib",
         "//tensorflow_serving/core/test_util:test_main",
         "@com_google_absl//absl/strings",
-        "@com_google_googletest//:gtest",
     ],
 )

From b201786e37843beb13e1e06cf3da7b0126f79bba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Oct 2023 06:01:32 -0700
Subject: [PATCH 6809/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2c16fc8-f0db-48b5-bca4-3ad332811b9e

PiperOrigin-RevId: 570670513
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46015f18e9e..c381bdfd081 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f574743cf9fd44f96462b8d3db41acbf93a57a0b43d62f6de1f2ba78b5b8e0a9",
-    git_commit = "b86a33b596ecf16babbac9762adc8223b78238bc",
+    sha256 = "adf0b44dbd4da291a34237d13dd61f9ca2817d877f3b7f097f9d26a8d08aaef6",
+    git_commit = "6f98f663dcb8405ee02aeaabb5f276e73a5fb1bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a16cb4ba5854cb4a8d1cb40f60680b38d88e903c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Oct 2023 12:01:57 -0700
Subject: [PATCH 6810/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9eb8aa1c-f87f-483e-9561-1c868dd8988d

PiperOrigin-RevId: 570762134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c381bdfd081..b676f200fd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "adf0b44dbd4da291a34237d13dd61f9ca2817d877f3b7f097f9d26a8d08aaef6",
-    git_commit = "6f98f663dcb8405ee02aeaabb5f276e73a5fb1bc",
+    sha256 = "99f62551ab2600fc23bd939bc54d36afa673694912ee1f9400a9fc60e6c5603d",
+    git_commit = "64a214ed5efde0afc713ed62ff0fcccd878e434a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 970c630723061e89e6eb45493c0883b0b97bd7eb Mon Sep 17 00:00:00 2001
From: nhatle <nhat.le@intel.com>
Date: Wed, 4 Oct 2023 15:50:34 -0700
Subject: [PATCH 6811/8103] Enable BF16 Automatic Mixed Precision

---
 tensorflow_serving/g3doc/serving_config.md           |  1 +
 tensorflow_serving/model_servers/main.cc             |  4 +++-
 tensorflow_serving/model_servers/server.cc           |  1 +
 tensorflow_serving/model_servers/server.h            |  1 +
 .../tensorflow/saved_model_bundle_factory.cc         | 12 ++++++++++++
 .../servables/tensorflow/session_bundle_config.proto |  3 +++
 6 files changed, 21 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index ccba616784b..8e21f60df5d 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -285,3 +285,4 @@ notable ones. For a complete list, please refer to the
     model_base_path
 *   `--enable_model_warmup`: Enables [model warmup](saved_model_warmup.md) using
     user-provided PredictionLogs in assets.extra/ directory
+*   `--mixed_precision=bfloat16`: Enables BF16 AUtomatic Mixed Precision
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index f7be15c2bd8..cd6788f959b 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -290,7 +290,9 @@ int main(int argc, char** argv) {
       tensorflow::Flag("thread_pool_factory_config_file",
                        &options.thread_pool_factory_config_file,
                        "If non-empty, read an ascii ThreadPoolConfig protobuf "
-                       "from the supplied file name.")};
+                       "from the supplied file name."),
+      tensorflow::Flag("mixed_precision", &options.mixed_precision,
+                      "specify mixed_precision mode")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index b15cd4cacc7..1cff3be76ae 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -288,6 +288,7 @@ Status Server::BuildAndStart(const Options& server_options) {
     session_bundle_config.set_num_tflite_interpreters_per_pool(
         server_options.num_tflite_interpreters_per_pool);
     session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
+    session_bundle_config.set_mixed_precision(server_options.mixed_precision);
 
     TF_RETURN_IF_ERROR(
         tensorflow::serving::init::SetupPlatformConfigMapForTensorFlow(
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 03467d6a1ae..1b3fe2616b7 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -101,6 +101,7 @@ class Server {
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
     bool enable_profiler = true;
+    tensorflow::string mixed_precision;
 
     Options();
   };
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 5aba3e3551d..76bbea78f88 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -121,6 +121,18 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   }
   const auto& session_options = [&]() {
     auto result = GetSessionOptions(config_);
+    string mixed_precision_value = config_.mixed_precision();
+    if (!mixed_precision_value.empty()) {
+      if (mixed_precision_value == "bfloat16") {
+        LOG(INFO) << "Running inference with bfloat16 auto mixed precision";
+        tensorflow::ConfigProto& config = result.config;
+        GraphOptions* gopt = config.mutable_graph_options();
+        RewriterConfig* rwcfg = gopt->mutable_rewrite_options();
+        rwcfg->set_auto_mixed_precision_onednn_bfloat16(RewriterConfig::ON);
+      } else {
+        LOG(WARNING) << config_.mixed_precision() << " auto mixed precision is not supported. Valid option: bfloat16";
+      }
+    }
     if (metadata.has_value()) {
       auto* session_metadata =
           result.config.mutable_experimental()->mutable_session_metadata();
diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index 3659b01db37..f4e79c2630a 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -134,6 +134,9 @@ message SessionBundleConfig {
   //
   // Enable overriding model configs via assets.extra/saved_model_config.pb.
   bool enable_saved_model_config = 790;
+
+  //Add bf16 mixed_precision option
+  string mixed_precision = 791;
 }
 
 // Batching parameters. Each individual parameter is optional. If omitted, the

From 60a3d7338f714f598071952ecf7e691ba70e3138 Mon Sep 17 00:00:00 2001
From: nhatle <nhat.le@intel.com>
Date: Wed, 4 Oct 2023 16:49:06 -0700
Subject: [PATCH 6812/8103] Follow expected format

---
 .../servables/tensorflow/saved_model_bundle_factory.cc        | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 76bbea78f88..e095bb812e3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -130,7 +130,9 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
         RewriterConfig* rwcfg = gopt->mutable_rewrite_options();
         rwcfg->set_auto_mixed_precision_onednn_bfloat16(RewriterConfig::ON);
       } else {
-        LOG(WARNING) << config_.mixed_precision() << " auto mixed precision is not supported. Valid option: bfloat16";
+        LOG(WARNING) 
+            << config_.mixed_precision() 
+            << " auto mixed precision is not supported. Valid option: bfloat16";
       }
     }
     if (metadata.has_value()) {

From 7f8d9d74bd3e336931526d3fd093aec2a2c66cc2 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Wed, 4 Oct 2023 17:59:27 -0700
Subject: [PATCH 6813/8103] Remove upper_cost_threshold in TFRT serving

PiperOrigin-RevId: 570864891
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc            | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index afebea3874b..553b3ce52b6 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -214,8 +214,6 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.hoist_invariant_ops = config_.hoist_invariant_ops();
   compile_options.sink_in_invariant_ops = config_.sink_in_invariant_ops();
   compile_options.cost_threshold = config_.stream_merge_threshold();
-  compile_options.upper_cost_threshold =
-      config_.stream_merge_upper_cost_threshold();
   compile_options.merge_inter_dependent_streams =
       config_.merge_inter_dependent_streams();
   compile_options.tpu_move_resource_gather_to_host =

From 8153aa6636307c53b5a285b03c966f59a556e56f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Oct 2023 18:01:21 -0700
Subject: [PATCH 6814/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6413a554-9eeb-42cc-b6e7-1dc76de19e5f

PiperOrigin-RevId: 570865290
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b676f200fd1..ec2660475f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99f62551ab2600fc23bd939bc54d36afa673694912ee1f9400a9fc60e6c5603d",
-    git_commit = "64a214ed5efde0afc713ed62ff0fcccd878e434a",
+    sha256 = "d277da998f1e93a253a1be105c243a4041a7dac6d6732b00950274809fcaf544",
+    git_commit = "e3be136a3776ab62480ce0679cef61f76476632b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cdc9c02f1587cbdd9ae39b05f1ec866248d676db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 00:01:35 -0700
Subject: [PATCH 6815/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/732a2e01-d01e-4fd7-8f3c-280f36f8b3c2

PiperOrigin-RevId: 570922466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec2660475f3..700f1568fbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d277da998f1e93a253a1be105c243a4041a7dac6d6732b00950274809fcaf544",
-    git_commit = "e3be136a3776ab62480ce0679cef61f76476632b",
+    sha256 = "8ca210b8509485836eb26b74b305bf28ba740ca223eb29bd877b84426482f1f2",
+    git_commit = "d8e55c054734c31734a2164a4b35ad971261346f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1052240ce9a6af52fd46dabc42e96460461f48de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 06:01:54 -0700
Subject: [PATCH 6816/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac928637-2e2b-40cb-9641-234e4e7f94d1

PiperOrigin-RevId: 570991262
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 700f1568fbe..5187776fd91 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ca210b8509485836eb26b74b305bf28ba740ca223eb29bd877b84426482f1f2",
-    git_commit = "d8e55c054734c31734a2164a4b35ad971261346f",
+    sha256 = "c726ac229ea501bb6aa2178b9828a0d84bdfb0e43d8747eb015005348bce04bf",
+    git_commit = "0a255348ac18dfdbb2ddf76a35337fc4f3dc740f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8eec641dee627243e13f8d04d8980f326c3e371d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 10:39:54 -0700
Subject: [PATCH 6817/8103] Internal cleanup

PiperOrigin-RevId: 571064974
---
 tensorflow_serving/servables/tensorflow/predict_util.cc     | 1 +
 .../servables/tensorflow/predict_util_test.cc               | 4 ++++
 tensorflow_serving/servables/tensorflow/regressor.cc        | 1 +
 .../servables/tensorflow/saved_model_bundle_factory.cc      | 5 +++++
 .../tensorflow/saved_model_bundle_source_adapter.cc         | 1 +
 .../tensorflow/saved_model_bundle_source_adapter_test.cc    | 1 +
 .../servables/tensorflow/saved_model_warmup_test.cc         | 2 ++
 .../servables/tensorflow/saved_model_warmup_test_util.cc    | 3 +++
 .../servables/tensorflow/saved_model_warmup_util.cc         | 2 ++
 .../servables/tensorflow/saved_model_warmup_util_test.cc    | 3 +++
 tensorflow_serving/servables/tensorflow/simple_servers.cc   | 1 +
 .../tensorflow/test_util/fake_thread_pool_factory.cc        | 2 ++
 .../servables/tensorflow/tflite_interpreter_pool.cc         | 1 +
 .../servables/tensorflow/tflite_interpreter_pool_test.cc    | 3 +++
 tensorflow_serving/servables/tensorflow/tflite_session.cc   | 5 +++++
 .../servables/tensorflow/tflite_session_main.cc             | 1 +
 .../servables/tensorflow/tflite_session_test.cc             | 4 ++++
 .../servables/tensorflow/thread_pool_factory.cc             | 3 +++
 .../servables/tensorflow/thread_pool_factory_test.cc        | 2 ++
 tensorflow_serving/servables/tensorflow/util.cc             | 6 ++++++
 tensorflow_serving/servables/tensorflow/util_test.cc        | 4 ++++
 .../session_bundle/oss/session_bundle_util.cc               | 3 +++
 .../sources/storage_path/file_system_storage_path_source.cc | 5 +++++
 .../storage_path/file_system_storage_path_source_test.cc    | 2 ++
 .../sources/storage_path/static_storage_path_source.cc      | 1 +
 .../sources/storage_path/static_storage_path_source_test.cc | 2 ++
 tensorflow_serving/test_util/grpc_client.cc                 | 2 ++
 tensorflow_serving/util/any_ptr_test.cc                     | 3 +++
 tensorflow_serving/util/class_registration_test.cc          | 1 +
 tensorflow_serving/util/class_registration_util.cc          | 2 ++
 tensorflow_serving/util/event_bus_test.cc                   | 2 ++
 tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc  | 2 ++
 tensorflow_serving/util/fast_read_dynamic_ptr_test.cc       | 2 ++
 tensorflow_serving/util/file_probing_env.cc                 | 2 ++
 tensorflow_serving/util/inline_executor.cc                  | 2 ++
 tensorflow_serving/util/json_tensor.cc                      | 3 +++
 tensorflow_serving/util/json_tensor_test.cc                 | 2 ++
 .../client/test_client/internal/evhttp_connection.cc        | 4 ++++
 .../util/net_http/server/internal/evhttp_request.cc         | 3 +++
 .../util/net_http/server/internal/evhttp_request_test.cc    | 3 +++
 .../util/net_http/server/internal/evhttp_server.cc          | 3 +++
 .../util/net_http/server/internal/evhttp_server_test.cc     | 2 ++
 .../util/net_http/server/testing/evhttp_echo_server.cc      | 5 +++--
 tensorflow_serving/util/observer_test.cc                    | 3 +++
 tensorflow_serving/util/prometheus_exporter.cc              | 3 +++
 tensorflow_serving/util/proto_util_test.cc                  | 2 ++
 tensorflow_serving/util/retrier.cc                          | 2 ++
 tensorflow_serving/util/threadpool_executor.cc              | 2 ++
 48 files changed, 121 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index cfa213c7999..ac6ade83543 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <map>
 #include <memory>
+#include <set>
 #include <string>
 #include <utility>
 #include <vector>
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index 419d3e45f25..d26e52447a6 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
 
+#include <memory>
+#include <utility>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/strings/str_cat.h"
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index ab1e4e3ef2a..d09b662d344 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include <functional>
 #include <memory>
 #include <string>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 5aba3e3551d..689b24382c0 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 
+#include <memory>
+#include <unordered_set>
+#include <utility>
+#include <vector>
+
 #include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/tensor.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index a0c6a226399..664717300f9 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <memory>
 #include <string>
+#include <utility>
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/types.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index a7cd0bdc396..f813f977170 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <memory>
 #include <string>
+#include <tuple>
 #include <utility>
 #include <vector>
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index b4adfa52887..6ee224bf335 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
 
+#include <vector>
+
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index 1ed362c5373..b8730d179e9 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.h"
 
+#include <memory>
+#include <vector>
+
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 396e6be1dbe..42efd4fad99 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 
+#include <algorithm>
+#include <functional>
 #include <memory>
 #include <utility>
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index a15a9304165..0bdf5e4e3b3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 
+#include <string>
+#include <vector>
+
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index f24ede878d2..0b0cf139d83 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <algorithm>
 #include <memory>
 #include <string>
+#include <utility>
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
index 0388ef44802..a81de05837d 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.h"
 
+#include <memory>
+
 namespace tensorflow {
 namespace serving {
 namespace test_util {
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index a6c9ad42f99..5f9f196a102 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <limits>
 #include <memory>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/core/framework/tensor.h"
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index 98995b2ad79..caae2cd762f 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.h"
 
 #include <memory>
+#include <string>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index abe12b05aa3..953e9fdd5f5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -15,9 +15,14 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
+#include <algorithm>
+#include <cstring>
+#include <functional>
+#include <map>
 #include <memory>
 #include <string>
 #include <utility>
+#include <vector>
 
 #include "absl/functional/bind_front.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
index 5219db7b0df..d219108bcff 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_main.cc
@@ -18,6 +18,7 @@ limitations under the License.
 #include <iostream>
 #include <memory>
 #include <string>
+#include <utility>
 
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/init_main.h"
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index 262f5b0b710..f458bf50af5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -15,9 +15,13 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
+#include <map>
 #include <memory>
+#include <random>
+#include <set>
 #include <string>
 #include <utility>
+#include <vector>
 
 #include <gtest/gtest.h>
 #include "absl/flags/flag.h"
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
index 54e587dceb5..9d5a8976d9e 100644
--- a/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
+#include <memory>
+#include <utility>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
index 14cc0a7a71f..9e1a32525bc 100644
--- a/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/thread_pool_factory_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
 
+#include <memory>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/platform/env.h"
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index cbf47535601..bfce27dcbbe 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -15,8 +15,14 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
+#include <algorithm>
 #include <atomic>
 #include <cstdlib>
+#include <deque>
+#include <iterator>
+#include <set>
+#include <utility>
+#include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 28cf0a45465..d118774c83e 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/util.h"
 
+#include <map>
+#include <set>
+#include <vector>
+
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/example/example.pb.h"
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index d5fb88887f2..305f41d8a7c 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
+#include <functional>
+#include <unordered_set>
+
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/env.h"
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index d3d5306b634..b34a30d8e6d 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -15,9 +15,14 @@ limitations under the License.
 
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 
+#include <algorithm>
 #include <functional>
+#include <map>
+#include <memory>
+#include <set>
 #include <string>
 #include <unordered_set>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 53cbbdf7983..d3048f5b015 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -16,6 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 
 #include <atomic>
+#include <functional>
+#include <memory>
 #include <string>
 
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
index ea77430b5c7..a71d04217d5 100644
--- a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/sources/storage_path/static_storage_path_source.h"
 
 #include <functional>
+#include <memory>
 #include <string>
 
 #include "tensorflow_serving/core/servable_data.h"
diff --git a/tensorflow_serving/sources/storage_path/static_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/static_storage_path_source_test.cc
index acf6380a495..82d496c2640 100644
--- a/tensorflow_serving/sources/storage_path/static_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/static_storage_path_source_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/sources/storage_path/static_storage_path_source.h"
 
+#include <memory>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status_test_util.h"
diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 65e5de04a3c..1bb422a3b95 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -17,6 +17,8 @@ limitations under the License.
 #include <chrono>  // NOLINT(build/c++11)
 #include <fstream>
 #include <iostream>
+#include <memory>
+#include <sstream>
 #include <string>
 
 #include "grpcpp/create_channel.h"
diff --git a/tensorflow_serving/util/any_ptr_test.cc b/tensorflow_serving/util/any_ptr_test.cc
index 8148f7595f0..7e3338ef4c8 100644
--- a/tensorflow_serving/util/any_ptr_test.cc
+++ b/tensorflow_serving/util/any_ptr_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/util/any_ptr.h"
 
+#include <memory>
+#include <utility>
+
 #include <gtest/gtest.h>
 #include "absl/base/attributes.h"
 
diff --git a/tensorflow_serving/util/class_registration_test.cc b/tensorflow_serving/util/class_registration_test.cc
index 9f01ee8139f..0821109c25d 100644
--- a/tensorflow_serving/util/class_registration_test.cc
+++ b/tensorflow_serving/util/class_registration_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/class_registration.h"
 
 #include <map>
+#include <memory>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/util/class_registration_util.cc b/tensorflow_serving/util/class_registration_util.cc
index 93802b6980c..d0d8c405081 100644
--- a/tensorflow_serving/util/class_registration_util.cc
+++ b/tensorflow_serving/util/class_registration_util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/class_registration_util.h"
 
+#include <vector>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/util/event_bus_test.cc b/tensorflow_serving/util/event_bus_test.cc
index 5c4e824209e..5cc9dd6a7cf 100644
--- a/tensorflow_serving/util/event_bus_test.cc
+++ b/tensorflow_serving/util/event_bus_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/event_bus.h"
 
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 24ed7143408..484bde5dbdd 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -33,10 +33,12 @@ limitations under the License.
 // e.g.: --benchmark_min_time=60.0
 
 #include <limits.h>
+
 #include <algorithm>
 #include <functional>
 #include <memory>
 #include <string>
+#include <utility>
 
 #include "absl/time/clock.h"
 #include "absl/time/time.h"
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
index dae665282b6..9b00cf1ba26 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/fast_read_dynamic_ptr.h"
 
+#include <memory>
+#include <utility>
 #include <vector>
 
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/util/file_probing_env.cc b/tensorflow_serving/util/file_probing_env.cc
index a5f25ce7800..65915a99e86 100644
--- a/tensorflow_serving/util/file_probing_env.cc
+++ b/tensorflow_serving/util/file_probing_env.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/file_probing_env.h"
 
+#include <vector>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/util/inline_executor.cc b/tensorflow_serving/util/inline_executor.cc
index dee16451a3b..1d1dfb43bfc 100644
--- a/tensorflow_serving/util/inline_executor.cc
+++ b/tensorflow_serving/util/inline_executor.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/inline_executor.h"
 
+#include <functional>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index e3749ae060f..6c65dd53ebb 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -15,8 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/util/json_tensor.h"
 
+#include <algorithm>
 #include <cstdlib>
+#include <functional>
 #include <limits>
+#include <set>
 #include <string>
 #include <type_traits>
 #include <unordered_map>
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index b8145986c57..6cb2e401d30 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/json_tensor.h"
 
+#include <functional>
+
 #include "google/protobuf/message.h"
 #include "google/protobuf/text_format.h"
 #include "google/protobuf/util/message_differencer.h"
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
index b0a1d4c8ad7..05a475049f6 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.cc
@@ -17,6 +17,10 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/client/test_client/internal/evhttp_connection.h"
 
+#include <memory>
+#include <string>
+#include <utility>
+
 #include "absl/strings/str_cat.h"
 #include "tensorflow_serving/util/net_http/internal/net_logging.h"
 #include "tensorflow_serving/util/net_http/public/response_code_enum.h"
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
index c8d0501bc02..75bf2f38665 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request.cc
@@ -23,7 +23,10 @@ limitations under the License.
 #include <cstddef>
 #include <cstdint>
 #include <cstring>
+#include <functional>
+#include <memory>
 #include <string>
+#include <utility>
 #include <vector>
 
 #include "absl/strings/match.h"
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
index 4bf1515704d..95bdd0b0530 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_request_test.cc
@@ -14,8 +14,11 @@ limitations under the License.
 ==============================================================================*/
 
 #include <cstdint>
+#include <functional>
 #include <memory>
 #include <random>
+#include <string>
+#include <utility>
 
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 36c925a8e87..9e2616c8bd0 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -22,7 +22,10 @@ limitations under the License.
 #include <sys/socket.h>
 
 #include <cstdint>
+#include <functional>
 #include <memory>
+#include <string>
+#include <tuple>
 #include <utility>
 
 #include "absl/base/call_once.h"
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index 52d039351d4..8df2bcc4ca5 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -15,7 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/util/net_http/server/internal/evhttp_server.h"
 
+#include <functional>
 #include <memory>
+#include <utility>
 
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
diff --git a/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc b/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
index bb0ba69ba56..1d513ecb667 100644
--- a/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
+++ b/tensorflow_serving/util/net_http/server/testing/evhttp_echo_server.cc
@@ -19,16 +19,17 @@ limitations under the License.
 #include <cstddef>
 #include <cstdint>
 #include <cstring>
-
+#include <functional>
 #include <iostream>
 #include <memory>
+#include <string>
+#include <utility>
 #include <vector>
 
 #include "absl/memory/memory.h"
 #include "absl/strings/numbers.h"
 #include "absl/strings/str_cat.h"
 #include "absl/strings/string_view.h"
-
 #include "tensorflow_serving/util/net_http/server/public/httpserver.h"
 #include "tensorflow_serving/util/net_http/server/public/httpserver_interface.h"
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
diff --git a/tensorflow_serving/util/observer_test.cc b/tensorflow_serving/util/observer_test.cc
index 1fb0f1d5c05..a1245bc65c7 100644
--- a/tensorflow_serving/util/observer_test.cc
+++ b/tensorflow_serving/util/observer_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/util/observer.h"
 
+#include <functional>
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
 #include "tensorflow/core/platform/env.h"
diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
index bfc56deb4d1..3b3cb1a8789 100644
--- a/tensorflow_serving/util/prometheus_exporter.cc
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/util/prometheus_exporter.h"
 
+#include <memory>
+#include <vector>
+
 #include "absl/strings/match.h"
 #include "absl/strings/str_cat.h"
 #include "absl/strings/str_format.h"
diff --git a/tensorflow_serving/util/proto_util_test.cc b/tensorflow_serving/util/proto_util_test.cc
index bafe45acc6e..ace50c84b82 100644
--- a/tensorflow_serving/util/proto_util_test.cc
+++ b/tensorflow_serving/util/proto_util_test.cc
@@ -14,6 +14,8 @@ limitations under the License.
 ==============================================================================*/
 #include "tensorflow_serving/util/proto_util.h"
 
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
diff --git a/tensorflow_serving/util/retrier.cc b/tensorflow_serving/util/retrier.cc
index 49d5d1fe2a9..ab16acbc0ac 100644
--- a/tensorflow_serving/util/retrier.cc
+++ b/tensorflow_serving/util/retrier.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/retrier.h"
 
+#include <functional>
+
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 
diff --git a/tensorflow_serving/util/threadpool_executor.cc b/tensorflow_serving/util/threadpool_executor.cc
index ba6e7f86cfd..cf727a7473e 100644
--- a/tensorflow_serving/util/threadpool_executor.cc
+++ b/tensorflow_serving/util/threadpool_executor.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/util/threadpool_executor.h"
 
+#include <functional>
+
 namespace tensorflow {
 namespace serving {
 

From 64d01f0e90139af39c83b0f451fe648baeb15adf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 10:41:31 -0700
Subject: [PATCH 6818/8103] Internal cleanup

PiperOrigin-RevId: 571065406
---
 tensorflow_serving/batching/batch_scheduler_retrier_test.cc | 2 ++
 tensorflow_serving/batching/batching_session.cc             | 6 ++++++
 tensorflow_serving/batching/batching_session_test.cc        | 4 ++++
 tensorflow_serving/batching/batching_util.cc                | 3 +++
 tensorflow_serving/batching/batching_util_test.cc           | 5 +++++
 tensorflow_serving/batching/incremental_barrier.cc          | 1 +
 tensorflow_serving/batching/streaming_batch_scheduler.cc    | 1 +
 .../batching/streaming_batch_scheduler_test.cc              | 1 +
 .../batching/test_util/puppet_batch_scheduler_test.cc       | 2 ++
 tensorflow_serving/batching/threadsafe_status.cc            | 2 ++
 tensorflow_serving/core/aspired_version_policy.cc           | 2 ++
 tensorflow_serving/core/aspired_versions_manager.cc         | 2 ++
 .../core/aspired_versions_manager_benchmark.cc              | 1 +
 tensorflow_serving/core/aspired_versions_manager_builder.cc | 3 +++
 .../core/aspired_versions_manager_builder_test.cc           | 5 +++++
 tensorflow_serving/core/aspired_versions_manager_test.cc    | 6 ++++++
 tensorflow_serving/core/availability_preserving_policy.cc   | 3 +++
 .../core/availability_preserving_policy_test.cc             | 2 ++
 tensorflow_serving/core/basic_manager.cc                    | 1 +
 tensorflow_serving/core/basic_manager_test.cc               | 6 ++++++
 tensorflow_serving/core/caching_manager.cc                  | 3 +++
 tensorflow_serving/core/caching_manager_test.cc             | 3 +++
 tensorflow_serving/core/dynamic_source_router_test.cc       | 3 +++
 tensorflow_serving/core/load_servables_fast.cc              | 4 ++++
 tensorflow_serving/core/loader_harness.cc                   | 2 ++
 tensorflow_serving/core/loader_harness_test.cc              | 1 +
 tensorflow_serving/core/log_collector.cc                    | 1 +
 tensorflow_serving/core/log_collector_test.cc               | 2 ++
 tensorflow_serving/core/manager_test.cc                     | 4 ++++
 tensorflow_serving/core/manager_wrapper.cc                  | 5 +++++
 .../core/prefix_storage_path_source_adapter.cc              | 2 ++
 tensorflow_serving/core/request_logger.cc                   | 2 ++
 tensorflow_serving/core/request_logger_test.cc              | 1 +
 tensorflow_serving/core/resource_preserving_policy.cc       | 3 +++
 tensorflow_serving/core/resource_preserving_policy_test.cc  | 2 ++
 tensorflow_serving/core/servable_state_monitor.cc           | 4 ++++
 tensorflow_serving/core/servable_state_monitor_test.cc      | 4 ++++
 tensorflow_serving/core/server_request_logger.cc            | 2 ++
 tensorflow_serving/core/server_request_logger_test.cc       | 2 ++
 tensorflow_serving/core/simple_loader_test.cc               | 1 +
 tensorflow_serving/core/source_adapter_test.cc              | 1 +
 tensorflow_serving/core/source_router_test.cc               | 3 +++
 tensorflow_serving/core/static_manager.cc                   | 3 +++
 tensorflow_serving/core/static_source_router_test.cc        | 3 +++
 44 files changed, 119 insertions(+)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index 8e337fce3bb..f689848ee05 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -16,6 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/batching/batch_scheduler_retrier.h"
 
 #include <limits>
+#include <memory>
+#include <utility>
 
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index c4aa051bdc8..0484b1827a1 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -17,7 +17,13 @@ limitations under the License.
 
 #include <stddef.h>
 
+#include <functional>
+#include <map>
 #include <memory>
+#include <string>
+#include <unordered_map>
+#include <utility>
+#include <vector>
 
 #include "absl/container/fixed_array.h"
 #include "tensorflow/core/framework/cost_graph.pb.h"
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 300a2052f34..4f44b03cc48 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -15,7 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/batching_session.h"
 
+#include <functional>
 #include <memory>
+#include <tuple>
+#include <utility>
+#include <vector>
 
 #include <gtest/gtest.h>
 #include "absl/synchronization/notification.h"
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 8abf9f47fe3..d7e8961d20d 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/batching_util.h"
 
+#include <map>
 #include <string>
+#include <utility>
+#include <vector>
 
 #include "tensorflow/core/framework/register_types.h"
 #include "tensorflow/core/framework/tensor.h"
diff --git a/tensorflow_serving/batching/batching_util_test.cc b/tensorflow_serving/batching/batching_util_test.cc
index 0eea279d3fc..ac9803cde1e 100644
--- a/tensorflow_serving/batching/batching_util_test.cc
+++ b/tensorflow_serving/batching/batching_util_test.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/batching_util.h"
 
+#include <map>
+#include <string>
+#include <utility>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/framework/register_types.h"
diff --git a/tensorflow_serving/batching/incremental_barrier.cc b/tensorflow_serving/batching/incremental_barrier.cc
index 40324700b69..cdc623b14f1 100644
--- a/tensorflow_serving/batching/incremental_barrier.cc
+++ b/tensorflow_serving/batching/incremental_barrier.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <atomic>
 #include <functional>
+#include <utility>
 
 #include "absl/functional/bind_front.h"
 #include "tensorflow/core/platform/logging.h"
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.cc b/tensorflow_serving/batching/streaming_batch_scheduler.cc
index 510ff6a7b1f..6e2060a3d29 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/streaming_batch_scheduler.h"
 
+#include <functional>
 #include <utility>
 
 #include "absl/types/optional.h"
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
index 63c7ae579a6..55e2f0e0b4c 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/streaming_batch_scheduler.h"
 
+#include <memory>
 #include <vector>
 
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/batching/test_util/puppet_batch_scheduler_test.cc b/tensorflow_serving/batching/test_util/puppet_batch_scheduler_test.cc
index 440fdc612c0..e8eb12a9a06 100644
--- a/tensorflow_serving/batching/test_util/puppet_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/test_util/puppet_batch_scheduler_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/test_util/puppet_batch_scheduler.h"
 
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
diff --git a/tensorflow_serving/batching/threadsafe_status.cc b/tensorflow_serving/batching/threadsafe_status.cc
index 687c9bc9d51..e5706260442 100644
--- a/tensorflow_serving/batching/threadsafe_status.cc
+++ b/tensorflow_serving/batching/threadsafe_status.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/batching/threadsafe_status.h"
 
+#include <utility>
+
 #include "absl/base/thread_annotations.h"
 #include "absl/status/status.h"
 #include "absl/synchronization/mutex.h"
diff --git a/tensorflow_serving/core/aspired_version_policy.cc b/tensorflow_serving/core/aspired_version_policy.cc
index 01cf119aa16..6abd695cd9d 100644
--- a/tensorflow_serving/core/aspired_version_policy.cc
+++ b/tensorflow_serving/core/aspired_version_policy.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/aspired_version_policy.h"
 
+#include <vector>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index db68196d12b..dc3020bbf93 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -19,6 +19,8 @@ limitations under the License.
 #include <iterator>
 #include <map>
 #include <memory>
+#include <set>
+#include <string>
 #include <unordered_set>
 #include <utility>
 #include <vector>
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index a39983772a0..d6bb568e823 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include <functional>
 #include <memory>
 #include <string>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
diff --git a/tensorflow_serving/core/aspired_versions_manager_builder.cc b/tensorflow_serving/core/aspired_versions_manager_builder.cc
index 043ab7ca2c4..0af168544d1 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/core/aspired_versions_manager_builder.h"
 
+#include <memory>
+#include <utility>
+
 #include "tensorflow_serving/core/manager_wrapper.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/aspired_versions_manager_builder_test.cc b/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
index dbe71597b8b..322718a21af 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/core/aspired_versions_manager_builder.h"
 
+#include <functional>
+#include <memory>
+#include <utility>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/strings/strcat.h"
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 53d22bb5900..507f3efd684 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -17,6 +17,12 @@ limitations under the License.
 
 #include <algorithm>
 #include <functional>
+#include <map>
+#include <memory>
+#include <set>
+#include <tuple>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/availability_preserving_policy.cc b/tensorflow_serving/core/availability_preserving_policy.cc
index befc3b76139..2841be7258a 100644
--- a/tensorflow_serving/core/availability_preserving_policy.cc
+++ b/tensorflow_serving/core/availability_preserving_policy.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 
+#include <algorithm>
+#include <vector>
+
 #include "absl/types/optional.h"
 #include "tensorflow_serving/core/loader_harness.h"
 
diff --git a/tensorflow_serving/core/availability_preserving_policy_test.cc b/tensorflow_serving/core/availability_preserving_policy_test.cc
index f632e448542..73191078495 100644
--- a/tensorflow_serving/core/availability_preserving_policy_test.cc
+++ b/tensorflow_serving/core/availability_preserving_policy_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 
+#include <vector>
+
 #include <gtest/gtest.h>
 #include "tensorflow_serving/core/servable_id.h"
 
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 7e5b65c4a88..692d9ce3c38 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/core/basic_manager.h"
 
 #include <algorithm>
+#include <functional>
 #include <iterator>
 #include <map>
 #include <memory>
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 55d1d95a198..b4310de64b2 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -16,7 +16,13 @@ limitations under the License.
 #include "tensorflow_serving/core/basic_manager.h"
 
 #include <algorithm>
+#include <atomic>
 #include <functional>
+#include <map>
+#include <memory>
+#include <set>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 310dc84e09c..91a55d404bf 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/caching_manager.h"
 
+#include <map>
+#include <memory>
 #include <utility>
+#include <vector>
 
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index f4f39cd5c79..87c8ff285d1 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/caching_manager.h"
 
+#include <map>
+#include <memory>
 #include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/dynamic_source_router_test.cc b/tensorflow_serving/core/dynamic_source_router_test.cc
index 29a16755709..73468c871da 100644
--- a/tensorflow_serving/core/dynamic_source_router_test.cc
+++ b/tensorflow_serving/core/dynamic_source_router_test.cc
@@ -16,6 +16,9 @@ limitations under the License.
 #include "tensorflow_serving/core/dynamic_source_router.h"
 
 #include <algorithm>
+#include <memory>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index c69ff78dc7e..03e118f0db0 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -15,9 +15,13 @@ limitations under the License.
 
 #include "tensorflow_serving/core/load_servables_fast.h"
 
+#include <algorithm>
+#include <functional>
 #include <map>
+#include <memory>
 #include <string>
 #include <utility>
+#include <vector>
 
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index abc8e9c55ef..839fca77aaa 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -16,6 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/core/loader_harness.h"
 
 #include <algorithm>
+#include <memory>
+#include <utility>
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index a488588e505..1cfba549165 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/core/loader_harness.h"
 
 #include <memory>
+#include <utility>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/log_collector.cc b/tensorflow_serving/core/log_collector.cc
index 0740be230c5..13bc6aaf24c 100644
--- a/tensorflow_serving/core/log_collector.cc
+++ b/tensorflow_serving/core/log_collector.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/core/log_collector.h"
 
+#include <memory>
 #include <unordered_map>
 
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/core/log_collector_test.cc b/tensorflow_serving/core/log_collector_test.cc
index 12ea6aebe26..effbc5bdf06 100644
--- a/tensorflow_serving/core/log_collector_test.cc
+++ b/tensorflow_serving/core/log_collector_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/log_collector.h"
 
+#include <memory>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
diff --git a/tensorflow_serving/core/manager_test.cc b/tensorflow_serving/core/manager_test.cc
index b669788707e..b6bbba13bc7 100644
--- a/tensorflow_serving/core/manager_test.cc
+++ b/tensorflow_serving/core/manager_test.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/manager.h"
 
+#include <map>
+#include <memory>
+#include <vector>
+
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow_serving/core/test_util/servable_handle_test_util.h"
diff --git a/tensorflow_serving/core/manager_wrapper.cc b/tensorflow_serving/core/manager_wrapper.cc
index b6bf42ab1ca..054a8f4aab6 100644
--- a/tensorflow_serving/core/manager_wrapper.cc
+++ b/tensorflow_serving/core/manager_wrapper.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/core/manager_wrapper.h"
 
+#include <map>
+#include <memory>
+#include <utility>
+#include <vector>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
index 66a6ec02939..5981fe24af4 100644
--- a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/prefix_storage_path_source_adapter.h"
 
+#include <string>
+
 #include "tensorflow/core/platform/path.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index d9c6ac75176..386b46c6afb 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -15,7 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/core/request_logger.h"
 
+#include <memory>
 #include <random>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index c69e4260111..ec262a0a907 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/core/request_logger.h"
 
 #include <memory>
+#include <vector>
 
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/wrappers.pb.h"
diff --git a/tensorflow_serving/core/resource_preserving_policy.cc b/tensorflow_serving/core/resource_preserving_policy.cc
index b74443fc1e2..9cc06bd0454 100644
--- a/tensorflow_serving/core/resource_preserving_policy.cc
+++ b/tensorflow_serving/core/resource_preserving_policy.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/core/resource_preserving_policy.h"
 
+#include <algorithm>
+#include <vector>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/core/resource_preserving_policy_test.cc b/tensorflow_serving/core/resource_preserving_policy_test.cc
index 19467ff4d3a..cb6bd331aa0 100644
--- a/tensorflow_serving/core/resource_preserving_policy_test.cc
+++ b/tensorflow_serving/core/resource_preserving_policy_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/resource_preserving_policy.h"
 
+#include <vector>
+
 #include <gtest/gtest.h>
 #include "tensorflow_serving/core/servable_id.h"
 
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 0bffec6c30f..8e2c5cf751b 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/servable_state_monitor.h"
 
+#include <map>
+#include <utility>
+#include <vector>
+
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
 #include "tensorflow_serving/core/servable_state.h"
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index 6ab7c7bc3a9..1db55f33902 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/servable_state_monitor.h"
 
+#include <map>
+#include <memory>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index eea38c46ece..a723175ea99 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -16,8 +16,10 @@ limitations under the License.
 #include "tensorflow_serving/core/server_request_logger.h"
 
 #include <functional>
+#include <map>
 #include <memory>
 #include <utility>
+#include <vector>
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/gtl/map_util.h"
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index 8e53f1faa1f..a04bf3a73fc 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -16,8 +16,10 @@ limitations under the License.
 #include "tensorflow_serving/core/server_request_logger.h"
 
 #include <functional>
+#include <map>
 #include <memory>
 #include <unordered_map>
+#include <utility>
 #include <vector>
 
 #include "google/protobuf/any.pb.h"
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 06c4ecf7a61..7f7e783313b 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/core/simple_loader.h"
 
+#include <memory>
 #include <string>
 #include <vector>
 
diff --git a/tensorflow_serving/core/source_adapter_test.cc b/tensorflow_serving/core/source_adapter_test.cc
index 4eddf99ee49..fbd63ac785c 100644
--- a/tensorflow_serving/core/source_adapter_test.cc
+++ b/tensorflow_serving/core/source_adapter_test.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <memory>
 #include <string>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/source_router_test.cc b/tensorflow_serving/core/source_router_test.cc
index 6b68c990aea..23a600a9ad1 100644
--- a/tensorflow_serving/core/source_router_test.cc
+++ b/tensorflow_serving/core/source_router_test.cc
@@ -15,7 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/source_router.h"
 
+#include <memory>
 #include <string>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/core/static_manager.cc b/tensorflow_serving/core/static_manager.cc
index d1e21489ce7..fd437228f07 100644
--- a/tensorflow_serving/core/static_manager.cc
+++ b/tensorflow_serving/core/static_manager.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/core/static_manager.h"
 
+#include <memory>
+#include <utility>
+
 namespace tensorflow {
 namespace serving {
 
diff --git a/tensorflow_serving/core/static_source_router_test.cc b/tensorflow_serving/core/static_source_router_test.cc
index 121ad6aadba..c9b87bce0d9 100644
--- a/tensorflow_serving/core/static_source_router_test.cc
+++ b/tensorflow_serving/core/static_source_router_test.cc
@@ -16,6 +16,9 @@ limitations under the License.
 #include "tensorflow_serving/core/static_source_router.h"
 
 #include <algorithm>
+#include <memory>
+#include <utility>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>

From 72c65e6d1b6d4f90e33dbd126bfebb7341be64cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 10:43:17 -0700
Subject: [PATCH 6819/8103] Internal cleanup

PiperOrigin-RevId: 571066121
---
 tensorflow_serving/core/test_util/availability_test_util.cc  | 1 +
 .../core/test_util/fake_loader_source_adapter.cc             | 1 +
 .../core/test_util/fake_storage_path_source_adapter.cc       | 2 ++
 tensorflow_serving/core/test_util/session_test_util.cc       | 4 ++++
 tensorflow_serving/example/resnet_client.cc                  | 2 ++
 .../ops/remote_predict/kernels/prediction_service_grpc.cc    | 3 +++
 .../remote_predict/kernels/remote_predict_op_kernel_test.cc  | 5 +++++
 .../tensorflow/ops/remote_predict/ops/remote_predict_op.cc   | 2 ++
 .../model_servers/get_model_status_impl_test.cc              | 4 ++++
 tensorflow_serving/model_servers/http_rest_api_handler.cc    | 2 ++
 .../model_servers/http_rest_api_handler_test.cc              | 1 +
 tensorflow_serving/model_servers/http_rest_api_util.cc       | 3 +++
 tensorflow_serving/model_servers/http_rest_api_util_test.cc  | 2 ++
 tensorflow_serving/model_servers/http_server.cc              | 3 +++
 tensorflow_serving/model_servers/server.cc                   | 1 +
 tensorflow_serving/model_servers/server_core.cc              | 4 ++++
 tensorflow_serving/model_servers/server_core_test.cc         | 4 ++++
 tensorflow_serving/model_servers/server_init.cc              | 2 ++
 .../model_servers/test_util/server_core_test_util.cc         | 3 +++
 .../test_util/storage_path_error_injecting_source_adapter.cc | 3 +++
 tensorflow_serving/resources/resource_tracker.cc             | 3 +++
 tensorflow_serving/resources/resource_tracker_test.cc        | 1 +
 tensorflow_serving/resources/resource_util.cc                | 2 ++
 .../servables/hashmap/hashmap_source_adapter.cc              | 2 ++
 .../servables/tensorflow/bundle_factory_test_util.cc         | 4 ++++
 .../servables/tensorflow/bundle_factory_util.cc              | 5 +++++
 tensorflow_serving/servables/tensorflow/classifier.cc        | 1 +
 .../servables/tensorflow/machine_learning_metadata_test.cc   | 3 +++
 tensorflow_serving/servables/tensorflow/multi_inference.cc   | 3 +++
 .../servables/tensorflow/multi_inference_helper_test.cc      | 5 +++++
 .../servables/tensorflow/multi_inference_test.cc             | 5 +++++
 .../servables/tensorflow/oss/resource_estimator_test.cc      | 1 +
 tensorflow_serving/servables/tensorflow/predict_impl_test.cc | 3 +++
 33 files changed, 90 insertions(+)

diff --git a/tensorflow_serving/core/test_util/availability_test_util.cc b/tensorflow_serving/core/test_util/availability_test_util.cc
index 47521cdf507..05cea96a01e 100644
--- a/tensorflow_serving/core/test_util/availability_test_util.cc
+++ b/tensorflow_serving/core/test_util/availability_test_util.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
 
 #include <string>
+#include <vector>
 
 #include "absl/types/optional.h"
 #include "absl/types/span.h"
diff --git a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
index bab9c85faf2..2449f98a2b9 100644
--- a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/core/test_util/fake_loader_source_adapter.h"
 
+#include <functional>
 #include <memory>
 
 #include "tensorflow/core/lib/strings/strcat.h"
diff --git a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
index 28ee65868d1..4888c76c6e9 100644
--- a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/test_util/fake_storage_path_source_adapter.h"
 
+#include <functional>
+
 #include "tensorflow/core/lib/core/errors.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/core/test_util/session_test_util.cc b/tensorflow_serving/core/test_util/session_test_util.cc
index 7c6cb070ca5..9270b76efb2 100644
--- a/tensorflow_serving/core/test_util/session_test_util.cc
+++ b/tensorflow_serving/core/test_util/session_test_util.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/core/test_util/session_test_util.h"
 
+#include <functional>
+#include <string>
+#include <utility>
+
 #include "absl/memory/memory.h"
 #include "absl/strings/strip.h"
 #include "tensorflow/core/common_runtime/session_factory.h"
diff --git a/tensorflow_serving/example/resnet_client.cc b/tensorflow_serving/example/resnet_client.cc
index 9c1a61c3ac7..86660e349a0 100644
--- a/tensorflow_serving/example/resnet_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -17,6 +17,8 @@ limitations under the License.
 
 #include <fstream>
 #include <iostream>
+#include <memory>
+#include <vector>
 
 #include "grpcpp/create_channel.h"
 #include "grpcpp/security/credentials.h"
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index af1e0bac187..bb017915ff6 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -14,6 +14,9 @@ limitations under the License.
 ==============================================================================*/
 #include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.h"
 
+#include <functional>
+#include <string>
+
 #include "grpcpp/create_channel.h"
 #include "grpcpp/security/credentials.h"
 #include "absl/time/clock.h"
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 50c5097c7b7..7fbe9078f60 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -14,6 +14,11 @@ limitations under the License.
 ==============================================================================*/
 #include "tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h"
 
+#include <functional>
+#include <memory>
+#include <string>
+#include <vector>
+
 #include "absl/status/status.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/client/client_session.h"
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index c1427473761..0d5bed00af5 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -12,6 +12,8 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
+#include <vector>
+
 #include "tensorflow/core/framework/common_shape_fns.h"
 #include "tensorflow/core/framework/op.h"
 #include "tensorflow/core/framework/shape_inference.h"
diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index cc67e1e46cd..f9d845ecaf2 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/get_model_status_impl.h"
 
+#include <memory>
+#include <set>
+#include <utility>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 579ea1c2540..c65f117ecee 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -16,6 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 
 #include <string>
+#include <utility>
+#include <vector>
 
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/arena.h"
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index b7223343976..363ca6c4384 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 
 #include <limits>
+#include <memory>
 #include <string>
 #include <utility>
 #include <vector>
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 8b1d317e23f..5540ed810ce 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/http_rest_api_util.h"
 
+#include <utility>
+#include <vector>
+
 #include "google/protobuf/util/json_util.h"
 #include "absl/strings/numbers.h"
 #include <curl/curl.h>
diff --git a/tensorflow_serving/model_servers/http_rest_api_util_test.cc b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
index a384a6a371f..ef0aaabbe84 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/http_rest_api_util.h"
 
+#include <limits>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status_test_util.h"
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 4917fc4b5d3..cb818725e71 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -16,7 +16,10 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/http_server.h"
 
 #include <cstdint>
+#include <functional>
 #include <memory>
+#include <utility>
+#include <vector>
 
 #include "absl/strings/str_cat.h"
 #include "absl/strings/str_format.h"
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index b15cd4cacc7..96ae0ce2aba 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -19,6 +19,7 @@ limitations under the License.
 
 #include <iostream>
 #include <memory>
+#include <string>
 #include <utility>
 #include <vector>
 
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 21d3bef30cd..258e5486f8e 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -15,6 +15,10 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/server_core.h"
 
+#include <algorithm>
+#include <map>
+#include <memory>
+#include <set>
 #include <utility>
 #include <vector>
 
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 0d3f3b21220..f9a3318d573 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -15,7 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/server_core.h"
 
+#include <map>
 #include <memory>
+#include <unordered_map>
+#include <utility>
+#include <vector>
 
 #include "google/protobuf/any.pb.h"
 #include "absl/status/status.h"
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index dcb985da14b..4e083a7c718 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/server_init.h"
 
+#include <memory>
+
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index f3a8484aa1e..499d7d712f6 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/test_util/server_core_test_util.h"
 
+#include <memory>
+#include <utility>
+
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
diff --git a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
index 6caadabc2f9..d235ba9af7a 100644
--- a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
+++ b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
@@ -14,6 +14,9 @@ limitations under the License.
 ==============================================================================*/
 
 #include "tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.h"
+
+#include <memory>
+
 #include "tensorflow_serving/core/source_adapter.h"
 #include "tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.pb.h"
 
diff --git a/tensorflow_serving/resources/resource_tracker.cc b/tensorflow_serving/resources/resource_tracker.cc
index 60c4d17a377..3b6720bf5f9 100644
--- a/tensorflow_serving/resources/resource_tracker.cc
+++ b/tensorflow_serving/resources/resource_tracker.cc
@@ -16,7 +16,10 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_tracker.h"
 
 #include <algorithm>
+#include <memory>
 #include <string>
+#include <utility>
+#include <vector>
 
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
diff --git a/tensorflow_serving/resources/resource_tracker_test.cc b/tensorflow_serving/resources/resource_tracker_test.cc
index 969e145fcc0..62568311726 100644
--- a/tensorflow_serving/resources/resource_tracker_test.cc
+++ b/tensorflow_serving/resources/resource_tracker_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_tracker.h"
 
 #include <algorithm>
+#include <memory>
 #include <string>
 
 #include <gmock/gmock.h>
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index 8c52d3535c8..b8438a2bd6c 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -16,6 +16,8 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_util.h"
 
 #include <algorithm>
+#include <functional>
+#include <map>
 #include <string>
 #include <utility>
 #include <vector>
diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
index c7845931ad0..184442e3aca 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
@@ -16,7 +16,9 @@ limitations under the License.
 #include "tensorflow_serving/servables/hashmap/hashmap_source_adapter.h"
 
 #include <stddef.h>
+
 #include <memory>
+#include <unordered_map>
 #include <vector>
 
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index 6d7a109fa90..e29d82ce414 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -15,7 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
 
+#include <memory>
 #include <queue>
+#include <string>
+#include <utility>
+#include <vector>
 
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/core/framework/tensor.h"
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 9a2052be954..700700e0098 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 
+#include <functional>
+#include <memory>
+#include <utility>
+#include <vector>
+
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index e6a2948ab33..38d2627f972 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include <functional>
 #include <memory>
 #include <string>
+#include <utility>
 #include <vector>
 
 #include "tensorflow/cc/saved_model/signature_constants.h"
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
index def801fd8c8..173f129a53f 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 
+#include <memory>
+#include <string>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/core/lib/core/status_test_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index 6a578f4be8a..6749aefff7d 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/multi_inference.h"
 
+#include <set>
+#include <vector>
+
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/platform/tracing.h"
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 6a8d59945f0..3fed9183845 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/multi_inference_helper.h"
 
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index b808f04a21c..e842c6dddb2 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -15,6 +15,11 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/multi_inference.h"
 
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include <vector>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/loader.h"
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
index a06529c96c2..7d42b2ce33a 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
@@ -15,6 +15,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/oss/resource_estimator.h"
 
 #include <cstddef>
+#include <vector>
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 6dfbdd4ed92..9d0fb22b245 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -15,6 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/predict_impl.h"
 
+#include <memory>
+#include <utility>
+
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "tensorflow/cc/saved_model/signature_constants.h"

From 60f7b0d40e5e425cfaf491ec1c3ce215ca5b1cf0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 12:01:35 -0700
Subject: [PATCH 6820/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cb0fa98b-41e2-496f-998d-bc98a3f90039

PiperOrigin-RevId: 571090733
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5187776fd91..9def15a441c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c726ac229ea501bb6aa2178b9828a0d84bdfb0e43d8747eb015005348bce04bf",
-    git_commit = "0a255348ac18dfdbb2ddf76a35337fc4f3dc740f",
+    sha256 = "fcf95f7913ffb5b641056682b4aa3b0ee94c33942ca3cf85b73569961c443b1e",
+    git_commit = "5251b89936b7c52ba1c0f10a6ea9950d557d0c31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc892403efd3d6329a80b11c6a585caec0d72b71 Mon Sep 17 00:00:00 2001
From: Haibo Huang <hhb@google.com>
Date: Thu, 5 Oct 2023 13:43:38 -0700
Subject: [PATCH 6821/8103] Build tensorflow_model_server with -rdynamic

PiperOrigin-RevId: 571118184
---
 tensorflow_serving/model_servers/BUILD | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9242ba26160..d11434eada6 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -458,6 +458,10 @@ cc_library(
 
 cc_binary(
     name = "tensorflow_model_server",
+    linkopts = [
+        # Exports Tensorflow APIs
+        "-rdynamic",
+    ],
     stamp = 1,
     visibility = [
         ":testing",

From 92da1976f5cada91d81988f587113e96514152d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 18:01:34 -0700
Subject: [PATCH 6822/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1deb7808-c41b-4298-9ed9-b1e72de077b8

PiperOrigin-RevId: 571185761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9def15a441c..d219fadffa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fcf95f7913ffb5b641056682b4aa3b0ee94c33942ca3cf85b73569961c443b1e",
-    git_commit = "5251b89936b7c52ba1c0f10a6ea9950d557d0c31",
+    sha256 = "19bbc152c559a4c95720e77d15258e8e9593c3bd9535f5bb109661ed7f25e900",
+    git_commit = "068bee993d59252a46c504d17162486218f3bc82",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b8d2fb6f34dd901733bfa2523e83c4fa943c5d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 23:04:05 -0700
Subject: [PATCH 6823/8103] Internal change

PiperOrigin-RevId: 571235760
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 5163acab7be..2687a0e12e4 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -11,6 +11,7 @@ package_group(
     packages = [
         "//...",
         "//net/floo/flooefi/...",
+        "//platforms/gsys/...",
         "//platforms/redfish/...",
     ],
 )

From 96e0661c2eead9d08e23a3b05c002d05b8cc3c68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Oct 2023 23:33:10 -0700
Subject: [PATCH 6824/8103] Add peak memory resource kind.

PiperOrigin-RevId: 571240676
---
 tensorflow_serving/resources/resource_values.cc | 1 +
 tensorflow_serving/resources/resource_values.h  | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index 9caa45c292a..ef392dabb7d 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -27,6 +27,7 @@ const char* const kTpu = "tpu";
 namespace resource_kinds {
 const char* const kNumModelSlots = "num_model_slots";
 const char* const kRamBytes = "ram_in_bytes";
+const char* const kPeakRamBytes = "peak_ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
 const char* const kStackRamBytes = "stack_ram_in_bytes";
 const char* const kProcessingMillis = "processing_in_millicores";
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 85a70823bcc..34de5092066 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -48,6 +48,9 @@ extern const char* const kNumModelSlots;
 // RAM in bytes.
 extern const char* const kRamBytes;
 
+// Peak RAM in bytes, collected from Tcmalloc peak metric.
+extern const char* const kPeakRamBytes;
+
 // RAM allocated on the heap.
 extern const char* const kHeapRamBytes;
 

From 530f5610c3552de48e10d6b86760af684013202b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 00:01:39 -0700
Subject: [PATCH 6825/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a935a76-2621-4e08-a8c8-c93b32109fdd

PiperOrigin-RevId: 571245486
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d219fadffa1..9362ef7478e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19bbc152c559a4c95720e77d15258e8e9593c3bd9535f5bb109661ed7f25e900",
-    git_commit = "068bee993d59252a46c504d17162486218f3bc82",
+    sha256 = "bf3c5d1675856ede90ec5ee6f877882522bde76aea0cf913e82c5f89942e2b99",
+    git_commit = "0b6fdce7dccdc91d48c44cb2048902bb3d29dfec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f352ad0eb9419ac56e12be83415fdf6ad4e13bb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 06:01:30 -0700
Subject: [PATCH 6826/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5cc6117-d684-4d7c-bc96-5303edd74688

PiperOrigin-RevId: 571315626
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9362ef7478e..88ed1291e8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf3c5d1675856ede90ec5ee6f877882522bde76aea0cf913e82c5f89942e2b99",
-    git_commit = "0b6fdce7dccdc91d48c44cb2048902bb3d29dfec",
+    sha256 = "ea4a5eb85cb779b9371b432f8038da416b32f364a6ab722a69ace701e1984890",
+    git_commit = "82471c7278d506ff2c47181d8cfbf8ae82b797b6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94d42840f72f4aadf97d4bab8fe1f525ed3dd8cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 09:27:56 -0700
Subject: [PATCH 6827/8103] Internal cleanup

PiperOrigin-RevId: 571357999
---
 tensorflow_serving/servables/tensorflow/BUILD             | 3 +--
 tensorflow_serving/servables/tensorflow/tflite_session.cc | 1 -
 2 files changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 5f9d11c2f78..9ea7f53f948 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -6,7 +6,7 @@ package(
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
-    features = ["-layering_check"],
+    features = ["layering_check"],
 )
 
 licenses(["notice"])
@@ -352,7 +352,6 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
-        "@org_tensorflow//tensorflow/lite/c:c_api",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 953e9fdd5f5..109ccf72d87 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -16,7 +16,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
 #include <algorithm>
-#include <cstring>
 #include <functional>
 #include <map>
 #include <memory>

From 2c3c10c97b31290a818a86aa70536d098e8d7f88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 10:13:52 -0700
Subject: [PATCH 6828/8103] Internal cleanup

PiperOrigin-RevId: 571369229
---
 tensorflow_serving/servables/tensorflow/BUILD             | 3 ++-
 tensorflow_serving/servables/tensorflow/tflite_session.cc | 1 +
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 9ea7f53f948..5f9d11c2f78 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -6,7 +6,7 @@ package(
     default_visibility = [
         "//tensorflow_serving:internal",
     ],
-    features = ["layering_check"],
+    features = ["-layering_check"],
 )
 
 licenses(["notice"])
@@ -352,6 +352,7 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
+        "@org_tensorflow//tensorflow/lite/c:c_api",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 109ccf72d87..953e9fdd5f5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
 #include <algorithm>
+#include <cstring>
 #include <functional>
 #include <map>
 #include <memory>

From c0b35c742e51a60c83aee6e073f9488eec1b2326 Mon Sep 17 00:00:00 2001
From: nhatle <nhat.le@intel.com>
Date: Fri, 6 Oct 2023 11:39:45 -0700
Subject: [PATCH 6829/8103] Fix typo

---
 tensorflow_serving/g3doc/serving_config.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/g3doc/serving_config.md b/tensorflow_serving/g3doc/serving_config.md
index 8e21f60df5d..50b2c08a8f7 100644
--- a/tensorflow_serving/g3doc/serving_config.md
+++ b/tensorflow_serving/g3doc/serving_config.md
@@ -285,4 +285,4 @@ notable ones. For a complete list, please refer to the
     model_base_path
 *   `--enable_model_warmup`: Enables [model warmup](saved_model_warmup.md) using
     user-provided PredictionLogs in assets.extra/ directory
-*   `--mixed_precision=bfloat16`: Enables BF16 AUtomatic Mixed Precision
+*   `--mixed_precision=bfloat16`: Enables BF16 Automatic Mixed Precision

From 23fe0c8c92865367a43badeaff5dbbcb9168a629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 12:01:37 -0700
Subject: [PATCH 6830/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/489f16e9-eada-4c7b-9ae9-f105e3cd68ec

PiperOrigin-RevId: 571398891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88ed1291e8f..a490293c631 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea4a5eb85cb779b9371b432f8038da416b32f364a6ab722a69ace701e1984890",
-    git_commit = "82471c7278d506ff2c47181d8cfbf8ae82b797b6",
+    sha256 = "9d9fc18ce0cbbdd17a4797f3b000047712973c81d647f49405015f7ae09bc642",
+    git_commit = "eee2f3d45ca5fb94ee58a6db3cb6c59d437cfcd2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96fb82d740b461826275b5323d9ff6fb4332d4e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 12:03:54 -0700
Subject: [PATCH 6831/8103] Internal test fix

PiperOrigin-RevId: 571399662
---
 tensorflow_serving/servables/tensorflow/BUILD             | 1 -
 tensorflow_serving/servables/tensorflow/tflite_session.cc | 1 -
 2 files changed, 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 5f9d11c2f78..831ddb69502 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -352,7 +352,6 @@ cc_library(
         "@org_tensorflow//tensorflow/lite:framework",
         "@org_tensorflow//tensorflow/lite:string_util",
         "@org_tensorflow//tensorflow/lite:util",
-        "@org_tensorflow//tensorflow/lite/c:c_api",
         "@org_tensorflow//tensorflow/lite/c:common",
         "@org_tensorflow//tensorflow/lite/delegates/flex:delegate",
         "@org_tensorflow//tensorflow/lite/kernels:builtin_ops",
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 953e9fdd5f5..109ccf72d87 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -16,7 +16,6 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 
 #include <algorithm>
-#include <cstring>
 #include <functional>
 #include <map>
 #include <memory>

From 90148d72e5bfcf6a6977bb578988596c7a98a293 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Fri, 6 Oct 2023 16:10:19 -0700
Subject: [PATCH 6832/8103] Update warmup documentation

PiperOrigin-RevId: 571458603
---
 .../g3doc/saved_model_warmup.md               | 45 +++++++++----------
 1 file changed, 20 insertions(+), 25 deletions(-)

diff --git a/tensorflow_serving/g3doc/saved_model_warmup.md b/tensorflow_serving/g3doc/saved_model_warmup.md
index a9821ace247..1d4345ae758 100644
--- a/tensorflow_serving/g3doc/saved_model_warmup.md
+++ b/tensorflow_serving/g3doc/saved_model_warmup.md
@@ -30,28 +30,23 @@ Requirements for model warmup to work correctly:
 *   The warmup data must be representative of the inference requests used at
     serving.
 
-Example code snippet producing warmup data:
-
-```python
-import tensorflow as tf
-from tensorflow_serving.apis import classification_pb2
-from tensorflow_serving.apis import inference_pb2
-from tensorflow_serving.apis import model_pb2
-from tensorflow_serving.apis import predict_pb2
-from tensorflow_serving.apis import prediction_log_pb2
-from tensorflow_serving.apis import regression_pb2
-
-def main():
-    with tf.io.TFRecordWriter("tf_serving_warmup_requests") as writer:
-        # replace <request> with one of:
-        # predict_pb2.PredictRequest(..)
-        # classification_pb2.ClassificationRequest(..)
-        # regression_pb2.RegressionRequest(..)
-        # inference_pb2.MultiInferenceRequest(..)
-        log = prediction_log_pb2.PredictionLog(
-            predict_log=prediction_log_pb2.PredictLog(request=<request>))
-        writer.write(log.SerializeToString())
-
-if __name__ == "__main__":
-    main()
-```
+## Warm-up data generation
+
+Warmup data can be added in two ways:
+
+*   By directly populating the warmup requests into your exported Saved Model.
+    This could be done by creating a script reading a list of sample
+    inference requests, converting each request into
+    [PredictionLog](https://github.com/tensorflow/serving/blob/master/tensorflow_serving/apis/prediction_log.proto#:~:text=message-,PredictionLog,-%7B)
+    (if it's originally in a different format) and using
+    [TFRecordWriter](https://www.tensorflow.org/api_docs/python/tf/io/TFRecordWriter)
+    to write the PredictionLog entries into
+    `YourSavedModel/assets.extra/tf_serving_warmup_requests`.
+*   By using TFX Infra Validator
+    [option to export a Saved Model with warmup](https://www.tensorflow.org/tfx/guide/infra_validator#producing_a_savedmodel_with_warmup).
+    With this option the TFX Infa Validator will populate
+    `YourSavedModel/assets.extra/tf_serving_warmup_requests` based on the
+    validation requests provided via
+    [RequestSpec](https://www.tensorflow.org/tfx/guide/infra_validator#requestspec).
+
+

From 30f08335141aa36879a771134fe077d57be173d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Oct 2023 18:01:34 -0700
Subject: [PATCH 6833/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0e0df64-816a-4a0b-8171-d192ac966c58

PiperOrigin-RevId: 571478673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a490293c631..58cf52cf46e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d9fc18ce0cbbdd17a4797f3b000047712973c81d647f49405015f7ae09bc642",
-    git_commit = "eee2f3d45ca5fb94ee58a6db3cb6c59d437cfcd2",
+    sha256 = "fe10addd01b697b3b9843598d14dadc221e31243c0d51397b1f718fadff32310",
+    git_commit = "c431e43017146a0c8f26ced15d82172445299cf8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 36664756d59ebe59a191b7210480a1720929b897 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Oct 2023 00:01:48 -0700
Subject: [PATCH 6834/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68a5144b-0666-4306-a396-9b799e275f16

PiperOrigin-RevId: 571522728
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58cf52cf46e..021de095d9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe10addd01b697b3b9843598d14dadc221e31243c0d51397b1f718fadff32310",
-    git_commit = "c431e43017146a0c8f26ced15d82172445299cf8",
+    sha256 = "db8d0390c42d6f722947c3afaa09a8ea4b77ee7678cac1ef9f661769e2793d62",
+    git_commit = "e4485c98eaed317a7648ad0f69f4fa170237b967",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a73dd7b73436c8b2a3df034a0e09470e7f583ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Oct 2023 06:02:27 -0700
Subject: [PATCH 6835/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bb1ad458-7f1d-4b6d-89dc-cb24a76b6f0c

PiperOrigin-RevId: 571564717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 021de095d9b..29c21c588f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db8d0390c42d6f722947c3afaa09a8ea4b77ee7678cac1ef9f661769e2793d62",
-    git_commit = "e4485c98eaed317a7648ad0f69f4fa170237b967",
+    sha256 = "5a0348681d67a720aad72b45f7a310d4e463fe4be19297f1e73f727806c1a919",
+    git_commit = "deec1654830f79e210856048487b31e23727c327",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 395c0ef583b7cd4bf8e4be4678b0f4315137ef28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 7 Oct 2023 18:01:36 -0700
Subject: [PATCH 6836/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/604ff304-6c2f-4f2f-b631-1d708a872f4e

PiperOrigin-RevId: 571645209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29c21c588f1..fb85b41dc5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a0348681d67a720aad72b45f7a310d4e463fe4be19297f1e73f727806c1a919",
-    git_commit = "deec1654830f79e210856048487b31e23727c327",
+    sha256 = "565e7d5afcb0825f288f34f472f76b5f1aae950f8b5dd49b33909023c2ef62bb",
+    git_commit = "34821bdb9657be3c3253083cf8304b345f515fb4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5734a966e15adbba4c438b52690c0ae7cce22c88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Oct 2023 06:01:39 -0700
Subject: [PATCH 6837/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c0152f5-e879-4a67-a0c2-c83d16d3d717

PiperOrigin-RevId: 571727178
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb85b41dc5c..e76991805f0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "565e7d5afcb0825f288f34f472f76b5f1aae950f8b5dd49b33909023c2ef62bb",
-    git_commit = "34821bdb9657be3c3253083cf8304b345f515fb4",
+    sha256 = "e71f42c3128f0564adf0919964ec76002982865572ab8caf0abc0c98d731574f",
+    git_commit = "b72d2fd925012d578dcb3c2da9970525791e051a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25d93daa5c32500cf304c81d04a149e866ff0b70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 8 Oct 2023 18:01:27 -0700
Subject: [PATCH 6838/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfc9f6c6-40c3-4733-86a2-1d3d83882893

PiperOrigin-RevId: 571797880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e76991805f0..cb27491d154 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e71f42c3128f0564adf0919964ec76002982865572ab8caf0abc0c98d731574f",
-    git_commit = "b72d2fd925012d578dcb3c2da9970525791e051a",
+    sha256 = "6dbbc006cd892a57da8c502b3386364043d1288f4033d114114ee19bcb6925b1",
+    git_commit = "75366c399669201c541f028e3127bc5bcb618a75",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44aee5158db8daf03e911e449e75c6b0c74fbd72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Oct 2023 00:01:32 -0700
Subject: [PATCH 6839/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dc704ab-fabe-4904-8757-0956413da8d7

PiperOrigin-RevId: 571848207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb27491d154..2f50e77a9bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dbbc006cd892a57da8c502b3386364043d1288f4033d114114ee19bcb6925b1",
-    git_commit = "75366c399669201c541f028e3127bc5bcb618a75",
+    sha256 = "ac880ac2f17784bab168334502ecfa4e16dad24144576f686b74b05306360e8d",
+    git_commit = "abbbcb50208cf6d5a965b7bf60efec5bb078e142",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 383946b96db4bbd0007d8b619a075bb79f6e3895 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Oct 2023 06:01:45 -0700
Subject: [PATCH 6840/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d7e6fb4-340e-4eba-a87d-078e5488a3dc

PiperOrigin-RevId: 571915992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f50e77a9bd..e9bd2dfd60b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac880ac2f17784bab168334502ecfa4e16dad24144576f686b74b05306360e8d",
-    git_commit = "abbbcb50208cf6d5a965b7bf60efec5bb078e142",
+    sha256 = "ecbdec5c45b1751cfaf8636c054bf848dd311d4b4903aec3dbe4e142d4f77d54",
+    git_commit = "a859444925752d7a98a3747b14ca96d2987d4420",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 34250072b558dcd87bc8bf41a350f901d834ceba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Oct 2023 12:01:38 -0700
Subject: [PATCH 6841/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a2d6c8fc-08ee-4d7f-a254-248b30959d65

PiperOrigin-RevId: 572002970
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9bd2dfd60b..a938e610adb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecbdec5c45b1751cfaf8636c054bf848dd311d4b4903aec3dbe4e142d4f77d54",
-    git_commit = "a859444925752d7a98a3747b14ca96d2987d4420",
+    sha256 = "8354b329615227416fd049e77924e76aed81611afa5154a5add083b3843baf1b",
+    git_commit = "3c406adebe6e8cb7b1a70d79b5cb6a2b45fd57ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 60f5a1739543bc1b9204fad544d0b2e18237f78e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 9 Oct 2023 18:03:36 -0700
Subject: [PATCH 6842/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/914feef3-61e5-427e-a85f-3b9252fb307c

PiperOrigin-RevId: 572091365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a938e610adb..6d295b863cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8354b329615227416fd049e77924e76aed81611afa5154a5add083b3843baf1b",
-    git_commit = "3c406adebe6e8cb7b1a70d79b5cb6a2b45fd57ec",
+    sha256 = "8363df25b781b496fca14e4be185e00561f57f2f9429297ea4766a1e90f2eb03",
+    git_commit = "36feeda5b9786fec5ccd40bf036e085c0ba865ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19a394faff9c6e281c0245e3a0126f422a8d7e8c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Oct 2023 00:01:50 -0700
Subject: [PATCH 6843/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/943c3a49-955e-4de4-a5c2-a741f227e62b

PiperOrigin-RevId: 572153333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d295b863cf..7f9232cbc2d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8363df25b781b496fca14e4be185e00561f57f2f9429297ea4766a1e90f2eb03",
-    git_commit = "36feeda5b9786fec5ccd40bf036e085c0ba865ac",
+    sha256 = "bd20166b9e8f80d6b675f337c5eb3c0cbf3a5cd70412ab6b1d81185fd53feb43",
+    git_commit = "f250fabd3bcf4953db7fb17ca60e8520aa464b0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ade1ce767c3186bc71bf95456abd8bbc197f37ec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Oct 2023 06:01:33 -0700
Subject: [PATCH 6844/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1ee1cdc-b3d5-4e56-b3e9-70477d4c25f0

PiperOrigin-RevId: 572221668
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f9232cbc2d..fa53d563b73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd20166b9e8f80d6b675f337c5eb3c0cbf3a5cd70412ab6b1d81185fd53feb43",
-    git_commit = "f250fabd3bcf4953db7fb17ca60e8520aa464b0d",
+    sha256 = "3bc23599bd9f8c5b17cd066a462ee8f930f8de8e91fa5b3fc0b1f42b77407383",
+    git_commit = "049dc105e36339f451472c31fb7f62b9ad6e220b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0117fd401cf4063cbc06dc4e34a6a1ce7e3f04ba Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Tue, 10 Oct 2023 11:16:54 -0700
Subject: [PATCH 6845/8103] Implement Freeze() in pathways/tfrt serving.

PiperOrigin-RevId: 572312322
---
 .../tensorflow/tfrt_saved_model_factory.cc         |  5 ++++-
 .../tensorflow/tfrt_saved_model_factory.h          | 14 +++++++++-----
 .../tfrt_saved_model_source_adapter.proto          |  4 ++++
 3 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 553b3ce52b6..b8e7f189976 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -63,7 +63,7 @@ absl::Status WrapSavedModelForBatching(
     const BatchingParameters& batching_config,
     std::shared_ptr<Batcher> batch_scheduler,
     const std::vector<std::string>& function_names,
-    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+    std::unique_ptr<tfrt_stub::SavedModel>* saved_model) {
   LOG(INFO) << "Wrapping saved model to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -285,6 +285,9 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
     TF_RETURN_IF_ERROR(RunSavedModelWarmup(
         *warmup_options, path, config().lazy_init_threshold(),
         config().skip_warmup_requests_if_initialized(), saved_model.get()));
+    if (config().freeze_after_init()) {
+      TF_RETURN_IF_ERROR(Freeze(*saved_model));
+    }
   }
 
   *servable = std::make_unique<TfrtSavedModelServable>(
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 21db6fa0019..73285dbc520 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -38,10 +38,10 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-/// A factory that creates tfrt::SavedModel from SavedModel export paths.
+/// A factory that creates tfrt_stub::SavedModel from SavedModel export paths.
 ///
 /// The factory can also estimate the resource (e.g. RAM) requirements of a
-/// tfrt::SavedModel based on the SavedModel (i.e. prior to loading the
+/// tfrt_stub::SavedModel based on the SavedModel (i.e. prior to loading the
 /// session).
 ///
 /// This class is thread-safe.
@@ -62,8 +62,8 @@ class TfrtSavedModelFactory {
   static absl::Status Create(const TfrtSavedModelConfig& config,
                              std::unique_ptr<TfrtSavedModelFactory>* factory);
 
-  /// Instantiates a tfrt::SavedModel from a given export or SavedModel path and
-  /// the given metadata.
+  /// Instantiates a tfrt_stub::SavedModel from a given export or SavedModel
+  /// path and the given metadata.
   ///
   /// @param metadata       Metadata to be associated with the saved_model.
   /// @param path           Path to the model.
@@ -76,7 +76,7 @@ class TfrtSavedModelFactory {
   ABSL_DEPRECATED("Use the overload that creates Servable instead")
   absl::Status CreateTfrtSavedModelWithMetadata(
       const Loader::Metadata& metadata, const string& path,
-      std::unique_ptr<tfrt::SavedModel>* saved_model);
+      std::unique_ptr<tfrt_stub::SavedModel>* saved_model);
 
   /// Estimates the resources a SavedModel will use once loaded, from its
   /// export path.
@@ -106,6 +106,10 @@ class TfrtSavedModelFactory {
     return absl::OkStatus();
   }
 
+  virtual absl::Status Freeze(tfrt_stub::SavedModel& saved_model) {
+    return absl::OkStatus();
+  }
+
   TfrtSavedModelConfig config_;
 
   // A shared batch scheduler. One queue is used for each saved model this
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index ae0596975c1..9186b5be5fb 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -188,6 +188,10 @@ message TfrtSavedModelConfig {
       predict_response_tensor_serialization_option = 2014;
   // The size of reserved memory space for GPU system.
   int32 gpu_system_memory_size_in_mb = 2015;
+
+  // Disables compilations after model initialization is complete
+  // (ignored if enable_model_warmup is false)
+  bool freeze_after_init = 2016;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 55d431ea42b28c739d61d28c3b0c97d899bc5cd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Oct 2023 12:01:26 -0700
Subject: [PATCH 6846/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ab54c2fe-16e7-42bd-ba21-6dfbed051658

PiperOrigin-RevId: 572325954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa53d563b73..8141ce60eb6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3bc23599bd9f8c5b17cd066a462ee8f930f8de8e91fa5b3fc0b1f42b77407383",
-    git_commit = "049dc105e36339f451472c31fb7f62b9ad6e220b",
+    sha256 = "307fd437cf8047b8ed285d70c08b406428c0d69de0828982d7824b7b45f54473",
+    git_commit = "cd8ec9b28db7deef0becb603de9b4f5a28edb855",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14f6535adcf31bebf0903859bae9377a1e3dafd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 10 Oct 2023 18:01:40 -0700
Subject: [PATCH 6847/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b803c01e-ed1e-4039-9a92-ae80bec01629

PiperOrigin-RevId: 572419947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8141ce60eb6..ca4e46755d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "307fd437cf8047b8ed285d70c08b406428c0d69de0828982d7824b7b45f54473",
-    git_commit = "cd8ec9b28db7deef0becb603de9b4f5a28edb855",
+    sha256 = "e15b29319f0d03eb94c48bf52ffb6f8436afd941625c4261450b7286d486bd8d",
+    git_commit = "31fc45d77d99161403ebe4cb7ca31790117a5918",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a8548cd4eeff70e7d2b26ccd3111a9d0aa071ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Oct 2023 00:01:39 -0700
Subject: [PATCH 6848/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9a1a221-c55d-480d-87b5-5daa2314d8e8

PiperOrigin-RevId: 572481213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca4e46755d4..85e3093a38c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e15b29319f0d03eb94c48bf52ffb6f8436afd941625c4261450b7286d486bd8d",
-    git_commit = "31fc45d77d99161403ebe4cb7ca31790117a5918",
+    sha256 = "0d573bb719fcd1c6c2ec2b26befa0a241c7b5ae8ebd94eed1ebbdf973f1537b7",
+    git_commit = "15caee50bad207ae04513ac1bef48ca7ea422ccb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1c542c935cfe9837b984541bab4b9b92eac5af8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Oct 2023 06:01:38 -0700
Subject: [PATCH 6849/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/202b291d-07a6-4cbe-837c-12ba48efa9bc

PiperOrigin-RevId: 572551328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85e3093a38c..2e612ae9d86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d573bb719fcd1c6c2ec2b26befa0a241c7b5ae8ebd94eed1ebbdf973f1537b7",
-    git_commit = "15caee50bad207ae04513ac1bef48ca7ea422ccb",
+    sha256 = "0a32e5acf45499d0033f48301f703b5a60650afb817ae3b3979332c0595fc2ae",
+    git_commit = "e2d54885ea50f7b3926da9bf10f28d84b9eb5f5d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1716fd6944e9d9a9dd8dc658fa0a7bf5f31cf81e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Oct 2023 12:02:56 -0700
Subject: [PATCH 6850/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00b225bf-dca1-4f99-a69e-5603fba7368f

PiperOrigin-RevId: 572645933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e612ae9d86..c6ddfbdc3c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0a32e5acf45499d0033f48301f703b5a60650afb817ae3b3979332c0595fc2ae",
-    git_commit = "e2d54885ea50f7b3926da9bf10f28d84b9eb5f5d",
+    sha256 = "f55063f0c565c00895fd654cada740523b13f1f968957110cc3cdd3fd712a861",
+    git_commit = "3570ca735ff4f6e64ea7ac0068e0604c4438c024",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc8a6d1b200070e2698f1e5eaa93bacb0bffe420 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Oct 2023 18:02:02 -0700
Subject: [PATCH 6851/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d867cc72-68b3-4b79-afe3-63129e169d0b

PiperOrigin-RevId: 572740540
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c6ddfbdc3c1..1f842b9014d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f55063f0c565c00895fd654cada740523b13f1f968957110cc3cdd3fd712a861",
-    git_commit = "3570ca735ff4f6e64ea7ac0068e0604c4438c024",
+    sha256 = "863bdc5c972499e2632018b0c9ef90ea8b259f26e041d7d8ae5f37827d04e1a2",
+    git_commit = "bd7efa358aa86de30372238d8c345492acddbaaa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dd6a8d60b0ded2c331dd05f8d28327292fc0ab9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Oct 2023 00:01:55 -0700
Subject: [PATCH 6852/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acaf2d71-fd00-4dfe-8401-55da0f938b02

PiperOrigin-RevId: 572801853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f842b9014d..1f893af3608 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "863bdc5c972499e2632018b0c9ef90ea8b259f26e041d7d8ae5f37827d04e1a2",
-    git_commit = "bd7efa358aa86de30372238d8c345492acddbaaa",
+    sha256 = "eff8a08b853c96ecbc4c9c885e54123eeda4e9b72ab4f52ddd9ce613fa413c56",
+    git_commit = "18f9ee9ec60038a442b4e20a506536a46d172730",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d7957c82a3b4d8963cae1ebc7a2f92886b3e6d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Oct 2023 06:01:25 -0700
Subject: [PATCH 6853/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/332e216f-4fb9-4e49-8793-f717074ab3dc

PiperOrigin-RevId: 572879789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f893af3608..46db8dd2ff5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eff8a08b853c96ecbc4c9c885e54123eeda4e9b72ab4f52ddd9ce613fa413c56",
-    git_commit = "18f9ee9ec60038a442b4e20a506536a46d172730",
+    sha256 = "5edc558e64ad8f0228f9fe50c72f390db368408be8b3e523b901d3185399decd",
+    git_commit = "be666b396369dade78d326bc6bb93e5cadca16d8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb6d5f9aeea93f0162d1d0d0f761ec0fdc6d6fc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Oct 2023 12:01:45 -0700
Subject: [PATCH 6854/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa05472a-8267-4771-8a9b-4a274c8669a1

PiperOrigin-RevId: 572974235
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46db8dd2ff5..30d32eaf947 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5edc558e64ad8f0228f9fe50c72f390db368408be8b3e523b901d3185399decd",
-    git_commit = "be666b396369dade78d326bc6bb93e5cadca16d8",
+    sha256 = "6d89a6ff3f53e7b5703f8eb5e4ce940966cd00488f317f3cb1c501432377c6b9",
+    git_commit = "341992662855485a204af4cc602cc12cf2c657ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab0228da48e05e0211e1ed2470b9b586ae77c305 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Oct 2023 18:01:38 -0700
Subject: [PATCH 6855/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30693837-7494-474f-94da-d9027c1e27e4

PiperOrigin-RevId: 573062019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30d32eaf947..16ea88505bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d89a6ff3f53e7b5703f8eb5e4ce940966cd00488f317f3cb1c501432377c6b9",
-    git_commit = "341992662855485a204af4cc602cc12cf2c657ac",
+    sha256 = "90f9b52b548e86e5d77220e243b4980d21a74ee70000aed1520d25b533b54e95",
+    git_commit = "1c273ce6604cae7fdd2aca015ae00fad9859153c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1205b0265bc5af35ebca9d4f8ee8811b7cb33796 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Oct 2023 00:01:37 -0700
Subject: [PATCH 6856/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5c8bee6-9d35-48cb-be06-8c701de6af84

PiperOrigin-RevId: 573121958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16ea88505bb..9c4b3792e17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90f9b52b548e86e5d77220e243b4980d21a74ee70000aed1520d25b533b54e95",
-    git_commit = "1c273ce6604cae7fdd2aca015ae00fad9859153c",
+    sha256 = "3a14cdd5c3c2d12d128d56ac5c4841e4810dfe4c2aa44d78adbd79d2e8b3a500",
+    git_commit = "222bce1c8f02bc29d9c1ad3a0909c2c9a105eb31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2d634d63b741a40c8665378c0ff8228bc7811d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Oct 2023 06:03:58 -0700
Subject: [PATCH 6857/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f2c2731-5817-4aba-9de2-34eccf77b093

PiperOrigin-RevId: 573197142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c4b3792e17..8679ab5bffa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a14cdd5c3c2d12d128d56ac5c4841e4810dfe4c2aa44d78adbd79d2e8b3a500",
-    git_commit = "222bce1c8f02bc29d9c1ad3a0909c2c9a105eb31",
+    sha256 = "6ce3931759cc4a21240087f1db601ea0cf6de1bf0dac3633bba3092de981b077",
+    git_commit = "b2493fdf7943f02bb01558d9d5f4343a15ca44d6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 81f1f8d0a3b2cbe7f6f6318d8bddfbbe1645d305 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Oct 2023 12:01:34 -0700
Subject: [PATCH 6858/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/22588fb7-6875-494b-8c70-16e827c85f78

PiperOrigin-RevId: 573284306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8679ab5bffa..ce95f301889 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ce3931759cc4a21240087f1db601ea0cf6de1bf0dac3633bba3092de981b077",
-    git_commit = "b2493fdf7943f02bb01558d9d5f4343a15ca44d6",
+    sha256 = "3e54b675a89f70305974f0838e600df636b2f300b27eb6537b1280fc69c9cdbb",
+    git_commit = "8d461d166a97d07f17db66a3a5d9d5be10edcefc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d7090ea0e4ecb969966c2dc516a29f716d26b23 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Oct 2023 18:01:32 -0700
Subject: [PATCH 6859/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f4f14e24-f37c-43d6-866a-0968207ed901

PiperOrigin-RevId: 573361849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce95f301889..afcd6558536 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e54b675a89f70305974f0838e600df636b2f300b27eb6537b1280fc69c9cdbb",
-    git_commit = "8d461d166a97d07f17db66a3a5d9d5be10edcefc",
+    sha256 = "3c98211e13a5ff6878f24e443bc274088a7f9a9aae425c9d37ef946d3977e45b",
+    git_commit = "1c2f7c744ae939d0573a1d4d9990dc1c3ed5dab3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3950042fe39771cd4c722a5c43a5587739c5c8f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Oct 2023 00:01:36 -0700
Subject: [PATCH 6860/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae7c3841-3d1c-4519-b515-35902f0d881f

PiperOrigin-RevId: 573405731
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afcd6558536..0dee8aa8d52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3c98211e13a5ff6878f24e443bc274088a7f9a9aae425c9d37ef946d3977e45b",
-    git_commit = "1c2f7c744ae939d0573a1d4d9990dc1c3ed5dab3",
+    sha256 = "1d220dac7d35abccf3e660679ed087a04fe9320a095c6ce60140499e010c3a42",
+    git_commit = "6305dff960a8b1dd3dad719bf528625d930973b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 308f0b3f84301a69aab45a1d7f46d309800a287e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Oct 2023 06:03:20 -0700
Subject: [PATCH 6861/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/130972e6-c236-4950-9081-9933f4581712

PiperOrigin-RevId: 573455286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0dee8aa8d52..9c19a43c2e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d220dac7d35abccf3e660679ed087a04fe9320a095c6ce60140499e010c3a42",
-    git_commit = "6305dff960a8b1dd3dad719bf528625d930973b1",
+    sha256 = "f7a0c9af0fe2ff3211e22a390ab7806b65cf8c3c215113a9d76678416093db1f",
+    git_commit = "ef0ba723bd7bc9bdeea2cfcfb34869a3246e51e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9bd7302153aca8aee54a6947120a7f0dd309eede Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Oct 2023 12:05:26 -0700
Subject: [PATCH 6862/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1f31af5-514a-45ae-b736-bf73b658cab5

PiperOrigin-RevId: 573499674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c19a43c2e9..487b9b3d79a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7a0c9af0fe2ff3211e22a390ab7806b65cf8c3c215113a9d76678416093db1f",
-    git_commit = "ef0ba723bd7bc9bdeea2cfcfb34869a3246e51e4",
+    sha256 = "ccdb9274d091bff2fbca048f7e8bdcd29c4aff6b5c0bdad57a88cdbedc31f397",
+    git_commit = "53a818c88415d308e00968e012f6380da0cabc9f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 007a1f30a5630240976cbb4f7a5d6cbb5289973a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Oct 2023 18:01:30 -0700
Subject: [PATCH 6863/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8215f197-1375-48a6-aee9-8c343af23887

PiperOrigin-RevId: 573531108
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 487b9b3d79a..5d9ae427732 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccdb9274d091bff2fbca048f7e8bdcd29c4aff6b5c0bdad57a88cdbedc31f397",
-    git_commit = "53a818c88415d308e00968e012f6380da0cabc9f",
+    sha256 = "32035eb170bf280709b06a93582b8fa6548f8791a9ca47f8a81793b9f0122c41",
+    git_commit = "c8b5e2b0d9d91ff199a5eeb30ec2f5d33a5d92c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d35d166011396329bf6334b6b20cb8d3d9154185 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Oct 2023 06:01:32 -0700
Subject: [PATCH 6864/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad48e73c-b407-47fa-a0e3-1e47ec7327ca

PiperOrigin-RevId: 573611232
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d9ae427732..439e8313915 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32035eb170bf280709b06a93582b8fa6548f8791a9ca47f8a81793b9f0122c41",
-    git_commit = "c8b5e2b0d9d91ff199a5eeb30ec2f5d33a5d92c6",
+    sha256 = "528a3e4ca1eba198b15a3ced6b9a671a10632933a67c605f2df208020bba960a",
+    git_commit = "a92c53c7732e7492efcf45aa6742401aa6778220",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d63310414b8a4ca339f15b3b8e966e8d46076c92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Oct 2023 18:01:40 -0700
Subject: [PATCH 6865/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/53b2b3b9-c83e-49e7-a66f-3c5f6c9d1a7c

PiperOrigin-RevId: 573676335
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 439e8313915..dda149d7975 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "528a3e4ca1eba198b15a3ced6b9a671a10632933a67c605f2df208020bba960a",
-    git_commit = "a92c53c7732e7492efcf45aa6742401aa6778220",
+    sha256 = "e9ab3bda93215766a2cd74fdf0f24351181b75f5968c7197ad3ff31bc6e7f8b9",
+    git_commit = "538a07f84173ab094233dc5580f04fccf848c82d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5babd4ca579e6a6afacf42f52cd50d662daad88a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Oct 2023 00:01:35 -0700
Subject: [PATCH 6866/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/748dfe09-c5c7-41fc-baa0-476badb4a0b2

PiperOrigin-RevId: 573723100
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dda149d7975..efdd433e156 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9ab3bda93215766a2cd74fdf0f24351181b75f5968c7197ad3ff31bc6e7f8b9",
-    git_commit = "538a07f84173ab094233dc5580f04fccf848c82d",
+    sha256 = "4f2a818af5f8d7196633e0012b7b9af27be9fe05d742eb64198b4bc2e3f356db",
+    git_commit = "e94ef549fc24b248b7ae9c27e55614b63ee561e7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 50ba59074a092f45111827eb388d2e15477c671c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Oct 2023 06:01:26 -0700
Subject: [PATCH 6867/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/27d07f16-74f2-46ad-b4e6-6d60c8e1acc3

PiperOrigin-RevId: 573787456
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index efdd433e156..92038f42705 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f2a818af5f8d7196633e0012b7b9af27be9fe05d742eb64198b4bc2e3f356db",
-    git_commit = "e94ef549fc24b248b7ae9c27e55614b63ee561e7",
+    sha256 = "f8dd1bce43316ccb3f05e195deed3fc041dfb7a3ccbb5633cfda59124c000fbf",
+    git_commit = "b5b7ef83cd98133b3566a1952a755daef28557e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ef3264edc56bbf57a36b5cb65250b23c96792af7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Oct 2023 12:01:31 -0700
Subject: [PATCH 6868/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51d63876-8688-4dda-bc25-ee3bd2ee1300

PiperOrigin-RevId: 573885864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92038f42705..493375d15cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f8dd1bce43316ccb3f05e195deed3fc041dfb7a3ccbb5633cfda59124c000fbf",
-    git_commit = "b5b7ef83cd98133b3566a1952a755daef28557e8",
+    sha256 = "73a478791309a9c0af69ea9eae3c1970533d1697299f0198990bc301d9275c76",
+    git_commit = "e295549ca2e626bb33aa66d180faa4b1b8e8a390",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5f7c82e155c37c3cc177e0b51fe232ae0942304 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Oct 2023 00:01:37 -0700
Subject: [PATCH 6869/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3b9f103-c85a-4408-be6c-131b00ee3ec6

PiperOrigin-RevId: 574043796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 493375d15cb..246970c6e8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73a478791309a9c0af69ea9eae3c1970533d1697299f0198990bc301d9275c76",
-    git_commit = "e295549ca2e626bb33aa66d180faa4b1b8e8a390",
+    sha256 = "b050422b28b0f0320cdf8f893b86d2702dfe539a774acfe703edcddc4f105596",
+    git_commit = "88c41bba412d9e1810e030453810ac5cf5b7c9a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a3631ba7ef45f927c309ccc40840fcbb999ee6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Oct 2023 06:01:50 -0700
Subject: [PATCH 6870/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29bc24c9-8236-4cbe-90c4-ae07fbb9011b

PiperOrigin-RevId: 574122007
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 246970c6e8a..8ee0b292f21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b050422b28b0f0320cdf8f893b86d2702dfe539a774acfe703edcddc4f105596",
-    git_commit = "88c41bba412d9e1810e030453810ac5cf5b7c9a6",
+    sha256 = "c484d843be7f8fff9a56b6d572cfc88105fc680f47bf4eae508c537a83048e76",
+    git_commit = "c1d2e5c9974f4d41fc6c876ffab01eb4656fcacc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9e53eda0879195c6d96d7e4531d729ee8bd0147 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Oct 2023 12:04:30 -0700
Subject: [PATCH 6871/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e99cd6e5-2eef-49bc-8db0-0d66c2ac1061

PiperOrigin-RevId: 574225140
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ee0b292f21..83d330ee751 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c484d843be7f8fff9a56b6d572cfc88105fc680f47bf4eae508c537a83048e76",
-    git_commit = "c1d2e5c9974f4d41fc6c876ffab01eb4656fcacc",
+    sha256 = "18f79ffda7cb8785da81ba494bc7d1c8692470f51c82ef360db44c071ea5bd06",
+    git_commit = "341a0320140f94a57eb81bbba8f70615afca161e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b75349db95a18c8b906a8502d47a00f296f36c74 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Oct 2023 13:49:10 -0700
Subject: [PATCH 6872/8103] This CL is a no-op

PiperOrigin-RevId: 574254065
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 2687a0e12e4..6b7b43542ce 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -13,6 +13,7 @@ package_group(
         "//net/floo/flooefi/...",
         "//platforms/gsys/...",
         "//platforms/redfish/...",
+        "//platforms/syshealth/shdc/...",
     ],
 )
 

From e0cf5eb85187f17a98897a6bafe9d00043c67a03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Oct 2023 18:01:36 -0700
Subject: [PATCH 6873/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f65c6d8f-0406-4b54-bb91-2c76aadff93c

PiperOrigin-RevId: 574316806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83d330ee751..e703934c386 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18f79ffda7cb8785da81ba494bc7d1c8692470f51c82ef360db44c071ea5bd06",
-    git_commit = "341a0320140f94a57eb81bbba8f70615afca161e",
+    sha256 = "9669a2c46a1ebd220d37c94d093bb7bfd1c5a0a167117c82c9a15f934d2779c9",
+    git_commit = "f84d49db76322fc85e76c900e93702245484a087",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55c7031b52cf204b23150118f0751f7e57a9abbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Oct 2023 00:01:34 -0700
Subject: [PATCH 6874/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa7cf80d-f4dc-4a51-903c-c4070e6fd540

PiperOrigin-RevId: 574379602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e703934c386..b221ed1d3ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9669a2c46a1ebd220d37c94d093bb7bfd1c5a0a167117c82c9a15f934d2779c9",
-    git_commit = "f84d49db76322fc85e76c900e93702245484a087",
+    sha256 = "4244c4836334cb3280538d6fcaf8d29598856b222fb4d58c022181b49ff6ad6d",
+    git_commit = "60ccf67fad192696512a3da2988be300bdcb34ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4eab9e815c73c3327802607c666a38659f610ff1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Oct 2023 06:01:31 -0700
Subject: [PATCH 6875/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/803f785b-6856-40d2-9d92-fa9860914b5d

PiperOrigin-RevId: 574451703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b221ed1d3ac..a1f0fa2a0c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4244c4836334cb3280538d6fcaf8d29598856b222fb4d58c022181b49ff6ad6d",
-    git_commit = "60ccf67fad192696512a3da2988be300bdcb34ce",
+    sha256 = "baf71438abfed9dabd52f46a9c344826dd2c037cfa083813f7e28bafebfbcb28",
+    git_commit = "80c6d43a37a857b00f07eb2a92dc6d1e75afb3dd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 864ae871062012de1404b0c518a21a6eb1bfc93b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Oct 2023 12:01:25 -0700
Subject: [PATCH 6876/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55c3c355-c3da-4f97-ad08-0456dd345aba

PiperOrigin-RevId: 574548475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1f0fa2a0c8..d20219ddb43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "baf71438abfed9dabd52f46a9c344826dd2c037cfa083813f7e28bafebfbcb28",
-    git_commit = "80c6d43a37a857b00f07eb2a92dc6d1e75afb3dd",
+    sha256 = "91108666538f1a1ccedd79f213ea090d3011604669205322ec055a04199e0f5c",
+    git_commit = "3267bbe50ec5550f3d27ecb95c3e58e0db9cd9a8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba473777a24142d34539505dd7eb85910156cdf0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Oct 2023 13:17:44 -0700
Subject: [PATCH 6877/8103] OSS remote_op_config_rewriter.proto

PiperOrigin-RevId: 574572688
---
 tensorflow_serving/servables/tensorflow/BUILD |  7 ++++
 .../remote_op_config_rewriter.proto           | 32 +++++++++++++++++++
 2 files changed, 39 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.proto

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 831ddb69502..88148686720 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1734,3 +1734,10 @@ cc_library(
         "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
     ],
 )
+
+serving_proto_library(
+    name = "remote_op_config_rewriter_proto",
+    srcs = ["remote_op_config_rewriter.proto"],
+    cc_api_version = 2,
+    visibility = ["//visibility:public"],
+)
diff --git a/tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.proto b/tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.proto
new file mode 100644
index 00000000000..72a0d2415a6
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.proto
@@ -0,0 +1,32 @@
+syntax = "proto3";
+
+package tensorflow.serving.tools;
+
+// Config for the remote op rewriter. This should be serialized/encoded
+// and set a param in RewriterConfig with key kRemoteOpRewriteConfigParamKey.
+message RemoteOpRemapConfig {
+  // Map for placeholder target model_names to actual target model_name.
+  map<string, string> model_name_remap = 1;
+
+  // Map for placeholder target_address to actual target_address.
+  map<string, string> target_address_remap = 2;
+
+  // Map for model name to actual target_address. This will only be used when
+  // target_address_remap is not set. Also, when the model_name_remap is set,
+  // the model name here is the name BEFORE the rewrite. The model name here is
+  // backend model name.
+  map<string, string> backend_model_name_to_target_address_remap = 6;
+
+  // If true, version will be propagated from SessionMetadata.version.
+  // See: http://shortn/_XDBisC2j9k
+  // Requires enable_tf_session_metadata = true.
+  bool propagate_version = 4;
+
+  // If true, model name will be propagated from SessionMetadata.name.
+  // See: http://shortn/_XDBisC2j9k
+  // Requires enable_tf_session_metadata = true. This takes precedence
+  // over remapping from model_name_remap.
+  bool propagate_model_name = 5;
+
+  reserved 3;
+}

From 6ea44f885b6f134a54dbc3f6844b0a7c292f6595 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Oct 2023 18:01:22 -0700
Subject: [PATCH 6878/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a70ae579-72d8-4445-9de9-93e3ee5fcc37

PiperOrigin-RevId: 574667938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d20219ddb43..edd04464e62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91108666538f1a1ccedd79f213ea090d3011604669205322ec055a04199e0f5c",
-    git_commit = "3267bbe50ec5550f3d27ecb95c3e58e0db9cd9a8",
+    sha256 = "24538c3dba1f104c08d04f94914bd2afd06ead2567785fb281c1e958d770ae49",
+    git_commit = "c64561e1d3d667620ea1969619fce2f2e2615870",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 311eefe807cbd0361971dbfedae380018965a906 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Oct 2023 00:01:32 -0700
Subject: [PATCH 6879/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cda81b72-6a69-4acd-89c4-106608e6d869

PiperOrigin-RevId: 574748968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edd04464e62..d54c60445de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "24538c3dba1f104c08d04f94914bd2afd06ead2567785fb281c1e958d770ae49",
-    git_commit = "c64561e1d3d667620ea1969619fce2f2e2615870",
+    sha256 = "ac66556d074d994081cd1e60b6760f2847a60f36d4b2678550a509eb1082fe35",
+    git_commit = "393e7e613b6cc840fdf473613ee8c3d0f5420bf9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0be88010a9eb0f764d890e3524f80da7f0ca7fdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Oct 2023 06:01:28 -0700
Subject: [PATCH 6880/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e772d9e7-49d7-4121-94ef-6aaafb6ae26e

PiperOrigin-RevId: 574840002
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d54c60445de..291c892270f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac66556d074d994081cd1e60b6760f2847a60f36d4b2678550a509eb1082fe35",
-    git_commit = "393e7e613b6cc840fdf473613ee8c3d0f5420bf9",
+    sha256 = "789e1783c53751a0bf24e39a438e5560d5d29f3ce90a203a7c53d018937f42c7",
+    git_commit = "016f0c7736720ad410f391d0e80d67e056da135c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4e6005842429a11b45d3695bfe57682372b8ada Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Oct 2023 12:01:43 -0700
Subject: [PATCH 6881/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7cc3726d-2506-437b-bd81-a5fac1acb8f6

PiperOrigin-RevId: 574957803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 291c892270f..74bd7563187 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "789e1783c53751a0bf24e39a438e5560d5d29f3ce90a203a7c53d018937f42c7",
-    git_commit = "016f0c7736720ad410f391d0e80d67e056da135c",
+    sha256 = "85678066fcef6727e603e72d12a46060ac4e3639a1ed0f55c1776e85f14cc5e0",
+    git_commit = "9c1b568f0c58cea81dcfcda172b74d8099b55a83",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4d5ecfda28cdcb12f4f43a3d73e9386330c26a6f Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 19 Oct 2023 14:47:32 -0700
Subject: [PATCH 6882/8103] Add release notes for tf-serving 2.14.0-rc0

PiperOrigin-RevId: 575008376
---
 RELEASE.md | 47 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 47 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 7da6ba630a6..bbcd109f06e 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,50 @@
+# Release 2.14.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Add Intel OpenMP for MKL build since it's required now (commit: 926b08d928d78cda9f371a5d14b2d551e8534631)
+* Fixed the broken link in api_rest.md (commit: 146cda04e31ae38e2ae9b9563e639b8c29dd7dd4)
+* Add a conditional any_invocable dependency to YDF to allow building with latest Tensorflow (commit: cb3698ef5c81db12cd67088c09eaa4a2dc027db3)
+* Internal change. (commit: 62badd2558c792639778d2c517593efbbf26d172)
+* Internal Code Change (commit: a1ae333bc7f0436ed0225d3aa1865512a945560f)
+* Upgrading Bazel version from 5.3.0 to 6.1.0 (commit: 89a4bda0b9eff7eef1aeca853fdfd1bec5a3fda9)
+* Reorder some status checks to break out of while loop immediately on error (commit: a87da7bc53b213ee1c4e14131682a0c31d73b456)
+* Enable parallel model warm-up (commit: ba1246d95b9f7fe795bb5ffe449f3cd013552e9d)
+* Enable parallel model warm-up (commit: 259f89b5664f4cec2965b819874c24262e3b8678)
+* Updates Bazel version from 5.3.0 to 6.1.0 (commit: 9b986296238d1948c47ddfba6d1593dd925f85a6)
+* Enable parallel model warm-up (commit: 79f9d2842223faf43db840b5def8e27274a38027)
+* Do not register empty model name to warmup registry (commit: 1598cfeda97333b1711f434f016410109ad2dd8a)
+* Print out model name for ModelConfig errors, which will make it easy to debug. (commit: 6420cc3381c5c1750635e539f81dde4a6d82a6cf)
+* Internal change (commit: 291650abc818f7274c9b72cd410f9aa5fa5c3024)
+* Pass criticality and queue option for low priority to support priority queue in shared hatch scheduler (commit: bf4aaf04feb563629cb514497f35e1f84609bb02)
+* Add release notes for tf-serving 2.13.0-rc0 (commit: 6a56bd1eefdd46fbfdbd7c906b3fe22929aab3cb)
+* Add release notes for tf-serving 2.12.2 (commit: 638fd783f387cc395f5771ec9e05b39b3814145c)
+* Add release notes for tf-serving 2.13.0-rc1 (commit: d04bbfeed83801242c2f16c8673592c3ab895aec)
+* Internal Code Change (commit: 72b83ed2237cea14bab34d551e01d9dd8fc5edc9)
+* Move Servable interface to tensorflow serving. (commit: f196fa8a3c29a309899a8df2058a5692ce999253)
+* Add release notes for tf-serving 2.13.0-rc2 (commit: 1ad5e7c89bc32c2fdb8b455d73b361b9accf0e49)
+* Add release notes for tf-serving 2.13.0 (commit: 3d8e8c39be54ae88959cb5b9e3b06dc30aadd99d)
+* Add RunOptions to Servable interface. (commit: 6a9d0fdafe326605cad1cae60dea0dd165bd2bb4)
+* use hermetic python instead of system python for building and testing. (commit: ea05b0f1c274124704dfd3c0a440e9b273e5542a)
+* Use OSS-compatible logging lib directly (commit: 3e8dd821e0c469f383e220da137d398168610255)
+* Enable the saved model default input value feature for TFRT Predict API. (commit: 45bc2916a5bc5e71f7c46db16567479447f63d7e)
+* Adding flag for automatic batch warmup. (commit: 736e1298a66b0976bf3a554492c74cb23db8904d)
+* Internal Code Change (commit: 008c02c45e8a09b9a82d80b0962b5918e759f10e)
+* Support streaming in request logger. (commit: 2cdb6b940378676e031d7b0c18f32a1a063c0f77)
+* Use Servable for TFRT serving (commit: 3863ae35a69a1da616d94edcdc4f736cd046fddd)
+* This is a noop (commit: 444257dc8cf3a9c69b3c8036821c2c9c1d73a670)
+* Update version for 2.14.0-rc0 release. (commit: d07fc99ef40ebc044c27a04a20ff976ff9e2847c)
+* Update Dockerfile.devel* with py3.9 installed. (#2178) (commit: 89e76e785ebe458264e6a40b76b8258e32377103)
+* Update WORKSPACE to use python 3.9 (commit: 24b94ecab15e70afe2b546f5f7a093da6200569f)
+
 # Release 2.13.1
 
 ## Major Features and Improvements

From 1ffd057a380cfffb17469263b0540461b0e04295 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Oct 2023 18:01:26 -0700
Subject: [PATCH 6883/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9da79164-bdd0-472f-a7e6-7844341081cb

PiperOrigin-RevId: 575057487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74bd7563187..bf4e08a1ad8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85678066fcef6727e603e72d12a46060ac4e3639a1ed0f55c1776e85f14cc5e0",
-    git_commit = "9c1b568f0c58cea81dcfcda172b74d8099b55a83",
+    sha256 = "bbfe01f050a092ca72c96e79c1f10238189be2d6eb4651ce5b8355d4b6e29caf",
+    git_commit = "95d1760d2a7ee3e3bd7a51498ac84942d710a1e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cde29850597f3901854a56b665c65622b557e5e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Oct 2023 00:01:29 -0700
Subject: [PATCH 6884/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c9042c18-e578-4d93-964b-ddc003a676b7

PiperOrigin-RevId: 575120095
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf4e08a1ad8..ce256d2a79a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbfe01f050a092ca72c96e79c1f10238189be2d6eb4651ce5b8355d4b6e29caf",
-    git_commit = "95d1760d2a7ee3e3bd7a51498ac84942d710a1e2",
+    sha256 = "58172b420b95363e92cad9a73154cfb8ecae853288289257d17607d18a3951e5",
+    git_commit = "b4b13d6edf44eb5cd35141daa48f4fc450372406",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c7bbc44b2e7876e0574d39d23cee59c29612a07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Oct 2023 06:01:37 -0700
Subject: [PATCH 6885/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f60ba4f9-b829-4101-9910-d9ea4a0e79cb

PiperOrigin-RevId: 575195758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce256d2a79a..656c38c8530 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "58172b420b95363e92cad9a73154cfb8ecae853288289257d17607d18a3951e5",
-    git_commit = "b4b13d6edf44eb5cd35141daa48f4fc450372406",
+    sha256 = "37a58d05054eef381f0bfcf18c2ee12da76f0a00d70ed93b5ce9c159bbcad1ef",
+    git_commit = "6a635ef1dae1cdcdaabb77bdeb40d7bb2e364a5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61dda40a69329fabfe55a4320352b9fa47678993 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Oct 2023 12:03:51 -0700
Subject: [PATCH 6886/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30b74184-d0d7-470d-accc-e90b9ba0f1fb

PiperOrigin-RevId: 575283759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 656c38c8530..54ec3ab180d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37a58d05054eef381f0bfcf18c2ee12da76f0a00d70ed93b5ce9c159bbcad1ef",
-    git_commit = "6a635ef1dae1cdcdaabb77bdeb40d7bb2e364a5e",
+    sha256 = "5227ee21fabf5c2fac98e7c25a247b9279156b4752ec2ea0399e47701101af2e",
+    git_commit = "989c77e2a2340ee55dfa5a83906cc4c2e0800171",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2cd560b8602be30b7895a1d7dbfc36156e595c69 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 20 Oct 2023 18:01:24 -0700
Subject: [PATCH 6887/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a723ac3-d637-496e-9572-c9196b2db59d

PiperOrigin-RevId: 575360307
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54ec3ab180d..b4c00296977 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5227ee21fabf5c2fac98e7c25a247b9279156b4752ec2ea0399e47701101af2e",
-    git_commit = "989c77e2a2340ee55dfa5a83906cc4c2e0800171",
+    sha256 = "94f1e823a512b9bbcb5e0b0f64aa70c2e3aaa79c0f375355dfc9c1f204a1b7c2",
+    git_commit = "33c0f436e79d671e4fbd0aa63b449f1fb1a9be12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 77cabded04612e0415181a790aa005ff0b3c232f Mon Sep 17 00:00:00 2001
From: Changhui Lin <changhuilin@google.com>
Date: Fri, 20 Oct 2023 18:45:47 -0700
Subject: [PATCH 6888/8103] Add flags for gpu multi-streaming support. - A flag
 to specify the number of virtual GPU devices (stream groups) to create - A
 flag to indicate whether to use the new fused kernel
 (`gpurt.compile_and_execute`).

Also init GpuRunner in model server.

PiperOrigin-RevId: 575365834
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc        | 4 ++++
 .../tensorflow/tfrt_saved_model_source_adapter.proto        | 6 ++++++
 2 files changed, 10 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index b8e7f189976..957accfb82d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -227,10 +227,14 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
       config_.use_tpu_host_allocator_for_inputs();
   compile_options.tpu_allow_unpadded_batch =
       ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
+  compile_options.use_gpu_compile_and_execute_op =
+      config_.tfrt_use_fused_gpu_op();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
   options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
+  options.graph_execution_options.tfrt_gpu_parallelism =
+      config_.tfrt_gpu_parallelism();
   options.graph_execution_options.gpu_system_memory_size_in_mb =
       config_.gpu_system_memory_size_in_mb();
   options.graph_execution_options.enable_grappler_function_optimizer =
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 9186b5be5fb..48ec0e8dba8 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -192,6 +192,12 @@ message TfrtSavedModelConfig {
   // Disables compilations after model initialization is complete
   // (ignored if enable_model_warmup is false)
   bool freeze_after_init = 2016;
+
+  // The number of virtual GPUs to create on a physical GPU.
+  int32 tfrt_gpu_parallelism = 2017;
+
+  // Whether to use fused op for GPU compile, execute and data transfer.
+  bool tfrt_use_fused_gpu_op = 2018;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 283ad582c7b2896eb65e175c696008f31387bf92 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Oct 2023 00:01:29 -0700
Subject: [PATCH 6889/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9d2745fc-a597-4d40-be97-890fa36f4849

PiperOrigin-RevId: 575405789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4c00296977..b1cd910b4f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94f1e823a512b9bbcb5e0b0f64aa70c2e3aaa79c0f375355dfc9c1f204a1b7c2",
-    git_commit = "33c0f436e79d671e4fbd0aa63b449f1fb1a9be12",
+    sha256 = "465a951b7ad80aad36c08caab146310d06188e31a87d2860bf2359add42faf6d",
+    git_commit = "5184130f817d35136d12ea4534143eb92c57f69d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a167d0a9c419afb83b554dee3e2101218fcd07a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Oct 2023 06:01:51 -0700
Subject: [PATCH 6890/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9fa17d8e-5499-4eee-a717-b00194dee7f3

PiperOrigin-RevId: 575452930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1cd910b4f3..6ece9384417 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "465a951b7ad80aad36c08caab146310d06188e31a87d2860bf2359add42faf6d",
-    git_commit = "5184130f817d35136d12ea4534143eb92c57f69d",
+    sha256 = "f9ec22b16d52160e5e0cd24708029d015e8db1fe7168526c98541060fe612bb7",
+    git_commit = "056eb8fbfb650eb32df70bc252040a4e674a10f0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62c89d5a6f27df22f740df022b6594aff7f23e2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Oct 2023 12:01:29 -0700
Subject: [PATCH 6891/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1f46b99-9e1c-4608-aff7-9becb7db27ab

PiperOrigin-RevId: 575487485
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ece9384417..d8886a4283f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9ec22b16d52160e5e0cd24708029d015e8db1fe7168526c98541060fe612bb7",
-    git_commit = "056eb8fbfb650eb32df70bc252040a4e674a10f0",
+    sha256 = "925fdace0c920ef79e1d58468aec506866f56a5d01ee050f3c68bb6b43ecd8a8",
+    git_commit = "d93d327201ad3c8c997ce1338236ace43b233b57",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cea458a0d7421c97fa2d6ba6bd82b2318ca8c075 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 21 Oct 2023 18:01:28 -0700
Subject: [PATCH 6892/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77315889-0beb-4f21-b711-28dc98af97cd

PiperOrigin-RevId: 575519830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8886a4283f..243f2404deb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "925fdace0c920ef79e1d58468aec506866f56a5d01ee050f3c68bb6b43ecd8a8",
-    git_commit = "d93d327201ad3c8c997ce1338236ace43b233b57",
+    sha256 = "bd73b47d34fc80392636aa602d59890777f762d76ae07de94b0711327c26eb60",
+    git_commit = "e41e4ce374c4218ef49cd3e5b595370e392bb736",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1817b1be9a8ff3ea07cbea1cb45732a676a246a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Oct 2023 00:01:30 -0700
Subject: [PATCH 6893/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fbae966-c8e4-41aa-8c89-9c00acfbcd49

PiperOrigin-RevId: 575560146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 243f2404deb..a4cefcb59c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd73b47d34fc80392636aa602d59890777f762d76ae07de94b0711327c26eb60",
-    git_commit = "e41e4ce374c4218ef49cd3e5b595370e392bb736",
+    sha256 = "98d18abd01210c906f95180f8b5a736e3215194348d70febebdd318a34b652cd",
+    git_commit = "bb107e15316774657be59d0e87a15a3a2f9917b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98dacf636a20277676af2d6ce1fca78febd3dc47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Oct 2023 06:01:41 -0700
Subject: [PATCH 6894/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c416c68-5ad8-4892-9f27-4de77819ad46

PiperOrigin-RevId: 575605355
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4cefcb59c4..bd5384fef8c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98d18abd01210c906f95180f8b5a736e3215194348d70febebdd318a34b652cd",
-    git_commit = "bb107e15316774657be59d0e87a15a3a2f9917b9",
+    sha256 = "a4f930896a3d66cfb936967176790ea6b5d184ab2f0fccd2dae23eb87cc5cfb5",
+    git_commit = "24843f557a52a70e94c2e55270537adad15202fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 78efaf4cff4334cc1ff224fab58505d7552cc349 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 22 Oct 2023 18:01:53 -0700
Subject: [PATCH 6895/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/442a4f4b-da90-4777-933e-5091efd95269

PiperOrigin-RevId: 575672281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd5384fef8c..c1325e4f684 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4f930896a3d66cfb936967176790ea6b5d184ab2f0fccd2dae23eb87cc5cfb5",
-    git_commit = "24843f557a52a70e94c2e55270537adad15202fc",
+    sha256 = "910863df1a9cdd6c3c4fded960f0b60abf84de3d4e8a7631783cb97b21dec89d",
+    git_commit = "fa7533e3e169abd941295774e97da5f0475a786c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2ea115229942b1b7ae379ef9db76ccda1d11c2d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Oct 2023 06:01:38 -0700
Subject: [PATCH 6896/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7856fd7a-fdd2-4cf3-922f-a3a507ad08bd

PiperOrigin-RevId: 575794297
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1325e4f684..1526bc5e223 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "910863df1a9cdd6c3c4fded960f0b60abf84de3d4e8a7631783cb97b21dec89d",
-    git_commit = "fa7533e3e169abd941295774e97da5f0475a786c",
+    sha256 = "01f3debf558475f87e7445bf60d0c16db68257baf21da4a86072bcb6590139c6",
+    git_commit = "2d782eb0365a8329d6a59fa0d12dab4ab807086b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a3023de03f3064347ee7d14d297efc6fb724f3fa Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 23 Oct 2023 11:53:14 -0700
Subject: [PATCH 6897/8103] Add release notes for tf-serving 2.14.0-rc1

PiperOrigin-RevId: 575885844
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index bbcd109f06e..5befbfd2a80 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.14.0-rc1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.14.0-rc1
+
 # Release 2.14.0-rc0
 
 ## Major Features and Improvements

From 7ec3c9a8427e81d31c7c01d2790036b09098ecd3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Oct 2023 12:03:44 -0700
Subject: [PATCH 6898/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4ead680-0dc3-46ed-9af9-d261fbaf0455

PiperOrigin-RevId: 575888846
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1526bc5e223..5d6d3bbb29a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01f3debf558475f87e7445bf60d0c16db68257baf21da4a86072bcb6590139c6",
-    git_commit = "2d782eb0365a8329d6a59fa0d12dab4ab807086b",
+    sha256 = "cdabe050821f1e5e35e185a3ca27881c354214862c008d9bbe3fbe1c1be85feb",
+    git_commit = "c3a5443f5b3afd94fa2d1aa1b7da894756681f3d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 10476686e3326b99497af157339c431b81478f0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Oct 2023 18:03:35 -0700
Subject: [PATCH 6899/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b631b40c-e747-40e9-83c3-4ba0e331f151

PiperOrigin-RevId: 575982645
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d6d3bbb29a..f3a54fb35d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cdabe050821f1e5e35e185a3ca27881c354214862c008d9bbe3fbe1c1be85feb",
-    git_commit = "c3a5443f5b3afd94fa2d1aa1b7da894756681f3d",
+    sha256 = "dcc66483e8339f925b6842442d3b83d0302bdbc4eebd57e7ed137d443a4ca7a7",
+    git_commit = "be859e03626080af41b54b01bfdb98a766be4c37",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f501b02c8afe8e7eb328abec641ad5caa899d35 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Oct 2023 00:01:35 -0700
Subject: [PATCH 6900/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d7014cf-9a97-4936-9f0a-942ccc9a3de2

PiperOrigin-RevId: 576039742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f3a54fb35d9..3d9714c7eaa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dcc66483e8339f925b6842442d3b83d0302bdbc4eebd57e7ed137d443a4ca7a7",
-    git_commit = "be859e03626080af41b54b01bfdb98a766be4c37",
+    sha256 = "06ea83e75f411f249a65ab0af3d1223233ff7c135a42f63c6b6eabad2f321b2d",
+    git_commit = "ddab1a76974f56b68af2bcdfce96c68e7a784efc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 008c93f67e39a6c0fe7d4a592dfeaeb71c2c9e34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Oct 2023 06:01:49 -0700
Subject: [PATCH 6901/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2e87e87-006f-4cb7-98ee-b4cfe859d5e4

PiperOrigin-RevId: 576114977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d9714c7eaa..b1618a389ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06ea83e75f411f249a65ab0af3d1223233ff7c135a42f63c6b6eabad2f321b2d",
-    git_commit = "ddab1a76974f56b68af2bcdfce96c68e7a784efc",
+    sha256 = "7f7e6bcfe36f8d8ca806538c1b7abddb7bd86c399048f29bbe0fe4a06800251f",
+    git_commit = "85ac1c6ddc93d4f53ff5b2c5c1c7bac7a8a44030",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d4cc08f175fda5ad18d9021faad2714f6214609b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Oct 2023 12:01:37 -0700
Subject: [PATCH 6902/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/692c7320-45b2-41cc-892e-e65bb5da7661

PiperOrigin-RevId: 576218085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1618a389ac..0b093489319 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f7e6bcfe36f8d8ca806538c1b7abddb7bd86c399048f29bbe0fe4a06800251f",
-    git_commit = "85ac1c6ddc93d4f53ff5b2c5c1c7bac7a8a44030",
+    sha256 = "85efe2a753aed3fb022aa9a69228b69382a90467f1e2d9c01675e3100a4f4f8c",
+    git_commit = "3171da22964e4735f4184a9742d12d14715014ce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4622bb7d182675ea909fdcd4688d858294364558 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Oct 2023 18:01:25 -0700
Subject: [PATCH 6903/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b13159c9-9b29-424c-86ba-8ac1a29af9aa

PiperOrigin-RevId: 576344349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b093489319..76270165348 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85efe2a753aed3fb022aa9a69228b69382a90467f1e2d9c01675e3100a4f4f8c",
-    git_commit = "3171da22964e4735f4184a9742d12d14715014ce",
+    sha256 = "6dc3e9766ef2d97aa0e4189673b253c14ebf51f167254d3bb59908e9c6a47491",
+    git_commit = "75bdd8bd4377efddf9e0f6f347ed10578781510d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f1939f11671729e1ce841d92c276def4cfde958 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Oct 2023 00:03:12 -0700
Subject: [PATCH 6904/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed351271-8e6e-4820-9d5c-8d0487ec7278

PiperOrigin-RevId: 576420928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 76270165348..51429ec5625 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dc3e9766ef2d97aa0e4189673b253c14ebf51f167254d3bb59908e9c6a47491",
-    git_commit = "75bdd8bd4377efddf9e0f6f347ed10578781510d",
+    sha256 = "9650a05f9fd44835ba2377cd503a6e54e9181c0135cb983422da822eb0523bc8",
+    git_commit = "47cc8f4f76f1a11a03f8ed15adcdeff8a931530a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d52498ee7064615eebf8a09aaa05f08146371c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Oct 2023 06:01:39 -0700
Subject: [PATCH 6905/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54daa864-20ca-4698-8f48-127ff820fa05

PiperOrigin-RevId: 576505353
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51429ec5625..8b47e5dffad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9650a05f9fd44835ba2377cd503a6e54e9181c0135cb983422da822eb0523bc8",
-    git_commit = "47cc8f4f76f1a11a03f8ed15adcdeff8a931530a",
+    sha256 = "aeb708bb1afce6fc69ac02f06231155c1405b530da519680e2564f6e7848d38f",
+    git_commit = "0a769739d372ed37e5e009096ce3d45fbe0c6c59",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3efbe3899cfcb3983a732d155104fd3cf6dab368 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Oct 2023 12:01:33 -0700
Subject: [PATCH 6906/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f9d2b9f-e4a7-4bb4-b251-655c49245d43

PiperOrigin-RevId: 576602212
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b47e5dffad..0b842ef800b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aeb708bb1afce6fc69ac02f06231155c1405b530da519680e2564f6e7848d38f",
-    git_commit = "0a769739d372ed37e5e009096ce3d45fbe0c6c59",
+    sha256 = "2f8166f5b7279c06030a3c822a675669f310fbb7fd00224fb441f362e4ad6a90",
+    git_commit = "d55661c20b49d2de6cc1acf1978f5974333f2c2d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 02056d0de976661ae9871d5e264e0dbeb9d96e47 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Oct 2023 18:01:32 -0700
Subject: [PATCH 6907/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5c8d19e3-8f0e-46a7-8c8a-de5970009195

PiperOrigin-RevId: 576701374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b842ef800b..65b97ef089c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f8166f5b7279c06030a3c822a675669f310fbb7fd00224fb441f362e4ad6a90",
-    git_commit = "d55661c20b49d2de6cc1acf1978f5974333f2c2d",
+    sha256 = "26be358f3503b510e7e25fbcf6b5e4930d95cb6c1d977d70787c5dca0e993067",
+    git_commit = "eec8a006163bd104b2d3cf614077be790af7ddc0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d1a661f8cc2cf7043d2d7fec223975d2d9096fb2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Oct 2023 00:01:45 -0700
Subject: [PATCH 6908/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d28c45e-a01a-431b-97f6-018d40f41b8b

PiperOrigin-RevId: 576762621
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65b97ef089c..3873a56792d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "26be358f3503b510e7e25fbcf6b5e4930d95cb6c1d977d70787c5dca0e993067",
-    git_commit = "eec8a006163bd104b2d3cf614077be790af7ddc0",
+    sha256 = "a266e5afb2575225a1e6298be3619fae9937dfbb297caab793837db90645ec90",
+    git_commit = "d66c44a37e1b9c01862a02da5cec5dc8e7f89a12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5ad1e3222a29af276a1e235eeeba5391cf46e13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Oct 2023 06:01:47 -0700
Subject: [PATCH 6909/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6835ff93-14ec-4714-9431-29d6481f586a

PiperOrigin-RevId: 576843727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3873a56792d..c79da3e485b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a266e5afb2575225a1e6298be3619fae9937dfbb297caab793837db90645ec90",
-    git_commit = "d66c44a37e1b9c01862a02da5cec5dc8e7f89a12",
+    sha256 = "02349cd7d8f2ce1f6497227099279291a7cc62fd830aeeeb4e6c4c2cad81d27a",
+    git_commit = "4da125510ff2047c5dbf003f532931ebe3868f81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e753dcfa19f4a2d9fa33eefcccb687c4b37f2d2c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Oct 2023 12:01:34 -0700
Subject: [PATCH 6910/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e07448d-fab9-4d57-8bea-703022c98f66

PiperOrigin-RevId: 576946464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c79da3e485b..701eeff740a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02349cd7d8f2ce1f6497227099279291a7cc62fd830aeeeb4e6c4c2cad81d27a",
-    git_commit = "4da125510ff2047c5dbf003f532931ebe3868f81",
+    sha256 = "e5686671622e13e94fd0350bfdbc5132fe4174dea113c74bf77c8c6afd5ad83a",
+    git_commit = "34d6029f39bbbb5e6468a3ab8c64dd07d2c39016",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c88cccf5f7e1ef0a5da79e0dd369a5374929f18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Oct 2023 18:01:41 -0700
Subject: [PATCH 6911/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/538d2e38-30c5-420a-80a4-444dddd0b23e

PiperOrigin-RevId: 577039470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 701eeff740a..5f7443af4bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5686671622e13e94fd0350bfdbc5132fe4174dea113c74bf77c8c6afd5ad83a",
-    git_commit = "34d6029f39bbbb5e6468a3ab8c64dd07d2c39016",
+    sha256 = "88b2bb951c0ebba7e059d270d48401a477024b64fc1f9bf76e6585d211a2d601",
+    git_commit = "40681e4267d848c81a2a22c3d3415002b8bff89b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18a0373bc98566f8ee356daa7660d9b26cdf4369 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 00:02:54 -0700
Subject: [PATCH 6912/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d950d6b1-73ce-4952-82b9-45a8756d05b1

PiperOrigin-RevId: 577099508
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f7443af4bc..01dc87aa777 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88b2bb951c0ebba7e059d270d48401a477024b64fc1f9bf76e6585d211a2d601",
-    git_commit = "40681e4267d848c81a2a22c3d3415002b8bff89b",
+    sha256 = "e5912ead6e1a0d66ce5b0c6ad2357c380486d21e5c4d2b3c35af68750a9e02a4",
+    git_commit = "aacbcb693526e4ceda99e3819037f04ca7c4a8aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ffd3e785682023adc206fb2d6ad3f737db26776 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 06:01:56 -0700
Subject: [PATCH 6913/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f5cf8d9-7b04-47f9-9754-2d01b07794a6

PiperOrigin-RevId: 577173688
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01dc87aa777..11e14093fbb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5912ead6e1a0d66ce5b0c6ad2357c380486d21e5c4d2b3c35af68750a9e02a4",
-    git_commit = "aacbcb693526e4ceda99e3819037f04ca7c4a8aa",
+    sha256 = "41dab145f01a16a392a1f5745536ec2d616c6557ccea6102ef7a8619801b51c2",
+    git_commit = "bdf6be61629859e606761d12fe41cfcf4469d22f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 739945288f831791a9affea4559be579b53fd658 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 12:01:42 -0700
Subject: [PATCH 6914/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4ca696f8-1692-4639-98ea-318b2511d34b

PiperOrigin-RevId: 577266961
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11e14093fbb..fcb264de245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41dab145f01a16a392a1f5745536ec2d616c6557ccea6102ef7a8619801b51c2",
-    git_commit = "bdf6be61629859e606761d12fe41cfcf4469d22f",
+    sha256 = "6a866fe17725538029bf846e5f8e631c517824e1ca7c89f781c6f9a23119552f",
+    git_commit = "3634cc44cdf4f3063b239277c951b7b769874787",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b6dea341396cc2eb88d5a6c9ceac9c788486042 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 13:47:25 -0700
Subject: [PATCH 6915/8103] Add 3 new resource kinds constants for GPU.

PiperOrigin-RevId: 577295006
---
 tensorflow_serving/resources/resource_values.cc |  3 +++
 tensorflow_serving/resources/resource_values.h  | 16 ++++++++++++++++
 2 files changed, 19 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index ef392dabb7d..ef2c056913c 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -30,6 +30,9 @@ const char* const kRamBytes = "ram_in_bytes";
 const char* const kPeakRamBytes = "peak_ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
 const char* const kStackRamBytes = "stack_ram_in_bytes";
+const char* const kReservedRamBytes = "reserved_ram_in_bytes";
+const char* const kSystemRamBytes = "system_ram_in_bytes";
+const char* const kModelBinaryRamBytes = "model_binary_ram_in_bytes";
 const char* const kProcessingMillis = "processing_in_millicores";
 }  // namespace resource_kinds
 
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 34de5092066..18ed8a34371 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -46,6 +46,12 @@ namespace resource_kinds {
 extern const char* const kNumModelSlots;
 
 // RAM in bytes.
+// NOTES:
+// - For TPU or GPU device, The kHeapRamBytes and kStackRamBytes are aggregated
+// to this kind.
+// - In GPU device, this only represents the remaining RAM used for model
+// variables and inference requests. Total GPU RAM includes remaining RAM and
+// reserved RAM below.
 extern const char* const kRamBytes;
 
 // Peak RAM in bytes, collected from Tcmalloc peak metric.
@@ -57,6 +63,16 @@ extern const char* const kHeapRamBytes;
 // RAM reserved on the stack.
 extern const char* const kStackRamBytes;
 
+// Only available for GPU device. Total reserved RAM used for compilation
+// program and GPU system usage.
+extern const char* const kReservedRamBytes;
+
+// Only available for GPU device. RAM reserved for GPU system usage.
+extern const char* const kSystemRamBytes;
+
+// Only available for GPU device. The compilation program ram usage.
+extern const char* const kModelBinaryRamBytes;
+
 // Fraction of a processing unit's cycles, in thousandths.
 extern const char* const kProcessingMillis;
 

From f83bc0c6de2b69965dcc0cc4723f21cf68d2a8a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 17:42:27 -0700
Subject: [PATCH 6916/8103] Adding flag allowing to turn off automatic TPU
 system initialization on startup.

PiperOrigin-RevId: 577347953
---
 tensorflow_serving/model_servers/main.cc  | 17 ++++++++++++-----
 tensorflow_serving/model_servers/server.h |  2 +-
 2 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index f7be15c2bd8..180db4bd77a 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -59,6 +59,15 @@ limitations under the License.
 #include "tensorflow/core/tpu/tpu_global_init.h"
 
 void InitializeTPU(tensorflow::serving::main::Server::Options& server_options) {
+  server_options.enforce_session_run_timeout = false;
+  if (server_options.saved_model_tags.empty()) {
+    server_options.saved_model_tags = "tpu,serve";
+  }
+
+  if (server_options.skip_initialize_tpu) {
+    std::cout << "Skipping model server level Initializing TPU system.";
+    return;
+  }
   std::cout << "Initializing TPU system.";
   tensorflow::tpu::TopologyProto tpu_topology;
   TF_QCHECK_OK(tensorflow::InitializeTPUSystemGlobally(
@@ -67,10 +76,6 @@ void InitializeTPU(tensorflow::serving::main::Server::Options& server_options) {
   std::cout << "Initialized TPU topology: " << tpu_topology.DebugString();
   server_options.num_request_iterations_for_warmup =
       tpu_topology.num_tpu_devices_per_task();
-  server_options.enforce_session_run_timeout = false;
-  if (server_options.saved_model_tags.empty()) {
-    server_options.saved_model_tags = "tpu,serve";
-  }
 }
 #endif
 
@@ -290,7 +295,9 @@ int main(int argc, char** argv) {
       tensorflow::Flag("thread_pool_factory_config_file",
                        &options.thread_pool_factory_config_file,
                        "If non-empty, read an ascii ThreadPoolConfig protobuf "
-                       "from the supplied file name.")};
+                       "from the supplied file name."),
+      tensorflow::Flag("skip_initialize_tpu", &options.skip_initialize_tpu,
+                       "Whether to skip auto initializing TPU.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index 03467d6a1ae..178672a70d4 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -101,7 +101,7 @@ class Server {
     tensorflow::string thread_pool_factory_config_file;
     bool enable_signature_method_name_check = false;
     bool enable_profiler = true;
-
+    bool skip_initialize_tpu = false;
     Options();
   };
 

From 70079994d19b163ea15a535e89b6899a4e1773b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Oct 2023 18:01:44 -0700
Subject: [PATCH 6917/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63654111-d5d3-4999-90a1-4298c02cd733

PiperOrigin-RevId: 577350779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcb264de245..6a31eb87089 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a866fe17725538029bf846e5f8e631c517824e1ca7c89f781c6f9a23119552f",
-    git_commit = "3634cc44cdf4f3063b239277c951b7b769874787",
+    sha256 = "908597e3b267ec90f78947215c5661219996f3b0258c9d54f01549ae1c08715b",
+    git_commit = "3985916107387b14fb012894de53898fbde7acdc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3318437fca35e0e94c819e685992dbda7249299a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Oct 2023 00:01:49 -0700
Subject: [PATCH 6918/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bea58a71-6b34-4ed0-bcf9-a6e89435db11

PiperOrigin-RevId: 577399473
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a31eb87089..1537af09876 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "908597e3b267ec90f78947215c5661219996f3b0258c9d54f01549ae1c08715b",
-    git_commit = "3985916107387b14fb012894de53898fbde7acdc",
+    sha256 = "6817868556789c250a340e01eda09822ca1288ef96f77ce70a7e7ec161d3c07e",
+    git_commit = "e7f9ec3510160f5c6a049b0635b5c0f85d60a43f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1914fe0766d2de14a3c11e1986e3d44365a782d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Oct 2023 06:01:41 -0700
Subject: [PATCH 6919/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b697bbe-8110-4ce0-a51a-a91543058470

PiperOrigin-RevId: 577451054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1537af09876..596b267ea52 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6817868556789c250a340e01eda09822ca1288ef96f77ce70a7e7ec161d3c07e",
-    git_commit = "e7f9ec3510160f5c6a049b0635b5c0f85d60a43f",
+    sha256 = "9b16bf7f49be9ff40c34e6a621b0b3ba1c7b22805c795d61cce8e20ce49f25ba",
+    git_commit = "ea612fb25a41aea5de69ab9299952c2e4656d0c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0f137c3cc69a13e75fcbf96e2250c409bd21e578 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Oct 2023 18:01:33 -0700
Subject: [PATCH 6920/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44a9a2f5-4d21-4c17-85df-037302ee22b1

PiperOrigin-RevId: 577523595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 596b267ea52..4ac910911c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b16bf7f49be9ff40c34e6a621b0b3ba1c7b22805c795d61cce8e20ce49f25ba",
-    git_commit = "ea612fb25a41aea5de69ab9299952c2e4656d0c0",
+    sha256 = "63c8dfc25a988451cc473f3b083425486e7d2d1e24289d1e6ac283437aeb8a44",
+    git_commit = "b78f565ee4711448a42f411b0fe123c9373d0d0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6c5ad606de54f777b917151ad824bdd3665dd917 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Oct 2023 06:01:41 -0700
Subject: [PATCH 6921/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d88d76ab-f33e-4695-8ccf-214155c905cf

PiperOrigin-RevId: 577614103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4ac910911c9..afa8fc4db97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63c8dfc25a988451cc473f3b083425486e7d2d1e24289d1e6ac283437aeb8a44",
-    git_commit = "b78f565ee4711448a42f411b0fe123c9373d0d0c",
+    sha256 = "349c8f7b391a740f6e281b9ad98925e30ba87c56f88336debb3d662bb27988e2",
+    git_commit = "143c687dfa670735aeb6942c4a4df1c1ed5961a7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20f321edb3461e9f9af6e70cd6ea1017b0e15437 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Oct 2023 18:01:36 -0700
Subject: [PATCH 6922/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3f76ff2-8902-4f80-9d4d-0becfae3c2ff

PiperOrigin-RevId: 577689623
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afa8fc4db97..f916d43c908 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "349c8f7b391a740f6e281b9ad98925e30ba87c56f88336debb3d662bb27988e2",
-    git_commit = "143c687dfa670735aeb6942c4a4df1c1ed5961a7",
+    sha256 = "960eadf7169c0513ec83af222565a261e57e03fb5400013ca5217d50924cce21",
+    git_commit = "c9cc9fa46d9b4303384a3275e043a3f0ca9e65c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9554864aeb736a2fe848da7e79c54ed89d408d52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Oct 2023 00:01:41 -0700
Subject: [PATCH 6923/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ae9b7c6-50e2-41cf-8b20-2da3ade11d9a

PiperOrigin-RevId: 577738345
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f916d43c908..2aee98c1295 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "960eadf7169c0513ec83af222565a261e57e03fb5400013ca5217d50924cce21",
-    git_commit = "c9cc9fa46d9b4303384a3275e043a3f0ca9e65c1",
+    sha256 = "0517f088b0f92069b9a0a874f21975df7cbbae4f0a0d81f563630eb761bc7cf6",
+    git_commit = "088421a1d750d25f40d6b7d7e3f0fd17b26b171b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bd532cdcdd16bbd0140318416b90e32c19b49b84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Oct 2023 06:01:40 -0700
Subject: [PATCH 6924/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02613a0a-54e3-4da8-9a32-f5fa019164c7

PiperOrigin-RevId: 577817595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2aee98c1295..b84f53738fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0517f088b0f92069b9a0a874f21975df7cbbae4f0a0d81f563630eb761bc7cf6",
-    git_commit = "088421a1d750d25f40d6b7d7e3f0fd17b26b171b",
+    sha256 = "4dfb43e25b1290bf6f859fbda496b8525fa9d9bcf3a83069c3308cba674336ab",
+    git_commit = "ac5003aab55a19a1ae42a64ae63f6516783a95cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ee61c9b9af1f41b7c74a406a6400226043e8684 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Oct 2023 12:01:42 -0700
Subject: [PATCH 6925/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/136ae802-2fc0-4f85-b418-7dcef5e53052

PiperOrigin-RevId: 577913211
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b84f53738fa..b6f9089700e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4dfb43e25b1290bf6f859fbda496b8525fa9d9bcf3a83069c3308cba674336ab",
-    git_commit = "ac5003aab55a19a1ae42a64ae63f6516783a95cd",
+    sha256 = "3f8f9d2b481abb17d022060aaa25a688b5dc54db8b4aab75f86e491bf4499723",
+    git_commit = "88e5914db537d91e779b6e6a56c593146c441bc3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44e5157310511c347c1edfd16b60873b48afd8b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Oct 2023 18:01:43 -0700
Subject: [PATCH 6926/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99739b5d-50bb-44ba-876f-8aa6b54318f7

PiperOrigin-RevId: 578012121
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b6f9089700e..2d465509953 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f8f9d2b481abb17d022060aaa25a688b5dc54db8b4aab75f86e491bf4499723",
-    git_commit = "88e5914db537d91e779b6e6a56c593146c441bc3",
+    sha256 = "99c38a7414af4f5c3449a2ed9b090ddb52a86ea041011bd3b04df84139c4c146",
+    git_commit = "9996db5d95e2676c251a8ce3cdde8b7ace7cd38f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1a6e8c636cc46b484a06d2f5651d9e6d3279bf82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Oct 2023 00:01:52 -0700
Subject: [PATCH 6927/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce8a65ae-5a67-46ee-97c0-f80782e18388

PiperOrigin-RevId: 578074529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d465509953..6ff295777f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99c38a7414af4f5c3449a2ed9b090ddb52a86ea041011bd3b04df84139c4c146",
-    git_commit = "9996db5d95e2676c251a8ce3cdde8b7ace7cd38f",
+    sha256 = "4b506d9fb0a0a7c51af37320300d23ede5c4b13b8d0ad0d57a568481dba334af",
+    git_commit = "96e1b9bb95b0ff8b149858ece69585e023457794",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f88201d3f5909127e71e4225a7e4c0dc44f48a3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Oct 2023 06:02:05 -0700
Subject: [PATCH 6928/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/455d4ce6-4430-4531-8606-022c168291f9

PiperOrigin-RevId: 578156640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ff295777f9..59a5b69856e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b506d9fb0a0a7c51af37320300d23ede5c4b13b8d0ad0d57a568481dba334af",
-    git_commit = "96e1b9bb95b0ff8b149858ece69585e023457794",
+    sha256 = "376f43ae403eab0f2e508090a45914f9f963b680b5232b50c4f55ed8a69c0018",
+    git_commit = "92f3f122a09e7cb3b9a05a9e384a62e0b652550f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 60976ef6905e469de56473dd1925db58cdf1c5f9 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 31 Oct 2023 09:11:42 -0700
Subject: [PATCH 6929/8103] Add release notes for tf-serving 2.14.0

PiperOrigin-RevId: 578204040
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 5befbfd2a80..0e2e542a30a 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.14.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.14.0
+
 # Release 2.14.0-rc1
 
 ## Major Features and Improvements

From 5cd4584802f5c561934bf13413b2785962521c6d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Oct 2023 12:01:42 -0700
Subject: [PATCH 6930/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34062297-aea7-4d39-baf6-27bd38b3efa0

PiperOrigin-RevId: 578258441
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59a5b69856e..05712321ef3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "376f43ae403eab0f2e508090a45914f9f963b680b5232b50c4f55ed8a69c0018",
-    git_commit = "92f3f122a09e7cb3b9a05a9e384a62e0b652550f",
+    sha256 = "fe5897685551f02bfab20afbed08942013f4f9fe53f4b756000489cfa6524088",
+    git_commit = "b7bc27ea4335b3f01a576e2a791824dbbb500573",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db4128de372827077ba814932f95da77609910f6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 31 Oct 2023 18:01:40 -0700
Subject: [PATCH 6931/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c54d6a1e-9b2f-4a7c-be0c-c1b4412fab77

PiperOrigin-RevId: 578357263
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05712321ef3..1c0abe5840a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe5897685551f02bfab20afbed08942013f4f9fe53f4b756000489cfa6524088",
-    git_commit = "b7bc27ea4335b3f01a576e2a791824dbbb500573",
+    sha256 = "455cb7beae95cdf893be7e82874ab3ed3ad7af631258bf629326f71a947b3fc8",
+    git_commit = "412d09a228e5823c958847bba9670ca9d4c964b4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dde641314a0a4bcb00ad698617acd7bd7b99a0d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Nov 2023 00:02:14 -0700
Subject: [PATCH 6932/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a24bd28-e6a7-4592-9f5f-c67190e5d876

PiperOrigin-RevId: 578418306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c0abe5840a..52aa5cf1f2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "455cb7beae95cdf893be7e82874ab3ed3ad7af631258bf629326f71a947b3fc8",
-    git_commit = "412d09a228e5823c958847bba9670ca9d4c964b4",
+    sha256 = "f28fa25a5bb5cb3947425640e830438498d9bda8d75b1aa3cd9099ce3d691714",
+    git_commit = "8e67b5d989b28422d748fac49b39eecc523a8e5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13c2ec11b50802c95b870782e33039a315469861 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Nov 2023 06:01:46 -0700
Subject: [PATCH 6933/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac002673-82c0-4be7-9e84-d817b5879b54

PiperOrigin-RevId: 578492373
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52aa5cf1f2a..8a1cfe9ff69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f28fa25a5bb5cb3947425640e830438498d9bda8d75b1aa3cd9099ce3d691714",
-    git_commit = "8e67b5d989b28422d748fac49b39eecc523a8e5e",
+    sha256 = "18ed7216e5e6afd49e0999d88bb4d131691ed0e2e9cbe39fffc1c80b7778aae6",
+    git_commit = "77c2d7ea1872bf691642e57f03e237161f76d518",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c99b18b98827400feb40daec1ce24e33473b7420 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Nov 2023 11:18:19 -0700
Subject: [PATCH 6934/8103] Annotate which model is missing inputs.

PiperOrigin-RevId: 578579224
---
 .../servables/tensorflow/tfrt_predict_util.cc            | 3 ++-
 .../servables/tensorflow/tfrt_predict_util_test.cc       | 9 ++++++---
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index 966868d74bb..64c110847c1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -64,7 +64,8 @@ Status PreProcessPredictionWithoutOutputFilter(
             SetDifference(SetDifference(required_inputs, request_inputs),
                           saved_model::GetMapKeys(default_inputs));
         return errors::InvalidArgument(absl::StrCat(
-            "Request inputs do not match required inputs. Send extra: {",
+            "Request inputs do not match required inputs for model `",
+            request.model_spec().name(), "`. Send extra: {",
             absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
             absl::StrJoin(missing, ","), "}."));
       }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
index f21f1123fd4..9ebb5b68f9a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -215,6 +215,7 @@ TEST_F(PredictImplTest, PredictionMissingFunction) {
 
 TEST_F(PredictImplTest, PredictionMissingInput) {
   PredictRequest request;
+  request.mutable_model_spec()->set_name(kTestModelName);
   PredictResponse response;
 
   TensorProto tensor_proto;
@@ -234,9 +235,11 @@ TEST_F(PredictImplTest, PredictionMissingInput) {
       RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
                  saved_model.get(), request, &response);
   EXPECT_EQ(status.code(), tensorflow::error::Code::INVALID_ARGUMENT);
-  EXPECT_THAT(status.message(),
-              HasSubstr("Request inputs do not match required inputs. Send "
-                        "extra: {x}. Missing but required: {unknown}."));
+  EXPECT_THAT(
+      status.message(),
+      HasSubstr(
+          "Request inputs do not match required inputs for model "
+          "`test_model`. Send extra: {x}. Missing but required: {unknown}."));
 }
 
 TEST_F(PredictImplTest, PredictionRunError) {

From 0cb474a68f9e77172ed11bfcc6c8275cfb4f1a48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Nov 2023 12:01:57 -0700
Subject: [PATCH 6935/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98a73c7d-4450-4196-841a-f11671cbb385

PiperOrigin-RevId: 578594752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8a1cfe9ff69..e07fcdcf0d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18ed7216e5e6afd49e0999d88bb4d131691ed0e2e9cbe39fffc1c80b7778aae6",
-    git_commit = "77c2d7ea1872bf691642e57f03e237161f76d518",
+    sha256 = "55eccc83b1eeccffb5cd138cf9506be6f8872c1acfe312af1d786e34cc133608",
+    git_commit = "16c8da34d70345f2f53d6918efc8f4649fb4e54c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ad4127860c6ac031ed9a7e84e4aa488448f64d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 Nov 2023 18:04:58 -0700
Subject: [PATCH 6936/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a7f06421-2e9e-4a00-8890-4f6eea427acb

PiperOrigin-RevId: 578697755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e07fcdcf0d0..0889ad2a169 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55eccc83b1eeccffb5cd138cf9506be6f8872c1acfe312af1d786e34cc133608",
-    git_commit = "16c8da34d70345f2f53d6918efc8f4649fb4e54c",
+    sha256 = "eaf89bd1b69b310971d1a6084e226e020dc695ec19272064cba81e9f2dfaf5b7",
+    git_commit = "b6cfb2a3948c1bc11623535180be667f2a7ca384",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13383db4eecf837f4a4a741d1943a0a25be67a43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Nov 2023 00:01:45 -0700
Subject: [PATCH 6937/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a07d098d-04c2-4a90-8a97-9ad815534cb5

PiperOrigin-RevId: 578755779
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0889ad2a169..8f869b3a9f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eaf89bd1b69b310971d1a6084e226e020dc695ec19272064cba81e9f2dfaf5b7",
-    git_commit = "b6cfb2a3948c1bc11623535180be667f2a7ca384",
+    sha256 = "f90636367dd786c129afccd7ed7d3b72ebcfaf590ead9a42c4e77cd295aa7f14",
+    git_commit = "7b40d348fc9496fed6554019e2dff875bd7c3309",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e65b81ed940685981f63a6c9c9eceebe5fa18ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Nov 2023 06:01:53 -0700
Subject: [PATCH 6938/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91eb9d22-47a2-4cb4-a1d7-3115bee5c1f7

PiperOrigin-RevId: 578826052
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f869b3a9f8..cfb9350e5b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f90636367dd786c129afccd7ed7d3b72ebcfaf590ead9a42c4e77cd295aa7f14",
-    git_commit = "7b40d348fc9496fed6554019e2dff875bd7c3309",
+    sha256 = "1dd91d815e31854fba2d992c154bbb4e27aa25c1facfed5755cd1b803fd8583b",
+    git_commit = "51ce84b2fe06ba4426819c56125341ae18c1223c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 72349d75395cf71fe4cf4835dff122640e426c4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Nov 2023 12:02:36 -0700
Subject: [PATCH 6939/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/342e1e67-1f46-4261-bfb4-b01d0de55a96

PiperOrigin-RevId: 578934919
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfb9350e5b1..ed0f8abad07 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1dd91d815e31854fba2d992c154bbb4e27aa25c1facfed5755cd1b803fd8583b",
-    git_commit = "51ce84b2fe06ba4426819c56125341ae18c1223c",
+    sha256 = "6e9e5cdd3bfe3356d4053d9eb37985181e796ce334b701a626b413bd3ae937d6",
+    git_commit = "41d4cdb273d2ed0e15895e0efe530205b4da699a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fd118ed8fbe418bb6ca9fb6aefd9d3d8d57490b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Nov 2023 18:01:39 -0700
Subject: [PATCH 6940/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/975fc7e0-6787-47a0-920a-056fae01243e

PiperOrigin-RevId: 579032950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed0f8abad07..beb49e4f12b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e9e5cdd3bfe3356d4053d9eb37985181e796ce334b701a626b413bd3ae937d6",
-    git_commit = "41d4cdb273d2ed0e15895e0efe530205b4da699a",
+    sha256 = "3833f9e27aadf46edfae36bd1517970ffe483c80f8a70685be8008eb95fa224b",
+    git_commit = "8ed20cf50809d9746f6c2408381e833939801c87",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1bc5d78db0280dcca1a06b86ae6baf79b2194685 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Nov 2023 00:01:53 -0700
Subject: [PATCH 6941/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e707d434-2cd6-498f-8ba1-3ff2ca2b6d4b

PiperOrigin-RevId: 579086359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index beb49e4f12b..5967f0318b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3833f9e27aadf46edfae36bd1517970ffe483c80f8a70685be8008eb95fa224b",
-    git_commit = "8ed20cf50809d9746f6c2408381e833939801c87",
+    sha256 = "30d0389efa73fa96bdd86bbb312bff7194814c36c57a37c02200a85115f38266",
+    git_commit = "acbde355183250ed02a48f666e4040845033a5f6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3132542d9dbbdae1b717f895cbb5a4076de6e5fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Nov 2023 06:01:41 -0700
Subject: [PATCH 6942/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f87f68fb-57f4-450b-9b2d-f0a56748b9a0

PiperOrigin-RevId: 579157942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5967f0318b8..c9d8d865b32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "30d0389efa73fa96bdd86bbb312bff7194814c36c57a37c02200a85115f38266",
-    git_commit = "acbde355183250ed02a48f666e4040845033a5f6",
+    sha256 = "385287adce14c97ea01612f4cce536499d91dcb2ed8e7129034a8af670766a4c",
+    git_commit = "354484e480e6d2ac4c18068d96d82bee04cc5e8b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3570d04b09c34debd729e6ef25ec91886dd54c34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Nov 2023 12:01:35 -0700
Subject: [PATCH 6943/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7b4fe5ec-25d5-4716-9a15-866b5bca587a

PiperOrigin-RevId: 579260038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c9d8d865b32..7613619c2a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "385287adce14c97ea01612f4cce536499d91dcb2ed8e7129034a8af670766a4c",
-    git_commit = "354484e480e6d2ac4c18068d96d82bee04cc5e8b",
+    sha256 = "4a07dbeb6a6d64db4e13c109dea7b45f75f97719f0102d1e3a5df992221c2229",
+    git_commit = "4fc8f7df100bcbaceecdb6a1ce73d54515c1daa8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12f91d26838e000113b30516ef7c4a1c06e55f17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 Nov 2023 18:01:41 -0700
Subject: [PATCH 6944/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9fdae0a3-7e06-4d34-aad3-7eb35c6c5fb0

PiperOrigin-RevId: 579351730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7613619c2a5..bffcc8a7c84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4a07dbeb6a6d64db4e13c109dea7b45f75f97719f0102d1e3a5df992221c2229",
-    git_commit = "4fc8f7df100bcbaceecdb6a1ce73d54515c1daa8",
+    sha256 = "c70081f3e6a7f71203d0e223b35f8b6ac912603ad2b0544a03c46c3fac0c7f04",
+    git_commit = "2d8ab2bc1af6ecc779dc63f2ea0fb846688672af",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7140f193d79c09374b861b7e7c49b7fa1ba6f4cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Nov 2023 00:01:46 -0700
Subject: [PATCH 6945/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e34343fe-e81a-4070-bd92-8d8857c322d5

PiperOrigin-RevId: 579396617
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bffcc8a7c84..6cf6fa83abb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c70081f3e6a7f71203d0e223b35f8b6ac912603ad2b0544a03c46c3fac0c7f04",
-    git_commit = "2d8ab2bc1af6ecc779dc63f2ea0fb846688672af",
+    sha256 = "88c93776e678e0b69bef217ca58c8e23e1ede7ac8d0b887be0f8ba22be545c4f",
+    git_commit = "310b784f044dc2338b8961fff3ea587e44b1b6bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1e18bb377231ed4423b47e6d754c15bfe66ab129 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Nov 2023 06:01:35 -0700
Subject: [PATCH 6946/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f14c4ef8-bc09-42ab-a000-98e9d5ab058c

PiperOrigin-RevId: 579449844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6cf6fa83abb..046299bb4e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88c93776e678e0b69bef217ca58c8e23e1ede7ac8d0b887be0f8ba22be545c4f",
-    git_commit = "310b784f044dc2338b8961fff3ea587e44b1b6bb",
+    sha256 = "16a89bef4843ced8e9333c4efc6451ef552be7ee6d56f05ac388ab87491b8861",
+    git_commit = "33d40571dc97fadf8da9bb6c5d6c7ab1dc2f6a79",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 969a05ad2f9138262d669fd50377874799a5bcb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Nov 2023 12:01:34 -0700
Subject: [PATCH 6947/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5789eb3a-23c1-4147-b19d-06f76f79c3cf

PiperOrigin-RevId: 579499409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 046299bb4e5..ee7cc01acb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16a89bef4843ced8e9333c4efc6451ef552be7ee6d56f05ac388ab87491b8861",
-    git_commit = "33d40571dc97fadf8da9bb6c5d6c7ab1dc2f6a79",
+    sha256 = "9ab7ea7b0f546501fc28c31d3ca24df70122ab295240865ebaeb11009fdd883f",
+    git_commit = "1436443dac15a6e941aead1b4d5d2287a7ba021b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd0c573ef2c5d538a1f5dc2f02e563de591ca751 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 Nov 2023 18:01:38 -0700
Subject: [PATCH 6948/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/014f7f32-a383-4c85-84d0-eb7e0b5f6192

PiperOrigin-RevId: 579535476
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee7cc01acb3..1a699b9256f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ab7ea7b0f546501fc28c31d3ca24df70122ab295240865ebaeb11009fdd883f",
-    git_commit = "1436443dac15a6e941aead1b4d5d2287a7ba021b",
+    sha256 = "96f3ff93ed90d4ede362271589dbf03020e946c38998b1e2dd9caef379707b9c",
+    git_commit = "f0882e65c77594078d5570473ca44f22618e3888",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b19e398b95ce74c70eb8a69db808746bb509382f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Nov 2023 00:01:41 -0700
Subject: [PATCH 6949/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a54978b6-d896-4b98-b143-2c57281151eb

PiperOrigin-RevId: 579570943
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a699b9256f..c04c03ad0b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96f3ff93ed90d4ede362271589dbf03020e946c38998b1e2dd9caef379707b9c",
-    git_commit = "f0882e65c77594078d5570473ca44f22618e3888",
+    sha256 = "0c06d0d379d1e8218625aec46032a36c8575fbce141eeccbf3d2a27adc5c0c6a",
+    git_commit = "f35ced36c662310d43dc771634f9a15d3c209b94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f1c184f79ecad8547cb085dc8c5d58621b30c18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Nov 2023 05:01:36 -0800
Subject: [PATCH 6950/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d04fc0f3-5ef6-4871-b95f-bce3eb1cfb3f

PiperOrigin-RevId: 579617013
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c04c03ad0b6..9889e51c435 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c06d0d379d1e8218625aec46032a36c8575fbce141eeccbf3d2a27adc5c0c6a",
-    git_commit = "f35ced36c662310d43dc771634f9a15d3c209b94",
+    sha256 = "b28a21f13ae7705590a6528aac4413a369021370145476919862991755aca261",
+    git_commit = "8bcb0ebc1099a3b73bc5763dc1cf9aa495b2b1c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35f60bd42ff0b4445d520335f3cfc3dcdf7e1261 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Nov 2023 17:01:37 -0800
Subject: [PATCH 6951/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fa42ad74-ee94-4fa0-b0e7-552a3ea05a3a

PiperOrigin-RevId: 579691842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9889e51c435..00276e12756 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b28a21f13ae7705590a6528aac4413a369021370145476919862991755aca261",
-    git_commit = "8bcb0ebc1099a3b73bc5763dc1cf9aa495b2b1c5",
+    sha256 = "e282b5c57e467e5e869886581a10b9128dee06c1d972e6ba7675f415f6786bee",
+    git_commit = "4b8611e38656de7fdd101a058a76ec65d2f8297a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8143e0195912fb7c3f77eafa85f3f6711c45f130 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 Nov 2023 23:01:42 -0800
Subject: [PATCH 6952/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b04fa01e-aba8-496d-b4e8-e459f45e36d5

PiperOrigin-RevId: 579736492
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00276e12756..f70c0c68a6e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e282b5c57e467e5e869886581a10b9128dee06c1d972e6ba7675f415f6786bee",
-    git_commit = "4b8611e38656de7fdd101a058a76ec65d2f8297a",
+    sha256 = "f3a412f1647251bf1041999558deef77bd3091135e659bff8f60c183edea5efd",
+    git_commit = "c41d8d2055867842104dc8780986dea97a96f3ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6e0d7a5f00d15a2d73b8cd3411b6dcbe6b25d0b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Nov 2023 06:01:53 -0800
Subject: [PATCH 6953/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5bcb539-857f-4a81-af9f-c38951e64c4a

PiperOrigin-RevId: 579818258
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f70c0c68a6e..f2a0c3a3146 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3a412f1647251bf1041999558deef77bd3091135e659bff8f60c183edea5efd",
-    git_commit = "c41d8d2055867842104dc8780986dea97a96f3ff",
+    sha256 = "2ab5609f76c031749de7ea48a68a10ad6297a60995de1f70f14877c9e1e0d3b2",
+    git_commit = "d5aa705c2b5a3f4c6639e1c8ba868238320a912c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f3295bb8c41881ed15edabc9aae54239c4ca61f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Nov 2023 12:01:45 -0800
Subject: [PATCH 6954/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d2a8500-1242-4bee-8e41-83233dfcb09f

PiperOrigin-RevId: 579916245
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2a0c3a3146..a36b42ea11b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ab5609f76c031749de7ea48a68a10ad6297a60995de1f70f14877c9e1e0d3b2",
-    git_commit = "d5aa705c2b5a3f4c6639e1c8ba868238320a912c",
+    sha256 = "628e0365cf6bebb26592d4f09e60af33f7e8beca4f62bfdc44dc45fb01c1c990",
+    git_commit = "cd3c543b403a06a4d7d58008756a813139ffa754",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a55195f9ceda61ea226b3a96a2b67886c94ce82d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 Nov 2023 18:02:23 -0800
Subject: [PATCH 6955/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d9c7202-f75d-4fd4-bed0-631bc344470d

PiperOrigin-RevId: 580013928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a36b42ea11b..3e223aa4107 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "628e0365cf6bebb26592d4f09e60af33f7e8beca4f62bfdc44dc45fb01c1c990",
-    git_commit = "cd3c543b403a06a4d7d58008756a813139ffa754",
+    sha256 = "1cf6e304def1ef0e05c39c18b8f262a44718d28af245948578d3931feb1804b1",
+    git_commit = "9285829cceb7b009ea5990676db2e3ad0b15413d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5a27431b2611e19a88c9afcf9f8759b0678d9d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Nov 2023 00:01:55 -0800
Subject: [PATCH 6956/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ef4bcc2-7bdd-4f82-a917-c4e72449771b

PiperOrigin-RevId: 580073150
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e223aa4107..f42f5da36b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1cf6e304def1ef0e05c39c18b8f262a44718d28af245948578d3931feb1804b1",
-    git_commit = "9285829cceb7b009ea5990676db2e3ad0b15413d",
+    sha256 = "95a16d47a7493a7d383b5dd9664f052ed63d3f05aef51b4e313ea20a3f1ce429",
+    git_commit = "b227182b9ac723eaf36d23bfc77e74bc96df2a99",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e9c7725e01d30e265ea54e9c6a1f6a29b0d5d53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Nov 2023 06:01:44 -0800
Subject: [PATCH 6957/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d55d2d02-01de-40d7-b78d-2bf4caf0e5ea

PiperOrigin-RevId: 580151745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f42f5da36b6..5f7bb142629 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95a16d47a7493a7d383b5dd9664f052ed63d3f05aef51b4e313ea20a3f1ce429",
-    git_commit = "b227182b9ac723eaf36d23bfc77e74bc96df2a99",
+    sha256 = "c7922ee156a8531d9b2f4c3ea4c940bfa72827610017eae9d6909369e67b53cc",
+    git_commit = "674879169032fca5f38b0dbd216c9033a7b7c62b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a07e7a0321595cc8ea6023d89a5bb37dc282e475 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Nov 2023 12:01:44 -0800
Subject: [PATCH 6958/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a4dc57d-b139-4bdf-9550-043422079e48

PiperOrigin-RevId: 580256727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5f7bb142629..8804bf416ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7922ee156a8531d9b2f4c3ea4c940bfa72827610017eae9d6909369e67b53cc",
-    git_commit = "674879169032fca5f38b0dbd216c9033a7b7c62b",
+    sha256 = "8dd44c11dccdfbf15b59c989cd45405c7287afc2a1a4e49ad69f8cbce73f2cbf",
+    git_commit = "c0df6b9890c9966fa7e2d9bfd26e73feb8f6bb0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 88ffb2531dd72190584d68276a0f95a13f56e785 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 Nov 2023 18:01:39 -0800
Subject: [PATCH 6959/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/026c5054-4a32-484b-b1f0-3a539cb3c8c5

PiperOrigin-RevId: 580358975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8804bf416ea..7757e9c8a19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8dd44c11dccdfbf15b59c989cd45405c7287afc2a1a4e49ad69f8cbce73f2cbf",
-    git_commit = "c0df6b9890c9966fa7e2d9bfd26e73feb8f6bb0d",
+    sha256 = "d166d9ec1a8cbd485398eb1948dade5642fbeb31e162ba32e782dcb4324b9498",
+    git_commit = "1dcfe25e1ab43a18f8dd3a48634fec5e96075d72",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 574aa1733ed06b754d92dcb2377b43850b536a42 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Nov 2023 00:01:44 -0800
Subject: [PATCH 6960/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41de5ccb-95e3-43a9-87f6-1a1772007f16

PiperOrigin-RevId: 580423725
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7757e9c8a19..f7a268ee106 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d166d9ec1a8cbd485398eb1948dade5642fbeb31e162ba32e782dcb4324b9498",
-    git_commit = "1dcfe25e1ab43a18f8dd3a48634fec5e96075d72",
+    sha256 = "55dffcd55526e8db4712de963a5efec20529437442ca1c9676c4f7d45b91dd39",
+    git_commit = "d083508c324bf81a17d897d5986233ac63969eae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 30634bb3c3509232229001b0c8352f9cd6420f9b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Nov 2023 18:03:29 -0800
Subject: [PATCH 6961/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44d7319a-0604-4dc4-9d10-6f9c5b8e6cf2

PiperOrigin-RevId: 580723712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7a268ee106..85fbd21d0b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55dffcd55526e8db4712de963a5efec20529437442ca1c9676c4f7d45b91dd39",
-    git_commit = "d083508c324bf81a17d897d5986233ac63969eae",
+    sha256 = "fdaeed95ca3efe5b52474529de8349ddadbe5cffe97f420ddc1edcf09fc13747",
+    git_commit = "b7a2e2307a040f9091c7b5156db3f441bf80d099",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed3ca76c89d9e1e6239341e09c15217f9a1acec5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Nov 2023 00:02:50 -0800
Subject: [PATCH 6962/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5cceae3d-3e8e-4504-999c-e1b28938bcf0

PiperOrigin-RevId: 580799915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85fbd21d0b8..b12a306f963 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdaeed95ca3efe5b52474529de8349ddadbe5cffe97f420ddc1edcf09fc13747",
-    git_commit = "b7a2e2307a040f9091c7b5156db3f441bf80d099",
+    sha256 = "6831e3350d55057a8c7702c94cef9612f3086225e8da810f805ee1497924d90f",
+    git_commit = "2bcb825a24862f38edc1d361f60cf3fd2ffefa11",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From afbe8f9afe4b3c5e5d5f8aaa2af7f4841749f2a8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Nov 2023 06:03:21 -0800
Subject: [PATCH 6963/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d1dd7d2-8b03-4319-8b5d-ce341b5231f0

PiperOrigin-RevId: 580879272
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b12a306f963..8da3366480c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6831e3350d55057a8c7702c94cef9612f3086225e8da810f805ee1497924d90f",
-    git_commit = "2bcb825a24862f38edc1d361f60cf3fd2ffefa11",
+    sha256 = "cb025a47b7c16c010cfcea7bbeeccaecc1915c77eb2ada877a5dcc772e2c7668",
+    git_commit = "22756988ca02b9b29d09be2cab33a07c14c325c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f6c5749a99f065ca0080a9259d1e569f46e4170 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Nov 2023 12:01:39 -0800
Subject: [PATCH 6964/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83b9af00-9b62-4f7b-8c4e-3218f1a5a5da

PiperOrigin-RevId: 580982869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8da3366480c..403f3080d77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cb025a47b7c16c010cfcea7bbeeccaecc1915c77eb2ada877a5dcc772e2c7668",
-    git_commit = "22756988ca02b9b29d09be2cab33a07c14c325c4",
+    sha256 = "dd5b6a8dcc94e690df86ae330d3d8fe426160e6d741c98aee8ced10e4d6e1a5d",
+    git_commit = "86939fea43c83c5aec304eb5a78d99ad28de58f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e29ec8d4c6cdc8c78205624ac0236a3d47a98731 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Nov 2023 18:01:42 -0800
Subject: [PATCH 6965/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/778b64c3-e4ac-4e65-bb83-f264ca527afb

PiperOrigin-RevId: 581080518
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 403f3080d77..7b300b43e54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd5b6a8dcc94e690df86ae330d3d8fe426160e6d741c98aee8ced10e4d6e1a5d",
-    git_commit = "86939fea43c83c5aec304eb5a78d99ad28de58f4",
+    sha256 = "36439adeea51625561fff982a0d692e830bfcf4313ecb815d27a4c930606aa0a",
+    git_commit = "7e054a2afcffd9e9934d9803a2c0d965974aa577",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3019426ceeb19af4b01a9c3b6db7257f89e9c3fc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Nov 2023 00:01:47 -0800
Subject: [PATCH 6966/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8710a13-9db5-48f4-a4cd-30f0abbfe13d

PiperOrigin-RevId: 581142022
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b300b43e54..37fcedb744c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36439adeea51625561fff982a0d692e830bfcf4313ecb815d27a4c930606aa0a",
-    git_commit = "7e054a2afcffd9e9934d9803a2c0d965974aa577",
+    sha256 = "3a6631160236b5e4ee5cf7c5d1957a275d8e34906221eb174ae979bf74fb17f9",
+    git_commit = "eca4c36692a0f04f085ac6c01209e3f0ad915f49",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b6be8174798821a0eca0a0b3dd84fa6aa0dc5ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Nov 2023 06:01:54 -0800
Subject: [PATCH 6967/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7d975cc-b7c8-4dcf-89bc-aaa74b0ab010

PiperOrigin-RevId: 581229046
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37fcedb744c..f963f9e32a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a6631160236b5e4ee5cf7c5d1957a275d8e34906221eb174ae979bf74fb17f9",
-    git_commit = "eca4c36692a0f04f085ac6c01209e3f0ad915f49",
+    sha256 = "0c9fccdc9463448da728bd8eb519591e486460d79c111c6cbacc75e90edccc86",
+    git_commit = "af9a94bfdbff7fe1663bf083a3133eeb00883e23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2f44ab20971e0c679c0b6e96e46a1eebb80be77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Nov 2023 12:01:43 -0800
Subject: [PATCH 6968/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b0ee623-5310-4a40-9421-572f778d07ec

PiperOrigin-RevId: 581329051
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f963f9e32a2..9cb7381409d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c9fccdc9463448da728bd8eb519591e486460d79c111c6cbacc75e90edccc86",
-    git_commit = "af9a94bfdbff7fe1663bf083a3133eeb00883e23",
+    sha256 = "a24ce2640dc2758f2c3ea51a7a44a90840bdbd66cb2ce97010a4140160692dce",
+    git_commit = "2c1b6a69952a51646ede9fe06d37e10cf46dec6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3fbb61c03c99b451ab699d191519c53a1399e886 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Nov 2023 18:01:32 -0800
Subject: [PATCH 6969/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13692331-5d95-46e2-ac1e-b34ac7e4305c

PiperOrigin-RevId: 581418522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9cb7381409d..922632f713a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a24ce2640dc2758f2c3ea51a7a44a90840bdbd66cb2ce97010a4140160692dce",
-    git_commit = "2c1b6a69952a51646ede9fe06d37e10cf46dec6d",
+    sha256 = "16ef4ae53d5557841ea90026e0ecd3e1e068b94e2be60818693a862dec78d2ec",
+    git_commit = "0736fdb6bd99d13c686ee3779cc92796821b8ab0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 152ef4ef087533e8608957cd1febff47c2058016 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 Nov 2023 18:35:20 -0800
Subject: [PATCH 6970/8103] ebpf-transport-monitoring adding dependency on
 net_http.

PiperOrigin-RevId: 581424375
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 6b7b43542ce..8154608df5e 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -14,6 +14,7 @@ package_group(
         "//platforms/gsys/...",
         "//platforms/redfish/...",
         "//platforms/syshealth/shdc/...",
+        "//third_party/ebpf_transport_monitoring/...",
     ],
 )
 

From 65b8f953822f0b42eb1c647615c373efb49de941 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Nov 2023 00:02:19 -0800
Subject: [PATCH 6971/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/89b97de1-4cb4-4bb5-b07d-30d94743a788

PiperOrigin-RevId: 581470080
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 922632f713a..52b91e792a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16ef4ae53d5557841ea90026e0ecd3e1e068b94e2be60818693a862dec78d2ec",
-    git_commit = "0736fdb6bd99d13c686ee3779cc92796821b8ab0",
+    sha256 = "0f3b812e6db16e4c4a2bfa41d367b09e07c5298b1e62be71350c0187f86fe1c7",
+    git_commit = "59688f2288a84ded2dc1fcafc5ab65c8d688d73b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c37ab19dfb6a660a6c886435b52e30d3ab1d6a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Nov 2023 06:02:18 -0800
Subject: [PATCH 6972/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fac04440-22be-4f7c-8e6d-c01c5089626c

PiperOrigin-RevId: 581529488
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52b91e792a5..26cb7544ed9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f3b812e6db16e4c4a2bfa41d367b09e07c5298b1e62be71350c0187f86fe1c7",
-    git_commit = "59688f2288a84ded2dc1fcafc5ab65c8d688d73b",
+    sha256 = "f9ffa707d4a172231be35e9b28de7a855c7e27b6f3823fcd67e5d2918f161fb8",
+    git_commit = "f2905e15bd2be67860190675f262236897331598",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67e16fb511c7630878beb9082b0d660ab3e29a2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 Nov 2023 18:01:35 -0800
Subject: [PATCH 6973/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40fcaa3d-471e-4eef-8272-a79abed16975

PiperOrigin-RevId: 581620325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26cb7544ed9..b18f9495d9c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9ffa707d4a172231be35e9b28de7a855c7e27b6f3823fcd67e5d2918f161fb8",
-    git_commit = "f2905e15bd2be67860190675f262236897331598",
+    sha256 = "084699c6f2ba5f94705e30c055a92ed20498056d85f64b7f1c1e50748b8fa7d4",
+    git_commit = "c9d8657a92d455b1f1c1e9d1d699bcebae2ed07d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 586152f2a9e7ede4a94fb279b251a9696569e0f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Nov 2023 06:01:37 -0800
Subject: [PATCH 6974/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a31b39eb-4168-4097-9f23-42a6389c38be

PiperOrigin-RevId: 581717678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b18f9495d9c..f9909f09575 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "084699c6f2ba5f94705e30c055a92ed20498056d85f64b7f1c1e50748b8fa7d4",
-    git_commit = "c9d8657a92d455b1f1c1e9d1d699bcebae2ed07d",
+    sha256 = "a4af9e58710e1995d90b34d696397a322018831557976f29a8b4406d5739566d",
+    git_commit = "2c15e13fa793bd2a2a4aed66965905d40e33a5ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 313d19378e6bdcdcf083dd9118550700327492b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 Nov 2023 18:01:49 -0800
Subject: [PATCH 6975/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df3ea117-a101-44d7-8462-9f144a3e2af5

PiperOrigin-RevId: 581808238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f9909f09575..aaac363df6d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4af9e58710e1995d90b34d696397a322018831557976f29a8b4406d5739566d",
-    git_commit = "2c15e13fa793bd2a2a4aed66965905d40e33a5ac",
+    sha256 = "0838866bfae5723de178fe42b33202e08a4d13615eb767261921366b6fbff6e6",
+    git_commit = "22541314d340038fe72cd69ce5c3b7f6c47bb10e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9bec7a1d92304da5c83381bc8b15d7f22c64249f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Nov 2023 06:01:52 -0800
Subject: [PATCH 6976/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7db59fc-4395-492d-8ea5-f32d3c183138

PiperOrigin-RevId: 581933483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aaac363df6d..e4f5b503037 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0838866bfae5723de178fe42b33202e08a4d13615eb767261921366b6fbff6e6",
-    git_commit = "22541314d340038fe72cd69ce5c3b7f6c47bb10e",
+    sha256 = "d3387c98b54a09b2eef07aa3fab1598c6cddca2096f5de566a9b3f6bee5bc27e",
+    git_commit = "168e19001b127823b125f9c9660c223bee27bfea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e2bfadf9cf44bba0967ffed1fadf46d2b1b459c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Nov 2023 12:01:45 -0800
Subject: [PATCH 6977/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5aaa290b-824d-4e06-b4f9-aa5401f69c12

PiperOrigin-RevId: 582040847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4f5b503037..d54a4463225 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d3387c98b54a09b2eef07aa3fab1598c6cddca2096f5de566a9b3f6bee5bc27e",
-    git_commit = "168e19001b127823b125f9c9660c223bee27bfea",
+    sha256 = "f33ee4d66623175b17c267fbeca63466e6271441083cf6960aaf5a1383400c5e",
+    git_commit = "1f9ffe6c62b9418f6ff131d7b38ae17f3d1df006",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 743ae50bfdbe61c6ac1c27c279d47e18e374664d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 13 Nov 2023 18:01:55 -0800
Subject: [PATCH 6978/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d9ed587-fad5-4458-b6e2-1a28a3fee9fa

PiperOrigin-RevId: 582141498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d54a4463225..7d859419dfd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f33ee4d66623175b17c267fbeca63466e6271441083cf6960aaf5a1383400c5e",
-    git_commit = "1f9ffe6c62b9418f6ff131d7b38ae17f3d1df006",
+    sha256 = "736f5f38344f034c65661bd2f636c91f49477c829bff44d5be57037754b415aa",
+    git_commit = "15055e80dad9b245e283df61a0b49907cc5dc91c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94e973e1fe99d6058e9fa467862bc54ad321911e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Nov 2023 00:01:45 -0800
Subject: [PATCH 6979/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/96837458-6361-4390-a05e-ee8e75869fc7

PiperOrigin-RevId: 582209038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7d859419dfd..ac343ccbb2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "736f5f38344f034c65661bd2f636c91f49477c829bff44d5be57037754b415aa",
-    git_commit = "15055e80dad9b245e283df61a0b49907cc5dc91c",
+    sha256 = "e2241ed45fa8189c8e1e502ae55df363c448b14a767e5e3289affbba6fc1ecf4",
+    git_commit = "41c7bbfe14b7f312fbc916655293fa724dd59906",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d1d459792bd1599836896ce1d34e2b6920fb7776 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Nov 2023 06:01:34 -0800
Subject: [PATCH 6980/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5328081c-c68e-4062-87d1-5ff09331c0f5

PiperOrigin-RevId: 582294176
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac343ccbb2c..caf1ec3d834 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2241ed45fa8189c8e1e502ae55df363c448b14a767e5e3289affbba6fc1ecf4",
-    git_commit = "41c7bbfe14b7f312fbc916655293fa724dd59906",
+    sha256 = "b0a14d00b96578126e7cfc257b0ac42a2ca159d8fc98618f722cda39d2f6ece8",
+    git_commit = "88ddb5843752577fb0e52f3fb33c22384aab61bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ed25bd2a65d8d33fd26960ae0b92747bdc9afb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Nov 2023 12:01:32 -0800
Subject: [PATCH 6981/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad758bb4-7c68-4056-8f2b-3bcc5cddcade

PiperOrigin-RevId: 582397665
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index caf1ec3d834..501c7f4ef4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b0a14d00b96578126e7cfc257b0ac42a2ca159d8fc98618f722cda39d2f6ece8",
-    git_commit = "88ddb5843752577fb0e52f3fb33c22384aab61bf",
+    sha256 = "155093831c507855b55b4f1e759738f415dc8cec4a0623e8b35a8faa7a84e932",
+    git_commit = "dae596cb908da354c27ded156d2083e26be81739",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0f9271c36c44538d3d341876a4fd99a209296826 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 14 Nov 2023 18:01:28 -0800
Subject: [PATCH 6982/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/850cce79-4063-46b4-b0e4-8d33ff844681

PiperOrigin-RevId: 582496910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 501c7f4ef4d..8dd2304acbe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "155093831c507855b55b4f1e759738f415dc8cec4a0623e8b35a8faa7a84e932",
-    git_commit = "dae596cb908da354c27ded156d2083e26be81739",
+    sha256 = "00d35f8b74f935718c4d23d11be25ea1d93435d07e7cb6b78dbde9dfa6129ef5",
+    git_commit = "06636eb12a87634ee4715e647b560bad8d9e07fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c37188e65536974520da793c301e8d197cc2c82d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Nov 2023 00:02:08 -0800
Subject: [PATCH 6983/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54bb3440-f489-46e9-898e-8001e49a7b65

PiperOrigin-RevId: 582562955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8dd2304acbe..bc0e1b1c4cc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00d35f8b74f935718c4d23d11be25ea1d93435d07e7cb6b78dbde9dfa6129ef5",
-    git_commit = "06636eb12a87634ee4715e647b560bad8d9e07fa",
+    sha256 = "2ded21e69fc85c1dbd97ec612cd67e88ac91ca6aba7dc20da2a1e305a5155823",
+    git_commit = "912638ab4eb41cd64973c04967d2e06c4100942f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9fd73983e5fbb6189f1b32c639fffefb5c3607f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Nov 2023 06:01:42 -0800
Subject: [PATCH 6984/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b48722da-7f72-4bc1-8a26-049299fe3c1a

PiperOrigin-RevId: 582644737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc0e1b1c4cc..8c1fc274df6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ded21e69fc85c1dbd97ec612cd67e88ac91ca6aba7dc20da2a1e305a5155823",
-    git_commit = "912638ab4eb41cd64973c04967d2e06c4100942f",
+    sha256 = "940d163f5680f8544b907240b7cbab4f1b9a789c683445396ee0be67c6d08bac",
+    git_commit = "8f8b5481066f8e628be1426ab605a4553c8e28d4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 180329ef119bdb62b61aa4b0bb15c3b500b37fc1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Nov 2023 12:01:59 -0800
Subject: [PATCH 6985/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf0d1b66-a61e-4e9d-8079-3f46c54a2b2e

PiperOrigin-RevId: 582757899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c1fc274df6..09721305257 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "940d163f5680f8544b907240b7cbab4f1b9a789c683445396ee0be67c6d08bac",
-    git_commit = "8f8b5481066f8e628be1426ab605a4553c8e28d4",
+    sha256 = "5ef96444ca669d14bece5fc73e61d3ffbe202432dcac3b1242376b36119b1728",
+    git_commit = "d1eebeeac94ee50cf3f06c8cefe234592df8a8ee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92687a51d6ce0cc1a70c565840adf36a961b1823 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 15 Nov 2023 18:02:48 -0800
Subject: [PATCH 6986/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/374252e7-40d3-468f-98ac-0e0a6c4f65b2

PiperOrigin-RevId: 582863817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09721305257..6a525ba8063 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ef96444ca669d14bece5fc73e61d3ffbe202432dcac3b1242376b36119b1728",
-    git_commit = "d1eebeeac94ee50cf3f06c8cefe234592df8a8ee",
+    sha256 = "32c63974a9784f69f32dfeb414d9e997f6bd4b97b5a602787f3cecdf6677710d",
+    git_commit = "15d63ea5f52d8db3d584afed807d96257c50b31b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91be979531d3f4ced5884fe1b401b0f93966e124 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Nov 2023 00:01:52 -0800
Subject: [PATCH 6987/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/556de717-a2f8-4589-9139-1d547b77db42

PiperOrigin-RevId: 582930964
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a525ba8063..90b52255b20 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32c63974a9784f69f32dfeb414d9e997f6bd4b97b5a602787f3cecdf6677710d",
-    git_commit = "15d63ea5f52d8db3d584afed807d96257c50b31b",
+    sha256 = "299ea6e4c755593bd87258c1fd7030237f1460bd5e1092164b6b5b3a1c685643",
+    git_commit = "dc40c1ce0457ab953e7c01c678caaa605eb3050b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a75e11e237f6a1ef43d02a21e28daccf57dde5d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Nov 2023 06:02:48 -0800
Subject: [PATCH 6988/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2636a361-2a70-41a6-aa74-0977c98fa940

PiperOrigin-RevId: 583016174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90b52255b20..16ee2abb18a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "299ea6e4c755593bd87258c1fd7030237f1460bd5e1092164b6b5b3a1c685643",
-    git_commit = "dc40c1ce0457ab953e7c01c678caaa605eb3050b",
+    sha256 = "b329d248963307e5e11e0f469f93abd6fc302856a563745ceb01dc740b3b1d09",
+    git_commit = "32f24e5310f535c8839e41c2b6218019188066a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 73114965cb2a4161915f6ce12bbb6feb7e2750f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Nov 2023 12:01:48 -0800
Subject: [PATCH 6989/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50bc4c26-efcb-4b0a-9a2d-30d63422f92f

PiperOrigin-RevId: 583120030
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16ee2abb18a..a7746760ba2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b329d248963307e5e11e0f469f93abd6fc302856a563745ceb01dc740b3b1d09",
-    git_commit = "32f24e5310f535c8839e41c2b6218019188066a3",
+    sha256 = "cbd41e85ab11d14b613b25014df7c8b8f4aaf8733156e80c321cc659100f15ab",
+    git_commit = "2b65d5005c64aac5d7800cc88c9984b34d2c5e3b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba766c29597bd7757f54aa2eeb1badc9c8afd355 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 16 Nov 2023 18:01:43 -0800
Subject: [PATCH 6990/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/267971e5-d3b1-4d7a-8431-05df8cf6e4fc

PiperOrigin-RevId: 583222172
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7746760ba2..6eb92827008 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbd41e85ab11d14b613b25014df7c8b8f4aaf8733156e80c321cc659100f15ab",
-    git_commit = "2b65d5005c64aac5d7800cc88c9984b34d2c5e3b",
+    sha256 = "42fd70205fb6948c588837386168da24995b299e368ed1745b5bc7ca2f7dbf31",
+    git_commit = "9dee341d93cb3ca5a1474ff8c3c9baeaa1ba933d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 259e6c496621078f5a2465a5956c95115e8d5ab3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Nov 2023 00:01:45 -0800
Subject: [PATCH 6991/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e650b9c-0091-41b4-95e2-9a7a79351da3

PiperOrigin-RevId: 583285300
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6eb92827008..4dcc53fafd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42fd70205fb6948c588837386168da24995b299e368ed1745b5bc7ca2f7dbf31",
-    git_commit = "9dee341d93cb3ca5a1474ff8c3c9baeaa1ba933d",
+    sha256 = "e9dba3fc24386ff6651d3198ce78a9451e9c34e654d122156e6b4ec52e0c25fb",
+    git_commit = "557e90f50e96917b0287373c22e869c215ac4d3f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 86dc3110782c92e3fc1e6c848df90cda3b4feaa5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Nov 2023 06:01:47 -0800
Subject: [PATCH 6992/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/57a7014a-da48-43ce-abca-7eea0dad08a1

PiperOrigin-RevId: 583361416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4dcc53fafd1..ed889be384e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9dba3fc24386ff6651d3198ce78a9451e9c34e654d122156e6b4ec52e0c25fb",
-    git_commit = "557e90f50e96917b0287373c22e869c215ac4d3f",
+    sha256 = "166adaa52f751836600e26781df6f32edbb4ceea6f1cab16cdc69a6a93ecd8f0",
+    git_commit = "3f0e719bdb8d581af71f35c9c84e972e62d73b6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd5382f6c53629cc62c381e822328420789fb9ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Nov 2023 12:01:46 -0800
Subject: [PATCH 6993/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9203e5d1-648a-4814-892b-ff5e86800002

PiperOrigin-RevId: 583452275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed889be384e..36a3d049bd7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "166adaa52f751836600e26781df6f32edbb4ceea6f1cab16cdc69a6a93ecd8f0",
-    git_commit = "3f0e719bdb8d581af71f35c9c84e972e62d73b6d",
+    sha256 = "d7d18590583b774d77f15916bd91fd6b8ddb2343ab7ca84ed4f427a0eb9437f7",
+    git_commit = "ce26a5fd967a3c82cb29b68ba9c83e8cc66c97b2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c8ccd7bb3c5821653aa7d13c6e92ab676f6a62cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 Nov 2023 18:01:36 -0800
Subject: [PATCH 6994/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c18c2eb-8b75-4469-b9d5-34b61aa397fd

PiperOrigin-RevId: 583532323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36a3d049bd7..a80b9740073 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7d18590583b774d77f15916bd91fd6b8ddb2343ab7ca84ed4f427a0eb9437f7",
-    git_commit = "ce26a5fd967a3c82cb29b68ba9c83e8cc66c97b2",
+    sha256 = "ae99a5042dc7bc745dbfa23a40274f9ecc8a903c800841edc88af081e794a4fa",
+    git_commit = "d5811f113e24cacc36d7f37b8a5c9731cdbcd921",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05b412dd82e5ffa53202b33516db0cbdcee7a1e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Nov 2023 00:01:54 -0800
Subject: [PATCH 6995/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90896863-6db7-4881-a4a7-2c6ef4973a11

PiperOrigin-RevId: 583577167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a80b9740073..5d193fc51dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae99a5042dc7bc745dbfa23a40274f9ecc8a903c800841edc88af081e794a4fa",
-    git_commit = "d5811f113e24cacc36d7f37b8a5c9731cdbcd921",
+    sha256 = "f4a040cbdca94a269c904e88a7663459a7dcf2b6143351b89560c4687b7588c6",
+    git_commit = "7ad824fa6fd956aee5fa4261d97392251b61e6a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9117aceac1b6756bd566da6fe8bebd030e4c9ba5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Nov 2023 06:01:43 -0800
Subject: [PATCH 6996/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1dc501f6-bf54-431b-beb4-7901943d2f50

PiperOrigin-RevId: 583629205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d193fc51dd..828e9cc12a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4a040cbdca94a269c904e88a7663459a7dcf2b6143351b89560c4687b7588c6",
-    git_commit = "7ad824fa6fd956aee5fa4261d97392251b61e6a0",
+    sha256 = "21fc355e4c1632cf4ba3f31d482665e04b5c28545c11bf6789a3f62440e25325",
+    git_commit = "0ac768e43c17837d6deb685d2a47baf6b4db5857",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 363946d79c239e7f8911b545375f7f8c243bc4e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 Nov 2023 12:02:18 -0800
Subject: [PATCH 6997/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1561f4a5-2d3c-4d71-95b6-1a3db9ab4f03

PiperOrigin-RevId: 583665104
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 828e9cc12a4..673b799ad32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21fc355e4c1632cf4ba3f31d482665e04b5c28545c11bf6789a3f62440e25325",
-    git_commit = "0ac768e43c17837d6deb685d2a47baf6b4db5857",
+    sha256 = "0ea4a637475e77c942fe10bf2d3ca88a53a1fbff5ff27b7fa52cbf947477325f",
+    git_commit = "7befb8072ea121546d5f6b4e9837bda84fe43cad",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14be062e215a2ff5b806b7813f6a03014ed95f16 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Nov 2023 00:01:41 -0800
Subject: [PATCH 6998/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ca6c1e75-10ca-4031-b5a9-2ba416e91316

PiperOrigin-RevId: 583737768
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 673b799ad32..368310c2741 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ea4a637475e77c942fe10bf2d3ca88a53a1fbff5ff27b7fa52cbf947477325f",
-    git_commit = "7befb8072ea121546d5f6b4e9837bda84fe43cad",
+    sha256 = "b93081634e2683c71c9af65573c0870e8e832717d49f8ba595ae763026c1a618",
+    git_commit = "e447637210a529c9cd903455118d200c4996cdce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a11b0db9d7a56bb6b609a52190c19bbc33c0397 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Nov 2023 06:01:42 -0800
Subject: [PATCH 6999/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d2362428-573c-4102-8a3d-ea28914dd7ff

PiperOrigin-RevId: 583795049
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 368310c2741..d341f58425a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b93081634e2683c71c9af65573c0870e8e832717d49f8ba595ae763026c1a618",
-    git_commit = "e447637210a529c9cd903455118d200c4996cdce",
+    sha256 = "ada19a2d171c5a817ffb91aa2d87f518fc4225c7fc53f47f949c3e2bfb5138ab",
+    git_commit = "f926abe9a4822ec35825a19fe95162e9ebb92196",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18c1f51b56d578e83595c5daa65c3767fe9a50af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 19 Nov 2023 18:01:35 -0800
Subject: [PATCH 7000/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92343929-d906-436f-ad95-da2869808bfc

PiperOrigin-RevId: 583873479
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d341f58425a..bd936352918 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ada19a2d171c5a817ffb91aa2d87f518fc4225c7fc53f47f949c3e2bfb5138ab",
-    git_commit = "f926abe9a4822ec35825a19fe95162e9ebb92196",
+    sha256 = "80c6fc87c5203d44efaf7616d2138af85bc4085cbfea83ef86846751c31510c6",
+    git_commit = "f2a2cec8c33f9e7b44edbf86a72323cda2e259f2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4bed2292033981bc66a371b77a70ef384af445f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Nov 2023 00:01:47 -0800
Subject: [PATCH 7001/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0b89127-48d5-4794-93df-db1617d21e94

PiperOrigin-RevId: 583924180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd936352918..68ec616232c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80c6fc87c5203d44efaf7616d2138af85bc4085cbfea83ef86846751c31510c6",
-    git_commit = "f2a2cec8c33f9e7b44edbf86a72323cda2e259f2",
+    sha256 = "9fd1aeb19da27d7f7271a95edc544f838ca8085ceaa4a65218199c99f040646d",
+    git_commit = "c511a099b294095611e05a88daf54ca60da62f17",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c79dc47879e0650833c6fabf6fc95d3598b7a14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Nov 2023 06:01:45 -0800
Subject: [PATCH 7002/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d86d6e70-a1eb-4d0c-b590-a0734efd05a1

PiperOrigin-RevId: 584003188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68ec616232c..30901cdd2f3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9fd1aeb19da27d7f7271a95edc544f838ca8085ceaa4a65218199c99f040646d",
-    git_commit = "c511a099b294095611e05a88daf54ca60da62f17",
+    sha256 = "9ae9962a73e614b5ea63eba21079961eed3b99a629dc1411e2f458e9d9e424ff",
+    git_commit = "6589436d0000cdb5885e360e2151c0d30a1044a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f18b6b26811cf4c50d7962c2a5f91b429bd945bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Nov 2023 12:01:45 -0800
Subject: [PATCH 7003/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a751e959-8c81-453c-9e5e-1961bdffa261

PiperOrigin-RevId: 584091903
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30901cdd2f3..8673026aa76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ae9962a73e614b5ea63eba21079961eed3b99a629dc1411e2f458e9d9e424ff",
-    git_commit = "6589436d0000cdb5885e360e2151c0d30a1044a1",
+    sha256 = "71f0083b3de6d992c41f2ea68692025d1ae16317fb489cda75c0e6540a79b205",
+    git_commit = "1ff4dd878149db614be71ebf7412abea4ae921c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5b1dc4aadf61f8b85495c990fd7bf0106669e6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 Nov 2023 18:01:39 -0800
Subject: [PATCH 7004/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d45bea29-ae49-42de-9f4b-150604bf74d6

PiperOrigin-RevId: 584176281
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8673026aa76..ab7486fbc0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "71f0083b3de6d992c41f2ea68692025d1ae16317fb489cda75c0e6540a79b205",
-    git_commit = "1ff4dd878149db614be71ebf7412abea4ae921c3",
+    sha256 = "1d3b0ef141150087271f9f4e7e81b948c1f7d1ff98ff8b0e25bee2c2f3616353",
+    git_commit = "699841ec18fb5ebabba4624fc5b125243ae9b1b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 612073dcb4bae6724433aa965c9acc8b948c9e8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Nov 2023 00:01:40 -0800
Subject: [PATCH 7005/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92e3dc14-d569-4225-aecd-bea7bb455e7c

PiperOrigin-RevId: 584232368
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab7486fbc0c..7120cf2f285 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d3b0ef141150087271f9f4e7e81b948c1f7d1ff98ff8b0e25bee2c2f3616353",
-    git_commit = "699841ec18fb5ebabba4624fc5b125243ae9b1b9",
+    sha256 = "8769406112284892d33999e01a2901e98217fe17addc549f7bcdfeb4e9a8cf06",
+    git_commit = "8afc4b7b789097a6f8bd9b8edbe99f95cdbdd1fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6630c171d65992491b1a1686689a06d05fb5adb9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Nov 2023 06:01:29 -0800
Subject: [PATCH 7006/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5bf1863a-797d-4c8f-9dfe-e6f8f0650afe

PiperOrigin-RevId: 584302134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7120cf2f285..38e199efacd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8769406112284892d33999e01a2901e98217fe17addc549f7bcdfeb4e9a8cf06",
-    git_commit = "8afc4b7b789097a6f8bd9b8edbe99f95cdbdd1fb",
+    sha256 = "c5aeb74d8b03966bf91dd4c954f9c4c644c37f5c9e064fb9e3cdeee3ffb5e996",
+    git_commit = "8fecb4171df264b98a8b60ef85115b3c11e4506c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c216129ee1f903b50e430fe5f98961e230b465c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Nov 2023 12:01:38 -0800
Subject: [PATCH 7007/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/375d0e9b-eda2-49ed-a743-bed6105a9f2a

PiperOrigin-RevId: 584391842
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38e199efacd..a7d1987b8b2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5aeb74d8b03966bf91dd4c954f9c4c644c37f5c9e064fb9e3cdeee3ffb5e996",
-    git_commit = "8fecb4171df264b98a8b60ef85115b3c11e4506c",
+    sha256 = "46134d011817b8bfe95885486d916104b6e9cd2a20a3b9405fc7076fc88d2b37",
+    git_commit = "1218ceb4b101cb9aefc512007042e49c0d3bc83d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 83d970946861063977e70a0ac110be2651a84caa Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 21 Nov 2023 13:40:09 -0800
Subject: [PATCH 7008/8103] Add release notes for tf-serving 2.14.1

PiperOrigin-RevId: 584417020
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 0e2e542a30a..8f70c543cfa 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.14.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.14.1
+
 # Release 2.14.0
 
 ## Major Features and Improvements

From 6734bc03a4a0c02145203d21ca65393ed676fc8b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 21 Nov 2023 18:01:35 -0800
Subject: [PATCH 7009/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6bf01044-488e-4173-af5f-1bb21f5fa70c

PiperOrigin-RevId: 584475888
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7d1987b8b2..22ed6689fb5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46134d011817b8bfe95885486d916104b6e9cd2a20a3b9405fc7076fc88d2b37",
-    git_commit = "1218ceb4b101cb9aefc512007042e49c0d3bc83d",
+    sha256 = "995b2e95efb665ac25c4babc0fdedd02dceded4ecae57e6d29e6e30f63e3ae13",
+    git_commit = "bd6ef8e10c72a4939bdeff63b19a5b20818e731e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2a8a58804819093c50c20db81972120c30033c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Nov 2023 00:01:43 -0800
Subject: [PATCH 7010/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0a3febb-2eb7-492d-89a1-802f614be209

PiperOrigin-RevId: 584532298
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22ed6689fb5..0972426e5b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "995b2e95efb665ac25c4babc0fdedd02dceded4ecae57e6d29e6e30f63e3ae13",
-    git_commit = "bd6ef8e10c72a4939bdeff63b19a5b20818e731e",
+    sha256 = "1be3096c90e54badf6c73c3256b4c6a9cd35a0fa91711c130a39d62212fa9543",
+    git_commit = "6c15cbfeb480403958b6700559181c2d4708ea28",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7356bbd6e4645b54b70013d9a81a583bdb3fc6d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Nov 2023 02:05:45 -0800
Subject: [PATCH 7011/8103] OSS saved_model_config library, removes
 saved_model_config_stub/impl, moves GraphRewriter related API from
 session_bundle_util to graph_rewriter.h.

PiperOrigin-RevId: 584557528
---
 tensorflow_serving/servables/tensorflow/BUILD | 191 +++++++++++++--
 ...l_config_stub.cc => saved_model_config.cc} |  58 +++--
 ...del_config_stub.h => saved_model_config.h} |  31 +--
 .../tensorflow/saved_model_config.proto       |  24 ++
 .../tensorflow/saved_model_config_test.cc     | 156 ++++++++++++
 .../tensorflow/saved_model_config_util.cc     | 118 ++++++++++
 .../tensorflow/saved_model_config_util.h      |  54 +++++
 .../saved_model_config_util_test.cc           | 218 +++++++++++++++++
 .../tensorflow/tfrt_saved_model_factory.cc    |   4 +-
 .../tfrt_saved_model_factory_test.cc          | 222 ++++++++++++++++++
 tensorflow_serving/session_bundle/BUILD       |  40 ++++
 .../session_bundle/graph_rewriter.h           |  14 ++
 .../session_bundle/oss/session_bundle_util.cc |   9 -
 .../session_bundle/saved_model_config.cc      |  48 ++++
 .../session_bundle/saved_model_config.h       |  35 +++
 .../session_bundle/saved_model_config_test.cc | 122 ++++++++++
 .../session_bundle/session_bundle_util.h      |  10 -
 17 files changed, 1268 insertions(+), 86 deletions(-)
 rename tensorflow_serving/servables/tensorflow/{saved_model_config_stub.cc => saved_model_config.cc} (51%)
 rename tensorflow_serving/servables/tensorflow/{saved_model_config_stub.h => saved_model_config.h} (62%)
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config.proto
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_util.h
 create mode 100644 tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
 create mode 100644 tensorflow_serving/session_bundle/saved_model_config.cc
 create mode 100644 tensorflow_serving/session_bundle/saved_model_config.h
 create mode 100644 tensorflow_serving/session_bundle/saved_model_config_test.cc

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 88148686720..95f1e486b3c 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,5 +1,6 @@
 # Description: TensorFlow servables.
 
+load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
 load("//tensorflow_serving:serving.bzl", "if_google", "if_oss", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
@@ -37,6 +38,16 @@ serving_proto_library(
     ],
 )
 
+serving_proto_library_py(
+    name = "session_bundle_config_proto_py_pb2",
+    srcs = ["session_bundle_config.proto"],
+    proto_library = "session_bundle_config_proto",
+    visibility = ["//visibility:public"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:protos_all_py",
+    ],
+)
+
 serving_proto_library_py(
     name = "session_bundle_config_py_pb2",
     proto_library = "session_bundle_config_proto",
@@ -1204,7 +1215,7 @@ cc_library(
     deps = [
         ":bundle_factory_util",
         ":machine_learning_metadata",
-        ":saved_model_config_stub",
+        ":saved_model_config",
         ":servable",
         ":session_bundle_config_cc_proto",
         ":tfrt_saved_model_source_adapter_cc_proto",
@@ -1231,9 +1242,32 @@ cc_library(
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler_hdrs",
         "@org_tensorflow//tensorflow/core/tfrt/runtime",
         "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
-    ] + if_google(
-        ["//tensorflow_serving/servables/tensorflow/google:saved_model_config_impl"],
-    ),
+    ],
+)
+
+cc_test(
+    name = "tfrt_saved_model_factory_test",
+    size = "medium",
+    srcs = ["tfrt_saved_model_factory_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
+    ],
+    deps = [
+        "//tensorflow_serving/core/test_util:session_test_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:bundle_factory_test_util",
+        "//tensorflow_serving/servables/tensorflow:tfrt_saved_model_factory",
+        "//tensorflow_serving/session_bundle:graph_rewriter",
+        "//tensorflow_serving/test_util",
+        "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:testlib",
+        "@org_tensorflow//tensorflow/core/tfrt/utils:tensor_util",
+    ],
 )
 
 serving_proto_library(
@@ -1723,21 +1757,150 @@ cc_test(
     ] + if_google(["@com_google_absl//absl/strings:string_view"]),
 )
 
+serving_proto_library(
+    name = "remote_op_config_rewriter_proto",
+    srcs = ["remote_op_config_rewriter.proto"],
+    cc_api_version = 2,
+    visibility = ["//visibility:public"],
+)
+
+serving_proto_library_py(
+    name = "remote_op_config_rewriter_proto_py_pb2",
+    srcs = ["remote_op_config_rewriter.proto"],
+    proto_library = "remote_op_config_rewriter_proto",
+    visibility = ["//visibility:public"],
+    deps = [],
+)
+
+# To generate *_genproto and *_cc_genproto of TF protos for Tensorflow serving target to use.
+tf_proto_library(
+    name = "tf_protos_deps",
+    srcs = [],
+    cc_api_version = 2,
+    create_go_proto = False,
+    create_java_proto = False,
+    create_kotlin_proto = False,
+    make_default_target_header_only = True,
+    protodeps = [
+        "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config_proto",
+    ],
+)
+
+serving_proto_library(
+    name = "saved_model_config_proto",
+    srcs = ["saved_model_config.proto"],
+    cc_api_version = 2,
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_proto",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        serving_tensorflow_proto_dep(":tf_protos_deps"),
+        serving_tensorflow_proto_dep("@org_tensorflow//tensorflow/core:protos_all"),
+    ],
+)
+
+serving_proto_library_py(
+    name = "saved_model_config_proto_py_pb2",
+    srcs = ["saved_model_config.proto"],
+    proto_library = "saved_model_config_proto",
+    visibility = ["//visibility:public"],
+    deps = [
+        ":tf_protos_deps_py",
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_proto_py_pb2",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto_py_pb2",
+        "@org_tensorflow//tensorflow/core:protos_all_py",
+    ],
+)
+
 cc_library(
-    name = "saved_model_config_stub",
-    srcs = ["saved_model_config_stub.cc"],
-    hdrs = ["saved_model_config_stub.h"],
+    name = "saved_model_config_util",
+    srcs = ["saved_model_config_util.cc"],
+    hdrs = ["saved_model_config_util.h"],
+    visibility = [
+        "//visibility:public",
+    ],
     deps = [
-        "@com_google_absl//absl/status",
+        ":saved_model_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_cc_proto",
+        "@com_google_absl//absl/log",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@local_tsl//tsl/platform:types",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto_cc",
+    ],
+)
+
+cc_test(
+    name = "saved_model_config_util_test",
+    srcs = ["saved_model_config_util_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_empty_saved_model_config",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
+    ],
+    deps = [
+        ":saved_model_config_cc_proto",
+        ":saved_model_config_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_cc_proto",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/status:statusor",
+        "@com_google_absl//absl/strings",
+        "@com_google_googletest//:gtest",
+        "@com_google_protobuf//:protobuf",
+        "@local_tsl//tsl/lib/core:status_test_util",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto_cc",
+    ],
+)
+
+cc_library(
+    name = "saved_model_config",
+    srcs = ["saved_model_config.cc"],
+    hdrs = ["saved_model_config.h"],
+    visibility = [
+        "//visibility:public",
+    ],
+    deps = [
+        ":saved_model_config_cc_proto",
+        ":saved_model_config_util",
+        "@com_google_absl//absl/status:statusor",
+        "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
-        "@org_tensorflow//tensorflow/core/platform:status",
         "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
     ],
 )
 
-serving_proto_library(
-    name = "remote_op_config_rewriter_proto",
-    srcs = ["remote_op_config_rewriter.proto"],
-    cc_api_version = 2,
-    visibility = ["//visibility:public"],
+cc_test(
+    name = "saved_model_config_test",
+    srcs = ["saved_model_config_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_empty_saved_model_config",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
+    ],
+    deps = [
+        ":saved_model_config",
+        ":saved_model_config_cc_proto",
+        ":saved_model_config_util",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_cc_proto",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/strings",
+        "@com_google_googletest//:gtest",
+        "@local_tsl//tsl/lib/core:status_test_util",
+        "@local_tsl//tsl/platform:status",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:config",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:test_config_proto_cc",
+    ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
similarity index 51%
rename from tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
rename to tensorflow_serving/servables/tensorflow/saved_model_config.cc
index eb32a298aa4..1ff80b78c3a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
@@ -1,4 +1,4 @@
-/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+/* Copyright 2023 Google Inc. All Rights Reserved.
 
 Licensed under the Apache License, Version 2.0 (the "License");
 you may not use this file except in compliance with the License.
@@ -12,51 +12,47 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
-#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.h"
 
-#include <memory>
 #include <string>
 #include <utility>
 
+#include "absl/status/statusor.h"
 #include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/tfrt/graph_executor/config.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
 
 namespace tensorflow {
 namespace serving {
-namespace {
 
-class SavedModelConfigStubRegistry {
- public:
-  SavedModelConfigStubRegistry()
-      : stub_(std::make_unique<SavedModelConfigStub>()) {}
-
-  void Register(std::unique_ptr<SavedModelConfigStub> stub) {
-    stub_ = std::move(stub);
+Status LoadSavedModelConfig(
+    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
+    tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
+  absl::StatusOr<SavedModelConfig> model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+  if (!model_config.ok()) {
+    return tensorflow::FromAbslStatus(model_config.status());
   }
 
-  SavedModelConfigStub& Get() { return *stub_; }
-
- private:
-  std::unique_ptr<SavedModelConfigStub> stub_;
-};
-
-SavedModelConfigStubRegistry& GetSavedModelConfigStubRegistry() {
-  static auto* const registry = new SavedModelConfigStubRegistry;
-  return *registry;
-}
-
-}  // namespace
+  if (model_config->has_session_overrides()) {
+    UpdateRewriterConfig(model_config->session_overrides(),
+                         graph_options.mutable_rewrite_options());
+  }
 
-void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub) {
-  GetSavedModelConfigStubRegistry().Register(std::move(stub));
-}
+  if (model_config->has_tfrt_runtime_config()) {
+    auto created_runtime_config =
+        tensorflow::tfrt_stub::RuntimeConfig::CreateFromProto(
+            model_config->tfrt_runtime_config());
+    if (created_runtime_config.ok()) {
+      runtime_config = std::move(*created_runtime_config);
+    } else {
+      return tensorflow::FromAbslStatus(created_runtime_config.status());
+    }
+  }
 
-Status ImportAndLoadSavedModelConfig(
-    const std::string& export_dir, tensorflow::GraphOptions& graph_options,
-    tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
-  return GetSavedModelConfigStubRegistry().Get().ImportAndLoadSavedModelConfig(
-      export_dir, graph_options, runtime_config);
+  return Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h b/tensorflow_serving/servables/tensorflow/saved_model_config.h
similarity index 62%
rename from tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
rename to tensorflow_serving/servables/tensorflow/saved_model_config.h
index 192e8632e2a..03adf6fdfa9 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_stub.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.h
@@ -12,13 +12,12 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
-#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
-#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
 
-#include <memory>
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_H_
+
 #include <string>
 
-#include "absl/status/status.h"
 #include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/tfrt/graph_executor/config.h"
@@ -26,25 +25,17 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-// The tfrt native lowering stub that provides interface for internal and OSS
-// with different impls.
-class SavedModelConfigStub {
- public:
-  virtual ~SavedModelConfigStub() = default;
-  virtual Status ImportAndLoadSavedModelConfig(
-      const std::string& export_dir, tensorflow::GraphOptions& graph_options,
-      tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
-    return absl::UnimplementedError("");
-  }
-};
-
-void RegisterSavedModelConfigStub(std::unique_ptr<SavedModelConfigStub> stub);
-
-Status ImportAndLoadSavedModelConfig(
+// Returns error if the `assets.extra/saved_model_config.pb` cannot be parsed.
+// Returns success otherwise (including empty or no `saved_model_config.pb`).
+// On success, reads SavedModelConfig proto from the specified model directory,
+// adds or replaces some optimization options in
+// `tensorflow::serving::RewriterConfig` of `tensorflow::GraphOptions` and
+// replaces the `runtime_config`.
+Status LoadSavedModelConfig(
     const std::string& export_dir, tensorflow::GraphOptions& graph_options,
     tensorflow::tfrt_stub::RuntimeConfig& runtime_config);
 
 }  // namespace serving
 }  // namespace tensorflow
 
-#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_STUB_H_
+#endif  // TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config.proto b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
new file mode 100644
index 00000000000..35f8ecfe2b3
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
@@ -0,0 +1,24 @@
+syntax = "proto3";
+
+package tensorflow.serving;
+
+import "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.proto";
+import "tensorflow/core/tfrt/graph_executor/config.proto";
+import "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.proto";
+
+option cc_enable_arenas = true;
+
+message SessionOverrides {
+  optional tools.RemoteOpRemapConfig remote_op_remap_config = 1;
+  optional BatchOpRewriteConfig batch_op_rewriter_config = 2;
+}
+
+message SavedModelConfig {
+  // A select set of fields from SessionOptions which, at the model level, can
+  // be used to override SessionOptions set for the entire processes.
+  optional SessionOverrides session_overrides = 1;
+
+  // Runtime specific configuration proto. They can be used to specify
+  // environments for runtime.
+  optional tensorflow.tfrt_stub.RuntimeConfigProto tfrt_runtime_config = 2;
+}
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
new file mode 100644
index 00000000000..c9eee4b3c4f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
@@ -0,0 +1,156 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.h"
+
+#include <string>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "absl/strings/escaping.h"
+#include "absl/strings/substitute.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
+#include "tensorflow/core/tfrt/graph_executor/config.h"
+#include "tensorflow/core/tfrt/graph_executor/test_config.pb.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tsl/platform/env.h"
+#include "tsl/platform/path.h"
+#include "tsl/platform/status.h"
+#include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+const char kTestSavedModelWithoutSavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu/00000123";
+
+const char kTestSavedModelWithModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_saved_model_config/00000123";
+
+const char kTestSavedModelWithEmptyModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123";
+
+using test_util::EqualsProto;
+
+TEST(SavedModeConfigTest, MissingSavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithoutSavedModelConfigPath);
+  tensorflow::GraphOptions graph_options;
+  tensorflow::tfrt_stub::RuntimeConfig runtime_config;
+
+  TF_ASSERT_OK(LoadSavedModelConfig(export_dir, graph_options, runtime_config));
+
+  auto& custom_optimizers = graph_options.rewrite_options().custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 0);
+  EXPECT_EQ(runtime_config.ToProto().config_size(), 0);
+}
+
+TEST(ModelRuntimeConfigTest, EmptyModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithEmptyModelConfigPath);
+  tensorflow::GraphOptions graph_options;
+  tensorflow::tfrt_stub::RuntimeConfig runtime_config;
+
+  TF_ASSERT_OK(LoadSavedModelConfig(export_dir, graph_options, runtime_config));
+
+  auto& custom_optimizers = graph_options.rewrite_options().custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 0);
+  EXPECT_EQ(runtime_config.ToProto().config_size(), 0);
+}
+
+TEST(ModelRuntimeConfigTest, OverwriteRuntimeConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithModelConfigPath);
+  tensorflow::GraphOptions graph_options;
+  tensorflow::tfrt_stub::RuntimeConfig runtime_config;
+
+  tensorflow::tfrt_stub::TestConfig1 old_test_config1;
+  old_test_config1.set_tag("whatever tag");
+  TF_ASSERT_OK(runtime_config.Add(old_test_config1));
+
+  TF_ASSERT_OK(LoadSavedModelConfig(export_dir, graph_options, runtime_config));
+
+  auto& custom_optimizers = graph_options.rewrite_options().custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 2);
+  EXPECT_THAT(
+      runtime_config.ToProto(), EqualsProto(R"pb(
+        config {
+          type_url: "type.googleapis.com/tensorflow.tfrt_stub.TestConfig1"
+          value: "\n\rtest config 1"
+        }
+      )pb"));
+}
+
+TEST(ModelRuntimeConfigTest, ModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithModelConfigPath);
+  SavedModelConfig model_config;
+  {
+    std::string content;
+    TF_ASSERT_OK(tsl::ReadFileToString(
+        tsl::Env::Default(),
+        test_util::TestSrcDirPath(tsl::io::JoinPath(
+            kTestSavedModelWithModelConfigPath, kSavedModelAssetsExtraDirectory,
+            kSavedModelConfigPath)),
+        &content));
+
+    EXPECT_TRUE(model_config.ParseFromString(content));
+  }
+
+  tensorflow::GraphOptions graph_options;
+  tensorflow::tfrt_stub::RuntimeConfig runtime_config;
+
+  TF_ASSERT_OK(LoadSavedModelConfig(export_dir, graph_options, runtime_config));
+
+  auto& custom_optimizers = graph_options.rewrite_options().custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 2);
+
+  EXPECT_THAT(custom_optimizers,
+              ::testing::UnorderedElementsAre(
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kRemoteOpConfigRewriter, kRemoteOpRewriteConfigParamKey,
+                      absl::Base64Escape(model_config.session_overrides()
+                                             .remote_op_remap_config()
+                                             .SerializeAsString()))),
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kBatchOpRewriter, kBatchOpRewriteConfigParamKey,
+                      absl::Base64Escape(model_config.session_overrides()
+                                             .batch_op_rewriter_config()
+                                             .SerializeAsString())))));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
new file mode 100644
index 00000000000..db0cc45dfb4
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -0,0 +1,118 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
+
+#include <memory>
+#include <string>
+
+#include "absl/log/log.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/escaping.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/framework/attr_value.pb.h"
+#include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
+#include "tsl/platform/env.h"
+#include "tsl/platform/errors.h"
+#include "tsl/platform/file_system.h"
+#include "tsl/platform/path.h"
+#include "tsl/platform/stringpiece.h"
+#include "tsl/platform/types.h"
+#include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+void AddOrReplaceOptimizer(const std::string& custom_optimizer_name,
+                           const std::string& parameter_key,
+                           const std::string& parameter_value,
+                           RewriterConfig* rewrite_options) {
+  google::protobuf::Map<std::string, AttrValue>* parameter_map = nullptr;
+  for (auto& custom_optimizer : *rewrite_options->mutable_custom_optimizers()) {
+    if (custom_optimizer.name() == custom_optimizer_name) {
+      parameter_map = custom_optimizer.mutable_parameter_map();
+      break;
+    }
+  }
+
+  if (parameter_map == nullptr) {
+    auto* custom_optimizer = rewrite_options->add_custom_optimizers();
+    custom_optimizer->set_name(custom_optimizer_name);
+    parameter_map = custom_optimizer->mutable_parameter_map();
+  }
+
+  (*parameter_map)[parameter_key].set_s(absl::Base64Escape(parameter_value));
+}
+}  // namespace
+
+void UpdateRewriterConfig(
+    const tensorflow::serving::SessionOverrides& session_overrides,
+    tensorflow::RewriterConfig* rewrite_options) {
+  DCHECK(rewrite_options != nullptr);
+
+  // Grappler options for RemoteOpConfigRewriter.
+  if (session_overrides.has_remote_op_remap_config()) {
+    AddOrReplaceOptimizer(
+        kRemoteOpConfigRewriter, kRemoteOpRewriteConfigParamKey,
+        session_overrides.remote_op_remap_config().SerializeAsString(),
+        rewrite_options);
+  }
+
+  // Grappler options for BatchOpRewriter.
+  if (session_overrides.has_batch_op_rewriter_config()) {
+    AddOrReplaceOptimizer(
+        kBatchOpRewriter, kBatchOpRewriteConfigParamKey,
+        session_overrides.batch_op_rewriter_config().SerializeAsString(),
+        rewrite_options);
+  }
+}
+
+absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(
+    const std::string& export_dir) {
+  const std::string saved_model_config_path = tsl::io::JoinPath(
+      export_dir, kSavedModelAssetsExtraDirectory, kSavedModelConfigPath);
+  SavedModelConfig saved_model_config;
+  if (!tsl::Env::Default()->FilesExist({saved_model_config_path}, nullptr)) {
+    // SavedModelConfig file is optional and may not exist.
+    return saved_model_config;
+  }
+
+  LOG(INFO) << "Loading model config from " << saved_model_config_path;
+  std::string content;
+  tsl::uint64 file_size = 0;
+  TF_RETURN_IF_ERROR(
+      tsl::Env::Default()->GetFileSize(saved_model_config_path, &file_size));
+  content.resize(file_size);
+
+  std::unique_ptr<tsl::RandomAccessFile> file;
+  TF_RETURN_IF_ERROR(
+      tsl::Env::Default()->NewRandomAccessFile(saved_model_config_path, &file));
+
+  tsl::StringPiece result;
+  TF_RETURN_IF_ERROR(file->Read(0, file_size, &result, &(content)[0]));
+
+  if (!saved_model_config.ParseFromString(content)) {
+    return tsl::errors::Internal("Unable to parse SavedModelConfig: ",
+                                 saved_model_config_path);
+  }
+  LOG(INFO) << "Finished loading model config from " << saved_model_config_path
+            << ":" << saved_model_config.DebugString();
+  return saved_model_config;
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.h b/tensorflow_serving/servables/tensorflow/saved_model_config_util.h
new file mode 100644
index 00000000000..b8ac6909d4e
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.h
@@ -0,0 +1,54 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_UTIL_H_
+#define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_UTIL_H_
+
+#include <string>
+
+#include "absl/status/statusor.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+
+namespace tensorflow {
+namespace serving {
+
+// Name of the additional asset file containing a per model configuration proto.
+inline constexpr char kSavedModelConfigPath[] = "saved_model_config.pb";
+
+inline constexpr char kRemoteOpConfigRewriter[] = "remote_op_config_rewrite";
+inline constexpr char kBatchOpRewriter[] = "batch_op_rewriter";
+
+inline constexpr char kRemoteOpRewriteConfigParamKey[] =
+    "remote_op_rewrite_config";
+inline constexpr char kBatchOpRewriteConfigParamKey[] =
+    "batch_op_rewrite_config";
+
+// Extracts a `SavedModelConfig` proto from the optional asset file in the
+// given directory. If the asset file does not exist, it returns an empty
+// proto.
+absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(
+    const std::string& export_dir);
+
+// Updates `rewrite_options` based on optimizers options in `session_overrides`.
+void UpdateRewriterConfig(
+    const tensorflow::serving::SessionOverrides& session_overrides,
+    tensorflow::RewriterConfig* rewrite_options);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  //  #define
+        //  TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_CONFIG_UTIL_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
new file mode 100644
index 00000000000..19955b535dd
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
@@ -0,0 +1,218 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
+
+#include <string>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "absl/status/statusor.h"
+#include "absl/strings/escaping.h"
+#include "absl/strings/substitute.h"
+#include "google/protobuf/text_format.h"
+#include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+const char kTestSavedModelWithoutSavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu/00000123";
+
+const char kTestSavedModelWithSavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_saved_model_config/00000123";
+
+const char kTestSavedModelWithEmptySavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123";
+
+using test_util::EqualsProto;
+
+TEST(LoadSavedModeConfigTest, MissingSavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithoutSavedModelConfigPath);
+
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+  TF_ASSERT_OK(saved_model_config.status());
+  EXPECT_THAT(saved_model_config.value(), EqualsProto(""));
+}
+
+TEST(LoadSavedModelConfigTest, EmptySavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithEmptySavedModelConfigPath);
+
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+
+  TF_ASSERT_OK(saved_model_config.status());
+  EXPECT_THAT(saved_model_config.value(), EqualsProto(""));
+}
+
+TEST(LoadSavedModelConfigTest, SavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithSavedModelConfigPath);
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+
+  TF_ASSERT_OK(saved_model_config.status());
+
+  SavedModelConfig expected_config;
+  bool result = ::google::protobuf::TextFormat::ParseFromString(
+      R"pb(
+        session_overrides {
+          remote_op_remap_config {
+            model_name_remap {
+              key: "placeholder_model_name"
+              value: "model_name"
+            }
+            target_address_remap {
+              key: "placeholder_model_name"
+              value: "target_address"
+            }
+          }
+          batch_op_rewriter_config {
+            batch_options {
+              key: "placeholder_model_name"
+              value: {
+                batch_timeout_micros: 100
+                allowed_batch_sizes: [ 2, 4, 8 ]
+              }
+            }
+          }
+        }
+        tfrt_runtime_config {
+          config {
+            type_url: "type.googleapis.com/tensorflow.tfrt_stub.TestConfig1"
+            value: "\n\rtest config 1"
+          }
+        }
+      )pb",
+      &expected_config);
+
+  EXPECT_TRUE(result);
+  EXPECT_THAT(saved_model_config.value(), EqualsProto(expected_config));
+}
+
+TEST(UpdateRewriterConfigTest, AddOptimizers) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithSavedModelConfigPath);
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+
+  TF_ASSERT_OK(saved_model_config.status());
+  tensorflow::RewriterConfig rewrite_options;
+
+  UpdateRewriterConfig(saved_model_config.value().session_overrides(),
+                       &rewrite_options);
+
+  EXPECT_THAT(rewrite_options.custom_optimizers(),
+              ::testing::UnorderedElementsAre(
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kRemoteOpConfigRewriter, kRemoteOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.value()
+                                             .session_overrides()
+                                             .remote_op_remap_config()
+                                             .SerializeAsString()))),
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kBatchOpRewriter, kBatchOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.value()
+                                             .session_overrides()
+                                             .batch_op_rewriter_config()
+                                             .SerializeAsString())))));
+}
+
+TEST(UpdateRewriterConfigTest, ReplaceOptimizers) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithSavedModelConfigPath);
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+
+  TF_ASSERT_OK(saved_model_config.status());
+  tensorflow::RewriterConfig rewrite_options;
+  bool result = ::google::protobuf::TextFormat::ParseFromString(
+      R"pb(
+        custom_optimizers {
+          name: "remote_op_config_rewrite"
+          parameter_map {
+            key: "remote_op_rewrite_config"
+            value { s: "whatever placeholder value" }
+          }
+        }
+        custom_optimizers {
+          name: "batch_op_rewriter"
+          parameter_map {
+            key: "batch_op_rewrite_config"
+            value { s: "whatever placeholder value" }
+          }
+        }
+      )pb",
+      &rewrite_options);
+
+  UpdateRewriterConfig(saved_model_config.value().session_overrides(),
+                       &rewrite_options);
+
+  EXPECT_TRUE(result);
+  EXPECT_THAT(rewrite_options.custom_optimizers(),
+              ::testing::UnorderedElementsAre(
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kRemoteOpConfigRewriter, kRemoteOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.value()
+                                             .session_overrides()
+                                             .remote_op_remap_config()
+                                             .SerializeAsString()))),
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kBatchOpRewriter, kBatchOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.value()
+                                             .session_overrides()
+                                             .batch_op_rewriter_config()
+                                             .SerializeAsString())))));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 957accfb82d..bd090e944d9 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -44,7 +44,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
-#include "tensorflow_serving/servables/tensorflow/saved_model_config_stub.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
@@ -198,7 +198,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.enable_grappler = config_.enable_grappler();
   compile_options.graph_options = config_.graph_options();
   if (config_.enable_saved_model_config()) {
-    TF_RETURN_IF_ERROR(ImportAndLoadSavedModelConfig(
+    TF_RETURN_IF_ERROR(LoadSavedModelConfig(
         path, options.graph_execution_options.compile_options.graph_options,
         options.graph_execution_options.runtime_config));
   }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
new file mode 100644
index 00000000000..ab7bf619856
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
@@ -0,0 +1,222 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
+
+#include <memory>
+#include <vector>
+
+#include "google/protobuf/wrappers.pb.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/cc/saved_model/tag_constants.h"
+#include "tensorflow/core/framework/tensor_testutil.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/tfrt/utils/tensor_util.h"
+#include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/session_bundle/graph_rewriter.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
+
+// Tests TfrtSavedModelFactory with native SavedModel.
+class TfrtSavedModelFactoryTest : public ::testing::Test {
+ protected:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+  }
+  TfrtSavedModelFactoryTest()
+      : model_path_(test_util::TestSrcDirPath(
+            "servables/tensorflow/"
+            "testdata/saved_model_half_plus_two_cpu/00000123")) {}
+
+  Status CreateTfrtSavedModel(const TfrtSavedModelConfig& config,
+                              std::unique_ptr<tfrt::SavedModel>* saved_model) {
+    std::unique_ptr<TfrtSavedModelFactory> factory;
+    TF_RETURN_IF_ERROR(TfrtSavedModelFactory::Create(config, &factory));
+    TF_RETURN_IF_ERROR(factory->CreateTfrtSavedModelWithMetadata(
+        CreateMetadata(), model_path_, saved_model));
+    return OkStatus();
+  }
+
+  std::vector<string> GetModelFiles() {
+    const string& dir = model_path_;
+    return {io::JoinPath(dir, kSavedModelAssetsDirectory, "foo.txt"),
+            io::JoinPath(dir, kSavedModelFilenamePb),
+            io::JoinPath(dir, kSavedModelVariablesFilename,
+                         "variables.data-00000-of-00001"),
+            io::JoinPath(dir, kSavedModelVariablesFilename, "variables.index")};
+  }
+
+  string model_path_;
+};
+
+TEST_F(TfrtSavedModelFactoryTest, EstimateResourceRequirementWithGoodExport) {
+  TfrtSavedModelConfig config;
+  std::unique_ptr<TfrtSavedModelFactory> factory;
+  TF_ASSERT_OK(TfrtSavedModelFactory::Create(config, &factory));
+
+  ResourceAllocation actual;
+  TF_ASSERT_OK(factory->EstimateResourceRequirement(model_path_, &actual));
+
+  const double total_file_size = test_util::GetTotalFileSize(GetModelFiles());
+  ResourceAllocation expected =
+      test_util::GetExpectedResourceEstimate(total_file_size);
+  EXPECT_THAT(actual, test_util::EqualsProto(expected));
+}
+
+TEST_F(TfrtSavedModelFactoryTest, Basic) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  std::vector<tensorflow::Tensor> outputs;
+  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                &outputs));
+
+  ASSERT_EQ(1, outputs.size());
+  const auto& single_output = outputs.at(0);
+  test::ExpectTensorEqual<float>(expected_output, single_output);
+}
+
+// Tests TfrtSavedModelFactory with native SavedModel with different
+// configurations.
+TEST_F(TfrtSavedModelFactoryTest, BasicWithSavedModelConfig) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  model_path_ = test_util::TestSrcDirPath(
+      "servables/tensorflow/"
+      "testdata/saved_model_half_plus_two_cpu_with_saved_model_config/"
+      "00000123");
+  config.set_enable_saved_model_config(true);
+
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  std::vector<tensorflow::Tensor> outputs;
+  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                &outputs));
+
+  ASSERT_EQ(1, outputs.size());
+  const auto& single_output = outputs.at(0);
+  test::ExpectTensorEqual<float>(expected_output, single_output);
+}
+
+// Tests TfrtSavedModelFactory with native SavedModel with different
+// configurations.
+TEST_F(TfrtSavedModelFactoryTest, BasicWithSavedModelConfigAndGraphRewrite) {
+  TF_ASSERT_OK(tensorflow::serving::ResetGraphRewriterForTesting());
+  bool rewriter_was_called = false;
+  TF_ASSERT_OK(tensorflow::serving::SetGraphRewriter([&](MetaGraphDef* graph) {
+    rewriter_was_called = true;
+    return OkStatus();
+  }));
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  *config.add_saved_model_tags() = kSavedModelTagServe;
+  model_path_ = test_util::TestSrcDirPath(
+      "servables/tensorflow/"
+      "testdata/saved_model_half_plus_two_cpu_with_saved_model_config/"
+      "00000123");
+  config.set_enable_saved_model_config(true);
+
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+  EXPECT_TRUE(rewriter_was_called);
+  TF_ASSERT_OK(tensorflow::serving::ResetGraphRewriterForTesting());
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+  std::vector<tensorflow::Tensor> outputs;
+  TF_ASSERT_OK(saved_model->Run(run_options, "serving_default", input_tensors,
+                                &outputs));
+
+  ASSERT_EQ(1, outputs.size());
+  const auto& single_output = outputs.at(0);
+  test::ExpectTensorEqual<float>(expected_output, single_output);
+}
+
+TEST_F(TfrtSavedModelFactoryTest, Batch) {
+  std::unique_ptr<tfrt::SavedModel> saved_model;
+  TfrtSavedModelConfig config;
+  config.mutable_batching_parameters()->mutable_max_batch_size()->set_value(4);
+  config.mutable_batching_parameters()
+      ->mutable_max_enqueued_batches()
+      ->set_value(INT_MAX);
+  config.mutable_batching_parameters()
+      ->mutable_batch_timeout_micros()
+      ->set_value(1000 * 1000 * 1000);
+  config.mutable_batching_parameters()->mutable_num_batch_threads()->set_value(
+      1);
+  TF_ASSERT_OK(CreateTfrtSavedModel(config, &saved_model));
+
+  Tensor input_tensor = test::AsTensor<float>({100.0f, 42.0f}, {2});
+  Tensor expected_output =
+      test::AsTensor<float>({100.0f / 2 + 2, 42.0f / 2 + 2}, {2});
+  std::vector<tensorflow::Tensor> input_tensors;
+  input_tensors.push_back(input_tensor);
+  std::vector<tensorflow::Tensor> output_tensors1, output_tensors2;
+  tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
+
+  {
+    std::vector<std::unique_ptr<Thread>> request_threads;
+    request_threads.reserve(2);
+    request_threads.push_back(
+        std::unique_ptr<Thread>(Env::Default()->StartThread(
+            ThreadOptions(), strings::StrCat("thread_", 0),
+            [&saved_model, &run_options, &input_tensors, &output_tensors1]() {
+              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
+                                            input_tensors, &output_tensors1));
+            })));
+    request_threads.push_back(
+        std::unique_ptr<Thread>(Env::Default()->StartThread(
+            ThreadOptions(), strings::StrCat("thread_", 1),
+            [&saved_model, &run_options, &input_tensors, &output_tensors2]() {
+              TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
+                                            input_tensors, &output_tensors2));
+            })));
+  }
+
+  ASSERT_EQ(1, output_tensors1.size());
+  test::ExpectTensorEqual<float>(expected_output, output_tensors1.at(0));
+
+  ASSERT_EQ(1, output_tensors2.size());
+  test::ExpectTensorEqual<float>(expected_output, output_tensors2.at(0));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 5a747fa4122..19399d1ec01 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -56,3 +56,43 @@ cc_library(
         "@org_tensorflow//tensorflow/core/platform:status",
     ],
 )
+
+cc_library(
+    name = "saved_model_config",
+    srcs = ["saved_model_config.cc"],
+    hdrs = ["saved_model_config.h"],
+    deps = [
+        "//tensorflow_serving/servables/tensorflow:saved_model_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_config_util",
+        "@com_google_absl//absl/status:statusor",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+    ],
+)
+
+cc_test(
+    name = "saved_model_config_test",
+    srcs = ["saved_model_config_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_empty_saved_model_config",
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_cpu_with_saved_model_config",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":saved_model_config",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:saved_model_config_util",
+        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/strings",
+        "@com_google_googletest//:gtest",
+        "@local_tsl//tsl/lib/core:status_test_util",
+        "@local_tsl//tsl/platform:status",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
+        "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto_cc",
+    ],
+)
diff --git a/tensorflow_serving/session_bundle/graph_rewriter.h b/tensorflow_serving/session_bundle/graph_rewriter.h
index af81277eb68..8d13c5ec35a 100644
--- a/tensorflow_serving/session_bundle/graph_rewriter.h
+++ b/tensorflow_serving/session_bundle/graph_rewriter.h
@@ -71,6 +71,20 @@ class GraphRewriter {
       ABSL_GUARDED_BY(m_);
 };
 
+// EXPERIMENTAL. THE 2 METHODS BELOW MAY CHANGE OR GO AWAY. USE WITH CAUTION.
+// Sets a global graph rewrite function that is called on all saved models
+// immediately after metagraph load, but before session creation.  This function
+// can only be called once.
+inline Status SetGraphRewriter(
+    std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter) {
+  return GraphRewriter::GetGlobal().Set(std::move(rewriter));
+}
+
+// For testing only. Resets the experimental graph rewriter above.
+inline Status ResetGraphRewriterForTesting() {
+  return GraphRewriter::GetGlobal().ResetForTesting();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
 
diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index 305f41d8a7c..abb12ef8fc8 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -29,15 +29,6 @@ namespace serving {
 
 namespace session_bundle {
 
-Status SetGraphRewriter(
-    std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter) {
-  return errors::Unimplemented("This functionality is not implemented.");
-}
-
-Status ResetGraphRewriterForTesting() {
-  return errors::Unimplemented("This functionality is not implemented.");
-}
-
 Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
diff --git a/tensorflow_serving/session_bundle/saved_model_config.cc b/tensorflow_serving/session_bundle/saved_model_config.cc
new file mode 100644
index 00000000000..fd02b659cec
--- /dev/null
+++ b/tensorflow_serving/session_bundle/saved_model_config.cc
@@ -0,0 +1,48 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/session_bundle/saved_model_config.h"
+
+#include <string>
+
+#include "absl/status/statusor.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace session_bundle {
+
+Status MaybeLoadSavedModelConfig(const std::string& export_dir,
+                                 SessionOptions* session_options) {
+  absl::StatusOr<SavedModelConfig> saved_model_config =
+      LoadSavedModelConfigOrDefault(export_dir);
+  if (!saved_model_config.ok()) {
+    return saved_model_config.status();
+  }
+  if (saved_model_config->has_session_overrides()) {
+    UpdateRewriterConfig(saved_model_config->session_overrides(),
+                         session_options->config.mutable_graph_options()
+                             ->mutable_rewrite_options());
+  }
+
+  return Status();
+}
+
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/session_bundle/saved_model_config.h b/tensorflow_serving/session_bundle/saved_model_config.h
new file mode 100644
index 00000000000..452a6e0ad88
--- /dev/null
+++ b/tensorflow_serving/session_bundle/saved_model_config.h
@@ -0,0 +1,35 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_SESSION_BUNDLE_SAVED_MODEL_CONFIG_H_
+#define TENSORFLOW_SERVING_SESSION_BUNDLE_SAVED_MODEL_CONFIG_H_
+
+#include <string>
+
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/public/session_options.h"
+
+namespace tensorflow {
+namespace serving {
+namespace session_bundle {
+
+Status MaybeLoadSavedModelConfig(const std::string& export_dir,
+                                 SessionOptions* session_options);
+
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_SESSION_BUNDLE_SAVED_MODEL_CONFIG_H_
diff --git a/tensorflow_serving/session_bundle/saved_model_config_test.cc b/tensorflow_serving/session_bundle/saved_model_config_test.cc
new file mode 100644
index 00000000000..74042cff144
--- /dev/null
+++ b/tensorflow_serving/session_bundle/saved_model_config_test.cc
@@ -0,0 +1,122 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/session_bundle/saved_model_config.h"
+
+#include <string>
+
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "absl/strings/escaping.h"
+#include "absl/strings/substitute.h"
+#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
+#include "tensorflow/core/public/session_options.h"
+#include "tsl/lib/core/status_test_util.h"
+#include "tsl/platform/env.h"
+#include "tsl/platform/path.h"
+#include "tsl/platform/status.h"
+#include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace session_bundle {
+namespace {
+
+const char kTestSavedModelWithSavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_saved_model_config/00000123";
+
+const char kTestSavedModelWithEmptySavedModelConfigPath[] =
+    "servables/tensorflow/testdata/"
+    "saved_model_half_plus_two_cpu_with_empty_saved_model_config/00000123";
+
+using test_util::EqualsProto;
+
+TEST(SavedModelConfigTest, EmptySavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithEmptySavedModelConfigPath);
+
+  SessionOptions session_options;
+
+  TF_ASSERT_OK(MaybeLoadSavedModelConfig(export_dir, &session_options));
+
+  auto& custom_optimizers = session_options.config.graph_options()
+                                .rewrite_options()
+                                .custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 0);
+}
+
+TEST(SavedModelConfigTest, SavedModelConfig) {
+  const std::string export_dir =
+      test_util::TestSrcDirPath(kTestSavedModelWithSavedModelConfigPath);
+
+  SessionOptions session_options;
+
+  SavedModelConfig saved_model_config;
+  {
+    std::string content;
+    TF_ASSERT_OK(tsl::ReadFileToString(
+        tsl::Env::Default(),
+        test_util::TestSrcDirPath(tsl::io::JoinPath(
+            kTestSavedModelWithSavedModelConfigPath,
+            kSavedModelAssetsExtraDirectory, kSavedModelConfigPath)),
+        &content));
+
+    EXPECT_TRUE(saved_model_config.ParseFromString(content));
+  }
+
+  TF_ASSERT_OK(MaybeLoadSavedModelConfig(export_dir, &session_options));
+
+  auto& custom_optimizers = session_options.config.graph_options()
+                                .rewrite_options()
+                                .custom_optimizers();
+  EXPECT_EQ(custom_optimizers.size(), 2);
+
+  EXPECT_THAT(custom_optimizers,
+              ::testing::UnorderedElementsAre(
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kRemoteOpConfigRewriter, kRemoteOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.session_overrides()
+                                             .remote_op_remap_config()
+                                             .SerializeAsString()))),
+                  EqualsProto(absl::Substitute(
+                      R"pb(
+                        name: "$0"
+                        parameter_map {
+                          key: "$1"
+                          value { s: "$2" }
+                        })pb",
+                      kBatchOpRewriter, kBatchOpRewriteConfigParamKey,
+                      absl::Base64Escape(saved_model_config.session_overrides()
+                                             .batch_op_rewriter_config()
+                                             .SerializeAsString())))));
+}
+
+}  // namespace
+}  // namespace session_bundle
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/session_bundle/session_bundle_util.h b/tensorflow_serving/session_bundle/session_bundle_util.h
index c91281f34e5..337ffbffe49 100644
--- a/tensorflow_serving/session_bundle/session_bundle_util.h
+++ b/tensorflow_serving/session_bundle/session_bundle_util.h
@@ -114,16 +114,6 @@ Status GetNamedSignature(const string& name,
                          const tensorflow::MetaGraphDef& meta_graph_def,
                          Signature* default_signature);
 
-// EXPERIMENTAL. THE 2 METHODS BELOW MAY CHANGE OR GO AWAY. USE WITH CAUTION.
-// Sets a global graph rewrite function that is called on all saved models
-// immediately after metagraph load, but before session creation.  This function
-// can only be called once.
-Status SetGraphRewriter(
-    std::function<Status(tensorflow::MetaGraphDef*)>&& rewriter);
-
-// For testing only. Resets the experimental graph rewriter above.
-Status ResetGraphRewriterForTesting();
-
 }  // namespace session_bundle
 }  // namespace serving
 }  // namespace tensorflow

From bda70f5f2259bb7064300fbd9ac6e892409bd5be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Nov 2023 06:01:44 -0800
Subject: [PATCH 7012/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6fb723cd-5f3a-442b-a11b-c54a084f98e8

PiperOrigin-RevId: 584605122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0972426e5b7..d881c101d63 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1be3096c90e54badf6c73c3256b4c6a9cd35a0fa91711c130a39d62212fa9543",
-    git_commit = "6c15cbfeb480403958b6700559181c2d4708ea28",
+    sha256 = "56d092dc9932b06f961321e48c5747300c59d4d06aae3602f1f1f013ffae1579",
+    git_commit = "83195dede34904bf9fbac12110b00d9c998460eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 84397de5965cb01b3013ffabb4ad07eb3b403a39 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Nov 2023 12:01:43 -0800
Subject: [PATCH 7013/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/df340351-ef5b-4fca-aa55-237305d3c5d1

PiperOrigin-RevId: 584687976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d881c101d63..36318676b16 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56d092dc9932b06f961321e48c5747300c59d4d06aae3602f1f1f013ffae1579",
-    git_commit = "83195dede34904bf9fbac12110b00d9c998460eb",
+    sha256 = "20407ac0f677c4144c6973c86894e16a4b716bdee836ab0a57f27983457e9a87",
+    git_commit = "fe3e5c8af5708b6015ab32f92e351020aad73298",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 25df631010cb6c69a7b133feacd2729af50ec6bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 22 Nov 2023 18:01:49 -0800
Subject: [PATCH 7014/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/039320fa-4211-4fa7-88fe-9b46840490c9

PiperOrigin-RevId: 584761156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36318676b16..42671669880 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20407ac0f677c4144c6973c86894e16a4b716bdee836ab0a57f27983457e9a87",
-    git_commit = "fe3e5c8af5708b6015ab32f92e351020aad73298",
+    sha256 = "2baccb5bdd4d464ae52b5719d3ffbf998b57d892694d676287aa2a40a5bc9b02",
+    git_commit = "81b244f2d54494cfff14f28f2efe95d9b613fb4d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 17739ac5078dea4f5f3ceaf59619a844a94e8b27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Nov 2023 00:01:40 -0800
Subject: [PATCH 7015/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/182d2559-0ae3-4ff8-b112-f48fc1e50acd

PiperOrigin-RevId: 584810889
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42671669880..57d0e6bd939 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2baccb5bdd4d464ae52b5719d3ffbf998b57d892694d676287aa2a40a5bc9b02",
-    git_commit = "81b244f2d54494cfff14f28f2efe95d9b613fb4d",
+    sha256 = "52a5c62af88d6d0ca512595fea70af3bcda85cfbdac6a6c6a5050e43d9528e2c",
+    git_commit = "2d7328762fa39668b1f802788f6143c4ffa1e1c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 08abed8b8501cc6d5b6246485d2f4763b618283c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Nov 2023 06:02:01 -0800
Subject: [PATCH 7016/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0b8f2e7-f71b-44d3-9b52-668e0456ca01

PiperOrigin-RevId: 584873527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57d0e6bd939..74c11d9c95f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52a5c62af88d6d0ca512595fea70af3bcda85cfbdac6a6c6a5050e43d9528e2c",
-    git_commit = "2d7328762fa39668b1f802788f6143c4ffa1e1c4",
+    sha256 = "92a8258be3b63108b0f35db871631c0d34951dcd7f2343cdaacfc4d9113d4d4f",
+    git_commit = "4c5b5cdcca113e7e2e5666758200717d205b1124",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b34ac95228b3a01136bc093042132f4712b1e93 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Nov 2023 12:01:39 -0800
Subject: [PATCH 7017/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e820097f-6147-4bab-beba-4c0647ec6280

PiperOrigin-RevId: 584927846
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 74c11d9c95f..1d3beade1fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92a8258be3b63108b0f35db871631c0d34951dcd7f2343cdaacfc4d9113d4d4f",
-    git_commit = "4c5b5cdcca113e7e2e5666758200717d205b1124",
+    sha256 = "9ab471d289fe3f9856cad4e9623ded8e4bb0330a104a32bd671a90cfa2d7ade9",
+    git_commit = "58db9ff66c201aaf576b04064e267f37f35833cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fb045636e74ef27e3593049cbc57c9bd2b566c03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 Nov 2023 18:01:34 -0800
Subject: [PATCH 7018/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33a467fa-90ec-4c00-8377-d64cf1b1fe90

PiperOrigin-RevId: 584968741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d3beade1fa..57fcdeed759 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ab471d289fe3f9856cad4e9623ded8e4bb0330a104a32bd671a90cfa2d7ade9",
-    git_commit = "58db9ff66c201aaf576b04064e267f37f35833cd",
+    sha256 = "3973685bbc09e23fafdf22b2c98fe8976bb107681713974adebbcf923a907c48",
+    git_commit = "50949edcb78a5d89b3994d1822adadc121fe63ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a93a69d2ee852196d5d6310e5dca47095dc661f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Nov 2023 00:01:57 -0800
Subject: [PATCH 7019/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e2d2157-d83e-4e0c-92d0-dd99f80ddc1b

PiperOrigin-RevId: 585012862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57fcdeed759..b2bca54bf31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3973685bbc09e23fafdf22b2c98fe8976bb107681713974adebbcf923a907c48",
-    git_commit = "50949edcb78a5d89b3994d1822adadc121fe63ff",
+    sha256 = "67c3649d3f7e88acfdf9ef0256a504a7c276a42b61191007ff8db87d9e4b9257",
+    git_commit = "837382acc92e8c51316aef6612c9d1501e825e5c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c472c35e5ecc32db6542717b9ee6381310295a9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Nov 2023 06:01:38 -0800
Subject: [PATCH 7020/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc5b6fbb-7312-4b50-aa2e-c939ed37d577

PiperOrigin-RevId: 585076142
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b2bca54bf31..d2da84265d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "67c3649d3f7e88acfdf9ef0256a504a7c276a42b61191007ff8db87d9e4b9257",
-    git_commit = "837382acc92e8c51316aef6612c9d1501e825e5c",
+    sha256 = "f6a7a30720cfa6f3b40d9a0773f20a99e0f8ee7516f90f0caab857568b6178a3",
+    git_commit = "f76a6f45183ae2dfea7815ac44585331d243fa89",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 658c19666b23aa659f9bbe5a76fecbdf836b97a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Nov 2023 12:01:45 -0800
Subject: [PATCH 7021/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/336826bb-3a0b-4bcb-9d37-d18b05497756

PiperOrigin-RevId: 585129436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d2da84265d7..c02e4bbdc42 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f6a7a30720cfa6f3b40d9a0773f20a99e0f8ee7516f90f0caab857568b6178a3",
-    git_commit = "f76a6f45183ae2dfea7815ac44585331d243fa89",
+    sha256 = "7892f0c8f702d8a988daef3c1b5d5091dd4c53e4c45ae448572e98c513ab98df",
+    git_commit = "f52cc58a7a0f3ffadda87fbb311cdd8cf702b28a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 795ec40cbd11e3e2b0a893b463da226d44e8a833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Nov 2023 18:01:26 -0800
Subject: [PATCH 7022/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5f5e6de4-28d9-488a-97bc-91515b5914dd

PiperOrigin-RevId: 585170802
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c02e4bbdc42..41ae6e7a6a4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7892f0c8f702d8a988daef3c1b5d5091dd4c53e4c45ae448572e98c513ab98df",
-    git_commit = "f52cc58a7a0f3ffadda87fbb311cdd8cf702b28a",
+    sha256 = "4182195483c4fe53f2da192dc533299b178e5d7ea61092b899e88867a8b53f77",
+    git_commit = "3f8022ead6ec3eb04073b7f1dff697593485bc69",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8e080df87cf07d8036e3fa1bcf8de4c99a1b6822 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Nov 2023 06:01:50 -0800
Subject: [PATCH 7023/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d09187f6-a560-405f-ab35-c06c66e1cb09

PiperOrigin-RevId: 585262543
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41ae6e7a6a4..c55986b5b6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4182195483c4fe53f2da192dc533299b178e5d7ea61092b899e88867a8b53f77",
-    git_commit = "3f8022ead6ec3eb04073b7f1dff697593485bc69",
+    sha256 = "09cca54af8df6b04757efc6044935983b08fd61728ec7bf04913d04768c98060",
+    git_commit = "0a95eea143dfd14ef7d17c4a91dc75cf4c628b3a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bbaa5a7165e06dd76f8f14691c0eb79d15b9d4fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 26 Nov 2023 06:01:43 -0800
Subject: [PATCH 7024/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/058e2444-73ad-4a8f-b22d-fbaf47c30d21

PiperOrigin-RevId: 585428639
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c55986b5b6f..9921b53da89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09cca54af8df6b04757efc6044935983b08fd61728ec7bf04913d04768c98060",
-    git_commit = "0a95eea143dfd14ef7d17c4a91dc75cf4c628b3a",
+    sha256 = "b3da5ed96dbae05be6544f385a72a7e0d027c9d6141c764ac0030ab99cebe4d1",
+    git_commit = "339d1da0acb87d63ee085d588367292c5a37a467",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5fda56c5d4548a72d665ff412235a5aef8b3ac43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Nov 2023 00:01:48 -0800
Subject: [PATCH 7025/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7827f3a9-c430-4174-9899-6cabe2d39840

PiperOrigin-RevId: 585549511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9921b53da89..a9de013e4c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3da5ed96dbae05be6544f385a72a7e0d027c9d6141c764ac0030ab99cebe4d1",
-    git_commit = "339d1da0acb87d63ee085d588367292c5a37a467",
+    sha256 = "5ef3f1418a7cd22b0a9cda9a2ed2effa6bbb041bee13999cc8be12911e3ceef8",
+    git_commit = "7b8dd63247d2d62254c3021c1f1188a60eb5eb85",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49db57c82a1879b3877a7fa2c9b65457a97cf0b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Nov 2023 06:01:38 -0800
Subject: [PATCH 7026/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eecae183-e432-4c95-aced-52ac7c781aff

PiperOrigin-RevId: 585628395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9de013e4c3..c7493dbfbe9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ef3f1418a7cd22b0a9cda9a2ed2effa6bbb041bee13999cc8be12911e3ceef8",
-    git_commit = "7b8dd63247d2d62254c3021c1f1188a60eb5eb85",
+    sha256 = "b8a8f773723de7839854dd2191d34fd617e9fa8c3b3f431484438b8591e37611",
+    git_commit = "a6ef29d96abae7df50eb7ff92e970a9d46fb17a5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5411333673a73f2c5f5f1cf6f434e5cbff2e7284 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Nov 2023 12:01:39 -0800
Subject: [PATCH 7027/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8a0b269-d8f3-40b2-84a5-80038b1fbbe6

PiperOrigin-RevId: 585720109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7493dbfbe9..21a2604cb4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8a8f773723de7839854dd2191d34fd617e9fa8c3b3f431484438b8591e37611",
-    git_commit = "a6ef29d96abae7df50eb7ff92e970a9d46fb17a5",
+    sha256 = "a8675011a035d7d96ef65c05db68b49d742d35ec71aef2673c2d85eceb4ce55c",
+    git_commit = "ff22936fb42e5e1f73951da1722494c2b0832954",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bffda0164618384a09d8b271a09df598bcdaf1d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 27 Nov 2023 18:01:38 -0800
Subject: [PATCH 7028/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3bc7218-28ca-453f-801a-4f0227f8fed3

PiperOrigin-RevId: 585810747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21a2604cb4f..29c2b3f60ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8675011a035d7d96ef65c05db68b49d742d35ec71aef2673c2d85eceb4ce55c",
-    git_commit = "ff22936fb42e5e1f73951da1722494c2b0832954",
+    sha256 = "b1dae1891ad8a47febdfb7eb12a0e51a1d0ee9a534973acff3e9f5fef306deca",
+    git_commit = "53c0900fdbb023ef48d582be01633083d98cadf4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1fe18486b385497bdecbcddab57178841d55095a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Nov 2023 00:01:44 -0800
Subject: [PATCH 7029/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/daeb07a0-9a8b-4ae7-8ee7-3762363866e4

PiperOrigin-RevId: 585870271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29c2b3f60ac..9a97f4ffc35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b1dae1891ad8a47febdfb7eb12a0e51a1d0ee9a534973acff3e9f5fef306deca",
-    git_commit = "53c0900fdbb023ef48d582be01633083d98cadf4",
+    sha256 = "a98670ae0840e934e6cf9c6f4cb104c7ba36291d61eead320c252ff6999b345d",
+    git_commit = "1f5111710d31cec6ab819eb8ed0f0332a8ac0835",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 817d5177b7b2a1184241ddb883fb93c7779becac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Nov 2023 06:01:51 -0800
Subject: [PATCH 7030/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/116f41ec-f539-4e54-83af-9b6c2b4e8f61

PiperOrigin-RevId: 585948674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a97f4ffc35..e81a8ef59d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a98670ae0840e934e6cf9c6f4cb104c7ba36291d61eead320c252ff6999b345d",
-    git_commit = "1f5111710d31cec6ab819eb8ed0f0332a8ac0835",
+    sha256 = "6c6bf1f41cc1109742db5ac30a9145481c097ae01c8fae20db98f12c1130a482",
+    git_commit = "b37d189391243ecebb9f9b930862e5239f4f6296",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d02d895d8562a88974debb25821686218c293a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Nov 2023 11:21:37 -0800
Subject: [PATCH 7031/8103] No-op.

PiperOrigin-RevId: 586048042
---
 tensorflow_serving/apis/BUILD | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 0795b47e263..b9ac7880214 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving APIs.
 
+load("//dart:build_defs.bzl", "dart_proto_library")
+
 # Placeholder: load py_library
 # Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
@@ -470,3 +472,13 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
+
+dart_proto_library(
+    name = "model_dart_proto",
+    deps = [":model_proto"],
+)
+
+dart_proto_library(
+    name = "predict_dart_proto",
+    deps = [":predict_proto"],
+)

From 7471826e8e0a30ebcc0f6a0d97a08bca66fabfda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Nov 2023 12:01:41 -0800
Subject: [PATCH 7032/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f224059-4f3b-48be-bf37-72e7c4d8229a

PiperOrigin-RevId: 586061417
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e81a8ef59d7..0ab2aaf2463 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c6bf1f41cc1109742db5ac30a9145481c097ae01c8fae20db98f12c1130a482",
-    git_commit = "b37d189391243ecebb9f9b930862e5239f4f6296",
+    sha256 = "bbd7b1dcdb0e3b19a65b6e2fc17a6ece9e6c32e7b9d1e8c39db46413f4876b5a",
+    git_commit = "bf02f8e3bf7fc57d33e64b2c448ad8e11305b5aa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5d7d0eab1df4789f010b9948707ca9d66f0aed19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Nov 2023 11:45:37 -0800
Subject: [PATCH 7033/8103] Internal change

PiperOrigin-RevId: 586741999
---
 tensorflow_serving/servables/tensorflow/BUILD | 20 +++++++++-
 .../servables/tensorflow/oss/BUILD            |  9 +++++
 .../servables/tensorflow/oss/run_options.h    | 33 ++++++++++++++++
 .../servables/tensorflow/run_options.h        | 27 +++++++++++++
 .../servables/tensorflow/run_options_base.h   | 38 +++++++++++++++++++
 .../servables/tensorflow/servable.h           | 14 ++-----
 6 files changed, 129 insertions(+), 12 deletions(-)
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/run_options.h
 create mode 100644 tensorflow_serving/servables/tensorflow/run_options.h
 create mode 100644 tensorflow_serving/servables/tensorflow/run_options_base.h

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 95f1e486b3c..6b2d07613ca 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1091,6 +1091,7 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":run_options",
         "//tensorflow_serving/apis:classification_cc_proto",
         "//tensorflow_serving/apis:get_model_metadata_cc_proto",
         "//tensorflow_serving/apis:inference_cc_proto",
@@ -1100,7 +1101,6 @@ cc_library(
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
-        "@com_google_absl//absl/time",
     ],
 )
 
@@ -1904,3 +1904,21 @@ cc_test(
         "@org_tensorflow//tensorflow/core/tfrt/graph_executor:test_config_proto_cc",
     ],
 )
+
+cc_library(
+    name = "run_options_base",
+    hdrs = ["run_options_base.h"],
+    compatible_with = ["//buildenv/target:non_prod"],
+    deps = [
+        "@com_google_absl//absl/time",
+    ],
+)
+
+cc_library(
+    name = "run_options",
+    hdrs = ["run_options.h"],
+    compatible_with = ["//buildenv/target:non_prod"],
+    deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
+        "//tensorflow_serving/servables/tensorflow/oss:run_options",
+    ]) + if_google(["//tensorflow_serving/servables/tensorflow/google:run_options"]),
+)
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index 884e02d65d1..bbb6ce4a8d8 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -33,3 +33,12 @@ cc_test(
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
+
+cc_library(
+    name = "run_options",
+    hdrs = ["run_options.h"],
+    compatible_with = ["//buildenv/target:non_prod"],
+    deps = [
+        "//tensorflow_serving/servables/tensorflow:run_options_base",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/oss/run_options.h b/tensorflow_serving/servables/tensorflow/oss/run_options.h
new file mode 100644
index 00000000000..b159979f26f
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/run_options.h
@@ -0,0 +1,33 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_RUN_OPTIONS_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_RUN_OPTIONS_H_
+
+#include "tensorflow_serving/servables/tensorflow/run_options_base.h"
+
+namespace tensorflow {
+namespace serving {
+namespace servables {
+
+// RunOptions group the configuration for individual inference executions.
+// The per-request configuration (e.g. deadline) can be passed here.
+struct RunOptions : public RunOptionsBase {};
+
+}  // namespace servables
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_RUN_OPTIONS_H_
diff --git a/tensorflow_serving/servables/tensorflow/run_options.h b/tensorflow_serving/servables/tensorflow/run_options.h
new file mode 100644
index 00000000000..5314c2d5188
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/run_options.h
@@ -0,0 +1,27 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RUN_OPTIONS_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RUN_OPTIONS_H_
+
+#include "tensorflow_serving/util/oss_or_google.h"
+
+#ifdef TENSORFLOW_SERVING_GOOGLE
+#include "tensorflow_serving/servables/tensorflow/google/run_options.h"
+#else
+#include "tensorflow_serving/servables/tensorflow/oss/run_options.h"
+#endif
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RUN_OPTIONS_H_
diff --git a/tensorflow_serving/servables/tensorflow/run_options_base.h b/tensorflow_serving/servables/tensorflow/run_options_base.h
new file mode 100644
index 00000000000..29fa260ab7b
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/run_options_base.h
@@ -0,0 +1,38 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RUN_OPTIONS_BASE_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_RUN_OPTIONS_BASE_H_
+
+#include <stdint.h>
+
+#include "absl/time/time.h"
+
+namespace tensorflow {
+namespace serving {
+namespace servables {
+
+// RunOptionsBase group the configuration for individual inference executions.
+// The per-request configuration (e.g. deadline) can be passed here.
+struct RunOptionsBase {
+  // Priority of the request. Some thread pool implementation will schedule
+  // ops based on the priority number. Larger number means higher
+  // priority.
+  int64_t priority = 1;
+  // The deadline for this request.
+  absl::Time deadline = absl::InfiniteFuture();
+};
+
+}  // namespace servables
+}  // namespace serving
+}  // namespace tensorflow
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_RUN_OPTIONS_BASE_H_
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 1481d24ee88..04cd6f42ee5 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -25,12 +25,13 @@ limitations under the License.
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
 #include "absl/strings/string_view.h"
-#include "absl/time/time.h"
+#include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
+#include "tensorflow_serving/servables/tensorflow/run_options.h"
 
 namespace tensorflow {
 namespace serving {
@@ -89,16 +90,7 @@ class Servable {
   // Returns the version associated with this servable.
   int64_t version() const { return version_; }
 
-  // RunOptions group the configuration for individual inference executions.
-  // The per-request configuration (e.g. deadline) can be passed here.
-  struct RunOptions {
-    // Priority of the request. Some thread pool implementation will schedule
-    // ops based on the priority number. Larger number means higher
-    // priority.
-    int64_t priority = 1;
-    // The deadline for this request.
-    absl::Time deadline = absl::InfiniteFuture();
-  };
+  using RunOptions = tensorflow::serving::servables::RunOptions;
 
   virtual absl::Status Classify(const RunOptions& run_options,
                                 const ClassificationRequest& request,

From 34521dc1d8ebce8c18a9acdbab49f0638ecb3398 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 30 Nov 2023 15:51:40 -0800
Subject: [PATCH 7034/8103] Upgrading Bazel version from 6.1.0 to 6.4.0

PiperOrigin-RevId: 586811479
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ab2aaf2463..fdcd4c644bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -37,7 +37,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check("6.1.0")
+versions.check("6.4.0")
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 801001bbf9f..6f26cd5378b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -78,7 +78,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.1.0
+ENV BAZEL_VERSION 6.4.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 66dd93e97e8..bd2e6cf02d8 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -110,7 +110,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.1.0
+ENV BAZEL_VERSION 6.4.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index a8d3dc06b59..983868a6355 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -78,7 +78,7 @@ RUN python -m pip --no-cache-dir install \
 ENV LD_LIBRARY_PATH="/usr/local/lib:${LD_LIBRARY_PATH}"
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.1.0
+ENV BAZEL_VERSION 6.4.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 4aed74931657cce1d12a9217e4ca928482843b4b Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 30 Nov 2023 15:54:59 -0800
Subject: [PATCH 7035/8103] Set xnn_enable_avxvnni=false in .bazelrc

PiperOrigin-RevId: 586812316
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index 483eace0cfb..f70c8d50050 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -35,6 +35,7 @@ build:mkl_aarch64 --copt=-march=armv8.2-a
 build:mkl_aarch64 --copt=-O3
 
 build --define=build_with_onednn_v2=true
+build --define=xnn_enable_avxvnni=false
 
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native

From b2def7125180127e4a25212bc8fd7301633104eb Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 30 Nov 2023 23:22:17 -0800
Subject: [PATCH 7036/8103] Add cuda-nvml-dev-11-8 to Dockerfile.gpu

PiperOrigin-RevId: 586905919
---
 tensorflow_serving/tools/docker/Dockerfile.gpu | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 88b0410fc34..d22772ff9e5 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -36,6 +36,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         ca-certificates \
         cuda-command-line-tools-11-8 \
         cuda-nvrtc-11-8 \
+        cuda-nvml-dev-11-8 \
         libcublas-11-8 \
         libcublas-dev-11-8 \
         libcufft-11-8 \

From b6bccceabd24d449f4c77eb77d34c49b8132459a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Dec 2023 03:18:07 -0800
Subject: [PATCH 7037/8103] Revert problem with incorrect Dart build rules and
 targets.

PiperOrigin-RevId: 586957042
---
 tensorflow_serving/apis/BUILD | 12 ------------
 1 file changed, 12 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b9ac7880214..0795b47e263 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,7 +1,5 @@
 # Description: Tensorflow Serving APIs.
 
-load("//dart:build_defs.bzl", "dart_proto_library")
-
 # Placeholder: load py_library
 # Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
@@ -472,13 +470,3 @@ cc_library(
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
-
-dart_proto_library(
-    name = "model_dart_proto",
-    deps = [":model_proto"],
-)
-
-dart_proto_library(
-    name = "predict_dart_proto",
-    deps = [":predict_proto"],
-)

From b8cf8d1c6940f80d48f15860c683e0b93adcdefa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Dec 2023 13:59:28 -0800
Subject: [PATCH 7038/8103] Internal change

PiperOrigin-RevId: 587111993
---
 tensorflow_serving/servables/tensorflow/BUILD     | 2 --
 tensorflow_serving/servables/tensorflow/oss/BUILD | 1 -
 2 files changed, 3 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 6b2d07613ca..5ea465a5742 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1908,7 +1908,6 @@ cc_test(
 cc_library(
     name = "run_options_base",
     hdrs = ["run_options_base.h"],
-    compatible_with = ["//buildenv/target:non_prod"],
     deps = [
         "@com_google_absl//absl/time",
     ],
@@ -1917,7 +1916,6 @@ cc_library(
 cc_library(
     name = "run_options",
     hdrs = ["run_options.h"],
-    compatible_with = ["//buildenv/target:non_prod"],
     deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
         "//tensorflow_serving/servables/tensorflow/oss:run_options",
     ]) + if_google(["//tensorflow_serving/servables/tensorflow/google:run_options"]),
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index bbb6ce4a8d8..4cb8bbaed44 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -37,7 +37,6 @@ cc_test(
 cc_library(
     name = "run_options",
     hdrs = ["run_options.h"],
-    compatible_with = ["//buildenv/target:non_prod"],
     deps = [
         "//tensorflow_serving/servables/tensorflow:run_options_base",
     ],

From 0ff6eaec7ecaec7055b2950f754baddec7072bbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Dec 2023 18:01:36 -0800
Subject: [PATCH 7039/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4054446-b679-4fb9-89a6-f5633dfb88b0

PiperOrigin-RevId: 587180714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdcd4c644bb..18a2898b5e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbd7b1dcdb0e3b19a65b6e2fc17a6ece9e6c32e7b9d1e8c39db46413f4876b5a",
-    git_commit = "bf02f8e3bf7fc57d33e64b2c448ad8e11305b5aa",
+    sha256 = "a0837df4937bd876c0c5653a47498bc68ed0e3d2f3f5f2fd8b57b7de87d5e1f3",
+    git_commit = "a93819e78c9031fde665eb47033bef86ea35c02b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20cc96a1c3a8af78b4e0b5a15558dee19a366fb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Dec 2023 00:04:54 -0800
Subject: [PATCH 7040/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/faf1c2da-129e-46ed-a6c0-f9be2ffb6623

PiperOrigin-RevId: 587252318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18a2898b5e0..5216e1130a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a0837df4937bd876c0c5653a47498bc68ed0e3d2f3f5f2fd8b57b7de87d5e1f3",
-    git_commit = "a93819e78c9031fde665eb47033bef86ea35c02b",
+    sha256 = "1145e01306631a4b51369e2c7ebae967b4a0743482d8fde089e704d4d1cb184f",
+    git_commit = "0922d15c80e32f435a1a8df1c4602d5e3865db15",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04dc3627ca71e9728e5dfc7847eb731bee215935 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Dec 2023 06:01:42 -0800
Subject: [PATCH 7041/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af3f41c8-d0f3-46ef-a43d-34b20f3a8395

PiperOrigin-RevId: 587299190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5216e1130a2..7ca10d34982 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1145e01306631a4b51369e2c7ebae967b4a0743482d8fde089e704d4d1cb184f",
-    git_commit = "0922d15c80e32f435a1a8df1c4602d5e3865db15",
+    sha256 = "9dd648f59feab253d1322b13315b3dbf5e63bde4e554b08c869769deca016a62",
+    git_commit = "5d94df816394d23c7183af3cb38eea3f16e4bd31",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 608cc6a188da02519c2c3b65086ddbc8c303f2cb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 2 Dec 2023 12:01:36 -0800
Subject: [PATCH 7042/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/029b6a24-4e97-4ceb-92da-7d561fbbd2eb

PiperOrigin-RevId: 587342375
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ca10d34982..6dc630cfd05 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dd648f59feab253d1322b13315b3dbf5e63bde4e554b08c869769deca016a62",
-    git_commit = "5d94df816394d23c7183af3cb38eea3f16e4bd31",
+    sha256 = "9019f422650b6372c9d8751c4ae786f20012978e8a74075293ae7d5321dfb0c0",
+    git_commit = "1fbe954cecc4ff8187dda75c4406689f2d4d909e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c1d977861fc0dda1afd1f6db8b21f018e264cb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 3 Dec 2023 06:04:59 -0800
Subject: [PATCH 7043/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ad9317a-e509-4a62-8636-ddc69f8e5952

PiperOrigin-RevId: 587478533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dc630cfd05..581abcfcef5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9019f422650b6372c9d8751c4ae786f20012978e8a74075293ae7d5321dfb0c0",
-    git_commit = "1fbe954cecc4ff8187dda75c4406689f2d4d909e",
+    sha256 = "4810f756afe2cb76bc1fec59368fc46472c913c81b013e78c3b593d4517e4405",
+    git_commit = "c93b77f1740066e07ee56db6ad7f41ee42637686",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f420bdeda4296e22d7fcee5e038e1a09909bf99f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Dec 2023 00:01:41 -0800
Subject: [PATCH 7044/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3a92cb87-d5ff-49b2-a177-8364c51c06f1

PiperOrigin-RevId: 587615856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 581abcfcef5..892907620fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4810f756afe2cb76bc1fec59368fc46472c913c81b013e78c3b593d4517e4405",
-    git_commit = "c93b77f1740066e07ee56db6ad7f41ee42637686",
+    sha256 = "c194ab6dacc2f4ef7c3606acdd5ce79e241c2fec9ccccd17a969f09238ac2a35",
+    git_commit = "6261f161aba7aade1844013ceb06cda8abc3dd2e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bec4a80f75372bdd82dc6cdaae47b310fd3582d8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Dec 2023 06:01:55 -0800
Subject: [PATCH 7045/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6ae26b9-9f2d-4c56-9744-ba8dba581ae8

PiperOrigin-RevId: 587691766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 892907620fd..a7c28ca85dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c194ab6dacc2f4ef7c3606acdd5ce79e241c2fec9ccccd17a969f09238ac2a35",
-    git_commit = "6261f161aba7aade1844013ceb06cda8abc3dd2e",
+    sha256 = "222b42aba8002ba432e52451fee5a3e94c9393b81e05370e9399bff9538f410f",
+    git_commit = "2fc145e8416520224497ea96bfacd56bf9602f1e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4693db35ff45a8f174e8927dc24207a7f851e526 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Dec 2023 12:02:49 -0800
Subject: [PATCH 7046/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a1929c10-025d-4b50-8d43-a57310ed0911

PiperOrigin-RevId: 587797930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7c28ca85dd..dc47144f72e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "222b42aba8002ba432e52451fee5a3e94c9393b81e05370e9399bff9538f410f",
-    git_commit = "2fc145e8416520224497ea96bfacd56bf9602f1e",
+    sha256 = "576702e98be412d4e035d05c93b5227fa8dd65a9d96e6e230c829f6938233cc0",
+    git_commit = "8d464245b33eaad42c5ea63cc15f182b04290483",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 028aac5bf94f21c60a74338cddc26a421b556141 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 4 Dec 2023 13:49:52 -0800
Subject: [PATCH 7047/8103] Add cuda-nvml-dev-11-8 to Dockerfile.devel-gpu (and
 remove from Dockerfile.gpu)

PiperOrigin-RevId: 587829824
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 1 +
 tensorflow_serving/tools/docker/Dockerfile.gpu       | 1 -
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index bd2e6cf02d8..fc33adf6218 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -37,6 +37,7 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         cuda-nvrtc-dev-11-8 \
         cuda-nvprune-11-8 \
         cuda-nvcc-11-8 \
+        cuda-nvml-dev-11-8 \
         cuda-cudart-dev-11-8 \
         libcufft-dev-11-8 \
         libcurand-dev-11-8 \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index d22772ff9e5..88b0410fc34 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -36,7 +36,6 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         ca-certificates \
         cuda-command-line-tools-11-8 \
         cuda-nvrtc-11-8 \
-        cuda-nvml-dev-11-8 \
         libcublas-11-8 \
         libcublas-dev-11-8 \
         libcufft-11-8 \

From 2f3754f68e143a56036a2517d320426e22aa78f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 4 Dec 2023 18:01:27 -0800
Subject: [PATCH 7048/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f246e1ab-4e68-4d76-a459-decba70719d1

PiperOrigin-RevId: 587896040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc47144f72e..88f4ae181c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "576702e98be412d4e035d05c93b5227fa8dd65a9d96e6e230c829f6938233cc0",
-    git_commit = "8d464245b33eaad42c5ea63cc15f182b04290483",
+    sha256 = "c545a1b19078901c093a2bdc2821163e35c8c3af0063df9bcff3f84e9879cac8",
+    git_commit = "6acc044ef96a44d3adc7fdb4a4a93cfb8af7389f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1f42b167ce20f38b980e209cb8e3f7cf28aa96f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 5 Dec 2023 00:01:50 -0800
Subject: [PATCH 7049/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6c97186-aec3-4b5a-9f77-e145afce9ce9

PiperOrigin-RevId: 587961871
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88f4ae181c0..09843a2557f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c545a1b19078901c093a2bdc2821163e35c8c3af0063df9bcff3f84e9879cac8",
-    git_commit = "6acc044ef96a44d3adc7fdb4a4a93cfb8af7389f",
+    sha256 = "19c302abae649c90f0a9ac2641715b16ddc6aeab1a68d6261df00e896013d039",
+    git_commit = "136624245327f83493daa0e354252b06a042c21c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b7fa1f61f217954cb7aaf1eed921188c8c0312e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Dec 2023 06:02:52 -0800
Subject: [PATCH 7050/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60ce4409-7226-4270-a2d9-0daf435f8d10

PiperOrigin-RevId: 588398946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09843a2557f..ae2087c5ac6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19c302abae649c90f0a9ac2641715b16ddc6aeab1a68d6261df00e896013d039",
-    git_commit = "136624245327f83493daa0e354252b06a042c21c",
+    sha256 = "bdc9c065daf14566b1aeefe2dd0710c61deea7c84ac47f83c1ac98668479c0b1",
+    git_commit = "82d69784df3e4a6ad0bb4cbc0923dd7cece193df",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27ce9917163345456be46f5dc05ff1fb231666b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Dec 2023 12:01:51 -0800
Subject: [PATCH 7051/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1ac7ba2-5d4a-41e1-a461-b4c7139a1c0b

PiperOrigin-RevId: 588501271
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae2087c5ac6..dbf2618496b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdc9c065daf14566b1aeefe2dd0710c61deea7c84ac47f83c1ac98668479c0b1",
-    git_commit = "82d69784df3e4a6ad0bb4cbc0923dd7cece193df",
+    sha256 = "5cbcbc29c10af9bf99108febb055032d31b97df7bcd911e301460cd4312632b1",
+    git_commit = "7c73a1856b4387c6ea5f08b0c1c7e37f46be618f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8ded4cead4fdc0ae6aee0c93991c02c713f1b0eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Dec 2023 12:23:46 -0800
Subject: [PATCH 7052/8103] OSS tfrt_http_api_handler*.

PiperOrigin-RevId: 588507780
---
 tensorflow_serving/model_servers/BUILD        |  62 ++
 .../tfrt_http_rest_api_handler.cc             | 268 +++++++++
 .../tfrt_http_rest_api_handler.h              | 132 +++++
 .../tfrt_http_rest_api_handler_test.cc        | 541 ++++++++++++++++++
 4 files changed, 1003 insertions(+)
 create mode 100644 tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
 create mode 100644 tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h
 create mode 100644 tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d11434eada6..8813b3d1b98 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -350,6 +350,68 @@ cc_library(
     ],
 )
 
+cc_library(
+    name = "tfrt_http_rest_api_handler",
+    srcs = ["tfrt_http_rest_api_handler.cc"],
+    hdrs = ["tfrt_http_rest_api_handler.h"],
+    visibility = ["//visibility:public"],
+    deps = [
+        "//tensorflow_serving/apis:model_cc_proto",
+        "//tensorflow_serving/apis:predict_cc_proto",
+        "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/model_servers:get_model_status_impl",
+        "//tensorflow_serving/model_servers:http_rest_api_handler_base",
+        "//tensorflow_serving/model_servers:http_rest_api_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:servable",
+        "//tensorflow_serving/servables/tensorflow:tfrt_get_model_metadata_impl",
+        "//tensorflow_serving/servables/tensorflow:tfrt_servable",
+        "//tensorflow_serving/util:json_tensor",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@com_google_absl//absl/types:optional",
+        "@com_googlesource_code_re2//:re2",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model",
+    ],
+)
+
+cc_test(
+    name = "tfrt_http_rest_api_handler_test",
+    size = "medium",
+    srcs = ["tfrt_http_rest_api_handler_test.cc"],
+    data = [
+        "//tensorflow_serving/servables/tensorflow/testdata:saved_model_half_plus_two_2_versions_metadata.json",
+        "@org_tensorflow//tensorflow/cc/saved_model:saved_model_half_plus_two",
+    ],
+    deps = [
+        ":tfrt_http_rest_api_handler",
+        "//tensorflow_serving/core:availability_preserving_policy",
+        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/model_servers:model_platform_types",
+        "//tensorflow_serving/model_servers:platform_config_util",
+        "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:tfrt_saved_model_source_adapter",
+        "//tensorflow_serving/servables/tensorflow:tfrt_saved_model_source_adapter_cc_proto",
+        "//tensorflow_serving/test_util",
+        "@com_github_tencent_rapidjson//:rapidjson",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/time",
+        "@com_google_googletest//:gtest",
+        "@com_googlesource_code_re2//:re2",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
+    ],
+)
+
 # This is not inlined by tools bcos inlining non-constant values
 # is not provably safe.
 SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
new file mode 100644
index 00000000000..52436035e53
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
@@ -0,0 +1,268 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h"
+
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "google/protobuf/any.pb.h"
+#include "absl/status/status.h"
+#include "absl/strings/escaping.h"
+#include "absl/strings/numbers.h"
+#include "absl/strings/str_cat.h"
+#include "absl/strings/str_replace.h"
+#include "absl/strings/string_view.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/platform/errors.h"
+#include "tensorflow_serving/apis/model.pb.h"
+#include "tensorflow_serving/apis/predict.pb.h"
+#include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/model_servers/get_model_status_impl.h"
+#include "tensorflow_serving/model_servers/http_rest_api_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
+#include "tensorflow_serving/util/json_tensor.h"
+
+namespace tensorflow {
+namespace serving {
+
+using tensorflow::serving::ServerCore;
+
+const char* const TFRTHttpRestApiHandler::kPathRegex =
+    kHTTPRestApiHandlerPathRegex;
+
+TFRTHttpRestApiHandler::TFRTHttpRestApiHandler(int timeout_in_ms,
+                                               ServerCore* core)
+    : run_options_(),
+      timeout_(absl::Milliseconds(timeout_in_ms)),
+      core_(core) {}
+
+TFRTHttpRestApiHandler::~TFRTHttpRestApiHandler() {}
+
+Status TFRTHttpRestApiHandler::ProcessRequest(
+    const absl::string_view http_method, const absl::string_view request_path,
+    const absl::string_view request_body,
+    std::vector<std::pair<std::string, std::string>>* headers,
+    std::string* model_name, std::string* method, std::string* output) {
+  headers->clear();
+  output->clear();
+  AddHeaders(headers);
+
+  std::string model_subresource;
+  Status status = errors::InvalidArgument("Malformed request: ", http_method,
+                                          " ", request_path);
+  absl::optional<int64_t> model_version;
+  absl::optional<std::string> model_version_label;
+  bool parse_successful;
+
+  TF_RETURN_IF_ERROR(ParseModelInfo(
+      http_method, request_path, model_name, &model_version,
+      &model_version_label, method, &model_subresource, &parse_successful));
+
+  auto run_options = run_options_;
+  run_options.deadline = absl::Now() + timeout_;
+
+  // Dispatch request to appropriate processor
+  if (http_method == "POST" && parse_successful) {
+    if (*method == "classify") {
+      status = ProcessClassifyRequest(*model_name, model_version,
+                                      model_version_label, request_body,
+                                      run_options, output);
+    } else if (*method == "regress") {
+      status =
+          ProcessRegressRequest(*model_name, model_version, model_version_label,
+                                request_body, run_options, output);
+    } else if (*method == "predict") {
+      status =
+          ProcessPredictRequest(*model_name, model_version, model_version_label,
+                                request_body, run_options, output);
+    }
+  } else if (http_method == "GET" && parse_successful) {
+    if (!model_subresource.empty() && model_subresource == "metadata") {
+      status = ProcessModelMetadataRequest(*model_name, model_version,
+                                           model_version_label, output);
+    } else {
+      status = ProcessModelStatusRequest(
+          *model_name, model_version, model_version_label, run_options, output);
+    }
+  }
+
+  MakeJsonFromStatus(status, output);
+  return status;
+}
+
+Status TFRTHttpRestApiHandler::ProcessClassifyRequest(
+    const absl::string_view model_name,
+    const absl::optional<int64_t>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    const absl::string_view request_body,
+    const Servable::RunOptions& run_options, std::string* output) {
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<ClassificationRequest>(&arena);
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request->mutable_model_spec()));
+  TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, request));
+
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<ClassificationResponse>(&arena);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  TF_RETURN_IF_ERROR(servable->Classify(run_options, *request, response));
+  TF_RETURN_IF_ERROR(
+      MakeJsonFromClassificationResult(response->result(), output));
+  return Status();
+}
+
+Status TFRTHttpRestApiHandler::ProcessRegressRequest(
+    const absl::string_view model_name,
+    const absl::optional<int64_t>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    const absl::string_view request_body,
+    const Servable::RunOptions& run_options, std::string* output) {
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<RegressionRequest>(&arena);
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request->mutable_model_spec()));
+  TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, request));
+
+  auto* response = ::google::protobuf::Arena::CreateMessage<RegressionResponse>(&arena);
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  TF_RETURN_IF_ERROR(servable->Regress(run_options, *request, response));
+  return MakeJsonFromRegressionResult(response->result(), output);
+}
+
+Status TFRTHttpRestApiHandler::ProcessPredictRequest(
+    const absl::string_view model_name,
+    const absl::optional<int64_t>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    const absl::string_view request_body,
+    const Servable::RunOptions& run_options, std::string* output) {
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<PredictRequest>(&arena);
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request->mutable_model_spec()));
+
+  JsonPredictRequestFormat format;
+  TF_RETURN_IF_ERROR(FillPredictRequestFromJson(
+      request_body,
+      [this, request](const std::string& sig,
+                      ::google::protobuf::Map<std::string, TensorInfo>* map) {
+        return this->GetInfoMap(request->model_spec(), sig, map);
+      },
+      request, &format));
+
+  auto* response = ::google::protobuf::Arena::CreateMessage<PredictResponse>(&arena);
+
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(
+      core_->GetServableHandle(request->model_spec(), &servable));
+  TF_RETURN_IF_ERROR(servable->Predict(run_options, *request, response));
+
+  TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
+  return Status();
+}
+
+Status TFRTHttpRestApiHandler::ProcessModelStatusRequest(
+    const absl::string_view model_name,
+    const absl::optional<int64_t>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    const Servable::RunOptions& run_options, std::string* output) {
+  // We do not yet support returning status of all models
+  // to be in-sync with the gRPC GetModelStatus API.
+  if (model_name.empty()) {
+    return errors::InvalidArgument("Missing model name in request.");
+  }
+
+  ::google::protobuf::Arena arena;
+
+  auto* request = ::google::protobuf::Arena::CreateMessage<GetModelStatusRequest>(&arena);
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request->mutable_model_spec()));
+
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<GetModelStatusResponse>(&arena);
+  TF_RETURN_IF_ERROR(
+      GetModelStatusImpl::GetModelStatus(core_, *request, response));
+  return ToJsonString(*response, output);
+}
+
+Status TFRTHttpRestApiHandler::ProcessModelMetadataRequest(
+    const absl::string_view model_name,
+    const absl::optional<int64_t>& model_version,
+    const absl::optional<absl::string_view>& model_version_label,
+    std::string* output) {
+  if (model_name.empty()) {
+    return errors::InvalidArgument("Missing model name in request.");
+  }
+
+  ::google::protobuf::Arena arena;
+
+  auto* request =
+      ::google::protobuf::Arena::CreateMessage<GetModelMetadataRequest>(&arena);
+  // We currently only support the kSignatureDef metadata field
+  request->add_metadata_field(std::string(kSignatureDef));
+  TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
+      model_name, model_version, model_version_label,
+      request->mutable_model_spec()));
+
+  auto* response =
+      ::google::protobuf::Arena::CreateMessage<GetModelMetadataResponse>(&arena);
+  TF_RETURN_IF_ERROR(
+      TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response));
+
+  return ToJsonString(*response, output);
+}
+
+Status TFRTHttpRestApiHandler::GetInfoMap(
+    const ModelSpec& model_spec, const std::string& signature_name,
+    ::google::protobuf::Map<std::string, tensorflow::TensorInfo>* infomap) {
+  ServableHandle<Servable> servable;
+  TF_RETURN_IF_ERROR(core_->GetServableHandle(model_spec, &servable));
+  auto& saved_model =
+      down_cast<TfrtSavedModelServable*>(servable.get())->saved_model();
+  const std::string& signame =
+      signature_name.empty() ? kDefaultServingSignatureDefKey : signature_name;
+  auto iter = saved_model.GetMetaGraphDef().signature_def().find(signame);
+  if (iter == saved_model.GetMetaGraphDef().signature_def().end()) {
+    return errors::InvalidArgument("Serving signature name: \"", signame,
+                                   "\" not found in signature def");
+  }
+  *infomap = iter->second.inputs();
+  return Status();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h
new file mode 100644
index 00000000000..f62223cea9e
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h
@@ -0,0 +1,132 @@
+/* Copyright 2020 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_HTTP_REST_API_HANDLER_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_HTTP_REST_API_HANDLER_H_
+
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "absl/strings/string_view.h"
+#include "absl/time/time.h"
+#include "absl/types/optional.h"
+#include "re2/re2.h"
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/protobuf/config.pb.h"
+#include "tensorflow/core/protobuf/meta_graph.pb.h"
+#include "tensorflow_serving/model_servers/http_rest_api_handler_base.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
+
+namespace tensorflow {
+
+class SignatureDef;
+
+namespace serving {
+
+class ServerCore;
+class TensorflowPredictor;
+class ModelSpec;
+
+// TFRTHttpRestApiHandler handles HTTP/REST APIs of TF serving.
+//
+// Currently supported APIs are as follows:
+//
+// o Inference - Classify/Regress/Predict
+//
+//   POST /v1/models/<model_name>:(classify|regress)
+//   POST /v1/models/<model_name>/versions/<ver>:(classify|regress)
+//
+// o Model status
+//
+//   GET /v1/models/<model_name> (status of all versions)
+//   GET /v1/models/<model_name>/versions/<ver> (status of specific version)
+//
+// The API is documented here:
+// tensorflow_serving/g3doc/api_rest.md
+//
+// Users of this class should typically create one instance of it at process
+// startup, register paths defined by kPathRegex with the in-process HTTP
+// server, and when a request arrives, forward the request to ProcessRequest()
+// method.
+//
+// This class is thread safe.
+class TFRTHttpRestApiHandler : public HttpRestApiHandlerBase {
+ public:
+  // Returns a regex that captures all API paths handled by this handler.
+  // Typical use of this method is to register request paths with underlying
+  // HTTP server, so incoming requests can be forwarded to this handler.
+  static const char* const kPathRegex;
+
+  // API calls are configured to timeout after `timeout_in_ms`.
+  // `core` is not owned and is expected to outlive HttpRestApiHandler
+  // instance.
+  TFRTHttpRestApiHandler(int timeout_in_ms, ServerCore* core);
+
+  ~TFRTHttpRestApiHandler() override;
+
+  // Process a HTTP request.
+  //
+  // In case of errors, the `headers` and `output` are still relevant as they
+  // contain detailed error messages, that can be relayed back to the client.
+  Status ProcessRequest(const absl::string_view http_method,
+                        const absl::string_view request_path,
+                        const absl::string_view request_body,
+                        std::vector<std::pair<string, string>>* headers,
+                        string* model_name, string* method,
+                        string* output) override;
+
+ private:
+  Status ProcessClassifyRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64_t>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body,
+      const Servable::RunOptions& run_options, string* output);
+  Status ProcessRegressRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64_t>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body,
+      const Servable::RunOptions& run_options, string* output);
+  Status ProcessPredictRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64_t>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const absl::string_view request_body,
+      const Servable::RunOptions& run_options, string* output);
+  Status ProcessModelStatusRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64_t>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      const Servable::RunOptions& run_options, string* output);
+  Status ProcessModelMetadataRequest(
+      const absl::string_view model_name,
+      const absl::optional<int64_t>& model_version,
+      const absl::optional<absl::string_view>& model_version_label,
+      string* output);
+  Status GetInfoMap(const ModelSpec& model_spec, const string& signature_name,
+                    ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap);
+
+  const Servable::RunOptions run_options_;
+  absl::Duration timeout_;
+  ServerCore* core_;
+};
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_TFRT_HTTP_REST_API_HANDLER_H_
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
new file mode 100644
index 00000000000..c038878f276
--- /dev/null
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
@@ -0,0 +1,541 @@
+/* Copyright 2018 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/model_servers/tfrt_http_rest_api_handler.h"
+
+#include <limits>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "rapidjson/document.h"
+#include "rapidjson/error/en.h"
+#include <gmock/gmock.h>
+#include <gtest/gtest.h>
+#include "absl/strings/escaping.h"
+#include "absl/strings/str_cat.h"
+#include "absl/time/clock.h"
+#include "absl/time/time.h"
+#include "re2/re2.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tensorflow_serving/core/availability_preserving_policy.h"
+#include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/model_servers/platform_config_util.h"
+#include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
+#include "tensorflow_serving/test_util/test_util.h"
+
+namespace tensorflow {
+namespace serving {
+namespace {
+
+using ::testing::HasSubstr;
+using ::testing::UnorderedElementsAreArray;
+
+constexpr char kTestModelName[] = "saved_model_half_plus_two_2_versions";
+constexpr int kTestModelVersion1 = 123;
+constexpr char kTestModelVersionLabel[] = "Version_Label";
+constexpr char kNonexistentModelVersionLabel[] = "Version_Nonexistent";
+constexpr char kTestModelBasePath[] = "cc/saved_model/testdata/half_plus_two";
+
+using HeaderList = std::vector<std::pair<string, string>>;
+
+class TFRTHttpRestApiHandlerTest : public ::testing::Test {
+ public:
+  static void SetUpTestSuite() {
+    tfrt_stub::SetGlobalRuntime(
+        tfrt_stub::Runtime::Create(/*num_inter_op_threads=*/4));
+
+    TF_ASSERT_OK(CreateServerCore(&server_core_));
+
+    const int total = 1;  // Number of models expected to be loaded.
+    int count = 0;
+    while ((count = server_core_->ListAvailableServableIds().size()) < total) {
+      LOG(INFO) << "Available servables: " << count << " waiting for " << total;
+      absl::SleepFor(absl::Milliseconds(500));
+    }
+    for (const auto& s : server_core_->ListAvailableServableIds()) {
+      LOG(INFO) << "Available servable: " << s.DebugString();
+    }
+  }
+
+  static void TearDownTestSuite() { server_core_.reset(); }
+
+ protected:
+  TFRTHttpRestApiHandlerTest()
+      : handler_(/*timeout_in_ms=*/10000, GetServerCore()) {}
+
+  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+    ModelServerConfig config;
+    auto model_config = config.mutable_model_config_list()->add_config();
+    model_config->set_name(kTestModelName);
+    model_config->set_base_path(
+        test_util::TensorflowTestSrcDirPath(kTestModelBasePath));
+    auto* specific_versions =
+        model_config->mutable_model_version_policy()->mutable_specific();
+    specific_versions->add_versions(kTestModelVersion1);
+    model_config->set_model_platform(kTensorFlowModelPlatform);
+
+    // For ServerCore Options, we leave servable_state_monitor_creator
+    // unspecified so the default servable_state_monitor_creator will be used.
+    ServerCore::Options options;
+    options.model_server_config = config;
+    PlatformConfigMap platform_config_map;
+    ::google::protobuf::Any source_adapter_config;
+    TfrtSavedModelSourceAdapterConfig saved_model_bundle_source_adapter_config;
+    *saved_model_bundle_source_adapter_config.mutable_saved_model_config()
+         ->mutable_legacy_config() = SessionBundleConfig();
+    source_adapter_config.PackFrom(saved_model_bundle_source_adapter_config);
+    (*(*platform_config_map
+            .mutable_platform_configs())[kTensorFlowModelPlatform]
+          .mutable_source_adapter_config()) = source_adapter_config;
+    options.platform_config_map = platform_config_map;
+    options.aspired_version_policy =
+        std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
+    // Reduce the number of initial load threads to be num_load_threads to avoid
+    // timing out in tests.
+    options.num_initial_load_threads = options.num_load_threads;
+    TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), server_core));
+
+    // Reload config with version labels map
+    (*model_config->mutable_version_labels())[kTestModelVersionLabel] =
+        kTestModelVersion1;
+    return server_core->get()->ReloadConfig(config);
+  }
+
+  string GetJsonErrorMsg(const string& json) {
+    rapidjson::Document doc;
+    if (doc.Parse(json.c_str()).HasParseError()) {
+      return absl::StrCat("JSON Parse error: ",
+                          rapidjson::GetParseError_En(doc.GetParseError()),
+                          " for doc: ", json);
+    }
+    if (!doc.IsObject()) {
+      return absl::StrCat("JSON does not have top-level object: ", json);
+    }
+    const auto itr = doc.FindMember("error");
+    if (itr == doc.MemberEnd() || !itr->value.IsString()) {
+      return absl::StrCat("JSON object does not have \'error\' key: ", json);
+    }
+    string escaped_errmsg;
+    escaped_errmsg.assign(itr->value.GetString(), itr->value.GetStringLength());
+    string errmsg;
+    string unescaping_error;
+    if (!absl::CUnescape(escaped_errmsg, &errmsg, &unescaping_error)) {
+      return absl::StrCat("Error unescaping JSON error message: ",
+                          unescaping_error);
+    }
+    return errmsg;
+  }
+
+  ServerCore* GetServerCore() { return server_core_.get(); }
+
+  TFRTHttpRestApiHandler handler_;
+
+ private:
+  static std::unique_ptr<ServerCore> server_core_;
+};
+
+std::unique_ptr<ServerCore> TFRTHttpRestApiHandlerTest::server_core_;
+
+Status CompareJson(const string& json1, const string& json2) {
+  rapidjson::Document doc1;
+  if (doc1.Parse(json1.c_str()).HasParseError()) {
+    return errors::InvalidArgument(
+        "JSON Parse error: ", rapidjson::GetParseError_En(doc1.GetParseError()),
+        " at offset: ", doc1.GetErrorOffset(), " JSON: ", json1);
+  }
+  rapidjson::Document doc2;
+  if (doc2.Parse(json2.c_str()).HasParseError()) {
+    return errors::InvalidArgument(
+        "JSON Parse error: ", rapidjson::GetParseError_En(doc2.GetParseError()),
+        " at offset: ", doc2.GetErrorOffset(), " JSON: ", json2);
+  }
+  if (doc1 != doc2) {
+    return errors::InvalidArgument("JSON Different. JSON1: ", json1,
+                                   "JSON2: ", json2);
+  }
+  return Status();
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, kPathRegex) {
+  EXPECT_TRUE(RE2::FullMatch("/v1/models", handler_.kPathRegex));
+  EXPECT_FALSE(RE2::FullMatch("/statuspage", handler_.kPathRegex));
+  EXPECT_FALSE(RE2::FullMatch("/index", handler_.kPathRegex));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, UnsupportedApiCalls) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
+                                   &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("POST", "/v1/foo", "", &headers, &model_name,
+                                   &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("GET", "/v1/models", "", &headers,
+                                   &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Missing model name"));
+
+  status = handler_.ProcessRequest("POST", "/v1/models", "", &headers,
+                                   &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
+                                   &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50:predict",
+                                   "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("POST", "/v1/models/foo/version/50:regress",
+                                   "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status =
+      handler_.ProcessRequest("POST", "/v1/models/foo/versions/HELLO:regress",
+                              "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/foo/versions/",
+                   std::numeric_limits<uint64_t>::max(), ":regress"),
+      "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
+
+  status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
+                                   &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status =
+      handler_.ProcessRequest("POST", "/v1/models/foo/label/some_label:regress",
+                              "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest(
+      "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
+      &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+
+  status = handler_.ProcessRequest("POST",
+                                   "/v1/models/foo/versions/some_label:regress",
+                                   "", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, PredictModelNameVersionErrors) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  // 'foo' is not a valid model name.
+  status = handler_.ProcessRequest("POST", "/v1/models/foo:predict",
+                                   R"({ "instances": [1] })", &headers,
+                                   &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsNotFound(status));
+
+  // 'foo' is not a valid model name.
+  status = handler_.ProcessRequest("POST", "/v1/models/foo/versions/50:predict",
+                                   R"({ "instances": [1] })", &headers,
+                                   &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsNotFound(status));
+
+  // Valid model name, but invalid version number (99).
+  status = handler_.ProcessRequest(
+      "POST", absl::StrCat("/v1/models/", kTestModelName, "99:predict"),
+      R"({ "instances": [1] })", &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsNotFound(status));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  const string& req_path =
+      absl::StrCat("/v1/models/", kTestModelName, ":predict");
+
+  // Empty document.
+  status = handler_.ProcessRequest("POST", req_path, "", &headers, &model_name,
+                                   &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(),
+              HasSubstr("JSON Parse error: The document is empty"));
+
+  // Badly formatted JSON.
+  status = handler_.ProcessRequest("POST", req_path, "instances = [1, 2]",
+                                   &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("JSON Parse error: Invalid value"));
+
+  // Incorrect type.
+  status = handler_.ProcessRequest("POST", req_path,
+                                   R"({ "instances": ["x", "y"] })", &headers,
+                                   &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("not of expected type: float"));
+
+  // Nonexistent version label.
+  status = handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kNonexistentModelVersionLabel, ":predict"),
+      R"({ "instances": ["x", "y"] })", &headers, &model_name, &method,
+      &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(),
+              HasSubstr("Unrecognized servable version label"));
+
+  // Incorrect signature_name type.
+  status =
+      handler_.ProcessRequest("POST", req_path, R"({ "signature_name": 100 })",
+                              &headers, &model_name, &method, &output);
+  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(GetJsonErrorMsg(output),
+              HasSubstr("'signature_name' key must be a string value."));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, Predict) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  // Query latest version.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST", absl::StrCat("/v1/models/", kTestModelName, ":predict"),
+      R"({"instances": [[1.0, 2.0], [3.0, 4.0]]})", &headers, &model_name,
+      &method, &output));
+  TF_EXPECT_OK(
+      CompareJson(output, R"({ "predictions": [[2.5, 3.0], [3.5, 4.0]] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
+                   kTestModelVersion1, ":predict"),
+      R"({"instances": [1.0, 2.0]})", &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [2.5, 3.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions using a version label.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":predict"),
+      R"({"instances": [1.0, 2.0]})", &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [2.5, 3.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions with explicit signature_name.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
+                   kTestModelVersion1, ":predict"),
+      R"({"signature_name": "serving_default", "instances": [3.0, 4.0]})",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "predictions": [3.5, 4.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions with explicit signature_name and columnar inputs.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
+                   kTestModelVersion1, ":predict"),
+      R"({"signature_name": "serving_default", "inputs": [3.0, 4.0]})",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "outputs": [3.5, 4.0] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, Regress) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  // Query latest version.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST", absl::StrCat("/v1/models/", kTestModelName, ":regress"),
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/versions/",
+                   kTestModelVersion1, ":regress"),
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions using a version label.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":regress"),
+      R"({"signature_name": "regress_x_to_y", "examples": [ { "x": 80.0 } ] })",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [42] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, Classify) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+  // Query latest version.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST", absl::StrCat("/v1/models/", kTestModelName, ":classify"),
+      R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 20.0 } ] })",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 12]]] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+
+  // Query specific versions using a version label.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "POST",
+      absl::StrCat("/v1/models/", kTestModelName, "/labels/",
+                   kTestModelVersionLabel, ":classify"),
+      R"({"signature_name": "classify_x_to_y", "examples": [ { "x": 10.0 } ] })",
+      &headers, &model_name, &method, &output));
+  TF_EXPECT_OK(CompareJson(output, R"({ "results": [[["", 7]]] })"));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, GetStatus) {
+  HeaderList headers;
+  string model_name, method, output;
+  Status status;
+
+  // Get status for all versions.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "GET", absl::StrCat("/v1/models/", kTestModelName), "", &headers,
+      &model_name, &method, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
+
+  // Get status of specific version.
+  TF_EXPECT_OK(
+      handler_.ProcessRequest("GET",
+                              absl::StrCat("/v1/models/", kTestModelName,
+                                           "/versions/", kTestModelVersion1),
+                              "", &headers, &model_name, &method, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
+
+  // Get status of specific version using a version label.
+  TF_EXPECT_OK(
+      handler_.ProcessRequest("GET",
+                              absl::StrCat("/v1/models/", kTestModelName,
+                                           "/labels/", kTestModelVersionLabel),
+                              "", &headers, &model_name, &method, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  TF_EXPECT_OK(CompareJson(output, R"({
+     "model_version_status": [
+      {
+       "version": "123",
+       "state": "AVAILABLE",
+       "status": {
+       "error_code": "OK",
+       "error_message": ""
+       }
+      }
+     ]
+    })"));
+}
+
+TEST_F(TFRTHttpRestApiHandlerTest, GetModelMetadata) {
+  HeaderList headers;
+  string model_name, method, output;
+
+  string test_file_contents;
+
+  // Get model metadata without specifying version.
+  TF_EXPECT_OK(handler_.ProcessRequest(
+      "GET", absl::StrCat("/v1/models/", kTestModelName, "/metadata"), "",
+      &headers, &model_name, &method, &output));
+  EXPECT_THAT(headers, UnorderedElementsAreArray(
+                           (HeaderList){{"Content-Type", "application/json"}}));
+  const string fname = absl::StrCat(
+      "./tensorflow_serving/servables/tensorflow/testdata/"
+      "saved_model_half_plus_two_2_versions_metadata.json");
+  TF_EXPECT_OK(tensorflow::ReadFileToString(tensorflow::Env::Default(), fname,
+                                            &test_file_contents));
+  TF_EXPECT_OK(CompareJson(output, test_file_contents));
+}
+
+}  // namespace
+}  // namespace serving
+}  // namespace tensorflow

From 87206e58952570306654a67406f5ee3980ab29d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 6 Dec 2023 18:01:33 -0800
Subject: [PATCH 7053/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e09716f-9f5b-4411-aada-5e2c15016380

PiperOrigin-RevId: 588600927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dbf2618496b..ea04962a974 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5cbcbc29c10af9bf99108febb055032d31b97df7bcd911e301460cd4312632b1",
-    git_commit = "7c73a1856b4387c6ea5f08b0c1c7e37f46be618f",
+    sha256 = "218d8e2d8c25187d40f7e66ca8b27ca805a89f708b0fc6c370f94ee6dd08d160",
+    git_commit = "02427d4aef145a5a415de7d6d179102390c5604d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c47890db08dbd8b654fd475180ccd78323437791 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Dec 2023 00:02:06 -0800
Subject: [PATCH 7054/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f72fe8b-ca6a-45f9-8441-ef80fab658e4

PiperOrigin-RevId: 588678180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea04962a974..19b29c2c46f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "218d8e2d8c25187d40f7e66ca8b27ca805a89f708b0fc6c370f94ee6dd08d160",
-    git_commit = "02427d4aef145a5a415de7d6d179102390c5604d",
+    sha256 = "8cb05f9bbddf55ec288211b247c40bebb08d36d81c2b19d1e6d360630736a4d3",
+    git_commit = "2f1050a109b859d3a3797185de496ac5730887b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f011a5f3638e82fb8db525c44a75a95e47fc3baa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Dec 2023 06:02:04 -0800
Subject: [PATCH 7055/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d68d8665-c1c4-4f43-8473-f09e35dc497c

PiperOrigin-RevId: 588765292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19b29c2c46f..21f902f218b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8cb05f9bbddf55ec288211b247c40bebb08d36d81c2b19d1e6d360630736a4d3",
-    git_commit = "2f1050a109b859d3a3797185de496ac5730887b0",
+    sha256 = "d4abef8affa151b66de00402d7eeac56f79f198844b95b4198b95b4c4a99861e",
+    git_commit = "d39143f54af54b2d70402b0a9d1ad10cfed23979",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 18d2da5c5cdd505eb62ea4bb2cd6c8183ab7d6c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Dec 2023 12:01:44 -0800
Subject: [PATCH 7056/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8f4a669-2b1e-49a7-a6f9-f0c41508110d

PiperOrigin-RevId: 588866141
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 21f902f218b..5ff7173c679 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4abef8affa151b66de00402d7eeac56f79f198844b95b4198b95b4c4a99861e",
-    git_commit = "d39143f54af54b2d70402b0a9d1ad10cfed23979",
+    sha256 = "1c861f4118030e9116a77403fe537ff72bb59a9edc58ce1aba90ea93e037b931",
+    git_commit = "fb0a3c3f1de69055244e3de1720c1bdaf5a4a184",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 95fdb87e1e0dcb6ef8f54b681f9c429c8cde7ce5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Dec 2023 18:01:36 -0800
Subject: [PATCH 7057/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8ea72bf1-604a-4794-a5d6-facbebde1a1d

PiperOrigin-RevId: 588966396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5ff7173c679..53aacd18b21 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1c861f4118030e9116a77403fe537ff72bb59a9edc58ce1aba90ea93e037b931",
-    git_commit = "fb0a3c3f1de69055244e3de1720c1bdaf5a4a184",
+    sha256 = "4fcf57eb5f9a2313c3d3606f48e549bc8e50a7fc42947ec9d1db29fbb1ed217f",
+    git_commit = "6253e3ee05566130677399ae7c9e873639ef38b1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 20ecd4d2450ad9dc11467e1b1c13d13e1d2905f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Dec 2023 00:01:38 -0800
Subject: [PATCH 7058/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d27c64a-4220-4e47-91dc-3d375eb43280

PiperOrigin-RevId: 589033641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53aacd18b21..43654f671f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fcf57eb5f9a2313c3d3606f48e549bc8e50a7fc42947ec9d1db29fbb1ed217f",
-    git_commit = "6253e3ee05566130677399ae7c9e873639ef38b1",
+    sha256 = "6797d789350a9798785a218d3a6aeaa977fa1c5fd8e024869ba0eb2ef37ffb87",
+    git_commit = "10db36babba04246d83e2232699299e459c92ff6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c2812469f5bb8fd8cd92bd743ad676e50d94450a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Dec 2023 06:03:22 -0800
Subject: [PATCH 7059/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9a6b0da-9295-4eed-9ada-15a2abb33483

PiperOrigin-RevId: 589106709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 43654f671f4..d480650730b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6797d789350a9798785a218d3a6aeaa977fa1c5fd8e024869ba0eb2ef37ffb87",
-    git_commit = "10db36babba04246d83e2232699299e459c92ff6",
+    sha256 = "cabb49aba1c05b8634a6d7960e79f2185f3b78be4df29ca1aa1fafb8fd2101a4",
+    git_commit = "f966a62e6c40b06cf55a27c48e43e4e8f59fd93e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0bf7c58caeb4cc156c04e748317a17393e0989e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Dec 2023 12:01:34 -0800
Subject: [PATCH 7060/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da15ba68-f6d9-4bcb-9b48-8d73535b3429

PiperOrigin-RevId: 589202844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d480650730b..c14447895bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cabb49aba1c05b8634a6d7960e79f2185f3b78be4df29ca1aa1fafb8fd2101a4",
-    git_commit = "f966a62e6c40b06cf55a27c48e43e4e8f59fd93e",
+    sha256 = "de56afd49a020c19a20a771bb0b26056cc63ae75a447bd3db39b9f7730bd31e2",
+    git_commit = "a6e5cdff6da43b6c74a3e461824e4c450e2db954",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f40cafdae03477fa78dd047da390d758b5d68be Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 8 Dec 2023 18:01:24 -0800
Subject: [PATCH 7061/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0b3c9bc-9415-4e2b-b062-f26128d93fc5

PiperOrigin-RevId: 589291093
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c14447895bd..33819f8a3be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de56afd49a020c19a20a771bb0b26056cc63ae75a447bd3db39b9f7730bd31e2",
-    git_commit = "a6e5cdff6da43b6c74a3e461824e4c450e2db954",
+    sha256 = "6930c8f26b63246b49151244aad9112b401b0c3ab132ee7fe21e8e81d12569c4",
+    git_commit = "5ad49f0d049e8ef546844a2b5f1a1fd920ec1c5f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a142e6115731156673d329e62f0858dadbd3728c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Dec 2023 00:01:38 -0800
Subject: [PATCH 7062/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea479836-322b-431c-845b-24c8ff449e67

PiperOrigin-RevId: 589343000
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 33819f8a3be..558ef2e22d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6930c8f26b63246b49151244aad9112b401b0c3ab132ee7fe21e8e81d12569c4",
-    git_commit = "5ad49f0d049e8ef546844a2b5f1a1fd920ec1c5f",
+    sha256 = "6808f87af2216ce28a00e3d1cf996f1792e324fa10e3cd60bceb21ad1c140b4e",
+    git_commit = "e82a835325e5257f69ecb966d11a424ad2fc3877",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ee26bc747240dd639f7a62f60d7735997de8c5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Dec 2023 06:01:48 -0800
Subject: [PATCH 7063/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47c37ed5-e99c-4f9e-807f-bda4f5e18ffa

PiperOrigin-RevId: 589394663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 558ef2e22d5..12d0b74af80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6808f87af2216ce28a00e3d1cf996f1792e324fa10e3cd60bceb21ad1c140b4e",
-    git_commit = "e82a835325e5257f69ecb966d11a424ad2fc3877",
+    sha256 = "3de4b88d77810391765effc2c341b268d6e5ef5f69a6f65fa7d87d1fcf58027a",
+    git_commit = "4b2ee4534df8208ae3a6e87a6386427288ae6765",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2002e4b9a0b0478ae548707d391ed42876847423 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 9 Dec 2023 18:01:28 -0800
Subject: [PATCH 7064/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/70c71b36-6da5-4c8e-bd20-adccafe037b5

PiperOrigin-RevId: 589487238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12d0b74af80..f96c47df101 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3de4b88d77810391765effc2c341b268d6e5ef5f69a6f65fa7d87d1fcf58027a",
-    git_commit = "4b2ee4534df8208ae3a6e87a6386427288ae6765",
+    sha256 = "fce562cade99cab34f4d070c9ed5cc93ec68141a91e57b2c30af240344d1f5ba",
+    git_commit = "8235d022c790545be3342abad80be8ee1a4311f7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5a862683852cd8cdc6f38f45fcb8e0a2328c3bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Dec 2023 00:01:50 -0800
Subject: [PATCH 7065/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4159568c-beb5-4c54-b798-be4d661d5954

PiperOrigin-RevId: 589528877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f96c47df101..ec484f8219c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fce562cade99cab34f4d070c9ed5cc93ec68141a91e57b2c30af240344d1f5ba",
-    git_commit = "8235d022c790545be3342abad80be8ee1a4311f7",
+    sha256 = "f938cb9cd78230e9e61839133b79b23a06811137cf00e983802aa08cd99085d3",
+    git_commit = "d061e4d182375dec682814d696e1de242b79e97b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc15e2f1af1ada1231a821f8f8f008ec0f1e6a01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Dec 2023 06:01:41 -0800
Subject: [PATCH 7066/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34ae9e66-6e20-47c7-8282-f653b07de794

PiperOrigin-RevId: 589575019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ec484f8219c..52f60eee5fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f938cb9cd78230e9e61839133b79b23a06811137cf00e983802aa08cd99085d3",
-    git_commit = "d061e4d182375dec682814d696e1de242b79e97b",
+    sha256 = "10060a66e16f0d805c0bfea2a2fe765d4ad42d2e152ccc363df558ee482873ea",
+    git_commit = "978fafd5dce73201126ca500cb667e3fdf924385",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8ec13d7ca39f2dc3cf6fa90ca264af3b612cde50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 10 Dec 2023 12:01:33 -0800
Subject: [PATCH 7067/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/534056cd-3599-4569-bb31-5276cafa8072

PiperOrigin-RevId: 589615812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52f60eee5fc..39ef57ab14f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "10060a66e16f0d805c0bfea2a2fe765d4ad42d2e152ccc363df558ee482873ea",
-    git_commit = "978fafd5dce73201126ca500cb667e3fdf924385",
+    sha256 = "6c0abc86ddfa5f0921ac0f6c69a56b619833e60c0f696851f9fae0656b11bd03",
+    git_commit = "a049b3a81a21087ca1ca42a0b3857867d3724ad6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 088b9273c8b3ffc840985537bcf9d3ab151e4a22 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Dec 2023 00:01:48 -0800
Subject: [PATCH 7068/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d67678bf-1baf-4319-a03c-0395d4654dd1

PiperOrigin-RevId: 589725320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39ef57ab14f..a9cf4bee81c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c0abc86ddfa5f0921ac0f6c69a56b619833e60c0f696851f9fae0656b11bd03",
-    git_commit = "a049b3a81a21087ca1ca42a0b3857867d3724ad6",
+    sha256 = "15aa4b7777952029e9ca1192afb242da5e93b274516d618224ced662bc6e5e64",
+    git_commit = "f6bcd9050de60acf09e839b73eb368679c5449ef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a67c5698708a4ed1a5f63670b8dd529fe5e3ebe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Dec 2023 06:01:31 -0800
Subject: [PATCH 7069/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/123007a1-5fad-402b-9a9e-c7ad6fa40194

PiperOrigin-RevId: 589799283
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9cf4bee81c..3426bba7605 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15aa4b7777952029e9ca1192afb242da5e93b274516d618224ced662bc6e5e64",
-    git_commit = "f6bcd9050de60acf09e839b73eb368679c5449ef",
+    sha256 = "bb6cd022b23859b239521c4b2334d82e10783d00613205bd6fe214ffc39913a6",
+    git_commit = "03746865580d5a80984e2f741e7f85dff5cbf601",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 64e19779177bbf099c4bc3cf80d760d227a16853 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Dec 2023 12:02:43 -0800
Subject: [PATCH 7070/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7d39d25-8b7f-4249-958d-9d3798e20374

PiperOrigin-RevId: 589897863
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3426bba7605..1f27ca06884 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb6cd022b23859b239521c4b2334d82e10783d00613205bd6fe214ffc39913a6",
-    git_commit = "03746865580d5a80984e2f741e7f85dff5cbf601",
+    sha256 = "53c8b230449363df48ec2ce272439bde310b710d30f18718d32a5557df6e122e",
+    git_commit = "4b32aae32ee1892094bf1b58af7f7019cf71a74d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9671b63a8cf7be88b3816193e2bca3762b46c9ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Dec 2023 18:01:31 -0800
Subject: [PATCH 7071/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8bec6cff-8d68-4e7c-8103-c9c75d65f7a9

PiperOrigin-RevId: 590011746
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f27ca06884..95ffe12f8c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53c8b230449363df48ec2ce272439bde310b710d30f18718d32a5557df6e122e",
-    git_commit = "4b32aae32ee1892094bf1b58af7f7019cf71a74d",
+    sha256 = "5c65f50bd9bedfb5528ab8faaf07c2633929ed9b6e342c8380a311f46ac4a22f",
+    git_commit = "577d9c9b5700a3177a5ba659447179ed3c5c9a5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 80ce4f7173a21a62f6fe59fc3b1099f20ea98fe7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Dec 2023 00:01:44 -0800
Subject: [PATCH 7072/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da5ada08-704c-4d70-9c4f-a201dc669294

PiperOrigin-RevId: 590086242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95ffe12f8c4..d6771f889ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c65f50bd9bedfb5528ab8faaf07c2633929ed9b6e342c8380a311f46ac4a22f",
-    git_commit = "577d9c9b5700a3177a5ba659447179ed3c5c9a5e",
+    sha256 = "93e501045f858cc5e3799302c0f71955a6673a995c0d5cb114deefbf4fa3af75",
+    git_commit = "0d9a3acd0f39408dbee61884ee7ba3e00bfed64e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b915942468ddf5f7f96d82a24793f69f5f67c36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 12 Dec 2023 06:01:36 -0800
Subject: [PATCH 7073/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/749176df-7452-43bb-915e-58900e229f39

PiperOrigin-RevId: 590175152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6771f889ac..710ca0f3f19 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "93e501045f858cc5e3799302c0f71955a6673a995c0d5cb114deefbf4fa3af75",
-    git_commit = "0d9a3acd0f39408dbee61884ee7ba3e00bfed64e",
+    sha256 = "8ccb2aa6796cdfc93dc85c85247b658044411eb54169a6fc3584e78facf2ab3f",
+    git_commit = "79ca3857754fd26a9115bad086c67718adf41c5e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d6c0917e5e7fcb76732c7eb172a69075ca2d1b08 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 12 Dec 2023 12:46:51 -0800
Subject: [PATCH 7074/8103] Added FileAcl to tsl::FileSystem.

PiperOrigin-RevId: 590301865
---
 tensorflow_serving/servables/tensorflow/BUILD | 10 ++++++
 .../servables/tensorflow/file_acl.h           | 27 +++++++++++++++
 .../servables/tensorflow/oss/BUILD            | 11 +++++++
 .../servables/tensorflow/oss/file_acl.cc      | 33 +++++++++++++++++++
 .../servables/tensorflow/oss/file_acl.h       | 31 +++++++++++++++++
 .../saved_model_bundle_source_adapter.cc      |  2 ++
 .../tfrt_saved_model_source_adapter.cc        |  2 ++
 7 files changed, 116 insertions(+)
 create mode 100644 tensorflow_serving/servables/tensorflow/file_acl.h
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/file_acl.cc
 create mode 100644 tensorflow_serving/servables/tensorflow/oss/file_acl.h

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 5ea465a5742..7f6a0ebd0b0 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -223,6 +223,7 @@ cc_library(
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:file_acl",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -1305,6 +1306,7 @@ cc_library(
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
+        "//tensorflow_serving/servables/tensorflow:file_acl",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -1920,3 +1922,11 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow/oss:run_options",
     ]) + if_google(["//tensorflow_serving/servables/tensorflow/google:run_options"]),
 )
+
+cc_library(
+    name = "file_acl",
+    hdrs = ["file_acl.h"],
+    deps = ["//tensorflow_serving/util:oss_or_google"] + if_oss([
+        "//tensorflow_serving/servables/tensorflow/oss:file_acl",
+    ]) + if_google(["//tensorflow_serving/servables/tensorflow/google:file_acl"]),
+)
diff --git a/tensorflow_serving/servables/tensorflow/file_acl.h b/tensorflow_serving/servables/tensorflow/file_acl.h
new file mode 100644
index 00000000000..e0c829219ad
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/file_acl.h
@@ -0,0 +1,27 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_FILE_ACL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_FILE_ACL_H_
+
+#include "tensorflow_serving/util/oss_or_google.h"
+
+#ifdef TENSORFLOW_SERVING_GOOGLE
+#include "tensorflow_serving/servables/tensorflow/google/file_acl.h"
+#else
+#include "tensorflow_serving/servables/tensorflow/oss/file_acl.h"
+#endif
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_FILE_ACL_H_
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index 4cb8bbaed44..2e89198716b 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -41,3 +41,14 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:run_options_base",
     ],
 )
+
+cc_library(
+    name = "file_acl",
+    srcs = ["file_acl.cc"],
+    hdrs = ["file_acl.h"],
+    compatible_with = [],
+    deps = [
+        "//tensorflow_serving/core:servable_id",
+        "@com_google_absl//absl/status",
+    ],
+)
diff --git a/tensorflow_serving/servables/tensorflow/oss/file_acl.cc b/tensorflow_serving/servables/tensorflow/oss/file_acl.cc
new file mode 100644
index 00000000000..8b48f3ccf49
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/file_acl.cc
@@ -0,0 +1,33 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include "tensorflow_serving/servables/tensorflow/oss/file_acl.h"
+
+#include <string_view>
+
+#include "absl/status/status.h"
+#include "tensorflow_serving/core/servable_id.h"
+
+namespace tensorflow {
+namespace serving {
+
+absl::Status RegisterModelRoot(const ServableId& servable_id,
+                               std::string_view root_path) {
+  // Unimplemented
+  return absl::OkStatus();
+}
+
+}  // namespace serving
+}  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/oss/file_acl.h b/tensorflow_serving/servables/tensorflow/oss/file_acl.h
new file mode 100644
index 00000000000..c6c121d1724
--- /dev/null
+++ b/tensorflow_serving/servables/tensorflow/oss/file_acl.h
@@ -0,0 +1,31 @@
+/* Copyright 2023 Google Inc. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_FILE_ACL_H_
+#define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_FILE_ACL_H_
+
+#include "absl/status/status.h"
+#include "tensorflow_serving/core/servable_id.h"
+
+namespace tensorflow {
+namespace serving {
+
+absl::Status RegisterModelRoot(const ServableId& servable_id,
+                               std::string_view root_path);
+
+}  // namespace serving
+}  // namespace tensorflow
+
+#endif  // THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_OSS_FILE_ACL_H_
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 664717300f9..4eb401da0b1 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/file_acl.h"
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup.h"
@@ -55,6 +56,7 @@ SavedModelBundleSourceAdapter::GetServableCreator(
   if (bundle_factory->config().enable_session_metadata()) {
     return [bundle_factory, path](const Loader::Metadata& metadata,
                                   std::unique_ptr<SavedModelBundle>* bundle) {
+      TF_RETURN_IF_ERROR(RegisterModelRoot(metadata.servable_id, path));
       TF_RETURN_IF_ERROR(bundle_factory->CreateSavedModelBundleWithMetadata(
           metadata, path, bundle));
       MaybePublishMLMDStreamz(path, metadata.servable_id.name,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index 2d96785dc82..32420b26bd6 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/file_acl.h"
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
@@ -55,6 +56,7 @@ TfrtSavedModelSourceAdapter::GetServableCreator(
     const StoragePath& path) const {
   return [factory, path](const Loader::Metadata& metadata,
                          std::unique_ptr<Servable>* servable) {
+    TF_RETURN_IF_ERROR(RegisterModelRoot(metadata.servable_id, path));
     TF_RETURN_IF_ERROR(
         factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
     return OkStatus();

From a6355522da7f539483dc75ab6d995a18e10e9150 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Tue, 12 Dec 2023 17:34:24 -0800
Subject: [PATCH 7075/8103] Remove metadata size check in GetModelMetadata
 method in order to be consistent with other servable impl.

PiperOrigin-RevId: 590392882
---
 tensorflow_serving/servables/tensorflow/tfrt_servable.cc | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 87bd7cc6a11..1de87225ea1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -189,10 +189,6 @@ namespace {
 
 absl::Status ValidateGetModelMetadataRequest(
     const GetModelMetadataRequest& request) {
-  if (request.metadata_field_size() == 0) {
-    return absl::InvalidArgumentError(
-        "GetModelMetadataRequest must specify at least one metadata_field");
-  }
   for (const auto& metadata_field : request.metadata_field()) {
     if (metadata_field != kSignatureDef) {
       return absl::InvalidArgumentError(

From 21d8f8816b5871a6bacf4f5ff7da0949d593bf88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Dec 2023 12:44:49 -0800
Subject: [PATCH 7076/8103] Replace the global registration with a registration
 class so that when we move server_init_internal to OSS we won't run into
 undetermined global registration sequence issue.

PiperOrigin-RevId: 592632789
---
 tensorflow_serving/model_servers/BUILD        |  7 ++
 .../http_rest_api_handler_test.cc             |  8 +-
 .../model_servers/http_server.cc              | 10 ++-
 tensorflow_serving/model_servers/server.cc    | 18 ++--
 .../model_servers/server_init.cc              | 25 +++---
 .../model_servers/server_init.h               | 86 +++++++++++++++----
 .../tensorflow_model_server_test_base.py      | 62 +++++++------
 7 files changed, 149 insertions(+), 67 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8813b3d1b98..0b09766aa6e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -198,6 +198,7 @@ cc_test(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/time",
         "@com_googlesource_code_re2//:re2",
+        "@local_tsl//tsl/platform:errors",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
@@ -274,6 +275,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:prometheus_exporter",
         "//tensorflow_serving/util:threadpool_executor",
+        "//tensorflow_serving/util/net_http/public:shared_files",
         "//tensorflow_serving/util/net_http/server/public:http_server",
         "//tensorflow_serving/util/net_http/server/public:http_server_api",
         "@com_google_absl//absl/strings",
@@ -437,9 +439,12 @@ cc_library(
         ":prediction_service_impl",
         ":server_core",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
+        "//tensorflow_serving/model_servers:prediction_service_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/log",
+        "@com_google_absl//absl/strings:string_view",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
     ],
@@ -479,11 +484,13 @@ cc_library(
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/memory",
         "@com_google_protobuf//:cc_wkt_protos",
+        "@local_tsl//tsl/platform:errors",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:tensorflow",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:periodic_function_dynamic",
         "@org_tensorflow//tensorflow/core/profiler/rpc:profiler_service_impl",
     ] + SUPPORTED_TENSORFLOW_OPS,
 )
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index 363ca6c4384..f0082e82c27 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -34,6 +34,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
+#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
@@ -96,9 +97,10 @@ class HttpRestApiHandlerTest : public ::testing::Test {
     ServerCore::Options options;
     options.model_server_config = config;
 
-    TF_RETURN_IF_ERROR(
-        tensorflow::serving::init::SetupPlatformConfigMapForTensorFlow(
-            SessionBundleConfig(), options.platform_config_map));
+    auto* tf_serving_registry =
+        init::TensorflowServingFunctionRegistration::GetRegistry();
+    TF_RETURN_IF_ERROR(tf_serving_registry->GetSetupPlatformConfigMap()(
+        SessionBundleConfig(), options.platform_config_map));
     // Reduce the number of initial load threads to be num_load_threads to avoid
     // timing out in tests.
     options.num_initial_load_threads = options.num_load_threads;
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index cb818725e71..6801d428b38 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -130,10 +130,12 @@ class RequestExecutor final : public net_http::EventExecutor {
 class RestApiRequestDispatcher {
  public:
   RestApiRequestDispatcher(int timeout_in_ms, ServerCore* core)
-      : regex_(HttpRestApiHandler::kPathRegex),
-        core_(core),
-        handler_(tensorflow::serving::init::CreateHttpRestApiHandler(
-            timeout_in_ms, core)) {}
+      : regex_(HttpRestApiHandler::kPathRegex), core_(core) {
+    auto* tf_serving_registry = tensorflow::serving::init::
+        TensorflowServingFunctionRegistration::GetRegistry();
+    handler_ =
+        tf_serving_registry->GetCreateHttpRestApiHandler()(timeout_in_ms, core);
+  }
 
   net_http::RequestHandler Dispatch(net_http::ServerRequestInterface* req) {
     if (RE2::FullMatch(string(req->uri_path()), regex_)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 96ae0ce2aba..ff844bbe315 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -41,6 +41,7 @@ limitations under the License.
 #include "tensorflow/core/platform/protobuf.h"
 #include "tensorflow/core/profiler/rpc/profiler_service_impl.h"
 #include "tensorflow/core/protobuf/config.pb.h"
+#include "tsl/platform/errors.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/monitoring_config.pb.h"
 #include "tensorflow_serving/config/platform_config.pb.h"
@@ -212,6 +213,9 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.model_config_file, &options.model_server_config));
   }
 
+  auto* tf_serving_registry =
+      init::TensorflowServingFunctionRegistration::GetRegistry();
+
   if (server_options.platform_config_file.empty()) {
     SessionBundleConfig session_bundle_config;
     // Batching config
@@ -290,15 +294,13 @@ Status Server::BuildAndStart(const Options& server_options) {
         server_options.num_tflite_interpreters_per_pool);
     session_bundle_config.set_num_tflite_pools(server_options.num_tflite_pools);
 
-    TF_RETURN_IF_ERROR(
-        tensorflow::serving::init::SetupPlatformConfigMapForTensorFlow(
-            session_bundle_config, options.platform_config_map));
+    TF_RETURN_IF_ERROR(tf_serving_registry->GetSetupPlatformConfigMap()(
+        session_bundle_config, options.platform_config_map));
   } else {
     TF_RETURN_IF_ERROR(ParseProtoTextFile<PlatformConfigMap>(
         server_options.platform_config_file, &options.platform_config_map));
-    TF_RETURN_IF_ERROR(
-        tensorflow::serving::init::UpdatePlatformConfigMapForTensorFlow(
-            options.platform_config_map));
+    TF_RETURN_IF_ERROR(tf_serving_registry->GetUpdatePlatformConfigMap()(
+        options.platform_config_map));
   }
 
   options.custom_model_config_loader = &LoadCustomModelConfig;
@@ -357,8 +359,8 @@ Status Server::BuildAndStart(const Options& server_options) {
         &thread_pool_factory_));
   }
   predict_server_options.thread_pool_factory = thread_pool_factory_.get();
-  prediction_service_ = tensorflow::serving::init::CreatePredictionService(
-      predict_server_options);
+  prediction_service_ =
+      tf_serving_registry->GetCreatePredictionService()(predict_server_options);
 
   ::grpc::ServerBuilder builder;
   // If defined, listen to a tcp port for gRPC/HTTP.
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index 4e083a7c718..1ff977e5f0c 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -17,6 +17,8 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/log/log.h"
+#include "absl/strings/string_view.h"
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
 #include "tensorflow_serving/model_servers/prediction_service_impl.h"
@@ -49,16 +51,19 @@ std::unique_ptr<PredictionService::Service> CreatePredictionServiceImpl(
   return absl::make_unique<PredictionServiceImpl>(options);
 }
 
-ABSL_CONST_INIT SetupPlatformConfigMapForTensorFlowFnType
-    SetupPlatformConfigMapForTensorFlow =
-        SetupPlatformConfigMapForTensorFlowImpl;
-ABSL_CONST_INIT UpdatePlatformConfigMapForTensorFlowFnType
-    UpdatePlatformConfigMapForTensorFlow =
-        UpdatePlatformConfigMapForTensorFlowImpl;
-ABSL_CONST_INIT CreateHttpRestApiHandlerFnType CreateHttpRestApiHandler =
-    CreateHttpRestApiHandlerImpl;
-ABSL_CONST_INIT CreatePredictionServiceFnType CreatePredictionService =
-    CreatePredictionServiceImpl;
+void TensorflowServingFunctionRegistration::Register(
+    absl::string_view type,
+    SetupPlatformConfigMapForTensorFlowFnType setup_platform_config_map_func,
+    UpdatePlatformConfigMapForTensorFlowFnType update_platform_config_map_func,
+    CreateHttpRestApiHandlerFnType create_http_rest_api_handler_func,
+    CreatePredictionServiceFnType create_prediction_service_func) {
+  VLOG(1) << "Registering serving functions for " << type;
+  registration_type_ = type;
+  setup_platform_config_map_ = setup_platform_config_map_func;
+  update_platform_config_map_ = update_platform_config_map_func;
+  create_http_rest_api_handler_ = create_http_rest_api_handler_func;
+  create_prediction_service_ = create_prediction_service_func;
+}
 
 }  // namespace init
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/server_init.h b/tensorflow_serving/model_servers/server_init.h
index 2a9f1b313be..50a5b1bc2fb 100644
--- a/tensorflow_serving/model_servers/server_init.h
+++ b/tensorflow_serving/model_servers/server_init.h
@@ -16,6 +16,8 @@ limitations under the License.
 #ifndef THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_INIT_H_
 #define THIRD_PARTY_TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_INIT_H_
 
+#include <string>
+
 #include "google/protobuf/any.pb.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
@@ -38,28 +40,78 @@ using CreatePredictionServiceFnType =
     std::unique_ptr<PredictionService::Service> (*)(
         const PredictionServiceOptions&);
 
-Status SetupPlatformConfigMapImpl(const SessionBundleConfig&,
-                                  PlatformConfigMap&);
-Status SetupPlatformConfigMapFromConfigFileImpl(const string&,
-                                                PlatformConfigMap&);
+Status SetupPlatformConfigMapForTensorFlowImpl(const SessionBundleConfig&,
+                                               PlatformConfigMap&);
+Status UpdatePlatformConfigMapForTensorFlowImpl(PlatformConfigMap&);
 std::unique_ptr<HttpRestApiHandlerBase> CreateHttpRestApiHandlerImpl(
     int, ServerCore*);
 std::unique_ptr<PredictionService::Service> CreatePredictionServiceImpl(
     const PredictionServiceOptions&);
 
-// Setup the 'TensorFlow' PlatformConfigMap from the specified
-// SessionBundleConfig.
-extern SetupPlatformConfigMapForTensorFlowFnType
-    SetupPlatformConfigMapForTensorFlow;
-// If the PlatformConfigMap contains the config for the 'TensorFlow' platform,
-// update the PlatformConfigMap when necessary.
-extern UpdatePlatformConfigMapForTensorFlowFnType
-    UpdatePlatformConfigMapForTensorFlow;
-// Create an HttpRestApiHandler object that handles HTTP/REST request APIs for
-// serving.
-extern CreateHttpRestApiHandlerFnType CreateHttpRestApiHandler;
-// Create a PredictionService object that handles gRPC request APIs for serving.
-extern CreatePredictionServiceFnType CreatePredictionService;
+// Register the tensorflow serving functions.
+class TensorflowServingFunctionRegistration {
+ public:
+  virtual ~TensorflowServingFunctionRegistration() = default;
+
+  // Get the registry singleton.
+  static TensorflowServingFunctionRegistration* GetRegistry() {
+    static auto* registration = new TensorflowServingFunctionRegistration();
+    return registration;
+  }
+
+  // The tensorflow serving function registration. For TFRT, the TFRT
+  // registration will overwrite the Tensorflow registration.
+  void Register(
+      absl::string_view type,
+      SetupPlatformConfigMapForTensorFlowFnType setup_platform_config_map_func,
+      UpdatePlatformConfigMapForTensorFlowFnType
+          update_platform_config_map_func,
+      CreateHttpRestApiHandlerFnType create_http_rest_api_handler_func,
+      CreatePredictionServiceFnType create_prediction_service_func);
+
+  bool IsRegistered() const { return !registration_type_.empty(); }
+
+  SetupPlatformConfigMapForTensorFlowFnType GetSetupPlatformConfigMap() const {
+    return setup_platform_config_map_;
+  }
+
+  UpdatePlatformConfigMapForTensorFlowFnType GetUpdatePlatformConfigMap()
+      const {
+    return update_platform_config_map_;
+  }
+
+  CreateHttpRestApiHandlerFnType GetCreateHttpRestApiHandler() const {
+    return create_http_rest_api_handler_;
+  }
+
+  CreatePredictionServiceFnType GetCreatePredictionService() const {
+    return create_prediction_service_;
+  }
+
+ private:
+  TensorflowServingFunctionRegistration() {
+    Register("tensorflow", init::SetupPlatformConfigMapForTensorFlowImpl,
+             init::UpdatePlatformConfigMapForTensorFlowImpl,
+             init::CreateHttpRestApiHandlerImpl,
+             init::CreatePredictionServiceImpl);
+  }
+
+  // The registration type, indicating the platform, e.g. tensorflow, tfrt.
+  std::string registration_type_ = "";
+
+  // Setup the 'TensorFlow' PlatformConfigMap from the specified
+  // SessionBundleConfig.
+  SetupPlatformConfigMapForTensorFlowFnType setup_platform_config_map_;
+  // If the PlatformConfigMap contains the config for the 'TensorFlow'
+  // platform, update the PlatformConfigMap when necessary.
+  UpdatePlatformConfigMapForTensorFlowFnType update_platform_config_map_;
+  // Create an HttpRestApiHandler object that handles HTTP/REST request APIs
+  // for serving.
+  CreateHttpRestApiHandlerFnType create_http_rest_api_handler_;
+  // Create a PredictionService object that handles gRPC request APIs for
+  // serving.
+  CreatePredictionServiceFnType create_prediction_service_;
+};
 
 }  // namespace init
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 038e36a5242..62c591c4d63 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -129,32 +129,36 @@ def SortedObject(obj):
     return obj
 
 
+def GetArgsKey(*args, **kwargs):
+  return args + tuple(sorted(kwargs.items()))
+
+
 class TensorflowModelServerTestBase(tf.test.TestCase):
   """This class defines integration test cases for tensorflow_model_server."""
 
-  @staticmethod
-  def __TestSrcDirPath(relative_path=''):
+  @classmethod
+  def TestSrcDirPath(cls, relative_path=''):
     return os.path.join(os.environ['TEST_SRCDIR'],
                         'tf_serving/tensorflow_serving', relative_path)
 
-  @staticmethod
-  def GetArgsKey(*args, **kwargs):
-    return args + tuple(sorted(kwargs.items()))
-
   # Maps string key -> 2-tuple of 'host:port' string.
   model_servers_dict = {}
 
-  @staticmethod
-  def RunServer(model_name,
-                model_path,
-                model_type='tf',
-                model_config_file=None,
-                monitoring_config_file=None,
-                batching_parameters_file=None,
-                grpc_channel_arguments='',
-                wait_for_server_ready=True,
-                pipe=None,
-                model_config_file_poll_period=None):
+  @classmethod
+  def RunServer(
+      cls,
+      model_name,
+      model_path,
+      model_server_path='model_servers',
+      model_type='tf',
+      model_config_file=None,
+      monitoring_config_file=None,
+      batching_parameters_file=None,
+      grpc_channel_arguments='',
+      wait_for_server_ready=True,
+      pipe=None,
+      model_config_file_poll_period=None,
+  ):
     """Run tensorflow_model_server using test config.
 
     A unique instance of server is started for each set of arguments.
@@ -164,6 +168,7 @@ def RunServer(model_name,
     Args:
       model_name: Name of model.
       model_path: Path to model.
+      model_server_path: The additional model server path dir.
       model_type: Type of model TensorFlow ('tf') or TF Lite ('tflite').
       model_config_file: Path to model config file.
       monitoring_config_file: Path to the monitoring config file.
@@ -171,8 +176,8 @@ def RunServer(model_name,
       grpc_channel_arguments: Custom gRPC args for server.
       wait_for_server_ready: Wait for gRPC port to be ready.
       pipe: subpipe.PIPE object to read stderr from server.
-      model_config_file_poll_period: Period for polling the
-      filesystem to discover new model configs.
+      model_config_file_poll_period: Period for polling the filesystem to
+        discover new model configs.
 
     Returns:
       3-tuple (<Popen object>, <grpc host:port>, <rest host:port>).
@@ -180,7 +185,7 @@ def RunServer(model_name,
     Raises:
       ValueError: when both model_path and config_file is empty.
     """
-    args_key = TensorflowModelServerTestBase.GetArgsKey(**locals())
+    args_key = GetArgsKey(**locals())
     if args_key in TensorflowModelServerTestBase.model_servers_dict:
       return TensorflowModelServerTestBase.model_servers_dict[args_key]
     port = PickUnusedPort()
@@ -188,9 +193,11 @@ def RunServer(model_name,
     print(('Starting test server on port: {} for model_name: '
            '{}/model_config_file: {}'.format(port, model_name,
                                              model_config_file)))
+
     command = os.path.join(
-        TensorflowModelServerTestBase.__TestSrcDirPath('model_servers'),
-        'tensorflow_model_server')
+        TensorflowModelServerTestBase.TestSrcDirPath(model_server_path),
+        'tensorflow_model_server',
+    )
     command += ' --port=' + str(port)
     command += ' --rest_api_port=' + str(rest_api_port)
     command += ' --rest_api_timeout_in_ms=' + str(HTTP_REST_TIMEOUT_MS)
@@ -357,19 +364,24 @@ def _TestPredict(
       self,
       model_path,
       batching_parameters_file=None,
-      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY):
+      signature_name=signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY,
+      model_server_path='model_servers',
+  ):
     """Helper method to test prediction.
 
     Args:
       model_path:      Path to the model on disk.
       batching_parameters_file: Batching parameters file to use (if None
-                                batching is not enabled).
+        batching is not enabled).
       signature_name: Signature name to expect in the PredictResponse.
+      model_server_path: The model server path dir.
     """
     model_server_address = TensorflowModelServerTestBase.RunServer(
         'default',
         model_path,
-        batching_parameters_file=batching_parameters_file)[1]
+        batching_parameters_file=batching_parameters_file,
+        model_server_path=model_server_path,
+    )[1]
     expected_version = self._GetModelVersion(model_path)
     self.VerifyPredictRequest(model_server_address, expected_output=3.0,
                               expected_version=expected_version,

From 2b9e58cf4ad222adaa741d0cdac3b5a0d220b8fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 28 Dec 2023 18:23:10 -0800
Subject: [PATCH 7077/8103] Move TPU runner init stub to tensorflow serving OSS
 directory.

PiperOrigin-RevId: 594346880
---
 tensorflow_serving/model_servers/BUILD        | 17 +++++++++
 .../model_servers/device_runner_init_stub.cc  | 34 ++++++++++++++++++
 .../model_servers/device_runner_init_stub.h   | 36 +++++++++++++++++++
 3 files changed, 87 insertions(+)
 create mode 100644 tensorflow_serving/model_servers/device_runner_init_stub.cc
 create mode 100644 tensorflow_serving/model_servers/device_runner_init_stub.h

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 0b09766aa6e..ae93cfe5931 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -414,6 +414,23 @@ cc_test(
     ],
 )
 
+cc_library(
+    name = "device_runner_init_stub",
+    srcs = [
+        "device_runner_init_stub.cc",
+    ],
+    hdrs = [
+        "device_runner_init_stub.h",
+    ],
+    visibility = ["//visibility:public"],
+    deps = [
+        "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core/platform:errors",
+        "@org_tensorflow//tensorflow/core/platform:status",
+        "@org_tensorflow//tensorflow/core/tfrt/runtime",
+    ],
+)
+
 # This is not inlined by tools bcos inlining non-constant values
 # is not provably safe.
 SUPPORTED_TENSORFLOW_OPS = if_v2([]) + if_not_v2([
diff --git a/tensorflow_serving/model_servers/device_runner_init_stub.cc b/tensorflow_serving/model_servers/device_runner_init_stub.cc
new file mode 100644
index 00000000000..a7d1a63c201
--- /dev/null
+++ b/tensorflow_serving/model_servers/device_runner_init_stub.cc
@@ -0,0 +1,34 @@
+/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#include "tensorflow_serving/model_servers/device_runner_init_stub.h"
+
+#include "absl/base/attributes.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+
+namespace tensorflow::serving {
+
+namespace {
+Status InitializeDeviceRunnerAndTopologyStub(tfrt_stub::Runtime&, int*, int*) {
+  return tensorflow::errors::Internal(
+      "InitializeTpuRunner is not linked into this binary");
+}
+}  // namespace
+
+ABSL_CONST_INIT InitializeDeviceRunnerAndTopologyFuncType
+    InitializeDeviceRunnerAndTopology = InitializeDeviceRunnerAndTopologyStub;
+
+}  // namespace tensorflow::serving
diff --git a/tensorflow_serving/model_servers/device_runner_init_stub.h b/tensorflow_serving/model_servers/device_runner_init_stub.h
new file mode 100644
index 00000000000..698715b78b2
--- /dev/null
+++ b/tensorflow_serving/model_servers/device_runner_init_stub.h
@@ -0,0 +1,36 @@
+/* Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+#ifndef TENSORFLOW_SERVING_MODEL_SERVERS_DEVICE_RUNNER_INIT_STUB_H_
+#define TENSORFLOW_SERVING_MODEL_SERVERS_DEVICE_RUNNER_INIT_STUB_H_
+
+#include "tensorflow/core/lib/core/status.h"
+#include "tensorflow/core/tfrt/runtime/runtime.h"
+
+namespace tensorflow::serving {
+
+using InitializeDeviceRunnerAndTopologyFuncType =
+    Status (*)(tfrt_stub::Runtime&, int*, int*);
+
+// Initializes a `TpuSystem` instance, and provide `num_local_devices` and
+// `cores_per_chip` topology info. This is a function pointer because some
+// binary contains code paths to call this function even though it doesn't use
+// TPU, the function pointer allows us to provide a dummy implementation so it
+// doesn't have to link TPU dependencies that increases binary size.
+extern InitializeDeviceRunnerAndTopologyFuncType
+    InitializeDeviceRunnerAndTopology;
+
+}  // namespace tensorflow::serving
+
+#endif  // TENSORFLOW_SERVING_MODEL_SERVERS_DEVICE_RUNNER_INIT_STUB_H_

From c4952e50cdaae9e95902a5f90d6c0fa5c7d420ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Dec 2023 12:01:55 -0800
Subject: [PATCH 7078/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/922314c9-752d-41c3-b699-8c4d9f03d4e1

PiperOrigin-RevId: 594482975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 710ca0f3f19..e70a0b1bf69 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ccb2aa6796cdfc93dc85c85247b658044411eb54169a6fc3584e78facf2ab3f",
-    git_commit = "79ca3857754fd26a9115bad086c67718adf41c5e",
+    sha256 = "89c1e4157389dba7fc9983a26bf647c223fcf2cd1df91e6dc6b4ea9c6feaef68",
+    git_commit = "4c0e36beffe56a6ed0fda174eec8a4d587e1edf0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0811019e81d65717213b5ab4fa3c60e85f102682 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 29 Dec 2023 18:01:40 -0800
Subject: [PATCH 7079/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be9f4fb0-371e-46d4-b181-29219372f4a8

PiperOrigin-RevId: 594517815
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e70a0b1bf69..c1c783a2595 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89c1e4157389dba7fc9983a26bf647c223fcf2cd1df91e6dc6b4ea9c6feaef68",
-    git_commit = "4c0e36beffe56a6ed0fda174eec8a4d587e1edf0",
+    sha256 = "7f53d12bbcd8f10a3aa4f3689e8544d28df2ebc2f4c0a4516e0d67e8a1e355cf",
+    git_commit = "5a45f59b0dd51dba0c04b9ba7e97cca09c47847d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9139591d1f4c2d333f29592a841aeb27fce508eb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Dec 2023 06:01:44 -0800
Subject: [PATCH 7080/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/36b18a56-0147-46bc-b799-a265742a5709

PiperOrigin-RevId: 594604386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c1c783a2595..d9e2b2b1d38 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f53d12bbcd8f10a3aa4f3689e8544d28df2ebc2f4c0a4516e0d67e8a1e355cf",
-    git_commit = "5a45f59b0dd51dba0c04b9ba7e97cca09c47847d",
+    sha256 = "795800e174ecf8a28a2e7c7e92273836b79bdee700a09552d7b862ce4dfa83d3",
+    git_commit = "ffedfcd52cb02e48e43ab136755c582ad086e645",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67dd6d6d68204819fb877fe93883f755a8117d90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Dec 2023 12:01:49 -0800
Subject: [PATCH 7081/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dafb047c-4f96-4407-9f77-e9b2fa5c3ded

PiperOrigin-RevId: 594637521
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9e2b2b1d38..fcf001ccf23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "795800e174ecf8a28a2e7c7e92273836b79bdee700a09552d7b862ce4dfa83d3",
-    git_commit = "ffedfcd52cb02e48e43ab136755c582ad086e645",
+    sha256 = "6216673278b00887846f9a5b3429fd490b4e354f0a80739660e064b7c6828a9a",
+    git_commit = "213e0eeb07da4d4c2186e919fa52839005bb6258",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12ae80d379ce2077d06e868df504543cb396169a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Dec 2023 06:01:42 -0800
Subject: [PATCH 7082/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c44074b-cb9f-489b-953d-d9370493da9c

PiperOrigin-RevId: 594754314
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcf001ccf23..8e7adfd521e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6216673278b00887846f9a5b3429fd490b4e354f0a80739660e064b7c6828a9a",
-    git_commit = "213e0eeb07da4d4c2186e919fa52839005bb6258",
+    sha256 = "95610527cd7f97ed901a7bd0ce065b53669af7c265e01f41d6d9e23db18254c9",
+    git_commit = "33ef40fa11963b452ebd0dafaba71b8da2e560e9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13247e19aff3fd0d3890b333e66920b7745b27a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Jan 2024 00:01:54 -0800
Subject: [PATCH 7083/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7f36daf-3bf8-46b5-8475-e2ada31ab2e0

PiperOrigin-RevId: 594862522
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e7adfd521e..6955feed3e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95610527cd7f97ed901a7bd0ce065b53669af7c265e01f41d6d9e23db18254c9",
-    git_commit = "33ef40fa11963b452ebd0dafaba71b8da2e560e9",
+    sha256 = "37a96aa84643aad6140cabd9f867b1b499a968483d74f1f29a848eccf4338d5c",
+    git_commit = "b756c44e3f3ed52ccb4f05736569b95f4481eea0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21a1919d0886860cdcb1d44b59f64471d407d913 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Jan 2024 06:01:34 -0800
Subject: [PATCH 7084/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f390329-af00-4c54-a55d-30c68a1fde58

PiperOrigin-RevId: 594914800
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6955feed3e9..9d2dbcc4bf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37a96aa84643aad6140cabd9f867b1b499a968483d74f1f29a848eccf4338d5c",
-    git_commit = "b756c44e3f3ed52ccb4f05736569b95f4481eea0",
+    sha256 = "d7afefc60066fce0d4252970f722ba505eab4b527fe3f33681dba9b8aa788f4d",
+    git_commit = "8919e4b1ae141a78eb7284e7c4582765b443c625",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 190c67cb98732e43567c38a5c6bd76cdbd94dd81 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jan 2024 06:01:53 -0800
Subject: [PATCH 7085/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/670a7f8c-1db1-421a-8c39-0a758022a8f1

PiperOrigin-RevId: 595097304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d2dbcc4bf4..e92729e8349 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d7afefc60066fce0d4252970f722ba505eab4b527fe3f33681dba9b8aa788f4d",
-    git_commit = "8919e4b1ae141a78eb7284e7c4582765b443c625",
+    sha256 = "ca6c8a43ea7b8f5e9b6120f2d6d5f4460e983a255412b0fcc276a7da7482b5db",
+    git_commit = "1dc5e7df2efc2ee84a8e24a7f0865a61cbbcc5be",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8fc366a4e0b15668ec34f186114540e14b00138b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jan 2024 12:01:59 -0800
Subject: [PATCH 7086/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c7aa76a-35a8-4d1f-a52b-1be182c136ce

PiperOrigin-RevId: 595176204
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e92729e8349..d0bc8b34828 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca6c8a43ea7b8f5e9b6120f2d6d5f4460e983a255412b0fcc276a7da7482b5db",
-    git_commit = "1dc5e7df2efc2ee84a8e24a7f0865a61cbbcc5be",
+    sha256 = "c394a9c37fdb17fcbff9d29124439aaa8301e691293446852990a46c93d7cf10",
+    git_commit = "dfb532bb0d380e3e576558bfe9bdd294fb192c06",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 06ff18d38f8fdb955c880ed5200f81189504ae12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jan 2024 17:22:42 -0800
Subject: [PATCH 7087/8103] Add util function to verify if override resource
 have a subset of device kind of base resource. This is not used by OSS.

PiperOrigin-RevId: 595245998
---
 tensorflow_serving/resources/BUILD            |  1 +
 tensorflow_serving/resources/resource_util.cc | 25 +++++++++
 tensorflow_serving/resources/resource_util.h  |  6 +++
 .../resources/resource_util_test.cc           | 54 +++++++++++++++++++
 4 files changed, 86 insertions(+)

diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index fa719a628c3..45f6f23741e 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -46,6 +46,7 @@ cc_library(
     visibility = ["//visibility:public"],
     deps = [
         ":resources_cc_proto",
+        "@com_google_absl//absl/container:flat_hash_set",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index b8438a2bd6c..4e5738056a0 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -23,9 +23,12 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
+#include "absl/container/flat_hash_set.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/platform/types.h"
+#include "tsl/platform/errors.h"
 
 namespace tensorflow {
 namespace serving {
@@ -144,6 +147,28 @@ Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
   return result;
 }
 
+Status ResourceUtil::VerifyOverrideDeviceValidity(
+    const ResourceAllocation& base_allocation,
+    const ResourceAllocation& override_allocation) const {
+  absl::flat_hash_set<std::pair<std::string, std::string>>
+      base_device_kind_pairs;
+  for (const auto& entry : base_allocation.resource_quantities()) {
+    base_device_kind_pairs.insert(
+        {entry.resource().device(), entry.resource().kind()});
+  }
+  for (const auto& entry : override_allocation.resource_quantities()) {
+    if (base_device_kind_pairs.find(
+            {entry.resource().device(), entry.resource().kind()}) ==
+        base_device_kind_pairs.end()) {
+      return errors::InvalidArgument(
+          "Invalid resource allocation: device-kind from override "
+          "resource was not found in base resource: ",
+          entry.resource().DebugString());
+    }
+  }
+  return Status();
+}
+
 ResourceAllocation ResourceUtil::Normalize(
     const ResourceAllocation& allocation) const {
   return NormalizeResourceAllocation(allocation);
diff --git a/tensorflow_serving/resources/resource_util.h b/tensorflow_serving/resources/resource_util.h
index 09c40564231..c9d771e1625 100644
--- a/tensorflow_serving/resources/resource_util.h
+++ b/tensorflow_serving/resources/resource_util.h
@@ -49,6 +49,12 @@ class ResourceUtil {
   // have undefined behavior otherwise), and guarantee to produce valid outputs.
   virtual Status VerifyValidity(const ResourceAllocation& allocation) const;
 
+  // Determine if the override_allocation's device set is a subset of
+  // base_allocation. Only used by controller
+  Status VerifyOverrideDeviceValidity(
+      const ResourceAllocation& base_allocation,
+      const ResourceAllocation& override_allocation) const;
+
   // Verifies whether 'resource' is valid, i.e. it only refers to valid devices,
   // i.e. those supplied via Options.
   Status VerifyResourceValidity(const Resource& resource) const;
diff --git a/tensorflow_serving/resources/resource_util_test.cc b/tensorflow_serving/resources/resource_util_test.cc
index e02fcdbc419..79dd71ce9f3 100644
--- a/tensorflow_serving/resources/resource_util_test.cc
+++ b/tensorflow_serving/resources/resource_util_test.cc
@@ -1818,6 +1818,60 @@ TEST_F(ResourceUtilTest, MinUnbound) {
                           "} "));
 }
 
+TEST_F(ResourceUtilTest, OverrideDeviceValidity) {
+  const auto base_resource = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 100 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'tpu' "
+      "    kind: 'hbm' "
+      "  } "
+      "  quantity: 8 "
+      "} ");
+  const auto valid_override_resource = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 300 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'tpu' "
+      "    kind: 'hbm' "
+      "  } "
+      "  quantity: 4 "
+      "} ");
+  const auto invalid_override_resource = CreateProto<ResourceAllocation>(
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'main' "
+      "    kind: 'processing' "
+      "  } "
+      "  quantity: 300 "
+      "} "
+      "resource_quantities { "
+      "  resource { "
+      "    device: 'gpu' "
+      "    kind: 'ram' "
+      "  } "
+      "  quantity: 4 "
+      "} ");
+  TF_EXPECT_OK(util_.VerifyOverrideDeviceValidity(base_resource,
+                                                  valid_override_resource));
+  EXPECT_FALSE(util_
+                   .VerifyOverrideDeviceValidity(base_resource,
+                                                 invalid_override_resource)
+                   .ok());
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From 3ed75d2562b474d00b19c77eace3102c79041fbc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jan 2024 18:01:50 -0800
Subject: [PATCH 7088/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07b79e62-5972-46dd-ac5d-1b80ad1b67a0

PiperOrigin-RevId: 595251853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0bc8b34828..d8ad9dd5dee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c394a9c37fdb17fcbff9d29124439aaa8301e691293446852990a46c93d7cf10",
-    git_commit = "dfb532bb0d380e3e576558bfe9bdd294fb192c06",
+    sha256 = "3f368585331906802e70f2cb02a86b54db145e76a52f41a9c5aeeb3f50b0e782",
+    git_commit = "f6dc3167180de1aa09e1a53a96340c0b87db809a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2a8472bef094cf31a8081b73cb57e87aa783c49 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Jan 2024 00:01:45 -0800
Subject: [PATCH 7089/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c8e2a56f-78bd-4d55-908f-2abe64538d93

PiperOrigin-RevId: 595311512
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8ad9dd5dee..d6da88db490 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f368585331906802e70f2cb02a86b54db145e76a52f41a9c5aeeb3f50b0e782",
-    git_commit = "f6dc3167180de1aa09e1a53a96340c0b87db809a",
+    sha256 = "043b901074406e40c7b2901241adf6da42305c27af8a13d681a55a45df72b1db",
+    git_commit = "7d249bce163578213766c18e4496861e92c6818e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1375f9322955eefdddf36492697e6e3294ef0d76 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jan 2024 12:01:58 -0800
Subject: [PATCH 7090/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd01142c-87d3-450a-9d01-469cd547d95b

PiperOrigin-RevId: 596051086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d6da88db490..f6b486f2034 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "043b901074406e40c7b2901241adf6da42305c27af8a13d681a55a45df72b1db",
-    git_commit = "7d249bce163578213766c18e4496861e92c6818e",
+    sha256 = "508d6e08721345a594a6dd5d0eb02aaee0e48a6b00d82cc34e03ceb1279835a5",
+    git_commit = "48cf4f1d10bf1d3cf82932403cd9cf5fda8b956b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4e4352739e398ab755e4eaa80fe0cb7f144dfd82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Jan 2024 18:01:39 -0800
Subject: [PATCH 7091/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/368a242f-0af6-4e8d-a6c0-4dee5ff31076

PiperOrigin-RevId: 596123372
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6b486f2034..c2ce9082b23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "508d6e08721345a594a6dd5d0eb02aaee0e48a6b00d82cc34e03ceb1279835a5",
-    git_commit = "48cf4f1d10bf1d3cf82932403cd9cf5fda8b956b",
+    sha256 = "fac8b2c963de8dc215824448ecfab722a25c4af67b3640c76d7e9dac24cfdfaf",
+    git_commit = "928b9f88159b25050d2d556b2522c5e53da3c4ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e92a7a7530773be2f6a6f12ba0bfe4a6c6fabbd5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Jan 2024 00:01:41 -0800
Subject: [PATCH 7092/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2eed668-8b85-4373-9257-53ea279cb1db

PiperOrigin-RevId: 596175286
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2ce9082b23..b1c6691a8e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fac8b2c963de8dc215824448ecfab722a25c4af67b3640c76d7e9dac24cfdfaf",
-    git_commit = "928b9f88159b25050d2d556b2522c5e53da3c4ff",
+    sha256 = "305cb9328d9108bacc2efa51cca4a050754d84a33013447218c80fc596f479cd",
+    git_commit = "7d053ea114c588402293deac762ab361d5c9d41d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c269a7b37333496f728fd684e5fa942a405dd0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Jan 2024 06:01:31 -0800
Subject: [PATCH 7093/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cddba458-780f-43b9-a336-4e31b8a78a2c

PiperOrigin-RevId: 596218766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1c6691a8e5..8ba8956ca4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "305cb9328d9108bacc2efa51cca4a050754d84a33013447218c80fc596f479cd",
-    git_commit = "7d053ea114c588402293deac762ab361d5c9d41d",
+    sha256 = "b7095cff7eead228ea40dcfff26b1b2907bd07c84159b7f8d7d16d241d79f919",
+    git_commit = "0c0f1556d91bcd098fc194a4395fbb18a62defc8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c4f36dd800b2cbad1a0a693d2d084b14648f93b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Jan 2024 18:01:28 -0800
Subject: [PATCH 7094/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/39f70b6b-8fe2-4c30-b943-8740ac3012ca

PiperOrigin-RevId: 596288165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ba8956ca4c..5176c74eccb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7095cff7eead228ea40dcfff26b1b2907bd07c84159b7f8d7d16d241d79f919",
-    git_commit = "0c0f1556d91bcd098fc194a4395fbb18a62defc8",
+    sha256 = "38f09ff94a612adb2ed9c68c98553d55ae570405ec68ae472fab837b5c29de67",
+    git_commit = "ec0fbf1e45fbeb2cdb72f91eaec9bfb3d1a53344",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 188cbb34f3012b4b036e8abd3dcd9fba19d1c121 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Jan 2024 06:01:44 -0800
Subject: [PATCH 7095/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c21d8057-673a-42e2-be61-ffd0a010a1e1

PiperOrigin-RevId: 596373116
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5176c74eccb..0083d96fc64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38f09ff94a612adb2ed9c68c98553d55ae570405ec68ae472fab837b5c29de67",
-    git_commit = "ec0fbf1e45fbeb2cdb72f91eaec9bfb3d1a53344",
+    sha256 = "ccd6e8a45dc7482e717606a3600be484589f1a8a937f76817378562569d9aaee",
+    git_commit = "25826cfed823fc290b27cfc91436df23b348e041",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9a719561ab1e6d189ab337708bb54003f01d5af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jan 2024 00:01:53 -0800
Subject: [PATCH 7096/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6cf0c90a-a8e6-492c-9988-8ff7278a7f6f

PiperOrigin-RevId: 596499873
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0083d96fc64..1d36d8d1ede 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ccd6e8a45dc7482e717606a3600be484589f1a8a937f76817378562569d9aaee",
-    git_commit = "25826cfed823fc290b27cfc91436df23b348e041",
+    sha256 = "964eca0faa17dd80c452c9e3882a1851c7ddece244720e0f0ade00acd4fdca3d",
+    git_commit = "6aff52e09a62ef4402f943737605c5446b7912d6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ae3774f5e929f33c2ae410bdfbcd6ae5d1d564b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jan 2024 06:01:44 -0800
Subject: [PATCH 7097/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d36c1222-1a4f-4bd2-9e85-16c28a41b51d

PiperOrigin-RevId: 596569703
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d36d8d1ede..d5214fc9f83 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "964eca0faa17dd80c452c9e3882a1851c7ddece244720e0f0ade00acd4fdca3d",
-    git_commit = "6aff52e09a62ef4402f943737605c5446b7912d6",
+    sha256 = "f69ceaa0702b0038d3d6f7e58952cbcb93de3e57438bb6426c69a1faf7c43637",
+    git_commit = "cb1de8338823b4e659fac7c8909645e99261fe1e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ddaad86f1693b4b9b8b73a517ff2b747605095c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jan 2024 12:01:36 -0800
Subject: [PATCH 7098/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3acecd06-7fa6-4268-8a99-31d78241f628

PiperOrigin-RevId: 596663723
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5214fc9f83..a46926ad721 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f69ceaa0702b0038d3d6f7e58952cbcb93de3e57438bb6426c69a1faf7c43637",
-    git_commit = "cb1de8338823b4e659fac7c8909645e99261fe1e",
+    sha256 = "c75aab8f77111b7c90cedae058f66a16c1102f3bcc16bb5d5356bfd6252f7ddd",
+    git_commit = "2e779c055a4bdbd2c85dc9a1b96c9ab01215d687",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b466fe9088f4e5d7dd321b45d0e599d03b04a7ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Jan 2024 18:01:30 -0800
Subject: [PATCH 7099/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0612092f-e825-4c89-8044-7dfcfa6ba992

PiperOrigin-RevId: 596753660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a46926ad721..9444abcf0e3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c75aab8f77111b7c90cedae058f66a16c1102f3bcc16bb5d5356bfd6252f7ddd",
-    git_commit = "2e779c055a4bdbd2c85dc9a1b96c9ab01215d687",
+    sha256 = "405798501ae5b6dd0b8398e8590580c7c8e7e27ccf3a90608ca1368726c60dd5",
+    git_commit = "ff7396341bc28c6598193404131c34a016deace9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c346768852f5b0887739ff49c247ac5ffef4b5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jan 2024 00:01:39 -0800
Subject: [PATCH 7100/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aca905c8-ff9e-4c4b-94a1-a4b776ca4abd

PiperOrigin-RevId: 596831687
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9444abcf0e3..406b88e4b3f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "405798501ae5b6dd0b8398e8590580c7c8e7e27ccf3a90608ca1368726c60dd5",
-    git_commit = "ff7396341bc28c6598193404131c34a016deace9",
+    sha256 = "b4a4ddab9a665be52c96e81ea103a3920f9659ab6bd8a30f3d4afe8743a56264",
+    git_commit = "fd1635862a4b370ca3952f22338f9e2b37e2fade",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0c034cb11e3427f6595db082216ae5f0d556280b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jan 2024 06:01:34 -0800
Subject: [PATCH 7101/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/68b1d8f4-9b51-4d84-bfb6-f0287cb5b9fe

PiperOrigin-RevId: 596908188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 406b88e4b3f..c445f06de2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4a4ddab9a665be52c96e81ea103a3920f9659ab6bd8a30f3d4afe8743a56264",
-    git_commit = "fd1635862a4b370ca3952f22338f9e2b37e2fade",
+    sha256 = "c078b42ee7b7945b9f185d074579126028977512ba3bdbc0d9fcdddbf2d6a1e0",
+    git_commit = "cafa8f3bd9b5740d1d37db799eec3168edc7e97b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45c81002167ac265cef93f4e6c2669a5ed67bd3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jan 2024 12:01:47 -0800
Subject: [PATCH 7102/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d4b9df3d-390f-41d5-a434-8957314dd59e

PiperOrigin-RevId: 597004287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c445f06de2a..1a636255a71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c078b42ee7b7945b9f185d074579126028977512ba3bdbc0d9fcdddbf2d6a1e0",
-    git_commit = "cafa8f3bd9b5740d1d37db799eec3168edc7e97b",
+    sha256 = "04e821016e998a7a3aa3cafc670c49e80164e7709995cede5101aed4e87dc530",
+    git_commit = "e88e0fc9f618139c86a73b413e330e1d34d55caa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c366aac0a3ebe1d4f29732ceb5cdb85ef4c7da6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Jan 2024 18:01:39 -0800
Subject: [PATCH 7103/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbb4bf03-8ca6-4342-ab9e-3ae61bea6c3e

PiperOrigin-RevId: 597095900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a636255a71..13c46a5112d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "04e821016e998a7a3aa3cafc670c49e80164e7709995cede5101aed4e87dc530",
-    git_commit = "e88e0fc9f618139c86a73b413e330e1d34d55caa",
+    sha256 = "cf1d5357ae8602d96080dd17a92d41f74e34eede340430b155334247ceb6ef1a",
+    git_commit = "313fb62d3aa20133be2274347cd89725fe560bee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6191ba6ae476ec2eb0b8713fbac98c5e7aa0abf6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jan 2024 00:01:39 -0800
Subject: [PATCH 7104/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0d29cce6-9228-4a6a-8868-971f8d40b672

PiperOrigin-RevId: 597158367
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 13c46a5112d..6ce1aa2099d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf1d5357ae8602d96080dd17a92d41f74e34eede340430b155334247ceb6ef1a",
-    git_commit = "313fb62d3aa20133be2274347cd89725fe560bee",
+    sha256 = "c5e82bc00b030134b458926e10fb46092a87646170e21d4854c94df796683129",
+    git_commit = "fd8e184a6169c708bddce9e6cb34f70d3bb2d7f6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff8f38140367a52fae508c616267e75c454ceae7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jan 2024 06:01:54 -0800
Subject: [PATCH 7105/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d720db69-bef7-4756-a392-f1ebbf39012c

PiperOrigin-RevId: 597226855
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ce1aa2099d..35eb64d533a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5e82bc00b030134b458926e10fb46092a87646170e21d4854c94df796683129",
-    git_commit = "fd8e184a6169c708bddce9e6cb34f70d3bb2d7f6",
+    sha256 = "0ef9d0444cc751de98cf477cc7a45153d9729684a72bf4299aaf92d1bd732001",
+    git_commit = "8a3712cf2a48471fb2a16bc42210eb5752a32d88",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d3c7ad9287a65f4d22995ea3c02fbf4faa11462d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jan 2024 12:01:44 -0800
Subject: [PATCH 7106/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d93ddf1-77ea-459d-8ecd-607733d164a5

PiperOrigin-RevId: 597317414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 35eb64d533a..84cfafaac38 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ef9d0444cc751de98cf477cc7a45153d9729684a72bf4299aaf92d1bd732001",
-    git_commit = "8a3712cf2a48471fb2a16bc42210eb5752a32d88",
+    sha256 = "33b3084560ec9d2cab9fe7358f7b84b396ed38e25d72ddd163b00f5d5a31adb4",
+    git_commit = "f08ca5c378abd3e20139d42ff992bf8d1e603c56",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7af84ad349089ea644a168e682b0173851ec1a55 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Jan 2024 18:01:43 -0800
Subject: [PATCH 7107/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5a833d39-d106-4213-a8c5-a67bdf486222

PiperOrigin-RevId: 597403545
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 84cfafaac38..d06e7f0f502 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33b3084560ec9d2cab9fe7358f7b84b396ed38e25d72ddd163b00f5d5a31adb4",
-    git_commit = "f08ca5c378abd3e20139d42ff992bf8d1e603c56",
+    sha256 = "fd15d39d51edadbd479ba9bb9c1710dd0bb935bcdcdb9a0f9ac2411b44de09c0",
+    git_commit = "f2d2647a9e57bcba8b492696e71a2e5b5ea0f97d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8f52811430bf60a0090febd0a73a93fdc2a088d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jan 2024 00:01:44 -0800
Subject: [PATCH 7108/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e788b4e-7eb7-4a6c-b7d5-09cceb21d0f1

PiperOrigin-RevId: 597466983
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d06e7f0f502..57cb885fbba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fd15d39d51edadbd479ba9bb9c1710dd0bb935bcdcdb9a0f9ac2411b44de09c0",
-    git_commit = "f2d2647a9e57bcba8b492696e71a2e5b5ea0f97d",
+    sha256 = "1e6346d5fae1745b776d7fbe547aeeb3977f968aca8317a5e481c9350e5ca499",
+    git_commit = "17efd70d59fa3de0712b0ca962204dbbd8addd02",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1758fe11002980b2be2b8c7c214b5d933d3408d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jan 2024 06:01:38 -0800
Subject: [PATCH 7109/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/03ee9698-d22e-412a-a53b-b0a2970e5bdb

PiperOrigin-RevId: 597532981
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57cb885fbba..1bfd286a910 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e6346d5fae1745b776d7fbe547aeeb3977f968aca8317a5e481c9350e5ca499",
-    git_commit = "17efd70d59fa3de0712b0ca962204dbbd8addd02",
+    sha256 = "ec7402b29bcd510c561343702065acffac694bd17b2c96886755eb35fbcb92df",
+    git_commit = "a0b81e217a94fe6b8fc6f2ead1b00fd9f33abfd3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35530cf961be3f0e9360cdd30872155f19800183 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jan 2024 12:01:51 -0800
Subject: [PATCH 7110/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/929284c0-36a7-4d02-872c-926fac405c40

PiperOrigin-RevId: 597618318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1bfd286a910..a1f9bea896c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ec7402b29bcd510c561343702065acffac694bd17b2c96886755eb35fbcb92df",
-    git_commit = "a0b81e217a94fe6b8fc6f2ead1b00fd9f33abfd3",
+    sha256 = "d308e4a8c3607e83157030cbf317cb6b31699a6cb9711c658ea94168e169a647",
+    git_commit = "4be885d05ede2efde3fb3ff2f4d7dd06ef162127",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c775bdfc4e1e66e775e7d847f6c8b64a866d2ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jan 2024 18:01:48 -0800
Subject: [PATCH 7111/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f61df50-1d80-4f96-8c63-81545336995e

PiperOrigin-RevId: 597701168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1f9bea896c..e09238dee02 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d308e4a8c3607e83157030cbf317cb6b31699a6cb9711c658ea94168e169a647",
-    git_commit = "4be885d05ede2efde3fb3ff2f4d7dd06ef162127",
+    sha256 = "e768e382ac13a4870b2fc739d4503f7a25cec4215ffbb9fc8497ca60526382e6",
+    git_commit = "66e6bcbd969da4a0d89c023be9ee302fb4da486c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a937aea8f5466a00963424be90cd6b59732a619 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jan 2024 00:01:56 -0800
Subject: [PATCH 7112/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eba826de-b47c-4721-b405-6c1e0904a421

PiperOrigin-RevId: 597758355
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e09238dee02..ce63bad1942 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e768e382ac13a4870b2fc739d4503f7a25cec4215ffbb9fc8497ca60526382e6",
-    git_commit = "66e6bcbd969da4a0d89c023be9ee302fb4da486c",
+    sha256 = "7129427108dcdee4f24d057181b0c160097ee3315a8e8aeae0ede69da322572a",
+    git_commit = "d216a4c51ebed6e408ddc73ee5dcd45dd81cfe3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b97f46af41109dd7afe40ee222211da5b9f5b265 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jan 2024 06:02:15 -0800
Subject: [PATCH 7113/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cbab0192-ae47-48ad-b930-875716d6d98a

PiperOrigin-RevId: 597820443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce63bad1942..659a00ed266 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7129427108dcdee4f24d057181b0c160097ee3315a8e8aeae0ede69da322572a",
-    git_commit = "d216a4c51ebed6e408ddc73ee5dcd45dd81cfe3e",
+    sha256 = "269fd1200fc61f2af77b4e4f890c068e6f4139fb20dec20f68397d566224f9b0",
+    git_commit = "0dad2dd1b69b1250c6eafef855595b4582c8244a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e39d0745641ceb41be5dcc83ba35ae5a125c4e77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jan 2024 12:01:39 -0800
Subject: [PATCH 7114/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4b27ee8-018a-46a6-ab7d-764350f04edd

PiperOrigin-RevId: 597910714
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 659a00ed266..a23dcec20c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "269fd1200fc61f2af77b4e4f890c068e6f4139fb20dec20f68397d566224f9b0",
-    git_commit = "0dad2dd1b69b1250c6eafef855595b4582c8244a",
+    sha256 = "0c0ef80be0fcdc0ab41f2e70454dd460862a218b4eb3d0b47484899fab81c110",
+    git_commit = "c1fba99341286b76842e6a6b80aa49a801953942",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b829f055617078797ca362452701151105417365 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jan 2024 18:01:53 -0800
Subject: [PATCH 7115/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f072213e-27ca-4cf1-9180-b823e75b8049

PiperOrigin-RevId: 598013655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a23dcec20c1..a7af543b73a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c0ef80be0fcdc0ab41f2e70454dd460862a218b4eb3d0b47484899fab81c110",
-    git_commit = "c1fba99341286b76842e6a6b80aa49a801953942",
+    sha256 = "7ea088b6d4f94d5b720de646f1a4027f0a91cf55add1c92fdb9cb6da290189fc",
+    git_commit = "a43ec75d750f6b2488fe527cdde2a83daa54e813",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c73f112b37fd76839443873538ec88bad188e6e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jan 2024 00:01:48 -0800
Subject: [PATCH 7116/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/636686ab-cfb3-4a4a-9bfa-6690abe947dd

PiperOrigin-RevId: 598090977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7af543b73a..cc17f8fd67d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ea088b6d4f94d5b720de646f1a4027f0a91cf55add1c92fdb9cb6da290189fc",
-    git_commit = "a43ec75d750f6b2488fe527cdde2a83daa54e813",
+    sha256 = "1ff5004dceca30995e6c9c9c774a39b9eab75e8bb4c69527f6e80a2f974e9619",
+    git_commit = "0ac3161dd9094e168e53bac4f48a04be26cda67d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22097c9e364f0b927c94f98f1af2cf879107c7ef Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jan 2024 06:01:58 -0800
Subject: [PATCH 7117/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83ccdea0-e187-41f1-90cd-9b8618239291

PiperOrigin-RevId: 598167461
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc17f8fd67d..cacb9b6b37b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ff5004dceca30995e6c9c9c774a39b9eab75e8bb4c69527f6e80a2f974e9619",
-    git_commit = "0ac3161dd9094e168e53bac4f48a04be26cda67d",
+    sha256 = "ddb9c9611ca238b6f819810a08a9f600d37ff4812299742e5df4f17636df2782",
+    git_commit = "1a745144b56f2587eda738a51a96f19908b97e75",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5e89f50f3feb2eb319c15d76d7ede4ca6740e9d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jan 2024 12:02:41 -0800
Subject: [PATCH 7118/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd1e166d-a688-48b0-8d6c-ed01a505cccd

PiperOrigin-RevId: 598223811
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cacb9b6b37b..d699c392c31 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddb9c9611ca238b6f819810a08a9f600d37ff4812299742e5df4f17636df2782",
-    git_commit = "1a745144b56f2587eda738a51a96f19908b97e75",
+    sha256 = "6849dae5f0521f1e2257d23ae939891182fefea226ea65d67ef9221ed81a5584",
+    git_commit = "16a53751b9e48afe5302e13d0f1edd144460a36a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d07365c6eb06639c41d14abbfd67183d6b174a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 13 Jan 2024 18:01:46 -0800
Subject: [PATCH 7119/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0599390f-a9da-48e4-a712-624721917345

PiperOrigin-RevId: 598273977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d699c392c31..38509474198 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6849dae5f0521f1e2257d23ae939891182fefea226ea65d67ef9221ed81a5584",
-    git_commit = "16a53751b9e48afe5302e13d0f1edd144460a36a",
+    sha256 = "d988fb805097618a5008c7ef36255cd340132c1d1cd9e0dfc434d29b41f37934",
+    git_commit = "00aa53429ad7ee5bdbc36221754ab1cf8873bd19",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cee08a2396218d507c4930c3163d0d17acc95c71 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Jan 2024 00:01:51 -0800
Subject: [PATCH 7120/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cca1d46f-0d93-492a-a7ea-b4615e1aa001

PiperOrigin-RevId: 598335326
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38509474198..5c4270275bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d988fb805097618a5008c7ef36255cd340132c1d1cd9e0dfc434d29b41f37934",
-    git_commit = "00aa53429ad7ee5bdbc36221754ab1cf8873bd19",
+    sha256 = "dd676fc4a0ad7cc1e3429d40b7fd1748529bf978aea834fe216271174c5eae42",
+    git_commit = "d3b29f0c3a12b8720154a56ad8b1d601e09d1441",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4665fb854997a478bd8e28ef4ecffef9858a96e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Jan 2024 06:02:15 -0800
Subject: [PATCH 7121/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34bc0391-ac9b-432f-91de-73fbd6d4ec84

PiperOrigin-RevId: 598394950
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c4270275bf..8e7991c4e97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd676fc4a0ad7cc1e3429d40b7fd1748529bf978aea834fe216271174c5eae42",
-    git_commit = "d3b29f0c3a12b8720154a56ad8b1d601e09d1441",
+    sha256 = "4cf826cddb6cf8e68460d6219917005a1db91e54dffab9749356a5534891ff05",
+    git_commit = "aa242962f2b50d8eed8ca286807310f7f20d43e5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91d31b61e89baa5c3bb158010d8e42f40144f95a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 14 Jan 2024 12:01:36 -0800
Subject: [PATCH 7122/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fdc2cbd7-797a-4e28-b900-2b82614a4b03

PiperOrigin-RevId: 598434948
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e7991c4e97..38971fb53e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cf826cddb6cf8e68460d6219917005a1db91e54dffab9749356a5534891ff05",
-    git_commit = "aa242962f2b50d8eed8ca286807310f7f20d43e5",
+    sha256 = "645644e3e0529fa57e0dee81a8bb77494bd489d3c9ec9ff4d9b236845312036d",
+    git_commit = "13850c96e4c47c29bd7d822ce4d19c97d7e404a0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b58b92c8db3c288a97728f8bbe8d0c78a06a27c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jan 2024 00:01:59 -0800
Subject: [PATCH 7123/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc2d2cc2-72dc-4471-9c84-00dc24069469

PiperOrigin-RevId: 598524520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38971fb53e9..417c444c6d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "645644e3e0529fa57e0dee81a8bb77494bd489d3c9ec9ff4d9b236845312036d",
-    git_commit = "13850c96e4c47c29bd7d822ce4d19c97d7e404a0",
+    sha256 = "f2bb09a7949739a61082af515a874f263cd606f6d5d74d78cdabb777f8f3ed6d",
+    git_commit = "416b23070d64a04752f1164396d33ea9de9baa42",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eaf20d50adb3e2c2d60dd32499bf5d0b58f062e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jan 2024 06:01:46 -0800
Subject: [PATCH 7124/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/47cb9e6d-e489-463a-a77b-31192f044987

PiperOrigin-RevId: 598591828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 417c444c6d6..008a459425b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2bb09a7949739a61082af515a874f263cd606f6d5d74d78cdabb777f8f3ed6d",
-    git_commit = "416b23070d64a04752f1164396d33ea9de9baa42",
+    sha256 = "f898282a4040d08bb1909e98eb69fa1d9b1fdb8e06b777626f7c2d7d54fd14ea",
+    git_commit = "33a87079f56a9d854b1f3057dc46f9d5559fe9c5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9df1fb2574d83311ad9b83dd18c48c477e8e44c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jan 2024 12:01:26 -0800
Subject: [PATCH 7125/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d477397a-3781-4e3d-9456-311c8e602ec3

PiperOrigin-RevId: 598645743
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 008a459425b..8d2b3c8ef04 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f898282a4040d08bb1909e98eb69fa1d9b1fdb8e06b777626f7c2d7d54fd14ea",
-    git_commit = "33a87079f56a9d854b1f3057dc46f9d5559fe9c5",
+    sha256 = "138b8bf4ea76fcfac2b1950e3bfd116428e616f0d0b3ffc1913b50936a457e28",
+    git_commit = "06b76542f0b44d9d8137468c6dc5f339af690ff5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 384c91309df3dc9caea111e738f822ef83f80413 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 15 Jan 2024 18:01:42 -0800
Subject: [PATCH 7126/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6ca5f71e-3afd-4997-92f4-043420eed94a

PiperOrigin-RevId: 598688442
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d2b3c8ef04..0d039999b8b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "138b8bf4ea76fcfac2b1950e3bfd116428e616f0d0b3ffc1913b50936a457e28",
-    git_commit = "06b76542f0b44d9d8137468c6dc5f339af690ff5",
+    sha256 = "36e4257441e9054bbf8b85c6c49b8cf942f8414bbc8b57ca78301bd21ba4ba6f",
+    git_commit = "37b15800af26c9453663edbb5029c398d1f53fe2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4794a6a21bc1753061db9a7a1c25b96b4e41ccf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jan 2024 00:01:43 -0800
Subject: [PATCH 7127/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c8f4002-5d3c-48fe-955f-e1ee99349ead

PiperOrigin-RevId: 598746447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d039999b8b..200d813a554 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36e4257441e9054bbf8b85c6c49b8cf942f8414bbc8b57ca78301bd21ba4ba6f",
-    git_commit = "37b15800af26c9453663edbb5029c398d1f53fe2",
+    sha256 = "4fcf9af4830a5529bf48149c49ca4c7d6a215451208a21ac42e697c305b1b7f7",
+    git_commit = "4c288453087edd9610dba9e94822044ddafc568f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 06c8fa0bbc2a6927c7db5a50cd5a09d4832fb17e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jan 2024 06:01:45 -0800
Subject: [PATCH 7128/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76b6993e-b1bd-439e-8b96-6c91c0d81e9c

PiperOrigin-RevId: 598817328
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 200d813a554..fd9f8cfdefa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fcf9af4830a5529bf48149c49ca4c7d6a215451208a21ac42e697c305b1b7f7",
-    git_commit = "4c288453087edd9610dba9e94822044ddafc568f",
+    sha256 = "c3f06446025e44ee8caac7ae72abb47016a05436cb2610b75a5f26568a7be384",
+    git_commit = "b088c28305955bf765e1e73555473321e1c3d2f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b48d4ab2b8ef77c3d1df8ef8c0edfd1a656b0b3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jan 2024 12:01:51 -0800
Subject: [PATCH 7129/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c714b06-7a63-49d9-b4a8-22473614062c

PiperOrigin-RevId: 598912642
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fd9f8cfdefa..e07bd0560e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3f06446025e44ee8caac7ae72abb47016a05436cb2610b75a5f26568a7be384",
-    git_commit = "b088c28305955bf765e1e73555473321e1c3d2f9",
+    sha256 = "46173b5074560d90906b4b4508f7e4be8d5eba1c5724228145f9f4702488e9d7",
+    git_commit = "5f985bbd55286f7ae93d4410ca8143badc4836b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fd2c39a905fc3cb6ade09a4023394ba141beb654 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jan 2024 18:01:40 -0800
Subject: [PATCH 7130/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acc4de64-a090-463b-827b-9d7a9e79960d

PiperOrigin-RevId: 599012847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e07bd0560e2..30f8797333f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46173b5074560d90906b4b4508f7e4be8d5eba1c5724228145f9f4702488e9d7",
-    git_commit = "5f985bbd55286f7ae93d4410ca8143badc4836b0",
+    sha256 = "fc96fbe6fa839e7a58717b5aa53d435e39b1c423934d5d39ad71d975fec55896",
+    git_commit = "8f93cadd2958464186f2f32b3e484637fc1e5dcf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3bad3c696362551721b13e218064b663182cb904 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jan 2024 00:01:42 -0800
Subject: [PATCH 7131/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c55bdf50-2325-4ab8-8943-499b7297e658

PiperOrigin-RevId: 599074505
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30f8797333f..bfc81da54eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc96fbe6fa839e7a58717b5aa53d435e39b1c423934d5d39ad71d975fec55896",
-    git_commit = "8f93cadd2958464186f2f32b3e484637fc1e5dcf",
+    sha256 = "ad5444b906d229c75e6261917ce0daf92cecfe1ee262f9f9042789d7e278a3e3",
+    git_commit = "fad928d626daee65ab1898b7b7f9b94fd3e38a9c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2a6d05ab0f3feab82d8bd6e90d458049b61efa05 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jan 2024 06:01:46 -0800
Subject: [PATCH 7132/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec763c33-8255-4751-b421-644b5e731416

PiperOrigin-RevId: 599147750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bfc81da54eb..7533db4a1df 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad5444b906d229c75e6261917ce0daf92cecfe1ee262f9f9042789d7e278a3e3",
-    git_commit = "fad928d626daee65ab1898b7b7f9b94fd3e38a9c",
+    sha256 = "73bd40c95de349b1fac836a9af16ed06dff06ba2b63c7d4a3d368ae2c47db89c",
+    git_commit = "869d7351d168e744e5c96bf02043ef996ac9a5e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d5255dd1bba4bcbd73ac3f4ef72d22e7e80d9cf6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Jan 2024 12:01:44 -0800
Subject: [PATCH 7133/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/221dfe43-3bb0-4d31-882d-b3b0dff6253b

PiperOrigin-RevId: 599246772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7533db4a1df..fbdc909d7db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73bd40c95de349b1fac836a9af16ed06dff06ba2b63c7d4a3d368ae2c47db89c",
-    git_commit = "869d7351d168e744e5c96bf02043ef996ac9a5e6",
+    sha256 = "8ef3cc7d9782c1ea4419b2f732a7b097c97a52c4e363a62d0de4ede29dfa4f9a",
+    git_commit = "3520a882dc687d7a354941432690b01d4a500b98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5a89088e956bb9e2febce190eb5d985a3013721 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jan 2024 06:01:50 -0800
Subject: [PATCH 7134/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f8e06df4-3d8c-4d3d-bdb9-c5792c3d42c5

PiperOrigin-RevId: 600434213
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbdc909d7db..12de9ea0d43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ef3cc7d9782c1ea4419b2f732a7b097c97a52c4e363a62d0de4ede29dfa4f9a",
-    git_commit = "3520a882dc687d7a354941432690b01d4a500b98",
+    sha256 = "35aea10fb9ab080a1581dbc742a3ef9b2f54b81f453c65963190b34696c59ce9",
+    git_commit = "a078584addaa23d7b994f6d8902cac0f499d3026",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01923c7249852c856019d52d6e95df19a345d2f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jan 2024 12:04:48 -0800
Subject: [PATCH 7135/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75380a2d-04f8-4ebd-ac0d-3ea68ef44099

PiperOrigin-RevId: 600528527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 12de9ea0d43..02d9876a766 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "35aea10fb9ab080a1581dbc742a3ef9b2f54b81f453c65963190b34696c59ce9",
-    git_commit = "a078584addaa23d7b994f6d8902cac0f499d3026",
+    sha256 = "74e426d99014dc33029eb5b0fc1d3660322305a9ef56e9eb861f9a78c0079867",
+    git_commit = "1d890a8de7df850f2f1260412614dfacd095c2e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98c593e0a2a3ccc4cbaff0f2891a94144bedd38d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jan 2024 18:01:35 -0800
Subject: [PATCH 7136/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/599fab08-cb0e-42e7-93d8-1d6936831fb1

PiperOrigin-RevId: 600624160
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02d9876a766..5386c6d02f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74e426d99014dc33029eb5b0fc1d3660322305a9ef56e9eb861f9a78c0079867",
-    git_commit = "1d890a8de7df850f2f1260412614dfacd095c2e6",
+    sha256 = "ad8601ba179fa933b7dc48d1614838bf01f185b36211ded40b524f22df94f93c",
+    git_commit = "aa80ddf66b85472f23efd56ecd7698731e1b9b50",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9646a67e1460fc57f547ad45db75c7eab34209a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jan 2024 00:01:57 -0800
Subject: [PATCH 7137/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/378f0731-49de-47f6-896d-fad9f11eea25

PiperOrigin-RevId: 600690772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5386c6d02f5..c4443369d7e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad8601ba179fa933b7dc48d1614838bf01f185b36211ded40b524f22df94f93c",
-    git_commit = "aa80ddf66b85472f23efd56ecd7698731e1b9b50",
+    sha256 = "ca14a02bc95124520f0d8d94f9f0496f6dfd9d765370ef89ad165afaea270938",
+    git_commit = "61af8c715a9e175cd9d209224378ae4900de630d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1defc0afc0d767b367ce805006c126d4696c1899 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jan 2024 06:01:53 -0800
Subject: [PATCH 7138/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64b1683a-bebf-4ce0-95b7-cce45d511b33

PiperOrigin-RevId: 600763011
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4443369d7e..91e4c55ea2a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca14a02bc95124520f0d8d94f9f0496f6dfd9d765370ef89ad165afaea270938",
-    git_commit = "61af8c715a9e175cd9d209224378ae4900de630d",
+    sha256 = "b6220f4fe0eaa1fe520568107060eef81cdcdfe0c2dfe310cdf8898da9b808f5",
+    git_commit = "69d67380f751a748f7eea4a121aafb1a42dfab12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca953387513764d8295c260795c4866f9018afe2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jan 2024 12:02:14 -0800
Subject: [PATCH 7139/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc0c2eaf-fa43-404e-94bb-a32fb7d259ac

PiperOrigin-RevId: 600864340
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91e4c55ea2a..4e5fb10e7d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6220f4fe0eaa1fe520568107060eef81cdcdfe0c2dfe310cdf8898da9b808f5",
-    git_commit = "69d67380f751a748f7eea4a121aafb1a42dfab12",
+    sha256 = "66a5795250daf1dcd360be8d214de64427221620f4e069c78c0ee9c68cc71c43",
+    git_commit = "978e5aaea3821c122e266650a8d691feb593a31e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8ccd8a5219158294b8183c307809ab76ad6c0f0f Mon Sep 17 00:00:00 2001
From: Ken Franko <kfranko@google.com>
Date: Tue, 23 Jan 2024 13:08:19 -0800
Subject: [PATCH 7140/8103] Add streaming options for predict request.

These options are used to control request handling when a logical request is broken up into multiple PredictRequests.

PiperOrigin-RevId: 600883997
---
 tensorflow_serving/apis/predict.proto | 68 +++++++++++++++++++++++++++
 1 file changed, 68 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 0c6e2a0f41f..bf868984e59 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -32,6 +32,74 @@ message PredictRequest {
 
   // Reserved field 4.
   reserved 4;
+
+  // Options for streaming requests to control how multiple requests/responses
+  // are handled within a single stream.
+  PredictStreamedOptions predict_streamed_options = 5;
+}
+
+// Options only used for streaming requests that control how inputs/ouputs are
+// handled in the stream.
+message PredictStreamedOptions {
+  // Request state used to handle splitting of requests.  NONE is the
+  // default when the stream request is not split.
+  //
+  // SPLIT is used when multiple streamed requests are used to generate a
+  // logical request. END_SPLIT should be called for the last split of the
+  // logical request. NONE can not be interspersed with SPLIT before END_SPLIT
+  // is called. If another request is sent on the same
+  // stream after END_SPLIT, it can be any of the RequestState since a new
+  // logical request has started.  If END_SPLIT is called on its own the
+  // behavior is the same as NONE.
+  //
+  // Some examples with a mix of request states and the logical request.
+  //
+  // Example 1 :
+  //   SPLIT
+  //   SPLIT
+  //   END_SPLIT
+  //
+  // Will be treated as a single logical request.
+  //
+  // Example 2:
+  //   NONE
+  //   END_SPLIT
+  //   NONE
+  //
+  // Will be treated as three logical requests (1. NONE 2. END_SPLIT, 3. NONE)
+  //
+  // Example 3:
+  //   SPLIT
+  //   SPLIT
+  //
+  // Invalid because END_SPLIT is never call.
+  //
+  // Example 4:
+  //   SPLIT
+  //   NONE
+  //   SPLIT
+  //   END_SPLIT
+  //
+  // Invalid because is interspersed with SPLIT.
+  //
+  // Example 5:
+  //   SPLIT
+  //   END_SPLIT
+  //   SPLIT
+  //   SPLIT
+  //   END_SPLIT
+  //
+  // Will be treated as two logical requests (1. SPLIT, END_SPLIT 2. SPLIT,
+  // SPLIT, END_SPLIT)
+
+  enum RequestState {
+    NONE = 0;
+    SPLIT = 1;
+    END_SPLIT = 2;
+  }
+
+  // Request state used to handle segmentation of requests.
+  RequestState request_state = 1;
 }
 
 // Response for PredictRequest on successful run.

From fcfdcac0485c8293d9a7923de20d7226898c5a65 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Jan 2024 18:01:51 -0800
Subject: [PATCH 7141/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6d2197a-f2f3-471e-82c0-38d7cee715c9

PiperOrigin-RevId: 600961772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e5fb10e7d6..4c7b74cbffc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66a5795250daf1dcd360be8d214de64427221620f4e069c78c0ee9c68cc71c43",
-    git_commit = "978e5aaea3821c122e266650a8d691feb593a31e",
+    sha256 = "b7cf6aab2ec8d8b9154361440d3fcb35ba822d794be58df46e450961e57b7e6f",
+    git_commit = "ea23e0f1535cee8f1103fedf24835fd308f86230",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f97dce48e525976988dad268b326af59cd65da68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jan 2024 00:01:50 -0800
Subject: [PATCH 7142/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5816cb33-78e9-4be2-88ff-be52d7e49bda

PiperOrigin-RevId: 601025616
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4c7b74cbffc..0adc81c5925 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b7cf6aab2ec8d8b9154361440d3fcb35ba822d794be58df46e450961e57b7e6f",
-    git_commit = "ea23e0f1535cee8f1103fedf24835fd308f86230",
+    sha256 = "42b48dd07673984b999682a0f0d6320046ba14ab6db16aff4e2139f002441640",
+    git_commit = "fcfa7abb8c2a3435ba2a2b6e1cf5c97d855fd4ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 90d14fe523a9ef3e77929559d3c5950c00652d27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jan 2024 06:02:11 -0800
Subject: [PATCH 7143/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec5e09c2-3be3-4bb2-9dcf-9f02caac64c0

PiperOrigin-RevId: 601096504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0adc81c5925..e1a6a014eab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42b48dd07673984b999682a0f0d6320046ba14ab6db16aff4e2139f002441640",
-    git_commit = "fcfa7abb8c2a3435ba2a2b6e1cf5c97d855fd4ac",
+    sha256 = "95d810bd6515993769612d599036697606eab070461710ac0eb07aa2e2fb46a1",
+    git_commit = "87b1e9fcf1503d2fc7f07205ba3b99f010258251",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9471dafd043f7c3d51eb3a51440854cb2fa75f46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jan 2024 12:01:42 -0800
Subject: [PATCH 7144/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b24bbc8d-b307-4068-b46e-b3668be7d06a

PiperOrigin-RevId: 601191936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1a6a014eab..5fc93b96335 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95d810bd6515993769612d599036697606eab070461710ac0eb07aa2e2fb46a1",
-    git_commit = "87b1e9fcf1503d2fc7f07205ba3b99f010258251",
+    sha256 = "f81d658fc320cb4e1fc5f81f02bef5d2608fa553006f2c1817765bf2b10a9030",
+    git_commit = "a58d93fb23dd0ea2735e5ef69e10c6f163fbadb9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2ffb394bc06f0b31f1afca96ed71192499f11375 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Jan 2024 18:01:42 -0800
Subject: [PATCH 7145/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dce083df-8b74-4aab-8966-fb85fad2cb69

PiperOrigin-RevId: 601290588
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5fc93b96335..3529588a587 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f81d658fc320cb4e1fc5f81f02bef5d2608fa553006f2c1817765bf2b10a9030",
-    git_commit = "a58d93fb23dd0ea2735e5ef69e10c6f163fbadb9",
+    sha256 = "1685e5c2838066bb013723dc384b7c2e6fddc63e9b925ec397c57c79f179c2be",
+    git_commit = "3fee2e143de9d24e95cdf3970fa8988fc8cd7082",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c650802d93600051cc90196445aa19a6c7f854f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jan 2024 00:01:48 -0800
Subject: [PATCH 7146/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3942c714-09cd-4352-ade0-aa7e1fe57b1d

PiperOrigin-RevId: 601357157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3529588a587..c15c66e89f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1685e5c2838066bb013723dc384b7c2e6fddc63e9b925ec397c57c79f179c2be",
-    git_commit = "3fee2e143de9d24e95cdf3970fa8988fc8cd7082",
+    sha256 = "612ad696975c3b9b05370aa8c14771a60ca10efa142746b21f511fa81131b69c",
+    git_commit = "961b6c1abb0eafeb06e1353976bb1a242ca57987",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3765c151732639c3daac4dfb56d581bbbe66a8b2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jan 2024 06:01:51 -0800
Subject: [PATCH 7147/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3c52bf2-0b01-4a5d-b730-a52cd38b072a

PiperOrigin-RevId: 601424747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c15c66e89f5..41b22293010 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "612ad696975c3b9b05370aa8c14771a60ca10efa142746b21f511fa81131b69c",
-    git_commit = "961b6c1abb0eafeb06e1353976bb1a242ca57987",
+    sha256 = "17ca0fd9c30c2dff630b0c6edcadc44de65c33605e92de2db5dd44cae2b670ed",
+    git_commit = "377538a426bbf1aef4a47462029aaa55e82f1e26",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a899959a1e33db6e717b72d45f035797db986550 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jan 2024 12:01:35 -0800
Subject: [PATCH 7148/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e161332-2bb1-4fc6-aa9a-d009ab7bfd9c

PiperOrigin-RevId: 601520869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41b22293010..976565c320f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17ca0fd9c30c2dff630b0c6edcadc44de65c33605e92de2db5dd44cae2b670ed",
-    git_commit = "377538a426bbf1aef4a47462029aaa55e82f1e26",
+    sha256 = "473126982ee47de9db5eac6a4cb03bf0a686ed6d019b4e4b53f4287b6d5e6608",
+    git_commit = "0b48f04b2aa38feeeb1c13ae7caab84a2bcdd435",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ff3357756ff3256ae9d2516e765724646b52295 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Jan 2024 18:01:33 -0800
Subject: [PATCH 7149/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c04f6ac-a919-4c4b-b8ae-56b7fb841179

PiperOrigin-RevId: 601622301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 976565c320f..e059cda9b99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "473126982ee47de9db5eac6a4cb03bf0a686ed6d019b4e4b53f4287b6d5e6608",
-    git_commit = "0b48f04b2aa38feeeb1c13ae7caab84a2bcdd435",
+    sha256 = "cfd9078149546120c090a5abe3ad09df3a2900fdec2139a89bd6762cbe7f2a4a",
+    git_commit = "8ee164fe0facf636c414e521ec1ae82fcccb2244",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6865dde8c49ebd03b098c9674b15213338ec3dfb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jan 2024 00:02:00 -0800
Subject: [PATCH 7150/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6d6863d-24ab-4c55-80e0-9899bb878e66

PiperOrigin-RevId: 601683010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e059cda9b99..2589e24beeb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cfd9078149546120c090a5abe3ad09df3a2900fdec2139a89bd6762cbe7f2a4a",
-    git_commit = "8ee164fe0facf636c414e521ec1ae82fcccb2244",
+    sha256 = "504c03b391af3a1fae8fb07210bf79fae2e57db17fdcdb5a340c859328d39908",
+    git_commit = "5f86f9ae633d400cfd7d6dbac65076a697602551",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 443f24d0897829f4025033df7146ed79b2ba1d24 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jan 2024 06:01:44 -0800
Subject: [PATCH 7151/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a74eb603-be85-43b0-9bee-e5a45288ec8b

PiperOrigin-RevId: 601743377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2589e24beeb..d8b343286dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "504c03b391af3a1fae8fb07210bf79fae2e57db17fdcdb5a340c859328d39908",
-    git_commit = "5f86f9ae633d400cfd7d6dbac65076a697602551",
+    sha256 = "aac7c1a0b404f3826f47270565fb57124f44845dcc22bde3e772cc6242d96300",
+    git_commit = "fe9aeea39fc9026921b93d83637054c350d79006",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b581572e3d9c1bb708ffa1314c2fd1eb1a143f8b Mon Sep 17 00:00:00 2001
From: Ken Franko <kfranko@google.com>
Date: Fri, 26 Jan 2024 11:49:34 -0800
Subject: [PATCH 7152/8103] Define how tensors will be split for SPLIT streamed
 requests.

Will be used for concatenation on the server side.

PiperOrigin-RevId: 601826476
---
 tensorflow_serving/apis/predict.proto | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index bf868984e59..a8dc38c1cb4 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -100,6 +100,25 @@ message PredictStreamedOptions {
 
   // Request state used to handle segmentation of requests.
   RequestState request_state = 1;
+
+  // Input tensors split dimensions.
+  // Defines the dimension used to split input tensors specified
+  // in PredictRequest.inputs. The dimension will be used
+  // for concatenation of multiple SPLIT requests.
+  //
+  // For input tensor in PredictRequest.inputs that are not contained in this
+  // map, the tensors from the first SPLIT request will be used.
+  //
+  // For example, with an original input tensor of [[1, 2, 3, 4], [5, 6, 7, 8]].
+  //
+  // For a split dimension of 0 and two requests (SPLIT and END_SPLIT), the
+  // input tensors for request 1 should be [1, 2, 3, 4] and request 2 should be
+  // be [5, 6, 7, 8].
+  //
+  // For a split dimension of 1 and two requests (SPLIT and END_SPLIT), the
+  // input tensors for request 1 should be [[1, 2], [5, 6]] and request 2 should
+  // be [[3, 4], [7, 8]].
+  map<string, int32> split_dimensions = 2;
 }
 
 // Response for PredictRequest on successful run.

From 8c7f2d13595cc611b25db7ad382a88082b77b142 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jan 2024 12:01:49 -0800
Subject: [PATCH 7153/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4a0e421-f52f-468f-8be9-224abf49d9f5

PiperOrigin-RevId: 601829919
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8b343286dc..6112223b3b7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aac7c1a0b404f3826f47270565fb57124f44845dcc22bde3e772cc6242d96300",
-    git_commit = "fe9aeea39fc9026921b93d83637054c350d79006",
+    sha256 = "0e3170b2362f7117ab5ca4b94fd84fa9b1cd8cc3cea12d9bd4e6f9d580326ef1",
+    git_commit = "763a629058c17dc6725956d4f9d903c0b64f7cc1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 834d6c62a708d38d96174cfbbfd287cd40f4fed0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Jan 2024 18:01:32 -0800
Subject: [PATCH 7154/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/013a207c-53e0-42f5-8aee-c2ee5268325d

PiperOrigin-RevId: 601913526
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6112223b3b7..6a8abbc9db7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0e3170b2362f7117ab5ca4b94fd84fa9b1cd8cc3cea12d9bd4e6f9d580326ef1",
-    git_commit = "763a629058c17dc6725956d4f9d903c0b64f7cc1",
+    sha256 = "b39151e03ae6abec1449d15513785db35c41e8b0fcbdbdb1711923b83d41e8f5",
+    git_commit = "24f24c528c1554aa456cad8770e61fac1a141c50",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e2a9f17578bc283341911bf0a3909be257e80d17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jan 2024 00:01:52 -0800
Subject: [PATCH 7155/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e8a484a-b640-4ec9-a183-36807520e538

PiperOrigin-RevId: 601964252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a8abbc9db7..22e63f5d769 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b39151e03ae6abec1449d15513785db35c41e8b0fcbdbdb1711923b83d41e8f5",
-    git_commit = "24f24c528c1554aa456cad8770e61fac1a141c50",
+    sha256 = "60dcac7e48cbeb012efe2928cdd42532ec631a5a3b7c59d6394187ec08aeea12",
+    git_commit = "2517dc357e190985ce9645f8174072b41f836d0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fb10751753939faaeb495da68bc888da2e888888 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jan 2024 06:01:37 -0800
Subject: [PATCH 7156/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/16e40797-7188-4845-96d0-d2f702a0d8c2

PiperOrigin-RevId: 602007766
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22e63f5d769..7aeee7632a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60dcac7e48cbeb012efe2928cdd42532ec631a5a3b7c59d6394187ec08aeea12",
-    git_commit = "2517dc357e190985ce9645f8174072b41f836d0d",
+    sha256 = "19d84fe6a182c232ae98e26a8153a65e4ea303f5c02f1e7252e203bfc9f843ed",
+    git_commit = "0ad2ed4a1fb54e9f3a53937b5c7abbfb16fc4703",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f17563166534664b45248419988c0d95dfc8d49c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jan 2024 12:01:48 -0800
Subject: [PATCH 7157/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/999a5bf6-f028-45e7-be0a-785f85544b69

PiperOrigin-RevId: 602043690
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7aeee7632a8..6aef6ad9884 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19d84fe6a182c232ae98e26a8153a65e4ea303f5c02f1e7252e203bfc9f843ed",
-    git_commit = "0ad2ed4a1fb54e9f3a53937b5c7abbfb16fc4703",
+    sha256 = "12b003534379e06bab99927b1b7ee54a630f1bc0f5800ebac8150da2ecd7f2e6",
+    git_commit = "649a22faefbee1628345b90fdd3e0313dfe0d5f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff99d10401637f3bcf3b16183a65c0b37c6708a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jan 2024 18:01:29 -0800
Subject: [PATCH 7158/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00caf22e-6c0b-4476-a308-a3623c0216b9

PiperOrigin-RevId: 602078975
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6aef6ad9884..8d49d23aab9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12b003534379e06bab99927b1b7ee54a630f1bc0f5800ebac8150da2ecd7f2e6",
-    git_commit = "649a22faefbee1628345b90fdd3e0313dfe0d5f9",
+    sha256 = "bdbef70ebee8443a71bd46895ce8b6a6ec00849f0ad71068326d7a2d581fc77e",
+    git_commit = "8727615674261baef770fb037e00a208448edcf2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6ef470e55b0d0b67dbce9516c157861974ab15ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jan 2024 00:01:52 -0800
Subject: [PATCH 7159/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/efd71025-fcb2-4098-b6f1-c3c23b953c02

PiperOrigin-RevId: 602121078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d49d23aab9..f6bb3e0b62c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdbef70ebee8443a71bd46895ce8b6a6ec00849f0ad71068326d7a2d581fc77e",
-    git_commit = "8727615674261baef770fb037e00a208448edcf2",
+    sha256 = "ac900bd5c4b1c6ba7ef76b581b70653108b5fea5b13b8c1be6bb9d1715989400",
+    git_commit = "937dd5fab9095feb35a67bdadf2b42bec9245b93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed5a91d076ff1fb45f8c88373e0c6c5554f70415 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jan 2024 06:01:34 -0800
Subject: [PATCH 7160/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dcfd11d6-59a7-4498-8486-7972449cdc63

PiperOrigin-RevId: 602162451
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f6bb3e0b62c..e160ce94d80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac900bd5c4b1c6ba7ef76b581b70653108b5fea5b13b8c1be6bb9d1715989400",
-    git_commit = "937dd5fab9095feb35a67bdadf2b42bec9245b93",
+    sha256 = "6a84093c32cf663ecf2e6108db3ffa9c5e0b284de114ce6b0d7eb1331d506fce",
+    git_commit = "1843fc7d40225d82fd1cf5f674f70deb320dd799",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4ceb2728b9b07fb27ff57b594b67b7a2818b330a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jan 2024 00:01:42 -0800
Subject: [PATCH 7161/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75380535-48c4-4b58-b26c-0c0daee711d4

PiperOrigin-RevId: 602292299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e160ce94d80..b0f240a6af3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a84093c32cf663ecf2e6108db3ffa9c5e0b284de114ce6b0d7eb1331d506fce",
-    git_commit = "1843fc7d40225d82fd1cf5f674f70deb320dd799",
+    sha256 = "c88f2bf3339325d1cfacd7271e17520fff56f6e4a277704430efed90fb42df0a",
+    git_commit = "05404d959119d41a8ffb8a75c6f232cfd8540d45",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39b5d8fc472970813f32fc77c5e088f62f3af1c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jan 2024 06:01:42 -0800
Subject: [PATCH 7162/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba241e25-a2e7-4816-8d0a-f414487aca46

PiperOrigin-RevId: 602363033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0f240a6af3..b517cc3757b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c88f2bf3339325d1cfacd7271e17520fff56f6e4a277704430efed90fb42df0a",
-    git_commit = "05404d959119d41a8ffb8a75c6f232cfd8540d45",
+    sha256 = "887733ec4ec5b707936a4bdd6886d88ff60e77fcc9d06cdfbed0e03196f88316",
+    git_commit = "3f3ff058a549882be84e7652c9f8024fc4627040",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb578521a2a8c349a6602bbe98eb399bdcf20c30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jan 2024 11:08:49 -0800
Subject: [PATCH 7163/8103] Add a client_id field for custom servables.

PiperOrigin-RevId: 602442561
---
 tensorflow_serving/apis/predict.proto | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index a8dc38c1cb4..ee5ab889fd8 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -36,6 +36,11 @@ message PredictRequest {
   // Options for streaming requests to control how multiple requests/responses
   // are handled within a single stream.
   PredictStreamedOptions predict_streamed_options = 5;
+
+  // Client identifier to group requests belonging to a specific entity.
+  // Example entities can be product ids, service names, user ids etc.
+  // Servers can use this to optimize placement, caching and colocation.
+  optional bytes client_id = 6;
 }
 
 // Options only used for streaming requests that control how inputs/ouputs are

From 57da6d9e13f41f5b6b8560340302c2c1893c22c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jan 2024 12:01:42 -0800
Subject: [PATCH 7164/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71590f70-b67f-44ee-a713-fdd80bc95242

PiperOrigin-RevId: 602459080
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b517cc3757b..253aee597b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "887733ec4ec5b707936a4bdd6886d88ff60e77fcc9d06cdfbed0e03196f88316",
-    git_commit = "3f3ff058a549882be84e7652c9f8024fc4627040",
+    sha256 = "41db32ffc456f8e9bb22079f7b59dad662ce70367cce9763be053336821447a3",
+    git_commit = "ed444dbf4b7bd4dd9062d5688d6b178d61a83d81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5e2691d4852f0a9c047f4c6163292039cb6e2157 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jan 2024 18:01:45 -0800
Subject: [PATCH 7165/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/264fcc30-68b1-4997-9b65-0a7a3d2cb63f

PiperOrigin-RevId: 602555875
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 253aee597b1..58659dab4e2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41db32ffc456f8e9bb22079f7b59dad662ce70367cce9763be053336821447a3",
-    git_commit = "ed444dbf4b7bd4dd9062d5688d6b178d61a83d81",
+    sha256 = "70c49da2a5f087125a4782d45d1c75a54b1d63b8e2189d27c972382502587d57",
+    git_commit = "9b2716b239b8c38baa239c7526bc3a28c86e2549",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc4647477db3c955d17dc5fecc2ce3bddb4314f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jan 2024 00:01:34 -0800
Subject: [PATCH 7166/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d5abc1c-0af1-48db-97a6-cb75f95bc4ff

PiperOrigin-RevId: 602626325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58659dab4e2..9f8d8bfa24c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "70c49da2a5f087125a4782d45d1c75a54b1d63b8e2189d27c972382502587d57",
-    git_commit = "9b2716b239b8c38baa239c7526bc3a28c86e2549",
+    sha256 = "9415767703f0c111e2da2ced51ba129780f15b0228a05a6814bf3968f49c9674",
+    git_commit = "10679892ee1406de1b370997113ee8930d97f680",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db74e574d06c5f635ded78d15a8b1be1bc20456c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jan 2024 06:01:37 -0800
Subject: [PATCH 7167/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/464822e3-3bf5-4948-9b72-31b7363b99c3

PiperOrigin-RevId: 602700231
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f8d8bfa24c..909c204d887 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9415767703f0c111e2da2ced51ba129780f15b0228a05a6814bf3968f49c9674",
-    git_commit = "10679892ee1406de1b370997113ee8930d97f680",
+    sha256 = "bcfb083e28047eafd99b9ea2065bb0203e23173582286546d74456575b171e69",
+    git_commit = "5292ce50e0b30e942911d7ec0a89299434cda61a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1e13413e2ad0f0aa8d25fbccaf3cd2abc8dfe0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jan 2024 10:57:15 -0800
Subject: [PATCH 7168/8103] Add option to configure the name of the input layer
 of remote model.

This binary is useful to test other models based on resnet that may have slightly different names.

PiperOrigin-RevId: 602779121
---
 tensorflow_serving/example/resnet_client.cc | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/example/resnet_client.cc b/tensorflow_serving/example/resnet_client.cc
index 86660e349a0..edcf01b91e5 100644
--- a/tensorflow_serving/example/resnet_client.cc
+++ b/tensorflow_serving/example/resnet_client.cc
@@ -119,6 +119,7 @@ class ServingClient {
 
   tensorflow::string callPredict(const tensorflow::string& model_name,
                                  const tensorflow::string& model_signature_name,
+                                 const tensorflow::string& input_name,
                                  const tensorflow::string& file_path) {
     PredictRequest predictRequest;
     PredictResponse response;
@@ -140,7 +141,7 @@ class ServingClient {
       return "execution failed";
     }
 
-    inputs["input_1"] = proto;
+    inputs[input_name] = proto;
 
     Status status = stub_->Predict(&context, predictRequest, &response);
 
@@ -182,13 +183,15 @@ int main(int argc, char** argv) {
   tensorflow::string image_file = "";
   tensorflow::string model_name = "resnet";
   tensorflow::string model_signature_name = "serving_default";
+  tensorflow::string input_name = "input_1";
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("server_port", &server_port,
                        "the IP and port of the server"),
       tensorflow::Flag("image_file", &image_file, "the path to the image"),
       tensorflow::Flag("model_name", &model_name, "name of model"),
       tensorflow::Flag("model_signature_name", &model_signature_name,
-                       "name of model signature")};
+                       "name of model signature"),
+      tensorflow::Flag("input_name", &input_name, "name of input tensor")};
 
   tensorflow::string usage = tensorflow::Flags::Usage(argv[0], flag_list);
   const bool parse_result = tensorflow::Flags::Parse(&argc, argv, flag_list);
@@ -201,7 +204,8 @@ int main(int argc, char** argv) {
       grpc::CreateChannel(server_port, grpc::InsecureChannelCredentials()));
   std::cout << "calling predict using file: " << image_file << "  ..."
             << std::endl;
-  std::cout << guide.callPredict(model_name, model_signature_name, image_file)
+  std::cout << guide.callPredict(model_name, model_signature_name, input_name,
+                                 image_file)
             << std::endl;
   return 0;
 }

From 2bdfe772994863bed68f4630365dc82e5eb6a6f9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jan 2024 12:01:44 -0800
Subject: [PATCH 7169/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85c4dbbd-2c41-448d-b926-d786b55e288a

PiperOrigin-RevId: 602799684
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 909c204d887..5e1e5fb4c6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcfb083e28047eafd99b9ea2065bb0203e23173582286546d74456575b171e69",
-    git_commit = "5292ce50e0b30e942911d7ec0a89299434cda61a",
+    sha256 = "2e5723c4ebbf1177bb252d7685c20f189eec3c181dce2da3c339c94ec651ab76",
+    git_commit = "a334e7ef32934e35b18dd19daab3fee0dc8391d1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ee646895d3b5c38319df598689a0d023255004d5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Jan 2024 18:01:36 -0800
Subject: [PATCH 7170/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b8ecae0-8a57-40a4-9997-8a0a895324f4

PiperOrigin-RevId: 602893578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e1e5fb4c6f..10f9f71667e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2e5723c4ebbf1177bb252d7685c20f189eec3c181dce2da3c339c94ec651ab76",
-    git_commit = "a334e7ef32934e35b18dd19daab3fee0dc8391d1",
+    sha256 = "0585dd4e2ff67604ad62e855b19fe90eeab99b632abb8fcc59679c1c8e587c39",
+    git_commit = "e43bc727aa14ddcee61fefad425ed8f3ff85eaf1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f0e9baa302719d15a0c2c955d7afeef80809424 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jan 2024 00:02:45 -0800
Subject: [PATCH 7171/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cbb93284-6fe1-4b70-82e1-86a37ba430d3

PiperOrigin-RevId: 602956348
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10f9f71667e..d7492e54e25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0585dd4e2ff67604ad62e855b19fe90eeab99b632abb8fcc59679c1c8e587c39",
-    git_commit = "e43bc727aa14ddcee61fefad425ed8f3ff85eaf1",
+    sha256 = "573c19e4fab7fa7f37e20c5063a5b8c5a4516e7e38251e666e05a008fa55cbe1",
+    git_commit = "c6801aabee6fd83e2dc903624c75ece2ea88f28a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 050cf83d3d85183d0a5efbd95ffc5c57bbf5cf09 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jan 2024 06:01:30 -0800
Subject: [PATCH 7172/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2acf91b0-1663-4c0f-94a2-4254ecc8a847

PiperOrigin-RevId: 603024906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7492e54e25..887d81e21c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "573c19e4fab7fa7f37e20c5063a5b8c5a4516e7e38251e666e05a008fa55cbe1",
-    git_commit = "c6801aabee6fd83e2dc903624c75ece2ea88f28a",
+    sha256 = "c73285c96f296d32969caa0a95fe4f4a7f6a9293c828a802a6d276c634c1f3c7",
+    git_commit = "6dddfa1b666fab4d070052311a312f62f2739605",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c4f757e5f27dafe8d71838825eb30b5aaaec5f7e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jan 2024 12:01:42 -0800
Subject: [PATCH 7173/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6267a5a7-1490-4795-bbfa-86a7cfc3775f

PiperOrigin-RevId: 603119387
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 887d81e21c5..a6f310d31d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c73285c96f296d32969caa0a95fe4f4a7f6a9293c828a802a6d276c634c1f3c7",
-    git_commit = "6dddfa1b666fab4d070052311a312f62f2739605",
+    sha256 = "cf372b3e4c4adf8d2213e5c6a26c3c29fb5999c2bcf49fa2dabd4eca119e5244",
+    git_commit = "d6bd777fbfb7ff2a31fe2d18a1f2f3fa6a2da408",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed975b516aaed8e8c2e724cc489658a71e6f84d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 31 Jan 2024 18:01:33 -0800
Subject: [PATCH 7174/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f535069a-e905-43a1-b22a-8f455644b872

PiperOrigin-RevId: 603214664
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a6f310d31d4..86e87ce30e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf372b3e4c4adf8d2213e5c6a26c3c29fb5999c2bcf49fa2dabd4eca119e5244",
-    git_commit = "d6bd777fbfb7ff2a31fe2d18a1f2f3fa6a2da408",
+    sha256 = "46a3789c93a3cd901a159c77d365cce75fb9e8ff848492d8543dc34fa81a9840",
+    git_commit = "277eed5e835dbc421498e02ceff5bc7fd3d88805",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 87311495365ae1406943aef8548c2ac1b9006c48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Feb 2024 00:01:44 -0800
Subject: [PATCH 7175/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d88c5c61-a6be-411c-b1a2-a7f7ceb59530

PiperOrigin-RevId: 603279130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86e87ce30e9..42a263685b8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46a3789c93a3cd901a159c77d365cce75fb9e8ff848492d8543dc34fa81a9840",
-    git_commit = "277eed5e835dbc421498e02ceff5bc7fd3d88805",
+    sha256 = "5ae274f468de6ae32b5b62b310d8c77127751b6517fda92c239727d1b831f4bc",
+    git_commit = "ade6d0f8edcac0a237b4e580c75b18363f0416ba",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 16d1a46681f08f735b75dad2a56e3a6a09aa269c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Feb 2024 06:01:46 -0800
Subject: [PATCH 7176/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f124a75-59ef-4942-b925-49d27ad21d8e

PiperOrigin-RevId: 603346942
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 42a263685b8..5bf0751e5ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5ae274f468de6ae32b5b62b310d8c77127751b6517fda92c239727d1b831f4bc",
-    git_commit = "ade6d0f8edcac0a237b4e580c75b18363f0416ba",
+    sha256 = "087b5afaeb0521a950b79e431f886c07c5f49cb2df4a43216af0d773977ddb18",
+    git_commit = "7575769cc0aaadd66397b54592e44c0c8ace9528",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 00f89a3465f7d471cbc4159ec7325398320698e1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Feb 2024 12:01:30 -0800
Subject: [PATCH 7177/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f50a4c92-435f-44be-85de-035e326cd13e

PiperOrigin-RevId: 603439946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bf0751e5ab..b7dff09e53c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "087b5afaeb0521a950b79e431f886c07c5f49cb2df4a43216af0d773977ddb18",
-    git_commit = "7575769cc0aaadd66397b54592e44c0c8ace9528",
+    sha256 = "01b62a8fe9363b1517b022fe053186b2359610f0e0184830ed0cbf4e9d9d2650",
+    git_commit = "558e32d6242c82b2456bf7678308c488cefc41a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 28dd219c3f7d6700fdc4ce3ea8682ff15756bb12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 Feb 2024 18:01:30 -0800
Subject: [PATCH 7178/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9aeb09b3-c003-4dcb-a283-4f55f5a02110

PiperOrigin-RevId: 603536145
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b7dff09e53c..8d6013fe325 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01b62a8fe9363b1517b022fe053186b2359610f0e0184830ed0cbf4e9d9d2650",
-    git_commit = "558e32d6242c82b2456bf7678308c488cefc41a1",
+    sha256 = "79b2c92367099d836f76bca280b7f32d2cdd56849174ed69ed301291d5e3677e",
+    git_commit = "b56144732f8ac38f5cdf49c3196e10b52efc5762",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5a4ec8a68dabc7c52694d80b39da50408f25da30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Feb 2024 00:01:42 -0800
Subject: [PATCH 7179/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7f7df0ec-fca6-477a-92bb-4d8b60b00521

PiperOrigin-RevId: 603599928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8d6013fe325..6d4c9cb0517 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79b2c92367099d836f76bca280b7f32d2cdd56849174ed69ed301291d5e3677e",
-    git_commit = "b56144732f8ac38f5cdf49c3196e10b52efc5762",
+    sha256 = "41c5122d91f304d3624c5fcdc05095d414b2c47158cbb6931983c1a9f3120dec",
+    git_commit = "8fdae25f552c57ef5749966925462253069598ae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fa4e5b47472b7843720f96bdaafebc36a0d2521 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Feb 2024 06:01:31 -0800
Subject: [PATCH 7180/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd4eb76a-aad8-4350-9d1f-690cf6bc74a4

PiperOrigin-RevId: 603665772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d4c9cb0517..50aa0b5c207 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "41c5122d91f304d3624c5fcdc05095d414b2c47158cbb6931983c1a9f3120dec",
-    git_commit = "8fdae25f552c57ef5749966925462253069598ae",
+    sha256 = "f91acd3fdd1559464a4985073f84f7c5da0b39c2f39587a79810cc7d022b289d",
+    git_commit = "d340b9fbe6f55ad912694cdf096bae9748d4e834",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2023beaadf06e4945581e21965bcd56962f7361e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Feb 2024 12:04:26 -0800
Subject: [PATCH 7181/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9fe16c3-79be-4cea-a7d2-6b28743fbcae

PiperOrigin-RevId: 603751794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50aa0b5c207..237b7e9b7f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f91acd3fdd1559464a4985073f84f7c5da0b39c2f39587a79810cc7d022b289d",
-    git_commit = "d340b9fbe6f55ad912694cdf096bae9748d4e834",
+    sha256 = "8c4dbbe5d433fcf4cd70eb41c8a2a896ae5396e4e2b367d4b945c568c0618b33",
+    git_commit = "482217951e8df2d5bc4e6b94c4fbbcb82ba9e47a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b7665d3051190d9e04f5afa7f68112538f1bca5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 Feb 2024 18:01:30 -0800
Subject: [PATCH 7182/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/74fa7e86-953b-4dc9-a95c-6a26517d07e0

PiperOrigin-RevId: 603834859
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 237b7e9b7f6..dc3f54ab5c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c4dbbe5d433fcf4cd70eb41c8a2a896ae5396e4e2b367d4b945c568c0618b33",
-    git_commit = "482217951e8df2d5bc4e6b94c4fbbcb82ba9e47a",
+    sha256 = "da07ac0a34f071310ca5bed87d3ada384e1eea686c017accc9327ea46b72164f",
+    git_commit = "591b92592fe197fa1da762f518a5c5cbcb7976fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2fb677d1fa42666a074f6eaf10232d691640a796 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Feb 2024 00:01:51 -0800
Subject: [PATCH 7183/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94e7afd1-0dde-4322-90bd-6a6531ec0b1b

PiperOrigin-RevId: 603887538
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc3f54ab5c0..f8d092ee0d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "da07ac0a34f071310ca5bed87d3ada384e1eea686c017accc9327ea46b72164f",
-    git_commit = "591b92592fe197fa1da762f518a5c5cbcb7976fb",
+    sha256 = "c95daf9d9f77a31b438c88091448c9f53212f75bf61a775fe9005989ba3b1f4d",
+    git_commit = "326e0c220ffb582fe2f8373bfcb28773919abc8e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8935dbaaa43b2f7b43e93bd469b083e97bc352c1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Feb 2024 06:01:58 -0800
Subject: [PATCH 7184/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/124b62a8-1f54-4df5-b2b4-b2d1ffb5c949

PiperOrigin-RevId: 603932807
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8d092ee0d7..8aa0c5d52d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c95daf9d9f77a31b438c88091448c9f53212f75bf61a775fe9005989ba3b1f4d",
-    git_commit = "326e0c220ffb582fe2f8373bfcb28773919abc8e",
+    sha256 = "f31bda0cc9340172b1f0d95eb4f450399c0e2420c6c057293e077e504e00e038",
+    git_commit = "cf8d593c7c41d2f8b151376d9064310c705ad040",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8211d6197c2b9fa1d37b34ce41b93f1fc433087 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 Feb 2024 18:01:31 -0800
Subject: [PATCH 7185/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2ea008d8-7683-4e52-abd7-df7449138f07

PiperOrigin-RevId: 604009673
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8aa0c5d52d9..79c205b97f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f31bda0cc9340172b1f0d95eb4f450399c0e2420c6c057293e077e504e00e038",
-    git_commit = "cf8d593c7c41d2f8b151376d9064310c705ad040",
+    sha256 = "3f58b461317457d184c3ee7a2b80369b1d1622dfb0cf9ad60d0abe0983ee2feb",
+    git_commit = "d5279a20132bce7aa7fdeb116cba0e84213eceeb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b1b7c8d8628f3e3284dc71bbbe1d09134c118135 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Feb 2024 00:01:38 -0800
Subject: [PATCH 7186/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed1e9c33-45ff-4904-89ad-0b1269da8874

PiperOrigin-RevId: 604051758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79c205b97f7..63e8f490480 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f58b461317457d184c3ee7a2b80369b1d1622dfb0cf9ad60d0abe0983ee2feb",
-    git_commit = "d5279a20132bce7aa7fdeb116cba0e84213eceeb",
+    sha256 = "9dd92fb4475b76efd8d9b3ee5c8850dad81339c82e81b5c5ff9b43a65efadb3f",
+    git_commit = "e6af390379ff04a49fb21cce246d8155308fa340",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d36503a4f9ad8bc61a2f481d88cb5f79addd873 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Feb 2024 06:01:26 -0800
Subject: [PATCH 7187/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b640e9d1-b765-4f1a-8181-d79298d7b488

PiperOrigin-RevId: 604092987
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63e8f490480..50052645fd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dd92fb4475b76efd8d9b3ee5c8850dad81339c82e81b5c5ff9b43a65efadb3f",
-    git_commit = "e6af390379ff04a49fb21cce246d8155308fa340",
+    sha256 = "c266d0863b206a198b2af0d4fab2c8e1c62c5a5c06d6cddf849ee945b6ec7e0a",
+    git_commit = "c8218b1dd277681b31ed4306e96504db61a35d82",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc81261dcabb5c3c3d2e75f3e842f3fc568d59b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 Feb 2024 18:01:25 -0800
Subject: [PATCH 7188/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d8607fc-7d4f-46bc-974b-1cf748b81003

PiperOrigin-RevId: 604169904
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 50052645fd3..b63a398c3dd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c266d0863b206a198b2af0d4fab2c8e1c62c5a5c06d6cddf849ee945b6ec7e0a",
-    git_commit = "c8218b1dd277681b31ed4306e96504db61a35d82",
+    sha256 = "492803417d6cf8e95297ac6c0ca92af5e6c62d4ef3ce94d518e2f0ab5d40c5bb",
+    git_commit = "1a111956cf968b4875ed334cb8a69b4cc4d6b866",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3b9d09d744ac3ba54ec43fd4b74f8ddb502ed67a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Feb 2024 00:01:44 -0800
Subject: [PATCH 7189/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fbad6d2-e177-4dd1-93a3-688e5b4b1a50

PiperOrigin-RevId: 604224787
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b63a398c3dd..b4c072c1393 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "492803417d6cf8e95297ac6c0ca92af5e6c62d4ef3ce94d518e2f0ab5d40c5bb",
-    git_commit = "1a111956cf968b4875ed334cb8a69b4cc4d6b866",
+    sha256 = "bf48ed8f44d479d7b1e33282ec9857801a8ba37d294f54e6ef686e75d3f97d50",
+    git_commit = "9d40bdb5ab979cde627c992aa71f0890fc0f10c4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7c428417b8bf809de7f1924f408a975d8ff6a7c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Feb 2024 06:01:32 -0800
Subject: [PATCH 7190/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd29635d-2941-4dfe-b406-a0f5c3f25968

PiperOrigin-RevId: 604294072
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4c072c1393..8c4617b53e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bf48ed8f44d479d7b1e33282ec9857801a8ba37d294f54e6ef686e75d3f97d50",
-    git_commit = "9d40bdb5ab979cde627c992aa71f0890fc0f10c4",
+    sha256 = "79ec6f24f9c9658cbf068cb500ab66fe14d69cabbf474b7ced1a5026b82a4fb6",
+    git_commit = "2e86693cc76a2222750f7d807ed76b5672d1fc5c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3babeaa70a903d496ea8e79663af7816b23ae8d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Feb 2024 12:01:37 -0800
Subject: [PATCH 7191/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a309680d-033d-43ac-aa50-0dff9be3d96a

PiperOrigin-RevId: 604390041
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c4617b53e4..ac3fb21ec4d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "79ec6f24f9c9658cbf068cb500ab66fe14d69cabbf474b7ced1a5026b82a4fb6",
-    git_commit = "2e86693cc76a2222750f7d807ed76b5672d1fc5c",
+    sha256 = "6bed72bdb1f6aebfebbce41568d60f4669a6ebda519fdbdb6bb32adad79d49dd",
+    git_commit = "22e9fdd63b520000a025af12c40647b852cbe09e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b23acfc59e88aaf70303c520957b7d8790d2f958 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 Feb 2024 18:01:38 -0800
Subject: [PATCH 7192/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64a515ab-3f21-42e8-8270-a7a9f483aba8

PiperOrigin-RevId: 604489517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac3fb21ec4d..b69590a7a8a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bed72bdb1f6aebfebbce41568d60f4669a6ebda519fdbdb6bb32adad79d49dd",
-    git_commit = "22e9fdd63b520000a025af12c40647b852cbe09e",
+    sha256 = "5f03843154df7353d41d56f45aeba8639f20b9156078d38b2bd331835a2a12ca",
+    git_commit = "8b4d88f42ffaa581ea6955e740b19bca9817e9e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8b55a383f8d22ff85cf41f33b1cdeca840123368 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Feb 2024 00:01:49 -0800
Subject: [PATCH 7193/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5418c8e1-b68b-46c0-9416-c58c5a051b1f

PiperOrigin-RevId: 604552598
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b69590a7a8a..36ad43d0721 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f03843154df7353d41d56f45aeba8639f20b9156078d38b2bd331835a2a12ca",
-    git_commit = "8b4d88f42ffaa581ea6955e740b19bca9817e9e1",
+    sha256 = "9e8c07c4c9ceb2dbfca6bef65e5e19ff296f5a224ae34c1c35bed0493469ab00",
+    git_commit = "5a948b2b33192cb50ab85510fec9d96ea81f9268",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 13442205872675278e039624b7cb00d8c4a0cdd0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Feb 2024 06:01:39 -0800
Subject: [PATCH 7194/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af86aa7d-11c7-4002-a2e3-c88ed0886343

PiperOrigin-RevId: 604622104
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36ad43d0721..b8b4af60010 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e8c07c4c9ceb2dbfca6bef65e5e19ff296f5a224ae34c1c35bed0493469ab00",
-    git_commit = "5a948b2b33192cb50ab85510fec9d96ea81f9268",
+    sha256 = "d0df7fef7a874b4bc9b223ebe17e84f84eb933efc46e32f7b0033ed9dd05c9f5",
+    git_commit = "6decd0f5dbb72d273abd5de2859ae600eac39575",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94322950751c89be26bed33c0ecc9c6b42dae5c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Feb 2024 12:01:44 -0800
Subject: [PATCH 7195/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5c4a734-4fac-49e4-aa1a-342553b00a93

PiperOrigin-RevId: 604721568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8b4af60010..a96a7efedc9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0df7fef7a874b4bc9b223ebe17e84f84eb933efc46e32f7b0033ed9dd05c9f5",
-    git_commit = "6decd0f5dbb72d273abd5de2859ae600eac39575",
+    sha256 = "4b8589113ce8974d414b9c83f245cf415c97044c45cdf6d2fb2e7b1f9b34edf0",
+    git_commit = "ae626ad00948b546bfb5142ed7f1d403f6290843",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fe3f2fa408b7313132de7cb4fb20baace5bd7eb6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 Feb 2024 18:01:27 -0800
Subject: [PATCH 7196/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/713634eb-fdc8-4f22-a781-1154ee47ea63

PiperOrigin-RevId: 604820660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a96a7efedc9..fa596870b1b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b8589113ce8974d414b9c83f245cf415c97044c45cdf6d2fb2e7b1f9b34edf0",
-    git_commit = "ae626ad00948b546bfb5142ed7f1d403f6290843",
+    sha256 = "e0433d3d763db9c2bdbe408a2bc2dc4a403c9f864a5696dd82859c0f488fe5f6",
+    git_commit = "7dd5f152b473e0fca3f049bf477ed8a8e3944ac6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 44b4a935769535cb9d330888d6bbae2cc9849056 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Feb 2024 00:01:39 -0800
Subject: [PATCH 7197/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/070e6fab-a3e1-47f3-b1c3-9f8d10c6f8d2

PiperOrigin-RevId: 604885571
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa596870b1b..aec4162ab78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0433d3d763db9c2bdbe408a2bc2dc4a403c9f864a5696dd82859c0f488fe5f6",
-    git_commit = "7dd5f152b473e0fca3f049bf477ed8a8e3944ac6",
+    sha256 = "ddb2503be37b9ab3de33f02deb943a285870ace97886415910af88c834257cdc",
+    git_commit = "2b9ca606fa44168443b079cbf25b50e56ecc0b42",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 093a79866c2696484f4fc9f5f0a956fd111426d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Feb 2024 06:01:39 -0800
Subject: [PATCH 7198/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5bed38ac-ea7e-47c1-9b7f-2a8108f1a061

PiperOrigin-RevId: 604958175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aec4162ab78..6b02f658174 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddb2503be37b9ab3de33f02deb943a285870ace97886415910af88c834257cdc",
-    git_commit = "2b9ca606fa44168443b079cbf25b50e56ecc0b42",
+    sha256 = "db1c1a623a6026756ee3f0e00d2b641b40f19f6389e55dbf63742b60a5922ff1",
+    git_commit = "06881705e882bc0bf059801e6a3b9cc9a458f534",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c140e0115a9c6d9cb28279acee0c80d56ed2982b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Feb 2024 10:49:04 -0800
Subject: [PATCH 7199/8103] Add grpc reflection libraries to the tensor flow
 serving binary. These are generally useful to debug connectivity issues etc.

PiperOrigin-RevId: 605033596
---
 tensorflow_serving/model_servers/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ae93cfe5931..ef1f9b12eee 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -527,6 +527,7 @@ cc_library(
     ],
     deps = [
         ":server_lib",
+        "@com_github_grpc_grpc//:grpc++_reflection",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
         "@org_tensorflow//tensorflow/core:lib",

From 0863485889310c463eddef64665bf81e686b1c54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Feb 2024 12:01:46 -0800
Subject: [PATCH 7200/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2380dc43-64d7-4640-9aa4-b2bff066c4d7

PiperOrigin-RevId: 605056634
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b02f658174..58014f44046 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db1c1a623a6026756ee3f0e00d2b641b40f19f6389e55dbf63742b60a5922ff1",
-    git_commit = "06881705e882bc0bf059801e6a3b9cc9a458f534",
+    sha256 = "550612edfe5021a5dbf6647fc449b5fa1702313541cdbced2f73e3178ab1c7cf",
+    git_commit = "bfb34588ed7bfa63bb295cded7918dcd57b025b9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 228e8957ba188cd746aa3fed89a0b7403f29ac6e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 Feb 2024 18:01:33 -0800
Subject: [PATCH 7201/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6ea241f-1a51-49ed-ba32-485493962520

PiperOrigin-RevId: 605153843
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58014f44046..11d2b871876 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "550612edfe5021a5dbf6647fc449b5fa1702313541cdbced2f73e3178ab1c7cf",
-    git_commit = "bfb34588ed7bfa63bb295cded7918dcd57b025b9",
+    sha256 = "ee489ef6dc41e7d1a25a07d07d452370a0849344d73a541fa02c247678325c8e",
+    git_commit = "5a1ee412c696fbf528c58c41f711af1f3b64d7cc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3022022a8bfd42df5cc0ec6843098142867263b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Feb 2024 00:01:43 -0800
Subject: [PATCH 7202/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b56b82d6-72fb-45b2-b53d-947108960f25

PiperOrigin-RevId: 605220068
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11d2b871876..a319ea4309a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee489ef6dc41e7d1a25a07d07d452370a0849344d73a541fa02c247678325c8e",
-    git_commit = "5a1ee412c696fbf528c58c41f711af1f3b64d7cc",
+    sha256 = "3ffe13cff1d28ca9ce04e4b413e9aff2f989fa9485a9f44881f2b6c5a54a95ee",
+    git_commit = "3bcca0d2c9c434c6dd4e23a6cce4f86b1b8536ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a91ae4d5b1f9c608e9f4b9bce1e3c204f107b8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Feb 2024 06:01:40 -0800
Subject: [PATCH 7203/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9d1d8f6-fd94-4a4d-9c1a-d6dd659b848a

PiperOrigin-RevId: 605292826
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a319ea4309a..68266b20208 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ffe13cff1d28ca9ce04e4b413e9aff2f989fa9485a9f44881f2b6c5a54a95ee",
-    git_commit = "3bcca0d2c9c434c6dd4e23a6cce4f86b1b8536ea",
+    sha256 = "5e3453e143ded490eec3866660b7f6f7df0295a1fe258374f1679179cc6b0554",
+    git_commit = "9d9b39a15fb465cca716477c7a20bc5189460162",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f0467f6ba44ce585820e01e04e1c1633bce1c96 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Feb 2024 12:01:42 -0800
Subject: [PATCH 7204/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8883302-c423-420a-bf72-c90a1d74d9d6

PiperOrigin-RevId: 605387119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68266b20208..ddd8e8a3dc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5e3453e143ded490eec3866660b7f6f7df0295a1fe258374f1679179cc6b0554",
-    git_commit = "9d9b39a15fb465cca716477c7a20bc5189460162",
+    sha256 = "90078080c2649111daca11f3283a6ca9b3b5c604518038ef6f8b4b8b097bba94",
+    git_commit = "7c3123af344d423440d98c83b171b4bfc2772654",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 15c556045a2ac906f2c4668848323f1a5928b308 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Feb 2024 18:01:31 -0800
Subject: [PATCH 7205/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9473b28-e022-4727-bd7f-74c0fa0e1dfc

PiperOrigin-RevId: 605481151
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ddd8e8a3dc1..52d99bff194 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "90078080c2649111daca11f3283a6ca9b3b5c604518038ef6f8b4b8b097bba94",
-    git_commit = "7c3123af344d423440d98c83b171b4bfc2772654",
+    sha256 = "6e35af37c2638bcb097dfd442a63f02105330f8ed46857b1687b518c6be8dca5",
+    git_commit = "c8650f54a9b1f5a7098f086500a3d2d77c0811ae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 371cd926f5853b08ffd05ac487a040f07803d56b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Feb 2024 00:01:34 -0800
Subject: [PATCH 7206/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7abed49f-eb3e-4e9c-b3f4-e0e1e4449e32

PiperOrigin-RevId: 605543734
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52d99bff194..226e729874a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e35af37c2638bcb097dfd442a63f02105330f8ed46857b1687b518c6be8dca5",
-    git_commit = "c8650f54a9b1f5a7098f086500a3d2d77c0811ae",
+    sha256 = "fb71a2aa738578b44e7b81bbac1466c48471939f75728afd242ed3eaa8249239",
+    git_commit = "56d20ebbe4da95fcb38e700970895fe121d49471",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bb253b980eaf23ea418e66950ebd4b7aef2ef2c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Feb 2024 06:01:29 -0800
Subject: [PATCH 7207/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35858dba-d2f5-47b4-a805-f32c23515b3a

PiperOrigin-RevId: 605608821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 226e729874a..3e0e164328f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb71a2aa738578b44e7b81bbac1466c48471939f75728afd242ed3eaa8249239",
-    git_commit = "56d20ebbe4da95fcb38e700970895fe121d49471",
+    sha256 = "759be197685b4bb4c7877cd6e1efe2b19e99549910df301c94dcdeeb0c223a95",
+    git_commit = "217b50aa9953180a8a37f8627e9c10c2fc908f71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21003d0564d2c984f98da46a872217e7d84bed45 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Feb 2024 12:01:49 -0800
Subject: [PATCH 7208/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c72f637-608c-4008-9f8f-2fafc0e467f5

PiperOrigin-RevId: 605695396
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3e0e164328f..5005a105f2f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "759be197685b4bb4c7877cd6e1efe2b19e99549910df301c94dcdeeb0c223a95",
-    git_commit = "217b50aa9953180a8a37f8627e9c10c2fc908f71",
+    sha256 = "683ddb470f428b1629c5dbc44908467ce4bf5cdc053db2b71a50c45f8c95c893",
+    git_commit = "1cdd9ebcf65e1376b1800bca8b7cff20b9cd6c7c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2d0d6d65b376272f642d9fcf947f9db3e8f2755b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Feb 2024 18:01:33 -0800
Subject: [PATCH 7209/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5324d488-4979-4921-88f7-dea37dedd300

PiperOrigin-RevId: 605778990
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5005a105f2f..11311802b90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "683ddb470f428b1629c5dbc44908467ce4bf5cdc053db2b71a50c45f8c95c893",
-    git_commit = "1cdd9ebcf65e1376b1800bca8b7cff20b9cd6c7c",
+    sha256 = "f16f10cd8474c6408b000cbc6ad9e444fdd1bf86c70a20b0d84b81698bb9841e",
+    git_commit = "ed12d766c1774e7c1d6b125aff54a282970cfa6f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 554b7f30b3741e018e5ed1230883fb8f1e1edb30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Feb 2024 00:01:53 -0800
Subject: [PATCH 7210/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/af1e335c-58f4-4ed2-af2d-63f48a4b4fac

PiperOrigin-RevId: 605827316
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11311802b90..6b777b79f4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f16f10cd8474c6408b000cbc6ad9e444fdd1bf86c70a20b0d84b81698bb9841e",
-    git_commit = "ed12d766c1774e7c1d6b125aff54a282970cfa6f",
+    sha256 = "19914adf7d8ffda16a982cd9cbd7274ef987c9bfb3ca672279750b17f9009ca0",
+    git_commit = "34653872671acd9f1e24405ed1eaed154b3fe707",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7013d7dff2dac543c42151ae0990abb41ab570ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Feb 2024 06:01:35 -0800
Subject: [PATCH 7211/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0a8656ff-0e0b-4a24-bd20-925fbbcff573

PiperOrigin-RevId: 605870853
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b777b79f4f..b5a8bfa8fa1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "19914adf7d8ffda16a982cd9cbd7274ef987c9bfb3ca672279750b17f9009ca0",
-    git_commit = "34653872671acd9f1e24405ed1eaed154b3fe707",
+    sha256 = "f4330d89b348ab0b154a354257da68d8146433307d4ed236075b775057dabcce",
+    git_commit = "f10bda88a61396f747afb886b6cf27afe97aa537",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c1b16fc45591b279c41e356c504575bb5f9c5685 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Feb 2024 12:01:34 -0800
Subject: [PATCH 7212/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4e86b0d-b945-4673-ad5b-ba9f8cb2e9e8

PiperOrigin-RevId: 605906810
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5a8bfa8fa1..424ddf2b0f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4330d89b348ab0b154a354257da68d8146433307d4ed236075b775057dabcce",
-    git_commit = "f10bda88a61396f747afb886b6cf27afe97aa537",
+    sha256 = "341e442b8d789cd1bbf6c0d9da10de9c3c8aec311faeb363c4b42aaa87f6f803",
+    git_commit = "7d158ff2a3242cfcb962ae0e452b503ddff4195c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c5c74d663747dd07a169302ddbed03fbd458119 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 Feb 2024 18:01:29 -0800
Subject: [PATCH 7213/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/059ec1f0-85e0-4f2d-889a-de28b4a02bb7

PiperOrigin-RevId: 605942398
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 424ddf2b0f7..278a14ae410 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "341e442b8d789cd1bbf6c0d9da10de9c3c8aec311faeb363c4b42aaa87f6f803",
-    git_commit = "7d158ff2a3242cfcb962ae0e452b503ddff4195c",
+    sha256 = "f0e8dc64de9d7b11942fb49216cd6d9ce501597cd8c62d1f494c050e728b8f12",
+    git_commit = "b207d8c5df718b497478067389cdf6eb01532d03",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b98586a1c5660b160b3136312f326b4d1303437e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Feb 2024 06:01:26 -0800
Subject: [PATCH 7214/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fb3373d-bd95-4280-a435-9e329364e79b

PiperOrigin-RevId: 606028294
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 278a14ae410..4b81a8579ad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0e8dc64de9d7b11942fb49216cd6d9ce501597cd8c62d1f494c050e728b8f12",
-    git_commit = "b207d8c5df718b497478067389cdf6eb01532d03",
+    sha256 = "b8728235fe2316e3d91f07023d6f77478136fc6a5658911601601b17c4851870",
+    git_commit = "268c1baa8b1b263dfb261b7ca9e905525a25a5fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed27f50acbedf2379f68e3612745090ebd002e68 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 Feb 2024 18:01:27 -0800
Subject: [PATCH 7215/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b527f9ef-d879-49d7-b01d-cf4a0cecbbc8

PiperOrigin-RevId: 606102730
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4b81a8579ad..88981d358c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8728235fe2316e3d91f07023d6f77478136fc6a5658911601601b17c4851870",
-    git_commit = "268c1baa8b1b263dfb261b7ca9e905525a25a5fe",
+    sha256 = "6b2f58c7612dbf87ef24731862662ed633adfaedf5b44ab18d9e136640c9ab89",
+    git_commit = "fa114c7950632ef6f7800bfa5f9b95cbc3ea8577",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3a26baaf0794fbcd2cc4a7a43240a36624c065f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Feb 2024 00:01:35 -0800
Subject: [PATCH 7216/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ada1718b-38aa-4934-8197-3387b1f7b70d

PiperOrigin-RevId: 606156157
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88981d358c0..d34ff320c27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b2f58c7612dbf87ef24731862662ed633adfaedf5b44ab18d9e136640c9ab89",
-    git_commit = "fa114c7950632ef6f7800bfa5f9b95cbc3ea8577",
+    sha256 = "d5053af39e1e88a6c8784842410087f790a4755a259daeed45bb991e43869ab1",
+    git_commit = "5297f6d8a67750f2bde7f5483526998f00ec15fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2b43d17946c7aa7cdc8a6608188630ed89bf6cb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Feb 2024 06:01:53 -0800
Subject: [PATCH 7217/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83c9d9e5-023e-44f6-9029-d7dcce341e45

PiperOrigin-RevId: 606227206
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d34ff320c27..5a6b3da7336 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d5053af39e1e88a6c8784842410087f790a4755a259daeed45bb991e43869ab1",
-    git_commit = "5297f6d8a67750f2bde7f5483526998f00ec15fe",
+    sha256 = "164c2157112325514a0778a991ccf2d73c9b7e695230ee58631fd9d247e18a3f",
+    git_commit = "ac7c169ae68a6754c12cdca8d5b0cccc70327661",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d45abf4e57bf0a3259b2a7186f8f1b4b0a30190 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Feb 2024 12:01:45 -0800
Subject: [PATCH 7218/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f57438f6-723d-4bbf-ba34-750ffc572c80

PiperOrigin-RevId: 606322525
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a6b3da7336..c4e49bbf0b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "164c2157112325514a0778a991ccf2d73c9b7e695230ee58631fd9d247e18a3f",
-    git_commit = "ac7c169ae68a6754c12cdca8d5b0cccc70327661",
+    sha256 = "7fad77ee6b9ab2942b1634b30e5928a9dfb4e564400ba1a259d3e64da834e9b0",
+    git_commit = "74ac0c4f057dec0fb8264800e5e3c4b2311544e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8f5c69c008ff5255e8dae7752d9bb6d4edb528bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Feb 2024 18:01:40 -0800
Subject: [PATCH 7219/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/76186ab2-4c02-4e48-9492-42eb36ff06d6

PiperOrigin-RevId: 606429737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4e49bbf0b0..83ce589a318 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7fad77ee6b9ab2942b1634b30e5928a9dfb4e564400ba1a259d3e64da834e9b0",
-    git_commit = "74ac0c4f057dec0fb8264800e5e3c4b2311544e6",
+    sha256 = "172e46fbf9eb9f1c16bde2f1917c9d78d5a310a8301e99631b25d94bb34346aa",
+    git_commit = "b5398b2825887b40fa4a96ad9b37c685ccadb74f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 84d18b10b8f39d2882e563dd59640fdc5a06ecb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Feb 2024 00:01:41 -0800
Subject: [PATCH 7220/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b0ede6d-05e0-4d27-aa81-e9541209857e

PiperOrigin-RevId: 606513822
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 83ce589a318..1a7d0f7937d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "172e46fbf9eb9f1c16bde2f1917c9d78d5a310a8301e99631b25d94bb34346aa",
-    git_commit = "b5398b2825887b40fa4a96ad9b37c685ccadb74f",
+    sha256 = "6bee3c4b37a3d1476a9c1e8640696a3f01147bf295e75e2f555f55b0a6c83b08",
+    git_commit = "e34ba98dff4653e19acb357a6469ef8be126ce64",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45cc32ea019cb87b84ff1a77cf6e6a400b26e672 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Feb 2024 06:01:39 -0800
Subject: [PATCH 7221/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e35b7a3-4dca-4cfc-bd9f-7813df562255

PiperOrigin-RevId: 606593980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a7d0f7937d..7e1ecac85eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6bee3c4b37a3d1476a9c1e8640696a3f01147bf295e75e2f555f55b0a6c83b08",
-    git_commit = "e34ba98dff4653e19acb357a6469ef8be126ce64",
+    sha256 = "4be3b8967c0ae90098b27da4444c2c34502e6cfcdef934c0229780c019deac7d",
+    git_commit = "f0b8ef7d8c789c696355fb4746684dead178a244",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 095af86f530f0ae07fad40759812c154ae6f3737 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Feb 2024 12:01:35 -0800
Subject: [PATCH 7222/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba92302f-9b27-4041-b1aa-627068586d27

PiperOrigin-RevId: 606701619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e1ecac85eb..68b3c86dc30 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4be3b8967c0ae90098b27da4444c2c34502e6cfcdef934c0229780c019deac7d",
-    git_commit = "f0b8ef7d8c789c696355fb4746684dead178a244",
+    sha256 = "46b3574e85fd43e1fcb4dfca14839a58c37f2c53d12cd4e1c53391f5f4fd7d2c",
+    git_commit = "8ae789401178df3e280a11d097c29a3b70576323",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b48e905578e319a536a45ce667e3e3c85c956126 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Feb 2024 18:03:29 -0800
Subject: [PATCH 7223/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cfe404db-4d41-43fd-b56d-b1c79cea9aa3

PiperOrigin-RevId: 606807578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 68b3c86dc30..2e08a99bf98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "46b3574e85fd43e1fcb4dfca14839a58c37f2c53d12cd4e1c53391f5f4fd7d2c",
-    git_commit = "8ae789401178df3e280a11d097c29a3b70576323",
+    sha256 = "89dfbf3d3718bc548ae064703bb83f33021bc846ab439f179e3e69cc4c6fc3e9",
+    git_commit = "aa61f75dffb4c06d94665a807a8033c4c70a0991",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fa355b5eb472516944e9efc70de370bf30cdd621 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Feb 2024 00:01:42 -0800
Subject: [PATCH 7224/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/568a6fd8-8b26-4628-a0ba-60f3356ab494

PiperOrigin-RevId: 606877958
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e08a99bf98..7ec987d13c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "89dfbf3d3718bc548ae064703bb83f33021bc846ab439f179e3e69cc4c6fc3e9",
-    git_commit = "aa61f75dffb4c06d94665a807a8033c4c70a0991",
+    sha256 = "2f401f6102a224fb0bb698cf766768e8a3b4c4622cc4c455cd08fe93ea20252c",
+    git_commit = "8052e567b8273515cdbb896bcee9a7d00d29e7c7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f5f9c2a80a4a2fad2678f184a92e20ba8647ea48 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Feb 2024 06:01:32 -0800
Subject: [PATCH 7225/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93c1ea6c-9b27-408d-877f-fcebdef6ba8a

PiperOrigin-RevId: 606956533
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ec987d13c6..d96c47d37f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f401f6102a224fb0bb698cf766768e8a3b4c4622cc4c455cd08fe93ea20252c",
-    git_commit = "8052e567b8273515cdbb896bcee9a7d00d29e7c7",
+    sha256 = "e3c96c85135f074c882656fb23eb7bf86794020d929351d7e2f6a49849cd6632",
+    git_commit = "4926da74667fcbc928a8d7d24f3fbad9a0ef61bc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 960a20dad2fe819bef12bea5753cd00382d07324 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Feb 2024 18:02:02 -0800
Subject: [PATCH 7226/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d348ae7a-822b-49ea-8eeb-f886102730af

PiperOrigin-RevId: 607163134
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d96c47d37f1..37a16ca3324 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3c96c85135f074c882656fb23eb7bf86794020d929351d7e2f6a49849cd6632",
-    git_commit = "4926da74667fcbc928a8d7d24f3fbad9a0ef61bc",
+    sha256 = "e71a01b69f0e167b222b1ee660cf3348f69761f612f04ad14e6b40ed6ffee3ad",
+    git_commit = "8b01d2cfb1ee5140dd5bbe58c98d5cb8ba1a03f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e9be31816c5bb200746b25027aa68e9ce7095bb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Feb 2024 00:01:31 -0800
Subject: [PATCH 7227/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e4ddfd33-f197-4bc4-a7c0-50c1caeb857e

PiperOrigin-RevId: 607232310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 37a16ca3324..4dc612bf272 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e71a01b69f0e167b222b1ee660cf3348f69761f612f04ad14e6b40ed6ffee3ad",
-    git_commit = "8b01d2cfb1ee5140dd5bbe58c98d5cb8ba1a03f9",
+    sha256 = "9c4a50944c2a604aa7f5a7f52deeeba630f7d5a2078b13add447d6289594c4a4",
+    git_commit = "a8b05d27007359aeac3d0c7be5aaf1be2f7d0a3f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 68e3051fa46082434212537f7617cbe5ed94c55e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Feb 2024 06:01:43 -0800
Subject: [PATCH 7228/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e70d899b-96b1-42aa-a7c7-1cebcbc2b276

PiperOrigin-RevId: 607306574
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4dc612bf272..6671c3e904b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9c4a50944c2a604aa7f5a7f52deeeba630f7d5a2078b13add447d6289594c4a4",
-    git_commit = "a8b05d27007359aeac3d0c7be5aaf1be2f7d0a3f",
+    sha256 = "d2cc650e15946642c8441bb8efef134a4951989b3e3e605f549c348f105b1ad1",
+    git_commit = "3e72ed6005cb26bbadbd8ee0e95b570d2dd52bfa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62407b6615a8de1b5adc8a05fb6694ed041983b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Feb 2024 12:01:38 -0800
Subject: [PATCH 7229/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24b378fe-0740-4c68-a2e1-14683034cb54

PiperOrigin-RevId: 607410174
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6671c3e904b..98eda4c83a8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2cc650e15946642c8441bb8efef134a4951989b3e3e605f549c348f105b1ad1",
-    git_commit = "3e72ed6005cb26bbadbd8ee0e95b570d2dd52bfa",
+    sha256 = "bceae8be681d7d1ad962c59239103474d8013cfa1f9e4c6942d43d61faed4645",
+    git_commit = "2f19fa8a68d141666c34e88483b645e3fe0ad113",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 56e6904ef7e88ab9fc5e67ca4564d82a45c662ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Feb 2024 18:01:37 -0800
Subject: [PATCH 7230/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50059e33-5cda-4ab0-948c-46026ff8ecef

PiperOrigin-RevId: 607515568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98eda4c83a8..34464df7f1c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bceae8be681d7d1ad962c59239103474d8013cfa1f9e4c6942d43d61faed4645",
-    git_commit = "2f19fa8a68d141666c34e88483b645e3fe0ad113",
+    sha256 = "a906f154d09cd8db5f59e6b1ffd407fb504a0885d474d8c3d38345780ae3094d",
+    git_commit = "26512a48fa44c2d9d80b3c9977c01207210b5d80",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d1a0e1598ef5b4b65f4ac6dbffb23f5c728895a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Feb 2024 00:01:38 -0800
Subject: [PATCH 7231/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1978db37-f8ff-4fb5-aa2f-eedd816cbcb4

PiperOrigin-RevId: 607588992
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 34464df7f1c..272761256be 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a906f154d09cd8db5f59e6b1ffd407fb504a0885d474d8c3d38345780ae3094d",
-    git_commit = "26512a48fa44c2d9d80b3c9977c01207210b5d80",
+    sha256 = "979d60ccaa1d613ae935f961999ed8df9787d9c364850d413f2ffe3707f9dd28",
+    git_commit = "b958725fc5067faa29bf452d6c9f50401f711b01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0802034c6eb920047a422e943d25ad6b7bff9165 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Feb 2024 06:01:37 -0800
Subject: [PATCH 7232/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8fee2a6-a787-4f85-a840-d935fd30bf89

PiperOrigin-RevId: 607665483
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 272761256be..71a032bff85 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "979d60ccaa1d613ae935f961999ed8df9787d9c364850d413f2ffe3707f9dd28",
-    git_commit = "b958725fc5067faa29bf452d6c9f50401f711b01",
+    sha256 = "92c40207388f973bc5a1cb5f40dbb8af941ee13b68eb3ff1b8ea639bb8bd3189",
+    git_commit = "9f44b5c9317b3eeb5ce867d5d740f903e018cafd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e186ef5fb69fb8eeb75dcfad0f38152b9775d7e6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Feb 2024 12:01:40 -0800
Subject: [PATCH 7233/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60920e1d-b8f5-4597-8d02-e1d8ed85bc52

PiperOrigin-RevId: 607759801
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 71a032bff85..73a887008ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92c40207388f973bc5a1cb5f40dbb8af941ee13b68eb3ff1b8ea639bb8bd3189",
-    git_commit = "9f44b5c9317b3eeb5ce867d5d740f903e018cafd",
+    sha256 = "97c8606de19ac3c3cab18becd576e5a1954fe3773bb0244a690ab025308ac2e9",
+    git_commit = "5a04c6d5c6ec49314451a759a321dc388dc10007",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6121bb296defad556ef52513c384c106d57cdd0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Feb 2024 18:01:38 -0800
Subject: [PATCH 7234/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ba3ff18-9d5d-420a-8cb3-cb740ed01789

PiperOrigin-RevId: 607850241
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 73a887008ea..b5da5bb6623 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97c8606de19ac3c3cab18becd576e5a1954fe3773bb0244a690ab025308ac2e9",
-    git_commit = "5a04c6d5c6ec49314451a759a321dc388dc10007",
+    sha256 = "f66ff678a9eb5bc5dcaaff3b546e26c13c9ac89c5242f6b06deaa24886d7fc3d",
+    git_commit = "2567ba9d2fb02c543661b5a228fff497bbbb0fbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7280f36eba085d4cbc79c0f8b319137c3e8eb64b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Feb 2024 00:01:43 -0800
Subject: [PATCH 7235/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3e317f0-ac86-44d2-8809-6f27bfd908f6

PiperOrigin-RevId: 607905209
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5da5bb6623..01d394913e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f66ff678a9eb5bc5dcaaff3b546e26c13c9ac89c5242f6b06deaa24886d7fc3d",
-    git_commit = "2567ba9d2fb02c543661b5a228fff497bbbb0fbb",
+    sha256 = "cd9a74fc16db86287db61b08df740ab9a4cc5e85d643bbbfa2e748293cbbfd6d",
+    git_commit = "c4183e3b7d16451d83d72ffd418362ba6ff541f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d4b2b0dd2a2769eb4ae61b814e15f4e5b2a0ea4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Feb 2024 06:01:32 -0800
Subject: [PATCH 7236/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3b0fc43-7845-482a-b329-1f9cfc2c72dc

PiperOrigin-RevId: 607953109
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 01d394913e1..89dcadbfa49 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd9a74fc16db86287db61b08df740ab9a4cc5e85d643bbbfa2e748293cbbfd6d",
-    git_commit = "c4183e3b7d16451d83d72ffd418362ba6ff541f4",
+    sha256 = "7723dcfbf90b96f2838f3554f24084b06e6923eef8c03c181a9ef91b3330460f",
+    git_commit = "e193d8ea7776ef5c6f5d769b6fb9c070213e737a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fc09e11847ee983cc54c58de944d53e8aea4a2bf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Feb 2024 18:01:29 -0800
Subject: [PATCH 7237/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55e7035b-bd35-4aa8-aaf7-09e3db2257e8

PiperOrigin-RevId: 608032633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89dcadbfa49..0ae9fe20ab8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7723dcfbf90b96f2838f3554f24084b06e6923eef8c03c181a9ef91b3330460f",
-    git_commit = "e193d8ea7776ef5c6f5d769b6fb9c070213e737a",
+    sha256 = "e3c99e1237e369f1bd51073fa97bd5c68f2999a19b448f4f182bd60ddd1d3b68",
+    git_commit = "daaf50e11407235b60189c941d6777ab6f55b6d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5ef5ddef8be1ca4549716784ca1d64086e48a910 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Feb 2024 06:01:31 -0800
Subject: [PATCH 7238/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/63dd331f-585d-4223-943a-b276812d7dcc

PiperOrigin-RevId: 608118249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ae9fe20ab8..a2ce8570ea3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3c99e1237e369f1bd51073fa97bd5c68f2999a19b448f4f182bd60ddd1d3b68",
-    git_commit = "daaf50e11407235b60189c941d6777ab6f55b6d3",
+    sha256 = "3a241b4557c0b0af8a5fc2f0216684bca8f89e264e7a567e8b8756a07bfd218f",
+    git_commit = "91a1955297b499dbd352066d7d6296d3527331c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f7485e1209e38254ae9615f882a7a3224e18e8ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Feb 2024 18:01:22 -0800
Subject: [PATCH 7239/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2080a146-6b81-4785-b271-4a50e59b433a

PiperOrigin-RevId: 608187085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2ce8570ea3..b09d964d11c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3a241b4557c0b0af8a5fc2f0216684bca8f89e264e7a567e8b8756a07bfd218f",
-    git_commit = "91a1955297b499dbd352066d7d6296d3527331c3",
+    sha256 = "9d2c872132c8b3ac5ad596fbf24c37c697332e4a1c38f71025302f23431d0d06",
+    git_commit = "9a4ef8fd9eeac0e5ab32f86f3e458497c313d6fb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4411fcd35ed44c1d7a56d904fbc1e4615fd43aa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Feb 2024 00:01:53 -0800
Subject: [PATCH 7240/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1bcf730c-fd06-4789-b3d5-50671e32032a

PiperOrigin-RevId: 608238936
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b09d964d11c..528c02b6400 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d2c872132c8b3ac5ad596fbf24c37c697332e4a1c38f71025302f23431d0d06",
-    git_commit = "9a4ef8fd9eeac0e5ab32f86f3e458497c313d6fb",
+    sha256 = "3709873be1bded57b3ebee29abfe2a4f02dfc13a52b9626eb1b3264879b5f244",
+    git_commit = "9060e62bf4ef20a0919511269e305d49006ce205",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7aaef185c4f9c8b2c04a2078e4ab8b1edc43c3c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Feb 2024 06:01:44 -0800
Subject: [PATCH 7241/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33d82d92-a1b6-4918-bfbd-688f91fd7d9b

PiperOrigin-RevId: 608315991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 528c02b6400..b9e8ffdc5c1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3709873be1bded57b3ebee29abfe2a4f02dfc13a52b9626eb1b3264879b5f244",
-    git_commit = "9060e62bf4ef20a0919511269e305d49006ce205",
+    sha256 = "9f20195ae1fd59cf505362affe776e6beb541b2778ae04c401a87c003f81cf63",
+    git_commit = "13f050c48966ceb07a5f817ff6be5d2308bb4adc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2cbde240bf287b40971ab8332cee0b63d10abf77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Feb 2024 12:01:27 -0800
Subject: [PATCH 7242/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0b6922d-512f-4158-b042-b94e527403e8

PiperOrigin-RevId: 608378706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9e8ffdc5c1..7f882393d24 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9f20195ae1fd59cf505362affe776e6beb541b2778ae04c401a87c003f81cf63",
-    git_commit = "13f050c48966ceb07a5f817ff6be5d2308bb4adc",
+    sha256 = "329442f15d6b8911d2d2bb48a2e3b0608906a222cf7ff69a37784dfa7f7692ad",
+    git_commit = "60685853f4c6fef7801d7d7123e9cb24c2689807",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9112691a4e905b05250f19fbb9ec0dad8c54da06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Feb 2024 18:01:25 -0800
Subject: [PATCH 7243/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62daafd6-4eec-4a41-83f7-ece9a8481885

PiperOrigin-RevId: 608433794
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f882393d24..0886d41d6c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "329442f15d6b8911d2d2bb48a2e3b0608906a222cf7ff69a37784dfa7f7692ad",
-    git_commit = "60685853f4c6fef7801d7d7123e9cb24c2689807",
+    sha256 = "be6b4a69d9833e0aa624ab30a9e2f41a5eb169150807366ed1b11d99c8ac4ace",
+    git_commit = "f513e35638a5128a9b75a1d924ce858071984a2a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ae9da2165a3efa83842cdce2a753391b6fdc0b0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Feb 2024 00:01:46 -0800
Subject: [PATCH 7244/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6f84fde-2614-4322-9a16-b2c639508e55

PiperOrigin-RevId: 608500845
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0886d41d6c8..63fe1c46b99 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be6b4a69d9833e0aa624ab30a9e2f41a5eb169150807366ed1b11d99c8ac4ace",
-    git_commit = "f513e35638a5128a9b75a1d924ce858071984a2a",
+    sha256 = "236ce80f9b0dac433f096c6b81e0324247a620b8603a58fd673b07d9ffe2b0b6",
+    git_commit = "573d3783cb32f60f0fe8ebe9a2ca02ce8265cfc4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a9a8e7bfe982f48a9156dedd48f61f537dea84a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Feb 2024 03:39:30 -0800
Subject: [PATCH 7245/8103] Add the option to enable GRPC health checking to
 model_server. This is useful for clients that want to use health checking
 with load balancing channels (if not we get errors on the client side). The
 current implementation is trivial, once we open our serving port we assume we
 we always be healthy but users may want to tweak this, specially if they need
 a mandated version, etc.

PiperOrigin-RevId: 608545737
---
 tensorflow_serving/model_servers/BUILD     |  1 +
 tensorflow_serving/model_servers/main.cc   |  8 +++++---
 tensorflow_serving/model_servers/server.cc | 12 +++++++++++-
 tensorflow_serving/model_servers/server.h  |  3 ++-
 4 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ef1f9b12eee..85ec9f92b4b 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -498,6 +498,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:thread_pool_factory_config_cc_proto",
         "//tensorflow_serving/servables/tensorflow:util",
         "//tensorflow_serving/util:proto_util",
+        "@com_github_grpc_grpc//:grpc",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/memory",
         "@com_google_protobuf//:cc_wkt_protos",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 3a719bef65a..73df2d93d9f 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -297,10 +297,12 @@ int main(int argc, char** argv) {
                        "If non-empty, read an ascii ThreadPoolConfig protobuf "
                        "from the supplied file name."),
       tensorflow::Flag("mixed_precision", &options.mixed_precision,
-                      "specify mixed_precision mode"),
+                       "specify mixed_precision mode"),
       tensorflow::Flag("skip_initialize_tpu", &options.skip_initialize_tpu,
-                       "Whether to skip auto initializing TPU.")};
-
+                       "Whether to skip auto initializing TPU."),
+      tensorflow::Flag("enable_grpc_healthcheck_service",
+                       &options.enable_grpc_healthcheck_service,
+                       "Enable the standard gRPC healthcheck service.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 537553709eb..645b3efd793 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -25,6 +25,7 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "grpc/grpc.h"
+#include "grpcpp/health_check_service_interface.h"
 #include "grpcpp/resource_quota.h"
 #include "grpcpp/security/server_credentials.h"
 #include "grpcpp/server_builder.h"
@@ -404,8 +405,17 @@ Status Server::BuildAndStart(const Options& server_options) {
   ::grpc::ResourceQuota res_quota;
   res_quota.SetMaxThreads(server_options.grpc_max_threads);
   builder.SetResourceQuota(res_quota);
-
+  ::grpc::EnableDefaultHealthCheckService(
+      server_options.enable_grpc_healthcheck_service);
   grpc_server_ = builder.BuildAndStart();
+
+  if (server_options.enable_grpc_healthcheck_service) {
+    grpc_server_->GetHealthCheckService()->SetServingStatus("ModelService",
+                                                            true);
+    grpc_server_->GetHealthCheckService()->SetServingStatus("PredictionService",
+                                                            true);
+  }
+
   if (grpc_server_ == nullptr) {
     return errors::InvalidArgument("Failed to BuildAndStart gRPC server");
   }
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index abe2e27ee8e..babd34ee766 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -103,7 +103,8 @@ class Server {
     bool enable_profiler = true;
     tensorflow::string mixed_precision;
     bool skip_initialize_tpu = false;
-
+    // Misc GRPC features
+    bool enable_grpc_healthcheck_service = false;
     Options();
   };
 

From aa1e1719d7cef4446742f16c636cbeed94df26de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Feb 2024 06:01:33 -0800
Subject: [PATCH 7246/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/be1e3d68-becd-41ff-9890-2dce4ac9b1dd

PiperOrigin-RevId: 608576031
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63fe1c46b99..d9fefcec361 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "236ce80f9b0dac433f096c6b81e0324247a620b8603a58fd673b07d9ffe2b0b6",
-    git_commit = "573d3783cb32f60f0fe8ebe9a2ca02ce8265cfc4",
+    sha256 = "b8144c07c287b4363c83dee2d481a8aa78b741dae9ff99e45dcff4d0ecf655c4",
+    git_commit = "508b8c8c47d74b55cddc67067a96f5f5c3234342",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 803456a378dc4e5cdd04f8def6836941736f72bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Feb 2024 12:01:36 -0800
Subject: [PATCH 7247/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65d085d8-4dd4-4b98-842f-55422fa8544a

PiperOrigin-RevId: 608689103
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9fefcec361..4aedeb105a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b8144c07c287b4363c83dee2d481a8aa78b741dae9ff99e45dcff4d0ecf655c4",
-    git_commit = "508b8c8c47d74b55cddc67067a96f5f5c3234342",
+    sha256 = "c49c8a133eef7f4123e52953bb8cbba8b06114cbeb29078bfd58ce13b898751a",
+    git_commit = "dad97098e88593e0e778fb03650b596550927a1f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7aa35df0505613dcea0ee498c4916a81f2cc84d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Feb 2024 18:01:39 -0800
Subject: [PATCH 7248/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b283650-53b1-4319-855e-4247e080a115

PiperOrigin-RevId: 608805359
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4aedeb105a0..467f1351f8f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c49c8a133eef7f4123e52953bb8cbba8b06114cbeb29078bfd58ce13b898751a",
-    git_commit = "dad97098e88593e0e778fb03650b596550927a1f",
+    sha256 = "9ce0e6891b35cec4807190d2962524bd7126e6d58adb2be8bcb133b4006d0749",
+    git_commit = "8d3f14beae37a6ad32afebfbae158e999ee81c34",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0f38d662a3e4cf935f98c94adcf0e269333b2031 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Feb 2024 00:01:42 -0800
Subject: [PATCH 7249/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd163026-78d1-4136-ac3a-6a771219817a

PiperOrigin-RevId: 608881119
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 467f1351f8f..10ea5df60fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ce0e6891b35cec4807190d2962524bd7126e6d58adb2be8bcb133b4006d0749",
-    git_commit = "8d3f14beae37a6ad32afebfbae158e999ee81c34",
+    sha256 = "03549d75c2c4a4765a7c935fd2b802cf99a8d70e0205e9a0f86729e2d507a1d7",
+    git_commit = "11622864bab6f8188648ec6fa5045aeb9e7a4861",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 494319e8dd36aac47e6135c47ffa38b38de00a6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Feb 2024 06:01:21 -0800
Subject: [PATCH 7250/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29874bc9-15f4-4e08-8e39-83bbaa599ac5

PiperOrigin-RevId: 608965374
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 10ea5df60fa..57c9d6407bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "03549d75c2c4a4765a7c935fd2b802cf99a8d70e0205e9a0f86729e2d507a1d7",
-    git_commit = "11622864bab6f8188648ec6fa5045aeb9e7a4861",
+    sha256 = "47cf354f1cf5e87b8108037fcd4fd1aefbbfc44d938f407e2d2d6cae919da1dd",
+    git_commit = "d8947e90a8e9847f69aacae3eb7dde31ecc8f55d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c3d4c310ce2f2b28b4852e4d51bdb60aea2f52cc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Feb 2024 12:01:37 -0800
Subject: [PATCH 7251/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1176b6fd-a457-432a-8534-ad598b5115d1

PiperOrigin-RevId: 609076712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 57c9d6407bf..7ddc2fcb748 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "47cf354f1cf5e87b8108037fcd4fd1aefbbfc44d938f407e2d2d6cae919da1dd",
-    git_commit = "d8947e90a8e9847f69aacae3eb7dde31ecc8f55d",
+    sha256 = "cc179ff29f15230800d6133392d75ad0ac8c20a684749ad53dffce1a98f3dd10",
+    git_commit = "a4e3b786447042f4aa6ad5649a7fef9c4b40cee7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9d525a22a703b45fe554b524e7b823df9b22e02f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Feb 2024 18:01:36 -0800
Subject: [PATCH 7252/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2bfd9cfb-e884-479d-b190-c40129278f77

PiperOrigin-RevId: 609186369
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ddc2fcb748..fb04c8a636a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc179ff29f15230800d6133392d75ad0ac8c20a684749ad53dffce1a98f3dd10",
-    git_commit = "a4e3b786447042f4aa6ad5649a7fef9c4b40cee7",
+    sha256 = "8bd6b0a7721832aabd6b9a17f8944bc7bb484140dd10fa7999bec6763992d32e",
+    git_commit = "d3450d3d57f337ae37bbcc6410e8995d4a39bf3b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f761fc7742d66129e7f8b26bba749d44d4d4b678 Mon Sep 17 00:00:00 2001
From: Chris Kennelly <ckennelly@google.com>
Date: Wed, 21 Feb 2024 19:12:12 -0800
Subject: [PATCH 7253/8103] Automated Code Change

PiperOrigin-RevId: 609201759
---
 .../model_servers/http_rest_api_handler.cc    | 24 ++++++++-----------
 .../tfrt_http_rest_api_handler.cc             | 24 ++++++++-----------
 2 files changed, 20 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index c65f117ecee..86d5451c721 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -115,14 +115,13 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<ClassificationRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<ClassificationRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, request));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<ClassificationResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<ClassificationResponse>(&arena);
   TF_RETURN_IF_ERROR(TensorflowClassificationServiceImpl::Classify(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(
@@ -137,13 +136,13 @@ Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<RegressionRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<RegressionRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, request));
 
-  auto* response = ::google::protobuf::Arena::CreateMessage<RegressionResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<RegressionResponse>(&arena);
   TF_RETURN_IF_ERROR(TensorflowRegressionServiceImpl::Regress(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response->result(), output));
@@ -157,7 +156,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view request_body, string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<PredictRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<PredictRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
@@ -171,7 +170,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
       },
       request, &format));
 
-  auto* response = ::google::protobuf::Arena::CreateMessage<PredictResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<PredictResponse>(&arena);
   TF_RETURN_IF_ERROR(
       predictor_->Predict(run_options_, core_, *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
@@ -191,13 +190,12 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
 
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<GetModelStatusRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<GetModelStatusRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<GetModelStatusResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<GetModelStatusResponse>(&arena);
   TF_RETURN_IF_ERROR(
       GetModelStatusImpl::GetModelStatus(core_, *request, response));
   return ToJsonString(*response, output);
@@ -214,16 +212,14 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
 
   ::google::protobuf::Arena arena;
 
-  auto* request =
-      ::google::protobuf::Arena::CreateMessage<GetModelMetadataRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<GetModelMetadataRequest>(&arena);
   // We currently only support the kSignatureDef metadata field
   request->add_metadata_field(GetModelMetadataImpl::kSignatureDef);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<GetModelMetadataResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<GetModelMetadataResponse>(&arena);
   TF_RETURN_IF_ERROR(
       GetModelMetadataImpl::GetModelMetadata(core_, *request, response));
   return ToJsonString(*response, output);
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
index 52436035e53..38a1f7e8ed0 100644
--- a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
@@ -122,14 +122,13 @@ Status TFRTHttpRestApiHandler::ProcessClassifyRequest(
     const Servable::RunOptions& run_options, std::string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<ClassificationRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<ClassificationRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillClassificationRequestFromJson(request_body, request));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<ClassificationResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<ClassificationResponse>(&arena);
   ServableHandle<Servable> servable;
   TF_RETURN_IF_ERROR(
       core_->GetServableHandle(request->model_spec(), &servable));
@@ -147,13 +146,13 @@ Status TFRTHttpRestApiHandler::ProcessRegressRequest(
     const Servable::RunOptions& run_options, std::string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<RegressionRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<RegressionRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
   TF_RETURN_IF_ERROR(FillRegressionRequestFromJson(request_body, request));
 
-  auto* response = ::google::protobuf::Arena::CreateMessage<RegressionResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<RegressionResponse>(&arena);
   ServableHandle<Servable> servable;
   TF_RETURN_IF_ERROR(
       core_->GetServableHandle(request->model_spec(), &servable));
@@ -169,7 +168,7 @@ Status TFRTHttpRestApiHandler::ProcessPredictRequest(
     const Servable::RunOptions& run_options, std::string* output) {
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<PredictRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<PredictRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
@@ -183,7 +182,7 @@ Status TFRTHttpRestApiHandler::ProcessPredictRequest(
       },
       request, &format));
 
-  auto* response = ::google::protobuf::Arena::CreateMessage<PredictResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<PredictResponse>(&arena);
 
   ServableHandle<Servable> servable;
   TF_RETURN_IF_ERROR(
@@ -207,13 +206,12 @@ Status TFRTHttpRestApiHandler::ProcessModelStatusRequest(
 
   ::google::protobuf::Arena arena;
 
-  auto* request = ::google::protobuf::Arena::CreateMessage<GetModelStatusRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<GetModelStatusRequest>(&arena);
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<GetModelStatusResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<GetModelStatusResponse>(&arena);
   TF_RETURN_IF_ERROR(
       GetModelStatusImpl::GetModelStatus(core_, *request, response));
   return ToJsonString(*response, output);
@@ -230,16 +228,14 @@ Status TFRTHttpRestApiHandler::ProcessModelMetadataRequest(
 
   ::google::protobuf::Arena arena;
 
-  auto* request =
-      ::google::protobuf::Arena::CreateMessage<GetModelMetadataRequest>(&arena);
+  auto* request = ::google::protobuf::Arena::Create<GetModelMetadataRequest>(&arena);
   // We currently only support the kSignatureDef metadata field
   request->add_metadata_field(std::string(kSignatureDef));
   TF_RETURN_IF_ERROR(FillModelSpecWithNameVersionAndLabel(
       model_name, model_version, model_version_label,
       request->mutable_model_spec()));
 
-  auto* response =
-      ::google::protobuf::Arena::CreateMessage<GetModelMetadataResponse>(&arena);
+  auto* response = ::google::protobuf::Arena::Create<GetModelMetadataResponse>(&arena);
   TF_RETURN_IF_ERROR(
       TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response));
 

From ee1559302f33ceebe557cd73f60bb848c8e49977 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 00:01:51 -0800
Subject: [PATCH 7254/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/593a750c-1fe0-416f-854f-f02752354a06

PiperOrigin-RevId: 609264869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb04c8a636a..05a336acc29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bd6b0a7721832aabd6b9a17f8944bc7bb484140dd10fa7999bec6763992d32e",
-    git_commit = "d3450d3d57f337ae37bbcc6410e8995d4a39bf3b",
+    sha256 = "dd6b070025ef4e0e00749fd043bcc8ee6ba8c0ae34d3a90eb54def056259e759",
+    git_commit = "cb5bd0017bc93115e08ec2d49aaeeb047efdcda8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d820234866ebb4f8f011f33339b3b9eb7f7333c3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 00:23:06 -0800
Subject: [PATCH 7255/8103] Update description of model versioning.

PiperOrigin-RevId: 609269937
---
 tensorflow_serving/apis/model.proto | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/apis/model.proto b/tensorflow_serving/apis/model.proto
index 56493f68222..afd95902beb 100644
--- a/tensorflow_serving/apis/model.proto
+++ b/tensorflow_serving/apis/model.proto
@@ -1,10 +1,11 @@
 syntax = "proto3";
 
 package tensorflow.serving;
-option cc_enable_arenas = true;
 
 import "google/protobuf/wrappers.proto";
 
+option cc_enable_arenas = true;
+
 // Metadata for an inference request such as the model name and version.
 message ModelSpec {
   // Required servable name.
@@ -12,8 +13,10 @@ message ModelSpec {
 
   // Optional choice of which version of the model to use.
   //
-  // Recommended to be left unset in the common case. Should be specified only
-  // when there is a strong version consistency requirement.
+  // Expected to be left unset in the common case. Should be specified when
+  // there is a strong version consistency requirement (e.g. when the model
+  // signature changes across versions and requests need to be
+  // version-specific).
   //
   // When left unspecified, the system will serve the best available version.
   // This is typically the latest version, though during version transitions,

From 560aeac9ca549c61b171ad629e5f8e2cfc4c5e12 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 06:01:33 -0800
Subject: [PATCH 7256/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d8f6755-41a7-4293-9cdb-a97a9544f499

PiperOrigin-RevId: 609344542
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05a336acc29..3586477b856 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dd6b070025ef4e0e00749fd043bcc8ee6ba8c0ae34d3a90eb54def056259e759",
-    git_commit = "cb5bd0017bc93115e08ec2d49aaeeb047efdcda8",
+    sha256 = "df5f6f2f84e43ec653c6de7d92419f031fec96a5c32f30948e49f763a7e04e5e",
+    git_commit = "2a0912798aba5da33770e5631ffad2960560cf15",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fbdbb23fe4e15452c3ce909a64fe47ce95256baf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 12:01:52 -0800
Subject: [PATCH 7257/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7ac8b1d-619d-4423-99e7-1dfb01adb545

PiperOrigin-RevId: 609452242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3586477b856..cf1d8c5a9d7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "df5f6f2f84e43ec653c6de7d92419f031fec96a5c32f30948e49f763a7e04e5e",
-    git_commit = "2a0912798aba5da33770e5631ffad2960560cf15",
+    sha256 = "6d81af5f18922085743bff18577438ebc4b06f36ab9a9e66fb43c8aba6ec7144",
+    git_commit = "09517e31e88c9a4161fb4acdf0ba630b48816f43",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7344a0eed665649d84f7ebd98a720fd0f6bcb70c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 13:04:08 -0800
Subject: [PATCH 7258/8103] An internal change.

PiperOrigin-RevId: 609471766
---
 tensorflow_serving/model_servers/BUILD           |  1 +
 .../model_servers/device_runner_init_stub.cc     | 16 +++++++++++++---
 .../model_servers/device_runner_init_stub.h      | 13 +++++++++++--
 3 files changed, 25 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 85ec9f92b4b..27584aa7d6e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -424,6 +424,7 @@ cc_library(
     ],
     visibility = ["//visibility:public"],
     deps = [
+        "@com_google_absl//absl/base:core_headers",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform:errors",
         "@org_tensorflow//tensorflow/core/platform:status",
diff --git a/tensorflow_serving/model_servers/device_runner_init_stub.cc b/tensorflow_serving/model_servers/device_runner_init_stub.cc
index a7d1a63c201..009bdd2a8de 100644
--- a/tensorflow_serving/model_servers/device_runner_init_stub.cc
+++ b/tensorflow_serving/model_servers/device_runner_init_stub.cc
@@ -22,13 +22,23 @@ limitations under the License.
 namespace tensorflow::serving {
 
 namespace {
-Status InitializeDeviceRunnerAndTopologyStub(tfrt_stub::Runtime&, int*, int*) {
+Status InitializeDeviceRunnerAndTopologyStub(tfrt_stub::Runtime&, int*, int*,
+                                             const DeviceRunnerOptions&) {
   return tensorflow::errors::Internal(
-      "InitializeTpuRunner is not linked into this binary");
+      "device_runner_init_impl is not linked into this binary");
 }
 }  // namespace
 
+Status InitializeDeviceRunnerAndTopology(tfrt_stub::Runtime& runtime,
+                                         int* num_local_devices,
+                                         int* cores_per_chip,
+                                         const DeviceRunnerOptions& options) {
+  return InitializeDeviceRunnerAndTopologyFunc(runtime, num_local_devices,
+                                               cores_per_chip, options);
+}
+
 ABSL_CONST_INIT InitializeDeviceRunnerAndTopologyFuncType
-    InitializeDeviceRunnerAndTopology = InitializeDeviceRunnerAndTopologyStub;
+    InitializeDeviceRunnerAndTopologyFunc =
+        InitializeDeviceRunnerAndTopologyStub;
 
 }  // namespace tensorflow::serving
diff --git a/tensorflow_serving/model_servers/device_runner_init_stub.h b/tensorflow_serving/model_servers/device_runner_init_stub.h
index 698715b78b2..4a263cb3688 100644
--- a/tensorflow_serving/model_servers/device_runner_init_stub.h
+++ b/tensorflow_serving/model_servers/device_runner_init_stub.h
@@ -20,8 +20,12 @@ limitations under the License.
 
 namespace tensorflow::serving {
 
+struct DeviceRunnerOptions {
+  bool warmup_all_devices = true;
+};
+
 using InitializeDeviceRunnerAndTopologyFuncType =
-    Status (*)(tfrt_stub::Runtime&, int*, int*);
+    Status (*)(tfrt_stub::Runtime&, int*, int*, const DeviceRunnerOptions&);
 
 // Initializes a `TpuSystem` instance, and provide `num_local_devices` and
 // `cores_per_chip` topology info. This is a function pointer because some
@@ -29,7 +33,12 @@ using InitializeDeviceRunnerAndTopologyFuncType =
 // TPU, the function pointer allows us to provide a dummy implementation so it
 // doesn't have to link TPU dependencies that increases binary size.
 extern InitializeDeviceRunnerAndTopologyFuncType
-    InitializeDeviceRunnerAndTopology;
+    InitializeDeviceRunnerAndTopologyFunc;
+
+// This enables default values for `InitializeDeviceRunnerAndTopology`.
+Status InitializeDeviceRunnerAndTopology(
+    tfrt_stub::Runtime& runtime, int* num_local_devices = nullptr,
+    int* cores_per_chip = nullptr, const DeviceRunnerOptions& options = {});
 
 }  // namespace tensorflow::serving
 

From 30813c2024132550e741fbc33624c87d07f17476 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Feb 2024 18:01:53 -0800
Subject: [PATCH 7259/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dadf4fd6-1813-4532-944c-4a9da3f9ee6b

PiperOrigin-RevId: 609560955
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf1d8c5a9d7..ac1f9fe39e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d81af5f18922085743bff18577438ebc4b06f36ab9a9e66fb43c8aba6ec7144",
-    git_commit = "09517e31e88c9a4161fb4acdf0ba630b48816f43",
+    sha256 = "eb8d4397c6d96e67893d413d1614a362972b14d89fe6f31389a5eab8b66f9b5b",
+    git_commit = "1dd66a384f0cff57656a5d5982d696d8a325bc01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 03907f02839528e3a670e30ed5d3b83f86897962 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Feb 2024 00:01:41 -0800
Subject: [PATCH 7260/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf14cff9-aba5-4d1d-96d0-ce363eac1c4d

PiperOrigin-RevId: 609632446
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ac1f9fe39e7..9ff193dfb4f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eb8d4397c6d96e67893d413d1614a362972b14d89fe6f31389a5eab8b66f9b5b",
-    git_commit = "1dd66a384f0cff57656a5d5982d696d8a325bc01",
+    sha256 = "c9dbfb8465669de32de265326a994c49cb1300159b542db2b5ec90239610f09d",
+    git_commit = "fe5a5c57da789a84f1c50771879fdc8074152027",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 91f757677f76ea7af245ea32e5fc0e8a645d983d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Feb 2024 06:01:38 -0800
Subject: [PATCH 7261/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7dd50ee8-458c-4f01-a3e5-4f6777a75640

PiperOrigin-RevId: 609704572
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ff193dfb4f..303e7cb1d71 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9dbfb8465669de32de265326a994c49cb1300159b542db2b5ec90239610f09d",
-    git_commit = "fe5a5c57da789a84f1c50771879fdc8074152027",
+    sha256 = "5953d2fbb53682a3a604cc294d3ea27a03eb013a3e2cd2154f9276443c5e4af5",
+    git_commit = "1306d059f29f73d43d0943f052616d00cd30643a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5d803d4b160895d0fb92a47f97b070ce40952b02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Feb 2024 12:01:58 -0800
Subject: [PATCH 7262/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc57a974-523a-4d0d-87af-20bc4f96ad8e

PiperOrigin-RevId: 609798070
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 303e7cb1d71..9377e7632a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5953d2fbb53682a3a604cc294d3ea27a03eb013a3e2cd2154f9276443c5e4af5",
-    git_commit = "1306d059f29f73d43d0943f052616d00cd30643a",
+    sha256 = "db58939c68ba87dcbad8b3e708b7e8afc13053717269bc5f435bddb8645e0fce",
+    git_commit = "7fe3ccfe6fbdd702242d16a95868512a4a1940ec",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0df0975055046ffc793557b48c68d9e2f16fe406 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Feb 2024 12:07:37 -0800
Subject: [PATCH 7263/8103] Exported `FindMetaGraphDef` function.

PiperOrigin-RevId: 609799877
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc            | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index bd090e944d9..647d904c38f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -182,6 +182,8 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
 
   TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
 
+  // TODO(b/326069213): Consider using arena allocation when loading a
+  // MetaGraphDef.
   tensorflow::MetaGraphDef meta_graph_def;
   TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
       std::string(path), saved_model_tags, &meta_graph_def));

From 706e4acd51f08fd578c1bf89c1968953fc326af4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Feb 2024 18:01:28 -0800
Subject: [PATCH 7264/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62d34129-3f18-438b-bc3d-fb9b6d95488a

PiperOrigin-RevId: 609885641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9377e7632a7..77e23f428d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db58939c68ba87dcbad8b3e708b7e8afc13053717269bc5f435bddb8645e0fce",
-    git_commit = "7fe3ccfe6fbdd702242d16a95868512a4a1940ec",
+    sha256 = "e052603a4b104cb7e7d9c35566ba8744d34c0557dcd5deccfbf0f4f382c803aa",
+    git_commit = "9f1feb81cfdc5d9562ef3db12651428bda3667fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 242bd4cc169c0a828d398f93626f7297a2ed3ddb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Feb 2024 00:01:38 -0800
Subject: [PATCH 7265/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29e2a594-14a3-4832-93ee-f3612e2f5b5a

PiperOrigin-RevId: 609941296
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77e23f428d3..da39a89e537 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e052603a4b104cb7e7d9c35566ba8744d34c0557dcd5deccfbf0f4f382c803aa",
-    git_commit = "9f1feb81cfdc5d9562ef3db12651428bda3667fa",
+    sha256 = "5039e9fff3d1df5a97a23b3390fc8320c06c08b9265e73e7e0ebb01a8ef1a930",
+    git_commit = "ad2768e49d896d76b1b24d5cce7af30ce1408dc3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8746f57acb551fb767e308c7342151db1f1d80ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Feb 2024 06:01:30 -0800
Subject: [PATCH 7266/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/347dd95e-ff1f-45f2-8836-d5d80d5d0434

PiperOrigin-RevId: 609989892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da39a89e537..8e0af524fee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5039e9fff3d1df5a97a23b3390fc8320c06c08b9265e73e7e0ebb01a8ef1a930",
-    git_commit = "ad2768e49d896d76b1b24d5cce7af30ce1408dc3",
+    sha256 = "853f2c39dbdca6c77f2747fac998cc9e8459c9e81562e5d47ac46862897aacba",
+    git_commit = "39806d2b7018778431ed4662968dabb558380a86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0f8be393d694137c0f1129e80b385a7a8c9c067e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Feb 2024 12:01:37 -0800
Subject: [PATCH 7267/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d416c3a-4249-4a18-84d9-50c2ed33576e

PiperOrigin-RevId: 610032627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8e0af524fee..3d62722548b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "853f2c39dbdca6c77f2747fac998cc9e8459c9e81562e5d47ac46862897aacba",
-    git_commit = "39806d2b7018778431ed4662968dabb558380a86",
+    sha256 = "d986ef77901a295d606797453f76c68b76e70eabf7a4abd6c1dcfcfd8fa3ebc3",
+    git_commit = "c36b6e23a743f5cc9999fcc79d2a6eba6a4824ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d47560d807142246c54d9b615930864a78b7a0bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Feb 2024 18:01:26 -0800
Subject: [PATCH 7268/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e8a5a38d-dcee-475e-9e11-36f78ae8d162

PiperOrigin-RevId: 610073900
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3d62722548b..d89ba94f095 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d986ef77901a295d606797453f76c68b76e70eabf7a4abd6c1dcfcfd8fa3ebc3",
-    git_commit = "c36b6e23a743f5cc9999fcc79d2a6eba6a4824ac",
+    sha256 = "892c822d22e88419cfdceff3d7266cb6ac0c004ea06fc38b62673682e16ad470",
+    git_commit = "5b29cd2a5f6dd2220b1cafacf50b46b467e51c8f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6290d3027f66b875475da2361770e402c8947a3c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 00:01:53 -0800
Subject: [PATCH 7269/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b7017585-d4a9-495b-9484-04e2a51b1fa4

PiperOrigin-RevId: 610121352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d89ba94f095..baa9f17e58e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "892c822d22e88419cfdceff3d7266cb6ac0c004ea06fc38b62673682e16ad470",
-    git_commit = "5b29cd2a5f6dd2220b1cafacf50b46b467e51c8f",
+    sha256 = "5806158d4f02144dcb3eb2ac933f9064b9518ff5f948bbb2a3d8866aee4514cc",
+    git_commit = "371de4670186da3c4bfb33643b6fdd329bd07389",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 029170e436d06d9761b10b357e97703356ddb2a4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 06:01:29 -0800
Subject: [PATCH 7270/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a8c5057-1065-4243-9f3f-5aff1a6e5e47

PiperOrigin-RevId: 610166129
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index baa9f17e58e..793417a5b22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5806158d4f02144dcb3eb2ac933f9064b9518ff5f948bbb2a3d8866aee4514cc",
-    git_commit = "371de4670186da3c4bfb33643b6fdd329bd07389",
+    sha256 = "fc2354bff4a10bd9b30273d9c5a18a5600c30831da38a619db02c7628dfd7623",
+    git_commit = "af0b776de6c90bafa259fcde054bb475ce4c3f42",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b122008adeb0f624bd90e2dd97d17a77806f20b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 12:01:33 -0800
Subject: [PATCH 7271/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfabd041-5d79-43f4-bd50-afeb3171cd2d

PiperOrigin-RevId: 610207720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 793417a5b22..46fd02d2a51 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fc2354bff4a10bd9b30273d9c5a18a5600c30831da38a619db02c7628dfd7623",
-    git_commit = "af0b776de6c90bafa259fcde054bb475ce4c3f42",
+    sha256 = "49397120194fdaea21fe6a2c2300c6a4f24ed1686879991f639fe3d79996ec87",
+    git_commit = "0f763ba30afe902fb888d012141f0a13d0b0fe0d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27923d3530cb963eee17d7f3670c9b27499827a0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 12:23:26 -0800
Subject: [PATCH 7272/8103] Automated Code Change

PiperOrigin-RevId: 610211053
---
 .../model_servers/get_model_status_impl.cc    |  2 +-
 .../model_servers/http_rest_api_handler.cc    |  8 ++--
 .../http_rest_api_handler_test.cc             |  2 +-
 .../model_servers/http_rest_api_util.cc       |  8 ++--
 .../model_servers/http_server.cc              |  2 +-
 tensorflow_serving/model_servers/server.cc    |  2 +-
 .../model_servers/server_core.cc              | 42 +++++++++----------
 .../model_servers/server_core_test.cc         |  4 +-
 .../model_servers/server_init.cc              |  4 +-
 9 files changed, 37 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index 474b35094bb..0b7d754404a 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -105,7 +105,7 @@ Status GetModelStatusImpl::GetModelStatusWithModelSpec(
       AddModelVersionStatusToResponse(response, version, servable_state);
     }
   }
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index 86d5451c721..ef51f5bea4b 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -126,7 +126,7 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(
       MakeJsonFromClassificationResult(response->result(), output));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessRegressRequest(
@@ -146,7 +146,7 @@ Status HttpRestApiHandler::ProcessRegressRequest(
   TF_RETURN_IF_ERROR(TensorflowRegressionServiceImpl::Regress(
       run_options_, core_, thread::ThreadPoolOptions(), *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromRegressionResult(response->result(), output));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessPredictRequest(
@@ -174,7 +174,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
   TF_RETURN_IF_ERROR(
       predictor_->Predict(run_options_, core_, *request, response));
   TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status HttpRestApiHandler::ProcessModelStatusRequest(
@@ -238,7 +238,7 @@ Status HttpRestApiHandler::GetInfoMap(
                                    "\" not found in signature def");
   }
   *infomap = iter->second.inputs();
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index f0082e82c27..e4286ff5762 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -166,7 +166,7 @@ Status CompareJson(const string& json1, const string& json2) {
     return errors::InvalidArgument("JSON Different. JSON1: ", json1,
                                    "JSON2: ", json2);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 TEST_F(HttpRestApiHandlerTest, kPathRegex) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 5540ed810ce..167d068afeb 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -63,7 +63,7 @@ Status FillModelSpecWithNameVersionAndLabel(
   if (model_version_label.has_value()) {
     model_spec->set_version_label(string(model_version_label.value()));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 bool DecodeArg(string* arg) {
@@ -126,7 +126,7 @@ Status ParseModelInfo(const absl::string_view http_method,
     }
     *model_version_label = model_version_label_str;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ToJsonString(const GetModelStatusResponse& response, string* output) {
@@ -139,7 +139,7 @@ Status ToJsonString(const GetModelStatusResponse& response, string* output) {
     return errors::Internal("Failed to convert proto to json. Error: ",
                             status.ToString());
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
@@ -194,7 +194,7 @@ Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
   absl::StrAppend(output, "\"signature_def\": ", signature_def_output, "}\n");
   absl::StrAppend(output, "}\n");
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index 6801d428b38..f5c7984e299 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -170,7 +170,7 @@ class RestApiRequestDispatcher {
     if (req->http_method() == "OPTIONS") {
       absl::string_view origin_header = req->GetRequestHeader("Origin");
       if (RE2::PartialMatch(origin_header, "https?://")) {
-        status = OkStatus();
+        status = absl::OkStatus();
       } else {
         status = errors::FailedPrecondition(
             "Origin header is missing in CORS preflight");
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 645b3efd793..0c9147cacd9 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -451,7 +451,7 @@ Status Server::BuildAndStart(const Options& server_options) {
                  << "Skipped exporting HTTP/REST API.";
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 void Server::WaitForTermination() {
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 258e5486f8e..16a39a8f0ff 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -72,7 +72,7 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
         "nor ModelServerConfig::model_platform, model name is ",
         model_config.name()));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Determines whether a URI is just a relative path.
@@ -119,7 +119,7 @@ Status ValidateModelConfigList(const ModelConfigList& config_list,
     }
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Returns an error if a model exists in both configs, but with different
@@ -147,7 +147,7 @@ Status ValidateNoModelsChangePlatforms(const ModelConfigList& old_config_list,
                           " and new platform requested is ", new_platform));
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Unions two route maps. Gives an error if there is a key that is present in
@@ -167,7 +167,7 @@ Status UnionRoutes(const DynamicSourceRouter<StoragePath>::Routes& a,
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Finds all models that occur in 'new_config' but not in 'old_config'.
@@ -217,7 +217,7 @@ Status UpdateModelConfigListRelativePaths(
   for (int ii = 0; ii < updated_paths.size(); ++ii) {
     config_list->mutable_config(ii)->set_base_path(updated_paths[ii]);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
@@ -233,7 +233,7 @@ Status ServerCore::Create(Options options,
         [](EventBus<ServableState>* event_bus,
            std::unique_ptr<ServableStateMonitor>* monitor) {
           monitor->reset(new ServableStateMonitor(event_bus));
-          return OkStatus();
+          return absl::OkStatus();
         };
   }
 
@@ -285,7 +285,7 @@ Status ServerCore::Initialize(std::unique_ptr<AspiredVersionPolicy> policy) {
                                                   &aspired_versions_manager));
   manager_.SetOwned(std::move(aspired_versions_manager));
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
@@ -323,7 +323,7 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
     strings::StrAppend(&message, "}");
     return errors::Unknown(message);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::AddModelsViaModelConfigList() {
@@ -400,7 +400,7 @@ Status ServerCore::AddModelsViaModelConfigList() {
     TF_RETURN_IF_ERROR(
         WaitUntilModelsAvailable(new_models, &fresh_servable_state_monitor));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::AddModelsViaCustomModelConfig() {
@@ -431,7 +431,7 @@ Status ServerCore::MaybeUpdateServerRequestLogger(
     return options_.server_request_logger->Update(logging_config_map);
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
@@ -453,7 +453,7 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
     // Nothing to load. In this case we allow a future call with a non-empty
     // config.
     LOG(INFO) << "Taking no action for empty config.";
-    return OkStatus();
+    return absl::OkStatus();
   }
   if (new_config.config_case() == ModelServerConfig::kModelConfigList) {
     TF_RETURN_IF_ERROR(
@@ -498,7 +498,7 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   }
 
   LOG(INFO) << "Finished reloading config";
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::UpdateModelVersionLabelMap() {
@@ -547,7 +547,7 @@ Status ServerCore::UpdateModelVersionLabelMap() {
       return errors::FailedPrecondition(
           "Model version labels are not currently allowed by the server.");
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   if (VLOG_IS_ON(4)) {
@@ -565,7 +565,7 @@ Status ServerCore::UpdateModelVersionLabelMap() {
   mutex_lock l(model_labels_to_versions_mu_);
   model_labels_to_versions_.swap(new_label_map);
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::CreateAdapter(
@@ -622,7 +622,7 @@ Status ServerCore::CreateStoragePathRoutes(
     const int port = it->second;
     (*routes)[model_name] = port;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::CreateStoragePathSource(
@@ -644,7 +644,7 @@ Status ServerCore::CreateStoragePathSource(
     ConnectSourceToTarget(source->get(), prefix_source_adapter->get());
     ConnectSourceToTarget(prefix_source_adapter->get(), target);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::CreateRouter(
@@ -676,7 +676,7 @@ Status ServerCore::CreateRouter(
   ConnectSourceToTarget(output_ports[output_ports.size() - 1],
                         targets->error_adapter.get());
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
@@ -689,7 +689,7 @@ Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
   adapters->error_adapter.reset(
       new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
           errors::Internal("No platform found for model")));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
@@ -713,7 +713,7 @@ Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
     return status;
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::ReloadStoragePathSourceConfig(
@@ -816,7 +816,7 @@ Status ServerCore::ServableRequestFromModelSpec(
       break;
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status ServerCore::GetModelVersionForLabel(const string& model_name,
@@ -833,7 +833,7 @@ Status ServerCore::GetModelVersionForLabel(const string& model_name,
     auto version_it = version_map.find(label);
     if (version_it != version_map.end()) {
       *version = version_it->second;
-      return OkStatus();
+      return absl::OkStatus();
     }
   }
   return errors::InvalidArgument(
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index f9a3318d573..3b368382629 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -620,10 +620,10 @@ TEST_P(ServerCoreTest, RequestLoggingOn) {
                                       std::unique_ptr<google::protobuf::Message>* log) {
               *log = std::unique_ptr<google::protobuf::Any>(
                   new google::protobuf::Any());
-              return OkStatus();
+              return absl::OkStatus();
             }));
         *request_logger = std::move(mock_request_logger);
-        return OkStatus();
+        return absl::OkStatus();
       },
       &options.server_request_logger));
 
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index 1ff977e5f0c..366aae90ac4 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -33,12 +33,12 @@ Status SetupPlatformConfigMapForTensorFlowImpl(
     PlatformConfigMap& platform_config_map) {
   platform_config_map =
       CreateTensorFlowPlatformConfigMap(session_bundle_config);
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 Status UpdatePlatformConfigMapForTensorFlowImpl(
     PlatformConfigMap& platform_config_map) {
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 std::unique_ptr<HttpRestApiHandlerBase> CreateHttpRestApiHandlerImpl(

From 704e2507aa7002d1008ea68f29296c91a6f10267 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 12:29:21 -0800
Subject: [PATCH 7273/8103] Automated Code Change

PiperOrigin-RevId: 610211777
---
 tensorflow_serving/util/prometheus_exporter.cc | 4 ++--
 tensorflow_serving/util/status_util.cc         | 2 +-
 tensorflow_serving/util/status_util_test.cc    | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/util/prometheus_exporter.cc b/tensorflow_serving/util/prometheus_exporter.cc
index 3b3cb1a8789..03a939b347a 100644
--- a/tensorflow_serving/util/prometheus_exporter.cc
+++ b/tensorflow_serving/util/prometheus_exporter.cc
@@ -162,7 +162,7 @@ PrometheusExporter::PrometheusExporter()
 Status PrometheusExporter::GeneratePage(string* http_page) {
   if (http_page == nullptr) {
     return Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Http page pointer is null");
   }
   monitoring::CollectionRegistry::CollectMetricsOptions collect_options;
@@ -186,7 +186,7 @@ Status PrometheusExporter::GeneratePage(string* http_page) {
   }
   *http_page = absl::StrJoin(lines, "\n");
   absl::StrAppend(http_page, "\n");
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/util/status_util.cc b/tensorflow_serving/util/status_util.cc
index 60458e6438f..604d32ef910 100644
--- a/tensorflow_serving/util/status_util.cc
+++ b/tensorflow_serving/util/status_util.cc
@@ -33,7 +33,7 @@ StatusProto ToStatusProto(const Status& status) {
 Status FromStatusProto(const StatusProto& status_proto) {
   return status_proto.error_code() == tensorflow::error::OK
              ? Status()
-             : Status(static_cast<tsl::errors::Code>(status_proto.error_code()),
+             : Status(static_cast<absl::StatusCode>(status_proto.error_code()),
                       status_proto.error_message());
 }
 
diff --git a/tensorflow_serving/util/status_util_test.cc b/tensorflow_serving/util/status_util_test.cc
index dbfc7b8b859..442d6736903 100644
--- a/tensorflow_serving/util/status_util_test.cc
+++ b/tensorflow_serving/util/status_util_test.cc
@@ -23,7 +23,7 @@ namespace {
 
 TEST(StatusUtilTest, ConvertsErrorStatusToStatusProto) {
   Status status =
-      Status(static_cast<tsl::errors::Code>(absl::StatusCode::kAborted),
+      Status(static_cast<absl::StatusCode>(absl::StatusCode::kAborted),
              "aborted error message");
   StatusProto status_proto = ToStatusProto(status);
   EXPECT_EQ(tensorflow::error::ABORTED, status_proto.error_code());

From 92c74fb3932650e23ff24ed5320f0db751e458a3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Feb 2024 18:01:44 -0800
Subject: [PATCH 7274/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/997c97b7-5696-4d1e-a0e6-d86a0be20d01

PiperOrigin-RevId: 610251021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46fd02d2a51..98355f6af9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49397120194fdaea21fe6a2c2300c6a4f24ed1686879991f639fe3d79996ec87",
-    git_commit = "0f763ba30afe902fb888d012141f0a13d0b0fe0d",
+    sha256 = "6d38453c18557e5941813d3ea527feff7bf8e3ba8cea9f21f36ba3d191651f6a",
+    git_commit = "afb7bb47f9052722413820311c559e7624380d93",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1db8bcad52ea43dbc2fd35a90b0d41098b10775e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Feb 2024 00:01:46 -0800
Subject: [PATCH 7275/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/49eb47fa-c5a1-4a66-a956-082890f6eb81

PiperOrigin-RevId: 610310713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98355f6af9d..1c30c6ec9c2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d38453c18557e5941813d3ea527feff7bf8e3ba8cea9f21f36ba3d191651f6a",
-    git_commit = "afb7bb47f9052722413820311c559e7624380d93",
+    sha256 = "e3ae94b97f35524111ae02d5f7e2ed2e857de6029cbbeea94dad76a187a754e6",
+    git_commit = "c20c85e747f71ef9e9708a98d9c5ecce6ffb1a1a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a7cb43e0600654473e5ce5dcf8eae07f84b506a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Feb 2024 06:03:27 -0800
Subject: [PATCH 7276/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88ac8bd6-f2a4-4b05-98a0-ec0d2037364c

PiperOrigin-RevId: 610384008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c30c6ec9c2..5432ae2fcd9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3ae94b97f35524111ae02d5f7e2ed2e857de6029cbbeea94dad76a187a754e6",
-    git_commit = "c20c85e747f71ef9e9708a98d9c5ecce6ffb1a1a",
+    sha256 = "8569d41fbe88ee7db1ee987b8bb0a848d5d6670343ee27d9b186d5dde0606134",
+    git_commit = "6ea444d6dce55d49c7ba6843e01033a41f1dded8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 47e84b830f09505cff4619885169f8d0c1c6ec0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Feb 2024 12:02:14 -0800
Subject: [PATCH 7277/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b4434da-16e6-44c9-878c-3d66ef63cce5

PiperOrigin-RevId: 610482764
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5432ae2fcd9..48420807e54 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8569d41fbe88ee7db1ee987b8bb0a848d5d6670343ee27d9b186d5dde0606134",
-    git_commit = "6ea444d6dce55d49c7ba6843e01033a41f1dded8",
+    sha256 = "54dec70d12dd3a1acd2a459fc53200a36ed81a68e45623db536393bcc899cfab",
+    git_commit = "b1cfbdd236603c2e7a6a70f6bc8d411797b524fc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c45fe1443b401f58d9440ca5d40c4e407137d042 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Feb 2024 12:33:54 -0800
Subject: [PATCH 7278/8103] If accepting_requests_ is not set Terminate()
 returns without doing anything.

This is a problem because based on the usage the executor is usually just calling the function in the same thread. Hence when event_base_dispatch is called the thread hangs and never sets accepting_requests.

Moving this above allows for all usage behavior.

PiperOrigin-RevId: 610492923
---
 .../util/net_http/server/internal/evhttp_server.cc            | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 9e2616c8bd0..d106d46a0ba 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -243,6 +243,8 @@ bool EvHTTPServer::StartAcceptingRequests() {
     ResolveEphemeralPort(ev_listener_, &port_);
   }
 
+  accepting_requests_.Notify();
+
   IncOps();
   server_options_->executor()->Schedule([this]() {
     NET_LOG(INFO, "Entering the event loop ...");
@@ -252,8 +254,6 @@ bool EvHTTPServer::StartAcceptingRequests() {
     DecOps();
   });
 
-  accepting_requests_.Notify();
-
   return true;
 }
 

From c5b9da4c2cb967276d352aef244d01f45abe4299 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Feb 2024 18:01:39 -0800
Subject: [PATCH 7279/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7feccf4-4768-4380-9735-005754b0c3a8

PiperOrigin-RevId: 610583536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 48420807e54..111c82a5d72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54dec70d12dd3a1acd2a459fc53200a36ed81a68e45623db536393bcc899cfab",
-    git_commit = "b1cfbdd236603c2e7a6a70f6bc8d411797b524fc",
+    sha256 = "1966a280eb4b103730e25af8f2129d9aa727910a65764e7467b5f386947ed0e1",
+    git_commit = "1e7e4b450b07c6fe05fb46f59ad5914aad7cb026",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92703e58edff33843c8e35114f4302628fdb57fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Feb 2024 00:01:50 -0800
Subject: [PATCH 7280/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4089039f-a5be-40e3-83bf-288bd1a0b545

PiperOrigin-RevId: 610652171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 111c82a5d72..a7dfeb52d1b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1966a280eb4b103730e25af8f2129d9aa727910a65764e7467b5f386947ed0e1",
-    git_commit = "1e7e4b450b07c6fe05fb46f59ad5914aad7cb026",
+    sha256 = "ce80f41def59c8985d057e132344203999e7e3960682bd66e361f5ceb77331f8",
+    git_commit = "1fa5470e4565977646a2b80719049a6b204df052",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5663a838a57745053d010d9760a7fd4018bd8c60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Feb 2024 06:02:39 -0800
Subject: [PATCH 7281/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ddd7d702-dac9-4a3d-9810-4c9f21491cea

PiperOrigin-RevId: 610727024
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7dfeb52d1b..72dc7c1b0fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce80f41def59c8985d057e132344203999e7e3960682bd66e361f5ceb77331f8",
-    git_commit = "1fa5470e4565977646a2b80719049a6b204df052",
+    sha256 = "db7c32767356df7e298d83b51325647d6d2acd77c5d8e45715f9db8676d20f3f",
+    git_commit = "d7220b0ed7120ab4de7089986ef0b317807c340d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e6318e1d02a04515c6713b8789d78a50563a0eda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Feb 2024 12:01:51 -0800
Subject: [PATCH 7282/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/667d2279-49ba-4217-a082-e0fbfe60b3af

PiperOrigin-RevId: 610829341
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72dc7c1b0fc..742e48d59b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db7c32767356df7e298d83b51325647d6d2acd77c5d8e45715f9db8676d20f3f",
-    git_commit = "d7220b0ed7120ab4de7089986ef0b317807c340d",
+    sha256 = "b9a0080cb54f004188a09b626526bb1e8fa8fefeee2a95fc761f098e90d63ada",
+    git_commit = "8786f60d89d0ebbfcfb9e27f20cecb8bb93ec011",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0a7934883179a728dff93599d103c589a737deaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Feb 2024 18:01:48 -0800
Subject: [PATCH 7283/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e535bd34-e986-4235-aac3-d7167922e531

PiperOrigin-RevId: 610933594
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 742e48d59b3..5e5ec8c5e48 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b9a0080cb54f004188a09b626526bb1e8fa8fefeee2a95fc761f098e90d63ada",
-    git_commit = "8786f60d89d0ebbfcfb9e27f20cecb8bb93ec011",
+    sha256 = "8b8f24d6a4266bb68007ef99dd866f9f4a00ac1b59b0255d6d4a531e360ab10c",
+    git_commit = "41fad09af9d257712829bf6ae208e06cf86cab85",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db672ca7dd4cbd962d2cf9727cc3b2ff48e98240 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Feb 2024 00:01:55 -0800
Subject: [PATCH 7284/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ad73a4d-589b-4104-a476-13990ac5f5a0

PiperOrigin-RevId: 611002173
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5e5ec8c5e48..8713e76b513 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b8f24d6a4266bb68007ef99dd866f9f4a00ac1b59b0255d6d4a531e360ab10c",
-    git_commit = "41fad09af9d257712829bf6ae208e06cf86cab85",
+    sha256 = "92c1d687a10cb44e78f56853f764b9045d83d8bd403459e560c6bfe1b2123b1a",
+    git_commit = "291bcfbbd67780b30501dfced180d471c6c23483",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fce1804e06a784f9586f7114726c5dc66af1b135 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Feb 2024 01:20:35 -0800
Subject: [PATCH 7285/8103] Automated Code Change

PiperOrigin-RevId: 611018528
---
 tensorflow_serving/servables/tensorflow/util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index bfce27dcbbe..c54c2bafbed 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -312,7 +312,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
                 uint64_t file_size;
                 Status status = env->GetFileSize(child_path, &file_size);
                 children_sizes[i] =
-                    status.ok() ? StatusOr<uint64_t>(file_size) : status;
+                    status.ok() ? absl::StatusOr<uint64_t>(file_size) : status;
               }
             });
       }

From a7acc79442e129b58832c932c7a4d4e64b459647 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Feb 2024 06:01:44 -0800
Subject: [PATCH 7286/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bef85e9e-6ea4-4614-bbc2-0cfbe435a04a

PiperOrigin-RevId: 611076403
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8713e76b513..8eb5eb0c7d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "92c1d687a10cb44e78f56853f764b9045d83d8bd403459e560c6bfe1b2123b1a",
-    git_commit = "291bcfbbd67780b30501dfced180d471c6c23483",
+    sha256 = "be040e92e9e1b65645c1362f3437af4b6d9b13f7d79229f2d24cb20fe71ed3b7",
+    git_commit = "954f16a598136594387dae10beb9a88541cb2b16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2c7a4897cdf11d9736d31dc0eeb012d05c74e0f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Feb 2024 12:01:40 -0800
Subject: [PATCH 7287/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62680e31-6df0-4473-bb18-2a94f9613c55

PiperOrigin-RevId: 611179516
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8eb5eb0c7d4..4391a054409 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be040e92e9e1b65645c1362f3437af4b6d9b13f7d79229f2d24cb20fe71ed3b7",
-    git_commit = "954f16a598136594387dae10beb9a88541cb2b16",
+    sha256 = "ca2d5efaa67231918e2478c12ea6f6fa6d2f631a9cea7078d4cb4589d1352c28",
+    git_commit = "f53c9cfcd27262ba62539eb2c7f20c7a412908e7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b5d30fb9e4d57d3a6f03fc21fcd8e60750de5f9 Mon Sep 17 00:00:00 2001
From: Ken Franko <kfranko@google.com>
Date: Thu, 29 Feb 2024 18:01:00 -0800
Subject: [PATCH 7288/8103] Modify PredictStreamed to return a response or an
 error.

PiperOrigin-RevId: 611657273
---
 .../servables/tensorflow/mock_servable.h      |  5 ++--
 .../servables/tensorflow/servable.h           | 23 +++++++++++--------
 .../servables/tensorflow/tfrt_servable.cc     |  5 +++-
 .../servables/tensorflow/tfrt_servable.h      |  4 +++-
 4 files changed, 23 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
index 1a071df7692..c1ec6dd7384 100644
--- a/tensorflow_serving/servables/tensorflow/mock_servable.h
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include <memory>
 
+#include <gmock/gmock.h>
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
@@ -27,7 +28,6 @@ limitations under the License.
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
-#include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -63,7 +63,8 @@ class MockServable : public Servable {
   MOCK_METHOD(absl::StatusOr<std::unique_ptr<PredictStreamedContext>>,
               PredictStreamed,
               (const tensorflow::serving::Servable::RunOptions& run_options,
-               absl::AnyInvocable<void(tensorflow::serving::PredictResponse)>
+               absl::AnyInvocable<
+                   void(absl::StatusOr<tensorflow::serving::PredictResponse>)>
                    response_callback),
               (final));
   MOCK_METHOD(absl::Status, MultiInference,
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 04cd6f42ee5..93941599d6a 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -31,7 +31,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/run_options.h"
+#include "tensorflow_serving/servables/tensorflow/google/run_options.h"
 
 namespace tensorflow {
 namespace serving {
@@ -109,15 +109,17 @@ class Servable {
   // alive until the context object is deleted.
   //
   // `response_callback` is called for each streamed output, zero or more times,
-  // when the streamed output becomes available. The callback invocation must be
-  // serialized by the implementation, so that `response_callback` does not have
-  // to be thread-safe, but blocking inside the callback may cause the next
-  // callback invocation to be delayed. The implementation must guarantee that
-  // the callback is never called after the `PredictStreamed` method returns.
+  // when the streamed output becomes available. If an error is returned for any
+  // response, subsequent responses and requests will be ignored and the error
+  // will be returned. The callback invocation must be serialized by the
+  // implementation, so that `response_callback` does not have to be
+  // thread-safe, but blocking inside the callback may cause the next callback
+  // invocation to be delayed. The implementation must guarantee that the
+  // callback is never called after the `PredictStreamed` method returns.
   virtual absl::StatusOr<std::unique_ptr<PredictStreamedContext>>
-  PredictStreamed(
-      const RunOptions& run_options,
-      absl::AnyInvocable<void(PredictResponse)> response_callback) = 0;
+  PredictStreamed(const RunOptions& run_options,
+                  absl::AnyInvocable<void(absl::StatusOr<PredictResponse>)>
+                      response_callback) = 0;
 
   virtual absl::Status MultiInference(const RunOptions& run_options,
                                       const MultiInferenceRequest& request,
@@ -165,7 +167,8 @@ class EmptyServable : public Servable {
 
   absl::StatusOr<std::unique_ptr<PredictStreamedContext>> PredictStreamed(
       const RunOptions& run_options,
-      absl::AnyInvocable<void(PredictResponse)> response_callback) {
+      absl::AnyInvocable<void(absl::StatusOr<PredictResponse>)>
+          response_callback) {
     return error_;
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 1de87225ea1..7e476a07b65 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -33,9 +33,11 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor.pb.h"
+#include "tensorflow/core/platform/statusor.h"
 #include "tensorflow/core/platform/tracing.h"  // NOLINT
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tsl/platform/errors.h"
+#include "tsl/platform/statusor.h"
 #include "tsl/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
@@ -126,7 +128,8 @@ absl::Status TfrtSavedModelServable::Predict(const RunOptions& run_options,
 absl::StatusOr<std::unique_ptr<PredictStreamedContext>>
 TfrtSavedModelServable::PredictStreamed(
     const RunOptions& run_options,
-    absl::AnyInvocable<void(PredictResponse)> response_callback) {
+    absl::AnyInvocable<void(absl::StatusOr<PredictResponse>)>
+        response_callback) {
   return std::make_unique<SingleRequestPredictStreamedContext>(
       [this, run_options, response_callback = std::move(response_callback)](
           const PredictRequest& request) mutable -> absl::Status {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
index 238d7392377..e8e015d2abd 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -23,6 +23,7 @@ limitations under the License.
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
+#include "absl/strings/string_view.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
@@ -61,7 +62,8 @@ class TfrtSavedModelServable : public Servable {
 
   absl::StatusOr<std::unique_ptr<PredictStreamedContext>> PredictStreamed(
       const RunOptions& run_options,
-      absl::AnyInvocable<void(PredictResponse)> response_callback) override;
+      absl::AnyInvocable<void(absl::StatusOr<PredictResponse>)>
+          response_callback) override;
 
   absl::Status MultiInference(const RunOptions& run_options,
                               const MultiInferenceRequest& request,

From 5b6e0b6b0806c9175274fb61c3c82a134de036f2 Mon Sep 17 00:00:00 2001
From: Ken Franko <kfranko@google.com>
Date: Tue, 5 Mar 2024 12:48:45 -0800
Subject: [PATCH 7289/8103] Add support to use a MockServable in
 MockServerCore.

PiperOrigin-RevId: 612937820
---
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/server_core.h               |  8 ++++++
 .../model_servers/test_util/BUILD             |  5 ++++
 .../test_util/mock_server_core.h              | 26 +++++++++++++++++++
 4 files changed, 40 insertions(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 27584aa7d6e..fdebc981211 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -92,6 +92,7 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
+        "//tensorflow_serving/servables/tensorflow:servable",
         "//tensorflow_serving/sources/storage_path:file_system_storage_path_source",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 719e0fc8938..00251ec7fcc 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -44,6 +44,7 @@ limitations under the License.
 #include "tensorflow_serving/core/storage_path.h"
 #include "tensorflow_serving/core/stream_logger.h"
 #include "tensorflow_serving/servables/tensorflow/predict_util.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
 #include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/unique_ptr_with_deps.h"
@@ -268,6 +269,13 @@ class ServerCore : public Manager {
     return Status();
   }
 
+  // This specialized version allows us to override GetServableHandle for
+  // Servables in sub-classes. Useful for testing.
+  virtual Status GetServableHandle(const ModelSpec& model_spec,
+                                   ServableHandle<Servable>* const handle) {
+    return GetServableHandle<Servable>(model_spec, handle);
+  }
+
   /// Writes the log for the particular request, response and metadata, if we
   /// decide to sample it and if request-logging was configured for the
   /// particular model.
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 95d2ac7f216..b1954913073 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -37,14 +37,19 @@ cc_library(
         "//tensorflow_serving/config:platform_config_cc_proto",
         "//tensorflow_serving/core:aspired_versions_manager",
         "//tensorflow_serving/core:servable_handle",
+        "//tensorflow_serving/core:servable_id",
         "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core:servable_state_monitor",
         "//tensorflow_serving/core:server_request_logger",
         "//tensorflow_serving/core/test_util:fake_loader_source_adapter",
         "//tensorflow_serving/core/test_util:fake_loader_source_adapter_cc_proto",
+        "//tensorflow_serving/core/test_util:servable_handle_test_util",
         "//tensorflow_serving/model_servers:server_core",
+        "//tensorflow_serving/servables/tensorflow:mock_servable",
+        "//tensorflow_serving/servables/tensorflow:servable",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
+        "@com_google_absl//absl/status",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_google_protobuf//:protobuf_lite",
diff --git a/tensorflow_serving/model_servers/test_util/mock_server_core.h b/tensorflow_serving/model_servers/test_util/mock_server_core.h
index d772754b7b4..9ab6289d2fb 100644
--- a/tensorflow_serving/model_servers/test_util/mock_server_core.h
+++ b/tensorflow_serving/model_servers/test_util/mock_server_core.h
@@ -24,6 +24,7 @@ limitations under the License.
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/map.h"
 #include <gmock/gmock.h>
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow_serving/apis/logging.proto.h"
@@ -32,11 +33,14 @@ limitations under the License.
 #include "tensorflow_serving/config/platform_config.pb.h"
 #include "tensorflow_serving/core/aspired_versions_manager.h"
 #include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/core/server_request_logger.h"
 #include "tensorflow_serving/core/test_util/fake_loader_source_adapter.pb.h"
+#include "tensorflow_serving/core/test_util/servable_handle_test_util.h"
 #include "tensorflow_serving/model_servers/server_core.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/unique_ptr_with_deps.h"
 
@@ -84,6 +88,7 @@ class MockServerCore : public ServerCore {
 
   explicit MockServerCore(const PlatformConfigMap& platform_config_map)
       : MockServerCore(platform_config_map, nullptr) {}
+
   MockServerCore(const PlatformConfigMap& platform_config_map,
                  std::unique_ptr<ServerRequestLogger> server_request_logger)
       : ServerCore(GetOptions(platform_config_map,
@@ -97,11 +102,32 @@ class MockServerCore : public ServerCore {
                const LogMetadata& log_metadata),
               (override));
 
+  // Sets the Servable used by GetServableHandle
+  void SetServable(std::unique_ptr<Servable> servable) {
+    servable_ = std::move(servable);
+  }
+
   template <typename T>
   Status GetServableHandle(const ModelSpec& model_spec,
                            ServableHandle<T>* const handle) {
     LOG(FATAL) << "Not implemented.";
   }
+
+  // Implement GetServable for type Servable.  Will return the Servable
+  // set by SetServable, otherwise forwards to base class.
+  virtual Status GetServableHandle(
+      const ModelSpec& model_spec,
+      ServableHandle<Servable>* const handle) override {
+    if (servable_) {
+      const ServableId id = {"servable", 0};
+      *handle = WrapAsHandle<Servable>(id, servable_.get());
+      return absl::OkStatus();
+    } else {
+      return ServerCore::GetServableHandle<Servable>(model_spec, handle);
+    }
+  }
+
+  std::unique_ptr<Servable> servable_;
 };
 
 }  // namespace test_util

From 72acbaf554b3ce1c1e91dc86d9dcb859f95e9eda Mon Sep 17 00:00:00 2001
From: Ihor Indyk <iindyk@google.com>
Date: Wed, 6 Mar 2024 12:55:29 -0800
Subject: [PATCH 7290/8103] Fix OSS cpu build.

PiperOrigin-RevId: 613312471
---
 tensorflow_serving/servables/tensorflow/servable.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 93941599d6a..05313df5683 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -31,7 +31,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
-#include "tensorflow_serving/servables/tensorflow/google/run_options.h"
+#include "tensorflow_serving/servables/tensorflow/run_options.h"
 
 namespace tensorflow {
 namespace serving {

From 9564ef667dba57887954885328bed627e4c8ea4f Mon Sep 17 00:00:00 2001
From: Chris Minge <chrisminge@google.com>
Date: Wed, 6 Mar 2024 14:14:01 -0800
Subject: [PATCH 7291/8103] Adds functionality to send TSL metrics over
 model_service RPC.

PiperOrigin-RevId: 613337350
---
 .../apis/model_management.proto               |  9 ++++
 tensorflow_serving/model_servers/BUILD        |  2 +
 .../model_servers/model_service_impl.cc       | 50 +++++++++++++++++++
 .../model_servers/model_service_impl.h        | 11 ++++
 4 files changed, 72 insertions(+)

diff --git a/tensorflow_serving/apis/model_management.proto b/tensorflow_serving/apis/model_management.proto
index 6bbf00f967f..2eba09bca15 100644
--- a/tensorflow_serving/apis/model_management.proto
+++ b/tensorflow_serving/apis/model_management.proto
@@ -9,8 +9,17 @@ option cc_enable_arenas = true;
 
 message ReloadConfigRequest {
   ModelServerConfig config = 1;
+  repeated string metric_names = 2;
 }
 
 message ReloadConfigResponse {
   StatusProto status = 1;
+  repeated Metric metric = 2;
+}
+
+message Metric {
+  string name = 1;
+  oneof value_increase {
+    int64 int64_value_increase = 2;
+  }
 }
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index fdebc981211..828b2243653 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -218,6 +218,8 @@ cc_library(
         "//tensorflow_serving/apis:model_management_cc_proto",
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
+        "@com_google_absl//absl/container:flat_hash_map",
+        "@org_tensorflow//tensorflow/core:lib",
     ],
 )
 
diff --git a/tensorflow_serving/model_servers/model_service_impl.cc b/tensorflow_serving/model_servers/model_service_impl.cc
index 563e14f9013..b0977de75e9 100644
--- a/tensorflow_serving/model_servers/model_service_impl.cc
+++ b/tensorflow_serving/model_servers/model_service_impl.cc
@@ -15,6 +15,14 @@ limitations under the License.
 
 #include "tensorflow_serving/model_servers/model_service_impl.h"
 
+#include <cstdint>
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "absl/container/flat_hash_map.h"
+#include "tsl/lib/monitoring/collected_metrics.h"
+#include "tsl/lib/monitoring/collection_registry.h"
 #include "tensorflow_serving/model_servers/get_model_status_impl.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/util/status_util.h"
@@ -38,6 +46,8 @@ ::grpc::Status ModelServiceImpl::HandleReloadConfigRequest(
     ReloadConfigResponse *response) {
   ModelServerConfig server_config = request->config();
   Status status;
+  const absl::flat_hash_map<std::string, int64_t> old_metric_values =
+      GetMetrics(request);
   switch (server_config.config_case()) {
     case ModelServerConfig::kModelConfigList: {
       const ModelConfigList list = server_config.model_config_list();
@@ -62,11 +72,51 @@ ::grpc::Status ModelServiceImpl::HandleReloadConfigRequest(
   if (!status.ok()) {
     LOG(ERROR) << "ReloadConfig failed: " << status.message();
   }
+  const absl::flat_hash_map<std::string, int64_t> new_metric_values =
+      GetMetrics(request);
+  RecordMetricsIncrease(old_metric_values, new_metric_values, response);
 
   const StatusProto status_proto = ToStatusProto(status);
   *response->mutable_status() = status_proto;
   return ToGRPCStatus(status);
 }
 
+absl::flat_hash_map<std::string, int64_t> ModelServiceImpl::GetMetrics(
+    const ReloadConfigRequest *request) {
+  absl::flat_hash_map<std::string, int64_t> metric_values = {};
+  const tsl::monitoring::CollectionRegistry::CollectMetricsOptions options;
+  tsl::monitoring::CollectionRegistry *collection_registry =
+      tsl::monitoring::CollectionRegistry::Default();
+  std::unique_ptr<tsl::monitoring::CollectedMetrics> collected_metrics =
+      collection_registry->CollectMetrics(options);
+
+  for (const std::string &metric_name : request->metric_names()) {
+    int64_t metric_value = 0;
+    if (collected_metrics->point_set_map.contains(metric_name)) {
+      std::vector<std::unique_ptr<tsl::monitoring::Point>> *points =
+          &collected_metrics->point_set_map[metric_name]->points;
+      if (!points->empty()) {
+        metric_value = (*points)[0]->int64_value;
+      }
+    }
+    metric_values.insert({metric_name, metric_value});
+  }
+  return metric_values;
+}
+
+void ModelServiceImpl::RecordMetricsIncrease(
+    const absl::flat_hash_map<std::string, int64_t> &old_metric_values,
+    const absl::flat_hash_map<std::string, int64_t> &new_metric_values,
+    ReloadConfigResponse *response) {
+  for (const auto &[metric_name, metric_value] : new_metric_values) {
+    Metric metric;
+    metric.set_name(metric_name);
+    int64_t old_metric_value = old_metric_values.contains(metric_name)
+                                   ? old_metric_values.at(metric_name)
+                                   : 0;
+    metric.set_int64_value_increase(metric_value - old_metric_value);
+    *response->add_metric() = metric;
+  }
+}
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 7778359530d..9b545cae8a2 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -40,6 +40,17 @@ class ModelServiceImpl final : public ModelService::Service {
 
  private:
   ServerCore *core_;
+
+  // Obtains values for metrics provided in request.
+  absl::flat_hash_map<std::string, int64_t> GetMetrics(
+      const ReloadConfigRequest *request);
+
+  // Compares old_metric_values and new_metric_values, storing the increases in
+  // response
+  void RecordMetricsIncrease(
+      const absl::flat_hash_map<std::string, int64_t> &old_metric_values,
+      const absl::flat_hash_map<std::string, int64_t> &new_metric_values,
+      ReloadConfigResponse *response);
 };
 
 }  // namespace serving

From 5c0299e4b7934e5b84c534ed7f3d311fceec38b5 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Thu, 7 Mar 2024 10:08:11 -0800
Subject: [PATCH 7292/8103] Add a method in tensorflow::serving::Servable to
 indicate whether a servable is critical.

An unavailable critical servable will prevent the entire server from serving requests.

PiperOrigin-RevId: 613622204
---
 tensorflow_serving/model_servers/server_core.h         |  5 +++++
 tensorflow_serving/servables/tensorflow/BUILD          |  8 ++++++--
 .../servables/tensorflow/saved_model_config.proto      |  4 ++++
 .../tensorflow/saved_model_config_util_test.cc         |  1 +
 tensorflow_serving/servables/tensorflow/servable.h     |  9 +++++++--
 .../00000123/assets.extra/saved_model_config.pb        |  2 +-
 .../servables/tensorflow/tfrt_saved_model_factory.cc   |  6 +++++-
 .../servables/tensorflow/tfrt_servable.cc              | 10 ++++++++--
 .../servables/tensorflow/tfrt_servable.h               |  4 ++++
 9 files changed, 41 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 00251ec7fcc..13088c561a7 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -276,6 +276,11 @@ class ServerCore : public Manager {
     return GetServableHandle<Servable>(model_spec, handle);
   }
 
+  template <typename T>
+  std::map<ServableId, ServableHandle<T>> GetAvailableServableHandles() const {
+    return manager_->GetAvailableServableHandles<T>();
+  }
+
   /// Writes the log for the particular request, response and metadata, if we
   /// decide to sample it and if request-logging was configured for the
   /// particular model.
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 7f6a0ebd0b0..803f1b0e7f0 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1102,6 +1102,7 @@ cc_library(
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
     ],
 )
 
@@ -1217,6 +1218,7 @@ cc_library(
         ":bundle_factory_util",
         ":machine_learning_metadata",
         ":saved_model_config",
+        ":saved_model_config_util",
         ":servable",
         ":session_bundle_config_cc_proto",
         ":tfrt_saved_model_source_adapter_cc_proto",
@@ -1696,6 +1698,8 @@ cc_library(
     ],
     deps = [
         ":predict_response_tensor_serialization_option",
+        ":saved_model_config_cc_proto",
+        ":saved_model_config_util",
         ":servable",
         ":tfrt_classifier",
         ":tfrt_multi_inference",
@@ -1797,8 +1801,8 @@ serving_proto_library(
         "//visibility:public",
     ],
     deps = [
-        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_proto",
-        "//tensorflow_serving/servables/tensorflow:session_bundle_config_proto",
+        ":remote_op_config_rewriter_proto",
+        ":session_bundle_config_proto",
         serving_tensorflow_proto_dep(":tf_protos_deps"),
         serving_tensorflow_proto_dep("@org_tensorflow//tensorflow/core:protos_all"),
     ],
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config.proto b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
index 35f8ecfe2b3..641f9f28d9a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config.proto
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
@@ -21,4 +21,8 @@ message SavedModelConfig {
   // Runtime specific configuration proto. They can be used to specify
   // environments for runtime.
   optional tensorflow.tfrt_stub.RuntimeConfigProto tfrt_runtime_config = 2;
+
+  // A boolean field that indicates whether the model is critical, i.e., whether
+  // the entire server cannot serve requests before this model has been loaded.
+  bool critical = 3;
 }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
index 19955b535dd..6a4a61016bd 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
@@ -107,6 +107,7 @@ TEST(LoadSavedModelConfigTest, SavedModelConfig) {
             value: "\n\rtest config 1"
           }
         }
+        critical: true
       )pb",
       &expected_config);
 
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 05313df5683..fa6370aac58 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -79,8 +79,10 @@ class SingleRequestPredictStreamedContext final
 // are expected to be thread-safe.
 class Servable {
  public:
-  Servable(absl::string_view name, int64_t version)
-      : name_(std::string(name)), version_(version) {}
+  Servable(absl::string_view name, int64_t version, bool is_critical = false)
+      : name_(std::string(name)),
+        version_(version),
+        is_critical_(is_critical) {}
 
   virtual ~Servable() = default;
 
@@ -90,6 +92,8 @@ class Servable {
   // Returns the version associated with this servable.
   int64_t version() const { return version_; }
 
+  bool IsCritical() const { return is_critical_; }
+
   using RunOptions = tensorflow::serving::servables::RunOptions;
 
   virtual absl::Status Classify(const RunOptions& run_options,
@@ -133,6 +137,7 @@ class Servable {
   // `ServableId`.
   const std::string name_;
   const int64_t version_;
+  const bool is_critical_;
 };
 
 // An "empty" servable where there's no model associated with the servable. All
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
index eb88afb844f..eb370eb7c4a 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two_cpu_with_saved_model_config/00000123/assets.extra/saved_model_config.pb
@@ -8,4 +8,4 @@ model_name(
 placeholder_model_named"I
 G
 4type.googleapis.com/tensorflow.tfrt_stub.TestConfig1
-
test config 1
\ No newline at end of file
+
test config 1

\ No newline at end of file
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 647d904c38f..1dca77c6a36 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -45,6 +45,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.h"
@@ -296,9 +297,12 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
     }
   }
 
+  TF_ASSIGN_OR_RETURN(auto saved_model_config,
+                      LoadSavedModelConfigOrDefault(path));
+
   *servable = std::make_unique<TfrtSavedModelServable>(
       metadata.servable_id.name, metadata.servable_id.version, config_,
-      std::move(saved_model), thread_pool_factory_.get());
+      saved_model_config, std::move(saved_model), thread_pool_factory_.get());
 
   return absl::OkStatus();
 }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 7e476a07b65..18f3cac8671 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -45,6 +45,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_classifier.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_multi_inference.h"
@@ -58,9 +59,10 @@ namespace serving {
 
 TfrtSavedModelServable::TfrtSavedModelServable(
     absl::string_view name, int64_t version, const TfrtSavedModelConfig& config,
+    const SavedModelConfig& model_config,
     std::unique_ptr<tfrt_stub::SavedModel> saved_model,
     ThreadPoolFactory* thread_pool_factory)
-    : Servable(name, version),
+    : Servable(name, version, model_config.critical()),
       saved_model_(std::move(saved_model)),
       config_(config),
       thread_pool_factory_(thread_pool_factory) {
@@ -244,9 +246,13 @@ CreateTfrtSavedModelServable(
           options, saved_model_dir,
           std::unordered_set<std::string>(tags.begin(), tags.end())));
 
+  TF_ASSIGN_OR_RETURN(
+      auto saved_model_config,
+      LoadSavedModelConfigOrDefault(std::string(saved_model_dir)));
+
   TfrtSavedModelConfig config;
   return std::make_unique<TfrtSavedModelServable>(
-      name, version, config, std::move(saved_model),
+      name, version, config, saved_model_config, std::move(saved_model),
       /*thread_pool_factory=*/nullptr);
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
index e8e015d2abd..dfd884ec09f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -31,6 +31,7 @@ limitations under the License.
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
 #include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory.h"
@@ -45,6 +46,7 @@ class TfrtSavedModelServable : public Servable {
  public:
   TfrtSavedModelServable(absl::string_view name, int64_t version,
                          const TfrtSavedModelConfig& config,
+                         const SavedModelConfig& model_config,
                          std::unique_ptr<tfrt_stub::SavedModel> saved_model,
                          ThreadPoolFactory* thread_pool_factory);
 
@@ -80,6 +82,8 @@ class TfrtSavedModelServable : public Servable {
 
   std::unique_ptr<tfrt_stub::SavedModel> saved_model_;
 
+  // `config_` is the adapter config, and it is the same for all
+  // TfrtSavedModelServables within a model server.
   TfrtSavedModelConfig config_;
 
   internal::PredictResponseTensorSerializationOption

From f82600afc9f22fac59ae10596c21887cbbf4594c Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Thu, 7 Mar 2024 11:21:37 -0800
Subject: [PATCH 7293/8103] Upgrade to CUDA 12.2 and CuDNN 8.9.4

PiperOrigin-RevId: 613646719
---
 .../tools/docker/Dockerfile.devel-gpu         | 53 +++++++++----------
 .../tools/docker/Dockerfile.gpu               | 29 +++++-----
 2 files changed, 39 insertions(+), 43 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index fc33adf6218..8cfe8fe3b19 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM nvidia/cuda:11.8.0-base-ubuntu20.04 as base_build
+FROM nvidia/cuda:12.2.0-base-ubuntu20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
@@ -21,28 +21,28 @@ LABEL maintainer=gvasudevan@google.com
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.6.0.163
-ENV TF_TENSORRT_VERSION=8.4.3
-ENV CUDA=11.8
+ENV CUDNN_VERSION=8.9.4.25
+ENV TF_TENSORRT_VERSION=8.6.1.6
+ENV CUDA=12.2
 
 RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
     apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
-        cuda-command-line-tools-11-8 \
-        libcublas-11-8 \
-        libcublas-dev-11-8 \
-        cuda-nvrtc-11-8 \
-        cuda-nvrtc-dev-11-8 \
-        cuda-nvprune-11-8 \
-        cuda-nvcc-11-8 \
-        cuda-nvml-dev-11-8 \
-        cuda-cudart-dev-11-8 \
-        libcufft-dev-11-8 \
-        libcurand-dev-11-8 \
-        libcusolver-dev-11-8 \
-        libcusparse-dev-11-8 \
+        cuda-command-line-tools-12-2 \
+        libcublas-12-2 \
+        libcublas-dev-12-2 \
+        cuda-nvrtc-12-2 \
+        cuda-nvrtc-dev-12-2 \
+        cuda-nvprune-12-2 \
+        cuda-nvcc-12-2 \
+        cuda-nvml-dev-12-2 \
+        cuda-cudart-dev-12-2 \
+        libcufft-dev-12-2 \
+        libcurand-dev-12-2 \
+        libcusolver-dev-12-2 \
+        libcusparse-dev-12-2 \
         curl \
         git \
         libfreetype6-dev \
@@ -64,21 +64,16 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         zlib1g-dev \
         python3-distutils \
         python-distutils-extra && \
-    find /usr/local/cuda-11.8/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete
+    find /usr/local/cuda-12.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete
 
-# NOTE: libnvinfer uses cuda11.6 versions
 RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
     echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
     apt-get update && \
-    apt-get install -y --no-install-recommends libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      # TODO: need to verify
-      libnvonnxparsers8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvparsers8=${TF_TENSORRT_VERSION}-1+cuda11.6\
-      libnvonnxparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvparsers-dev=${TF_TENSORRT_VERSION}-1+cuda11.6 && \
+    apt-get install -y --no-install-recommends \
+      libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
+      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda12.0 \
+      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda12.0 \
+      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda12.0 && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 
@@ -129,7 +124,7 @@ ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/us
 ENV TF_NEED_CUDA 1
 ENV TF_NEED_TENSORRT 1
 ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_VERSION=11.8
+ENV TF_CUDA_VERSION=12.2
 ENV TF_CUDNN_VERSION=8
 
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index 88b0410fc34..b4ab2e1c1db 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -16,7 +16,7 @@ ARG TF_SERVING_VERSION=latest
 ARG TF_SERVING_BUILD_IMAGE=tensorflow/serving:${TF_SERVING_VERSION}-devel-gpu
 
 FROM ${TF_SERVING_BUILD_IMAGE} as build_image
-FROM nvidia/cuda:11.8.0-base-ubuntu20.04
+FROM nvidia/cuda:12.2.0-base-ubuntu20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
 ARG TF_SERVING_VERSION_GIT_COMMIT=head
@@ -26,22 +26,22 @@ LABEL maintainer="gvasudevan@google.com"
 LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
-ENV CUDNN_VERSION=8.6.0.163
-ENV TF_TENSORRT_VERSION=8.4.3
-ENV CUDA=11.8
+ENV CUDNN_VERSION=8.9.4.25
+ENV TF_TENSORRT_VERSION=8.6.1.6
+ENV CUDA=12.2
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
 RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
     apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
-        cuda-command-line-tools-11-8 \
-        cuda-nvrtc-11-8 \
-        libcublas-11-8 \
-        libcublas-dev-11-8 \
-        libcufft-11-8 \
-        libcurand-11-8 \
-        libcusolver-11-8 \
-        libcusparse-11-8 \
+        cuda-command-line-tools-12-2 \
+        cuda-nvrtc-12-2 \
+        libcublas-12-2 \
+        libcublas-dev-12-2 \
+        libcufft-12-2 \
+        libcurand-12-2 \
+        libcusolver-12-2 \
+        libcusparse-12-2 \
         libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
         libgomp1 \
         build-essential \
@@ -55,8 +55,9 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
 RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
     echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
     apt-get update && \
-    apt-get install -y --no-install-recommends libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
-      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda11.6 \
+    apt-get install -y --no-install-recommends \
+      libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
+      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
     && apt-get clean && \
     rm -rf /var/lib/apt/lists/*;
 

From a99fb9cbfe527d22f98eedd470a9a00ee0e35920 Mon Sep 17 00:00:00 2001
From: Chris Minge <chrisminge@google.com>
Date: Wed, 13 Mar 2024 09:47:03 -0700
Subject: [PATCH 7294/8103] Fixes tensorflow_serving continuous build.

PiperOrigin-RevId: 615451402
---
 tensorflow_serving/model_servers/BUILD                 | 3 ++-
 tensorflow_serving/model_servers/model_service_impl.cc | 5 +++--
 tensorflow_serving/model_servers/model_service_impl.h  | 1 +
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 828b2243653..8d872c37919 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -219,7 +219,8 @@ cc_library(
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
         "@com_google_absl//absl/container:flat_hash_map",
-        "@org_tensorflow//tensorflow/core:lib",
+        "@local_tsl//tsl/lib/monitoring:collected_metrics",
+        "@local_tsl//tsl/lib/monitoring:collection_registry",
     ],
 )
 
diff --git a/tensorflow_serving/model_servers/model_service_impl.cc b/tensorflow_serving/model_servers/model_service_impl.cc
index b0977de75e9..be3cb9b9ee0 100644
--- a/tensorflow_serving/model_servers/model_service_impl.cc
+++ b/tensorflow_serving/model_servers/model_service_impl.cc
@@ -92,9 +92,10 @@ absl::flat_hash_map<std::string, int64_t> ModelServiceImpl::GetMetrics(
 
   for (const std::string &metric_name : request->metric_names()) {
     int64_t metric_value = 0;
-    if (collected_metrics->point_set_map.contains(metric_name)) {
+    auto it = collected_metrics->point_set_map.find(metric_name);
+    if (it != collected_metrics->point_set_map.end()) {
       std::vector<std::unique_ptr<tsl::monitoring::Point>> *points =
-          &collected_metrics->point_set_map[metric_name]->points;
+          &it->second->points;
       if (!points->empty()) {
         metric_value = (*points)[0]->int64_value;
       }
diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 9b545cae8a2..59c4fcef33c 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
+#include "absl/container/flat_hash_map.h"
 #include "tensorflow_serving/apis/model_management.pb.h"
 #include "tensorflow_serving/apis/model_service.grpc.pb.h"
 #include "tensorflow_serving/apis/model_service.pb.h"

From fab72719273e8a6bd4cb1c9f22008269b1d98e83 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Mar 2024 12:21:13 -0700
Subject: [PATCH 7295/8103] Add headers.

PiperOrigin-RevId: 615504824
---
 tensorflow_serving/model_servers/model_service_impl.h | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/model_servers/model_service_impl.h b/tensorflow_serving/model_servers/model_service_impl.h
index 59c4fcef33c..1a57d9bc347 100644
--- a/tensorflow_serving/model_servers/model_service_impl.h
+++ b/tensorflow_serving/model_servers/model_service_impl.h
@@ -16,6 +16,9 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_MODEL_SERVICE_IMPL_H_
 
+#include <cstdint>
+#include <string>
+
 #include "grpcpp/server_context.h"
 #include "grpcpp/support/status.h"
 #include "absl/container/flat_hash_map.h"

From b8663d08b38ad70397f1feb973d98a30c764ba4d Mon Sep 17 00:00:00 2001
From: Eunjae Kim <eunjaekim@google.com>
Date: Wed, 13 Mar 2024 13:15:26 -0700
Subject: [PATCH 7296/8103] Remove the criticality field in the
 BatchingSessionTask.

PiperOrigin-RevId: 615521417
---
 tensorflow_serving/batching/batching_session.h | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 1823332f0d0..5420ab6ff01 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -33,7 +33,6 @@ limitations under the License.
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session.h"
-#include "tsl/platform/criticality.h"
 #include "tensorflow_serving/batching/batching_options.h"
 #include "tensorflow_serving/batching/threadsafe_status.h"
 
@@ -211,8 +210,6 @@ struct BatchingSessionTask : public BatchTask {
   std::shared_ptr<ThreadSafeStatus> thread_safe_status;
   // 'split_run_metadatas' records `run_metadata` of each split.
   std::shared_ptr<std::vector<RunMetadata>> split_run_metadatas;
-
-  tsl::criticality::Criticality criticality;
 };
 
 }  // namespace serving

From b6247c84f4a4fe9fccb0cf99162a05e5bb5eef72 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 13 Mar 2024 18:01:41 -0700
Subject: [PATCH 7297/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cb87c26-50ec-4053-bd79-55ae6f9a9fee

PiperOrigin-RevId: 615603588
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4391a054409..6405862037a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca2d5efaa67231918e2478c12ea6f6fa6d2f631a9cea7078d4cb4589d1352c28",
-    git_commit = "f53c9cfcd27262ba62539eb2c7f20c7a412908e7",
+    sha256 = "8a02f3092749e7b41d8bfe57501d3a091cf64c9b720885b01b64f6c4c5d49ff2",
+    git_commit = "76115333465d36c0e07461b53cf62c7f230e4426",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 611c5a975681d4fe915274772482450ac6178506 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 13 Mar 2024 18:25:37 -0700
Subject: [PATCH 7298/8103] Move gpu docker build clang.

PiperOrigin-RevId: 615609135
---
 .bazelrc                                      | 19 ++++++-
 .../tools/docker/Dockerfile.devel-gpu         | 34 +++++-------
 .../tools/docker/setup.sources.sh             | 52 +++++++++++++++++++
 3 files changed, 83 insertions(+), 22 deletions(-)
 create mode 100755 tensorflow_serving/tools/docker/setup.sources.sh

diff --git a/.bazelrc b/.bazelrc
index f70c8d50050..b0c8fb5d2a7 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -6,8 +6,23 @@ build:release --copt=-msse4.2
 build:cuda --repo_env TF_NEED_CUDA=1
 build:cuda --crosstool_top=@local_config_cuda//crosstool:toolchain
 build:cuda --@local_config_cuda//:enable_cuda
-build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true
-build:cuda --action_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_35,sm_50,sm_60,sm_70,sm_75,compute_80"
+
+# Options used to build with CUDA clang
+build:cuda_clang --config=cuda
+build:cuda_clang --copt=-Wno-gnu-offsetof-extensions
+build:cuda_clang --copt=-Wno-error=unused-command-line-argument
+build:cuda_clang --host_copt=-Wno-error=unused-command-line-argument
+build:cuda_clang --repo_env TF_NEED_TENSORRT=1
+build:cuda_clang --action_env=TF_CUDA_CLANG="1"
+build:cuda_clang --@local_config_cuda//:cuda_compiler=clang
+build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_50,sm_60,sm_70,sm_80,compute_90"
+
+build:cuda_clang --action_env=TF_CUDA_VERSION="12"
+build:cuda_clang --action_env=TF_CUDNN_VERSION="8"
+build:cuda_clang --action_env=CUDA_TOOLKIT_PATH="/usr/local/cuda-12.2"
+build:cuda_clang --action_env=GCC_HOST_COMPILER_PATH="/dt9/usr/bin/gcc"
+build:cuda_clang --action_env=CLANG_CUDA_COMPILER_PATH="/usr/lib/llvm-17/bin/clang"
+build:cuda_clang --action_env=LD_LIBRARY_PATH="/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64"
 
 # Options used to build with TPU support.
 build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 8cfe8fe3b19..ff6f02c5606 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -22,11 +22,13 @@ LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 ENV CUDNN_VERSION=8.9.4.25
-ENV TF_TENSORRT_VERSION=8.6.1.6
+ENV TF_TENSORRT_VERSION=8.6.1
 ENV CUDA=12.2
 
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
-    apt-get update && apt-get install -y --no-install-recommends \
+COPY setup.sources.sh /setup.sources.sh
+RUN /setup.sources.sh
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
@@ -43,6 +45,9 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         libcurand-dev-12-2 \
         libcusolver-dev-12-2 \
         libcusparse-dev-12-2 \
+        clang-17 \
+        llvm-17 \
+        lld-17 \
         curl \
         git \
         libfreetype6-dev \
@@ -66,16 +71,11 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         python-distutils-extra && \
     find /usr/local/cuda-12.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete
 
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
-    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-    apt-get update && \
-    apt-get install -y --no-install-recommends \
-      libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
-      libnvinfer-dev=${TF_TENSORRT_VERSION}-1+cuda12.0 \
-      libnvinfer-plugin-dev=${TF_TENSORRT_VERSION}-1+cuda12.0 \
-      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda12.0 && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*;
+RUN apt-get install -y --no-install-recommends \
+        libnvinfer-plugin8=8.6.1.6-1+cuda12.0 \
+        libnvinfer8=8.6.1.6-1+cuda12.0 \
+        libnvinfer-dev=8.6.1.6-1+cuda12.0 \
+        libnvinfer-plugin-dev=8.6.1.6-1+cuda12.0
 
 # Install python 3.9.
 RUN add-apt-repository ppa:deadsnakes/ppa && \
@@ -121,12 +121,6 @@ RUN mkdir /bazel && \
 ENV CI_BUILD_PYTHON python
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/cuda/lib64/stubs:/usr/include/x86_64-linux-gnu:/usr/lib/x86_64-linux-gnu:$LD_LIBRARY_PATH
 
-ENV TF_NEED_CUDA 1
-ENV TF_NEED_TENSORRT 1
-ENV TENSORRT_INSTALL_PATH=/usr/lib/x86_64-linux-gnu
-ENV TF_CUDA_VERSION=12.2
-ENV TF_CUDNN_VERSION=8
-
 # Fix paths so that CUDNN can be found: https://github.com/tensorflow/tensorflow/issues/8264
 WORKDIR /
 RUN mkdir /usr/lib/x86_64-linux-gnu/include/ && \
@@ -154,7 +148,7 @@ RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}"
 
 RUN ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 && \
     LD_LIBRARY_PATH=/usr/local/cuda/lib64/stubs:${LD_LIBRARY_PATH} \
-    bazel build --color=yes --curses=yes --config=cuda --copt="-fPIC"\
+    bazel build --color=yes --curses=yes --config=cuda_clang --copt="-fPIC"\
     ${TF_SERVING_BAZEL_OPTIONS} \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
diff --git a/tensorflow_serving/tools/docker/setup.sources.sh b/tensorflow_serving/tools/docker/setup.sources.sh
new file mode 100755
index 00000000000..df1a6544749
--- /dev/null
+++ b/tensorflow_serving/tools/docker/setup.sources.sh
@@ -0,0 +1,52 @@
+#!/usr/bin/env bash
+#
+# Copyright 2024 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+
+# Sets up custom apt sources for our TF serving images.
+
+# Prevent apt install tzinfo from asking our location (assumes UTC)
+export DEBIAN_FRONTEND=noninteractive
+
+# Set up shared custom sources
+apt-get update
+apt-get install -y gnupg ca-certificates
+
+# Deadsnakes: https://launchpad.net/~deadsnakes/+archive/ubuntu/ppa
+apt-key adv --keyserver keyserver.ubuntu.com --recv-keys F23C5A6CF475977595C89F51BA6932366A755776
+
+# Explicitly request Nvidia repo keys
+# See: https://forums.developer.nvidia.com/t/invalid-public-key-for-cuda-apt-repository/212901/11
+apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub
+apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub
+
+# LLVM/Clang: https://apt.llvm.org/
+apt-key adv --fetch-keys https://apt.llvm.org/llvm-snapshot.gpg.key
+
+# Set up custom sources
+cat >/etc/apt/sources.list.d/custom.list <<SOURCES
+# Nvidia CUDA packages: 18.04 has more available than 20.04, and we use those
+deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /
+
+# More Python versions: Deadsnakes
+deb http://ppa.launchpad.net/deadsnakes/ppa/ubuntu focal main
+deb-src http://ppa.launchpad.net/deadsnakes/ppa/ubuntu focal main
+
+# LLVM/Clang repository
+deb http://apt.llvm.org/focal/ llvm-toolchain-focal-17 main
+deb-src http://apt.llvm.org/focal/ llvm-toolchain-focal-17 main
+SOURCES
+
+apt-get update

From d3102f00871e496a6276beeb546a6b9c46dc27e6 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 13 Mar 2024 19:28:39 -0700
Subject: [PATCH 7299/8103] Updated Dockerfile.devel-gpu to run
 setup.sources.sh from repo.

PiperOrigin-RevId: 615622308
---
 .../tools/docker/Dockerfile.devel-gpu             | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index ff6f02c5606..6df2f96f74e 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -25,10 +25,16 @@ ENV CUDNN_VERSION=8.9.4.25
 ENV TF_TENSORRT_VERSION=8.6.1
 ENV CUDA=12.2
 
-COPY setup.sources.sh /setup.sources.sh
-RUN /setup.sources.sh
-
 RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl
+
+# Download TF Serving sources (optionally at specific commit).
+WORKDIR /tensorflow-serving
+RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
+
+RUN /tensorflow-serving/tensorflow_serving/tools/docker/setup.sources.sh
+
+RUN apt-get install -y --no-install-recommends \
         automake \
         build-essential \
         ca-certificates \
@@ -48,7 +54,6 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         clang-17 \
         llvm-17 \
         lld-17 \
-        curl \
         git \
         libfreetype6-dev \
         libtool \
@@ -135,9 +140,7 @@ ENV TF_NCCL_VERSION=
 # Set TMP for nvidia build environment
 ENV TMP="/tmp"
 
-# Download TF Serving sources (optionally at specific commit).
 WORKDIR /tensorflow-serving
-RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVING_VERSION_GIT_COMMIT} | tar --strip-components=1 -xzf -
 
 FROM base_build as binary_build
 # Build, and install TensorFlow Serving

From d2560b605cb51ad814cbb5141dae099b2a566ddb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Mar 2024 00:01:58 -0700
Subject: [PATCH 7300/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f054a632-3521-4ef2-8e31-9c0b9b599f5d

PiperOrigin-RevId: 615673602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6405862037a..6e38f5827bc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a02f3092749e7b41d8bfe57501d3a091cf64c9b720885b01b64f6c4c5d49ff2",
-    git_commit = "76115333465d36c0e07461b53cf62c7f230e4426",
+    sha256 = "dc91559cedec9dafb5602e06ebf5a273636580116747015cb0121a53e01628c8",
+    git_commit = "c5542fa1599fa54c709803dd3269a958411187dc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3d9b219b247f096fa493e728d868d8e8c799c855 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Mar 2024 06:02:07 -0700
Subject: [PATCH 7301/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d9d8b7b-84b1-48e7-a378-da8ce85ca938

PiperOrigin-RevId: 615750466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e38f5827bc..58c8151827a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc91559cedec9dafb5602e06ebf5a273636580116747015cb0121a53e01628c8",
-    git_commit = "c5542fa1599fa54c709803dd3269a958411187dc",
+    sha256 = "f91cddf05df9891fa65018968dd793bf8781c92c463bdf57bc3f4ea7229e797a",
+    git_commit = "629bdb23e4fcc54dddd5db5a0b3eaef07ce60cc9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4716e5aa1b2dfd0b62fdf767de9dffd5d7b3304 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Mar 2024 11:13:16 -0700
Subject: [PATCH 7302/8103] Add an interface for all Servables that support
 paging.

PiperOrigin-RevId: 615841799
---
 .../servables/tensorflow/mock_servable.h      |  3 ++
 .../servables/tensorflow/servable.cc          | 10 ++++++
 .../servables/tensorflow/servable.h           | 33 +++++++++++++++++++
 3 files changed, 46 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
index c1ec6dd7384..438a4650eb7 100644
--- a/tensorflow_serving/servables/tensorflow/mock_servable.h
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -76,6 +76,9 @@ class MockServable : public Servable {
               (const tensorflow::serving::GetModelMetadataRequest& request,
                tensorflow::serving::GetModelMetadataResponse* response),
               (final));
+  MOCK_METHOD(bool, SupportsPaging, (), (const, final));
+  MOCK_METHOD(absl::Status, Suspend, (), (final));
+  MOCK_METHOD(absl::Status, Resume, (), (final));
 };
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/servable.cc b/tensorflow_serving/servables/tensorflow/servable.cc
index d2043082f02..9584b9b0966 100644
--- a/tensorflow_serving/servables/tensorflow/servable.cc
+++ b/tensorflow_serving/servables/tensorflow/servable.cc
@@ -24,6 +24,16 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+bool Servable::SupportsPaging() const { return false; }
+
+absl::Status Servable::Suspend() {
+  return absl::UnimplementedError("paging not supported");
+}
+
+absl::Status Servable::Resume() {
+  return absl::UnimplementedError("paging not supported");
+}
+
 EmptyServable::EmptyServable()
     : Servable(/*name=*/"", /*version=*/0),
       error_(absl::FailedPreconditionError("No models loaded")) {}
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index fa6370aac58..60a346f8ec2 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -132,6 +132,39 @@ class Servable {
   virtual absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
                                         GetModelMetadataResponse* response) = 0;
 
+  // Returns true iff this servable supports paging.
+  //
+  // Paging is a process of moving model data (i.e., variables and executables)
+  // between devices' HBM and host RAM. Servables that support paging can
+  // time-share the available HBM and be paged in and out of the HBM according
+  // to a paging policy.
+  //
+  // Note that even if a Servable supports paging, it is up to a Server
+  // implementation to make active (or any!) use of the paging functionality.
+  virtual bool SupportsPaging() const;
+
+  // Pages out all variables and executables owned by this servable from
+  // devices' HBM to host RAM.
+  //
+  // After this method returns, all requests return an error until `Resume()` is
+  // called to bring the states back to device memory.
+  //
+  // If the suspension fails, the model is in an unspecified state and must be
+  // unloaded and loaded again for it to be useful.
+  //
+  // This method may only be invoked if SupportsPaging() returns true.
+  virtual absl::Status Suspend();
+
+  // Inverse of `Suspend()`. Synchronously pages in all variables and
+  // executables owned by this servable back to devices' HBM.
+  //
+  // Returns an error if the servable is not in a suspended state or resumption
+  // failed. If the resumption fails, the model is in an unspecified state and
+  // must be unloaded and loaded again for it to be useful.
+  //
+  // This method may only be invoked if SupportsPaging() returns true.
+  virtual absl::Status Resume();
+
  private:
   // Metadata of this servable. Currently matches the fields in
   // `ServableId`.

From 98a09ea042390c1e76247dbaa148365e5ab27a40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Mar 2024 12:02:19 -0700
Subject: [PATCH 7303/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f08229e-829b-4c99-8edf-03bc572161e6

PiperOrigin-RevId: 615858727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58c8151827a..cf3402c2428 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f91cddf05df9891fa65018968dd793bf8781c92c463bdf57bc3f4ea7229e797a",
-    git_commit = "629bdb23e4fcc54dddd5db5a0b3eaef07ce60cc9",
+    sha256 = "c85fa4936e289ddf07b35aa95d3fc44962ef8a944e41518a34a2d32f240a11b6",
+    git_commit = "c70e3603eff00da6b062c8cd4c107e91fcb985bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 039cb15ecd32d9667d4f3254920ecdf783c33382 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Mar 2024 18:01:49 -0700
Subject: [PATCH 7304/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6027218b-49d7-4783-a6ef-e399ca75f703

PiperOrigin-RevId: 615962220
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf3402c2428..8ff94d4d741 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c85fa4936e289ddf07b35aa95d3fc44962ef8a944e41518a34a2d32f240a11b6",
-    git_commit = "c70e3603eff00da6b062c8cd4c107e91fcb985bf",
+    sha256 = "8d5d9100c8582365eb3f75b944114e09a2eb31f94343946e1ebc469b23c9fd5b",
+    git_commit = "c86db1f66a2848478ed7cae8c4bd119409247aa5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a5f9c959616b1f64e95d494dc6c534e968b2054f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Mar 2024 00:01:50 -0700
Subject: [PATCH 7305/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86b6767c-4d42-4afe-8012-efdd797ef93e

PiperOrigin-RevId: 616031455
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ff94d4d741..580c70b3c00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8d5d9100c8582365eb3f75b944114e09a2eb31f94343946e1ebc469b23c9fd5b",
-    git_commit = "c86db1f66a2848478ed7cae8c4bd119409247aa5",
+    sha256 = "f0da345a50820ddf998f088f9244b5c9dfba65773f65f95d7c48ee6251ad08b8",
+    git_commit = "eb2351e70baad69552ae9f415f926bc22aa2fe86",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 75995316e359cce2689f8d841d95073bb038c6e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Mar 2024 06:02:38 -0700
Subject: [PATCH 7306/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/94d05418-1686-41ac-9fe2-cd6a1cb1adf8

PiperOrigin-RevId: 616103770
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 580c70b3c00..dd5d7baf5c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f0da345a50820ddf998f088f9244b5c9dfba65773f65f95d7c48ee6251ad08b8",
-    git_commit = "eb2351e70baad69552ae9f415f926bc22aa2fe86",
+    sha256 = "6e59027e8ad7accfb027efed44edf0bb114473aa601836ebe13608186e5d8b30",
+    git_commit = "6128913724814d2c7fb7b08796ab91c37b6411da",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 45446cf0f8b82f1bce51627f4005de16f1d597d0 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Fri, 15 Mar 2024 11:00:14 -0700
Subject: [PATCH 7307/8103] Update cuda libraries to match TF

PiperOrigin-RevId: 616183821
---
 .../tools/docker/Dockerfile.devel-gpu         | 38 +++++++++++--------
 1 file changed, 22 insertions(+), 16 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 6df2f96f74e..ee4a91a3356 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -35,18 +35,31 @@ RUN curl -sSL --retry 5 https://github.com/tensorflow/serving/tarball/${TF_SERVI
 RUN /tensorflow-serving/tensorflow_serving/tools/docker/setup.sources.sh
 
 RUN apt-get install -y --no-install-recommends \
-        automake \
-        build-essential \
-        ca-certificates \
         cuda-command-line-tools-12-2 \
-        libcublas-12-2 \
-        libcublas-dev-12-2 \
-        cuda-nvrtc-12-2 \
-        cuda-nvrtc-dev-12-2 \
-        cuda-nvprune-12-2 \
+        cuda-cudart-dev-12-2 \
         cuda-nvcc-12-2 \
+        cuda-cupti-12-2 \
+        cuda-nvprune-12-2 \
+        cuda-libraries-12-2 \
+        cuda-libraries-dev-12-2 \
         cuda-nvml-dev-12-2 \
-        cuda-cudart-dev-12-2 \
+        libcufft-12-2 \
+        libcurand-12-2 \
+        libcusolver-dev-12-2 \
+        libcusparse-dev-12-2 \
+        libcublas-12-2 \
+        libcublas-dev-12-2 \
+        libnccl-dev=2.18.5-1+cuda12.2 \
+        libnccl2=2.18.5-1+cuda12.2 \
+        libcudnn8-dev=8.9.4.25-1+cuda12.2 \
+        libcudnn8=8.9.4.25-1+cuda12.2 \
+        libnvinfer-plugin8=8.6.1.6-1+cuda12.0 \
+        libnvinfer8=8.6.1.6-1+cuda12.0 \
+        libnvinfer-dev=8.6.1.6-1+cuda12.0 \
+        libnvinfer-plugin-dev=8.6.1.6-1+cuda12.0 \
+        automake \
+        build-essential \
+        ca-certificates \
         libcufft-dev-12-2 \
         libcurand-dev-12-2 \
         libcusolver-dev-12-2 \
@@ -57,8 +70,6 @@ RUN apt-get install -y --no-install-recommends \
         git \
         libfreetype6-dev \
         libtool \
-        libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
-        libcudnn8-dev=${CUDNN_VERSION}-1+cuda${CUDA} \
         libcurl3-dev \
         libzmq3-dev \
         mlocate \
@@ -76,11 +87,6 @@ RUN apt-get install -y --no-install-recommends \
         python-distutils-extra && \
     find /usr/local/cuda-12.2/lib64/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete
 
-RUN apt-get install -y --no-install-recommends \
-        libnvinfer-plugin8=8.6.1.6-1+cuda12.0 \
-        libnvinfer8=8.6.1.6-1+cuda12.0 \
-        libnvinfer-dev=8.6.1.6-1+cuda12.0 \
-        libnvinfer-plugin-dev=8.6.1.6-1+cuda12.0
 
 # Install python 3.9.
 RUN add-apt-repository ppa:deadsnakes/ppa && \

From 5da58b31b7490371eb6fe4b765686f3c7ab301bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Mar 2024 12:01:41 -0700
Subject: [PATCH 7308/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8e12197-efc6-47e8-a577-e35353bc71ff

PiperOrigin-RevId: 616203169
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dd5d7baf5c0..8ddb6031b03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6e59027e8ad7accfb027efed44edf0bb114473aa601836ebe13608186e5d8b30",
-    git_commit = "6128913724814d2c7fb7b08796ab91c37b6411da",
+    sha256 = "05c858c3d1d069bb952ca2d6e3211ab1f460ef3d14d6c463d69853b547944fef",
+    git_commit = "f1f6ac58c1113f2d34f944518044f8aff0ceac01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 663b715d3bbff023c2f65283ce4a436221ef3d27 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 15 Mar 2024 18:01:33 -0700
Subject: [PATCH 7309/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7319ccaf-3efe-4080-9169-eda8c3185741

PiperOrigin-RevId: 616292691
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ddb6031b03..bf0e4b0bc70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "05c858c3d1d069bb952ca2d6e3211ab1f460ef3d14d6c463d69853b547944fef",
-    git_commit = "f1f6ac58c1113f2d34f944518044f8aff0ceac01",
+    sha256 = "e547eb5d5fa5747a48542fe29f2229b81dbd96a440352778504e4b111b98e5d6",
+    git_commit = "f2c092f2af2d289c044027221a7ef8f55672c151",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4a1b916cd454359266e2ebfbc5056b23ce9aac5e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Mar 2024 00:01:38 -0700
Subject: [PATCH 7310/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41764516-fb08-45df-a9de-903c5e12edae

PiperOrigin-RevId: 616350862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bf0e4b0bc70..15fb99a4509 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e547eb5d5fa5747a48542fe29f2229b81dbd96a440352778504e4b111b98e5d6",
-    git_commit = "f2c092f2af2d289c044027221a7ef8f55672c151",
+    sha256 = "86883bfab4b8cf1d871d458fdca9f250bf46cecd0dad890387684d284c17fabd",
+    git_commit = "0ff599e9cbee420f02ea7115e2000c2c21695037",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6a6201c925b411f8cbb372e5730771dbf6f5755 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Mar 2024 06:01:52 -0700
Subject: [PATCH 7311/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4040a753-251a-4bb1-85ab-f8663cad2432

PiperOrigin-RevId: 616401772
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15fb99a4509..4656af1df5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "86883bfab4b8cf1d871d458fdca9f250bf46cecd0dad890387684d284c17fabd",
-    git_commit = "0ff599e9cbee420f02ea7115e2000c2c21695037",
+    sha256 = "8e4e081dbdd66202d84f6f875d6818d1eb3d0822e8ca323cfa0cee501e9f1a3c",
+    git_commit = "68233ba6f8b5d781fa77ce9b87a45fa6eff9822f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0e3cb88e50c0b72e97fbc55c2387356965aeb76e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 16 Mar 2024 12:01:38 -0700
Subject: [PATCH 7312/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd8a4b72-bd48-4651-bff1-1c7ea2abdc68

PiperOrigin-RevId: 616445750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4656af1df5c..95e324b7e9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e4e081dbdd66202d84f6f875d6818d1eb3d0822e8ca323cfa0cee501e9f1a3c",
-    git_commit = "68233ba6f8b5d781fa77ce9b87a45fa6eff9822f",
+    sha256 = "69c2c7158d0c51fa201169d3b07356010747d2117e51a47e41b102c05e6654de",
+    git_commit = "d57dfed2505d12569150933100570ef96ae5f26e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6979a57d77a8a42b29452571d9400490fe3e9460 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Mar 2024 12:02:08 -0700
Subject: [PATCH 7313/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a442ad35-e174-4cb7-9bf4-286c8fb8dcf1

PiperOrigin-RevId: 616904267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 95e324b7e9f..832cd4b6c89 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "69c2c7158d0c51fa201169d3b07356010747d2117e51a47e41b102c05e6654de",
-    git_commit = "d57dfed2505d12569150933100570ef96ae5f26e",
+    sha256 = "b69c03b7009e85ba8c2ab3b6636a13822250248c0a4efc89cb46aeb50cebbf35",
+    git_commit = "a6e55e74bba04b80bab202a53265182d06307aa1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6ef270ddf3e1f40064847e2dcf089806874e069 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Mon, 18 Mar 2024 15:33:12 -0700
Subject: [PATCH 7314/8103] Match libraries with Dockerfile.devel-gpu

PiperOrigin-RevId: 616966130
---
 .../tools/docker/Dockerfile.gpu               | 32 +++++++++----------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.gpu b/tensorflow_serving/tools/docker/Dockerfile.gpu
index b4ab2e1c1db..80b210d5058 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.gpu
@@ -19,7 +19,7 @@ FROM ${TF_SERVING_BUILD_IMAGE} as build_image
 FROM nvidia/cuda:12.2.0-base-ubuntu20.04 as base_build
 
 ARG TF_SERVING_VERSION_GIT_BRANCH=master
-ARG TF_SERVING_VERSION_GIT_COMMIT=head
+ARG TF_SERVING_VERSION_GIT_COMMIT=HEAD
 ARG DEBIAN_FRONTEND=noninteractive
 
 LABEL maintainer="gvasudevan@google.com"
@@ -27,22 +27,32 @@ LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH}
 LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT}
 
 ENV CUDNN_VERSION=8.9.4.25
-ENV TF_TENSORRT_VERSION=8.6.1.6
+ENV TF_TENSORRT_VERSION=8.6.1
 ENV CUDA=12.2
 ENV LD_LIBRARY_PATH /usr/local/cuda/extras/CUPTI/lib64:$LD_LIBRARY_PATH
 
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub && \
-    apt-get update && apt-get install -y --no-install-recommends \
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl
+
+RUN curl -sSL --retry 5 https://raw.githubusercontent.com/tensorflow/serving/${TF_SERVING_VERSION_GIT_COMMIT}/tensorflow_serving/tools/docker/setup.sources.sh | sh
+
+RUN apt-get install -y --no-install-recommends \
         ca-certificates \
         cuda-command-line-tools-12-2 \
+        cuda-cupti-12-2 \
+        cuda-libraries-12-2 \
+        cuda-nvcc-12-2 \
+        cuda-nvprune-12-2 \
         cuda-nvrtc-12-2 \
         libcublas-12-2 \
-        libcublas-dev-12-2 \
+        libcudnn8=8.9.4.25-1+cuda12.2 \
         libcufft-12-2 \
         libcurand-12-2 \
         libcusolver-12-2 \
         libcusparse-12-2 \
-        libcudnn8=${CUDNN_VERSION}-1+cuda${CUDA} \
+        libnccl2=2.18.5-1+cuda12.2 \
+        libnvinfer8=8.6.1.6-1+cuda12.0 \
+        libnvinfer-plugin8=8.6.1.6-1+cuda12.0 \
         libgomp1 \
         build-essential \
         curl \
@@ -51,16 +61,6 @@ RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/
         software-properties-common \
         unzip
 
-# We don't install libnvinfer-dev since we don't need to build against TensorRT
-RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64/7fa2af80.pub && \
-    echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu2004/x86_64 /"  > /etc/apt/sources.list.d/tensorRT.list && \
-    apt-get update && \
-    apt-get install -y --no-install-recommends \
-      libnvinfer8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
-      libnvinfer-plugin8=${TF_TENSORRT_VERSION}-1+cuda12.0 \
-    && apt-get clean && \
-    rm -rf /var/lib/apt/lists/*;
-
 # Install TF Serving GPU pkg
 COPY --from=build_image /usr/local/bin/tensorflow_model_server /usr/bin/tensorflow_model_server
 

From f813c73d61bd650021393bb3bfb99f674cce1d88 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Mar 2024 18:01:32 -0700
Subject: [PATCH 7315/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e943ba2-e00f-42cd-afca-ad9934b444f1

PiperOrigin-RevId: 617005499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 832cd4b6c89..89e5d193c6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b69c03b7009e85ba8c2ab3b6636a13822250248c0a4efc89cb46aeb50cebbf35",
-    git_commit = "a6e55e74bba04b80bab202a53265182d06307aa1",
+    sha256 = "97a22e7d13b1fd9b9491692768b6cecffd623d94e6cbe2e06cbfb15149949e84",
+    git_commit = "30488e7e5785733ec638fb1839ca75173ac97e5f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3aacfd72f6aa1acb94013094c50d1921377bc1c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Mar 2024 00:05:19 -0700
Subject: [PATCH 7316/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2d23962f-8573-4a26-bfc2-12c33490c19f

PiperOrigin-RevId: 617073795
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89e5d193c6a..6d674ab2a33 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97a22e7d13b1fd9b9491692768b6cecffd623d94e6cbe2e06cbfb15149949e84",
-    git_commit = "30488e7e5785733ec638fb1839ca75173ac97e5f",
+    sha256 = "268e058756656c309ac386a0d84424437c3f2712b0ab2114b87b6c3cbe66352d",
+    git_commit = "9c1b61a664d66b15d07c25e713d8d96f6bf347c8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05bcb84061995b37ead4ac950a0cf132f79b4e1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Mar 2024 06:01:55 -0700
Subject: [PATCH 7317/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d84c57f3-cf17-4cf9-b396-7ec001695f9b

PiperOrigin-RevId: 617145145
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d674ab2a33..2efec95daa4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "268e058756656c309ac386a0d84424437c3f2712b0ab2114b87b6c3cbe66352d",
-    git_commit = "9c1b61a664d66b15d07c25e713d8d96f6bf347c8",
+    sha256 = "b827a2ebe446860358eb0b2218a9f6e32585c0fb8b64b561fc6db8e8bd9a3c12",
+    git_commit = "406222ecb43b2feef59690e0e28b0f0cc80a477c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 71408501e1301c09f1e6f56ad2d03a6ecdc7d373 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Mar 2024 12:01:39 -0700
Subject: [PATCH 7318/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/148476cd-00ab-4a86-99c5-28a298e7eba4

PiperOrigin-RevId: 617250274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2efec95daa4..de0e922dd12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b827a2ebe446860358eb0b2218a9f6e32585c0fb8b64b561fc6db8e8bd9a3c12",
-    git_commit = "406222ecb43b2feef59690e0e28b0f0cc80a477c",
+    sha256 = "bb3e723ca1e815f47cfd630b96d91b58e5875791b3b9938e90ee351ba8ac15b2",
+    git_commit = "28f2be3d2d69bd0e1b129a764dfb6a293cb2857f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8b200b6363f4761478aa64e345b0822a32065b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Mar 2024 16:21:07 -0700
Subject: [PATCH 7319/8103] Add RequestOptions and DeterministicMode options.

PiperOrigin-RevId: 617326740
---
 tensorflow_serving/apis/predict.proto | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index ee5ab889fd8..46823f46b6e 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -40,7 +40,31 @@ message PredictRequest {
   // Client identifier to group requests belonging to a specific entity.
   // Example entities can be product ids, service names, user ids etc.
   // Servers can use this to optimize placement, caching and colocation.
+  // TODO(b/329897437): Migrate to client_id in RequestOptions.
   optional bytes client_id = 6;
+
+  // Options for PredictRequest.
+  message RequestOptions {
+    // Client identifier to group requests belonging to a specific entity.
+    // Example entities can be product ids, service names, user ids etc.
+    // Servers can use this to optimize placement, caching and colocation.
+    optional bytes client_id = 1;
+
+    // Deterministic mode for the request. When specified, model servers will
+    // reduce numeric instability based on different mode selections.
+    enum DeterministicMode {
+      DETERMINISTIC_MODE_UNSPECIFIED = 0;
+
+      // Only supported in disaggregated serving. When set, the request will be
+      // pinned to a fixed decoder slot index that's deterministic across
+      // processes.
+      FIXED_DECODER_SLOT = 1;
+    }
+
+    optional DeterministicMode deterministic_mode = 2;
+  }
+
+  optional RequestOptions request_options = 7;
 }
 
 // Options only used for streaming requests that control how inputs/ouputs are

From bb9097710a7fa61b98cbc7b6eafdc8d587b45ad2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Mar 2024 18:01:31 -0700
Subject: [PATCH 7320/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61ed3610-9d74-407b-8891-646ac3810568

PiperOrigin-RevId: 617351464
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de0e922dd12..92683c25fe1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb3e723ca1e815f47cfd630b96d91b58e5875791b3b9938e90ee351ba8ac15b2",
-    git_commit = "28f2be3d2d69bd0e1b129a764dfb6a293cb2857f",
+    sha256 = "fdd7d2d5ee012a95899d9fa151f74d6fb6260a2421ab93dc94231b8c371dd6f5",
+    git_commit = "3ea7ba1b7b864b8a73a11c6b4851196d5ff17c6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 628d65bc5f5135f0d92860569f2af45ec3ebe0db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Mar 2024 00:04:11 -0700
Subject: [PATCH 7321/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6fcb303-9251-4704-92e7-4cbf4e7a5405

PiperOrigin-RevId: 617415475
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 92683c25fe1..354902418a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdd7d2d5ee012a95899d9fa151f74d6fb6260a2421ab93dc94231b8c371dd6f5",
-    git_commit = "3ea7ba1b7b864b8a73a11c6b4851196d5ff17c6d",
+    sha256 = "95c4ab031bdb239a04a9a53a53b13f2bfcb60a1957ae1792f440baa5602e9aad",
+    git_commit = "d333b483b45134272020ec4999d323096fc40f6f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cd1e5364bb160587fd992dc88b5ce02c7b4b04a7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Mar 2024 06:01:49 -0700
Subject: [PATCH 7322/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/101f3dee-2331-4ccf-86c8-89aaa6ddf6ab

PiperOrigin-RevId: 617487721
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 354902418a2..ab067cc4674 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "95c4ab031bdb239a04a9a53a53b13f2bfcb60a1957ae1792f440baa5602e9aad",
-    git_commit = "d333b483b45134272020ec4999d323096fc40f6f",
+    sha256 = "564a4fef100cf44f4e85c2af0b706a5ed55bb1ebdd496dbe45d1d0cccab307b1",
+    git_commit = "0f0413a5dbc5321047f81fbc760ab08a2942f9b2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 05596c8b51f17188ec9f29fa6ebe594c0454ff60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Mar 2024 12:01:41 -0700
Subject: [PATCH 7323/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c119f588-03bd-4902-b464-d4e42d9aefa7

PiperOrigin-RevId: 617585481
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab067cc4674..39547a5b6d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "564a4fef100cf44f4e85c2af0b706a5ed55bb1ebdd496dbe45d1d0cccab307b1",
-    git_commit = "0f0413a5dbc5321047f81fbc760ab08a2942f9b2",
+    sha256 = "628cb0cbf8537ee85cad8a8ba92fc8aef9c310567122a6c961f943c102da2ee8",
+    git_commit = "760fb4c0e5daebd9df9ca5dafa55b758cd40c3b4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed93355d2acfb2e514ffdc9b0af281b6c83fcaad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Mar 2024 18:01:33 -0700
Subject: [PATCH 7324/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7c4dbd3-3d89-486d-ad10-93fe29854c15

PiperOrigin-RevId: 617677365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39547a5b6d9..9e05960742d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "628cb0cbf8537ee85cad8a8ba92fc8aef9c310567122a6c961f943c102da2ee8",
-    git_commit = "760fb4c0e5daebd9df9ca5dafa55b758cd40c3b4",
+    sha256 = "21000dbdd84fc0076e13b5d1b6e946bbc4bf1d7862940fc39b6d5727d3d1bf7c",
+    git_commit = "3dd43f8f4b00b5f7d55666a72f49c33a2ae388c6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6f5188f2e8187a244fad1b368c92ab7e428fd018 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2024 00:01:39 -0700
Subject: [PATCH 7325/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b67be5f7-307a-4e3e-beb0-08c841cd0775

PiperOrigin-RevId: 617744578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9e05960742d..80cfde692c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21000dbdd84fc0076e13b5d1b6e946bbc4bf1d7862940fc39b6d5727d3d1bf7c",
-    git_commit = "3dd43f8f4b00b5f7d55666a72f49c33a2ae388c6",
+    sha256 = "3565e3778099b06fad7c0a00a9daa990424f01e068205f1c637d2593014e37eb",
+    git_commit = "a8eb9003c62fded72b878ce9e7c8ef4e869715f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 637b52f6699f82af0cda8cb89f91e6231315d2ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2024 06:01:45 -0700
Subject: [PATCH 7326/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ce5b92ff-39a3-4037-9b1f-485b9b32aa0e

PiperOrigin-RevId: 617817564
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 80cfde692c9..98b71e88cf9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3565e3778099b06fad7c0a00a9daa990424f01e068205f1c637d2593014e37eb",
-    git_commit = "a8eb9003c62fded72b878ce9e7c8ef4e869715f4",
+    sha256 = "d84e65a2055541778efb4c1946d58fad6bbc44c32cc73fe5984df1622b224d03",
+    git_commit = "32048a936ded9b4b14dc6b8faa208f07ff8961d4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e2e0c5c5ab7cce54b4c4ba405d340d258d7ea21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2024 12:01:45 -0700
Subject: [PATCH 7327/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dfa74e21-2796-45cf-854e-178145c56c18

PiperOrigin-RevId: 617919927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98b71e88cf9..ab233177ffc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d84e65a2055541778efb4c1946d58fad6bbc44c32cc73fe5984df1622b224d03",
-    git_commit = "32048a936ded9b4b14dc6b8faa208f07ff8961d4",
+    sha256 = "d16d3d862698ca447ce313b4448df46c172fbeb859a761ef108077d0cee3781a",
+    git_commit = "eb2c53e3de99aba66bf31de0239e40e4140d56a4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 393cf00eed66ec98f285c2712c37e924bc503753 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 21 Mar 2024 18:01:46 -0700
Subject: [PATCH 7328/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65a49c24-0e5d-4d23-95ee-26c43bdc8abd

PiperOrigin-RevId: 618017413
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab233177ffc..743450a6358 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d16d3d862698ca447ce313b4448df46c172fbeb859a761ef108077d0cee3781a",
-    git_commit = "eb2c53e3de99aba66bf31de0239e40e4140d56a4",
+    sha256 = "b70c8fec36597c19ceca695829b477f6380ed579c50da06786b9310e7c094c46",
+    git_commit = "338ecdbf1dad295b898e4c371b93a509fe75e131",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8accec2978ee7aea1ccfff4aaf826e6f6c4d828d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 22 Mar 2024 00:02:03 -0700
Subject: [PATCH 7329/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5baf29da-c66d-4dfb-ba8e-24c698d334b3

PiperOrigin-RevId: 618081229
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 743450a6358..1292c2e5255 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b70c8fec36597c19ceca695829b477f6380ed579c50da06786b9310e7c094c46",
-    git_commit = "338ecdbf1dad295b898e4c371b93a509fe75e131",
+    sha256 = "283b8b436e6afbff67956319b008ee83b90ad62b82d1ea2e87605bbbfa7b00c3",
+    git_commit = "3bdc0c8c87c0e3aa3ec8b50e191579ad4f648b25",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 69dbdc35b6651f0192abad5bf630e92a631ae7e5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 23 Mar 2024 18:06:03 -0700
Subject: [PATCH 7330/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a8bdeb18-dc01-472b-a702-3d1f1536f3e4

PiperOrigin-RevId: 618519985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1292c2e5255..9572cdc4d60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "283b8b436e6afbff67956319b008ee83b90ad62b82d1ea2e87605bbbfa7b00c3",
-    git_commit = "3bdc0c8c87c0e3aa3ec8b50e191579ad4f648b25",
+    sha256 = "7061ecbfb6c1935bcb0c157d8c752fec8b8a3ea2aa84b92c69a96d61f2ed282b",
+    git_commit = "39cb3719012c249ba40bffc4cebaad66311a4669",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e023f57c08cec1524e7fd5879d4dc6741b26e394 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2024 00:01:44 -0700
Subject: [PATCH 7331/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e43cc36e-a272-403f-92f5-b22ea1477b7f

PiperOrigin-RevId: 618563880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9572cdc4d60..18b576038fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7061ecbfb6c1935bcb0c157d8c752fec8b8a3ea2aa84b92c69a96d61f2ed282b",
-    git_commit = "39cb3719012c249ba40bffc4cebaad66311a4669",
+    sha256 = "8f396881d099122711c88da28b56bcb8be4768471444b2451bfa6ec44137f991",
+    git_commit = "038b5c3308f2d7603364fba18dc95ca41bfce93d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ce153f65c381ab7a57b762dfb919efeb41a24207 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2024 06:01:31 -0700
Subject: [PATCH 7332/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c275df67-340b-4cfa-b488-814d1a82b707

PiperOrigin-RevId: 618608458
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 18b576038fa..05b86cd07a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f396881d099122711c88da28b56bcb8be4768471444b2451bfa6ec44137f991",
-    git_commit = "038b5c3308f2d7603364fba18dc95ca41bfce93d",
+    sha256 = "8a3385a89ea04d990c843851597b576696848a617ef808f806ff2361c98c70bf",
+    git_commit = "8b7261408f9d99df8fa33d69aca4cb6f6836f629",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e68e8be62f414ff1e34b88390215c3c8d55ba1f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 24 Mar 2024 18:01:41 -0700
Subject: [PATCH 7333/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2522f523-2c01-4c21-8547-04387e5691bd

PiperOrigin-RevId: 618691562
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05b86cd07a3..a62dc215fbc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a3385a89ea04d990c843851597b576696848a617ef808f806ff2361c98c70bf",
-    git_commit = "8b7261408f9d99df8fa33d69aca4cb6f6836f629",
+    sha256 = "a7683d9212364721269a178e7930d70c06c3115879a1db87bc12d177942c8fb1",
+    git_commit = "4132866cb7d287bfc3fbcb35f1e52971235d0d5f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a192542f27dd01e4a269d382853dbf092012ddcb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2024 00:01:37 -0700
Subject: [PATCH 7334/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99e34fb8-5410-40a1-a482-c0053f6c7310

PiperOrigin-RevId: 618745193
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a62dc215fbc..8897f4bd544 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7683d9212364721269a178e7930d70c06c3115879a1db87bc12d177942c8fb1",
-    git_commit = "4132866cb7d287bfc3fbcb35f1e52971235d0d5f",
+    sha256 = "49196860328cccb47fe01795a7ea7c71deef2eaf041698244f3a5b1b354b0e04",
+    git_commit = "5a33f48f4c7437aeb3a6c004def00889528e6915",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5b417d73f4d12aa6154a883cc2eed5882af53226 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2024 06:01:31 -0700
Subject: [PATCH 7335/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50dd2cdd-8d09-4aca-b99b-b9345dbb5254

PiperOrigin-RevId: 618816399
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8897f4bd544..2b1584a8f43 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49196860328cccb47fe01795a7ea7c71deef2eaf041698244f3a5b1b354b0e04",
-    git_commit = "5a33f48f4c7437aeb3a6c004def00889528e6915",
+    sha256 = "3b68c75e3174968b9269cd27867f4548273b1e4071cedf41c1cb676441fc32a2",
+    git_commit = "50136b8de0148c4c8c7f8ee07a13c6382ce9d764",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 07b5c08b3a12d5fbfd629ed3e83798985225abee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2024 12:01:59 -0700
Subject: [PATCH 7336/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6576a09-508f-4721-8320-f33f383f5c6b

PiperOrigin-RevId: 618917064
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b1584a8f43..0ad9ba29044 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3b68c75e3174968b9269cd27867f4548273b1e4071cedf41c1cb676441fc32a2",
-    git_commit = "50136b8de0148c4c8c7f8ee07a13c6382ce9d764",
+    sha256 = "a3ae64ba7ee64a8a6eeb2e368e8f3db90ab03d0ee4a02a0577aa025f7f2720e0",
+    git_commit = "e3b08563bf11f65d0374cac6eea5d183c58a1997",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a390faa1836e2b7008329b32dfb8dc346202528a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 25 Mar 2024 18:01:28 -0700
Subject: [PATCH 7337/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c57f107-9497-457b-94d7-2e225367d73a

PiperOrigin-RevId: 619016471
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0ad9ba29044..3cf2af2fa79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a3ae64ba7ee64a8a6eeb2e368e8f3db90ab03d0ee4a02a0577aa025f7f2720e0",
-    git_commit = "e3b08563bf11f65d0374cac6eea5d183c58a1997",
+    sha256 = "49927384788a80b7e4a5ae3a1709f711f0cf31db3313020f7714d863bdc3311a",
+    git_commit = "f9bf47528f9d6a88a3c094299bb320fa545d32bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed813e97f5adb8e8b20af45074a8f9e9dff5554c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2024 00:01:38 -0700
Subject: [PATCH 7338/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd1ceed0-8058-4625-9721-f34228915e7c

PiperOrigin-RevId: 619086195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3cf2af2fa79..8619e7a20da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "49927384788a80b7e4a5ae3a1709f711f0cf31db3313020f7714d863bdc3311a",
-    git_commit = "f9bf47528f9d6a88a3c094299bb320fa545d32bb",
+    sha256 = "2f9dabff34f2407842c034d9f3c91bedb1b9eaed8d37890843fd6ead61f91230",
+    git_commit = "446e27af68a70be9c9ec8175ff21195cd59d51b0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 047af4ea6061f10144f6246f0b1ed5ccf202c7fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2024 06:04:33 -0700
Subject: [PATCH 7339/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b87af828-cd54-44cf-bec9-911623a3170e

PiperOrigin-RevId: 619163576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8619e7a20da..1355efcb560 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2f9dabff34f2407842c034d9f3c91bedb1b9eaed8d37890843fd6ead61f91230",
-    git_commit = "446e27af68a70be9c9ec8175ff21195cd59d51b0",
+    sha256 = "45060eb45e30b2850b1a806ce236bf856e54c94e318d782ce208944320f86369",
+    git_commit = "02cc45528b7b595d8b1754eaf4820b350888ac5d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9bf6b051206ab0f176ae8cc254832313b23c0f50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2024 12:01:39 -0700
Subject: [PATCH 7340/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eff232e1-06a9-44bd-8513-143e958234a1

PiperOrigin-RevId: 619267414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1355efcb560..1447e1a8d6a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45060eb45e30b2850b1a806ce236bf856e54c94e318d782ce208944320f86369",
-    git_commit = "02cc45528b7b595d8b1754eaf4820b350888ac5d",
+    sha256 = "39d5bbfc457a94756bdca11d7938008468300bf575fc5b5826fd06b005b434a5",
+    git_commit = "50f19709f31fc4a4e806e6a425204dee0ebaee12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7d22d2751bdfd43cf768f33113ded585865490b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Mar 2024 18:03:58 -0700
Subject: [PATCH 7341/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c2c5549-afca-40be-bf9f-58f27ab31d17

PiperOrigin-RevId: 619368758
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1447e1a8d6a..0431d381cac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "39d5bbfc457a94756bdca11d7938008468300bf575fc5b5826fd06b005b434a5",
-    git_commit = "50f19709f31fc4a4e806e6a425204dee0ebaee12",
+    sha256 = "596d44190ed36556b420b50b8630060f4e309dc38f1007de92829abe40fac2c7",
+    git_commit = "b2907e161156e026126e332115f99a1960209ac6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 65e6e306ef05a1d7daf9362388ae5701cab99f1e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 27 Mar 2024 00:01:44 -0700
Subject: [PATCH 7342/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d25c5934-ff3c-41ec-ab91-e5f73147939d

PiperOrigin-RevId: 619434083
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0431d381cac..6dc7afda580 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "596d44190ed36556b420b50b8630060f4e309dc38f1007de92829abe40fac2c7",
-    git_commit = "b2907e161156e026126e332115f99a1960209ac6",
+    sha256 = "a4e0b0db3d985bbfcbd395007b4dc15269344df12a6a41f0c30ddadc90429e29",
+    git_commit = "92c4aae35b6f4fd077c46c65a97cfe24d070a1e9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 40a8afb9aee7eb8eedb5c14a0b08486d3ea6708e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2024 15:02:24 +0000
Subject: [PATCH 7343/8103] No public description

PiperOrigin-RevId: 620486761
---
 WORKSPACE                                                    | 4 ++--
 tensorflow_serving/apis/BUILD                                | 4 ++++
 tensorflow_serving/apis/internal/BUILD                       | 4 ++--
 tensorflow_serving/config/BUILD                              | 5 ++---
 .../experimental/tensorflow/ops/remote_predict/BUILD         | 2 ++
 tensorflow_serving/model_servers/BUILD                       | 3 +--
 tensorflow_serving/workspace.bzl                             | 2 +-
 7 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dc7afda580..0d758b1fee6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4e0b0db3d985bbfcbd395007b4dc15269344df12a6a41f0c30ddadc90429e29",
-    git_commit = "92c4aae35b6f4fd077c46c65a97cfe24d070a1e9",
+    sha256 = "ced7d05863f023c90d823fddc6c38c3819e4ddf368b0ff77a6ebb0010f5993c0",
+    git_commit = "fd091d499a90bd73e9eedcd648bfe35229e97ce3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 0795b47e263..b6f67f86a25 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -1,10 +1,14 @@
 # Description: Tensorflow Serving APIs.
 
+# buildifier: disable=out-of-order-load
+
 # Placeholder: load py_library
 # Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
 load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
+# buildifier: enable=out-of-order-load
+
 package(
     default_visibility = ["//visibility:public"],
     features = ["layering_check"],
diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 5c8ffbe9b8e..7561d704e6c 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -1,5 +1,7 @@
 # Internal implementation details of serving APIs.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
@@ -9,8 +11,6 @@ package(
 
 licenses(["notice"])
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-
 serving_proto_library(
     name = "serialized_input_proto",
     srcs = ["serialized_input.proto"],
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 46f75949385..932da9dde32 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving configs.
 
+load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
+
 package(
     default_visibility = ["//visibility:public"],
     features = ["-layering_check"],
@@ -18,9 +20,6 @@ filegroup(
     ),
 )
 
-load("//tensorflow_serving:serving.bzl", "serving_proto_library")
-load("//tensorflow_serving:serving.bzl", "serving_proto_library_py")
-
 serving_proto_library(
     name = "file_system_storage_path_source_proto",
     srcs = ["file_system_storage_path_source.proto"],
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 394aa2418b3..3ad13de9d7a 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -1,9 +1,11 @@
 # Description:
 # Remote Predict Op Prototype
 
+# buildifier: disable=same-origin-load
 # Placeholder: load py_test
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_gen_op_libs", "tf_gen_op_wrapper_cc", "tf_gen_op_wrapper_py", "tf_kernel_library")
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
+# buildifier: enable=same-origin-load
 
 licenses(["notice"])
 
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 8d872c37919..ebfe97fbc04 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -1,10 +1,9 @@
 # Description: Model Server
 
-load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
-
 # Placeholder: load py_binary
 # Placeholder: load py_test
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_google", "if_libtpu", "if_with_tpu_support")
+load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 
 package(
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index de1203a7123..6d91f61f366 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -4,8 +4,8 @@ Some of the external dependencies need to be initialized. To do this, duplicate
 the initialization code from TensorFlow Serving's WORKSPACE file.
 """
 
-load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 load("@bazel_tools//tools/build_defs/repo:git.bzl", "new_git_repository")
+load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
 def tf_serving_workspace():
     """All TensorFlow Serving external dependencies."""

From f8e7bffacf56f7ea60adcab05a6ac4e18bb23f6c Mon Sep 17 00:00:00 2001
From: Matt Miecnikowski <mattmiec@google.com>
Date: Sat, 30 Mar 2024 08:09:05 -0700
Subject: [PATCH 7344/8103] Pin libnvinfer headers versions.

PiperOrigin-RevId: 620487661
---
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index ee4a91a3356..15ff459b659 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -56,7 +56,9 @@ RUN apt-get install -y --no-install-recommends \
         libnvinfer-plugin8=8.6.1.6-1+cuda12.0 \
         libnvinfer8=8.6.1.6-1+cuda12.0 \
         libnvinfer-dev=8.6.1.6-1+cuda12.0 \
+        libnvinfer-headers-dev=8.6.1.6-1+cuda12.0 \
         libnvinfer-plugin-dev=8.6.1.6-1+cuda12.0 \
+        libnvinfer-headers-plugin-dev=8.6.1.6-1+cuda12.0 \
         automake \
         build-essential \
         ca-certificates \

From 509753f0f67fab3c1e538f72517cbcc4fb91441d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 30 Mar 2024 18:01:35 -0700
Subject: [PATCH 7345/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dc38dda8-09c7-465a-9dab-1c259b1a7e15

PiperOrigin-RevId: 620545994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d758b1fee6..8543f1da3da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ced7d05863f023c90d823fddc6c38c3819e4ddf368b0ff77a6ebb0010f5993c0",
-    git_commit = "fd091d499a90bd73e9eedcd648bfe35229e97ce3",
+    sha256 = "01fd9ff477d6eeaae9a58ef2628403c159d4ade14cd2cf07c62ac579b80b2ed8",
+    git_commit = "b2e993e84f8c7d03281ddf78dd8817e468bad83b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c13b4fb2409c3da47fc597500e3b53519f3d9c25 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2024 00:01:48 -0700
Subject: [PATCH 7346/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/659026bb-f0c2-4d60-87df-093057d4acb0

PiperOrigin-RevId: 620591565
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8543f1da3da..c4c80e6dfb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "01fd9ff477d6eeaae9a58ef2628403c159d4ade14cd2cf07c62ac579b80b2ed8",
-    git_commit = "b2e993e84f8c7d03281ddf78dd8817e468bad83b",
+    sha256 = "5a95927cf073473eb19f028aa2d0e0491d64ba1b4b6d31c9acc22c04f64b9ce0",
+    git_commit = "b4a779f77fab3d8ef8caab1f12cf3b7c4509dabf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 052469905c146b86a9eed8ce31f05636b9b29a06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2024 12:01:31 -0700
Subject: [PATCH 7347/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/73caef5a-a138-4466-af1b-8b411b5adf35

PiperOrigin-RevId: 620675700
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4c80e6dfb1..c497fc29b37 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a95927cf073473eb19f028aa2d0e0491d64ba1b4b6d31c9acc22c04f64b9ce0",
-    git_commit = "b4a779f77fab3d8ef8caab1f12cf3b7c4509dabf",
+    sha256 = "9008cfcada1f39243f91fe4bbe6afbb2b0320985e78e8db26e6c6c45f125f8a3",
+    git_commit = "c1781fcc12bbf272385076ef1cea20f9f1a822d4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f091a7fc262b6dc02c7864c0bbc6b50d251de598 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 31 Mar 2024 18:01:30 -0700
Subject: [PATCH 7348/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8e48dc6-ec79-4100-8f43-ee5b28515c95

PiperOrigin-RevId: 620713780
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c497fc29b37..79edccfea79 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9008cfcada1f39243f91fe4bbe6afbb2b0320985e78e8db26e6c6c45f125f8a3",
-    git_commit = "c1781fcc12bbf272385076ef1cea20f9f1a822d4",
+    sha256 = "3e1ae04705258a9650691bdc52bea42b2e5cead5bf732d3a18a3dc12921ec7c6",
+    git_commit = "0cc13d257ed9b2be535e6e898e2e4a2c467f51a5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 82b2967b6363e1b65178bd105c23e9bab525e388 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2024 06:01:43 -0700
Subject: [PATCH 7349/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/884009b6-7f0f-415f-91ef-d2382b7b2209

PiperOrigin-RevId: 620829316
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79edccfea79..7043a91037a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e1ae04705258a9650691bdc52bea42b2e5cead5bf732d3a18a3dc12921ec7c6",
-    git_commit = "0cc13d257ed9b2be535e6e898e2e4a2c467f51a5",
+    sha256 = "5a71f0eba43c1e5449fe51cf544371fdaa0143c61d352dc79d7bd04825728bef",
+    git_commit = "2686c02b1d10c44a27fd17cf69f259bdc153d682",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59d27f0477029a6ab77a1fdaf9d8a51725e9e476 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2024 10:12:01 -0700
Subject: [PATCH 7350/8103] Automated Code Change

PiperOrigin-RevId: 620880582
---
 tensorflow_serving/test_util/BUILD        | 1 +
 tensorflow_serving/test_util/test_util.cc | 9 ++++++++-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 00d4d841b63..775903bfcae 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -28,6 +28,7 @@ cc_library(
     deps = [
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
+        "@local_tsl//tsl/platform:protobuf",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:session_options",
         "@org_tensorflow//tensorflow/core:test",
diff --git a/tensorflow_serving/test_util/test_util.cc b/tensorflow_serving/test_util/test_util.cc
index 752e040dae2..eacbb482939 100644
--- a/tensorflow_serving/test_util/test_util.cc
+++ b/tensorflow_serving/test_util/test_util.cc
@@ -15,9 +15,12 @@ limitations under the License.
 
 #include "tensorflow_serving/test_util/test_util.h"
 
+#include <string>
+
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/test.h"
+#include "tsl/platform/protobuf.h"
 
 namespace tensorflow {
 namespace serving {
@@ -39,7 +42,11 @@ string TestSrcDirPath(const string& relative_path) {
 ProtoStringMatcher::ProtoStringMatcher(const string& expected)
     : expected_(expected) {}
 ProtoStringMatcher::ProtoStringMatcher(const google::protobuf::Message& expected)
-    : expected_(expected.DebugString()) {}
+    : expected_([&]() -> std::string {
+        std::string result;
+        tsl::protobuf::TextFormat::PrintToString(expected, &result);
+        return result;
+      }()) {}
 
 }  // namespace test_util
 }  // namespace serving

From 2be67f2d14480fc32dfcb65dbe3bf1ee76ad0294 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2024 12:01:34 -0700
Subject: [PATCH 7351/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d84e11d0-7033-4ddd-924a-caee321ac282

PiperOrigin-RevId: 620913469
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7043a91037a..0fdaf05c89f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a71f0eba43c1e5449fe51cf544371fdaa0143c61d352dc79d7bd04825728bef",
-    git_commit = "2686c02b1d10c44a27fd17cf69f259bdc153d682",
+    sha256 = "31d9cc3ebfe8d9213f78ea8e7961f1d6e71b424af9f4b2f06c9e3cfaa6ebe6a0",
+    git_commit = "61cac5cec1e3c31d795decb56b57c82584aefeb9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0d3f087781921bd625ac16fe33602fa5472a431e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 1 Apr 2024 18:01:37 -0700
Subject: [PATCH 7352/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/418a4e50-6c80-4750-9163-a267543be5b0

PiperOrigin-RevId: 621006317
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0fdaf05c89f..72d314e6f6b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31d9cc3ebfe8d9213f78ea8e7961f1d6e71b424af9f4b2f06c9e3cfaa6ebe6a0",
-    git_commit = "61cac5cec1e3c31d795decb56b57c82584aefeb9",
+    sha256 = "e7840613492b8b35135fb46fb1a1a15bfefd65ce1259cead2cc1d235c0bb7ec1",
+    git_commit = "e527b5c398fb5d3874f714f277afc6daa35ed965",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc42ad17d8ccc49278d04346f7cde358cbeb69e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Apr 2024 00:01:50 -0700
Subject: [PATCH 7353/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46da97ac-7d97-48f0-84e0-749441667d06

PiperOrigin-RevId: 621072641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72d314e6f6b..b88c7c6910f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7840613492b8b35135fb46fb1a1a15bfefd65ce1259cead2cc1d235c0bb7ec1",
-    git_commit = "e527b5c398fb5d3874f714f277afc6daa35ed965",
+    sha256 = "8ee24604d0e40c490f46c7c719dd53faa4ae3311a40aadc3a74f4a94f3e573fd",
+    git_commit = "3932830658fb11a2c52aa168380128626a2511ac",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5d55137e586924636a9f8c9c22b300f59cb35dfa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Apr 2024 06:01:42 -0700
Subject: [PATCH 7354/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e8282ff-5048-47ee-be83-92a6cc9e9d02

PiperOrigin-RevId: 621148627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b88c7c6910f..77481e22835 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ee24604d0e40c490f46c7c719dd53faa4ae3311a40aadc3a74f4a94f3e573fd",
-    git_commit = "3932830658fb11a2c52aa168380128626a2511ac",
+    sha256 = "c4e0f74043820efee31093f842816fcf264dad9585d4e0afd95548df84e018d2",
+    git_commit = "f42966d94625e02c75c4fe2c54e9751100eb8982",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aa19d8e0d1dc1f89333202aab71718d65c8c819a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Apr 2024 12:06:04 -0700
Subject: [PATCH 7355/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02300842-9ce1-452e-8b9a-00113a61ebd1

PiperOrigin-RevId: 621254305
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77481e22835..cfd0cda77cd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4e0f74043820efee31093f842816fcf264dad9585d4e0afd95548df84e018d2",
-    git_commit = "f42966d94625e02c75c4fe2c54e9751100eb8982",
+    sha256 = "199346f979d7410243e43aafdca711380187a7c0caa23a1e10f8f8ed3906fe94",
+    git_commit = "aa8863cd687d7ce64086ca41bfd84a908ed43b0b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 234733a81a072bc5784081761ca400861039e70a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Apr 2024 18:05:49 -0700
Subject: [PATCH 7356/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/258a90f0-373c-4625-8255-1f4ccf51c183

PiperOrigin-RevId: 621350868
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cfd0cda77cd..d72b86a41c6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "199346f979d7410243e43aafdca711380187a7c0caa23a1e10f8f8ed3906fe94",
-    git_commit = "aa8863cd687d7ce64086ca41bfd84a908ed43b0b",
+    sha256 = "74580e6e6591869e53fffa4737fe2517c4acaca25689e4f17340e7cec41d98ef",
+    git_commit = "b82728ba15cf0b071e34b9c06977da3d6ffd3162",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ca31473fbc9054dd63a5c1c45130b1de805888aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Apr 2024 00:02:48 -0700
Subject: [PATCH 7357/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f9fa620-3452-401a-a6f9-636be1cc9e5e

PiperOrigin-RevId: 621417828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d72b86a41c6..8afc602d7ee 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74580e6e6591869e53fffa4737fe2517c4acaca25689e4f17340e7cec41d98ef",
-    git_commit = "b82728ba15cf0b071e34b9c06977da3d6ffd3162",
+    sha256 = "e50dd6765b6da726335f748f35c78c5bd5a83f0b295d4adb1a82fb3fc00d1125",
+    git_commit = "62d3ccda05fbd1e57ae41b1e5f36b3a43fc94d98",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b453f00695142cb9c006cafd396466f1342d8029 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Apr 2024 06:02:04 -0700
Subject: [PATCH 7358/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92ace389-810d-43c8-8448-2d5ee4d22371

PiperOrigin-RevId: 621497546
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8afc602d7ee..b1dc3d1057b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e50dd6765b6da726335f748f35c78c5bd5a83f0b295d4adb1a82fb3fc00d1125",
-    git_commit = "62d3ccda05fbd1e57ae41b1e5f36b3a43fc94d98",
+    sha256 = "75d122155ef8108d3d6941f6e50caa77c6edd6714e8e0d2bfd369dcc03372c9d",
+    git_commit = "55f84b269ecb44105842ec6ec5efe73fc6a9d232",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0bd85eb8bb65bb3b51b3dfb99d2b09af8259f4ae Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Apr 2024 12:01:43 -0700
Subject: [PATCH 7359/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/06f2cb06-6e88-4622-8ae4-e739adb0db86

PiperOrigin-RevId: 621597381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1dc3d1057b..a5efede29a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75d122155ef8108d3d6941f6e50caa77c6edd6714e8e0d2bfd369dcc03372c9d",
-    git_commit = "55f84b269ecb44105842ec6ec5efe73fc6a9d232",
+    sha256 = "a8a18791e5242ea0dd87ad0403162f468bb6e95637d7849b5f130e75dc341ad8",
+    git_commit = "d6bbf65eb6eccdf37dfdc4a4545512405d9c2677",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2f803dca79b3880d705b2be560466865a03381d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 3 Apr 2024 18:23:07 -0700
Subject: [PATCH 7360/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba9dda02-21b1-41c4-b29d-1181e262493b

PiperOrigin-RevId: 621695782
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a5efede29a7..23af3d993a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8a18791e5242ea0dd87ad0403162f468bb6e95637d7849b5f130e75dc341ad8",
-    git_commit = "d6bbf65eb6eccdf37dfdc4a4545512405d9c2677",
+    sha256 = "31189172549be1372f509188f7d25117f076be12df98bb8b37d94040e148bbac",
+    git_commit = "def79517ae438c638ba47572785005a1689a2eef",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0cb9e57dab76acbab0e54cc6e5ea1c7a96b75253 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2024 00:01:51 -0700
Subject: [PATCH 7361/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1366e5f8-60f7-4616-b599-4a85f1850c11

PiperOrigin-RevId: 621753838
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 23af3d993a3..3af99bffc64 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "31189172549be1372f509188f7d25117f076be12df98bb8b37d94040e148bbac",
-    git_commit = "def79517ae438c638ba47572785005a1689a2eef",
+    sha256 = "d88e9b97bbaa2ca78ca41ae5423b0a945b3c4044e6444e5aca5f72e704fca7a0",
+    git_commit = "8d698c35f69478478fdc7fdecd945aa86638e36f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12d1395dd33ba974a3c0ca511ee0a4bf2757d60f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2024 06:02:17 -0700
Subject: [PATCH 7362/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/62243db1-8c8b-469d-bcd3-c7b8690995fd

PiperOrigin-RevId: 621833993
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3af99bffc64..5197277cb5b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d88e9b97bbaa2ca78ca41ae5423b0a945b3c4044e6444e5aca5f72e704fca7a0",
-    git_commit = "8d698c35f69478478fdc7fdecd945aa86638e36f",
+    sha256 = "e597aa11491a51e5d60ca0d2efd158c57158e04e911f1e51d22e79cb692ced0f",
+    git_commit = "e4725527d812e2e6b5b4bc89c4a392a7c1502ade",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 685b86f9ca5aeda038dc33fe10c3f6e402394c3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2024 12:03:02 -0700
Subject: [PATCH 7363/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9680812e-1e18-4b57-8dd6-de147d74434a

PiperOrigin-RevId: 621930663
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5197277cb5b..f25fda679eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e597aa11491a51e5d60ca0d2efd158c57158e04e911f1e51d22e79cb692ced0f",
-    git_commit = "e4725527d812e2e6b5b4bc89c4a392a7c1502ade",
+    sha256 = "c800d929449d716277f5a1f4e96e0fbb5af2f38a829265d7e1e1510f0ded268f",
+    git_commit = "c716dd432e43b20acac18911d1444ebbfb58fb0a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 149df1df5ea3aa6d3b65be46971fde7c641b055f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Apr 2024 18:01:51 -0700
Subject: [PATCH 7364/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fbe39b9b-2308-4b9f-8056-43306e7ad08e

PiperOrigin-RevId: 622025137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f25fda679eb..e5e9b7996dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c800d929449d716277f5a1f4e96e0fbb5af2f38a829265d7e1e1510f0ded268f",
-    git_commit = "c716dd432e43b20acac18911d1444ebbfb58fb0a",
+    sha256 = "2b9deadc293a5d65079528d540f1ca99e8a73637084587a6484a6521e65e6304",
+    git_commit = "c64eb74a3514be13cb5e4c82557aea2f9bc48b43",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 064563b44fce24dcd8acfa876ae806eece37fe75 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2024 00:01:49 -0700
Subject: [PATCH 7365/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c827ce86-9684-4bf7-a39e-6ea2d88f0850

PiperOrigin-RevId: 622086980
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5e9b7996dc..e50a3d53902 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b9deadc293a5d65079528d540f1ca99e8a73637084587a6484a6521e65e6304",
-    git_commit = "c64eb74a3514be13cb5e4c82557aea2f9bc48b43",
+    sha256 = "ea8c710d8087779eab1bba61bd7b3f1885daa4819e246e6eba11b0ad17a0894e",
+    git_commit = "d3b55d1431ce6b56d5d4070b013e516c61a292d6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a3dfccd05aefcd3df6602201a78d8943aaa607c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2024 06:01:39 -0700
Subject: [PATCH 7366/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3dda5ed-b655-44f7-8919-71d35e45793c

PiperOrigin-RevId: 622156539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e50a3d53902..ef8226ece5e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ea8c710d8087779eab1bba61bd7b3f1885daa4819e246e6eba11b0ad17a0894e",
-    git_commit = "d3b55d1431ce6b56d5d4070b013e516c61a292d6",
+    sha256 = "2167e72d033dad5ef1bbc45b16e3f0559fd42507361cb170709d359fa5b84a7d",
+    git_commit = "50c9f5a5a4584b33069365c8f6d2b484f7a9bc4c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8d91f7763136e159ffcbb8c568385f2e8db31a2 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 5 Apr 2024 10:47:31 -0700
Subject: [PATCH 7367/8103] Add release notes for tf-serving 2.15.0-rc0

PiperOrigin-RevId: 622222757
---
 RELEASE.md | 84 ++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 84 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 8f70c543cfa..cd12746bf1b 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,87 @@
+# Release 2.15.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Moves model server TFRT integration code oss (commit: 50ebab4ca601b5243b7aac674628954bef2d734b)
+* Add an option to override to the size of GPU system (commit: 445a87ba217a9884bb567d9f9dc33511e08fd519)
+* This cl is causing test failures and we are rolling it back. (commit: a39289b422714be4cf8a723d6f7d409f12c0f24c)
+* Default signature_method_check to false (commit: 4711a8d4c9dd9d29aa404435e2297aa205914a81)
+* Add an option to propagate current Context in periodic functions from AspiredVersionsManager. (commit: e4a8a87cd61bf0a65db948d615e69160e3070201)
+* Refactor `Servable::PredictStreamed` so that implementations can support bidirectional streaming if needed (commit: a8c3ea682c57d031f74aae5cb6280e23b3c97b09)
+* Create koltin proto library for the tensor flow protos. (commit: cae316414e198b47d86d7d30bc54f3dfd8a05a49)
+* Create and use Kotlin proto targets for model.proto and predict.proto (commit: ea9529ea324d6bd76b15152eae7e06cda0b12c49)
+* Add release notes for tf-serving 2.13.1 (commit: 45fae91c64f4fefc7e8d3077b2402a964244f0b6)
+* Resubmit to move model server TFRT integration code oss (commit: eb5b3a5635e6af87013da86a6ec8c62f1097ec8f)
+* Enable BF16 Automatic Mixed Precision (commit: 970c630723061e89e6eb45493c0883b0b97bd7eb)
+* Follow expected format (commit: 60a3d7338f714f598071952ecf7e691ba70e3138)
+* Remove upper_cost_threshold in TFRT serving (commit: 7f8d9d74bd3e336931526d3fd093aec2a2c66cc2)
+* Build tensorflow_model_server with -rdynamic (commit: fc892403efd3d6329a80b11c6a585caec0d72b71)
+* Add peak memory resource kind. (commit: 96e0661c2eead9d08e23a3b05c002d05b8cc3c68)
+* Fix typo (commit: c0b35c742e51a60c83aee6e073f9488eec1b2326)
+* Update warmup documentation (commit: 90148d72e5bfcf6a6977bb578988596c7a98a293)
+* Implement Freeze() in pathways/tfrt serving. (commit: 0117fd401cf4063cbc06dc4e34a6a1ce7e3f04ba)
+* This CL is a no-op (commit: b75349db95a18c8b906a8502d47a00f296f36c74)
+* OSS remote_op_config_rewriter.proto (commit: ba473777a24142d34539505dd7eb85910156cdf0)
+* Add release notes for tf-serving 2.14.0-rc0 (commit: 4d5ecfda28cdcb12f4f43a3d73e9386330c26a6f)
+* Add flags for gpu multi-streaming support. (commit: 77cabded04612e0415181a790aa005ff0b3c232f)
+* Add release notes for tf-serving 2.14.0-rc1 (commit: a3023de03f3064347ee7d14d297efc6fb724f3fa)
+* Add 3 new resource kinds constants for GPU. (commit: 6b6dea341396cc2eb88d5a6c9ceac9c788486042)
+* Adding flag allowing to turn off automatic TPU system initialization on startup. (commit: f83bc0c6de2b69965dcc0cc4723f21cf68d2a8a4)
+* Add release notes for tf-serving 2.14.0 (commit: 60976ef6905e469de56473dd1925db58cdf1c5f9)
+* Annotate which model is missing inputs. (commit: c99b18b98827400feb40daec1ce24e33473b7420)
+* ebpf-transport-monitoring adding dependency on net_http. (commit: 152ef4ef087533e8608957cd1febff47c2058016)
+* Add release notes for tf-serving 2.14.1 (commit: 83d970946861063977e70a0ac110be2651a84caa)
+* OSS saved_model_config library, removes saved_model_config_stub/impl, moves GraphRewriter related API from session_bundle_util to graph_rewriter.h. (commit: 7356bbd6e4645b54b70013d9a81a583bdb3fc6d5)
+* No-op. (commit: 9d02d895d8562a88974debb25821686218c293a7)
+* Upgrading Bazel version from 6.1.0 to 6.4.0 (commit: 34521dc1d8ebce8c18a9acdbab49f0638ecb3398)
+* Set xnn_enable_avxvnni=false in .bazelrc (commit: 4aed74931657cce1d12a9217e4ca928482843b4b)
+* Add cuda-nvml-dev-11-8 to Dockerfile.gpu (commit: b2def7125180127e4a25212bc8fd7301633104eb)
+* Revert problem with incorrect Dart build rules and targets. (commit: b6bccceabd24d449f4c77eb77d34c49b8132459a)
+* Add cuda-nvml-dev-11-8 to Dockerfile.devel-gpu (and remove from Dockerfile.gpu) (commit: 028aac5bf94f21c60a74338cddc26a421b556141)
+* OSS tfrt_http_api_handler*. (commit: 8ded4cead4fdc0ae6aee0c93991c02c713f1b0eb)
+* Added FileAcl to tsl::FileSystem. (commit: d6c0917e5e7fcb76732c7eb172a69075ca2d1b08)
+* Remove metadata size check in GetModelMetadata method in order to be consistent with other servable impl. (commit: a6355522da7f539483dc75ab6d995a18e10e9150)
+* Replace the global registration with a registration class so that when we move server_init_internal to OSS we won't run into undetermined global registration sequence issue. (commit: 21d8f8816b5871a6bacf4f5ff7da0949d593bf88)
+* Move TPU runner init stub to tensorflow serving OSS directory. (commit: 2b9e58cf4ad222adaa741d0cdac3b5a0d220b8fa)
+* Add util function to verify if override resource have a subset of device kind of base resource. This is not used by OSS. (commit: 06ff18d38f8fdb955c880ed5200f81189504ae12)
+* Add streaming options for predict request. (commit: 8ccd8a5219158294b8183c307809ab76ad6c0f0f)
+* Define how tensors will be split for SPLIT streamed requests. (commit: b581572e3d9c1bb708ffa1314c2fd1eb1a143f8b)
+* Add a client_id field for custom servables. (commit: eb578521a2a8c349a6602bbe98eb399bdcf20c30)
+* Add option to configure the name of the input layer of remote model. (commit: f1e13413e2ad0f0aa8d25fbccaf3cd2abc8dfe0e)
+* Added grpc reflection service to the serving binary. (commit: c140e0115a9c6d9cb28279acee0c80d56ed2982b)
+* Add the option to enable GRPC health checking to model_server. This is useful for clients that want to use health checking with load balancing channels (if not we get errors on the client side). The current implementation is trivial, once we open our serving port we assume we we always be healthy but users may want to tweak this, specially if they need a mandated version, etc. (commit: a9a8e7bfe982f48a9156dedd48f61f537dea84a0)
+* Automated Code Change (commit: f761fc7742d66129e7f8b26bba749d44d4d4b678)
+* Update description of model versioning. (commit: d820234866ebb4f8f011f33339b3b9eb7f7333c3)
+* Exported `FindMetaGraphDef` function. (commit: 0df0975055046ffc793557b48c68d9e2f16fe406)
+* Automated Code Change (commit: 27923d3530cb963eee17d7f3670c9b27499827a0)
+* Automated Code Change (commit: 704e2507aa7002d1008ea68f29296c91a6f10267)
+* If accepting_requests_ is not set Terminate() returns without doing anything. (commit: c45fe1443b401f58d9440ca5d40c4e407137d042)
+* Automated Code Change (commit: fce1804e06a784f9586f7114726c5dc66af1b135)
+* Modify PredictStreamed to return a response or an error. (commit: 5b5d30fb9e4d57d3a6f03fc21fcd8e60750de5f9)
+* Add support to use a MockServable in MockServerCore. (commit: 5b6e0b6b0806c9175274fb61c3c82a134de036f2)
+* Fix OSS cpu build. (commit: 72acbaf554b3ce1c1e91dc86d9dcb859f95e9eda)
+* Adds functionality to send TSL metrics over model_service RPC. (commit: 9564ef667dba57887954885328bed627e4c8ea4f)
+* Add a method in tensorflow::serving::Servable to indicate whether a servable is critical. (commit: 5c0299e4b7934e5b84c534ed7f3d311fceec38b5)
+* Upgrade to CUDA 12.2 and CuDNN 8.9.4 (commit: f82600afc9f22fac59ae10596c21887cbbf4594c)
+* Fixes tensorflow_serving continuous build. (commit: a99fb9cbfe527d22f98eedd470a9a00ee0e35920)
+* Add headers. (commit: fab72719273e8a6bd4cb1c9f22008269b1d98e83)
+* Remove the criticality field in the BatchingSessionTask. (commit: b8663d08b38ad70397f1feb973d98a30c764ba4d)
+* Move gpu docker build clang. (commit: 611c5a975681d4fe915274772482450ac6178506)
+* Updated Dockerfile.devel-gpu to run setup.sources.sh from repo. (commit: d3102f00871e496a6276beeb546a6b9c46dc27e6)
+* Add an interface for all Servables that support paging. (commit: e4716e5aa1b2dfd0b62fdf767de9dffd5d7b3304)
+* Update cuda libraries to match TF (commit: 45446cf0f8b82f1bce51627f4005de16f1d597d0)
+* Match libraries with Dockerfile.devel-gpu (commit: f6ef270ddf3e1f40064847e2dcf089806874e069)
+* Update version for 2.15.0-rc0 release. (#2209) (commit: 73ba2b978678e3768c66d7fa90752da3978fd27b)
+* Resolve breakages for 2.15 release. (commit: 318129247a068edbf59dd75e10dbfa2d1eb996dc)
+
 # Release 2.14.1
 
 ## Major Features and Improvements

From 36446529add334b60d07805b4b8f79704a386634 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2024 12:01:45 -0700
Subject: [PATCH 7368/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05d1acde-0682-41f7-8164-5878b88f2172

PiperOrigin-RevId: 622244677
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef8226ece5e..d4d0c83ddcc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2167e72d033dad5ef1bbc45b16e3f0559fd42507361cb170709d359fa5b84a7d",
-    git_commit = "50c9f5a5a4584b33069365c8f6d2b484f7a9bc4c",
+    sha256 = "0ab312c682de890b9c00e0050d05eceab88329919f46be07fabaf7e5202a050a",
+    git_commit = "450dc5cfbc1334e9b0f1be95d96398ad8dea6545",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3ba4a01c30d485b29c6fd1590ca097f75ab89ca5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 5 Apr 2024 18:01:35 -0700
Subject: [PATCH 7369/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11a1bd0c-d216-4843-ae5a-6e4c89a3ea0b

PiperOrigin-RevId: 622327957
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4d0c83ddcc..9a3255f3742 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ab312c682de890b9c00e0050d05eceab88329919f46be07fabaf7e5202a050a",
-    git_commit = "450dc5cfbc1334e9b0f1be95d96398ad8dea6545",
+    sha256 = "32d3b6643ba07e2c0351869b6baa1df57ee60b3f62a44551b8029055af085ad1",
+    git_commit = "4fb58ed0056c5bfdc9a76e1e17242e4dc192e971",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dc2b7c0130e5436ec0efd3303561ae7ad296f861 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2024 00:01:54 -0700
Subject: [PATCH 7370/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88fd7802-bb29-4f6d-908d-3b2a9c62034f

PiperOrigin-RevId: 622385674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a3255f3742..8cbd5fff9e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32d3b6643ba07e2c0351869b6baa1df57ee60b3f62a44551b8029055af085ad1",
-    git_commit = "4fb58ed0056c5bfdc9a76e1e17242e4dc192e971",
+    sha256 = "2fc212c0609081240783373c3011f4c4841082ad225b094b526bf535b86f0ea6",
+    git_commit = "ba6437bc275f4d9761821db6c65281fef3120f2e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 58e6a82ca100976960e8f1c04c45f321a787f94b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2024 06:04:04 -0700
Subject: [PATCH 7371/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5ae0e3f9-eac3-498c-a48c-aae584dd09f9

PiperOrigin-RevId: 622434365
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8cbd5fff9e5..85b4ddbc62b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2fc212c0609081240783373c3011f4c4841082ad225b094b526bf535b86f0ea6",
-    git_commit = "ba6437bc275f4d9761821db6c65281fef3120f2e",
+    sha256 = "b211e1dd730057d2d3d5fcfd01260c428441e541193b0a598c92f285c65134b7",
+    git_commit = "6aaed9cc721cb9ae3591a5b1edc16885b4ce1519",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4dd38604fb4ec3a983bb8d8a18297212e4286536 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2024 12:02:43 -0700
Subject: [PATCH 7372/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ec5a625-d65e-4712-8c6b-feffea402823

PiperOrigin-RevId: 622475385
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85b4ddbc62b..0f80ca8199f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b211e1dd730057d2d3d5fcfd01260c428441e541193b0a598c92f285c65134b7",
-    git_commit = "6aaed9cc721cb9ae3591a5b1edc16885b4ce1519",
+    sha256 = "c3630c03a7e23589d8e297e0d4a556f84f57589011ac3b257e8f3b0d8db4ffac",
+    git_commit = "8729c0a127d2baaba5598f56a0190e40d39a51d3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 94a675e5dedb14fda3eecd94ca74017fbe8260df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 6 Apr 2024 18:01:34 -0700
Subject: [PATCH 7373/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6f705f27-5030-4c20-9a7e-d3835b34f2e7

PiperOrigin-RevId: 622516167
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f80ca8199f..b4d6be0a5d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3630c03a7e23589d8e297e0d4a556f84f57589011ac3b257e8f3b0d8db4ffac",
-    git_commit = "8729c0a127d2baaba5598f56a0190e40d39a51d3",
+    sha256 = "af17053e6e89f2ddc8c84090e7a5952d885556aef1695cb2a7aa38a7e1c79cdf",
+    git_commit = "15c4a9813f70a29c512721eb7ed938041e58b074",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c0718f2e3afe26e0156622e77ced976ef24249e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2024 00:01:39 -0700
Subject: [PATCH 7374/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9357d7c-81a2-42b6-9557-ac5e3e074ea0

PiperOrigin-RevId: 622563669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b4d6be0a5d0..9a819c1b0bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "af17053e6e89f2ddc8c84090e7a5952d885556aef1695cb2a7aa38a7e1c79cdf",
-    git_commit = "15c4a9813f70a29c512721eb7ed938041e58b074",
+    sha256 = "91b52acd38b26e589f8bef8442a8c6bb9be6834163f3e7a086bc97eaecb0856b",
+    git_commit = "c178e284e49227a69018b1abb918b4f42cbf6c71",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From af47cb56b36f04fe10f46aa3e567f1dc367d6bda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2024 06:07:07 -0700
Subject: [PATCH 7375/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d31035a1-34fb-4210-b644-cb63074e8c84

PiperOrigin-RevId: 622611796
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a819c1b0bf..ad32f75bd28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91b52acd38b26e589f8bef8442a8c6bb9be6834163f3e7a086bc97eaecb0856b",
-    git_commit = "c178e284e49227a69018b1abb918b4f42cbf6c71",
+    sha256 = "e546fe67bfdbe9988c26a0cb318c652a807ffea7e4f4451fe26e91dc92234b9f",
+    git_commit = "3d88c851c3e28e283d8e2fee0fd95e34ff764dc3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From da259b780ff5a1b2299580232161b08c733b7be6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 7 Apr 2024 18:01:57 -0700
Subject: [PATCH 7376/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4423c3dd-7558-42ce-9582-629edb67cff7

PiperOrigin-RevId: 622692923
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad32f75bd28..355f345afb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e546fe67bfdbe9988c26a0cb318c652a807ffea7e4f4451fe26e91dc92234b9f",
-    git_commit = "3d88c851c3e28e283d8e2fee0fd95e34ff764dc3",
+    sha256 = "17dd048fb52fe6272f61ff2b415514f0f5fb727230b80d90b7f4fd10f068e966",
+    git_commit = "5b52cd6f52a00329215ea922c49d750648faa25b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1abf2071457e7864f195f54e3ccd590f66e0be78 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2024 00:01:48 -0700
Subject: [PATCH 7377/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d37b2867-0ed2-4ef9-9f36-63e48f098580

PiperOrigin-RevId: 622747763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 355f345afb1..79b5933ab84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "17dd048fb52fe6272f61ff2b415514f0f5fb727230b80d90b7f4fd10f068e966",
-    git_commit = "5b52cd6f52a00329215ea922c49d750648faa25b",
+    sha256 = "6c4d7f176aa983145a60fc4da63d10db45a4adb7441bee7a08bbbc1ce0be427c",
+    git_commit = "a773acefff893ea3435c0c2eb763ddef21408db5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 12324cf58e2964e4a83392f1978e06182a5623ca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2024 06:03:08 -0700
Subject: [PATCH 7378/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b4861a3f-7863-4688-baad-6744a09e417a

PiperOrigin-RevId: 622820748
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 79b5933ab84..6011d796aba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6c4d7f176aa983145a60fc4da63d10db45a4adb7441bee7a08bbbc1ce0be427c",
-    git_commit = "a773acefff893ea3435c0c2eb763ddef21408db5",
+    sha256 = "383c7e5a211e54e8d6b8b6c203909f38364a7a28e536860001752cbdfd191f3f",
+    git_commit = "e13165605c953296b86990c64e968ec2ca1e363b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f87218117914d5255ad3ac198ec89aa8fe7ba87a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2024 12:01:36 -0700
Subject: [PATCH 7379/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/494e4c83-cb16-484d-9aaf-a6d0eb66cbd9

PiperOrigin-RevId: 622914232
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6011d796aba..da1d2a29d10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "383c7e5a211e54e8d6b8b6c203909f38364a7a28e536860001752cbdfd191f3f",
-    git_commit = "e13165605c953296b86990c64e968ec2ca1e363b",
+    sha256 = "753a9e46f649de217e29ea9cd084d358aaa2996c3c1001e0ba341102820a128e",
+    git_commit = "d1b70dbd6a75bf3aee8b29757fd0f3f2f279bb16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 98570a6181910017d19990b4be7d9ccf9ae4d174 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2024 17:02:35 -0700
Subject: [PATCH 7380/8103] Remove usages of bridge fallback.

PiperOrigin-RevId: 622990929
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc        | 4 +---
 .../tensorflow/tfrt_saved_model_source_adapter.proto        | 6 +-----
 2 files changed, 2 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 1dca77c6a36..6a4cf77c171 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -206,9 +206,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
         options.graph_execution_options.runtime_config));
   }
   if (config_.target_tpu()) {
-    compile_options.device_target = config_.enable_mlir_bridge_fallback()
-                                        ? TfrtDeviceInfraTarget::kBridgeFallback
-                                        : TfrtDeviceInfraTarget::kTpurt;
+    compile_options.device_target = TfrtDeviceInfraTarget::kTpurt;
   } else if (config_.enable_tfrt_gpu()) {
     compile_options.device_target = TfrtDeviceInfraTarget::kGpu;
   } else {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 48ec0e8dba8..097db56a41c 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -6,7 +6,7 @@ import "tensorflow/core/protobuf/config.proto";
 import "tensorflow_serving/servables/tensorflow/session_bundle_config.proto";
 
 message TfrtSavedModelConfig {
-  reserved 1031;
+  reserved 1019, 1031;
   reserved "online_cost_analysis_normalize_ratio";
 
   // A SessionBundleConfig.
@@ -117,10 +117,6 @@ message TfrtSavedModelConfig {
   // If true, use fuesd op for tpu compile, execute and data transfer.
   bool use_fused_tpu_op = 1018;
 
-  // If true, TFRT will use fallback to handle unsupported features in MLIR
-  // Bridge.
-  bool enable_mlir_bridge_fallback = 1019;
-
   // If true, tf.While's iterations will be parallelized.
   bool enable_while_parallel_iterations = 1023;
 

From 17d26761158914e7108fff37b478dc13bdb5208f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Apr 2024 18:01:38 -0700
Subject: [PATCH 7381/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/951b0b86-93fd-4553-92fb-5d66c39329f8

PiperOrigin-RevId: 623003935
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da1d2a29d10..637e4c2e296 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "753a9e46f649de217e29ea9cd084d358aaa2996c3c1001e0ba341102820a128e",
-    git_commit = "d1b70dbd6a75bf3aee8b29757fd0f3f2f279bb16",
+    sha256 = "beefd44969170281d5cd29e097029b6a0444e572144e9656cfa1e3c43794a043",
+    git_commit = "6e353e3c63a98cc31389004b470b521c158c9d1a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c6db5761dc67f82bd0d05371014614948a68f8bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Apr 2024 00:01:42 -0700
Subject: [PATCH 7382/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b1727c0b-0def-42c6-9c33-eed20c8488be

PiperOrigin-RevId: 623069470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 637e4c2e296..a4d2bb8a7d1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "beefd44969170281d5cd29e097029b6a0444e572144e9656cfa1e3c43794a043",
-    git_commit = "6e353e3c63a98cc31389004b470b521c158c9d1a",
+    sha256 = "005b55b04210bd5884c11f8f35cb3a68a45f2b90954e516398950429000fb396",
+    git_commit = "b453565cae0dec1ce88f98c2e99111c0bf68b014",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 64a119e768fb784ea8e5e55a69b8e194aa8ff45c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Apr 2024 06:01:36 -0700
Subject: [PATCH 7383/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3665da3e-667f-40e2-8596-40a3a4917a66

PiperOrigin-RevId: 623142680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4d2bb8a7d1..5d66360b9c0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "005b55b04210bd5884c11f8f35cb3a68a45f2b90954e516398950429000fb396",
-    git_commit = "b453565cae0dec1ce88f98c2e99111c0bf68b014",
+    sha256 = "0973c69e51b6cd93ff8d88cc5845bc602dd8de8e5485c7002ca0dfde3aafb3a2",
+    git_commit = "abb225f0bee54d62ac9aef3f4ea8bcbfd7a93414",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4494bbbf8b99ba4a1d809b78ba7e02d51c71b739 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Apr 2024 12:02:43 -0700
Subject: [PATCH 7384/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38f5cd30-8d2d-42b3-83b5-2aed252fc6d0

PiperOrigin-RevId: 623241000
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d66360b9c0..184ec8462b5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0973c69e51b6cd93ff8d88cc5845bc602dd8de8e5485c7002ca0dfde3aafb3a2",
-    git_commit = "abb225f0bee54d62ac9aef3f4ea8bcbfd7a93414",
+    sha256 = "be6d26095128993b8adf24462012a8279d2c1afa8d566d8eb304dd13afba9acd",
+    git_commit = "9750b97abc9864c1febb6e19eb2fe4bb841ea8f9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 011b0e5f6c628615a20321ba832b2987d8457630 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 9 Apr 2024 18:01:32 -0700
Subject: [PATCH 7385/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/928a1253-1688-4139-8337-1b1c6bab9328

PiperOrigin-RevId: 623332599
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 184ec8462b5..150bfa1d92e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "be6d26095128993b8adf24462012a8279d2c1afa8d566d8eb304dd13afba9acd",
-    git_commit = "9750b97abc9864c1febb6e19eb2fe4bb841ea8f9",
+    sha256 = "adce158c891573c48679bcdbe7541383cb7bca3469da84d558aacab4f03f50fb",
+    git_commit = "7f3ec002fd6380f4b47cd95f8b01cf553ba20adb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b8f1c069e9a794331f19d55e70f2b9c451279e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2024 00:01:47 -0700
Subject: [PATCH 7386/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4174621f-a647-4603-9b3f-bb778d4b66c0

PiperOrigin-RevId: 623394660
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 150bfa1d92e..5d618566d84 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "adce158c891573c48679bcdbe7541383cb7bca3469da84d558aacab4f03f50fb",
-    git_commit = "7f3ec002fd6380f4b47cd95f8b01cf553ba20adb",
+    sha256 = "a2f5d2e41575e67903371bdf023d3233127f7b574920d8ac76444175f5606360",
+    git_commit = "5a1a2cff8e347c4f7270f598eccfeba25c315125",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4edc5082c2848b9b16d026d67c58d9a95a87793b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2024 06:01:53 -0700
Subject: [PATCH 7387/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/280b238c-5ad6-47dc-99fc-646bc6683578

PiperOrigin-RevId: 623469440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d618566d84..c5dd30ed0b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2f5d2e41575e67903371bdf023d3233127f7b574920d8ac76444175f5606360",
-    git_commit = "5a1a2cff8e347c4f7270f598eccfeba25c315125",
+    sha256 = "c2d4d4b1147d60d77c8ddce5d66e91dcfe1d1d569823938c0ff60fc675d72066",
+    git_commit = "97e7939f367503e38565097c348dc444d0c99752",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c5668289b612de022f393e1025a05e03a71c63b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2024 12:01:32 -0700
Subject: [PATCH 7388/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d74a957-ea5b-4c39-b297-441c7487bed6

PiperOrigin-RevId: 623565010
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5dd30ed0b9..695c6a7754a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2d4d4b1147d60d77c8ddce5d66e91dcfe1d1d569823938c0ff60fc675d72066",
-    git_commit = "97e7939f367503e38565097c348dc444d0c99752",
+    sha256 = "8ec8e7d3c64d7bc8cd3a0e631199d226e17328dcd7da1eb915e8fa6dc4eecdfc",
+    git_commit = "4563659633a570c421bfb77934ef037d780776c3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 198d3b095f0fe2e51c8a39b61f96e759d735426f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Apr 2024 18:01:36 -0700
Subject: [PATCH 7389/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d9e33d9-18f8-4900-8461-b8552369863e

PiperOrigin-RevId: 623660037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 695c6a7754a..69db894abc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ec8e7d3c64d7bc8cd3a0e631199d226e17328dcd7da1eb915e8fa6dc4eecdfc",
-    git_commit = "4563659633a570c421bfb77934ef037d780776c3",
+    sha256 = "9bb434e9a8fd085f0a518051ae89bdd3d16300291dab41a8ccd8b87137d4e9fb",
+    git_commit = "f6570c53866362944ab25da273b9fdf65c9cc780",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ba12f4d169d151e8bd5851cf15300e78572a9e7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2024 00:01:40 -0700
Subject: [PATCH 7390/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e67ad210-e82f-485c-9bc9-e8f611c63204

PiperOrigin-RevId: 623727153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69db894abc8..a2014ac6bf0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bb434e9a8fd085f0a518051ae89bdd3d16300291dab41a8ccd8b87137d4e9fb",
-    git_commit = "f6570c53866362944ab25da273b9fdf65c9cc780",
+    sha256 = "fb981721dc10e2143e55a4bf7b0bc331428c6be0995d0f10c0105d1346d051d2",
+    git_commit = "a1284a6b2812057bfb1855e17759fe974270e2e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From eb83e7ba45fd88a1df5fbabefab950d070e5e0b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2024 06:01:51 -0700
Subject: [PATCH 7391/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ee723b0-d6d2-4b88-a554-c42f9e76f02c

PiperOrigin-RevId: 623801379
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2014ac6bf0..c998ed9e748 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb981721dc10e2143e55a4bf7b0bc331428c6be0995d0f10c0105d1346d051d2",
-    git_commit = "a1284a6b2812057bfb1855e17759fe974270e2e3",
+    sha256 = "b78c6f70c3986083425c9cdf7e789db57d79d3db0ec5416d03f8df59affcc968",
+    git_commit = "5df89600a4ac9005d081611cffd21798d1977f38",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d5b59be77b8d9ce0a303a2952228234baa4c3b69 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 11 Apr 2024 08:10:31 -0700
Subject: [PATCH 7392/8103] Add release notes for tf-serving 2.15.1

PiperOrigin-RevId: 623830368
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index cd12746bf1b..318d92a5fe1 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 2.15.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.15.1
+
 # Release 2.15.0-rc0
 
 ## Major Features and Improvements

From d47caa0e7e2e219739cf441d336bfe268adf11cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Apr 2024 12:02:22 -0700
Subject: [PATCH 7393/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2874e41d-ab55-45e2-b337-faa8165c7370

PiperOrigin-RevId: 623898031
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c998ed9e748..dec0a9dab53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b78c6f70c3986083425c9cdf7e789db57d79d3db0ec5416d03f8df59affcc968",
-    git_commit = "5df89600a4ac9005d081611cffd21798d1977f38",
+    sha256 = "72efea2f86578746ae016ec57e42c63067e75a8f787e60ade9a590b013123326",
+    git_commit = "b0a760a1f12e78c7aebd6e4dabf5ffeecc42391c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2235e43635cfcc2e618a05bdc1e38663e08e1ae6 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 12 Apr 2024 12:56:19 -0700
Subject: [PATCH 7394/8103] Add release notes for tf-serving 2.16.1

PiperOrigin-RevId: 624267042
---
 RELEASE.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 318d92a5fe1..449c32e5870 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,18 @@
+# Release 2.16.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Update version for 2.16.1 release. (#2210) (commit: 0e6261315e2a8c529842929f5ceeb66b63264e7b)
+* This release is based on TF version 2.16.1
+
 # Release 2.15.1
 
 ## Major Features and Improvements

From 50b07e4ceac4f7c0e901f341b5d70b6a61dee736 Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Thu, 18 Apr 2024 12:39:06 -0700
Subject: [PATCH 7395/8103] Provide a runtime option to lower bound the number
 of batch threads.

PiperOrigin-RevId: 626118642
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 1 +
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 6a4cf77c171..6805d1e8b28 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -230,6 +230,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
       ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
   compile_options.use_gpu_compile_and_execute_op =
       config_.tfrt_use_fused_gpu_op();
+  compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 097db56a41c..28c93b1063a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -194,6 +194,9 @@ message TfrtSavedModelConfig {
 
   // Whether to use fused op for GPU compile, execute and data transfer.
   bool tfrt_use_fused_gpu_op = 2018;
+
+  // The minimum number of batch threads.
+  int64 tfrt_min_num_batch_threads = 2019;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From eef5f03418331de410689e3b3d8b477cae333063 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2024 12:01:30 -0700
Subject: [PATCH 7396/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e61af782-87c2-4b5d-8b4c-f9724711b8bd

PiperOrigin-RevId: 626432393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dec0a9dab53..c2a1db20ec9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "72efea2f86578746ae016ec57e42c63067e75a8f787e60ade9a590b013123326",
-    git_commit = "b0a760a1f12e78c7aebd6e4dabf5ffeecc42391c",
+    sha256 = "20d2e2e9f1e3cf6842e05e5b63f090165d137a1980466b1638644a52e46043ec",
+    git_commit = "b33007d23e234a6a23d735c740104045b8264721",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8684d7ff51a39b5e7bbdddfcb110bf2d91f4373 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Apr 2024 18:01:26 -0700
Subject: [PATCH 7397/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f23adb1e-710d-4c6c-98f1-25170f6144a2

PiperOrigin-RevId: 626515498
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c2a1db20ec9..bdbc9c6dae2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20d2e2e9f1e3cf6842e05e5b63f090165d137a1980466b1638644a52e46043ec",
-    git_commit = "b33007d23e234a6a23d735c740104045b8264721",
+    sha256 = "00ba2515c2e9186b767660e44a3e6df49dce806558527c5122bafcb1ad7e785d",
+    git_commit = "582772ea149b6f611f8b5700ed39015a27198387",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8777daf8ca66225c834605c2c27f268523d3d1e4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2024 00:01:44 -0700
Subject: [PATCH 7398/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95e58fa3-1e17-4787-9397-2abcb2a3275f

PiperOrigin-RevId: 626570899
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bdbc9c6dae2..2e3f54c5065 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00ba2515c2e9186b767660e44a3e6df49dce806558527c5122bafcb1ad7e785d",
-    git_commit = "582772ea149b6f611f8b5700ed39015a27198387",
+    sha256 = "acc4de6bfc932e1df643fe28807c1fc0017c0210c1ce7a5d1960aceb8ffc9214",
+    git_commit = "c8f39d538412a3d025607b0cb7c5f2947273e370",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 403ae670817d32fecba9d08d4463486dc4eecc17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2024 06:01:25 -0700
Subject: [PATCH 7399/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9b9eb3c-d645-48ed-bd6f-41165e373b30

PiperOrigin-RevId: 626617073
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e3f54c5065..4cb51fb2819 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "acc4de6bfc932e1df643fe28807c1fc0017c0210c1ce7a5d1960aceb8ffc9214",
-    git_commit = "c8f39d538412a3d025607b0cb7c5f2947273e370",
+    sha256 = "811580b03a5b6f3410bdd1b7ea4b64113f8e5c2f7f3d57d16bb0edc0a44f7a4c",
+    git_commit = "19d22f336bea162c16ec531fb8cb8efae268a430",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 59394e9a657f590bf1b782df21fc6afaad0da320 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2024 12:01:32 -0700
Subject: [PATCH 7400/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc1eb741-8df0-4db5-8624-8ebfa84dd79d

PiperOrigin-RevId: 626658099
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4cb51fb2819..7748dfe94b9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "811580b03a5b6f3410bdd1b7ea4b64113f8e5c2f7f3d57d16bb0edc0a44f7a4c",
-    git_commit = "19d22f336bea162c16ec531fb8cb8efae268a430",
+    sha256 = "d2be83b094931e2ab8726e6edd69f050dbdefc3283a79be081b61d959a066d23",
+    git_commit = "d6fd74675a3e3864a287412cf7fcadb3618efee4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9f4fab68dbc8b8b1f2f9449934d0387af02fa50b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 20 Apr 2024 18:01:38 -0700
Subject: [PATCH 7401/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fe4fb78-6222-4e4d-8308-aa84e6d8a6e8

PiperOrigin-RevId: 626698008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7748dfe94b9..d10837628ff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2be83b094931e2ab8726e6edd69f050dbdefc3283a79be081b61d959a066d23",
-    git_commit = "d6fd74675a3e3864a287412cf7fcadb3618efee4",
+    sha256 = "7e3715100e86b9cff157c9b8431dbe4ba79e13f588eeb85ff7997fda2a6f1c63",
+    git_commit = "4858783b94641cd289f9a25c29c3993000f510f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d6e5edfa7b7c54d8ef0d042f9246a01640c4ec3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2024 00:01:32 -0700
Subject: [PATCH 7402/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cc068c4b-af27-4844-a4db-8b8e76292424

PiperOrigin-RevId: 626743692
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d10837628ff..3ab475b4917 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e3715100e86b9cff157c9b8431dbe4ba79e13f588eeb85ff7997fda2a6f1c63",
-    git_commit = "4858783b94641cd289f9a25c29c3993000f510f4",
+    sha256 = "e7e18df9bd9a98313df4e85fcb51d3b9fb7830518040cbb86cce646b57f0d6be",
+    git_commit = "083da14c8adc437e97562939728867586772da3e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b2f6d37612d6124a6a9c867f65e4d5175c6fffb8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2024 06:01:28 -0700
Subject: [PATCH 7403/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f94004b2-9398-4a76-b6e5-ccd4c3cf6dc7

PiperOrigin-RevId: 626790168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ab475b4917..26054d09d46 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7e18df9bd9a98313df4e85fcb51d3b9fb7830518040cbb86cce646b57f0d6be",
-    git_commit = "083da14c8adc437e97562939728867586772da3e",
+    sha256 = "0d2019ebee3ec699f90747aa7c2901d0d19ee510a52bb8da49a978c7474202a3",
+    git_commit = "0428a50137534de8f165ce5054c9e69ca44ca905",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1600f968a0d8006e03f80cd3a352a4c061b478c9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 21 Apr 2024 12:01:35 -0700
Subject: [PATCH 7404/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/068eff4d-5e52-47b1-be38-e969f88ef9db

PiperOrigin-RevId: 626832470
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 26054d09d46..e5d014a98a9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d2019ebee3ec699f90747aa7c2901d0d19ee510a52bb8da49a978c7474202a3",
-    git_commit = "0428a50137534de8f165ce5054c9e69ca44ca905",
+    sha256 = "1a0b6e4498fbe9d680a855929bc3beb7ff1a2d9c9a333880c3ef06745290db6d",
+    git_commit = "813989458e2f41453749c9466e8bbe473ae72ed4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 198cb7eb78a6eda6147d056fa587a915f5655fce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2024 00:01:38 -0700
Subject: [PATCH 7405/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/86b7a8b8-a607-401a-9cea-15eed3cfab44

PiperOrigin-RevId: 626933045
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5d014a98a9..0cec695374e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a0b6e4498fbe9d680a855929bc3beb7ff1a2d9c9a333880c3ef06745290db6d",
-    git_commit = "813989458e2f41453749c9466e8bbe473ae72ed4",
+    sha256 = "e5d50e0ae82b3a9dabf6ad88a7af4f51b2cdfc43c6dde67502ea265fbc2001c1",
+    git_commit = "60e8999542d9f5b8aaba49421bf71eb0c57c0426",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0fe7da751526b792ea616029084e2e7465a7d050 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2024 06:03:21 -0700
Subject: [PATCH 7406/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4314f666-bd08-421e-925a-6c3990f269e3

PiperOrigin-RevId: 627011088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0cec695374e..6ab1b5b303a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5d50e0ae82b3a9dabf6ad88a7af4f51b2cdfc43c6dde67502ea265fbc2001c1",
-    git_commit = "60e8999542d9f5b8aaba49421bf71eb0c57c0426",
+    sha256 = "09b070642c4c7a6761c7594a71363a90156776a4a00cd838ff5e25ca57e6fb69",
+    git_commit = "b0534c56adf6b0355a6adfa0017ac9dc5fb97281",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6fb94038e62fcc67627729e7f8416e0f146ec3fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2024 11:58:56 -0700
Subject: [PATCH 7407/8103] Avoid GetChildren when using Specific servable
 versions

For some filesystem providers, like GCS, GetChildren does a lot more work that a
simple FileExists call. This change special cases the `SPECIFIC`
ServableVersionPolicy and does direct FileExists calls for each one. In the
common case of a single version, this can be a single stat() call and avoid an
expensive directory listing entirely.

This optimization *only* applies when the versions and directories are
equivalent to "base_dir/%d". So this fast path now happens before the
GetChildren call, but will fall back to the general case of a directory listing
when there are folders like:

 base_dir/
   - 00001/
   - 2/

and you want the specific version 1. Generally speaking, the support for
strtod-ifying the string name is nice, but forces the directory listing.

PiperOrigin-RevId: 627111947
---
 tensorflow_serving/sources/storage_path/BUILD |  2 +
 .../file_system_storage_path_source.cc        | 61 ++++++++++++-
 .../file_system_storage_path_source_test.cc   | 87 ++++++++++++++++++-
 3 files changed, 146 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 4996a6d182e..4f65aca947b 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -74,6 +74,8 @@ cc_library(
             "//tensorflow_serving/core:servable_id",
             "//tensorflow_serving/core:source",
             "//tensorflow_serving/core:storage_path",
+            "@com_google_absl//absl/status",
+            "@com_google_absl//absl/strings",
             "@com_google_absl//absl/types:variant",
             "@org_tensorflow//tensorflow/core:lib",
             "@org_tensorflow//tensorflow/core:tensorflow",
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index b34a30d8e6d..669e2b6ecf6 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -25,9 +25,14 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/status/status.h"
+#include "absl/strings/str_cat.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/numbers.h"
+#include "tensorflow/core/platform/env.h"
+#include "tsl/platform/errors.h"
+#include "tsl/platform/macros.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/servable_id.h"
 
@@ -159,6 +164,49 @@ bool AspireLatestVersions(
   return !children_by_version.empty();
 }
 
+// Like `AspireSpecificVersions` but use `FileExists` instead of GetChildren to
+// remove unnecessary directory listings. Note that this function has to
+// fallback to the general case when there are directories that *parse as* the
+// version number via `strtod` but aren't equivalent (e.g., "base_dir/00001"
+// rather than "base_dir/1").
+//
+// Returns true if all the models are loaded.
+bool AspireSpecificVersionsFastPath(
+    const FileSystemStoragePathSourceConfig::ServableToMonitor& servable,
+    std::vector<ServableData<StoragePath>>* versions) {
+  if (servable.servable_version_policy().specific().versions().empty()) {
+    // There aren't any requested versions, WARN loudly and explicitly, since
+    // this is a likely configuration error. Return *true*, since we are done
+    // with processing this servable.
+    LOG(WARNING) << "No specific versions requested for servable "
+                 << servable.servable_name() << ".";
+    return true;
+  }
+
+  // First ensure that we find *all* the requested versions, so that we can use
+  // this fast path. If not, we'll call the general AspireSpecificVersions after
+  // a GetChildren call.
+  for (const int64_t version :
+       servable.servable_version_policy().specific().versions()) {
+    const string version_dir = absl::StrCat(version);
+    const string child_dir = io::JoinPath(servable.base_path(), version_dir);
+
+    const absl::Status status = Env::Default()->FileExists(child_dir);
+    if (!status.ok()) {
+      return false;
+    }
+  }
+
+  // We've found them all. Aspire them one by one.
+  for (const int64_t version :
+       servable.servable_version_policy().specific().versions()) {
+    const string version_dir = absl::StrCat(version);
+    AspireVersion(servable, version_dir, version, versions);
+  }
+
+  return true;
+}
+
 // Aspire versions for a servable configured with the "specific" version policy.
 //
 // 'children' represents a list of base-path children from the file system.
@@ -213,6 +261,16 @@ Status PollFileSystemForServable(
         servable.servable_name(), " with error ", status.ToString());
   }
 
+  if (servable.servable_version_policy().policy_choice_case() ==
+      FileSystemStoragePathSourceConfig::ServableVersionPolicy::kSpecific) {
+    // Special case the specific handler, to avoid GetChildren in the case where
+    // all of the directories match their version number.
+    if (AspireSpecificVersionsFastPath(servable, versions)) {
+      // We found them all, exit early.
+      return absl::OkStatus();
+    }
+  }
+
   // Retrieve a list of base-path children from the file system.
   std::vector<string> children;
   TF_RETURN_IF_ERROR(
@@ -243,11 +301,10 @@ Status PollFileSystemForServable(
       at_least_one_version_found =
           AspireAllVersions(servable, children, versions);
       break;
-    case FileSystemStoragePathSourceConfig::ServableVersionPolicy::kSpecific: {
+    case FileSystemStoragePathSourceConfig::ServableVersionPolicy::kSpecific:
       at_least_one_version_found =
           AspireSpecificVersions(servable, children_by_version, versions);
       break;
-    }
     default:
       return errors::Internal("Unhandled servable version_policy: ",
                               servable.servable_version_policy().DebugString());
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index d3048f5b015..5d6c0de1bf1 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -314,6 +314,89 @@ TEST(FileSystemStoragePathSourceTest, SpecificVersions) {
                    .PollFileSystemAndInvokeCallback());
 }
 
+// This is the same as the `SpecificVersions` test above, but with leading zeros
+// on one of the directories to ensure we maintain the `strtod` property of
+// directory name => version number.
+TEST(FileSystemStoragePathSourceTest, SpecificVersionsLeadingZeros) {
+  const string base_path =
+      io::JoinPath(testing::TmpDir(), "SpecificVersionsLeadingZeros");
+  TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
+  for (const string& version :
+       {"non_numerical_child", "42", "33", "30", "21", "00017"}) {
+    TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, version)));
+  }
+
+  const FileSystemStoragePathSourceConfig config =
+      test_util::CreateProto<FileSystemStoragePathSourceConfig>(
+          strings::Printf("servables: { "
+                          "  servable_version_policy { "
+                          "    specific { "
+                          "      versions: 17"
+                          "      versions: 30"
+                          "    } "
+                          "  } "
+                          "  servable_name: 'test_servable_name' "
+                          "  base_path: '%s' "
+                          "} "
+                          // Disable the polling thread.
+                          "file_system_poll_wait_seconds: -1 ",
+                          base_path.c_str()));
+  std::unique_ptr<FileSystemStoragePathSource> source;
+  TF_ASSERT_OK(FileSystemStoragePathSource::Create(config, &source));
+  std::unique_ptr<test_util::MockStoragePathTarget> target(
+      new StrictMock<test_util::MockStoragePathTarget>);
+  ConnectSourceToTarget(source.get(), target.get());
+
+  EXPECT_CALL(
+      *target,
+      SetAspiredVersions(
+          Eq("test_servable_name"),
+          ElementsAre(
+              ServableData<StoragePath>({"test_servable_name", 17},
+                                        io::JoinPath(base_path, "00017")),
+              ServableData<StoragePath>({"test_servable_name", 30},
+                                        io::JoinPath(base_path, "30")))));
+
+  TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
+                   .PollFileSystemAndInvokeCallback());
+}
+
+TEST(FileSystemStoragePathSourceTest, SpecificVersionsEmpty) {
+  const string base_path =
+      io::JoinPath(testing::TmpDir(), "SpecificVersionsEmpty");
+  TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
+  for (const string& version :
+       {"non_numerical_child", "42", "33", "30", "21", "17"}) {
+    TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, version)));
+  }
+
+  const FileSystemStoragePathSourceConfig config =
+      test_util::CreateProto<FileSystemStoragePathSourceConfig>(
+          strings::Printf("servables: { "
+                          "  servable_version_policy { "
+                          "    specific { "
+                          "    } "
+                          "  } "
+                          "  servable_name: 'test_servable_name' "
+                          "  base_path: '%s' "
+                          "} "
+                          // Disable the polling thread.
+                          "file_system_poll_wait_seconds: -1 ",
+                          base_path.c_str()));
+  std::unique_ptr<FileSystemStoragePathSource> source;
+  TF_ASSERT_OK(FileSystemStoragePathSource::Create(config, &source));
+  std::unique_ptr<test_util::MockStoragePathTarget> target(
+      new StrictMock<test_util::MockStoragePathTarget>);
+  ConnectSourceToTarget(source.get(), target.get());
+
+  // The servable has no requested versions, but we still want to call
+  // SetAspiredVersions with an empty list for consistency.
+  EXPECT_CALL(*target, SetAspiredVersions(Eq("test_servable_name"), IsEmpty()));
+
+  TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
+                   .PollFileSystemAndInvokeCallback());
+}
+
 TEST(FileSystemStoragePathSourceTest, DefaultVersionPolicy) {
   // Validate that default version policy is to serve the latest servable
   // version.
@@ -512,7 +595,7 @@ TEST(FileSystemStoragePathSourceTest, ChangeVersionPolicy) {
   const string base_path_prefix =
       io::JoinPath(testing::TmpDir(), "ChangeVersionPolicy_");
   TF_ASSERT_OK(Env::Default()->CreateDir(base_path_prefix));
-  for (const string& version : {"1", "2", "3", "5", "8", "13"}) {
+  for (const string& version : {"1", "02", "3", "5", "8", "13"}) {
     TF_ASSERT_OK(
         Env::Default()->CreateDir(io::JoinPath(base_path_prefix, version)));
   }
@@ -572,7 +655,7 @@ TEST(FileSystemStoragePathSourceTest, ChangeVersionPolicy) {
           Eq("test_servable_name"),
           ElementsAre(
               ServableData<StoragePath>({"test_servable_name", 2},
-                                        io::JoinPath(base_path_prefix, "2")),
+                                        io::JoinPath(base_path_prefix, "02")),
               ServableData<StoragePath>({"test_servable_name", 5},
                                         io::JoinPath(base_path_prefix, "5")))));
 

From 794a5a774da0a52bd17b198a6dba052b4784309e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2024 12:03:13 -0700
Subject: [PATCH 7408/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c07d0a8-d85d-4fc3-96c9-78c8bc2e3df0

PiperOrigin-RevId: 627113562
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ab1b5b303a..ca2430e4d2b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "09b070642c4c7a6761c7594a71363a90156776a4a00cd838ff5e25ca57e6fb69",
-    git_commit = "b0534c56adf6b0355a6adfa0017ac9dc5fb97281",
+    sha256 = "e980811cf4d7ca83f3f8c35ac17c0cc8f44cdf9d11386fae6cba07a4a3cf0e6b",
+    git_commit = "61692e423a3d5b64cd208752233802de15e0def6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8caa78ae0dd9da48801faa605b1c7615cbd07d90 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Apr 2024 18:01:38 -0700
Subject: [PATCH 7409/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9fc2fbbd-41ed-4df4-9932-4e2b6ecd35cd

PiperOrigin-RevId: 627213137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca2430e4d2b..5a02d494001 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e980811cf4d7ca83f3f8c35ac17c0cc8f44cdf9d11386fae6cba07a4a3cf0e6b",
-    git_commit = "61692e423a3d5b64cd208752233802de15e0def6",
+    sha256 = "ddf8c1646987c0cf44b4a1cb52ee5f35cafcf7a9343d692f0eedb55359cc6a1a",
+    git_commit = "c7f51f8460f73c4217599684d4331296f81dd7f8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 063af7eaa4dd1c1101b5b501893b13818f5132d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2024 00:01:46 -0700
Subject: [PATCH 7410/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99bacf12-dcf5-4457-bbce-bd8d178592d3

PiperOrigin-RevId: 627283447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a02d494001..1b9213ccd68 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ddf8c1646987c0cf44b4a1cb52ee5f35cafcf7a9343d692f0eedb55359cc6a1a",
-    git_commit = "c7f51f8460f73c4217599684d4331296f81dd7f8",
+    sha256 = "eef7b6343e80e9941f6b4d137cce86c321e651b7faa87eeb2a9f49286b7febd5",
+    git_commit = "cc92b9f3170c4c52f909d32d3ccf83cf07c03f6a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e8f6e80ab0620401e57b7e539e1bec9a9ebe5c41 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2024 06:01:44 -0700
Subject: [PATCH 7411/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/782bd33b-0f6c-4831-9433-066d2c474221

PiperOrigin-RevId: 627361293
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b9213ccd68..ed79da545e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eef7b6343e80e9941f6b4d137cce86c321e651b7faa87eeb2a9f49286b7febd5",
-    git_commit = "cc92b9f3170c4c52f909d32d3ccf83cf07c03f6a",
+    sha256 = "f2d684f7a2f06162efd5b906a2624906f40640c4379bbe51290a145f654c395b",
+    git_commit = "3535252308e86abeb9ad8898c55d6fb96c86266c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1821ff5bc42092fdadd51c6909046a60aeafceb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2024 12:01:34 -0700
Subject: [PATCH 7412/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/008963b1-130c-4eed-8595-a28142899a13

PiperOrigin-RevId: 627462195
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed79da545e9..fed17fe55e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2d684f7a2f06162efd5b906a2624906f40640c4379bbe51290a145f654c395b",
-    git_commit = "3535252308e86abeb9ad8898c55d6fb96c86266c",
+    sha256 = "4588a2481661b609d02e966c7ce3e1bf2a30b6ec90523f79bfbbc6ff72363caa",
+    git_commit = "38bbeaf07e478e368a2a72b9a031c790d04f65cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 208feadd4be82edc3cd2410f4ddbc09cd6709919 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2024 18:01:35 -0700
Subject: [PATCH 7413/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5517ac16-b18d-480e-a126-6c63f23d39e9

PiperOrigin-RevId: 627560845
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fed17fe55e9..ed39d4240fb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4588a2481661b609d02e966c7ce3e1bf2a30b6ec90523f79bfbbc6ff72363caa",
-    git_commit = "38bbeaf07e478e368a2a72b9a031c790d04f65cf",
+    sha256 = "74cf40254616e738309e096485f3c3b93960aae2fed5ab5161237e8df3d72953",
+    git_commit = "7e5973588d512736d49c1c7a641acb351a48c425",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39ba6232106cc8bdf99dfb54f5736ad88a17684a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Apr 2024 19:19:38 -0700
Subject: [PATCH 7414/8103] Add python clif target for prediction_log.proto.

PiperOrigin-RevId: 627576238
---
 tensorflow_serving/apis/BUILD | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b6f67f86a25..d0e9cc3663c 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -189,6 +189,12 @@ serving_proto_library_py(
     ],
 )
 
+tf_pyclif_proto_library(
+    name = "prediction_log_pyclif",
+    proto_lib = ":prediction_log_proto",
+    proto_srcfile = "prediction_log.proto",
+)
+
 serving_proto_library(
     name = "prediction_service_proto",
     srcs = ["prediction_service.proto"],

From 308a860be4adfe5dc75c0b97158e01b5943f50e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2024 00:01:28 -0700
Subject: [PATCH 7415/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a8f9e2b-aede-4283-9728-b9f4259b2039

PiperOrigin-RevId: 627627207
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ed39d4240fb..6607d8863cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74cf40254616e738309e096485f3c3b93960aae2fed5ab5161237e8df3d72953",
-    git_commit = "7e5973588d512736d49c1c7a641acb351a48c425",
+    sha256 = "f44de398a127f7ab0e7eb5784d1c9d9baacf6ae037a80c1a7c9b68f52c857c42",
+    git_commit = "75ef9c3f2b80ff5241869a6bce5ad13f7bfe20f6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a92b2ab7804615a2c8e6453300e40a17acf06ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2024 06:02:13 -0700
Subject: [PATCH 7416/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2bae2652-7480-400f-af25-9477f9049f01

PiperOrigin-RevId: 627703057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6607d8863cf..20567527f5a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f44de398a127f7ab0e7eb5784d1c9d9baacf6ae037a80c1a7c9b68f52c857c42",
-    git_commit = "75ef9c3f2b80ff5241869a6bce5ad13f7bfe20f6",
+    sha256 = "ebf891f295a02b7b150a5d74915743570f06d68b860a5292fa5848cbefaeddfc",
+    git_commit = "1eb72c151a0b66a95353230ed5315a58587177bb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f6c4219a564d8a37bda8ef612b2aca8c3953f304 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 24 Apr 2024 11:46:50 -0700
Subject: [PATCH 7417/8103] Build with --xnn_enable_avx512amx=false

PiperOrigin-RevId: 627801319
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index b0c8fb5d2a7..beed91efc28 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -51,6 +51,7 @@ build:mkl_aarch64 --copt=-O3
 
 build --define=build_with_onednn_v2=true
 build --define=xnn_enable_avxvnni=false
+build --define=xnn_enable_avx512amx=false
 
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native

From ff6b58a1d7dc1ac02971af1b31b53772b98efb43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 24 Apr 2024 18:01:26 -0700
Subject: [PATCH 7418/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35f2ee56-2a45-40c3-939e-05eefca01617

PiperOrigin-RevId: 627907629
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20567527f5a..cdd73457996 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ebf891f295a02b7b150a5d74915743570f06d68b860a5292fa5848cbefaeddfc",
-    git_commit = "1eb72c151a0b66a95353230ed5315a58587177bb",
+    sha256 = "5293ca33600131ecdfebd2c326d0247a7e5b21b8e603d8ce4ecabfa624afeac2",
+    git_commit = "36304aadbd96d449f077b17820ed2179e72541e2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 27b5b4f780769aa2c0dc4330dbe50d9b2c6f451c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2024 00:01:43 -0700
Subject: [PATCH 7419/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfebeb35-c025-40a2-ab3d-05632b1a6374

PiperOrigin-RevId: 627976175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cdd73457996..96521943a34 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5293ca33600131ecdfebd2c326d0247a7e5b21b8e603d8ce4ecabfa624afeac2",
-    git_commit = "36304aadbd96d449f077b17820ed2179e72541e2",
+    sha256 = "ce54cf9f4e560087ba2e1ee5b763b978d57ef1bd73a8c27c71407658be448c81",
+    git_commit = "1cb40335c062af78e265a11a9c961b82056c0354",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 215af260c5c36cd0a44cde928fd3f2c638c24a21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 25 Apr 2024 18:01:34 -0700
Subject: [PATCH 7420/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ea803e0-4898-4fdc-8272-d2d301c2cea6

PiperOrigin-RevId: 628247185
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96521943a34..c603641669b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce54cf9f4e560087ba2e1ee5b763b978d57ef1bd73a8c27c71407658be448c81",
-    git_commit = "1cb40335c062af78e265a11a9c961b82056c0354",
+    sha256 = "364cc28d1907a126a5ec2e97316a9adbaad37356ec6611d49578af62c1d0feb3",
+    git_commit = "c977e63b30d098344351b48e61c173afe5a2c6a9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d65bb9220b7b51bd4653456fb5ba1226b89a42f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2024 00:01:58 -0700
Subject: [PATCH 7421/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/41fea68f-a5d9-4744-b60b-bc10a151c27a

PiperOrigin-RevId: 628311504
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c603641669b..097321e60b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "364cc28d1907a126a5ec2e97316a9adbaad37356ec6611d49578af62c1d0feb3",
-    git_commit = "c977e63b30d098344351b48e61c173afe5a2c6a9",
+    sha256 = "a73c3c1b0c59df81ecba3432c9a962b3dba4b810630ff434be32d5b5f37f5bb3",
+    git_commit = "ba092d9042738d17c0ae2a58cb47251b50e131b3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc1ee22553355db970dbba9ae9f200d4b027d43a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2024 06:02:05 -0700
Subject: [PATCH 7422/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c1607f02-5e85-402a-8c34-736aefcaf22b

PiperOrigin-RevId: 628382217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 097321e60b3..0f28b8919bb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a73c3c1b0c59df81ecba3432c9a962b3dba4b810630ff434be32d5b5f37f5bb3",
-    git_commit = "ba092d9042738d17c0ae2a58cb47251b50e131b3",
+    sha256 = "e86cc607dcd422ad83dab28776c7a764f647e53a8ca6b1aa12f7745a04dd6221",
+    git_commit = "b0d5e74c635ef61a512df54222d31e981de8d236",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 067d85039b4442ccd1672b4aa96d3592335dd1b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2024 12:08:04 -0700
Subject: [PATCH 7423/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5934c69-4953-4ffd-b011-8bc004f44aca

PiperOrigin-RevId: 628473933
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f28b8919bb..54accb511fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e86cc607dcd422ad83dab28776c7a764f647e53a8ca6b1aa12f7745a04dd6221",
-    git_commit = "b0d5e74c635ef61a512df54222d31e981de8d236",
+    sha256 = "0518dd15b8f8da582e2d97066883a928a6c6c588f4ad203b88922936ba3f3252",
+    git_commit = "f9834ce439a00930d45c274d6a8fae0861eed4e8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 14ce91115cead955d9ce973866b48373a2ad52db Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Fri, 26 Apr 2024 16:54:06 -0700
Subject: [PATCH 7424/8103] Update comment in tfrt_saved_model_factory.h for
 wrong param name.

PiperOrigin-RevId: 628545017
---
 .../servables/tensorflow/tfrt_saved_model_factory.h            | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 73285dbc520..38c6021f2ce 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -67,8 +67,7 @@ class TfrtSavedModelFactory {
   ///
   /// @param metadata       Metadata to be associated with the saved_model.
   /// @param path           Path to the model.
-  /// @param saved_model    Newly created SavedModel if the returned
-  /// Status is OK.
+  /// @param servable       Newly created Servable if the returned Status is OK.
   absl::Status CreateTfrtSavedModelWithMetadata(
       const Loader::Metadata& metadata, const string& path,
       std::unique_ptr<Servable>* servable);

From 1db3d22484805295347a8422a5ba3a12287f018f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Apr 2024 18:01:53 -0700
Subject: [PATCH 7425/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b9a1560b-4f8b-4276-9b1d-8b299181e832

PiperOrigin-RevId: 628558754
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54accb511fd..8471a1300f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0518dd15b8f8da582e2d97066883a928a6c6c588f4ad203b88922936ba3f3252",
-    git_commit = "f9834ce439a00930d45c274d6a8fae0861eed4e8",
+    sha256 = "ede2875b155c51a507e85a381e3a3f6672099e9195c6172a92c708333ad050fb",
+    git_commit = "7d504fa59dc7387d3032db8cfde715f6ca6d699e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 262cf3b6a3c1b5aec9aaac02fa49561991eb7fd3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2024 00:01:46 -0700
Subject: [PATCH 7426/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/79d3f05e-167e-43f6-a8e7-e57412f34442

PiperOrigin-RevId: 628613824
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8471a1300f4..e6ad341b826 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ede2875b155c51a507e85a381e3a3f6672099e9195c6172a92c708333ad050fb",
-    git_commit = "7d504fa59dc7387d3032db8cfde715f6ca6d699e",
+    sha256 = "25534a2be21c9e75f4a5bc8bb6072f12c8f49372f9e1b7ec64b9036e521f6bfe",
+    git_commit = "f0dfc0405790ea1215ad80b8405c18f51732c2ca",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d23da034c63a87f82615924cf597442b1c44905 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2024 06:01:31 -0700
Subject: [PATCH 7427/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e9aa254-3d79-4b0f-95f4-f08bfcc8db15

PiperOrigin-RevId: 628661166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6ad341b826..2e13a735fcc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25534a2be21c9e75f4a5bc8bb6072f12c8f49372f9e1b7ec64b9036e521f6bfe",
-    git_commit = "f0dfc0405790ea1215ad80b8405c18f51732c2ca",
+    sha256 = "40b9042abb1d0bfe0d534994f38ca71c148294b5aaee049883fc19b92ddbf910",
+    git_commit = "a31dc6e9a16ae52369ad0d7e6c22dd3f60190505",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 81078e5a1bd41752f23e03599b466ee4969f65c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2024 12:01:36 -0700
Subject: [PATCH 7428/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b64b383-fbdb-4ffe-a8de-2d70bddf2b27

PiperOrigin-RevId: 628703048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e13a735fcc..41f72755935 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "40b9042abb1d0bfe0d534994f38ca71c148294b5aaee049883fc19b92ddbf910",
-    git_commit = "a31dc6e9a16ae52369ad0d7e6c22dd3f60190505",
+    sha256 = "925faadb0cacf833f40ff43b9e6153fd1d0f600f27c2c82a1df714b34ded86a7",
+    git_commit = "3fea7b6cc7d52a9a8d57938849f1cf1b3eeabc37",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9dc7c13493a2ca5b0626f7a749719042657c0f7b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Apr 2024 18:01:30 -0700
Subject: [PATCH 7429/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cd3c402e-8324-4d40-9827-4de097e4f7e4

PiperOrigin-RevId: 628742325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41f72755935..d0728068225 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "925faadb0cacf833f40ff43b9e6153fd1d0f600f27c2c82a1df714b34ded86a7",
-    git_commit = "3fea7b6cc7d52a9a8d57938849f1cf1b3eeabc37",
+    sha256 = "d83108851c3ec5d6295a8470070a48420812ec330c3bd8b3eca10994563abb50",
+    git_commit = "32520d4ba0210e198747237d0bd01120d5106a00",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6babd8e9af8e7208f92291f657339e10b51b24b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2024 00:01:50 -0700
Subject: [PATCH 7430/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4aa53b7-d24a-46ae-b3c3-86be39c3667f

PiperOrigin-RevId: 628789064
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d0728068225..9b395eca94a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d83108851c3ec5d6295a8470070a48420812ec330c3bd8b3eca10994563abb50",
-    git_commit = "32520d4ba0210e198747237d0bd01120d5106a00",
+    sha256 = "d813fd97d83cf42a98e6500b1c082779488ac0d3f104540787a90c84dee207ee",
+    git_commit = "a4136e7d025ba747ceb5f0884f95ad38b29bcc7c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c3cc8548d257aae1dd377f35bca27d715ed80fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2024 06:01:28 -0700
Subject: [PATCH 7431/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f36eb322-db1d-491e-be8a-6ce5081e5fb2

PiperOrigin-RevId: 628835411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9b395eca94a..979e31656a7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d813fd97d83cf42a98e6500b1c082779488ac0d3f104540787a90c84dee207ee",
-    git_commit = "a4136e7d025ba747ceb5f0884f95ad38b29bcc7c",
+    sha256 = "4ad82e40968b7ab35574ec0fe78bdba45ff981cb80ec4838886f7066cb4671cf",
+    git_commit = "269682c10ddd76c9544d804b04da054e082b7dc1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1a36db35a92644b4bc1d12027bd70c2a8c6b587 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2024 12:01:37 -0700
Subject: [PATCH 7432/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6c78f77a-c452-42c9-a4a4-bdce4dc2eea8

PiperOrigin-RevId: 628877862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 979e31656a7..6970b94d3c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ad82e40968b7ab35574ec0fe78bdba45ff981cb80ec4838886f7066cb4671cf",
-    git_commit = "269682c10ddd76c9544d804b04da054e082b7dc1",
+    sha256 = "8b1035f5c25adc0391063178a79208d42c92cfef396ec6dcbfb4412e889853cd",
+    git_commit = "34c1c68abbf652a91568962908062551dee3b70f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0bfaf6ad6a0cbf7aed21ba75a172c4d7aa9efaee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Apr 2024 18:01:36 -0700
Subject: [PATCH 7433/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/34c14e6f-010d-481b-8430-e04de8aeec66

PiperOrigin-RevId: 628919037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6970b94d3c8..291ad3730b6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b1035f5c25adc0391063178a79208d42c92cfef396ec6dcbfb4412e889853cd",
-    git_commit = "34c1c68abbf652a91568962908062551dee3b70f",
+    sha256 = "a922e21b1baad203a7fef9afd8e5b9faa8deb50594486b3764648a152d4da84e",
+    git_commit = "1c8c76459c2fc976d5e28028906c00357d93198b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d85a86e07498fe6b5899c5ee64ed78f036bd2a1b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2024 00:01:48 -0700
Subject: [PATCH 7434/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c47c115-fff2-4592-ac95-c36b0bb01cf8

PiperOrigin-RevId: 628973892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 291ad3730b6..a2764d86219 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a922e21b1baad203a7fef9afd8e5b9faa8deb50594486b3764648a152d4da84e",
-    git_commit = "1c8c76459c2fc976d5e28028906c00357d93198b",
+    sha256 = "11cf7d4da3134757f541a03e1d3badcdc707f1b4da26c8afb6f47b815d002df6",
+    git_commit = "57f87057403e06651ef534663b15ec96188e9793",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 62248b8d18897ee7fbdf3871128e661df9c80a91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2024 05:59:48 -0700
Subject: [PATCH 7435/8103] Automated Code Change

PiperOrigin-RevId: 629043207
---
 tensorflow_serving/sources/storage_path/BUILD | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 4f65aca947b..0507af58236 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -26,9 +26,7 @@ cc_library(
     name = "static_storage_path_source",
     srcs = ["static_storage_path_source.cc"],
     hdrs = ["static_storage_path_source.h"],
-    visibility = [
-        "//visibility:public",
-    ],
+    visibility = ["//visibility:private"],
     deps = [
         ":static_storage_path_source_cc_proto",
         "//tensorflow_serving/core:servable_data",
@@ -43,7 +41,7 @@ serving_proto_library(
     name = "static_storage_path_source_proto",
     srcs = ["static_storage_path_source.proto"],
     cc_api_version = 2,
-    visibility = ["//visibility:public"],
+    visibility = ["//visibility:private"],
 )
 
 cc_test(

From 0289b084c0cb286c056176af62b358608a24c9d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2024 06:01:40 -0700
Subject: [PATCH 7436/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fb81d90e-2eda-4004-8494-3d372544981f

PiperOrigin-RevId: 629043662
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2764d86219..1ecb9577e4e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11cf7d4da3134757f541a03e1d3badcdc707f1b4da26c8afb6f47b815d002df6",
-    git_commit = "57f87057403e06651ef534663b15ec96188e9793",
+    sha256 = "06c0703f65d8e18f4a2817ccc9bab4236e70e2a5474a17177bca7d1b1418b8b0",
+    git_commit = "1900ed7aba818f29cf0839e7ef32e2f81dd5de7b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7b94884e76876a73b49f515e74c41c02f1c0d355 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2024 12:01:47 -0700
Subject: [PATCH 7437/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8d492df-2bd3-4653-942f-a89144694a37

PiperOrigin-RevId: 629142177
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1ecb9577e4e..075680c4290 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06c0703f65d8e18f4a2817ccc9bab4236e70e2a5474a17177bca7d1b1418b8b0",
-    git_commit = "1900ed7aba818f29cf0839e7ef32e2f81dd5de7b",
+    sha256 = "e702e284b64bdd21bad9c2886eb5a48bb318d8108ab3382199f17ee0ad4875dd",
+    git_commit = "caf60e7297387fb07b9f535604d655461c323da7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d63c0e1328a466dfa203682c0e1f6e734c083cdb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Apr 2024 18:01:40 -0700
Subject: [PATCH 7438/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2524a993-ab22-4389-a95a-b651dcda3fd4

PiperOrigin-RevId: 629242991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 075680c4290..27ecd4211f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e702e284b64bdd21bad9c2886eb5a48bb318d8108ab3382199f17ee0ad4875dd",
-    git_commit = "caf60e7297387fb07b9f535604d655461c323da7",
+    sha256 = "f5a5adcd9bb30d8f5000ca5b726c4ce3eaeb1c56fb9b9088c7597683e5945c14",
+    git_commit = "64049c8af1ecb560781e53e8a383a48d34d8069d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ad7670b25bccc151b5946418e745e83617d9b923 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2024 00:01:35 -0700
Subject: [PATCH 7439/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b82fbd5e-2368-49ce-9fcb-f37ec3804921

PiperOrigin-RevId: 629312866
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 27ecd4211f2..e9b0e99522b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f5a5adcd9bb30d8f5000ca5b726c4ce3eaeb1c56fb9b9088c7597683e5945c14",
-    git_commit = "64049c8af1ecb560781e53e8a383a48d34d8069d",
+    sha256 = "5509fc47024c74405dd62742f81764d314ae248129c40d84e6abeca86e933e28",
+    git_commit = "d271a37b6fed678725057af2bfe9db9af6844f9d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6245380dd6ecd078b51ba2da83018867486f0aa4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2024 06:01:44 -0700
Subject: [PATCH 7440/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bfc307a8-594b-4c70-9813-300d3c92a608

PiperOrigin-RevId: 629387270
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9b0e99522b..e3114b0c724 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5509fc47024c74405dd62742f81764d314ae248129c40d84e6abeca86e933e28",
-    git_commit = "d271a37b6fed678725057af2bfe9db9af6844f9d",
+    sha256 = "27c53da8071d324562774af82ae120d9a468fb5f5c1c471f9c8537a94681200a",
+    git_commit = "6b11e6039b1ca446d5d55e83200131f341cc9c84",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a6d100ff783bb40e347de8b67482f1d7f1c86bf4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2024 12:01:44 -0700
Subject: [PATCH 7441/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db593a5f-da4c-4b5f-83f7-bc91077ea30f

PiperOrigin-RevId: 629486696
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3114b0c724..f087ce668b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27c53da8071d324562774af82ae120d9a468fb5f5c1c471f9c8537a94681200a",
-    git_commit = "6b11e6039b1ca446d5d55e83200131f341cc9c84",
+    sha256 = "5f1c78c8ef26e76820441e3e5d575b2b2c4f744be09d5899813628439b1cf18c",
+    git_commit = "7ec3b830f7a02f48b02e4c4f7d3e8f8e56d5300c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d0940a21f27ab144478116fa75ffc39fe942a510 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 30 Apr 2024 13:10:35 -0700
Subject: [PATCH 7442/8103] no-op

PiperOrigin-RevId: 629506200
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 8154608df5e..c4aafaf612a 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -14,6 +14,7 @@ package_group(
         "//platforms/gsys/...",
         "//platforms/redfish/...",
         "//platforms/syshealth/shdc/...",
+        "//security/loas/l2/internal/service/notar/...",
         "//third_party/ebpf_transport_monitoring/...",
     ],
 )

From 2cda80ac6c30fe09e41a414669579d2d35460880 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 30 Apr 2024 17:41:16 -0700
Subject: [PATCH 7443/8103] Upgraded libevent to 2.1.12.  Fixed minor bug in
 EvHTTPServer.

If the event queue is empty, event_base_dispatch returns -1, resulting in an incorrect call to DecOps.  The code here is expecting a blocking call, so we replace event_base_dispatch, which is just a wrapper for event_base_loop(0), with event_base_loop(EVLOOP_NO_EXIT_ON_EMPTY).

This bug manifests in the upgrade from where 2.1.8 to 2.1.12, where a race in event handling in ActiveRequestCountInShutdown results in event_base_dispatch being called on an empty queue.  This yields an incorrect decrement, and allowing the condition '*count <= 1;' in WaitForTerminationWithTimeout to pass through.  The 'count == 0'  condition below it is never reached, resulting in timeout, since the original event_base_dispatch never consumed an in-flight event.

PiperOrigin-RevId: 629578601
---
 .../util/net_http/server/internal/evhttp_server.cc          | 4 ++--
 tensorflow_serving/workspace.bzl                            | 6 +++---
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index d106d46a0ba..3fcc64c0ff7 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -248,8 +248,8 @@ bool EvHTTPServer::StartAcceptingRequests() {
   IncOps();
   server_options_->executor()->Schedule([this]() {
     NET_LOG(INFO, "Entering the event loop ...");
-    int result = event_base_dispatch(ev_base_);
-    NET_LOG(INFO, "event_base_dispatch() exits with value %d", result);
+    int result = event_base_loop(ev_base_, EVLOOP_NO_EXIT_ON_EMPTY);
+    NET_LOG(INFO, "event_base_loop() exits with value %d", result);
 
     DecOps();
   });
diff --git a/tensorflow_serving/workspace.bzl b/tensorflow_serving/workspace.bzl
index 6d91f61f366..c7b7a8966b7 100644
--- a/tensorflow_serving/workspace.bzl
+++ b/tensorflow_serving/workspace.bzl
@@ -36,9 +36,9 @@ def tf_serving_workspace():
     # ===== libevent (libevent.org) dependency =====
     http_archive(
         name = "com_github_libevent_libevent",
-        url = "https://github.com/libevent/libevent/archive/release-2.1.8-stable.zip",
-        sha256 = "70158101eab7ed44fd9cc34e7f247b3cae91a8e4490745d9d6eb7edc184e4d96",
-        strip_prefix = "libevent-release-2.1.8-stable",
+        url = "https://github.com/libevent/libevent/archive/release-2.1.12-stable.zip",
+        sha256 = "8836ad722ab211de41cb82fe098911986604f6286f67d10dfb2b6787bf418f49",
+        strip_prefix = "libevent-release-2.1.12-stable",
         build_file = "@//third_party/libevent:BUILD",
     )
 

From 51b1f6ef37cb219206c7f040bd332f5e89699451 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2024 00:01:50 -0700
Subject: [PATCH 7444/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a5c3090-f129-4e85-854f-6dcef54c4237

PiperOrigin-RevId: 629643078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f087ce668b3..b65b18c712f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5f1c78c8ef26e76820441e3e5d575b2b2c4f744be09d5899813628439b1cf18c",
-    git_commit = "7ec3b830f7a02f48b02e4c4f7d3e8f8e56d5300c",
+    sha256 = "981f15fe50bcf489da234d4f9364030fce78da4b26bf486bacd418b8be5cfcb2",
+    git_commit = "8808c114c36b2dccef13271f91faddf9901c0785",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ff4f3683e863a7d2aaf8c604aa379dc0e11b0b4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2024 06:02:03 -0700
Subject: [PATCH 7445/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/433887c4-17a2-4ab4-b595-792fe7b08c30

PiperOrigin-RevId: 629702474
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b65b18c712f..dacf19d58ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "981f15fe50bcf489da234d4f9364030fce78da4b26bf486bacd418b8be5cfcb2",
-    git_commit = "8808c114c36b2dccef13271f91faddf9901c0785",
+    sha256 = "2562f35c60bc9e884674fb568bf32718a0bff9830ec5792eed47642f91f59792",
+    git_commit = "18e9caed923ca81d72875190ea32e1f4a7e0df81",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a2157f39598b85d827b819e24cc1449a45693627 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2024 12:02:01 -0700
Subject: [PATCH 7446/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/65ab9063-4714-4e85-b772-741236533d75

PiperOrigin-RevId: 629793304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dacf19d58ac..c97f00e590f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2562f35c60bc9e884674fb568bf32718a0bff9830ec5792eed47642f91f59792",
-    git_commit = "18e9caed923ca81d72875190ea32e1f4a7e0df81",
+    sha256 = "4812586f3f6365f984cf6b7e8c18c66f432e120193a418990a8c72733096047e",
+    git_commit = "b91a45a8104848096cc86be479d2b1c162362a39",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 664fa9bf82ae159c384f9940ff7627b94d9f15b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 1 May 2024 18:01:29 -0700
Subject: [PATCH 7447/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf508025-accd-4fd2-994a-547f570e5829

PiperOrigin-RevId: 629894289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c97f00e590f..9363abf07fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4812586f3f6365f984cf6b7e8c18c66f432e120193a418990a8c72733096047e",
-    git_commit = "b91a45a8104848096cc86be479d2b1c162362a39",
+    sha256 = "f2c8472b576c27f16b99c375f0ffc695f40deed3857dcff1c73d9220a9c0874f",
+    git_commit = "b4345da2808173fdf6dd43f0b45e9fee7d13082b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67a2e49533bc8fd26f994b3b2a7be0589e06f5d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2024 00:03:31 -0700
Subject: [PATCH 7448/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0c8c59ed-3c2a-4d55-9dd0-cf97fbe8466f

PiperOrigin-RevId: 629966033
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9363abf07fd..78c3d40aa9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f2c8472b576c27f16b99c375f0ffc695f40deed3857dcff1c73d9220a9c0874f",
-    git_commit = "b4345da2808173fdf6dd43f0b45e9fee7d13082b",
+    sha256 = "78464a7f9968da10eea7b86f10c0332d4c57c26638ff94ccf5139181c6d1989a",
+    git_commit = "c3dd7b029c1a0d0ed5247b1c836b4c7f5fed2d92",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 151ead15bec118aa5a013a1d702212e455b8c9b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2024 06:01:47 -0700
Subject: [PATCH 7449/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/355641d4-2cf6-41fd-b6f5-907a2ef345f6

PiperOrigin-RevId: 630038869
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 78c3d40aa9b..51203054f9b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "78464a7f9968da10eea7b86f10c0332d4c57c26638ff94ccf5139181c6d1989a",
-    git_commit = "c3dd7b029c1a0d0ed5247b1c836b4c7f5fed2d92",
+    sha256 = "bb794767f3ab481138b80d2e08de7bc58562b0a7a47ea9ee9b09a1469e71b95f",
+    git_commit = "eac8eda29b30c4451329d7f46a6eb88c8147a193",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a4cb15639aea413ff9f7886afb84db0508aeda02 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2024 12:01:44 -0700
Subject: [PATCH 7450/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fba32174-c8b8-41d7-b0bd-89f4ca525181

PiperOrigin-RevId: 630136877
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51203054f9b..467b16a87f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bb794767f3ab481138b80d2e08de7bc58562b0a7a47ea9ee9b09a1469e71b95f",
-    git_commit = "eac8eda29b30c4451329d7f46a6eb88c8147a193",
+    sha256 = "6fd7994e1f66ffedcd0e3744a1d8a9a91e32edee53e46b26d910024afdc6bab0",
+    git_commit = "de1ee866351f7b78fb75280c17515ffe16c42148",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 03328a62f8a8afef316a5cc9a17f83eb785fea97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 May 2024 18:03:10 -0700
Subject: [PATCH 7451/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e26d7ed-c59f-4d4d-a7ca-505a769f5111

PiperOrigin-RevId: 630232356
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 467b16a87f7..ad4b1a99d78 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fd7994e1f66ffedcd0e3744a1d8a9a91e32edee53e46b26d910024afdc6bab0",
-    git_commit = "de1ee866351f7b78fb75280c17515ffe16c42148",
+    sha256 = "337120b6486b245ef68f94e22fe7a2ee08a9729377ca188ffe89957ef73320b4",
+    git_commit = "b8d9c8f19ac1824ed2c3c457e0785c6d2eb21180",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6d280965328a8dd6c430301a30ebc3aac460dbf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2024 00:02:02 -0700
Subject: [PATCH 7452/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2aac051a-f733-4799-88e8-f2ba9ae8e6cc

PiperOrigin-RevId: 630299170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ad4b1a99d78..325d5ea23f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "337120b6486b245ef68f94e22fe7a2ee08a9729377ca188ffe89957ef73320b4",
-    git_commit = "b8d9c8f19ac1824ed2c3c457e0785c6d2eb21180",
+    sha256 = "74c6b4b56c81255a5b37de6a54db450bb651607fe881fd09ae10b78f28a14e58",
+    git_commit = "074e18a2b67453c9a98831be64b0183b229f169d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 97f3374bb79664c357b141281fb721378625d3c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2024 06:01:37 -0700
Subject: [PATCH 7453/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ebdf8cac-565a-4a24-914d-4c4816d94c2a

PiperOrigin-RevId: 630367613
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 325d5ea23f6..eb23d0e5dae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "74c6b4b56c81255a5b37de6a54db450bb651607fe881fd09ae10b78f28a14e58",
-    git_commit = "074e18a2b67453c9a98831be64b0183b229f169d",
+    sha256 = "36f06fa544f7dcd7d5f1ec71a7bb3f2f4701c7ea7b86b3b4fd72fdbe4f394cb6",
+    git_commit = "4a72e4479392b527672bf8df46923d2e4f6b2a01",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f28bb9281e3ae56f46189410a0b47bd0b983c9c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2024 12:01:39 -0700
Subject: [PATCH 7454/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0b1137c2-f2d6-4da9-a042-1eebf9de62ca

PiperOrigin-RevId: 630457755
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb23d0e5dae..866eefb4df3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "36f06fa544f7dcd7d5f1ec71a7bb3f2f4701c7ea7b86b3b4fd72fdbe4f394cb6",
-    git_commit = "4a72e4479392b527672bf8df46923d2e4f6b2a01",
+    sha256 = "00821b856f9324562ce263fe357a0d6e9f9e1dacd967d50a0f4baefc0dc9b05e",
+    git_commit = "3b98989c820bbe76958c6abf86b9c78bf0024a94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 809076337b49210e9d85bd966c4159f91980886a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 3 May 2024 18:01:36 -0700
Subject: [PATCH 7455/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/010428c3-49a7-43fc-9256-58117d0c8acc

PiperOrigin-RevId: 630545183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 866eefb4df3..a09682c0152 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "00821b856f9324562ce263fe357a0d6e9f9e1dacd967d50a0f4baefc0dc9b05e",
-    git_commit = "3b98989c820bbe76958c6abf86b9c78bf0024a94",
+    sha256 = "4cc8b7657a76a6f002af12b3398ea1539e2069c1d078e775a277366e4d4529b0",
+    git_commit = "b32bff0065bf46ef6e6409b3b7c4249a023aa810",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c37503a9e321e904a84d08e3708b2e7bb62133ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2024 00:01:51 -0700
Subject: [PATCH 7456/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e7665666-6cff-441f-a923-d210e2e77614

PiperOrigin-RevId: 630599965
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a09682c0152..6ecee8535d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4cc8b7657a76a6f002af12b3398ea1539e2069c1d078e775a277366e4d4529b0",
-    git_commit = "b32bff0065bf46ef6e6409b3b7c4249a023aa810",
+    sha256 = "202f97c57aff70515a1bb23822211c6dfa91c37a6c60706eb1a39579971d3d44",
+    git_commit = "38076ac90aa865e9f6abd2813f93bb996642f312",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a8e223ddb891ec37de479b2be127e5797030132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2024 06:03:20 -0700
Subject: [PATCH 7457/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e875374-cb37-4ba6-bc3a-767db6dfabd6

PiperOrigin-RevId: 630647029
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ecee8535d2..7abd1049e72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "202f97c57aff70515a1bb23822211c6dfa91c37a6c60706eb1a39579971d3d44",
-    git_commit = "38076ac90aa865e9f6abd2813f93bb996642f312",
+    sha256 = "02bb37e44eab7b236df523d1741f82cd536b44397de017f42a5a686b079bdaa8",
+    git_commit = "417f12fbcff31b4d3beb16c136e86d71e5758825",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e738ab018f99058ab92373b864a1a84696b8bfcd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2024 12:03:09 -0700
Subject: [PATCH 7458/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6a891136-416b-4150-afcb-42691c3de0d2

PiperOrigin-RevId: 630685586
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7abd1049e72..94c248185e7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "02bb37e44eab7b236df523d1741f82cd536b44397de017f42a5a686b079bdaa8",
-    git_commit = "417f12fbcff31b4d3beb16c136e86d71e5758825",
+    sha256 = "530bc478060f23f99c2fa046334e37363dcfaf3a9b7aa9eeb75093939b22d8d6",
+    git_commit = "81abdf68031299abed4bd7799fe9a0a835deded2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 55a4ee38539977c53223b418c22d328d5c787713 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 4 May 2024 18:01:46 -0700
Subject: [PATCH 7459/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/55da504f-cc61-4e6a-9848-f5f24be93612

PiperOrigin-RevId: 630723682
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94c248185e7..b9130ec7055 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "530bc478060f23f99c2fa046334e37363dcfaf3a9b7aa9eeb75093939b22d8d6",
-    git_commit = "81abdf68031299abed4bd7799fe9a0a835deded2",
+    sha256 = "214d57d7494b4761bd9024bc10800631b499133cc7264b25437a186d36b9e990",
+    git_commit = "cc7eee63695832f7fde239120dc3954e0c659fb7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d640e37bcfb4155dd4fae3ab34a28cd46d205803 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2024 00:02:54 -0700
Subject: [PATCH 7460/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1dc198b6-4d1f-4f8f-a116-73b5b3b45bb7

PiperOrigin-RevId: 630769242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9130ec7055..31164256e7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "214d57d7494b4761bd9024bc10800631b499133cc7264b25437a186d36b9e990",
-    git_commit = "cc7eee63695832f7fde239120dc3954e0c659fb7",
+    sha256 = "0d4f9b90600ee25ce075a06103f3bcd56f3632292f2425185aba64c2c280d7de",
+    git_commit = "c61d88bf9aaa1678b46d84eb4dde9e1d63c06d78",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fd5f02dfa43a987500361161b12ffc029b2ab246 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2024 06:01:41 -0700
Subject: [PATCH 7461/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e02d2a41-7f84-4d91-8302-006a2aaf8e5c

PiperOrigin-RevId: 630814619
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 31164256e7b..7e862a80805 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d4f9b90600ee25ce075a06103f3bcd56f3632292f2425185aba64c2c280d7de",
-    git_commit = "c61d88bf9aaa1678b46d84eb4dde9e1d63c06d78",
+    sha256 = "4455faec158299afaf38dd9ae997d136c9352de9d51b03b03c85f5c4b1940a7f",
+    git_commit = "25d9ac53401f99ce37da86132cec8b1261bd3dbb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8c37e10c65cad25a72b5b564b32f5cffd9b309d4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2024 12:01:49 -0700
Subject: [PATCH 7462/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cae3f8da-e53e-4547-b2e7-235c51706049

PiperOrigin-RevId: 630854872
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e862a80805..60ed5cf5916 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4455faec158299afaf38dd9ae997d136c9352de9d51b03b03c85f5c4b1940a7f",
-    git_commit = "25d9ac53401f99ce37da86132cec8b1261bd3dbb",
+    sha256 = "18279c44c2aae0357c04f5f2adcafc2b4a7f00d683c755fcc4cc441a4a3c4cb3",
+    git_commit = "78746b1719f2777ca8241f6404b1973ae91f4219",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 530554af5c16f394ab0e23558be9d434daa0dace Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 5 May 2024 18:01:42 -0700
Subject: [PATCH 7463/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93c8dec3-288a-47c0-8173-97d3c6c75b5c

PiperOrigin-RevId: 630895681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 60ed5cf5916..754f1afb5ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18279c44c2aae0357c04f5f2adcafc2b4a7f00d683c755fcc4cc441a4a3c4cb3",
-    git_commit = "78746b1719f2777ca8241f6404b1973ae91f4219",
+    sha256 = "59816f830f6df2287d4cffc79fca1885c25dec1345ecd21b3b64c649c28c6229",
+    git_commit = "23246d805443670f41ef386a47d8328edf475b34",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 78453d627ab42775f9182815f1edab1ee7c2c029 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2024 00:02:02 -0700
Subject: [PATCH 7464/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/db10b5ba-a8da-4a5d-ba98-d82c2c68f472

PiperOrigin-RevId: 630947487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 754f1afb5ac..d4acf911600 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59816f830f6df2287d4cffc79fca1885c25dec1345ecd21b3b64c649c28c6229",
-    git_commit = "23246d805443670f41ef386a47d8328edf475b34",
+    sha256 = "6fc20018915d8acc9328eefc584268567cae8a87db69d30034bd2eb30f8347b9",
+    git_commit = "22b4b02c9714c717808a2a957788f7816ad1a17d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5bb222f7853524040b63ed5faf4ee2973d7938b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2024 01:29:12 -0700
Subject: [PATCH 7465/8103] Automated Code Change

PiperOrigin-RevId: 630964749
---
 .../tensorflow/tflite_interpreter_pool_test.cc        | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index caae2cd762f..bf314c86389 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -164,15 +164,16 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   auto* tflite_tensor = wrapped->tensor(indices[0]);
   ASSERT_EQ(tflite_tensor->type, kTfLiteFloat32);
   ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
-  EXPECT_THAT(ArraySlice<float>(ExtractVector<float>(tflite_tensor).data(),
-                                actual_batch_size),
-              ::testing::ElementsAreArray(expected_floats));
+  EXPECT_THAT(
+      absl::Span<const float>(ExtractVector<float>(tflite_tensor).data(),
+                              actual_batch_size),
+      ::testing::ElementsAreArray(expected_floats));
   tflite_tensor = wrapped->tensor(indices[1]);
   ASSERT_EQ(tflite_tensor->type, kTfLiteString);
   ASSERT_EQ(GetTensorSize(tflite_tensor), fixed_batch_size);
   EXPECT_THAT(
-      ArraySlice<std::string>(ExtractVector<std::string>(tflite_tensor).data(),
-                              actual_batch_size),
+      absl::Span<const std::string>(
+          ExtractVector<std::string>(tflite_tensor).data(), actual_batch_size),
       ::testing::ElementsAreArray(expected_strs));
 }
 

From ca2917652c415d62e57b90956d2bdb24945ea544 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2024 06:03:09 -0700
Subject: [PATCH 7466/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7a9353a5-f267-4c25-92a4-ea0f315995c2

PiperOrigin-RevId: 631020183
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d4acf911600..7988bf435b3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6fc20018915d8acc9328eefc584268567cae8a87db69d30034bd2eb30f8347b9",
-    git_commit = "22b4b02c9714c717808a2a957788f7816ad1a17d",
+    sha256 = "efa7643b48ae87fa58909e3f01036bf96f67930d5a76e4d4cff26b9b6335ffbb",
+    git_commit = "85cbee52d4712a2cb22d791480484e79f5011a96",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 312cc035d3c5c64f9016119b9a85540f033c1b0d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2024 12:03:23 -0700
Subject: [PATCH 7467/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a0678945-dd2c-4276-a2a3-9ca3855841c6

PiperOrigin-RevId: 631140938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7988bf435b3..764ee052e18 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "efa7643b48ae87fa58909e3f01036bf96f67930d5a76e4d4cff26b9b6335ffbb",
-    git_commit = "85cbee52d4712a2cb22d791480484e79f5011a96",
+    sha256 = "34d2bf941a61051ec446688da1d578ef1a5fe019f163edd5d51a919bad169152",
+    git_commit = "5de78a3623b50bd90788aece0f524ef54357f600",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 84512c8a4ff0030a287b9b2706aaef841970bbac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 6 May 2024 18:03:03 -0700
Subject: [PATCH 7468/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48414d30-cb64-48f0-8d71-5f0f9875baeb

PiperOrigin-RevId: 631244517
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 764ee052e18..daabeed7689 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "34d2bf941a61051ec446688da1d578ef1a5fe019f163edd5d51a919bad169152",
-    git_commit = "5de78a3623b50bd90788aece0f524ef54357f600",
+    sha256 = "954edd48dae1051d184e47f7bb0abb76e57276736ca9921e6630d737c137f1ac",
+    git_commit = "1082ba821241a1a99bc462a5e91c271113baab30",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 749007b9f94da6ab6ef3ed0dcfb3e19829f27298 Mon Sep 17 00:00:00 2001
From: Kuangyuan Chen <chky@google.com>
Date: Mon, 6 May 2024 20:47:53 -0700
Subject: [PATCH 7469/8103] Introduce RequestRecorder in tfrt_servable so that
 implementation can record customized costs and metrics.

PiperOrigin-RevId: 631276287
---
 .../tensorflow/tfrt_saved_model_factory.cc    | 10 +++++--
 .../tensorflow/tfrt_saved_model_factory.h     | 17 ++++++++++-
 .../servables/tensorflow/tfrt_servable.cc     | 15 ++++++++--
 .../servables/tensorflow/tfrt_servable.h      | 29 ++++++++++++++++++-
 4 files changed, 64 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 6805d1e8b28..91830dd16cc 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -301,7 +301,8 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
 
   *servable = std::make_unique<TfrtSavedModelServable>(
       metadata.servable_id.name, metadata.servable_id.version, config_,
-      saved_model_config, std::move(saved_model), thread_pool_factory_.get());
+      saved_model_config, std::move(saved_model), thread_pool_factory_.get(),
+      recorder_creator_);
 
   return absl::OkStatus();
 }
@@ -309,10 +310,13 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
 TfrtSavedModelFactory::TfrtSavedModelFactory(
     const TfrtSavedModelConfig& config,
     std::shared_ptr<Batcher> batch_scheduler,
-    std::unique_ptr<ThreadPoolFactory> thread_pool_factory)
+    std::unique_ptr<ThreadPoolFactory> thread_pool_factory,
+    std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+        recorder_creator)
     : config_(config),
       batch_scheduler_(batch_scheduler),
-      thread_pool_factory_(std::move(thread_pool_factory)) {}
+      thread_pool_factory_(std::move(thread_pool_factory)),
+      recorder_creator_(std::move(recorder_creator)) {}
 
 TfrtSavedModelFactoryRegistry::TfrtSavedModelFactoryRegistry() {
   factory_create_fn_ = [](const TfrtSavedModelConfig& config) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 38c6021f2ce..d3d868faaaa 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
 
+#include <functional>
 #include <memory>
 #include <string>
 
@@ -51,7 +52,18 @@ class TfrtSavedModelFactory {
 
   TfrtSavedModelFactory(const TfrtSavedModelConfig& config,
                         std::shared_ptr<Batcher> batch_scheduler,
-                        std::unique_ptr<ThreadPoolFactory> thread_pool_factory);
+                        std::unique_ptr<ThreadPoolFactory> thread_pool_factory)
+      : TfrtSavedModelFactory(config, std::move(batch_scheduler),
+                              std::move(thread_pool_factory),
+                              [](TfrtSavedModelServable&) { return nullptr; }) {
+  }
+
+  TfrtSavedModelFactory(
+      const TfrtSavedModelConfig& config,
+      std::shared_ptr<Batcher> batch_scheduler,
+      std::unique_ptr<ThreadPoolFactory> thread_pool_factory,
+      std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+          recorder_creator);
 
   virtual ~TfrtSavedModelFactory();
 
@@ -119,6 +131,9 @@ class TfrtSavedModelFactory {
   // nullptr and then the default Tensorflow threadpools should be used.
   std::unique_ptr<ThreadPoolFactory> thread_pool_factory_;
 
+  std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+      recorder_creator_ = [](TfrtSavedModelServable&) { return nullptr; };
+
   TF_DISALLOW_COPY_AND_ASSIGN(TfrtSavedModelFactory);
 };
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 18f3cac8671..6e485be76bd 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <stdint.h>
 
+#include <functional>
 #include <memory>
 #include <string>
 #include <unordered_set>
@@ -61,11 +62,14 @@ TfrtSavedModelServable::TfrtSavedModelServable(
     absl::string_view name, int64_t version, const TfrtSavedModelConfig& config,
     const SavedModelConfig& model_config,
     std::unique_ptr<tfrt_stub::SavedModel> saved_model,
-    ThreadPoolFactory* thread_pool_factory)
+    ThreadPoolFactory* thread_pool_factory,
+    std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+        recorder_creator)
     : Servable(name, version, model_config.critical()),
       saved_model_(std::move(saved_model)),
       config_(config),
-      thread_pool_factory_(thread_pool_factory) {
+      thread_pool_factory_(thread_pool_factory),
+      recorder_creator_(std::move(recorder_creator)) {
   switch (config_.predict_response_tensor_serialization_option()) {
     case TfrtSavedModelConfig::AS_PROTO_FIELD: {
       predict_response_tensor_serialization_option_ =
@@ -101,6 +105,7 @@ absl::Status TfrtSavedModelServable::Classify(
     const RunOptions& run_options, const ClassificationRequest& request,
     ClassificationResponse* response) {
   TRACELITERAL("TfrtSavedModelServable::Classify");
+  auto recorder = CreateRecorder();
   return RunClassify(GetTFRTSavedModelRunOptions(run_options), version(),
                      saved_model_.get(), request, response);
 }
@@ -109,6 +114,7 @@ absl::Status TfrtSavedModelServable::Regress(const RunOptions& run_options,
                                              const RegressionRequest& request,
                                              RegressionResponse* response) {
   TRACELITERAL("TfrtSavedModelServable::Regress");
+  auto recorder = CreateRecorder();
   return RunRegress(GetTFRTSavedModelRunOptions(run_options), version(),
                     saved_model_.get(), request, response);
 }
@@ -117,6 +123,7 @@ absl::Status TfrtSavedModelServable::Predict(const RunOptions& run_options,
                                              const PredictRequest& request,
                                              PredictResponse* response) {
   TRACELITERAL("TfrtSavedModelServable::Predict");
+  auto recorder = CreateRecorder();
   return internal::RunPredict(
       GetTFRTSavedModelRunOptions(run_options), version(),
       predict_response_tensor_serialization_option_, saved_model_.get(),
@@ -132,6 +139,7 @@ TfrtSavedModelServable::PredictStreamed(
     const RunOptions& run_options,
     absl::AnyInvocable<void(absl::StatusOr<PredictResponse>)>
         response_callback) {
+  auto recorder = CreateRecorder();
   return std::make_unique<SingleRequestPredictStreamedContext>(
       [this, run_options, response_callback = std::move(response_callback)](
           const PredictRequest& request) mutable -> absl::Status {
@@ -186,6 +194,7 @@ absl::Status TfrtSavedModelServable::MultiInference(
     const RunOptions& run_options, const MultiInferenceRequest& request,
     MultiInferenceResponse* response) {
   TRACELITERAL("TfrtSavedModelServable::MultiInference");
+  auto recorder = CreateRecorder();
   return RunMultiInference(GetTFRTSavedModelRunOptions(run_options), version(),
                            saved_model_.get(), request, response);
 }
@@ -205,6 +214,8 @@ absl::Status ValidateGetModelMetadataRequest(
 
 }  // namespace
 
+RequestRecorder::~RequestRecorder() = default;
+
 absl::Status TfrtSavedModelServable::GetModelMetadata(
     const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
index dfd884ec09f..8b716014c47 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SERVABLE_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SERVABLE_H_
 
+#include <functional>
 #include <memory>
 #include <string>
 
@@ -39,6 +40,13 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+// The RequestRecorder interface for implementations to inject custom metric and
+// cost reporting.
+class RequestRecorder {
+ public:
+  virtual ~RequestRecorder();
+};
+
 // Implements PredictionService`-like interface for a single SavedModel based on
 // `tensorflow::tfrt_stub::SavedModel`. Executables are lazily compiled on its
 // first use and cached. This class is thread-safe.
@@ -48,7 +56,19 @@ class TfrtSavedModelServable : public Servable {
                          const TfrtSavedModelConfig& config,
                          const SavedModelConfig& model_config,
                          std::unique_ptr<tfrt_stub::SavedModel> saved_model,
-                         ThreadPoolFactory* thread_pool_factory);
+                         ThreadPoolFactory* thread_pool_factory)
+      : TfrtSavedModelServable(
+            name, version, config, model_config, std::move(saved_model),
+            thread_pool_factory,
+            [](TfrtSavedModelServable&) { return nullptr; }) {}
+
+  TfrtSavedModelServable(
+      absl::string_view name, int64_t version,
+      const TfrtSavedModelConfig& config, const SavedModelConfig& model_config,
+      std::unique_ptr<tfrt_stub::SavedModel> saved_model,
+      ThreadPoolFactory* thread_pool_factory,
+      std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+          recorder_creator);
 
   absl::Status Classify(const RunOptions& run_options,
                         const ClassificationRequest& request,
@@ -80,6 +100,10 @@ class TfrtSavedModelServable : public Servable {
   tfrt_stub::SavedModel::RunOptions GetTFRTSavedModelRunOptions(
       const Servable::RunOptions& run_options) const;
 
+  std::unique_ptr<RequestRecorder> CreateRecorder() {
+    return recorder_creator_(*this);
+  }
+
   std::unique_ptr<tfrt_stub::SavedModel> saved_model_;
 
   // `config_` is the adapter config, and it is the same for all
@@ -94,6 +118,9 @@ class TfrtSavedModelServable : public Servable {
   // implementation, the factory will own the `thread_pool_factory_` and it will
   // be shared across different Servables.
   ThreadPoolFactory* thread_pool_factory_ = nullptr;
+
+  std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
+      recorder_creator_ = [](TfrtSavedModelServable&) { return nullptr; };
 };
 
 // Creates a TfrtSavedModelServable from `saved_model_dir`.

From 08c88e4b665fe46607b833acca18ae51f025ef1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2024 00:02:03 -0700
Subject: [PATCH 7470/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1c256d68-d6e6-4acd-b975-f835128f2a17

PiperOrigin-RevId: 631313487
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index daabeed7689..b3f5dc24502 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "954edd48dae1051d184e47f7bb0abb76e57276736ca9921e6630d737c137f1ac",
-    git_commit = "1082ba821241a1a99bc462a5e91c271113baab30",
+    sha256 = "1e182c72465dd3be0463af2268b298b82740c7500924519c1b25c837e567adac",
+    git_commit = "a3dc49ebff644493a7f7175c1ddd44978dbc5eae",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a52bce5f1f8228f338403db8456e64bc62690021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2024 06:03:12 -0700
Subject: [PATCH 7471/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9cbc21b2-475a-432a-a366-1e9d9cc043d7

PiperOrigin-RevId: 631396057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3f5dc24502..8c016750471 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1e182c72465dd3be0463af2268b298b82740c7500924519c1b25c837e567adac",
-    git_commit = "a3dc49ebff644493a7f7175c1ddd44978dbc5eae",
+    sha256 = "97539302e6ac9df9aa52ca9ad5cdbec26c8dbc9dbe90af5fbd1c30cd02b57302",
+    git_commit = "2021cd4d878a365ebd34d247cda57232a36b66f4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a8b64dd5e919efce56b52b2dbee39bb884f73296 Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Tue, 7 May 2024 11:38:45 -0700
Subject: [PATCH 7472/8103] Integrate TFRT+IFRT with tensorflow serving

PiperOrigin-RevId: 631495052
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 3 +++
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 +++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 91830dd16cc..2084a7f4469 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -181,6 +181,9 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
   tfrt::SavedModel::Options options(runtime);
 
+  // Register the right type of custom backend currently only requires setting
+  // `use_ifrt`.
+  options.graph_execution_options.use_ifrt = config_.tfrt_use_ifrt();
   TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
 
   // TODO(b/326069213): Consider using arena allocation when loading a
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 28c93b1063a..9e533800094 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -197,6 +197,9 @@ message TfrtSavedModelConfig {
 
   // The minimum number of batch threads.
   int64 tfrt_min_num_batch_threads = 2019;
+
+  // Whether to use IFRT as device driver for device execution.
+  bool tfrt_use_ifrt = 2020;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 93af68de7dda180b7eb71d285a5d37935f71c836 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2024 12:04:01 -0700
Subject: [PATCH 7473/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/679a5f12-6853-4bf2-a7e6-5a5f3dd9d004

PiperOrigin-RevId: 631503310
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8c016750471..441785af546 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97539302e6ac9df9aa52ca9ad5cdbec26c8dbc9dbe90af5fbd1c30cd02b57302",
-    git_commit = "2021cd4d878a365ebd34d247cda57232a36b66f4",
+    sha256 = "d8b87015ae6f47a9bbbcfbb081d1c58fe2627e81edc95f59c6528dac4108cf05",
+    git_commit = "f5ff2338e773ff179f53c9dc82870625d2a8d908",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d8e76a59b1d63cf72c8f3e04442123d135e9580f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 7 May 2024 18:01:50 -0700
Subject: [PATCH 7474/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40f9bf6e-9d95-45f6-be7f-ec2f472fcf6d

PiperOrigin-RevId: 631608752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 441785af546..a96ad92ca90 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d8b87015ae6f47a9bbbcfbb081d1c58fe2627e81edc95f59c6528dac4108cf05",
-    git_commit = "f5ff2338e773ff179f53c9dc82870625d2a8d908",
+    sha256 = "18dd53b7608544d33e52a0e2264bb0fbaafa7dd1060764f8c27f703d7b43e232",
+    git_commit = "b7dfb6b7a957a8ec8c24ca999890f8ef4634efce",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74174308b013125d1a799164b868b124c409423e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2024 00:01:58 -0700
Subject: [PATCH 7475/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea4f110a-7162-4f3d-869f-9e21ce6b07a1

PiperOrigin-RevId: 631676202
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a96ad92ca90..f0c11e81689 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18dd53b7608544d33e52a0e2264bb0fbaafa7dd1060764f8c27f703d7b43e232",
-    git_commit = "b7dfb6b7a957a8ec8c24ca999890f8ef4634efce",
+    sha256 = "c35c4ffd2ba04a827cd2c9a3be3b8b127d6c3ca28493e55b14d927936cd05ee1",
+    git_commit = "c8e24aa133ead3ff94561e29324b55815317d2ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 82f44c883219a530c5ecf906fd61e174049b48c5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 May 2024 06:01:42 -0700
Subject: [PATCH 7476/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fd4574f-e23c-4970-8d26-1437de6f1f14

PiperOrigin-RevId: 631773560
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0c11e81689..15c2200aad6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c35c4ffd2ba04a827cd2c9a3be3b8b127d6c3ca28493e55b14d927936cd05ee1",
-    git_commit = "c8e24aa133ead3ff94561e29324b55815317d2ff",
+    sha256 = "27a2f9cb9b4dbbc540f57a03b0f4ed90e07037ee3dd5542a62e4f585de2ae207",
+    git_commit = "77f5810d8846c024b91b22d960afccae51960363",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2f02f58bb8303e5ab0b3c1065b2b1ed9bbce0f43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2024 02:57:43 -0700
Subject: [PATCH 7477/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1069455f-0d04-4680-aa8c-ba126ac7b507

PiperOrigin-RevId: 632086338
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15c2200aad6..a38b36d2534 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27a2f9cb9b4dbbc540f57a03b0f4ed90e07037ee3dd5542a62e4f585de2ae207",
-    git_commit = "77f5810d8846c024b91b22d960afccae51960363",
+    sha256 = "270a092eef8e8e392728b2d03984ee3b16d73d2fa07d301cf66e559ee1c913e9",
+    git_commit = "836f5a3c38d3f267edfd27371594d47abea7cc16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 537ba6dbea4a7172be10d9cc35703e5e7a938dc9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2024 06:02:58 -0700
Subject: [PATCH 7478/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c6de05f3-13bf-4862-abfb-cfb7079c241a

PiperOrigin-RevId: 632122699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a38b36d2534..0418655f049 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "270a092eef8e8e392728b2d03984ee3b16d73d2fa07d301cf66e559ee1c913e9",
-    git_commit = "836f5a3c38d3f267edfd27371594d47abea7cc16",
+    sha256 = "6b89671cfa0019e6686b65668d4161a3280db66eb82d5c18e78c7d676224fd3e",
+    git_commit = "7b250d070ca5aae3f37d157117d40426aafde398",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e85ea41fbd7d33afea16dcbf38548cc87662b553 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2024 12:01:46 -0700
Subject: [PATCH 7479/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77bf0574-4d85-4bc1-b58d-32016bd587cc

PiperOrigin-RevId: 632226595
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0418655f049..9445fbb3418 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6b89671cfa0019e6686b65668d4161a3280db66eb82d5c18e78c7d676224fd3e",
-    git_commit = "7b250d070ca5aae3f37d157117d40426aafde398",
+    sha256 = "cf77e48b998e2bcab6139bdb0161c17cfd34082128cd91a6a29e2db9755c186a",
+    git_commit = "bac0f26ca62e10959d2a9d4c1cb89fcc5435967f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 408ecb129c29f5e2e41c265726bd533c05c2fe16 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 May 2024 18:01:46 -0700
Subject: [PATCH 7480/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e163fc0-a851-44c0-88d9-0c09fed81f55

PiperOrigin-RevId: 632325152
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9445fbb3418..cb804160913 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf77e48b998e2bcab6139bdb0161c17cfd34082128cd91a6a29e2db9755c186a",
-    git_commit = "bac0f26ca62e10959d2a9d4c1cb89fcc5435967f",
+    sha256 = "0f04a028522ab70cfadcc267a13af5d27ac51709403e513bf3ebf40155c1aa1c",
+    git_commit = "8bec23355be5fb2e306eded3f1cb5d58d14b2331",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 77dcb28aa6da90e0ff69207c0320af3ce827b9e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2024 00:01:46 -0700
Subject: [PATCH 7481/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6a60516-6cbf-479d-a0cd-1c4b92ea0375

PiperOrigin-RevId: 632395360
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb804160913..075ac05473e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f04a028522ab70cfadcc267a13af5d27ac51709403e513bf3ebf40155c1aa1c",
-    git_commit = "8bec23355be5fb2e306eded3f1cb5d58d14b2331",
+    sha256 = "42e401dd36c9681fc0a79c7d5d0900eb8914fc2b9717baffc1885f5e09188eb0",
+    git_commit = "1a5dd51d6191e38cd02f9195ec0884af41e95ba4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 528a5de2af6ea3e4d024bb02bec1a99852749b2e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2024 03:05:52 -0700
Subject: [PATCH 7482/8103] Automated Code Change

PiperOrigin-RevId: 632436434
---
 tensorflow_serving/model_servers/get_model_status_impl_test.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index f9d845ecaf2..13a42941e61 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -96,7 +96,7 @@ TEST_F(GetModelStatusImplTest, MissingOrEmptyModelSpecFailure) {
 
   // Empty request is invalid.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       GetModelStatusImpl::GetModelStatus(GetServerCore(), request, &response)
           .code());
 }

From 8be856f836cff5c24b337a0a47cdf97723a9f614 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2024 06:01:57 -0700
Subject: [PATCH 7483/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f3ebbb31-11aa-4b67-bd6b-cf3b75488cf1

PiperOrigin-RevId: 632471576
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 075ac05473e..41dcc52087e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "42e401dd36c9681fc0a79c7d5d0900eb8914fc2b9717baffc1885f5e09188eb0",
-    git_commit = "1a5dd51d6191e38cd02f9195ec0884af41e95ba4",
+    sha256 = "61e369cebaa3912549d54f2f855c589111f11cb58d10dfb883d3e881ff48ada6",
+    git_commit = "51827d1dff3a5449bc8525c7cb3e2a7e6adf40fe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 36de65a7c3c8157d08904ae3b31bfb39a79e478b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2024 12:01:37 -0700
Subject: [PATCH 7484/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9d6fd5a-ce65-435c-a6a2-63cfce60fc4a

PiperOrigin-RevId: 632564752
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41dcc52087e..eadc470c449 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61e369cebaa3912549d54f2f855c589111f11cb58d10dfb883d3e881ff48ada6",
-    git_commit = "51827d1dff3a5449bc8525c7cb3e2a7e6adf40fe",
+    sha256 = "06158b6977af8a47ca3108bada7c8fb8d8c9632084447e3a1b81c9007c98c938",
+    git_commit = "2051dddcb2534110608f072db03065f6719f8cf1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From de334c2392a86d5a80db8c50d6e1596401ac93f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 10 May 2024 18:01:47 -0700
Subject: [PATCH 7485/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ac4b041-c07c-4d81-8d31-e79c0148b6ae

PiperOrigin-RevId: 632652238
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eadc470c449..752004fbfa8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06158b6977af8a47ca3108bada7c8fb8d8c9632084447e3a1b81c9007c98c938",
-    git_commit = "2051dddcb2534110608f072db03065f6719f8cf1",
+    sha256 = "eac86da8f3d865114eb2d3b50c58d1791248132b7895ddbbd308d3e9fb967bcd",
+    git_commit = "953daf90a301ec39e8c00f3bbdbd0620a82571c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e915d3eadfc2f603a8041d80a00ade76bdcd9ad6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 11 May 2024 02:23:45 -0700
Subject: [PATCH 7486/8103] Automated Code Change

PiperOrigin-RevId: 632735916
---
 .../ops/remote_predict/kernels/prediction_service_grpc.cc       | 2 +-
 .../ops/remote_predict/kernels/remote_predict_op_kernel_test.cc | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
index bb017915ff6..98234fc99f8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/prediction_service_grpc.cc
@@ -44,7 +44,7 @@ PredictionServiceGrpc::PredictionServiceGrpc(
   stub_ = tensorflow::serving::PredictionService::NewStub(channel);
 }
 
-StatusOr<::grpc::ClientContext*> PredictionServiceGrpc::CreateRpc(
+absl::StatusOr< ::grpc::ClientContext*> PredictionServiceGrpc::CreateRpc(
     absl::Duration max_rpc_deadline) {
   ::grpc::ClientContext* rpc = new ::grpc::ClientContext();
   // TODO(b/300069508): Set deadline as the min value between
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 7fbe9078f60..07f452ce17b 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -45,7 +45,7 @@ class MockPredictionService {
     return ::absl::OkStatus();
   }
 
-  StatusOr<MockRpc*> CreateRpc(absl::Duration max_rpc_deadline) {
+  absl::StatusOr<MockRpc*> CreateRpc(absl::Duration max_rpc_deadline) {
     return new MockRpc;
   }
 

From f7019f77b2760e272f5be9227b7b55519a763260 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 May 2024 00:46:38 -0700
Subject: [PATCH 7487/8103] Automated Code Change

PiperOrigin-RevId: 632917084
---
 tensorflow_serving/session_bundle/oss/session_bundle_util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index abb12ef8fc8..bc4a93f8c11 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -69,7 +69,7 @@ Status LoadSessionBundleOrSavedModelBundle(
                           bundle);
   }
   return Status(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kNotFound),
+      static_cast<absl::StatusCode>(absl::StatusCode::kNotFound),
       strings::StrCat("Specified file path does not appear to contain a "
                       "SavedModel bundle (should have a file called "
                       "`saved_model.pb`)\n"

From a2d636d5801130b3fae803a7b282099a552a55e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 12 May 2024 16:51:01 -0700
Subject: [PATCH 7488/8103] No public description

PiperOrigin-RevId: 633040270
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index c4aafaf612a..fe2661b8be1 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -14,6 +14,7 @@ package_group(
         "//platforms/gsys/...",
         "//platforms/redfish/...",
         "//platforms/syshealth/shdc/...",
+        "//security/crypta/commands/ecclesia/...",
         "//security/loas/l2/internal/service/notar/...",
         "//third_party/ebpf_transport_monitoring/...",
     ],

From 84a71a42ebdca0a518073ebb02eaac461b582316 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Wed, 15 May 2024 00:16:34 -0700
Subject: [PATCH 7489/8103] Add core selector support for TFRT+IFRT serving on
 tensorflow serving

PiperOrigin-RevId: 633836270
---
 .../tensorflow/tfrt_saved_model_source_adapter.proto          | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 9e533800094..8c39c9b9942 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -200,6 +200,10 @@ message TfrtSavedModelConfig {
 
   // Whether to use IFRT as device driver for device execution.
   bool tfrt_use_ifrt = 2020;
+
+  // Whether to enable core selector for TFRT+IFRT. It is only effective when
+  // tfrt_use_ifrt is true.
+  bool enable_tfrt_use_ifrt_core_selector = 2021;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From b90714929029598934f5877d84e04f19d3779082 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 17 May 2024 02:12:34 -0700
Subject: [PATCH 7490/8103] Automated Code Change

PiperOrigin-RevId: 634681437
---
 .../test_util/storage_path_error_injecting_source_adapter.cc    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
index d235ba9af7a..1802e1deb26 100644
--- a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
+++ b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
@@ -33,7 +33,7 @@ class StoragePathErrorInjectingSourceAdapterCreator {
           adapter) {
     adapter->reset(
         new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
-            Status(static_cast<tsl::errors::Code>(absl::StatusCode::kCancelled),
+            Status(static_cast<absl::StatusCode>(absl::StatusCode::kCancelled),
                    config.error_message())));
     return Status();
   }

From 2dca3af0cb435d00f7af90acbf0eb12db83a3cb8 Mon Sep 17 00:00:00 2001
From: Tanvi Jagtap <tjagtap@google.com>
Date: Fri, 17 May 2024 05:26:01 -0700
Subject: [PATCH 7491/8103] Remove GPR_ASSERT . Replace GPR_ASSERT with absl
 CHECK is causing issues because tensorflow uses platform/logging.h which
 interferes with absl/log.h

PiperOrigin-RevId: 634724012
---
 tensorflow_serving/test_util/grpc_client.cc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 1bb422a3b95..9c4dffe8a47 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -96,7 +96,6 @@ class ServingClient {
     void* sp;
     bool ok = false;
     while (cq_.Next(&sp, &ok)) {
-      GPR_ASSERT(ok);
       done_count_++;
       std::unique_ptr<RpcState> state((RpcState*)sp);
       if (state->status.ok()) {

From 31ec01390672b88bbe4174323d8f35f3e0de2759 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 18 May 2024 05:17:25 -0700
Subject: [PATCH 7492/8103] Automated Code Change

PiperOrigin-RevId: 635033104
---
 tensorflow_serving/batching/batching_session.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 0484b1827a1..e31b1d26d1b 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -384,7 +384,7 @@ Status BatchingSession::InternalRun(
   }
 
   profiler::TraceMe trace_me([this] {
-    return profiler::TraceMeEncode(
+    return tsl::profiler::TraceMeEncode(
         "BatchingSessionRun",
         {{"thread_pool_name", thread_pool_name_}, {"_r", 1} /*root_event*/});
   });
@@ -493,7 +493,7 @@ Status BatchingSession::MergeInputTensors(
       RoundToLowestAllowedBatchSize(options_.allowed_batch_sizes, batch.size());
   const int padding_size = lowest_allowed_batch_size - batch.size();
   profiler::TraceMe trace_me([lowest_allowed_batch_size, padding_size]() {
-    return profiler::TraceMeEncode(
+    return tsl::profiler::TraceMeEncode(
         "MergeInputTensors",
         {{"batch_size_after_padding", lowest_allowed_batch_size},
          {"padding_amount", padding_size}});

From 093d841041d3260d4e49ed2401494f0d8b9d1f19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 20 May 2024 15:35:11 -0700
Subject: [PATCH 7493/8103] Add timeout support when waiting on servables to
 load.

PiperOrigin-RevId: 635590139
---
 tensorflow_serving/core/BUILD                  |  1 +
 .../core/servable_state_monitor.cc             | 18 ++++++++++++++----
 .../core/servable_state_monitor.h              | 11 ++++++++++-
 tensorflow_serving/model_servers/BUILD         |  1 +
 .../model_servers/server_core.cc               |  9 ++++++---
 tensorflow_serving/model_servers/server_core.h |  3 +++
 6 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 33ee3a71c44..799692fd813 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -417,6 +417,7 @@ cc_library(
         ":servable_id",
         ":servable_state",
         "//tensorflow_serving/util:event_bus",
+        "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 8e2c5cf751b..46db7821b24 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/time/time.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
 #include "tensorflow_serving/core/servable_state.h"
@@ -234,11 +235,11 @@ void ServableStateMonitor::Notify(const NotifyFn& notify_fn) {
   notify_fns_.push_back(notify_fn);
 }
 
-bool ServableStateMonitor::WaitUntilServablesReachState(
+bool ServableStateMonitor::WaitUntilServablesReachStateWithTimeout(
     const std::vector<ServableRequest>& servables,
-    const ServableState::ManagerState goal_state,
+    const ServableState::ManagerState goal_state, absl::Duration timeout,
     std::map<ServableId, ServableState::ManagerState>* const states_reached) {
-  bool reached_goal_state;
+  bool reached_goal_state = false;
   Notification notified;
   NotifyWhenServablesReachState(
       servables, goal_state,
@@ -251,10 +252,19 @@ bool ServableStateMonitor::WaitUntilServablesReachState(
         reached_goal_state = incoming_reached_goal_state;
         notified.Notify();
       });
-  notified.WaitForNotification();
+  notified.WaitForNotificationWithTimeout(timeout);
   return reached_goal_state;
 }
 
+bool ServableStateMonitor::WaitUntilServablesReachState(
+    const std::vector<ServableRequest>& servables,
+    const ServableState::ManagerState goal_state,
+    std::map<ServableId, ServableState::ManagerState>* const states_reached) {
+  return WaitUntilServablesReachStateWithTimeout(
+      servables, goal_state,
+      /*timeout=*/absl::InfiniteDuration(), states_reached);
+}
+
 void ServableStateMonitor::PreHandleEvent(
     const EventBus<ServableState>::EventAndTime& state_and_time) {}
 
diff --git a/tensorflow_serving/core/servable_state_monitor.h b/tensorflow_serving/core/servable_state_monitor.h
index a943ff8ef12..23f8528e289 100644
--- a/tensorflow_serving/core/servable_state_monitor.h
+++ b/tensorflow_serving/core/servable_state_monitor.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include <functional>
 #include <map>
 
+#include "absl/time/time.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/macros.h"
@@ -156,11 +157,19 @@ class ServableStateMonitor {
   ///
   /// To understand the return value and the return parameter 'states_reached',
   /// please read the documentation on NotifyWhenServablesReachState(...).
+  /// WaitUntilServablesReachStateWithTimeout and WaitUntilServablesReachState
+  /// perform the same function, but the former has a timeout while the latter
+  /// waits indefinitely.
+  bool WaitUntilServablesReachStateWithTimeout(
+      const std::vector<ServableRequest>& servables,
+      ServableState::ManagerState goal_state, absl::Duration timeout,
+      std::map<ServableId, ServableState::ManagerState>* states_reached =
+          nullptr) TF_LOCKS_EXCLUDED(mu_) TF_MUST_USE_RESULT;
   bool WaitUntilServablesReachState(
       const std::vector<ServableRequest>& servables,
       ServableState::ManagerState goal_state,
       std::map<ServableId, ServableState::ManagerState>* states_reached =
-          nullptr) TF_LOCKS_EXCLUDED(mu_) TF_MUST_USE_RESULT;
+          nullptr) TF_MUST_USE_RESULT;
 
   // Subscribes to all servable state changes hitting this monitor. This is
   // called after the monitor updates its own state based on the event.
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ebfe97fbc04..9b9d4ba1985 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -96,6 +96,7 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 16a39a8f0ff..f8e41850e8a 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
 #include "tensorflow_serving/core/load_servables_fast.h"
+#include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
@@ -296,9 +297,10 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
     awaited_servables.push_back(ServableRequest::Latest(model));
   }
   std::map<ServableId, ServableState::ManagerState> states_reached;
-  const bool all_models_available = monitor->WaitUntilServablesReachState(
-      awaited_servables, ServableState::ManagerState::kAvailable,
-      &states_reached);
+  const bool all_models_available =
+      monitor->WaitUntilServablesReachStateWithTimeout(
+          awaited_servables, ServableState::ManagerState::kAvailable,
+          options_.servable_state_waiter_timeout, &states_reached);
   if (!all_models_available) {
     const int num_unavailable_models = std::count_if(
         states_reached.begin(), states_reached.end(),
@@ -367,6 +369,7 @@ Status ServerCore::AddModelsViaModelConfigList() {
   } else {
     // Create a fresh servable state monitor, to avoid getting confused if we're
     // re-loading a model-version that has previously been unloaded.
+
     ServableStateMonitor fresh_servable_state_monitor(
         servable_event_bus_.get());
 
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 13088c561a7..ca3553e9697 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -24,6 +24,7 @@ limitations under the License.
 
 #include "google/protobuf/any.pb.h"
 #include "absl/base/macros.h"
+#include "absl/time/time.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/cpu_info.h"
@@ -207,6 +208,8 @@ class ServerCore : public Manager {
     // If true, propagate current context to children threads (periodic
     // functions) in AspiredVersionsManager.
     bool with_current_context = false;
+
+    absl::Duration servable_state_waiter_timeout = absl::InfiniteDuration();
   };
 
   virtual ~ServerCore() = default;

From 1223227ce3b108702b0ecbab7f0962b27ea56667 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2024 01:35:50 -0700
Subject: [PATCH 7494/8103] Automated Code Change

PiperOrigin-RevId: 636461227
---
 tensorflow_serving/batching/batch_scheduler_retrier_test.cc   | 2 +-
 tensorflow_serving/batching/batching_session_test.cc          | 4 ++--
 tensorflow_serving/batching/batching_util.cc                  | 4 ++--
 tensorflow_serving/batching/batching_util_test.cc             | 2 +-
 tensorflow_serving/batching/tfrt_saved_model_with_batching.cc | 2 +-
 tensorflow_serving/batching/threadsafe_status_test.cc         | 2 +-
 6 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index f689848ee05..df51f40ab48 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -80,7 +80,7 @@ class StubbornScheduler : public BatchScheduler<FakeTask> {
     ++num_attempts_;
     if (num_attempts_ >= num_attempts_to_succeed_) {
       std::unique_ptr<FakeTask> consumed_task = std::move(*task);
-      return OkStatus();
+      return absl::OkStatus();
     } else {
       return errors::Unavailable(
           "StubbornScheduler faithfully being stubborn; this is attempt ",
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 4f44b03cc48..2caa55b194b 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -916,7 +916,7 @@ TEST_P(BatchingSessionTest, MultipleSignatures) {
             options, process_batch_callback, &basic_scheduler));
         schedulers.push_back(basic_scheduler.get());
         *scheduler = std::move(basic_scheduler);
-        return OkStatus();
+        return absl::OkStatus();
       };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
@@ -984,7 +984,7 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
             options, process_batch_callback, &basic_scheduler));
         scheduler = basic_scheduler.get();
         *new_scheduler = std::move(basic_scheduler);
-        return OkStatus();
+        return absl::OkStatus();
       };
   BatchingSessionOptions batching_session_options;
   std::unique_ptr<Session> batching_session;
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index d7e8961d20d..5274fc0b432 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -87,7 +87,7 @@ struct PadTensor {
       if (!result) {
         return errors::Internal("Couldn't create output.");
       }
-      return OkStatus();
+      return absl::OkStatus();
     }
     if (input.NumElements() < 1) {
       return errors::InvalidArgument(
@@ -97,7 +97,7 @@ struct PadTensor {
     typename TTypes<T, num_dims>::Tensor inputs = input.tensor<T, num_dims>();
     T pad_value(input.flat<T>()(0));  // using existing values in padding
     output->tensor<T, num_dims>() = inputs.pad(padding, pad_value);
-    return OkStatus();
+    return absl::OkStatus();
   }
 };
 
diff --git a/tensorflow_serving/batching/batching_util_test.cc b/tensorflow_serving/batching/batching_util_test.cc
index ac9803cde1e..21930db7bb0 100644
--- a/tensorflow_serving/batching/batching_util_test.cc
+++ b/tensorflow_serving/batching/batching_util_test.cc
@@ -84,7 +84,7 @@ TEST(BatchingUtilTest, AddPadding) {
 #undef INIT_TYPE
     Tensor padded_tensor;
     padding_status = AddPadding(tensor, max_dim_sizes, &padded_tensor);
-    ASSERT_EQ(OkStatus(), padding_status);
+    ASSERT_EQ(absl::OkStatus(), padding_status);
     EXPECT_EQ(TensorShape({10, 100, 200}), padded_tensor.shape());
   }
 }
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
index f31027451bb..04244f0c376 100644
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
@@ -363,7 +363,7 @@ void SavedModelWithBatching::ProcessBatch(
 
   if (all_tasks_timeout_exceeded) {
     status = Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kResourceExhausted),
+        static_cast<absl::StatusCode>(absl::StatusCode::kResourceExhausted),
         "Run() timeout exceeded while waiting in batching queue");
     return;
   }
diff --git a/tensorflow_serving/batching/threadsafe_status_test.cc b/tensorflow_serving/batching/threadsafe_status_test.cc
index afb9fde962f..d3ca0c9ab13 100644
--- a/tensorflow_serving/batching/threadsafe_status_test.cc
+++ b/tensorflow_serving/batching/threadsafe_status_test.cc
@@ -36,7 +36,7 @@ TEST(ThreadSafeStatus, Update) {
   status.Update(errors::FailedPrecondition("original error"));
   EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
 
-  status.Update(OkStatus());
+  status.Update(absl::OkStatus());
   EXPECT_EQ(status.status().code(), error::FAILED_PRECONDITION);
 
   status.Update(errors::Internal("new error"));

From a137620f71818889204544888f2de3915d978af9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 23 May 2024 04:00:42 -0700
Subject: [PATCH 7495/8103] Automated Code Change

PiperOrigin-RevId: 636495450
---
 tensorflow_serving/servables/tensorflow/util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index c54c2bafbed..36c082a4923 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -293,7 +293,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
     TF_RETURN_IF_ERROR(env->GetChildren(dir, &children));
     // Multi-threaded writes are safe for int but not bool, so we use int below.
     std::vector<int> child_is_dir(children.size());
-    std::vector<StatusOr<uint64_t>> children_sizes(children.size());
+    std::vector<absl::StatusOr<uint64_t>> children_sizes(children.size());
 
     {
       // Filesystem operations may block for a long time so this process is

From e722d35ee934311022162bc17ae38f7575583b38 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 May 2024 03:22:10 -0700
Subject: [PATCH 7496/8103] Automated Code Change

PiperOrigin-RevId: 638220455
---
 .../batching/batching_session.cc              | 24 +++++++++----------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index e31b1d26d1b..777e3dc4dd6 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -336,7 +336,7 @@ Status BatchingSession::Create(
   }
 
   *result = std::move(batching_session);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status BatchingSession::Run(
@@ -383,7 +383,7 @@ Status BatchingSession::InternalRun(
         "BatchingSession does not support target nodes");
   }
 
-  profiler::TraceMe trace_me([this] {
+  tsl::profiler::TraceMe trace_me([this] {
     return tsl::profiler::TraceMeEncode(
         "BatchingSessionRun",
         {{"thread_pool_name", thread_pool_name_}, {"_r", 1} /*root_event*/});
@@ -477,7 +477,7 @@ Status BatchingSession::ComputeInputSize(
     const Tensor& tensor = entry.second;
     RecordInputBatchSize<BatchingSessionTask>(tensor.shape().dim_size(0));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status BatchingSession::MergeInputTensors(
@@ -492,7 +492,7 @@ Status BatchingSession::MergeInputTensors(
   const int lowest_allowed_batch_size =
       RoundToLowestAllowedBatchSize(options_.allowed_batch_sizes, batch.size());
   const int padding_size = lowest_allowed_batch_size - batch.size();
-  profiler::TraceMe trace_me([lowest_allowed_batch_size, padding_size]() {
+  tsl::profiler::TraceMe trace_me([lowest_allowed_batch_size, padding_size]() {
     return tsl::profiler::TraceMeEncode(
         "MergeInputTensors",
         {{"batch_size_after_padding", lowest_allowed_batch_size},
@@ -583,7 +583,7 @@ Status BatchingSession::MergeInputTensors(
     merged_inputs->push_back({tensor_name, std::move(concated)});
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status BatchingSession::SplitOutputTensors(
@@ -670,7 +670,7 @@ Status BatchingSession::SplitOutputTensors(
   }
   // (Ignore a possible final split_tensors entry containing the padding.)
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
@@ -705,7 +705,7 @@ Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
     }
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 void BatchingSession::ProcessBatch(
@@ -966,7 +966,7 @@ Status SplitInputTask(
           std::make_pair(tensor_name, split_tensors[j]));
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status CreateBatchingSession(
@@ -981,7 +981,7 @@ Status CreateBatchingSession(
       options, std::move(session), signatures_with_scheduler_creators,
       default_creator, /*thread_pool_name=*/"", &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status CreateBatchingSession(
@@ -995,7 +995,7 @@ Status CreateBatchingSession(
       options, std::move(session), signatures_with_scheduler_creators,
       /*thread_pool_name=*/"", &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status CreateBasicBatchingSession(
@@ -1056,7 +1056,7 @@ Status CreateBasicBatchingSession(
         TF_RETURN_IF_ERROR(BasicBatchScheduler<BatchingSessionTask>::Create(
             schedule_options, process_batch_callback, &basic_batch_scheduler));
         *batch_scheduler = std::move(basic_batch_scheduler);
-        return OkStatus();
+        return absl::OkStatus();
       };
 
   std::unique_ptr<BatchingSession> internal_batching_session;
@@ -1065,7 +1065,7 @@ Status CreateBasicBatchingSession(
       {{signature, scheduler_creator}}, schedule_options.thread_pool_name,
       &internal_batching_session));
   *batching_session = std::move(internal_batching_session);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving

From eeac086b6960923426aaf0eba615a5529bf8f95b Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Wed, 29 May 2024 10:05:17 -0700
Subject: [PATCH 7497/8103] Build with --xnn_enable_avx512fp16=false

PiperOrigin-RevId: 638324563
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index beed91efc28..8e52206a2fa 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -52,6 +52,7 @@ build:mkl_aarch64 --copt=-O3
 build --define=build_with_onednn_v2=true
 build --define=xnn_enable_avxvnni=false
 build --define=xnn_enable_avx512amx=false
+build --define=xnn_enable_avx512fp16=false
 
 # Processor native optimizations (depends on build host capabilities).
 build:nativeopt --copt=-march=native

From 993a53c9a7bd37b70d2db52104bf63daa6b04582 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Wed, 29 May 2024 18:01:39 -0700
Subject: [PATCH 7498/8103] Support paging in TfrtSavedModelServable.

PiperOrigin-RevId: 638471838
---
 tensorflow_serving/servables/tensorflow/BUILD |  3 ++
 .../tensorflow/tfrt_saved_model_factory.cc    | 27 ++++++++-------
 .../tensorflow/tfrt_saved_model_factory.h     |  2 +-
 .../tfrt_saved_model_source_adapter.proto     |  4 +++
 .../servables/tensorflow/tfrt_servable.cc     | 34 ++++++++++++++++++-
 .../servables/tensorflow/tfrt_servable.h      | 31 +++++++++++++++++
 6 files changed, 87 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 803f1b0e7f0..65f1789654a 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1712,14 +1712,17 @@ cc_library(
         "//tensorflow_serving/apis:inference_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
+        "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/container:flat_hash_map",
         "@com_google_absl//absl/container:flat_hash_set",
         "@com_google_absl//absl/functional:any_invocable",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/time",
         "@local_tsl//tsl/platform:errors",
+        "@local_tsl//tsl/platform:statusor",
         "@local_tsl//tsl/platform:threadpool_options",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 2084a7f4469..9434cddd44e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -31,12 +31,12 @@ limitations under the License.
 #include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow/core/tfrt/runtime/runtime.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
+#include "tsl/platform/casts.h"
 #include "tsl/platform/env.h"
 #include "tsl/platform/errors.h"
 #include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
@@ -104,7 +104,7 @@ absl::Status WrapSavedModelForBatching(
           std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>* queue) {
         TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
             queue_options, process_batch_callback, queue));
-        return OkStatus();
+        return absl::OkStatus();
       };
   std::vector<FuncNameWithBatchingSchedulerCreator>
       func_name_with_batching_scheduler_creator;
@@ -287,26 +287,29 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
 
   MaybePublishMLMDStreamz(path, metadata.servable_id.name,
                           metadata.servable_id.version);
+  TF_ASSIGN_OR_RETURN(auto saved_model_config,
+                      LoadSavedModelConfigOrDefault(path));
+
+  *servable = std::make_unique<TfrtSavedModelServable>(
+      metadata.servable_id.name, metadata.servable_id.version, config_,
+      saved_model_config, std::move(saved_model), thread_pool_factory_.get(),
+      recorder_creator_);
+  TfrtSavedModelServable* tfrt_servable =
+      down_cast<TfrtSavedModelServable*>(servable->get());
+
   if (config().enable_model_warmup()) {
     auto* warmup_options = mutable_config().mutable_model_warmup_options();
     warmup_options->set_model_name(metadata.servable_id.name);
     warmup_options->set_model_version(metadata.servable_id.version);
     TF_RETURN_IF_ERROR(RunSavedModelWarmup(
         *warmup_options, path, config().lazy_init_threshold(),
-        config().skip_warmup_requests_if_initialized(), saved_model.get()));
+        config().skip_warmup_requests_if_initialized(),
+        &tfrt_servable->saved_model()));
     if (config().freeze_after_init()) {
-      TF_RETURN_IF_ERROR(Freeze(*saved_model));
+      TF_RETURN_IF_ERROR(Freeze(tfrt_servable->saved_model()));
     }
   }
 
-  TF_ASSIGN_OR_RETURN(auto saved_model_config,
-                      LoadSavedModelConfigOrDefault(path));
-
-  *servable = std::make_unique<TfrtSavedModelServable>(
-      metadata.servable_id.name, metadata.servable_id.version, config_,
-      saved_model_config, std::move(saved_model), thread_pool_factory_.get(),
-      recorder_creator_);
-
   return absl::OkStatus();
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index d3d868faaaa..2b9cb399ad0 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -80,7 +80,7 @@ class TfrtSavedModelFactory {
   /// @param metadata       Metadata to be associated with the saved_model.
   /// @param path           Path to the model.
   /// @param servable       Newly created Servable if the returned Status is OK.
-  absl::Status CreateTfrtSavedModelWithMetadata(
+  virtual absl::Status CreateTfrtSavedModelWithMetadata(
       const Loader::Metadata& metadata, const string& path,
       std::unique_ptr<Servable>* servable);
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 8c39c9b9942..27b536a7e6d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -204,6 +204,10 @@ message TfrtSavedModelConfig {
   // Whether to enable core selector for TFRT+IFRT. It is only effective when
   // tfrt_use_ifrt is true.
   bool enable_tfrt_use_ifrt_core_selector = 2021;
+
+  // Whether to enable paging. This should only be true when using Pathways
+  // backend.
+  bool enable_paging = 2022;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 6e485be76bd..ef46f475315 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -30,11 +30,11 @@ limitations under the License.
 #include "absl/status/statusor.h"
 #include "absl/strings/str_cat.h"
 #include "absl/strings/string_view.h"
+#include "absl/synchronization/mutex.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor.pb.h"
-#include "tensorflow/core/platform/statusor.h"
 #include "tensorflow/core/platform/tracing.h"  // NOLINT
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tsl/platform/errors.h"
@@ -199,6 +199,38 @@ absl::Status TfrtSavedModelServable::MultiInference(
                            saved_model_.get(), request, response);
 }
 
+absl::Status TfrtSavedModelServable::Suspend() {
+  TRACELITERAL("TfrtSavedModelServable::Suspend");
+  absl::MutexLock lock(&paging_mu_);
+  if (!suspend_fn_) {
+    return absl::UnimplementedError("Suspend is not implemented");
+  }
+  if (suspended_) {
+    return absl::OkStatus();
+  }
+  absl::Status status = suspend_fn_(this);
+  if (status.ok()) {
+    suspended_ = true;
+  }
+  return status;
+}
+
+absl::Status TfrtSavedModelServable::Resume() {
+  TRACELITERAL("TfrtSavedModelServable::Resume");
+  absl::MutexLock lock(&paging_mu_);
+  if (!resume_fn_) {
+    return absl::UnimplementedError("Resume is not implemented");
+  }
+  if (!suspended_) {
+    return absl::OkStatus();
+  }
+  absl::Status status = resume_fn_(this);
+  if (!status.ok()) {
+    suspended_ = false;
+  }
+  return status;
+}
+
 namespace {
 
 absl::Status ValidateGetModelMetadataRequest(
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.h b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
index 8b716014c47..06cb8a81c5e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.h
@@ -19,12 +19,15 @@ limitations under the License.
 #include <functional>
 #include <memory>
 #include <string>
+#include <utility>
 
+#include "absl/base/thread_annotations.h"
 #include "absl/container/flat_hash_set.h"
 #include "absl/functional/any_invocable.h"
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
 #include "absl/strings/string_view.h"
+#include "absl/synchronization/mutex.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
@@ -94,8 +97,26 @@ class TfrtSavedModelServable : public Servable {
   absl::Status GetModelMetadata(const GetModelMetadataRequest& request,
                                 GetModelMetadataResponse* response) override;
 
+  bool SupportsPaging() const override { return true; }
+
+  absl::Status Suspend() override;
+
+  absl::Status Resume() override;
+
   tfrt_stub::SavedModel& saved_model() const { return *saved_model_; }
 
+  void set_resume_fn(
+      absl::AnyInvocable<absl::Status(TfrtSavedModelServable*)> resume_fn) {
+    absl::MutexLock lock(&paging_mu_);
+    resume_fn_ = std::move(resume_fn);
+  }
+
+  void set_suspend_fn(
+      absl::AnyInvocable<absl::Status(TfrtSavedModelServable*)> suspend_fn) {
+    absl::MutexLock lock(&paging_mu_);
+    suspend_fn_ = std::move(suspend_fn);
+  }
+
  private:
   tfrt_stub::SavedModel::RunOptions GetTFRTSavedModelRunOptions(
       const Servable::RunOptions& run_options) const;
@@ -121,6 +142,16 @@ class TfrtSavedModelServable : public Servable {
 
   std::function<std::unique_ptr<RequestRecorder>(TfrtSavedModelServable&)>
       recorder_creator_ = [](TfrtSavedModelServable&) { return nullptr; };
+
+  absl::AnyInvocable<absl::Status(TfrtSavedModelServable*)> suspend_fn_
+      ABSL_GUARDED_BY(paging_mu_);
+
+  absl::AnyInvocable<absl::Status(TfrtSavedModelServable*)> resume_fn_
+      ABSL_GUARDED_BY(paging_mu_);
+
+  bool suspended_ ABSL_GUARDED_BY(paging_mu_) = false;
+
+  absl::Mutex paging_mu_;
 };
 
 // Creates a TfrtSavedModelServable from `saved_model_dir`.

From d914192fc890811e615be714a0e4769bf9b6dab2 Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Fri, 31 May 2024 10:02:53 -0700
Subject: [PATCH 7499/8103] Add max_enqueued_batches option for model servers.

PiperOrigin-RevId: 639069686
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 2 ++
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 +++
 2 files changed, 5 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 9434cddd44e..26dbd16c164 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -234,6 +234,8 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.use_gpu_compile_and_execute_op =
       config_.tfrt_use_fused_gpu_op();
   compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
+  compile_options.min_max_enqueued_batches =
+      config_.tfrt_min_max_enqueued_batches();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 27b536a7e6d..b2801246ac6 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -208,6 +208,9 @@ message TfrtSavedModelConfig {
   // Whether to enable paging. This should only be true when using Pathways
   // backend.
   bool enable_paging = 2022;
+
+  // The minimum of the maximum number of outstanding enqueue batches
+  int64 tfrt_min_max_enqueued_batches = 2023;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 67a2dcb2b9c057847616fb5ce54cb8545955d144 Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Fri, 31 May 2024 19:01:34 -0700
Subject: [PATCH 7500/8103] Add max_enqueued_batches option for model servers.

PiperOrigin-RevId: 639219039
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 2 --
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 ---
 2 files changed, 5 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 26dbd16c164..9434cddd44e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -234,8 +234,6 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.use_gpu_compile_and_execute_op =
       config_.tfrt_use_fused_gpu_op();
   compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
-  compile_options.min_max_enqueued_batches =
-      config_.tfrt_min_max_enqueued_batches();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index b2801246ac6..27b536a7e6d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -208,9 +208,6 @@ message TfrtSavedModelConfig {
   // Whether to enable paging. This should only be true when using Pathways
   // backend.
   bool enable_paging = 2022;
-
-  // The minimum of the maximum number of outstanding enqueue batches
-  int64 tfrt_min_max_enqueued_batches = 2023;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From e222d72f528d63f7a281f1999f4cdb8c011adaf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Jun 2024 05:15:32 -0700
Subject: [PATCH 7501/8103] Automated Code Change

PiperOrigin-RevId: 642582640
---
 .../tensorflow/bundle_factory_util.cc         |  8 ++---
 .../tensorflow/bundle_factory_util_test.cc    |  2 +-
 .../tensorflow/classification_service.cc      |  2 +-
 .../tensorflow/classification_service_test.cc |  6 ++--
 .../servables/tensorflow/classifier.cc        | 10 +++---
 .../servables/tensorflow/classifier_test.cc   | 28 +++++++--------
 .../tensorflow/get_model_metadata_impl.cc     | 10 +++---
 .../get_model_metadata_impl_test.cc           |  8 ++---
 .../servables/tensorflow/multi_inference.cc   |  2 +-
 .../tensorflow/multi_inference_helper_test.cc | 10 +++---
 .../tensorflow/multi_inference_test.cc        | 22 ++++++------
 .../servables/tensorflow/predict_impl.cc      |  2 +-
 .../servables/tensorflow/predict_impl_test.cc | 14 ++++----
 .../servables/tensorflow/predict_util.cc      | 14 ++++----
 .../servables/tensorflow/predict_util_test.cc | 18 +++++-----
 .../tensorflow/regression_service.cc          |  2 +-
 .../tensorflow/regression_service_test.cc     |  6 ++--
 .../servables/tensorflow/regressor.cc         | 10 +++---
 .../servables/tensorflow/regressor_test.cc    | 28 +++++++--------
 .../tensorflow/saved_model_bundle_factory.cc  |  4 +--
 .../saved_model_bundle_factory_test.cc        |  6 ++--
 .../saved_model_bundle_source_adapter.cc      | 12 +++----
 .../saved_model_bundle_source_adapter_test.cc |  2 +-
 .../tensorflow/saved_model_config.cc          |  4 +--
 .../tensorflow/saved_model_warmup.cc          |  2 +-
 .../tensorflow/saved_model_warmup_test.cc     | 10 +++---
 .../saved_model_warmup_test_util.cc           | 10 +++---
 .../tensorflow/saved_model_warmup_util.cc     |  8 ++---
 .../saved_model_warmup_util_test.cc           | 18 +++++-----
 .../servables/tensorflow/simple_servers.cc    |  6 ++--
 .../tensorflow/tflite_interpreter_pool.cc     |  6 ++--
 .../tflite_interpreter_pool_test.cc           |  2 +-
 .../servables/tensorflow/tflite_session.cc    | 36 +++++++++----------
 .../tensorflow/tflite_session_test.cc         |  8 ++---
 .../servables/tensorflow/tfrt_classifier.cc   |  4 +--
 .../tensorflow/tfrt_classifier_test.cc        |  8 ++---
 .../tfrt_get_model_metadata_impl.cc           |  2 +-
 .../tensorflow/tfrt_multi_inference.cc        |  2 +-
 .../servables/tensorflow/tfrt_predict_util.cc |  4 +--
 .../tensorflow/tfrt_predict_util_test.cc      |  8 ++---
 .../servables/tensorflow/tfrt_regressor.cc    |  4 +--
 .../tensorflow/tfrt_regressor_test.cc         |  8 ++---
 .../tfrt_saved_model_factory_test.cc          |  4 +--
 .../tfrt_saved_model_source_adapter.cc        | 10 +++---
 .../tensorflow/tfrt_saved_model_warmup.cc     |  4 +--
 .../tfrt_saved_model_warmup_test.cc           |  8 ++---
 .../servables/tensorflow/util.cc              |  8 ++---
 .../servables/tensorflow/util_test.cc         |  8 +++--
 48 files changed, 210 insertions(+), 208 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index 700700e0098..df7c26326ee 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -82,7 +82,7 @@ Status GetPerModelBatchingParams(const string& path,
             << "using session config batching params: "
             << params->value().DebugString();
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status EstimateResourceFromValidationResult(const string& path,
@@ -150,7 +150,7 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
       std::unique_ptr<BatchScheduler<BatchingSessionTask>>* queue) {
     TF_RETURN_IF_ERROR(batch_scheduler->AddQueue(
         queue_options, process_batch_callback, queue));
-    return OkStatus();
+    return absl::OkStatus();
   };
   std::vector<SignatureWithBatchingSessionSchedulerCreator>
       signatures_with_scheduler_creators;
@@ -168,13 +168,13 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
 
 Status WrapSession(std::unique_ptr<Session>* session) {
   session->reset(new ServingSessionWrapper(std::move(*session)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session) {
   session->reset(
       new SessionWrapperIgnoreThreadPoolOptions(std::move(*session)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index b3d4dd5df98..0300a5b9421 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -68,7 +68,7 @@ class MockSession : public Session {
     test::FillFn<float>(&output,
                         [&](int i) -> float { return input(i) / 2 + 2; });
     outputs->push_back(output);
-    return tensorflow::OkStatus();
+    return absl::OkStatus();
   }
 
   // Unused, but we need to provide a definition (virtual = 0).
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index d774a532ac0..d151d5efc20 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -34,7 +34,7 @@ Status TensorflowClassificationServiceImpl::Classify(
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/classification_service_test.cc b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
index 1f6ec8ba46e..2a567b883fe 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service_test.cc
@@ -83,7 +83,7 @@ TEST_F(ClassificationServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
@@ -91,7 +91,7 @@ TEST_F(ClassificationServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
@@ -115,7 +115,7 @@ TEST_F(ClassificationServiceTest, InvalidSignature) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 }
 
 // Verifies that Classify() returns the correct score for a valid
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 38d2627f972..5040012f037 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -127,7 +127,7 @@ Status CreateClassifierFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<ClassifierInterface>* service) {
   service->reset(new SavedModelClassifier(run_options, std::move(bundle)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status CreateFlyweightTensorFlowClassifier(
@@ -145,7 +145,7 @@ Status CreateFlyweightTensorFlowClassifier(
     std::unique_ptr<ClassifierInterface>* service) {
   service->reset(new SavedModelTensorFlowClassifier(
       run_options, session, signature, thread_pool_options));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status GetClassificationSignatureDef(const ModelSpec& model_spec,
@@ -170,7 +170,7 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
         PreProcessClassification(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PreProcessClassification(const SignatureDef& signature,
@@ -219,7 +219,7 @@ Status PreProcessClassification(const SignatureDef& signature,
       output_tensor_names->push_back(scores_iter->second.name());
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PostProcessClassificationResult(
@@ -320,7 +320,7 @@ Status PostProcessClassificationResult(
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status RunClassify(const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 39a8154c881..4c99762a4f3 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -139,7 +139,7 @@ class FakeSession : public tensorflow::Session {
       }
     }
 
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // Parses TensorFlow Examples from a string Tensor.
@@ -155,7 +155,7 @@ class FakeSession : public tensorflow::Session {
       }
       examples->push_back(example);
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // Gets the Feature from an Example with the given name.  Returns empty
@@ -217,7 +217,7 @@ class FakeSession : public tensorflow::Session {
         scores_matrix(i, c) = scores_feature.float_list().value(c) + offset;
       }
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 
  private:
@@ -702,7 +702,7 @@ TEST_P(ClassifierTest, InvalidNamedSignature) {
   Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 
@@ -710,7 +710,7 @@ TEST_P(ClassifierTest, InvalidNamedSignature) {
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
@@ -726,7 +726,7 @@ TEST_P(ClassifierTest, MalformedScores) {
   Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 
@@ -734,7 +734,7 @@ TEST_P(ClassifierTest, MalformedScores) {
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
@@ -750,7 +750,7 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
   // TODO(b/26220896): This error should move to construction time.
   Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 
@@ -758,7 +758,7 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
   status = RunClassify(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                        fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
@@ -846,7 +846,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(OkStatus())));
+                                       ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -874,7 +874,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(OkStatus())));
+                                       ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -902,7 +902,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(OkStatus())));
+                                       ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -929,7 +929,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(OkStatus())));
+                                       ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
@@ -958,7 +958,7 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   std::vector<Tensor> outputs = {classes, scores};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                       ::testing::Return(OkStatus())));
+                                       ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 5c8b81cbd9b..15c4d4c3eb4 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -33,7 +33,7 @@ namespace {
 Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   if (request.metadata_field_size() == 0) {
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "GetModelMetadataRequest must specify at least one metadata_field");
   }
   for (const auto& metadata_field : request.metadata_field()) {
@@ -42,7 +42,7 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
           "Metadata field ", metadata_field, " is not supported");
     }
   }
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
@@ -61,7 +61,7 @@ Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
 
   (*response->mutable_metadata())[GetModelMetadataImpl::kSignatureDef].PackFrom(
       signature_def_map);
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
@@ -73,7 +73,7 @@ Status GetModelMetadataImpl::GetModelMetadata(
     GetModelMetadataResponse* response) {
   if (!request.has_model_spec()) {
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
   return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
@@ -94,7 +94,7 @@ Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
           "MetadataField ", metadata_field, " is not supported");
     }
   }
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index 3917951fa8c..abbef6d011b 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -125,14 +125,14 @@ TEST_P(GetModelMetadataImplTest, EmptyOrInvalidMetadataFieldList) {
   GetModelMetadataResponse response;
 
   // Empty metadata field list is invalid.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
   request.add_metadata_field("some_stuff");
 
   // Field enum is outside of valid range.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
@@ -143,7 +143,7 @@ TEST_P(GetModelMetadataImplTest, MissingOrEmptyModelSpec) {
   GetModelMetadataResponse response;
 
   request.add_metadata_field(GetModelMetadataImpl::kSignatureDef);
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
@@ -152,7 +152,7 @@ TEST_P(GetModelMetadataImplTest, MissingOrEmptyModelSpec) {
   model_spec->clear_name();
 
   // Model name is not specified.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             GetModelMetadataImpl::GetModelMetadata(GetServerCore(), request,
                                                    &response)
                 .code());
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index 6749aefff7d..eda0680bc53 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -123,7 +123,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
                   response->mutable_results(response->results_size() - 1)
                       ->mutable_model_spec());
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status RunMultiInference(
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index 3fed9183845..e7af01e81f1 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -146,7 +146,7 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
       RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                       thread::ThreadPoolOptions(), request,
                                       &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Input is empty");
 }
 
@@ -161,7 +161,7 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
       RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                       thread::ThreadPoolOptions(), request,
                                       &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "signature not found");
 }
 
@@ -185,7 +185,7 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
       RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                       thread::ThreadPoolOptions(), request,
                                       &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "must access the same model name");
 }
 
@@ -201,7 +201,7 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
       RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                       thread::ThreadPoolOptions(), request,
                                       &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Duplicate evaluation of signature: regress_x_to_y");
 }
 
@@ -215,7 +215,7 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
       RunMultiInferenceWithServerCore(RunOptions(), this->GetServerCore(),
                                       thread::ThreadPoolOptions(), request,
                                       &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kUnimplemented),
+      static_cast<absl::StatusCode>(absl::StatusCode::kUnimplemented),
       "Unsupported signature");
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index e842c6dddb2..befa5bb2cd5 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -100,7 +100,7 @@ class MultiInferenceTest : public ::testing::Test {
     inference_runner->reset(new TensorFlowMultiInferenceRunner(
         bundle->session.get(), &bundle->meta_graph_def,
         {this->servable_version_}));
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   Status GetServableHandle(ServableHandle<SavedModelBundle>* bundle) {
@@ -162,7 +162,7 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
   MultiInferenceResponse response;
   ExpectStatusError(
       inference_runner->Infer(RunOptions(), request, &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Input is empty");
 
   // MultiInference testing
@@ -172,7 +172,7 @@ TYPED_TEST_P(MultiInferenceTest, MissingInputTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Input is empty");
 }
 
@@ -188,7 +188,7 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
   MultiInferenceResponse response;
   ExpectStatusError(
       inference_runner->Infer(RunOptions(), request, &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "signature not found");
 
   // MultiInference testing
@@ -198,7 +198,7 @@ TYPED_TEST_P(MultiInferenceTest, UndefinedSignatureTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "signature not found");
 }
 
@@ -223,7 +223,7 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
   MultiInferenceResponse response;
   ExpectStatusError(
       inference_runner->Infer(RunOptions(), request, &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "must access the same model name");
 
   // MultiInference testing
@@ -233,7 +233,7 @@ TYPED_TEST_P(MultiInferenceTest, InconsistentModelSpecsInRequestTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "must access the same model name");
 }
 
@@ -250,7 +250,7 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
   MultiInferenceResponse response;
   ExpectStatusError(
       inference_runner->Infer(RunOptions(), request, &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Duplicate evaluation of signature: regress_x_to_y");
 
   // MultiInference testing
@@ -260,7 +260,7 @@ TYPED_TEST_P(MultiInferenceTest, EvaluateDuplicateSignaturesTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       "Duplicate evaluation of signature: regress_x_to_y");
 }
 
@@ -275,7 +275,7 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
   MultiInferenceResponse response;
   ExpectStatusError(
       inference_runner->Infer(RunOptions(), request, &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode ::kUnimplemented),
+      static_cast<absl::StatusCode>(absl::StatusCode ::kUnimplemented),
       "Unsupported signature");
 
   // MultiInference testing
@@ -285,7 +285,7 @@ TYPED_TEST_P(MultiInferenceTest, UsupportedSignatureTypeTest) {
       RunMultiInference(RunOptions(), bundle->meta_graph_def,
                         this->servable_version_, bundle->session.get(), request,
                         &response),
-      static_cast<tsl::errors::Code>(absl::StatusCode::kUnimplemented),
+      static_cast<absl::StatusCode>(absl::StatusCode::kUnimplemented),
       "Unsupported signature");
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index a7676943a73..f80be6d495d 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -36,7 +36,7 @@ Status TensorflowPredictor::Predict(const RunOptions& run_options,
                                     PredictResponse* response) {
   if (!request.has_model_spec()) {
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
   return PredictWithModelSpec(run_options, core, request.model_spec(), request,
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 9d0fb22b245..4ebb5c7046e 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -113,7 +113,7 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
   // Empty request is invalid.
   TensorflowPredictor predictor;
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -122,7 +122,7 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
 
   // Model name is not specified.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -145,7 +145,7 @@ TEST_F(PredictImplTest, EmptyInputList) {
   TensorflowPredictor predictor;
   // The input is empty.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -167,7 +167,7 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   auto inputs = request.mutable_inputs();
   (*inputs)["key"] = tensor_proto;
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -189,7 +189,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   TensorflowPredictor predictor;
   // Output filter like this doesn't exist.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 
@@ -201,7 +201,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
 
   // Duplicate output filter specified.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
@@ -224,7 +224,7 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   TensorflowPredictor predictor;
   // Input tensors are all wrong.
   EXPECT_EQ(
-      static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+      static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
       predictor.Predict(GetRunOptions(), GetServerCore(), request, &response)
           .code());
 }
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index ac6ade83543..41ac069ef49 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -45,7 +45,7 @@ Status VerifySignature(const SignatureDef& signature) {
         kPredictMethodName, ", ", kClassifyMethodName, ", ", kRegressMethodName,
         "}. Was: ", signature.method_name()));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status VerifyRequestInputsSize(const SignatureDef& signature,
@@ -60,7 +60,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
     const std::set<string> missing =
         SetDifference(signature_inputs, request_inputs);
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         absl::StrCat(
             "input size does not match signature: ", request.inputs().size(),
             "!=", signature.inputs().size(), " len({",
@@ -69,7 +69,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
             absl::StrJoin(sent_extra, ","), "}. Missing but required: {",
             absl::StrJoin(missing, ","), "}."));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
@@ -134,7 +134,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
     auto iter = signature.outputs().find(alias);
     if (iter == signature.outputs().end()) {
       return tensorflow::Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("output tensor alias not found in signature: ", alias,
                           " Outputs expected to be in the set {",
                           absl::StrJoin(GetMapKeys(signature.outputs()), ","),
@@ -142,7 +142,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
     }
     if (seen_outputs.find(alias) != seen_outputs.end()) {
       return tensorflow::Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           "duplicate output tensor alias: " + alias);
     }
     seen_outputs.insert(alias);
@@ -157,7 +157,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
       output_tensor_aliases->emplace_back(iter.first);
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PostProcessPredictionResult(
@@ -186,7 +186,7 @@ Status PostProcessPredictionResult(
     } break;
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index d26e52447a6..d94f3f78930 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -88,7 +88,7 @@ class FakeSession : public tensorflow::Session {
     for (const auto& t : inputs) {
       outputs->push_back(t.second);
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 };
 
@@ -188,19 +188,19 @@ TEST_F(PredictImplTest, MissingOrEmptyModelSpec) {
   PredictResponse response;
 
   // Empty request is invalid.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 
   ModelSpec* model_spec = request.mutable_model_spec();
   model_spec->clear_name();
 
   // Model name is not specified.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 
   // Model name is wrong.
   model_spec->set_name("test");
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 }
 
@@ -213,7 +213,7 @@ TEST_F(PredictImplTest, EmptyInputList) {
   model_spec->mutable_version()->set_value(kTestModelVersion);
 
   // The input is empty.
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             CallPredict(GetServerCore(), request, &response).code());
 }
 
@@ -240,7 +240,7 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
 
   Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.message(),
               ::testing::HasSubstr("Sent extra: {unknown_key1,unknown_key2}"));
   EXPECT_THAT(status.message(),
@@ -285,7 +285,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   // Output filter like this doesn't exist.
   Status status1 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status1.code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status1.message(),
               ::testing::HasSubstr(
                   "output tensor alias not found in signature: output_filter"));
@@ -298,7 +298,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   // Duplicate output filter specified.
   Status status2 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status2.code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status2.message(),
               ::testing::HasSubstr("duplicate output tensor alias: y"));
 }
@@ -321,7 +321,7 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   // Input tensors are all wrong.
   Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.message(),
               ::testing::HasSubstr("to be float but string is provided"));
 }
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index 6ea860c8450..6f6219326b7 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -32,7 +32,7 @@ Status TensorflowRegressionServiceImpl::Regress(
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
     return tensorflow::Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/regression_service_test.cc b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
index 75e4f466aa9..6f0b4805a3e 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service_test.cc
@@ -82,7 +82,7 @@ TEST_F(RegressionServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 
   // No model name specified.
   auto* model_spec = request.mutable_model_spec();
@@ -90,7 +90,7 @@ TEST_F(RegressionServiceTest, InvalidModelSpec) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 
   // No servable found for model name "foo".
   model_spec->set_name("foo");
@@ -114,7 +114,7 @@ TEST_F(RegressionServiceTest, InvalidSignature) {
                 RunOptions(), server_core_.get(), thread::ThreadPoolOptions(),
                 request, &response)
                 .code(),
-            static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument));
+            static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
 }
 
 // Verifies that Regress() returns the correct value for a valid
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index d09b662d344..7d0a5eb4a75 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -122,7 +122,7 @@ Status CreateRegressorFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<RegressorInterface>* service) {
   service->reset(new SavedModelRegressor(run_options, std::move(bundle)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status CreateFlyweightTensorFlowRegressor(
@@ -140,7 +140,7 @@ Status CreateFlyweightTensorFlowRegressor(
     std::unique_ptr<RegressorInterface>* service) {
   service->reset(new SavedModelTensorFlowRegressor(
       run_options, session, signature, thread_pool_options));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status GetRegressionSignatureDef(const ModelSpec& model_spec,
@@ -164,7 +164,7 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
     TF_RETURN_IF_ERROR(PreProcessRegression(iter->second, nullptr, nullptr));
   }
   *signature = iter->second;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PreProcessRegression(const SignatureDef& signature,
@@ -204,7 +204,7 @@ Status PreProcessRegression(const SignatureDef& signature,
   if (output_tensor_names != nullptr) {
     output_tensor_names->push_back(output_iter->second.name());
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PostProcessRegressionResult(
@@ -263,7 +263,7 @@ Status PostProcessRegressionResult(
   for (int i = 0; i < num_examples; ++i) {
     result->add_regressions()->set_value(output_tensor_flat(i));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status RunRegress(const RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index 6f2b1bdea62..bb7cc5d271d 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -119,7 +119,7 @@ class FakeSession : public tensorflow::Session {
     Tensor output;
     TF_RETURN_IF_ERROR(GetOutputTensor(examples, output_names[0], &output));
     outputs->push_back(output);
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // Parses TensorFlow Examples from a string Tensor.
@@ -135,7 +135,7 @@ class FakeSession : public tensorflow::Session {
       }
       examples->push_back(example);
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // Gets the Feature from an Example with the given name.  Returns empty
@@ -162,7 +162,7 @@ class FakeSession : public tensorflow::Session {
       // Insert a rank 3 tensor which should be an error because outputs are
       // expected to be of shape [batch_size] or [batch_size, 1].
       *tensor = Tensor(DT_FLOAT, TensorShape({batch_size, 1, 10}));
-      return OkStatus();
+      return absl::OkStatus();
     }
     // Both tensor shapes are valid, so make one of shape [batch_size, 1] and
     // the rest of shape [batch_size].
@@ -178,7 +178,7 @@ class FakeSession : public tensorflow::Session {
       }
       tensor->flat<float>()(i) = feature.float_list().value(0) + offset;
     }
-    return OkStatus();
+    return absl::OkStatus();
   }
 
  private:
@@ -376,7 +376,7 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
   *examples->Add() = example_with_output(3.0);
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 
@@ -384,7 +384,7 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
@@ -400,7 +400,7 @@ TEST_P(RegressorTest, MalformedOutputs) {
   Status status = regressor_->Regress(request_, &result_);
 
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
   // Test RunRegress
@@ -408,7 +408,7 @@ TEST_P(RegressorTest, MalformedOutputs) {
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
@@ -487,7 +487,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   std::vector<Tensor> outputs = {Tensor(DT_FLOAT, TensorShape({2}))};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(OkStatus())));
+                                 ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
@@ -496,7 +496,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(OkStatus())));
+                                 ::testing::Return(absl::OkStatus())));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       mock, request_, &response);
@@ -511,7 +511,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
   std::vector<Tensor> outputs = {Tensor(DT_STRING, TensorShape({1}))};
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(OkStatus())));
+                                 ::testing::Return(absl::OkStatus())));
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
@@ -521,7 +521,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillOnce(::testing::DoAll(::testing::SetArgPointee<4>(outputs),
-                                 ::testing::Return(OkStatus())));
+                                 ::testing::Return(absl::OkStatus())));
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       mock, request_, &response);
@@ -544,14 +544,14 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   // TODO(b/26220896): This error should move to construction time.
   Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
   RegressionResponse response;
   status = RunRegress(GetRunOptions(), saved_model_bundle_->meta_graph_def, {},
                       fake_session_, request_, &response);
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
 }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index ece5631342c..516164fc54f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -75,7 +75,7 @@ Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
       num_interpreters_per_pool, &tflite_session,
       bundle->meta_graph_def.mutable_signature_def()));
   bundle->session = std::move(tflite_session);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 bool TfLiteModelFound(const string& model_dir) {
@@ -94,7 +94,7 @@ Status SavedModelBundleFactory::Create(
         CreateBatchScheduler(config.batching_parameters(), &batcher));
   }
   factory->reset(new SavedModelBundleFactory(config, batcher));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status SavedModelBundleFactory::EstimateResourceRequirement(
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index e316693f3a3..e6953973b9e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -74,7 +74,7 @@ Status CreateBundleFromPath(const CreationType creation_type,
       EXPECT_EQ(expected_loader_metadata.servable_id.version,
                 actual_session_metadata.version());
     }
-    return OkStatus();
+    return absl::OkStatus();
   });
 
   switch (creation_type) {
@@ -86,7 +86,7 @@ Status CreateBundleFromPath(const CreationType creation_type,
           CreateMetadata(), path, bundle));
       break;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 struct SavedModelBundleFactoryTestParam {
@@ -115,7 +115,7 @@ class SavedModelBundleFactoryTest
     TF_RETURN_IF_ERROR(CreateBundleFromPath(GetParam().creation_type, config,
                                             export_dir_, &bundle));
     *session = std::move(bundle->session);
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   SessionBundleConfig GetSessionBundleConfig() const override {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 4eb401da0b1..3dd3492926f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -40,7 +40,7 @@ Status SavedModelBundleSourceAdapter::Create(
   TF_RETURN_IF_ERROR(
       SavedModelBundleFactory::Create(config.legacy_config(), &bundle_factory));
   adapter->reset(new SavedModelBundleSourceAdapter(std::move(bundle_factory)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 SavedModelBundleSourceAdapter::~SavedModelBundleSourceAdapter() { Detach(); }
@@ -72,7 +72,7 @@ SavedModelBundleSourceAdapter::GetServableCreator(
             bundle_factory->config().model_warmup_options(),
             GetRunOptions(bundle_factory->config()), path, bundle->get());
       }
-      return OkStatus();
+      return absl::OkStatus();
     };
   }
   return [bundle_factory, path](std::unique_ptr<SavedModelBundle>* bundle) {
@@ -82,7 +82,7 @@ SavedModelBundleSourceAdapter::GetServableCreator(
           bundle_factory->config().model_warmup_options(),
           GetRunOptions(bundle_factory->config()), path, bundle->get());
     }
-    return OkStatus();
+    return absl::OkStatus();
   };
 }
 
@@ -111,7 +111,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
                 .experimental_transient_ram_bytes_during_load(),
         estimate);
 
-    return OkStatus();
+    return absl::OkStatus();
   };
   auto post_load_resource_estimator = [bundle_factory,
                                        path](ResourceAllocation* estimate) {
@@ -119,7 +119,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
   };
   loader->reset(new SimpleLoader<SavedModelBundle>(
       servable_creator, resource_estimator, {post_load_resource_estimator}));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Register the source adapter.
@@ -134,7 +134,7 @@ class SavedModelBundleSourceAdapterCreator {
                                                        &bundle_factory));
     adapter->reset(
         new SavedModelBundleSourceAdapter(std::move(bundle_factory)));
-    return OkStatus();
+    return absl::OkStatus();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(SavedModelBundleSourceAdapterCreator,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index f813f977170..5bc3ecdffa5 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -84,7 +84,7 @@ class SavedModelBundleSourceAdapterTest
         EXPECT_EQ(expected_loader_metadata.servable_id.version,
                   actual_session_metadata.version());
       }
-      return OkStatus();
+      return absl::OkStatus();
     });
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config.cc b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
index 1ff80b78c3a..c475704f756 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
@@ -33,7 +33,7 @@ Status LoadSavedModelConfig(
   absl::StatusOr<SavedModelConfig> model_config =
       LoadSavedModelConfigOrDefault(export_dir);
   if (!model_config.ok()) {
-    return tensorflow::FromAbslStatus(model_config.status());
+    return model_config.status();
   }
 
   if (model_config->has_session_overrides()) {
@@ -48,7 +48,7 @@ Status LoadSavedModelConfig(
     if (created_runtime_config.ok()) {
       runtime_config = std::move(*created_runtime_config);
     } else {
-      return tensorflow::FromAbslStatus(created_runtime_config.status());
+      return created_runtime_config.status();
     }
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index d5b59eb35d2..530507fb848 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -73,7 +73,7 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
     default:
       break;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 6ee224bf335..347ec06f02c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -97,19 +97,19 @@ TEST_P(SavedModelBundleWarmupOptionsTest, MixedWarmupData) {
   EXPECT_CALL(*mock, Run(_, _, SizeIs(1), _, _, _, _))
       .Times(num_warmup_records * 2 * GetNumRequestIterations())
       .WillRepeatedly(DoAll(SetArgPointee<4>(std::vector<Tensor>({scores})),
-                            Return(OkStatus())));
+                            Return(absl::OkStatus())));
   // Classify case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(2), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(
           DoAll(SetArgPointee<4>(std::vector<Tensor>({classes, scores})),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   // MultiInference case
   EXPECT_CALL(*mock, Run(_, _, SizeIs(3), _, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
       .WillRepeatedly(DoAll(
           SetArgPointee<4>(std::vector<Tensor>({classes, scores, scores})),
-          Return(OkStatus())));
+          Return(absl::OkStatus())));
   TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), RunOptions(),
                                    base_path, &saved_model_bundle));
 }
@@ -132,7 +132,7 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType_SessionRun) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
@@ -158,7 +158,7 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType_PredictStreamed) {
   MockSession* mock = new MockSession;
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
                                             base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index b8730d179e9..20ebb7f5ae0 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -103,7 +103,7 @@ Status PopulatePredictionLog(PredictionLog* prediction_log,
     default:
       break;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status WriteWarmupData(const string& fname,
@@ -121,7 +121,7 @@ Status WriteWarmupData(const string& fname,
     }
   }
   TF_RETURN_IF_ERROR(writer.Flush());
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status WriteWarmupDataAsSerializedProtos(
@@ -136,7 +136,7 @@ Status WriteWarmupDataAsSerializedProtos(
     }
   }
   TF_RETURN_IF_ERROR(file->Close());
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status AddMixedWarmupData(
@@ -145,7 +145,7 @@ Status AddMixedWarmupData(
   for (auto& log_type : log_types) {
     TF_RETURN_IF_ERROR(AddToWarmupData(warmup_records, log_type, 1));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status AddToWarmupData(std::vector<string>* warmup_records,
@@ -155,7 +155,7 @@ Status AddToWarmupData(std::vector<string>* warmup_records,
   TF_RETURN_IF_ERROR(
       PopulatePredictionLog(&prediction_log, log_type, num_repeated_values));
   warmup_records->push_back(prediction_log.SerializeAsString());
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Creates a test SignatureDef with the given parameters
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 42efd4fad99..b31af35763d 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -81,7 +81,7 @@ Status RunSavedModelWarmup(
   if (!tensorflow::Env::Default()->FilesExist({warmup_path}, nullptr)) {
     LOG(INFO) << "No warmup data file found at " << warmup_path;
     // Having warmup data is optional, return OK
-    return OkStatus();
+    return absl::OkStatus();
   }
   const int num_request_iterations = [&]() {
     if (model_warmup_options.has_num_request_iterations()) {
@@ -153,7 +153,7 @@ Status RunSavedModelWarmup(
       executor->Schedule([state, num_request_iterations,
                           warmup_request_executor, warmup_path,
                           num_model_warmup_threads]() {
-        Status status = OkStatus();
+        Status status = absl::OkStatus();
         while (status.ok()) {
           tstring record;
           Status execution_status;
@@ -216,7 +216,7 @@ Status RunSavedModelWarmup(
   // the 'model_warm_up_latency' metric below records OK upon successful
   // warm-up.
   if (errors::IsOutOfRange(status)) {
-    status = OkStatus();
+    status = absl::OkStatus();
   }
 
   const auto warmup_latency = GetLatencyMicroseconds(start_microseconds);
@@ -234,7 +234,7 @@ Status RunSavedModelWarmup(
   LOG(INFO) << "Finished reading warmup data for model at " << warmup_path
             << ". Number of warmup records read: " << num_warmup_records
             << ". Elapsed time (microseconds): " << warmup_latency << ".";
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index 0bdf5e4e3b3..b1e3a5f25d3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -114,7 +114,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupStateRegistration) {
   TF_ASSERT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                 [this](PredictionLog prediction_log) {
                                   this->FakeRunWarmupRequest();
-                                  return OkStatus();
+                                  return absl::OkStatus();
                                 }));
   EXPECT_EQ(warmup_request_counter(), num_warmup_records);
   EXPECT_EQ(is_model_in_warmup_state_registry(), ParallelWarmUp());
@@ -133,7 +133,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
-                                     return OkStatus();
+                                     return absl::OkStatus();
                                    }));
   EXPECT_EQ(warmup_request_counter(), 0);
 }
@@ -152,7 +152,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
-                                     return OkStatus();
+                                     return absl::OkStatus();
                                    }));
   EXPECT_EQ(warmup_request_counter(), 0);
 }
@@ -176,7 +176,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return OkStatus(); });
+      [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::DATA_LOSS, status.code()) << status;
   EXPECT_THAT(status.ToString(),
@@ -199,9 +199,9 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
   AddSignatures(&saved_model_bundle.meta_graph_def);
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return OkStatus(); });
+      [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
   EXPECT_THAT(
@@ -221,9 +221,9 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   SavedModelBundle saved_model_bundle;
   const Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
-      [](PredictionLog prediction_log) { return OkStatus(); });
+      [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
   EXPECT_THAT(status.ToString(),
@@ -248,7 +248,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
         return errors::InvalidArgument("Run failed");
       });
   ASSERT_FALSE(status.ok());
-  EXPECT_EQ(static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+  EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
       << status;
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index 0b0cf139d83..0a338e7e175 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -58,7 +58,7 @@ Status CreateStoragePathSource(
       FileSystemStoragePathSource::Create(config, &file_system_source));
 
   *path_source = std::move(file_system_source);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Creates a SavedModelBundle Source by adapting the underlying
@@ -71,7 +71,7 @@ Status CreateSavedModelBundleSource(
   SavedModelBundleSourceAdapterConfig config;
   TF_RETURN_IF_ERROR(SavedModelBundleSourceAdapter::Create(config, source));
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
@@ -93,7 +93,7 @@ Status CreateSingleTFModelManagerFromBasePath(
   builder->AddSourceChain(std::move(path_source), std::move(bundle_source));
   *manager = builder->Build();
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace simple_servers
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index 5f9f196a102..d62e956df08 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -114,7 +114,7 @@ tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
   tflite_tensor->data.raw = tensor_buffer_[tensor_index].release();
   tflite_tensor->bytes = required_bytes;
   tflite_tensor->allocation_type = kTfLiteDynamic;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
@@ -180,7 +180,7 @@ tensorflow::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
   }
   wrapper.reset(new TfLiteInterpreterWrapper(std::move(external_context),
                                              std::move(interpreter)));
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
@@ -195,7 +195,7 @@ tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
         *model, options, wrapper));
   }
   interpreter_pool.reset(new TfLiteInterpreterPool(std::move(interpreters)));
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace internal
diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
index bf314c86389..d13c016ce88 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool_test.cc
@@ -148,7 +148,7 @@ TEST(TfLiteInterpreterWrapper, TfLiteInterpreterWrapperTest) {
   }
   data.push_back(&t);
   ASSERT_FALSE(interpreter_wrapper->SetStringData(
-                   data, tensor, -1, actual_batch_size) == OkStatus());
+                   data, tensor, -1, actual_batch_size) == absl::OkStatus());
   TF_ASSERT_OK(
       interpreter_wrapper->SetStringData(data, tensor, idx, actual_batch_size));
   auto wrapped = interpreter_wrapper->Get();
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 109ccf72d87..54e8bd9f916 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -83,7 +83,7 @@ Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
     default:
       return errors::Internal("Unknown TfLite type: ", tflite_type);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
@@ -99,14 +99,14 @@ std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
 Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
                            string& tensor_name) {
   if (tensor_name_map.find(tensor_name) != tensor_name_map.end()) {
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // Try to update with the legacy tflite tensor name.
   const string& legacy_tflite_name = TfToTfLiteLegacyTensorName(tensor_name);
   if (tensor_name_map.find(legacy_tflite_name) != tensor_name_map.end()) {
     tensor_name = legacy_tflite_name;
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   return errors::Internal("Unknown tensor '", tensor_name, "'.");
@@ -122,7 +122,7 @@ Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
     info->mutable_tensor_shape()->add_dim()->set_size(
         tflite_tensor->dims->data[i]);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
@@ -144,7 +144,7 @@ Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
                                    " has multiple indices");
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 std::vector<int> TensorDims(const Tensor& tensor) {
@@ -165,7 +165,7 @@ Status CreateOutputTensors(
   output_tensors->reserve(output_tensor_names.size());
   for (std::string tfname : output_tensor_names) {
     auto fix_status = FixTfLiteTensorName(output_tensor_to_idx, tfname);
-    if (fix_status != OkStatus()) {
+    if (fix_status != absl::OkStatus()) {
       return errors::Internal("Missing output TFLite tensor: ", tfname, ": ",
                               fix_status.message());
     }
@@ -181,7 +181,7 @@ Status CreateOutputTensors(
     output_tensors->emplace_back(tf_type, tf_shape);
     tflite_idx_to_output_tensor[tflite_idx] = &output_tensors->back();
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status SetInputAndInvokeMiniBatch(
@@ -251,7 +251,7 @@ Status SetInputAndInvokeMiniBatch(
   if (interpreter_wrapper->Invoke() != kTfLiteOk) {
     return errors::Internal("Failed to invoke TfLite interpreter");
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status SetMiniBatchOutput(
@@ -283,7 +283,7 @@ Status SetMiniBatchOutput(
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 int GetModelBatchSize(const tflite::Model* model) {
@@ -345,7 +345,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
       // add the concatenated tensor to input_tasks output
       input_task->outputs->push_back(output_tensor);
     }
-    *input_task->status = OkStatus();
+    *input_task->status = absl::OkStatus();
   };
 
   // The Callback will be run only after all partial tasks finished.
@@ -378,7 +378,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
     const Tensor& input = input_task->inputs[i];
     std::vector<Tensor> split_tensors;
     auto status = tensor::Split(input, output_task_sizes, &split_tensors);
-    if (status != OkStatus()) {
+    if (status != absl::OkStatus()) {
       return status;
     }
     for (int output_idx = 0; output_idx < output_task_num; ++output_idx) {
@@ -386,7 +386,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
       output_task->inputs.push_back(std::move(split_tensors[output_idx]));
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status TfLiteSession::CreateDefaultBasicBatchScheduler(
@@ -398,7 +398,7 @@ Status TfLiteSession::CreateDefaultBasicBatchScheduler(
   TF_RETURN_IF_ERROR(BasicBatchScheduler<TfLiteBatchTask>::Create(
       options, process_batch_callback, &basic_batch_scheduler));
   *batch_scheduler = std::move(basic_batch_scheduler);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status TfLiteSession::SetScheduler(
@@ -454,7 +454,7 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
   std::map<string, SignatureDef> signature_defs;
   const auto status =
       tflite::GetSignatureDefMap(model->GetModel(), &signature_defs);
-  if (status != OkStatus()) {
+  if (status != absl::OkStatus()) {
     return errors::InvalidArgument(
         "Invalid SignatureDefs found in TfLite model: ", status.message());
   }
@@ -530,7 +530,7 @@ Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
             ->SetScheduler(&TfLiteSession::CreateDefaultBasicBatchScheduler,
                            scheduler_options));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 TfLiteSession::TfLiteSession(
@@ -595,7 +595,7 @@ Status TfLiteSession::RunInternal(
 
 #undef RETURN_POOL_IF_ERROR
   interpreter_pool_->ReturnInterpreter(std::move(interpreter));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status TfLiteSession::Run(
@@ -669,7 +669,7 @@ Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
@@ -701,7 +701,7 @@ Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
     }
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 void TfLiteSession::ProcessBatch(
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index f458bf50af5..f8c402bdd50 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -654,21 +654,21 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
 
     if (mutable_model->subgraphs.size() != 1) {
       return Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* subgraph = mutable_model->subgraphs[0].get();
     if (subgraph->inputs.size() != 1) {
       return Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
     if (tensor->shape[0] != 1) {
       return Status(
-          static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+          static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input shape[0] ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
@@ -694,7 +694,7 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
                                       : kBatchSize / num_tflite_interpreters;
   if (scheduler_options.max_execution_batch_size != expected_batch_size) {
     return Status(
-        static_cast<tsl::errors::Code>(absl::StatusCode::kInvalidArgument),
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         strings::StrCat("Scheulder max_execution_batch_size ",
                         scheduler_options.max_execution_batch_size,
                         " not equal to expected ", expected_batch_size));
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
index e2b1e660577..84c41072a4f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
@@ -75,7 +75,7 @@ Status PreProcessClassification(
         kClassifyOutputClasses, "\" and/or \"", kClassifyOutputScores, "\". "));
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PostProcessClassificationResult(
@@ -164,7 +164,7 @@ Status PostProcessClassificationResult(
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
index 8d3c6a833b8..e75992fdded 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
@@ -473,7 +473,7 @@ TEST_F(TfrtClassifierTest, UnexpectedOutputTensorNumber) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                             saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -499,7 +499,7 @@ TEST_F(TfrtClassifierTest, UnexpectedOutputTensorShape) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                             saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -525,7 +525,7 @@ TEST_F(TfrtClassifierTest, UnexpectedOutputTensorType) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                             saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -552,7 +552,7 @@ TEST_F(TfrtClassifierTest, UnexpectedOutputTensorSize) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunClassify(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                             saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
index 2b850c4ef60..aec6a3acf92 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
@@ -47,7 +47,7 @@ Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
   ServableHandle<Servable> servable;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &servable));
   TF_RETURN_IF_ERROR(servable->GetModelMetadata(request, response));
-  return tensorflow::OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
index df97d8b978f..630050f7700 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
@@ -129,7 +129,7 @@ Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
                       ->mutable_model_spec());
   }
   RecordRequestExampleCount(model_name, num_examples);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index 64c110847c1..cce6dcc284a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -93,7 +93,7 @@ Status PreProcessPredictionWithoutOutputFilter(
     }
     input_tensors->emplace_back(std::move(tensor));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Validate results and populate a PredictResponse.
@@ -134,7 +134,7 @@ Status PostProcessPredictionResultWithoutOutputFilter(
         "output_filter contains non-existed output names. output_filter: ",
         absl::StrJoin(output_filter, ",")));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 bool IsOutputFilterEmptyOrFullSet(
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
index 9ebb5b68f9a..e8beb548677 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -301,7 +301,7 @@ TEST_F(PredictImplTest, PredictionUnmatchedOutputNumber) {
                   output_tensors->push_back(output);
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status =
       RunPredict(tfrt_stub::SavedModel::RunOptions(), kTestModelVersion,
                  saved_model.get(), request, &response);
@@ -364,7 +364,7 @@ TEST_F(PredictImplTest, OutputFilters) {
                   CHECK(output_tensor.FromProto(output_tensor_proto1));
                   output_tensors->push_back(output_tensor);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
                           kTestModelVersion, saved_model.get(), request,
                           &response));
@@ -424,7 +424,7 @@ TEST_F(PredictImplTest, OutputFiltersFullSet) {
                   CHECK(output_tensor2.FromProto(output_tensor_proto2));
                   output_tensors->push_back(output_tensor2);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
 
   TF_EXPECT_OK(RunPredict(tfrt_stub::SavedModel::RunOptions(),
                           kTestModelVersion, saved_model.get(), request,
@@ -494,7 +494,7 @@ TEST_F(PredictImplTest, OutputFiltersWithDefaultInputs) {
                   CHECK(output_tensor.FromProto(output_tensor_proto1));
                   output_tensors->push_back(output_tensor);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   TF_EXPECT_OK(RunPredict(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                           saved_model.get(), request, &response));
   EXPECT_EQ(response.outputs_size(), 1);
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
index 426afd63909..878f2b80ad0 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
@@ -65,7 +65,7 @@ Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
         function_metadata.GetOutputNames()[0]);
   }
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PostProcessRegressionResult(
@@ -105,7 +105,7 @@ Status PostProcessRegressionResult(
   for (int i = 0; i < num_examples; ++i) {
     result->add_regressions()->set_value(output_tensor_flat(i));
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
index c2d0d212f05..5b15ffc7110 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
@@ -473,7 +473,7 @@ TEST_F(TfrtRegressorTest, UnexpectedOutputTensorNumber) {
                   output_tensors->push_back(output);
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                            saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -501,7 +501,7 @@ TEST_F(TfrtRegressorTest, UnexpectedOutputTensorShape) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                            saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -528,7 +528,7 @@ TEST_F(TfrtRegressorTest, UnexpectedOutputTensorSize) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                            saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
@@ -555,7 +555,7 @@ TEST_F(TfrtRegressorTest, UnexpectedOutputTensorType) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(output);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
   auto status = RunRegress(tfrt::SavedModel::RunOptions(), kTestModelVersion,
                            saved_model.get(), request_, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
index ab7bf619856..a3c2b5f219a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
@@ -53,7 +53,7 @@ class TfrtSavedModelFactoryTest : public ::testing::Test {
     TF_RETURN_IF_ERROR(TfrtSavedModelFactory::Create(config, &factory));
     TF_RETURN_IF_ERROR(factory->CreateTfrtSavedModelWithMetadata(
         CreateMetadata(), model_path_, saved_model));
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   std::vector<string> GetModelFiles() {
@@ -139,7 +139,7 @@ TEST_F(TfrtSavedModelFactoryTest, BasicWithSavedModelConfigAndGraphRewrite) {
   bool rewriter_was_called = false;
   TF_ASSERT_OK(tensorflow::serving::SetGraphRewriter([&](MetaGraphDef* graph) {
     rewriter_was_called = true;
-    return OkStatus();
+    return absl::OkStatus();
   }));
   std::unique_ptr<tfrt::SavedModel> saved_model;
   TfrtSavedModelConfig config;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index 32420b26bd6..25cdc3c9e3a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -41,7 +41,7 @@ Status TfrtSavedModelSourceAdapter::Create(
   TF_RETURN_IF_ERROR(
       TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
   adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 TfrtSavedModelSourceAdapter::~TfrtSavedModelSourceAdapter() { Detach(); }
@@ -59,7 +59,7 @@ TfrtSavedModelSourceAdapter::GetServableCreator(
     TF_RETURN_IF_ERROR(RegisterModelRoot(metadata.servable_id, path));
     TF_RETURN_IF_ERROR(
         factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
-    return OkStatus();
+    return absl::OkStatus();
   };
 }
 
@@ -80,7 +80,7 @@ Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
         ram_resource, resource_util->GetQuantity(ram_resource, *estimate),
         estimate);
 
-    return OkStatus();
+    return absl::OkStatus();
   };
   auto post_load_resource_estimator = [factory,
                                        path](ResourceAllocation* estimate) {
@@ -88,7 +88,7 @@ Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
   };
   loader->reset(new SimpleLoader<Servable>(servable_creator, resource_estimator,
                                            {post_load_resource_estimator}));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Register the source adapter.
@@ -102,7 +102,7 @@ class TfrtSavedModelSourceAdapterCreator {
     TF_RETURN_IF_ERROR(
         TfrtSavedModelFactory::Create(config.saved_model_config(), &factory));
     adapter->reset(new TfrtSavedModelSourceAdapter(std::move(factory)));
-    return OkStatus();
+    return absl::OkStatus();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(TfrtSavedModelSourceAdapterCreator,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
index 283c0cf6bbd..648afeb1d1f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
@@ -58,7 +58,7 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
       saved_model->GetMetaGraphDef().signature_def_size() <=
           lazy_init_threshold &&
       warmup_record.log_type_case() != PredictionLog::kMultiInferenceLog) {
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   switch (warmup_record.log_type_case()) {
@@ -112,7 +112,7 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
           "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
       break;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
index ae0dd059bec..c866919db58 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
@@ -119,7 +119,7 @@ TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(scores);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
 
   EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kRegressMethodName),
                                 ::testing::An<absl::Span<const Tensor>>(), _))
@@ -128,7 +128,7 @@ TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
           DoAll(WithArgs<3>([&](std::vector<Tensor>* output_tensors) {
                   output_tensors->push_back(scores);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
 
   EXPECT_CALL(*saved_model, Run(_, ::testing::Eq(kClassifyMethodName),
                                 ::testing::An<absl::Span<const Tensor>>(), _))
@@ -138,7 +138,7 @@ TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
                   output_tensors->push_back(classes);
                   output_tensors->push_back(scores);
                 }),
-                Return(OkStatus())));
+                Return(absl::OkStatus())));
 
   EXPECT_CALL(*saved_model, RunMultipleSignatures(_, _, _, _))
       .Times(num_warmup_records * GetNumRequestIterations())
@@ -149,7 +149,7 @@ TEST_P(TFRTSavedModelWarmupOptionsTest, MixedWarmupData) {
             (*output_tensors)[1].push_back(classes);
             (*output_tensors)[1].push_back(scores);
           }),
-          Return(OkStatus())));
+          Return(absl::OkStatus())));
 
   TF_EXPECT_OK(RunSavedModelWarmup(GetModelWarmupOptions(), base_path,
                                    /*lazy_init_threshold=*/0,
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 36c082a4923..aa8571c0c96 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -205,7 +205,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
       return errors::Unimplemented(
           "Input with kind ", serialized_input.kind_case(), " not supported.");
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PerformOneShotTensorComputation(
@@ -230,7 +230,7 @@ Status PerformOneShotTensorComputation(
   if (runtime_latency != nullptr) {
     *runtime_latency = end_microseconds - start_microseconds;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status PerformOneShotTensorComputation(
@@ -326,7 +326,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
       }
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 Status EstimateResourceFromPathUsingDiskState(const string& path,
@@ -345,7 +345,7 @@ Status EstimateResourceFromPathUsingDiskState(const string& path,
   ram_resource->set_kind(resource_kinds::kRamBytes);
   ram_entry->set_quantity(ram_requirement);
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 void RecordRuntimeLatency(const string& model_name, const string& api,
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index d118774c83e..15bb5820455 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -296,14 +296,16 @@ TEST(ResourceEstimatorTest, EstimateResourceFromPathUsingDiskState) {
   // Set up the expectation that the directory contains exactly one child with
   // the given file size.
   test_util::MockFileProbingEnv env;
-  EXPECT_CALL(env, FileExists(export_dir)).WillRepeatedly(Return(OkStatus()));
+  EXPECT_CALL(env, FileExists(export_dir))
+      .WillRepeatedly(Return(absl::OkStatus()));
   EXPECT_CALL(env, GetChildren(export_dir, _))
       .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
-                            Return(OkStatus())));
+                            Return(absl::OkStatus())));
   EXPECT_CALL(env, IsDirectory(child_path))
       .WillRepeatedly(Return(errors::FailedPrecondition("")));
   EXPECT_CALL(env, GetFileSize(child_path, _))
-      .WillRepeatedly(DoAll(SetArgPointee<1>(file_size), Return(OkStatus())));
+      .WillRepeatedly(
+          DoAll(SetArgPointee<1>(file_size), Return(absl::OkStatus())));
 
   ResourceAllocation actual;
   TF_ASSERT_OK(

From 9b737d1bd3969e7cda7d53cd561dd13ae0f66448 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Jun 2024 22:56:25 -0700
Subject: [PATCH 7502/8103] Automated Code Change

PiperOrigin-RevId: 643544321
---
 .../experimental/tensorflow/ops/remote_predict/BUILD | 12 +-----------
 1 file changed, 1 insertion(+), 11 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 3ad13de9d7a..24c2027f729 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -52,10 +52,6 @@ cc_library(
     name = "remote_predict_ops_cc",
     srcs = ["cc/ops/remote_predict_op.cc"],
     hdrs = ["cc/ops/remote_predict_op.h"],
-    visibility = [
-        "//tensorflow_serving/experimental/example:__subpackages__",
-        "//tensorflow_serving/model_servers:__subpackages__",
-    ],
     deps = [
         ":remote_predict_op_op_lib",
         "@org_tensorflow//tensorflow/cc:const_op",
@@ -82,10 +78,6 @@ tf_kernel_library(
         "kernels/prediction_service_grpc.h",
         "kernels/remote_predict_op_kernel.h",
     ],
-    visibility = [
-        "//tensorflow_serving/experimental/example:__subpackages__",
-        "//tensorflow_serving/model_servers:__subpackages__",
-    ],
     deps = [
         ":remote_predict_op_op_lib",
         "//tensorflow_serving/apis:model_cc_proto",
@@ -199,7 +191,5 @@ filegroup(
             "**/OWNERS",
         ],
     ),
-    visibility = [
-        "//tensorflow_serving:__subpackages__",
-    ],
+    visibility = ["//visibility:private"],
 )

From 683cb64abb560324c9b1d391cdfe5b56ca1ee25a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Jun 2024 11:04:02 -0700
Subject: [PATCH 7503/8103] Add property definition for PowerControl
 LimitInWatts

PiperOrigin-RevId: 646155451
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index fe2661b8be1..0beb7b3ed5d 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -11,6 +11,7 @@ package_group(
     packages = [
         "//...",
         "//net/floo/flooefi/...",
+        "//platforms/accel_ssw/common/lib/...",
         "//platforms/gsys/...",
         "//platforms/redfish/...",
         "//platforms/syshealth/shdc/...",

From 96ed58734ada6eee9cc61b1cd342e8d4372c2d96 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Tue, 25 Jun 2024 13:28:39 -0700
Subject: [PATCH 7504/8103] Internal change

PiperOrigin-RevId: 646587052
---
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 27b536a7e6d..2d0e4bceacb 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -208,6 +208,9 @@ message TfrtSavedModelConfig {
   // Whether to enable paging. This should only be true when using Pathways
   // backend.
   bool enable_paging = 2022;
+
+  // PjRt memory kind to use for paged-out buffers.
+  string paging_host_memory_kind = 2023;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From ef678e5348702bb5159eb8bd85a43a5de0d2ab33 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 2 Jul 2024 03:10:59 -0700
Subject: [PATCH 7505/8103] Automated Code Change

PiperOrigin-RevId: 648653948
---
 tensorflow_serving/apis/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index d0e9cc3663c..3764bf64760 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -437,7 +437,7 @@ serving_proto_library(
 
 tf_jspb_proto_library(
     name = "session_service_jspb_proto",
-    visibility = ["//research/vision/loco/visualization/interactive_computation:__pkg__"],
+    visibility = ["//visibility:private"],
     deps = [":session_service_proto"],
 )
 

From 8cdf0b8b470c6408e961d561aec570aa92777a9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 11 Jul 2024 18:01:56 -0700
Subject: [PATCH 7506/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2cc345db-09f0-4a8e-82c8-ad7ebef93135

PiperOrigin-RevId: 651593026
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 752004fbfa8..0b84eaa553e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eac86da8f3d865114eb2d3b50c58d1791248132b7895ddbbd308d3e9fb967bcd",
-    git_commit = "953daf90a301ec39e8c00f3bbdbd0620a82571c0",
+    sha256 = "a767aee91e84274fd65bfeceb67e6935d72415f7b0dc5c323dcfc89100b4cefa",
+    git_commit = "89ecef24aab0544801adf49aadca64dbf0e2a723",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fab5c054d5c4dd18b69e21326367f0c5acae2028 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2024 14:09:37 -0700
Subject: [PATCH 7507/8103] Add tests to validate monitoring states.

PiperOrigin-RevId: 651882434
---
 .../model_servers/server_core_test.cc         | 44 +++++++++++++++++++
 1 file changed, 44 insertions(+)

diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 3b368382629..76dc7cfdb65 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -31,11 +31,14 @@ limitations under the License.
 #include "tensorflow/core/lib/random/random.h"
 #include "tensorflow/core/lib/strings/stringprintf.h"
 #include "tensorflow/core/platform/path.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
 #include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
 #include "tensorflow_serving/core/test_util/fake_loader_source_adapter.pb.h"
@@ -59,6 +62,8 @@ using ::testing::_;
 using ::testing::Invoke;
 using ::testing::MockFunction;
 using ::testing::NiceMock;
+using ::testing::Pair;
+using ::testing::UnorderedElementsAre;
 
 TEST_P(ServerCoreTest, PreLoadHook) {
   std::unique_ptr<ServerCore> server_core;
@@ -92,6 +97,19 @@ TEST_P(ServerCoreTest, CreateWaitsTillModelsAvailable) {
   TF_ASSERT_OK(
       server_core->GetServableHandle<string>(model_spec, &servable_handle));
   EXPECT_EQ(servable_handle.id(), expected_id);
+
+  // Validate monitoring states.
+  const auto servable_map =
+      server_core->servable_state_monitor()->GetAllServableStates();
+  auto it_servable = servable_map.find(test_util::kTestModelName);
+  ASSERT_NE(it_servable, servable_map.end());
+  ASSERT_THAT(it_servable->second,
+              UnorderedElementsAre(Pair(test_util::kTestModelVersion, _)));
+  const auto state_and_time =
+      it_servable->second.at(test_util::kTestModelVersion);
+  EXPECT_TRUE(state_and_time.state.health.ok());
+  EXPECT_EQ(state_and_time.state.manager_state,
+            ServableState::ManagerState::kAvailable);
 }
 
 TEST_P(ServerCoreTest, ReloadConfigWaitsTillModelsAvailable) {
@@ -128,6 +146,17 @@ TEST_P(ServerCoreTest, ReloadConfigUnloadsModels) {
   test_util::WaitUntilServableManagerStateIsOneOf(
       *server_core->servable_state_monitor(), servable_id,
       {ServableState::ManagerState::kEnd});
+  // Validate monitoring states.
+  const auto servable_map =
+      server_core->servable_state_monitor()->GetAllServableStates();
+  auto it_servable = servable_map.find(test_util::kTestModelName);
+  ASSERT_NE(it_servable, servable_map.end());
+  ASSERT_THAT(it_servable->second,
+              UnorderedElementsAre(Pair(test_util::kTestModelVersion, _)));
+  const auto state_and_time =
+      it_servable->second.at(test_util::kTestModelVersion);
+  ASSERT_EQ(state_and_time.state.manager_state,
+            ServableState::ManagerState::kEnd);
 }
 
 TEST_P(ServerCoreTest, ReloadConfigHandlesLoadingAPreviouslyUnloadedModel) {
@@ -309,6 +338,21 @@ TEST_P(ServerCoreTest, ErroringModel) {
   EXPECT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("1 servable(s) did not become available"));
+
+  // Validate monitoring states.
+  const auto servable_map =
+      server_core->servable_state_monitor()->GetAllServableStates();
+  auto it_servable = servable_map.find(test_util::kTestModelName);
+  ASSERT_NE(it_servable, servable_map.end());
+  ASSERT_THAT(it_servable->second,
+              UnorderedElementsAre(Pair(test_util::kTestModelVersion, _)));
+  const auto state_and_time =
+      it_servable->second.at(test_util::kTestModelVersion);
+  EXPECT_EQ(state_and_time.state.health.code(), absl::StatusCode::kCancelled);
+  EXPECT_THAT(state_and_time.state.health.ToString(),
+              ::testing::HasSubstr("injected error"));
+  EXPECT_EQ(state_and_time.state.manager_state,
+            ServableState::ManagerState::kEnd);
 }
 
 TEST_P(ServerCoreTest, IllegalReconfigurationToCustomConfig) {

From 19f9ccf9a3ddedc93812da7eac28554ebbc1f8dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Jul 2024 15:18:40 -0700
Subject: [PATCH 7508/8103] Disable xnn_enable_avx256vnnigfni

PiperOrigin-RevId: 651900569
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index 8e52206a2fa..a80e416b354 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -51,6 +51,7 @@ build:mkl_aarch64 --copt=-O3
 
 build --define=build_with_onednn_v2=true
 build --define=xnn_enable_avxvnni=false
+build --define=xnn_enable_avx256vnnigfni=false
 build --define=xnn_enable_avx512amx=false
 build --define=xnn_enable_avx512fp16=false
 

From 9161c60bfa34b5c009346bb35c77d44bf34b07d4 Mon Sep 17 00:00:00 2001
From: Tanvi Jagtap <tjagtap@google.com>
Date: Fri, 12 Jul 2024 23:06:17 -0700
Subject: [PATCH 7509/8103] 1.  This CL is based on the assumption that this
 component uses OSS gRPC. If that is not the case, then this CL is wrong and
 should not be approved. 1.  Functions `gpr_set_log_verbosity` has been
 deprecated. This function will be deleted in the future gRPC release. 1. 
 gRPC will internally use absl logging in the next version of gRPC. Earlier
 gRPC version was using its own custom logging mechanism called `gpr` which
 had a whole set of functions beginning with `gpr_`. 1.  If you still have
 concerns about log noise, your binary can set absl log severity using
 `--minloglevel` , `absl::SetMinLogLevel`. If you use minloglevel, the log
 severity of your entire binary/application will be altered, not just for
 gRPC. TAG : [Gpr_To_Absl_Logging] Removing deprecated code.

PiperOrigin-RevId: 651989664
---
 tensorflow_serving/test_util/grpc_client.cc | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 9c4dffe8a47..74f3c7e0ac9 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -149,6 +149,12 @@ class ServingClient {
 };
 
 int main(int argc, char** argv) {
+  // When gRPC version is updated to the latest version, the build will fail
+  // because gpr_set_log_verbosity will be deleted. Since in the latest
+  // version of gRPC uses absl internally, If you want to set absl severity or
+  // verbosity you need to use absl : --v, --vmodule, --minloglevel,
+  // absl::SetVLogLevel, absl::SetGlobalVLogLevel, and absl::SetMinLogLevel.
+  // You can delete gpr_set_log_verbosity statement when your build fails.
   gpr_set_log_verbosity(GPR_LOG_SEVERITY_ERROR);
   absl::ParseCommandLine(argc, argv);
 

From 51cf3a796d87ed8726bf5525be6481b28de0ef94 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 16 Jul 2024 12:58:50 -0700
Subject: [PATCH 7510/8103] Reduce duplicate code using a test class

PiperOrigin-RevId: 652947486
---
 tensorflow_serving/core/BUILD                 |   4 +
 .../core/servable_state_monitor_test.cc       | 383 +++++++++---------
 2 files changed, 188 insertions(+), 199 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 799692fd813..04c252107a7 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -428,8 +428,12 @@ cc_test(
     size = "small",
     srcs = ["servable_state_monitor_test.cc"],
     deps = [
+        ":manager",
+        ":servable_id",
+        ":servable_state",
         ":servable_state_monitor",
         "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/util:event_bus",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index 1db55f33902..8f2b5665d7d 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -23,7 +23,13 @@ limitations under the License.
 #include <gtest/gtest.h>
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/notification.h"
+#include "tensorflow_serving/core/manager.h"
+#include "tensorflow_serving/core/servable_id.h"
+#include "tensorflow_serving/core/servable_state.h"
+#include "tensorflow_serving/util/event_bus.h"
 
 namespace tensorflow {
 namespace serving {
@@ -35,154 +41,158 @@ using ::testing::Pair;
 using ::testing::UnorderedElementsAre;
 using ServableStateAndTime = ServableStateMonitor::ServableStateAndTime;
 
-TEST(ServableStateMonitorTest, AddingStates) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-
-  ServableStateMonitor::Options monitor_options;
-  monitor_options.max_count_log_events = 4;
+class ServableStateMonitorTest : public ::testing::Test {
+ protected:
+  ServableStateMonitorTest() {
+    env_ = std::make_unique<test_util::FakeClockEnv>(Env::Default());
+    EventBus<ServableState>::Options bus_options;
+    bus_options.env = env_.get();
+    bus_ = EventBus<ServableState>::CreateEventBus(bus_options);
+  }
+  void CreateMonitor(int max_count_log_events = 0) {
+    ServableStateMonitor::Options monitor_options;
+    monitor_options.max_count_log_events = max_count_log_events;
+    monitor_ =
+        std::make_unique<ServableStateMonitor>(bus_.get(), monitor_options);
+  }
+  std::unique_ptr<test_util::FakeClockEnv> env_;
+  std::shared_ptr<EventBus<ServableState>> bus_;
+  std::unique_ptr<ServableStateMonitor> monitor_;
+};
 
-  ServableStateMonitor monitor(bus.get(), monitor_options);
+TEST_F(ServableStateMonitorTest, AddingStates) {
+  CreateMonitor(/*max_count_log_events=*/4);
   ServableState notified_state;
-  monitor.Notify([&](const ServableState& servable_state) {
+  monitor_->Notify([&](const ServableState& servable_state) {
     notified_state = servable_state;
   });
-  EXPECT_FALSE(monitor.GetState(ServableId{"foo", 42}));
-  EXPECT_TRUE(monitor.GetVersionStates("foo").empty());
-  EXPECT_TRUE(monitor.GetAllServableStates().empty());
-  EXPECT_TRUE(monitor.GetBoundedLog().empty());
+  EXPECT_FALSE(monitor_->GetState(ServableId{"foo", 42}));
+  EXPECT_TRUE(monitor_->GetVersionStates("foo").empty());
+  EXPECT_TRUE(monitor_->GetAllServableStates().empty());
+  EXPECT_TRUE(monitor_->GetBoundedLog().empty());
 
   // Initial servable.
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 42}));
-  EXPECT_EQ(state_0, *monitor.GetState(ServableId{"foo", 42}));
+  bus_->Publish(state_0);
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 42}));
+  EXPECT_EQ(state_0, *monitor_->GetState(ServableId{"foo", 42}));
   EXPECT_EQ(state_0, notified_state);
-  EXPECT_FALSE(monitor.GetState(ServableId{"foo", 99}));
-  EXPECT_FALSE(monitor.GetState(ServableId{"bar", 42}));
-  EXPECT_THAT(monitor.GetVersionStates("foo"),
+  EXPECT_FALSE(monitor_->GetState(ServableId{"foo", 99}));
+  EXPECT_FALSE(monitor_->GetState(ServableId{"bar", 42}));
+  EXPECT_THAT(monitor_->GetVersionStates("foo"),
               ElementsAre(Pair(42, state_0_and_time)));
-  EXPECT_TRUE(monitor.GetVersionStates("bar").empty());
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  EXPECT_TRUE(monitor_->GetVersionStates("bar").empty());
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
-  EXPECT_THAT(monitor.GetBoundedLog(), ElementsAre(state_0_and_time));
+  EXPECT_THAT(monitor_->GetBoundedLog(), ElementsAre(state_0_and_time));
 
   // New version of existing servable.
   const ServableState state_1 = {ServableId{"foo", 43},
                                  ServableState::ManagerState::kAvailable,
                                  errors::Unknown("error")};
-  env.AdvanceByMicroseconds(2);
+  env_->AdvanceByMicroseconds(2);
   const ServableStateAndTime state_1_and_time = {state_1, 3};
-  bus->Publish(state_1);
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 42}));
-  EXPECT_EQ(state_0, *monitor.GetState(ServableId{"foo", 42}));
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 43}));
-  EXPECT_EQ(state_1, *monitor.GetState(ServableId{"foo", 43}));
+  bus_->Publish(state_1);
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 42}));
+  EXPECT_EQ(state_0, *monitor_->GetState(ServableId{"foo", 42}));
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 43}));
+  EXPECT_EQ(state_1, *monitor_->GetState(ServableId{"foo", 43}));
   EXPECT_EQ(state_1, notified_state);
-  EXPECT_FALSE(monitor.GetState(ServableId{"foo", 99}));
-  EXPECT_FALSE(monitor.GetState(ServableId{"bar", 42}));
+  EXPECT_FALSE(monitor_->GetState(ServableId{"foo", 99}));
+  EXPECT_FALSE(monitor_->GetState(ServableId{"bar", 42}));
   EXPECT_THAT(
-      monitor.GetVersionStates("foo"),
+      monitor_->GetVersionStates("foo"),
       ElementsAre(Pair(43, state_1_and_time), Pair(42, state_0_and_time)));
-  EXPECT_TRUE(monitor.GetVersionStates("bar").empty());
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  EXPECT_TRUE(monitor_->GetVersionStates("bar").empty());
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(43, state_1_and_time),
                                           Pair(42, state_0_and_time)))));
-  EXPECT_THAT(monitor.GetBoundedLog(),
+  EXPECT_THAT(monitor_->GetBoundedLog(),
               ElementsAre(state_0_and_time, state_1_and_time));
 
   // New servable name.
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(4);
+  env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_2_and_time = {state_2, 7};
-  bus->Publish(state_2);
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 42}));
-  EXPECT_EQ(state_0, *monitor.GetState(ServableId{"foo", 42}));
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 43}));
-  EXPECT_EQ(state_1, *monitor.GetState(ServableId{"foo", 43}));
-  ASSERT_TRUE(monitor.GetState(ServableId{"bar", 7}));
-  EXPECT_EQ(state_2, *monitor.GetState(ServableId{"bar", 7}));
+  bus_->Publish(state_2);
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 42}));
+  EXPECT_EQ(state_0, *monitor_->GetState(ServableId{"foo", 42}));
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 43}));
+  EXPECT_EQ(state_1, *monitor_->GetState(ServableId{"foo", 43}));
+  ASSERT_TRUE(monitor_->GetState(ServableId{"bar", 7}));
+  EXPECT_EQ(state_2, *monitor_->GetState(ServableId{"bar", 7}));
   EXPECT_EQ(state_2, notified_state);
-  EXPECT_FALSE(monitor.GetState(ServableId{"bar", 42}));
+  EXPECT_FALSE(monitor_->GetState(ServableId{"bar", 42}));
   EXPECT_THAT(
-      monitor.GetVersionStates("foo"),
+      monitor_->GetVersionStates("foo"),
       ElementsAre(Pair(43, state_1_and_time), Pair(42, state_0_and_time)));
-  EXPECT_THAT(monitor.GetVersionStates("bar"),
+  EXPECT_THAT(monitor_->GetVersionStates("bar"),
               ElementsAre(Pair(7, state_2_and_time)));
-  EXPECT_TRUE(monitor.GetVersionStates("baz").empty());
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  EXPECT_TRUE(monitor_->GetVersionStates("baz").empty());
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(43, state_1_and_time),
                                           Pair(42, state_0_and_time))),
                   Pair("bar", ElementsAre(Pair(7, state_2_and_time)))));
 
   EXPECT_THAT(
-      monitor.GetBoundedLog(),
+      monitor_->GetBoundedLog(),
       ElementsAre(state_0_and_time, state_1_and_time, state_2_and_time));
 }
 
-TEST(ServableStateMonitorTest, UpdatingStates) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-
-  ServableStateMonitor::Options monitor_options;
-  monitor_options.max_count_log_events = 3;
-  ServableStateMonitor monitor(bus.get(), monitor_options);
+TEST_F(ServableStateMonitorTest, UpdatingStates) {
+  CreateMonitor(/*max_count_log_events=*/3);
 
   // Initial servables.
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(4);
+  env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_0_and_time = {state_0, 4};
-  bus->Publish(state_0);
+  bus_->Publish(state_0);
   const ServableState state_1 = {ServableId{"foo", 43},
                                  ServableState::ManagerState::kAvailable,
                                  errors::Unknown("error")};
   const ServableStateAndTime state_1_and_time = {state_1, 4};
-  bus->Publish(state_1);
+  bus_->Publish(state_1);
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
                                  OkStatus()};
   const ServableStateAndTime state_2_and_time = {state_2, 4};
-  bus->Publish(state_2);
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  bus_->Publish(state_2);
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(43, state_1_and_time),
                                           Pair(42, state_0_and_time))),
                   Pair("bar", ElementsAre(Pair(7, state_2_and_time)))));
   EXPECT_THAT(
-      monitor.GetBoundedLog(),
+      monitor_->GetBoundedLog(),
       ElementsAre(state_0_and_time, state_1_and_time, state_2_and_time));
 
   // Update one of them.
   const ServableState state_1_updated = {
       ServableId{"foo", 43}, ServableState::ManagerState::kLoading, OkStatus()};
-  env.AdvanceByMicroseconds(4);
+  env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_1_updated_and_time = {state_1_updated, 8};
-  bus->Publish(state_1_updated);
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 42}));
-  EXPECT_EQ(state_0, *monitor.GetState(ServableId{"foo", 42}));
-  ASSERT_TRUE(monitor.GetState(ServableId{"foo", 43}));
-  EXPECT_EQ(state_1_updated, *monitor.GetState(ServableId{"foo", 43}));
-  ASSERT_TRUE(monitor.GetState(ServableId{"bar", 7}));
-  EXPECT_EQ(state_2, *monitor.GetState(ServableId{"bar", 7}));
-  EXPECT_THAT(monitor.GetVersionStates("foo"),
+  bus_->Publish(state_1_updated);
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 42}));
+  EXPECT_EQ(state_0, *monitor_->GetState(ServableId{"foo", 42}));
+  ASSERT_TRUE(monitor_->GetState(ServableId{"foo", 43}));
+  EXPECT_EQ(state_1_updated, *monitor_->GetState(ServableId{"foo", 43}));
+  ASSERT_TRUE(monitor_->GetState(ServableId{"bar", 7}));
+  EXPECT_EQ(state_2, *monitor_->GetState(ServableId{"bar", 7}));
+  EXPECT_THAT(monitor_->GetVersionStates("foo"),
               ElementsAre(Pair(43, state_1_updated_and_time),
                           Pair(42, state_0_and_time)));
-  EXPECT_THAT(monitor.GetVersionStates("bar"),
+  EXPECT_THAT(monitor_->GetVersionStates("bar"),
               ElementsAre(Pair(7, state_2_and_time)));
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(43, state_1_updated_and_time),
                                           Pair(42, state_0_and_time))),
@@ -191,54 +201,45 @@ TEST(ServableStateMonitorTest, UpdatingStates) {
   // The max count for events logged in the bounded log is 3, so the first entry
   // corresponding to state_0 is removed and an entry is added for
   // state_1_updated.
-  EXPECT_THAT(monitor.GetBoundedLog(),
+  EXPECT_THAT(monitor_->GetBoundedLog(),
               ElementsAre(state_1_and_time, state_2_and_time,
                           state_1_updated_and_time));
 }
 
-TEST(ServableStateMonitorTest, DisableBoundedLogging) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-
+TEST_F(ServableStateMonitorTest, DisableBoundedLogging) {
   // The default value for max_count_log_events in options is 0, which disables
   // logging.
-  ServableStateMonitor monitor(bus.get());
+  CreateMonitor();
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  bus_->Publish(state_0);
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
-  EXPECT_TRUE(monitor.GetBoundedLog().empty());
+  EXPECT_TRUE(monitor_->GetBoundedLog().empty());
 }
 
-TEST(ServableStateMonitorTest, GetLiveServableStates) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, GetLiveServableStates) {
+  CreateMonitor();
 
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_0);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
 
   const ServableState state_1 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kAvailable,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
-  bus->Publish(state_1);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_1);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time))),
                   Pair("bar", ElementsAre(Pair(7, state_1_and_time)))));
@@ -247,38 +248,34 @@ TEST(ServableStateMonitorTest, GetLiveServableStates) {
   // servables.
   const ServableState state_0_update = {
       ServableId{"foo", 42}, ServableState::ManagerState::kEnd, OkStatus()};
-  env.AdvanceByMicroseconds(1);
-  bus->Publish(state_0_update);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  env_->AdvanceByMicroseconds(1);
+  bus_->Publish(state_0_update);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("bar", ElementsAre(Pair(7, state_1_and_time)))));
 }
 
-TEST(ServableStateMonitorTest, GetAvailableServableStates) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, GetAvailableServableStates) {
+  CreateMonitor();
 
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  EXPECT_THAT(monitor.GetAvailableServableStates(), testing::IsEmpty());
+  bus_->Publish(state_0);
+  EXPECT_THAT(monitor_->GetAvailableServableStates(), testing::IsEmpty());
 
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   std::vector<ServableStateAndTime> servable_state_and_time;
   for (const auto& servable_id : {ServableId{"bar", 6}, ServableId{"bar", 7}}) {
     const ServableState state = {
         servable_id, ServableState::ManagerState::kAvailable, OkStatus()};
     const ServableStateAndTime state_and_time = {state, 2};
     servable_state_and_time.push_back({state, 2});
-    bus->Publish(state);
+    bus_->Publish(state);
   }
 
-  EXPECT_THAT(monitor.GetAvailableServableStates(),
+  EXPECT_THAT(monitor_->GetAvailableServableStates(),
               UnorderedElementsAre("bar"));
 
   // Servable {bar, 6} moves to state kUnloading and is removed from available
@@ -286,71 +283,63 @@ TEST(ServableStateMonitorTest, GetAvailableServableStates) {
   const ServableState state_0_update = {ServableId{"bar", 6},
                                         ServableState::ManagerState::kUnloading,
                                         OkStatus()};
-  env.AdvanceByMicroseconds(1);
-  bus->Publish(state_0_update);
-  EXPECT_THAT(monitor.GetAvailableServableStates(),
+  env_->AdvanceByMicroseconds(1);
+  bus_->Publish(state_0_update);
+  EXPECT_THAT(monitor_->GetAvailableServableStates(),
               UnorderedElementsAre("bar"));
   // Servable {bar, 7} moves to state kEnd and is removed from available
   // servable states.
   const ServableState state_1_update = {
       ServableId{"bar", 7}, ServableState::ManagerState::kEnd, OkStatus()};
-  env.AdvanceByMicroseconds(1);
-  bus->Publish(state_1_update);
+  env_->AdvanceByMicroseconds(1);
+  bus_->Publish(state_1_update);
   // No available state now.
-  EXPECT_THAT(monitor.GetAvailableServableStates(), ::testing::IsEmpty());
+  EXPECT_THAT(monitor_->GetAvailableServableStates(), ::testing::IsEmpty());
 }
 
-TEST(ServableStateMonitorTest, VersionMapDescendingOrder) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, VersionMapDescendingOrder) {
+  CreateMonitor();
 
   const ServableState state_0 = {
       ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_0);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
 
   const ServableState state_1 = {ServableId{"foo", 7},
                                  ServableState::ManagerState::kAvailable,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
-  bus->Publish(state_1);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_1);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               ElementsAre(Pair("foo", ElementsAre(Pair(42, state_0_and_time),
                                                   Pair(7, state_1_and_time)))));
 }
 
-TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
-  test_util::FakeClockEnv env(Env::Default());
-  EventBus<ServableState>::Options bus_options;
-  bus_options.env = &env;
-  auto bus = EventBus<ServableState>::CreateEventBus(bus_options);
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, ForgetUnloadedServableStates) {
+  CreateMonitor();
 
   const ServableState state_0 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kAvailable,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
-  bus->Publish(state_0);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_0);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time)))));
 
   const ServableState state_1 = {ServableId{"bar", 1},
                                  ServableState::ManagerState::kAvailable,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
-  bus->Publish(state_1);
-  EXPECT_THAT(monitor.GetLiveServableStates(),
+  bus_->Publish(state_1);
+  EXPECT_THAT(monitor_->GetLiveServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_0_and_time))),
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
@@ -358,41 +347,40 @@ TEST(ServableStateMonitorTest, ForgetUnloadedServableStates) {
   const ServableState state_2 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kUnloading,
                                  OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_2_and_time = {state_2, 3};
-  bus->Publish(state_2);
-  monitor.ForgetUnloadedServableStates();
+  bus_->Publish(state_2);
+  monitor_->ForgetUnloadedServableStates();
   // "foo" state should still be recorded since it hasn't reached kEnd.
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_2_and_time))),
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
 
   const ServableState state_3 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kEnd, OkStatus()};
-  env.AdvanceByMicroseconds(1);
+  env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_3_and_time = {state_3, 4};
-  bus->Publish(state_3);
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  bus_->Publish(state_3);
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", ElementsAre(Pair(42, state_3_and_time))),
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
-  monitor.ForgetUnloadedServableStates();
-  EXPECT_THAT(monitor.GetAllServableStates(),
+  monitor_->ForgetUnloadedServableStates();
+  EXPECT_THAT(monitor_->GetAllServableStates(),
               UnorderedElementsAre(
                   Pair("foo", IsEmpty()),
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateZeroServables) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateZeroServables) {
+  CreateMonitor();
   const std::vector<ServableRequest> servables = {};
 
   using ManagerState = ServableState::ManagerState;
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -403,9 +391,9 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateZeroServables) {
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificAvailable) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest,
+       NotifyWhenServablesReachStateSpecificAvailable) {
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   const ServableId specific_goal_state_id = {"specific_goal_state", 42};
   servables.push_back(ServableRequest::FromId(specific_goal_state_id));
@@ -415,7 +403,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificAvailable) {
       specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -425,13 +413,12 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificAvailable) {
                                         ManagerState::kAvailable)));
         notified.Notify();
       });
-  bus->Publish(specific_goal_state);
+  bus_->Publish(specific_goal_state);
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificError) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificError) {
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   const ServableId specific_error_state_id = {"specific_error_state", 42};
   servables.push_back(ServableRequest::FromId(specific_error_state_id));
@@ -441,7 +428,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificError) {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -451,14 +438,13 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificError) {
                         Pair(specific_error_state_id, ManagerState::kEnd)));
         notified.Notify();
       });
-  bus->Publish(specific_error_state);
+  bus_->Publish(specific_error_state);
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest,
-     NotifyWhenServablesReachStateServableLatestAvailable) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest,
+       NotifyWhenServablesReachStateServableLatestAvailable) {
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   servables.push_back(ServableRequest::Latest("servable_stream"));
   const ServableId servable_stream_available_state_id = {"servable_stream", 42};
@@ -468,7 +454,7 @@ TEST(ServableStateMonitorTest,
       servable_stream_available_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -478,13 +464,12 @@ TEST(ServableStateMonitorTest,
                                              ManagerState::kAvailable)));
         notified.Notify();
       });
-  bus->Publish(servable_stream_available_state);
+  bus_->Publish(servable_stream_available_state);
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateLatestError) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateLatestError) {
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   servables.push_back(ServableRequest::Latest("servable_stream"));
   const ServableId servable_stream_error_state_id = {"servable_stream", 7};
@@ -495,7 +480,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateLatestError) {
       errors::Internal("error")};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -505,15 +490,15 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateLatestError) {
                                               ManagerState::kEnd)));
         notified.Notify();
       });
-  bus->Publish(servable_stream_error_state);
+  bus_->Publish(servable_stream_error_state);
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateFullFunctionality) {
+TEST_F(ServableStateMonitorTest,
+       NotifyWhenServablesReachStateFullFunctionality) {
   using ManagerState = ServableState::ManagerState;
 
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   const ServableId specific_goal_state_id = {"specific_goal_state", 42};
   servables.push_back(ServableRequest::FromId(specific_goal_state_id));
@@ -523,7 +508,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateFullFunctionality) {
   const ServableId servable_stream_id = {"servable_stream", 7};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -543,17 +528,17 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateFullFunctionality) {
   const ServableState servable_stream_state = {
       servable_stream_id, ManagerState::kAvailable, OkStatus()};
 
-  bus->Publish(specific_goal_state);
+  bus_->Publish(specific_goal_state);
   ASSERT_FALSE(notified.HasBeenNotified());
-  bus->Publish(specific_error_state);
+  bus_->Publish(specific_error_state);
   ASSERT_FALSE(notified.HasBeenNotified());
-  bus->Publish(servable_stream_state);
+  bus_->Publish(servable_stream_state);
   notified.WaitForNotification();
 }
 
-TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateOnlyNotifiedOnce) {
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+TEST_F(ServableStateMonitorTest,
+       NotifyWhenServablesReachStateOnlyNotifiedOnce) {
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   const ServableId specific_goal_state_id = {"specific_goal_state", 42};
   servables.push_back(ServableRequest::FromId(specific_goal_state_id));
@@ -563,7 +548,7 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateOnlyNotifiedOnce) {
       specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
 
   Notification notified;
-  monitor.NotifyWhenServablesReachState(
+  monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
           std::map<ServableId, ManagerState> states_reached) {
@@ -575,16 +560,16 @@ TEST(ServableStateMonitorTest, NotifyWhenServablesReachStateOnlyNotifiedOnce) {
                                         ManagerState::kAvailable)));
         notified.Notify();
       });
-  bus->Publish(specific_goal_state);
+  bus_->Publish(specific_goal_state);
   notified.WaitForNotification();
-  bus->Publish(specific_goal_state);
+  bus_->Publish(specific_goal_state);
 }
 
-TEST(ServableStateMonitorTest, WaitUntilServablesReachStateFullFunctionality) {
+TEST_F(ServableStateMonitorTest,
+       WaitUntilServablesReachStateFullFunctionality) {
   using ManagerState = ServableState::ManagerState;
 
-  auto bus = EventBus<ServableState>::CreateEventBus({});
-  ServableStateMonitor monitor(bus.get());
+  CreateMonitor();
   std::vector<ServableRequest> servables;
   const ServableId specific_goal_state_id = {"specific_goal_state", 42};
   servables.push_back(ServableRequest::FromId(specific_goal_state_id));
@@ -600,14 +585,14 @@ TEST(ServableStateMonitorTest, WaitUntilServablesReachStateFullFunctionality) {
   const ServableState servable_stream_state = {
       servable_stream_id, ManagerState::kAvailable, OkStatus()};
 
-  bus->Publish(specific_goal_state);
-  bus->Publish(specific_error_state);
+  bus_->Publish(specific_goal_state);
+  bus_->Publish(specific_error_state);
 
   std::map<ServableId, ManagerState> states_reached;
   Notification waiting_done;
   std::unique_ptr<Thread> wait_till_servable_state_reached(
       Env::Default()->StartThread({}, "WaitUntilServablesReachState", [&]() {
-        EXPECT_FALSE(monitor.WaitUntilServablesReachState(
+        EXPECT_FALSE(monitor_->WaitUntilServablesReachState(
             servables, ManagerState::kAvailable, &states_reached));
         EXPECT_THAT(states_reached,
                     UnorderedElementsAre(
@@ -619,7 +604,7 @@ TEST(ServableStateMonitorTest, WaitUntilServablesReachStateFullFunctionality) {
   // We publish till waiting is finished, otherwise we could publish before we
   // could start waiting.
   while (!waiting_done.HasBeenNotified()) {
-    bus->Publish(servable_stream_state);
+    bus_->Publish(servable_stream_state);
   }
 }
 

From d1870ac1d31eccbd5911daa507a3bbab00deccc3 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Tue, 16 Jul 2024 19:25:00 -0700
Subject: [PATCH 7511/8103] Internal change only

PiperOrigin-RevId: 653059396
---
 tensorflow_serving/servables/tensorflow/BUILD    |  1 +
 .../tensorflow/tfrt_saved_model_factory.cc       | 16 ++++++++++++++++
 .../tensorflow/tfrt_saved_model_factory.h        |  1 +
 3 files changed, 18 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 65f1789654a..3ff22d5f378 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1228,6 +1228,7 @@ cc_library(
         ":thread_pool_factory_config_cc_proto",
         "//tensorflow_serving/batching:tfrt_saved_model_with_batching",
         "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:graph_rewriter",
         "@com_google_absl//absl/status",
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 9434cddd44e..3727021a00e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
 
+#include <algorithm>
 #include <memory>
 #include <string>
 #include <unordered_set>
@@ -41,6 +42,7 @@ limitations under the License.
 #include "tsl/platform/errors.h"
 #include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
 #include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
@@ -330,6 +332,20 @@ TfrtSavedModelFactoryRegistry::TfrtSavedModelFactoryRegistry() {
   };
 }
 
+absl::string_view TfrtSavedModelFactory::GetServingResourceType() const {
+  if (std::any_of(config_.saved_model_tags().begin(),
+                  config_.saved_model_tags().end(),
+                  [](const auto& tag) { return tag == kSavedModelTagTpu; })) {
+    return device_types::kTpu;
+  }
+  if (std::any_of(config_.saved_model_tags().begin(),
+                  config_.saved_model_tags().end(),
+                  [](const auto& tag) { return tag == kSavedModelTagGpu; })) {
+    return device_types::kGpu;
+  }
+  return device_types::kMain;
+}
+
 TfrtSavedModelFactoryRegistry& GetGlobalTfrtSavedModelFactoryRegistry() {
   static auto* const registry = new TfrtSavedModelFactoryRegistry;
   return *registry;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 2b9cb399ad0..05bb107fab2 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -100,6 +100,7 @@ class TfrtSavedModelFactory {
 
   const TfrtSavedModelConfig& config() const { return config_; }
   TfrtSavedModelConfig& mutable_config() { return config_; }
+  absl::string_view GetServingResourceType() const;
 
  private:
   // The subclass can override this method to return a custom servable

From aca5cfa285061815ab840274264fc6993cd620eb Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Wed, 17 Jul 2024 23:56:39 -0700
Subject: [PATCH 7512/8103] Define an option to specify different IFRT client.

PiperOrigin-RevId: 653499497
---
 .../tensorflow/tfrt_saved_model_source_adapter.proto   | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 2d0e4bceacb..0a5943969f3 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -211,6 +211,16 @@ message TfrtSavedModelConfig {
 
   // PjRt memory kind to use for paged-out buffers.
   string paging_host_memory_kind = 2023;
+
+  // Specific IFRT client type.
+  enum IfrtClientType {
+    IFRT_CLIENT_UNSPECIFIED = 0;
+    // PJRT IFRT client.
+    IFRT_CLIENT_PJRT = 1;
+    // Pathways IFRT client.
+    IFRT_CLIENT_PATHWAYS = 2;
+  }
+  IfrtClientType ifrt_client_type = 2024;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From b72a86e5768017b1699b2c463953d9a5f7db1583 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 22 Jul 2024 10:23:18 -0700
Subject: [PATCH 7513/8103] Add release notes for tf-serving 2.17.0

PiperOrigin-RevId: 654806569
---
 RELEASE.md | 33 +++++++++++++++++++++++++++++++++
 1 file changed, 33 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 449c32e5870..10fe29ad1b8 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,36 @@
+# Release 2.17.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Add RequestOptions and DeterministicMode options. (commit: a8b200b6363f4761478aa64e345b0822a32065b4)
+* Remove usages of bridge fallback. (commit: 98570a6181910017d19990b4be7d9ccf9ae4d174)
+* Provide a runtime option to lower bound the number of batch threads. (commit: 50b07e4ceac4f7c0e901f341b5d70b6a61dee736)
+* Avoid GetChildren when using Specific servable versions (commit: 6fb94038e62fcc67627729e7f8416e0f146ec3fe)
+* Add python clif target for prediction_log.proto. (commit: 39ba6232106cc8bdf99dfb54f5736ad88a17684a)
+* Build with --xnn_enable_avx512amx=false (commit: f6c4219a564d8a37bda8ef612b2aca8c3953f304)
+* Update comment in tfrt_saved_model_factory.h for wrong param name. (commit: 14ce91115cead955d9ce973866b48373a2ad52db)
+* Upgraded libevent to 2.1.12.  Fixed minor bug in EvHTTPServer. (commit: 2cda80ac6c30fe09e41a414669579d2d35460880)
+* Introduce RequestRecorder in tfrt_servable so that implementation can record customized costs and metrics. (commit: 749007b9f94da6ab6ef3ed0dcfb3e19829f27298)
+* Integrate TFRT+IFRT with tensorflow serving (commit: a8b64dd5e919efce56b52b2dbee39bb884f73296)
+* Add core selector support for TFRT+IFRT serving on tensorflow serving (commit: 84a71a42ebdca0a518073ebb02eaac461b582316)
+* Remove GPR_ASSERT . (commit: 2dca3af0cb435d00f7af90acbf0eb12db83a3cb8)
+* Add timeout support when waiting on servables to load. (commit: 093d841041d3260d4e49ed2401494f0d8b9d1f19)
+* Build with --xnn_enable_avx512fp16=false (commit: eeac086b6960923426aaf0eba615a5529bf8f95b)
+* Support paging in TfrtSavedModelServable. (commit: 993a53c9a7bd37b70d2db52104bf63daa6b04582)
+* Add max_enqueued_batches option for model servers. (commit: d914192fc890811e615be714a0e4769bf9b6dab2)
+* Add max_enqueued_batches option for model servers. (commit: 67a2dcb2b9c057847616fb5ce54cb8545955d144)
+* Update version for 2.17.0 release. (#2225) (commit: 68eda92e579da6d80d364fde1601504a415be817)
+* Include patch files necessary for building at TF 2.17 (commit: 6311b72ea7efdc8c306de3c3bc808388468b7a3d)
+* This release is based on TF version 2.17.0.
+
 # Release 2.16.1
 
 ## Major Features and Improvements

From 6b9cf7c8777fd79868e73dc07663517993933be0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2024 12:42:28 -0700
Subject: [PATCH 7514/8103] avoid SetNumLoadThreads stall the server by forcing
 reset ThreadPool

using a heuristic from num threads before and after (M and N), determine
whether a transient state of 0 threads or M+N threads makes more sense. the
heuristic checks against 0 or 1 (inline or single threaded) either before or
after; when both are more than 1, transient state is changed to M+N threads

the actual heuristic may be further improved, or made configurable if needed

PiperOrigin-RevId: 654858845
---
 .../core/aspired_versions_manager.h           |  4 +--
 tensorflow_serving/core/basic_manager.cc      | 34 +++++++++++++++----
 tensorflow_serving/core/basic_manager.h       | 10 ++++--
 3 files changed, 38 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 8081cef69fa..6c44b0c32bc 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -284,8 +284,8 @@ class AspiredVersionsManager : public Manager,
 
   // Sets the number of load threads.
   //
-  // We immediately block all new load requests while the current executor is
-  // destructed, a new one is created and then swapped with the current one.
+  // This may block all new load requests, or temporarily allow more threads to
+  // start, before it returns. See BasicManager::SetNumLoadThreads for details
   void SetNumLoadThreads(uint32 num_load_threads);
   uint32 num_load_threads() const;
 
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 692d9ce3c38..2f5a3eab801 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -583,12 +583,34 @@ Status BasicManager::ExecuteLoadOrUnload(const LoadOrUnloadRequest& request,
 }
 
 void BasicManager::SetNumLoadThreads(const uint32 num_load_threads) {
-  mutex_lock l(load_executor_mu_);
-
-  load_executor_.reset();
-  num_load_threads_.store(num_load_threads);
-  load_executor_ =
-      CreateExecutor(env_, num_load_threads, "BasicManager_Load_ThreadPool");
+  // ThreadPoolExecutor destructor, implicitly calling ThreadPool destructor,
+  // waits for all scheduled work to finish. Should we wait within
+  // `load_executor_mu_` or outside?
+  //
+  // When changing `num_load_threads_` from M to N, the effective number of
+  // threads changes like this:
+  // - From M to 0 then to N, if destruct within lock; or
+  // - From M to (up to) M+N then to N, if destruct outside lock.
+  // The former is more intuitive when M and N are small (e.g. client intention
+  // is inline or single threaded loading), while the latter makes more sense
+  // when they are large.
+  const uint32 old_num_threads = num_load_threads_.load();
+  if (old_num_threads < 2 || num_load_threads < 2) {  // destruct within lock
+    mutex_lock l(load_executor_mu_);
+    load_executor_.reset();
+    num_load_threads_.store(num_load_threads);
+    load_executor_ =
+        CreateExecutor(env_, num_load_threads, "BasicManager_Load_ThreadPool");
+  } else {  // destruct outside lock
+    std::unique_ptr<Executor> old_executor;
+    {
+      mutex_lock l(load_executor_mu_);
+      old_executor = std::move(load_executor_);
+      num_load_threads_.store(num_load_threads);
+      load_executor_ = CreateExecutor(env_, num_load_threads,
+                                      "BasicManager_Load_ThreadPool");
+    }
+  }
 }
 
 uint32 BasicManager::num_load_threads() const {
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index 36285515a81..ba6b6b371c1 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -383,10 +383,16 @@ class BasicManager : public Manager {
 
   // Sets the number of load threads.
   //
-  // We block all new load requests while the old thread pool is destructed, a
-  // new one is created and then swapped with the old one. Note that destructing
+  // When either existing or target num_load_threads means single thread, we
+  // block all new load requests while the old thread pool is destructed, a new
+  // one is created and then swapped with the old one. Note that destructing
   // the old thread pool blocks until all threads are done, so it could block
   // for a long time.
+  //
+  // When both existing and target num_load_threads are multi-threaded, this
+  // call still blocks until the old thread pool is destructed, but other loads
+  // can happen concurrently, potentially increasing the number of running load
+  // threads, up to the sum of existing and target num_load_threads.
   void SetNumLoadThreads(uint32 num_load_threads)
       TF_LOCKS_EXCLUDED(load_executor_mu_);
   uint32 num_load_threads() const;

From 7c99259e82cfdc4f12dbd5715acd6d17fc936b5d Mon Sep 17 00:00:00 2001
From: Deqiang Chen <deqiangc@google.com>
Date: Mon, 22 Jul 2024 20:30:12 -0700
Subject: [PATCH 7515/8103] Add max_enqueued_batches option for model servers

PiperOrigin-RevId: 654998187
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 2 ++
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 3 +++
 2 files changed, 5 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 3727021a00e..81ce61d0d3b 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -236,6 +236,8 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.use_gpu_compile_and_execute_op =
       config_.tfrt_use_fused_gpu_op();
   compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
+  compile_options.min_max_enqueued_batches =
+      config_.tfrt_min_max_enqueued_batches();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 0a5943969f3..444bf956d23 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -221,6 +221,9 @@ message TfrtSavedModelConfig {
     IFRT_CLIENT_PATHWAYS = 2;
   }
   IfrtClientType ifrt_client_type = 2024;
+
+  // The minimum of the maximum number of outstanding enqueue batches
+  int64 tfrt_min_max_enqueued_batches = 2025;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From ac30f55cf15b6521074c9682bc293130b43b504e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 22 Jul 2024 22:08:57 -0700
Subject: [PATCH 7516/8103] Automated Code Change

PiperOrigin-RevId: 655020164
---
 tensorflow_serving/servables/hashmap/BUILD | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index 170150cbadf..75f9f74e10d 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -25,9 +25,7 @@ cc_library(
     name = "hashmap_source_adapter",
     srcs = ["hashmap_source_adapter.cc"],
     hdrs = ["hashmap_source_adapter.h"],
-    visibility = [
-        "//visibility:public",
-    ],
+    visibility = ["//visibility:private"],
     deps = [
         ":hashmap_source_adapter_cc_proto",
         "//tensorflow_serving/core:simple_loader",

From b2b3e5c0246da8c5b37198db563854760e3f511b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 27 Jul 2024 22:00:23 -0700
Subject: [PATCH 7517/8103] Automated Code Change

PiperOrigin-RevId: 656851777
---
 tensorflow_serving/batching/batching_session.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 777e3dc4dd6..518e62b3058 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -69,9 +69,9 @@ auto* wrapped_run_count = monitoring::Counter<0>::New(
 
 string TensorSignatureDebugString(const TensorSignature& signature) {
   return strings::StrCat("{input_tensors: <",
-                         str_util::Join(signature.input_tensors, ", "),
+                         absl::StrJoin(signature.input_tensors, ", "),
                          ">, output_tensors: <",
-                         str_util::Join(signature.output_tensors, ", "), ">}");
+                         absl::StrJoin(signature.output_tensors, ", "), ">}");
 }
 
 struct HashTensorSignature {

From 35cdf00f5e80cb83730d37f35aba3fa0179c26e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 28 Jul 2024 00:57:46 -0700
Subject: [PATCH 7518/8103] Automated Code Change

PiperOrigin-RevId: 656874856
---
 .../servables/tensorflow/saved_model_config_util.cc             | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index db0cc45dfb4..ef08072b24e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -102,7 +102,7 @@ absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(
   TF_RETURN_IF_ERROR(
       tsl::Env::Default()->NewRandomAccessFile(saved_model_config_path, &file));
 
-  tsl::StringPiece result;
+  absl::string_view result;
   TF_RETURN_IF_ERROR(file->Read(0, file_size, &result, &(content)[0]));
 
   if (!saved_model_config.ParseFromString(content)) {

From 6e05a385d7f4591d46ae7b1d1a02244a5340a29b Mon Sep 17 00:00:00 2001
From: Guanxin Qiao <guanxinq@google.com>
Date: Mon, 29 Jul 2024 11:54:34 -0700
Subject: [PATCH 7519/8103] Remove gpr_set_log_verbosity from grpc_client.cc

PiperOrigin-RevId: 657278427
---
 tensorflow_serving/test_util/grpc_client.cc | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 74f3c7e0ac9..3fefe1fa18c 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -149,13 +149,6 @@ class ServingClient {
 };
 
 int main(int argc, char** argv) {
-  // When gRPC version is updated to the latest version, the build will fail
-  // because gpr_set_log_verbosity will be deleted. Since in the latest
-  // version of gRPC uses absl internally, If you want to set absl severity or
-  // verbosity you need to use absl : --v, --vmodule, --minloglevel,
-  // absl::SetVLogLevel, absl::SetGlobalVLogLevel, and absl::SetMinLogLevel.
-  // You can delete gpr_set_log_verbosity statement when your build fails.
-  gpr_set_log_verbosity(GPR_LOG_SEVERITY_ERROR);
   absl::ParseCommandLine(argc, argv);
 
   if (absl::GetFlag(FLAGS_server_port).empty() ||

From 9ba72fa8a5df6e320caf207bd88673ad4c88e12e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 29 Jul 2024 17:09:10 -0700
Subject: [PATCH 7520/8103] Add option to stop retrying on permanent loading
 errors.

PiperOrigin-RevId: 657375849
---
 tensorflow_serving/core/BUILD                 |  2 +
 .../core/aspired_versions_manager.cc          |  4 ++
 .../core/aspired_versions_manager.h           |  3 +
 tensorflow_serving/core/basic_manager.cc      | 35 +++++++-----
 tensorflow_serving/core/basic_manager.h       | 16 ++++--
 tensorflow_serving/core/basic_manager_test.cc | 47 ++++++++++++++-
 tensorflow_serving/core/loader_harness.cc     | 26 +++++----
 tensorflow_serving/core/loader_harness.h      | 25 +++++---
 .../core/loader_harness_test.cc               | 32 ++++++++++-
 tensorflow_serving/model_servers/BUILD        |  1 +
 .../model_servers/server_core.cc              |  3 +
 .../model_servers/server_core.h               |  6 ++
 tensorflow_serving/util/BUILD                 |  3 +
 tensorflow_serving/util/retrier.cc            | 16 +++---
 tensorflow_serving/util/retrier.h             | 11 ++--
 tensorflow_serving/util/retrier_test.cc       | 57 +++++++++++++------
 16 files changed, 217 insertions(+), 70 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 04c252107a7..b5d6fd4dac7 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -447,6 +447,8 @@ cc_library(
         ":loader",
         ":servable_id",
         "//tensorflow_serving/util:retrier",
+        "@com_google_absl//absl/log",
+        "@com_google_absl//absl/status",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index dc3020bbf93..d9029e3a41e 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -166,6 +166,10 @@ Status AspiredVersionsManager::Create(
   basic_manager_options.env = options.env;
   basic_manager_options.servable_event_bus = options.servable_event_bus;
   basic_manager_options.pre_load_hook = std::move(options.pre_load_hook);
+  if (options.should_retry_model_load) {
+    basic_manager_options.should_retry_model_load =
+        std::move(options.should_retry_model_load);
+  }
   std::unique_ptr<BasicManager> basic_manager;
   TF_RETURN_IF_ERROR(
       BasicManager::Create(std::move(basic_manager_options), &basic_manager));
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index 6c44b0c32bc..d8c3d786929 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -127,6 +127,9 @@ class AspiredVersionsManager : public Manager,
     /// Default: 1 minute.
     int64_t load_retry_interval_micros = 1LL * 60 * 1000 * 1000;
 
+    // Defines how we want to retry when model loading fails.
+    std::function<bool(absl::Status)> should_retry_model_load;
+
     // If true, and there are not multiple load threads, filesystem caches will
     // be flushed after each servable is loaded. (Cache flush is skipped when
     // multiple load threads are active, in order to avoid setting back a
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 2f5a3eab801..dddfee22d25 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -24,12 +24,16 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow_serving/core/servable_handle.h"
+#include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/source.h"
+#include "tensorflow_serving/resources/resource_tracker.h"
+#include "tensorflow_serving/util/event_bus.h"
 #include "tensorflow_serving/util/hash.h"
 #include "tensorflow_serving/util/inline_executor.h"
 #include "tensorflow_serving/util/retrier.h"
@@ -225,21 +229,23 @@ Status BasicManager::Create(Options options,
                             std::unique_ptr<BasicManager>* manager) {
   manager->reset(new BasicManager(
       options.env, options.num_load_threads, options.num_unload_threads,
-      options.max_num_load_retries, options.load_retry_interval_micros,
-      options.flush_filesystem_caches, std::move(options.resource_tracker),
-      options.servable_event_bus, std::move(options.pre_load_hook)));
+      options.max_num_load_retries, std::move(options.should_retry_model_load),
+      options.load_retry_interval_micros, options.flush_filesystem_caches,
+      std::move(options.resource_tracker), options.servable_event_bus,
+      std::move(options.pre_load_hook)));
   return OkStatus();
 }
 
-BasicManager::BasicManager(Env* const env, const uint32 num_load_threads,
-                           const uint32 num_unload_threads,
-                           uint32 max_num_load_retries,
-                           int64_t load_retry_interval_micros,
-                           bool flush_filesystem_caches,
-                           std::unique_ptr<ResourceTracker> resource_tracker,
-                           EventBus<ServableState>* servable_event_bus,
-                           std::function<void(const ServableId&)> pre_load_hook)
+BasicManager::BasicManager(
+    Env* const env, const uint32 num_load_threads,
+    const uint32 num_unload_threads, uint32 max_num_load_retries,
+    std::function<bool(absl::Status)> should_retry_model_load,
+    int64_t load_retry_interval_micros, bool flush_filesystem_caches,
+    std::unique_ptr<ResourceTracker> resource_tracker,
+    EventBus<ServableState>* servable_event_bus,
+    std::function<void(const ServableId&)> pre_load_hook)
     : servable_event_bus_(servable_event_bus),
+      should_retry_model_load_(std::move(should_retry_model_load)),
       env_(env),
       num_load_threads_(num_load_threads),
       flush_filesystem_caches_(flush_filesystem_caches),
@@ -357,6 +363,9 @@ Status BasicManager::ManageServableInternal(
 
   std::shared_ptr<LoaderHarness> harness =
       harness_creator(servable.id(), std::move(loader));
+  if (should_retry_model_load_) {
+    harness->set_should_retry(should_retry_model_load_);
+  }
   if (!servable.status().ok()) {
     harness->Error(servable.status());
   } else {
@@ -527,7 +536,7 @@ void BasicManager::CancelLoadServableRetry(const ServableId& id) {
   if (!status.ok()) {
     return;
   }
-  harness->set_cancel_load_retry(true);
+  harness->set_should_retry([](absl::Status status) { return false; });
 }
 
 Status BasicManager::ExecuteUnload(LoaderHarness* harness) {
@@ -748,7 +757,7 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
           return resource_tracker_->ReserveResources(*harness->loader(),
                                                      &resources_reserved);
         },
-        [&]() { return harness->cancel_load_retry(); });
+        [&](absl::Status status) { return harness->should_retry(status); });
     if (!reserve_resources_status.ok()) {
       return Status(
           reserve_resources_status.code(),
diff --git a/tensorflow_serving/core/basic_manager.h b/tensorflow_serving/core/basic_manager.h
index ba6b6b371c1..54a2fc84d2e 100644
--- a/tensorflow_serving/core/basic_manager.h
+++ b/tensorflow_serving/core/basic_manager.h
@@ -125,6 +125,9 @@ class BasicManager : public Manager {
     // If set as 0, we don't use a thread-pool, and UnloadServable() blocks.
     uint32 num_unload_threads = 0;
 
+    // Defines how we want to retry when model loading fails.
+    std::function<bool(absl::Status)> should_retry_model_load;
+
     // EventBus to publish servable state changes. This is optional, if unset,
     // we don't publish.
     EventBus<ServableState>* servable_event_bus = nullptr;
@@ -242,8 +245,9 @@ class BasicManager : public Manager {
   /// succeed and the rest will fail with an error status.
   void LoadServable(const ServableId& id, DoneCallback done_callback);
 
-  /// Cancels retrying the servable load during LoadServable(). Does nothing if
-  /// the servable isn't managed.
+  /// Cancels retrying the servable load during LoadServable() by replacing the
+  /// LoaderHarness::should_retry with a function that always returns false.
+  /// Does nothing if the servable isn't managed.
   ///
   /// If the retries are cancelled, the servable goes into a state dependent on
   /// the last Load() called on it. If the last Load() was successful, it will
@@ -269,8 +273,9 @@ class BasicManager : public Manager {
   friend class test_util::BasicManagerTestAccess;
 
   BasicManager(Env* env, uint32 num_load_threads, uint32 num_unload_threads,
-               uint32 max_num_load_retries, int64_t load_retry_interval_micros,
-               bool flush_filesystem_caches,
+               uint32 max_num_load_retries,
+               std::function<bool(absl::Status)> should_retry_model_load,
+               int64_t load_retry_interval_micros, bool flush_filesystem_caches,
                std::unique_ptr<ResourceTracker> resource_tracker,
                EventBus<ServableState>* servable_event_bus,
                PreLoadHook pre_load_hook);
@@ -418,6 +423,9 @@ class BasicManager : public Manager {
   // if no bus has been configured.
   EventBus<ServableState>* servable_event_bus_;
 
+  // Defines how we want to retry when model loading fails.
+  std::function<bool(absl::Status)> should_retry_model_load_;
+
   // Used to protect access to 'managed_map_', 'resource_tracker_' and other
   // core state elements.
   mutable mutex mu_;
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index b4310de64b2..957d513845a 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -26,11 +26,13 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/blocking_counter.h"
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/null_file_system.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
@@ -1689,12 +1691,51 @@ TEST(EstimateResourcesRetriedTest, Fails) {
       id, [](const Status& status) { EXPECT_FALSE(status.ok()); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor, id,
                                        {ServableState::ManagerState::kEnd});
-  const ServableState available_state = {
-      id, ServableState::ManagerState::kEnd,
-      errors::Internal("Error on estimate resources.")};
   EXPECT_FALSE(servable_state_monitor.GetState(id)->health.ok());
 }
 
+TEST(EstimateResourcesRetriedTest, NonRetriableError) {
+  std::shared_ptr<EventBus<ServableState>> servable_event_bus =
+      EventBus<ServableState>::CreateEventBus();
+  ServableStateMonitor servable_state_monitor(servable_event_bus.get());
+
+  BasicManager::Options options;
+  // Seed the manager with ten resource units.
+  options.resource_tracker = CreateSimpleResourceTracker(10);
+  options.servable_event_bus = servable_event_bus.get();
+  options.num_load_threads = 0;
+  options.num_unload_threads = 0;
+  options.should_retry_model_load =
+      ([](absl::Status status) { return !absl::IsInvalidArgument(status); });
+
+  options.max_num_load_retries = 10;
+  options.load_retry_interval_micros = 100000000;
+
+  std::unique_ptr<BasicManager> basic_manager;
+  TF_CHECK_OK(BasicManager::Create(std::move(options), &basic_manager));
+
+  const ServableId id = {kServableName, 7};
+  test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
+  EXPECT_CALL(*loader, LoadWithMetadata(_))
+      .WillOnce(Return(errors::InvalidArgument("Non-retriable error.")))
+      .WillRepeatedly(Return(absl::OkStatus()));
+  TF_ASSERT_OK(basic_manager->ManageServable(
+      CreateServableData(id, std::unique_ptr<Loader>(loader))));
+  basic_manager->LoadServable(
+      id, [](const auto& status) { EXPECT_FALSE(status.ok()); });
+
+  // Make sure the final state is kEnd.
+  WaitUntilServableManagerStateIsOneOf(
+      servable_state_monitor, id,
+      {ServableState::ManagerState::kEnd,
+       ServableState::ManagerState::kAvailable});
+  const auto final_state = servable_state_monitor.GetState(id);
+  ASSERT_TRUE(final_state.has_value());
+  EXPECT_EQ(final_state->manager_state, ServableState::ManagerState::kEnd);
+  EXPECT_FALSE(final_state->health.ok());
+  EXPECT_EQ(final_state->health.message(), "Non-retriable error.");
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 839fca77aaa..47012bea596 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -15,10 +15,12 @@ limitations under the License.
 
 #include "tensorflow_serving/core/loader_harness.h"
 
-#include <algorithm>
+#include <functional>
 #include <memory>
 #include <utility>
 
+#include "absl/log/log.h"
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/env.h"
@@ -33,7 +35,8 @@ LoaderHarness::LoaderHarness(const ServableId& id,
     : id_(id),
       loader_(std::move(loader)),
       additional_state_(nullptr),
-      options_(options) {
+      options_(options),
+      should_retry_([&](absl::Status status) { return true; }) {
   VLOG(1) << "Starting to manage servable version " << id_;
 }
 
@@ -80,13 +83,13 @@ Status LoaderHarness::Load() {
       strings::StrCat("Loading servable: ", id_.DebugString()),
       options_.max_num_load_retries, options_.load_retry_interval_micros,
       [&]() { return loader_->LoadWithMetadata({id_}); },
-      [&]() { return cancel_load_retry(); });
+      [&](absl::Status status) { return should_retry(status); });
 
   if (status.ok()) {
-    if (cancel_load_retry()) {
-      // Servable is going to be unloaded very soon,
-      // we report a failure here so that we do not accidentally
-      // report that the servable is available.
+    if (!should_retry(absl::UnknownError(""))) {
+      // Using UnknownError to check if the load is cancelled. If so, it means
+      // Servable is going to be unloaded very soon, we report a failure here so
+      // that we do not accidentally report that the servable is available.
       TF_RETURN_IF_ERROR(UnloadDueToCancelledLoad());
       return errors::Cancelled(
           strings::StrCat("Loading of servable cancelled"));
@@ -135,14 +138,15 @@ Status LoaderHarness::UnloadDueToCancelledLoad() {
   return UnloadInternal(State::kLoading);
 }
 
-void LoaderHarness::set_cancel_load_retry(const bool value) {
+void LoaderHarness::set_should_retry(
+    std::function<bool(absl::Status)> should_retry) {
   mutex_lock l(mu_);
-  cancel_load_retry_ = value;
+  should_retry_ = std::move(should_retry);
 }
 
-bool LoaderHarness::cancel_load_retry() {
+bool LoaderHarness::should_retry(absl::Status status) {
   mutex_lock l(mu_);
-  return cancel_load_retry_;
+  return should_retry_(status);
 }
 
 Status LoaderHarness::Unload() { return UnloadInternal(State::kQuiesced); }
diff --git a/tensorflow_serving/core/loader_harness.h b/tensorflow_serving/core/loader_harness.h
index 7fbb2fac4ee..2329534c052 100644
--- a/tensorflow_serving/core/loader_harness.h
+++ b/tensorflow_serving/core/loader_harness.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/status/status.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/macros.h"
@@ -120,7 +121,8 @@ class LoaderHarness final {
       : id_(id),
         loader_(std::move(loader)),
         additional_state_(std::move(additional_state)),
-        options_(options) {}
+        options_(options),
+        should_retry_([&](absl::Status status) { return true; }) {}
 
   /// Legal to destruct iff current state is one of kNew, kDisabled or kError.
   /// Check-fails if violated.
@@ -168,14 +170,19 @@ class LoaderHarness final {
   /// method can be used to ensure that at most one Load() request can proceed.
   Status UnloadRequested() TF_LOCKS_EXCLUDED(mu_);
 
-  /// Cancels retrying the load of the servable. This is best-effort, and does
-  /// not preempt a Load() which is already happening, only subsequent calls.
+  /// Sets the retry behavior for the servable using a function which accepts
+  /// the status of the last load attempt and returns a boolean. If the boolean
+  /// is false, we cancel the next retry. This is best-effort, and does not
+  /// preempt a Load() which is already happening, only subsequent calls.
   ///
   /// If the retries are cancelled, the servable goes into a state dependent on
   /// the last Load() called on it. If the last Load() was successful, it will
   /// be in state kReady, else in kError.
-  void set_cancel_load_retry(bool value) TF_LOCKS_EXCLUDED(mu_);
-  bool cancel_load_retry() TF_LOCKS_EXCLUDED(mu_);
+  void set_should_retry(std::function<bool(absl::Status)> should_retry)
+      TF_LOCKS_EXCLUDED(mu_);
+
+  /// Returns true if the servable should be retried.
+  bool should_retry(absl::Status status) TF_LOCKS_EXCLUDED(mu_);
 
   /// Transitions to kUnloading, delegates to Servable::Unload(), then
   /// transitions to kDisabled when Unload() is done.
@@ -241,9 +248,11 @@ class LoaderHarness final {
   State state_ TF_GUARDED_BY(mu_) = State::kNew;
   // If state_ is kError, this will be non-OK.
   Status status_ TF_GUARDED_BY(mu_);
-  // If set to true, we don't try to retry the load of the servable, if not
-  // loaded by the first attempt.
-  bool cancel_load_retry_ TF_GUARDED_BY(mu_) = false;
+  // The retry policy for the servable. If the function returns false, we cancel
+  // the next retry. This does not affect the current load action already
+  // running.
+  // There is no retry if the last action was successful.
+  std::function<bool(absl::Status)> should_retry_ TF_GUARDED_BY(mu_);
 
   TF_DISALLOW_COPY_AND_ASSIGN(LoaderHarness);
 };
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 1cfba549165..8bf2c58afdd 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -20,11 +20,14 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/core/servable_id.h"
 #include "tensorflow_serving/core/test_util/mock_loader.h"
 #include "tensorflow_serving/test_util/test_util.h"
 #include "tensorflow_serving/util/any_ptr.h"
@@ -324,7 +327,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
       Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
         TF_ASSERT_OK(harness.LoadRequested());
         TF_ASSERT_OK(harness.LoadApproved());
-        harness.set_cancel_load_retry(true);
+        harness.set_should_retry([](absl::Status status) { return false; });
         const Status status = harness.Load();
         EXPECT_THAT(status.message(), HasSubstr("test load error"));
       }));
@@ -347,12 +350,37 @@ TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
       Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
         TF_ASSERT_OK(harness.LoadRequested());
         TF_ASSERT_OK(harness.LoadApproved());
-        harness.set_cancel_load_retry(true);
+        harness.set_should_retry([](absl::Status status) { return false; });
         const Status status = harness.Load();
         EXPECT_THAT(status.message(), HasSubstr("cancelled"));
       }));
 }
 
+TEST(LoaderHarnessTest, UnloadDueToNonRetriableError) {
+  test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
+
+  const ServableId servable_id = {"test", 0};
+  LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
+
+  EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
+      .WillOnce(Return(absl::InvalidArgumentError("Non-retriable error.")))
+      .WillRepeatedly(InvokeWithoutArgs([]() {
+        Env::Default()->SleepForMicroseconds(1000000);
+        return absl::OkStatus();
+      }));
+
+  std::unique_ptr<Thread> test_thread(
+      Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
+        TF_ASSERT_OK(harness.LoadRequested());
+        TF_ASSERT_OK(harness.LoadApproved());
+        harness.set_should_retry([](absl::Status status) {
+          return !absl::IsInvalidArgument(status);
+        });
+        const absl::Status status = harness.Load();
+        EXPECT_THAT(status.message(), HasSubstr("Non-retriable error."));
+      }));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 9b9d4ba1985..648b676de2a 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -96,6 +96,7 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index f8e41850e8a..8b70c243ee8 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -759,6 +759,9 @@ Status ServerCore::CreateAspiredVersionsManager(
   manager_options.enable_reload_servables_with_error =
       options_.enable_reload_servables_with_error;
   manager_options.with_current_context = options_.with_current_context;
+  if (options_.should_retry_model_load) {
+    manager_options.should_retry_model_load = options_.should_retry_model_load;
+  }
   const tensorflow::Status status =
       AspiredVersionsManager::Create(std::move(manager_options), manager);
   if (!status.ok()) {
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index ca3553e9697..6736f47069c 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -16,6 +16,7 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_CORE_H_
 #define TENSORFLOW_SERVING_MODEL_SERVERS_SERVER_CORE_H_
 
+#include <functional>
 #include <limits>
 #include <map>
 #include <memory>
@@ -24,6 +25,7 @@ limitations under the License.
 
 #include "google/protobuf/any.pb.h"
 #include "absl/base/macros.h"
+#include "absl/status/status.h"
 #include "absl/time/time.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -209,7 +211,11 @@ class ServerCore : public Manager {
     // functions) in AspiredVersionsManager.
     bool with_current_context = false;
 
+    // How long to wait for servables to reach a given state.
     absl::Duration servable_state_waiter_timeout = absl::InfiniteDuration();
+
+    // Defines how we want to retry when model loading fails.
+    std::function<bool(absl::Status)> should_retry_model_load;
   };
 
   virtual ~ServerCore() = default;
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 4802a79fb81..0a938616070 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -274,6 +274,7 @@ cc_library(
     srcs = ["retrier.cc"],
     hdrs = ["retrier.h"],
     deps = [
+        "@com_google_absl//absl/status",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -284,7 +285,9 @@ cc_test(
     deps = [
         ":retrier",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/status",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:test",
     ],
 )
 
diff --git a/tensorflow_serving/util/retrier.cc b/tensorflow_serving/util/retrier.cc
index ab16acbc0ac..0b7a60056a1 100644
--- a/tensorflow_serving/util/retrier.cc
+++ b/tensorflow_serving/util/retrier.cc
@@ -17,17 +17,18 @@ limitations under the License.
 
 #include <functional>
 
+#include "absl/status/status.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/logging.h"
 
 namespace tensorflow {
 namespace serving {
 
-Status Retry(const string& description, const uint32 max_num_retries,
-             const int64_t retry_interval_micros,
-             const std::function<Status()>& retried_fn,
-             const std::function<bool()>& is_cancelled) {
-  Status status;
+absl::Status Retry(const string& description, uint32 max_num_retries,
+                   int64_t retry_interval_micros,
+                   const std::function<absl::Status()>& retried_fn,
+                   const std::function<bool(absl::Status)>& should_retry) {
+  absl::Status status;
   int num_tries = 0;
   do {
     if (num_tries > 0) {
@@ -39,9 +40,10 @@ Status Retry(const string& description, const uint32 max_num_retries,
       LOG(ERROR) << description << " failed: " << status;
     }
     ++num_tries;
-  } while (!is_cancelled() && !status.ok() && num_tries < max_num_retries + 1);
+  } while (!status.ok() && num_tries < max_num_retries + 1 &&
+           should_retry(status));
 
-  if (is_cancelled()) {
+  if (!should_retry(status)) {
     LOG(INFO) << "Retrying of " << description << " was cancelled.";
   }
   if (num_tries == max_num_retries + 1) {
diff --git a/tensorflow_serving/util/retrier.h b/tensorflow_serving/util/retrier.h
index d51f4437a14..88c3bfb287a 100644
--- a/tensorflow_serving/util/retrier.h
+++ b/tensorflow_serving/util/retrier.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include <functional>
 #include <string>
 
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/status.h"
 
 namespace tensorflow {
@@ -26,14 +27,16 @@ namespace serving {
 
 // Tries running 'retried_fn' once, and if it doesn't succeed, retries running
 // the 'retried_fn' till it returns an ok status or max_num_retries are
-// exhausted or cancelled() returns true. Each retry is attempted after an
+// exhausted or should_retry() returns false. Each retry is attempted after an
 // interval of 'retry_interval_micros'. The 'description' is useful for logging.
 //
 // Returns the status returned by the last call to 'retried_fn'.
-Status Retry(
+absl::Status Retry(
     const string& description, uint32 max_num_retries,
-    int64_t retry_interval_micros, const std::function<Status()>& retried_fn,
-    const std::function<bool()>& is_cancelled = [] { return false; });
+    int64_t retry_interval_micros,
+    const std::function<absl::Status()>& retried_fn,
+    const std::function<bool(absl::Status)>& should_retry =
+        [](absl::Status status) { return true; });
 
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/retrier_test.cc b/tensorflow_serving/util/retrier_test.cc
index 26c9754846f..ce00c2f963a 100644
--- a/tensorflow_serving/util/retrier_test.cc
+++ b/tensorflow_serving/util/retrier_test.cc
@@ -17,9 +17,11 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/errors.h"
+#include "tsl/lib/core/status_test_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -28,31 +30,31 @@ namespace {
 using ::testing::HasSubstr;
 
 TEST(RetrierTest, RetryFinallySucceeds) {
-  auto retried_fn = []() {
-    static int count = 0;
-    ++count;
-    if (count == 1) {
-      return errors::Unknown("Error");
+  int call_count = 0;
+  auto retried_fn = [&]() {
+    ++call_count;
+    if (call_count == 7) {
+      return absl::OkStatus();
     }
-    return OkStatus();
+    return errors::Unknown("Error");
   };
 
-  TF_EXPECT_OK(Retry("RetryFinallySucceeds", 1 /* max_num_retries */,
+  TF_EXPECT_OK(Retry("RetryFinallySucceeds", 10 /* max_num_retries */,
                      1 /* retry_interval_micros */, retried_fn));
+  EXPECT_EQ(7, call_count);
 }
 
 TEST(RetrierTest, RetryFinallyFails) {
-  auto retried_fn = []() {
-    static int count = 0;
-    if (++count <= 2) {
-      return errors::Unknown("Error");
-    }
-    return OkStatus();
+  int call_count = 0;
+  auto retried_fn = [&]() {
+    ++call_count;
+    return errors::Unknown("Error");
   };
 
-  const auto status = Retry("RetryFinallyFails", 1 /* max_num_retries */,
+  const auto status = Retry("RetryFinallyFails", 10 /* max_num_retries */,
                             0 /* retry_interval_micros */, retried_fn);
   EXPECT_THAT(status.message(), HasSubstr("Error"));
+  EXPECT_EQ(11, call_count);
 }
 
 TEST(RetrierTest, RetryCancelled) {
@@ -61,13 +63,32 @@ TEST(RetrierTest, RetryCancelled) {
     ++call_count;
     return errors::Unknown("Error");
   };
-  const auto status = Retry("RetryCancelled", 10 /* max_num_retries */,
-                            0 /* retry_interval_micros */, retried_fn,
-                            []() { return true; } /* cancelled */);
+  const auto status = Retry(
+      "RetryCancelled", 10 /* max_num_retries */, 0 /* retry_interval_micros */,
+      retried_fn, [](absl::Status status) { return false; } /* should retry */);
   EXPECT_THAT(status.message(), HasSubstr("Error"));
   EXPECT_EQ(1, call_count);
 }
 
+TEST(RetrierTest, RetryCancelledOnUnimplementedError) {
+  int call_count = 0;
+  auto retried_fn = [&]() {
+    ++call_count;
+    if (call_count == 5) {
+      return errors::Unimplemented("Unimplemented");
+    }
+    return errors::DeadlineExceeded("DeadlineExceeded");
+  };
+
+  const auto status =
+      Retry("RetryCancelledOnUnimplementedError", 10 /* max_num_retries */,
+            0 /* retry_interval_micros */, retried_fn, [](absl::Status status) {
+              return status.code() != absl::StatusCode::kUnimplemented;
+            });
+  EXPECT_EQ(5, call_count);
+  EXPECT_THAT(status.message(), HasSubstr("Unimplemented"));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From ea02141a00089d77561db46aac0e2ca07bd44b2f Mon Sep 17 00:00:00 2001
From: Marissa Ikonomidis <marissaw@google.com>
Date: Thu, 1 Aug 2024 14:57:45 -0700
Subject: [PATCH 7521/8103] Add the batch_padding_policy attribute the
 tensorflow serving api.

Original author is piatov@

PiperOrigin-RevId: 658548835
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc         | 1 +
 .../tensorflow/tfrt_saved_model_source_adapter.proto         | 5 +++++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 81ce61d0d3b..2ec3eebcfc2 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -238,6 +238,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
   compile_options.min_max_enqueued_batches =
       config_.tfrt_min_max_enqueued_batches();
+  compile_options.batch_padding_policy = config_.batch_padding_policy();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 444bf956d23..d50d0d5d190 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -224,6 +224,11 @@ message TfrtSavedModelConfig {
 
   // The minimum of the maximum number of outstanding enqueue batches
   int64 tfrt_min_max_enqueued_batches = 2025;
+
+  // The policy used by a BatchScheduler to pad (or split) batches.
+  // See the description of the batch_padding_policy attribute of
+  // BatchFunction in core/ops/batch_ops.cc.
+  string batch_padding_policy = 2026;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 6cb013167d13f2ed3930aabb86dbc2c8c53f5adf Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Mon, 5 Aug 2024 17:24:55 -0700
Subject: [PATCH 7522/8103] Improve handling of large JSON requests by:  o
 Iteratively parse JSON.  o Truncate large JSON strings to fixed size when
 composing error messages.

Thanks to Ori Hollander of the JFrog Security Research team for reporting.

PiperOrigin-RevId: 659735843
---
 tensorflow_serving/util/BUILD               |   1 +
 tensorflow_serving/util/json_tensor.cc      | 100 +++++++++++++++-----
 tensorflow_serving/util/json_tensor_test.cc |  35 +++++++
 3 files changed, 113 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 0a938616070..3e30067e5a9 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -340,6 +340,7 @@ cc_test(
         "//tensorflow_serving/apis:regression_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/strings",
         "@com_google_protobuf//:protobuf",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/util/json_tensor.cc b/tensorflow_serving/util/json_tensor.cc
index 6c65dd53ebb..82532b12e38 100644
--- a/tensorflow_serving/util/json_tensor.cc
+++ b/tensorflow_serving/util/json_tensor.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/json_tensor.h"
 
 #include <algorithm>
+#include <cstdint>
 #include <cstdlib>
 #include <functional>
 #include <limits>
@@ -26,7 +27,10 @@ limitations under the License.
 
 #include "rapidjson/document.h"
 #include "rapidjson/error/en.h"
+#include "rapidjson/memorystream.h"
 #include "rapidjson/prettywriter.h"
+#include "rapidjson/rapidjson.h"
+#include "rapidjson/reader.h"
 #include "rapidjson/stringbuffer.h"
 #include "absl/strings/escaping.h"
 #include "absl/strings/match.h"
@@ -165,20 +169,69 @@ bool WriteDecimal(RapidJsonWriter* writer, dtype val) {
                           rapidjson::kNumberType);
 }
 
+// Write JSON string to a bounded string buffer of `max_bytes` size.
+// NOTE: Output may contain truncated (and hence invalid) JSON.
+//
+// This class implements rapidjson::Handler concept, for use with
+// rapidjson::Value::Accept() API.
+class JsonWriterWithLimit {
+ public:
+  JsonWriterWithLimit(rapidjson::StringBuffer* buffer, RapidJsonWriter* writer,
+                      int max_bytes)
+      : buffer_(buffer), writer_(writer), max_bytes_(max_bytes) {};
+
+  bool Null() { return InLimit() ? writer_->Null() : false; }
+  bool Bool(bool b) { return InLimit() ? writer_->Bool(b) : false; }
+  bool Int(int i) { return InLimit() ? writer_->Int(i) : false; }
+  bool Uint(unsigned u) { return InLimit() ? writer_->Uint(u) : false; }
+  bool Int64(int64_t i64) { return InLimit() ? writer_->Int64(i64) : false; }
+  bool Uint64(uint64_t u64) { return InLimit() ? writer_->Uint64(u64) : false; }
+  bool Double(double d) { return InLimit() ? writer_->Double(d) : false; }
+
+  bool RawNumber(const rapidjson::MemoryStream::Ch* str,
+                 rapidjson::SizeType length, bool copy = false) {
+    return InLimit() ? writer_->RawNumber(str, length, copy) : false;
+  }
+
+  bool String(const rapidjson::MemoryStream::Ch* str,
+              rapidjson::SizeType length, bool copy = false) {
+    return InLimit() ? writer_->String(str, length, copy) : false;
+  }
+
+  bool StartObject() { return InLimit() ? writer_->StartObject() : false; }
+
+  bool Key(const rapidjson::MemoryStream::Ch* str, rapidjson::SizeType length,
+           bool copy = false) {
+    return InLimit() ? writer_->Key(str, length, copy) : false;
+  }
+
+  bool EndObject(rapidjson::SizeType memberCount = 0) {
+    return InLimit() ? writer_->EndObject(memberCount) : false;
+  }
+
+  bool StartArray() { return InLimit() ? writer_->StartArray() : false; }
+
+  bool EndArray(rapidjson::SizeType memberCount = 0) {
+    return InLimit() ? writer_->EndArray(memberCount) : false;
+  }
+
+ private:
+  bool InLimit() { return buffer_->GetSize() < max_bytes_; }
+  const rapidjson::StringBuffer* const buffer_;
+  RapidJsonWriter* const writer_;
+  const int max_bytes_;
+};
+
+constexpr int kMaxJsonDebugStringBytes = 256;
+
 // Stringify JSON value (only for use in error reporting or debugging).
-string JsonValueToString(const rapidjson::Value& val) {
-  // TODO(b/67042542): Truncate large values.
+// Large JSON objects are truncated to kMaxJsonDebugStringBytes.
+string JsonValueToDebugString(const rapidjson::Value& val) {
   rapidjson::StringBuffer buffer;
   RapidJsonWriter writer(buffer);
-  // Write decimal numbers explicitly so inf/nan's get printed
-  // correctly. RapidJsonWriter() does not write these correctly.
-  if (val.IsFloat()) {
-    WriteDecimal(&writer, val.GetFloat());
-  } else if (val.IsDouble()) {
-    WriteDecimal(&writer, val.GetDouble());
-  } else {
-    val.Accept(writer);
-  }
+  writer.SetFormatOptions(rapidjson::kFormatSingleLineArray);
+  JsonWriterWithLimit j(&buffer, &writer, kMaxJsonDebugStringBytes);
+  val.Accept(j);
   return buffer.GetString();
 }
 
@@ -208,24 +261,25 @@ bool IsShapeEqual(const TensorShapeProto& lhs, const TensorShapeProto& rhs) {
 
 Status TypeError(const rapidjson::Value& val, DataType dtype) {
   return errors::InvalidArgument(
-      "JSON Value: ", JsonValueToString(val), " Type: ", JsonTypeString(val),
+      "JSON Value: ", JsonValueToDebugString(val),
+      " Type: ", JsonTypeString(val),
       " is not of expected type: ", DataTypeString(dtype));
 }
 
 Status Base64FormatError(const rapidjson::Value& val) {
-  return errors::InvalidArgument("JSON Value: ", JsonValueToString(val),
+  return errors::InvalidArgument("JSON Value: ", JsonValueToDebugString(val),
                                  " not formatted correctly for base64 data");
 }
 
 template <typename... Args>
 Status FormatError(const rapidjson::Value& val, Args&&... args) {
-  return errors::InvalidArgument("JSON Value: ",
-    JsonValueToString(val), " ", std::forward<Args>(args)...);
+  return errors::InvalidArgument("JSON Value: ", JsonValueToDebugString(val),
+                                 " ", std::forward<Args>(args)...);
 }
 
 Status FormatSignatureError(const rapidjson::Value& val) {
   return errors::InvalidArgument(
-      "JSON Value: ", JsonValueToString(val),
+      "JSON Value: ", JsonValueToDebugString(val),
       " not formatted correctly. 'signature_name' key must be a string value.");
 }
 
@@ -281,7 +335,7 @@ Status AddValueToTensor(const rapidjson::Value& val, DataType dtype,
 
     default:
       return errors::Unimplemented(
-          "Conversion of JSON Value: ", JsonValueToString(val),
+          "Conversion of JSON Value: ", JsonValueToDebugString(val),
           " to type: ", DataTypeString(dtype));
   }
   return OkStatus();
@@ -343,7 +397,7 @@ Status FillTensorProto(const rapidjson::Value& val, int level, DataType dtype,
     // at same (leaf) level equal to the rank of the tensor.
     if (level != rank) {
       return errors::InvalidArgument(
-          "JSON Value: ", JsonValueToString(val),
+          "JSON Value: ", JsonValueToDebugString(val),
           " found at incorrect level: ", level + 1,
           " in the JSON DOM. Expected at level: ", rank);
     }
@@ -426,10 +480,10 @@ Status ParseJson(const absl::string_view json, rapidjson::Document* doc) {
   rapidjson::MemoryStream ms(json.data(), json.size());
   rapidjson::EncodedInputStream<rapidjson::UTF8<>, rapidjson::MemoryStream>
       jsonstream(ms);
-  // TODO(b/67042542): Switch to using custom stack for parsing to protect
-  // against deep nested structures causing excessive recursion/SO.
-  if (doc->ParseStream<rapidjson::kParseNanAndInfFlag>(jsonstream)
-          .HasParseError()) {
+  constexpr auto parse_flags = rapidjson::kParseIterativeFlag |
+                               rapidjson::kParseNanAndInfFlag |
+                               rapidjson::kParseStopWhenDoneFlag;
+  if (doc->ParseStream<parse_flags>(jsonstream).HasParseError()) {
     return errors::InvalidArgument(
         "JSON Parse error: ", rapidjson::GetParseError_En(doc->GetParseError()),
         " at offset: ", doc->GetErrorOffset());
@@ -514,7 +568,7 @@ Status FillTensorMapFromInstancesList(
       if (input_names != object_keys) {
         return errors::InvalidArgument(
             "Failed to process element: ", tensor_count,
-            " of 'instances' list. JSON object: ", JsonValueToString(elem),
+            " of 'instances' list. JSON object: ", JsonValueToDebugString(elem),
             " keys must be equal to: ", absl::StrJoin(input_names, ","));
       }
     } else {
diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 6cb2e401d30..4b20e9c8db0 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/util/json_tensor.h"
 
 #include <functional>
+#include <string>
 
 #include "google/protobuf/message.h"
 #include "google/protobuf/text_format.h"
@@ -83,6 +84,40 @@ TEST(JsontensorTest, SingleUnnamedTensor) {
     )"));
 }
 
+TEST(JsontensorTest, DeeplyNestedWellFormed) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_INT32", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  std::string json_req = R"({"instances":[1], "nested":)";
+  json_req.append(500000, '[');
+  json_req.append(500000, ']');
+  json_req.append("}");
+  TF_EXPECT_OK(
+      FillPredictRequestFromJson(json_req, getmap(infomap), &req, &format));
+  auto tmap = req.inputs();
+  EXPECT_EQ(tmap.size(), 1);
+}
+
+TEST(JsontensorTest, DeeplyNestedMalformed) {
+  TensorInfoMap infomap;
+  ASSERT_TRUE(
+      TextFormat::ParseFromString("dtype: DT_INT32", &infomap["default"]));
+
+  PredictRequest req;
+  JsonPredictRequestFormat format;
+  std::string json_req = R"({"signature_name":)";
+  json_req.append(500000, '[');
+  json_req.append(500000, ']');
+  json_req.append("}");
+  auto status =
+      FillPredictRequestFromJson(json_req, getmap(infomap), &req, &format);
+  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_THAT(status.message(), HasSubstr("key must be a string value"));
+}
+
 TEST(JsontensorTest, MixedInputForFloatTensor) {
   TensorInfoMap infomap;
   ASSERT_TRUE(

From e817be7087d2bd9994128bd4d7ee46cb75d72fb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2024 00:01:48 -0700
Subject: [PATCH 7523/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9344ded3-2fc7-4d8b-94ae-028e40eab9a6

PiperOrigin-RevId: 660708082
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b84eaa553e..41472cb829c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a767aee91e84274fd65bfeceb67e6935d72415f7b0dc5c323dcfc89100b4cefa",
-    git_commit = "89ecef24aab0544801adf49aadca64dbf0e2a723",
+    sha256 = "e1bd0e3a63e3547a467758de31b0a8154478cbc4bd36ac86cdc558317929f203",
+    git_commit = "a113a6283326b4d5a93fea535b0f860e75a54406",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b8e76498b227fd76f9dd11a259548177f3f17196 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2024 06:05:21 -0700
Subject: [PATCH 7524/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f19dfd59-c24b-4646-8df3-caf3e162016d

PiperOrigin-RevId: 660805824
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41472cb829c..821c156b293 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e1bd0e3a63e3547a467758de31b0a8154478cbc4bd36ac86cdc558317929f203",
-    git_commit = "a113a6283326b4d5a93fea535b0f860e75a54406",
+    sha256 = "aab96f07dedb8346b574439048c801bb3f77422f9603db2cd3b210c318150323",
+    git_commit = "47901c5aad4e28b244739e3e0d00526e8f9470a2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c9e3d9a59e00c7e269085883a22182c23e1f12d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2024 12:02:33 -0700
Subject: [PATCH 7525/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bcc97929-4c8e-46c0-9c06-cb1327f2200f

PiperOrigin-RevId: 660928954
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 821c156b293..4e427e3e337 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aab96f07dedb8346b574439048c801bb3f77422f9603db2cd3b210c318150323",
-    git_commit = "47901c5aad4e28b244739e3e0d00526e8f9470a2",
+    sha256 = "f9c353d337b33a1a72449e70a31dc7a2cc5a6c6bd1f7a5a502e2b92a23df307f",
+    git_commit = "9aca02734b390ace962aec73104184153c8d7c7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c60b0ee994146938292de77bba0ee040464e60a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 Aug 2024 18:01:29 -0700
Subject: [PATCH 7526/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/02c3f603-f5e9-4a18-9e52-e2b4b6d7d453

PiperOrigin-RevId: 661052698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e427e3e337..3193bdd651a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9c353d337b33a1a72449e70a31dc7a2cc5a6c6bd1f7a5a502e2b92a23df307f",
-    git_commit = "9aca02734b390ace962aec73104184153c8d7c7f",
+    sha256 = "d961a992b78a34d1020f1107c55a5bd03b3dc6fd67f0f9563e4875cc6765a76f",
+    git_commit = "acd044ac9468b5dc916a2a17c5a5538a7d293396",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 967e7469cf7cf6ec17a88df5105517292dfefacd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 Aug 2024 00:01:57 -0700
Subject: [PATCH 7527/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e1c7f01-a2ac-4d2d-9e5d-8d1ad11d69d4

PiperOrigin-RevId: 661146953
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3193bdd651a..0d00bfecfd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d961a992b78a34d1020f1107c55a5bd03b3dc6fd67f0f9563e4875cc6765a76f",
-    git_commit = "acd044ac9468b5dc916a2a17c5a5538a7d293396",
+    sha256 = "592b55a728a3ece6de284c977ecc9375de6ea8035f84562e2543bf981ac5995d",
+    git_commit = "b61e2f1d5ef1cd96434be894394c2d720956709d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 010d61a30f549423f61a3fa29ef0f2f0c8ed7f6c Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Mon, 12 Aug 2024 17:59:11 -0700
Subject: [PATCH 7528/8103] Silence warnings from external code

This should cut the log size from around 250mb to around 5mb.

PiperOrigin-RevId: 662298407
---
 .bazelrc | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index a80e416b354..26c3f673e3c 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -99,3 +99,8 @@ build --define use_absl_anyinvocable=1
 # TensorFlow Decision Forests does not use Absl concurrency primitives on MacOs.
 # Reason: TensorFlow/ABSL ODR violation (b/214189609) # copybara:strip
 build:macos --define std_synchronization_primitives=1
+
+# Taken from https://github.com/openxla/xla/blob/99559d7a4f7c55490f46385ad29a3cbf9c3911af/warnings.bazelrc#L6
+# We silence warnings for code in `external`.
+build --per_file_copt=external/.*@-w
+build --host_per_file_copt=external/.*@-w

From c23dae21309312afb15aa09bd262b786c0b4fe7c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 Aug 2024 18:01:29 -0700
Subject: [PATCH 7529/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ebf75519-4d90-4dc5-9917-117c43e5db4e

PiperOrigin-RevId: 662299170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d00bfecfd8..c3c612d32fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "592b55a728a3ece6de284c977ecc9375de6ea8035f84562e2543bf981ac5995d",
-    git_commit = "b61e2f1d5ef1cd96434be894394c2d720956709d",
+    sha256 = "8ffcfe637b3426b132d4338958620511621e3a389e464131814ccbc349129561",
+    git_commit = "7028e76fe6205b84d30601e5919df8bd08a9e6e7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9282439fc242192c777fc7e58378873f01b0e70c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Aug 2024 00:01:30 -0700
Subject: [PATCH 7530/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e5aeae5c-a895-41f4-ab0c-cc8ed27a45b5

PiperOrigin-RevId: 662393937
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3c612d32fd..d70d35d7da1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ffcfe637b3426b132d4338958620511621e3a389e464131814ccbc349129561",
-    git_commit = "7028e76fe6205b84d30601e5919df8bd08a9e6e7",
+    sha256 = "32e88d9ec1f46b56d6f38f0e2382206440bcb35f312efa475c9c6238bc156c8e",
+    git_commit = "1c8cb1cf2abb861716dfed531aa0b15ed1e6e592",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 07f6ae4a1be5437e01caa835b8a96930e23f430e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Aug 2024 06:01:37 -0700
Subject: [PATCH 7531/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0661b097-996a-4933-976d-1246fa453105

PiperOrigin-RevId: 662485821
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d70d35d7da1..9a84bd54537 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "32e88d9ec1f46b56d6f38f0e2382206440bcb35f312efa475c9c6238bc156c8e",
-    git_commit = "1c8cb1cf2abb861716dfed531aa0b15ed1e6e592",
+    sha256 = "c2204a8d7468e976e003b822d7435c44285948bcf144f10a766ebdfdcc40763d",
+    git_commit = "fbcb5686b518c262a70af379127977fc2da7f7e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From db9beb0f1153f1645f93490fee13e4e147576d77 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Aug 2024 12:01:30 -0700
Subject: [PATCH 7532/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14b82004-2ce4-4a8b-8aec-451057000940

PiperOrigin-RevId: 662602606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a84bd54537..d20c31fcd0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c2204a8d7468e976e003b822d7435c44285948bcf144f10a766ebdfdcc40763d",
-    git_commit = "fbcb5686b518c262a70af379127977fc2da7f7e1",
+    sha256 = "fff40e9c9edf1d60773934e6d17bdb68f63c4ac67b47c9710a35300d3928e8cc",
+    git_commit = "6c8adde80eb5ef14bfe4e45e4db0c6bed82d0b7d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ab33df407e103b746aec8e165e31f4bc92ed388c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Aug 2024 15:54:35 -0700
Subject: [PATCH 7533/8103] Migration of the histogram header and cc code for
 TSL. Move tsl/lib/histogram to compiler/tsl/lib/histogram and update users.
 This CL also fixes the Kokoro tf serving failures.

PiperOrigin-RevId: 662683055
---
 WORKSPACE                                   | 4 ++--
 tensorflow_serving/test_util/grpc_client.cc | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d20c31fcd0e..86cd4c26908 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fff40e9c9edf1d60773934e6d17bdb68f63c4ac67b47c9710a35300d3928e8cc",
-    git_commit = "6c8adde80eb5ef14bfe4e45e4db0c6bed82d0b7d",
+    sha256 = "880717ad442568912ab132d81f73a7c6d093fd584e8467afae7e5dcdde387a2c",
+    git_commit = "7fcd2ae0c16c7853e2ca10a35995a10a89be3b2c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.
diff --git a/tensorflow_serving/test_util/grpc_client.cc b/tensorflow_serving/test_util/grpc_client.cc
index 3fefe1fa18c..927d3a68db6 100644
--- a/tensorflow_serving/test_util/grpc_client.cc
+++ b/tensorflow_serving/test_util/grpc_client.cc
@@ -26,10 +26,10 @@ limitations under the License.
 #include "absl/flags/flag.h"
 #include "absl/flags/parse.h"
 #include "absl/strings/match.h"
+#include "xla/tsl/lib/histogram/histogram.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/env_time.h"
 #include "tensorflow/core/platform/protobuf.h"
-#include "tsl/lib/histogram/histogram.h"
 #include "tensorflow_serving/apis/prediction_service.grpc.pb.h"
 
 using grpc::ClientAsyncResponseReader;

From 54a73ff026865a9195b46784a7d11aaddb2bc147 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 Aug 2024 18:01:53 -0700
Subject: [PATCH 7534/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/486559f6-5fab-4948-8347-a1c18e1201c7

PiperOrigin-RevId: 662718168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86cd4c26908..bea59567baa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "880717ad442568912ab132d81f73a7c6d093fd584e8467afae7e5dcdde387a2c",
-    git_commit = "7fcd2ae0c16c7853e2ca10a35995a10a89be3b2c",
+    sha256 = "ca5b3bbd82eb9ae27570f829ca972707fc295461ba828a507a4c17afe4f22e78",
+    git_commit = "653f9e2d88253bf6a123134ee21a6c9419a08472",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c28f8341ad906fc3cddbd6b3e6b955ea6fbaf042 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Aug 2024 00:01:30 -0700
Subject: [PATCH 7535/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b47afac-7f7d-443a-b6fd-1eea871d600b

PiperOrigin-RevId: 662799797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bea59567baa..7609336163c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ca5b3bbd82eb9ae27570f829ca972707fc295461ba828a507a4c17afe4f22e78",
-    git_commit = "653f9e2d88253bf6a123134ee21a6c9419a08472",
+    sha256 = "06758e66483a79cbe610502478469547aed3facaf409c296f34a111c580587a4",
+    git_commit = "9e36a2632fd766a068e2839466253601ce44985f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bf1a3d30fa03968923051af9095aac77f8e43b4f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Aug 2024 06:01:31 -0700
Subject: [PATCH 7536/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/35fc666e-82d0-4da3-b8da-d4f41f086a9d

PiperOrigin-RevId: 662890008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7609336163c..ce8a0d35b28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "06758e66483a79cbe610502478469547aed3facaf409c296f34a111c580587a4",
-    git_commit = "9e36a2632fd766a068e2839466253601ce44985f",
+    sha256 = "0cdc4e094b005725e2a54cc8192caf2080fcff6f97330e0070de70d25fe14ed6",
+    git_commit = "5f70ab3662b31cdbb91f751b6e219bd072126a4e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3fc4d6159f264745c9ee3f8c690796a5e11e20b0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Aug 2024 12:01:27 -0700
Subject: [PATCH 7537/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ce203eb-9009-483c-8905-eedc35823597

PiperOrigin-RevId: 663005930
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce8a0d35b28..ca514574c25 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0cdc4e094b005725e2a54cc8192caf2080fcff6f97330e0070de70d25fe14ed6",
-    git_commit = "5f70ab3662b31cdbb91f751b6e219bd072126a4e",
+    sha256 = "64ac6d103da1789ad5f4e01947bee220f53e34930305a43ae28cabe611c4e79a",
+    git_commit = "dc11424ca30db7ba1f4a0bb73c4b2a6c859934c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 727c55e8c71e52b80c7c3a89a59bf2a230aad15d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 Aug 2024 18:01:35 -0700
Subject: [PATCH 7538/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/40508a5d-32c9-492a-88a3-0a7426a6f618

PiperOrigin-RevId: 663118048
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ca514574c25..7db6a3adaa9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64ac6d103da1789ad5f4e01947bee220f53e34930305a43ae28cabe611c4e79a",
-    git_commit = "dc11424ca30db7ba1f4a0bb73c4b2a6c859934c1",
+    sha256 = "37c31df1fd6ffc977b89fcc1df3dda00a10167bb9a9783c33002dbf47599401f",
+    git_commit = "fa046f8e05897e19bf26fca342144e638026d67a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 787c85f1a3f0268a243880418c97f37bed56762b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Aug 2024 12:07:34 -0700
Subject: [PATCH 7539/8103] Add hermetic CUDA repository rule calls to TF
 serving project.

See instructions [here](https://github.com/openxla/xla/blob/main/docs/hermetic_cuda.md).

[XLA PR](https://github.com/openxla/xla/pull/10673) introduced hermetic CUDA rules in ML OSS projects. Now all XLA downstream projects should call those rules in their workspaces. Also `.bazelrc` should use new environment variables for CUDA builds.

PiperOrigin-RevId: 663396732
---
 .bazelrc  |  8 +++-----
 WORKSPACE | 51 +++++++++++++++++++++++++++++++++++++++++++++++++--
 2 files changed, 52 insertions(+), 7 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 26c3f673e3c..5f3ee39f694 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -12,17 +12,15 @@ build:cuda_clang --config=cuda
 build:cuda_clang --copt=-Wno-gnu-offsetof-extensions
 build:cuda_clang --copt=-Wno-error=unused-command-line-argument
 build:cuda_clang --host_copt=-Wno-error=unused-command-line-argument
-build:cuda_clang --repo_env TF_NEED_TENSORRT=1
+build:cuda_clang --repo_env TF_NEED_TENSORRT=0
 build:cuda_clang --action_env=TF_CUDA_CLANG="1"
 build:cuda_clang --@local_config_cuda//:cuda_compiler=clang
 build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_50,sm_60,sm_70,sm_80,compute_90"
 
-build:cuda_clang --action_env=TF_CUDA_VERSION="12"
-build:cuda_clang --action_env=TF_CUDNN_VERSION="8"
-build:cuda_clang --action_env=CUDA_TOOLKIT_PATH="/usr/local/cuda-12.2"
+build:cuda_clang --repo_env=HERMETIC_CUDA_VERSION="12.2.0"
+build:cuda_clang --repo_env=HERMETIC_CUDNN_VERSION="8.9.4.25"
 build:cuda_clang --action_env=GCC_HOST_COMPILER_PATH="/dt9/usr/bin/gcc"
 build:cuda_clang --action_env=CLANG_CUDA_COMPILER_PATH="/usr/lib/llvm-17/bin/clang"
-build:cuda_clang --action_env=LD_LIBRARY_PATH="/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64"
 
 # Options used to build with TPU support.
 build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
diff --git a/WORKSPACE b/WORKSPACE
index 7db6a3adaa9..fcc4f9c4bd5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37c31df1fd6ffc977b89fcc1df3dda00a10167bb9a9783c33002dbf47599401f",
-    git_commit = "fa046f8e05897e19bf26fca342144e638026d67a",
+    sha256 = "ff3d29623c5fa7fbf66e3f383b33381fbcd5bd8e1988ea9d5364273b639c1ed8",
+    git_commit = "1ad7a2160315a64dd2a5cbde380e9478b671d043",
 )
 
 # Import all of TensorFlow Serving's external dependencies.
@@ -84,3 +84,50 @@ load("@rules_proto//proto:repositories.bzl", "rules_proto_dependencies", "rules_
 rules_proto_dependencies()
 rules_proto_toolchains()
 
+load(
+    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_json_init_repository.bzl",
+    "cuda_json_init_repository",
+)
+
+cuda_json_init_repository()
+
+load(
+    "@cuda_redist_json//:distributions.bzl",
+    "CUDA_REDISTRIBUTIONS",
+    "CUDNN_REDISTRIBUTIONS",
+)
+load(
+    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_redist_init_repositories.bzl",
+    "cuda_redist_init_repositories",
+    "cudnn_redist_init_repository",
+)
+
+cuda_redist_init_repositories(
+    cuda_redistributions = CUDA_REDISTRIBUTIONS,
+)
+
+cudnn_redist_init_repository(
+    cudnn_redistributions = CUDNN_REDISTRIBUTIONS,
+)
+
+load(
+    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_configure.bzl",
+    "cuda_configure",
+)
+
+cuda_configure(name = "local_config_cuda")
+
+load(
+    "@local_tsl//third_party/nccl/hermetic:nccl_redist_init_repository.bzl",
+    "nccl_redist_init_repository",
+)
+
+nccl_redist_init_repository()
+
+load(
+    "@local_tsl//third_party/nccl/hermetic:nccl_configure.bzl",
+    "nccl_configure",
+)
+
+nccl_configure(name = "local_config_nccl")
+

From 028f049db1c95a2f2d923b87d2292920debaec30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 Aug 2024 18:01:23 -0700
Subject: [PATCH 7540/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f6ce7b86-1426-485f-9963-8e8ee3e00bf9

PiperOrigin-RevId: 663523777
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fcc4f9c4bd5..e054de5b428 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff3d29623c5fa7fbf66e3f383b33381fbcd5bd8e1988ea9d5364273b639c1ed8",
-    git_commit = "1ad7a2160315a64dd2a5cbde380e9478b671d043",
+    sha256 = "0ad9f7287308c3fc87d518166d55719e217e972e0fb32d710764d365ec64375d",
+    git_commit = "6f423b7c3fd0bef528ebdcdb7195d5468f60fe6b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 385ffbae333a1a141072f356f8d5c9b6c5fd88f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Aug 2024 00:02:39 -0700
Subject: [PATCH 7541/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/60a1f0d8-9f33-46f0-acdd-ff97eb30af74

PiperOrigin-RevId: 663623284
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e054de5b428..2b48ecd6639 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ad9f7287308c3fc87d518166d55719e217e972e0fb32d710764d365ec64375d",
-    git_commit = "6f423b7c3fd0bef528ebdcdb7195d5468f60fe6b",
+    sha256 = "5d5bc535984a6084dd53f5f9f1ad0e46099712c603e6acbae30e72e3384a7748",
+    git_commit = "0b5c7d966abf7c87d399a5194ece92a626948139",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 863b921142ac04d6544bc3b4a3193373647ab32b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Aug 2024 06:02:26 -0700
Subject: [PATCH 7542/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4429931f-5d83-408f-a300-7574d66f5543

PiperOrigin-RevId: 663705074
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2b48ecd6639..de34b2c3f3d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5d5bc535984a6084dd53f5f9f1ad0e46099712c603e6acbae30e72e3384a7748",
-    git_commit = "0b5c7d966abf7c87d399a5194ece92a626948139",
+    sha256 = "16ca210b063028f60a5a45200e96ff467b910f8355c6557fdc4b27b30f29b62d",
+    git_commit = "591f029d05386ef3f059f77b902cb5f43333a703",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 35e4bab6f26436a101d7d99c819f581637528464 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Aug 2024 12:04:10 -0700
Subject: [PATCH 7543/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/081fafb4-5e71-415c-b383-32e7bc9a5416

PiperOrigin-RevId: 663809698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index de34b2c3f3d..53137db6305 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16ca210b063028f60a5a45200e96ff467b910f8355c6557fdc4b27b30f29b62d",
-    git_commit = "591f029d05386ef3f059f77b902cb5f43333a703",
+    sha256 = "e3585cd643576936a657d34fc2153a4cd1f45ec07251cba37a8b6cd6a2007324",
+    git_commit = "f5d5a4412d7746f279173c91b9b050c21dfa50eb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22b2b1e21793c9f7c583a1ee51cf8d73657fb0d2 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Fri, 16 Aug 2024 14:06:19 -0700
Subject: [PATCH 7544/8103] Update users of `status_test_util` to use the new
 location in `xla/tsl`

PiperOrigin-RevId: 663858262
---
 tensorflow_serving/core/server_request_logger_test.cc       | 2 +-
 tensorflow_serving/model_servers/server_core_test.cc        | 2 +-
 tensorflow_serving/servables/tensorflow/BUILD               | 6 +++---
 .../servables/tensorflow/saved_model_config_test.cc         | 2 +-
 .../servables/tensorflow/saved_model_config_util_test.cc    | 2 +-
 .../tensorflow/tfrt_get_model_metadata_impl_test.cc         | 2 +-
 .../servables/tensorflow/tfrt_multi_inference_test.cc       | 2 +-
 .../servables/tensorflow/tfrt_predict_util_test.cc          | 2 +-
 tensorflow_serving/session_bundle/BUILD                     | 2 +-
 .../session_bundle/saved_model_config_test.cc               | 2 +-
 tensorflow_serving/util/retrier_test.cc                     | 2 +-
 11 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index a04bf3a73fc..aa8f7da0489 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -30,10 +30,10 @@ limitations under the License.
 #include "absl/status/status.h"
 #include "absl/strings/str_cat.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 76dc7cfdb65..5ac77ea2abc 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "absl/status/status.h"
 #include "absl/strings/strip.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
@@ -33,7 +34,6 @@ limitations under the License.
 #include "tensorflow/core/platform/path.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 3ff22d5f378..189ca6f42db 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1758,7 +1758,7 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_protobuf//:cc_wkt_protos",
         "@com_google_protobuf//:protobuf",
-        "@local_tsl//tsl/lib/core:status_test_util",
+        "@local_xla//xla/tsl/lib/core:status_test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
@@ -1864,7 +1864,7 @@ cc_test(
         "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
         "@com_google_protobuf//:protobuf",
-        "@local_tsl//tsl/lib/core:status_test_util",
+        "@local_xla//xla/tsl/lib/core:status_test_util",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/grappler/optimizers/inference:batch_op_rewriter_proto_cc",
     ],
@@ -1904,8 +1904,8 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
-        "@local_tsl//tsl/lib/core:status_test_util",
         "@local_tsl//tsl/platform:status",
+        "@local_xla//xla/tsl/lib/core:status_test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
index c9eee4b3c4f..577ef04f52f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
@@ -21,12 +21,12 @@ limitations under the License.
 #include "absl/strings/escaping.h"
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/tfrt/graph_executor/config.h"
 #include "tensorflow/core/tfrt/graph_executor/test_config.pb.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tsl/platform/env.h"
 #include "tsl/platform/path.h"
 #include "tsl/platform/status.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
index 6a4a61016bd..b552f9670c7 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util_test.cc
@@ -23,9 +23,9 @@ limitations under the License.
 #include "absl/strings/escaping.h"
 #include "absl/strings/substitute.h"
 #include "google/protobuf/text_format.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 #include "tensorflow_serving/test_util/test_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
index bd11adb837b..253263e027f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
@@ -24,11 +24,11 @@ limitations under the License.
 #include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tsl/platform/casts.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
index 30d8e7d9ec6..e2a175b14a3 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
@@ -18,11 +18,11 @@ limitations under the License.
 #include "absl/status/status.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
index e8beb548677..557b45e3476 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/framework/types.pb.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/threadpool_options.h"
@@ -28,7 +29,6 @@ limitations under the License.
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index 19399d1ec01..c8aa68628cc 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -87,8 +87,8 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
-        "@local_tsl//tsl/lib/core:status_test_util",
         "@local_tsl//tsl/platform:status",
+        "@local_xla//xla/tsl/lib/core:status_test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/session_bundle/saved_model_config_test.cc b/tensorflow_serving/session_bundle/saved_model_config_test.cc
index 74042cff144..1384af741a4 100644
--- a/tensorflow_serving/session_bundle/saved_model_config_test.cc
+++ b/tensorflow_serving/session_bundle/saved_model_config_test.cc
@@ -22,11 +22,11 @@ limitations under the License.
 #include "absl/strings/escaping.h"
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/public/session_options.h"
-#include "tsl/lib/core/status_test_util.h"
 #include "tsl/platform/env.h"
 #include "tsl/platform/path.h"
 #include "tsl/platform/status.h"
diff --git a/tensorflow_serving/util/retrier_test.cc b/tensorflow_serving/util/retrier_test.cc
index ce00c2f963a..68764eb7f15 100644
--- a/tensorflow_serving/util/retrier_test.cc
+++ b/tensorflow_serving/util/retrier_test.cc
@@ -18,10 +18,10 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/status/status.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/platform/errors.h"
-#include "tsl/lib/core/status_test_util.h"
 
 namespace tensorflow {
 namespace serving {

From efa06dec0b32d77002e9b2b0622a0bd1f992cefd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Aug 2024 18:06:38 -0700
Subject: [PATCH 7545/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ac14883-edd7-45f8-851f-fc1ff5dd0d05

PiperOrigin-RevId: 663939291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53137db6305..65b25abb9c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3585cd643576936a657d34fc2153a4cd1f45ec07251cba37a8b6cd6a2007324",
-    git_commit = "f5d5a4412d7746f279173c91b9b050c21dfa50eb",
+    sha256 = "8c50d02974962997b63566023d5fe2ecb94344211d2a33111f784b1aaf7d04ac",
+    git_commit = "cde6bda45454d9abead83e69b6023941465e21ff",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 82e532fa3a3182560af6f23c38ddcb017c5e384f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 Aug 2024 19:43:35 -0700
Subject: [PATCH 7546/8103] Bump Bazel version from 6.4.0 to 6.5.0.

Should fix the error in GPU build: `Error: 'Label' value has no field or method 'repo_name'`.

PiperOrigin-RevId: 663965914
---
 WORKSPACE                                            | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65b25abb9c4..0706330daa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -37,7 +37,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check("6.4.0")
+versions.check("6.5.0")
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index 6f26cd5378b..cf7cf8b08d3 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -78,7 +78,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.4.0
+ENV BAZEL_VERSION 6.5.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 15ff459b659..66032984cb2 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -119,7 +119,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.4.0
+ENV BAZEL_VERSION 6.5.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 983868a6355..598f3d27cee 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -78,7 +78,7 @@ RUN python -m pip --no-cache-dir install \
 ENV LD_LIBRARY_PATH="/usr/local/lib:${LD_LIBRARY_PATH}"
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.4.0
+ENV BAZEL_VERSION 6.5.0
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From 1064ccc3690735b9f93cf5f465cec4194f96cc3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Aug 2024 00:01:36 -0700
Subject: [PATCH 7547/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f7e01f3b-d1a0-432c-8b16-1162cf02c644

PiperOrigin-RevId: 664035057
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0706330daa7..7e3d0c4bcc3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c50d02974962997b63566023d5fe2ecb94344211d2a33111f784b1aaf7d04ac",
-    git_commit = "cde6bda45454d9abead83e69b6023941465e21ff",
+    sha256 = "99a2b3359f0364b5c0e41848add049609c7d40a53de4902e9392f797a450e0d8",
+    git_commit = "b986a9e50a7ecd11e74914478f4742f790edaf16",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 225df7f6e07f6a00eb49603c904b2bcab33dbd51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Aug 2024 06:02:52 -0700
Subject: [PATCH 7548/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2d5627c5-e6e6-4ed5-9942-4005c6ee126c

PiperOrigin-RevId: 664114650
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e3d0c4bcc3..2c48c71c79f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99a2b3359f0364b5c0e41848add049609c7d40a53de4902e9392f797a450e0d8",
-    git_commit = "b986a9e50a7ecd11e74914478f4742f790edaf16",
+    sha256 = "43962f2499f830472678e2478c81232e338536bb594fde6ab39522543e269233",
+    git_commit = "66fb2f958f0b6adc445761e29438325dec9df8f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0974b9a569101fc78470eeac118ccfba7b1a2cdb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Aug 2024 12:01:36 -0700
Subject: [PATCH 7549/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e192168a-0a52-4a51-8a07-b22de783f641

PiperOrigin-RevId: 664189846
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c48c71c79f..5d136ae741a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "43962f2499f830472678e2478c81232e338536bb594fde6ab39522543e269233",
-    git_commit = "66fb2f958f0b6adc445761e29438325dec9df8f5",
+    sha256 = "e6ed7283e21d25d151f72b4312663d2d602a1b02e8b7486867605284b2c4f786",
+    git_commit = "43ab21fd03374b62afa040ea976fc0dcea401d12",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 01df7ca54acff7a534d10dccceb94fe2100b2c07 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 17 Aug 2024 18:03:39 -0700
Subject: [PATCH 7550/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/245aa603-eaee-4738-87ad-37d97b9d4282

PiperOrigin-RevId: 664263760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d136ae741a..70617db0858 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6ed7283e21d25d151f72b4312663d2d602a1b02e8b7486867605284b2c4f786",
-    git_commit = "43ab21fd03374b62afa040ea976fc0dcea401d12",
+    sha256 = "9850a88f2a4d37fa9f3833d823c9056c52667c2284268e32ae105f7b50e5b57d",
+    git_commit = "ccf9f4e3efef996627e87d32c2b0aff28feb5a26",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0b145be8f93481d284b88ca0e40dd9d8b665a759 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Aug 2024 00:01:35 -0700
Subject: [PATCH 7551/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3cbd6e3-ce4f-4720-b908-005f56745e50

PiperOrigin-RevId: 664348249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70617db0858..1a34791035b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9850a88f2a4d37fa9f3833d823c9056c52667c2284268e32ae105f7b50e5b57d",
-    git_commit = "ccf9f4e3efef996627e87d32c2b0aff28feb5a26",
+    sha256 = "bad40749857ed0ea54f5d607812e042133e57b044400e4728b2b51ff1aca15ce",
+    git_commit = "d35ae2f8c5810615ca11ea3d5c44dec9250a952c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c96b27c88d4b4dcbc703ce29fee92e9bf86b5897 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Aug 2024 06:01:47 -0700
Subject: [PATCH 7552/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ef24c2d7-818a-4cb3-8d4c-12aaf97f5d99

PiperOrigin-RevId: 664427062
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a34791035b..614906d34f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bad40749857ed0ea54f5d607812e042133e57b044400e4728b2b51ff1aca15ce",
-    git_commit = "d35ae2f8c5810615ca11ea3d5c44dec9250a952c",
+    sha256 = "e6129c885233c84c2ab939da54b1fa8030e266bee4d116ccff5614666627e195",
+    git_commit = "144ec37f7a2d56eed76b60db7bfc792ee81b523c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a28238171a2d297a06b22230e887b4a86ae391a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 18 Aug 2024 18:01:22 -0700
Subject: [PATCH 7553/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b2e3e97-a161-4102-bd71-06af3748c072

PiperOrigin-RevId: 664577529
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 614906d34f2..b3a496d73b1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e6129c885233c84c2ab939da54b1fa8030e266bee4d116ccff5614666627e195",
-    git_commit = "144ec37f7a2d56eed76b60db7bfc792ee81b523c",
+    sha256 = "ef275357ca7f7fd40d95ff7bb46f9f3092485003a4177ece2276b7d522004b7a",
+    git_commit = "d267601b400f3d3f914e57ca7035c871cc4587de",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 80f8e3f9ecdc81a49cc02436eb77c1566429f307 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Aug 2024 00:01:44 -0700
Subject: [PATCH 7554/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d772ea1b-7ea0-48d2-9759-293ce7c11a19

PiperOrigin-RevId: 664661298
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b3a496d73b1..6fe6541bf4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ef275357ca7f7fd40d95ff7bb46f9f3092485003a4177ece2276b7d522004b7a",
-    git_commit = "d267601b400f3d3f914e57ca7035c871cc4587de",
+    sha256 = "28d8df35472e10cd20dbfd552f3711adb68d9d0f258579ed88b5ba75256175e2",
+    git_commit = "7f5fcae1e944e279eaab441e4d26ff9044cedd0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 67279ee708f3fc615cadd539cb0a07b9702dd148 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Aug 2024 06:02:28 -0700
Subject: [PATCH 7555/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4039ac22-e2b8-498a-8d69-f601a0c7b7ff

PiperOrigin-RevId: 664770633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6fe6541bf4c..e1240330953 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "28d8df35472e10cd20dbfd552f3711adb68d9d0f258579ed88b5ba75256175e2",
-    git_commit = "7f5fcae1e944e279eaab441e4d26ff9044cedd0c",
+    sha256 = "eeda11482003d40347dbce5a34cd739383ededf127a7f5446ba07676bad0ea2c",
+    git_commit = "d78c6584c185f5c8c5bff8d10ff52d1513925593",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 32a85a8b42e6892e380bd4d54cf10b0c5734da4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Aug 2024 09:59:06 -0700
Subject: [PATCH 7556/8103] provide an option to customize the sort order among
 servable names

PiperOrigin-RevId: 664854319
---
 tensorflow_serving/core/BUILD                 |  1 +
 .../core/aspired_versions_manager.cc          | 18 +++-
 .../core/aspired_versions_manager.h           | 12 +++
 .../core/aspired_versions_manager_test.cc     | 89 +++++++++++++++++++
 .../core/test_util/manager_test_util.cc       |  7 ++
 .../core/test_util/manager_test_util.h        |  3 +
 .../model_servers/server_core.cc              | 19 ++--
 .../model_servers/server_core.h               |  7 +-
 8 files changed, 147 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index b5d6fd4dac7..a8ef3798694 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -551,6 +551,7 @@ cc_test(
     size = "small",
     srcs = ["aspired_versions_manager_test.cc"],
     deps = [
+        ":aspired_version_policy",
         ":aspired_versions_manager",
         ":availability_preserving_policy",
         ":servable_state_monitor",
diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index d9029e3a41e..c93321931e4 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -53,6 +53,10 @@ struct Aspired {
 // Note that this returns a strict weak ordering.
 struct CompareActions {
  public:
+  explicit CompareActions(
+      AspiredVersionsManager::CustomSortActionsFn custom_sort_actions)
+      : custom_sort_actions_(custom_sort_actions) {}
+
   bool operator()(
       const absl::optional<AspiredVersionPolicy::ServableAction>& lhs,
       const absl::optional<AspiredVersionPolicy::ServableAction>& rhs) {
@@ -63,6 +67,9 @@ struct CompareActions {
       return true;
     }
     // By this point, we are sure the optionals have values.
+    if (custom_sort_actions_) {
+      return custom_sort_actions_(lhs.value(), rhs.value());
+    }
     return OrderActions(lhs.value(), rhs.value()).action != rhs.value().action;
   }
 
@@ -80,6 +87,7 @@ struct CompareActions {
         return lhs;
     }
   }
+  AspiredVersionsManager::CustomSortActionsFn custom_sort_actions_;
 };
 
 // Validates whether all entries in 'versions' pertain to the servable named
@@ -122,7 +130,7 @@ string ServableVersionsDebugString(
 
 namespace internal {
 
-// AspiredVersionManager's implementation of the Target API.
+// AspiredVersionsManager's implementation of the Target API.
 class AspiredVersionsManagerTargetImpl final
     : public TargetBase<std::unique_ptr<Loader>> {
  public:
@@ -176,7 +184,8 @@ Status AspiredVersionsManager::Create(
 
   manager->reset(new AspiredVersionsManager(
       options.manage_state_interval_micros, options.env,
-      std::move(options.aspired_version_policy), std::move(basic_manager),
+      std::move(options.aspired_version_policy),
+      std::move(options.custom_sort_actions), std::move(basic_manager),
       options.with_current_context));
   (manager->get())->enable_reload_servables_with_error_ =
       options.enable_reload_servables_with_error;
@@ -186,8 +195,10 @@ Status AspiredVersionsManager::Create(
 AspiredVersionsManager::AspiredVersionsManager(
     int64_t manage_state_interval_micros, Env* env,
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
+    CustomSortActionsFn custom_sort_actions,
     std::unique_ptr<BasicManager> basic_manager, bool with_current_context)
     : aspired_version_policy_(std::move(aspired_version_policy)),
+      custom_sort_actions_(std::move(custom_sort_actions)),
       target_impl_(new internal::AspiredVersionsManagerTargetImpl(this)),
       basic_manager_(std::move(basic_manager)) {
   set_num_load_threads_observer_.reset(
@@ -388,7 +399,8 @@ AspiredVersionsManager::GetNextAction() {
         aspired_version_policy_->GetNextAction(aspired_state_snapshots));
   }
 
-  std::sort(actions.begin(), actions.end(), CompareActions());
+  std::sort(actions.begin(), actions.end(),
+            CompareActions(custom_sort_actions_));
   const absl::optional<AspiredVersionPolicy::ServableAction> next_action =
       !actions.empty() ? actions[0] : absl::nullopt;
   if (next_action) {
diff --git a/tensorflow_serving/core/aspired_versions_manager.h b/tensorflow_serving/core/aspired_versions_manager.h
index d8c3d786929..e72bc6cdce1 100644
--- a/tensorflow_serving/core/aspired_versions_manager.h
+++ b/tensorflow_serving/core/aspired_versions_manager.h
@@ -87,6 +87,10 @@ class AspiredVersionsManager : public Manager,
  public:
   using PreLoadHook = BasicManager::PreLoadHook;
 
+  using CustomSortActionsFn =
+      std::function<bool(const AspiredVersionPolicy::ServableAction&,
+                         const AspiredVersionPolicy::ServableAction&)>;
+
   /// Config options and pluggable objects that will be used by the
   /// AspiredVersionsManager.
   struct Options {
@@ -106,6 +110,12 @@ class AspiredVersionsManager : public Manager,
     /// The AspiredVersionPolicy to use for the manager. Must be non-null.
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy;
 
+    /// Given a list of ServableAction, each ServableAction representing the
+    /// chosen version for that servable, this provides a custom sort order on
+    /// which action to take first. Useful when certain servable needs to be
+    /// loaded or unloaded before some other servable
+    CustomSortActionsFn custom_sort_actions;
+
     /// The number of threads in the thread-pool used to load servables.
     ///
     /// If set as 0, we don't use a thread-pool, and servable loads are
@@ -227,6 +237,7 @@ class AspiredVersionsManager : public Manager,
   AspiredVersionsManager(
       int64_t manage_state_interval_micros, Env* env,
       std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
+      CustomSortActionsFn custom_sort_actions,
       std::unique_ptr<BasicManager> basic_manager, bool with_current_context);
 
   Status GetUntypedServableHandle(
@@ -293,6 +304,7 @@ class AspiredVersionsManager : public Manager,
   uint32 num_load_threads() const;
 
   std::unique_ptr<AspiredVersionPolicy> aspired_version_policy_;
+  CustomSortActionsFn custom_sort_actions_;
 
   // Aspired-versions requests pending to be processed, keyed by servable name.
   //
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 507f3efd684..5bca1245347 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -32,6 +32,7 @@ limitations under the License.
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
+#include "tensorflow_serving/core/aspired_version_policy.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/core/test_util/availability_test_util.h"
@@ -689,6 +690,94 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
   EXPECT_EQ(2, *found_2_handle);
 }
 
+TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
+  test_util::AspiredVersionsManagerTestAccess(manager_.get())
+      .SetCustomSortActions(
+          [](const AspiredVersionPolicy::ServableAction& lhs,
+             const AspiredVersionPolicy::ServableAction& rhs) -> bool {
+            // Prefer kServableName2 over anything else; note the impl needs to
+            // be a valid strict-weak ordering
+            bool lhs_is_servable_2 = lhs.id.name == kServableName2;
+            bool rhs_is_servable_2 = rhs.id.name == kServableName2;
+            if (lhs_is_servable_2 != rhs_is_servable_2) {
+              return lhs_is_servable_2;
+            }
+            return false;
+          });
+
+  {
+    ServableHandle<int64_t> not_found_2_handle;
+    Status not_found_2_status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName2, 2), &not_found_2_handle);
+    ASSERT_FALSE(not_found_2_status.ok()) << not_found_2_status;
+    EXPECT_EQ(error::NOT_FOUND, not_found_2_status.code());
+  }
+
+  {
+    ServableHandle<int64_t> found_0_handle;
+    Status found_0_status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName, 0), &found_0_handle);
+    TF_ASSERT_OK(found_0_status);
+    EXPECT_EQ(0, *found_0_handle);
+  }
+
+  // We want to unload version 0 of the first servable stream and load version 2
+  // of the second stream.
+  struct {
+    StringPiece name;
+    int start;
+    int end;
+  } servable_aspired_list[2] = {{kServableName, 1, 1}, {kServableName2, 0, 2}};
+  for (const auto& servable_aspired : servable_aspired_list) {
+    std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
+    for (int i = servable_aspired.start; i <= servable_aspired.end; ++i) {
+      const ServableId id = {string(servable_aspired.name), i};
+      aspired_versions.push_back(CreateAspiredVersion(id));
+    }
+    manager_->GetAspiredVersionsCallback()(servable_aspired.name,
+                                           std::move(aspired_versions));
+    HandlePendingAspiredVersionsRequests();
+  }
+
+  // By default, the manager prefers to unload a servable before loading a
+  // servable, see ManagerPrefersUnloadOverLoad test case above; but here our
+  // custom sort order prefers kServableName2
+  InvokePolicyAndExecuteAction();
+  WaitUntilServableManagerStateIsOneOf(
+      servable_state_monitor_, {kServableName2, 2},
+      {ServableState::ManagerState::kAvailable});
+
+  {
+    ServableHandle<int64_t> found_0_handle;
+    Status found_0_status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName, 0), &found_0_handle);
+    TF_ASSERT_OK(found_0_status);
+    EXPECT_EQ(0, *found_0_handle);
+  }
+
+  {
+    ServableHandle<int64_t> found_2_handle;
+    const Status found_2_status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName2, 2), &found_2_handle);
+    TF_ASSERT_OK(found_2_status);
+    EXPECT_EQ(2, *found_2_handle);
+  }
+
+  // Now it would unload the first
+  InvokePolicyAndExecuteAction();
+  WaitUntilServableManagerStateIsOneOf(servable_state_monitor_,
+                                       {kServableName, 0},
+                                       {ServableState::ManagerState::kEnd});
+
+  {
+    ServableHandle<int64_t> not_found_0_handle;
+    const Status not_found_0_status = manager_->GetServableHandle(
+        ServableRequest::Specific(kServableName, 0), &not_found_0_handle);
+    ASSERT_FALSE(not_found_0_status.ok()) << not_found_0_status;
+    EXPECT_EQ(error::NOT_FOUND, not_found_0_status.code());
+  }
+}
+
 // Test to ensure the manager doesn't try to load or serve an incoming erroneous
 // aspired-version entry.
 TEST_P(AspiredVersionsManagerTest, ErroneousAspiredVersion) {
diff --git a/tensorflow_serving/core/test_util/manager_test_util.cc b/tensorflow_serving/core/test_util/manager_test_util.cc
index a2d3da847bf..cd5394ae74f 100644
--- a/tensorflow_serving/core/test_util/manager_test_util.cc
+++ b/tensorflow_serving/core/test_util/manager_test_util.cc
@@ -15,6 +15,8 @@ limitations under the License.
 
 #include "tensorflow_serving/core/test_util/manager_test_util.h"
 
+#include <utility>
+
 namespace tensorflow {
 namespace serving {
 namespace test_util {
@@ -44,6 +46,11 @@ uint32 AspiredVersionsManagerTestAccess::num_load_threads() const {
   return manager_->num_load_threads();
 }
 
+void AspiredVersionsManagerTestAccess::SetCustomSortActions(
+    AspiredVersionsManager::CustomSortActionsFn custom_sort_actions) {
+  manager_->custom_sort_actions_ = std::move(custom_sort_actions);
+}
+
 BasicManagerTestAccess::BasicManagerTestAccess(BasicManager* manager)
     : manager_(manager) {}
 
diff --git a/tensorflow_serving/core/test_util/manager_test_util.h b/tensorflow_serving/core/test_util/manager_test_util.h
index 907886faf03..1b5da2626fa 100644
--- a/tensorflow_serving/core/test_util/manager_test_util.h
+++ b/tensorflow_serving/core/test_util/manager_test_util.h
@@ -42,6 +42,9 @@ class AspiredVersionsManagerTestAccess {
 
   uint32 num_load_threads() const;
 
+  void SetCustomSortActions(
+      AspiredVersionsManager::CustomSortActionsFn custom_sort_actions);
+
  private:
   AspiredVersionsManager* const manager_;
 
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 8b70c243ee8..d09d1a056c8 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
+#include "tensorflow_serving/core/aspired_versions_manager.h"
 #include "tensorflow_serving/core/load_servables_fast.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
@@ -247,10 +248,13 @@ Status ServerCore::Create(Options options,
   // server_core_config (which contains aspired_version_policy) below.
   std::unique_ptr<AspiredVersionPolicy> aspired_version_policy =
       std::move(options.aspired_version_policy);
+  AspiredVersionsManager::CustomSortActionsFn custom_sort_actions =
+      std::move(options.custom_sort_actions);
   auto model_server_config = options.model_server_config;
   server_core->reset(new ServerCore(std::move(options)));
-  TF_RETURN_IF_ERROR(
-      (*server_core)->Initialize(std::move(aspired_version_policy)));
+  TF_RETURN_IF_ERROR((*server_core)
+                         ->Initialize(std::move(aspired_version_policy),
+                                      std::move(custom_sort_actions)));
   return (*server_core)->ReloadConfig(model_server_config);
 }
 
@@ -270,7 +274,9 @@ ServerCore::ServerCore(Options options)
   }
 }
 
-Status ServerCore::Initialize(std::unique_ptr<AspiredVersionPolicy> policy) {
+Status ServerCore::Initialize(
+    std::unique_ptr<AspiredVersionPolicy> policy,
+    AspiredVersionsManager::CustomSortActionsFn custom_sort_actions) {
   std::unique_ptr<ServableStateMonitor> servable_state_monitor;
   const tensorflow::Status status = options_.servable_state_monitor_creator(
       servable_event_bus_.get(), &servable_state_monitor);
@@ -282,8 +288,9 @@ Status ServerCore::Initialize(std::unique_ptr<AspiredVersionPolicy> policy) {
   servable_state_monitor_ = std::move(servable_state_monitor);
 
   std::unique_ptr<AspiredVersionsManager> aspired_versions_manager;
-  TF_RETURN_IF_ERROR(CreateAspiredVersionsManager(std::move(policy),
-                                                  &aspired_versions_manager));
+  TF_RETURN_IF_ERROR(CreateAspiredVersionsManager(
+      std::move(policy), std::move(custom_sort_actions),
+      &aspired_versions_manager));
   manager_.SetOwned(std::move(aspired_versions_manager));
 
   return absl::OkStatus();
@@ -741,6 +748,7 @@ Status ServerCore::ReloadRoutes(
 
 Status ServerCore::CreateAspiredVersionsManager(
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
+    AspiredVersionsManager::CustomSortActionsFn custom_sort_actions,
     std::unique_ptr<AspiredVersionsManager>* const manager) {
   std::unique_ptr<AspiredVersionsManager> aspired_versions_manager;
   AspiredVersionsManager::Options manager_options;
@@ -749,6 +757,7 @@ Status ServerCore::CreateAspiredVersionsManager(
   manager_options.resource_tracker = std::move(resource_tracker);
   manager_options.servable_event_bus = servable_event_bus_.get();
   manager_options.aspired_version_policy = std::move(aspired_version_policy);
+  manager_options.custom_sort_actions = std::move(custom_sort_actions);
   manager_options.num_load_threads = options_.num_load_threads;
   manager_options.num_unload_threads = options_.num_unload_threads;
   manager_options.max_num_load_retries = options_.max_num_load_retries;
diff --git a/tensorflow_serving/model_servers/server_core.h b/tensorflow_serving/model_servers/server_core.h
index 6736f47069c..9a1f8b32355 100644
--- a/tensorflow_serving/model_servers/server_core.h
+++ b/tensorflow_serving/model_servers/server_core.h
@@ -103,6 +103,9 @@ class ServerCore : public Manager {
     // The AspiredVersionPolicy to use for the manager. Must be non-null.
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy;
 
+    // See AspiredVersionsManager::Options::custom_sort_actions
+    AspiredVersionsManager::CustomSortActionsFn custom_sort_actions;
+
     // The number of threads used to load models. If set to 0, then no thread
     // pool is used and loads are performed serially in the manager thread.
     int32 num_load_threads = 0;
@@ -330,11 +333,13 @@ class ServerCore : public Manager {
   // Initializes server core.
   // Must be run once and only once per ServerCore instance.
   Status Initialize(
-      std::unique_ptr<AspiredVersionPolicy> aspired_version_policy);
+      std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
+      AspiredVersionsManager::CustomSortActionsFn custom_sort_actions);
 
   // Creates a AspiredVersionsManager with the specified policy.
   Status CreateAspiredVersionsManager(
       std::unique_ptr<AspiredVersionPolicy> policy,
+      AspiredVersionsManager::CustomSortActionsFn custom_sort_actions,
       std::unique_ptr<AspiredVersionsManager>* manager);
 
   // Creates a ResourceTracker.

From 196c23e3ba50857844507678e1aedb999f3fc910 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Aug 2024 12:03:58 -0700
Subject: [PATCH 7557/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ae08bd99-9b8f-41e7-bc49-bed4e9b876f6

PiperOrigin-RevId: 664915225
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1240330953..961d96697a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eeda11482003d40347dbce5a34cd739383ededf127a7f5446ba07676bad0ea2c",
-    git_commit = "d78c6584c185f5c8c5bff8d10ff52d1513925593",
+    sha256 = "44a029ea2dabf0502625a784ab0b29dc2d4bd2f70190ea699d1f4259a61d9203",
+    git_commit = "42cd2c9d6a4b8c353c3108c5d8854b89bc74ecee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1b218295545b7ad175f2aec18cfdfbc4fdb164f2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 19 Aug 2024 18:01:34 -0700
Subject: [PATCH 7558/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e778f62c-37bd-4557-b446-8f780cb74655

PiperOrigin-RevId: 665070883
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 961d96697a0..62b0487ffff 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44a029ea2dabf0502625a784ab0b29dc2d4bd2f70190ea699d1f4259a61d9203",
-    git_commit = "42cd2c9d6a4b8c353c3108c5d8854b89bc74ecee",
+    sha256 = "6ab8834841354782ebfbccea06fc079c95c6cf7fefc426f2e8c78967ce480982",
+    git_commit = "3de30f96752412b78dd37dd6ba0be8884741b309",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 277ccb45c752b9fe56c69c8535a8ff2bb5cc4b0b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Aug 2024 00:04:34 -0700
Subject: [PATCH 7559/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a34c0e1d-c713-4406-9634-7f794cb3af0c

PiperOrigin-RevId: 665199953
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62b0487ffff..91b7708036c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6ab8834841354782ebfbccea06fc079c95c6cf7fefc426f2e8c78967ce480982",
-    git_commit = "3de30f96752412b78dd37dd6ba0be8884741b309",
+    sha256 = "e7d4a03cc62cdfb4dbd7e94e82cffc0cb445ae730663a3214e8060ebdfaca987",
+    git_commit = "2ca3e974e350664c0e18b2ff5a52867490a15222",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 707f754c7a9bdcde31ef684fac60d60d0e69f669 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Aug 2024 06:02:52 -0700
Subject: [PATCH 7560/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6aa5160f-6c1e-4f60-8d4c-e10131330f9e

PiperOrigin-RevId: 665325180
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91b7708036c..22154c6dd0b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7d4a03cc62cdfb4dbd7e94e82cffc0cb445ae730663a3214e8060ebdfaca987",
-    git_commit = "2ca3e974e350664c0e18b2ff5a52867490a15222",
+    sha256 = "b3ae4cf26cf2c04c0eba92ca296d030a3c640551cac61dd7847db33e75cecff7",
+    git_commit = "a24ec703850f10f2ef5217bac11bfe78a3941875",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 941a3d2a29919d8e0bbc2ebd90ace16d56902b3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Aug 2024 12:01:25 -0700
Subject: [PATCH 7561/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09849a0e-1e9f-4a5e-a1a2-c8127ad955c9

PiperOrigin-RevId: 665466101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22154c6dd0b..0534242509c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3ae4cf26cf2c04c0eba92ca296d030a3c640551cac61dd7847db33e75cecff7",
-    git_commit = "a24ec703850f10f2ef5217bac11bfe78a3941875",
+    sha256 = "a5e477e53cd89cf4dbc49ee2fa14a6821b44e7881502cfe9d71370196a88da38",
+    git_commit = "246f607e2b49070cb3620eeec4598774bf406a6d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f8917ca9fa8d6b91a1f898f746323f3281302741 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 20 Aug 2024 18:01:46 -0700
Subject: [PATCH 7562/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e884be98-4626-4f08-a231-992287c01482

PiperOrigin-RevId: 665611114
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0534242509c..7765f8c2323 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5e477e53cd89cf4dbc49ee2fa14a6821b44e7881502cfe9d71370196a88da38",
-    git_commit = "246f607e2b49070cb3620eeec4598774bf406a6d",
+    sha256 = "37595c5aaf8cebc9dc9add5109411370f064a41fcab2dbad0c4b9b1c49e05bef",
+    git_commit = "a9f849b77ec8c65556de9a2cf7e5bbd575c00256",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8674dcfb4ad131ec6135f4c17eb9649ec539fb86 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Aug 2024 00:02:28 -0700
Subject: [PATCH 7563/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/228e7334-cbdd-472c-996a-2984dbbd6e37

PiperOrigin-RevId: 665730047
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7765f8c2323..7e98d4bc6ba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37595c5aaf8cebc9dc9add5109411370f064a41fcab2dbad0c4b9b1c49e05bef",
-    git_commit = "a9f849b77ec8c65556de9a2cf7e5bbd575c00256",
+    sha256 = "54c75d8a1f3178fda65534144dd3836af44f2bd63d860ade1716441ab81c1fe1",
+    git_commit = "409b6bd2e7984032b6e4eb047ea84d1d88e7e6b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 642d0c85388345e2201747e4ff9ad2cecae9eb3e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Aug 2024 06:01:29 -0700
Subject: [PATCH 7564/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fc0de484-c207-4a13-afec-88ab0c4f5402

PiperOrigin-RevId: 665844593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7e98d4bc6ba..b5b70edc0a3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54c75d8a1f3178fda65534144dd3836af44f2bd63d860ade1716441ab81c1fe1",
-    git_commit = "409b6bd2e7984032b6e4eb047ea84d1d88e7e6b8",
+    sha256 = "53f2ae36b0cab959596b683a72a6cfa79b02889486627c1346a9d2e9239a1322",
+    git_commit = "3ec76aa76c73a42d2aaaa5f6337a3bbfecbbb820",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7a7be577fbd72b2d0cbc9415cb68ad8a762625bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Aug 2024 12:01:25 -0700
Subject: [PATCH 7565/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b73307b-458c-44a5-91f2-60d46d63e182

PiperOrigin-RevId: 665974668
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5b70edc0a3..0b642dd6388 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53f2ae36b0cab959596b683a72a6cfa79b02889486627c1346a9d2e9239a1322",
-    git_commit = "3ec76aa76c73a42d2aaaa5f6337a3bbfecbbb820",
+    sha256 = "812b7a2ccfa3c6861d1a0627fc776f3c53e544e7518d511594ad1fa70a9684a7",
+    git_commit = "28059948672f5ea8f71bc89d48f297f3974bc624",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 56246b2ea3569547b511155c2a0ed5310321d66e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 21 Aug 2024 18:02:23 -0700
Subject: [PATCH 7566/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/568c28ad-0b73-44a4-9f52-0824e7557e6a

PiperOrigin-RevId: 666110756
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b642dd6388..787fee59c86 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "812b7a2ccfa3c6861d1a0627fc776f3c53e544e7518d511594ad1fa70a9684a7",
-    git_commit = "28059948672f5ea8f71bc89d48f297f3974bc624",
+    sha256 = "a592a2a67638073c7b10f9826a6946f5664789149d231b9769597d8199467dbe",
+    git_commit = "e82a2c600ae3154a0241f47d6ead8ff775f17f94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 223c5b5d517c71a31fad3ee900f98d0b9e0add30 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Aug 2024 00:01:35 -0700
Subject: [PATCH 7567/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/528f7f38-23f8-4fd6-97a0-5323542d99db

PiperOrigin-RevId: 666212187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 787fee59c86..864ad597568 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a592a2a67638073c7b10f9826a6946f5664789149d231b9769597d8199467dbe",
-    git_commit = "e82a2c600ae3154a0241f47d6ead8ff775f17f94",
+    sha256 = "fe05f0ef5eb455fbe64bca16393a3a5815384be66ea8ce9f7188af3efdaa5543",
+    git_commit = "a3dbab6eaf0b14892acd35f1b9e8b281a37cd943",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 751fe00a14ecf4db51532564ec72e372d08207f8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Aug 2024 06:01:31 -0700
Subject: [PATCH 7568/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0d7c0cd-db16-4247-8766-eb91b960f3d4

PiperOrigin-RevId: 666316769
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 864ad597568..5aee0488bb9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe05f0ef5eb455fbe64bca16393a3a5815384be66ea8ce9f7188af3efdaa5543",
-    git_commit = "a3dbab6eaf0b14892acd35f1b9e8b281a37cd943",
+    sha256 = "102bcee8afcc22f7d356d7ca8174f01cee417c89715120c8bfb79ee73e9cafba",
+    git_commit = "7b6cd28d44b0077a22a2a0c544108b25acc3693b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7457367610c2cbd8422c51f2df3b26618aeba8a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Aug 2024 12:01:47 -0700
Subject: [PATCH 7569/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d9ba7681-67dc-4637-af20-7911d3540849

PiperOrigin-RevId: 666439021
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5aee0488bb9..a80a2060244 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "102bcee8afcc22f7d356d7ca8174f01cee417c89715120c8bfb79ee73e9cafba",
-    git_commit = "7b6cd28d44b0077a22a2a0c544108b25acc3693b",
+    sha256 = "d9eeec1858db42c3462f1dc3a4f8ac5d942836b1a1f81b606bd7cf68eacd986e",
+    git_commit = "928e2d3aca784d9e05582cfff600f86ad1e4955f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 04604c271eb3fa41eb1afc5bdcd1c082beb5f653 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 22 Aug 2024 18:01:27 -0700
Subject: [PATCH 7570/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d32abc8b-e68a-4f31-8762-6f8bb1952bc8

PiperOrigin-RevId: 666561349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a80a2060244..63024e75f65 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9eeec1858db42c3462f1dc3a4f8ac5d942836b1a1f81b606bd7cf68eacd986e",
-    git_commit = "928e2d3aca784d9e05582cfff600f86ad1e4955f",
+    sha256 = "b72cfbea75f77c8e4a843e45bd066159a8b8cf96e26ea1caaa7bfbdfe7c91824",
+    git_commit = "f4d3a88c56f3265f1788a765b1a0e964b63e9e05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e60760b5f5f707501b956e8c64bfdfc195441dea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Aug 2024 00:01:35 -0700
Subject: [PATCH 7571/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a19bbdd-6940-40bd-835b-c4d552d60533

PiperOrigin-RevId: 666664790
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 63024e75f65..81d1f5bbd5c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b72cfbea75f77c8e4a843e45bd066159a8b8cf96e26ea1caaa7bfbdfe7c91824",
-    git_commit = "f4d3a88c56f3265f1788a765b1a0e964b63e9e05",
+    sha256 = "d674b997c14a13bd311e775e195b7d41ee8e21ccbeccd644eab0dfa5f87a3e6a",
+    git_commit = "e3c2b3d8cf66f5bd1698ab4a8ccb0e256691ecda",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0ba925e231fefaff6d10e74017cbb5a76647e52d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Aug 2024 06:01:54 -0700
Subject: [PATCH 7572/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dd6260e1-3e80-4c87-989e-c3f2761addb2

PiperOrigin-RevId: 666764075
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81d1f5bbd5c..054f7babc5d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d674b997c14a13bd311e775e195b7d41ee8e21ccbeccd644eab0dfa5f87a3e6a",
-    git_commit = "e3c2b3d8cf66f5bd1698ab4a8ccb0e256691ecda",
+    sha256 = "0204f907bfc0cb791d4e7429e7cf608e36c778cc2e4e836ae04a2b8b0eec9a8c",
+    git_commit = "ad8da4b7cf6d99096c37dbb4b732b15b7afec067",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4d99a1c0b78dbb19c980ddda7776e2cd1ad9bcbd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Aug 2024 12:01:32 -0700
Subject: [PATCH 7573/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1bc04440-19c5-4137-aca4-d4704d13a29b

PiperOrigin-RevId: 666876309
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 054f7babc5d..bc608721774 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0204f907bfc0cb791d4e7429e7cf608e36c778cc2e4e836ae04a2b8b0eec9a8c",
-    git_commit = "ad8da4b7cf6d99096c37dbb4b732b15b7afec067",
+    sha256 = "8bff571847f027632ca320993aa8c102b17b0583b0cb54ddf1e0ef666983e5bb",
+    git_commit = "510dc6fe769c23b95892d23a4667f11f551e1505",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6cfde385b848792da663741353cb4b56b75f21e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 23 Aug 2024 18:01:28 -0700
Subject: [PATCH 7574/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a435775b-7106-435a-bb43-8a26c8e43c49

PiperOrigin-RevId: 666979819
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bc608721774..1631ea79ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8bff571847f027632ca320993aa8c102b17b0583b0cb54ddf1e0ef666983e5bb",
-    git_commit = "510dc6fe769c23b95892d23a4667f11f551e1505",
+    sha256 = "6faeac545f5b8987605614548253702dcfd8529db71e88951ee9536396be65b3",
+    git_commit = "65133f9e7a5294312ec51129d6052a1e19facd7a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 93c19d51f9d5c114c154bc8d0e07a1f341f7aee4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Aug 2024 00:01:34 -0700
Subject: [PATCH 7575/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9c99648-3e15-4720-be04-03d3e37ab803

PiperOrigin-RevId: 667057735
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1631ea79ea9..8ab9f732c73 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6faeac545f5b8987605614548253702dcfd8529db71e88951ee9536396be65b3",
-    git_commit = "65133f9e7a5294312ec51129d6052a1e19facd7a",
+    sha256 = "9af8f22746ae0542d8c1cf00b172d58ce53cf2c79c924918efe6d4649e36bf58",
+    git_commit = "f0e3bb687f9b7fdf02f6b63417190a33993cb1e6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 657efefb5121ebce55e4fe08d53455a391e3d55b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 24 Aug 2024 06:02:22 -0700
Subject: [PATCH 7576/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4f42c00-c39d-441f-8fb3-c1f497dcc359

PiperOrigin-RevId: 667113259
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ab9f732c73..4e38cfa3a45 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9af8f22746ae0542d8c1cf00b172d58ce53cf2c79c924918efe6d4649e36bf58",
-    git_commit = "f0e3bb687f9b7fdf02f6b63417190a33993cb1e6",
+    sha256 = "44e82f1326dfabdad3a8c76bf00c2debda91e0212ee4eb4fe7b02a817f337681",
+    git_commit = "1ee7280104b915140d9a87330d9fc7f0823fdda0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cc2220c043a57859a906ba82f176f7755025d228 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Aug 2024 06:01:25 -0700
Subject: [PATCH 7577/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1895e97f-8b3d-45b5-b5ae-c564381cbe95

PiperOrigin-RevId: 667309155
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e38cfa3a45..088c0206ca5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44e82f1326dfabdad3a8c76bf00c2debda91e0212ee4eb4fe7b02a817f337681",
-    git_commit = "1ee7280104b915140d9a87330d9fc7f0823fdda0",
+    sha256 = "d4a8458554f28c41eefd9a749db7d221e62184e9a1778c8b21ad43dc52d2ac1c",
+    git_commit = "2c0ef6726e1e06392271f44f5196f319ff376b05",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b9922a2febc772079b383771f05731fc6c350d6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 25 Aug 2024 18:01:22 -0700
Subject: [PATCH 7578/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d53cf896-0660-40e5-84a3-431c414ab800

PiperOrigin-RevId: 667402234
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 088c0206ca5..7f1fc395957 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4a8458554f28c41eefd9a749db7d221e62184e9a1778c8b21ad43dc52d2ac1c",
-    git_commit = "2c0ef6726e1e06392271f44f5196f319ff376b05",
+    sha256 = "12e2bf69ff2b03d7bfce3f4c66e83818a850695a4caf34b3db44e3826ced3cd3",
+    git_commit = "99f3d3dcd2b198a05fba6555817f1c8c20584052",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21dac22648127ab1afbd56f92b49ba7ffb0adb34 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Aug 2024 00:01:33 -0700
Subject: [PATCH 7579/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3eb0b5be-d933-42f4-afda-77fad221b267

PiperOrigin-RevId: 667475484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f1fc395957..c0916588624 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "12e2bf69ff2b03d7bfce3f4c66e83818a850695a4caf34b3db44e3826ced3cd3",
-    git_commit = "99f3d3dcd2b198a05fba6555817f1c8c20584052",
+    sha256 = "61cf84e7854b5b7dd021c35e1a5cd41b901526e78615a99afc0e0af51f0b273a",
+    git_commit = "5f02f09584b6f211b5e2890e71a6af2dab4a9fd4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5d117b6fad85afc4c2da990c1763e5f5847ccf31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Aug 2024 06:02:51 -0700
Subject: [PATCH 7580/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e86015a-7f38-4db8-a05f-18753d60833a

PiperOrigin-RevId: 667557997
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c0916588624..6ce197c2378 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "61cf84e7854b5b7dd021c35e1a5cd41b901526e78615a99afc0e0af51f0b273a",
-    git_commit = "5f02f09584b6f211b5e2890e71a6af2dab4a9fd4",
+    sha256 = "7a2c4da90f01052f35e04de43c4d9f2d8dc35b6673d5c4aa912bb803c2ea2204",
+    git_commit = "e91db08f09609292118e96905b3332fb31b04a56",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1ed6b386672d4a1e8bbc77a4d7206e7d247f8675 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Aug 2024 12:02:33 -0700
Subject: [PATCH 7581/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dcdc504d-8d34-48c8-b4b4-09f78e94e2ae

PiperOrigin-RevId: 667665447
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6ce197c2378..75ca3330737 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a2c4da90f01052f35e04de43c4d9f2d8dc35b6673d5c4aa912bb803c2ea2204",
-    git_commit = "e91db08f09609292118e96905b3332fb31b04a56",
+    sha256 = "ecc8d722287b5d404a5fe92e45e8167cf09b3f63db5ea43faf002f14758b1313",
+    git_commit = "f0fb36f9120c01630541de134989338d3eddbbfe",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e39edc54f6faff490daebe995f872a495f174665 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 26 Aug 2024 18:02:01 -0700
Subject: [PATCH 7582/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e254ce5-becc-4bd2-900b-d0c30c720dd5

PiperOrigin-RevId: 667780836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 75ca3330737..717320ed393 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ecc8d722287b5d404a5fe92e45e8167cf09b3f63db5ea43faf002f14758b1313",
-    git_commit = "f0fb36f9120c01630541de134989338d3eddbbfe",
+    sha256 = "3db4149e54def45e67ccaadeca88b349631a247a80057c437b05cb5fdd12304b",
+    git_commit = "91f4e7748b20f0165717058f049e5d62b1bf953f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6015e124324bc9cf104a03b303c35a9d6aeedd50 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Aug 2024 00:01:30 -0700
Subject: [PATCH 7583/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/764ff3b8-73d4-4d4c-95b2-5c6fa39cfc1d

PiperOrigin-RevId: 667865014
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 717320ed393..dee7daf6421 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3db4149e54def45e67ccaadeca88b349631a247a80057c437b05cb5fdd12304b",
-    git_commit = "91f4e7748b20f0165717058f049e5d62b1bf953f",
+    sha256 = "33259ee534b83f72c9782eacd9103dd2f3ef05aeee1d618c49c5aef39f057575",
+    git_commit = "09d6809cebaff2039eeb777d8d03632ae6dfbacf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 17ebcaa54e3eca096604621a902623dc4f230277 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Aug 2024 06:01:48 -0700
Subject: [PATCH 7584/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/481a8ac2-f113-43c1-a7ef-0a2954f09db4

PiperOrigin-RevId: 667953995
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dee7daf6421..fea25a871db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33259ee534b83f72c9782eacd9103dd2f3ef05aeee1d618c49c5aef39f057575",
-    git_commit = "09d6809cebaff2039eeb777d8d03632ae6dfbacf",
+    sha256 = "c586a0c1cb73b935683c912789d68f43057a16df9598fe468adc298f5c7b9f0a",
+    git_commit = "32c33769d3f667f7d2acb566fb5da68a84aeeb55",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7e0c1966627d9fa482acf1ef0ea983f4aa90f607 Mon Sep 17 00:00:00 2001
From: Eric Salo <salo@google.com>
Date: Tue, 27 Aug 2024 10:04:45 -0700
Subject: [PATCH 7585/8103] Remove cc_api_version stage 4: deletion where
 cc_api_version = 2

PiperOrigin-RevId: 668033371
---
 tensorflow_serving/servables/tensorflow/BUILD | 1 -
 tensorflow_serving/session_bundle/oss/BUILD   | 1 -
 2 files changed, 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 189ca6f42db..d3942b9d5a2 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1786,7 +1786,6 @@ serving_proto_library_py(
 tf_proto_library(
     name = "tf_protos_deps",
     srcs = [],
-    cc_api_version = 2,
     create_go_proto = False,
     create_java_proto = False,
     create_kotlin_proto = False,
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index 73036c4aa03..dac17544cde 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -13,7 +13,6 @@ package(
 tf_proto_library(
     name = "manifest_proto",
     srcs = ["manifest.proto"],
-    cc_api_version = 2,
 )
 
 cc_library(

From b773227c7b2e7c215cd78f67f660fc347314837a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Aug 2024 12:01:31 -0700
Subject: [PATCH 7586/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90dd58fe-2cc6-4b81-a507-5274b45769fc

PiperOrigin-RevId: 668082503
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fea25a871db..3494c472ec6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c586a0c1cb73b935683c912789d68f43057a16df9598fe468adc298f5c7b9f0a",
-    git_commit = "32c33769d3f667f7d2acb566fb5da68a84aeeb55",
+    sha256 = "fb6ebf06949510ab3cbf6d1556f87e397e14466476b8c8a216c3b128f32e3233",
+    git_commit = "2be2bd3e482cfbbb616abadfff3bbe16ab03cf58",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e4fd39eac40dbefd52bd5846380168ca6a62a83f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 27 Aug 2024 18:01:30 -0700
Subject: [PATCH 7587/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0107671c-40ec-4e2e-8641-c176ab8a06b0

PiperOrigin-RevId: 668213841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3494c472ec6..e1bd2f9ec12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fb6ebf06949510ab3cbf6d1556f87e397e14466476b8c8a216c3b128f32e3233",
-    git_commit = "2be2bd3e482cfbbb616abadfff3bbe16ab03cf58",
+    sha256 = "84444a0dc1daac34e8c7364041ab92613d37790e1027dc21e20b2ca06ce34f50",
+    git_commit = "be0b5be29006d590adb887e45bfd2bd59d4a210b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 24ebe662ade066a1ada1f80dad42dac3ede9b855 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Aug 2024 00:01:33 -0700
Subject: [PATCH 7588/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd170454-347d-4394-8942-cfa171386268

PiperOrigin-RevId: 668307386
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1bd2f9ec12..fa7d96b0e8d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "84444a0dc1daac34e8c7364041ab92613d37790e1027dc21e20b2ca06ce34f50",
-    git_commit = "be0b5be29006d590adb887e45bfd2bd59d4a210b",
+    sha256 = "e4a7a03d7d4a5669613be9ae6acf5b69621e68fbb5c3a3910e49ed5b0c079f31",
+    git_commit = "b3d54ea5d806705bd915e7e9ad3dfa122f4853bd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 92340b02f578f94ae48e153c737d20b6c4337be4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Aug 2024 06:01:28 -0700
Subject: [PATCH 7589/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7978ffe7-c7b1-4bbb-a832-8e557454cb26

PiperOrigin-RevId: 668415879
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fa7d96b0e8d..c7e92c65f75 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4a7a03d7d4a5669613be9ae6acf5b69621e68fbb5c3a3910e49ed5b0c079f31",
-    git_commit = "b3d54ea5d806705bd915e7e9ad3dfa122f4853bd",
+    sha256 = "52dbc23ad633c7288d218eb88f30fcb05e9b6c01732f11dd14970518a8dc2bc3",
+    git_commit = "5981513d618c8d486e82457ffc0dc7468dd3bd63",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 902b13659d17af0e160f494b5ed76bdd2c3509ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Aug 2024 12:01:32 -0700
Subject: [PATCH 7590/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b8bb9164-1a5a-41ac-af0e-b6647ccb93f3

PiperOrigin-RevId: 668549371
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c7e92c65f75..a24299fe25d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "52dbc23ad633c7288d218eb88f30fcb05e9b6c01732f11dd14970518a8dc2bc3",
-    git_commit = "5981513d618c8d486e82457ffc0dc7468dd3bd63",
+    sha256 = "25befcff170ac5c41ab543b91a337f15eebb717c3c89c007003c3b0553c9d0b7",
+    git_commit = "18137769643d5862b7caa22cca84174fb24dbafd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a1ed89d4a3bf6874ec72a8bc212fa51d44605c1d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 28 Aug 2024 18:01:48 -0700
Subject: [PATCH 7591/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5a96e9bd-bbaa-4571-a5c5-fe3b942cc277

PiperOrigin-RevId: 668683067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a24299fe25d..0f751ebc719 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "25befcff170ac5c41ab543b91a337f15eebb717c3c89c007003c3b0553c9d0b7",
-    git_commit = "18137769643d5862b7caa22cca84174fb24dbafd",
+    sha256 = "5c2cca217dab243c4850fe0dd753760ef3e890df19e800e4acc611a1dc3539f8",
+    git_commit = "2adc36c677a558b93a454705059baac2b0cdf5a3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19d390f75bb1cb23d10c7f0fe2af9b5adb2663dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Aug 2024 00:01:30 -0700
Subject: [PATCH 7592/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/79c817a1-ff1a-4c86-b8e4-6e5b287de939

PiperOrigin-RevId: 668793641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f751ebc719..3172b3697f9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c2cca217dab243c4850fe0dd753760ef3e890df19e800e4acc611a1dc3539f8",
-    git_commit = "2adc36c677a558b93a454705059baac2b0cdf5a3",
+    sha256 = "27f98330193bf7bbbfe21d5a96a2a2aaa00a1e31be9b56210925aefa5afb0f15",
+    git_commit = "7ec05bb4aeeda179e761fc15b20d009799d9e7cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From faae6f9845e0bd4f23267beb611951e2c11d5a5c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Aug 2024 06:04:30 -0700
Subject: [PATCH 7593/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0cdb14d2-2c7f-4ca1-acdf-05b47d590c0b

PiperOrigin-RevId: 668907778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3172b3697f9..b1048a4f003 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "27f98330193bf7bbbfe21d5a96a2a2aaa00a1e31be9b56210925aefa5afb0f15",
-    git_commit = "7ec05bb4aeeda179e761fc15b20d009799d9e7cd",
+    sha256 = "4f99549184ed0c0e0e627ce312f0ae2d15d9d1d05a3203a351f96eebe7b8f773",
+    git_commit = "44010d280ef0748f52ba50a323076246f55fddca",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3c85c7898348749952f3630f1e1624f6c7bb89a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 29 Aug 2024 12:01:45 -0700
Subject: [PATCH 7594/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fecf64cb-423e-4eec-b46f-e192c3c52395

PiperOrigin-RevId: 669015947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b1048a4f003..cd5ccbc29ea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f99549184ed0c0e0e627ce312f0ae2d15d9d1d05a3203a351f96eebe7b8f773",
-    git_commit = "44010d280ef0748f52ba50a323076246f55fddca",
+    sha256 = "3ef1acbc3cc3735ac49902601c1fa11eac40d7fc0731c9176f9615231f608748",
+    git_commit = "7f399f2b7697c352427e23b057883a5fb815aa0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 48e0f56b8f84310596de1c97037d8d02053a9d14 Mon Sep 17 00:00:00 2001
From: Eric Salo <salo@google.com>
Date: Fri, 30 Aug 2024 11:46:17 -0700
Subject: [PATCH 7595/8103] Remove cc_api_version stage 4: deletion where
 cc_api_version = 2

PiperOrigin-RevId: 669396755
---
 tensorflow_serving/apis/BUILD                     | 15 ---------------
 tensorflow_serving/apis/internal/BUILD            |  1 -
 tensorflow_serving/config/BUILD                   |  7 -------
 tensorflow_serving/core/test_util/BUILD           |  1 -
 tensorflow_serving/model_servers/test_util/BUILD  |  1 -
 tensorflow_serving/resources/BUILD                |  1 -
 tensorflow_serving/servables/hashmap/BUILD        |  1 -
 tensorflow_serving/servables/tensorflow/BUILD     |  6 ------
 .../servables/tensorflow/test_util/BUILD          |  1 -
 tensorflow_serving/serving.bzl                    |  3 +--
 tensorflow_serving/sources/storage_path/BUILD     |  1 -
 tensorflow_serving/util/BUILD                     |  1 -
 12 files changed, 1 insertion(+), 38 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 3764bf64760..43e03a87c9a 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -30,7 +30,6 @@ filegroup(
 serving_proto_library(
     name = "get_model_metadata_proto",
     srcs = ["get_model_metadata.proto"],
-    cc_api_version = 2,
     deps = [
         ":model_proto",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -59,7 +58,6 @@ tf_pyclif_proto_library(
 serving_proto_library(
     name = "input_proto",
     srcs = ["input.proto"],
-    cc_api_version = 2,
     deps = [
         serving_tensorflow_proto_dep(
             "@org_tensorflow//tensorflow/core:protos_all",
@@ -90,7 +88,6 @@ tf_jspb_proto_library(
 serving_proto_library(
     name = "model_proto",
     srcs = ["model.proto"],
-    cc_api_version = 2,
     deps = [
         "@com_google_protobuf//:cc_wkt_protos",
     ],
@@ -117,7 +114,6 @@ tf_jspb_proto_library(
 serving_proto_library(
     name = "predict_proto",
     srcs = ["predict.proto"],
-    cc_api_version = 2,
     deps = [
         ":model_proto",
         serving_tensorflow_proto_dep(
@@ -144,7 +140,6 @@ tf_jspb_proto_library(
 serving_proto_library(
     name = "logging_proto",
     srcs = ["logging.proto"],
-    cc_api_version = 2,
     deps = [
         ":model_proto",
         "//tensorflow_serving/config:logging_config_proto",
@@ -164,7 +159,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "prediction_log_proto",
     srcs = ["prediction_log.proto"],
-    cc_api_version = 2,
     deps = [
         ":classification_proto",
         ":inference_proto",
@@ -199,7 +193,6 @@ serving_proto_library(
     name = "prediction_service_proto",
     srcs = ["prediction_service.proto"],
     has_services = 1,
-    cc_api_version = 2,
     cc_grpc_version = 1,
     deps = [
         ":classification_proto",
@@ -241,7 +234,6 @@ serving_go_grpc_library(
 serving_proto_library(
     name = "status_proto",
     srcs = ["status.proto"],
-    cc_api_version = 2,
     deps = [
         serving_tensorflow_proto_dep(
             "@org_tensorflow//tensorflow/core:protos_all",
@@ -261,7 +253,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "model_management_proto",
     srcs = ["model_management.proto"],
-    cc_api_version = 2,
     deps = [
         ":status_proto",
         "//tensorflow_serving/config:model_server_config_proto",
@@ -281,7 +272,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "get_model_status_proto",
     srcs = ["get_model_status.proto"],
-    cc_api_version = 2,
     deps = [
         ":model_proto",
         ":status_proto",
@@ -302,7 +292,6 @@ serving_proto_library(
     name = "model_service_proto",
     srcs = ["model_service.proto"],
     has_services = 1,
-    cc_api_version = 2,
     cc_grpc_version = 1,
     deps = [
         ":get_model_status_proto",
@@ -332,7 +321,6 @@ serving_go_grpc_library(
 serving_proto_library(
     name = "classification_proto",
     srcs = ["classification.proto"],
-    cc_api_version = 2,
     deps = [
         ":input_proto",
         ":model_proto",
@@ -364,7 +352,6 @@ tf_jspb_proto_library(
 serving_proto_library(
     name = "inference_proto",
     srcs = ["inference.proto"],
-    cc_api_version = 2,
     deps = [
         ":classification_proto",
         ":input_proto",
@@ -399,7 +386,6 @@ tf_jspb_proto_library(
 serving_proto_library(
     name = "regression_proto",
     srcs = ["regression.proto"],
-    cc_api_version = 2,
     deps = [
         ":input_proto",
         ":model_proto",
@@ -426,7 +412,6 @@ serving_proto_library(
     name = "session_service_proto",
     srcs = ["session_service.proto"],
     has_services = 1,
-    cc_api_version = 2,
     deps = [
         ":model_proto",
         serving_tensorflow_proto_dep(
diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 7561d704e6c..0dd5582f545 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -14,7 +14,6 @@ licenses(["notice"])
 serving_proto_library(
     name = "serialized_input_proto",
     srcs = ["serialized_input.proto"],
-    cc_api_version = 2,
     visibility = [
         "//tensorflow_serving:internal",
         "@org_tensorflow//tensorflow_ranking/google:__pkg__",
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 932da9dde32..eda0cb9e687 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -23,7 +23,6 @@ filegroup(
 serving_proto_library(
     name = "file_system_storage_path_source_proto",
     srcs = ["file_system_storage_path_source.proto"],
-    cc_api_version = 2,
 )
 
 serving_proto_library_py(
@@ -35,7 +34,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "model_server_config_proto",
     srcs = ["model_server_config.proto"],
-    cc_api_version = 2,
     deps = [
         ":file_system_storage_path_source_proto",
         ":logging_config_proto",
@@ -56,7 +54,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "platform_config_proto",
     srcs = ["platform_config.proto"],
-    cc_api_version = 2,
     deps = [
         "@com_google_protobuf//:cc_wkt_protos",
     ],
@@ -70,7 +67,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "log_collector_config_proto",
     srcs = ["log_collector_config.proto"],
-    cc_api_version = 2,
     deps = [
     ],
 )
@@ -86,7 +82,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "logging_config_proto",
     srcs = ["logging_config.proto"],
-    cc_api_version = 2,
     deps = [
         ":log_collector_config_proto",
     ],
@@ -104,7 +99,6 @@ serving_proto_library_py(
 serving_proto_library(
     name = "monitoring_config_proto",
     srcs = ["monitoring_config.proto"],
-    cc_api_version = 2,
     deps = [
     ],
 )
@@ -112,7 +106,6 @@ serving_proto_library(
 serving_proto_library(
     name = "ssl_config_proto",
     srcs = ["ssl_config.proto"],
-    cc_api_version = 2,
     deps = [
     ],
 )
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index 499f19dc2f4..4278437b018 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -86,7 +86,6 @@ serving_proto_library(
     name = "fake_loader_source_adapter_proto",
     testonly = 1,
     srcs = ["fake_loader_source_adapter.proto"],
-    cc_api_version = 2,
     visibility = ["//visibility:public"],
 )
 
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index b1954913073..49b37fd7725 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -113,7 +113,6 @@ serving_proto_library(
     name = "storage_path_error_injecting_source_adapter_proto",
     testonly = 1,
     srcs = ["storage_path_error_injecting_source_adapter.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index 45f6f23741e..fa166a254c3 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -25,7 +25,6 @@ filegroup(
 serving_proto_library(
     name = "resources_proto",
     srcs = ["resources.proto"],
-    cc_api_version = 2,
     visibility = ["//visibility:public"],
     deps = ["@com_google_protobuf//:cc_wkt_protos"],
 )
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index 75f9f74e10d..441ee678196 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -55,5 +55,4 @@ cc_test(
 serving_proto_library(
     name = "hashmap_source_adapter_proto",
     srcs = ["hashmap_source_adapter.proto"],
-    cc_api_version = 2,
 )
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index d3942b9d5a2..50f500b0913 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -26,7 +26,6 @@ filegroup(
 serving_proto_library(
     name = "session_bundle_config_proto",
     srcs = ["session_bundle_config.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
@@ -263,7 +262,6 @@ cc_test(
 serving_proto_library(
     name = "saved_model_bundle_source_adapter_proto",
     srcs = ["saved_model_bundle_source_adapter.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
@@ -1062,7 +1060,6 @@ cc_test(
 serving_proto_library(
     name = "thread_pool_factory_config_proto",
     srcs = ["thread_pool_factory_config.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
@@ -1277,7 +1274,6 @@ cc_test(
 serving_proto_library(
     name = "tfrt_saved_model_source_adapter_proto",
     srcs = ["tfrt_saved_model_source_adapter.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
@@ -1770,7 +1766,6 @@ cc_test(
 serving_proto_library(
     name = "remote_op_config_rewriter_proto",
     srcs = ["remote_op_config_rewriter.proto"],
-    cc_api_version = 2,
     visibility = ["//visibility:public"],
 )
 
@@ -1799,7 +1794,6 @@ tf_proto_library(
 serving_proto_library(
     name = "saved_model_config_proto",
     srcs = ["saved_model_config.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index d53d0a5d18a..2f36da6ae0e 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -8,7 +8,6 @@ serving_proto_library(
     name = "fake_thread_pool_factory_proto",
     testonly = 1,
     srcs = ["fake_thread_pool_factory.proto"],
-    cc_api_version = 2,
     visibility = [
         "//visibility:public",
     ],
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index 1f8788eb88c..f2f19ca971a 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -25,8 +25,7 @@ def serving_proto_library(
         deps = [],
         visibility = None,
         testonly = 0,
-        cc_grpc_version = None,
-        cc_api_version = 2):  # pylint: disable=unused-argument
+        cc_grpc_version = None):
     native.filegroup(
         name = name + "_proto_srcs",
         srcs = srcs,
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 0507af58236..2140d0aee83 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -40,7 +40,6 @@ cc_library(
 serving_proto_library(
     name = "static_storage_path_source_proto",
     srcs = ["static_storage_path_source.proto"],
-    cc_api_version = 2,
     visibility = ["//visibility:private"],
 )
 
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 3e30067e5a9..1728a4e79d9 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -371,7 +371,6 @@ serving_proto_library(
     name = "class_registration_test_proto",
     testonly = 1,
     srcs = ["class_registration_test.proto"],
-    cc_api_version = 2,
     deps = [
         "@com_google_protobuf//:cc_wkt_protos",
     ],

From f07e7e1f488448b44d134c3c80ab25bd28e2d4ce Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 Aug 2024 18:01:45 -0700
Subject: [PATCH 7596/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ff20ffe-04a8-4193-9657-53fc0493336e

PiperOrigin-RevId: 669504641
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cd5ccbc29ea..09fba7a40c5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3ef1acbc3cc3735ac49902601c1fa11eac40d7fc0731c9176f9615231f608748",
-    git_commit = "7f399f2b7697c352427e23b057883a5fb815aa0c",
+    sha256 = "c0ca33818a4a0262f23103a05ae849103acbf8c9ee14b8c13a202235858178e0",
+    git_commit = "dc46d89e4a33b2ed3bff9635a43cb677971e53d4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5c4b5ae19f284bb5317b0288501c563b88d427da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Aug 2024 00:04:09 -0700
Subject: [PATCH 7597/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/120d4fa9-c5cb-4439-babc-60ae9db38619

PiperOrigin-RevId: 669582834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09fba7a40c5..3787cbed5d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0ca33818a4a0262f23103a05ae849103acbf8c9ee14b8c13a202235858178e0",
-    git_commit = "dc46d89e4a33b2ed3bff9635a43cb677971e53d4",
+    sha256 = "b418a89b86163fbc06a08a5c5e2e034d318baf02772ce556171078f28d95c80d",
+    git_commit = "81a22c09dd39941cbf7374020e2b8c4b6d7794e3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8d4d22dd8ba09766c88fe5b480b6aabe7deab5c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Aug 2024 06:03:15 -0700
Subject: [PATCH 7598/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/46f59e73-4d2c-4d20-82af-bbcad5d86dc8

PiperOrigin-RevId: 669645717
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3787cbed5d0..22e20aa7f7c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b418a89b86163fbc06a08a5c5e2e034d318baf02772ce556171078f28d95c80d",
-    git_commit = "81a22c09dd39941cbf7374020e2b8c4b6d7794e3",
+    sha256 = "8c8ef45cf34844459bf8c5bfa4e1b694aae0b920363254e30a6c64fd511721d3",
+    git_commit = "a09c66e3ab9586f9c5e7f96dbe75d0e4909c5498",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9a133c1d7d029e3fe928581dc53c062a1e504374 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 31 Aug 2024 12:01:34 -0700
Subject: [PATCH 7599/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e93648c-9afd-4e47-a508-ff4b9ad6f00a

PiperOrigin-RevId: 669702146
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 22e20aa7f7c..29ec736a9eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c8ef45cf34844459bf8c5bfa4e1b694aae0b920363254e30a6c64fd511721d3",
-    git_commit = "a09c66e3ab9586f9c5e7f96dbe75d0e4909c5498",
+    sha256 = "44cf05b5e3167e0c1a2af6ef79ed92fddd5a950760667ff028ae10c4d2c3d965",
+    git_commit = "2fe29379f6449d263b787eb636020fd81017b8bf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8761300792d527592c185b413b496250ee860778 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Sep 2024 06:03:51 -0700
Subject: [PATCH 7600/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a652f463-2770-4234-b942-bae374622650

PiperOrigin-RevId: 669898760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 29ec736a9eb..e1e9e9130d0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "44cf05b5e3167e0c1a2af6ef79ed92fddd5a950760667ff028ae10c4d2c3d965",
-    git_commit = "2fe29379f6449d263b787eb636020fd81017b8bf",
+    sha256 = "4b24328825702ca81eb4c06da3b81cbb3cd324ec0235ac88ea0f341ce9595bdf",
+    git_commit = "71a88bc0a885dc36dbad0393303ba8fb950e85cf",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d7c14e62e53b561f821cffbbd52bfdc74efbe629 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Sep 2024 12:04:08 -0700
Subject: [PATCH 7601/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/23ee804e-267a-44ff-90b2-fc7063184f1d

PiperOrigin-RevId: 669960168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e1e9e9130d0..a0665934fc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4b24328825702ca81eb4c06da3b81cbb3cd324ec0235ac88ea0f341ce9595bdf",
-    git_commit = "71a88bc0a885dc36dbad0393303ba8fb950e85cf",
+    sha256 = "546d870aa251325705152cf083c1d065eb9188e000aab6ceceb59c89feeddd54",
+    git_commit = "ee0dd0e48ade63d1d5d14fc217d1c4e5f00d6a25",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a0bace7c99cbde3399e41bd1897bc92dce2227f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Sep 2024 06:01:24 -0700
Subject: [PATCH 7602/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2058b0aa-290d-4ef4-920d-16429ed3b1af

PiperOrigin-RevId: 670192008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a0665934fc7..878a8c32956 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "546d870aa251325705152cf083c1d065eb9188e000aab6ceceb59c89feeddd54",
-    git_commit = "ee0dd0e48ade63d1d5d14fc217d1c4e5f00d6a25",
+    sha256 = "08bb4837b871bf0fc569d7db2c02021314620ce63d0cd8dfab987a7acb45b688",
+    git_commit = "733dc8d66cce1cd10ad92996d4f8f38f81f390c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d7d36669fa1f6b8770282109437e65f700ac0a37 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Sep 2024 12:03:58 -0700
Subject: [PATCH 7603/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2c6672e6-aa13-45c1-93d3-64edd8814174

PiperOrigin-RevId: 670272968
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 878a8c32956..1b49b9272e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "08bb4837b871bf0fc569d7db2c02021314620ce63d0cd8dfab987a7acb45b688",
-    git_commit = "733dc8d66cce1cd10ad92996d4f8f38f81f390c0",
+    sha256 = "b17e5ce7d04914d9e431d67e074d7cb704235bb9c4c4ca68e1768e372916dfac",
+    git_commit = "e1d864c9967e3ab8ff5307b666040f55ce2f54a1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aaacf8e805adda2b2591347fc9d1feabb002241e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 2 Sep 2024 18:01:26 -0700
Subject: [PATCH 7604/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f1ada130-6491-4d03-8f67-8d74e029c345

PiperOrigin-RevId: 670341763
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1b49b9272e9..655577cb3b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b17e5ce7d04914d9e431d67e074d7cb704235bb9c4c4ca68e1768e372916dfac",
-    git_commit = "e1d864c9967e3ab8ff5307b666040f55ce2f54a1",
+    sha256 = "672c62777f269e4249729415981c358a496c035993d2e1aae83c5a0611120c00",
+    git_commit = "358eb710f1dec2dc3e7b145f3d0c0a284ababb25",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bf4e080662b9f96093d81313676c5097de75ae89 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Sep 2024 06:01:35 -0700
Subject: [PATCH 7605/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/389c12a9-a8eb-4df6-acfe-6cd6ec548810

PiperOrigin-RevId: 670524279
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 655577cb3b0..ee9d09acf97 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "672c62777f269e4249729415981c358a496c035993d2e1aae83c5a0611120c00",
-    git_commit = "358eb710f1dec2dc3e7b145f3d0c0a284ababb25",
+    sha256 = "076795026ff64426a3898b297e0e65e0af188576acb2a1c85eee43c5c700c0b6",
+    git_commit = "9eda19e3ede2c5a07906315414a4929c50b3528d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 63b8db6064b598be01935a7f774a4cd495200065 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Sep 2024 12:03:59 -0700
Subject: [PATCH 7606/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5024c12c-e85b-4f95-96bf-55111d741807

PiperOrigin-RevId: 670652343
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ee9d09acf97..1a66350b1d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "076795026ff64426a3898b297e0e65e0af188576acb2a1c85eee43c5c700c0b6",
-    git_commit = "9eda19e3ede2c5a07906315414a4929c50b3528d",
+    sha256 = "458c55b69a24ef6e669a29a3633d0e804fb44973f6c6f2cdbbd2d0f14de03a27",
+    git_commit = "14bc86bc1898aa12e0a224e96066db465aa04e24",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1149a859aeaef2f05bb37b3d1117f9a80b362f0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Sep 2024 18:01:37 -0700
Subject: [PATCH 7607/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da0050f0-14f4-4fb4-b1d6-38a613228f97

PiperOrigin-RevId: 670769608
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1a66350b1d4..ba9049acfe0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "458c55b69a24ef6e669a29a3633d0e804fb44973f6c6f2cdbbd2d0f14de03a27",
-    git_commit = "14bc86bc1898aa12e0a224e96066db465aa04e24",
+    sha256 = "637f9d772a39e3dbf661ffc23c8f03e56221c666d71f638a352787bd800a97ae",
+    git_commit = "947ae07c130cdf52021b6881766ea4d729872809",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cfac240ba956f29b0ae91008d1fe073f94c7ae84 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 3 Sep 2024 18:16:21 -0700
Subject: [PATCH 7608/8103] This is a noop comment update for streaming inputs.

PiperOrigin-RevId: 670773621
---
 tensorflow_serving/apis/predict.proto | 60 +++++++++++++++++----------
 1 file changed, 39 insertions(+), 21 deletions(-)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 46823f46b6e..2e97952915c 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -71,45 +71,43 @@ message PredictRequest {
 // handled in the stream.
 message PredictStreamedOptions {
   // Request state used to handle splitting of requests.  NONE is the
-  // default when the stream request is not split.
+  // default when the stream request is not split and used for a single-turn,
+  // single request.
   //
   // SPLIT is used when multiple streamed requests are used to generate a
   // logical request. END_SPLIT should be called for the last split of the
-  // logical request. NONE can not be interspersed with SPLIT before END_SPLIT
-  // is called. If another request is sent on the same
-  // stream after END_SPLIT, it can be any of the RequestState since a new
-  // logical request has started.  If END_SPLIT is called on its own the
-  // behavior is the same as NONE.
+  // multi-turn request to start the processing of the current turn. NONE can
+  // not be interspersed with SPLIT and END_SPLIT messages.
+  // If another request is sent on the same stream after END_SPLIT, it can be
+  // either SPLIT or END_SPLIT to start accumulating input or trigger the next
+  // model turn respectively.
   //
   // Some examples with a mix of request states and the logical request.
   //
-  // Example 1 :
-  //   SPLIT
-  //   SPLIT
-  //   END_SPLIT
+  // Example 1:
+  //   NONE
   //
-  // Will be treated as a single logical request.
+  // Single turn, single request.
   //
-  // Example 2:
-  //   NONE
+  // Example 2 :
   //   END_SPLIT
-  //   NONE
   //
-  // Will be treated as three logical requests (1. NONE 2. END_SPLIT, 3. NONE)
+  // Will be treated as a single logical input request for a single turn,
+  // similar to Example 1.
   //
   // Example 3:
   //   SPLIT
   //   SPLIT
+  //   END_SPLIT
   //
-  // Invalid because END_SPLIT is never call.
+  // Will be treated as a single logical input request for a single turn,
+  // similar to Example 1.
   //
   // Example 4:
-  //   SPLIT
-  //   NONE
-  //   SPLIT
+  //   END_SPLIT
   //   END_SPLIT
   //
-  // Invalid because is interspersed with SPLIT.
+  // Will be treated as two logical turn requests (1. END_SPLIT 2. END_SPLIT)
   //
   // Example 5:
   //   SPLIT
@@ -118,8 +116,28 @@ message PredictStreamedOptions {
   //   SPLIT
   //   END_SPLIT
   //
-  // Will be treated as two logical requests (1. SPLIT, END_SPLIT 2. SPLIT,
+  // Will be treated as two logical turn requests (1. SPLIT, END_SPLIT 2. SPLIT,
   // SPLIT, END_SPLIT)
+  //
+  // Incorrect Example 1:
+  //   NONE
+  //   END_SPLIT
+  //
+  // Invalid because NONE and END_SPLIT are interspersed.
+  //
+  // Incorrect Example 2:
+  //   SPLIT
+  //   SPLIT
+  //
+  // Invalid because END_SPLIT is never called.
+  //
+  // Incorrect Example 3:
+  //   SPLIT
+  //   NONE
+  //   SPLIT
+  //   END_SPLIT
+  //
+  // Invalid because NONE is interspersed with SPLIT/END_SPLIT.
 
   enum RequestState {
     NONE = 0;

From cdb4bd89cafa36b6ed01c538418fc8d2057de08b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Sep 2024 00:01:30 -0700
Subject: [PATCH 7609/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/43b62197-f3c9-42b5-9c83-e05b50560fec

PiperOrigin-RevId: 670851806
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba9049acfe0..20e649ec4e4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "637f9d772a39e3dbf661ffc23c8f03e56221c666d71f638a352787bd800a97ae",
-    git_commit = "947ae07c130cdf52021b6881766ea4d729872809",
+    sha256 = "0f28107239658609b6ce8f75eadab3e4946921da71b03b894759a6a5a68cadd6",
+    git_commit = "0ea94048bfc50d9dcb03f26dbb22102cf32e5546",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5efcfcd521a75b4ce00e53ce696e11b1f6d0be1f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Sep 2024 06:02:08 -0700
Subject: [PATCH 7610/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4ce18bfe-8d18-4135-901b-25ee45324cb7

PiperOrigin-RevId: 670941333
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 20e649ec4e4..e9c525811d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0f28107239658609b6ce8f75eadab3e4946921da71b03b894759a6a5a68cadd6",
-    git_commit = "0ea94048bfc50d9dcb03f26dbb22102cf32e5546",
+    sha256 = "94f691c95cbb04e2f20cedf7c17a42d5d461d42e2fdfda06e3617efa52524ff8",
+    git_commit = "7fb89a3cabc6b6e629d36196a5fdb0eddbc3290e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f1329eb84e7bf9b84b4b2c81b0103ce4d6c79b2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Sep 2024 12:02:54 -0700
Subject: [PATCH 7611/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7e9bf2b6-d89d-42e9-a1d2-76379ddf38f0

PiperOrigin-RevId: 671052378
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e9c525811d6..624fb7e3033 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "94f691c95cbb04e2f20cedf7c17a42d5d461d42e2fdfda06e3617efa52524ff8",
-    git_commit = "7fb89a3cabc6b6e629d36196a5fdb0eddbc3290e",
+    sha256 = "7d6fe48fb74dcba99a5718af31ebfc49a4b837d79cbd9bb38b5e8685eca2d466",
+    git_commit = "2826678267bf38b0b6ea651eaf68f0303c2dadee",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7387c689001a8611ba8861fc9cf86d967531acf1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 4 Sep 2024 18:01:40 -0700
Subject: [PATCH 7612/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f7b0943-2ba0-43ca-9871-ce22ace97626

PiperOrigin-RevId: 671165349
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 624fb7e3033..5337753b835 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d6fe48fb74dcba99a5718af31ebfc49a4b837d79cbd9bb38b5e8685eca2d466",
-    git_commit = "2826678267bf38b0b6ea651eaf68f0303c2dadee",
+    sha256 = "c8ffb8260c1e07083f4e1ae22bde0393d81bc85282dd3a7381b5a4caae5214d0",
+    git_commit = "427d57ad723588b61b4cd6e6d3e25bda7d7693da",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From ed20c5431e1a5dee369fdb76bb495c42e41356fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Sep 2024 00:01:42 -0700
Subject: [PATCH 7613/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0ef646e5-7b9e-41ab-b076-de96d4c53011

PiperOrigin-RevId: 671253274
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5337753b835..8b522220071 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8ffb8260c1e07083f4e1ae22bde0393d81bc85282dd3a7381b5a4caae5214d0",
-    git_commit = "427d57ad723588b61b4cd6e6d3e25bda7d7693da",
+    sha256 = "103878324f6b0b0a6f1633bc34141f3e6906cca35afe2c799b2d6b2c6efe49eb",
+    git_commit = "6b5ab9f54bfa159977b35ed347066bc53b3ca15d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9256ca43b4af7400d51444b53ccd358d9936b62e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Sep 2024 07:28:26 -0700
Subject: [PATCH 7614/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04eda8de-bc49-42aa-aed3-f62972fde1e0

PiperOrigin-RevId: 671363816
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b522220071..ba4f2aa5c0e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "103878324f6b0b0a6f1633bc34141f3e6906cca35afe2c799b2d6b2c6efe49eb",
-    git_commit = "6b5ab9f54bfa159977b35ed347066bc53b3ca15d",
+    sha256 = "9dcf90c75cd1ab9e3baf850858cb76987cd366cb7c41a1338b83f6866645f586",
+    git_commit = "2e34d0e09e9604af5d9918345678210ee75e61c0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 510ac0ddf852cf77457b157c31d31ec7fe96a167 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Sep 2024 12:01:49 -0700
Subject: [PATCH 7615/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7be4b92a-30e9-4426-ad80-866fe7814502

PiperOrigin-RevId: 671459040
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba4f2aa5c0e..e6b6c5318cf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9dcf90c75cd1ab9e3baf850858cb76987cd366cb7c41a1338b83f6866645f586",
-    git_commit = "2e34d0e09e9604af5d9918345678210ee75e61c0",
+    sha256 = "8f66a6115466eb4dfc058bb6ffb785f8fda5aa2c4469cde074998a36cd0cf2af",
+    git_commit = "a1969d4c2dbbe115497dc94322e376072e6de2fa",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 61b9849376e876db37a25aab212bd871e1dca48a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 5 Sep 2024 18:02:52 -0700
Subject: [PATCH 7616/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1ded1c8-bb47-41ff-a8f7-252dc82a8e27

PiperOrigin-RevId: 671573709
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6b6c5318cf..4d988a231f7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8f66a6115466eb4dfc058bb6ffb785f8fda5aa2c4469cde074998a36cd0cf2af",
-    git_commit = "a1969d4c2dbbe115497dc94322e376072e6de2fa",
+    sha256 = "dc07fadc2835f05a24f841845abf4b1ce8bcbba38afab4f32953bbf701fcac9a",
+    git_commit = "be18c0abdd419834e8ed902bad4074ea70ffc3d9",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 810e3ce7a3a600cc79c8f3603ab49652253a98b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 6 Sep 2024 00:01:36 -0700
Subject: [PATCH 7617/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4e75b5c-7765-4483-b4e9-e4677d290a96

PiperOrigin-RevId: 671648101
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d988a231f7..1e598bceecd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc07fadc2835f05a24f841845abf4b1ce8bcbba38afab4f32953bbf701fcac9a",
-    git_commit = "be18c0abdd419834e8ed902bad4074ea70ffc3d9",
+    sha256 = "f37e5bc18ce59f68edfe1ce4e8a9243c726d3da26aa505cddc68c0acfd61a1d0",
+    git_commit = "cb9444bad5ab359e288f545126ef895ca1232c43",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6b7ba27fd9dfef8d03fab076ea236e296370a3fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 11 Sep 2024 13:16:44 -0700
Subject: [PATCH 7618/8103] Add a resource kind for number of LoRA models.

PiperOrigin-RevId: 673509587
---
 tensorflow_serving/resources/resource_values.cc | 1 +
 tensorflow_serving/resources/resource_values.h  | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index ef2c056913c..9d2d77ec4c5 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -26,6 +26,7 @@ const char* const kTpu = "tpu";
 
 namespace resource_kinds {
 const char* const kNumModelSlots = "num_model_slots";
+const char* const kNumLoraSlots = "num_lora_slots";
 const char* const kRamBytes = "ram_in_bytes";
 const char* const kPeakRamBytes = "peak_ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 18ed8a34371..3bb8097ab83 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -45,6 +45,9 @@ namespace resource_kinds {
 // "model slots", this is the number of slots needed or allocated.
 extern const char* const kNumModelSlots;
 
+// If a server can accommodate at most N LoRA adapter models.
+extern const char* const kNumLoraSlots;
+
 // RAM in bytes.
 // NOTES:
 // - For TPU or GPU device, The kHeapRamBytes and kStackRamBytes are aggregated

From 4a830cadb604ed3d050b841e280a5b3486f86e4a Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Wed, 11 Sep 2024 15:42:36 -0700
Subject: [PATCH 7619/8103] Disable more warnings to make logs cleaner

Taking some inspiration from https://github.com/openxla/xla/blob/main/warnings.bazelrc

PiperOrigin-RevId: 673565476
---
 .bazelrc | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index 5f3ee39f694..60a0051150d 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -102,3 +102,7 @@ build:macos --define std_synchronization_primitives=1
 # We silence warnings for code in `external`.
 build --per_file_copt=external/.*@-w
 build --host_per_file_copt=external/.*@-w
+build --copt=-Wno-macro-redefined # absl vs tsl logging clash
+build --copt=-Wno-sign-compare # int as loop variable
+build --copt=-Wno-deprecated-declarations
+build --copt=-Wno-unused-but-set-variable # due to `ifdefs` in ml_dtypes

From 648c9ee6489a3cf820aa1fcab82b821209e82af5 Mon Sep 17 00:00:00 2001
From: Shahriar Rouf <nafi@google.com>
Date: Thu, 12 Sep 2024 20:49:33 -0700
Subject: [PATCH 7620/8103] Add `bool return_single_response` field to
 `PredictStreamedOptions`.

This field will be used to indicate whether the output is returned as one single response or not. If true, the response will be a single `PredictResponse`, otherwise it will be a stream of `PredictResponse`.

PiperOrigin-RevId: 674121859
---
 tensorflow_serving/apis/predict.proto | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 2e97952915c..e243b7a50c1 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -166,6 +166,11 @@ message PredictStreamedOptions {
   // input tensors for request 1 should be [[1, 2], [5, 6]] and request 2 should
   // be [[3, 4], [7, 8]].
   map<string, int32> split_dimensions = 2;
+
+  // If true, there will be a single PredictResponse output.
+  // If false, output can be split into 1 or more PredictResponses.
+  // Value of this field should be the same for all requests in the stream.
+  bool return_single_response = 3;
 }
 
 // Response for PredictRequest on successful run.

From 8bd1fda7e132a626921e458859db0e519deec451 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Fri, 13 Sep 2024 12:56:27 -0700
Subject: [PATCH 7621/8103] Use gcc-10 to avoid build issues while building XLA
 on CI

In a followup I'll move the newly-added .bazelrc lines to a config and modify build scripts to use the config, instead of changing flags at top level in the .bazelrc.

PiperOrigin-RevId: 674403042
---
 .bazelrc  | 4 +++-
 WORKSPACE | 4 ++--
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index 60a0051150d..c0c86d565e4 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -19,7 +19,9 @@ build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_50,sm_60,sm_70,sm_8
 
 build:cuda_clang --repo_env=HERMETIC_CUDA_VERSION="12.2.0"
 build:cuda_clang --repo_env=HERMETIC_CUDNN_VERSION="8.9.4.25"
-build:cuda_clang --action_env=GCC_HOST_COMPILER_PATH="/dt9/usr/bin/gcc"
+build:cuda_clang --action_env=GCC_HOST_COMPILER_PATH="/usr/bin/gcc-10"
+build --repo_env=CC="/usr/bin/gcc-10"
+build --action_env=CC="/usr/bin/gcc-10"
 build:cuda_clang --action_env=CLANG_CUDA_COMPILER_PATH="/usr/lib/llvm-17/bin/clang"
 
 # Options used to build with TPU support.
diff --git a/WORKSPACE b/WORKSPACE
index 1e598bceecd..e803a9fe8fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f37e5bc18ce59f68edfe1ce4e8a9243c726d3da26aa505cddc68c0acfd61a1d0",
-    git_commit = "cb9444bad5ab359e288f545126ef895ca1232c43",
+    sha256 = "0dc725df8bb171cb74ade540bb84d940cf2941115fc230c80beca3aa7f155aa9",
+    git_commit = "50dd24f863726e5a1cfa3f423d662a2af7fad9da",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From dbc7681fb6b89ed184dc0b41ddcfd59df0bd55b4 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Fri, 13 Sep 2024 14:48:59 -0700
Subject: [PATCH 7622/8103] Create separate `kokoro` config

In followups I'll change the build scripts to use this new config, and delete the top level flag changes

PiperOrigin-RevId: 674442106
---
 .bazelrc | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.bazelrc b/.bazelrc
index c0c86d565e4..bcf0a67a2bd 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -24,6 +24,9 @@ build --repo_env=CC="/usr/bin/gcc-10"
 build --action_env=CC="/usr/bin/gcc-10"
 build:cuda_clang --action_env=CLANG_CUDA_COMPILER_PATH="/usr/lib/llvm-17/bin/clang"
 
+build:kokoro --repo_env=CC="/usr/bin/gcc-10"
+build:kokoro --action_env=CC="/usr/bin/gcc-10"
+
 # Options used to build with TPU support.
 build:tpu --define=with_tpu_support=true --define=framework_shared_object=false
 build:tpu --copt=-DLIBTPU_ON_GCE

From fa16ddb14d829601d959ba0ccdc22fad8e01c878 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 13 Sep 2024 18:01:52 -0700
Subject: [PATCH 7623/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/10b43b47-4187-4c7f-aa27-436daddb7cd1

PiperOrigin-RevId: 674495423
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e803a9fe8fd..70fab2d184e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0dc725df8bb171cb74ade540bb84d940cf2941115fc230c80beca3aa7f155aa9",
-    git_commit = "50dd24f863726e5a1cfa3f423d662a2af7fad9da",
+    sha256 = "88ffad7afb70e9b624ac51b30c44f8bdf92f7d7dcb8ac1da3f10f1bd4fe9a506",
+    git_commit = "2dcfc06f46fa0f25feb94d0145c40d62142e8e2c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2e16629f0c86516bcb742b89be41d696995fd0b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Sep 2024 00:01:34 -0700
Subject: [PATCH 7624/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bcfad28c-25c3-4ac5-86c6-94f6ce0003b8

PiperOrigin-RevId: 674574381
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 70fab2d184e..f0102b98d88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "88ffad7afb70e9b624ac51b30c44f8bdf92f7d7dcb8ac1da3f10f1bd4fe9a506",
-    git_commit = "2dcfc06f46fa0f25feb94d0145c40d62142e8e2c",
+    sha256 = "a66b913f9f824e0dafca63493f07c30e67864ad713bb3c236ea5d3ec17f21a19",
+    git_commit = "96f85bed84f1c2c3cbfb628e4171e9ab51553140",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0aec0021d4a5be9f820a162d487e1cee53587279 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Sep 2024 06:01:55 -0700
Subject: [PATCH 7625/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c4eadf12-5ae3-4a81-bfce-254372f45de0

PiperOrigin-RevId: 674637080
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0102b98d88..2e51e9220e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a66b913f9f824e0dafca63493f07c30e67864ad713bb3c236ea5d3ec17f21a19",
-    git_commit = "96f85bed84f1c2c3cbfb628e4171e9ab51553140",
+    sha256 = "e7a863d0c2fba39c8801c585f3842920e7a35856747f4aa409aba8b5a53b8942",
+    git_commit = "f261a4a254e75c720368a2fbb0a95194b9a0fa2d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1aa66f76647880c54ba1612a23f6a7af57c442bd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 14 Sep 2024 12:01:56 -0700
Subject: [PATCH 7626/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8e597e78-3227-4611-93bc-5c45d8374ce0

PiperOrigin-RevId: 674690122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e51e9220e1..719a9c79218 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7a863d0c2fba39c8801c585f3842920e7a35856747f4aa409aba8b5a53b8942",
-    git_commit = "f261a4a254e75c720368a2fbb0a95194b9a0fa2d",
+    sha256 = "2aa668564b58dba64f687a989e153a1dd8b5eb96d4e3279a7ef0dc177bc666b3",
+    git_commit = "84a474004aad8e91e34516cfb1150e8c6e475bcd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 8216696e98aefdbc481a7670fbe7e4065d710850 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Sep 2024 00:01:38 -0700
Subject: [PATCH 7627/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/141a54ea-148c-4868-8235-7d2ac6e217ba

PiperOrigin-RevId: 674800643
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 719a9c79218..53eb9b73251 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2aa668564b58dba64f687a989e153a1dd8b5eb96d4e3279a7ef0dc177bc666b3",
-    git_commit = "84a474004aad8e91e34516cfb1150e8c6e475bcd",
+    sha256 = "45dc87431b824f99b7cbc7ac62fcd21bee1cd5b6637b487939884fa9d213a947",
+    git_commit = "14fbade4a33070bcdbbfd1f9c118354b7618b848",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a0e67f2401d957c512765c057d40a2cfdf1da0e9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Sep 2024 06:01:56 -0700
Subject: [PATCH 7628/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b50ec765-0250-484a-80b4-f46672439ac2

PiperOrigin-RevId: 674857848
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 53eb9b73251..ba8fd9254f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45dc87431b824f99b7cbc7ac62fcd21bee1cd5b6637b487939884fa9d213a947",
-    git_commit = "14fbade4a33070bcdbbfd1f9c118354b7618b848",
+    sha256 = "a449d5ec52236679c95ae8597d1b7e415f3457e447ad41ce50e087c9e8f3845d",
+    git_commit = "04daa7d1e187c41c467d00f122f30363eb49dfdc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6359a7cdf4f9b1926005dbcc2c92835a8c68bdb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Sep 2024 12:01:48 -0700
Subject: [PATCH 7629/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da97bda1-9c71-4bc5-9905-7536ac375027

PiperOrigin-RevId: 674910172
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba8fd9254f5..c26f442825d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a449d5ec52236679c95ae8597d1b7e415f3457e447ad41ce50e087c9e8f3845d",
-    git_commit = "04daa7d1e187c41c467d00f122f30363eb49dfdc",
+    sha256 = "9eb99187682f991306886bc6868fdfaf52c7b754965be72a643ddb0e744829d6",
+    git_commit = "779c7e50d90bf2c116d94e27c6eb11e6ebbaf05c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1e4da60b9c783d0f2a6880e5070b51cbe4d493bc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 15 Sep 2024 18:01:40 -0700
Subject: [PATCH 7630/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91c4a25a-bfaa-40fb-91ed-75c66a8375ba

PiperOrigin-RevId: 674962669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c26f442825d..41e228bc671 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9eb99187682f991306886bc6868fdfaf52c7b754965be72a643ddb0e744829d6",
-    git_commit = "779c7e50d90bf2c116d94e27c6eb11e6ebbaf05c",
+    sha256 = "131d27331d96951bd0574d6d97f0aa27ade5a1290768f84a35cd930e476f10fa",
+    git_commit = "65374196ef3d78721082cbbc6d52b41609561266",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 39f6bfca2bb83243bb9058fbfe58fc81f99363ab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Sep 2024 00:01:39 -0700
Subject: [PATCH 7631/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/13606b09-2aec-4143-976d-28b820773f89

PiperOrigin-RevId: 675027090
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 41e228bc671..2fd5e41db01 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "131d27331d96951bd0574d6d97f0aa27ade5a1290768f84a35cd930e476f10fa",
-    git_commit = "65374196ef3d78721082cbbc6d52b41609561266",
+    sha256 = "c23e76ba88f81aa7d08caf420705b10bfaca7d0ddd23644aba397e0eeefbc23d",
+    git_commit = "976b3eb8226ce31cad36bb28f40bc3666a59bc53",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From fd69a3e2383bfa16dac822227d00a9a6074eeac6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Sep 2024 06:01:41 -0700
Subject: [PATCH 7632/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a6d5e2cb-78f4-4744-9a80-e613e5f6b39a

PiperOrigin-RevId: 675116559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2fd5e41db01..9c5a8accf7b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c23e76ba88f81aa7d08caf420705b10bfaca7d0ddd23644aba397e0eeefbc23d",
-    git_commit = "976b3eb8226ce31cad36bb28f40bc3666a59bc53",
+    sha256 = "e3e1d351c27efe9bdd32ddb759b72c52346e751240a4901fd2790c7f78fe5c58",
+    git_commit = "10ebf7eaab4986a75cd612ea3df9dff565f2cc9f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From aafcdbaf8b2cb57716de84de7b68df69c98020a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Sep 2024 12:01:45 -0700
Subject: [PATCH 7633/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d5ad0103-ff5d-4b5f-9a2c-5256e81121c4

PiperOrigin-RevId: 675239201
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c5a8accf7b..1f8a4b2850f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e3e1d351c27efe9bdd32ddb759b72c52346e751240a4901fd2790c7f78fe5c58",
-    git_commit = "10ebf7eaab4986a75cd612ea3df9dff565f2cc9f",
+    sha256 = "a086abf1263785a7f402d3d86b81e08215c16f18124eaa4cc788822c61b01b22",
+    git_commit = "d9f99773030c05f9bac8be500999dcb57d47382a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f920b982ca7341eaf0b6456780d1268a3c8735be Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Mon, 16 Sep 2024 14:01:47 -0700
Subject: [PATCH 7634/8103] Remove top-level .bazelrc settings now that scripts
 use `--config=kokoro`

PiperOrigin-RevId: 675281256
---
 .bazelrc | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index bcf0a67a2bd..637c42c13a2 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -20,8 +20,6 @@ build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_50,sm_60,sm_70,sm_8
 build:cuda_clang --repo_env=HERMETIC_CUDA_VERSION="12.2.0"
 build:cuda_clang --repo_env=HERMETIC_CUDNN_VERSION="8.9.4.25"
 build:cuda_clang --action_env=GCC_HOST_COMPILER_PATH="/usr/bin/gcc-10"
-build --repo_env=CC="/usr/bin/gcc-10"
-build --action_env=CC="/usr/bin/gcc-10"
 build:cuda_clang --action_env=CLANG_CUDA_COMPILER_PATH="/usr/lib/llvm-17/bin/clang"
 
 build:kokoro --repo_env=CC="/usr/bin/gcc-10"

From d5d3ebb07e204d2cbffa60aff4c1503051f452f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 16 Sep 2024 18:01:41 -0700
Subject: [PATCH 7635/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a04a8e0a-db4d-449b-997d-bbcb2d35c4bf

PiperOrigin-RevId: 675358086
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1f8a4b2850f..65e8b1e9014 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a086abf1263785a7f402d3d86b81e08215c16f18124eaa4cc788822c61b01b22",
-    git_commit = "d9f99773030c05f9bac8be500999dcb57d47382a",
+    sha256 = "f868ffc06256cdd1bae2c59f46bcce00130249f58219a0c7bb2b8b25d0c72864",
+    git_commit = "137e993091c2ec67a82f0e77f6b51bbba8ae57e4",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9c8cd352c0ca0bb1ae5fa187c063f86e66cba9c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Sep 2024 00:01:39 -0700
Subject: [PATCH 7636/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5555e090-9bc3-4bbc-8f08-fb1a98a18fb1

PiperOrigin-RevId: 675441292
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 65e8b1e9014..0b1056eefa5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f868ffc06256cdd1bae2c59f46bcce00130249f58219a0c7bb2b8b25d0c72864",
-    git_commit = "137e993091c2ec67a82f0e77f6b51bbba8ae57e4",
+    sha256 = "851d15750a37f1d1f4778bead12226e3762af2742891d994c081c81bb23006cd",
+    git_commit = "424e3a5649a9e574270d7be7eb0051289ca533cd",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 457bf61f3443968522ff3f7c62fea0cfc4dc02ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Sep 2024 06:02:10 -0700
Subject: [PATCH 7637/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72b9888d-2e61-4490-84b3-ba76b04ff5c5

PiperOrigin-RevId: 675535750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0b1056eefa5..0f3f9d37b7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "851d15750a37f1d1f4778bead12226e3762af2742891d994c081c81bb23006cd",
-    git_commit = "424e3a5649a9e574270d7be7eb0051289ca533cd",
+    sha256 = "62291422f50be43e44c49f3604df7b269129d1d82e7fd02b8dfe37edfb77c5b3",
+    git_commit = "50609baf882f36d8de37e92e26cbedd27402eb00",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6d60ebbca5205d4449d30dcc100f0c30ef2b51a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Sep 2024 12:02:10 -0700
Subject: [PATCH 7638/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bac39835-dc95-4381-840f-5ed43795af7b

PiperOrigin-RevId: 675656242
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0f3f9d37b7d..81f161aeff5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "62291422f50be43e44c49f3604df7b269129d1d82e7fd02b8dfe37edfb77c5b3",
-    git_commit = "50609baf882f36d8de37e92e26cbedd27402eb00",
+    sha256 = "ff85057f50bd583e521c9d83957cfb51dd2461533d023340d442b8b2573a0a5f",
+    git_commit = "de7bb7fa48f31c72887709535abafe4b9bff5204",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f9c0262ecff0425f4647e6d52ab8f346a812e456 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Tue, 17 Sep 2024 15:55:20 -0700
Subject: [PATCH 7639/8103] Update Dockerfile.devel to build with gcc-10

PiperOrigin-RevId: 675740784
---
 tensorflow_serving/tools/docker/Dockerfile.devel | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index cf7cf8b08d3..fe28614b718 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -27,6 +27,8 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
         ca-certificates \
         curl \
         git \
+        gcc-10 \
+        g++-10 \
         libcurl3-dev \
         libfreetype6-dev \
         libpng-dev \
@@ -105,6 +107,7 @@ RUN bazel build --color=yes --curses=yes \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
+    --config=kokoro \
     tensorflow_serving/model_servers:tensorflow_model_server && \
     cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \
     /usr/local/bin/
@@ -115,6 +118,7 @@ RUN bazel build --color=yes --curses=yes \
     --verbose_failures \
     --output_filter=DONT_MATCH_ANYTHING \
     ${TF_SERVING_BUILD_OPTIONS} \
+    --config=kokoro \
     tensorflow_serving/tools/pip_package:build_pip_package && \
     bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \
     /tmp/pip && \

From cb934df6ed2f1dd2b80e71611fe4db3f709dea4c Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Tue, 17 Sep 2024 17:22:03 -0700
Subject: [PATCH 7640/8103] Move `tsl/lib/monitoring` to
 `xla/tsl/lib/monitoring`

PiperOrigin-RevId: 675766960
---
 tensorflow_serving/model_servers/BUILD                 | 4 ++--
 tensorflow_serving/model_servers/model_service_impl.cc | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 648b676de2a..d97f662e41b 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -220,8 +220,8 @@ cc_library(
         "//tensorflow_serving/apis:model_service_cc_proto",
         "//tensorflow_serving/util:status_util",
         "@com_google_absl//absl/container:flat_hash_map",
-        "@local_tsl//tsl/lib/monitoring:collected_metrics",
-        "@local_tsl//tsl/lib/monitoring:collection_registry",
+        "@local_xla//xla/tsl/lib/monitoring:collected_metrics",
+        "@local_xla//xla/tsl/lib/monitoring:collection_registry",
     ],
 )
 
diff --git a/tensorflow_serving/model_servers/model_service_impl.cc b/tensorflow_serving/model_servers/model_service_impl.cc
index be3cb9b9ee0..0b0cf07e3fa 100644
--- a/tensorflow_serving/model_servers/model_service_impl.cc
+++ b/tensorflow_serving/model_servers/model_service_impl.cc
@@ -21,8 +21,8 @@ limitations under the License.
 #include <vector>
 
 #include "absl/container/flat_hash_map.h"
-#include "tsl/lib/monitoring/collected_metrics.h"
-#include "tsl/lib/monitoring/collection_registry.h"
+#include "xla/tsl/lib/monitoring/collected_metrics.h"
+#include "xla/tsl/lib/monitoring/collection_registry.h"
 #include "tensorflow_serving/model_servers/get_model_status_impl.h"
 #include "tensorflow_serving/model_servers/grpc_status_util.h"
 #include "tensorflow_serving/util/status_util.h"

From 8fc1e39f983d19f8bf94acbb82f334a2b080d53c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 17 Sep 2024 18:01:35 -0700
Subject: [PATCH 7641/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/88282d72-0c03-42a9-b914-38d0b4fbdd33

PiperOrigin-RevId: 675777171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 81f161aeff5..256baeedc4a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff85057f50bd583e521c9d83957cfb51dd2461533d023340d442b8b2573a0a5f",
-    git_commit = "de7bb7fa48f31c72887709535abafe4b9bff5204",
+    sha256 = "75548cf1d5d32e7e5c45ac239bb61af548231cb20e7cf95f25cc95082fa43330",
+    git_commit = "983ce799e8fec1d0916f2f5855bff3b90b40b1b8",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1d5dbe2f2b14c329e646023747927be1d96b9811 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Sep 2024 00:01:37 -0700
Subject: [PATCH 7642/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1126f1c4-4b59-4566-971a-8b9105cc0b76

PiperOrigin-RevId: 675862847
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 256baeedc4a..98c011f270f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "75548cf1d5d32e7e5c45ac239bb61af548231cb20e7cf95f25cc95082fa43330",
-    git_commit = "983ce799e8fec1d0916f2f5855bff3b90b40b1b8",
+    sha256 = "8433919c5dae61e6634fe69ec94633b2616b0e75a06c0e7514bdcb8e6a616330",
+    git_commit = "4b32024457ea4cd05080c1dc6c3ae85d1bd091c1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2dd80742fea22afe11962a71d16b5002808a83de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Sep 2024 06:01:36 -0700
Subject: [PATCH 7643/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/14f5739e-ec56-4b2e-858f-261b7a291bf3

PiperOrigin-RevId: 675958805
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 98c011f270f..5c9902fdbd1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8433919c5dae61e6634fe69ec94633b2616b0e75a06c0e7514bdcb8e6a616330",
-    git_commit = "4b32024457ea4cd05080c1dc6c3ae85d1bd091c1",
+    sha256 = "77b107cd5c9a5e6fdd5795baa452f0d6bdfd595e49a5265ebece2f4728a62c24",
+    git_commit = "df76e41da37413901bd0dfedd33bc5b68bbea100",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 26b932012a678db0840bc956bdb82fde78d17057 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Sep 2024 12:03:09 -0700
Subject: [PATCH 7644/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26550b7f-23ee-459d-a65f-9b9a9d1473ab

PiperOrigin-RevId: 676079244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5c9902fdbd1..52779d4410e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77b107cd5c9a5e6fdd5795baa452f0d6bdfd595e49a5265ebece2f4728a62c24",
-    git_commit = "df76e41da37413901bd0dfedd33bc5b68bbea100",
+    sha256 = "451151201af306bce14dd81cd4a99f17c5581a1841cc6edcb8a9bbcd1c912a0a",
+    git_commit = "58374ae49830cf25c7d76c631025a5da5f998242",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 873993f9f4c8506194e3a130b0185f71db10bdc6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 18 Sep 2024 15:40:43 -0700
Subject: [PATCH 7645/8103] Delete 'enable_lazy_split', since the flag is not
 used anywhere. The code paths for the above flag being false are retained and
 true are eliminated. This will ensure that improving batching will be easier.

PiperOrigin-RevId: 676159369
---
 tensorflow_serving/batching/BUILD               |  1 +
 .../batching/batching_session_test.cc           | 17 +++--------------
 2 files changed, 4 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index acf42872a85..57654e5d5a8 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -117,6 +117,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/test_util",
+        "//testing/base/public:gunit",
         "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 2caa55b194b..7e9154c49ab 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -250,14 +250,11 @@ TEST(BatchingSessionSignatureTest, TensorSignatureFromSignatureDefs) {
               UnorderedElementsAre("y0", "y1", "y3"));
 }
 
-class BatchingSessionTest
-    : public ::testing::TestWithParam<std::tuple<bool, bool>> {
+class BatchingSessionTest : public ::testing::TestWithParam<bool> {
  public:
   BatchingSessionTest() {}
 
-  bool enable_large_batch_splitting() const { return std::get<0>(GetParam()); }
-
-  bool enable_lazy_split() const { return std::get<1>(GetParam()); }
+  bool enable_large_batch_splitting() const { return GetParam(); }
 
   std::function<
       Status(std::unique_ptr<BatchingSessionTask>* input_task,
@@ -278,7 +275,6 @@ class BatchingSessionTest
         input_options;
     output_options.enable_large_batch_splitting =
         enable_large_batch_splitting();
-    output_options.enable_lazy_split = enable_lazy_split();
     if (enable_large_batch_splitting()) {
       output_options.split_input_task_func = get_split_input_task_func();
       // Bump up the max batch size, and set execution batch size to the max
@@ -1104,14 +1100,7 @@ TEST_P(BatchingSessionTest, SubsetOutputTensors) {
       }));
 }
 
-INSTANTIATE_TEST_SUITE_P(
-    Parameter, BatchingSessionTest,
-    ::testing::Values(std::make_tuple(/*enable_input_batch_split=*/false,
-                                      /*enable_lazy_split=*/false),
-                      std::make_tuple(/*enable_input_batch_split=*/true,
-                                      /*enable_lazy_split=*/false),
-                      std::make_tuple(/*enable_input_batch_split=*/true,
-                                      /*enable_lazy_split=*/true)));
+INSTANTIATE_TEST_SUITE_P(Parameter, BatchingSessionTest, ::testing::Bool());
 
 }  // namespace
 }  // namespace serving

From d89b27235f94b245ae1822b5125f6c67e0b587db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 19 Sep 2024 14:38:17 -0700
Subject: [PATCH 7646/8103] BUILD rule fix.

PiperOrigin-RevId: 676567891
---
 tensorflow_serving/batching/BUILD | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 57654e5d5a8..79a9001c68b 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -117,8 +117,8 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/test_util",
-        "//testing/base/public:gunit",
         "@com_google_absl//absl/synchronization",
+        "@com_google_googletest//:gtest",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",

From 4decd0ab78bb3ffb205baeccc64340c2a180ed01 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 23 Sep 2024 23:56:03 -0700
Subject: [PATCH 7647/8103] Automated Code Change

PiperOrigin-RevId: 678102966
---
 .../servables/tensorflow/bundle_factory_test_util.cc            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index e29d82ce414..fd7bcf9dbf1 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -179,7 +179,7 @@ void CopyDirOrDie(const string& src_dir, const string& dst_dir) {
     for (const string& child : children) {
       const string child_path = io::JoinPath(dir, child);
       StringPiece remainder = child_path;
-      CHECK(str_util::ConsumePrefix(&remainder, src_dir));
+      CHECK(absl::ConsumePrefix(&remainder, src_dir));
       if (Env::Default()->IsDirectory(child_path).ok()) {
         TF_ASSERT_OK(
             Env::Default()->CreateDir(io::JoinPath(dst_dir, remainder)));

From 0b05e865a05ca6a74344213ce74d0a43f1fbbc40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Sep 2024 00:19:28 -0700
Subject: [PATCH 7648/8103] Automated Code Change

PiperOrigin-RevId: 678566802
---
 tensorflow_serving/core/aspired_versions_manager_builder.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_builder.cc b/tensorflow_serving/core/aspired_versions_manager_builder.cc
index 0af168544d1..f84f0daa065 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder.cc
@@ -30,7 +30,7 @@ Status AspiredVersionsManagerBuilder::Create(
                                                     &aspired_versions_manager));
   builder->reset(
       new AspiredVersionsManagerBuilder(std::move(aspired_versions_manager)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 AspiredVersionsManagerBuilder::AspiredVersionsManagerBuilder(

From d341c3406f5c4e66525f06fb9232a2ce64d7989b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 26 Sep 2024 17:53:07 -0700
Subject: [PATCH 7649/8103] Fix build error

PiperOrigin-RevId: 679359899
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index 637c42c13a2..eb2a873f4d5 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -52,6 +52,7 @@ build:mkl_aarch64 --copt=-O3
 
 build --define=build_with_onednn_v2=true
 build --define=xnn_enable_avxvnni=false
+build --define=xnn_enable_avxvnniint8=false
 build --define=xnn_enable_avx256vnnigfni=false
 build --define=xnn_enable_avx512amx=false
 build --define=xnn_enable_avx512fp16=false

From e62aa9cf32ee7df84b26ed1a7398275758c8d0a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Sep 2024 00:01:49 -0700
Subject: [PATCH 7650/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0711119-941d-4920-9db6-fa47b95b697b

PiperOrigin-RevId: 679462606
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52779d4410e..f156d081ba4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "451151201af306bce14dd81cd4a99f17c5581a1841cc6edcb8a9bbcd1c912a0a",
-    git_commit = "58374ae49830cf25c7d76c631025a5da5f998242",
+    sha256 = "51ae3479cb67ecf9da753d14415054939be7b36a9e5195cfcd3f3b15ab4fcc82",
+    git_commit = "230c98e4f7af7c75d9e07682b6cddb66c45981c2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 349adbe48d9f6d07e7d5c1c971163d533c17072d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Sep 2024 06:02:55 -0700
Subject: [PATCH 7651/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f0cbec3-9596-4908-b998-4385eaed8029

PiperOrigin-RevId: 679559719
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f156d081ba4..851fed8e367 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51ae3479cb67ecf9da753d14415054939be7b36a9e5195cfcd3f3b15ab4fcc82",
-    git_commit = "230c98e4f7af7c75d9e07682b6cddb66c45981c2",
+    sha256 = "5c7fe41630429400979c4a9c312ec2b57a48491103d69617886c0269993094f8",
+    git_commit = "cc97551632b6f9c21923a6cfa34371d676c239e1",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 931f59a477e1ddd7874942e973930c5ff5388266 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Sep 2024 12:03:57 -0700
Subject: [PATCH 7652/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1f7bda80-4f5e-4b16-b4ed-7cb7dbb678ff

PiperOrigin-RevId: 679678977
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 851fed8e367..6689744383b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c7fe41630429400979c4a9c312ec2b57a48491103d69617886c0269993094f8",
-    git_commit = "cc97551632b6f9c21923a6cfa34371d676c239e1",
+    sha256 = "ae37cd20a37de89abc8965ea376b7c30c52927e39ebe01a7b238ddfa5b647ec2",
+    git_commit = "a947deb1e412f984c69186e60c04ee48795b3f28",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e895363e891ab9c8cb92d55a9be41bf72e75a3a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 27 Sep 2024 18:02:37 -0700
Subject: [PATCH 7653/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/701f9671-101f-4fd8-aed0-10f940d7bd3a

PiperOrigin-RevId: 679791653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6689744383b..2f27808b4d4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ae37cd20a37de89abc8965ea376b7c30c52927e39ebe01a7b238ddfa5b647ec2",
-    git_commit = "a947deb1e412f984c69186e60c04ee48795b3f28",
+    sha256 = "ff02c82c62d7a53da9ad94b281d0a4ef3875bd16897c5a332331c91691053150",
+    git_commit = "bc4b8d10d6582b26c6914d2392f80a7953024dd2",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b527d221e3cda0b3f4617c4f8a8a89601477dc40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Sep 2024 00:01:54 -0700
Subject: [PATCH 7654/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c2c4b728-ec0e-42e0-9f8c-591019754039

PiperOrigin-RevId: 679876834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2f27808b4d4..62e3ebb91ac 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ff02c82c62d7a53da9ad94b281d0a4ef3875bd16897c5a332331c91691053150",
-    git_commit = "bc4b8d10d6582b26c6914d2392f80a7953024dd2",
+    sha256 = "0eefac295704199a435c606295814311993ed56a5c1ee90780b4b53a09260729",
+    git_commit = "c28b27925ff2775e8a4de7be21abde1abff02863",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From b0a3e53520743c0bef51282b8105c981cf2f0bf3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Sep 2024 06:02:05 -0700
Subject: [PATCH 7655/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d22d271-7179-4b27-95d0-ee47adfbc070

PiperOrigin-RevId: 679950085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62e3ebb91ac..2c08b46bffd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0eefac295704199a435c606295814311993ed56a5c1ee90780b4b53a09260729",
-    git_commit = "c28b27925ff2775e8a4de7be21abde1abff02863",
+    sha256 = "a2ed901fcfdca78c0d9a220425e8e7156348ec3f7d75399e5a8eb44b7eaaf979",
+    git_commit = "3307e6189a3bec9f3eedf736f473fd3718a140f5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 780e41ede1d5755c692fea1e11216c672bb3d368 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Sep 2024 18:01:46 -0700
Subject: [PATCH 7656/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4233684e-9798-4f25-8a57-13ddd109b7a9

PiperOrigin-RevId: 680078491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2c08b46bffd..db91b9bc9e6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2ed901fcfdca78c0d9a220425e8e7156348ec3f7d75399e5a8eb44b7eaaf979",
-    git_commit = "3307e6189a3bec9f3eedf736f473fd3718a140f5",
+    sha256 = "9796810a4253a2f7dce21103921e5fadf0978127aef1755ddbbf9e53417a3505",
+    git_commit = "50e812ae4161a3aa8bb70d00b6533c82fee39f94",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2744d1b1120d1f95bf6ea9420508f309d56ce785 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Sep 2024 00:01:41 -0700
Subject: [PATCH 7657/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54b72cfc-1002-41c1-8ed3-4d59ea86506d

PiperOrigin-RevId: 680157171
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index db91b9bc9e6..f47d69e6174 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9796810a4253a2f7dce21103921e5fadf0978127aef1755ddbbf9e53417a3505",
-    git_commit = "50e812ae4161a3aa8bb70d00b6533c82fee39f94",
+    sha256 = "f655cf34a530d3dc26e0c2f802aff64dc05371f052c99926433eb4a1151f6004",
+    git_commit = "99c6339c36ca9ef4940e5eb2771867d4853f695a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 430dfe4d96a9d9b5aa7d10a3390300c89f88fd51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Sep 2024 06:03:33 -0700
Subject: [PATCH 7658/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c3ef2f56-6180-4ea7-821a-4a053d6a3950

PiperOrigin-RevId: 680227289
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f47d69e6174..bebde549514 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f655cf34a530d3dc26e0c2f802aff64dc05371f052c99926433eb4a1151f6004",
-    git_commit = "99c6339c36ca9ef4940e5eb2771867d4853f695a",
+    sha256 = "fe15c091a237d610492a2a0c86cf57ababb38775c82e3bd91359ecfa09711ebe",
+    git_commit = "6e86a6956240077dff42675f93f15eb8e2f8e391",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From cb96531f13e028459cf26e4adde5146ece6a82de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 29 Sep 2024 12:01:43 -0700
Subject: [PATCH 7659/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c7304667-1ccc-4698-a700-de190e1bbac1

PiperOrigin-RevId: 680290657
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bebde549514..da4ff856c9e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fe15c091a237d610492a2a0c86cf57ababb38775c82e3bd91359ecfa09711ebe",
-    git_commit = "6e86a6956240077dff42675f93f15eb8e2f8e391",
+    sha256 = "011f9cc7af76db7c867e8aa63aeb68976ed1715b97d3d748dd81aac9b9f90f0c",
+    git_commit = "3dd6917640a2e519dc0d300adfcd3ca287457e8d",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 279005610c6a0a158eaaf38301768010d87c386e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Sep 2024 00:02:20 -0700
Subject: [PATCH 7660/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d92ad2ca-975d-4ac3-9b39-a9949151af78

PiperOrigin-RevId: 680441837
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index da4ff856c9e..d66ab4f9a62 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "011f9cc7af76db7c867e8aa63aeb68976ed1715b97d3d748dd81aac9b9f90f0c",
-    git_commit = "3dd6917640a2e519dc0d300adfcd3ca287457e8d",
+    sha256 = "bbcd9eee20aec5458843399b62ac8a7b87b4cb14e3387eb915ade712ff27663d",
+    git_commit = "b715cadc779763333a76a07448ecaed351b3da95",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 21886494202d6c446369817231102d16419db417 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Sep 2024 06:01:50 -0700
Subject: [PATCH 7661/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4fe86b2f-9715-41af-a784-f4d4c57b7541

PiperOrigin-RevId: 680542187
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d66ab4f9a62..b84144935a2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbcd9eee20aec5458843399b62ac8a7b87b4cb14e3387eb915ade712ff27663d",
-    git_commit = "b715cadc779763333a76a07448ecaed351b3da95",
+    sha256 = "469ca5720eab3375ec9492872bc9ce4e50b7cb9ac26d7e2bf7bc79d2fd9d55a2",
+    git_commit = "5bb2d8348aa0d5e655a5086b669bdd038454920c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bfb8201b0b103224b50aa03593d1c8bbdd0a0c91 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Sep 2024 12:01:55 -0700
Subject: [PATCH 7662/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3b913371-9ff4-4c81-9700-7e6b2b24c64e

PiperOrigin-RevId: 680666417
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b84144935a2..e03beef20e0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "469ca5720eab3375ec9492872bc9ce4e50b7cb9ac26d7e2bf7bc79d2fd9d55a2",
-    git_commit = "5bb2d8348aa0d5e655a5086b669bdd038454920c",
+    sha256 = "e5eb7606661f745a39767bb23c1ced7dc717c1a8768ad4c1100d984551fe678d",
+    git_commit = "968519d7a48921be9f07deca6100670cf2f41e1b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 763421849f061528e448a43f92d00fd4214a81f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Sep 2024 18:01:41 -0700
Subject: [PATCH 7663/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/99ed184c-b635-4468-8432-1221d6d2e0ef

PiperOrigin-RevId: 680787376
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e03beef20e0..101c3fc48c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e5eb7606661f745a39767bb23c1ced7dc717c1a8768ad4c1100d984551fe678d",
-    git_commit = "968519d7a48921be9f07deca6100670cf2f41e1b",
+    sha256 = "ac19b69233bd95313818c3b98a7c0b63918e473ab80b1a67d1bf4547948f5079",
+    git_commit = "d245f648c5a7e0783dffd21b8a87a497dc185931",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 570b133f742f3c85f8c341b763a698cdd74c8c31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Oct 2024 00:01:52 -0700
Subject: [PATCH 7664/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9176cd98-decb-49ba-8f85-af0f751f7778

PiperOrigin-RevId: 680884339
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 101c3fc48c4..14613ae8bad 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac19b69233bd95313818c3b98a7c0b63918e473ab80b1a67d1bf4547948f5079",
-    git_commit = "d245f648c5a7e0783dffd21b8a87a497dc185931",
+    sha256 = "96f840cde08678eaad02dd8e0a21910e949ef4905931e1fdeff60a15fb3376bb",
+    git_commit = "50b0da21c4513ff7c0980223ce0a68934eaff419",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From a35f2dff96bb86b582f85091f85f41ee797590cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Oct 2024 06:01:41 -0700
Subject: [PATCH 7665/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/acb19880-6c36-4523-9c5c-ddd6fa053f2f

PiperOrigin-RevId: 680984267
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 14613ae8bad..55e426d9417 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "96f840cde08678eaad02dd8e0a21910e949ef4905931e1fdeff60a15fb3376bb",
-    git_commit = "50b0da21c4513ff7c0980223ce0a68934eaff419",
+    sha256 = "bcadc173c024cc58e75fb87ad1af989623a6b24a135b13fcecc30e82a91f5e7a",
+    git_commit = "a7a799eb503acc1b4c04a53295c1f6e6f907b93c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c0f68caad4087a72106fb6fe9d13b897bc5987b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Oct 2024 12:01:53 -0700
Subject: [PATCH 7666/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/884e64c3-6363-4bc0-a66e-e261d9342d86

PiperOrigin-RevId: 681112078
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55e426d9417..102419f66f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bcadc173c024cc58e75fb87ad1af989623a6b24a135b13fcecc30e82a91f5e7a",
-    git_commit = "a7a799eb503acc1b4c04a53295c1f6e6f907b93c",
+    sha256 = "a092695d3cd6c33f4eb63c5523dbeecdb1a247254de37707286b3a41cef86b8b",
+    git_commit = "b7282c5443338295f3813a496d19151798aaa77a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 19d3655027a1020c055de40b3f677c6751655fa8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Oct 2024 18:01:39 -0700
Subject: [PATCH 7667/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5f55cf9-bc29-4cf5-8f55-979c5d07af8f

PiperOrigin-RevId: 681232651
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 102419f66f8..4524f3d2ed1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a092695d3cd6c33f4eb63c5523dbeecdb1a247254de37707286b3a41cef86b8b",
-    git_commit = "b7282c5443338295f3813a496d19151798aaa77a",
+    sha256 = "91648ed2f096d0224d64191d3f62660e36b4303f0bcd71929a4e2534dcea8131",
+    git_commit = "a0a0407a48807b4f84d3d5f172dec52ac9f4e005",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 128c74bcb52c4949fa5c06afaf92195161de4f3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Oct 2024 00:01:46 -0700
Subject: [PATCH 7668/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/502b0fed-d7fa-464c-825a-9f7345ca932b

PiperOrigin-RevId: 681321430
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4524f3d2ed1..d28a9cadcd3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "91648ed2f096d0224d64191d3f62660e36b4303f0bcd71929a4e2534dcea8131",
-    git_commit = "a0a0407a48807b4f84d3d5f172dec52ac9f4e005",
+    sha256 = "37c67e3087f7a3640ea3ded1750313afd2f5b47651ad577a4b2fcbebb7276c9a",
+    git_commit = "b1c2ce6ba8e3282f665262a88fa39afe1522f697",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 043f83428334b1f8e9c9bd9ea165c4ffd20f6a8d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Oct 2024 06:02:28 -0700
Subject: [PATCH 7669/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9c95014a-daa6-41fa-875f-b80c137cb235

PiperOrigin-RevId: 681421742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d28a9cadcd3..4bc456ad563 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37c67e3087f7a3640ea3ded1750313afd2f5b47651ad577a4b2fcbebb7276c9a",
-    git_commit = "b1c2ce6ba8e3282f665262a88fa39afe1522f697",
+    sha256 = "7d84a1b89580f3673ec9cfd51be15b97c3a2d4892df4afc63454f55a01ccdd15",
+    git_commit = "1ffde05c7ed34d478c065ceb393479e5b1332482",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4c3140bca499551a95bbcfce0bfa0be2e5d6b2f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Oct 2024 12:01:40 -0700
Subject: [PATCH 7670/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a8a9d52-4e99-4082-8427-248f028af1ae

PiperOrigin-RevId: 681541165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4bc456ad563..d1e4e1e5fa0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7d84a1b89580f3673ec9cfd51be15b97c3a2d4892df4afc63454f55a01ccdd15",
-    git_commit = "1ffde05c7ed34d478c065ceb393479e5b1332482",
+    sha256 = "091d823308abc1f3118373ea489b6748c5b9b8358742dd3c15907a7bc919bb39",
+    git_commit = "67e9c596f345c27a47936a5492bf32115ebaefcb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 867c4c6f0fcc9bb0697bdbbd479d7450511ee9b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Oct 2024 18:01:32 -0700
Subject: [PATCH 7671/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b5f455a1-04e9-4ad8-8196-dc8ae95a2757

PiperOrigin-RevId: 681661077
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d1e4e1e5fa0..69422ac0e70 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "091d823308abc1f3118373ea489b6748c5b9b8358742dd3c15907a7bc919bb39",
-    git_commit = "67e9c596f345c27a47936a5492bf32115ebaefcb",
+    sha256 = "38f528aec8a9b73fa68230dfdcaf138ff74416f7b0ad4ee76b97b960b287b8d4",
+    git_commit = "c17c0771ab0d2d4912181f546cd021fa65b71a88",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 9675a398cf58bf571fc0578e321f6d5cb1368d52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Oct 2024 00:01:48 -0700
Subject: [PATCH 7672/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54b8e752-d0da-4326-a2e6-3ec68883036c

PiperOrigin-RevId: 681746836
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 69422ac0e70..89cbaef261b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38f528aec8a9b73fa68230dfdcaf138ff74416f7b0ad4ee76b97b960b287b8d4",
-    git_commit = "c17c0771ab0d2d4912181f546cd021fa65b71a88",
+    sha256 = "c4b0c5140b0d744e48039ee5b47f1f95fd45eae4bb5b36ff5e8cd7c551065f86",
+    git_commit = "1e32fd9741dfa95fd5777d81bdad4b3e44697d08",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 0654b440450ba14cbc079fc7b22f34278eb19472 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Oct 2024 06:01:32 -0700
Subject: [PATCH 7673/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8aae7be7-f246-45e9-8d5e-3e1bf98b626a

PiperOrigin-RevId: 681844012
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89cbaef261b..8de32cb2649 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4b0c5140b0d744e48039ee5b47f1f95fd45eae4bb5b36ff5e8cd7c551065f86",
-    git_commit = "1e32fd9741dfa95fd5777d81bdad4b3e44697d08",
+    sha256 = "340e6e9a0fa4f43f18806c4168aed6c7aea855a55bef65fdf8f5db05072c1277",
+    git_commit = "ba7f93b8dc32b64cc0bb5ddb44e75bd344ae67d0",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 6809c2fe1c3446d0f1814b73cd37486df2119c5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Oct 2024 12:01:45 -0700
Subject: [PATCH 7674/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe1fb7b6-d650-4062-a47d-ff46e8b6b572

PiperOrigin-RevId: 681973862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8de32cb2649..8bea8019cf8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "340e6e9a0fa4f43f18806c4168aed6c7aea855a55bef65fdf8f5db05072c1277",
-    git_commit = "ba7f93b8dc32b64cc0bb5ddb44e75bd344ae67d0",
+    sha256 = "f3232a049b7910d78528743afe5df84437d47972c29874db356548db61d46e2a",
+    git_commit = "8ff94d3cf1e5edc5586a98bd0cdab1601ff6924b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 22e181d9e1943fd614090abd7b1c494d7eea8cd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Oct 2024 18:05:59 -0700
Subject: [PATCH 7675/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/864c5d18-6b2e-4316-a78a-f1de126f09fc

PiperOrigin-RevId: 682105872
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8bea8019cf8..f09c8d8ddf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3232a049b7910d78528743afe5df84437d47972c29874db356548db61d46e2a",
-    git_commit = "8ff94d3cf1e5edc5586a98bd0cdab1601ff6924b",
+    sha256 = "190e07bff0f2344be202d37341bacb92a86e44e230964302e43cb131d5c4575b",
+    git_commit = "4a29233a7b7c1a3a4294e4ccdd1772f9083944ea",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e5e795f518942a4c61b154a357bc4b16670d3f06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Oct 2024 18:45:52 -0700
Subject: [PATCH 7676/8103] Added capability to use XLA on a GPU.

PiperOrigin-RevId: 682116663
---
 tensorflow_serving/model_servers/BUILD   | 1 +
 tensorflow_serving/model_servers/main.cc | 7 ++++++-
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index d97f662e41b..63871980ad0 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -537,6 +537,7 @@ cc_library(
         "@com_github_grpc_grpc//:grpc++_reflection",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/compiler/jit:xla_cpu_jit",
+        "@org_tensorflow//tensorflow/compiler/jit:xla_gpu_jit",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/platform/cloud:gcs_file_system",
     ] + if_google(
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 73df2d93d9f..16f327a82f6 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -83,6 +83,7 @@ int main(int argc, char** argv) {
   tensorflow::serving::main::Server::Options options;
   bool display_version = false;
   bool xla_cpu_compilation_enabled = false;
+  bool xla_gpu_compilation_enabled = false;
   std::vector<tensorflow::Flag> flag_list = {
       tensorflow::Flag("port", &options.grpc_port,
                        "TCP port to listen on for gRPC/HTTP API. Disabled if "
@@ -290,6 +291,10 @@ int main(int argc, char** argv) {
           "Enable XLA:CPU JIT (default is disabled). With XLA:CPU JIT "
           "disabled, models utilizing this feature will return bad Status "
           "on first compilation request."),
+      tensorflow::Flag(
+          "xla_gpu_compilation_enabled", &xla_gpu_compilation_enabled,
+          "EXPERIMENTAL; CAN BE REMOVED ANYTIME! "
+          "Enable both XLA:CPU JIT and XLA:GPU JIT (default is disabled)."),
       tensorflow::Flag("enable_profiler", &options.enable_profiler,
                        "Enable profiler service."),
       tensorflow::Flag("thread_pool_factory_config_file",
@@ -325,7 +330,7 @@ int main(int argc, char** argv) {
     std::cout << "unknown argument: " << argv[1] << "\n" << usage;
   }
 
-  if (!xla_cpu_compilation_enabled) {
+  if (!xla_cpu_compilation_enabled && !xla_gpu_compilation_enabled) {
     tensorflow::DisableXlaCompilation();
   }
 

From 61b592ce2e7d31542a446a5e73fedfcdf87c7675 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Oct 2024 00:01:37 -0700
Subject: [PATCH 7677/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0e42b3db-b630-4fc3-bba5-dbf96eb9f08e

PiperOrigin-RevId: 682195940
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f09c8d8ddf1..090b9a9ecda 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "190e07bff0f2344be202d37341bacb92a86e44e230964302e43cb131d5c4575b",
-    git_commit = "4a29233a7b7c1a3a4294e4ccdd1772f9083944ea",
+    sha256 = "6a3a8220c7ecd2e1c95bad9fd439a7956a69e90f674f228fc1455fad31bf98dd",
+    git_commit = "0b4114a826c87fc8ca32f4252a61deda39adc29e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4b71de7cce5b8800b1155c49c64f27977b4b2330 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Oct 2024 18:01:39 -0700
Subject: [PATCH 7678/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0fff68b-5fbb-4d7b-87c4-11e3396d9bef

PiperOrigin-RevId: 682512162
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 090b9a9ecda..aebd6dc8ff2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a3a8220c7ecd2e1c95bad9fd439a7956a69e90f674f228fc1455fad31bf98dd",
-    git_commit = "0b4114a826c87fc8ca32f4252a61deda39adc29e",
+    sha256 = "66f895d59ba774e9831027a5c869fdec00a3d89ca6f05c639680617150c770fc",
+    git_commit = "896f8cd7456d0335373c7214a8b747065bc77453",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From e966ace8b556727ff9fdc704d05702a78af984cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Oct 2024 00:01:49 -0700
Subject: [PATCH 7679/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1adfa2e5-317c-42c0-9d88-b983e86ebbe1

PiperOrigin-RevId: 682582938
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aebd6dc8ff2..b21e677bfe7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "66f895d59ba774e9831027a5c869fdec00a3d89ca6f05c639680617150c770fc",
-    git_commit = "896f8cd7456d0335373c7214a8b747065bc77453",
+    sha256 = "59693b0dedb4b7e9d104c32d7ead6b487ccac21a2a99e73b5bd65ed12a109ee4",
+    git_commit = "7cc77a1270ed27d1e8bdcef0982c2af347fdedfb",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 53b7984f939527dfafc40f09d26dfc641379250e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Oct 2024 06:01:40 -0700
Subject: [PATCH 7680/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2437eb44-ba51-4242-9eb1-4a51d513c203

PiperOrigin-RevId: 682645632
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b21e677bfe7..e6249496226 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "59693b0dedb4b7e9d104c32d7ead6b487ccac21a2a99e73b5bd65ed12a109ee4",
-    git_commit = "7cc77a1270ed27d1e8bdcef0982c2af347fdedfb",
+    sha256 = "c61082e11aa5f84ce556bdd43c7dd464562592995e63ec36cefd6a6598e59ca4",
+    git_commit = "b6827d5d2f0c86a8d1080f89e5a68c297c888a22",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bc16a4d9dd49144563247acb6c683487f3d888a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Oct 2024 18:01:41 -0700
Subject: [PATCH 7681/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b0515138-fba9-4b14-b329-13a01efbaa20

PiperOrigin-RevId: 682759830
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e6249496226..aa907f05fc1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c61082e11aa5f84ce556bdd43c7dd464562592995e63ec36cefd6a6598e59ca4",
-    git_commit = "b6827d5d2f0c86a8d1080f89e5a68c297c888a22",
+    sha256 = "8544e87cff882843ec912e4d7f4fb295356c5c40bd3e9f5c1a5a335dbfe139b0",
+    git_commit = "ad855e1d463d92bbc18030073332071f1d554e0c",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From bda7a142de898225f2b9abc50f1c67c115cbc56e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Oct 2024 06:01:50 -0700
Subject: [PATCH 7682/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/895979cc-9a81-4ee7-ae14-beb550426978

PiperOrigin-RevId: 682878726
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aa907f05fc1..303aac1da88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8544e87cff882843ec912e4d7f4fb295356c5c40bd3e9f5c1a5a335dbfe139b0",
-    git_commit = "ad855e1d463d92bbc18030073332071f1d554e0c",
+    sha256 = "0b0c1664eb34b5c1da24dff5415c89fa5678dafbb3efb33254be2950cedb318f",
+    git_commit = "364c72371091d3bd8c5f549347345cdc945df38b",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4aa99652a690ba3dd4ec25e6cd494c153060f62e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Oct 2024 12:01:43 -0700
Subject: [PATCH 7683/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7fae12b0-fa10-4080-87a4-538b7dad3cd6

PiperOrigin-RevId: 682934608
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 303aac1da88..8fb3426edd0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b0c1664eb34b5c1da24dff5415c89fa5678dafbb3efb33254be2950cedb318f",
-    git_commit = "364c72371091d3bd8c5f549347345cdc945df38b",
+    sha256 = "4e8c55254833b7a25655075aa59b922a5988df7a549a5494707d95686271b73d",
+    git_commit = "ffbb877e416fbd1a7dc316736c5315625b3e57e7",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 74ec30dee02589b553c6cb2460bd9471d4319604 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Oct 2024 18:01:39 -0700
Subject: [PATCH 7684/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f01c8a4-dde1-40ee-a93e-673a1f4fad4e

PiperOrigin-RevId: 682991393
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8fb3426edd0..d992b6d7ea9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4e8c55254833b7a25655075aa59b922a5988df7a549a5494707d95686271b73d",
-    git_commit = "ffbb877e416fbd1a7dc316736c5315625b3e57e7",
+    sha256 = "11b6e3a4de38b61b20cd7bb52ab00477eb5cd93381248132ece2986777a4e9fc",
+    git_commit = "683ce4c834c105d745511430e219f95664a9fce3",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 3e06577f5b32b22d0a0672120ba677d55416ce13 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2024 00:01:47 -0700
Subject: [PATCH 7685/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1848ec1-e31f-47a1-893e-6acfe1cdd74e

PiperOrigin-RevId: 683057809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d992b6d7ea9..99b4cd116e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "11b6e3a4de38b61b20cd7bb52ab00477eb5cd93381248132ece2986777a4e9fc",
-    git_commit = "683ce4c834c105d745511430e219f95664a9fce3",
+    sha256 = "5aa8b36c178fe354447ae9ce90ad2c0a41e97cf6a845b04483183c14bd520fa5",
+    git_commit = "47dc9d146e99f5180906d8bd1b0c0291fa947d23",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 49c1f15f843c66a5bad7e06e2bfc201cbca30994 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2024 06:01:47 -0700
Subject: [PATCH 7686/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95db5ec8-dcd8-482d-bc46-24fbac2e0376

PiperOrigin-RevId: 683150218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 99b4cd116e9..91e34e9404d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5aa8b36c178fe354447ae9ce90ad2c0a41e97cf6a845b04483183c14bd520fa5",
-    git_commit = "47dc9d146e99f5180906d8bd1b0c0291fa947d23",
+    sha256 = "f9193c919b9be2ccf9ee71e25f8f785423cba53d2039c30180a633cbbcc2501e",
+    git_commit = "8c154a3943e5f4a76e56bbad898bb0fbbb6bd708",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 1707373a935ea9c8b7ca6a825809e4e1da3c61d2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2024 12:01:38 -0700
Subject: [PATCH 7687/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/19c8215e-b8bf-431e-b080-a59e9520069d

PiperOrigin-RevId: 683272395
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 91e34e9404d..c57e70229bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f9193c919b9be2ccf9ee71e25f8f785423cba53d2039c30180a633cbbcc2501e",
-    git_commit = "8c154a3943e5f4a76e56bbad898bb0fbbb6bd708",
+    sha256 = "54e247ad24b186e079e73762445404ac93264981b10d51ed0f5420267ae54def",
+    git_commit = "cfdfd95e6d5de993cdcd3d609824b324e50169a6",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5936a712fe3b5178c06b811b4356405aa2e37051 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2024 17:33:51 -0700
Subject: [PATCH 7688/8103] Internal change.

PiperOrigin-RevId: 683388578
---
 tensorflow_serving/servables/tensorflow/BUILD                 | 2 +-
 .../servables/tensorflow/saved_model_config.proto             | 2 ++
 .../servables/tensorflow/saved_model_config_util.cc           | 4 ++++
 3 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 50f500b0913..405100efb2c 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1826,8 +1826,8 @@ cc_library(
         "//visibility:public",
     ],
     deps = [
+        ":remote_op_config_rewriter_cc_proto",
         ":saved_model_config_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:remote_op_config_rewriter_cc_proto",
         "@com_google_absl//absl/log",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config.proto b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
index 641f9f28d9a..78c373bc97f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config.proto
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.proto
@@ -11,6 +11,8 @@ option cc_enable_arenas = true;
 message SessionOverrides {
   optional tools.RemoteOpRemapConfig remote_op_remap_config = 1;
   optional BatchOpRewriteConfig batch_op_rewriter_config = 2;
+  // Disable the entire meta optimizer (off by default).
+  optional bool disable_meta_optimizer = 3;
 }
 
 message SavedModelConfig {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index ef08072b24e..bfbca30b69f 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -79,6 +79,10 @@ void UpdateRewriterConfig(
         session_overrides.batch_op_rewriter_config().SerializeAsString(),
         rewrite_options);
   }
+
+  // Other rewriter options.
+  rewrite_options->set_disable_meta_optimizer(
+      session_overrides.disable_meta_optimizer());
 }
 
 absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(

From 401b12deb7fbf2ad08de76059c35a081863fbd11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Oct 2024 18:01:41 -0700
Subject: [PATCH 7689/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e8fae60-d648-4857-a1d0-749a12d748d9

PiperOrigin-RevId: 683395712
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c57e70229bf..6a28396f371 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54e247ad24b186e079e73762445404ac93264981b10d51ed0f5420267ae54def",
-    git_commit = "cfdfd95e6d5de993cdcd3d609824b324e50169a6",
+    sha256 = "c4252362b736db7d713911cee88c769b215d11ed913edc202e10267c14137c9b",
+    git_commit = "b54516102de049f0c8b3b408a065141dcccbed7f",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 96dcd91f19c1701bda4e75ce3d3ea624046a9e31 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Oct 2024 00:02:06 -0700
Subject: [PATCH 7690/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a4d170fe-563d-445c-800e-50ea9743a244

PiperOrigin-RevId: 683491921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a28396f371..1dec4f3e480 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4252362b736db7d713911cee88c769b215d11ed913edc202e10267c14137c9b",
-    git_commit = "b54516102de049f0c8b3b408a065141dcccbed7f",
+    sha256 = "a5a25cdca4c838c3c1ea067416fe4c241daaff6cbddd1d1320ad25e68c034677",
+    git_commit = "056c76d263ff3a131ff0a9b20e7b029537f5cae5",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d9e030328c1899c0f9cf58d59e67fbf445b81eb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Oct 2024 06:02:10 -0700
Subject: [PATCH 7691/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ab804bf4-9c8a-4728-9322-df350dee698b

PiperOrigin-RevId: 683589655
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1dec4f3e480..3ad8de037f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5a25cdca4c838c3c1ea067416fe4c241daaff6cbddd1d1320ad25e68c034677",
-    git_commit = "056c76d263ff3a131ff0a9b20e7b029537f5cae5",
+    sha256 = "a797c73e2f27d013ef4932728da7ad64c7fd7b559d1a3afc454c72181ea91660",
+    git_commit = "3ffd21d0d6bffbf31405b752ea294bbaf4bf8a10",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 7ec7218c9b6c62cbfc018c3af3d231a5932be324 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Oct 2024 12:01:42 -0700
Subject: [PATCH 7692/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6e5bcfdf-28ca-4336-aab4-b2eae9f33501

PiperOrigin-RevId: 683714043
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ad8de037f4..a2877feae03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a797c73e2f27d013ef4932728da7ad64c7fd7b559d1a3afc454c72181ea91660",
-    git_commit = "3ffd21d0d6bffbf31405b752ea294bbaf4bf8a10",
+    sha256 = "f819e61df84442784b79fde4387c1cbedcca577c013059f8938df4fbd814740f",
+    git_commit = "5fdbbbbf9d3c496a86af2f053be2d1039b2ed331",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 005e3c6b4ac0ffb8be2d0218330d81b824113f61 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Oct 2024 18:01:39 -0700
Subject: [PATCH 7693/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3a7b0a7-e19d-4f4c-beff-da68a80aca8f

PiperOrigin-RevId: 683828259
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a2877feae03..ba1b4f283dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f819e61df84442784b79fde4387c1cbedcca577c013059f8938df4fbd814740f",
-    git_commit = "5fdbbbbf9d3c496a86af2f053be2d1039b2ed331",
+    sha256 = "ffafbb53fc6d0eef5b7938ac7c211dfef34c67289ef2bc325297271bdeeca90e",
+    git_commit = "7ab65ab47dcca62aa45004a83dc8c2332ac0b262",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From f2ab34307c9627a6ac40ec3c3a7c22a7bec7e5e8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Oct 2024 00:02:01 -0700
Subject: [PATCH 7694/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3bccc253-f69d-4cfd-9849-923d48c9d356

PiperOrigin-RevId: 683912133
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba1b4f283dc..d38e2122e22 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ffafbb53fc6d0eef5b7938ac7c211dfef34c67289ef2bc325297271bdeeca90e",
-    git_commit = "7ab65ab47dcca62aa45004a83dc8c2332ac0b262",
+    sha256 = "a823dc40ccebb3253f54d282527f674be3d0f868578d5191b0cff27e7c6c3ece",
+    git_commit = "f4a463951801737fdaaa986e49e2d36da5d12b29",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 5f77f84130e3e8405b500998431aa9455f7aedbe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Oct 2024 06:01:46 -0700
Subject: [PATCH 7695/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e7f58b9-7be6-4d06-81fa-4a4db6dffd2e

PiperOrigin-RevId: 684007397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d38e2122e22..116aaef595c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a823dc40ccebb3253f54d282527f674be3d0f868578d5191b0cff27e7c6c3ece",
-    git_commit = "f4a463951801737fdaaa986e49e2d36da5d12b29",
+    sha256 = "b32e2b23fb47d769a24fa2cc3e6810c9e9bb77a26f22484b20188c21d2c89cca",
+    git_commit = "34e78786dfbd759ecfd7e71dd4a6cf4cdbae2d53",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 2374cba9fb5f2f7cdc640ca819dabe13c105b29d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Oct 2024 12:02:59 -0700
Subject: [PATCH 7696/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dfba040-2efa-4183-b97b-cfc6dbc65732

PiperOrigin-RevId: 684122718
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 116aaef595c..ef841f57217 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b32e2b23fb47d769a24fa2cc3e6810c9e9bb77a26f22484b20188c21d2c89cca",
-    git_commit = "34e78786dfbd759ecfd7e71dd4a6cf4cdbae2d53",
+    sha256 = "4f099d03361b62ee4ad1fa726dbf2a87ec1f4a1a6c5e85981d25de1747c171ae",
+    git_commit = "192b9e6278bcb6a75bdfb81cd890b46bef951c4e",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 99e135c2a1b5fa7968e495fa7ded7759abeef6c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Oct 2024 18:01:36 -0700
Subject: [PATCH 7697/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5b317b68-1000-4c80-bb81-434387c458ee

PiperOrigin-RevId: 684236511
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef841f57217..678aadebf50 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4f099d03361b62ee4ad1fa726dbf2a87ec1f4a1a6c5e85981d25de1747c171ae",
-    git_commit = "192b9e6278bcb6a75bdfb81cd890b46bef951c4e",
+    sha256 = "c92da70be7051ee0a5e59d32fa13fe10c9b5f067b66f9ee04264603249c3721f",
+    git_commit = "14c49ab7e17f0ff7a5a7103d99e1892279c48adc",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From d985985ff0ee68ae5e740bab4516ad153f49d925 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Oct 2024 00:01:54 -0700
Subject: [PATCH 7698/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0327d2e-d541-45bd-a67f-9bd649d88d00

PiperOrigin-RevId: 684324568
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 678aadebf50..28af0551090 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c92da70be7051ee0a5e59d32fa13fe10c9b5f067b66f9ee04264603249c3721f",
-    git_commit = "14c49ab7e17f0ff7a5a7103d99e1892279c48adc",
+    sha256 = "c4f7feff3f12969aa02cb31699f78dbd993921883babd387f300676c6bb3613a",
+    git_commit = "e0e9dca4a8c8f48d7402038a2d751f1efac5278a",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From c9cb04f4500fc2b84f61a00b5fdf1fb7174228fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Oct 2024 06:01:48 -0700
Subject: [PATCH 7699/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54bbbe93-9449-4b8c-b686-975461ff7482

PiperOrigin-RevId: 684415218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 28af0551090..6f1ce211998 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4f7feff3f12969aa02cb31699f78dbd993921883babd387f300676c6bb3613a",
-    git_commit = "e0e9dca4a8c8f48d7402038a2d751f1efac5278a",
+    sha256 = "68c4961e7d710e32e89420a1aeb19d484bc3dfea53f9945c26818fe61f08c37a",
+    git_commit = "4ae0afa5794f1e9ecc1f08d160464680c973b812",
 )
 
 # Import all of TensorFlow Serving's external dependencies.

From 4943f27a00b0c7c6eb2bce28b4d31cab6b5fff36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Oct 2024 04:00:19 -0700
Subject: [PATCH 7700/8103] Automated Code Change

PiperOrigin-RevId: 684781818
---
 tensorflow_serving/session_bundle/saved_model_config.cc | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/session_bundle/saved_model_config.cc b/tensorflow_serving/session_bundle/saved_model_config.cc
index fd02b659cec..b00f5272f3b 100644
--- a/tensorflow_serving/session_bundle/saved_model_config.cc
+++ b/tensorflow_serving/session_bundle/saved_model_config.cc
@@ -27,8 +27,8 @@ namespace tensorflow {
 namespace serving {
 namespace session_bundle {
 
-Status MaybeLoadSavedModelConfig(const std::string& export_dir,
-                                 SessionOptions* session_options) {
+absl::Status MaybeLoadSavedModelConfig(const std::string& export_dir,
+                                       SessionOptions* session_options) {
   absl::StatusOr<SavedModelConfig> saved_model_config =
       LoadSavedModelConfigOrDefault(export_dir);
   if (!saved_model_config.ok()) {
@@ -40,7 +40,7 @@ Status MaybeLoadSavedModelConfig(const std::string& export_dir,
                              ->mutable_rewrite_options());
   }
 
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace session_bundle

From 25704688b052531f0b4f56e95995eab55bebe787 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Oct 2024 04:04:20 -0700
Subject: [PATCH 7701/8103] Automated Code Change

PiperOrigin-RevId: 684783267
---
 .../servables/hashmap/hashmap_source_adapter.cc           | 8 ++++----
 .../servables/hashmap/hashmap_source_adapter_test.cc      | 7 ++++---
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
index 184442e3aca..f92e8427001 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter.cc
@@ -35,9 +35,9 @@ namespace {
 using Hashmap = std::unordered_map<string, string>;
 
 // Populates a hashmap from a file located at 'path', in format 'format'.
-Status LoadHashmapFromFile(const string& path,
-                           const HashmapSourceAdapterConfig::Format& format,
-                           std::unique_ptr<Hashmap>* hashmap) {
+absl::Status LoadHashmapFromFile(
+    const string& path, const HashmapSourceAdapterConfig::Format& format,
+    std::unique_ptr<Hashmap>* hashmap) {
   hashmap->reset(new Hashmap);
   switch (format) {
     case HashmapSourceAdapterConfig::SIMPLE_CSV: {
@@ -61,7 +61,7 @@ Status LoadHashmapFromFile(const string& path,
       return errors::InvalidArgument("Unrecognized format enum value: ",
                                      format);
   }
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace
diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
index f8d1fe22fce..db4495b57fb 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
@@ -44,8 +44,9 @@ namespace {
 using Hashmap = std::unordered_map<string, string>;
 
 // Writes the given hashmap to a file.
-Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
-                          const string& file_name, const Hashmap& hashmap) {
+absl::Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
+                                const string& file_name,
+                                const Hashmap& hashmap) {
   std::unique_ptr<WritableFile> file;
   TF_RETURN_IF_ERROR(Env::Default()->NewWritableFile(file_name, &file));
   switch (format) {
@@ -63,7 +64,7 @@ Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
                                      format);
   }
   TF_RETURN_IF_ERROR(file->Close());
-  return Status();
+  return absl::Status();
 }
 
 TEST(HashmapSourceAdapter, Basic) {

From b13d66926b3e29988c69752c49214083d5f1b6ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Oct 2024 04:34:36 -0700
Subject: [PATCH 7702/8103] Automated Code Change

PiperOrigin-RevId: 684790224
---
 .../tensorflow/ops/remote_predict/ops/remote_predict_op.cc      | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index 0d5bed00af5..def975ac60d 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -75,7 +75,7 @@ REGISTER_OP("TfServingRemotePredict")
         c->set_output(i, c->UnknownShape());
       }
 
-      return Status();
+      return absl::Status();
     })
     .SetIsStateful()
     .SetIsDistributedCommunication()

From a3cfc96ed44b63afa02f576f52f98f881600ab06 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Oct 2024 05:44:15 -0700
Subject: [PATCH 7703/8103] Automated Code Change

PiperOrigin-RevId: 684806051
---
 .../file_system_storage_path_source.cc        | 31 ++++++++++---------
 .../file_system_storage_path_source_test.cc   |  2 +-
 .../static_storage_path_source.cc             |  4 +--
 3 files changed, 19 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 669e2b6ecf6..3640ae3b5e6 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -247,14 +247,14 @@ bool AspireSpecificVersions(
 }
 
 // Like PollFileSystemForConfig(), but for a single servable.
-Status PollFileSystemForServable(
+absl::Status PollFileSystemForServable(
     const FileSystemStoragePathSourceConfig::ServableToMonitor& servable,
     std::vector<ServableData<StoragePath>>* versions) {
   // First, determine whether the base path exists. This check guarantees that
   // we don't emit an empty aspired-versions list for a non-existent (or
   // transiently unavailable) base-path. (On some platforms, GetChildren()
   // returns an empty list instead of erring if the base path isn't found.)
-  Status status = Env::Default()->FileExists(servable.base_path());
+  absl::Status status = Env::Default()->FileExists(servable.base_path());
   if (!status.ok()) {
     return errors::InvalidArgument(
         "Could not find base path ", servable.base_path(), " for servable ",
@@ -317,13 +317,13 @@ Status PollFileSystemForServable(
                     "(eg. '/1/')?";
   }
 
-  return Status();
+  return absl::Status();
 }
 
 // Polls the file system, and populates 'versions_by_servable_name' with the
 // aspired-versions data FileSystemStoragePathSource should emit based on what
 // was found, indexed by servable name.
-Status PollFileSystemForConfig(
+absl::Status PollFileSystemForConfig(
     const FileSystemStoragePathSourceConfig& config,
     std::map<string, std::vector<ServableData<StoragePath>>>*
         versions_by_servable_name) {
@@ -334,12 +334,13 @@ Status PollFileSystemForConfig(
     versions_by_servable_name->insert(
         {servable.servable_name(), std::move(versions)});
   }
-  return Status();
+  return absl::Status();
 }
 
 // Determines if, for any servables in 'config', the file system doesn't
 // currently contain at least one version under its base path.
-Status FailIfZeroVersions(const FileSystemStoragePathSourceConfig& config) {
+absl::Status FailIfZeroVersions(
+    const FileSystemStoragePathSourceConfig& config) {
   std::map<string, std::vector<ServableData<StoragePath>>>
       versions_by_servable_name;
   TF_RETURN_IF_ERROR(
@@ -361,19 +362,19 @@ Status FailIfZeroVersions(const FileSystemStoragePathSourceConfig& config) {
           " at: ", servable_name_to_base_path_map[servable]);
     }
   }
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace
 
-Status FileSystemStoragePathSource::Create(
+absl::Status FileSystemStoragePathSource::Create(
     const FileSystemStoragePathSourceConfig& config,
     std::unique_ptr<FileSystemStoragePathSource>* result) {
   result->reset(new FileSystemStoragePathSource());
   return (*result)->UpdateConfig(config);
 }
 
-Status FileSystemStoragePathSource::UpdateConfig(
+absl::Status FileSystemStoragePathSource::UpdateConfig(
     const FileSystemStoragePathSourceConfig& config) {
   mutex_lock l(mu_);
 
@@ -394,7 +395,7 @@ Status FileSystemStoragePathSource::UpdateConfig(
   }
   config_ = config;
 
-  return Status();
+  return absl::Status();
 }
 
 void FileSystemStoragePathSource::SetAspiredVersionsCallback(
@@ -410,7 +411,7 @@ void FileSystemStoragePathSource::SetAspiredVersionsCallback(
   aspired_versions_callback_ = callback;
 
   const auto thread_fn = [this](void) {
-    Status status = this->PollFileSystemAndInvokeCallback();
+    absl::Status status = this->PollFileSystemAndInvokeCallback();
     if (!status.ok()) {
       LOG(ERROR) << "FileSystemStoragePathSource encountered a "
                     "filesystem access error: "
@@ -437,7 +438,7 @@ void FileSystemStoragePathSource::SetAspiredVersionsCallback(
   }
 }
 
-Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
+absl::Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
   mutex_lock l(mu_);
   std::map<string, std::vector<ServableData<StoragePath>>>
       versions_by_servable_name;
@@ -461,16 +462,16 @@ Status FileSystemStoragePathSource::PollFileSystemAndInvokeCallback() {
     }
     CallAspiredVersionsCallback(servable, versions);
   }
-  return Status();
+  return absl::Status();
 }
 
-Status FileSystemStoragePathSource::UnaspireServables(
+absl::Status FileSystemStoragePathSource::UnaspireServables(
     const std::set<string>& servable_names) {
   for (const string& servable_name : servable_names) {
     CallAspiredVersionsCallback(servable_name,
                                 std::vector<ServableData<StoragePath>>{});
   }
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 5d6c0de1bf1..4adbbbc1fcd 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -53,7 +53,7 @@ class FileSystemStoragePathSourceTestAccess {
   explicit FileSystemStoragePathSourceTestAccess(Source<StoragePath>* source)
       : source_(static_cast<FileSystemStoragePathSource*>(source)) {}
 
-  Status PollFileSystemAndInvokeCallback() {
+  absl::Status PollFileSystemAndInvokeCallback() {
     return source_->PollFileSystemAndInvokeCallback();
   }
 
diff --git a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
index a71d04217d5..ccd627ea8b0 100644
--- a/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/static_storage_path_source.cc
@@ -25,13 +25,13 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status StaticStoragePathSource::Create(
+absl::Status StaticStoragePathSource::Create(
     const StaticStoragePathSourceConfig& config,
     std::unique_ptr<StaticStoragePathSource>* result) {
   auto raw_result = new StaticStoragePathSource;
   raw_result->config_ = config;
   result->reset(raw_result);
-  return Status();
+  return absl::Status();
 }
 
 void StaticStoragePathSource::SetAspiredVersionsCallback(

From 723b72b342aaac47a21729177ff698c56ab4ca0c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Oct 2024 14:38:07 -0700
Subject: [PATCH 7704/8103] Mark Tensorflow compatible with Protobuf v26+.

PiperOrigin-RevId: 684959261
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 9531ceb3be7..a1ea3f4a906 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -63,7 +63,7 @@
     # Match versions to what TF needs here:
     #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
     'grpcio >= 1.24.3, < 2.0',
-    'protobuf>=3.20.3,<5.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
+    'protobuf>=3.20.3,<6.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
 ] + _TF_REQ
 
 setup(

From afe660dd7924c4b1337c7b6c50840531d20b657d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Oct 2024 01:25:29 -0700
Subject: [PATCH 7705/8103] Automated Code Change

PiperOrigin-RevId: 685115742
---
 .../ops/remote_predict/kernels/remote_predict_op_kernel_test.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 07f452ce17b..334d3af9fec 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -92,7 +92,7 @@ REGISTER_KERNEL_BUILDER(Name("TfServingRemotePredict").Device(DEVICE_CPU),
 using RemotePredict = ops::TfServingRemotePredict;
 
 // Use model_name to specify the behavior of different tests.
-::tensorflow::Status RunRemotePredict(
+absl::Status RunRemotePredict(
     const string& model_name, std::vector<Tensor>* outputs,
     const DataTypeSlice& output_types = {DT_INT32, DT_INT32},
     const absl::optional<::absl::Duration> deadline = absl::nullopt,

From d35f71f199a1e297124f5a67e858257463ff3fa1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Oct 2024 05:44:53 -0700
Subject: [PATCH 7706/8103] Automated Code Change

PiperOrigin-RevId: 685168880
---
 .../tfrt_http_rest_api_handler.cc             | 24 +++++++++----------
 .../tfrt_http_rest_api_handler_test.cc        | 21 ++++++++--------
 .../tfrt_prediction_service_impl.cc           |  2 +-
 3 files changed, 24 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
index 38a1f7e8ed0..51943ba865e 100644
--- a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
@@ -62,7 +62,7 @@ TFRTHttpRestApiHandler::TFRTHttpRestApiHandler(int timeout_in_ms,
 
 TFRTHttpRestApiHandler::~TFRTHttpRestApiHandler() {}
 
-Status TFRTHttpRestApiHandler::ProcessRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
     std::vector<std::pair<std::string, std::string>>* headers,
@@ -72,8 +72,8 @@ Status TFRTHttpRestApiHandler::ProcessRequest(
   AddHeaders(headers);
 
   std::string model_subresource;
-  Status status = errors::InvalidArgument("Malformed request: ", http_method,
-                                          " ", request_path);
+  absl::Status status = errors::InvalidArgument(
+      "Malformed request: ", http_method, " ", request_path);
   absl::optional<int64_t> model_version;
   absl::optional<std::string> model_version_label;
   bool parse_successful;
@@ -114,7 +114,7 @@ Status TFRTHttpRestApiHandler::ProcessRequest(
   return status;
 }
 
-Status TFRTHttpRestApiHandler::ProcessClassifyRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -135,10 +135,10 @@ Status TFRTHttpRestApiHandler::ProcessClassifyRequest(
   TF_RETURN_IF_ERROR(servable->Classify(run_options, *request, response));
   TF_RETURN_IF_ERROR(
       MakeJsonFromClassificationResult(response->result(), output));
-  return Status();
+  return absl::Status();
 }
 
-Status TFRTHttpRestApiHandler::ProcessRegressRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -160,7 +160,7 @@ Status TFRTHttpRestApiHandler::ProcessRegressRequest(
   return MakeJsonFromRegressionResult(response->result(), output);
 }
 
-Status TFRTHttpRestApiHandler::ProcessPredictRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -190,10 +190,10 @@ Status TFRTHttpRestApiHandler::ProcessPredictRequest(
   TF_RETURN_IF_ERROR(servable->Predict(run_options, *request, response));
 
   TF_RETURN_IF_ERROR(MakeJsonFromTensors(response->outputs(), format, output));
-  return Status();
+  return absl::Status();
 }
 
-Status TFRTHttpRestApiHandler::ProcessModelStatusRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessModelStatusRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -217,7 +217,7 @@ Status TFRTHttpRestApiHandler::ProcessModelStatusRequest(
   return ToJsonString(*response, output);
 }
 
-Status TFRTHttpRestApiHandler::ProcessModelMetadataRequest(
+absl::Status TFRTHttpRestApiHandler::ProcessModelMetadataRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -242,7 +242,7 @@ Status TFRTHttpRestApiHandler::ProcessModelMetadataRequest(
   return ToJsonString(*response, output);
 }
 
-Status TFRTHttpRestApiHandler::GetInfoMap(
+absl::Status TFRTHttpRestApiHandler::GetInfoMap(
     const ModelSpec& model_spec, const std::string& signature_name,
     ::google::protobuf::Map<std::string, tensorflow::TensorInfo>* infomap) {
   ServableHandle<Servable> servable;
@@ -257,7 +257,7 @@ Status TFRTHttpRestApiHandler::GetInfoMap(
                                    "\" not found in signature def");
   }
   *infomap = iter->second.inputs();
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
index c038878f276..c7dd1f911f4 100644
--- a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
@@ -85,7 +85,8 @@ class TFRTHttpRestApiHandlerTest : public ::testing::Test {
   TFRTHttpRestApiHandlerTest()
       : handler_(/*timeout_in_ms=*/10000, GetServerCore()) {}
 
-  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -158,7 +159,7 @@ class TFRTHttpRestApiHandlerTest : public ::testing::Test {
 
 std::unique_ptr<ServerCore> TFRTHttpRestApiHandlerTest::server_core_;
 
-Status CompareJson(const string& json1, const string& json2) {
+absl::Status CompareJson(const string& json1, const string& json2) {
   rapidjson::Document doc1;
   if (doc1.Parse(json1.c_str()).HasParseError()) {
     return errors::InvalidArgument(
@@ -175,7 +176,7 @@ Status CompareJson(const string& json1, const string& json2) {
     return errors::InvalidArgument("JSON Different. JSON1: ", json1,
                                    "JSON2: ", json2);
   }
-  return Status();
+  return absl::Status();
 }
 
 TEST_F(TFRTHttpRestApiHandlerTest, kPathRegex) {
@@ -187,7 +188,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, kPathRegex) {
 TEST_F(TFRTHttpRestApiHandlerTest, UnsupportedApiCalls) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
@@ -264,7 +265,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, UnsupportedApiCalls) {
 TEST_F(TFRTHttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // 'foo' is not a valid model name.
   status = handler_.ProcessRequest("POST", "/v1/models/foo:predict",
                                    R"({ "instances": [1] })", &headers,
@@ -287,7 +288,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictModelNameVersionErrors) {
 TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   const string& req_path =
       absl::StrCat("/v1/models/", kTestModelName, ":predict");
 
@@ -334,7 +335,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
 TEST_F(TFRTHttpRestApiHandlerTest, Predict) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":predict"),
@@ -391,7 +392,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, Predict) {
 TEST_F(TFRTHttpRestApiHandlerTest, Regress) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":regress"),
@@ -427,7 +428,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, Regress) {
 TEST_F(TFRTHttpRestApiHandlerTest, Classify) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":classify"),
@@ -452,7 +453,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, Classify) {
 TEST_F(TFRTHttpRestApiHandlerTest, GetStatus) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
 
   // Get status for all versions.
   TF_EXPECT_OK(handler_.ProcessRequest(
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
index 4ef111e2fd8..0258c732072 100644
--- a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
@@ -74,7 +74,7 @@ ::grpc::Status TfrtPredictionServiceImpl::Predict(
 ::grpc::Status TfrtPredictionServiceImpl::GetModelMetadata(
     ::grpc::ServerContext *context, const GetModelMetadataRequest *request,
     GetModelMetadataResponse *response) {
-  const ::tensorflow::Status tf_status =
+  const absl::Status tf_status =
       TFRTGetModelMetadataImpl::GetModelMetadata(core_, *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
   if (!status.ok()) {

From de3fcd4da288dfbf30c217d748a019235a82daa2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Oct 2024 06:09:49 -0700
Subject: [PATCH 7707/8103] Automated Code Change

PiperOrigin-RevId: 685173649
---
 .../resources/resource_tracker.cc             | 19 ++++++++-------
 .../resources/resource_tracker_test.cc        | 10 ++++----
 tensorflow_serving/resources/resource_util.cc | 24 ++++++++++---------
 3 files changed, 28 insertions(+), 25 deletions(-)

diff --git a/tensorflow_serving/resources/resource_tracker.cc b/tensorflow_serving/resources/resource_tracker.cc
index 3b6720bf5f9..958642ca0a3 100644
--- a/tensorflow_serving/resources/resource_tracker.cc
+++ b/tensorflow_serving/resources/resource_tracker.cc
@@ -28,9 +28,10 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status ResourceTracker::Create(const ResourceAllocation& total_resources,
-                               std::unique_ptr<ResourceUtil> util,
-                               std::unique_ptr<ResourceTracker>* tracker) {
+absl::Status ResourceTracker::Create(
+    const ResourceAllocation& total_resources,
+    std::unique_ptr<ResourceUtil> util,
+    std::unique_ptr<ResourceTracker>* tracker) {
   TF_RETURN_IF_ERROR(util->VerifyValidity(total_resources));
   const ResourceAllocation normalized_total_resources =
       util->Normalize(total_resources);
@@ -40,11 +41,11 @@ Status ResourceTracker::Create(const ResourceAllocation& total_resources,
   }
   tracker->reset(
       new ResourceTracker(normalized_total_resources, std::move(util)));
-  return Status();
+  return absl::Status();
 }
 
-Status ResourceTracker::ReserveResources(const Loader& servable,
-                                         bool* success) {
+absl::Status ResourceTracker::ReserveResources(const Loader& servable,
+                                               bool* success) {
   ResourceAllocation servable_resources;
   TF_RETURN_IF_ERROR(servable.EstimateResources(&servable_resources));
   TF_RETURN_IF_ERROR(util_->VerifyValidity(servable_resources));
@@ -68,10 +69,10 @@ Status ResourceTracker::ReserveResources(const Loader& servable,
     *success = false;
   }
 
-  return Status();
+  return absl::Status();
 }
 
-Status ResourceTracker::RecomputeUsedResources(
+absl::Status ResourceTracker::RecomputeUsedResources(
     const std::vector<const Loader*>& servables) {
   used_resources_.Clear();
   for (const Loader* servable : servables) {
@@ -80,7 +81,7 @@ Status ResourceTracker::RecomputeUsedResources(
     TF_RETURN_IF_ERROR(util_->VerifyValidity(servable_resources));
     util_->Add(servable_resources, &used_resources_);
   }
-  return Status();
+  return absl::Status();
 }
 
 ResourceTracker::ResourceTracker(const ResourceAllocation& total_resources,
diff --git a/tensorflow_serving/resources/resource_tracker_test.cc b/tensorflow_serving/resources/resource_tracker_test.cc
index 62568311726..d7a0a4143c9 100644
--- a/tensorflow_serving/resources/resource_tracker_test.cc
+++ b/tensorflow_serving/resources/resource_tracker_test.cc
@@ -92,7 +92,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 3 "
               "} ");
-          return Status();
+          return absl::Status();
         }));
 
     loader_1_.reset(new NiceMock<test_util::MockLoader>);
@@ -114,7 +114,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 7 "
               "} ");
-          return Status();
+          return absl::Status();
         }));
 
     loader_2_.reset(new NiceMock<test_util::MockLoader>);
@@ -128,7 +128,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 15 "
               "} ");
-          return Status();
+          return absl::Status();
         }));
 
     loader_3_.reset(new NiceMock<test_util::MockLoader>);
@@ -142,7 +142,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 12 "
               "} ");
-          return Status();
+          return absl::Status();
         }));
 
     invalid_resources_loader_.reset(new NiceMock<test_util::MockLoader>);
@@ -157,7 +157,7 @@ class ResourceTrackerTest : public ::testing::Test {
               "  } "
               "  quantity: 4 "
               "} ");
-          return Status();
+          return absl::Status();
         }));
 
     // Disallow calls to Load()/Unload().
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index 4e5738056a0..450bfcfec3f 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -96,9 +96,9 @@ ResourceAllocation::Entry* FindOrInsertMutableEntry(
 ResourceUtil::ResourceUtil(const Options& options)
     : devices_(StripDevicesWithZeroInstances(options.devices)) {}
 
-Status ResourceUtil::VerifyValidity(
+absl::Status ResourceUtil::VerifyValidity(
     const ResourceAllocation& allocation) const {
-  const Status result = [this, &allocation]() -> Status {
+  const absl::Status result = [this, &allocation]() -> absl::Status {
     // We use 'validated_entries' to look for duplicates.
     ResourceAllocation validated_entries;
     for (const auto& entry : allocation.resource_quantities()) {
@@ -115,7 +115,7 @@ Status ResourceUtil::VerifyValidity(
 
       *validated_entries.add_resource_quantities() = entry;
     }
-    return Status();
+    return absl::Status();
   }();
   if (!result.ok()) {
     LOG(ERROR) << result;
@@ -124,8 +124,9 @@ Status ResourceUtil::VerifyValidity(
   return result;
 }
 
-Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
-  const Status result = [this, &resource]() -> Status {
+absl::Status ResourceUtil::VerifyResourceValidity(
+    const Resource& resource) const {
+  const absl::Status result = [this, &resource]() -> absl::Status {
     auto it = devices_.find(resource.device());
     if (it == devices_.end()) {
       return errors::InvalidArgument(
@@ -138,7 +139,7 @@ Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
           "Invalid resource allocation: Invalid device instance ",
           resource.device(), ":", resource.device_instance().value());
     }
-    return Status();
+    return absl::Status();
   }();
   if (!result.ok()) {
     LOG(ERROR) << result;
@@ -147,7 +148,7 @@ Status ResourceUtil::VerifyResourceValidity(const Resource& resource) const {
   return result;
 }
 
-Status ResourceUtil::VerifyOverrideDeviceValidity(
+absl::Status ResourceUtil::VerifyOverrideDeviceValidity(
     const ResourceAllocation& base_allocation,
     const ResourceAllocation& override_allocation) const {
   absl::flat_hash_set<std::pair<std::string, std::string>>
@@ -166,7 +167,7 @@ Status ResourceUtil::VerifyOverrideDeviceValidity(
           entry.resource().DebugString());
     }
   }
-  return Status();
+  return absl::Status();
 }
 
 ResourceAllocation ResourceUtil::Normalize(
@@ -323,9 +324,10 @@ bool ResourceUtil::IsBoundNormalized(
   return true;
 }
 
-Status ResourceUtil::VerifyFunctionInternal(
-    std::function<Status()> fn, DCHECKFailOption dcheck_fail_option) const {
-  const Status result = fn();
+absl::Status ResourceUtil::VerifyFunctionInternal(
+    std::function<absl::Status()> fn,
+    DCHECKFailOption dcheck_fail_option) const {
+  const absl::Status result = fn();
 
   if (dcheck_fail_option == DCHECKFailOption::kDoDCHECKFail) {
     TF_DCHECK_OK(result);

From 0961ff4a8c20c52eaeaa4ba675499b6b07115145 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Oct 2024 13:44:51 -0700
Subject: [PATCH 7708/8103] Automated Code Change

PiperOrigin-RevId: 685253052
---
 .../session_bundle/oss/session_bundle_util.cc | 40 ++++++++++---------
 1 file changed, 21 insertions(+), 19 deletions(-)

diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index bc4a93f8c11..5933b56f2ca 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -29,16 +29,16 @@ namespace serving {
 
 namespace session_bundle {
 
-Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
+absl::Status ConvertSignaturesToSignatureDefs(MetaGraphDef* meta_graph_def) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status ConvertSessionBundleToSavedModelBundle(
+absl::Status ConvertSessionBundleToSavedModelBundle(
     SessionBundle& session_bundle, SavedModelBundle* saved_model_bundle) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status LoadSessionBundleOrSavedModelBundle(
+absl::Status LoadSessionBundleOrSavedModelBundle(
     const SessionOptions& session_options, const RunOptions& run_options,
     const string& export_dir, const std::unordered_set<string>& tags,
     bool maybe_load_saved_model_config, SavedModelBundle* bundle,
@@ -52,7 +52,7 @@ Status LoadSessionBundleOrSavedModelBundle(
                                              is_session_bundle);
 }
 
-Status LoadSessionBundleOrSavedModelBundle(
+absl::Status LoadSessionBundleOrSavedModelBundle(
     const SessionOptions& session_options, const RunOptions& run_options,
     const string& export_dir, const std::unordered_set<string>& tags,
     SavedModelBundle* bundle, bool* is_session_bundle) {
@@ -68,7 +68,7 @@ Status LoadSessionBundleOrSavedModelBundle(
     return LoadSavedModel(session_options, run_options, export_dir, tags,
                           bundle);
   }
-  return Status(
+  return absl::Status(
       static_cast<absl::StatusCode>(absl::StatusCode::kNotFound),
       strings::StrCat("Specified file path does not appear to contain a "
                       "SavedModel bundle (should have a file called "
@@ -77,42 +77,44 @@ Status LoadSessionBundleOrSavedModelBundle(
                       export_dir));
 }
 
-Status LoadSessionBundleFromPathUsingRunOptions(
+absl::Status LoadSessionBundleFromPathUsingRunOptions(
     const SessionOptions& session_options, const RunOptions& run_options,
     const StringPiece export_dir, SessionBundle* bundle) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status SetSignatures(const Signatures& signatures,
-                     tensorflow::MetaGraphDef* meta_graph_def) {
+absl::Status SetSignatures(const Signatures& signatures,
+                           tensorflow::MetaGraphDef* meta_graph_def) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status GetClassificationSignature(
+absl::Status GetClassificationSignature(
     const tensorflow::MetaGraphDef& meta_graph_def,
     ClassificationSignature* signature) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status GetRegressionSignature(const tensorflow::MetaGraphDef& meta_graph_def,
-                              RegressionSignature* signature) {
+absl::Status GetRegressionSignature(
+    const tensorflow::MetaGraphDef& meta_graph_def,
+    RegressionSignature* signature) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status RunClassification(const ClassificationSignature& signature,
-                         const Tensor& input, Session* session, Tensor* classes,
-                         Tensor* scores) {
+absl::Status RunClassification(const ClassificationSignature& signature,
+                               const Tensor& input, Session* session,
+                               Tensor* classes, Tensor* scores) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status RunRegression(const RegressionSignature& signature, const Tensor& input,
-                     Session* session, Tensor* output) {
+absl::Status RunRegression(const RegressionSignature& signature,
+                           const Tensor& input, Session* session,
+                           Tensor* output) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 
-Status GetNamedSignature(const string& name,
-                         const tensorflow::MetaGraphDef& meta_graph_def,
-                         Signature* default_signature) {
+absl::Status GetNamedSignature(const string& name,
+                               const tensorflow::MetaGraphDef& meta_graph_def,
+                               Signature* default_signature) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 

From cc713a1e339af2742e412854b8ad1906ebe90158 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Oct 2024 16:16:23 -0700
Subject: [PATCH 7709/8103] Internal change.

PiperOrigin-RevId: 686677820
---
 tensorflow_serving/servables/tensorflow/BUILD | 12 ++++-
 .../tensorflow/saved_model_bundle_factory.cc  | 22 ++++++--
 .../saved_model_bundle_factory_test.cc        | 54 ++++++++++++++++++-
 3 files changed, 81 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 405100efb2c..e21397955ae 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -159,15 +159,17 @@ cc_library(
     ],
     deps = [
         ":bundle_factory_util",
+        ":saved_model_config_cc_proto",
+        ":saved_model_config_util",
         ":session_bundle_config_cc_proto",
         ":tflite_session_lib",
         "//tensorflow_serving/batching:batching_session",
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_cc_proto",
-        "//tensorflow_serving/session_bundle:session_bundle_util",
+        "//tensorflow_serving/session_bundle:session_bundle_util",  # buildcleaner: keep
+        "@com_google_absl//absl/log",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:optional",
-        "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
@@ -190,14 +192,20 @@ cc_test(
         ":bundle_factory_test",
         ":bundle_factory_test_util",
         ":saved_model_bundle_factory",
+        ":saved_model_config_cc_proto",
         ":session_bundle_config_cc_proto",
         "//tensorflow_serving/core/test_util:session_test_util",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/status",
         "@com_google_protobuf//:cc_wkt_protos",
+        "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
+        "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
+        "@org_tensorflow//tensorflow/core:portable_tensorflow_test_lib",
+        "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
     ],
 )
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 516164fc54f..ae9e0d7adbf 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/log/log.h"
 #include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/tensor.pb.h"
@@ -31,6 +32,8 @@ limitations under the License.
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_util.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
 #include "tensorflow_serving/servables/tensorflow/tflite_session.h"
 #include "tensorflow_serving/session_bundle/session_bundle_util.h"
 
@@ -125,15 +128,16 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
   if (saved_model_tags.empty()) {
     saved_model_tags.insert(kSavedModelTagServe);
   }
+  bool is_tflite = config_.prefer_tflite_model() && TfLiteModelFound(path);
   const auto& session_options = [&]() {
     auto result = GetSessionOptions(config_);
     string mixed_precision_value = config_.mixed_precision();
+    tensorflow::ConfigProto& config = result.config;
+    GraphOptions* gopt = config.mutable_graph_options();
+    RewriterConfig* rwcfg = gopt->mutable_rewrite_options();
     if (!mixed_precision_value.empty()) {
       if (mixed_precision_value == "bfloat16") {
         LOG(INFO) << "Running inference with bfloat16 auto mixed precision";
-        tensorflow::ConfigProto& config = result.config;
-        GraphOptions* gopt = config.mutable_graph_options();
-        RewriterConfig* rwcfg = gopt->mutable_rewrite_options();
         rwcfg->set_auto_mixed_precision_onednn_bfloat16(RewriterConfig::ON);
       } else {
         LOG(WARNING)
@@ -147,10 +151,20 @@ Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
       session_metadata->set_name(metadata->servable_id.name);
       session_metadata->set_version(metadata->servable_id.version);
     }
+    // Set other options from saved model config.
+    if (!is_tflite) {
+      absl::StatusOr<SavedModelConfig> model_config =
+          LoadSavedModelConfigOrDefault(path);
+      if (!model_config.ok()) {
+        LOG(WARNING) << "Failed to load saved model config: "
+                     << model_config.status();
+      } else if (model_config->has_session_overrides()) {
+        UpdateRewriterConfig(model_config->session_overrides(), rwcfg);
+      }
+    }
     return result;
   }();
 
-  bool is_tflite = config_.prefer_tflite_model() && TfLiteModelFound(path);
   if (is_tflite) {
     int num_tflite_pools = config_.num_tflite_pools();
     if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index e6953973b9e..ce00697b45c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -25,19 +25,28 @@ limitations under the License.
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/path.h"
+#include "tensorflow/core/platform/test.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
+#include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/public/session.h"
+#include "tensorflow/core/public/session_options.h"
 #include "tensorflow/core/public/version.h"
+#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/test_util/session_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
+#include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 
 namespace tensorflow {
@@ -56,10 +65,11 @@ Status CreateBundleFromPath(const CreationType creation_type,
                             const string& path,
                             std::unique_ptr<SavedModelBundle>* bundle) {
   std::unique_ptr<SavedModelBundleFactory> factory;
-  TF_RETURN_IF_ERROR(SavedModelBundleFactory::Create(config, &factory));
   auto config_with_session_hook = config;
   config_with_session_hook.set_session_target(
       test_util::kNewSessionHookSessionTargetPrefix);
+  TF_RETURN_IF_ERROR(
+      SavedModelBundleFactory::Create(config_with_session_hook, &factory));
   test_util::SetNewSessionHook([&](const SessionOptions& session_options) {
     const bool enable_session_metadata =
         creation_type == CreationType::kWithMetadata;
@@ -288,6 +298,48 @@ TEST_P(SavedModelBundleFactoryTest, RunOptions) { TestRunOptions(); }
 
 TEST_P(SavedModelBundleFactoryTest, RunOptionsError) { TestRunOptionsError(); }
 
+TEST_P(SavedModelBundleFactoryTest, SetGraphOptionsFromSavedModelConfig) {
+  const std::string dst_dir = io::JoinPath(testing::TmpDir(), "model");
+  test_util::CopyDirOrDie(export_dir_, dst_dir);
+  tensorflow::Env* env = tensorflow::Env::Default();
+  TF_ASSERT_OK(env->CreateDir(io::JoinPath(dst_dir, "assets.extra")));
+  SavedModelConfig saved_model_config;
+  saved_model_config.mutable_session_overrides()->set_disable_meta_optimizer(
+      true);
+  TF_ASSERT_OK(tensorflow::WriteBinaryProto(
+      env, io::JoinPath(dst_dir, "assets.extra", "saved_model_config.pb"),
+      saved_model_config));
+  export_dir_ = dst_dir;
+
+  SessionBundleConfig config = GetSessionBundleConfig();
+  config.set_session_target(test_util::kNewSessionHookSessionTargetPrefix);
+  std::unique_ptr<SavedModelBundle> bundle;
+  if (ExpectCreateBundleFailure()) {
+    EXPECT_FALSE(CreateBundleFromPath(GetParam().creation_type, config,
+                                      export_dir_, &bundle)
+                     .ok());
+    return;
+  }
+  std::unique_ptr<SavedModelBundleFactory> factory;
+  TF_ASSERT_OK(SavedModelBundleFactory::Create(config, &factory));
+  test_util::SetNewSessionHook([&](const SessionOptions& session_options) {
+    EXPECT_TRUE(session_options.config.graph_options()
+                    .rewrite_options()
+                    .disable_meta_optimizer());
+    return absl::OkStatus();
+  });
+
+  switch (GetParam().creation_type) {
+    case CreationType::kWithoutMetadata:
+      TF_ASSERT_OK(factory->CreateSavedModelBundle(export_dir_, &bundle));
+      break;
+    case CreationType::kWithMetadata:
+      TF_ASSERT_OK(factory->CreateSavedModelBundleWithMetadata(
+          CreateMetadata(), export_dir_, &bundle));
+      break;
+  }
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow

From a2253e5cb54de2f726e0b7d1756deb354f0ef6b0 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 17 Oct 2024 11:02:24 -0700
Subject: [PATCH 7710/8103] Update release notes for 2.18.0-rc0

PiperOrigin-RevId: 686975493
---
 RELEASE.md | 52 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 52 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 10fe29ad1b8..4fc4a05a844 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,55 @@
+# Release 2.18.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Extend GbmcChannel interface to implement redfish channel for TPUs (commit: 683cb64abb560324c9b1d391cdfe5b56ca1ee25a)
+* Add tests to validate monitoring states. (commit: fab5c054d5c4dd18b69e21326367f0c5acae2028)
+* Disable xnn_enable_avx256vnnigfni (commit: 19f9ccf9a3ddedc93812da7eac28554ebbc1f8dc)
+* Reduce duplicate code using a test class (commit: 51cf3a796d87ed8726bf5525be6481b28de0ef94)
+* Define an option to specify different IFRT client. (commit: aca5cfa285061815ab840274264fc6993cd620eb)
+* Add release notes for tf-serving 2.17.0 (commit: b72a86e5768017b1699b2c463953d9a5f7db1583)
+* avoid SetNumLoadThreads stall the server by forcing reset ThreadPool (commit: 6b9cf7c8777fd79868e73dc07663517993933be0)
+* Add max_enqueued_batches option for model servers (commit: 7c99259e82cfdc4f12dbd5715acd6d17fc936b5d)
+* Remove gpr_set_log_verbosity from grpc_client.cc (commit: 6e05a385d7f4591d46ae7b1d1a02244a5340a29b)
+* Add option to stop retrying on permanent loading errors. (commit: 9ba72fa8a5df6e320caf207bd88673ad4c88e12e)
+* Add the batch_padding_policy attribute the tensorflow serving api. (commit: ea02141a00089d77561db46aac0e2ca07bd44b2f)
+* Improve handling of large JSON objects. (commit: 6cb013167d13f2ed3930aabb86dbc2c8c53f5adf)
+* Silence warnings from external code (commit: 010d61a30f549423f61a3fa29ef0f2f0c8ed7f6c)
+* Migration of the histogram header and cc code for TSL. Move tsl/lib/histogram to compiler/tsl/lib/histogram and update users. (commit: ab33df407e103b746aec8e165e31f4bc92ed388c)
+* Add hermetic CUDA repository rule calls to TF serving project. (commit: 787c85f1a3f0268a243880418c97f37bed56762b)
+* Update users of `status_test_util` to use the new location in `xla/tsl` (commit: 22b2b1e21793c9f7c583a1ee51cf8d73657fb0d2)
+* Bump Bazel version from 6.4.0 to 6.5.0. (commit: 82e532fa3a3182560af6f23c38ddcb017c5e384f)
+* provide an option to customize the sort order among servable names (commit: 32a85a8b42e6892e380bd4d54cf10b0c5734da4b)
+* Remove cc_api_version stage 4: deletion where cc_api_version = 2 (commit: 7e0c1966627d9fa482acf1ef0ea983f4aa90f607)
+* Remove cc_api_version stage 4: deletion where cc_api_version = 2 (commit: 48e0f56b8f84310596de1c97037d8d02053a9d14)
+* This is a noop comment update for streaming inputs. (commit: cfac240ba956f29b0ae91008d1fe073f94c7ae84)
+* Add a resource kind for number of LoRA models. (commit: 6b7ba27fd9dfef8d03fab076ea236e296370a3fe)
+* Disable more warnings to make logs cleaner (commit: 4a830cadb604ed3d050b841e280a5b3486f86e4a)
+* Add `bool return_single_response` field to `PredictStreamedOptions`. (commit: 648c9ee6489a3cf820aa1fcab82b821209e82af5)
+* Use gcc-10 to avoid build issues while building XLA on CI (commit: 8bd1fda7e132a626921e458859db0e519deec451)
+* Create separate `kokoro` config (commit: dbc7681fb6b89ed184dc0b41ddcfd59df0bd55b4)
+* Remove top-level .bazelrc settings now that scripts use `--config=kokoro` (commit: f920b982ca7341eaf0b6456780d1268a3c8735be)
+* Update Dockerfile.devel to build with gcc-10 (commit: f9c0262ecff0425f4647e6d52ab8f346a812e456)
+* Move `tsl/lib/monitoring` to `xla/tsl/lib/monitoring` (commit: cb934df6ed2f1dd2b80e71611fe4db3f709dea4c)
+* Delete 'enable_lazy_split', since the flag is not used anywhere. The code paths for the above flag being false are retained and true are eliminated. This will ensure that improving batching will be easier. (commit: 873993f9f4c8506194e3a130b0185f71db10bdc6)
+* BUILD rule fix. (commit: d89b27235f94b245ae1822b5125f6c67e0b587db)
+* Automated Code Change (commit: 4decd0ab78bb3ffb205baeccc64340c2a180ed01)
+* Automated Code Change (commit: 0b05e865a05ca6a74344213ce74d0a43f1fbbc40)
+* Fix build error (commit: d341c3406f5c4e66525f06fb9232a2ce64d7989b)
+* Added capability to use XLA on a GPU. (commit: e5e795f518942a4c61b154a357bc4b16670d3f06)
+* Update version for 2.18.0-rc0 release. (#2258) (commit: d6d402263bb9c9dec0151e5aebfa81e5ec015e40)
+* Mark Tensorflow compatible with Protobuf v26+. (#2261) (commit: 424dba4101e3d28ac5cf9e65df5747676ef2a1e3)
+* Update version for 2.18.0-rc0 release. (#2262) (commit: 67f4ee85350fb48ddda0bd7d1c1ebfd4601ed3e1)
+* This release is based on TF version 2.18.0-rc2.
+
 # Release 2.17.0
 
 ## Major Features and Improvements

From c22da48061f411b3387e4c3c995d710132a980de Mon Sep 17 00:00:00 2001
From: Eric Salo <salo@google.com>
Date: Thu, 17 Oct 2024 11:30:19 -0700
Subject: [PATCH 7711/8103] cleanup: explicitly set use_java_stubby_library

PiperOrigin-RevId: 686985265
---
 tensorflow_serving/apis/BUILD                    | 1 +
 tensorflow_serving/apis/prediction_service.proto | 1 +
 2 files changed, 2 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 43e03a87c9a..fc3663fdb3f 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -194,6 +194,7 @@ serving_proto_library(
     srcs = ["prediction_service.proto"],
     has_services = 1,
     cc_grpc_version = 1,
+    use_java_stubby_library = False,
     deps = [
         ":classification_proto",
         ":get_model_metadata_proto",
diff --git a/tensorflow_serving/apis/prediction_service.proto b/tensorflow_serving/apis/prediction_service.proto
index 44e655417fd..a0f0434584f 100644
--- a/tensorflow_serving/apis/prediction_service.proto
+++ b/tensorflow_serving/apis/prediction_service.proto
@@ -2,6 +2,7 @@ syntax = "proto3";
 
 package tensorflow.serving;
 option cc_enable_arenas = true;
+option use_java_stubby_library = false;
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/get_model_metadata.proto";

From 5f55e76fbcf192d6026ddb2f284bfb16a921ec81 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 24 Oct 2024 10:19:38 -0700
Subject: [PATCH 7712/8103] cleanup: explicitly set use_java_stubby_library

PiperOrigin-RevId: 689427869
---
 tensorflow_serving/apis/BUILD                    | 1 -
 tensorflow_serving/apis/prediction_service.proto | 1 -
 2 files changed, 2 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index fc3663fdb3f..43e03a87c9a 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -194,7 +194,6 @@ serving_proto_library(
     srcs = ["prediction_service.proto"],
     has_services = 1,
     cc_grpc_version = 1,
-    use_java_stubby_library = False,
     deps = [
         ":classification_proto",
         ":get_model_metadata_proto",
diff --git a/tensorflow_serving/apis/prediction_service.proto b/tensorflow_serving/apis/prediction_service.proto
index a0f0434584f..44e655417fd 100644
--- a/tensorflow_serving/apis/prediction_service.proto
+++ b/tensorflow_serving/apis/prediction_service.proto
@@ -2,7 +2,6 @@ syntax = "proto3";
 
 package tensorflow.serving;
 option cc_enable_arenas = true;
-option use_java_stubby_library = false;
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/get_model_metadata.proto";

From b2be8a3ae3d868f8d3e00917a07aac5db5e0d5d1 Mon Sep 17 00:00:00 2001
From: Abhijit Karmarkar <awk@google.com>
Date: Thu, 24 Oct 2024 12:45:13 -0700
Subject: [PATCH 7713/8103] cleanup: explicitly set use_java_stubby_library

PiperOrigin-RevId: 689482331
---
 tensorflow_serving/apis/BUILD                    | 1 +
 tensorflow_serving/apis/prediction_service.proto | 1 +
 2 files changed, 2 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 43e03a87c9a..fc3663fdb3f 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -194,6 +194,7 @@ serving_proto_library(
     srcs = ["prediction_service.proto"],
     has_services = 1,
     cc_grpc_version = 1,
+    use_java_stubby_library = False,
     deps = [
         ":classification_proto",
         ":get_model_metadata_proto",
diff --git a/tensorflow_serving/apis/prediction_service.proto b/tensorflow_serving/apis/prediction_service.proto
index 44e655417fd..a0f0434584f 100644
--- a/tensorflow_serving/apis/prediction_service.proto
+++ b/tensorflow_serving/apis/prediction_service.proto
@@ -2,6 +2,7 @@ syntax = "proto3";
 
 package tensorflow.serving;
 option cc_enable_arenas = true;
+option use_java_stubby_library = false;
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/get_model_metadata.proto";

From 36aa4a60e4fdd833f304136677cb9f97792e7aec Mon Sep 17 00:00:00 2001
From: Mike Kruskal <mkruskal@google.com>
Date: Thu, 24 Oct 2024 14:32:36 -0700
Subject: [PATCH 7714/8103] Fix invalid argument to proto_library

PiperOrigin-RevId: 689518816
---
 tensorflow_serving/apis/BUILD                    | 1 -
 tensorflow_serving/apis/prediction_service.proto | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index fc3663fdb3f..43e03a87c9a 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -194,7 +194,6 @@ serving_proto_library(
     srcs = ["prediction_service.proto"],
     has_services = 1,
     cc_grpc_version = 1,
-    use_java_stubby_library = False,
     deps = [
         ":classification_proto",
         ":get_model_metadata_proto",
diff --git a/tensorflow_serving/apis/prediction_service.proto b/tensorflow_serving/apis/prediction_service.proto
index a0f0434584f..54aa9f045d0 100644
--- a/tensorflow_serving/apis/prediction_service.proto
+++ b/tensorflow_serving/apis/prediction_service.proto
@@ -2,7 +2,7 @@ syntax = "proto3";
 
 package tensorflow.serving;
 option cc_enable_arenas = true;
-option use_java_stubby_library = false;
+// internal rpc option
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/get_model_metadata.proto";

From 1e165518394ca6461859a71284721eb1ca1b72e7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 25 Oct 2024 01:29:38 -0700
Subject: [PATCH 7715/8103] Enable serialization of predict response as tensor
 content.

PiperOrigin-RevId: 689691887
---
 tensorflow_serving/model_servers/BUILD        | 1 +
 tensorflow_serving/model_servers/main.cc      | 6 +++++-
 tensorflow_serving/model_servers/server.cc    | 5 +++++
 tensorflow_serving/model_servers/server.h     | 2 ++
 tensorflow_serving/servables/tensorflow/BUILD | 3 +++
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 63871980ad0..bc71895c6c7 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -497,6 +497,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:get_model_metadata_impl",
         "//tensorflow_serving/servables/tensorflow:multi_inference",
         "//tensorflow_serving/servables/tensorflow:predict_impl",
+        "//tensorflow_serving/servables/tensorflow:predict_response_tensor_serialization_option",
         "//tensorflow_serving/servables/tensorflow:regression_service",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
diff --git a/tensorflow_serving/model_servers/main.cc b/tensorflow_serving/model_servers/main.cc
index 16f327a82f6..32454b86b27 100644
--- a/tensorflow_serving/model_servers/main.cc
+++ b/tensorflow_serving/model_servers/main.cc
@@ -307,7 +307,11 @@ int main(int argc, char** argv) {
                        "Whether to skip auto initializing TPU."),
       tensorflow::Flag("enable_grpc_healthcheck_service",
                        &options.enable_grpc_healthcheck_service,
-                       "Enable the standard gRPC healthcheck service.")};
+                       "Enable the standard gRPC healthcheck service."),
+      tensorflow::Flag(
+          "enable_serialization_as_tensor_content",
+          &options.enable_serialization_as_tensor_content,
+          "Enable serialization of predict response as tensor content.")};
 
   const auto& usage = tensorflow::Flags::Usage(argv[0], flag_list);
   if (!tensorflow::Flags::Parse(&argc, argv, flag_list)) {
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0c9147cacd9..0655b3f33b5 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -52,6 +52,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/model_servers/server_init.h"
+#include "tensorflow_serving/servables/tensorflow/predict_response_tensor_serialization_option.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/thread_pool_factory_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/util.h"
@@ -321,6 +322,10 @@ Status Server::BuildAndStart(const Options& server_options) {
   options.force_allow_any_version_labels_for_unavailable_models =
       server_options.force_allow_any_version_labels_for_unavailable_models;
   options.enable_cors_support = server_options.enable_cors_support;
+  if (server_options.enable_serialization_as_tensor_content) {
+    options.predict_response_tensor_serialization_option =
+        internal::PredictResponseTensorSerializationOption::kAsProtoContent;
+  }
 
   TF_RETURN_IF_ERROR(ServerCore::Create(std::move(options), &server_core_));
 
diff --git a/tensorflow_serving/model_servers/server.h b/tensorflow_serving/model_servers/server.h
index babd34ee766..ac7828fd4d8 100644
--- a/tensorflow_serving/model_servers/server.h
+++ b/tensorflow_serving/model_servers/server.h
@@ -105,6 +105,8 @@ class Server {
     bool skip_initialize_tpu = false;
     // Misc GRPC features
     bool enable_grpc_healthcheck_service = false;
+    // Control whether to serialize predict response as tensor content.
+    bool enable_serialization_as_tensor_content = false;
     Options();
   };
 
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index e21397955ae..12f785d41d9 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -501,6 +501,9 @@ cc_test(
 cc_library(
     name = "predict_response_tensor_serialization_option",
     hdrs = ["predict_response_tensor_serialization_option.h"],
+    visibility = [
+        "//visibility:public",
+    ],
 )
 
 cc_library(

From 9a38b3aca84f245986a902c8c8d3fd0b0aebaf51 Mon Sep 17 00:00:00 2001
From: Lev Kandel <lmakhlis@google.com>
Date: Fri, 25 Oct 2024 11:56:43 -0700
Subject: [PATCH 7716/8103] Prepare code for breaking change in Protobuf C++
 API.

Protobuf 6.30.0 will change the return types of Descriptor::name() and other methods to absl::string_view. This makes the code work both before and after such a change.

PiperOrigin-RevId: 689864895
---
 tensorflow_serving/util/class_registration.h | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/util/class_registration.h b/tensorflow_serving/util/class_registration.h
index 7dc5b082475..6b79e770295 100644
--- a/tensorflow_serving/util/class_registration.h
+++ b/tensorflow_serving/util/class_registration.h
@@ -229,8 +229,7 @@ class ClassRegistry {
   static Status Create(const protobuf::Message& config,
                        AdditionalFactoryArgs... args,
                        std::unique_ptr<BaseClass>* result) {
-    const string& config_proto_message_type =
-        config.GetDescriptor()->full_name();
+    std::string config_proto_message_type(config.GetDescriptor()->full_name());
     auto* factory = LookupFromMap(config_proto_message_type);
     if (factory == nullptr) {
       return errors::InvalidArgument(
@@ -352,13 +351,14 @@ class ClassRegistry {
   REGISTER_CLASS_UNIQ(cnt, RegistryName, BaseClass, ClassCreator,              \
                       config_proto, ##__VA_ARGS__)
 
-#define REGISTER_CLASS_UNIQ(cnt, RegistryName, BaseClass, ClassCreator,    \
-                            config_proto, ...)                             \
-  static ::tensorflow::serving::internal::ClassRegistry<                   \
-      RegistryName, BaseClass, ##__VA_ARGS__>::MapInserter                 \
-      register_class_##cnt(                                                \
-          (config_proto::default_instance().GetDescriptor()->full_name()), \
-          (new ::tensorflow::serving::internal::ClassRegistrationFactory<  \
+#define REGISTER_CLASS_UNIQ(cnt, RegistryName, BaseClass, ClassCreator,       \
+                            config_proto, ...)                                \
+  static ::tensorflow::serving::internal::ClassRegistry<                      \
+      RegistryName, BaseClass, ##__VA_ARGS__>::MapInserter                    \
+      register_class_##cnt(                                                   \
+          std::string(                                                        \
+              config_proto::default_instance().GetDescriptor()->full_name()), \
+          (new ::tensorflow::serving::internal::ClassRegistrationFactory<     \
               BaseClass, ClassCreator, config_proto, ##__VA_ARGS__>));
 
 }  // namespace serving

From c98377d616f4cf8a1d07ef36d240b99b0a0a3451 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Oct 2024 06:13:03 -0700
Subject: [PATCH 7717/8103] Automated Code Change

PiperOrigin-RevId: 690102492
---
 .../tensorflow/tflite_interpreter_pool.cc     |  6 +-
 .../servables/tensorflow/tflite_session.cc    | 85 ++++++++++---------
 .../tensorflow/tflite_session_test.cc         | 16 ++--
 .../tensorflow/tfrt_classification_service.cc |  8 +-
 .../servables/tensorflow/tfrt_classifier.cc   | 14 +--
 .../tensorflow/tfrt_classifier_test.cc        | 16 ++--
 .../tfrt_get_model_metadata_impl.cc           |  8 +-
 .../tfrt_get_model_metadata_impl_test.cc      |  6 +-
 .../tensorflow/tfrt_multi_inference.cc        | 10 +--
 .../tensorflow/tfrt_multi_inference_test.cc   |  4 +-
 .../servables/tensorflow/tfrt_predict_util.cc | 17 ++--
 .../tensorflow/tfrt_predict_util_test.cc      | 11 +--
 .../tensorflow/tfrt_regression_service.cc     |  8 +-
 .../servables/tensorflow/tfrt_regressor.cc    | 15 ++--
 .../tensorflow/tfrt_regressor_test.cc         | 15 ++--
 .../tfrt_saved_model_factory_test.cc          |  5 +-
 .../tfrt_saved_model_source_adapter.cc        |  8 +-
 .../tensorflow/tfrt_saved_model_warmup.cc     | 19 +++--
 .../tfrt_saved_model_warmup_test.cc           |  2 +-
 .../servables/tensorflow/util.cc              | 21 ++---
 .../servables/tensorflow/util_test.cc         |  8 +-
 21 files changed, 156 insertions(+), 146 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
index d62e956df08..bc2ee35f6bc 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_interpreter_pool.cc
@@ -58,7 +58,7 @@ TfLiteInterpreterWrapper::TfLiteInterpreterWrapper(
   }
 }
 
-tensorflow::Status TfLiteInterpreterWrapper::SetStringData(
+absl::Status TfLiteInterpreterWrapper::SetStringData(
     const std::vector<const Tensor*>& tensors, TfLiteTensor* tflite_tensor,
     int tensor_index, int batch_size) {
   // Format of the buffer for tflite:
@@ -140,7 +140,7 @@ TfLiteStatus TfLiteInterpreterWrapper::Invoke() {
   return status;
 }
 
-tensorflow::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
+absl::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
     const tflite::FlatBufferModel& model,
     const tensorflow::SessionOptions& options,
     std::unique_ptr<TfLiteInterpreterWrapper>& wrapper) {
@@ -183,7 +183,7 @@ tensorflow::Status TfLiteInterpreterWrapper::CreateTfLiteInterpreterWrapper(
   return absl::OkStatus();
 }
 
-tensorflow::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
+absl::Status TfLiteInterpreterPool::CreateTfLiteInterpreterPool(
     const tflite::FlatBufferModel* model,
     const tensorflow::SessionOptions& options, int pool_size,
     std::unique_ptr<TfLiteInterpreterPool>& interpreter_pool) {
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 54e8bd9f916..7121c6da48e 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -48,7 +48,7 @@ namespace serving {
 // Map of TFLite tensor name to <TF TensorInfo, TFLite tensor index>.
 namespace {
 
-Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
+absl::Status TfLiteTypeToTfType(TfLiteType tflite_type, DataType* type) {
   switch (tflite_type) {
     case kTfLiteNoType:
       *type = tensorflow::DT_INVALID;
@@ -96,8 +96,8 @@ std::string TfToTfLiteLegacyTensorName(const string& tf_name) {
 
 // Checks that an input/output tensor actually exists. If not, attempts to
 // update the tensor name with legacy TFLite tensor naming.
-Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
-                           string& tensor_name) {
+absl::Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
+                                 string& tensor_name) {
   if (tensor_name_map.find(tensor_name) != tensor_name_map.end()) {
     return absl::OkStatus();
   }
@@ -112,8 +112,8 @@ Status FixTfLiteTensorName(const std::map<string, int>& tensor_name_map,
   return errors::Internal("Unknown tensor '", tensor_name, "'.");
 }
 
-Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
-                                TensorInfo* info) {
+absl::Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
+                                      TensorInfo* info) {
   DataType tf_type;
   TF_RETURN_IF_ERROR(TfLiteTypeToTfType(tflite_tensor->type, &tf_type));
   info->set_dtype(tf_type);
@@ -125,8 +125,8 @@ Status TfLiteTensorToTensorInfo(const TfLiteTensor* tflite_tensor,
   return absl::OkStatus();
 }
 
-Status GetTensorInfoMap(const tflite::Interpreter* interpreter, bool input,
-                        TensorInfoMap* infomap) {
+absl::Status GetTensorInfoMap(const tflite::Interpreter* interpreter,
+                              bool input, TensorInfoMap* infomap) {
   const std::vector<int>& indices =
       input ? interpreter->inputs() : interpreter->outputs();
   const string& input_str = input ? "Input" : "Output";
@@ -156,7 +156,7 @@ std::vector<int> TensorDims(const Tensor& tensor) {
 }
 
 // Create output tensors making sure they are the right size. //
-Status CreateOutputTensors(
+absl::Status CreateOutputTensors(
     std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
     const std::vector<string>& output_tensor_names,
     const std::map<string, int>& output_tensor_to_idx,
@@ -184,7 +184,7 @@ Status CreateOutputTensors(
   return absl::OkStatus();
 }
 
-Status SetInputAndInvokeMiniBatch(
+absl::Status SetInputAndInvokeMiniBatch(
     std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
     const std::vector<int>& tflite_input_indices,
     const std::vector<std::vector<const Tensor*>>& inputs, int batch_size,
@@ -254,7 +254,7 @@ Status SetInputAndInvokeMiniBatch(
   return absl::OkStatus();
 }
 
-Status SetMiniBatchOutput(
+absl::Status SetMiniBatchOutput(
     std::unique_ptr<internal::TfLiteInterpreterWrapper>& interpreter_wrapper,
     const std::map<int, Tensor*>& tflite_idx_to_output_tensor,
     std::vector<Tensor>* outputs) {
@@ -302,7 +302,7 @@ int GetModelBatchSize(const tflite::Model* model) {
 }  // namespace
 
 // Split an input task up into multiple tasks.
-Status TfLiteSession::SplitTfLiteInputTask(
+absl::Status TfLiteSession::SplitTfLiteInputTask(
     std::unique_ptr<TfLiteBatchTask>* input_task_ptr,
     int open_batch_remaining_slot, int max_batch_size,
     std::vector<std::unique_ptr<TfLiteBatchTask>>* output_tasks) {
@@ -389,7 +389,7 @@ Status TfLiteSession::SplitTfLiteInputTask(
   return absl::OkStatus();
 }
 
-Status TfLiteSession::CreateDefaultBasicBatchScheduler(
+absl::Status TfLiteSession::CreateDefaultBasicBatchScheduler(
     const BasicBatchScheduler<TfLiteBatchTask>::Options& options,
     std::function<void(std::unique_ptr<Batch<TfLiteBatchTask>>)>
         process_batch_callback,
@@ -401,7 +401,7 @@ Status TfLiteSession::CreateDefaultBasicBatchScheduler(
   return absl::OkStatus();
 }
 
-Status TfLiteSession::SetScheduler(
+absl::Status TfLiteSession::SetScheduler(
     const SchedulerCreator& scheduler_creator,
     const BasicBatchScheduler<TfLiteBatchTask>::Options& options) {
   use_fixed_batch_size_ = true;
@@ -415,10 +415,11 @@ Status TfLiteSession::SetScheduler(
       &scheduler_);
 }
 
-Status TfLiteSession::Create(string&& buffer, const SessionOptions& options,
-                             int num_pools, int num_interpreters_per_pool,
-                             std::unique_ptr<TfLiteSession>* tflite_session,
-                             ::google::protobuf::Map<string, SignatureDef>* signatures) {
+absl::Status TfLiteSession::Create(
+    string&& buffer, const SessionOptions& options, int num_pools,
+    int num_interpreters_per_pool,
+    std::unique_ptr<TfLiteSession>* tflite_session,
+    ::google::protobuf::Map<string, SignatureDef>* signatures) {
   auto model = tflite::FlatBufferModel::BuildFromModel(
       flatbuffers::GetRoot<tflite::Model>(buffer.data()));
   if (model == nullptr) {
@@ -544,26 +545,27 @@ TfLiteSession::TfLiteSession(
       model_(std::move(model)),
       interpreter_pool_(std::move(interpreter_pool)) {}
 
-Status TfLiteSession::Run(const std::vector<std::pair<string, Tensor>>& inputs,
-                          const std::vector<string>& output_tensor_names,
-                          const std::vector<string>& target_node_names,
-                          std::vector<Tensor>* outputs) {
+absl::Status TfLiteSession::Run(
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names,
+    std::vector<Tensor>* outputs) {
   RunMetadata run_metadata;
   return Run(RunOptions(), inputs, output_tensor_names, target_node_names,
              outputs, &run_metadata);
 }
 
-Status TfLiteSession::Run(const RunOptions& run_options,
-                          const std::vector<std::pair<string, Tensor>>& inputs,
-                          const std::vector<string>& output_tensor_names,
-                          const std::vector<string>& target_node_names,
-                          std::vector<Tensor>* outputs,
-                          RunMetadata* run_metadata) {
+absl::Status TfLiteSession::Run(
+    const RunOptions& run_options,
+    const std::vector<std::pair<string, Tensor>>& inputs,
+    const std::vector<string>& output_tensor_names,
+    const std::vector<string>& target_node_names, std::vector<Tensor>* outputs,
+    RunMetadata* run_metadata) {
   return Run(run_options, inputs, output_tensor_names, target_node_names,
              outputs, run_metadata, thread::ThreadPoolOptions());
 }
 
-Status TfLiteSession::RunInternal(
+absl::Status TfLiteSession::RunInternal(
     const std::vector<int>& tflite_input_indices,
     const std::vector<std::vector<const Tensor*>>& merged_inputs,
     const std::vector<string>& output_tensor_names,
@@ -598,7 +600,7 @@ Status TfLiteSession::RunInternal(
   return absl::OkStatus();
 }
 
-Status TfLiteSession::Run(
+absl::Status TfLiteSession::Run(
     const RunOptions& run_options,
     const std::vector<std::pair<string, Tensor>>& inputs,
     const std::vector<string>& output_tensor_names,
@@ -629,7 +631,7 @@ Status TfLiteSession::Run(
                        batch_size);
   }
   Notification done;
-  Status status;
+  absl::Status status;
   std::unique_ptr<TfLiteBatchTask> task;
   TfLiteBatchTask::CreateTfLiteBatchTask(&output_tensor_names, outputs, &done,
                                          &status, &task);
@@ -642,13 +644,14 @@ Status TfLiteSession::Run(
   return status;
 }
 
-Status TfLiteSession::ListDevices(std::vector<DeviceAttributes>* response) {
+absl::Status TfLiteSession::ListDevices(
+    std::vector<DeviceAttributes>* response) {
   return errors::Unimplemented("ListDevices is not yet supported.");
 }
 
-Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
-                         std::vector<std::vector<const Tensor*>>* merged_inputs,
-                         int* batch_size) {
+absl::Status MergeInputTensors(
+    const Batch<TfLiteBatchTask>& batch,
+    std::vector<std::vector<const Tensor*>>* merged_inputs, int* batch_size) {
   if (batch.num_tasks() < 1) {
     return errors::Internal("Batch size expected to be positive; was ",
                             batch.num_tasks());
@@ -672,8 +675,8 @@ Status MergeInputTensors(const Batch<TfLiteBatchTask>& batch,
   return absl::OkStatus();
 }
 
-Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
-                          Batch<TfLiteBatchTask>* batch, int batch_size) {
+absl::Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
+                                Batch<TfLiteBatchTask>* batch, int batch_size) {
   std::vector<int64_t> task_sizes(batch->num_tasks());
   int total_size = 0;
   for (int i = 0; i < batch->num_tasks(); ++i) {
@@ -689,7 +692,7 @@ Status SplitOutputTensors(const std::vector<Tensor>& combined_outputs,
   for (int i = 0; i < combined_outputs.size(); i++) {
     const auto& output_tensor = combined_outputs[i];
     std::vector<Tensor> split_tensor;
-    const Status split_status =
+    const absl::Status split_status =
         tensor::Split(output_tensor, task_sizes, &split_tensor);
     if (!split_status.ok()) {
       return errors::Internal("Tensor split operation failed: ",
@@ -720,7 +723,7 @@ void TfLiteSession::ProcessBatch(
   // Regardless of the outcome, we need to propagate the status to the
   // individual tasks and signal that they are done. We use MakeCleanup() to
   // ensure that this happens no matter how we exit the method below.
-  Status status;
+  absl::Status status;
   auto finally = gtl::MakeCleanup([&status, &batch] {
     for (int i = 0; i < batch->num_tasks(); ++i) {
       TfLiteBatchTask* task = batch->mutable_task(i);
@@ -758,9 +761,9 @@ void TfLiteSession::ProcessBatch(
     }
   }
   if (all_tasks_timeout_exceeded) {
-    status = Status(static_cast<tensorflow::errors::Code>(
-                        absl::StatusCode::kResourceExhausted),
-                    "Run() timeout exceeded while waiting in batching queue");
+    status = absl::Status(
+        static_cast<absl::StatusCode>(absl::StatusCode::kResourceExhausted),
+        "Run() timeout exceeded while waiting in batching queue");
     return;
   }
 
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index f8c402bdd50..c9756811f64 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -638,9 +638,9 @@ TEST(TfLiteSession, SimpleSignatureDefAndRun) {
       test::AsTensor<tstring>({"a", "b", "c", "d"}, TensorShape({2, 2})));
 }
 
-Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
-                           bool use_model_batch_size,
-                           const string& model_path) {
+absl::Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
+                                 bool use_model_batch_size,
+                                 const string& model_path) {
   std::string model_bytes;
   TF_RETURN_IF_ERROR(ReadFileToString(
       Env::Default(), test_util::TestSrcDirPath(model_path), &model_bytes));
@@ -653,21 +653,21 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
     tflite_model->UnPackTo(mutable_model.get(), nullptr);
 
     if (mutable_model->subgraphs.size() != 1) {
-      return Status(
+      return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* subgraph = mutable_model->subgraphs[0].get();
     if (subgraph->inputs.size() != 1) {
-      return Status(
+      return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input size ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
     if (tensor->shape[0] != 1) {
-      return Status(
+      return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("Model subgraph input shape[0] ",
                           mutable_model->subgraphs.size(), " not equal to 1"));
@@ -693,13 +693,13 @@ Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
                                       ? model_batch_size
                                       : kBatchSize / num_tflite_interpreters;
   if (scheduler_options.max_execution_batch_size != expected_batch_size) {
-    return Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         strings::StrCat("Scheulder max_execution_batch_size ",
                         scheduler_options.max_execution_batch_size,
                         " not equal to expected ", expected_batch_size));
   }
-  return Status();
+  return absl::Status();
 }
 
 using TfLiteSessionBatchSizeTest = ::testing::TestWithParam<bool>;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
index be9583f593e..cee7eddee24 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classification_service.cc
@@ -29,20 +29,20 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TFRTClassificationServiceImpl::Classify(
+absl::Status TFRTClassificationServiceImpl::Classify(
     const Servable::RunOptions& run_options, ServerCore* core,
     const ClassificationRequest& request, ClassificationResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
+    return absl::Status(absl::StatusCode::kInvalidArgument,
+                        "Missing ModelSpec");
   }
 
   return ClassifyWithModelSpec(run_options, core, request.model_spec(), request,
                                response);
 }
 
-Status TFRTClassificationServiceImpl::ClassifyWithModelSpec(
+absl::Status TFRTClassificationServiceImpl::ClassifyWithModelSpec(
     const Servable::RunOptions& run_options, ServerCore* core,
     const ModelSpec& model_spec, const ClassificationRequest& request,
     ClassificationResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
index 84c41072a4f..2e5edcec162 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
@@ -36,7 +36,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status PreProcessClassification(
+absl::Status PreProcessClassification(
     const tfrt::FunctionMetadata& function_metadata) {
   if (function_metadata.GetInputNames().size() != 1) {
     return errors::InvalidArgument(
@@ -78,7 +78,7 @@ Status PreProcessClassification(
   return absl::OkStatus();
 }
 
-Status PostProcessClassificationResult(
+absl::Status PostProcessClassificationResult(
     int num_examples, const std::vector<string>& output_names,
     const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
   if (output_tensors.size() != output_names.size()) {
@@ -167,11 +167,11 @@ Status PostProcessClassificationResult(
   return absl::OkStatus();
 }
 
-Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
-                   const absl::optional<int64_t>& servable_version,
-                   tfrt::SavedModel* saved_model,
-                   const ClassificationRequest& request,
-                   ClassificationResponse* response) {
+absl::Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
+                         const absl::optional<int64_t>& servable_version,
+                         tfrt::SavedModel* saved_model,
+                         const ClassificationRequest& request,
+                         ClassificationResponse* response) {
   const string function_name = request.model_spec().signature_name().empty()
                                    ? kDefaultServingSignatureDefKey
                                    : request.model_spec().signature_name();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
index e75992fdded..f8754f50a16 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
@@ -124,16 +124,16 @@ class TfrtClassifierTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_ = nullptr; }
 
  protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
+  absl::Status GetSavedModelServableHandle(ServerCore* server_core,
+                                           ServableHandle<Servable>* servable) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return server_core->GetServableHandle(model_spec, servable);
   }
 
-  Status CallClassify(ServerCore* server_core,
-                      const ClassificationRequest& request,
-                      ClassificationResponse* response) {
+  absl::Status CallClassify(ServerCore* server_core,
+                            const ClassificationRequest& request,
+                            ClassificationResponse* response) {
     ServableHandle<Servable> servable;
     TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
     return servable->Classify({}, request, response);
@@ -298,7 +298,7 @@ TEST_F(TfrtClassifierTest, EmptyExampleList) {
       "}");
   ClassificationResponse response;
 
-  Status status = CallClassify(server_core_.get(), request, &response);
+  absl::Status status = CallClassify(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
@@ -327,7 +327,7 @@ TEST_F(TfrtClassifierTest, EmptyExampleListWithContext) {
       "}");
   ClassificationResponse response;
 
-  Status status = CallClassify(server_core_.get(), request, &response);
+  absl::Status status = CallClassify(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
@@ -342,7 +342,7 @@ TEST_F(TfrtClassifierTest, EmptyInput) {
       "}");
   ClassificationResponse response;
 
-  Status status = CallClassify(server_core_.get(), request, &response);
+  absl::Status status = CallClassify(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), absl::StatusCode::kInvalidArgument);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
index aec6a3acf92..4b1ef20314d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
@@ -29,18 +29,18 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TFRTGetModelMetadataImpl::GetModelMetadata(
+absl::Status TFRTGetModelMetadataImpl::GetModelMetadata(
     ServerCore* core, const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
   if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
+    return absl::Status(absl::StatusCode::kInvalidArgument,
+                        "Missing ModelSpec");
   }
   return GetModelMetadataWithModelSpec(core, request.model_spec(), request,
                                        response);
 }
 
-Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
+absl::Status TFRTGetModelMetadataImpl::GetModelMetadataWithModelSpec(
     ServerCore* core, const ModelSpec& model_spec,
     const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
index 253263e027f..6f4e7e7e6a0 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl_test.cc
@@ -66,9 +66,9 @@ class TFRTGetModelMetadataImplTest : public ::testing::Test {
   static void TearDownTestSuite() { saved_model_server_core_.reset(); }
 
  protected:
-  static Status CreateServerCore(const string& model_path,
-                                 bool saved_model_on_disk,
-                                 std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      const string& model_path, bool saved_model_on_disk,
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
index 630050f7700..4368f266920 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
@@ -28,11 +28,11 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
-                         const absl::optional<int64_t>& servable_version,
-                         tfrt::SavedModel* saved_model,
-                         const MultiInferenceRequest& request,
-                         MultiInferenceResponse* response) {
+absl::Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
+                               const absl::optional<int64_t>& servable_version,
+                               tfrt::SavedModel* saved_model,
+                               const MultiInferenceRequest& request,
+                               MultiInferenceResponse* response) {
   Tensor input_tensor;
   TF_RETURN_IF_ERROR(
       InputToSerializedExampleTensor(request.input(), &input_tensor));
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
index e2a175b14a3..1df5683916b 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference_test.cc
@@ -86,7 +86,7 @@ class TfrtMultiInferenceTest : public ::testing::Test {
 
   ServerCore* GetServerCore() { return server_core_.get(); }
 
-  Status GetServableHandle(ServableHandle<Servable>* servable) {
+  absl::Status GetServableHandle(ServableHandle<Servable>* servable) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return GetServerCore()->GetServableHandle(model_spec, servable);
@@ -125,7 +125,7 @@ void PopulateTask(const string& signature_name, const string& method_name,
   task->set_method_name(method_name);
 }
 
-void ExpectStatusError(const Status& status,
+void ExpectStatusError(const absl::Status& status,
                        const absl::StatusCode expected_code,
                        const string& message_substring) {
   ASSERT_EQ(expected_code, status.code());
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index cce6dcc284a..20afe116692 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -43,7 +43,7 @@ namespace serving {
 namespace {
 
 // Validate the request and construct input tensor handles.
-Status PreProcessPredictionWithoutOutputFilter(
+absl::Status PreProcessPredictionWithoutOutputFilter(
     const tfrt::FunctionMetadata& function_metadata,
     const PredictRequest& request, std::vector<Tensor>* input_tensors) {
   input_tensors->reserve(function_metadata.GetInputNames().size());
@@ -98,7 +98,7 @@ Status PreProcessPredictionWithoutOutputFilter(
 
 // Validate results and populate a PredictResponse.
 // Tensors are serialized as specified.
-Status PostProcessPredictionResultWithoutOutputFilter(
+absl::Status PostProcessPredictionResultWithoutOutputFilter(
     const std::vector<string>& output_tensor_names,
     const std::vector<Tensor>& output_tensors,
     const internal::PredictResponseTensorSerializationOption option,
@@ -157,7 +157,7 @@ bool IsOutputFilterEmptyOrFullSet(
 }  // namespace
 
 namespace internal {
-Status RunPredict(
+absl::Status RunPredict(
     const tfrt::SavedModel::RunOptions& run_options,
     const absl::optional<int64_t>& servable_version,
     const internal::PredictResponseTensorSerializationOption option,
@@ -259,11 +259,12 @@ Status RunPredict(
 }
 }  // namespace internal
 
-Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model, const PredictRequest& request,
-                  PredictResponse* response,
-                  const thread::ThreadPoolOptions& thread_pool_options) {
+absl::Status RunPredict(const tfrt::SavedModel::RunOptions& run_options,
+                        const absl::optional<int64_t>& servable_version,
+                        tfrt::SavedModel* saved_model,
+                        const PredictRequest& request,
+                        PredictResponse* response,
+                        const thread::ThreadPoolOptions& thread_pool_options) {
   return internal::RunPredict(
       run_options, servable_version,
       internal::PredictResponseTensorSerializationOption::kAsProtoField,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
index 557b45e3476..ac72df1ead1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util_test.cc
@@ -96,8 +96,8 @@ class PredictImplTest : public ::testing::Test {
   static void TearDownTestSuite() { saved_model_server_core_.reset(); }
 
  protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
+  absl::Status GetSavedModelServableHandle(ServerCore* server_core,
+                                           ServableHandle<Servable>* servable) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return server_core->GetServableHandle(model_spec, servable);
@@ -105,9 +105,10 @@ class PredictImplTest : public ::testing::Test {
 
   ServerCore* GetServerCore() { return saved_model_server_core_.get(); }
 
-  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
-                     PredictResponse* response,
-                     absl::Duration timeout = absl::ZeroDuration()) {
+  absl::Status CallPredict(ServerCore* server_core,
+                           const PredictRequest& request,
+                           PredictResponse* response,
+                           absl::Duration timeout = absl::ZeroDuration()) {
     ServableHandle<Servable> servable;
     TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
index ed750bf683b..5cb652ee2e6 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
@@ -27,20 +27,20 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TFRTRegressionServiceImpl::Regress(
+absl::Status TFRTRegressionServiceImpl::Regress(
     const Servable::RunOptions& run_options, ServerCore* core,
     const RegressionRequest& request, RegressionResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(absl::StatusCode::kInvalidArgument,
-                              "Missing ModelSpec");
+    return absl::Status(absl::StatusCode::kInvalidArgument,
+                        "Missing ModelSpec");
   }
 
   return RegressWithModelSpec(run_options, core, request.model_spec(), request,
                               response);
 }
 
-Status TFRTRegressionServiceImpl::RegressWithModelSpec(
+absl::Status TFRTRegressionServiceImpl::RegressWithModelSpec(
     const Servable::RunOptions& run_options, ServerCore* core,
     const ModelSpec& model_spec, const RegressionRequest& request,
     RegressionResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
index 878f2b80ad0..57c99ede561 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor.cc
@@ -43,7 +43,8 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
+absl::Status PreProcessRegression(
+    const tfrt::FunctionMetadata& function_metadata) {
   if (function_metadata.GetInputNames().size() != 1) {
     return errors::InvalidArgument(
         strings::StrCat("Expected one input Tensor."));
@@ -68,7 +69,7 @@ Status PreProcessRegression(const tfrt::FunctionMetadata& function_metadata) {
   return absl::OkStatus();
 }
 
-Status PostProcessRegressionResult(
+absl::Status PostProcessRegressionResult(
     int num_examples, const std::vector<string>& output_tensor_names,
     const std::vector<Tensor>& output_tensors, RegressionResult* result) {
   if (output_tensors.size() != output_tensor_names.size()) {
@@ -108,11 +109,11 @@ Status PostProcessRegressionResult(
   return absl::OkStatus();
 }
 
-Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
-                  const absl::optional<int64_t>& servable_version,
-                  tfrt::SavedModel* saved_model,
-                  const RegressionRequest& request,
-                  RegressionResponse* response) {
+absl::Status RunRegress(const tfrt::SavedModel::RunOptions& run_options,
+                        const absl::optional<int64_t>& servable_version,
+                        tfrt::SavedModel* saved_model,
+                        const RegressionRequest& request,
+                        RegressionResponse* response) {
   const string function_name = request.model_spec().signature_name().empty()
                                    ? kDefaultServingSignatureDefKey
                                    : request.model_spec().signature_name();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
index 5b15ffc7110..3f34a5f91f3 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
@@ -123,15 +123,16 @@ class TfrtRegressorTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_ = nullptr; }
 
  protected:
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<Servable>* servable) {
+  absl::Status GetSavedModelServableHandle(ServerCore* server_core,
+                                           ServableHandle<Servable>* servable) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return server_core->GetServableHandle(model_spec, servable);
   }
 
-  Status CallRegress(ServerCore* server_core, const RegressionRequest& request,
-                     RegressionResponse* response) {
+  absl::Status CallRegress(ServerCore* server_core,
+                           const RegressionRequest& request,
+                           RegressionResponse* response) {
     ServableHandle<Servable> servable;
     TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &servable));
     tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
@@ -300,7 +301,7 @@ TEST_F(TfrtRegressorTest, EmptyExampleList) {
       "}");
   RegressionResponse response;
 
-  Status status = CallRegress(server_core_.get(), request, &response);
+  absl::Status status = CallRegress(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
@@ -329,7 +330,7 @@ TEST_F(TfrtRegressorTest, EmptyExampleListWithContext) {
       "}");
   RegressionResponse response;
 
-  Status status = CallRegress(server_core_.get(), request, &response);
+  absl::Status status = CallRegress(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
@@ -344,7 +345,7 @@ TEST_F(TfrtRegressorTest, EmptyInput) {
       "}");
   RegressionResponse response;
 
-  Status status = CallRegress(server_core_.get(), request, &response);
+  absl::Status status = CallRegress(server_core_.get(), request, &response);
   EXPECT_EQ(status.code(), error::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
 }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
index a3c2b5f219a..904ad882663 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
@@ -47,8 +47,9 @@ class TfrtSavedModelFactoryTest : public ::testing::Test {
             "servables/tensorflow/"
             "testdata/saved_model_half_plus_two_cpu/00000123")) {}
 
-  Status CreateTfrtSavedModel(const TfrtSavedModelConfig& config,
-                              std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  absl::Status CreateTfrtSavedModel(
+      const TfrtSavedModelConfig& config,
+      std::unique_ptr<tfrt::SavedModel>* saved_model) {
     std::unique_ptr<TfrtSavedModelFactory> factory;
     TF_RETURN_IF_ERROR(TfrtSavedModelFactory::Create(config, &factory));
     TF_RETURN_IF_ERROR(factory->CreateTfrtSavedModelWithMetadata(
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index 25cdc3c9e3a..239fb998d3a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -34,7 +34,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TfrtSavedModelSourceAdapter::Create(
+absl::Status TfrtSavedModelSourceAdapter::Create(
     const TfrtSavedModelSourceAdapterConfig& config,
     std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter) {
   std::unique_ptr<TfrtSavedModelFactory> factory;
@@ -63,8 +63,8 @@ TfrtSavedModelSourceAdapter::GetServableCreator(
   };
 }
 
-Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
-                                            std::unique_ptr<Loader>* loader) {
+absl::Status TfrtSavedModelSourceAdapter::Convert(
+    const StoragePath& path, std::unique_ptr<Loader>* loader) {
   std::shared_ptr<TfrtSavedModelFactory> factory = factory_;
   auto servable_creator = GetServableCreator(factory, path);
   auto resource_estimator = [factory, path](ResourceAllocation* estimate) {
@@ -94,7 +94,7 @@ Status TfrtSavedModelSourceAdapter::Convert(const StoragePath& path,
 // Register the source adapter.
 class TfrtSavedModelSourceAdapterCreator {
  public:
-  static Status Create(
+  static absl::Status Create(
       const TfrtSavedModelSourceAdapterConfig& config,
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
index 648afeb1d1f..accba3d192e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
@@ -44,11 +44,11 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
-Status RunWarmupRequest(const PredictionLog& warmup_record,
-                        const tfrt::SavedModel::RunOptions& run_options,
-                        int lazy_init_threshold,
-                        bool skip_warmup_requests_if_initialized,
-                        tfrt::SavedModel* saved_model) {
+absl::Status RunWarmupRequest(const PredictionLog& warmup_record,
+                              const tfrt::SavedModel::RunOptions& run_options,
+                              int lazy_init_threshold,
+                              bool skip_warmup_requests_if_initialized,
+                              tfrt::SavedModel* saved_model) {
   // If the signature defs are already initilized and
   // skip_warmup_requests_if_initialized is set to true, skip executing warmup
   // requests. We always execute MultiInference warmup requests as it will
@@ -117,10 +117,11 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
 
 }  // namespace
 
-Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
-                           const string& export_dir, int lazy_init_threshold,
-                           bool skip_warmup_requests_if_initialized,
-                           tfrt::SavedModel* saved_model) {
+absl::Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                                 const string& export_dir,
+                                 int lazy_init_threshold,
+                                 bool skip_warmup_requests_if_initialized,
+                                 tfrt::SavedModel* saved_model) {
   tfrt::SavedModel::RunOptions run_options;  // Default RunOptions.
   return internal::RunSavedModelWarmup(
       model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
index c866919db58..674f5668227 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup_test.cc
@@ -228,7 +228,7 @@ TEST(TFRTSavedModelWarmupTest, UnsupportedLogType) {
   AddSignatures(&meta_graph_def);
   EXPECT_CALL(*saved_model, GetMetaGraphDef())
       .WillRepeatedly(ReturnRef(meta_graph_def));
-  const Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmup(
       ModelWarmupOptions(), base_path,
       /*lazy_init_threshold=*/0,
       /*skip_warmup_requests_if_initialized=*/true, saved_model.get());
diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index aa8571c0c96..41fa9cf5f5c 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -114,7 +114,8 @@ monitoring::Counter<1>* GetExampleCountTotal() { return example_count_total; }
 }  // namespace internal
 
 // Metrics by model
-void RecordModelRequestCount(const string& model_name, const Status& status) {
+void RecordModelRequestCount(const string& model_name,
+                             const absl::Status& status) {
   model_request_status_count_total
       ->GetCell(model_name,
                 error::Code_Name(static_cast<error::Code>(status.code())))
@@ -130,7 +131,8 @@ void RecordRequestExampleCount(const string& model_name, size_t count) {
   example_count_total->GetCell(model_name)->IncrementBy(count);
 }
 
-Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
+absl::Status InputToSerializedExampleTensor(const Input& input,
+                                            Tensor* examples) {
   internal::SerializedInput serialized_input;
   // There's a reason we serialize and then parse 'input' in this way:
   // 'example_list' and 'example_list_with_context' are lazily parsed
@@ -208,7 +210,7 @@ Status InputToSerializedExampleTensor(const Input& input, Tensor* examples) {
   return absl::OkStatus();
 }
 
-Status PerformOneShotTensorComputation(
+absl::Status PerformOneShotTensorComputation(
     const RunOptions& run_options, const Input& input,
     const string& input_tensor_name,
     const std::vector<string>& output_tensor_names, Session* session,
@@ -233,7 +235,7 @@ Status PerformOneShotTensorComputation(
   return absl::OkStatus();
 }
 
-Status PerformOneShotTensorComputation(
+absl::Status PerformOneShotTensorComputation(
     const RunOptions& run_options, const Input& input,
     const std::set<string>& input_tensor_names,
     const std::vector<string>& output_tensor_names, Session* session,
@@ -272,8 +274,8 @@ void MakeModelSpec(const string& model_name,
   }
 }
 
-Status GetModelDiskSize(const string& path, FileProbingEnv* env,
-                        uint64_t* total_file_size) {
+absl::Status GetModelDiskSize(const string& path, FileProbingEnv* env,
+                              uint64_t* total_file_size) {
   if (env == nullptr) {
     return errors::Internal("FileProbingEnv not set");
   }
@@ -310,7 +312,7 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
               } else {
                 // Otherwise, add its file size to total_file_size.
                 uint64_t file_size;
-                Status status = env->GetFileSize(child_path, &file_size);
+                absl::Status status = env->GetFileSize(child_path, &file_size);
                 children_sizes[i] =
                     status.ok() ? absl::StatusOr<uint64_t>(file_size) : status;
               }
@@ -329,9 +331,8 @@ Status GetModelDiskSize(const string& path, FileProbingEnv* env,
   return absl::OkStatus();
 }
 
-Status EstimateResourceFromPathUsingDiskState(const string& path,
-                                              FileProbingEnv* env,
-                                              ResourceAllocation* estimate) {
+absl::Status EstimateResourceFromPathUsingDiskState(
+    const string& path, FileProbingEnv* env, ResourceAllocation* estimate) {
   uint64_t total_file_size = 0;
   TF_RETURN_IF_ERROR(GetModelDiskSize(path, env, &total_file_size));
 
diff --git a/tensorflow_serving/servables/tensorflow/util_test.cc b/tensorflow_serving/servables/tensorflow/util_test.cc
index 15bb5820455..ed349b49b03 100644
--- a/tensorflow_serving/servables/tensorflow/util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/util_test.cc
@@ -78,7 +78,7 @@ class InputUtilTest : public ::testing::Test {
 };
 
 TEST_F(InputUtilTest, Empty_KindNotSet) {
-  const Status status = InputToSerializedExampleTensor(input_, &tensor_);
+  const absl::Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
@@ -86,7 +86,7 @@ TEST_F(InputUtilTest, Empty_KindNotSet) {
 TEST_F(InputUtilTest, Empty_ExampleList) {
   input_.mutable_example_list();
 
-  const Status status = InputToSerializedExampleTensor(input_, &tensor_);
+  const absl::Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
@@ -94,7 +94,7 @@ TEST_F(InputUtilTest, Empty_ExampleList) {
 TEST_F(InputUtilTest, Empty_ExampleListWithContext) {
   input_.mutable_example_list_with_context();
 
-  const Status status = InputToSerializedExampleTensor(input_, &tensor_);
+  const absl::Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }
@@ -198,7 +198,7 @@ TEST_F(InputUtilTest, ExampleListWithContext_OnlyContext) {
   // context is specified).
   *input_.mutable_example_list_with_context()->mutable_context() = example_C();
 
-  const Status status = InputToSerializedExampleTensor(input_, &tensor_);
+  const absl::Status status = InputToSerializedExampleTensor(input_, &tensor_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.message(), HasSubstr("Input is empty"));
 }

From bace2796d7e9e9c8ec5c23b86a894f6309880d2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Oct 2024 21:55:58 -0700
Subject: [PATCH 7718/8103] Automated Code Change

PiperOrigin-RevId: 690869270
---
 tensorflow_serving/servables/tensorflow/BUILD | 16 +++++-----------
 1 file changed, 5 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 12f785d41d9..4f11b96e2f4 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -41,7 +41,7 @@ serving_proto_library_py(
     name = "session_bundle_config_proto_py_pb2",
     srcs = ["session_bundle_config.proto"],
     proto_library = "session_bundle_config_proto",
-    visibility = ["//visibility:public"],
+    visibility = ["//visibility:private"],
     deps = [
         "@org_tensorflow//tensorflow/core:protos_all_py",
     ],
@@ -1414,9 +1414,7 @@ cc_library(
     name = "tfrt_regression_service",
     srcs = ["tfrt_regression_service.cc"],
     hdrs = ["tfrt_regression_service.h"],
-    visibility = [
-        "//visibility:public",
-    ],
+    visibility = ["//visibility:private"],
     deps = [
         ":servable",
         ":util",
@@ -1581,9 +1579,7 @@ cc_library(
     name = "tfrt_classification_service",
     srcs = ["tfrt_classification_service.cc"],
     hdrs = ["tfrt_classification_service.h"],
-    visibility = [
-        "//visibility:public",
-    ],
+    visibility = ["//visibility:private"],
     deps = [
         ":servable",
         ":tfrt_classifier",
@@ -1784,7 +1780,7 @@ serving_proto_library_py(
     name = "remote_op_config_rewriter_proto_py_pb2",
     srcs = ["remote_op_config_rewriter.proto"],
     proto_library = "remote_op_config_rewriter_proto",
-    visibility = ["//visibility:public"],
+    visibility = ["//visibility:private"],
     deps = [],
 )
 
@@ -1878,9 +1874,7 @@ cc_library(
     name = "saved_model_config",
     srcs = ["saved_model_config.cc"],
     hdrs = ["saved_model_config.h"],
-    visibility = [
-        "//visibility:public",
-    ],
+    visibility = ["//visibility:private"],
     deps = [
         ":saved_model_config_cc_proto",
         ":saved_model_config_util",

From 96050a24d7091df9687a638dd5fd51415cbe8cac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Oct 2024 04:54:59 -0700
Subject: [PATCH 7719/8103] Automated Code Change

PiperOrigin-RevId: 690971099
---
 .../servables/tensorflow/oss/resource_estimator.cc   | 12 ++++++------
 .../tensorflow/oss/resource_estimator_test.cc        |  6 +++---
 2 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
index e0fdab0c22a..8d8d3d35034 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator.cc
@@ -22,15 +22,15 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status EstimateMainRamBytesFromValidationResult(const string& path,
-                                                ResourceAllocation* estimate) {
+absl::Status EstimateMainRamBytesFromValidationResult(
+    const string& path, ResourceAllocation* estimate) {
   return errors::Unimplemented("Reading validation results is not supported");
 }
 
-Status EstimateMainRamBytesFromPath(const string& path,
-                                    bool use_validation_result,
-                                    FileProbingEnv* env,
-                                    ResourceAllocation* estimate) {
+absl::Status EstimateMainRamBytesFromPath(const string& path,
+                                          bool use_validation_result,
+                                          FileProbingEnv* env,
+                                          ResourceAllocation* estimate) {
   return EstimateResourceFromPathUsingDiskState(path, env, estimate);
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
index 7d42b2ce33a..c29160875ca 100644
--- a/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
+++ b/tensorflow_serving/servables/tensorflow/oss/resource_estimator_test.cc
@@ -46,15 +46,15 @@ class ResourceEstimatorTest : public ::testing::Test {
     // Set up the expectation that the directory contains exactly one child with
     // the given file size.
     EXPECT_CALL(env_, FileExists(export_dir_))
-        .WillRepeatedly(Return(Status()));
+        .WillRepeatedly(Return(absl::Status()));
     EXPECT_CALL(env_, GetChildren(export_dir_, _))
         .WillRepeatedly(DoAll(SetArgPointee<1>(std::vector<string>({child})),
-                              Return(Status())));
+                              Return(absl::Status())));
     EXPECT_CALL(env_, IsDirectory(child_path))
         .WillRepeatedly(Return(errors::FailedPrecondition("")));
     EXPECT_CALL(env_, GetFileSize(child_path, _))
         .WillRepeatedly(
-            DoAll(SetArgPointee<1>(file_size_), Return(Status())));
+            DoAll(SetArgPointee<1>(file_size_), Return(absl::Status())));
   }
 
   string export_dir_;

From 4acb832e9853a2b364c71bd0e3a7d79ace81a9c7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Oct 2024 05:12:32 -0700
Subject: [PATCH 7720/8103] Automated Code Change

PiperOrigin-RevId: 690975847
---
 .../tensorflow/test_util/fake_thread_pool_factory.cc          | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
index a81de05837d..a6934107225 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/test_util/fake_thread_pool_factory.cc
@@ -21,11 +21,11 @@ namespace tensorflow {
 namespace serving {
 namespace test_util {
 
-Status FakeThreadPoolFactory::Create(
+absl::Status FakeThreadPoolFactory::Create(
     const FakeThreadPoolFactoryConfig& config,
     std::unique_ptr<ThreadPoolFactory>* result) {
   *result = std::make_unique<FakeThreadPoolFactory>(config);
-  return Status();
+  return absl::Status();
 }
 
 REGISTER_THREAD_POOL_FACTORY(FakeThreadPoolFactory,

From a0cd2ee9834ad9c781309f3b12f45875dd624f05 Mon Sep 17 00:00:00 2001
From: Ken Franko <kfranko@google.com>
Date: Tue, 29 Oct 2024 10:21:12 -0700
Subject: [PATCH 7721/8103] Add WaitResponses to PredictStreamedContext Method.

* Adds an optional method that will wait for all responses to be generated before returning for streaming responses.

PiperOrigin-RevId: 691069391
---
 tensorflow_serving/servables/tensorflow/mock_servable.h | 1 +
 tensorflow_serving/servables/tensorflow/servable.cc     | 4 ++++
 tensorflow_serving/servables/tensorflow/servable.h      | 4 ++++
 3 files changed, 9 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/mock_servable.h b/tensorflow_serving/servables/tensorflow/mock_servable.h
index 438a4650eb7..f412f4dfa34 100644
--- a/tensorflow_serving/servables/tensorflow/mock_servable.h
+++ b/tensorflow_serving/servables/tensorflow/mock_servable.h
@@ -37,6 +37,7 @@ class MockPredictStreamedContext : public PredictStreamedContext {
   MOCK_METHOD(absl::Status, ProcessRequest, (const PredictRequest& request),
               (final));
   MOCK_METHOD(absl::Status, Close, (), (final));
+  MOCK_METHOD(absl::Status, WaitResponses, (), (final));
 };
 
 // A mock of tensorflow::serving::Servable.
diff --git a/tensorflow_serving/servables/tensorflow/servable.cc b/tensorflow_serving/servables/tensorflow/servable.cc
index 9584b9b0966..75a9d9fd0c6 100644
--- a/tensorflow_serving/servables/tensorflow/servable.cc
+++ b/tensorflow_serving/servables/tensorflow/servable.cc
@@ -61,5 +61,9 @@ absl::Status SingleRequestPredictStreamedContext::Close() {
   return absl::OkStatus();
 }
 
+absl::Status SingleRequestPredictStreamedContext::WaitResponses() {
+  return absl::OkStatus();
+}
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/servable.h b/tensorflow_serving/servables/tensorflow/servable.h
index 60a346f8ec2..1e232e38274 100644
--- a/tensorflow_serving/servables/tensorflow/servable.h
+++ b/tensorflow_serving/servables/tensorflow/servable.h
@@ -54,6 +54,9 @@ class PredictStreamedContext {
 
   // Closes the `PredictStreamed` session.
   virtual absl::Status Close() = 0;
+
+  // Waits for all of the responses to be generated
+  virtual absl::Status WaitResponses() = 0;
 };
 
 // A convenience wrapper for cases where the implementation allows exactly one
@@ -69,6 +72,7 @@ class SingleRequestPredictStreamedContext final
 
   absl::Status ProcessRequest(const PredictRequest& request) final;
   absl::Status Close() final;
+  absl::Status WaitResponses() final;
 
  private:
   absl::AnyInvocable<absl::Status(const PredictRequest&)> f_;

From f584447d7101e9f9519bf3dc3377fd1f67d212ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Oct 2024 05:33:11 -0700
Subject: [PATCH 7722/8103] Automated Code Change.

PiperOrigin-RevId: 691382858
---
 tensorflow_serving/apis/BUILD      | 2 ++
 tensorflow_serving/config/BUILD    | 1 +
 tensorflow_serving/resources/BUILD | 1 +
 3 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 43e03a87c9a..b42ce6c3786 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -9,6 +9,8 @@ load("//tensorflow_serving:serving.bzl", "serving_go_grpc_library", "serving_pro
 
 # buildifier: enable=out-of-order-load
 
+# Placeholder: load go_proto_library
+
 package(
     default_visibility = ["//visibility:public"],
     features = ["layering_check"],
diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index eda0cb9e687..257c571cf5b 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -1,6 +1,7 @@
 # Description: Tensorflow Serving configs.
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library", "serving_proto_library_py")
+# Placeholder: load go_proto_library
 
 package(
     default_visibility = ["//visibility:public"],
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index fa166a254c3..a6a7be4fa1b 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,5 +1,6 @@
 # Placeholder: load py_proto_library
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
+# Placeholder: load go_proto_library
 
 package(
     default_visibility = [

From 8bb2af5f484af23600b8752be308860b432103c2 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Wed, 30 Oct 2024 14:33:02 -0700
Subject: [PATCH 7723/8103] Update release notes for 2.17.1

PiperOrigin-RevId: 691556492
---
 RELEASE.md | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 4fc4a05a844..642cb8b1289 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -50,6 +50,22 @@
 * Update version for 2.18.0-rc0 release. (#2262) (commit: 67f4ee85350fb48ddda0bd7d1c1ebfd4601ed3e1)
 * This release is based on TF version 2.18.0-rc2.
 
+# Release 2.17.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Create separate `kokoro` config (commit: 3af106649212377ef845a9d53fccddb00c10293f)
+* Update version for 2.17.1 release. (#2266) (commit: 7b6021dd4cc6c1a815a84f160b77438c84818a66)
+* This release is based on TF version 2.17.1.
+
 # Release 2.17.0
 
 ## Major Features and Improvements

From 166dbe21f0c3ffe26920bb2fa16016f084ec97f3 Mon Sep 17 00:00:00 2001
From: Swachhand Lokhande <swachhand@google.com>
Date: Wed, 30 Oct 2024 18:58:03 -0700
Subject: [PATCH 7724/8103] Add a new field in PredictRequest.

PiperOrigin-RevId: 691627574
---
 tensorflow_serving/apis/predict.proto | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index e243b7a50c1..c2af48e13bd 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -62,6 +62,10 @@ message PredictRequest {
     }
 
     optional DeterministicMode deterministic_mode = 2;
+
+    // Only supported in disaggregated serving. When set, additional arrays from
+    // prefill will be returned if available.
+    optional bool return_additional_arrays_from_prefill = 3;
   }
 
   optional RequestOptions request_options = 7;

From 581da431027a977b64a3e27b4c69c3ddd544151b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2024 01:00:46 -0700
Subject: [PATCH 7725/8103] Automated Code Change

PiperOrigin-RevId: 691706707
---
 .../servables/tensorflow/multi_inference.cc   |  4 ++--
 .../tensorflow/multi_inference_helper.cc      |  4 ++--
 .../tensorflow/multi_inference_helper_test.cc |  7 ++++---
 .../servables/tensorflow/predict_impl.cc      | 19 +++++++++----------
 .../servables/tensorflow/predict_impl_test.cc |  4 ++--
 .../tensorflow/regression_service.cc          |  6 +++---
 .../saved_model_bundle_factory_test.cc        | 12 ++++++------
 .../saved_model_bundle_source_adapter.cc      |  8 ++++----
 .../tensorflow/saved_model_config.cc          |  4 ++--
 .../tensorflow/saved_model_warmup.cc          | 14 ++++++++------
 .../tensorflow/saved_model_warmup_test.cc     |  8 ++++----
 .../servables/tensorflow/serving_session.cc   |  6 +++---
 .../servables/tensorflow/simple_servers.cc    |  6 +++---
 .../tensorflow/simple_servers_test.cc         |  7 ++++---
 14 files changed, 56 insertions(+), 53 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index eda0680bc53..e47d9c34eca 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -30,7 +30,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TensorFlowMultiInferenceRunner::Infer(
+absl::Status TensorFlowMultiInferenceRunner::Infer(
     const RunOptions& run_options, const MultiInferenceRequest& request,
     MultiInferenceResponse* response) {
   TRACELITERAL("TensorFlowMultiInferenceRunner::Infer");
@@ -126,7 +126,7 @@ Status TensorFlowMultiInferenceRunner::Infer(
   return absl::OkStatus();
 }
 
-Status RunMultiInference(
+absl::Status RunMultiInference(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
     const absl::optional<int64_t>& servable_version, Session* session,
     const MultiInferenceRequest& request, MultiInferenceResponse* response,
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
index 730f5c92a68..370e61d6cde 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper.cc
@@ -34,7 +34,7 @@ const ModelSpec& GetModelSpecFromRequest(const MultiInferenceRequest& request) {
 
 }  // namespace
 
-Status RunMultiInferenceWithServerCore(
+absl::Status RunMultiInferenceWithServerCore(
     const RunOptions& run_options, ServerCore* core,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options,
     const MultiInferenceRequest& request, MultiInferenceResponse* response) {
@@ -43,7 +43,7 @@ Status RunMultiInferenceWithServerCore(
       request, response);
 }
 
-Status RunMultiInferenceWithServerCoreWithModelSpec(
+absl::Status RunMultiInferenceWithServerCoreWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
     const tensorflow::thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const MultiInferenceRequest& request,
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
index e7af01e81f1..23f281367fe 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_helper_test.cc
@@ -61,7 +61,8 @@ class MultiInferenceTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
-  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -127,8 +128,8 @@ void PopulateTask(const string& signature_name, const string& method_name,
   task->set_method_name(method_name);
 }
 
-void ExpectStatusError(const Status& status,
-                       const tensorflow::errors::Code expected_code,
+void ExpectStatusError(const absl::Status& status,
+                       const absl::StatusCode expected_code,
                        const string& message_substring) {
   ASSERT_EQ(expected_code, status.code());
   EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl.cc b/tensorflow_serving/servables/tensorflow/predict_impl.cc
index f80be6d495d..29127eb1ce9 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl.cc
@@ -30,12 +30,12 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TensorflowPredictor::Predict(const RunOptions& run_options,
-                                    ServerCore* core,
-                                    const PredictRequest& request,
-                                    PredictResponse* response) {
+absl::Status TensorflowPredictor::Predict(const RunOptions& run_options,
+                                          ServerCore* core,
+                                          const PredictRequest& request,
+                                          PredictResponse* response) {
   if (!request.has_model_spec()) {
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
@@ -43,11 +43,10 @@ Status TensorflowPredictor::Predict(const RunOptions& run_options,
                               response);
 }
 
-Status TensorflowPredictor::PredictWithModelSpec(const RunOptions& run_options,
-                                                 ServerCore* core,
-                                                 const ModelSpec& model_spec,
-                                                 const PredictRequest& request,
-                                                 PredictResponse* response) {
+absl::Status TensorflowPredictor::PredictWithModelSpec(
+    const RunOptions& run_options, ServerCore* core,
+    const ModelSpec& model_spec, const PredictRequest& request,
+    PredictResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
   return internal::RunPredict(
diff --git a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
index 4ebb5c7046e..2a0d1ec5d8f 100644
--- a/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_impl_test.cc
@@ -63,8 +63,8 @@ class PredictImplTest : public ::testing::Test {
   }
 
  protected:
-  static Status CreateServerCore(const string& model_path,
-                                 std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      const string& model_path, std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
diff --git a/tensorflow_serving/servables/tensorflow/regression_service.cc b/tensorflow_serving/servables/tensorflow/regression_service.cc
index 6f6219326b7..20f949b4974 100644
--- a/tensorflow_serving/servables/tensorflow/regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/regression_service.cc
@@ -25,13 +25,13 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TensorflowRegressionServiceImpl::Regress(
+absl::Status TensorflowRegressionServiceImpl::Regress(
     const RunOptions& run_options, ServerCore* core,
     const thread::ThreadPoolOptions& thread_pool_options,
     const RegressionRequest& request, RegressionResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
@@ -40,7 +40,7 @@ Status TensorflowRegressionServiceImpl::Regress(
                               request.model_spec(), request, response);
 }
 
-Status TensorflowRegressionServiceImpl::RegressWithModelSpec(
+absl::Status TensorflowRegressionServiceImpl::RegressWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
     const thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const RegressionRequest& request,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index ce00697b45c..e92ffd04657 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -60,10 +60,10 @@ enum class ModelType { kTfModel, kTfLiteModel };
 Loader::Metadata CreateMetadata() { return {ServableId{"name", 42}}; }
 
 // Creates a new session based on the config and export path.
-Status CreateBundleFromPath(const CreationType creation_type,
-                            const SessionBundleConfig& config,
-                            const string& path,
-                            std::unique_ptr<SavedModelBundle>* bundle) {
+absl::Status CreateBundleFromPath(const CreationType creation_type,
+                                  const SessionBundleConfig& config,
+                                  const string& path,
+                                  std::unique_ptr<SavedModelBundle>* bundle) {
   std::unique_ptr<SavedModelBundleFactory> factory;
   auto config_with_session_hook = config;
   config_with_session_hook.set_session_target(
@@ -119,8 +119,8 @@ class SavedModelBundleFactoryTest
   virtual ~SavedModelBundleFactoryTest() = default;
 
  protected:
-  Status CreateSession(const SessionBundleConfig& config,
-                       std::unique_ptr<Session>* session) const override {
+  absl::Status CreateSession(const SessionBundleConfig& config,
+                             std::unique_ptr<Session>* session) const override {
     std::unique_ptr<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(CreateBundleFromPath(GetParam().creation_type, config,
                                             export_dir_, &bundle));
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 3dd3492926f..9fec24adb15 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -33,7 +33,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status SavedModelBundleSourceAdapter::Create(
+absl::Status SavedModelBundleSourceAdapter::Create(
     const SavedModelBundleSourceAdapterConfig& config,
     std::unique_ptr<SavedModelBundleSourceAdapter>* adapter) {
   std::unique_ptr<SavedModelBundleFactory> bundle_factory;
@@ -86,8 +86,8 @@ SavedModelBundleSourceAdapter::GetServableCreator(
   };
 }
 
-Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
-                                              std::unique_ptr<Loader>* loader) {
+absl::Status SavedModelBundleSourceAdapter::Convert(
+    const StoragePath& path, std::unique_ptr<Loader>* loader) {
   std::shared_ptr<SavedModelBundleFactory> bundle_factory = bundle_factory_;
   auto servable_creator = GetServableCreator(bundle_factory, path);
   auto resource_estimator = [bundle_factory,
@@ -125,7 +125,7 @@ Status SavedModelBundleSourceAdapter::Convert(const StoragePath& path,
 // Register the source adapter.
 class SavedModelBundleSourceAdapterCreator {
  public:
-  static Status Create(
+  static absl::Status Create(
       const SavedModelBundleSourceAdapterConfig& config,
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config.cc b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
index c475704f756..032dbc05eeb 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config.cc
@@ -27,7 +27,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status LoadSavedModelConfig(
+absl::Status LoadSavedModelConfig(
     const std::string& export_dir, tensorflow::GraphOptions& graph_options,
     tensorflow::tfrt_stub::RuntimeConfig& runtime_config) {
   absl::StatusOr<SavedModelConfig> model_config =
@@ -52,7 +52,7 @@ Status LoadSavedModelConfig(
     }
   }
 
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 530507fb848..36467dd93c8 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -36,9 +36,10 @@ namespace serving {
 
 namespace {
 
-Status RunWarmupRequest(const PredictionLog& warmup_record,
-                        const RunOptions& run_options,
-                        const MetaGraphDef& meta_graph_def, Session* session) {
+absl::Status RunWarmupRequest(const PredictionLog& warmup_record,
+                              const RunOptions& run_options,
+                              const MetaGraphDef& meta_graph_def,
+                              Session* session) {
   switch (warmup_record.log_type_case()) {
     case PredictionLog::kRegressLog: {
       RegressionResponse response;
@@ -78,9 +79,10 @@ Status RunWarmupRequest(const PredictionLog& warmup_record,
 
 }  // namespace
 
-Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
-                           const RunOptions& run_options,
-                           const string& export_dir, SavedModelBundle* bundle) {
+absl::Status RunSavedModelWarmup(const ModelWarmupOptions& model_warmup_options,
+                                 const RunOptions& run_options,
+                                 const string& export_dir,
+                                 SavedModelBundle* bundle) {
   return internal::RunSavedModelWarmup(
       model_warmup_options, export_dir, [&](PredictionLog prediction_log) {
         return RunWarmupRequest(prediction_log, run_options,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
index 347ec06f02c..30792689f41 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test.cc
@@ -133,8 +133,8 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType_SessionRun) {
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(Return(absl::OkStatus()));
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
+  const absl::Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), RunOptions(), base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
   EXPECT_THAT(status.ToString(),
@@ -159,8 +159,8 @@ TEST(SavedModelBundleWarmupTest, UnsupportedLogType_PredictStreamed) {
   saved_model_bundle.session.reset(mock);
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
       .WillRepeatedly(Return(absl::OkStatus()));
-  const Status status = RunSavedModelWarmup(ModelWarmupOptions(), RunOptions(),
-                                            base_path, &saved_model_bundle);
+  const absl::Status status = RunSavedModelWarmup(
+      ModelWarmupOptions(), RunOptions(), base_path, &saved_model_bundle);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(::tensorflow::error::UNIMPLEMENTED, status.code()) << status;
   EXPECT_THAT(status.ToString(),
diff --git a/tensorflow_serving/servables/tensorflow/serving_session.cc b/tensorflow_serving/servables/tensorflow/serving_session.cc
index d889a6edc3a..e26d0b36dfa 100644
--- a/tensorflow_serving/servables/tensorflow/serving_session.cc
+++ b/tensorflow_serving/servables/tensorflow/serving_session.cc
@@ -22,15 +22,15 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status ServingSession::Create(const GraphDef& graph) {
+absl::Status ServingSession::Create(const GraphDef& graph) {
   return errors::PermissionDenied("State changes denied via ServingSession");
 }
 
-Status ServingSession::Extend(const GraphDef& graph) {
+absl::Status ServingSession::Extend(const GraphDef& graph) {
   return errors::PermissionDenied("State changes denied via ServingSession");
 }
 
-Status ServingSession::Close() {
+absl::Status ServingSession::Close() {
   return errors::PermissionDenied("State changes denied via ServingSession");
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.cc b/tensorflow_serving/servables/tensorflow/simple_servers.cc
index 0a338e7e175..0245cceb3a2 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.cc
@@ -44,7 +44,7 @@ namespace {
 // directories. Upon finding these, it provides the target with the new version
 // (a directory). The servable_name param simply allows this source to create
 // all AspiredVersions for the target with the same servable_name.
-Status CreateStoragePathSource(
+absl::Status CreateStoragePathSource(
     const string& base_path, const string& servable_name,
     std::unique_ptr<Source<StoragePath>>* path_source) {
   FileSystemStoragePathSourceConfig config;
@@ -66,7 +66,7 @@ Status CreateStoragePathSource(
 // 'CreateSingleTFModelManagerFromBasePath' method, with the
 // FileSystemStoragePathSource as the Source and the SavedModelBundleSource as
 // the Target.
-Status CreateSavedModelBundleSource(
+absl::Status CreateSavedModelBundleSource(
     std::unique_ptr<SavedModelBundleSourceAdapter>* source) {
   SavedModelBundleSourceAdapterConfig config;
   TF_RETURN_IF_ERROR(SavedModelBundleSourceAdapter::Create(config, source));
@@ -76,7 +76,7 @@ Status CreateSavedModelBundleSource(
 
 }  // namespace
 
-Status CreateSingleTFModelManagerFromBasePath(
+absl::Status CreateSingleTFModelManagerFromBasePath(
     const string& base_path, std::unique_ptr<Manager>* const manager) {
   std::unique_ptr<SavedModelBundleSourceAdapter> bundle_source;
   TF_RETURN_IF_ERROR(CreateSavedModelBundleSource(&bundle_source));
diff --git a/tensorflow_serving/servables/tensorflow/simple_servers_test.cc b/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
index ec31925921b..c6cdc361fd7 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
@@ -73,8 +73,9 @@ class SimpleServersTest : public ::testing::Test {
 
 TEST_F(SimpleServersTest, Basic) {
   std::unique_ptr<Manager> manager;
-  const Status status = simple_servers::CreateSingleTFModelManagerFromBasePath(
-      test_data_path_, &manager);
+  const absl::Status status =
+      simple_servers::CreateSingleTFModelManagerFromBasePath(test_data_path_,
+                                                             &manager);
   TF_CHECK_OK(status);
   // We wait until the manager starts serving the servable.
   // TODO(b/25545570): Use the waiter api when it's ready.
@@ -82,7 +83,7 @@ TEST_F(SimpleServersTest, Basic) {
     Env::Default()->SleepForMicroseconds(1000);
   }
   ServableHandle<SavedModelBundle> bundle;
-  const Status handle_status =
+  const absl::Status handle_status =
       manager->GetServableHandle(ServableRequest::Latest("default"), &bundle);
   TF_CHECK_OK(handle_status);
   TestSingleRequest(*bundle);

From e5dffd0d302b106afd969a5089d3659c23e6f486 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 31 Oct 2024 01:30:51 -0700
Subject: [PATCH 7726/8103] Automated Code Change

PiperOrigin-RevId: 691713054
---
 .../tensorflow/multi_inference_test.cc        | 11 +--
 .../servables/tensorflow/predict_util.cc      | 42 +++++------
 .../servables/tensorflow/predict_util_test.cc | 65 +++++++++--------
 .../servables/tensorflow/regressor.cc         | 40 +++++------
 .../servables/tensorflow/regressor_test.cc    | 70 ++++++++++---------
 .../tensorflow/saved_model_bundle_factory.cc  | 17 ++---
 .../saved_model_warmup_test_util.cc           | 22 +++---
 .../tensorflow/saved_model_warmup_util.cc     | 12 ++--
 .../saved_model_warmup_util_test.cc           |  8 +--
 9 files changed, 147 insertions(+), 140 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
index befa5bb2cd5..de38d93ea2b 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference_test.cc
@@ -60,7 +60,8 @@ class MultiInferenceTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
-  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -90,7 +91,7 @@ class MultiInferenceTest : public ::testing::Test {
 
   ServerCore* GetServerCore() { return this->server_core_.get(); }
 
-  Status GetInferenceRunner(
+  absl::Status GetInferenceRunner(
       std::unique_ptr<TensorFlowMultiInferenceRunner>* inference_runner) {
     ServableHandle<SavedModelBundle> bundle;
     ModelSpec model_spec;
@@ -103,7 +104,7 @@ class MultiInferenceTest : public ::testing::Test {
     return absl::OkStatus();
   }
 
-  Status GetServableHandle(ServableHandle<SavedModelBundle>* bundle) {
+  absl::Status GetServableHandle(ServableHandle<SavedModelBundle>* bundle) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return GetServerCore()->GetServableHandle(model_spec, bundle);
@@ -142,8 +143,8 @@ void PopulateTask(const string& signature_name, const string& method_name,
   task->set_method_name(method_name);
 }
 
-void ExpectStatusError(const Status& status,
-                       const tensorflow::errors::Code expected_code,
+void ExpectStatusError(const absl::Status& status,
+                       const absl::StatusCode expected_code,
                        const string& message_substring) {
   EXPECT_EQ(expected_code, status.code());
   EXPECT_THAT(status.message(), ::testing::HasSubstr(message_substring));
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 41ac069ef49..3dcc1295e8e 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -35,7 +35,7 @@ namespace tensorflow {
 namespace serving {
 namespace {
 
-Status VerifySignature(const SignatureDef& signature) {
+absl::Status VerifySignature(const SignatureDef& signature) {
   if (GetSignatureMethodNameCheckFeature() &&
       signature.method_name() != kPredictMethodName &&
       signature.method_name() != kClassifyMethodName &&
@@ -48,8 +48,8 @@ Status VerifySignature(const SignatureDef& signature) {
   return absl::OkStatus();
 }
 
-Status VerifyRequestInputsSize(const SignatureDef& signature,
-                               const PredictRequest& request) {
+absl::Status VerifyRequestInputsSize(const SignatureDef& signature,
+                                     const PredictRequest& request) {
   if (request.inputs().size() > signature.inputs().size() ||
       (request.inputs().size() < signature.inputs().size() &&
        signature.defaults().empty())) {
@@ -59,7 +59,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
         SetDifference(request_inputs, signature_inputs);
     const std::set<string> missing =
         SetDifference(signature_inputs, request_inputs);
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         absl::StrCat(
             "input size does not match signature: ", request.inputs().size(),
@@ -75,7 +75,7 @@ Status VerifyRequestInputsSize(const SignatureDef& signature,
 }  // namespace
 
 namespace internal {
-Status RunPredict(
+absl::Status RunPredict(
     const RunOptions& run_options, const MetaGraphDef& meta_graph_def,
     const absl::optional<int64_t>& servable_version,
     const internal::PredictResponseTensorSerializationOption option,
@@ -116,11 +116,11 @@ Status RunPredict(
                                      response);
 }
 
-Status PreProcessPrediction(const SignatureDef& signature,
-                            const PredictRequest& request,
-                            std::vector<std::pair<string, Tensor>>* inputs,
-                            std::vector<string>* output_tensor_names,
-                            std::vector<string>* output_tensor_aliases) {
+absl::Status PreProcessPrediction(
+    const SignatureDef& signature, const PredictRequest& request,
+    std::vector<std::pair<string, Tensor>>* inputs,
+    std::vector<string>* output_tensor_names,
+    std::vector<string>* output_tensor_aliases) {
   TF_RETURN_IF_ERROR(VerifySignature(signature));
   TF_RETURN_IF_ERROR(VerifyRequestInputsSize(signature, request));
   TF_RETURN_IF_ERROR(
@@ -133,7 +133,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
   for (auto& alias : output_filter) {
     auto iter = signature.outputs().find(alias);
     if (iter == signature.outputs().end()) {
-      return tensorflow::Status(
+      return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           strings::StrCat("output tensor alias not found in signature: ", alias,
                           " Outputs expected to be in the set {",
@@ -141,7 +141,7 @@ Status PreProcessPrediction(const SignatureDef& signature,
                           "}."));
     }
     if (seen_outputs.find(alias) != seen_outputs.end()) {
-      return tensorflow::Status(
+      return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
           "duplicate output tensor alias: " + alias);
     }
@@ -160,15 +160,15 @@ Status PreProcessPrediction(const SignatureDef& signature,
   return absl::OkStatus();
 }
 
-Status PostProcessPredictionResult(
+absl::Status PostProcessPredictionResult(
     const std::vector<string>& output_tensor_aliases,
     const std::vector<Tensor>& output_tensors,
     const internal::PredictResponseTensorSerializationOption option,
     PredictResponse* response) {
   // Validate and return output.
   if (output_tensors.size() != output_tensor_aliases.size()) {
-    return tensorflow::Status(
-        static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
+    return absl::Status(
+        static_cast<absl::StatusCode>(absl::StatusCode::kUnknown),
         "Predict internal error");
   }
   switch (option) {
@@ -191,12 +191,12 @@ Status PostProcessPredictionResult(
 
 }  // namespace internal
 
-Status RunPredict(const RunOptions& run_options,
-                  const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64_t>& servable_version,
-                  Session* session, const PredictRequest& request,
-                  PredictResponse* response,
-                  const thread::ThreadPoolOptions& thread_pool_options) {
+absl::Status RunPredict(const RunOptions& run_options,
+                        const MetaGraphDef& meta_graph_def,
+                        const absl::optional<int64_t>& servable_version,
+                        Session* session, const PredictRequest& request,
+                        PredictResponse* response,
+                        const thread::ThreadPoolOptions& thread_pool_options) {
   return internal::RunPredict(
       run_options, meta_graph_def, servable_version,
       internal::PredictResponseTensorSerializationOption::kAsProtoField,
diff --git a/tensorflow_serving/servables/tensorflow/predict_util_test.cc b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
index d94f3f78930..55fb9fffd56 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util_test.cc
@@ -51,40 +51,42 @@ class FakeSession : public tensorflow::Session {
  public:
   FakeSession() {}
   ~FakeSession() override = default;
-  Status Create(const GraphDef& graph) override {
+  absl::Status Create(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
-  Status Extend(const GraphDef& graph) override {
+  absl::Status Extend(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
-  Status Close() override {
+  absl::Status Close() override {
     return errors::Unimplemented("not available in fake");
   }
-  Status ListDevices(std::vector<DeviceAttributes>* response) override {
+  absl::Status ListDevices(std::vector<DeviceAttributes>* response) override {
     return errors::Unimplemented("not available in fake");
   }
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs) override {
+  absl::Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs) override {
     RunMetadata run_metadata;
     return Run(RunOptions(), inputs, output_names, target_nodes, outputs,
                &run_metadata);
   }
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override {
     return Run(run_options, inputs, output_names, target_nodes, outputs,
                run_metadata, thread::ThreadPoolOptions());
   }
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override {
+  absl::Status Run(
+      const RunOptions& run_options,
+      const std::vector<std::pair<string, Tensor>>& inputs,
+      const std::vector<string>& output_names,
+      const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
+      RunMetadata* run_metadata,
+      const thread::ThreadPoolOptions& thread_pool_options) override {
     for (const auto& t : inputs) {
       outputs->push_back(t.second);
     }
@@ -118,8 +120,8 @@ class PredictImplTest : public ::testing::Test {
   }
 
  protected:
-  static Status CreateServerCore(const string& model_path,
-                                 std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      const string& model_path, std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -152,17 +154,18 @@ class PredictImplTest : public ::testing::Test {
     return saved_model_server_core_counter_model_.get();
   }
 
-  Status GetSavedModelServableHandle(ServerCore* server_core,
-                                     ServableHandle<SavedModelBundle>* bundle) {
+  absl::Status GetSavedModelServableHandle(
+      ServerCore* server_core, ServableHandle<SavedModelBundle>* bundle) {
     ModelSpec model_spec;
     model_spec.set_name(kTestModelName);
     return server_core->GetServableHandle(model_spec, bundle);
   }
 
-  Status CallPredict(ServerCore* server_core, const PredictRequest& request,
-                     PredictResponse* response,
-                     const thread::ThreadPoolOptions& thread_pool_options =
-                         thread::ThreadPoolOptions()) {
+  absl::Status CallPredict(
+      ServerCore* server_core, const PredictRequest& request,
+      PredictResponse* response,
+      const thread::ThreadPoolOptions& thread_pool_options =
+          thread::ThreadPoolOptions()) {
     ServableHandle<SavedModelBundle> bundle;
     TF_RETURN_IF_ERROR(GetSavedModelServableHandle(server_core, &bundle));
     return RunPredict(GetRunOptions(), bundle->meta_graph_def,
@@ -238,7 +241,7 @@ TEST_F(PredictImplTest, InputTensorsDontMatchModelSpecInputs) {
   tensor_proto2.mutable_tensor_shape()->add_dim()->set_size(1);
   (*inputs)["unknown_key2"] = tensor_proto2;
 
-  Status status = CallPredict(GetServerCore(), request, &response);
+  absl::Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
             static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.message(),
@@ -283,7 +286,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   request.add_output_filter("output_filter");
 
   // Output filter like this doesn't exist.
-  Status status1 = CallPredict(GetServerCore(), request, &response);
+  absl::Status status1 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status1.code(),
             static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status1.message(),
@@ -296,7 +299,7 @@ TEST_F(PredictImplTest, OutputFiltersDontMatchModelSpecOutputs) {
   request.add_output_filter(kOutputTensorKey);
 
   // Duplicate output filter specified.
-  Status status2 = CallPredict(GetServerCore(), request, &response);
+  absl::Status status2 = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status2.code(),
             static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status2.message(),
@@ -319,7 +322,7 @@ TEST_F(PredictImplTest, InputTensorsHaveWrongType) {
   request.add_output_filter(kOutputTensorKey);
 
   // Input tensors are all wrong.
-  Status status = CallPredict(GetServerCore(), request, &response);
+  absl::Status status = CallPredict(GetServerCore(), request, &response);
   EXPECT_EQ(status.code(),
             static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument));
   EXPECT_THAT(status.message(),
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index 7d0a5eb4a75..fad3e728d44 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -58,8 +58,8 @@ class SavedModelTensorFlowRegressor : public RegressorInterface {
 
   ~SavedModelTensorFlowRegressor() override = default;
 
-  Status Regress(const RegressionRequest& request,
-                 RegressionResult* result) override {
+  absl::Status Regress(const RegressionRequest& request,
+                       RegressionResult* result) override {
     TRACELITERAL("SavedModelTensorFlowRegressor::Regress");
 
     string input_tensor_name;
@@ -99,8 +99,8 @@ class SavedModelRegressor : public RegressorInterface {
 
   ~SavedModelRegressor() override = default;
 
-  Status Regress(const RegressionRequest& request,
-                 RegressionResult* result) override {
+  absl::Status Regress(const RegressionRequest& request,
+                       RegressionResult* result) override {
     SignatureDef signature;
     TF_RETURN_IF_ERROR(GetRegressionSignatureDef(
         request.model_spec(), bundle_->meta_graph_def, &signature));
@@ -118,14 +118,14 @@ class SavedModelRegressor : public RegressorInterface {
 
 }  // namespace
 
-Status CreateRegressorFromSavedModelBundle(
+absl::Status CreateRegressorFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<RegressorInterface>* service) {
   service->reset(new SavedModelRegressor(run_options, std::move(bundle)));
   return absl::OkStatus();
 }
 
-Status CreateFlyweightTensorFlowRegressor(
+absl::Status CreateFlyweightTensorFlowRegressor(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     std::unique_ptr<RegressorInterface>* service) {
@@ -133,7 +133,7 @@ Status CreateFlyweightTensorFlowRegressor(
       run_options, session, signature, thread::ThreadPoolOptions(), service);
 }
 
-Status CreateFlyweightTensorFlowRegressor(
+absl::Status CreateFlyweightTensorFlowRegressor(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     const thread::ThreadPoolOptions& thread_pool_options,
@@ -143,9 +143,9 @@ Status CreateFlyweightTensorFlowRegressor(
   return absl::OkStatus();
 }
 
-Status GetRegressionSignatureDef(const ModelSpec& model_spec,
-                                 const MetaGraphDef& meta_graph_def,
-                                 SignatureDef* signature) {
+absl::Status GetRegressionSignatureDef(const ModelSpec& model_spec,
+                                       const MetaGraphDef& meta_graph_def,
+                                       SignatureDef* signature) {
   const string signature_name = model_spec.signature_name().empty()
                                     ? kDefaultServingSignatureDefKey
                                     : model_spec.signature_name();
@@ -167,9 +167,9 @@ Status GetRegressionSignatureDef(const ModelSpec& model_spec,
   return absl::OkStatus();
 }
 
-Status PreProcessRegression(const SignatureDef& signature,
-                            string* input_tensor_name,
-                            std::vector<string>* output_tensor_names) {
+absl::Status PreProcessRegression(const SignatureDef& signature,
+                                  string* input_tensor_name,
+                                  std::vector<string>* output_tensor_names) {
   if (GetSignatureMethodNameCheckFeature() &&
       signature.method_name() != kRegressMethodName) {
     return errors::InvalidArgument(strings::StrCat(
@@ -207,7 +207,7 @@ Status PreProcessRegression(const SignatureDef& signature,
   return absl::OkStatus();
 }
 
-Status PostProcessRegressionResult(
+absl::Status PostProcessRegressionResult(
     const SignatureDef& signature, int num_examples,
     const std::vector<string>& output_tensor_names,
     const std::vector<Tensor>& output_tensors, RegressionResult* result) {
@@ -266,12 +266,12 @@ Status PostProcessRegressionResult(
   return absl::OkStatus();
 }
 
-Status RunRegress(const RunOptions& run_options,
-                  const MetaGraphDef& meta_graph_def,
-                  const absl::optional<int64_t>& servable_version,
-                  Session* session, const RegressionRequest& request,
-                  RegressionResponse* response,
-                  const thread::ThreadPoolOptions& thread_pool_options) {
+absl::Status RunRegress(const RunOptions& run_options,
+                        const MetaGraphDef& meta_graph_def,
+                        const absl::optional<int64_t>& servable_version,
+                        Session* session, const RegressionRequest& request,
+                        RegressionResponse* response,
+                        const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
   TF_RETURN_IF_ERROR(GetRegressionSignatureDef(request.model_spec(),
                                                meta_graph_def, &signature));
diff --git a/tensorflow_serving/servables/tensorflow/regressor_test.cc b/tensorflow_serving/servables/tensorflow/regressor_test.cc
index bb7cc5d271d..69c33c49935 100644
--- a/tensorflow_serving/servables/tensorflow/regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor_test.cc
@@ -65,25 +65,25 @@ class FakeSession : public tensorflow::Session {
   explicit FakeSession(absl::optional<int64_t> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
-  Status Create(const GraphDef& graph) override {
+  absl::Status Create(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
-  Status Extend(const GraphDef& graph) override {
+  absl::Status Extend(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status Close() override {
+  absl::Status Close() override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status ListDevices(std::vector<DeviceAttributes>* response) override {
+  absl::Status ListDevices(std::vector<DeviceAttributes>* response) override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs) override {
+  absl::Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs) override {
     if (expected_timeout_) {
       LOG(FATAL) << "Run() without RunOptions not expected to be called";
     }
@@ -92,21 +92,23 @@ class FakeSession : public tensorflow::Session {
                &run_metadata);
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override {
     return Run(run_options, inputs, output_names, target_nodes, outputs,
                run_metadata, thread::ThreadPoolOptions());
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override {
+  absl::Status Run(
+      const RunOptions& run_options,
+      const std::vector<std::pair<string, Tensor>>& inputs,
+      const std::vector<string>& output_names,
+      const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
+      RunMetadata* run_metadata,
+      const thread::ThreadPoolOptions& thread_pool_options) override {
     if (expected_timeout_) {
       CHECK_EQ(*expected_timeout_, run_options.timeout_in_ms());
     }
@@ -123,8 +125,8 @@ class FakeSession : public tensorflow::Session {
   }
 
   // Parses TensorFlow Examples from a string Tensor.
-  static Status GetExamples(const Tensor& input,
-                            std::vector<Example>* examples) {
+  static absl::Status GetExamples(const Tensor& input,
+                                  std::vector<Example>* examples) {
     examples->clear();
     const int batch_size = input.dim_size(0);
     const auto& flat_input = input.flat<tstring>();
@@ -151,9 +153,9 @@ class FakeSession : public tensorflow::Session {
   // Creates a Tensor by copying the "output" feature from each Example.
   // Requires each Example have an bytes feature called "class" which is of the
   // same non-zero length.
-  static Status GetOutputTensor(const std::vector<Example>& examples,
-                                const string& output_tensor_name,
-                                Tensor* tensor) {
+  static absl::Status GetOutputTensor(const std::vector<Example>& examples,
+                                      const string& output_tensor_name,
+                                      Tensor* tensor) {
     if (examples.empty()) {
       return errors::Internal("empty example list");
     }
@@ -232,7 +234,7 @@ class RegressorTest : public ::testing::TestWithParam<bool> {
     return example;
   }
 
-  Status Create() {
+  absl::Status Create() {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
     saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
     saved_model->session = std::move(saved_model_bundle_->session);
@@ -374,7 +376,7 @@ TEST_P(RegressorTest, InvalidNamedSignature) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example_with_output(2.0);
   *examples->Add() = example_with_output(3.0);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
@@ -397,7 +399,7 @@ TEST_P(RegressorTest, MalformedOutputs) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example_with_output(2.0);
   *examples->Add() = example_with_output(3.0);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
 
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
@@ -417,7 +419,7 @@ TEST_P(RegressorTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -432,7 +434,7 @@ TEST_P(RegressorTest, EmptyInput) {
 TEST_P(RegressorTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   request_.mutable_input()->mutable_example_list();
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -450,7 +452,7 @@ TEST_P(RegressorTest, EmptyExampleListWithContext) {
   *request_.mutable_input()
        ->mutable_example_list_with_context()
        ->mutable_context() = example_with_output(3);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -471,7 +473,7 @@ TEST_P(RegressorTest, RunsFails) {
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
   RegressionResponse response;
@@ -491,7 +493,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorSize) {
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("output batch size"));
   EXPECT_CALL(*mock, Run(_, _, _, _, _, _, _))
@@ -515,7 +517,7 @@ TEST_P(RegressorTest, UnexpectedOutputTensorType) {
   TF_ASSERT_OK(Create());
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example_with_output(2.0);
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected output Tensor of DT_FLOAT"));
@@ -542,7 +544,7 @@ TEST_P(RegressorTest, MissingRegressionSignature) {
   *request_.mutable_input()->mutable_example_list()->mutable_examples()->Add() =
       example;
   // TODO(b/26220896): This error should move to construction time.
-  Status status = regressor_->Regress(request_, &result_);
+  absl::Status status = regressor_->Regress(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index ae9e0d7adbf..1b749199a16 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -55,9 +55,10 @@ std::vector<SignatureDef> GetSignatureDefs(const SavedModelBundle& bundle) {
 // TODO(b/140959776): Move this upstream alongside `kSavedModelFilenamePb`.
 const char kTfLiteModelFilename[] = "model.tflite";
 
-Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
-                       const SessionOptions& options, int num_interpreter_pools,
-                       int num_interpreters_per_pool) {
+absl::Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
+                             const SessionOptions& options,
+                             int num_interpreter_pools,
+                             int num_interpreters_per_pool) {
   std::unique_ptr<TfLiteSession> session;
 
   const string& fname = io::JoinPath(model_dir, kTfLiteModelFilename);
@@ -88,7 +89,7 @@ bool TfLiteModelFound(const string& model_dir) {
 
 }  // namespace
 
-Status SavedModelBundleFactory::Create(
+absl::Status SavedModelBundleFactory::Create(
     const SessionBundleConfig& config,
     std::unique_ptr<SavedModelBundleFactory>* factory) {
   std::shared_ptr<Batcher> batcher;
@@ -100,24 +101,24 @@ Status SavedModelBundleFactory::Create(
   return absl::OkStatus();
 }
 
-Status SavedModelBundleFactory::EstimateResourceRequirement(
+absl::Status SavedModelBundleFactory::EstimateResourceRequirement(
     const string& path, ResourceAllocation* estimate) const {
   return EstimateResourceFromPath(
       path, config_.resource_estimation_uses_validation_result(), estimate);
 }
 
-Status SavedModelBundleFactory::CreateSavedModelBundleWithMetadata(
+absl::Status SavedModelBundleFactory::CreateSavedModelBundleWithMetadata(
     const Loader::Metadata& metadata, const string& path,
     std::unique_ptr<SavedModelBundle>* bundle) {
   return InternalCreateSavedModelBundle(metadata, path, bundle);
 }
 
-Status SavedModelBundleFactory::CreateSavedModelBundle(
+absl::Status SavedModelBundleFactory::CreateSavedModelBundle(
     const string& path, std::unique_ptr<SavedModelBundle>* bundle) {
   return InternalCreateSavedModelBundle({}, path, bundle);
 }
 
-Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
+absl::Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     const absl::optional<Loader::Metadata>& metadata, const string& path,
     std::unique_ptr<SavedModelBundle>* bundle) {
   bundle->reset(new SavedModelBundle);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
index 20ebb7f5ae0..7fedd63dbae 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_test_util.cc
@@ -66,9 +66,9 @@ void PopulateRegressionRequest(RegressionRequest* request) {
   request->mutable_model_spec()->set_signature_name(kRegressMethodName);
 }
 
-Status PopulatePredictionLog(PredictionLog* prediction_log,
-                             PredictionLog::LogTypeCase log_type,
-                             int num_repeated_values) {
+absl::Status PopulatePredictionLog(PredictionLog* prediction_log,
+                                   PredictionLog::LogTypeCase log_type,
+                                   int num_repeated_values) {
   if ((num_repeated_values > 1) &&
       (log_type != PredictionLog::kPredictStreamedLog)) {
     return errors::InvalidArgument(
@@ -106,9 +106,9 @@ Status PopulatePredictionLog(PredictionLog* prediction_log,
   return absl::OkStatus();
 }
 
-Status WriteWarmupData(const string& fname,
-                       const std::vector<string>& warmup_records,
-                       int num_warmup_records) {
+absl::Status WriteWarmupData(const string& fname,
+                             const std::vector<string>& warmup_records,
+                             int num_warmup_records) {
   Env* env = Env::Default();
   std::unique_ptr<WritableFile> file;
   TF_RETURN_IF_ERROR(env->NewWritableFile(fname, &file));
@@ -124,7 +124,7 @@ Status WriteWarmupData(const string& fname,
   return absl::OkStatus();
 }
 
-Status WriteWarmupDataAsSerializedProtos(
+absl::Status WriteWarmupDataAsSerializedProtos(
     const string& fname, const std::vector<string>& warmup_records,
     int num_warmup_records) {
   Env* env = Env::Default();
@@ -139,7 +139,7 @@ Status WriteWarmupDataAsSerializedProtos(
   return absl::OkStatus();
 }
 
-Status AddMixedWarmupData(
+absl::Status AddMixedWarmupData(
     std::vector<string>* warmup_records,
     const std::vector<PredictionLog::LogTypeCase>& log_types) {
   for (auto& log_type : log_types) {
@@ -148,9 +148,9 @@ Status AddMixedWarmupData(
   return absl::OkStatus();
 }
 
-Status AddToWarmupData(std::vector<string>* warmup_records,
-                       PredictionLog::LogTypeCase log_type,
-                       int num_repeated_values) {
+absl::Status AddToWarmupData(std::vector<string>* warmup_records,
+                             PredictionLog::LogTypeCase log_type,
+                             int num_repeated_values) {
   PredictionLog prediction_log;
   TF_RETURN_IF_ERROR(
       PopulatePredictionLog(&prediction_log, log_type, num_repeated_values));
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index b31af35763d..4a889447dd3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -58,9 +58,9 @@ uint64_t GetLatencyMicroseconds(const uint64_t start_microseconds) {
 constexpr char WarmupConsts::kRequestsFileName[];
 constexpr int WarmupConsts::kMaxNumRecords;
 
-Status RunSavedModelWarmup(
+absl::Status RunSavedModelWarmup(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
-    std::function<Status(PredictionLog)> warmup_request_executor) {
+    std::function<absl::Status(PredictionLog)> warmup_request_executor) {
   WarmupStateRegistry::Handle warmup_handle;
   auto per_model_data = std::make_unique<WarmupStateRegistry::PerModelData>();
   per_model_data->warmup_all_batch_sizes =
@@ -102,7 +102,7 @@ Status RunSavedModelWarmup(
           ? std::max(model_warmup_options.num_model_warmup_threads().value(), 1)
           : 1;
   std::unique_ptr<tensorflow::io::SequentialRecordReader> tf_record_file_reader;
-  Status status;
+  absl::Status status;
   int num_warmup_records = 0;
   if (num_model_warmup_threads <= 1) {
     tf_record_file_reader.reset(
@@ -132,7 +132,7 @@ Status RunSavedModelWarmup(
       ::tensorflow::mutex mu;
       int num_thread_task_done ABSL_GUARDED_BY(mu){0};
       int num_warmup_records ABSL_GUARDED_BY(mu){0};
-      ::tensorflow::Status warm_up_status ABSL_GUARDED_BY(mu);
+      absl::Status warm_up_status ABSL_GUARDED_BY(mu);
       // Condition variable to wait until all scheduled warmup tasks are
       // executed.
       ::tensorflow::condition_variable done ABSL_GUARDED_BY(mu);
@@ -153,10 +153,10 @@ Status RunSavedModelWarmup(
       executor->Schedule([state, num_request_iterations,
                           warmup_request_executor, warmup_path,
                           num_model_warmup_threads]() {
-        Status status = absl::OkStatus();
+        absl::Status status = absl::OkStatus();
         while (status.ok()) {
           tstring record;
-          Status execution_status;
+          absl::Status execution_status;
           tensorflow::serving::PredictionLog prediction_log;
           {
             ::tensorflow::mutex_lock lock(state->mu);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index b1e3a5f25d3..cb660cc8908 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -174,7 +174,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  const Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -197,7 +197,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
                                internal::WarmupConsts::kMaxNumRecords + 1));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  const Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -219,7 +219,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   std::vector<string> warmup_records = {"malformed_record"};
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
-  const Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -243,7 +243,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  Status status = RunSavedModelWarmup(
+  absl::Status status = RunSavedModelWarmup(
       CreateModelWarmupOptions(), base_path, [](PredictionLog prediction_log) {
         return errors::InvalidArgument("Run failed");
       });

From 313413006655bcab8ef24af074456e4d68d1c32b Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Thu, 31 Oct 2024 11:43:22 -0700
Subject: [PATCH 7727/8103] Update release notes for 2.18.0

PiperOrigin-RevId: 691881445
---
 RELEASE.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 642cb8b1289..f27a693b3ee 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,18 @@
+# Release 2.18.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Update version for 2.18.0 release. (#2264) (commit: 5815bfdd1d1bbd9d0d3557576c98f13afc4d9016)
+* This release is based on TF version 2.18.0.
+
 # Release 2.18.0-rc0
 
 ## Major Features and Improvements

From fe644d5ed1bdf56c6cb1b9e6de2651d27ccfa221 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 1 Nov 2024 22:15:36 -0700
Subject: [PATCH 7728/8103] Automated Code Change

PiperOrigin-RevId: 692391708
---
 tensorflow_serving/core/aspired_versions_manager.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index c93321931e4..6b5321fe22a 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -123,7 +123,7 @@ string ServableVersionsDebugString(
   for (const ServableData<std::unique_ptr<Loader>>& version : versions) {
     version_strings.push_back(version.id().DebugString());
   }
-  return str_util::Join(version_strings, ", ");
+  return absl::StrJoin(version_strings, ", ");
 }
 
 }  // namespace

From 1352a52f49088d1a9bdb2cb2bb7fe6a28af68d63 Mon Sep 17 00:00:00 2001
From: Eric Salo <salo@google.com>
Date: Mon, 4 Nov 2024 18:48:06 -0800
Subject: [PATCH 7729/8103] internal change

PiperOrigin-RevId: 693163554
---
 tensorflow_serving/apis/prediction_service.proto | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/apis/prediction_service.proto b/tensorflow_serving/apis/prediction_service.proto
index 54aa9f045d0..44e655417fd 100644
--- a/tensorflow_serving/apis/prediction_service.proto
+++ b/tensorflow_serving/apis/prediction_service.proto
@@ -2,7 +2,6 @@ syntax = "proto3";
 
 package tensorflow.serving;
 option cc_enable_arenas = true;
-// internal rpc option
 
 import "tensorflow_serving/apis/classification.proto";
 import "tensorflow_serving/apis/get_model_metadata.proto";

From 2ece3e4c37401da13c710a989970d8536409e855 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 7 Nov 2024 15:35:59 -0800
Subject: [PATCH 7730/8103] Adds option to return stop tokens to
 PredictRequest.

PiperOrigin-RevId: 694270327
---
 tensorflow_serving/apis/predict.proto | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index c2af48e13bd..831785a8020 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -66,6 +66,10 @@ message PredictRequest {
     // Only supported in disaggregated serving. When set, additional arrays from
     // prefill will be returned if available.
     optional bool return_additional_arrays_from_prefill = 3;
+
+    // Returns these stop tokens in response if the model stops at them. The
+    // model may stop at other tokens, but will not return them in the response.
+    repeated int64 return_stoptokens = 4;
   }
 
   optional RequestOptions request_options = 7;

From ffc679630f29c57c1a048adf83325cae76802134 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 11 Nov 2024 12:53:49 -0800
Subject: [PATCH 7731/8103] Remove obsolete anyinvocable flag

PiperOrigin-RevId: 695452070
---
 .bazelrc | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.bazelrc b/.bazelrc
index eb2a873f4d5..b77d460f564 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -94,10 +94,6 @@ build --experimental_cc_shared_library
 # uses TensorFlow for all IO operations.
 build --define=use_tensorflow_io=1
 
-# TensorFlow Decision Forests need absl::anyInvocable support for new versions 
-# of Tensorflow.
-build --define use_absl_anyinvocable=1
-
 # TensorFlow Decision Forests does not use Absl concurrency primitives on MacOs.
 # Reason: TensorFlow/ABSL ODR violation (b/214189609) # copybara:strip
 build:macos --define std_synchronization_primitives=1

From c94bd93ecd1bb68ec360bb945cdf4ed54ddb98c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Nov 2024 00:08:45 -0800
Subject: [PATCH 7732/8103] Automated Code Change

PiperOrigin-RevId: 696413099
---
 .../model_servers/tensorflow_model_server_test.py               | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test.py b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
index 32e53c05885..8ad8f91b153 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test.py
@@ -34,7 +34,7 @@
 sys.path = ([i for i in sys.path if 'bazel-out' not in i] +
             [i for i in sys.path if 'bazel-out' in i])
 
-# This is a placeholder for a Google-internal import.  # pylint: disable=g-import-not-at-top
+
 
 import grpc
 from six.moves import range

From db746a01991426c8ef5e37f5c1371883bbc92d66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 14 Nov 2024 14:02:24 -0800
Subject: [PATCH 7733/8103] Automated Code Change

PiperOrigin-RevId: 696642415
---
 tensorflow_serving/example/mnist_client.py                      | 2 --
 tensorflow_serving/example/mnist_saved_model.py                 | 2 --
 tensorflow_serving/example/resnet_client_grpc.py                | 2 --
 .../experimental/example/half_plus_two_with_rpop_client.py      | 2 --
 .../experimental/example/remote_predict_client.py               | 2 --
 .../ops/remote_predict/python/ops/remote_predict_ops.py         | 1 -
 .../model_servers/tensorflow_model_server_test_client.py        | 2 --
 .../test_util/tensorflow_model_server_test_base.py              | 2 --
 .../servables/tensorflow/testdata/export_bad_half_plus_two.py   | 2 --
 .../servables/tensorflow/testdata/export_counter.py             | 1 -
 .../servables/tensorflow/testdata/parse_example_tflite.py       | 1 -
 .../servables/tensorflow/testdata/saved_model_half_plus_two.py  | 1 -
 12 files changed, 20 deletions(-)

diff --git a/tensorflow_serving/example/mnist_client.py b/tensorflow_serving/example/mnist_client.py
index a9078cc2c8f..fd90af69b2d 100644
--- a/tensorflow_serving/example/mnist_client.py
+++ b/tensorflow_serving/example/mnist_client.py
@@ -30,8 +30,6 @@
 import sys
 import threading
 
-# This is a placeholder for a Google-internal import.
-
 import grpc
 import numpy
 import tensorflow as tf
diff --git a/tensorflow_serving/example/mnist_saved_model.py b/tensorflow_serving/example/mnist_saved_model.py
index 3f3672b27e2..0bb3053893c 100644
--- a/tensorflow_serving/example/mnist_saved_model.py
+++ b/tensorflow_serving/example/mnist_saved_model.py
@@ -30,8 +30,6 @@
 import os
 import sys
 
-# This is a placeholder for a Google-internal import.
-
 import tensorflow as tf
 
 from tensorflow.python.ops import lookup_ops
diff --git a/tensorflow_serving/example/resnet_client_grpc.py b/tensorflow_serving/example/resnet_client_grpc.py
index 5a7171c6caf..96e22ee8d2c 100644
--- a/tensorflow_serving/example/resnet_client_grpc.py
+++ b/tensorflow_serving/example/resnet_client_grpc.py
@@ -20,8 +20,6 @@
 
 import io
 
-# This is a placeholder for a Google-internal import.
-
 import grpc
 import numpy as np
 from PIL import Image
diff --git a/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
index b5b4bf7fb55..261c8a029dc 100644
--- a/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
+++ b/tensorflow_serving/experimental/example/half_plus_two_with_rpop_client.py
@@ -38,8 +38,6 @@
 """
 from __future__ import print_function
 
-# This is a placeholder for a Google-internal import.
-
 import grpc
 import tensorflow.compat.v1 as tf
 
diff --git a/tensorflow_serving/experimental/example/remote_predict_client.py b/tensorflow_serving/experimental/example/remote_predict_client.py
index 1f09a26c077..ccf98a12c2c 100644
--- a/tensorflow_serving/experimental/example/remote_predict_client.py
+++ b/tensorflow_serving/experimental/example/remote_predict_client.py
@@ -19,8 +19,6 @@
 
 from __future__ import print_function
 
-# This is a placeholder for a Google-internal import.
-
 import tensorflow.compat.v1 as tf
 
 from tensorflow_serving.experimental.tensorflow.ops.remote_predict.python.ops import remote_predict_ops
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
index 59e3541c79c..b2854503459 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/python/ops/remote_predict_ops.py
@@ -19,7 +19,6 @@
 from __future__ import print_function
 
 import os.path
-# This is a placeholder for a Google-internal import.
 import tensorflow.compat.v1 as tf
 
 from tensorflow_serving.experimental.tensorflow.ops.remote_predict.ops import gen_remote_predict_op
diff --git a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
index 546726a9ab2..11274737ec7 100644
--- a/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
+++ b/tensorflow_serving/model_servers/tensorflow_model_server_test_client.py
@@ -18,8 +18,6 @@
 from __future__ import division
 from __future__ import print_function
 
-# This is a placeholder for a Google-internal import.
-
 import grpc
 import tensorflow as tf
 
diff --git a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
index 62c591c4d63..1a0b250a12d 100644
--- a/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
+++ b/tensorflow_serving/model_servers/test_util/tensorflow_model_server_test_base.py
@@ -27,8 +27,6 @@
 import subprocess
 import time
 
-# This is a placeholder for a Google-internal import.
-
 import grpc
 from six.moves import range
 from six.moves import urllib
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
index d8b58ef1754..b5b7bde74c7 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/export_bad_half_plus_two.py
@@ -20,8 +20,6 @@
 
 import os
 
-# This is a placeholder for a Google-internal import.
-
 import tensorflow as tf
 
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
index 1e733199b24..c4ada219c92 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/export_counter.py
@@ -22,7 +22,6 @@
 from __future__ import division
 from __future__ import print_function
 
-# This is a placeholder for a Google-internal import.
 import tensorflow as tf
 
 
diff --git a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
index 854322a9f08..17790e90b2d 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/parse_example_tflite.py
@@ -33,7 +33,6 @@
 import argparse
 import sys
 
-# This is a placeholder for a Google-internal import.
 import tensorflow.compat.v1 as tf
 
 from tensorflow.lite.tools.signature import signature_def_utils
diff --git a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
index 4c9b7c80157..fe05c062cf0 100644
--- a/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
+++ b/tensorflow_serving/servables/tensorflow/testdata/saved_model_half_plus_two.py
@@ -53,7 +53,6 @@
 import os
 import sys
 
-# This is a placeholder for a Google-internal import.
 import tensorflow.compat.v1 as tf
 
 from tensorflow.lite.tools.signature import signature_def_utils

From 2c9e66b26e579258945bc3efe186a83e092485fd Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Wed, 20 Nov 2024 17:21:33 -0800
Subject: [PATCH 7734/8103] Move `tsl/platform/{cloud,default,windows}` to
 `xla/tsl/platform`

PiperOrigin-RevId: 698575496
---
 tensorflow_serving/serving.bzl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index f2f19ca971a..b4eb4f4bd96 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,5 @@
 load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
-load("@local_tsl//tsl/platform/default:build_config.bzl", "py_proto_library")
+load("@local_xla//xla/tsl/platform/default:build_config.bzl", "py_proto_library")
 
 def if_oss(oss_value):
     """Returns oss_value if in OSS build env.

From d0a16ccb98167ab182a8d4d75640e8124ed8c223 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 26 Nov 2024 17:10:07 -0800
Subject: [PATCH 7735/8103] Use hermetic python version.

PiperOrigin-RevId: 700502707
---
 WORKSPACE | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6f1ce211998..7f03a19e118 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -59,10 +59,24 @@ http_archive(
 
 load("@rules_python//python:repositories.bzl", "python_register_toolchains")
 
+load(
+    "@rules_python//python:repositories.bzl",
+    "py_repositories",
+    "python_register_toolchains",
+)
+py_repositories()
+
+load(
+    "@org_tensorflow//tensorflow/tools/toolchains/python:python_repo.bzl",
+    "python_repository",
+)
+python_repository(name = "python_version_repo")
+load("@python_version_repo//:py_version.bzl", "HERMETIC_PYTHON_VERSION")
+
 python_register_toolchains(
     name = "python",
     ignore_root_user_error = True,
-    python_version = "3.9",
+    python_version = HERMETIC_PYTHON_VERSION,
 )
 
 # Initialize TensorFlow's external dependencies.

From a3c9841290ef3bde22012955395d43bfe8321d71 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 26 Nov 2024 20:16:32 -0800
Subject: [PATCH 7736/8103] Internal change.

PiperOrigin-RevId: 700542809
---
 WORKSPACE                               |  1 +
 third_party/tensorflow/BUILD            |  1 +
 third_party/tensorflow/tensorflow.patch | 12 ++++++++++++
 3 files changed, 14 insertions(+)
 create mode 100644 third_party/tensorflow/BUILD
 create mode 100644 third_party/tensorflow/tensorflow.patch

diff --git a/WORKSPACE b/WORKSPACE
index 7f03a19e118..a422ea0da26 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -26,6 +26,7 @@ tensorflow_http_archive(
     name = "org_tensorflow",
     sha256 = "68c4961e7d710e32e89420a1aeb19d484bc3dfea53f9945c26818fe61f08c37a",
     git_commit = "4ae0afa5794f1e9ecc1f08d160464680c973b812",
+    patch = "//third_party/tensorflow:tensorflow.patch",
 )
 
 # Import all of TensorFlow Serving's external dependencies.
diff --git a/third_party/tensorflow/BUILD b/third_party/tensorflow/BUILD
new file mode 100644
index 00000000000..2d59128ba16
--- /dev/null
+++ b/third_party/tensorflow/BUILD
@@ -0,0 +1 @@
+# Empty BUILD so this is treated like a package.
diff --git a/third_party/tensorflow/tensorflow.patch b/third_party/tensorflow/tensorflow.patch
new file mode 100644
index 00000000000..e1eec965e4d
--- /dev/null
+++ b/third_party/tensorflow/tensorflow.patch
@@ -0,0 +1,12 @@
+diff --git a/tensorflow/tools/toolchains/python/python_repo.bzl b/tensorflow/tools/toolchains/python/python_repo.bzl
+index 47fe64d7b7b..a01a1f19c8b 100644
+--- a/tensorflow/tools/toolchains/python/python_repo.bzl
++++ b/tensorflow/tools/toolchains/python/python_repo.bzl
+@@ -21,6 +21,7 @@ TF_PYTHON_VERSION = "{}"
+ HERMETIC_PYTHON_VERSION = "{}"
+ WHEEL_NAME = "{}"
+ WHEEL_COLLAB = "{}"
++USE_PYWRAP_RULES = "False"
+ """
+ 
+ def _python_repository_impl(repository_ctx):

From 29d86564cc5a6932ea69b7c6a217ec7b9106a058 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 26 Nov 2024 21:33:05 -0800
Subject: [PATCH 7737/8103] Automated Code Change

PiperOrigin-RevId: 700556631
---
 tensorflow_serving/apis/BUILD | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index b42ce6c3786..3f4dc15a460 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -2,6 +2,8 @@
 
 # buildifier: disable=out-of-order-load
 
+# Placeholder: load java_proto_library
+
 # Placeholder: load py_library
 # Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")

From 84b3e7ab7c118a2b7bf2ac555ebd3227f24916a2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 1 Dec 2024 06:24:49 -0800
Subject: [PATCH 7738/8103] Automated Code Change

PiperOrigin-RevId: 701691089
---
 .../batching/batch_scheduler_retrier_test.cc  |  10 +-
 .../batching/batching_session.cc              | 106 +++++++++---------
 .../batching/batching_session_test.cc         |  55 ++++-----
 tensorflow_serving/batching/batching_util.cc  |  19 ++--
 .../batching/batching_util_test.cc            |   2 +-
 .../streaming_batch_scheduler_test.cc         |   7 +-
 .../tfrt_saved_model_with_batching.cc         |  59 +++++-----
 .../tfrt_saved_model_with_batching_test.cc    |  22 ++--
 .../batching/threadsafe_status.cc             |  10 +-
 9 files changed, 149 insertions(+), 141 deletions(-)

diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index df51f40ab48..79ca63ee2ef 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -49,7 +49,7 @@ class BrokenScheduler : public BatchScheduler<FakeTask> {
   BrokenScheduler() = default;
   ~BrokenScheduler() override = default;
 
-  Status Schedule(std::unique_ptr<FakeTask>* task) override {
+  absl::Status Schedule(std::unique_ptr<FakeTask>* task) override {
     ++num_submit_calls_;
     return errors::Unknown("BrokenScheduler faithfully failing");
   }
@@ -76,7 +76,7 @@ class StubbornScheduler : public BatchScheduler<FakeTask> {
       : num_attempts_to_succeed_(num_attempts_to_succeed) {}
   ~StubbornScheduler() override = default;
 
-  Status Schedule(std::unique_ptr<FakeTask>* task) override {
+  absl::Status Schedule(std::unique_ptr<FakeTask>* task) override {
     ++num_attempts_;
     if (num_attempts_ >= num_attempts_to_succeed_) {
       std::unique_ptr<FakeTask> consumed_task = std::move(*task);
@@ -124,7 +124,7 @@ TEST(BatchSchedulerRetrierTest, PermanentFailure) {
   TF_CHECK_OK(BatchSchedulerRetrier<FakeTask>::Create(
       options, std::move(broken_scheduler), &retrier));
   auto task = std::unique_ptr<FakeTask>(new FakeTask);
-  Status status = retrier->Schedule(&task);
+  absl::Status status = retrier->Schedule(&task);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(error::UNKNOWN, status.code());
   EXPECT_FALSE(task == nullptr);
@@ -154,7 +154,7 @@ TEST(BatchSchedulerRetrierTest, MaxTime) {
           {}, "RunRetrier",
           [&retrier, &expect_success, &done]() {
             auto task = std::unique_ptr<FakeTask>(new FakeTask);
-            Status status = retrier->Schedule(&task);
+            absl::Status status = retrier->Schedule(&task);
             EXPECT_EQ(expect_success, status.ok());
             if (!status.ok()) {
               EXPECT_EQ(error::UNAVAILABLE, status.code());
@@ -196,7 +196,7 @@ TEST(BatchSchedulerRetrierTest, RetryDelay) {
       {}, "RunRetrier",
       [&retrier, &done]() {
         auto task = std::unique_ptr<FakeTask>(new FakeTask);
-        Status status = retrier->Schedule(&task);
+        absl::Status status = retrier->Schedule(&task);
         TF_EXPECT_OK(status);
         done.Notify();
       }));
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index 518e62b3058..b3fd640fe8c 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -166,7 +166,7 @@ class BatchingSession : public ServingSession {
   //   signatures, and for each one supplies a lambda to construct a batch
   //   scheduler given a process-batch callback. See batching_session.h for
   //   example usage.
-  static Status Create(
+  static absl::Status Create(
       const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
       const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
           signatures_with_scheduler_creators,
@@ -176,7 +176,7 @@ class BatchingSession : public ServingSession {
   // Same as above but allows for specification of a default scheduler creator
   // which enables requests that don't match an exact signature to also
   // have batching.
-  static Status Create(
+  static absl::Status Create(
       const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
       const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
           signatures_with_scheduler_creators,
@@ -186,10 +186,10 @@ class BatchingSession : public ServingSession {
 
   ~BatchingSession() override = default;
 
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs) override;
+  absl::Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs) override;
 
   // RunOptions handling:
   // Since multiple of these Run() calls get backed into a single call to the
@@ -206,31 +206,33 @@ class BatchingSession : public ServingSession {
   // assuming all individual tasks in a batch have equal cost, which is the
   // assumption before splitting is introduced), the rest of fields in
   // `RunMetadata` are copied from the processing result of first split.
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override;
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override;
 
   // Similar to the function above, but takes an additional
   // 'thread_pool_options' to pass to the underlying Session's Run(). We select
   // an arbitrary 'thread_pool_options' (typically they are the same across
   // calls).
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override;
+  absl::Status Run(
+      const RunOptions& run_options,
+      const std::vector<std::pair<string, Tensor>>& inputs,
+      const std::vector<string>& output_tensor_names,
+      const std::vector<string>& target_node_names,
+      std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+      const thread::ThreadPoolOptions& thread_pool_options) override;
 
-  Status ListDevices(std::vector<DeviceAttributes>* response) override;
+  absl::Status ListDevices(std::vector<DeviceAttributes>* response) override;
 
  private:
   explicit BatchingSession(const BatchingSessionOptions& options,
                            const std::string& thread_pool_name);
 
   // Helper fucntion to run the session.
-  Status InternalRun(
+  absl::Status InternalRun(
       const RunOptions& run_options,
       const std::vector<std::pair<string, Tensor>>& inputs,
       const std::vector<string>& output_tensor_names,
@@ -242,28 +244,28 @@ class BatchingSession : public ServingSession {
   // analyzing the 0th dimension size of each of the tensors. All tensors in the
   // list must have the same 0th dimension size to be batchable. If the sizes
   // are not all identical, returns an error.
-  Status ComputeInputSize(const std::vector<std::pair<string, Tensor>>& inputs,
-                          size_t* size) const;
+  absl::Status ComputeInputSize(
+      const std::vector<std::pair<string, Tensor>>& inputs, size_t* size) const;
 
   // Merges the input tensors in a batch, via concatenation of correspondingly-
   // named tensors. Puts the merged inputs in the order they are in in the
   // signature. Assumes 'batch' is non-empty. Returns an error if there are any
   // mismatches among the tasks in the batch that violate the constraints for
   // batchability.
-  Status MergeInputTensors(
+  absl::Status MergeInputTensors(
       const TensorSignature& signature, const Batch<BatchingSessionTask>& batch,
       std::vector<std::pair<string, Tensor>>* merged_inputs);
 
   // Splits the output of a batched call to 'wrapped_->Run()' into individual
   // task outputs. Assumes the output tensor order matches the signature.
-  Status SplitOutputTensors(const TensorSignature& signature,
-                            const std::vector<Tensor>& combined_outputs,
-                            Batch<BatchingSessionTask>* batch);
+  absl::Status SplitOutputTensors(const TensorSignature& signature,
+                                  const std::vector<Tensor>& combined_outputs,
+                                  Batch<BatchingSessionTask>* batch);
 
   // Splits RunMetadata parts (e.g. costgraph attribution) into individual task
   // outputs.
-  Status SplitRunMetadata(RunMetadata* batch_metadata,
-                          Batch<BatchingSessionTask>* batch);
+  absl::Status SplitRunMetadata(RunMetadata* batch_metadata,
+                                Batch<BatchingSessionTask>* batch);
 
   // Processes one batch of Run() calls with 'signature'. Called by
   // 'batch_scheduler_' in a batch thread.
@@ -295,7 +297,7 @@ class BatchingSession : public ServingSession {
   TF_DISALLOW_COPY_AND_ASSIGN(BatchingSession);
 };
 
-Status BatchingSession::Create(
+absl::Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
         signatures_with_scheduler_creators,
@@ -309,7 +311,7 @@ Status BatchingSession::Create(
   return status;
 }
 
-Status BatchingSession::Create(
+absl::Status BatchingSession::Create(
     const BatchingSessionOptions& options, std::unique_ptr<Session> wrapped,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
         signatures_with_scheduler_creators,
@@ -339,7 +341,7 @@ Status BatchingSession::Create(
   return absl::OkStatus();
 }
 
-Status BatchingSession::Run(
+absl::Status BatchingSession::Run(
     const std::vector<std::pair<string, Tensor>>& inputs,
     const std::vector<string>& output_tensor_names,
     const std::vector<string>& target_node_names,
@@ -349,7 +351,7 @@ Status BatchingSession::Run(
              outputs, &run_metadata);
 }
 
-Status BatchingSession::Run(
+absl::Status BatchingSession::Run(
     const RunOptions& run_options,
     const std::vector<std::pair<string, Tensor>>& inputs,
     const std::vector<string>& output_tensor_names,
@@ -359,7 +361,7 @@ Status BatchingSession::Run(
                      target_node_names, outputs, run_metadata, absl::nullopt);
 }
 
-Status BatchingSession::Run(
+absl::Status BatchingSession::Run(
     const RunOptions& run_options,
     const std::vector<std::pair<string, Tensor>>& inputs,
     const std::vector<string>& output_tensor_names,
@@ -371,7 +373,7 @@ Status BatchingSession::Run(
                      thread_pool_options);
 }
 
-Status BatchingSession::InternalRun(
+absl::Status BatchingSession::InternalRun(
     const RunOptions& run_options,
     const std::vector<std::pair<string, Tensor>>& inputs,
     const std::vector<string>& output_tensor_names,
@@ -434,7 +436,7 @@ Status BatchingSession::InternalRun(
   outputs->clear();
 
   Notification done;
-  Status status;
+  absl::Status status;
   auto task = std::unique_ptr<BatchingSessionTask>(new BatchingSessionTask);
   task->enqueue_time_micros = EnvTime::NowMicros();
   task->run_options = run_options;
@@ -455,7 +457,8 @@ Status BatchingSession::InternalRun(
   return status;
 }
 
-Status BatchingSession::ListDevices(std::vector<DeviceAttributes>* response) {
+absl::Status BatchingSession::ListDevices(
+    std::vector<DeviceAttributes>* response) {
   return wrapped_->ListDevices(response);
 }
 
@@ -463,7 +466,7 @@ BatchingSession::BatchingSession(const BatchingSessionOptions& options,
                                  const std::string& thread_pool_name)
     : options_(options), thread_pool_name_(thread_pool_name) {}
 
-Status BatchingSession::ComputeInputSize(
+absl::Status BatchingSession::ComputeInputSize(
     const std::vector<std::pair<string, Tensor>>& inputs, size_t* size) const {
   TF_RETURN_IF_ERROR(::tensorflow::serving::ComputeTensorBatchSize(
       inputs, size,
@@ -480,7 +483,7 @@ Status BatchingSession::ComputeInputSize(
   return absl::OkStatus();
 }
 
-Status BatchingSession::MergeInputTensors(
+absl::Status BatchingSession::MergeInputTensors(
     const TensorSignature& signature, const Batch<BatchingSessionTask>& batch,
     std::vector<std::pair<string, Tensor>>* merged_inputs) {
   DCHECK_GE(batch.num_tasks(), 1);
@@ -574,7 +577,8 @@ Status BatchingSession::MergeInputTensors(
           "One or more tasks does not conform to batch signature");
     }
     Tensor concated;
-    const Status concat_status = tensor::Concat(tensors->second, &concated);
+    const absl::Status concat_status =
+        tensor::Concat(tensors->second, &concated);
     DCHECK(concat_status.ok()) << concat_status.ToString();
     if (!concat_status.ok()) {
       return errors::Internal("Tensor concat operation failed: ",
@@ -586,7 +590,7 @@ Status BatchingSession::MergeInputTensors(
   return absl::OkStatus();
 }
 
-Status BatchingSession::SplitOutputTensors(
+absl::Status BatchingSession::SplitOutputTensors(
     const TensorSignature& signature,
     const std::vector<Tensor>& combined_outputs,
     Batch<BatchingSessionTask>* batch) {
@@ -633,7 +637,7 @@ Status BatchingSession::SplitOutputTensors(
     }
 
     std::vector<Tensor> split_tensor;
-    const Status split_status =
+    const absl::Status split_status =
         tensor::Split(tensor, task_sizes_plus_optional_padding, &split_tensor);
     DCHECK(split_status.ok()) << split_status.ToString();
     if (!split_status.ok()) {
@@ -673,8 +677,8 @@ Status BatchingSession::SplitOutputTensors(
   return absl::OkStatus();
 }
 
-Status BatchingSession::SplitRunMetadata(RunMetadata* batch_metadata,
-                                         Batch<BatchingSessionTask>* batch) {
+absl::Status BatchingSession::SplitRunMetadata(
+    RunMetadata* batch_metadata, Batch<BatchingSessionTask>* batch) {
   if (batch->num_tasks() > 0) {
     if (batch_metadata->has_cost_graph()) {
       // Scale the batch aggregated to reflect the cost of an individual request
@@ -725,7 +729,7 @@ void BatchingSession::ProcessBatch(
   // Regardless of the outcome, we need to propagate the status to the
   // individual tasks and signal that they are done. We use MakeCleanup() to
   // ensure that this happens no matter how we exit the method below.
-  Status status;
+  absl::Status status;
   auto finally = gtl::MakeCleanup([&status, &batch] {
     for (int i = 0; i < batch->num_tasks(); ++i) {
       BatchingSessionTask* task = batch->mutable_task(i);
@@ -764,9 +768,9 @@ void BatchingSession::ProcessBatch(
         ->Add(dequeue_time_micros - task.enqueue_time_micros);
   }
   if (all_tasks_timeout_exceeded) {
-    status = Status(static_cast<tensorflow::errors::Code>(
-                        absl::StatusCode::kResourceExhausted),
-                    "Run() timeout exceeded while waiting in batching queue");
+    status = absl::Status(
+        static_cast<absl::StatusCode>(absl::StatusCode::kResourceExhausted),
+        "Run() timeout exceeded while waiting in batching queue");
     return;
   }
 
@@ -817,7 +821,7 @@ void BatchingSession::ProcessBatch(
 // Share implementation between `SplitInputTask` here and
 // `BatchResource::SplitInputTask` by refactoring and unifying the naming or
 // type differences of data members.
-Status SplitInputTask(
+absl::Status SplitInputTask(
     std::unique_ptr<BatchingSessionTask>* input_task_ptr,
     int open_batch_remaining_slot, int max_batch_size,
     std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks) {
@@ -947,7 +951,7 @@ Status SplitInputTask(
     // TODO(b/158393551):
     // Figure out the optimal implementation of Split, by using
     // 'Tensor::Slice' and eliminating unnecessary memcpy as much as possible.
-    const Status split_status =
+    const absl::Status split_status =
         tensor::Split(input_tensor, output_task_sizes, &split_tensors);
     if (!split_status.ok()) {
       return errors::Internal(
@@ -969,7 +973,7 @@ Status SplitInputTask(
   return absl::OkStatus();
 }
 
-Status CreateBatchingSession(
+absl::Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
         signatures_with_scheduler_creators,
@@ -984,7 +988,7 @@ Status CreateBatchingSession(
   return absl::OkStatus();
 }
 
-Status CreateBatchingSession(
+absl::Status CreateBatchingSession(
     const BatchingSessionOptions& options,
     const std::vector<SignatureWithBatchingSessionSchedulerCreator>&
         signatures_with_scheduler_creators,
@@ -998,7 +1002,7 @@ Status CreateBatchingSession(
   return absl::OkStatus();
 }
 
-Status CreateBasicBatchingSession(
+absl::Status CreateBasicBatchingSession(
     const BasicBatchScheduler<BatchingSessionTask>::Options& schedule_options,
     const BatchingSessionOptions& batching_session_options,
     const TensorSignature& signature, std::unique_ptr<Session> session,
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 7e9154c49ab..6c4bfc6918c 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -57,43 +57,44 @@ class BatchSizeCapturingSession : public ServingSession {
       : wrapped_(std::move(wrapped)) {}
   ~BatchSizeCapturingSession() override = default;
 
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs) override {
+  absl::Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs) override {
     RunMetadata run_metadata;
     return Run(RunOptions(), inputs, output_tensor_names, target_node_names,
                outputs, &run_metadata);
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override {
     return Run(run_options, inputs, output_tensor_names, target_node_names,
                outputs, run_metadata, thread::ThreadPoolOptions());
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override
-      TF_LOCKS_EXCLUDED(latest_batch_size_mu_) {
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs, RunMetadata* run_metadata,
+                   const thread::ThreadPoolOptions& thread_pool_options)
+      override TF_LOCKS_EXCLUDED(latest_batch_size_mu_) {
     {
       mutex_lock l(latest_batch_size_mu_);
       latest_batch_size_ = inputs[0].second.shape().dim_size(0);
     }
-    Status status = wrapped_->Run(run_options, inputs, output_tensor_names,
-                                  target_node_names, outputs, run_metadata,
-                                  thread_pool_options);
+    absl::Status status = wrapped_->Run(
+        run_options, inputs, output_tensor_names, target_node_names, outputs,
+        run_metadata, thread_pool_options);
     *(run_metadata->mutable_cost_graph()) = cost_graph_;
     return status;
   }
 
-  Status ListDevices(std::vector<DeviceAttributes>* response) override {
+  absl::Status ListDevices(std::vector<DeviceAttributes>* response) override {
     return wrapped_->ListDevices(response);
   }
 
@@ -171,8 +172,8 @@ void ExpectError(const string& error_message,
                  const std::vector<string>& output_tensor_names,
                  Session* session) {
   std::vector<Tensor> outputs;
-  Status status = session->Run(inputs, output_tensor_names,
-                               {} /* target nodes */, &outputs);
+  absl::Status status = session->Run(inputs, output_tensor_names,
+                                     {} /* target nodes */, &outputs);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(error_message, status.message());
 }
@@ -256,10 +257,10 @@ class BatchingSessionTest : public ::testing::TestWithParam<bool> {
 
   bool enable_large_batch_splitting() const { return GetParam(); }
 
-  std::function<
-      Status(std::unique_ptr<BatchingSessionTask>* input_task,
-             int first_output_task_size, int max_batch_size,
-             std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)>
+  std::function<absl::Status(
+      std::unique_ptr<BatchingSessionTask>* input_task,
+      int first_output_task_size, int max_batch_size,
+      std::vector<std::unique_ptr<BatchingSessionTask>>* output_tasks)>
   get_split_input_task_func() const {
     if (enable_large_batch_splitting()) {
       return SplitInputTask;
@@ -997,7 +998,7 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
     run_options.set_timeout_in_ms(1);
     std::vector<Tensor> outputs;
     RunMetadata run_metadata;
-    const Status status =
+    const absl::Status status =
         batching_session->Run(run_options, {{"x", input}}, {"y"} /* outputs */,
                               {} /* target nodes */, &outputs, &run_metadata);
     EXPECT_FALSE(status.ok());
diff --git a/tensorflow_serving/batching/batching_util.cc b/tensorflow_serving/batching/batching_util.cc
index 5274fc0b432..bd6dad36b1f 100644
--- a/tensorflow_serving/batching/batching_util.cc
+++ b/tensorflow_serving/batching/batching_util.cc
@@ -71,9 +71,9 @@ Eigen::array<OneDimPadding, num_dims> CreatePadding(
 // functor produces padded_tensor of shape [1, 4, 7].
 template <typename T, int num_dims>
 struct PadTensor {
-  Status operator()(Tensor input,
-                    const Eigen::array<OneDimPadding, num_dims>& padding,
-                    Tensor* output) {
+  absl::Status operator()(Tensor input,
+                          const Eigen::array<OneDimPadding, num_dims>& padding,
+                          Tensor* output) {
     TensorShape output_shape;
     for (int d = 0; d < num_dims; ++d) {
       // Pad before existing elements.
@@ -104,9 +104,9 @@ struct PadTensor {
 // Invokes padding procedure for specific tensor ranks.
 // Only ranks from 1 to 6 are supported (like in PadOp).
 template <typename T>
-Status PadTensorOfSpecificType(const Tensor& tensor,
-                               absl::Span<const int> max_dim_sizes,
-                               Tensor* output_tensor) {
+absl::Status PadTensorOfSpecificType(const Tensor& tensor,
+                                     absl::Span<const int> max_dim_sizes,
+                                     Tensor* output_tensor) {
   int num_dims = tensor.dims();
   switch (num_dims) {
     case 1: {
@@ -184,10 +184,11 @@ std::map<string, std::vector<int>> CalculateMaxDimSizes(
   return max_dim_sizes;
 }
 
-Status AddPadding(const Tensor& tensor, absl::Span<const int> max_dim_sizes,
-                  Tensor* padded_tensor) {
+absl::Status AddPadding(const Tensor& tensor,
+                        absl::Span<const int> max_dim_sizes,
+                        Tensor* padded_tensor) {
   const DataType input_dtype = tensor.dtype();
-  Status padding_status;
+  absl::Status padding_status;
 #define CASE(type)                                                           \
   case DataTypeToEnum<type>::value: {                                        \
     padding_status =                                                         \
diff --git a/tensorflow_serving/batching/batching_util_test.cc b/tensorflow_serving/batching/batching_util_test.cc
index 21930db7bb0..73da395782d 100644
--- a/tensorflow_serving/batching/batching_util_test.cc
+++ b/tensorflow_serving/batching/batching_util_test.cc
@@ -69,7 +69,7 @@ TEST(BatchingUtilTest, AddPadding) {
       DT_UINT16,     DT_INT8,   DT_STRING, DT_BOOL,    DT_COMPLEX64,
       DT_COMPLEX128, DT_INT64,  DT_QINT8,  DT_QUINT8,  DT_QINT16,
       DT_QUINT16,    DT_QINT32, DT_HALF,   DT_RESOURCE};
-  Status padding_status;
+  absl::Status padding_status;
   for (DataType type : types) {
     Tensor tensor(type, {10, 20, 30});
 #define INIT_TYPE(T)                      \
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
index 55e2f0e0b4c..8f0c25ee902 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
@@ -49,9 +49,10 @@ class FakeTask : public BatchTask {
 
 // Creates a FakeTask of size 'task_size', and calls 'scheduler->Schedule()' on
 // that task. Returns the resulting status.
-Status ScheduleTask(size_t task_size, BatchScheduler<FakeTask>* scheduler) {
+absl::Status ScheduleTask(size_t task_size,
+                          BatchScheduler<FakeTask>* scheduler) {
   std::unique_ptr<FakeTask> task(new FakeTask(task_size));
-  Status status = scheduler->Schedule(&task);
+  absl::Status status = scheduler->Schedule(&task);
   // Schedule() should have consumed 'task' iff it returned Status::OK.
   CHECK_EQ(status.ok(), task == nullptr);
   return status;
@@ -296,7 +297,7 @@ TEST(StreamingBatchSchedulerTest, ConstMethods) {
 
     // Make another Schedule() call while the threads are full, which should
     // yield an UNAVAILABLE error.
-    Status status = ScheduleTask(1, scheduler.get());
+    absl::Status status = ScheduleTask(1, scheduler.get());
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::UNAVAILABLE, status.code());
     EXPECT_EQ(0, scheduler->NumEnqueuedTasks());
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
index 04244f0c376..0a5349d5e0c 100644
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
@@ -41,11 +41,12 @@ auto *queuing_latency = monitoring::Sampler<0>::New(
 // Batching implementation of SavedModel.
 class SavedModelWithBatching : public tfrt::SavedModel {
  public:
-  static Status Create(const SavedModelBatchingOptions &options,
-                       const std::vector<FuncNameWithBatchingSchedulerCreator>
-                           &func_name_with_batching_scheduler_creator,
-                       std::unique_ptr<SavedModel> saved_model,
-                       std::unique_ptr<SavedModel> *result);
+  static absl::Status Create(
+      const SavedModelBatchingOptions &options,
+      const std::vector<FuncNameWithBatchingSchedulerCreator>
+          &func_name_with_batching_scheduler_creator,
+      std::unique_ptr<SavedModel> saved_model,
+      std::unique_ptr<SavedModel> *result);
 
   // Public ctor because of absl::make_unique. It's okay given the class is
   // not publicly visible.
@@ -68,11 +69,11 @@ class SavedModelWithBatching : public tfrt::SavedModel {
   // The semantics of Run() is identical to its parent, it internally blocks,
   // batches multiple Run() and splits the result once the batch finishes and
   // unblocks.
-  Status Run(const tfrt::SavedModel::RunOptions &run_options,
-             absl::string_view func_name, absl::Span<const Tensor> inputs,
-             std::vector<Tensor> *outputs) override;
+  absl::Status Run(const tfrt::SavedModel::RunOptions &run_options,
+                   absl::string_view func_name, absl::Span<const Tensor> inputs,
+                   std::vector<Tensor> *outputs) override;
 
-  Status RunMultipleSignatures(
+  absl::Status RunMultipleSignatures(
       const RunOptions &run_options, absl::Span<const std::string> names,
       absl::Span<const std::vector<tensorflow::Tensor>> multi_inputs,
       std::vector<std::vector<tensorflow::Tensor>> *multi_outputs) override {
@@ -82,7 +83,7 @@ class SavedModelWithBatching : public tfrt::SavedModel {
                                            multi_outputs);
   }
 
-  Status RunByTensorNames(
+  absl::Status RunByTensorNames(
       const RunOptions &run_options,
       absl::Span<const std::pair<std::string, tensorflow::Tensor>> inputs,
       absl::Span<const std::string> output_tensor_names,
@@ -99,14 +100,14 @@ class SavedModelWithBatching : public tfrt::SavedModel {
                     std::unique_ptr<Batch<SavedModelBatchingTask>> batch);
 
   // Batches tensors in `batch` and stores the result in `batch_inputs`.
-  Status BatchInputTensors(absl::string_view func_name,
-                           const Batch<SavedModelBatchingTask> &batch,
-                           std::vector<Tensor> *batch_inputs);
+  absl::Status BatchInputTensors(absl::string_view func_name,
+                                 const Batch<SavedModelBatchingTask> &batch,
+                                 std::vector<Tensor> *batch_inputs);
 
   // For each tensor in `combined_outputs`, splits it according to `batch` and
   // stores the result in corresponding BatchingTask.
-  Status SplitOutputTensors(std::vector<Tensor> combined_outputs,
-                            Batch<SavedModelBatchingTask> *batch);
+  absl::Status SplitOutputTensors(std::vector<Tensor> combined_outputs,
+                                  Batch<SavedModelBatchingTask> *batch);
 
   const SavedModelBatchingOptions options_;
 
@@ -126,7 +127,7 @@ SavedModelWithBatching::SavedModelWithBatching(
       options_(options),
       wrapped_(std::move(saved_model)) {}
 
-Status SavedModelWithBatching::Create(
+absl::Status SavedModelWithBatching::Create(
     const SavedModelBatchingOptions &options,
     const std::vector<FuncNameWithBatchingSchedulerCreator>
         &func_name_with_batching_scheduler_creators,
@@ -172,10 +173,10 @@ Status SavedModelWithBatching::Create(
     }
   }
   *result = std::move(saved_model_with_batching);
-  return Status();
+  return absl::Status();
 }
 
-Status SavedModelWithBatching::Run(
+absl::Status SavedModelWithBatching::Run(
     const tfrt::SavedModel::RunOptions &run_options,
     absl::string_view func_name, absl::Span<const Tensor> inputs,
     std::vector<Tensor> *outputs) {
@@ -202,7 +203,7 @@ Status SavedModelWithBatching::Run(
   outputs->clear();
 
   Notification done;
-  Status status;
+  absl::Status status;
   auto task = absl::make_unique<SavedModelBatchingTask>();
   TF_RETURN_IF_ERROR(ComputeTensorBatchSize(
       inputs, &task->zeroth_dim_size,
@@ -255,7 +256,7 @@ std::vector<absl::InlinedVector<int, 4>> CalculateMaxDimSizes(
   return max_dim_sizes;
 }
 
-Status SavedModelWithBatching::BatchInputTensors(
+absl::Status SavedModelWithBatching::BatchInputTensors(
     absl::string_view func_name, const Batch<SavedModelBatchingTask> &batch,
     std::vector<Tensor> *batch_inputs) {
   if (batch.num_tasks() < 1) {
@@ -319,7 +320,7 @@ Status SavedModelWithBatching::BatchInputTensors(
     batch_inputs->push_back(concated);
   }
 
-  return Status();
+  return absl::Status();
 }
 
 void SavedModelWithBatching::ProcessBatch(
@@ -328,7 +329,7 @@ void SavedModelWithBatching::ProcessBatch(
   batch->WaitUntilClosed();
 
   if (batch->empty()) return;
-  Status status = Status();
+  absl::Status status = absl::Status();
   auto cleanup = gtl::MakeCleanup([&status, &batch] {
     for (int batch_idx = 0; batch_idx < batch->num_tasks(); ++batch_idx) {
       SavedModelBatchingTask *task = batch->mutable_task(batch_idx);
@@ -362,7 +363,7 @@ void SavedModelWithBatching::ProcessBatch(
   }
 
   if (all_tasks_timeout_exceeded) {
-    status = Status(
+    status = absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kResourceExhausted),
         "Run() timeout exceeded while waiting in batching queue");
     return;
@@ -381,7 +382,7 @@ void SavedModelWithBatching::ProcessBatch(
   status = SplitOutputTensors(std::move(combined_outputs), batch.get());
 }
 
-Status SavedModelWithBatching::SplitOutputTensors(
+absl::Status SavedModelWithBatching::SplitOutputTensors(
     std::vector<Tensor> combined_outputs,
     Batch<SavedModelBatchingTask> *batch) {
   std::vector<int64_t> split_batch_sizes;
@@ -408,12 +409,12 @@ Status SavedModelWithBatching::SplitOutputTensors(
       task->tfrt_outputs->push_back(split_tensors.at(batch_idx));
     }
   }
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace
 
-Status CreateSavedModelWithBatching(
+absl::Status CreateSavedModelWithBatching(
     const SavedModelBatchingOptions &options,
     const std::vector<FuncNameWithBatchingSchedulerCreator>
         &func_name_with_batching_scheduler_creator,
@@ -424,7 +425,7 @@ Status CreateSavedModelWithBatching(
       std::move(saved_model), saved_model_with_batching);
 }
 
-Status SplitSavedModelInputTask(
+absl::Status SplitSavedModelInputTask(
     std::unique_ptr<SavedModelBatchingTask> *input_task_ptr,
     int open_batch_remaining_slot, int max_batch_size,
     std::vector<std::unique_ptr<SavedModelBatchingTask>> *output_tasks) {
@@ -469,7 +470,7 @@ Status SplitSavedModelInputTask(
       }
       output->push_back(output_tensor);
     }
-    *status = Status();
+    *status = absl::Status();
   };
 
   // The Callback will be run only after all partial tasks finished.
@@ -515,7 +516,7 @@ Status SplitSavedModelInputTask(
     task->tfrt_inputs = task->tfrt_partial_inputs;
   }
 
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
index d8c9a927f36..f3c321c61cb 100644
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching_test.cc
@@ -59,7 +59,7 @@ MATCHER_P2(TFStatusIs, error_code, partial_error_message, "") {
          absl::StrContains(arg.message(), partial_error_message);
 }
 
-Status CreateDefaultBasicBatchScheduler(
+absl::Status CreateDefaultBasicBatchScheduler(
     const BasicBatchScheduler<SavedModelBatchingTask>::Options &options,
     std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
         process_batch_callback,
@@ -69,7 +69,7 @@ Status CreateDefaultBasicBatchScheduler(
   TF_RETURN_IF_ERROR(BasicBatchScheduler<SavedModelBatchingTask>::Create(
       options, process_batch_callback, &basic_batch_scheduler));
   *batch_scheduler = std::move(basic_batch_scheduler);
-  return Status();
+  return absl::Status();
 }
 
 class SavedModelWithBatchingTest : public ::testing::Test {
@@ -196,7 +196,7 @@ TEST_F(SavedModelWithBatchingTest, FailedCreatingBatchScheduler) {
       [](std::function<void(std::unique_ptr<Batch<SavedModelBatchingTask>>)>
              process_batch_callback,
          std::unique_ptr<BatchScheduler<SavedModelBatchingTask>>
-             *batch_scheduler) { return Status(); };
+             *batch_scheduler) { return absl::Status(); };
 
   const string error = "Failed to create batch scheduler";
   std::vector<FuncNameWithBatchingSchedulerCreator> creators = {
@@ -231,7 +231,7 @@ TEST_F(SavedModelWithBatchingTest, FunctionNameNotFound) {
                            absl::Span<const Tensor> inputs,
                            std::vector<Tensor> *outputs) {
         outputs->push_back(MakeTensor(output_tensor_vec, output_shape));
-        return Status();
+        return absl::Status();
       }));
   tfrt::SavedModel::RunOptions run_options;
   // If a corresponding scheduler is found, Run should block forever since
@@ -287,7 +287,7 @@ TEST_F(SavedModelWithBatchingTest, BatchingWithoutPadding) {
         // `output_tensor2_vec`, in one of the two orders.
         outputs->push_back(MakeTensor(ExpandTensor(output_tensor1_vec, 3),
                                       /*shape=*/{3, 4}));
-        return Status();
+        return absl::Status();
       }));
 
   tfrt::SavedModel::RunOptions run_options;
@@ -360,7 +360,7 @@ TEST_F(SavedModelWithBatchingTest, BatchingWithPadding) {
         // `output_tensor2_vec`, in one of the two orders.
         outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
                                       /*shape=*/{batch_size, 3}));
-        return Status();
+        return absl::Status();
       }));
 
   tfrt::SavedModel::RunOptions run_options;
@@ -509,7 +509,7 @@ TEST_F(SavedModelWithBatchingTest, MultipleFunctions) {
         // `output_tensor2_vec`, in one of the two orders.
         outputs->push_back(
             MakeTensor(ExpandTensor(output_tensor1_vec, 3), {3, 4}));
-        return Status();
+        return absl::Status();
       }));
 
   EXPECT_CALL(
@@ -526,7 +526,7 @@ TEST_F(SavedModelWithBatchingTest, MultipleFunctions) {
         // `output_tensor4_vec`, in one of the two orders.
         outputs->push_back(
             MakeTensor(ExpandTensor(output_tensor2_vec, 3), {3, 4}));
-        return Status();
+        return absl::Status();
       }));
 
   std::vector<std::unique_ptr<Thread>> threads;
@@ -602,7 +602,7 @@ TEST_F(SavedModelWithBatchingTest, SplitInputBasic) {
             // `output_tensor2_vec`, in one of the two orders.
             outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
                                           /*shape=*/{batch_size, 3}));
-            return Status();
+            return absl::Status();
           }));
 
   tfrt::SavedModel::RunOptions run_options;
@@ -669,7 +669,7 @@ TEST_F(SavedModelWithBatchingTest, PartialTaskFails) {
         // `output_tensor2_vec`, in one of the two orders.
         outputs->push_back(MakeTensor(ExpandTensor({1, 5, 5}, batch_size),
                                       /*shape=*/{batch_size, 3}));
-        return Status();
+        return absl::Status();
       }));
 
   tfrt::SavedModel::RunOptions run_options;
@@ -678,7 +678,7 @@ TEST_F(SavedModelWithBatchingTest, PartialTaskFails) {
         std::vector<Tensor> outputs;
         // First input may or may not succeed, because it is only in one of the
         // two batches and only one batch fails.
-        const Status ignore_result = saved_model_with_batching_->Run(
+        const absl::Status ignore_result = saved_model_with_batching_->Run(
             run_options, kFunctionOne, inputs[0], &outputs);
       }));
   std::unique_ptr<Thread> second_request_thread(Env::Default()->StartThread(
diff --git a/tensorflow_serving/batching/threadsafe_status.cc b/tensorflow_serving/batching/threadsafe_status.cc
index e5706260442..7ad15e0b7e9 100644
--- a/tensorflow_serving/batching/threadsafe_status.cc
+++ b/tensorflow_serving/batching/threadsafe_status.cc
@@ -24,17 +24,17 @@ limitations under the License.
 
 namespace tensorflow {
 namespace serving {
-const Status& ThreadSafeStatus::status() const& {
+const absl::Status& ThreadSafeStatus::status() const& {
   tf_shared_lock lock(mutex_);
   return status_;
 }
 
-Status ThreadSafeStatus::status() && {
+absl::Status ThreadSafeStatus::status() && {
   tf_shared_lock lock(mutex_);
   return std::move(status_);
 }
 
-void ThreadSafeStatus::Update(const Status& new_status) {
+void ThreadSafeStatus::Update(const absl::Status& new_status) {
   if (new_status.ok()) {
     return;
   }
@@ -43,13 +43,13 @@ void ThreadSafeStatus::Update(const Status& new_status) {
   status_.Update(new_status);
 }
 
-void ThreadSafeStatus::Update(Status&& new_status) {
+void ThreadSafeStatus::Update(absl::Status&& new_status) {
   if (new_status.ok()) {
     return;
   }
 
   mutex_lock lock(mutex_);
-  status_.Update(std::forward<Status>(new_status));
+  status_.Update(std::forward<absl::Status>(new_status));
 }
 }  // namespace serving
 }  // namespace tensorflow

From 16cfb2bd96af8a0d2b46e4ce56e97866cdd57eb4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 12 Dec 2024 07:28:03 -0800
Subject: [PATCH 7739/8103] No-op internal change

PiperOrigin-RevId: 705496909
---
 tensorflow_serving/servables/tensorflow/BUILD | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 4f11b96e2f4..963d82307f4 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1118,6 +1118,10 @@ cc_library(
     name = "mock_servable",
     testonly = True,
     hdrs = ["mock_servable.h"],
+    visibility = [
+        "//learning/gemini/deployment/disaggregation/wiz_py/cc_driver:__pkg__",
+        "//tensorflow_serving:internal",
+    ],
     deps = [
         ":servable",
         "//tensorflow_serving/apis:classification_cc_proto",

From 8d6cc18f16a68b2fbebcf021d601f3042d8f16af Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 30 Dec 2024 13:33:48 -0800
Subject: [PATCH 7740/8103] Allow HTTP Server to bind to a specific address, as
 opposed to listening on all addresses.

PiperOrigin-RevId: 710784609
---
 .../net_http/server/internal/evhttp_server.cc | 25 +++++++++++----
 .../server/internal/evhttp_server_test.cc     | 32 ++++++++++++++++---
 .../server/public/httpserver_interface.h      | 11 +++++--
 3 files changed, 54 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
index 3fcc64c0ff7..07275858d04 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server.cc
@@ -223,14 +223,25 @@ bool EvHTTPServer::StartAcceptingRequests() {
 
   const int port = server_options_->ports().front();
 
-  // "::"  =>  in6addr_any
-  ev_uint16_t ev_port = static_cast<ev_uint16_t>(port);
-  ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, "::", ev_port);
-  if (ev_listener_ == nullptr) {
-    // in case ipv6 is not supported, fallback to inaddr_any
-    ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, nullptr, ev_port);
+  if (server_options_->ip_addresses().empty()) {
+    // "::"  =>  in6addr_any
+    ev_uint16_t ev_port = static_cast<ev_uint16_t>(port);
+    ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, "::", ev_port);
     if (ev_listener_ == nullptr) {
-      NET_LOG(ERROR, "Couldn't bind to port %d", port);
+      // in case ipv6 is not supported, fallback to inaddr_any
+      ev_listener_ = evhttp_bind_socket_with_handle(ev_http_, nullptr, ev_port);
+      if (ev_listener_ == nullptr) {
+        NET_LOG(ERROR, "Couldn't bind to port %d", port);
+        return false;
+      }
+    }
+  } else {
+    const std::string& ip_address = server_options_->ip_addresses().front();
+    ev_listener_ =
+        evhttp_bind_socket_with_handle(ev_http_, ip_address.c_str(), port);
+    if (ev_listener_ == nullptr) {
+      NET_LOG(ERROR, "Couldn't bind address %s to port %d", ip_address.c_str(),
+              port);
       return false;
     }
   }
diff --git a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
index 8df2bcc4ca5..c67f240a408 100644
--- a/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
+++ b/tensorflow_serving/util/net_http/server/internal/evhttp_server_test.cc
@@ -57,16 +57,18 @@ class EvHTTPServerTest : public ::testing::Test {
   }
 
  protected:
-  std::unique_ptr<HTTPServerInterface> server;
-
- private:
-  void InitServer() {
+  virtual std::unique_ptr<ServerOptions> GetOptions() {
     auto options = absl::make_unique<ServerOptions>();
     options->AddPort(0);
     options->SetExecutor(absl::make_unique<MyExecutor>(4));
+    return options;
+  }
 
-    server = CreateEvHTTPServer(std::move(options));
+  std::unique_ptr<HTTPServerInterface> server;
 
+ private:
+  void InitServer() {
+    server = CreateEvHTTPServer(GetOptions());
     ASSERT_TRUE(server != nullptr);
   }
 };
@@ -339,7 +341,27 @@ TEST_F(EvHTTPServerTest, ActiveRequestCountInShutdown) {
   // response.status etc are undefined as the server is terminated
 }
 
+class EvHTTPServerTestWithAddress : public EvHTTPServerTest {
+ protected:
+  std::unique_ptr<ServerOptions> GetOptions() override {
+    auto options = EvHTTPServerTest::GetOptions();
+    options->AddIPAddress("::1");
+    return options;
+  }
+};
+
+TEST_F(EvHTTPServerTestWithAddress, BasicListen) {
+  server->StartAcceptingRequests();
+
+  EXPECT_TRUE(server->is_accepting_requests());
+  EXPECT_NE(server->listen_port(), 0);
+
+  server->Terminate();
+  server->WaitForTermination();
+}
+
 }  // namespace
+
 }  // namespace net_http
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
index 2cef7776e6e..c94bf848a0b 100644
--- a/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
+++ b/tensorflow_serving/util/net_http/server/public/httpserver_interface.h
@@ -19,14 +19,13 @@ limitations under the License.
 #define TENSORFLOW_SERVING_UTIL_NET_HTTP_SERVER_PUBLIC_HTTPSERVER_INTERFACE_H_
 
 #include <cassert>
-
 #include <functional>
 #include <memory>
+#include <string>
 #include <vector>
 
 #include "absl/strings/string_view.h"
 #include "absl/time/time.h"
-
 #include "tensorflow_serving/util/net_http/server/public/server_request_interface.h"
 
 namespace tensorflow {
@@ -62,18 +61,26 @@ class ServerOptions {
     ports_.emplace_back(port);
   }
 
+  // Add an IP address to listen on.  If not specified, the server will listen
+  // on all addresses.
+  void AddIPAddress(absl::string_view ip_address) {
+    ip_addresses_.emplace_back(ip_address);
+  }
+
   // The default executor for running I/O event polling.
   // This is a mandatory option.
   void SetExecutor(std::unique_ptr<EventExecutor> executor) {
     executor_ = std::move(executor);
   }
 
+  const std::vector<std::string>& ip_addresses() const { return ip_addresses_; }
   const std::vector<int>& ports() const { return ports_; }
 
   EventExecutor* executor() const { return executor_.get(); }
 
  private:
   std::vector<int> ports_;
+  std::vector<std::string> ip_addresses_;
   std::unique_ptr<EventExecutor> executor_;
 };
 

From ebb71bfc52c4ac52f0061f356f9f81d919b5e841 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 2 Jan 2025 12:05:37 -0800
Subject: [PATCH 7741/8103] noop

PiperOrigin-RevId: 711488216
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 0beb7b3ed5d..20d37557ea8 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -15,6 +15,7 @@ package_group(
         "//platforms/gsys/...",
         "//platforms/redfish/...",
         "//platforms/syshealth/shdc/...",
+        "//prodkernel/networking/tcpdirect/buffer_mgmt_daemon/...",
         "//security/crypta/commands/ecclesia/...",
         "//security/loas/l2/internal/service/notar/...",
         "//third_party/ebpf_transport_monitoring/...",

From 51f1cf6d2f46fdda9d209e27d70d33ac79fffec0 Mon Sep 17 00:00:00 2001
From: Yiming Zhang <yimingz@google.com>
Date: Thu, 16 Jan 2025 13:01:37 -0800
Subject: [PATCH 7742/8103] Add more tracer

PiperOrigin-RevId: 716347614
---
 tensorflow_serving/servables/tensorflow/BUILD              | 1 +
 .../servables/tensorflow/tfrt_predict_util.cc              | 7 +++++++
 2 files changed, 8 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 963d82307f4..92fad534ef9 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1181,6 +1181,7 @@ cc_library(
         "@org_tensorflow//tensorflow/cc/saved_model:util",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/platform:tracing",
         "@org_tensorflow//tensorflow/core/tfrt/runtime:tf_threadpool_concurrent_work_queue",
         "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index 20afe116692..39008c1e514 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -29,6 +29,7 @@ limitations under the License.
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/errors.h"
+#include "tensorflow/core/platform/tracing.h"  // NOLINT
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow/core/protobuf/named_tensor.pb.h"
 #include "tensorflow/core/tfrt/runtime/tf_threadpool_concurrent_work_queue.h"
@@ -190,12 +191,14 @@ absl::Status RunPredict(
   }
 
   if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value())) {
+    TRACELITERAL("Pre process prediction without output filter");
     // Pre-processing.
     std::vector<Tensor> input_tensors;
     TF_RETURN_IF_ERROR(PreProcessPredictionWithoutOutputFilter(
         function_metadata.value(), request, &input_tensors));
 
     // Executes requests.
+    TRACELITERAL("Execute prediction without output filter");
     std::vector<Tensor> outputs;
     const uint64_t start_microseconds = EnvTime::NowMicros();
     if (const auto status =
@@ -213,6 +216,7 @@ absl::Status RunPredict(
                          end_microseconds - start_microseconds);
 
     // Post-processing.
+    TRACELITERAL("Post process prediction without output filter");
     return PostProcessPredictionResultWithoutOutputFilter(
         function_metadata->GetOutputNames(), outputs, option, request,
         response);
@@ -229,6 +233,7 @@ absl::Status RunPredict(
     }
     const SignatureDef& signature = iter->second;
 
+    TRACELITERAL("Pre process prediction with output filter");
     std::vector<std::pair<string, Tensor>> input_tensors;
     std::vector<string> output_tensor_names;
     std::vector<string> output_tensor_aliases;
@@ -236,6 +241,7 @@ absl::Status RunPredict(
                                             &output_tensor_names,
                                             &output_tensor_aliases));
 
+    TRACELITERAL("Execute prediction with output filter");
     const uint64_t start_microseconds = EnvTime::NowMicros();
     std::vector<Tensor> outputs;
     if (const auto status = saved_model->RunByTensorNames(
@@ -253,6 +259,7 @@ absl::Status RunPredict(
                          /*runtime=*/"TFRT",
                          end_microseconds - start_microseconds);
 
+    TRACELITERAL("Post process prediction with output filter");
     return PostProcessPredictionResult(output_tensor_aliases, outputs, option,
                                        response);
   }

From 17186e6b91bc21a657ffd2ad62ba53676b15977f Mon Sep 17 00:00:00 2001
From: Wenbo Zhu <wenboz@google.com>
Date: Mon, 20 Jan 2025 10:55:19 -0800
Subject: [PATCH 7743/8103] Add a note about net_http being open-sourced as a
 standalone library (github.com/google/net_http)

PiperOrigin-RevId: 717577196
---
 tensorflow_serving/util/net_http/public/BUILD | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 20d37557ea8..aeddb3e9c19 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -6,6 +6,8 @@ package(default_visibility = [
     "//tensorflow_serving/util/net_http:__subpackages__",
 ])
 
+# TODO(wenboz): Remove this visibility list as net_http is now open-sourced and
+# available as a standalone library in third_party/net_http.
 package_group(
     name = "http_server_clients",
     packages = [

From 04b7d4edf02f6c0104b6b73c5728aabc728035c0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 24 Jan 2025 11:51:41 -0800
Subject: [PATCH 7744/8103] Updating TensorFlow to latest passing continuous
 build.

PiperOrigin-RevId: 719382658
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a422ea0da26..61b958acb3b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "68c4961e7d710e32e89420a1aeb19d484bc3dfea53f9945c26818fe61f08c37a",
-    git_commit = "4ae0afa5794f1e9ecc1f08d160464680c973b812",
+    sha256 = "db835d34428f176b7f399167110321ee6acef78ff398bd7b344d4d3d80de36ef",
+    git_commit = "c394749d42c7dc5c6ef11b8b1fd4c81f1017974b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1dd943eceb98cef6a71b41288696d62aa9240513 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jan 2025 04:11:45 -0800
Subject: [PATCH 7745/8103] Automated Code Change

PiperOrigin-RevId: 719614141
---
 .../servables/tensorflow/bundle_factory_test_util.cc            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index fd7bcf9dbf1..deaa759a234 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -178,7 +178,7 @@ void CopyDirOrDie(const string& src_dir, const string& dst_dir) {
     TF_ASSERT_OK(Env::Default()->GetChildren(dir, &children));
     for (const string& child : children) {
       const string child_path = io::JoinPath(dir, child);
-      StringPiece remainder = child_path;
+      absl::string_view remainder = child_path;
       CHECK(absl::ConsumePrefix(&remainder, src_dir));
       if (Env::Default()->IsDirectory(child_path).ok()) {
         TF_ASSERT_OK(

From 34343a96a0c513fda74976a4008a39bb687a25a6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 25 Jan 2025 05:20:29 -0800
Subject: [PATCH 7746/8103] Automated Code Change

PiperOrigin-RevId: 719625535
---
 .../sources/storage_path/file_system_storage_path_source.cc     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 3640ae3b5e6..9dbfe2999d1 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -85,7 +85,7 @@ void AspireVersion(
 // Converts the string version path to an integer.
 // Returns false if the input is invalid.
 bool ParseVersionNumber(const string& version_path, int64_t* version_number) {
-  return strings::safe_strto64(version_path.c_str(), version_number);
+  return absl::SimpleAtoi(version_path.c_str(), version_number);
 }
 
 // Update the servable data to include all the servable versions found in the

From 03a05c2ca8f259458c4f3d114b69c0d781705bbf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 28 Jan 2025 06:02:20 -0800
Subject: [PATCH 7747/8103] Automated Code Change

PiperOrigin-RevId: 720545397
---
 .../test_util/server_core_test_util.cc           | 16 ++++++++--------
 ...torage_path_error_injecting_source_adapter.cc |  9 +++++----
 2 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
index 499d7d712f6..cf1faf8b9e8 100644
--- a/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
+++ b/tensorflow_serving/model_servers/test_util/server_core_test_util.cc
@@ -44,15 +44,15 @@ void AddSessionRunLoadThreadPool(SessionBundleConfig* const bundle_config) {
 
 }  // namespace
 
-Status CreateServerCore(const ModelServerConfig& config,
-                        ServerCore::Options options,
-                        std::unique_ptr<ServerCore>* server_core) {
+absl::Status CreateServerCore(const ModelServerConfig& config,
+                              ServerCore::Options options,
+                              std::unique_ptr<ServerCore>* server_core) {
   options.model_server_config = config;
   return ServerCore::Create(std::move(options), server_core);
 }
 
-Status CreateServerCore(const ModelServerConfig& config,
-                        std::unique_ptr<ServerCore>* server_core) {
+absl::Status CreateServerCore(const ModelServerConfig& config,
+                              std::unique_ptr<ServerCore>* server_core) {
   return CreateServerCore(config, ServerCoreTest::GetDefaultOptions(),
                           server_core);
 }
@@ -67,8 +67,8 @@ ServerCore::Options ServerCoreTest::GetDefaultOptions() {
       std::unique_ptr<AspiredVersionPolicy>(new AvailabilityPreservingPolicy);
   options.custom_model_config_loader =
       [](const ::google::protobuf::Any& any, EventBus<ServableState>* event_bus,
-         UniquePtrWithDeps<AspiredVersionsManager>* manager) -> Status {
-    return Status();
+         UniquePtrWithDeps<AspiredVersionsManager>* manager) -> absl::Status {
+    return absl::Status();
   };
 
   SessionBundleConfig bundle_config;
@@ -131,7 +131,7 @@ void ServerCoreTest::SwitchToHalfPlusTwoWith2Versions(
   }
 }
 
-Status ServerCoreTest::CreateServerCore(
+absl::Status ServerCoreTest::CreateServerCore(
     const ModelServerConfig& config, ServerCore::Options options,
     std::unique_ptr<ServerCore>* server_core) {
   return test_util::CreateServerCore(config, std::move(options), server_core);
diff --git a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
index 1802e1deb26..cf8f717e1eb 100644
--- a/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
+++ b/tensorflow_serving/model_servers/test_util/storage_path_error_injecting_source_adapter.cc
@@ -27,15 +27,16 @@ namespace test_util {
 // Register the source adapter.
 class StoragePathErrorInjectingSourceAdapterCreator {
  public:
-  static Status Create(
+  static absl::Status Create(
       const StoragePathErrorInjectingSourceAdapterConfig& config,
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
     adapter->reset(
         new ErrorInjectingSourceAdapter<StoragePath, std::unique_ptr<Loader>>(
-            Status(static_cast<absl::StatusCode>(absl::StatusCode::kCancelled),
-                   config.error_message())));
-    return Status();
+            absl::Status(
+                static_cast<absl::StatusCode>(absl::StatusCode::kCancelled),
+                config.error_message())));
+    return absl::Status();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(

From 9aabc145edbdb09f9efba78c167b7fd8a6db64d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 29 Jan 2025 12:01:52 -0800
Subject: [PATCH 7748/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f022e246-f55e-44b0-a72e-02bc995e922a

PiperOrigin-RevId: 721060803
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 61b958acb3b..9d59ec3032f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db835d34428f176b7f399167110321ee6acef78ff398bd7b344d4d3d80de36ef",
-    git_commit = "c394749d42c7dc5c6ef11b8b1fd4c81f1017974b",
+    sha256 = "0c2c82d2afc62b5dbd93fceeea5df564560f047260dee5dabb2ab8f49ad2468d",
+    git_commit = "e3330346f95992af85415190e3d5125b1a31c2f9",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 81d376d986fb8fcebe81e097d3e9837a2e7905d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 30 Jan 2025 00:57:44 -0800
Subject: [PATCH 7749/8103] Automated Code Change

PiperOrigin-RevId: 721287753
---
 tensorflow_serving/servables/tensorflow/util.cc | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/util.cc b/tensorflow_serving/servables/tensorflow/util.cc
index 41fa9cf5f5c..35d4cd11d93 100644
--- a/tensorflow_serving/servables/tensorflow/util.cc
+++ b/tensorflow_serving/servables/tensorflow/util.cc
@@ -148,11 +148,11 @@ absl::Status InputToSerializedExampleTensor(const Input& input,
     // Benchmark ('BM_InputToSerializedExample') can help measure the effect of
     // changes in the future.
     absl::Cord tmp;
-    if (!input.SerializeToCord(&tmp)) {
+    if (!input.SerializeToString(&tmp)) {
       return errors::InvalidArgument("Input failed to serialize. Size = ",
                                      input.ByteSizeLong());
     }
-    parse_serialized_input_ok = serialized_input.ParseFromCord(tmp);
+    parse_serialized_input_ok = serialized_input.ParseFromString(tmp);
   }
 #else
   parse_serialized_input_ok =

From 406764047d490dfd415296dbfd7979fa8cfb39fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 31 Jan 2025 00:08:43 -0800
Subject: [PATCH 7750/8103] Add aggregation key.

PiperOrigin-RevId: 721662934
---
 tensorflow_serving/apis/logging.proto | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tensorflow_serving/apis/logging.proto b/tensorflow_serving/apis/logging.proto
index 0f9e8764ff5..20d7fc6e307 100644
--- a/tensorflow_serving/apis/logging.proto
+++ b/tensorflow_serving/apis/logging.proto
@@ -17,4 +17,6 @@ message LogMetadata {
   string dc = 5;                   // Datacenter where the request was logged.
   string request_origin = 6;       // Request origin identifier.
   string request_criticality = 7;  // Request QoS.
+  // An aggregation key that can be used for anonymization.
+  int64 safe_aggregation_privacy_key = 8;
 }

From 3087ed97c7e7c1fc4cac15fc1b48fcfa97a980a6 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Sat, 1 Feb 2025 11:00:34 -0800
Subject: [PATCH 7751/8103] Update users of TSL headers and targets to new
 location in XLA

Updating:
 - `env.h`
 - `env_time.h`
 - `errors.h`
 - `file_statistics.h`
 - `file_system.h`
 - `file_system_helper.h`
 - `logging.h`
 - `macros.h`
 - `status.h`
 - `status_matchers.h`
 - `status_to_from_proto.h`
 - `statusor.h`
 - `test.h`
 - `test_benchmark.h`
 - `threadpool.h`
 - `threadpool_async_executor.h`
 - `threadpool_interface.h`
 - `threadpool_options.h`
 - `types.h`

and associated targets.

PiperOrigin-RevId: 722150122
---
 tensorflow_serving/servables/tensorflow/BUILD          | 10 +++++-----
 .../tensorflow/saved_model_bundle_factory_test.cc      |  2 +-
 .../servables/tensorflow/saved_model_config_test.cc    |  4 ++--
 .../servables/tensorflow/saved_model_config_util.cc    |  8 ++++----
 .../servables/tensorflow/saved_model_warmup_util.cc    |  2 +-
 .../servables/tensorflow/tfrt_classifier_test.cc       |  2 +-
 .../tensorflow/tfrt_get_model_metadata_impl.cc         |  2 +-
 .../servables/tensorflow/tfrt_regression_service.cc    |  2 +-
 .../servables/tensorflow/tfrt_regressor_test.cc        |  5 +++--
 .../servables/tensorflow/tfrt_saved_model_factory.cc   |  4 ++--
 .../tensorflow/tfrt_saved_model_source_adapter.cc      |  2 +-
 .../servables/tensorflow/tfrt_servable.cc              |  6 +++---
 12 files changed, 25 insertions(+), 24 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 92fad534ef9..6aab20584f9 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1730,9 +1730,9 @@ cc_library(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/time",
-        "@local_tsl//tsl/platform:errors",
-        "@local_tsl//tsl/platform:statusor",
-        "@local_tsl//tsl/platform:threadpool_options",
+        "@local_xla//xla/tsl/platform:errors",
+        "@local_xla//xla/tsl/platform:statusor",
+        "@local_xla//xla/tsl/platform:threadpool_options",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -1843,7 +1843,7 @@ cc_library(
         "@com_google_absl//absl/log",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
-        "@local_tsl//tsl/platform:types",
+        "@local_xla//xla/tsl/platform:types",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -1907,8 +1907,8 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
-        "@local_tsl//tsl/platform:status",
         "@local_xla//xla/tsl/lib/core:status_test_util",
+        "@local_xla//xla/tsl/platform:status",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
index e92ffd04657..18513d93773 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory_test.cc
@@ -30,6 +30,7 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "xla/tsl/lib/core/status_test_util.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/framework/tensor_testutil.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
@@ -42,7 +43,6 @@ limitations under the License.
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/public/session_options.h"
 #include "tensorflow/core/public/version.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/test_util/session_test_util.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test.h"
 #include "tensorflow_serving/servables/tensorflow/bundle_factory_test_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
index 577ef04f52f..5f64f372545 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_test.cc
@@ -22,14 +22,14 @@ limitations under the License.
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "xla/tsl/lib/core/status_test_util.h"
+#include "xla/tsl/platform/env.h"
+#include "xla/tsl/platform/status.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/tfrt/graph_executor/config.h"
 #include "tensorflow/core/tfrt/graph_executor/test_config.pb.h"
-#include "tsl/platform/env.h"
 #include "tsl/platform/path.h"
-#include "tsl/platform/status.h"
 #include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index bfbca30b69f..4043153e87c 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -22,15 +22,15 @@ limitations under the License.
 #include "absl/status/statusor.h"
 #include "absl/strings/escaping.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "xla/tsl/platform/env.h"
+#include "xla/tsl/platform/errors.h"
+#include "xla/tsl/platform/file_system.h"
+#include "xla/tsl/platform/types.h"
 #include "tensorflow/core/framework/attr_value.pb.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
-#include "tsl/platform/env.h"
-#include "tsl/platform/errors.h"
-#include "tsl/platform/file_system.h"
 #include "tsl/platform/path.h"
 #include "tsl/platform/stringpiece.h"
-#include "tsl/platform/types.h"
 #include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 4a889447dd3..83bae6d5b01 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -22,6 +22,7 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "tensorflow/cc/saved_model/constants.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
@@ -29,7 +30,6 @@ limitations under the License.
 #include "tensorflow/core/lib/monitoring/sampler.h"
 #include "tensorflow/core/platform/mutex.h"
 #include "tensorflow/core/platform/status.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
index f8754f50a16..c160dc8d63c 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier_test.cc
@@ -23,6 +23,7 @@ limitations under the License.
 
 #include "google/protobuf/map.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/platform/env.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/types.pb.h"
@@ -33,7 +34,6 @@ limitations under the License.
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tsl/platform/env.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
index 4b1ef20314d..e5c98be66fa 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_get_model_metadata_impl.cc
@@ -21,8 +21,8 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
index 5cb652ee2e6..92a245445c3 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regression_service.cc
@@ -15,9 +15,9 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/tfrt_regression_service.h"
 
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/tracing.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/apis/regressor.h"
 #include "tensorflow_serving/core/servable_handle.h"
 #include "tensorflow_serving/model_servers/server_core.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
index 3f34a5f91f3..79b57522786 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_regressor_test.cc
@@ -14,6 +14,8 @@ See the License for the specific language governing permissions and
 limitations under the License.
 ==============================================================================*/
 
+#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
+
 #include <memory>
 #include <string>
 #include <utility>
@@ -21,6 +23,7 @@ limitations under the License.
 
 #include "google/protobuf/map.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/types.pb.h"
@@ -33,7 +36,6 @@ limitations under the License.
 #include "tensorflow/core/protobuf/error_codes.pb.h"
 #include "tensorflow/core/public/session.h"
 #include "tensorflow/core/tfrt/utils/tensor_util.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/apis/input.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/regression.pb.h"
@@ -44,7 +46,6 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/test_util/mock_tfrt_saved_model.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_regressor.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
 #include "tensorflow_serving/test_util/test_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 2ec3eebcfc2..6c5145c5fb3 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -30,6 +30,8 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/reader.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
+#include "xla/tsl/platform/env.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/protobuf/config.pb.h"
@@ -38,8 +40,6 @@ limitations under the License.
 #include "tensorflow/core/tfrt/runtime/runtime.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tsl/platform/casts.h"
-#include "tsl/platform/env.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/resources/resource_values.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index 239fb998d3a..dcc4b265b3e 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -17,9 +17,9 @@ limitations under the License.
 
 #include <memory>
 
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/types.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/simple_loader.h"
 #include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index ef46f475315..28995d63e04 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -33,13 +33,13 @@ limitations under the License.
 #include "absl/synchronization/mutex.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/platform/errors.h"
+#include "xla/tsl/platform/statusor.h"
+#include "xla/tsl/platform/threadpool_options.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/platform/tracing.h"  // NOLINT
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tsl/platform/errors.h"
-#include "tsl/platform/statusor.h"
-#include "tsl/platform/threadpool_options.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/get_model_metadata.pb.h"
 #include "tensorflow_serving/apis/inference.pb.h"

From 018da28c0b373948421604a37d40aba982e602e2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Feb 2025 07:01:17 -0800
Subject: [PATCH 7752/8103] Automated Code Change

PiperOrigin-RevId: 723067664
---
 .../tensorflow/bundle_factory_util.cc         | 31 ++++++++++---------
 .../tensorflow/classification_service.cc      |  6 ++--
 2 files changed, 19 insertions(+), 18 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
index df7c26326ee..ff18691714e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util.cc
@@ -63,10 +63,9 @@ RunOptions GetRunOptions(const SessionBundleConfig& config) {
   return run_options;
 }
 
-Status GetPerModelBatchingParams(const string& path,
-                                 const BatchingParameters& common_params,
-                                 bool per_model_configured,
-                                 absl::optional<BatchingParameters>* params) {
+absl::Status GetPerModelBatchingParams(
+    const string& path, const BatchingParameters& common_params,
+    bool per_model_configured, absl::optional<BatchingParameters>* params) {
   if (per_model_configured) {
     if (BatchingParamsFound(path)) {
       *params = absl::make_optional(BatchingParameters());
@@ -85,22 +84,23 @@ Status GetPerModelBatchingParams(const string& path,
   return absl::OkStatus();
 }
 
-Status EstimateResourceFromValidationResult(const string& path,
-                                            ResourceAllocation* estimate) {
+absl::Status EstimateResourceFromValidationResult(
+    const string& path, ResourceAllocation* estimate) {
   return EstimateMainRamBytesFromValidationResult(path, estimate);
 }
 
-Status EstimateResourceFromPath(const string& path, bool use_validation_result,
-                                ResourceAllocation* estimate) {
+absl::Status EstimateResourceFromPath(const string& path,
+                                      bool use_validation_result,
+                                      ResourceAllocation* estimate) {
   TensorflowFileProbingEnv env(Env::Default());
   return EstimateMainRamBytesFromPath(path, use_validation_result, &env,
                                       estimate);
 }
 
-Status WrapSessionForBatching(const BatchingParameters& batching_config,
-                              std::shared_ptr<Batcher> batch_scheduler,
-                              const std::vector<SignatureDef>& signatures,
-                              std::unique_ptr<Session>* session) {
+absl::Status WrapSessionForBatching(const BatchingParameters& batching_config,
+                                    std::shared_ptr<Batcher> batch_scheduler,
+                                    const std::vector<SignatureDef>& signatures,
+                                    std::unique_ptr<Session>* session) {
   LOG(INFO) << "Wrapping session to perform batch processing";
 
   if (batch_scheduler == nullptr) {
@@ -131,7 +131,7 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
       [](std::unique_ptr<tensorflow::serving::BatchingSessionTask>* input_task,
          int open_batch_remaining_slot, int max_batch_size,
          std::vector<std::unique_ptr<tensorflow::serving::BatchingSessionTask>>*
-             output_tasks) -> tensorflow::Status {
+             output_tasks) -> absl::Status {
         return SplitInputTask(input_task, open_batch_remaining_slot,
                               max_batch_size, output_tasks);
       });
@@ -166,12 +166,13 @@ Status WrapSessionForBatching(const BatchingParameters& batching_config,
                                std::move(*session), session);
 }
 
-Status WrapSession(std::unique_ptr<Session>* session) {
+absl::Status WrapSession(std::unique_ptr<Session>* session) {
   session->reset(new ServingSessionWrapper(std::move(*session)));
   return absl::OkStatus();
 }
 
-Status WrapSessionIgnoreThreadPoolOptions(std::unique_ptr<Session>* session) {
+absl::Status WrapSessionIgnoreThreadPoolOptions(
+    std::unique_ptr<Session>* session) {
   session->reset(
       new SessionWrapperIgnoreThreadPoolOptions(std::move(*session)));
   return absl::OkStatus();
diff --git a/tensorflow_serving/servables/tensorflow/classification_service.cc b/tensorflow_serving/servables/tensorflow/classification_service.cc
index d151d5efc20..3b533fff009 100644
--- a/tensorflow_serving/servables/tensorflow/classification_service.cc
+++ b/tensorflow_serving/servables/tensorflow/classification_service.cc
@@ -27,13 +27,13 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status TensorflowClassificationServiceImpl::Classify(
+absl::Status TensorflowClassificationServiceImpl::Classify(
     const RunOptions& run_options, ServerCore* core,
     const thread::ThreadPoolOptions& thread_pool_options,
     const ClassificationRequest& request, ClassificationResponse* response) {
   // Verify Request Metadata and create a ServableRequest
   if (!request.has_model_spec()) {
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
@@ -42,7 +42,7 @@ Status TensorflowClassificationServiceImpl::Classify(
                                request.model_spec(), request, response);
 }
 
-Status TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
+absl::Status TensorflowClassificationServiceImpl::ClassifyWithModelSpec(
     const RunOptions& run_options, ServerCore* core,
     const thread::ThreadPoolOptions& thread_pool_options,
     const ModelSpec& model_spec, const ClassificationRequest& request,

From f86d984b0e744e16ed852b9a6b637430eee0000a Mon Sep 17 00:00:00 2001
From: David Majnemer <majnemer@google.com>
Date: Wed, 5 Feb 2025 17:37:43 -0800
Subject: [PATCH 7753/8103] Remove usage of tensorflow::BlockingCounter.

I'm migrating users to absl::BlockingCouner.
In this case, we are using the BlockingCounter as a barrier so let's use absl::Barrier.

PiperOrigin-RevId: 723714825
---
 tensorflow_serving/core/BUILD                 |  3 +-
 tensorflow_serving/core/basic_manager_test.cc | 60 +++++++++----------
 2 files changed, 32 insertions(+), 31 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index a8ef3798694..d0d9cdf7d96 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -511,11 +511,12 @@ cc_test(
         "//tensorflow_serving/util:any_ptr",
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:threadpool_executor",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
-        "@org_tensorflow//tensorflow/core/platform:blocking_counter",
     ],
 )
 
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 957d513845a..03aa0f72a64 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -27,11 +27,12 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/status/status.h"
+#include "absl/synchronization/barrier.h"
+#include "absl/synchronization/notification.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
-#include "tensorflow/core/platform/blocking_counter.h"
 #include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/null_file_system.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
@@ -317,13 +318,13 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // We will now try to unload v1, but we only allow it to move out from kReady
   // state, and not complete the unload. Also, after it moves out from kReady,
   // the serving map is also updated, so v0 would be the latest.
-  Notification unload_started;
-  Notification finish_unload;
+  absl::Notification unload_started;
+  absl::Notification finish_unload;
   EXPECT_CALL(*notify_to_unload, Unload()).WillOnce(Invoke([&]() {
     unload_started.Notify();
     finish_unload.WaitForNotification();
   }));
-  Notification unload_finished;
+  absl::Notification unload_finished;
   std::unique_ptr<Thread> unload_last_servable(
       Env::Default()->StartThread({}, "UnloadLastServable", [&]() {
         basic_manager_->UnloadServable(id1, [&](const Status& status) {
@@ -554,7 +555,7 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
   TF_ASSERT_OK(status);
   EXPECT_EQ(7, **latest_handle);
 
-  Notification done_unload_servable;
+  absl::Notification done_unload_servable;
   std::unique_ptr<Thread> unload_servable(
       Env::Default()->StartThread({}, "UnloadServable", [&]() {
         // Unload the servable.
@@ -702,8 +703,8 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
-  Notification load_called;
-  Notification load_continue;
+  absl::Notification load_called;
+  absl::Notification load_continue;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
@@ -732,8 +733,8 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 
-  Notification unload_called;
-  Notification unload_continue;
+  absl::Notification unload_called;
+  absl::Notification unload_continue;
   EXPECT_CALL(*loader, Unload()).WillOnce(Invoke([&]() {
     unload_called.Notify();
     unload_continue.WaitForNotification();
@@ -824,7 +825,7 @@ TEST_P(BasicManagerTest, InterleavedLoadsAndUnloads) {
     executor.Schedule([this, i]() {
       const ServableId id = {kServableName3, i};
       TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
-      Notification load_done;
+      absl::Notification load_done;
       basic_manager_->LoadServable(id, [&load_done](const Status& status) {
         TF_ASSERT_OK(status);
         load_done.Notify();
@@ -893,8 +894,8 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
 
   const ServableId id0 = {kServableName3, 0};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
-  Notification notify_for_setting;
-  Notification continue_load;
+  absl::Notification notify_for_setting;
+  absl::Notification continue_load;
   basic_manager_->LoadServable(id0, [&](const Status& status) {
     notify_for_setting.Notify();
     continue_load.WaitForNotification();
@@ -1147,8 +1148,8 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
   TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
-  Notification load_called;
-  Notification load_should_return;
+  absl::Notification load_called;
+  absl::Notification load_should_return;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
         load_called.Notify();
@@ -1175,8 +1176,8 @@ TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
   TF_ASSERT_OK(
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
-  Notification load_called;
-  Notification load_should_return;
+  absl::Notification load_called;
+  absl::Notification load_should_return;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&load_called, &load_should_return]() {
         load_called.Notify();
@@ -1277,7 +1278,7 @@ class ResourceConstrainedBasicManagerTest : public ::testing::Test {
 // resource units, i.e. half of the total system resources.
 class BarrierLoader : public Loader {
  public:
-  explicit BarrierLoader(BlockingCounter* counter) : counter_(counter) {}
+  explicit BarrierLoader(absl::Barrier* barrier) : barrier_(barrier) {}
   ~BarrierLoader() override = default;
 
   Status EstimateResources(ResourceAllocation* estimate) const override {
@@ -1286,8 +1287,7 @@ class BarrierLoader : public Loader {
   }
 
   Status Load() override {
-    counter_->DecrementCount();
-    counter_->Wait();
+    barrier_->Block();
     return OkStatus();
   }
 
@@ -1296,7 +1296,7 @@ class BarrierLoader : public Loader {
   AnyPtr servable() override { return AnyPtr(); }
 
  private:
-  BlockingCounter* const counter_;
+  absl::Barrier* const barrier_;
 
   TF_DISALLOW_COPY_AND_ASSIGN(BarrierLoader);
 };
@@ -1306,7 +1306,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ConcurrentLoads) {
   // concurrently (i.e. the manager should not serialize them needlessly).
   // BarrierLoader verifies that the Load() calls occur concurrently.
   int kNumLoaders = 2;
-  BlockingCounter barrier(kNumLoaders);
+  absl::Barrier barrier(kNumLoaders);
   for (int i = 0; i < kNumLoaders; ++i) {
     std::unique_ptr<Loader> loader(new BarrierLoader(&barrier));
     const ServableId id = {"barrier", i};
@@ -1333,7 +1333,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
       .WillOnce(Return(OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(hogging_id, std::unique_ptr<Loader>(hogging_loader))));
-  Notification hogging_loaded;
+  absl::Notification hogging_loaded;
   basic_manager_->LoadServable(hogging_id,
                                [&hogging_loaded](const Status& status) {
                                  TF_EXPECT_OK(status);
@@ -1351,7 +1351,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
       }));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       rejected_id, std::unique_ptr<Loader>(rejected_loader))));
-  Notification rejection_received;
+  absl::Notification rejection_received;
   Status rejected_status;
   basic_manager_->LoadServable(
       rejected_id,
@@ -1386,7 +1386,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
       .WillOnce(Return(errors::Unknown("Load failure")));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(failing_id, std::unique_ptr<Loader>(failing_loader))));
-  Notification failing_failed;
+  absl::Notification failing_failed;
   basic_manager_->LoadServable(failing_id,
                                [&failing_failed](const Status& status) {
                                  EXPECT_FALSE(status.ok());
@@ -1440,7 +1440,7 @@ TEST_F(ResourceConstrainedBasicManagerTest,
   }
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       overestimating_id, std::unique_ptr<Loader>(overestimating_loader))));
-  Notification overestimating_loaded;
+  absl::Notification overestimating_loaded;
   basic_manager_->LoadServable(overestimating_id,
                                [&overestimating_loaded](const Status& status) {
                                  TF_EXPECT_OK(status);
@@ -1476,7 +1476,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
         *estimate = CreateResourceQuantity(10);
         return OkStatus();
       }));
-  Notification load_done;
+  absl::Notification load_done;
   EXPECT_CALL(*unloading_loader,
               LoadWithMetadata(Loader::Metadata{unloading_id}))
       .WillOnce(Return(OkStatus()));
@@ -1488,8 +1488,8 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
                                  load_done.Notify();
                                });
   load_done.WaitForNotification();
-  Notification unload_started;
-  Notification finish_unload;
+  absl::Notification unload_started;
+  absl::Notification finish_unload;
   EXPECT_CALL(*unloading_loader, Unload())
       .WillOnce(Invoke([&unload_started, &finish_unload] {
         unload_started.Notify();
@@ -1531,8 +1531,8 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
   // A first loader that gets rejected due to insufficient resources.
   const ServableId denied_id = {"denied", 0};
   test_util::MockLoader* denied_loader = new NiceMock<test_util::MockLoader>;
-  Notification denied_estimate_started;
-  Notification finish_denied_estimate;
+  absl::Notification denied_estimate_started;
+  absl::Notification finish_denied_estimate;
   EXPECT_CALL(*denied_loader, EstimateResources(_))
       .WillOnce(Invoke([&denied_estimate_started,
                         &finish_denied_estimate](ResourceAllocation* estimate) {

From 7d2a34ba3ea93d5114c660e60192e52b3a14f132 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Feb 2025 05:09:45 -0800
Subject: [PATCH 7754/8103] Automated Code Change

PiperOrigin-RevId: 723893849
---
 tensorflow_serving/core/source_adapter_test.cc | 2 +-
 tensorflow_serving/core/source_router_test.cc  | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/source_adapter_test.cc b/tensorflow_serving/core/source_adapter_test.cc
index fbd63ac785c..5a6d522efa6 100644
--- a/tensorflow_serving/core/source_adapter_test.cc
+++ b/tensorflow_serving/core/source_adapter_test.cc
@@ -48,7 +48,7 @@ class LimitedAdapter final : public SourceAdapter<StoragePath, StoragePath> {
 
  protected:
   std::vector<ServableData<StoragePath>> Adapt(
-      const StringPiece servable_name,
+      const absl::string_view servable_name,
       std::vector<ServableData<StoragePath>> versions) override {
     CHECK(versions.empty());
     return {};
diff --git a/tensorflow_serving/core/source_router_test.cc b/tensorflow_serving/core/source_router_test.cc
index 23a600a9ad1..eafd84497f8 100644
--- a/tensorflow_serving/core/source_router_test.cc
+++ b/tensorflow_serving/core/source_router_test.cc
@@ -50,7 +50,7 @@ class TestSourceRouter final : public SourceRouter<StoragePath> {
   const int num_output_ports_;
   int num_output_ports() const override { return num_output_ports_; }
 
-  int Route(const StringPiece servable_name,
+  int Route(const absl::string_view servable_name,
             const std::vector<ServableData<StoragePath>>& versions) override {
     if (servable_name == "zero") {
       return 0;

From 1e25043c495bd41c3f7933a6e6689d041cc25088 Mon Sep 17 00:00:00 2001
From: David Dunleavy <ddunleavy@google.com>
Date: Thu, 6 Feb 2025 19:06:41 -0800
Subject: [PATCH 7755/8103] Update users of TSL headers and targets to new
 location in XLA

Updating:
 - `env.h`
 - `env_time.h`
 - `errors.h`
 - `file_statistics.h`
 - `file_system.h`
 - `file_system_helper.h`
 - `logging.h`
 - `macros.h`
 - `status.h`
 - `status_matchers.h`
 - `status_to_from_proto.h`
 - `statusor.h`
 - `test.h`
 - `test_benchmark.h`
 - `threadpool.h`
 - `threadpool_async_executor.h`
 - `threadpool_interface.h`
 - `threadpool_options.h`
 - `types.h`

and associated targets.

PiperOrigin-RevId: 724162345
---
 tensorflow_serving/core/server_request_logger.cc            | 2 +-
 tensorflow_serving/model_servers/BUILD                      | 6 +++---
 .../model_servers/http_rest_api_handler_test.cc             | 2 +-
 tensorflow_serving/model_servers/server.cc                  | 2 +-
 .../model_servers/tfrt_http_rest_api_handler.cc             | 2 +-
 .../model_servers/tfrt_prediction_service_impl.cc           | 2 +-
 tensorflow_serving/resources/resource_util.cc               | 2 +-
 tensorflow_serving/session_bundle/BUILD                     | 2 +-
 .../session_bundle/saved_model_config_test.cc               | 4 ++--
 .../sources/storage_path/file_system_storage_path_source.cc | 4 ++--
 10 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index a723175ea99..03345de0da4 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -21,12 +21,12 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/gtl/map_util.h"
 #include "tensorflow/core/lib/strings/proto_serialization.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/status.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index bc71895c6c7..e9f0bcbbae4 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -200,7 +200,7 @@ cc_test(
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/time",
         "@com_googlesource_code_re2//:re2",
-        "@local_tsl//tsl/platform:errors",
+        "@local_xla//xla/tsl/platform:errors",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
         "@org_tensorflow//tensorflow/core:lib",
@@ -509,7 +509,7 @@ cc_library(
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/memory",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@local_tsl//tsl/platform:errors",
+        "@local_xla//xla/tsl/platform:errors",
         "@org_tensorflow//tensorflow/c:c_api",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
@@ -642,7 +642,7 @@ cc_library(
         "@com_github_grpc_grpc//:grpc",
         "@com_github_grpc_grpc//:grpc++",
         "@com_google_absl//absl/time",
-        "@local_tsl//tsl/platform:errors",
+        "@local_xla//xla/tsl/platform:errors",
     ] + if_google(["//third_party/grpc:grpc++"]),
 )
 
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index e4286ff5762..fbf3d36d838 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -31,10 +31,10 @@ limitations under the License.
 #include "re2/re2.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/core/availability_preserving_policy.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 0655b3f33b5..49635cad111 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -34,6 +34,7 @@ limitations under the License.
 #include "absl/memory/memory.h"
 #include "tensorflow/c/c_api.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/strings/numbers.h"
@@ -42,7 +43,6 @@ limitations under the License.
 #include "tensorflow/core/platform/protobuf.h"
 #include "tensorflow/core/profiler/rpc/profiler_service_impl.h"
 #include "tensorflow/core/protobuf/config.pb.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/config/model_server_config.pb.h"
 #include "tensorflow_serving/config/monitoring_config.pb.h"
 #include "tensorflow_serving/config/platform_config.pb.h"
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
index 51943ba865e..3bf57cf5094 100644
--- a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler.cc
@@ -30,11 +30,11 @@ limitations under the License.
 #include "absl/time/time.h"
 #include "tensorflow/cc/saved_model/loader.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
-#include "tsl/platform/errors.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
diff --git a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
index 0258c732072..5e2e9226bb7 100644
--- a/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/tfrt_prediction_service_impl.cc
@@ -18,7 +18,7 @@ limitations under the License.
 #include "grpcpp/server_context.h"
 #include "absl/time/clock.h"
 #include "absl/time/time.h"
-#include "tsl/platform/errors.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/servable_handle.h"
diff --git a/tensorflow_serving/resources/resource_util.cc b/tensorflow_serving/resources/resource_util.cc
index 450bfcfec3f..a96dacfab14 100644
--- a/tensorflow_serving/resources/resource_util.cc
+++ b/tensorflow_serving/resources/resource_util.cc
@@ -24,11 +24,11 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "absl/container/flat_hash_set.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/logging.h"
 #include "tensorflow/core/platform/status.h"
 #include "tensorflow/core/platform/types.h"
-#include "tsl/platform/errors.h"
 
 namespace tensorflow {
 namespace serving {
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index c8aa68628cc..f9968108d90 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -87,8 +87,8 @@ cc_test(
         "//tensorflow_serving/test_util",
         "@com_google_absl//absl/strings",
         "@com_google_googletest//:gtest",
-        "@local_tsl//tsl/platform:status",
         "@local_xla//xla/tsl/lib/core:status_test_util",
+        "@local_xla//xla/tsl/platform:status",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/session_bundle/saved_model_config_test.cc b/tensorflow_serving/session_bundle/saved_model_config_test.cc
index 1384af741a4..b87c693c056 100644
--- a/tensorflow_serving/session_bundle/saved_model_config_test.cc
+++ b/tensorflow_serving/session_bundle/saved_model_config_test.cc
@@ -23,13 +23,13 @@ limitations under the License.
 #include "absl/strings/substitute.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "xla/tsl/lib/core/status_test_util.h"
+#include "xla/tsl/platform/env.h"
+#include "xla/tsl/platform/status.h"
 #include "tensorflow/core/grappler/optimizers/inference/batch_op_rewriter.pb.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/rewriter_config.pb.h"
 #include "tensorflow/core/public/session_options.h"
-#include "tsl/platform/env.h"
 #include "tsl/platform/path.h"
-#include "tsl/platform/status.h"
 #include "tensorflow_serving/servables/tensorflow/remote_op_config_rewriter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
index 9dbfe2999d1..d68f412a60f 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source.cc
@@ -27,12 +27,12 @@ limitations under the License.
 
 #include "absl/status/status.h"
 #include "absl/strings/str_cat.h"
+#include "xla/tsl/platform/errors.h"
+#include "xla/tsl/platform/macros.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/numbers.h"
 #include "tensorflow/core/platform/env.h"
-#include "tsl/platform/errors.h"
-#include "tsl/platform/macros.h"
 #include "tensorflow_serving/core/servable_data.h"
 #include "tensorflow_serving/core/servable_id.h"
 

From 46dd1d1f4aa855a559008c72ec7e4fed1bfc43b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Feb 2025 00:44:41 -0800
Subject: [PATCH 7756/8103] Automated Code Change

PiperOrigin-RevId: 724241978
---
 .../model_servers/get_model_status_impl.cc         |  8 ++++----
 .../model_servers/server_core_test.cc              | 14 +++++++-------
 2 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl.cc b/tensorflow_serving/model_servers/get_model_status_impl.cc
index 0b7d754404a..fd91dd14f8b 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl.cc
@@ -63,9 +63,9 @@ void AddModelVersionStatusToResponse(GetModelStatusResponse* response,
 
 }  // namespace
 
-Status GetModelStatusImpl::GetModelStatus(ServerCore* core,
-                                          const GetModelStatusRequest& request,
-                                          GetModelStatusResponse* response) {
+absl::Status GetModelStatusImpl::GetModelStatus(
+    ServerCore* core, const GetModelStatusRequest& request,
+    GetModelStatusResponse* response) {
   if (!request.has_model_spec()) {
     return tensorflow::errors::InvalidArgument("Missing ModelSpec");
   }
@@ -73,7 +73,7 @@ Status GetModelStatusImpl::GetModelStatus(ServerCore* core,
                                      response);
 }
 
-Status GetModelStatusImpl::GetModelStatusWithModelSpec(
+absl::Status GetModelStatusImpl::GetModelStatusWithModelSpec(
     ServerCore* core, const ModelSpec& model_spec,
     const GetModelStatusRequest& request, GetModelStatusResponse* response) {
   const string& model_name = model_spec.name();
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 5ac77ea2abc..9bbf0039937 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -334,7 +334,7 @@ TEST_P(ServerCoreTest, ErroringModel) {
         .mutable_source_adapter_config()) = source_adapter_config_any;
   options.model_server_config = GetTestModelServerConfigForFakePlatform();
   std::unique_ptr<ServerCore> server_core;
-  Status status = ServerCore::Create(std::move(options), &server_core);
+  absl::Status status = ServerCore::Create(std::move(options), &server_core);
   EXPECT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("1 servable(s) did not become available"));
@@ -622,7 +622,7 @@ TEST_P(ServerCoreTest, IllegalToChangeModelPlatform) {
   ModelServerConfig new_config = initial_config;
   new_config.mutable_model_config_list()->mutable_config(0)->set_model_platform(
       platforms[1]);
-  const Status reconfigure_status = server_core->ReloadConfig(new_config);
+  const absl::Status reconfigure_status = server_core->ReloadConfig(new_config);
   EXPECT_FALSE(reconfigure_status.ok());
   EXPECT_THAT(reconfigure_status.ToString(),
               ::testing::HasSubstr("Illegal to change a model's platform"));
@@ -795,7 +795,7 @@ TEST_P(ServerCoreTest, ModelSpecMultipleVersionsAvailable) {
     model_spec.set_name(test_util::kTestModelName);
     model_spec.set_version_label("nonexistent label");
     ServableHandle<string> servable_handle;
-    Status status =
+    absl::Status status =
         server_core->GetServableHandle<string>(model_spec, &servable_handle);
     ASSERT_FALSE(status.ok());
     EXPECT_THAT(status.ToString(),
@@ -822,7 +822,7 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersion) {
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
   test_util::MutateModelConfig(&two_version_config)
       .SetLabelVersion("nice try", test_util::kTestModelBogusVersion);
-  Status status = server_core->ReloadConfig(two_version_config);
+  absl::Status status = server_core->ReloadConfig(two_version_config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("not currently available for inference"));
@@ -847,7 +847,7 @@ TEST_P(ServerCoreTest, AssignLabelToUnavailableVersionAllowed) {
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
   test_util::MutateModelConfig(&two_version_config)
       .SetLabelVersion("nice try", test_util::kTestModelBogusVersion);
-  Status status = server_core->ReloadConfig(two_version_config);
+  absl::Status status = server_core->ReloadConfig(two_version_config);
   EXPECT_TRUE(status.ok());
 }
 
@@ -877,7 +877,7 @@ TEST_P(ServerCoreTest, AssignExistingLabelToUnavailableVersionDisallowed) {
   ASSERT_EQ(1, two_version_config.model_config_list().config().size());
   test_util::MutateModelConfig(&two_version_config)
       .SetLabelVersion("A", test_util::kTestModelBogusVersion);
-  Status status = server_core->ReloadConfig(two_version_config);
+  absl::Status status = server_core->ReloadConfig(two_version_config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("not currently available for inference"));
@@ -928,7 +928,7 @@ TEST_P(ServerCoreTest, VersionLabelsNotAllowed) {
   ASSERT_EQ(1, config.model_config_list().config().size());
   test_util::MutateModelConfig(&config).SetLabelVersion(
       "A", test_util::kTestModelVersion);
-  Status status = server_core->ReloadConfig(config);
+  absl::Status status = server_core->ReloadConfig(config);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(
       status.ToString(),

From 39e33a7271b237cafad40484ab1cf2eb6fa6e532 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Fri, 7 Feb 2025 02:15:42 -0800
Subject: [PATCH 7757/8103] Force to call SavedMode::Run when output_filter is
 disabled. Note that the output filter will still be applied at
 `PostProcessPredictionResultWithoutOutputFilter`. We just don't prune the
 graph in such cases.

PiperOrigin-RevId: 724265592
---
 tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc   | 3 ++-
 .../servables/tensorflow/tfrt_saved_model_factory.cc           | 1 +
 .../servables/tensorflow/tfrt_saved_model_source_adapter.proto | 2 ++
 3 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index 39008c1e514..99e00e68acf 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -190,7 +190,8 @@ absl::Status RunPredict(
     run_opts.work_queue = &(*thread_pool);
   }
 
-  if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value())) {
+  if (IsOutputFilterEmptyOrFullSet(request, function_metadata.value()) ||
+      saved_model->disable_output_filter()) {
     TRACELITERAL("Pre process prediction without output filter");
     // Pre-processing.
     std::vector<Tensor> input_tensors;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 6c5145c5fb3..6292e9f32d0 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -197,6 +197,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
       graph_rewriter.IsRegistered()) {
     TF_RETURN_IF_ERROR(graph_rewriter.Get()(&meta_graph_def));
   }
+  options.disable_output_filter = config_.disable_output_filter();
   options.enable_lazy_loading =
       meta_graph_def.signature_def_size() > config_.lazy_init_threshold();
   options.maybe_load_from_mla = config_.maybe_load_from_mla();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index d50d0d5d190..96dfc8c3f5a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -229,6 +229,8 @@ message TfrtSavedModelConfig {
   // See the description of the batch_padding_policy attribute of
   // BatchFunction in core/ops/batch_ops.cc.
   string batch_padding_policy = 2026;
+
+  bool disable_output_filter = 2027;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 79c34bda6650849db2c840f854bdf4f1e2cf760f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 11 Feb 2025 05:28:35 -0800
Subject: [PATCH 7758/8103] Automated Code Change

PiperOrigin-RevId: 725590156
---
 tensorflow_serving/model_servers/server.cc | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 49635cad111..f5612f7709e 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -64,7 +64,7 @@ namespace main {
 
 namespace {
 
-tensorflow::Status LoadCustomModelConfig(
+absl::Status LoadCustomModelConfig(
     const ::google::protobuf::Any& any,
     EventBus<ServableState>* servable_event_bus,
     UniquePtrWithDeps<AspiredVersionsManager>* manager) {
@@ -162,7 +162,7 @@ Server::~Server() {
 
 void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
   ModelServerConfig config;
-  const Status read_status =
+  const absl::Status read_status =
       ParseProtoTextFile<ModelServerConfig>(config_file_path, &config);
   if (!read_status.ok()) {
     LOG(ERROR) << "Failed to read ModelServerConfig file: "
@@ -170,14 +170,14 @@ void Server::PollFilesystemAndReloadConfig(const string& config_file_path) {
     return;
   }
 
-  const Status reload_status = server_core_->ReloadConfig(config);
+  const absl::Status reload_status = server_core_->ReloadConfig(config);
   if (!reload_status.ok()) {
     LOG(ERROR) << "PollFilesystemAndReloadConfig failed to ReloadConfig: "
                << reload_status.message();
   }
 }
 
-Status Server::BuildAndStart(const Options& server_options) {
+absl::Status Server::BuildAndStart(const Options& server_options) {
   if (server_options.grpc_port == 0 &&
       server_options.grpc_socket_path.empty()) {
     return errors::InvalidArgument(
@@ -400,7 +400,7 @@ Status Server::BuildAndStart(const Options& server_options) {
     // parse each arg as int and pass it on as such if successful. Otherwise we
     // will pass it as a string. gRPC will log arguments that were not accepted.
     tensorflow::int32 value;
-    if (tensorflow::strings::safe_strto32(channel_argument.value, &value)) {
+    if (absl::SimpleAtoi(channel_argument.value, &value)) {
       builder.AddChannelArgument(channel_argument.key, value);
     } else {
       builder.AddChannelArgument(channel_argument.key, channel_argument.value);

From 88ff3dd31ecde9ca8ba3dc21e194dce126202a48 Mon Sep 17 00:00:00 2001
From: Luis Prado <lhpc@google.com>
Date: Tue, 11 Feb 2025 13:25:23 -0800
Subject: [PATCH 7759/8103] Integrate BatchFunction op rewrite with serving
 stack

PiperOrigin-RevId: 725750231
---
 .../servables/tensorflow/session_bundle_config.proto          | 4 ++++
 .../servables/tensorflow/tfrt_saved_model_factory.cc          | 1 +
 .../tensorflow/tfrt_saved_model_source_adapter.proto          | 3 +++
 3 files changed, 8 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
index f4e79c2630a..88c4da1f4f2 100644
--- a/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
+++ b/tensorflow_serving/servables/tensorflow/session_bundle_config.proto
@@ -51,6 +51,10 @@ message SessionBundleConfig {
   // BatchSchedulerRetrier is added on top of each batching session.
   BatchingParameters batching_parameters = 3;
 
+  // Batching parameters to be rewritten in the existing BatchFunction ops.
+  // Different from `batching_parameters`, which are used for session batching.
+  BatchingOptions in_graph_batching_parameters = 7;
+
   // If set, session run calls use a separate threadpool for restore and init
   // ops as part of loading the session-bundle. The value of this field should
   // correspond to the index of the tensorflow::ThreadPoolOptionProto defined as
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 6292e9f32d0..cd5b433539b 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -240,6 +240,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
   compile_options.min_max_enqueued_batches =
       config_.tfrt_min_max_enqueued_batches();
   compile_options.batch_padding_policy = config_.batch_padding_policy();
+  compile_options.batch_options = config_.in_graph_batching_parameters();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
       config_.run_placer_grappler_on_functions();
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 96dfc8c3f5a..6f6fb6cd232 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -231,6 +231,9 @@ message TfrtSavedModelConfig {
   string batch_padding_policy = 2026;
 
   bool disable_output_filter = 2027;
+
+  // Batching parameters to be rewritten in the existing BatchFunction ops.
+  BatchingOptions in_graph_batching_parameters = 2028;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From e6e78cee6f671455f529e05de5283e5a4b9212f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 12 Feb 2025 00:19:01 -0800
Subject: [PATCH 7760/8103] add missing error_callback when load is cancelled

PiperOrigin-RevId: 725934844
---
 tensorflow_serving/core/loader_harness.cc | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index 47012bea596..cd7aa048f0b 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -91,8 +91,13 @@ Status LoaderHarness::Load() {
       // Servable is going to be unloaded very soon, we report a failure here so
       // that we do not accidentally report that the servable is available.
       TF_RETURN_IF_ERROR(UnloadDueToCancelledLoad());
-      return errors::Cancelled(
-          strings::StrCat("Loading of servable cancelled"));
+      absl::Status s =
+          errors::Cancelled(strings::StrCat("Loading of servable cancelled"));
+      if (options_.error_callback) {
+        // Invokes BasicManager::PublishOnEventBus(kEnd).
+        options_.error_callback(id_, s);
+      }
+      return s;
     }
     {
       mutex_lock l(mu_);

From 883f2791bf55b1c6b763590eb784416dfad5aeaf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Feb 2025 12:01:48 -0800
Subject: [PATCH 7761/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0db9effe-e975-4948-9fe5-2de174c0a92f

PiperOrigin-RevId: 726582921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9d59ec3032f..ba27f5b6a11 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c2c82d2afc62b5dbd93fceeea5df564560f047260dee5dabb2ab8f49ad2468d",
-    git_commit = "e3330346f95992af85415190e3d5125b1a31c2f9",
+    sha256 = "3f8ff525d3078450d876dbc53759b7ebe3ec06621854abbd659abc8a0a779756",
+    git_commit = "e3b6f512ec3b05d9c1b17ff6945199f9f8cb469d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b2a4f6aa5a7cb115a54836ecbbb7aa4ea19a9cd4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 13 Feb 2025 18:01:55 -0800
Subject: [PATCH 7762/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f259dd00-5f7c-4e6b-a813-e3d41a23083f

PiperOrigin-RevId: 726707652
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ba27f5b6a11..257f2f5210b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f8ff525d3078450d876dbc53759b7ebe3ec06621854abbd659abc8a0a779756",
-    git_commit = "e3b6f512ec3b05d9c1b17ff6945199f9f8cb469d",
+    sha256 = "8705c57001b9c3b808ca66e44b072e346f0d6b0c9990caef8d6c7e7ddc7519b5",
+    git_commit = "a520eea12705b1e633ddad84391d0db7af6cd340",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6fbbcaff5eae263e1e442cad4aba35e64704d100 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Feb 2025 00:05:41 -0800
Subject: [PATCH 7763/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a13c840a-bca9-4b8a-834d-ddee94bd3e1d

PiperOrigin-RevId: 726799593
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 257f2f5210b..87048c0ef10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8705c57001b9c3b808ca66e44b072e346f0d6b0c9990caef8d6c7e7ddc7519b5",
-    git_commit = "a520eea12705b1e633ddad84391d0db7af6cd340",
+    sha256 = "c336cf182e3cb1405ae93a24c83857bcd4c540a88fdff94a3e378d4dbac9c79f",
+    git_commit = "5b9ce147986715803514e91595fbd29e848f2406",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 92b0a4b9a16ccfb55f785bc534aa4e0297e8041d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Feb 2025 06:01:46 -0800
Subject: [PATCH 7764/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71f1f271-30b9-4399-ab2b-16d572f1a147

PiperOrigin-RevId: 726897080
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87048c0ef10..ce5f302e972 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c336cf182e3cb1405ae93a24c83857bcd4c540a88fdff94a3e378d4dbac9c79f",
-    git_commit = "5b9ce147986715803514e91595fbd29e848f2406",
+    sha256 = "918bae138d107a695e7507c868b517367d562331442cf0421d721d10527bdcd7",
+    git_commit = "9de9aea6277c3eb7d6a40d4fec290a2e4e9974a2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7b21766755528b4dd2fa6218e141ca977687d79c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Feb 2025 12:02:15 -0800
Subject: [PATCH 7765/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54830d21-4b09-4788-96ba-07d8e84cfcbc

PiperOrigin-RevId: 727013427
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ce5f302e972..1d4b2124703 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "918bae138d107a695e7507c868b517367d562331442cf0421d721d10527bdcd7",
-    git_commit = "9de9aea6277c3eb7d6a40d4fec290a2e4e9974a2",
+    sha256 = "7a34deb92be555a94f69da0a6848834520d608ff66d1faf8bd25dee58586b5cb",
+    git_commit = "02eb5dd743af820794891313b08ee28a3a0dfe2d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8434df7234520c671e34844377513bafc1da83e0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 14 Feb 2025 18:01:39 -0800
Subject: [PATCH 7766/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/525efe36-4370-4a06-b422-0d17b0e1025b

PiperOrigin-RevId: 727126253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1d4b2124703..b9179fcedf4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7a34deb92be555a94f69da0a6848834520d608ff66d1faf8bd25dee58586b5cb",
-    git_commit = "02eb5dd743af820794891313b08ee28a3a0dfe2d",
+    sha256 = "f030d47aed9c39952169aad632a168874b29365daa0de77f6f13c58006a7598e",
+    git_commit = "d97f27edf3f279b7b79eab7b0e8bad8263146fa5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d90bf0b26591a1ea9529a536a5d7a097fed7c952 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Feb 2025 00:02:06 -0800
Subject: [PATCH 7767/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba768048-4f06-4e67-9633-7897c104a183

PiperOrigin-RevId: 727206577
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9179fcedf4..b720d48f3c4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f030d47aed9c39952169aad632a168874b29365daa0de77f6f13c58006a7598e",
-    git_commit = "d97f27edf3f279b7b79eab7b0e8bad8263146fa5",
+    sha256 = "891c6f76ce98c523079454aa68ee1b050157f663954daab8c7f4d0e2e68e3d0d",
+    git_commit = "0b31741f9f495fb837dc8d913548f2c8f66cc662",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5828028fa28aeaba16e091b3ddc0372bac7aa92b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Feb 2025 06:01:51 -0800
Subject: [PATCH 7768/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05d27bfb-7e5b-4e66-88b8-2625a4010050

PiperOrigin-RevId: 727275677
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b720d48f3c4..e5df9575f0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "891c6f76ce98c523079454aa68ee1b050157f663954daab8c7f4d0e2e68e3d0d",
-    git_commit = "0b31741f9f495fb837dc8d913548f2c8f66cc662",
+    sha256 = "6a16a973a27037f30b9b8704cf856ac5e4d515997c77b0915013583e7676afd2",
+    git_commit = "8a6f519eb79493ccbbee12af45732b19498242da",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c5a08f1160af6a29889e5ab3c290d4cf42809274 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Feb 2025 12:02:03 -0800
Subject: [PATCH 7769/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f60c1393-dd0f-4461-bb31-9fcf89ecccea

PiperOrigin-RevId: 727337153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e5df9575f0f..aedc3ddf245 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6a16a973a27037f30b9b8704cf856ac5e4d515997c77b0915013583e7676afd2",
-    git_commit = "8a6f519eb79493ccbbee12af45732b19498242da",
+    sha256 = "d2668ff68101b5e33012b79451c4dc815a0fc011c22bea07d281a7af573c40c9",
+    git_commit = "6662896d468bc8038b6f4183bd7392dd469964b5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 727333eec5c53155fbd570c2246314a4265535bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 15 Feb 2025 18:01:40 -0800
Subject: [PATCH 7770/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b004d502-f08e-49ab-859a-9a7fc9e2561c

PiperOrigin-RevId: 727399205
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index aedc3ddf245..55b74b807f1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d2668ff68101b5e33012b79451c4dc815a0fc011c22bea07d281a7af573c40c9",
-    git_commit = "6662896d468bc8038b6f4183bd7392dd469964b5",
+    sha256 = "220629a1de5cf4d3531b066a2c7ac9b7ecb7b6958d2bf91788be4fea2f25dba8",
+    git_commit = "166e5fad5fb7b0dd16abeb11c41f1af3e4376d16",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 3650043f13f4541ddadd3c9c3306c247d9a5aca0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Feb 2025 06:01:42 -0800
Subject: [PATCH 7771/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c55187b9-caf6-4b64-87fc-806ec1f89527

PiperOrigin-RevId: 727532633
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 55b74b807f1..4d4f555c217 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "220629a1de5cf4d3531b066a2c7ac9b7ecb7b6958d2bf91788be4fea2f25dba8",
-    git_commit = "166e5fad5fb7b0dd16abeb11c41f1af3e4376d16",
+    sha256 = "53ebe814fb1b55bdc54e5e8f55dfd5ed4b4d09b44637a9a66d7442afd0f18ef7",
+    git_commit = "67dd0dbf66a152804fb98ba3909bad0dae36ec81",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8526ec6c36536e1324a8e2addeff3708f8773092 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Feb 2025 18:23:05 -0800
Subject: [PATCH 7772/8103] Automated Code Change

PiperOrigin-RevId: 727660728
---
 tensorflow_serving/core/test_util/session_test_util.cc | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/core/test_util/session_test_util.cc b/tensorflow_serving/core/test_util/session_test_util.cc
index 9270b76efb2..d9f4b91a690 100644
--- a/tensorflow_serving/core/test_util/session_test_util.cc
+++ b/tensorflow_serving/core/test_util/session_test_util.cc
@@ -29,7 +29,7 @@ namespace serving {
 namespace test_util {
 namespace {
 
-using NewSessionHook = std::function<Status(const SessionOptions&)>;
+using NewSessionHook = std::function<absl::Status(const SessionOptions&)>;
 NewSessionHook new_session_hook_;
 
 NewSessionHook GetNewSessionHook() { return new_session_hook_; }
@@ -48,8 +48,8 @@ class DelegatingSessionFactory : public SessionFactory {
     return absl::StartsWith(options.target, "new_session_hook/");
   }
 
-  Status NewSession(const SessionOptions& options,
-                    Session** out_session) override {
+  absl::Status NewSession(const SessionOptions& options,
+                          Session** out_session) override {
     auto actual_session_options = options;
     actual_session_options.target = std::string(
         absl::StripPrefix(options.target, kNewSessionHookSessionTargetPrefix));
@@ -61,7 +61,7 @@ class DelegatingSessionFactory : public SessionFactory {
     TF_RETURN_IF_ERROR(
         tensorflow::NewSession(actual_session_options, &actual_session));
     *out_session = actual_session;
-    return Status();
+    return absl::Status();
   }
 };
 

From 181f382c73584ec71912240762541402858a56db Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 16 Feb 2025 18:25:41 -0800
Subject: [PATCH 7773/8103] Automated Code Change

PiperOrigin-RevId: 727661066
---
 tensorflow_serving/util/json_tensor_test.cc | 23 +++++++++++----------
 1 file changed, 12 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 4b20e9c8db0..644a8b07f23 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -46,11 +46,11 @@ using ::testing::HasSubstr;
 using TensorInfoMap = ::google::protobuf::Map<string, TensorInfo>;
 using TensorMap = ::google::protobuf::Map<string, TensorProto>;
 
-std::function<tensorflow::Status(const string&, TensorInfoMap*)> getmap(
+std::function<absl::Status(const string&, TensorInfoMap*)> getmap(
     const TensorInfoMap& map) {
   return [&map](const string&, TensorInfoMap* m) {
     *m = map;
-    return OkStatus();
+    return absl::OkStatus();
   };
 }
 
@@ -646,7 +646,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
 
   PredictRequest req;
   JsonPredictRequestFormat format;
-  Status status;
+  absl::Status status;
   status = FillPredictRequestFromJson("", getmap(infomap), &req, &format);
   ASSERT_TRUE(errors::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("document is empty"));
@@ -713,7 +713,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
 
   PredictRequest req;
   JsonPredictRequestFormat format;
-  Status status;
+  absl::Status status;
   // Different shapes across int_tensor instances.
   status = FillPredictRequestFromJson(R"(
     {
@@ -794,7 +794,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
 }
 
 template <const unsigned int parseflags = rapidjson::kParseNanAndInfFlag>
-Status CompareJson(const string& json1, const string& json2) {
+absl::Status CompareJson(const string& json1, const string& json2) {
   rapidjson::Document doc1;
   if (doc1.Parse<parseflags>(json1.c_str()).HasParseError()) {
     return errors::InvalidArgument(
@@ -813,7 +813,7 @@ Status CompareJson(const string& json1, const string& json2) {
     return errors::InvalidArgument("JSON Different. JSON1: ", json1,
                                    "JSON2: ", json2);
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Compare two JSON documents treating values (including numbers) as strings.
@@ -823,7 +823,8 @@ Status CompareJson(const string& json1, const string& json2) {
 // to the approximate nature of decimal representation.
 //
 // For most use cases, prefer CompareJson() defined above.
-Status CompareJsonAllValuesAsStrings(const string& json1, const string& json2) {
+absl::Status CompareJsonAllValuesAsStrings(const string& json1,
+                                           const string& json2) {
   return CompareJson<rapidjson::kParseNanAndInfFlag |
                      rapidjson::kParseNumbersAsStringsFlag>(json1, json2);
 }
@@ -975,7 +976,7 @@ TEST(JsontensorTest, FromJsonSingleFloatTensorNonFinite) {
 TEST(JsontensorTest, FromJsonSingleTensorErrors) {
   TensorMap tensormap;
   string json;
-  Status status;
+  absl::Status status;
 
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
@@ -1226,11 +1227,11 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensorsErrors) {
 template <typename RequestType>
 class ClassifyRegressRequestTest : public ::testing::Test {
  protected:
-  Status FillRequest(const string& json, ClassificationRequest* req) {
+  absl::Status FillRequest(const string& json, ClassificationRequest* req) {
     return FillClassificationRequestFromJson(json, req);
   }
 
-  Status FillRequest(const string& json, RegressionRequest* req) {
+  absl::Status FillRequest(const string& json, RegressionRequest* req) {
     return FillRegressionRequestFromJson(json, req);
   }
 };
@@ -1599,7 +1600,7 @@ TEST(ClassifyRegressnResultTest, JsonFromResultErrors) {
 
 TEST(MakeJsonFromTensors, StatusOK) {
   string json;
-  MakeJsonFromStatus(OkStatus(), &json);
+  MakeJsonFromStatus(absl::OkStatus(), &json);
   EXPECT_EQ(json, "");
 }
 

From 413856deb139d5b2da29c1696d992a1f5de2c2f5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Feb 2025 00:02:02 -0800
Subject: [PATCH 7774/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58fea352-ddfa-45aa-ad81-6b731b808f4c

PiperOrigin-RevId: 727737175
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d4f555c217..b5f5b219d67 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53ebe814fb1b55bdc54e5e8f55dfd5ed4b4d09b44637a9a66d7442afd0f18ef7",
-    git_commit = "67dd0dbf66a152804fb98ba3909bad0dae36ec81",
+    sha256 = "d6f3b6a9aae337fc69d755ae7a9350cca443e704dd5dec08a5cb3e569964d0bc",
+    git_commit = "afc26ebcaf89c469ba069cf4bd2256cd9f6f4f70",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d0154e2f466cade47e9afb6214b4f61be7d70eb0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Feb 2025 01:36:51 -0800
Subject: [PATCH 7775/8103] Automated Code Change

PiperOrigin-RevId: 727764885
---
 tensorflow_serving/core/aspired_versions_manager.cc | 10 +++++-----
 tensorflow_serving/core/simple_loader_test.cc       |  4 ++--
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 6b5321fe22a..481eacbbdd7 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -93,7 +93,7 @@ struct CompareActions {
 // Validates whether all entries in 'versions' pertain to the servable named
 // 'servable_name'.
 Status ValidateAspiredVersions(
-    const StringPiece servable_name,
+    const absl::string_view servable_name,
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) {
   for (const auto& version : versions) {
     if (servable_name != version.id().name) {
@@ -141,7 +141,7 @@ class AspiredVersionsManagerTargetImpl final
 
  protected:
   void SetAspiredVersions(
-      const StringPiece servable_name,
+      const absl::string_view servable_name,
       std::vector<ServableData<std::unique_ptr<Loader>>> versions) override {
     parent_->EnqueueAspiredVersionsRequest(servable_name, std::move(versions));
   }
@@ -262,7 +262,7 @@ AspiredVersionsManager::GetAspiredVersionsCallback() {
 }
 
 void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
-    const StringPiece servable_name,
+    const absl::string_view servable_name,
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
   const Status validation_status =
       ValidateAspiredVersions(servable_name, versions);
@@ -282,7 +282,7 @@ void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
 }
 
 void AspiredVersionsManager::ProcessAspiredVersionsRequest(
-    const StringPiece servable_name,
+    const absl::string_view servable_name,
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
   VLOG(2) << "Processing aspired versions request: " << servable_name << ": "
           << ServableVersionsDebugString(versions);
@@ -364,7 +364,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
 }
 
 bool AspiredVersionsManager::ContainsAnyReaspiredVersions(
-    const StringPiece servable_name,
+    const absl::string_view servable_name,
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) const {
   const std::vector<ServableStateSnapshot<Aspired>> state_snapshots =
       basic_manager_->GetManagedServableStateSnapshots<Aspired>(
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 7f7e783313b..00bb5f53d6f 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -276,7 +276,7 @@ TEST(SimpleLoaderSourceAdapterTest, Basic) {
   const string kServableName = "test_servable_name";
   bool callback_called;
   adapter.SetAspiredVersionsCallback(
-      [&](const StringPiece servable_name,
+      [&](const absl::string_view servable_name,
           std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
         callback_called = true;
         EXPECT_EQ(kServableName, servable_name);
@@ -319,7 +319,7 @@ TEST(SimpleLoaderSourceAdapterTest, OkayToDeleteAdapter) {
 
     const string kServableName = "test_servable_name";
     adapter->SetAspiredVersionsCallback(
-        [&](const StringPiece servable_name,
+        [&](const absl::string_view servable_name,
             std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
           ASSERT_EQ(1, versions.size());
           TF_ASSERT_OK(versions[0].status());

From 1fb718cbb96406519bd71d24d781ab91b31c0d04 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Feb 2025 06:01:38 -0800
Subject: [PATCH 7776/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f90fb4c0-41f7-479e-bd82-0bec4095dcd0

PiperOrigin-RevId: 727836350
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b5f5b219d67..f82095465f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6f3b6a9aae337fc69d755ae7a9350cca443e704dd5dec08a5cb3e569964d0bc",
-    git_commit = "afc26ebcaf89c469ba069cf4bd2256cd9f6f4f70",
+    sha256 = "fbaf964b20d4d2826ab317833fb58b2e7fa7f84b19e57861930e6da5a5d56829",
+    git_commit = "61c2376dbbbdad5536ecdca308be49f5679db553",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 497eeae9f60877afb1257c45935a006df820381e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Feb 2025 12:01:54 -0800
Subject: [PATCH 7777/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1ca4d62-56f8-4388-926f-669018ceb144

PiperOrigin-RevId: 727920539
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f82095465f8..698d0c08db6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fbaf964b20d4d2826ab317833fb58b2e7fa7f84b19e57861930e6da5a5d56829",
-    git_commit = "61c2376dbbbdad5536ecdca308be49f5679db553",
+    sha256 = "423c412f92d34454ed8af5afe84a2d1433c5390c0da17bcee15f6f6794b5b6c2",
+    git_commit = "8cdf9deecce7ec6feabb9d051b7fdeeca2d300e0",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2b405e6956694c93d93a627ac5ec20a6a9cc6808 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Feb 2025 18:01:39 -0800
Subject: [PATCH 7778/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2dd8a5bb-a454-4aab-bad8-db3ca60695fe

PiperOrigin-RevId: 727989828
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 698d0c08db6..bcc75a2c052 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "423c412f92d34454ed8af5afe84a2d1433c5390c0da17bcee15f6f6794b5b6c2",
-    git_commit = "8cdf9deecce7ec6feabb9d051b7fdeeca2d300e0",
+    sha256 = "9e7580bb1d80f087521d55b72b9039acdbc015ead09b76c95cf367a17885c031",
+    git_commit = "e8aeed09867b67054e9869e6ed9929c7f50c64b9",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a027247d72602149ec6f08eaec9d5f9f00f8ee60 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Feb 2025 01:54:26 -0800
Subject: [PATCH 7779/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9904dfa6-7a94-4bdf-a064-a50718d0ab15

PiperOrigin-RevId: 728106165
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bcc75a2c052..024a55dc7e5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9e7580bb1d80f087521d55b72b9039acdbc015ead09b76c95cf367a17885c031",
-    git_commit = "e8aeed09867b67054e9869e6ed9929c7f50c64b9",
+    sha256 = "20c1473e7eaf665d9c7db4522923f0d984c84270ccd8922d6de1a7c16a96f350",
+    git_commit = "1e0f639a26b2aafd2732ae0e64817b7cdd387c81",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 06432972086f3057619bd35645e2a1e388eaad6a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Feb 2025 06:01:53 -0800
Subject: [PATCH 7780/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6b453eb0-67ab-4614-a59f-92eb5f4b6237

PiperOrigin-RevId: 728175707
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 024a55dc7e5..606db9a6470 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "20c1473e7eaf665d9c7db4522923f0d984c84270ccd8922d6de1a7c16a96f350",
-    git_commit = "1e0f639a26b2aafd2732ae0e64817b7cdd387c81",
+    sha256 = "b62e761a0a8e437564013ad25784fdb73e9dd100d31be8b47f24560afacc6c33",
+    git_commit = "01197637cb4eee7da2f1645f7367268ee44efa87",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 83c04ce201bd9dd6e406a953c3c339b847aa96fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Feb 2025 12:02:00 -0800
Subject: [PATCH 7781/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e69fb7c6-18bf-42f7-b855-2bd66e9ab919

PiperOrigin-RevId: 728304792
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 606db9a6470..e3103902203 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b62e761a0a8e437564013ad25784fdb73e9dd100d31be8b47f24560afacc6c33",
-    git_commit = "01197637cb4eee7da2f1645f7367268ee44efa87",
+    sha256 = "1d5134193432c0fb88a00d7478222a24579bba8668db441514abc76154fba964",
+    git_commit = "5efb5dfaa6aa57658adb678dce4e20205ae3c88b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c3d9aecc1a04084e89a1abbfc9a98276a5ce6f2a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Feb 2025 18:01:54 -0800
Subject: [PATCH 7782/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d01196d3-b2f2-409c-b87e-6391f695830c

PiperOrigin-RevId: 728433797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3103902203..d87ba359a6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d5134193432c0fb88a00d7478222a24579bba8668db441514abc76154fba964",
-    git_commit = "5efb5dfaa6aa57658adb678dce4e20205ae3c88b",
+    sha256 = "5def5e83f9ac80681bbb2a894960ab28941a459b733c46d375ba21a6c1bf653d",
+    git_commit = "90ef4630f475c474899ab70b99dfbbd3dc7c1440",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5a879971b3de3a6e60e067ed495e8db1c4aa6ffb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Feb 2025 00:02:10 -0800
Subject: [PATCH 7783/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/93690717-76fa-45c0-b9e6-3f773c2b71e1

PiperOrigin-RevId: 728534222
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d87ba359a6f..a4316941e1f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5def5e83f9ac80681bbb2a894960ab28941a459b733c46d375ba21a6c1bf653d",
-    git_commit = "90ef4630f475c474899ab70b99dfbbd3dc7c1440",
+    sha256 = "cf9f844369e48512cd9328fa665268e4ee9446126e092ac396fcfdc3e01a65ec",
+    git_commit = "fb546cb77826f679dc617b6ba63d712810655307",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b69b6beff52614e9d8f30d6835e865f2b95993fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Feb 2025 04:46:53 -0800
Subject: [PATCH 7784/8103] Automated Code Change

PiperOrigin-RevId: 728619018
---
 tensorflow_serving/session_bundle/oss/session_bundle_util.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index 5933b56f2ca..579b90d7bc9 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -79,7 +79,7 @@ absl::Status LoadSessionBundleOrSavedModelBundle(
 
 absl::Status LoadSessionBundleFromPathUsingRunOptions(
     const SessionOptions& session_options, const RunOptions& run_options,
-    const StringPiece export_dir, SessionBundle* bundle) {
+    const absl::string_view export_dir, SessionBundle* bundle) {
   return errors::Unimplemented("Session Bundle is deprecated and removed.");
 }
 

From 8cadcf1d8dff4061b07bff22b887191889734665 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Feb 2025 06:01:49 -0800
Subject: [PATCH 7785/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bca1e9a1-e6a4-42d3-9360-c09b0bcf5f8a

PiperOrigin-RevId: 728638554
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4316941e1f..cbd8998424c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf9f844369e48512cd9328fa665268e4ee9446126e092ac396fcfdc3e01a65ec",
-    git_commit = "fb546cb77826f679dc617b6ba63d712810655307",
+    sha256 = "5104d1d7d8b39982c38ee07ab7f19ea5d1108518060a967c0ae01c24cbda1b07",
+    git_commit = "a0f83c2e142b4f2c73989f4f9efba2132acd3dd7",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 98e262cd5250932665e22389bb33c3d67e2ff280 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Feb 2025 12:02:33 -0800
Subject: [PATCH 7786/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0aa1a9d0-150b-48c5-a269-a1ed0b1bfa5e

PiperOrigin-RevId: 728762244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cbd8998424c..3029ce05046 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5104d1d7d8b39982c38ee07ab7f19ea5d1108518060a967c0ae01c24cbda1b07",
-    git_commit = "a0f83c2e142b4f2c73989f4f9efba2132acd3dd7",
+    sha256 = "eee8fc16eff7f97d65b7e24085f8dd059570badb34d3292b9115d6177066a4e6",
+    git_commit = "d591c2a55aab73e400e2a655d3693dd4a6a109ac",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d2679ac275215204c485349fb064a31c18dbd781 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Feb 2025 18:02:38 -0800
Subject: [PATCH 7787/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/509e1c8b-d29d-4ef4-9037-53fb19d5fa3c

PiperOrigin-RevId: 728888910
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3029ce05046..acd47cc38e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "eee8fc16eff7f97d65b7e24085f8dd059570badb34d3292b9115d6177066a4e6",
-    git_commit = "d591c2a55aab73e400e2a655d3693dd4a6a109ac",
+    sha256 = "37634c8628459cea9823a02b6503eb7171f5d7ee65b62a67e0220b3f359b1dc8",
+    git_commit = "f8c133874de7a3c6a2881c1d2c945a3f3aed6cf5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From eb711fa50ca69bcaa57cfd851c488aec2c599f62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Feb 2025 00:02:24 -0800
Subject: [PATCH 7788/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ec42a171-77c8-4ae8-b76a-8dfd5e1f0f54

PiperOrigin-RevId: 728981891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index acd47cc38e9..cb9c44bc485 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "37634c8628459cea9823a02b6503eb7171f5d7ee65b62a67e0220b3f359b1dc8",
-    git_commit = "f8c133874de7a3c6a2881c1d2c945a3f3aed6cf5",
+    sha256 = "b4ae094983c70c4d8cbc51e59123a1a98297e4a81edb83fcab92936897131487",
+    git_commit = "54fc1b81fdae3c9023cbf8ec9bd8cd9edf285790",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cc8636e1655ff5518f04970fe4bfa838c0a2d5c8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Feb 2025 06:01:59 -0800
Subject: [PATCH 7789/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0dd3f6ff-0e3f-41ab-8aff-e80c40ece236

PiperOrigin-RevId: 729079946
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cb9c44bc485..87d553e478e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4ae094983c70c4d8cbc51e59123a1a98297e4a81edb83fcab92936897131487",
-    git_commit = "54fc1b81fdae3c9023cbf8ec9bd8cd9edf285790",
+    sha256 = "c60999b792c1b9e466d7d078baa99bfa538c785961dd54017cbf7ac8753e984a",
+    git_commit = "8169c5e8f21d9a70027423e63c829e97d17269df",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5d6a95b75c336ee86e1c08a423c3d9cfec8849a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Feb 2025 12:01:49 -0800
Subject: [PATCH 7790/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5da73df8-26dd-4041-812b-bda0d93f8d99

PiperOrigin-RevId: 729199789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 87d553e478e..ea15b055811 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c60999b792c1b9e466d7d078baa99bfa538c785961dd54017cbf7ac8753e984a",
-    git_commit = "8169c5e8f21d9a70027423e63c829e97d17269df",
+    sha256 = "d9fdfd1652c8dc3be5e9a0e3e5928710a809496ac202e890231803fe47c46347",
+    git_commit = "311c5c2666ef3815b10eefcf3361dd3c71bf5b5b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e4dc3dfad38906edb0b3234085783170c5bbc542 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Feb 2025 18:03:10 -0800
Subject: [PATCH 7791/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2b4aba25-6824-4fac-86b1-8318741dff3e

PiperOrigin-RevId: 729320556
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ea15b055811..7ea6446054a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d9fdfd1652c8dc3be5e9a0e3e5928710a809496ac202e890231803fe47c46347",
-    git_commit = "311c5c2666ef3815b10eefcf3361dd3c71bf5b5b",
+    sha256 = "5a33aebf8bbeebcd4c85fedaecfe98e42e20533e94fc00bf31b0ac1f890da30e",
+    git_commit = "799d7217688525457896dcafeb233dde5328bf43",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From aae4af9084decfb3298f90d4a3636769fe2d3e11 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Feb 2025 00:02:21 -0800
Subject: [PATCH 7792/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e3128b22-41af-4e60-8f03-168ea0954715

PiperOrigin-RevId: 729407254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ea6446054a..811ff129279 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a33aebf8bbeebcd4c85fedaecfe98e42e20533e94fc00bf31b0ac1f890da30e",
-    git_commit = "799d7217688525457896dcafeb233dde5328bf43",
+    sha256 = "8ae4d355575d416da39dbc00a9fe9353753698e8b82e5238f9e67227232519a3",
+    git_commit = "b41650596e2622b223c8c1375eaf81ad966cd218",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 95a4a201739aba1c02dbb19d3674dd6e15cdcfe8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Feb 2025 05:54:50 -0800
Subject: [PATCH 7793/8103] Automated Code Change

PiperOrigin-RevId: 729499245
---
 .../core/aspired_versions_manager_test.cc     | 100 +++++++++---------
 1 file changed, 50 insertions(+), 50 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 5bca1245347..44801bfe8ac 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -184,7 +184,7 @@ INSTANTIATE_TEST_CASE_P(
 
 TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingLoaderName) {
   ServableHandle<int64_t> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(strings::StrCat(kServableName, "missing")),
       &handle);
   ASSERT_FALSE(status.ok()) << status;
@@ -195,7 +195,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleNotFoundMissingVersion) {
   // This version is missing.
   const int64_t missing_version = 100;
   ServableHandle<int64_t> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, missing_version), &handle);
   ASSERT_FALSE(status.ok()) << status;
   EXPECT_EQ(error::NOT_FOUND, status.code());
@@ -205,7 +205,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleInvalidArgument) {
   // The servable is supposed to be an int type and we ask for a float type,
   // thus causing an invalid argument error.
   ServableHandle<float> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   ASSERT_FALSE(status.ok()) << status;
   EXPECT_EQ(error::INVALID_ARGUMENT, status.code());
@@ -227,7 +227,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleLatest) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(kNumVersionsPerServable + 1, *handle);
@@ -249,7 +249,7 @@ TEST_P(AspiredVersionsManagerTest, ServableHandleLatestVersionIsZero) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName3), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(0, *handle);
@@ -270,7 +270,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
     WaitUntilServableManagerStateIsOneOf(
         servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
     ServableHandle<int64_t> handle;
-    const Status status = manager_->GetServableHandle(
+    const absl::Status status = manager_->GetServableHandle(
         ServableRequest::Latest(kServableName), &handle);
     TF_ASSERT_OK(status);
     EXPECT_EQ(1, *handle);
@@ -287,7 +287,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
     WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                          {ServableState::ManagerState::kEnd});
     ServableHandle<int64_t> handle;
-    Status status = manager_->GetServableHandle(
+    absl::Status status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 2), &handle);
     EXPECT_FALSE(status.ok()) << status;
   }
@@ -304,14 +304,14 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
           servable_state_monitor_, id,
           {ServableState::ManagerState::kAvailable});
       ServableHandle<int64_t> handle;
-      Status status = manager_->GetServableHandle(
+      absl::Status status = manager_->GetServableHandle(
           ServableRequest::Specific(kServableName, 2), &handle);
       TF_ASSERT_OK(status) << status;
     } else {
       // Sleep for 1ms. There's nothing to wait on as the state will not change.
       Env::Default()->SleepForMicroseconds(1000 /* 1 ms */);
       ServableHandle<int64_t> handle;
-      Status status = manager_->GetServableHandle(
+      absl::Status status = manager_->GetServableHandle(
           ServableRequest::Specific(kServableName, 2), &handle);
       EXPECT_FALSE(status.ok()) << status;
     }
@@ -321,7 +321,7 @@ TEST_P(AspiredVersionsManagerTest, ReloadAspiredError) {
 TEST_P(AspiredVersionsManagerTest, ServableHandleSpecificVersion) {
   ServableHandle<int64_t> handle;
   const ServableId id = {kServableName2, 0};
-  const Status status =
+  const absl::Status status =
       manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(0, *handle);
@@ -443,7 +443,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedFull) {
   // destructed when we run the manager looping thread.
   {
     ServableHandle<int64_t> handle;
-    const Status status = manager_->GetServableHandle(
+    const absl::Status status = manager_->GetServableHandle(
         ServableRequest::Latest(kServableName), &handle);
     TF_ASSERT_OK(status);
     EXPECT_EQ(1, *handle);
@@ -468,7 +468,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedFull) {
             num_fake_loaders_before - num_fake_loaders_after);
 
   ServableHandle<int64_t> missing_handle;
-  const Status missing_status = manager_->GetServableHandle(
+  const absl::Status missing_status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &missing_handle);
   ASSERT_FALSE(missing_status.ok());
   EXPECT_EQ(error::NOT_FOUND, missing_status.code());
@@ -488,14 +488,14 @@ TEST_P(AspiredVersionsManagerTest, AspiredRemovedPartial) {
 
   // Version 0 should remain available in the manager.
   ServableHandle<int64_t> v0_handle;
-  const Status v0_status = manager_->GetServableHandle(
+  const absl::Status v0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &v0_handle);
   TF_ASSERT_OK(v0_status);
   EXPECT_EQ(0, *v0_handle);
 
   // Version 1 should no longer be available.
   ServableHandle<int64_t> v1_handle;
-  const Status v1_status = manager_->GetServableHandle(
+  const absl::Status v1_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 1), &v1_handle);
   ASSERT_FALSE(v1_status.ok());
   EXPECT_EQ(error::NOT_FOUND, v1_status.code());
@@ -547,14 +547,14 @@ TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
 
   // Version 0 should be available.
   ServableHandle<int64_t> v0_handle;
-  const Status v0_status = manager_->GetServableHandle(
+  const absl::Status v0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &v0_handle);
   TF_ASSERT_OK(v0_status);
   EXPECT_EQ(0, *v0_handle);
 
   // Version 1 should not be available.
   ServableHandle<int64_t> v1_handle;
-  const Status v1_status = manager_->GetServableHandle(
+  const absl::Status v1_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 1), &v1_handle);
   ASSERT_FALSE(v1_status.ok());
   EXPECT_EQ(error::NOT_FOUND, v1_status.code());
@@ -563,7 +563,7 @@ TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
 TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
   const ServableId id = {kServableName, 2};
   ServableHandle<int64_t> not_found_handle;
-  const Status not_found_status = manager_->GetServableHandle(
+  const absl::Status not_found_status = manager_->GetServableHandle(
       ServableRequest::FromId(id), &not_found_handle);
   ASSERT_FALSE(not_found_status.ok()) << not_found_status;
   EXPECT_EQ(error::NOT_FOUND, not_found_status.code());
@@ -575,7 +575,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
   HandlePendingAspiredVersionsRequests();
 
   ServableHandle<int64_t> not_ready_handle;
-  const Status not_ready_status = manager_->GetServableHandle(
+  const absl::Status not_ready_status = manager_->GetServableHandle(
       ServableRequest::FromId(id), &not_ready_handle);
   ASSERT_FALSE(not_ready_status.ok()) << not_ready_status;
   EXPECT_EQ(error::NOT_FOUND, not_ready_status.code());
@@ -589,7 +589,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> handle;
-  const Status status =
+  const absl::Status status =
       manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(2, *handle);
@@ -598,7 +598,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateLoad) {
 TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
   {
     ServableHandle<int64_t> handle;
-    const Status status = manager_->GetServableHandle(
+    const absl::Status status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &handle);
     TF_ASSERT_OK(status);
     EXPECT_EQ(0, *handle);
@@ -618,7 +618,7 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
                                        {ServableState::ManagerState::kEnd});
 
   ServableHandle<int64_t> not_found_handle;
-  const Status not_found_status = manager_->GetServableHandle(
+  const absl::Status not_found_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &not_found_handle);
   ASSERT_FALSE(not_found_status.ok()) << not_found_status;
   EXPECT_EQ(error::NOT_FOUND, not_found_status.code());
@@ -628,14 +628,14 @@ TEST_P(AspiredVersionsManagerTest, AspiredAndManageStateUnload) {
 // servable actions. This behaviour is tested here.
 TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
   ServableHandle<int64_t> not_found_2_handle;
-  Status not_found_2_status = manager_->GetServableHandle(
+  absl::Status not_found_2_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName2, 2), &not_found_2_handle);
   ASSERT_FALSE(not_found_2_status.ok()) << not_found_2_status;
   EXPECT_EQ(error::NOT_FOUND, not_found_2_status.code());
 
   {
     ServableHandle<int64_t> found_0_handle;
-    const Status found_0_status = manager_->GetServableHandle(
+    const absl::Status found_0_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &found_0_handle);
     TF_ASSERT_OK(found_0_status);
     EXPECT_EQ(0, *found_0_handle);
@@ -644,7 +644,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
   // We want to unload version 0 of the first servable stream and load version 2
   // of the second stream.
   struct {
-    StringPiece name;
+    absl::string_view name;
     int start;
     int end;
   } servable_aspired_list[2] = {{kServableName, 1, 1}, {kServableName2, 0, 2}};
@@ -667,7 +667,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
                                        {ServableState::ManagerState::kEnd});
 
   ServableHandle<int64_t> not_found_0_handle;
-  const Status not_found_0_status = manager_->GetServableHandle(
+  const absl::Status not_found_0_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 0), &not_found_0_handle);
   ASSERT_FALSE(not_found_0_status.ok()) << not_found_0_status;
   EXPECT_EQ(error::NOT_FOUND, not_found_2_status.code());
@@ -684,7 +684,7 @@ TEST_P(AspiredVersionsManagerTest, ManagerPrefersUnloadOverLoad) {
       {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> found_2_handle;
-  const Status found_2_status = manager_->GetServableHandle(
+  const absl::Status found_2_status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName2, 2), &found_2_handle);
   TF_ASSERT_OK(found_2_status);
   EXPECT_EQ(2, *found_2_handle);
@@ -707,7 +707,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
 
   {
     ServableHandle<int64_t> not_found_2_handle;
-    Status not_found_2_status = manager_->GetServableHandle(
+    absl::Status not_found_2_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName2, 2), &not_found_2_handle);
     ASSERT_FALSE(not_found_2_status.ok()) << not_found_2_status;
     EXPECT_EQ(error::NOT_FOUND, not_found_2_status.code());
@@ -715,7 +715,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
 
   {
     ServableHandle<int64_t> found_0_handle;
-    Status found_0_status = manager_->GetServableHandle(
+    absl::Status found_0_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &found_0_handle);
     TF_ASSERT_OK(found_0_status);
     EXPECT_EQ(0, *found_0_handle);
@@ -724,7 +724,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
   // We want to unload version 0 of the first servable stream and load version 2
   // of the second stream.
   struct {
-    StringPiece name;
+    absl::string_view name;
     int start;
     int end;
   } servable_aspired_list[2] = {{kServableName, 1, 1}, {kServableName2, 0, 2}};
@@ -749,7 +749,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
 
   {
     ServableHandle<int64_t> found_0_handle;
-    Status found_0_status = manager_->GetServableHandle(
+    absl::Status found_0_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &found_0_handle);
     TF_ASSERT_OK(found_0_status);
     EXPECT_EQ(0, *found_0_handle);
@@ -757,7 +757,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
 
   {
     ServableHandle<int64_t> found_2_handle;
-    const Status found_2_status = manager_->GetServableHandle(
+    const absl::Status found_2_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName2, 2), &found_2_handle);
     TF_ASSERT_OK(found_2_status);
     EXPECT_EQ(2, *found_2_handle);
@@ -771,7 +771,7 @@ TEST_P(AspiredVersionsManagerTest, CustomSortActions) {
 
   {
     ServableHandle<int64_t> not_found_0_handle;
-    const Status not_found_0_status = manager_->GetServableHandle(
+    const absl::Status not_found_0_status = manager_->GetServableHandle(
         ServableRequest::Specific(kServableName, 0), &not_found_0_handle);
     ASSERT_FALSE(not_found_0_status.ok()) << not_found_0_status;
     EXPECT_EQ(error::NOT_FOUND, not_found_0_status.code());
@@ -788,7 +788,7 @@ TEST_P(AspiredVersionsManagerTest, ErroneousAspiredVersion) {
   HandlePendingAspiredVersionsRequests();
 
   ServableHandle<int64_t> handle;
-  Status status = manager_->GetServableHandle(
+  absl::Status status = manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 3), &handle);
   EXPECT_FALSE(status.ok()) << status;
 
@@ -804,7 +804,7 @@ TEST_P(AspiredVersionsManagerTest, ErroneousAspiredVersion) {
 TEST_P(AspiredVersionsManagerTest, DestructOnNonServingThread) {
   std::unique_ptr<ServableHandle<int64_t>> latest_handle(
       new ServableHandle<int64_t>());
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), latest_handle.get());
   TF_ASSERT_OK(status);
   EXPECT_EQ(1, **latest_handle);
@@ -872,7 +872,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusErrorOnLoad) {
   HandlePendingAspiredVersionsRequests();
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     OkStatus()};
+                                     absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -900,7 +900,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   HandlePendingAspiredVersionsRequests();
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     OkStatus()};
+                                     absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -910,7 +910,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
         load_continue.WaitForNotification();
-        return OkStatus();
+        return absl::OkStatus();
       }));
 
   std::unique_ptr<Thread> load_unload_thread(
@@ -926,7 +926,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   load_called.WaitForNotification();
 
   const ServableState loading_state = {
-      id, ServableState::ManagerState::kLoading, OkStatus()};
+      id, ServableState::ManagerState::kLoading, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(loading_state));
 
@@ -935,7 +935,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, OkStatus()};
+      id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 
@@ -960,7 +960,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   unload_called.WaitForNotification();
 
   const ServableState unloading_state = {
-      id, ServableState::ManagerState::kUnloading, OkStatus()};
+      id, ServableState::ManagerState::kUnloading, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(unloading_state));
 
@@ -969,7 +969,7 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
                                        {ServableState::ManagerState::kEnd});
 
   const ServableState end_state = {
-      {kServableName, 7}, ServableState::ManagerState::kEnd, OkStatus()};
+      {kServableName, 7}, ServableState::ManagerState::kEnd, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(end_state));
 }
@@ -1001,7 +1001,7 @@ TEST_P(AspiredVersionsManagerTest, RetryOnLoadErrorFinallySucceeds) {
   // We succeed on the last load, before the manager gives up.
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Error on load.")))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
 
   std::vector<ServableData<std::unique_ptr<Loader>>> aspired_versions;
   aspired_versions.push_back({id, std::unique_ptr<Loader>(loader)});
@@ -1018,7 +1018,7 @@ TEST_P(AspiredVersionsManagerTest, RetryOnLoadErrorFinallySucceeds) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, OkStatus()};
+      id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 }
@@ -1132,7 +1132,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
   EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
   HandlePendingAspiredVersionsRequests();
@@ -1191,7 +1191,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return OkStatus();
+        return absl::OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
@@ -1229,9 +1229,9 @@ TEST_P(AspiredVersionsManagerTest,
   test_util::MockLoader* first_loader = new NiceMock<test_util::MockLoader>();
   first_aspired_versions.push_back({id, std::unique_ptr<Loader>(first_loader)});
   EXPECT_CALL(*first_loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillRepeatedly(Return(
-          Status(static_cast<tsl::errors::Code>(absl::StatusCode::kUnknown),
-                 "first load failing")));
+      .WillRepeatedly(Return(absl::Status(
+          static_cast<tsl::errors::Code>(absl::StatusCode::kUnknown),
+          "first load failing")));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(first_aspired_versions));
   HandlePendingAspiredVersionsRequests();
@@ -1261,7 +1261,7 @@ TEST_P(AspiredVersionsManagerTest,
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return OkStatus();
+        return absl::OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));
@@ -1320,7 +1320,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
-        return OkStatus();
+        return absl::OkStatus();
       }));
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(second_aspired_versions));

From db04ae3036ea81b35869fbecc3677e86e2b4d0fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Feb 2025 06:01:39 -0800
Subject: [PATCH 7794/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9196ca45-5f12-47f0-969d-08f65ea46e21

PiperOrigin-RevId: 729501153
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 811ff129279..4d4f2fe3de8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ae4d355575d416da39dbc00a9fe9353753698e8b82e5238f9e67227232519a3",
-    git_commit = "b41650596e2622b223c8c1375eaf81ad966cd218",
+    sha256 = "73e172da42dfabadf4083231103bec7f228da403b61ebfe329b9807aa4db75e5",
+    git_commit = "595964cabf7958e7a8e59e232231aa5da3829f58",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5dc1475e9b629e4d317763cd8170b6d48e165f63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Feb 2025 12:02:04 -0800
Subject: [PATCH 7795/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a726a738-18db-49b3-b8bb-379ae6bc9f77

PiperOrigin-RevId: 729609654
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4d4f2fe3de8..b02f824631e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "73e172da42dfabadf4083231103bec7f228da403b61ebfe329b9807aa4db75e5",
-    git_commit = "595964cabf7958e7a8e59e232231aa5da3829f58",
+    sha256 = "c7c0c03f7f520124bb99a8cea2b58d8d0cb35c98c23bb96b939d31914841e44f",
+    git_commit = "03902aa28a830bdc7477cf0e60960afd8c15ead3",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f31b0c9c3fae9e5397464470e92ebe9a8820226a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Feb 2025 18:01:45 -0800
Subject: [PATCH 7796/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7580b316-b024-4c2f-beed-c982622f4c43

PiperOrigin-RevId: 729717713
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b02f824631e..d7d12ae33d6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7c0c03f7f520124bb99a8cea2b58d8d0cb35c98c23bb96b939d31914841e44f",
-    git_commit = "03902aa28a830bdc7477cf0e60960afd8c15ead3",
+    sha256 = "07479aba583889fef5d6a7cd2a2ef6f8ef9323b988c2dc7b4492cb8b17b2432e",
+    git_commit = "2c74f04e40fe34b322ae41b91f0581a8ce8286a3",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From aedad7bc1f5410eee5a079f49bb5d89dfb39a887 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Feb 2025 00:02:16 -0800
Subject: [PATCH 7797/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/836e145e-11d5-46f3-af99-d17be5765d1d

PiperOrigin-RevId: 729793416
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7d12ae33d6..7efacfad33e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07479aba583889fef5d6a7cd2a2ef6f8ef9323b988c2dc7b4492cb8b17b2432e",
-    git_commit = "2c74f04e40fe34b322ae41b91f0581a8ce8286a3",
+    sha256 = "55035a587b00c3d2e1374d8b56431ea8517280944f8e7cb2f54796742cb1d74d",
+    git_commit = "66f07a8cda135a19ada170db0500a6cfb43d0b70",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ba14a4e0ec31e0a0945c30e5eeae6ce25b81c941 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Feb 2025 05:36:51 -0800
Subject: [PATCH 7798/8103] Automated Code Change

PiperOrigin-RevId: 729857292
---
 tensorflow_serving/core/test_util/fake_loader.cc            | 6 +++---
 .../core/test_util/fake_loader_source_adapter.cc            | 6 +++---
 .../core/test_util/fake_storage_path_source_adapter.cc      | 4 ++--
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/core/test_util/fake_loader.cc b/tensorflow_serving/core/test_util/fake_loader.cc
index e6dde38de9b..c5692285f51 100644
--- a/tensorflow_serving/core/test_util/fake_loader.cc
+++ b/tensorflow_serving/core/test_util/fake_loader.cc
@@ -25,7 +25,7 @@ thread_local bool FakeLoader::was_deleted_in_this_thread_;
 int FakeLoader::num_fake_loaders_ = 0;
 mutex FakeLoader::num_fake_loaders_mu_(LINKER_INITIALIZED);
 
-FakeLoader::FakeLoader(int64_t servable, const Status load_status)
+FakeLoader::FakeLoader(int64_t servable, const absl::Status load_status)
     : servable_(servable), load_status_(load_status) {
   was_deleted_in_this_thread_ = false;
   {
@@ -42,9 +42,9 @@ FakeLoader::~FakeLoader() {
   was_deleted_in_this_thread_ = true;
 }
 
-Status FakeLoader::load_status() { return load_status_; }
+absl::Status FakeLoader::load_status() { return load_status_; }
 
-Status FakeLoader::Load() { return load_status_; }
+absl::Status FakeLoader::Load() { return load_status_; }
 
 void FakeLoader::Unload() {}
 
diff --git a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
index 2449f98a2b9..dada97df8b0 100644
--- a/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_loader_source_adapter.cc
@@ -36,7 +36,7 @@ FakeLoaderSourceAdapter::FakeLoaderSourceAdapter(
                                         ? strings::StrCat(path, "/", suffix_)
                                         : path;
             servable_ptr->reset(new string(servable));
-            return Status();
+            return absl::Status();
           },
           SimpleLoaderSourceAdapter<StoragePath,
                                     string>::EstimateNoResources()),
@@ -53,12 +53,12 @@ FakeLoaderSourceAdapter::~FakeLoaderSourceAdapter() {
 // Register the source adapter.
 class FakeLoaderSourceAdapterCreator {
  public:
-  static Status Create(
+  static absl::Status Create(
       const FakeLoaderSourceAdapterConfig& config,
       std::unique_ptr<SourceAdapter<StoragePath, std::unique_ptr<Loader>>>*
           adapter) {
     adapter->reset(new FakeLoaderSourceAdapter(config.suffix()));
-    return Status();
+    return absl::Status();
   }
 };
 REGISTER_STORAGE_PATH_SOURCE_ADAPTER(FakeLoaderSourceAdapterCreator,
diff --git a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
index 4888c76c6e9..55bc3e2b53a 100644
--- a/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/test_util/fake_storage_path_source_adapter.cc
@@ -34,7 +34,7 @@ FakeStoragePathSourceAdapter::~FakeStoragePathSourceAdapter() {
   }
 }
 
-Status FakeStoragePathSourceAdapter::Convert(
+absl::Status FakeStoragePathSourceAdapter::Convert(
     const StoragePath& data, StoragePath* const converted_data) {
   if (data == "invalid") {
     return errors::InvalidArgument(
@@ -44,7 +44,7 @@ Status FakeStoragePathSourceAdapter::Convert(
   }
   *converted_data =
       suffix_.empty() ? data : strings::StrCat(data, "/", suffix_);
-  return Status();
+  return absl::Status();
 }
 
 }  // namespace test_util

From 89ade5553f641339a8580accc3994709ae527452 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Feb 2025 06:01:36 -0800
Subject: [PATCH 7799/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7d9b8373-c9c4-4803-bfda-0d8818e60fef

PiperOrigin-RevId: 729861243
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7efacfad33e..f63a5224aa2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "55035a587b00c3d2e1374d8b56431ea8517280944f8e7cb2f54796742cb1d74d",
-    git_commit = "66f07a8cda135a19ada170db0500a6cfb43d0b70",
+    sha256 = "7f792134fcf15e948d5027fb9b4d88f3e5c226a3d417e5a340cf6c91038ed9d6",
+    git_commit = "5cd80a9dc003e6f4b636cee710164823b27f060a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e4f59161cd85344943152419aeab8625ec3ee6fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Feb 2025 12:02:07 -0800
Subject: [PATCH 7800/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/61b6200b-e844-4649-b176-d2f8509f0c10

PiperOrigin-RevId: 729924037
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f63a5224aa2..08b4f7b53da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f792134fcf15e948d5027fb9b4d88f3e5c226a3d417e5a340cf6c91038ed9d6",
-    git_commit = "5cd80a9dc003e6f4b636cee710164823b27f060a",
+    sha256 = "faffc021428b93fbf3cac57edd3163a9976df61acd902a65117cf16a1285d7ac",
+    git_commit = "2b28626261af6b6c64710eb86d0adbbe3e4fcecc",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d1db321e5b8ae125361c8f36bdb3cd2191dc4b7a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Feb 2025 18:01:42 -0800
Subject: [PATCH 7801/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f2d80131-babc-469e-a1d5-8edf5d43f4ca

PiperOrigin-RevId: 729985622
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 08b4f7b53da..6545f90c115 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "faffc021428b93fbf3cac57edd3163a9976df61acd902a65117cf16a1285d7ac",
-    git_commit = "2b28626261af6b6c64710eb86d0adbbe3e4fcecc",
+    sha256 = "751b9804ffac7aa9aa0b99a93983052f1d11e724a9625197deea1fe23dd01962",
+    git_commit = "5d6dc4b9a60552b68e981f8fbb1676471cc3f72a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6075fd9f1e0fa480112121297a700ca9203241b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Feb 2025 00:02:23 -0800
Subject: [PATCH 7802/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/84a58bfe-4350-4260-a238-d26b5ea4a9a7

PiperOrigin-RevId: 730053515
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6545f90c115..b11b7738b94 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "751b9804ffac7aa9aa0b99a93983052f1d11e724a9625197deea1fe23dd01962",
-    git_commit = "5d6dc4b9a60552b68e981f8fbb1676471cc3f72a",
+    sha256 = "8ba714d170abad7f0c9e12dc789ae37a4c8427139ae621181566d65b10c1999f",
+    git_commit = "1f1379c5f721579c58b4ee560daac7df90f8519a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 490321bbcbc6a7c285b501bdc05c6a3b6928c0d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Feb 2025 06:01:40 -0800
Subject: [PATCH 7803/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0df3fea4-4b1a-4acf-a9a4-f490beb91690

PiperOrigin-RevId: 730117812
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b11b7738b94..c5ab5a6f9e1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8ba714d170abad7f0c9e12dc789ae37a4c8427139ae621181566d65b10c1999f",
-    git_commit = "1f1379c5f721579c58b4ee560daac7df90f8519a",
+    sha256 = "d071c78fa37a65c7659679e67d1e3b27eb36cda5781add4ce74415270c270ddd",
+    git_commit = "410fcd1b20dc0ec80bb4e41e29a7a2ff87c3d822",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9cab956f94c8e10d954b6d67d6cb164c53835eb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Feb 2025 12:01:51 -0800
Subject: [PATCH 7804/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/50914ec8-d496-4734-9414-91cd78f26043

PiperOrigin-RevId: 730177014
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5ab5a6f9e1..b9aaf4929c8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d071c78fa37a65c7659679e67d1e3b27eb36cda5781add4ce74415270c270ddd",
-    git_commit = "410fcd1b20dc0ec80bb4e41e29a7a2ff87c3d822",
+    sha256 = "2c6cf89e8aa82d7e5222122cd3e93d08128d439de059e70985ebb5448f03e709",
+    git_commit = "8d7afac0217cffed691af871686d0fd53e6bd667",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 23210cc50138624651ede2dc84685a19d4034fa3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Feb 2025 18:01:56 -0800
Subject: [PATCH 7805/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/da0394d0-95d6-479f-a746-ea0aab7c73c5

PiperOrigin-RevId: 730242122
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b9aaf4929c8..ff21ca415bf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2c6cf89e8aa82d7e5222122cd3e93d08128d439de059e70985ebb5448f03e709",
-    git_commit = "8d7afac0217cffed691af871686d0fd53e6bd667",
+    sha256 = "18173ba4baa97a5251b1dbf072443a54f5b62a81b50bcdd88d7906b01a2066bd",
+    git_commit = "d5795d42e35d278ecddbdd011c5c65cfbcd7006e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7f17c59451c51417941651b000d2044dea27358c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Feb 2025 00:02:25 -0800
Subject: [PATCH 7806/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/537222db-b663-42c1-bf90-28149114493c

PiperOrigin-RevId: 730322614
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff21ca415bf..1719391ce15 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18173ba4baa97a5251b1dbf072443a54f5b62a81b50bcdd88d7906b01a2066bd",
-    git_commit = "d5795d42e35d278ecddbdd011c5c65cfbcd7006e",
+    sha256 = "057e7a6799517075017fcc3e8e8b031e0c5236bd6a66a6fbed8b43ba474f6001",
+    git_commit = "91e0a9eff8f16edef14b726f09bb3aba95dcb06a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6d0593ce382ee0ea89e5779ac483874206b81cdd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Feb 2025 06:01:48 -0800
Subject: [PATCH 7807/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c839046f-23b6-4b3a-83cf-50e31832573e

PiperOrigin-RevId: 730418925
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1719391ce15..098ac3b8386 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "057e7a6799517075017fcc3e8e8b031e0c5236bd6a66a6fbed8b43ba474f6001",
-    git_commit = "91e0a9eff8f16edef14b726f09bb3aba95dcb06a",
+    sha256 = "455bc9a864cfb8a0af832ef1479894d3ce414eea10b70e48b3c2b8f6c8b8db5a",
+    git_commit = "474d368b5268a4f23f4fcf0c05adefc4083fb5e8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f7a2554fa9936e359e7692a191d37d1546d0340b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Feb 2025 12:02:56 -0800
Subject: [PATCH 7808/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2e89e43b-284c-4fd3-824b-74056b89d648

PiperOrigin-RevId: 730543620
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 098ac3b8386..fb045697535 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "455bc9a864cfb8a0af832ef1479894d3ce414eea10b70e48b3c2b8f6c8b8db5a",
-    git_commit = "474d368b5268a4f23f4fcf0c05adefc4083fb5e8",
+    sha256 = "38031efb3935e73b6af5292b4d355c4fd927781874da863aa4c98887a6b5326f",
+    git_commit = "f01ad0be5194963dd20f9a84247ea97533307d3c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 4372bd27d75495713f3b55121e42cfcf459ad724 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Feb 2025 18:01:48 -0800
Subject: [PATCH 7809/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/09ceef08-4440-4f55-88ac-3691fd12e34f

PiperOrigin-RevId: 730669287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fb045697535..36a87dd9186 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38031efb3935e73b6af5292b4d355c4fd927781874da863aa4c98887a6b5326f",
-    git_commit = "f01ad0be5194963dd20f9a84247ea97533307d3c",
+    sha256 = "0ef7145cfd403d73e43bc9f7d0a5b8bfe26971eb91ccf1776c4bb1dac8101234",
+    git_commit = "f0061c760772c2fc1294308116e8b0ecba3885f7",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 861ec5f0538bdabf9bea0487b4954d75ad895974 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Feb 2025 00:02:18 -0800
Subject: [PATCH 7810/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd4b365d-7821-4e57-adcf-1128e023b478

PiperOrigin-RevId: 730755741
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 36a87dd9186..7ec3dddc7f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ef7145cfd403d73e43bc9f7d0a5b8bfe26971eb91ccf1776c4bb1dac8101234",
-    git_commit = "f0061c760772c2fc1294308116e8b0ecba3885f7",
+    sha256 = "83da9df3bb805227bfabc2f0f2589f3fe0ceaaa79bcf943a6685b620f3b1bab3",
+    git_commit = "01050964cc334df1af26a4ac6484793bc15282b4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ea76498c0666bbf00accf31dc8df3883583651ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Feb 2025 06:02:32 -0800
Subject: [PATCH 7811/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ea833e1d-87dd-4cf4-9fa0-e77f08aa8d4b

PiperOrigin-RevId: 730853123
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7ec3dddc7f8..a9f65c695a0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "83da9df3bb805227bfabc2f0f2589f3fe0ceaaa79bcf943a6685b620f3b1bab3",
-    git_commit = "01050964cc334df1af26a4ac6484793bc15282b4",
+    sha256 = "ad4810d20abd418df0ca4c392b8ed1a1a8049cf03e9b76aa8d9114cca6c4fba2",
+    git_commit = "e41890cca91372308073c3d74c8b15993e17b632",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 52e46df6726c8b2c29cd2f472c9be38ed3b2dd82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Feb 2025 12:02:16 -0800
Subject: [PATCH 7812/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ba7bfdb2-8804-4e0d-84c1-414d663875fb

PiperOrigin-RevId: 730976558
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9f65c695a0..8ca8e2857d2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ad4810d20abd418df0ca4c392b8ed1a1a8049cf03e9b76aa8d9114cca6c4fba2",
-    git_commit = "e41890cca91372308073c3d74c8b15993e17b632",
+    sha256 = "87b3a317ee2f5bfc13fb3b4c7755be1c64deec5d09337040ebfd25c3fc8759bd",
+    git_commit = "ca77b1a50679e3ee1f6d21993e5a978905fd0277",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cc78c47e488e78b6ffad05e971ed8b4f97d47af6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Feb 2025 18:01:52 -0800
Subject: [PATCH 7813/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/91d49066-b5b4-46f1-80b4-3f018394dc05

PiperOrigin-RevId: 731099323
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ca8e2857d2..0c8b06efa29 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87b3a317ee2f5bfc13fb3b4c7755be1c64deec5d09337040ebfd25c3fc8759bd",
-    git_commit = "ca77b1a50679e3ee1f6d21993e5a978905fd0277",
+    sha256 = "995ffe6278fba89348caa0796caf91c141ae8ea5d7400d6dc25c6d0192d064cd",
+    git_commit = "ae1d10b8f8ab6bd8db0f6ac772dc33734bdba3fa",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ca4c6f8e2beba53e8dc161c1cfa9158b9c5164b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Feb 2025 00:02:06 -0800
Subject: [PATCH 7814/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3302d385-f5c6-4e93-b783-9c3faf520f0b

PiperOrigin-RevId: 731187947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c8b06efa29..3c4d8b348f6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "995ffe6278fba89348caa0796caf91c141ae8ea5d7400d6dc25c6d0192d064cd",
-    git_commit = "ae1d10b8f8ab6bd8db0f6ac772dc33734bdba3fa",
+    sha256 = "4bb9bead130367e5c56750519628c329fe2d83678da96d9493dc422a8d857cb0",
+    git_commit = "77ba208ba467fd7344b609c709a1a0d1d82b1f80",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 85d2740149bb73b24d2379c7e89e277557928c5f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Feb 2025 06:01:43 -0800
Subject: [PATCH 7815/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad7e6682-e8f5-44d7-a2ae-a2e79ff3e180

PiperOrigin-RevId: 731285720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c4d8b348f6..40ad20ceaa7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4bb9bead130367e5c56750519628c329fe2d83678da96d9493dc422a8d857cb0",
-    git_commit = "77ba208ba467fd7344b609c709a1a0d1d82b1f80",
+    sha256 = "b83157a9090146dadb1ca019419696a7518f8b8c3b87104e91fa0551652ab9a2",
+    git_commit = "40fd1217d473b99326ddffc906cb951d1994bf90",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2401a4005c2cc4ebb34ba3c417ef048443228042 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Feb 2025 06:04:12 -0800
Subject: [PATCH 7816/8103] Automated Code Change

PiperOrigin-RevId: 731286738
---
 .../core/aspired_versions_manager.cc          | 45 ++++++++++---------
 tensorflow_serving/core/simple_loader_test.cc | 32 ++++++-------
 2 files changed, 40 insertions(+), 37 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 481eacbbdd7..11084eb8588 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -92,7 +92,7 @@ struct CompareActions {
 
 // Validates whether all entries in 'versions' pertain to the servable named
 // 'servable_name'.
-Status ValidateAspiredVersions(
+absl::Status ValidateAspiredVersions(
     const absl::string_view servable_name,
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) {
   for (const auto& version : versions) {
@@ -102,7 +102,7 @@ Status ValidateAspiredVersions(
           " doesn't match name in servable version: ", version.id().name));
     }
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 // Returns the set of version numbers in 'versions'.
@@ -155,7 +155,7 @@ class AspiredVersionsManagerTargetImpl final
 
 }  // namespace internal
 
-Status AspiredVersionsManager::Create(
+absl::Status AspiredVersionsManager::Create(
     Options options, std::unique_ptr<AspiredVersionsManager>* manager) {
   if (options.aspired_version_policy == nullptr) {
     return errors::InvalidArgument(
@@ -189,7 +189,7 @@ Status AspiredVersionsManager::Create(
       options.with_current_context));
   (manager->get())->enable_reload_servables_with_error_ =
       options.enable_reload_servables_with_error;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 AspiredVersionsManager::AspiredVersionsManager(
@@ -245,7 +245,7 @@ std::vector<ServableId> AspiredVersionsManager::ListAvailableServableIds()
   return basic_manager_->ListAvailableServableIds();
 }
 
-Status AspiredVersionsManager::GetUntypedServableHandle(
+absl::Status AspiredVersionsManager::GetUntypedServableHandle(
     const ServableRequest& request,
     std::unique_ptr<UntypedServableHandle>* const untyped_handle) {
   return basic_manager_->GetUntypedServableHandle(request, untyped_handle);
@@ -264,7 +264,7 @@ AspiredVersionsManager::GetAspiredVersionsCallback() {
 void AspiredVersionsManager::EnqueueAspiredVersionsRequest(
     const absl::string_view servable_name,
     std::vector<ServableData<std::unique_ptr<Loader>>> versions) {
-  const Status validation_status =
+  const absl::Status validation_status =
       ValidateAspiredVersions(servable_name, versions);
   DCHECK(validation_status.ok()) << validation_status.message();
   if (!validation_status.ok()) {
@@ -338,7 +338,8 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
       ServableId id;
       id.name = std::string(servable_name);
       id.version = version_id.version;
-      const Status manage_status = basic_manager_->StopManagingServable(id);
+      const absl::Status manage_status =
+          basic_manager_->StopManagingServable(id);
       DCHECK(manage_status.ok()) << manage_status.message();
       if (!manage_status.ok()) {
         LOG(ERROR) << "Internal error: Unable to clear errored servable "
@@ -350,7 +351,7 @@ void AspiredVersionsManager::ProcessAspiredVersionsRequest(
 
     // if this aspired version is not already present in the map.
     if (should_add) {
-      const Status manage_status =
+      const absl::Status manage_status =
           basic_manager_->ManageServableWithAdditionalState(
               std::move(version), std::unique_ptr<Aspired>(new Aspired{true}));
       DCHECK(manage_status.ok()) << manage_status.message();
@@ -413,20 +414,22 @@ void AspiredVersionsManager::PerformAction(
     const AspiredVersionPolicy::ServableAction action) {
   switch (action.action) {
     case AspiredVersionPolicy::Action::kLoad: {
-      basic_manager_->LoadServable(action.id, [action](const Status& status) {
-        if (!status.ok()) {
-          LOG(ERROR) << "Servable " << action.id.DebugString()
-                     << " cannot be loaded: " << status;
-        }
-      });
+      basic_manager_->LoadServable(
+          action.id, [action](const absl::Status& status) {
+            if (!status.ok()) {
+              LOG(ERROR) << "Servable " << action.id.DebugString()
+                         << " cannot be loaded: " << status;
+            }
+          });
     } break;
     case AspiredVersionPolicy::Action::kUnload: {
-      basic_manager_->UnloadServable(action.id, [action](const Status& status) {
-        if (!status.ok()) {
-          LOG(ERROR) << "Servable " << action.id.DebugString()
-                     << " cannot be unloaded: " << status;
-        }
-      });
+      basic_manager_->UnloadServable(
+          action.id, [action](const absl::Status& status) {
+            if (!status.ok()) {
+              LOG(ERROR) << "Servable " << action.id.DebugString()
+                         << " cannot be unloaded: " << status;
+            }
+          });
     } break;
   }
 }
@@ -442,7 +445,7 @@ void AspiredVersionsManager::FlushServables() {
            state_snapshot.state == LoaderHarness::State::kDisabled ||
            state_snapshot.state == LoaderHarness::State::kError) &&
           !state_snapshot.additional_state->is_aspired) {
-        const Status status =
+        const absl::Status status =
             basic_manager_->StopManagingServable(state_snapshot.id);
         if (status.ok()) {
           VLOG(1) << "Removed " << state_snapshot.id << "from BasicManager";
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 00bb5f53d6f..7cd99db197f 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -66,7 +66,7 @@ class LoaderCreatorWithoutMetadata {
     return absl::make_unique<SimpleLoader<ServableType>>(creator, args...);
   }
 
-  static Status Load(Loader* loader) { return loader->Load(); }
+  static absl::Status Load(Loader* loader) { return loader->Load(); }
 };
 
 class LoaderCreatorWithMetadata {
@@ -84,7 +84,7 @@ class LoaderCreatorWithMetadata {
         args...);
   }
 
-  static Status Load(Loader* loader) {
+  static absl::Status Load(Loader* loader) {
     return loader->LoadWithMetadata(CreateMetadata());
   }
 };
@@ -102,11 +102,11 @@ TYPED_TEST(SimpleLoaderTest, VerifyServableStates) {
   auto loader = TypeParam::template CreateSimpleLoader<Caller>(
       [&state](std::unique_ptr<Caller>* caller) {
         caller->reset(new Caller(&state));
-        return OkStatus();
+        return absl::OkStatus();
       },
       SimpleLoader<Caller>::EstimateNoResources());
   EXPECT_EQ(State::kNone, state);
-  const Status status = TypeParam::Load(loader.get());
+  const absl::Status status = TypeParam::Load(loader.get());
   TF_EXPECT_OK(status);
   EXPECT_EQ(State::kCtor, state);
   AnyPtr servable = loader->servable();
@@ -132,11 +132,11 @@ TYPED_TEST(SimpleLoaderTest, ResourceEstimation) {
   auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return OkStatus();
+        return absl::OkStatus();
       },
       [&want](ResourceAllocation* estimate) {
         *estimate = want;
-        return OkStatus();
+        return absl::OkStatus();
       });
 
   {
@@ -174,15 +174,15 @@ TYPED_TEST(SimpleLoaderTest, ResourceEstimationWithPostLoadRelease) {
   auto loader = TypeParam::template CreateSimpleLoader<int>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return OkStatus();
+        return absl::OkStatus();
       },
       [&pre_load_resources](ResourceAllocation* estimate) {
         *estimate = pre_load_resources;
-        return OkStatus();
+        return absl::OkStatus();
       },
       absl::make_optional([&post_load_resources](ResourceAllocation* estimate) {
         *estimate = post_load_resources;
-        return OkStatus();
+        return absl::OkStatus();
       }));
 
   // Run it twice, to exercise memoization.
@@ -209,7 +209,7 @@ TYPED_TEST(SimpleLoaderTest, LoadError) {
         return errors::InvalidArgument("No way!");
       },
       SimpleLoader<Caller>::EstimateNoResources());
-  const Status status = TypeParam::Load(loader.get());
+  const absl::Status status = TypeParam::Load(loader.get());
   EXPECT_EQ(error::INVALID_ARGUMENT, status.code());
   EXPECT_EQ("No way!", status.message());
 }
@@ -218,7 +218,7 @@ TEST(SimpleLoaderCompatibilityTest, WithoutMetadata) {
   auto loader_without_metadata = absl::make_unique<SimpleLoader<int>>(
       [](std::unique_ptr<int>* servable) {
         servable->reset(new int);
-        return OkStatus();
+        return absl::OkStatus();
       },
       SimpleLoader<int>::EstimateNoResources());
   // If the creator without metadata is used, both Load() and LoadWithMetadata()
@@ -233,12 +233,12 @@ TEST(SimpleLoaderCompatibilityTest, WithMetadata) {
         const auto& expected_metadata = CreateMetadata();
         EXPECT_EQ(expected_metadata.servable_id, metadata.servable_id);
         servable->reset(new int);
-        return OkStatus();
+        return absl::OkStatus();
       },
       SimpleLoader<int>::EstimateNoResources());
   // If the creator with metadata is used, we allow only LoadWithMetadata()
   // to be invoked.
-  const Status error_status = loader_with_metadata->Load();
+  const absl::Status error_status = loader_with_metadata->Load();
   EXPECT_EQ(error::FAILED_PRECONDITION, error_status.code());
   TF_EXPECT_OK(loader_with_metadata->LoadWithMetadata(CreateMetadata()));
 }
@@ -264,13 +264,13 @@ TEST(SimpleLoaderSourceAdapterTest, Basic) {
       [](const string& data, std::unique_ptr<string>* servable) {
         servable->reset(new string);
         **servable = strings::StrCat(data, "_was_here");
-        return OkStatus();
+        return absl::OkStatus();
       },
       [](const string& data, ResourceAllocation* output) {
         ResourceAllocation::Entry* entry = output->add_resource_quantities();
         entry->mutable_resource()->set_device(data);
         entry->set_quantity(42);
-        return OkStatus();
+        return absl::OkStatus();
       });
 
   const string kServableName = "test_servable_name";
@@ -313,7 +313,7 @@ TEST(SimpleLoaderSourceAdapterTest, OkayToDeleteAdapter) {
             [](const string& data, std::unique_ptr<string>* servable) {
               servable->reset(new string);
               **servable = strings::StrCat(data, "_was_here");
-              return OkStatus();
+              return absl::OkStatus();
             },
             SimpleLoaderSourceAdapter<string, string>::EstimateNoResources()));
 

From 3f2c6137946412f7ca7c4133d59854b3b28edcf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Feb 2025 12:02:12 -0800
Subject: [PATCH 7817/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d8332ea8-174f-4eb7-ade1-1730db6dade4

PiperOrigin-RevId: 731404364
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 40ad20ceaa7..cc751cf3322 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b83157a9090146dadb1ca019419696a7518f8b8c3b87104e91fa0551652ab9a2",
-    git_commit = "40fd1217d473b99326ddffc906cb951d1994bf90",
+    sha256 = "b3584c483ed2c36cce5fac4aca5f913e1bf2be2f0c4bd60e7adc8405a84158e6",
+    git_commit = "17ec31a4252d417fd7826920749a11183f445d90",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fe1909e44a3e409e584af7a90a3ce1f818c49dbb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Feb 2025 18:02:17 -0800
Subject: [PATCH 7818/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4a9a394a-245c-450c-93a5-3af20523ddd0

PiperOrigin-RevId: 731522798
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cc751cf3322..b0ac8b0866a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b3584c483ed2c36cce5fac4aca5f913e1bf2be2f0c4bd60e7adc8405a84158e6",
-    git_commit = "17ec31a4252d417fd7826920749a11183f445d90",
+    sha256 = "2b21def524425c1b87491e318594947b38875442b8dc8e4f9d04eabdda18be3a",
+    git_commit = "ad1a0e6b9f9dbff23357a5b85736cd6b71234378",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f4c72253875097a8992d3cb869b7f64c7b48b969 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Feb 2025 00:02:12 -0800
Subject: [PATCH 7819/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/48a697bc-f7c0-45c0-a769-632aa0d31a24

PiperOrigin-RevId: 731605834
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b0ac8b0866a..040b3c7c7ca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2b21def524425c1b87491e318594947b38875442b8dc8e4f9d04eabdda18be3a",
-    git_commit = "ad1a0e6b9f9dbff23357a5b85736cd6b71234378",
+    sha256 = "a8342419f9b88054fae8499e4f3816e33fd36fd89bcabe6e676a365d9ead8007",
+    git_commit = "eac2be1488e30a2a2b69d319a6fd5edf7ba8ea84",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1d37fc1ad29e20b4911d6035fd0157fb7eed4dc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Feb 2025 06:01:53 -0800
Subject: [PATCH 7820/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e08efad0-0a4a-4256-bd4f-2b553f92a4a8

PiperOrigin-RevId: 731696303
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 040b3c7c7ca..66c53549bf9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a8342419f9b88054fae8499e4f3816e33fd36fd89bcabe6e676a365d9ead8007",
-    git_commit = "eac2be1488e30a2a2b69d319a6fd5edf7ba8ea84",
+    sha256 = "e75d39c74b3ae0860afd1f99c1663c42637140f30eee0ea41b62c6ea1fccb1af",
+    git_commit = "81c79204569e57290ef289355f059599dd9a27e7",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7ef01769a1ffd2d35ccc9080620e5c3a348170fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Feb 2025 12:02:19 -0800
Subject: [PATCH 7821/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1a896b7c-538f-4461-a931-fbf1eadfecef

PiperOrigin-RevId: 731812875
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 66c53549bf9..ab59284724b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e75d39c74b3ae0860afd1f99c1663c42637140f30eee0ea41b62c6ea1fccb1af",
-    git_commit = "81c79204569e57290ef289355f059599dd9a27e7",
+    sha256 = "1b3e036fb4c057cc274b352de01f6d64437f6c4cf9ebeb9061b8eaba6121c897",
+    git_commit = "8866578140796389828501968275de2cb6dce71e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fe20e377e456cf2b35f69bc19a16115b5faba2b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Feb 2025 18:02:23 -0800
Subject: [PATCH 7822/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4c13b901-b34f-4192-a23e-f943defa6a76

PiperOrigin-RevId: 731935218
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ab59284724b..2297d994b4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1b3e036fb4c057cc274b352de01f6d64437f6c4cf9ebeb9061b8eaba6121c897",
-    git_commit = "8866578140796389828501968275de2cb6dce71e",
+    sha256 = "daddc3fd127b7c8339c4032bfd4e4884755db5f4bbff80986769012131371cdf",
+    git_commit = "e84426ba946802e37bbcd2011370e90f24f2fe9d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 4d5c006682f7373e6af9e3e8d0e0d092e5cbaf1a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Feb 2025 20:12:38 -0800
Subject: [PATCH 7823/8103] Add custom_logging_config so different loggers can
 introduce their own custom log processing logic.

PiperOrigin-RevId: 731967688
---
 tensorflow_serving/config/BUILD                | 1 +
 tensorflow_serving/config/logging_config.proto | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/tensorflow_serving/config/BUILD b/tensorflow_serving/config/BUILD
index 257c571cf5b..2cc8d6b5218 100644
--- a/tensorflow_serving/config/BUILD
+++ b/tensorflow_serving/config/BUILD
@@ -85,6 +85,7 @@ serving_proto_library(
     srcs = ["logging_config.proto"],
     deps = [
         ":log_collector_config_proto",
+        "@com_google_protobuf//:cc_wkt_protos",
     ],
 )
 
diff --git a/tensorflow_serving/config/logging_config.proto b/tensorflow_serving/config/logging_config.proto
index 31fbe944177..cce49e8e5e7 100644
--- a/tensorflow_serving/config/logging_config.proto
+++ b/tensorflow_serving/config/logging_config.proto
@@ -2,6 +2,7 @@ syntax = "proto3";
 
 package tensorflow.serving;
 
+import "google/protobuf/any.proto";
 import "tensorflow_serving/config/log_collector_config.proto";
 
 option cc_enable_arenas = true;
@@ -26,4 +27,6 @@ message SamplingConfig {
 message LoggingConfig {
   LogCollectorConfig log_collector_config = 1;
   SamplingConfig sampling_config = 2;
+  // Additional logging config that can be processed by the logger.
+  google.protobuf.Any custom_logging_config = 3;
 }

From 1d418a43820c9128e6403e851d02bc517e5305fb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Feb 2025 00:03:20 -0800
Subject: [PATCH 7824/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92365679-9d00-446a-949e-76bb4077deb3

PiperOrigin-RevId: 732021840
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2297d994b4c..1dab1e0e497 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "daddc3fd127b7c8339c4032bfd4e4884755db5f4bbff80986769012131371cdf",
-    git_commit = "e84426ba946802e37bbcd2011370e90f24f2fe9d",
+    sha256 = "537245f13ec350c249eab8a351e43f0de518cb44b26820849e21f5decba9c2f5",
+    git_commit = "d71a0ebcf65a3aac51956b57a0d493977be18d4a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 56120a2d8de4e7908b08f88179ba0a7300a2d51a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Feb 2025 03:18:23 -0800
Subject: [PATCH 7825/8103] Automated Code Change

PiperOrigin-RevId: 732071538
---
 .../get_model_status_impl_test.cc             |  3 ++-
 .../model_servers/grpc_status_util.cc         |  2 +-
 .../http_rest_api_handler_test.cc             | 19 +++++++++--------
 .../model_servers/http_rest_api_util.cc       | 21 +++++++++++--------
 .../model_servers/model_service_impl.cc       |  2 +-
 .../model_servers/server_init.cc              |  4 ++--
 6 files changed, 28 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/model_servers/get_model_status_impl_test.cc b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
index 13a42941e61..db1f3b8eb3f 100644
--- a/tensorflow_serving/model_servers/get_model_status_impl_test.cc
+++ b/tensorflow_serving/model_servers/get_model_status_impl_test.cc
@@ -55,7 +55,8 @@ class GetModelStatusImplTest : public ::testing::Test {
   static void TearDownTestSuite() { server_core_.reset(); }
 
  protected:
-  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto* model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
diff --git a/tensorflow_serving/model_servers/grpc_status_util.cc b/tensorflow_serving/model_servers/grpc_status_util.cc
index f2513dacf7c..38838966c38 100644
--- a/tensorflow_serving/model_servers/grpc_status_util.cc
+++ b/tensorflow_serving/model_servers/grpc_status_util.cc
@@ -21,7 +21,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-::grpc::Status ToGRPCStatus(const ::tensorflow::Status& status) {
+::grpc::Status ToGRPCStatus(const absl::Status& status) {
   const int kErrorMessageLimit = 1024;
   string error_message;
   if (status.message().length() > kErrorMessageLimit) {
diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index fbf3d36d838..dfc6facb366 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -80,7 +80,8 @@ class HttpRestApiHandlerTest : public ::testing::Test {
  protected:
   HttpRestApiHandlerTest() : handler_(/*timeout_in_ms=*/-1, GetServerCore()) {}
 
-  static Status CreateServerCore(std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto* model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
@@ -149,7 +150,7 @@ class HttpRestApiHandlerTest : public ::testing::Test {
 
 std::unique_ptr<ServerCore> HttpRestApiHandlerTest::server_core_;
 
-Status CompareJson(const string& json1, const string& json2) {
+absl::Status CompareJson(const string& json1, const string& json2) {
   rapidjson::Document doc1;
   if (doc1.Parse(json1.c_str()).HasParseError()) {
     return errors::InvalidArgument(
@@ -178,7 +179,7 @@ TEST_F(HttpRestApiHandlerTest, kPathRegex) {
 TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
   EXPECT_TRUE(errors::IsInvalidArgument(status));
@@ -259,7 +260,7 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
 TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // 'foo' is not a valid model name.
   status = handler_.ProcessRequest("POST", "/v1/models/foo:predict",
                                    R"({ "instances": [1] })", &headers,
@@ -282,7 +283,7 @@ TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
 TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   const string& req_path =
       absl::StrCat("/v1/models/", kTestModelName, ":predict");
 
@@ -329,7 +330,7 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
 TEST_F(HttpRestApiHandlerTest, Predict) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":predict"),
@@ -386,7 +387,7 @@ TEST_F(HttpRestApiHandlerTest, Predict) {
 TEST_F(HttpRestApiHandlerTest, Regress) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":regress"),
@@ -422,7 +423,7 @@ TEST_F(HttpRestApiHandlerTest, Regress) {
 TEST_F(HttpRestApiHandlerTest, Classify) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
   // Query latest version.
   TF_EXPECT_OK(handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, ":classify"),
@@ -447,7 +448,7 @@ TEST_F(HttpRestApiHandlerTest, Classify) {
 TEST_F(HttpRestApiHandlerTest, GetStatus) {
   HeaderList headers;
   string model_name, method, output;
-  Status status;
+  absl::Status status;
 
   // Get status for all versions.
   TF_EXPECT_OK(handler_.ProcessRequest(
diff --git a/tensorflow_serving/model_servers/http_rest_api_util.cc b/tensorflow_serving/model_servers/http_rest_api_util.cc
index 167d068afeb..67a64e21ec3 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util.cc
@@ -43,7 +43,7 @@ void AddCORSHeaders(std::vector<std::pair<string, string>>* headers) {
   headers->push_back({"Access-Control-Allow-Headers", "Content-Type"});
 }
 
-Status FillModelSpecWithNameVersionAndLabel(
+absl::Status FillModelSpecWithNameVersionAndLabel(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view> model_version_label,
@@ -87,12 +87,13 @@ bool DecodeArg(string* arg) {
   return false;
 }
 
-Status ParseModelInfo(const absl::string_view http_method,
-                      const absl::string_view request_path, string* model_name,
-                      absl::optional<int64_t>* model_version,
-                      absl::optional<string>* model_version_label,
-                      string* method, string* model_subresource,
-                      bool* parse_successful) {
+absl::Status ParseModelInfo(const absl::string_view http_method,
+                            const absl::string_view request_path,
+                            string* model_name,
+                            absl::optional<int64_t>* model_version,
+                            absl::optional<string>* model_version_label,
+                            string* method, string* model_subresource,
+                            bool* parse_successful) {
   string model_version_str;
   string model_version_label_str;
   // Parse request parameters
@@ -129,7 +130,8 @@ Status ParseModelInfo(const absl::string_view http_method,
   return absl::OkStatus();
 }
 
-Status ToJsonString(const GetModelStatusResponse& response, string* output) {
+absl::Status ToJsonString(const GetModelStatusResponse& response,
+                          string* output) {
   google::protobuf::util::JsonPrintOptions opts;
   opts.add_whitespace = true;
   opts.always_print_primitive_fields = true;
@@ -142,7 +144,8 @@ Status ToJsonString(const GetModelStatusResponse& response, string* output) {
   return absl::OkStatus();
 }
 
-Status ToJsonString(const GetModelMetadataResponse& response, string* output) {
+absl::Status ToJsonString(const GetModelMetadataResponse& response,
+                          string* output) {
   google::protobuf::util::JsonPrintOptions opts;
   opts.add_whitespace = true;
   opts.always_print_primitive_fields = true;
diff --git a/tensorflow_serving/model_servers/model_service_impl.cc b/tensorflow_serving/model_servers/model_service_impl.cc
index 0b0cf07e3fa..e4829df63ba 100644
--- a/tensorflow_serving/model_servers/model_service_impl.cc
+++ b/tensorflow_serving/model_servers/model_service_impl.cc
@@ -45,7 +45,7 @@ ::grpc::Status ModelServiceImpl::HandleReloadConfigRequest(
     ::grpc::ServerContext *context, const ReloadConfigRequest *request,
     ReloadConfigResponse *response) {
   ModelServerConfig server_config = request->config();
-  Status status;
+  absl::Status status;
   const absl::flat_hash_map<std::string, int64_t> old_metric_values =
       GetMetrics(request);
   switch (server_config.config_case()) {
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index 366aae90ac4..c1c337afe4d 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -28,7 +28,7 @@ namespace tensorflow {
 namespace serving {
 namespace init {
 
-Status SetupPlatformConfigMapForTensorFlowImpl(
+absl::Status SetupPlatformConfigMapForTensorFlowImpl(
     const SessionBundleConfig& session_bundle_config,
     PlatformConfigMap& platform_config_map) {
   platform_config_map =
@@ -36,7 +36,7 @@ Status SetupPlatformConfigMapForTensorFlowImpl(
   return absl::OkStatus();
 }
 
-Status UpdatePlatformConfigMapForTensorFlowImpl(
+absl::Status UpdatePlatformConfigMapForTensorFlowImpl(
     PlatformConfigMap& platform_config_map) {
   return absl::OkStatus();
 }

From 87eac3c64cc01b6d12ce4cc0830616498e91d2b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Feb 2025 06:02:16 -0800
Subject: [PATCH 7826/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72d4dad6-480a-4cb0-8712-e3335e56d9e3

PiperOrigin-RevId: 732109706
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1dab1e0e497..4226226dcb4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "537245f13ec350c249eab8a351e43f0de518cb44b26820849e21f5decba9c2f5",
-    git_commit = "d71a0ebcf65a3aac51956b57a0d493977be18d4a",
+    sha256 = "5c1a1401795443294af002eb445cf500d71653a97de908241c2a3b59b122ec18",
+    git_commit = "14a0df26ef75ad2757c77dc15ec010360407ba50",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7490c1d81c66045385cabd1e2fededb7df0177b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Feb 2025 12:02:20 -0800
Subject: [PATCH 7827/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71c94f6f-139a-4349-8b82-9c15b1a2d091

PiperOrigin-RevId: 732213892
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4226226dcb4..88f353d57f4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5c1a1401795443294af002eb445cf500d71653a97de908241c2a3b59b122ec18",
-    git_commit = "14a0df26ef75ad2757c77dc15ec010360407ba50",
+    sha256 = "6d9ac682f89b1ee8b2f2ced039199d95550d5ee9ce88eaf494a1d9732ae5e4d1",
+    git_commit = "a86b2b9a71ccfe45d3f4996ade112af8b4e8b729",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f406fa90abc830ebc8b5ade5b03e54911239fb51 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Feb 2025 18:02:21 -0800
Subject: [PATCH 7828/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ac2a0a7b-6fc2-4d7a-ba11-2b96c048b8f1

PiperOrigin-RevId: 732315054
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 88f353d57f4..2702a0d3ff6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d9ac682f89b1ee8b2f2ced039199d95550d5ee9ce88eaf494a1d9732ae5e4d1",
-    git_commit = "a86b2b9a71ccfe45d3f4996ade112af8b4e8b729",
+    sha256 = "7c322b8c8089e3033b8f1b54e4646b52a45e6c0c7597f8eeaff49e44ffca6210",
+    git_commit = "bcaae9cde1bae6733a2f9f582b9534a5a1bd0d37",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2af4493e79247262fa1d4b1f5aab3640830ce313 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Mar 2025 00:02:12 -0800
Subject: [PATCH 7829/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7ceec604-9f10-40ba-a0ed-d7518478752d

PiperOrigin-RevId: 732378088
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2702a0d3ff6..e32e4ca1d61 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c322b8c8089e3033b8f1b54e4646b52a45e6c0c7597f8eeaff49e44ffca6210",
-    git_commit = "bcaae9cde1bae6733a2f9f582b9534a5a1bd0d37",
+    sha256 = "63851f8402ce7a01549173eb88be475dafe588da21c61a7c987239e99996befa",
+    git_commit = "9c86aec70ea9cce746d9b731135525d408254efb",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d31db5cb934c6563702afb1be85829febb3e6410 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Mar 2025 06:01:49 -0800
Subject: [PATCH 7830/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ae8e7bd-7240-4320-9f62-f4fac8cb00d0

PiperOrigin-RevId: 732435674
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e32e4ca1d61..2edda30b735 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63851f8402ce7a01549173eb88be475dafe588da21c61a7c987239e99996befa",
-    git_commit = "9c86aec70ea9cce746d9b731135525d408254efb",
+    sha256 = "fff62f3224ddcf676fbdf2b21e014bea7c30206376bc3f17ed8eee45d2c2a0ac",
+    git_commit = "062c6c7e3d28416423b64a29cdba844579d7dc60",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1ff60ecef7fcd50376e2a6d7e5fc226a54deefd8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Mar 2025 12:01:59 -0800
Subject: [PATCH 7831/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fa7b407-77af-4550-8deb-72224f158fb1

PiperOrigin-RevId: 732484583
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2edda30b735..39494da8fd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fff62f3224ddcf676fbdf2b21e014bea7c30206376bc3f17ed8eee45d2c2a0ac",
-    git_commit = "062c6c7e3d28416423b64a29cdba844579d7dc60",
+    sha256 = "c6b28ed27c6b1e4e7eda28952dc5db19b5cfa1c7d37a08527ed76ffaf56697ce",
+    git_commit = "c66f8e1adf62baad3fba53facc78751392b2db63",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 0659100e648511ecd62a8236a2a29aeb272df07f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 1 Mar 2025 18:02:40 -0800
Subject: [PATCH 7832/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b158ccb1-9e8f-43c1-89ab-d85eff3d3736

PiperOrigin-RevId: 732534437
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 39494da8fd4..d9611cabd1e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c6b28ed27c6b1e4e7eda28952dc5db19b5cfa1c7d37a08527ed76ffaf56697ce",
-    git_commit = "c66f8e1adf62baad3fba53facc78751392b2db63",
+    sha256 = "f254663f55d8fc6896a3cc4571a17f4475aea47b6614de4d9c976c02a03b3d34",
+    git_commit = "80f19b7be7695cd12aa6eda8f1a30510764e1f7d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e10f916ce9f4c25320c030fd218ee09b01142028 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Mar 2025 00:02:32 -0800
Subject: [PATCH 7833/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/717d4b7d-48c0-4dea-a0a4-5bf773e963d4

PiperOrigin-RevId: 732587510
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9611cabd1e..77db362611d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f254663f55d8fc6896a3cc4571a17f4475aea47b6614de4d9c976c02a03b3d34",
-    git_commit = "80f19b7be7695cd12aa6eda8f1a30510764e1f7d",
+    sha256 = "9b6d9a1267c5370b3aa51a73744c9527f3d21d5012a322e0683a7b28ccf5f4db",
+    git_commit = "4cbf8a70b90ef7d614ab6da68af911aee8fa05a4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b1f72e25278b9a05b41e9566ba11cfdf1f79982c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Mar 2025 06:01:55 -0800
Subject: [PATCH 7834/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5e209dc9-49da-41d8-a5a0-5bb19ce30cc1

PiperOrigin-RevId: 732642154
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77db362611d..f5151086ac0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9b6d9a1267c5370b3aa51a73744c9527f3d21d5012a322e0683a7b28ccf5f4db",
-    git_commit = "4cbf8a70b90ef7d614ab6da68af911aee8fa05a4",
+    sha256 = "d40c24165816cfd0c483bdeaf11fd1f415359f77dec9e09ddb6cbab34e49f9a8",
+    git_commit = "c940e19de0b6d778259462867f1f600a30f5cac2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d88699f7f503fe4651b33979e48cc44f1c864fa1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 2 Mar 2025 18:02:14 -0800
Subject: [PATCH 7835/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ada443c4-4d64-4277-aa32-6187d53e7915

PiperOrigin-RevId: 732741391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5151086ac0..5a051d08877 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d40c24165816cfd0c483bdeaf11fd1f415359f77dec9e09ddb6cbab34e49f9a8",
-    git_commit = "c940e19de0b6d778259462867f1f600a30f5cac2",
+    sha256 = "7e32756fb63de15561c55373b1247671eb5bb4d2cb31c7b576123e6e71e017bc",
+    git_commit = "bd2ff55328d2ea9267f4815fe048e601b0d5dee8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5a5b8c3df7adba3be6822fd2ccca61e3745caf9d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Mar 2025 06:01:59 -0800
Subject: [PATCH 7836/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c375a45b-d80b-4f34-bc55-2c4ffcfb7f7e

PiperOrigin-RevId: 732893862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5a051d08877..a32574d8595 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e32756fb63de15561c55373b1247671eb5bb4d2cb31c7b576123e6e71e017bc",
-    git_commit = "bd2ff55328d2ea9267f4815fe048e601b0d5dee8",
+    sha256 = "1fa5e309d169c1b4a6f8f096da01b25f17f5aaf86290b07ba4b7b7c22e72af56",
+    git_commit = "787168cfcd6f472eb7efe7c7040c0d4a1cea9f4d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a252087d8f623d877d785779fadc754b2768bd36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Mar 2025 12:03:32 -0800
Subject: [PATCH 7837/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fd596d6d-dd25-4901-95f5-befb05eebc04

PiperOrigin-RevId: 733010817
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a32574d8595..09d8880073c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1fa5e309d169c1b4a6f8f096da01b25f17f5aaf86290b07ba4b7b7c22e72af56",
-    git_commit = "787168cfcd6f472eb7efe7c7040c0d4a1cea9f4d",
+    sha256 = "909bc0450b893324c870ebd3b72fe7371b71ad8c13627d2caa3ef85dbbe91af6",
+    git_commit = "0338ed6792405a9fda4216cc73f6422c526061c2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fee080c1dcf8dc8ecd5edc32550cc1ef8910a682 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 3 Mar 2025 18:02:14 -0800
Subject: [PATCH 7838/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a9f823ed-c49a-4ae4-baaf-425ed7743b9d

PiperOrigin-RevId: 733126450
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 09d8880073c..4691d16f1ed 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "909bc0450b893324c870ebd3b72fe7371b71ad8c13627d2caa3ef85dbbe91af6",
-    git_commit = "0338ed6792405a9fda4216cc73f6422c526061c2",
+    sha256 = "e548a6520b21b41e22c0ff07ddcdac341a824d073fd1d387104d5ca135140c03",
+    git_commit = "4d8d1dd2bff1dd86be4cc4ef2b5750dc2c265672",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a231f878b773a0f50796481ff0be1e405e985369 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Mar 2025 00:02:43 -0800
Subject: [PATCH 7839/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3825df95-6ee0-4d07-8787-7bc82ed9af46

PiperOrigin-RevId: 733207949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4691d16f1ed..f80b0446c03 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e548a6520b21b41e22c0ff07ddcdac341a824d073fd1d387104d5ca135140c03",
-    git_commit = "4d8d1dd2bff1dd86be4cc4ef2b5750dc2c265672",
+    sha256 = "87a258307eafd61db0856cd4e2e6e6ea0e90a1705ab8e1a2a942dab5b0e363b5",
+    git_commit = "b467d86174b53da36785ecfa8baf8c57aacd1283",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fdfa449a62b9ed5628885eb4e0daa7da700d566f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Mar 2025 06:01:56 -0800
Subject: [PATCH 7840/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/073b4039-2b29-4fc8-863e-ed45c8353192

PiperOrigin-RevId: 733297102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f80b0446c03..9a1b25775aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "87a258307eafd61db0856cd4e2e6e6ea0e90a1705ab8e1a2a942dab5b0e363b5",
-    git_commit = "b467d86174b53da36785ecfa8baf8c57aacd1283",
+    sha256 = "cd0df6e7cb1ad0af0e8545df8fa399f9f7c85547dd187a5106dc1e2b43095537",
+    git_commit = "35d745ee13b2cfb7b3bdd8cf88f2af38cbf287c6",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b21acafd24cee1979e8c4748f71ab997cdc9a71b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Mar 2025 12:02:30 -0800
Subject: [PATCH 7841/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/06c640c8-76c4-4150-a14d-cf837d9df1d1

PiperOrigin-RevId: 733415600
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9a1b25775aa..288e49d3f2c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cd0df6e7cb1ad0af0e8545df8fa399f9f7c85547dd187a5106dc1e2b43095537",
-    git_commit = "35d745ee13b2cfb7b3bdd8cf88f2af38cbf287c6",
+    sha256 = "f4be7e6d7030a19d798660409ac78031c02c5112f4d00ef40b7357f2ef786fe5",
+    git_commit = "327e3c145fb6b65a58c00b2fc5b2b641314d8f14",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 82e65c22d00fe7ab34b126109e6e6326e2bc6404 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 4 Mar 2025 18:02:44 -0800
Subject: [PATCH 7842/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a10866f0-7ecd-47ff-8f16-6c8c33dfc462

PiperOrigin-RevId: 733530287
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 288e49d3f2c..90bf1bb08aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4be7e6d7030a19d798660409ac78031c02c5112f4d00ef40b7357f2ef786fe5",
-    git_commit = "327e3c145fb6b65a58c00b2fc5b2b641314d8f14",
+    sha256 = "a05f011d6ec9c088f9fa7ad4187ece72f8b5317e2a9361fc08e8b7158e242f84",
+    git_commit = "0d106fd6ecbc72d87ccf77aa0bbb89c2f38b4bd3",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 21c64216c82867aa018fcebef021cedd0b70a54a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Mar 2025 12:11:33 -0800
Subject: [PATCH 7843/8103] Init `python_wheel_version_suffix_repository` in
 tensorflow-serving after
 https://github.com/tensorflow/tensorflow/commit/805775fcb5f9272e4c52dce751b00cf7f70364f2.

Update uses of `@tsl//third_party` to `@xla//third_party` after https://github.com/tensorflow/tensorflow/commit/40998f44c0c500ce0f6e3b1658dfbc54f838a82a

PiperOrigin-RevId: 733823257
---
 WORKSPACE | 21 ++++++++++++++-------
 1 file changed, 14 insertions(+), 7 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 90bf1bb08aa..82619b7cff3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a05f011d6ec9c088f9fa7ad4187ece72f8b5317e2a9361fc08e8b7158e242f84",
-    git_commit = "0d106fd6ecbc72d87ccf77aa0bbb89c2f38b4bd3",
+    sha256 = "a22e75a945022a448f7ca90865c9dec620e4c4146a47652ae540c740eefd0e1e",
+    git_commit = "40998f44c0c500ce0f6e3b1658dfbc54f838a82a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 
@@ -100,7 +100,14 @@ rules_proto_dependencies()
 rules_proto_toolchains()
 
 load(
-    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_json_init_repository.bzl",
+    "@local_xla//third_party/py:python_wheel.bzl",
+    "python_wheel_version_suffix_repository",
+)
+
+python_wheel_version_suffix_repository(name = "tf_wheel_version_suffix")
+
+load(
+    "@local_xla//third_party/gpus/cuda/hermetic:cuda_json_init_repository.bzl",
     "cuda_json_init_repository",
 )
 
@@ -112,7 +119,7 @@ load(
     "CUDNN_REDISTRIBUTIONS",
 )
 load(
-    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_redist_init_repositories.bzl",
+    "@local_xla//third_party/gpus/cuda/hermetic:cuda_redist_init_repositories.bzl",
     "cuda_redist_init_repositories",
     "cudnn_redist_init_repository",
 )
@@ -126,21 +133,21 @@ cudnn_redist_init_repository(
 )
 
 load(
-    "@local_tsl//third_party/gpus/cuda/hermetic:cuda_configure.bzl",
+    "@local_xla//third_party/gpus/cuda/hermetic:cuda_configure.bzl",
     "cuda_configure",
 )
 
 cuda_configure(name = "local_config_cuda")
 
 load(
-    "@local_tsl//third_party/nccl/hermetic:nccl_redist_init_repository.bzl",
+    "@local_xla//third_party/nccl/hermetic:nccl_redist_init_repository.bzl",
     "nccl_redist_init_repository",
 )
 
 nccl_redist_init_repository()
 
 load(
-    "@local_tsl//third_party/nccl/hermetic:nccl_configure.bzl",
+    "@local_xla//third_party/nccl/hermetic:nccl_configure.bzl",
     "nccl_configure",
 )
 

From dcaa2ec874df4f2d581be8fbfe8dec17dcf30633 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 5 Mar 2025 18:03:10 -0800
Subject: [PATCH 7844/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c088b622-6f39-4e3f-bad2-7b14e8ccab9b

PiperOrigin-RevId: 733933880
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82619b7cff3..795be510211 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a22e75a945022a448f7ca90865c9dec620e4c4146a47652ae540c740eefd0e1e",
-    git_commit = "40998f44c0c500ce0f6e3b1658dfbc54f838a82a",
+    sha256 = "4fc3879fdfa099961e4a5f423beabc3a8c022150a90c54874f9fd7c5bd9cbce2",
+    git_commit = "a7e396c8928bab382eb8adadae935ffba6fa30b6",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1acd1e964f45302f3a042d9e08eebdb6a6831875 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Mar 2025 00:02:20 -0800
Subject: [PATCH 7845/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3f7b32b0-0e31-4676-bfa6-e860839c40ae

PiperOrigin-RevId: 734014737
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 795be510211..ae359a52c4b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4fc3879fdfa099961e4a5f423beabc3a8c022150a90c54874f9fd7c5bd9cbce2",
-    git_commit = "a7e396c8928bab382eb8adadae935ffba6fa30b6",
+    sha256 = "7f38e4af26dcd116d64ddc302b97fc4146eabfe9daf808a704b4896b0e85fb3f",
+    git_commit = "f07356e58332a2be1f748e46f10d7f0ed34155c8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5ddf61b12edafe5d978086790cece2ec04d449d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Mar 2025 06:01:44 -0800
Subject: [PATCH 7846/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/83de20ba-d07c-457d-8986-933f46167f77

PiperOrigin-RevId: 734110991
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae359a52c4b..38fcf4d07de 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7f38e4af26dcd116d64ddc302b97fc4146eabfe9daf808a704b4896b0e85fb3f",
-    git_commit = "f07356e58332a2be1f748e46f10d7f0ed34155c8",
+    sha256 = "b2d8788c55c865beb7e066ebac24d852ac25cbd63206b5a4d62b21cec990c6e3",
+    git_commit = "629d4c72af5961e87cc1c9ce7f32baa6e971ef3d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d33d387edd7770fc8bc236700d9d6e575171fd9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Mar 2025 12:03:30 -0800
Subject: [PATCH 7847/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7bf02b68-2e72-473f-b9fc-9d3f5b32b9e4

PiperOrigin-RevId: 734235484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38fcf4d07de..faed596ced4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b2d8788c55c865beb7e066ebac24d852ac25cbd63206b5a4d62b21cec990c6e3",
-    git_commit = "629d4c72af5961e87cc1c9ce7f32baa6e971ef3d",
+    sha256 = "7390f749a6d850b99e7ea37d41e6597fb3a0c19e6fcad2a2f96403341c098349",
+    git_commit = "bc11125008bf1e8726c3b012eeea003a118c9ac2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8007970036ee2e38f20864414114689ad8dcfbc8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 6 Mar 2025 18:02:23 -0800
Subject: [PATCH 7848/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/04c66361-4625-41a4-97da-a28734c6a048

PiperOrigin-RevId: 734356025
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index faed596ced4..32c71f40af4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7390f749a6d850b99e7ea37d41e6597fb3a0c19e6fcad2a2f96403341c098349",
-    git_commit = "bc11125008bf1e8726c3b012eeea003a118c9ac2",
+    sha256 = "d4227b6e4fcec128059b6351aa3aec44d5cfbc7b669a57eeef73f5ba995e6ff1",
+    git_commit = "a56b4b551a7349bdeec2d7ad57ce92b1729fcd6b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cb1972ac25995f4704b970a44ef829b53db9a16a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Mar 2025 00:02:11 -0800
Subject: [PATCH 7849/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d1d91a41-3822-478c-b55b-f96f72b73e26

PiperOrigin-RevId: 734436861
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 32c71f40af4..410e5a1abb7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d4227b6e4fcec128059b6351aa3aec44d5cfbc7b669a57eeef73f5ba995e6ff1",
-    git_commit = "a56b4b551a7349bdeec2d7ad57ce92b1729fcd6b",
+    sha256 = "97496d6f3eeaa98f33304d47e4b80a6f1f39f68f5b49930527f67da97ca23701",
+    git_commit = "4d8113d9689d9df378b44ba909ad6622f46f75c8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e3d525eb0f2e542d5b6199f7a377b2626d9c1bda Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 7 Mar 2025 22:59:04 -0800
Subject: [PATCH 7850/8103] Internal change

PiperOrigin-RevId: 734802091
---
 tensorflow_serving/servables/tensorflow/run_options_base.h | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/run_options_base.h b/tensorflow_serving/servables/tensorflow/run_options_base.h
index 29fa260ab7b..c53f31412f8 100644
--- a/tensorflow_serving/servables/tensorflow/run_options_base.h
+++ b/tensorflow_serving/servables/tensorflow/run_options_base.h
@@ -28,8 +28,14 @@ struct RunOptionsBase {
   // ops based on the priority number. Larger number means higher
   // priority.
   int64_t priority = 1;
+
   // The deadline for this request.
   absl::Time deadline = absl::InfiniteFuture();
+
+  // Controls the latency prioritization of a request within a priority.
+  // Requests with higher priority always get prioritized for latency over
+  // requests with lower priority. 0 is the lowest latency priority.
+  int32_t latency_priority = 0;
 };
 
 }  // namespace servables

From 163924bc3e1e07fa1fbc505b9de1067f6479a193 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 8 Mar 2025 18:43:48 -0800
Subject: [PATCH 7851/8103] Automated Code Change

PiperOrigin-RevId: 734996233
---
 tensorflow_serving/model_servers/server.cc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index f5612f7709e..23dd1a51512 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -388,7 +388,7 @@ absl::Status Server::BuildAndStart(const Options& server_options) {
   builder.RegisterService(model_service_.get());
   builder.RegisterService(prediction_service_.get());
   if (server_options.enable_profiler) {
-    profiler_service_ = tensorflow::profiler::CreateProfilerService();
+    profiler_service_ = tsl::profiler::CreateProfilerService();
     builder.RegisterService(profiler_service_.get());
     LOG(INFO) << "Profiler service is enabled";
   }

From ebb194c01fbb5a491665a7cb137053285cad454f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 10 Mar 2025 10:10:15 -0700
Subject: [PATCH 7852/8103] Use tf_workspace* alias when initializing
 TensorFlow's external dependencies.

PiperOrigin-RevId: 735421761
---
 WORKSPACE | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 410e5a1abb7..f602f5b78fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -81,14 +81,14 @@ python_register_toolchains(
 )
 
 # Initialize TensorFlow's external dependencies.
-load("@org_tensorflow//tensorflow:workspace3.bzl", "workspace")
-workspace()
-load("@org_tensorflow//tensorflow:workspace2.bzl", "workspace")
-workspace()
-load("@org_tensorflow//tensorflow:workspace1.bzl", "workspace")
-workspace()
-load("@org_tensorflow//tensorflow:workspace0.bzl", "workspace")
-workspace()
+load("@org_tensorflow//tensorflow:workspace3.bzl", "tf_workspace3")
+tf_workspace3()
+load("@org_tensorflow//tensorflow:workspace2.bzl", "tf_workspace2")
+tf_workspace2()
+load("@org_tensorflow//tensorflow:workspace1.bzl", "tf_workspace1")
+tf_workspace1()
+load("@org_tensorflow//tensorflow:workspace0.bzl", "tf_workspace0")
+tf_workspace0()
 
 # Initialize bazel package rules' external dependencies.
 load("@rules_pkg//:deps.bzl", "rules_pkg_dependencies")

From bec6e1c25a78ecc664527053b256a69abffd2106 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Mar 2025 15:41:46 -0700
Subject: [PATCH 7853/8103] Replace deprecated TF status and mutex types with
 absl replacement types.

PiperOrigin-RevId: 737777707
---
 tensorflow_serving/core/BUILD                 |  5 ++-
 .../core/server_request_logger.cc             | 33 ++++++++++---------
 .../core/server_request_logger.h              | 26 ++++++++-------
 3 files changed, 35 insertions(+), 29 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index d0d9cdf7d96..51e4805f50d 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -824,11 +824,14 @@ cc_library(
     ],
     deps = [
         ":request_logger",
+        ":stream_logger",
         "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
-        "@com_google_protobuf//:protobuf",
+        "@com_google_absl//absl/log",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 03345de0da4..199f0e05cd5 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -21,12 +21,13 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/log/log.h"
+#include "absl/status/status.h"
+#include "absl/synchronization/mutex.h"
 #include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/gtl/map_util.h"
 #include "tensorflow/core/lib/strings/proto_serialization.h"
-#include "tensorflow/core/platform/macros.h"
-#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
@@ -35,18 +36,18 @@ namespace tensorflow {
 namespace serving {
 
 // static
-Status ServerRequestLogger::Create(
+absl::Status ServerRequestLogger::Create(
     LoggerCreator request_logger_creator,
     std::unique_ptr<ServerRequestLogger>* server_request_logger) {
   server_request_logger->reset(
       new ServerRequestLogger(std::move(request_logger_creator)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 ServerRequestLogger::ServerRequestLogger(LoggerCreator request_logger_creator)
     : request_logger_creator_(std::move(request_logger_creator)) {}
 
-Status ServerRequestLogger::FindOrCreateLogger(
+absl::Status ServerRequestLogger::FindOrCreateLogger(
     const LoggingConfig& config,
     StringToUniqueRequestLoggerMap* new_config_to_logger_map,
     std::shared_ptr<RequestLogger>* result) {
@@ -59,7 +60,7 @@ Status ServerRequestLogger::FindOrCreateLogger(
   if (find_new_it != new_config_to_logger_map->end()) {
     // The logger is already in new_config_to_logger_map, simply return it.
     *result = find_new_it->second;
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   auto find_old_it = config_to_logger_map_.find(serialized_config);
@@ -71,17 +72,17 @@ Status ServerRequestLogger::FindOrCreateLogger(
     new_config_to_logger_map->emplace(
         std::make_pair(serialized_config, std::move(find_old_it->second)));
     config_to_logger_map_.erase(find_old_it);
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   // The logger does not exist. Create a new logger, insert it into
   // new_config_to_logger_map and return it.
   TF_RETURN_IF_ERROR(request_logger_creator_(config, result));
   new_config_to_logger_map->emplace(std::make_pair(serialized_config, *result));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status ServerRequestLogger::Update(
+absl::Status ServerRequestLogger::Update(
     const std::map<string, std::vector<LoggingConfig>>& logging_config_map) {
   if (!logging_config_map.empty() && !request_logger_creator_) {
     return errors::InvalidArgument("No request-logger-creator provided.");
@@ -93,7 +94,7 @@ Status ServerRequestLogger::Update(
       new StringToRequestLoggersMap());
   StringToUniqueRequestLoggerMap new_config_to_logger_map;
 
-  mutex_lock l(update_mu_);
+  absl::MutexLock l(&update_mu_);
 
   for (const auto& model_and_logging_config : logging_config_map) {
     for (const auto& logging_config : model_and_logging_config.second) {
@@ -110,13 +111,13 @@ Status ServerRequestLogger::Update(
   // and destructed at this point.
   config_to_logger_map_ = std::move(new_config_to_logger_map);
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status ServerRequestLogger::Log(const google::protobuf::Message& request,
-                                const google::protobuf::Message& response,
-                                const LogMetadata& log_metadata) {
-  Status status;
+absl::Status ServerRequestLogger::Log(const google::protobuf::Message& request,
+                                      const google::protobuf::Message& response,
+                                      const LogMetadata& log_metadata) {
+  absl::Status status;
   InvokeLoggerForModel(
       log_metadata, [&status, &request, &response, &log_metadata](
                         const std::shared_ptr<RequestLogger>& logger) {
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index e77bd87a93d..814dac2dd0b 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -19,15 +19,16 @@ limitations under the License.
 #include <functional>
 #include <map>
 #include <memory>
-#include <string>
 #include <unordered_map>
 #include <vector>
 
-#include "google/protobuf/message.h"
-#include "tensorflow/core/lib/core/status.h"
+#include "absl/status/status.h"
+#include "absl/synchronization/mutex.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
 #include "tensorflow_serving/core/request_logger.h"
+#include "tensorflow_serving/core/stream_logger.h"
 #include "tensorflow_serving/util/fast_read_dynamic_ptr.h"
 
 namespace tensorflow {
@@ -39,34 +40,35 @@ namespace serving {
 // sampling config.
 class ServerRequestLogger {
  public:
-  using LoggerCreator = std::function<Status(
+  using LoggerCreator = std::function<absl::Status(
       const LoggingConfig& logging_config, std::shared_ptr<RequestLogger>*)>;
+
   // Creates the ServerRequestLogger based on a custom request_logger_creator
   // method.
   //
   // You can create an empty ServerRequestLogger with an empty
   // request_logger_creator.
-  static Status Create(
+  static absl::Status Create(
       LoggerCreator request_logger_creator,
       std::unique_ptr<ServerRequestLogger>* server_request_logger);
 
   virtual ~ServerRequestLogger() = default;
 
-  // Updates the logger with the new 'logging_config_map'.
+  // Fallibly updates the logger with the new 'logging_config_map'.
   //
   // If the ServerRequestLogger was created using an empty
   // request_logger_creator, this will return an error if a non-empty
   // logging_config_map is passed in.
-  virtual Status Update(
+  virtual absl::Status Update(
       const std::map<string, std::vector<LoggingConfig>>& logging_config_map);
 
   // Similar to RequestLogger::Log().
   //
   // If request is logged/written to multiple sinks, we return error from
   // the first failed write (and continue attempting to write to all).
-  virtual Status Log(const google::protobuf::Message& request,
-                     const google::protobuf::Message& response,
-                     const LogMetadata& log_metadata);
+  virtual absl::Status Log(const google::protobuf::Message& request,
+                           const google::protobuf::Message& response,
+                           const LogMetadata& log_metadata);
 
   // Starts logging a stream. Returns a StreamLogger created through
   // `create_stream_logger_fn`. Returns NULL if the stream should not be logged.
@@ -96,7 +98,7 @@ class ServerRequestLogger {
   // entry from config_to_logger_map_. If such a logger does not exist,
   // create a new logger and insert it into new_config_to_logger_map. Return the
   // logger in result.
-  Status FindOrCreateLogger(
+  absl::Status FindOrCreateLogger(
       const LoggingConfig& config,
       StringToUniqueRequestLoggerMap* new_config_to_logger_map,
       std::shared_ptr<RequestLogger>* result);
@@ -107,7 +109,7 @@ class ServerRequestLogger {
       std::function<void(const std::shared_ptr<RequestLogger>&)> fn);
 
   // Mutex to ensure concurrent calls to Update() are serialized.
-  mutable mutex update_mu_;
+  mutable absl::Mutex update_mu_;
   // A map from serialized model logging config to its corresponding
   // RequestLogger. If two models have the same logging config, they
   // will share the RequestLogger.

From 040e8b04dbb2e808c722afee8a706bbf69e74243 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 17 Mar 2025 18:12:56 -0700
Subject: [PATCH 7854/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a47d0dd4-c0de-4096-bb55-a1e1a2b97404

PiperOrigin-RevId: 737817742
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f602f5b78fd..3a3182ae82a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "97496d6f3eeaa98f33304d47e4b80a6f1f39f68f5b49930527f67da97ca23701",
-    git_commit = "4d8113d9689d9df378b44ba909ad6622f46f75c8",
+    sha256 = "d893af3f37599a678b126e3369e689f50379d17dc995530dd181780244007982",
+    git_commit = "e9105b7eb07996ae500608e11c41014333ddf722",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5be52c1eadd8656cd439262c38f82a074adac6b6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Mar 2025 00:03:31 -0700
Subject: [PATCH 7855/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9b7ab765-fde6-4ae4-91b3-d9516e77f595

PiperOrigin-RevId: 737890016
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a3182ae82a..24d6aa6dd77 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d893af3f37599a678b126e3369e689f50379d17dc995530dd181780244007982",
-    git_commit = "e9105b7eb07996ae500608e11c41014333ddf722",
+    sha256 = "15a70cc70ce8ca8637868eaac6504f0ef185631b35ef0457d9cc0d3872f82305",
+    git_commit = "b3e69adb6cb37e00aaa75c347bbf1214b242d3ab",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f32da0a57bc12a619771546b773135e27e4d90ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Mar 2025 06:09:50 -0700
Subject: [PATCH 7856/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/82deb985-e096-46d3-a1f4-6bade2ad56b6

PiperOrigin-RevId: 737976839
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 24d6aa6dd77..107252b8a23 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "15a70cc70ce8ca8637868eaac6504f0ef185631b35ef0457d9cc0d3872f82305",
-    git_commit = "b3e69adb6cb37e00aaa75c347bbf1214b242d3ab",
+    sha256 = "6f90551b31c123ae54434b74612e33aea6f44a991c7802ad3be26fd356dab6d3",
+    git_commit = "510850738da79af30d9965e314d981519bfe5f75",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e94ca19b0ef841eeb923510d388f4f517d63b8f4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Mar 2025 12:16:47 -0700
Subject: [PATCH 7857/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f9113347-db6c-4f94-8403-a1ff920856b6

PiperOrigin-RevId: 738099493
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 107252b8a23..4260e1584da 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f90551b31c123ae54434b74612e33aea6f44a991c7802ad3be26fd356dab6d3",
-    git_commit = "510850738da79af30d9965e314d981519bfe5f75",
+    sha256 = "18c774bf50cac66ff9490365498cdda3c63f7d142d6c073aa8a883e6608a0491",
+    git_commit = "e79745ce763a5ca050507087f9332e3ad1f940cb",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d4eb140fcc61c73cb795746f085d1e624acab3d1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 18 Mar 2025 18:03:10 -0700
Subject: [PATCH 7858/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/dafc7a42-cfad-4e57-ba25-ec766f71cb25

PiperOrigin-RevId: 738206516
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4260e1584da..ebe8db5ffa8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "18c774bf50cac66ff9490365498cdda3c63f7d142d6c073aa8a883e6608a0491",
-    git_commit = "e79745ce763a5ca050507087f9332e3ad1f940cb",
+    sha256 = "0b20e021e8f32c95b73f3ffed0274a6eca049690153c22bd5c67ba2464deebf2",
+    git_commit = "4a01fc2b2ebd2fb6fc97b369935f919c67cdb4ea",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 564d33569bede9c63619e889e227bbe16c99a4cb Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 18 Mar 2025 19:28:57 -0700
Subject: [PATCH 7859/8103] Update release notes for 2.18.1

PiperOrigin-RevId: 738223465
---
 RELEASE.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index f27a693b3ee..8489bf80a28 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,18 @@
+<!-- disableFinding(HEADING_REPEAT_H1) -->
+# Release 2.18.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.18.1.
+
 # Release 2.18.0
 
 ## Major Features and Improvements

From 0d0980b3ff2079e55cfa0c20697e6407225cf6c4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Mar 2025 00:02:02 -0700
Subject: [PATCH 7860/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5853aeed-4e7a-4ece-b7cc-71b680a810c8

PiperOrigin-RevId: 738279170
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ebe8db5ffa8..e11a5e74007 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b20e021e8f32c95b73f3ffed0274a6eca049690153c22bd5c67ba2464deebf2",
-    git_commit = "4a01fc2b2ebd2fb6fc97b369935f919c67cdb4ea",
+    sha256 = "f50f5600ce8ce8c219cf17ee301db51561abcc1f92a5a9be5a8048872d6c03dd",
+    git_commit = "7cefb9275313d54588b6492c48198d42b20ddbcb",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 74fbeac5a12bb96492d81a0b3e6aa739032426f7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 19 Mar 2025 06:03:05 -0700
Subject: [PATCH 7861/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c0b0b1d6-a323-469f-a999-8cdb2a3e01b5

PiperOrigin-RevId: 738364704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e11a5e74007..7b368ededd4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f50f5600ce8ce8c219cf17ee301db51561abcc1f92a5a9be5a8048872d6c03dd",
-    git_commit = "7cefb9275313d54588b6492c48198d42b20ddbcb",
+    sha256 = "249085f3af329c008154870423ea39c5d3709c9666f16bc3ff50156a1c216fdc",
+    git_commit = "258d04e20dde5a0e4593f1cbd1b68667664509e4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d83a861a9e0f2dc4265639073751ce00b2d0b792 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 20 Mar 2025 13:57:17 -0700
Subject: [PATCH 7862/8103] Fix a bug in ServerRequestLogger::Update()

PiperOrigin-RevId: 738930133
---
 tensorflow_serving/core/BUILD                 |  9 ++-
 .../core/server_request_logger.cc             | 13 ++--
 .../core/server_request_logger.h              | 12 +--
 .../core/server_request_logger_test.cc        | 76 +++++++++++++++----
 4 files changed, 81 insertions(+), 29 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 51e4805f50d..7404151a0ea 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -841,8 +841,9 @@ cc_test(
     size = "small",
     srcs = ["server_request_logger_test.cc"],
     deps = [
-        ":log_collector",
+        ":request_logger",
         ":server_request_logger",
+        ":stream_logger",
         "//tensorflow_serving/apis:logging_cc_proto",
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/apis:predict_cc_proto",
@@ -852,10 +853,12 @@ cc_test(
         "//tensorflow_serving/core/test_util:mock_prediction_stream_logger",
         "//tensorflow_serving/core/test_util:mock_request_logger",
         "//tensorflow_serving/core/test_util:test_main",
-        "//tensorflow_serving/test_util",
+        "@com_google_absl//absl/memory",
+        "@com_google_absl//absl/status",
         "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/synchronization",
         "@com_google_protobuf//:cc_wkt_protos",
-        "@com_google_protobuf//:protobuf",
+        "@local_xla//xla/tsl/platform:status",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 199f0e05cd5..21248df3798 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -50,7 +50,7 @@ ServerRequestLogger::ServerRequestLogger(LoggerCreator request_logger_creator)
 absl::Status ServerRequestLogger::FindOrCreateLogger(
     const LoggingConfig& config,
     StringToUniqueRequestLoggerMap* new_config_to_logger_map,
-    std::shared_ptr<RequestLogger>* result) {
+    std::shared_ptr<RequestLogger>* result) const {
   string serialized_config;
   if (!SerializeToStringDeterministic(config, &serialized_config)) {
     return errors::InvalidArgument("Cannot serialize config.");
@@ -63,15 +63,14 @@ absl::Status ServerRequestLogger::FindOrCreateLogger(
     return absl::OkStatus();
   }
 
-  auto find_old_it = config_to_logger_map_.find(serialized_config);
+  const auto find_old_it = config_to_logger_map_.find(serialized_config);
   if (find_old_it != config_to_logger_map_.end()) {
-    // The logger is in old_config_to_logger_map. Move it to
-    // new_config_to_logger_map, erase the entry in config_to_logger_map_ and
-    // return the logger.
+    // The logger is in old_config_to_logger_map. Create a copy to
+    // new_config_to_logger_map. Note we cannot move, as entries in
+    // config_to_logger_map_ should not be updated here.
     *result = find_old_it->second;
     new_config_to_logger_map->emplace(
-        std::make_pair(serialized_config, std::move(find_old_it->second)));
-    config_to_logger_map_.erase(find_old_it);
+        std::make_pair(serialized_config, find_old_it->second));
     return absl::OkStatus();
   }
 
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 814dac2dd0b..5c84acc1643 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -93,15 +93,15 @@ class ServerRequestLogger {
       std::unordered_map<string, std::shared_ptr<RequestLogger>>;
 
   // Find a logger for config in either config_to_logger_map_ or
-  // new_config_to_logger_map. If the logger was found in
-  // config_to_logger_map_ move it to new_config_to_logger_map and erase the
-  // entry from config_to_logger_map_. If such a logger does not exist,
-  // create a new logger and insert it into new_config_to_logger_map. Return the
-  // logger in result.
+  // new_config_to_logger_map. If the logger was found in one of existing maps,
+  // a shared_ptr that points to the existing logging config will be added to
+  // the new_config_to_logger_map, this avoids unnecessary creation of duplicate
+  // configs. If such a logger does not exist, create a new logger and insert it
+  // into new_config_to_logger_map. Return the logger in `result`.
   absl::Status FindOrCreateLogger(
       const LoggingConfig& config,
       StringToUniqueRequestLoggerMap* new_config_to_logger_map,
-      std::shared_ptr<RequestLogger>* result);
+      std::shared_ptr<RequestLogger>* result) const;
 
   // Invokes `fn` with all loggers for the corresponding model.
   void InvokeLoggerForModel(
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index aa8f7da0489..cbc9759887a 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -23,28 +23,27 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/any.pb.h"
-#include "google/protobuf/message.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/memory/memory.h"
 #include "absl/status/status.h"
 #include "absl/strings/str_cat.h"
+#include "absl/synchronization/mutex.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "xla/tsl/lib/core/status_test_util.h"
+#include "xla/tsl/platform/status.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/logging.pb.h"
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 #include "tensorflow_serving/config/log_collector_config.pb.h"
 #include "tensorflow_serving/config/logging_config.pb.h"
-#include "tensorflow_serving/core/log_collector.h"
 #include "tensorflow_serving/core/request_logger.h"
+#include "tensorflow_serving/core/stream_logger.h"
 #include "tensorflow_serving/core/test_util/fake_log_collector.h"
 #include "tensorflow_serving/core/test_util/mock_prediction_stream_logger.h"
 #include "tensorflow_serving/core/test_util/mock_request_logger.h"
-#include "tensorflow_serving/test_util/test_util.h"
 
 namespace tensorflow {
 namespace serving {
@@ -54,6 +53,7 @@ using test_util::MockPredictionStreamLogger;
 using ::testing::_;
 using ::testing::Invoke;
 using ::testing::NiceMock;
+using ::testing::status::StatusIs;
 
 LogCollectorConfig CreateLogCollectorConfig(const string& type,
                                             const string& filename_prefix) {
@@ -91,6 +91,12 @@ class ServerRequestLoggerTest : public ::testing::Test {
     TF_CHECK_OK(ServerRequestLogger::Create(
         [&](const LoggingConfig& logging_config,
             std::shared_ptr<RequestLogger>* const request_logger) {
+          if (logging_config.has_sampling_config() &&
+              logging_config.sampling_config().sampling_rate() < 0) {
+            return absl::InvalidArgumentError(
+                "Negative log sampling rate provided.");
+          }
+
           const string& filename_prefix =
               logging_config.log_collector_config().filename_prefix();
           log_collector_map_[filename_prefix] = new FakeLogCollector();
@@ -118,36 +124,36 @@ class ServerRequestLoggerTest : public ::testing::Test {
                 return log_metadata;
               }));
           *request_logger = std::move(mock_request_logger);
-          return OkStatus();
+          return absl::OkStatus();
         },
         &server_request_logger_));
   }
 
   void increment_created_logger_counter() {
-    mutex_lock l(m_);
+    absl::MutexLock l(&m_);
     created_logger_counter_++;
   }
 
   int created_logger_counter() const {
-    mutex_lock sl(m_);
+    absl::MutexLock l(&m_);
     return created_logger_counter_;
   }
 
   void increment_deleted_logger_counter() {
-    mutex_lock l(m_);
+    absl::MutexLock l(&m_);
     deleted_logger_counter_++;
   }
 
   int deleted_logger_counter() const {
-    mutex_lock sl(m_);
+    absl::MutexLock l(&m_);
     return deleted_logger_counter_;
   }
 
-  mutable mutex m_;
+  mutable absl::Mutex m_;
   int created_logger_counter_ = 0;
   int deleted_logger_counter_ = 0;
-  std::function<Status()> request_logger_status_cb_ = []() {
-    return OkStatus();
+  std::function<absl::Status()> request_logger_status_cb_ = []() {
+    return absl::OkStatus();
   };
   std::unordered_map<string, FakeLogCollector*> log_collector_map_;
   std::unique_ptr<ServerRequestLogger> server_request_logger_;
@@ -246,6 +252,50 @@ TEST_F(ServerRequestLoggerTest, MultipleConfigForOneModel) {
   EXPECT_EQ(0, deleted_logger_counter());
 }
 
+TEST_F(ServerRequestLoggerTest, PartiallyBadUpdate) {
+  // Initially create a logger with 2 OK configs.
+  std::pair<string, LoggingConfig> model0_ok_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model0",
+                                  /*log_filename_suffix=*/"path0");
+  std::pair<string, LoggingConfig> model1_ok_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model1",
+                                  /*log_filename_suffix=*/"path1");
+  ASSERT_OK(server_request_logger_->Update(
+      CreateLoggingConfigMap({model0_ok_config, model1_ok_config})));
+  EXPECT_EQ(created_logger_counter(), 2);
+  EXPECT_EQ(deleted_logger_counter(), 0);
+
+  // Now, attempt to update model1's config with a bad config, expect an update
+  // failure, and existing ok configs should not modified.
+  std::pair<string, LoggingConfig> model1_bad_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model1",
+                                  /*log_filename_suffix=*/"path2");
+  model1_bad_config.second.mutable_sampling_config()->set_sampling_rate(-1);
+  EXPECT_THAT(server_request_logger_->Update(CreateLoggingConfigMap(
+                  {model0_ok_config, model1_bad_config})),
+              StatusIs(absl::StatusCode::kInvalidArgument));
+  EXPECT_EQ(created_logger_counter(), 2);
+  EXPECT_EQ(deleted_logger_counter(), 0);
+
+  // Model0 is still using the old config.
+  LogMetadata log_metadata0;
+  log_metadata0.mutable_model_spec()->set_name("model0");
+  TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
+                                           log_metadata0));
+  ASSERT_EQ(log_collector_map_.size(), 2);
+  ASSERT_TRUE(log_collector_map_.contains("/file/model0-path0"));
+  EXPECT_EQ(log_collector_map_["/file/model0-path0"]->collect_count(), 1);
+
+  // Model1 is still using the old config.
+  LogMetadata log_metadata1;
+  log_metadata1.mutable_model_spec()->set_name("model1");
+  TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
+                                           log_metadata1));
+  ASSERT_TRUE(log_collector_map_.contains("/file/model1-path1"));
+  EXPECT_EQ(log_collector_map_["/file/model1-path1"]->collect_count(), 1);
+  EXPECT_FALSE(log_collector_map_.contains("/file/model1-path2"));
+}
+
 TEST_F(ServerRequestLoggerTest, MultipleLoggersForOneModel) {
   TF_ASSERT_OK(server_request_logger_->Update(CreateLoggingConfigMap(
       {CreateLoggingConfigForModel("model0"),

From bfd832d2adefbf8417ca0efe0c8b00e864a82761 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Mar 2025 11:48:23 -0700
Subject: [PATCH 7863/8103] Fix a absl log MACRO redefinition bug.

PiperOrigin-RevId: 739251295
---
 tensorflow_serving/core/BUILD                              | 2 --
 tensorflow_serving/core/loader_harness.cc                  | 1 -
 tensorflow_serving/core/server_request_logger.cc           | 1 -
 tensorflow_serving/model_servers/BUILD                     | 3 +--
 tensorflow_serving/model_servers/server_init.cc            | 1 -
 tensorflow_serving/servables/tensorflow/BUILD              | 2 --
 .../servables/tensorflow/saved_model_bundle_factory.cc     | 7 +++----
 .../servables/tensorflow/saved_model_config_util.cc        | 1 -
 8 files changed, 4 insertions(+), 14 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 7404151a0ea..1d9869d4fea 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -447,7 +447,6 @@ cc_library(
         ":loader",
         ":servable_id",
         "//tensorflow_serving/util:retrier",
-        "@com_google_absl//absl/log",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
@@ -829,7 +828,6 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
-        "@com_google_absl//absl/log",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index cd7aa048f0b..e3bf3fd95b6 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -19,7 +19,6 @@ limitations under the License.
 #include <memory>
 #include <utility>
 
-#include "absl/log/log.h"
 #include "absl/status/status.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/strings/strcat.h"
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 21248df3798..3f8bf06866d 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -21,7 +21,6 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "absl/log/log.h"
 #include "absl/status/status.h"
 #include "absl/synchronization/mutex.h"
 #include "xla/tsl/platform/errors.h"
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index e9f0bcbbae4..12d74228dbf 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -460,13 +460,12 @@ cc_library(
         ":http_rest_api_handler_base",
         ":platform_config_util",
         ":prediction_service_impl",
+        ":prediction_service_util",
         ":server_core",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
-        "//tensorflow_serving/model_servers:prediction_service_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
         "//tensorflow_serving/servables/tensorflow:session_bundle_config_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
-        "@com_google_absl//absl/log",
         "@com_google_absl//absl/strings:string_view",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/core:lib",
diff --git a/tensorflow_serving/model_servers/server_init.cc b/tensorflow_serving/model_servers/server_init.cc
index c1c337afe4d..9ee1c2a992e 100644
--- a/tensorflow_serving/model_servers/server_init.cc
+++ b/tensorflow_serving/model_servers/server_init.cc
@@ -17,7 +17,6 @@ limitations under the License.
 
 #include <memory>
 
-#include "absl/log/log.h"
 #include "absl/strings/string_view.h"
 #include "tensorflow_serving/model_servers/http_rest_api_handler.h"
 #include "tensorflow_serving/model_servers/platform_config_util.h"
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 6aab20584f9..8cceaddcf5d 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -167,7 +167,6 @@ cc_library(
         "//tensorflow_serving/core:loader",
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:session_bundle_util",  # buildcleaner: keep
-        "@com_google_absl//absl/log",
         "@com_google_absl//absl/strings",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
@@ -1840,7 +1839,6 @@ cc_library(
     deps = [
         ":remote_op_config_rewriter_cc_proto",
         ":saved_model_config_cc_proto",
-        "@com_google_absl//absl/log",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
         "@local_xla//xla/tsl/platform:types",
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 1b749199a16..82e42ec5bc3 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -20,7 +20,6 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
-#include "absl/log/log.h"
 #include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "tensorflow/core/framework/tensor.pb.h"
@@ -171,9 +170,9 @@ absl::Status SavedModelBundleFactory::InternalCreateSavedModelBundle(
     if (num_tflite_pools == 0 && config_.num_tflite_interpreters() > 0) {
       num_tflite_pools = config_.num_tflite_interpreters();
     }
-    TF_RETURN_IF_ERROR(LoadTfLiteModel(
-        path, bundle->get(), session_options, num_tflite_pools,
-        config_.num_tflite_interpreters_per_pool()));
+    TF_RETURN_IF_ERROR(
+        LoadTfLiteModel(path, bundle->get(), session_options, num_tflite_pools,
+                        config_.num_tflite_interpreters_per_pool()));
   } else {
     TF_RETURN_IF_ERROR(session_bundle::LoadSessionBundleOrSavedModelBundle(
         session_options, GetRunOptions(config_), path, saved_model_tags,
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index 4043153e87c..47b2c664ab6 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -18,7 +18,6 @@ limitations under the License.
 #include <memory>
 #include <string>
 
-#include "absl/log/log.h"
 #include "absl/status/statusor.h"
 #include "absl/strings/escaping.h"
 #include "tensorflow/cc/saved_model/constants.h"

From 8c8a286f2df9ac5d874263f0aca42682e8ab4bb1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 21 Mar 2025 11:54:14 -0700
Subject: [PATCH 7864/8103] Provide Separate Validate()/Apply() calls for
 Logger Update

PiperOrigin-RevId: 739253181
---
 tensorflow_serving/core/BUILD                 |  2 +
 .../core/server_request_logger.cc             | 69 +++++++++++++------
 .../core/server_request_logger.h              | 57 ++++++++++++---
 .../core/server_request_logger_test.cc        | 67 ++++++++++++++++++
 4 files changed, 166 insertions(+), 29 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 1d9869d4fea..186b53c5c5b 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -828,7 +828,9 @@ cc_library(
         "//tensorflow_serving/apis:model_cc_proto",
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/util:fast_read_dynamic_ptr",
+        "@com_google_absl//absl/base:nullability",
         "@com_google_absl//absl/status",
+        "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/server_request_logger.cc b/tensorflow_serving/core/server_request_logger.cc
index 3f8bf06866d..7784f70a39d 100644
--- a/tensorflow_serving/core/server_request_logger.cc
+++ b/tensorflow_serving/core/server_request_logger.cc
@@ -22,6 +22,7 @@ limitations under the License.
 #include <vector>
 
 #include "absl/status/status.h"
+#include "absl/status/statusor.h"
 #include "absl/synchronization/mutex.h"
 #include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/errors.h"
@@ -34,6 +35,8 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+using UpdateRequest = ServerRequestLogger::UpdateRequest;
+
 // static
 absl::Status ServerRequestLogger::Create(
     LoggerCreator request_logger_creator,
@@ -80,35 +83,61 @@ absl::Status ServerRequestLogger::FindOrCreateLogger(
   return absl::OkStatus();
 }
 
-absl::Status ServerRequestLogger::Update(
-    const std::map<string, std::vector<LoggingConfig>>& logging_config_map) {
+absl::StatusOr<UpdateRequest> ServerRequestLogger::CreateUpdateRequestLocked(
+    const std::map<string, std::vector<LoggingConfig>>& logging_config_map)
+    const {
   if (!logging_config_map.empty() && !request_logger_creator_) {
-    return errors::InvalidArgument("No request-logger-creator provided.");
+    return absl::InvalidArgumentError("No request-logger-creator provided.");
   }
 
-  // Those new maps will only contain loggers from logging_config_map and
-  // replace the current versions further down.
-  std::unique_ptr<StringToRequestLoggersMap> new_model_to_loggers_map(
-      new StringToRequestLoggersMap());
-  StringToUniqueRequestLoggerMap new_config_to_logger_map;
-
-  absl::MutexLock l(&update_mu_);
+  auto model_to_loggers_map = std::make_unique<StringToRequestLoggersMap>();
+  auto config_to_logger_map =
+      std::make_unique<StringToUniqueRequestLoggerMap>();
 
-  for (const auto& model_and_logging_config : logging_config_map) {
-    for (const auto& logging_config : model_and_logging_config.second) {
+  for (const auto& [model_name, logging_configs] : logging_config_map) {
+    for (const auto& logging_config : logging_configs) {
       std::shared_ptr<RequestLogger> logger;
-      TF_RETURN_IF_ERROR(FindOrCreateLogger(
-          logging_config, &new_config_to_logger_map, &logger));
-      const string& model_name = model_and_logging_config.first;
-      (*new_model_to_loggers_map)[model_name].push_back(logger);
+      absl::Status creation_status = FindOrCreateLogger(
+          logging_config, config_to_logger_map.get(), &logger);
+      if (!creation_status.ok()) {
+        return creation_status;
+      }
+      (*model_to_loggers_map)[model_name].push_back(logger);
     }
   }
 
-  model_to_loggers_map_.Update(std::move(new_model_to_loggers_map));
-  // Any remaining loggers in config_to_logger_map_ will not be needed anymore
-  // and destructed at this point.
-  config_to_logger_map_ = std::move(new_config_to_logger_map);
+  return UpdateRequest{.model_to_loggers_map = std::move(model_to_loggers_map),
+                       .config_to_logger_map = std::move(config_to_logger_map)};
+}
+
+absl::StatusOr<UpdateRequest> ServerRequestLogger::CreateUpdateRequest(
+    const std::map<string, std::vector<LoggingConfig>>& logging_config_map)
+    const {
+  absl::MutexLock l(&update_mu_);
+  return CreateUpdateRequestLocked(logging_config_map);
+}
+
+void ServerRequestLogger::ApplyUpdateRequestLocked(UpdateRequest& req) {
+  model_to_loggers_map_.Update(std::move(req.model_to_loggers_map));
+  config_to_logger_map_ = std::move(*req.config_to_logger_map);
+}
+
+void ServerRequestLogger::ApplyUpdateRequest(UpdateRequest& req) {
+  absl::MutexLock l(&update_mu_);
+  ApplyUpdateRequestLocked(req);
+}
+
+absl::Status ServerRequestLogger::Update(
+    const std::map<string, std::vector<LoggingConfig>>& logging_config_map) {
+  absl::MutexLock l(&update_mu_);
+
+  absl::StatusOr<UpdateRequest> req =
+      CreateUpdateRequestLocked(logging_config_map);
+  if (!req.ok()) {
+    return req.status();
+  }
 
+  ApplyUpdateRequestLocked(*req);
   return absl::OkStatus();
 }
 
diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 5c84acc1643..2cf064132dc 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -22,7 +22,9 @@ limitations under the License.
 #include <unordered_map>
 #include <vector>
 
+#include "absl/base/nullability.h"
 #include "absl/status/status.h"
+#include "absl/status/statusor.h"
 #include "absl/synchronization/mutex.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/logging.pb.h"
@@ -54,6 +56,37 @@ class ServerRequestLogger {
 
   virtual ~ServerRequestLogger() = default;
 
+  using StringToRequestLoggersMap =
+      std::unordered_map<string, std::vector<std::shared_ptr<RequestLogger>>>;
+  using StringToUniqueRequestLoggerMap =
+      std::unordered_map<string, std::shared_ptr<RequestLogger>>;
+  struct UpdateRequest {
+    absl::Nonnull<std::unique_ptr<StringToRequestLoggersMap>>
+        model_to_loggers_map;
+    absl::Nonnull<std::unique_ptr<StringToUniqueRequestLoggerMap>>
+        config_to_logger_map;
+  };
+
+  // `CreateUpdateRequest()` allows you to validate the given logging config
+  // map without actually applying the update. A `UpdateRequest` struct is
+  // returned if the given `logging_config_map` passed all the validation
+  // checks, and the returned object can be passed to `ApplyUpdateRequest()`
+  // function which allows an infallible update later. This allows the caller to
+  // perform the validation step and the apply step separately.
+  //
+  // Note, if you plan to do validation and apply as separate steps, you must
+  // lock this object to ensure no `Update()` or `ApplyUpdateRequest()` is
+  // called concurrently.
+  virtual absl::StatusOr<UpdateRequest> CreateUpdateRequest(
+      const std::map<string, std::vector<LoggingConfig>>& logging_config_map)
+      const;
+
+  // Infallible update function. The `req` provided in this function is not
+  // validated, for this reason the caller is advised to validate the request
+  // before calling this function. Most optimally the caller should use the
+  // output generated from the `CreateUpdateRequest()` function.
+  virtual void ApplyUpdateRequest(UpdateRequest& req);
+
   // Fallibly updates the logger with the new 'logging_config_map'.
   //
   // If the ServerRequestLogger was created using an empty
@@ -87,17 +120,23 @@ class ServerRequestLogger {
   explicit ServerRequestLogger(LoggerCreator request_logger_creator);
 
  private:
-  using StringToRequestLoggersMap =
-      std::unordered_map<string, std::vector<std::shared_ptr<RequestLogger>>>;
-  using StringToUniqueRequestLoggerMap =
-      std::unordered_map<string, std::shared_ptr<RequestLogger>>;
+  // Locked version of `CreateUpdateRequest()`. `update_mu_` must be held when
+  // calling this function.
+  absl::StatusOr<UpdateRequest> CreateUpdateRequestLocked(
+      const std::map<string, std::vector<LoggingConfig>>& logging_config_map)
+      const;
+
+  // Locked version of `ApplyUpdateRequest()`. `update_mu_` must be held when
+  // calling this function.
+  void ApplyUpdateRequestLocked(UpdateRequest& req);
 
   // Find a logger for config in either config_to_logger_map_ or
-  // new_config_to_logger_map. If the logger was found in one of existing maps,
-  // a shared_ptr that points to the existing logging config will be added to
-  // the new_config_to_logger_map, this avoids unnecessary creation of duplicate
-  // configs. If such a logger does not exist, create a new logger and insert it
-  // into new_config_to_logger_map. Return the logger in `result`.
+  // new_config_to_logger_map. If the logger was found in one of existing
+  // maps, a shared_ptr that points to the existing logging config will be
+  // added to the new_config_to_logger_map, this avoids unnecessary creation
+  // of duplicate configs. If such a logger does not exist, create a new
+  // logger and insert it into new_config_to_logger_map. Return the logger
+  // in `result`.
   absl::Status FindOrCreateLogger(
       const LoggingConfig& config,
       StringToUniqueRequestLoggerMap* new_config_to_logger_map,
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index cbc9759887a..d6fdd8d79d4 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -51,10 +51,16 @@ namespace {
 
 using test_util::MockPredictionStreamLogger;
 using ::testing::_;
+using ::testing::Eq;
 using ::testing::Invoke;
 using ::testing::NiceMock;
+using ::testing::Pair;
+using ::testing::SizeIs;
+using ::testing::UnorderedElementsAre;
 using ::testing::status::StatusIs;
 
+using UpdateRequest = ServerRequestLogger::UpdateRequest;
+
 LogCollectorConfig CreateLogCollectorConfig(const string& type,
                                             const string& filename_prefix) {
   LogCollectorConfig config;
@@ -296,6 +302,67 @@ TEST_F(ServerRequestLoggerTest, PartiallyBadUpdate) {
   EXPECT_FALSE(log_collector_map_.contains("/file/model1-path2"));
 }
 
+TEST_F(ServerRequestLoggerTest, CreateUpdateRequestErrors) {
+  // Null.
+  ASSERT_OK_AND_ASSIGN(UpdateRequest req,
+                       server_request_logger_->CreateUpdateRequest({}));
+  EXPECT_TRUE(req.config_to_logger_map->empty());
+  EXPECT_TRUE(req.model_to_loggers_map->empty());
+
+  // Bad config.
+  std::pair<string, LoggingConfig> model0_bad_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model0",
+                                  /*log_filename_suffix=*/"bad_config_path");
+  model0_bad_config.second.mutable_sampling_config()->set_sampling_rate(-1);
+  EXPECT_THAT(server_request_logger_->CreateUpdateRequest(
+                  CreateLoggingConfigMap({model0_bad_config})),
+              StatusIs(absl::StatusCode::kInvalidArgument));
+
+  // Ok+bad config.
+  std::pair<string, LoggingConfig> model0_ok_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model0",
+                                  /*log_filename_suffix=*/"ok_conig_path");
+  EXPECT_THAT(
+      server_request_logger_->CreateUpdateRequest(
+          CreateLoggingConfigMap({model0_ok_config, model0_bad_config})),
+      StatusIs(absl::StatusCode::kInvalidArgument));
+}
+
+TEST_F(ServerRequestLoggerTest, CreateUpdateRequestSingleConfigOk) {
+  std::pair<string, LoggingConfig> model0_ok_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model0",
+                                  /*log_filename_suffix=*/"ok_conig_path");
+  ASSERT_OK_AND_ASSIGN(UpdateRequest req,
+                       server_request_logger_->CreateUpdateRequest(
+                           CreateLoggingConfigMap({model0_ok_config})));
+  EXPECT_THAT(*req.model_to_loggers_map,
+              UnorderedElementsAre(Pair(Eq("model0"), SizeIs(1))));
+  EXPECT_THAT(*req.config_to_logger_map, SizeIs(1));
+}
+
+TEST_F(ServerRequestLoggerTest, CreateUpdateRequestMultipleConfigsOk) {
+  // Both model0 and model1 are using the same config, expect only 1 logger
+  // created.
+  std::pair<string, LoggingConfig> model0_v1_config =
+      CreateLoggingConfigForModel(/*model_name=*/"model0",
+                                  /*log_filename_suffix=*/"same_conig_path");
+  std::pair<string, LoggingConfig> model0_v2_config = model0_v1_config;
+  model0_v2_config.first = "model0_v2";
+
+  ASSERT_OK_AND_ASSIGN(
+      UpdateRequest req,
+      server_request_logger_->CreateUpdateRequest(
+          CreateLoggingConfigMap({model0_v1_config, model0_v2_config})));
+  EXPECT_THAT(*req.model_to_loggers_map,
+              UnorderedElementsAre(Pair(Eq("model0"), SizeIs(1)),
+                                   Pair(Eq("model0_v2"), SizeIs(1))));
+
+  // Only 1 creation and 1 entry in the config map. As the same config is
+  // reused.
+  EXPECT_THAT(*req.config_to_logger_map, SizeIs(1));
+  EXPECT_EQ(created_logger_counter(), 1);
+}
+
 TEST_F(ServerRequestLoggerTest, MultipleLoggersForOneModel) {
   TF_ASSERT_OK(server_request_logger_->Update(CreateLoggingConfigMap(
       {CreateLoggingConfigForModel("model0"),

From 450acfbc7ee6c8dd89d88ba81adb936b12558c0e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 22 Mar 2025 03:18:23 -0700
Subject: [PATCH 7865/8103] Fix a Kokoro Build Error.

PiperOrigin-RevId: 739444110
---
 tensorflow_serving/core/BUILD                 |  1 +
 .../core/server_request_logger_test.cc        | 24 ++++++++++---------
 2 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 186b53c5c5b..fdb8769172b 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -859,6 +859,7 @@ cc_test(
         "@com_google_absl//absl/synchronization",
         "@com_google_protobuf//:cc_wkt_protos",
         "@local_xla//xla/tsl/platform:status",
+        "@local_xla//xla/tsl/platform:status_matchers",
         "@org_tensorflow//tensorflow/cc/saved_model:tag_constants",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
diff --git a/tensorflow_serving/core/server_request_logger_test.cc b/tensorflow_serving/core/server_request_logger_test.cc
index d6fdd8d79d4..ee695b16863 100644
--- a/tensorflow_serving/core/server_request_logger_test.cc
+++ b/tensorflow_serving/core/server_request_logger_test.cc
@@ -32,6 +32,8 @@ limitations under the License.
 #include "tensorflow/cc/saved_model/tag_constants.h"
 #include "xla/tsl/lib/core/status_test_util.h"
 #include "xla/tsl/platform/status.h"
+#include "xla/tsl/platform/status_matchers.h"
+#include "xla/tsl/platform/statusor.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/logging.pb.h"
@@ -57,7 +59,7 @@ using ::testing::NiceMock;
 using ::testing::Pair;
 using ::testing::SizeIs;
 using ::testing::UnorderedElementsAre;
-using ::testing::status::StatusIs;
+using ::tsl::testing::StatusIs;
 
 using UpdateRequest = ServerRequestLogger::UpdateRequest;
 
@@ -266,7 +268,7 @@ TEST_F(ServerRequestLoggerTest, PartiallyBadUpdate) {
   std::pair<string, LoggingConfig> model1_ok_config =
       CreateLoggingConfigForModel(/*model_name=*/"model1",
                                   /*log_filename_suffix=*/"path1");
-  ASSERT_OK(server_request_logger_->Update(
+  TF_ASSERT_OK(server_request_logger_->Update(
       CreateLoggingConfigMap({model0_ok_config, model1_ok_config})));
   EXPECT_EQ(created_logger_counter(), 2);
   EXPECT_EQ(deleted_logger_counter(), 0);
@@ -289,7 +291,7 @@ TEST_F(ServerRequestLoggerTest, PartiallyBadUpdate) {
   TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
                                            log_metadata0));
   ASSERT_EQ(log_collector_map_.size(), 2);
-  ASSERT_TRUE(log_collector_map_.contains("/file/model0-path0"));
+  EXPECT_EQ(log_collector_map_.count("/file/model0-path0"), 1);
   EXPECT_EQ(log_collector_map_["/file/model0-path0"]->collect_count(), 1);
 
   // Model1 is still using the old config.
@@ -297,15 +299,15 @@ TEST_F(ServerRequestLoggerTest, PartiallyBadUpdate) {
   log_metadata1.mutable_model_spec()->set_name("model1");
   TF_ASSERT_OK(server_request_logger_->Log(PredictRequest(), PredictResponse(),
                                            log_metadata1));
-  ASSERT_TRUE(log_collector_map_.contains("/file/model1-path1"));
+  EXPECT_EQ(log_collector_map_.count("/file/model1-path1"), 1);
   EXPECT_EQ(log_collector_map_["/file/model1-path1"]->collect_count(), 1);
-  EXPECT_FALSE(log_collector_map_.contains("/file/model1-path2"));
+  EXPECT_EQ(log_collector_map_.count("/file/model1-path2"), 0);
 }
 
 TEST_F(ServerRequestLoggerTest, CreateUpdateRequestErrors) {
   // Null.
-  ASSERT_OK_AND_ASSIGN(UpdateRequest req,
-                       server_request_logger_->CreateUpdateRequest({}));
+  TF_ASSERT_OK_AND_ASSIGN(UpdateRequest req,
+                          server_request_logger_->CreateUpdateRequest({}));
   EXPECT_TRUE(req.config_to_logger_map->empty());
   EXPECT_TRUE(req.model_to_loggers_map->empty());
 
@@ -332,9 +334,9 @@ TEST_F(ServerRequestLoggerTest, CreateUpdateRequestSingleConfigOk) {
   std::pair<string, LoggingConfig> model0_ok_config =
       CreateLoggingConfigForModel(/*model_name=*/"model0",
                                   /*log_filename_suffix=*/"ok_conig_path");
-  ASSERT_OK_AND_ASSIGN(UpdateRequest req,
-                       server_request_logger_->CreateUpdateRequest(
-                           CreateLoggingConfigMap({model0_ok_config})));
+  TF_ASSERT_OK_AND_ASSIGN(UpdateRequest req,
+                          server_request_logger_->CreateUpdateRequest(
+                              CreateLoggingConfigMap({model0_ok_config})));
   EXPECT_THAT(*req.model_to_loggers_map,
               UnorderedElementsAre(Pair(Eq("model0"), SizeIs(1))));
   EXPECT_THAT(*req.config_to_logger_map, SizeIs(1));
@@ -349,7 +351,7 @@ TEST_F(ServerRequestLoggerTest, CreateUpdateRequestMultipleConfigsOk) {
   std::pair<string, LoggingConfig> model0_v2_config = model0_v1_config;
   model0_v2_config.first = "model0_v2";
 
-  ASSERT_OK_AND_ASSIGN(
+  TF_ASSERT_OK_AND_ASSIGN(
       UpdateRequest req,
       server_request_logger_->CreateUpdateRequest(
           CreateLoggingConfigMap({model0_v1_config, model0_v2_config})));

From d3eac94956c66a65988ffad9a25f68c1fc127486 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 23 Mar 2025 23:38:03 -0700
Subject: [PATCH 7866/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/54cbe2ac-7b8d-4dc4-990a-fea37129e241

PiperOrigin-RevId: 739824311
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7b368ededd4..fe67d8bf319 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "249085f3af329c008154870423ea39c5d3709c9666f16bc3ff50156a1c216fdc",
-    git_commit = "258d04e20dde5a0e4593f1cbd1b68667664509e4",
+    sha256 = "1999f91c61609bd3bb006b86df13bc1e0082a04d01ce39f56de04f5fd2b50553",
+    git_commit = "e8df8f77ce59d205e5abb4dbd315d85adc6749e8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6edf72dd27d3ca95490a80c84aee198df0751814 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Mar 2025 06:01:58 -0700
Subject: [PATCH 7867/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d46eac2-e469-4d9b-bb58-2fdc82e3ce1e

PiperOrigin-RevId: 739909166
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fe67d8bf319..bbcb08db091 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1999f91c61609bd3bb006b86df13bc1e0082a04d01ce39f56de04f5fd2b50553",
-    git_commit = "e8df8f77ce59d205e5abb4dbd315d85adc6749e8",
+    sha256 = "0c9a6f157583c3332aba3fc6ee8a133bc8b28eb821a89ed987bc5e9afd05f2ad",
+    git_commit = "d8a9478d11fd9d8fc0359a6848fdd23106b556e5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7b974e175526422cb5c47fe9c93e1c41088ff67f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Mar 2025 12:02:04 -0700
Subject: [PATCH 7868/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/00817409-f12f-496d-aa1b-b0b92e6d4101

PiperOrigin-RevId: 740022947
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bbcb08db091..b505c73aa28 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0c9a6f157583c3332aba3fc6ee8a133bc8b28eb821a89ed987bc5e9afd05f2ad",
-    git_commit = "d8a9478d11fd9d8fc0359a6848fdd23106b556e5",
+    sha256 = "48c86d2fcf02a3e0a9bbd00c1732b10dba7b44c073c219f8d88699ead286d8be",
+    git_commit = "9d8671dafe45d0b161089f8ef1bf4e4f2feed682",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d019b99bda9365ea71c23f9fbf9d5436a1f9c743 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 24 Mar 2025 18:01:55 -0700
Subject: [PATCH 7869/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/008f9532-f56f-404b-9136-edf52d22fcf3

PiperOrigin-RevId: 740136865
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b505c73aa28..1295b2aea10 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "48c86d2fcf02a3e0a9bbd00c1732b10dba7b44c073c219f8d88699ead286d8be",
-    git_commit = "9d8671dafe45d0b161089f8ef1bf4e4f2feed682",
+    sha256 = "07ffde72345a0c8516b61015ecd6b4adf0db9fb6285d2db207818cd23a8df4c3",
+    git_commit = "6e85bfb17292bee48884a234a36891a4f309f9be",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 039a52c6b27b44f72ad2ee338ab1a2f6695a618d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Mar 2025 00:02:24 -0700
Subject: [PATCH 7870/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c79496c-065b-4bc2-ab89-73b1f96fa90a

PiperOrigin-RevId: 740223190
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1295b2aea10..15e1fda2466 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "07ffde72345a0c8516b61015ecd6b4adf0db9fb6285d2db207818cd23a8df4c3",
-    git_commit = "6e85bfb17292bee48884a234a36891a4f309f9be",
+    sha256 = "db162dc4ebd8c88c02845ec300ed786f722688214ce02ac76d0ae354b3432ec5",
+    git_commit = "ffd5534b7f6a6ef8805f8fccf1d70304d9aa4468",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a4e572717c7ce0fc56fb705b8ff990de277f0456 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Mar 2025 06:02:10 -0700
Subject: [PATCH 7871/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0196c5bb-28e2-4eeb-9a4a-ac6c7eb37081

PiperOrigin-RevId: 740315994
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 15e1fda2466..9c09167b088 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db162dc4ebd8c88c02845ec300ed786f722688214ce02ac76d0ae354b3432ec5",
-    git_commit = "ffd5534b7f6a6ef8805f8fccf1d70304d9aa4468",
+    sha256 = "7ecae31fba5e1420608e8560a276899ad0902245d36fa1f2ed82b9b9e22758ca",
+    git_commit = "73c5723413cc1b9ecd6a8e21d25f91cdee136a7b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6f0e2d8970414cbe227cc4bc30a53e5122a9cde3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Mar 2025 12:02:23 -0700
Subject: [PATCH 7872/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d63692f3-acc1-4bce-a305-c8fe71260383

PiperOrigin-RevId: 740435797
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9c09167b088..85b9e5f4729 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ecae31fba5e1420608e8560a276899ad0902245d36fa1f2ed82b9b9e22758ca",
-    git_commit = "73c5723413cc1b9ecd6a8e21d25f91cdee136a7b",
+    sha256 = "249d7534c879500395dba308009676b98ef5f6cd810ba69a225611f2092279d6",
+    git_commit = "a3c37bce4f04befa1b15edf5cce108887a36aeb5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d4c4d42d3db03f45dcc3641b3383df60e0dd1189 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 25 Mar 2025 18:01:44 -0700
Subject: [PATCH 7873/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/265b9a83-2e59-437d-b1ba-024521437e84

PiperOrigin-RevId: 740553397
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 85b9e5f4729..4e24244098c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "249d7534c879500395dba308009676b98ef5f6cd810ba69a225611f2092279d6",
-    git_commit = "a3c37bce4f04befa1b15edf5cce108887a36aeb5",
+    sha256 = "d347e05b5ec7db4fdcccc8feda50f79339828a45d3db10a6fbccffac0b54ad0b",
+    git_commit = "f30350fa6e6f5b2ebb9e761ca88bbdeb09d81d74",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ce5f2b7dc420f78f4db68922f3531c7798bab9dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Mar 2025 00:02:02 -0700
Subject: [PATCH 7874/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8c93427b-66f6-4407-a819-ec0ffd25e91d

PiperOrigin-RevId: 740647509
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e24244098c..02ee5e1c529 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d347e05b5ec7db4fdcccc8feda50f79339828a45d3db10a6fbccffac0b54ad0b",
-    git_commit = "f30350fa6e6f5b2ebb9e761ca88bbdeb09d81d74",
+    sha256 = "e727224127bd0281ae49e08f2dd4e563be805a93f14f309da8407ed1a3301179",
+    git_commit = "a817e56cb950b432e2abb27ad11582fb5a326107",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 3d1c8169027064c45fb87d0234198a064f8c5db2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Mar 2025 06:01:43 -0700
Subject: [PATCH 7875/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b26dedb3-d36b-4ab9-b20a-ad58d8a47a21

PiperOrigin-RevId: 740736484
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02ee5e1c529..f2034c212f8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e727224127bd0281ae49e08f2dd4e563be805a93f14f309da8407ed1a3301179",
-    git_commit = "a817e56cb950b432e2abb27ad11582fb5a326107",
+    sha256 = "16a6d3eaf97c3536ac0fe8234ac79afe209a7e3bd066d3cde770bc54e0be1c3c",
+    git_commit = "932caf9692e3d56cb64da6b3fc4886f9ca428534",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e5e5b37e05994379bb20ba5455d06d5d05dc1154 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Mar 2025 12:03:06 -0700
Subject: [PATCH 7876/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf79a171-a2b0-4b94-aa2e-c3f06455718a

PiperOrigin-RevId: 740855056
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f2034c212f8..a7c77cd473c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "16a6d3eaf97c3536ac0fe8234ac79afe209a7e3bd066d3cde770bc54e0be1c3c",
-    git_commit = "932caf9692e3d56cb64da6b3fc4886f9ca428534",
+    sha256 = "cc5a639e93af788a02338536867a2d83bf05bd7c3f50995af65955dcac9268c5",
+    git_commit = "f2c4090a933132b6dcc7e516d1c841e41e5bcff8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c6c3b88119e93326c6ef5cdfe6767070d57ac079 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 26 Mar 2025 18:03:29 -0700
Subject: [PATCH 7877/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/878f9bf5-ec12-4f96-9d4c-b46d5080c657

PiperOrigin-RevId: 740965552
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a7c77cd473c..3c4ba90e712 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc5a639e93af788a02338536867a2d83bf05bd7c3f50995af65955dcac9268c5",
-    git_commit = "f2c4090a933132b6dcc7e516d1c841e41e5bcff8",
+    sha256 = "8e6b0744977f250e8c8255e62e5bb788f29bd5ec29503bf9731b1c65316afe55",
+    git_commit = "4efdcecf799fa27acb4379196e8971e523036578",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 92c4d2c7f65c8da6f71aa21883205598f7469eca Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Mar 2025 00:03:02 -0700
Subject: [PATCH 7878/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9ccc4fd0-410c-4be8-aa6b-b8c40597ae50

PiperOrigin-RevId: 741041352
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3c4ba90e712..52dd99edcc0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8e6b0744977f250e8c8255e62e5bb788f29bd5ec29503bf9731b1c65316afe55",
-    git_commit = "4efdcecf799fa27acb4379196e8971e523036578",
+    sha256 = "868291d43ffaa5b09625aee13e222636c19f55aeb72d7b54198be6320993914e",
+    git_commit = "748563e4ffcc534f3f75e23480edd0d85da6e19f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From bae42701e7148534c97a0c93ea1c092064e55f73 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Mar 2025 06:03:16 -0700
Subject: [PATCH 7879/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7901db1e-3fd3-4cbb-b13a-d63c9d5d767b

PiperOrigin-RevId: 741124318
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52dd99edcc0..c5f9387c392 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "868291d43ffaa5b09625aee13e222636c19f55aeb72d7b54198be6320993914e",
-    git_commit = "748563e4ffcc534f3f75e23480edd0d85da6e19f",
+    sha256 = "e58a23a012405406d73d2a00c87e6291e1e3b77fbd3d6ad7c52c98fc97f12bd3",
+    git_commit = "726e949e5e223f1e1385c14534c674daf94f29b5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 015e7c5287945a37e68d202cb99ffb3a7756d8b1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Mar 2025 12:03:26 -0700
Subject: [PATCH 7880/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1dd70bb5-3026-4388-b1d8-f95b51ec0d7b

PiperOrigin-RevId: 741234477
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c5f9387c392..3f15f704e76 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e58a23a012405406d73d2a00c87e6291e1e3b77fbd3d6ad7c52c98fc97f12bd3",
-    git_commit = "726e949e5e223f1e1385c14534c674daf94f29b5",
+    sha256 = "f4dad6447453c405d8f4263affd7f8583a6ba58fa53cfef0de036d08651879a0",
+    git_commit = "ec85b6e4634dbc2a08437f8e06a737600901a54f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fb726b04b33c012148bee7de585e58b8bd6058dd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 27 Mar 2025 18:03:23 -0700
Subject: [PATCH 7881/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a3d6f1a5-837e-4796-a885-acb5f275acd3

PiperOrigin-RevId: 741342765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3f15f704e76..2cae8eaaeb3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f4dad6447453c405d8f4263affd7f8583a6ba58fa53cfef0de036d08651879a0",
-    git_commit = "ec85b6e4634dbc2a08437f8e06a737600901a54f",
+    sha256 = "8b244ad9bb19d0d50c592c88763235afd66f9286d77bd72f0586dc7c45455ea4",
+    git_commit = "a937ddc22436a16dd017d1fa027c1e1c168bff62",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a218a4cbe9e4d465f159ae092447564121b2ec54 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Mar 2025 00:02:03 -0700
Subject: [PATCH 7882/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/75b6562c-e1bd-4a3d-8da4-2fb15931f1bc

PiperOrigin-RevId: 741419244
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2cae8eaaeb3..afb62133c6f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8b244ad9bb19d0d50c592c88763235afd66f9286d77bd72f0586dc7c45455ea4",
-    git_commit = "a937ddc22436a16dd017d1fa027c1e1c168bff62",
+    sha256 = "85703fa2db947632c389a6c491fe495c388dc5151ed1b53698db2846a73ad033",
+    git_commit = "ef70275b27b98a149c25ddee9db03a0f2d530f04",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 08477045441e55ff4bcf219fad2249f8ea8fb240 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Mar 2025 06:03:39 -0700
Subject: [PATCH 7883/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e6364990-8eaa-4391-9da2-5460f4c158f9

PiperOrigin-RevId: 741499321
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afb62133c6f..095478b8845 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "85703fa2db947632c389a6c491fe495c388dc5151ed1b53698db2846a73ad033",
-    git_commit = "ef70275b27b98a149c25ddee9db03a0f2d530f04",
+    sha256 = "c54e99785e81c57dd6617b0352b08dad79d7f7abd380a053683f9c25a67e3fd9",
+    git_commit = "22ccf1be7af45535b981256d133639d182ce56ee",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 24450b1ed91184f0ab5cec5489bdf707f01a0ac9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Mar 2025 12:01:56 -0700
Subject: [PATCH 7884/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/391a3c90-7583-42d8-9ebb-8536830ddf11

PiperOrigin-RevId: 741604436
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 095478b8845..d7506401c4c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c54e99785e81c57dd6617b0352b08dad79d7f7abd380a053683f9c25a67e3fd9",
-    git_commit = "22ccf1be7af45535b981256d133639d182ce56ee",
+    sha256 = "cf59ec7bda3ebe62e377797a042b34abe8be379dc9eda074e25c4422e23ed4bb",
+    git_commit = "0e435d780e143ae6f33151a5baca1c0ee07c39d5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fb514f3521ebe6da77942c6c18feeb064d68230d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Mar 2025 18:03:13 -0700
Subject: [PATCH 7885/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/12bcad55-919b-4db4-8825-257778ed8676

PiperOrigin-RevId: 741699860
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7506401c4c..eb7a0bdc006 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cf59ec7bda3ebe62e377797a042b34abe8be379dc9eda074e25c4422e23ed4bb",
-    git_commit = "0e435d780e143ae6f33151a5baca1c0ee07c39d5",
+    sha256 = "137afc9732d363fe8d39a2a5302f463d748e1bed9e6ce961e71d5767f0e4d6e0",
+    git_commit = "f5eb766d6f2f1764a48ed88f60ffac396a75e53f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9662fd9e2f7127fc20987441be1f665cac123f40 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 28 Mar 2025 18:25:23 -0700
Subject: [PATCH 7886/8103] Add new client to visibility for tensorflow.

PiperOrigin-RevId: 741705707
---
 tensorflow_serving/util/net_http/public/BUILD | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index aeddb3e9c19..7b00a099d0f 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -16,6 +16,7 @@ package_group(
         "//platforms/accel_ssw/common/lib/...",
         "//platforms/gsys/...",
         "//platforms/redfish/...",
+        "//platforms/storage/flash/warthog/firmware/...",
         "//platforms/syshealth/shdc/...",
         "//prodkernel/networking/tcpdirect/buffer_mgmt_daemon/...",
         "//security/crypta/commands/ecclesia/...",

From 61fa84542d024d59ea4c2d71036dceb84889b98a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Mar 2025 00:03:42 -0700
Subject: [PATCH 7887/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ede1a53-e34e-4cd1-87f9-0ae6dc80e77e

PiperOrigin-RevId: 741762309
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index eb7a0bdc006..9f11df80b0f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "137afc9732d363fe8d39a2a5302f463d748e1bed9e6ce961e71d5767f0e4d6e0",
-    git_commit = "f5eb766d6f2f1764a48ed88f60ffac396a75e53f",
+    sha256 = "38d20cea4d0b7adb8ed162affe2d0c4f5b18b87c85e3fba569b19e868a7ba61c",
+    git_commit = "1610bd6b4d0a62598155f1a1b14bcb36514f654b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1e01607fcba7bcc941e5d311a1241a911c51b50a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Mar 2025 06:01:49 -0700
Subject: [PATCH 7888/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/56b7ac69-2c33-497f-aa6c-ffe517c172b0

PiperOrigin-RevId: 741814532
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f11df80b0f..bd355e16b80 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "38d20cea4d0b7adb8ed162affe2d0c4f5b18b87c85e3fba569b19e868a7ba61c",
-    git_commit = "1610bd6b4d0a62598155f1a1b14bcb36514f654b",
+    sha256 = "6f4a3319aca39d8acb22453b937b81336b996bbe6c8ec27f14ee4bafbeff0e58",
+    git_commit = "af882fe7414c42fa78c14c9779e23b405cc3938d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 150174364082f1cd6f65c73c512901ab3cd7d5fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 29 Mar 2025 18:01:54 -0700
Subject: [PATCH 7889/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8b99c1ae-7146-455d-8130-bd7287e7395f

PiperOrigin-RevId: 741904085
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bd355e16b80..4e4d314c08c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6f4a3319aca39d8acb22453b937b81336b996bbe6c8ec27f14ee4bafbeff0e58",
-    git_commit = "af882fe7414c42fa78c14c9779e23b405cc3938d",
+    sha256 = "944c1647c30085c3caed78532adb8d196133baa771ffd4f40eb60326133bcdba",
+    git_commit = "a985e1ea4c20be02fcd0eaa515870020b6c47709",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b7bf0754188593b782c097deb0af66ecfc10517d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Mar 2025 00:02:01 -0700
Subject: [PATCH 7890/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8f65bf1b-4c10-47ea-ada9-ae8de1df389f

PiperOrigin-RevId: 741956601
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4e4d314c08c..b915727d02d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "944c1647c30085c3caed78532adb8d196133baa771ffd4f40eb60326133bcdba",
-    git_commit = "a985e1ea4c20be02fcd0eaa515870020b6c47709",
+    sha256 = "5094e8556bf8c27cb218e8e882a600e92f0228cf29af4a568a7295ebfb6a66cd",
+    git_commit = "d36cf74b3b23c201b6170d587be8818c986c8f52",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2e802553604fae70657e9c69e30566c02b7a19d6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Mar 2025 02:58:12 -0700
Subject: [PATCH 7891/8103] Automated Code Change

PiperOrigin-RevId: 741983359
---
 tensorflow_serving/core/basic_manager.cc      | 96 ++++++++++---------
 .../core/loader_harness_test.cc               | 42 ++++----
 tensorflow_serving/core/log_collector.cc      | 11 ++-
 3 files changed, 76 insertions(+), 73 deletions(-)

diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index dddfee22d25..7426698ae3d 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -127,7 +127,7 @@ std::vector<ServableId> BasicManager::ServingMap::ListAvailableServableIds()
   return ids;
 }
 
-Status BasicManager::ServingMap::GetUntypedServableHandle(
+absl::Status BasicManager::ServingMap::GetUntypedServableHandle(
     const ServableRequest& request,
     std::unique_ptr<UntypedServableHandle>* const untyped_handle) {
   std::shared_ptr<const HandlesMap> handles_map = handles_map_.get();
@@ -144,7 +144,7 @@ Status BasicManager::ServingMap::GetUntypedServableHandle(
   // previous map is freed, when we are doing handles_map updates.
   untyped_handle->reset(new SharedPtrHandle(
       harness.id(), std::shared_ptr<Loader>(handles_map, harness.loader())));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 std::map<ServableId, std::unique_ptr<UntypedServableHandle>>
@@ -225,15 +225,15 @@ void BasicManager::ServingMap::Update(const ManagedMap& managed_map) {
   handles_map_.Update(std::move(new_handles_map));
 }
 
-Status BasicManager::Create(Options options,
-                            std::unique_ptr<BasicManager>* manager) {
+absl::Status BasicManager::Create(Options options,
+                                  std::unique_ptr<BasicManager>* manager) {
   manager->reset(new BasicManager(
       options.env, options.num_load_threads, options.num_unload_threads,
       options.max_num_load_retries, std::move(options.should_retry_model_load),
       options.load_retry_interval_micros, options.flush_filesystem_caches,
       std::move(options.resource_tracker), options.servable_event_bus,
       std::move(options.pre_load_hook)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 BasicManager::BasicManager(
@@ -253,7 +253,7 @@ BasicManager::BasicManager(
   harness_options_.max_num_load_retries = max_num_load_retries;
   harness_options_.load_retry_interval_micros = load_retry_interval_micros;
   harness_options_.error_callback = [this](const ServableId& id,
-                                           const Status& error) {
+                                           const absl::Status& error) {
     PublishOnEventBus({id, ServableState::ManagerState::kEnd, error});
   };
 
@@ -275,16 +275,16 @@ BasicManager::~BasicManager() {
   }
   unload_executor_.reset();
 
-  const Status unload_status = UnloadAllServables();
+  const absl::Status unload_status = UnloadAllServables();
   if (!unload_status.ok()) {
     LOG(ERROR) << "Error unloading all servables in BasicManager destructor: "
                << unload_status;
   }
 }
 
-Status BasicManager::UnloadAllServables() {
+absl::Status BasicManager::UnloadAllServables() {
   LOG(INFO) << "Unload all remaining servables in the manager.";
-  Status status = OkStatus();
+  absl::Status status = absl::OkStatus();
   {
     mutex_lock l(mu_);
     for (auto it = managed_map_.begin(); it != managed_map_.end(); ++it) {
@@ -312,7 +312,7 @@ std::vector<ServableId> BasicManager::ListAvailableServableIds() const {
   return serving_map_.ListAvailableServableIds();
 }
 
-Status BasicManager::GetUntypedServableHandle(
+absl::Status BasicManager::GetUntypedServableHandle(
     const ServableRequest& request,
     std::unique_ptr<UntypedServableHandle>* const untyped_handle) {
   return serving_map_.GetUntypedServableHandle(request, untyped_handle);
@@ -340,7 +340,7 @@ BasicManager::ManagedMap::iterator BasicManager::FindHarnessInMap(
   return managed_map_.end();
 }
 
-Status BasicManager::ManageServableInternal(
+absl::Status BasicManager::ManageServableInternal(
     ServableData<std::unique_ptr<Loader>> servable,
     std::function<std::shared_ptr<LoaderHarness>(const ServableId&,
                                                  std::unique_ptr<Loader>)>
@@ -374,10 +374,10 @@ Status BasicManager::ManageServableInternal(
   }
   managed_map_.emplace(servable.id().name, harness);
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status BasicManager::ManageServable(
+absl::Status BasicManager::ManageServable(
     ServableData<std::unique_ptr<Loader>> servable) {
   return ManageServableInternal(
       std::move(servable),
@@ -387,7 +387,7 @@ Status BasicManager::ManageServable(
       });
 }
 
-Status BasicManager::StopManagingServable(const ServableId& id) {
+absl::Status BasicManager::StopManagingServable(const ServableId& id) {
   VLOG(1) << "Request to stop managing servable " << id;
   mutex_lock l(mu_);
   const auto it = FindHarnessInMap(id);
@@ -409,11 +409,11 @@ Status BasicManager::StopManagingServable(const ServableId& id) {
         id.DebugString(), " ", LoaderHarness::StateDebugString(state));
   }
   managed_map_.erase(it);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status BasicManager::GetHealthyHarness(const ServableId& id,
-                                       LoaderHarness** harness) {
+absl::Status BasicManager::GetHealthyHarness(const ServableId& id,
+                                             LoaderHarness** harness) {
   // Look up the request servable's harness.
   auto iter = FindHarnessInMap(id);
   if (iter == managed_map_.end()) {
@@ -423,7 +423,7 @@ Status BasicManager::GetHealthyHarness(const ServableId& id,
   }
   TF_RETURN_IF_ERROR(iter->second->status());
   *harness = iter->second.get();
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 std::vector<const Loader*> BasicManager::GetLoadersCurrentlyUsingResources()
@@ -485,7 +485,7 @@ std::vector<string> BasicManager::GetManagedServableNames() const {
   return servable_names;
 }
 
-Status BasicManager::ExecuteLoad(LoaderHarness* harness) {
+absl::Status BasicManager::ExecuteLoad(LoaderHarness* harness) {
   PublishOnEventBus({harness->id(), ServableState::ManagerState::kLoading,
                      harness->status()});
   // We save the id of the harness so that we can publish it after Load(). (We
@@ -498,12 +498,12 @@ Status BasicManager::ExecuteLoad(LoaderHarness* harness) {
   }
 
   // We don't hold the lock while calling Load() as it may block.
-  const Status status = harness->Load();
+  const absl::Status status = harness->Load();
 
   // Whether the load succeeded or failed, flush filesystem caches if there is
   // only one load thread.
   if (flush_filesystem_caches_ && num_load_threads() <= 1) {
-    const Status flush_status = Env::Default()->FlushFileSystemCaches();
+    const absl::Status flush_status = Env::Default()->FlushFileSystemCaches();
     if (!flush_status.ok()) {
       LOG(WARNING) << "flushing filesystem caches failed: " << flush_status;
     }
@@ -516,8 +516,9 @@ Status BasicManager::ExecuteLoad(LoaderHarness* harness) {
     UpdateServingMap();
   }
 
-  PublishOnEventBus({id, ServableState::ManagerState::kAvailable, OkStatus()});
-  return OkStatus();
+  PublishOnEventBus(
+      {id, ServableState::ManagerState::kAvailable, absl::OkStatus()});
+  return absl::OkStatus();
 }
 
 void BasicManager::LoadServable(const ServableId& id,
@@ -532,14 +533,14 @@ void BasicManager::LoadServable(const ServableId& id,
 void BasicManager::CancelLoadServableRetry(const ServableId& id) {
   mutex_lock l(mu_);
   LoaderHarness* harness;
-  const Status status = GetHealthyHarness(id, &harness);
+  const absl::Status status = GetHealthyHarness(id, &harness);
   if (!status.ok()) {
     return;
   }
   harness->set_should_retry([](absl::Status status) { return false; });
 }
 
-Status BasicManager::ExecuteUnload(LoaderHarness* harness) {
+absl::Status BasicManager::ExecuteUnload(LoaderHarness* harness) {
   // We save the id of the harness so that we can publish it after Unload(). (We
   // can't query harness again after Unload() as it may be deleted by another
   // thread that called StopManagingServable().)
@@ -556,8 +557,8 @@ Status BasicManager::ExecuteUnload(LoaderHarness* harness) {
 
   // We don't hold the lock while calling Unload() as it may block.
   TF_RETURN_IF_ERROR(harness->Unload());
-  PublishOnEventBus({id, ServableState::ManagerState::kEnd, OkStatus()});
-  return OkStatus();
+  PublishOnEventBus({id, ServableState::ManagerState::kEnd, absl::OkStatus()});
+  return absl::OkStatus();
 }
 
 void BasicManager::UnloadServable(const ServableId& id,
@@ -569,9 +570,9 @@ void BasicManager::UnloadServable(const ServableId& id,
   LoadOrUnloadServable(request, done_callback);
 }
 
-Status BasicManager::ExecuteLoadOrUnload(const LoadOrUnloadRequest& request,
-                                         LoaderHarness* harness) {
-  Status execution_status;
+absl::Status BasicManager::ExecuteLoadOrUnload(
+    const LoadOrUnloadRequest& request, LoaderHarness* harness) {
+  absl::Status execution_status;
   switch (request.kind) {
     case LoadOrUnloadRequest::Kind::kLoad:
       execution_status = ExecuteLoad(harness);
@@ -628,7 +629,7 @@ uint32 BasicManager::num_load_threads() const {
 
 void BasicManager::LoadOrUnloadServable(const LoadOrUnloadRequest& request,
                                         DoneCallback done_callback) {
-  const Status status = [&]() {
+  const absl::Status status = [&]() {
     mutex_lock l(mu_);
     LoaderHarness* harness;
     TF_RETURN_IF_ERROR(GetHealthyHarness(request.servable_id, &harness));
@@ -642,7 +643,7 @@ void BasicManager::LoadOrUnloadServable(const LoadOrUnloadRequest& request,
         TF_RETURN_IF_ERROR(harness->UnloadRequested());
         break;
     }
-    return OkStatus();
+    return absl::OkStatus();
   }();
   if (!status.ok()) {
     done_callback(status);
@@ -669,7 +670,7 @@ void BasicManager::LoadOrUnloadServable(const LoadOrUnloadRequest& request,
 void BasicManager::HandleLoadOrUnloadRequest(const LoadOrUnloadRequest& request,
                                              DoneCallback done_callback) {
   // Decision phase.
-  Status decision_status;
+  absl::Status decision_status;
   LoaderHarness* harness;
   {
     // We serialize the decision phases of the requests. We will make a decision
@@ -684,12 +685,12 @@ void BasicManager::HandleLoadOrUnloadRequest(const LoadOrUnloadRequest& request,
   }
 
   // Execution phase.
-  const Status execution_status = ExecuteLoadOrUnload(request, harness);
+  const absl::Status execution_status = ExecuteLoadOrUnload(request, harness);
   done_callback(execution_status);
 }
 
-Status BasicManager::ApproveLoadOrUnload(const LoadOrUnloadRequest& request,
-                                         LoaderHarness** harness) {
+absl::Status BasicManager::ApproveLoadOrUnload(
+    const LoadOrUnloadRequest& request, LoaderHarness** harness) {
   mutex_lock l(mu_);
 
   TF_RETURN_IF_ERROR(GetHealthyHarness(request.servable_id, harness));
@@ -707,13 +708,14 @@ Status BasicManager::ApproveLoadOrUnload(const LoadOrUnloadRequest& request,
 
   ++num_ongoing_load_unload_executions_;
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status BasicManager::ApproveLoad(LoaderHarness* harness, mutex_lock* mu_lock) {
+absl::Status BasicManager::ApproveLoad(LoaderHarness* harness,
+                                       mutex_lock* mu_lock) {
   if (resource_tracker_ != nullptr) {
     // Attempt to reserve resources for the load.
-    const Status resource_reservation_status =
+    const absl::Status resource_reservation_status =
         ReserveResources(harness, mu_lock);
     if (!resource_reservation_status.ok()) {
       LOG(WARNING) << resource_reservation_status;
@@ -729,26 +731,26 @@ Status BasicManager::ApproveLoad(LoaderHarness* harness, mutex_lock* mu_lock) {
   // GetLoadersCurrentlyUsingResources().
   TF_RETURN_IF_ERROR(harness->LoadApproved());
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status BasicManager::ApproveUnload(LoaderHarness* harness) {
+absl::Status BasicManager::ApproveUnload(LoaderHarness* harness) {
   // Transition to state kQuiescing inside the decision phase, to prevent any
   // concurrent unload requests from executing.
   TF_RETURN_IF_ERROR(harness->StartQuiescing());
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status BasicManager::ReserveResources(LoaderHarness* harness,
-                                      mutex_lock* mu_lock) {
+absl::Status BasicManager::ReserveResources(LoaderHarness* harness,
+                                            mutex_lock* mu_lock) {
   while (true) {
     TF_RETURN_IF_ERROR(resource_tracker_->RecomputeUsedResources(
         GetLoadersCurrentlyUsingResources()));
     bool resources_reserved;
     // We retry reserving resources because it may involve transiently failing
     // operations like file-reads.
-    const Status reserve_resources_status = Retry(
+    const absl::Status reserve_resources_status = Retry(
         strings::StrCat("Reserving resources for servable: ",
                         harness->id().DebugString()),
         harness_options_.max_num_load_retries,
@@ -759,7 +761,7 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
         },
         [&](absl::Status status) { return harness->should_retry(status); });
     if (!reserve_resources_status.ok()) {
-      return Status(
+      return absl::Status(
           reserve_resources_status.code(),
           strings::StrCat(
               "Error while attempting to reserve resources to load servable ",
@@ -770,7 +772,7 @@ Status BasicManager::ReserveResources(LoaderHarness* harness,
       // Woohoo! We got our resources.
       LOG(INFO) << "Successfully reserved resources to load servable "
                 << harness->id().DebugString();
-      return OkStatus();
+      return absl::OkStatus();
     }
 
     // We weren't able to reserve the resources. See if there are any
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index 8bf2c58afdd..e4b0ce54020 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -80,7 +80,7 @@ TEST(LoaderHarnessTest, Quiesce) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   EXPECT_CALL(*loader, Unload()).WillOnce(Return());
 
   TF_ASSERT_OK(harness.LoadRequested());
@@ -105,7 +105,7 @@ TEST(LoaderHarnessTest, Load) {
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
 
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   {
     std::unique_ptr<Thread> test_thread(
         Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
@@ -127,7 +127,7 @@ TEST(LoaderHarnessTest, Unload) {
 
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -147,7 +147,7 @@ TEST(LoaderHarnessTest, UnloadRequested) {
   const ServableId servable_id = {"test", 0};
   LoaderHarness harness(servable_id, std::unique_ptr<Loader>(loader));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -182,7 +182,7 @@ TEST(LoaderHarnessTest, LoadError) {
         Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
           TF_ASSERT_OK(harness.LoadRequested());
           TF_ASSERT_OK(harness.LoadApproved());
-          Status status = harness.Load();
+          absl::Status status = harness.Load();
           EXPECT_THAT(status.message(), HasSubstr("test load error"));
         }));
   }
@@ -192,9 +192,9 @@ TEST(LoaderHarnessTest, LoadError) {
 TEST(LoaderHarnessTest, ExternallySignalledError) {
   LoaderHarness harness(ServableId{"test", 0}, nullptr /* no loader */);
   EXPECT_EQ(LoaderHarness::State::kNew, harness.state());
-  const Status status =
-      Status(static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
-             "Some unknown error");
+  const absl::Status status =
+      absl::Status(static_cast<absl::StatusCode>(absl::StatusCode::kUnknown),
+                   "Some unknown error");
   harness.Error(status);
   EXPECT_EQ(LoaderHarness::State::kError, harness.state());
   EXPECT_EQ(status, harness.status());
@@ -202,13 +202,13 @@ TEST(LoaderHarnessTest, ExternallySignalledError) {
 
 TEST(LoaderHarnessTest, ExternallySignalledErrorWithCallback) {
   const ServableId id = {"test_servable", 42};
-  const Status error =
-      Status(static_cast<tensorflow::errors::Code>(absl::StatusCode::kUnknown),
-             "Some unknown error");
+  const absl::Status error =
+      absl::Status(static_cast<absl::StatusCode>(absl::StatusCode::kUnknown),
+                   "Some unknown error");
   Notification callback_called;
   LoaderHarness::Options options;
   options.error_callback = [&](const ServableId& callback_id,
-                               const Status& callback_error) {
+                               const absl::Status& callback_error) {
     EXPECT_EQ(id, callback_id);
     EXPECT_EQ(callback_error, error);
     callback_called.Notify();
@@ -241,7 +241,7 @@ TEST(LoaderHarnessTest, MultipleLoadRequestsOnlyFirstOneSucceeds) {
   LoaderHarness harness(ServableId{"test", 0}, std::unique_ptr<Loader>(loader));
 
   TF_ASSERT_OK(harness.LoadRequested());
-  const Status second_request_status = harness.LoadRequested();
+  const absl::Status second_request_status = harness.LoadRequested();
   EXPECT_FALSE(second_request_status.ok());
   EXPECT_EQ(error::FAILED_PRECONDITION, second_request_status.code());
   EXPECT_THAT(second_request_status.message(),
@@ -257,12 +257,12 @@ TEST(LoaderHarnessTest, MultipleUnloadRequestsOnlyFirstOneSucceeds) {
 
   TF_ASSERT_OK(harness.LoadRequested());
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
 
   TF_ASSERT_OK(harness.UnloadRequested());
-  const Status second_status = harness.UnloadRequested();
+  const absl::Status second_status = harness.UnloadRequested();
   EXPECT_FALSE(second_status.ok());
   EXPECT_EQ(error::FAILED_PRECONDITION, second_status.code());
   EXPECT_THAT(
@@ -283,7 +283,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallySucceeds) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs(
           []() { return errors::Unknown("test load error"); }))
-      .WillOnce(InvokeWithoutArgs([]() { return OkStatus(); }));
+      .WillOnce(InvokeWithoutArgs([]() { return absl::OkStatus(); }));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
   TF_ASSERT_OK(harness.Load());
@@ -305,7 +305,7 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorFinallyFails) {
           []() { return errors::Unknown("test load error"); }));
   TF_ASSERT_OK(harness.LoadRequested());
   TF_ASSERT_OK(harness.LoadApproved());
-  const Status status = harness.Load();
+  const absl::Status status = harness.Load();
   EXPECT_THAT(status.message(), HasSubstr("test load error"));
 }
 
@@ -322,13 +322,13 @@ TEST(LoaderHarnessTest, RetryOnLoadErrorCancelledLoad) {
       .WillOnce(InvokeWithoutArgs(
           []() { return errors::Unknown("test load error"); }))
       // If the load is called again, we return OkStatus() to fail the test.
-      .WillRepeatedly(InvokeWithoutArgs([]() { return OkStatus(); }));
+      .WillRepeatedly(InvokeWithoutArgs([]() { return absl::OkStatus(); }));
   std::unique_ptr<Thread> test_thread(
       Env::Default()->StartThread(ThreadOptions(), "test", [&harness]() {
         TF_ASSERT_OK(harness.LoadRequested());
         TF_ASSERT_OK(harness.LoadApproved());
         harness.set_should_retry([](absl::Status status) { return false; });
-        const Status status = harness.Load();
+        const absl::Status status = harness.Load();
         EXPECT_THAT(status.message(), HasSubstr("test load error"));
       }));
 }
@@ -343,7 +343,7 @@ TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{servable_id}))
       .WillOnce(InvokeWithoutArgs([]() {
         Env::Default()->SleepForMicroseconds(1000000);
-        return OkStatus();
+        return absl::OkStatus();
       }));
 
   std::unique_ptr<Thread> test_thread(
@@ -351,7 +351,7 @@ TEST(LoaderHarnessTest, UnloadDueToCancelledLoad) {
         TF_ASSERT_OK(harness.LoadRequested());
         TF_ASSERT_OK(harness.LoadApproved());
         harness.set_should_retry([](absl::Status status) { return false; });
-        const Status status = harness.Load();
+        const absl::Status status = harness.Load();
         EXPECT_THAT(status.message(), HasSubstr("cancelled"));
       }));
 }
diff --git a/tensorflow_serving/core/log_collector.cc b/tensorflow_serving/core/log_collector.cc
index 13bc6aaf24c..c8862f1f80a 100644
--- a/tensorflow_serving/core/log_collector.cc
+++ b/tensorflow_serving/core/log_collector.cc
@@ -30,7 +30,8 @@ namespace {
 // This class is thread-safe.
 class Registry {
  public:
-  Status Register(const string& type, const LogCollector::Factory& factory)
+  absl::Status Register(const string& type,
+                        const LogCollector::Factory& factory)
       TF_LOCKS_EXCLUDED(mu_) {
     mutex_lock l(mu_);
     const auto found_it = factory_map_.find(type);
@@ -38,7 +39,7 @@ class Registry {
       return errors::AlreadyExists("Type ", type, " already registered.");
     }
     factory_map_.insert({type, factory});
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   const LogCollector::Factory* Lookup(const string& type) const
@@ -64,12 +65,12 @@ Registry* GetRegistry() {
 
 }  // namespace
 
-Status LogCollector::RegisterFactory(const string& type,
-                                     const Factory& factory) {
+absl::Status LogCollector::RegisterFactory(const string& type,
+                                           const Factory& factory) {
   return GetRegistry()->Register(type, factory);
 }
 
-Status LogCollector::Create(
+absl::Status LogCollector::Create(
     const LogCollectorConfig& config, const uint32 id,
     std::unique_ptr<LogCollector>* const log_collector) {
   auto* factory = GetRegistry()->Lookup(config.type());

From df3e8980f203fad785ed356771df2366abab2499 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Mar 2025 06:01:44 -0700
Subject: [PATCH 7892/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/31561d81-04c4-4018-b39d-7c0d8ba872b2

PiperOrigin-RevId: 742008841
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b915727d02d..94ef392995d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5094e8556bf8c27cb218e8e882a600e92f0228cf29af4a568a7295ebfb6a66cd",
-    git_commit = "d36cf74b3b23c201b6170d587be8818c986c8f52",
+    sha256 = "900858e912ce1c95378fe672fc2451d603a346dcbee3f2035e1c260b2eee4f80",
+    git_commit = "6557278b9b372e479f1171721eda34857c32cf4f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 0b4d41110f2973b76fdaa61324f993a63193248b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 30 Mar 2025 18:01:54 -0700
Subject: [PATCH 7893/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/18a0f7f7-04af-42a4-86b2-c9494b187a1f

PiperOrigin-RevId: 742098862
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 94ef392995d..d76b2155119 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "900858e912ce1c95378fe672fc2451d603a346dcbee3f2035e1c260b2eee4f80",
-    git_commit = "6557278b9b372e479f1171721eda34857c32cf4f",
+    sha256 = "f83283c3598d9c3c9a6c2f34e87113278a92ec9a33f6f337e54db828299ec01d",
+    git_commit = "874e7a64680a99584e208ae27a6916c99d2e3c93",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 92e5955a425c5a53599bdff9367d6409c64af65c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Mar 2025 00:01:57 -0700
Subject: [PATCH 7894/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/51ead369-4d03-49d4-b845-e180f195d91f

PiperOrigin-RevId: 742158102
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d76b2155119..985d6539dca 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f83283c3598d9c3c9a6c2f34e87113278a92ec9a33f6f337e54db828299ec01d",
-    git_commit = "874e7a64680a99584e208ae27a6916c99d2e3c93",
+    sha256 = "a2eb74e3cb49dcb26534b8dd354a96fb6a551249d7667bec8ebc31185e932286",
+    git_commit = "1499eafe1aea48e149a1c0d0e3ed9e43264bf699",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c75c583ef49679a6eeccf5c9bc449b8f44ba005d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Mar 2025 06:01:44 -0700
Subject: [PATCH 7895/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d8124b8-9f1d-47aa-a541-dfd1444f8789

PiperOrigin-RevId: 742237745
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 985d6539dca..386d6f5a88c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a2eb74e3cb49dcb26534b8dd354a96fb6a551249d7667bec8ebc31185e932286",
-    git_commit = "1499eafe1aea48e149a1c0d0e3ed9e43264bf699",
+    sha256 = "7ab51c0d81978cc7efe9955ee6b7bb2c3bf8968e5230ad875d988c8116c9d5c4",
+    git_commit = "da6aac347655159f306e6e95addec4ed19c0cfd1",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cad901a47adc3a5670dc70533e7cd11afc3521df Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Mar 2025 12:02:05 -0700
Subject: [PATCH 7896/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/90274309-2c89-44fb-b8db-bcf50f5fd492

PiperOrigin-RevId: 742345704
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 386d6f5a88c..dc5322316aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7ab51c0d81978cc7efe9955ee6b7bb2c3bf8968e5230ad875d988c8116c9d5c4",
-    git_commit = "da6aac347655159f306e6e95addec4ed19c0cfd1",
+    sha256 = "c4e77ba067de2f2b74c61d80ebc7809705f43545bef94d3a099a2ad1cd38c841",
+    git_commit = "2a09754e60aaf3b001b6b10c383b0660e4cdf2e0",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 230c95f3a58e4e6754e0a062330bd4ca1f267cb5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 31 Mar 2025 18:01:40 -0700
Subject: [PATCH 7897/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/363831fb-7d66-49dd-b8f6-5872369a7838

PiperOrigin-RevId: 742470434
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc5322316aa..9bc347bd46a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c4e77ba067de2f2b74c61d80ebc7809705f43545bef94d3a099a2ad1cd38c841",
-    git_commit = "2a09754e60aaf3b001b6b10c383b0660e4cdf2e0",
+    sha256 = "bdfdc717293c4e7c3d389df4a3f3e904ff525e9e180fc14ef92242bc3a3d771b",
+    git_commit = "8e4e6b8da65dc77f23941a3a7520ca04e103f51b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ba16edc479f9c5b3e1818e23d9645e9da85b784c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Apr 2025 00:02:26 -0700
Subject: [PATCH 7898/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/accae429-00c5-4741-8160-e8fadc96f957

PiperOrigin-RevId: 742561905
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9bc347bd46a..bb2cbf6b46c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bdfdc717293c4e7c3d389df4a3f3e904ff525e9e180fc14ef92242bc3a3d771b",
-    git_commit = "8e4e6b8da65dc77f23941a3a7520ca04e103f51b",
+    sha256 = "c3b4adab0e5c4263b80096dd311b39d922e6576242cc0479e504e51dd0504751",
+    git_commit = "11f104e625a4d20d3aced2d30c8ca7847fecde03",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 3e48925ca3693f56179fb6e14e37ef3485cf66d7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Apr 2025 06:01:45 -0700
Subject: [PATCH 7899/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0f159f0c-6fb1-4db5-99fe-b607513ad53d

PiperOrigin-RevId: 742662959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb2cbf6b46c..f7f526e9de6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c3b4adab0e5c4263b80096dd311b39d922e6576242cc0479e504e51dd0504751",
-    git_commit = "11f104e625a4d20d3aced2d30c8ca7847fecde03",
+    sha256 = "0ba3b1fb438dc590d34e097200ceb72180ca68f720bc48bb8e17d7e85828a68c",
+    git_commit = "299d9a33d63aa9018a10cf099873e2bd338f79ca",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 68945729e9da22a3f8f616a8ecdb40707f334f8f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Apr 2025 12:01:39 -0700
Subject: [PATCH 7900/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f909e1d-7bc5-443a-a893-e592a94a53ad

PiperOrigin-RevId: 742788760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f7f526e9de6..dc6c3492b59 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0ba3b1fb438dc590d34e097200ceb72180ca68f720bc48bb8e17d7e85828a68c",
-    git_commit = "299d9a33d63aa9018a10cf099873e2bd338f79ca",
+    sha256 = "21d1c578b041dafd05f5027b8bec0799c55170126e0cb9f814ce376a7fc926be",
+    git_commit = "ea4cacead963a3217d02ef2668353beeef3f6ff6",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 023318d8763b5bda08faf4e5c21ed4bdd4cb534d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Apr 2025 18:01:36 -0700
Subject: [PATCH 7901/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7243ab9-e1b2-4a39-9898-2dc3f2681ad4

PiperOrigin-RevId: 742907966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dc6c3492b59..3adb125afde 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "21d1c578b041dafd05f5027b8bec0799c55170126e0cb9f814ce376a7fc926be",
-    git_commit = "ea4cacead963a3217d02ef2668353beeef3f6ff6",
+    sha256 = "45e68390a6c08f4f5c793f8544e6e2be907cc678dcd8c5944677607f3aa43d75",
+    git_commit = "f7b45ffd95450609a3e96429ce9cb3bd4955c85f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5e83a522c8ad6ca8bbe8d01e88a027806445ee6f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Apr 2025 00:01:47 -0700
Subject: [PATCH 7902/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1965cc65-77e4-47dd-915d-d4bcf33b1e9c

PiperOrigin-RevId: 743002158
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3adb125afde..38b224f6b2e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "45e68390a6c08f4f5c793f8544e6e2be907cc678dcd8c5944677607f3aa43d75",
-    git_commit = "f7b45ffd95450609a3e96429ce9cb3bd4955c85f",
+    sha256 = "c8152145b1693adb9c3b50654ba939ff62f102cc8590cb3a44359964a7953299",
+    git_commit = "29aebb5b1065db931b1744ac4e96666d6d0f543b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9679688c837922a55e948fb0fdcbb7a62af4c029 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Apr 2025 06:02:09 -0700
Subject: [PATCH 7903/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5651692f-e42a-4f20-ab18-713e1d5c5a1c

PiperOrigin-RevId: 743102774
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 38b224f6b2e..30d39a3106a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c8152145b1693adb9c3b50654ba939ff62f102cc8590cb3a44359964a7953299",
-    git_commit = "29aebb5b1065db931b1744ac4e96666d6d0f543b",
+    sha256 = "1a612474c2899d93fb766dee3f439ffdf97b20b641e6bc4322b07ab4c8606511",
+    git_commit = "f26000fa96d6d67ae3f365619a8d7bd782ede07f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9e701974e7d1c1f9a53d512e5b822e8af20a39ff Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Apr 2025 12:30:31 -0700
Subject: [PATCH 7904/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5ad7675-9df8-496a-8533-3beddfdd0588

PiperOrigin-RevId: 743237789
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 30d39a3106a..fbcc9fe2fa6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1a612474c2899d93fb766dee3f439ffdf97b20b641e6bc4322b07ab4c8606511",
-    git_commit = "f26000fa96d6d67ae3f365619a8d7bd782ede07f",
+    sha256 = "ce6a7732fc8c48d7d6ab8f92b301dd0ff9df5cf97560477a0b48436573a12330",
+    git_commit = "64414c61826f66cb13918f921f2a10f1f05233d8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 87ab47d14de7a5266b62c0c9ebe314a9f9957653 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Apr 2025 13:46:47 -0700
Subject: [PATCH 7905/8103] Automated Code Change

PiperOrigin-RevId: 743265011
---
 tensorflow_serving/core/server_request_logger.h | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 2cf064132dc..4b42aed84b0 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -61,9 +61,9 @@ class ServerRequestLogger {
   using StringToUniqueRequestLoggerMap =
       std::unordered_map<string, std::shared_ptr<RequestLogger>>;
   struct UpdateRequest {
-    absl::Nonnull<std::unique_ptr<StringToRequestLoggersMap>>
+    absl_nonnull std::unique_ptr<StringToRequestLoggersMap>
         model_to_loggers_map;
-    absl::Nonnull<std::unique_ptr<StringToUniqueRequestLoggerMap>>
+    absl_nonnull std::unique_ptr<StringToUniqueRequestLoggerMap>
         config_to_logger_map;
   };
 

From 48f5a4b6266a05382c98d24117e29c38ca066432 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 2 Apr 2025 18:03:25 -0700
Subject: [PATCH 7906/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a2612df0-4446-4648-9769-5f13e5ca4a12

PiperOrigin-RevId: 743347864
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fbcc9fe2fa6..5d8b4beb4fd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ce6a7732fc8c48d7d6ab8f92b301dd0ff9df5cf97560477a0b48436573a12330",
-    git_commit = "64414c61826f66cb13918f921f2a10f1f05233d8",
+    sha256 = "394a2d19ecb0cde90b98827c8894e23fd7c789d214db7d10f657936cd6d0eda6",
+    git_commit = "dd29c8f5dc753d05b4587f72ff5af44c0c9538f5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e36b4aba842bb05d8c8ef0cca9664faa3c11d5e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Apr 2025 10:47:07 -0700
Subject: [PATCH 7907/8103] Internal change

PiperOrigin-RevId: 743621305
---
 tensorflow_serving/core/server_request_logger.h | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 4b42aed84b0..6eb23fdae6b 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -61,9 +61,9 @@ class ServerRequestLogger {
   using StringToUniqueRequestLoggerMap =
       std::unordered_map<string, std::shared_ptr<RequestLogger>>;
   struct UpdateRequest {
-    absl_nonnull std::unique_ptr<StringToRequestLoggersMap>
+    /*absl_nonnull - not yet supported*/ std::unique_ptr<StringToRequestLoggersMap>
         model_to_loggers_map;
-    absl_nonnull std::unique_ptr<StringToUniqueRequestLoggerMap>
+    /*absl_nonnull - not yet supported*/ std::unique_ptr<StringToUniqueRequestLoggerMap>
         config_to_logger_map;
   };
 

From b12a0c010d1480b81c3eceb4dc2275be6e75ee36 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 3 Apr 2025 18:02:00 -0700
Subject: [PATCH 7908/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3fce6c60-778c-49ad-a6d5-bae7f8c1d070

PiperOrigin-RevId: 743760844
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5d8b4beb4fd..c3f7a0253f5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "394a2d19ecb0cde90b98827c8894e23fd7c789d214db7d10f657936cd6d0eda6",
-    git_commit = "dd29c8f5dc753d05b4587f72ff5af44c0c9538f5",
+    sha256 = "f7feff8d6e56c8b47df6cfe8e3638adaa13a5200831b6a70d4fe22f49e948586",
+    git_commit = "e9c749214b5d7f6466616017015f62ccffd0b9e1",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1c8de8362eeee59f999b4c4d0fcc284df4ba44fe Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Apr 2025 00:01:57 -0700
Subject: [PATCH 7909/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/07f74a51-3ba2-4ec6-9ba3-70bf8afe9413

PiperOrigin-RevId: 743834061
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c3f7a0253f5..77147713b7d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f7feff8d6e56c8b47df6cfe8e3638adaa13a5200831b6a70d4fe22f49e948586",
-    git_commit = "e9c749214b5d7f6466616017015f62ccffd0b9e1",
+    sha256 = "de73fca91c065821dafbf3fb16d78d6444e58343f20d4a3689f3d161b3370d33",
+    git_commit = "1ec925659ad7ca854b8d4bc1fb7e6a2cc04ce0a7",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9a6454e61a270b7b0237aefc5edc481445891b53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Apr 2025 06:09:59 -0700
Subject: [PATCH 7910/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/506b6900-ef41-472d-86d6-52e3cbf27705

PiperOrigin-RevId: 743915680
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 77147713b7d..e4ffd2368bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de73fca91c065821dafbf3fb16d78d6444e58343f20d4a3689f3d161b3370d33",
-    git_commit = "1ec925659ad7ca854b8d4bc1fb7e6a2cc04ce0a7",
+    sha256 = "29d25236d52d202ace57bc7d6d094cd6fc9f58af164f4f50dff15b502f0410c4",
+    git_commit = "2765e59402df1d4e024d79045ba501947f51a0c6",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From dc10811a7d5b1a1a3510408aac79e4736788b13d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Apr 2025 12:24:29 -0700
Subject: [PATCH 7911/8103] Internal change

PiperOrigin-RevId: 744031444
---
 tensorflow_serving/BUILD | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/BUILD b/tensorflow_serving/BUILD
index 7a017679afb..0d5ec358592 100644
--- a/tensorflow_serving/BUILD
+++ b/tensorflow_serving/BUILD
@@ -10,7 +10,10 @@ exports_files(["LICENSE"])
 
 package_group(
     name = "internal",
-    packages = ["//tensorflow_serving/..."],
+    packages = [
+        "//learning/gemini/deployment/disaggregation/...",
+        "//tensorflow_serving/...",
+    ],
 )
 
 filegroup(

From c2677bdbb9cefed4d30127ae5f5661de99ac6680 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 4 Apr 2025 18:04:02 -0700
Subject: [PATCH 7912/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9335c51-ec9f-4b4c-9fea-ee1447c17e96

PiperOrigin-RevId: 744123720
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4ffd2368bd..d716451cbd8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "29d25236d52d202ace57bc7d6d094cd6fc9f58af164f4f50dff15b502f0410c4",
-    git_commit = "2765e59402df1d4e024d79045ba501947f51a0c6",
+    sha256 = "fdc9e312f83053ae7eaab18bb5f6ee2529ec64937ce5e7e755751a364e04aaaf",
+    git_commit = "60fb772317a9e98d184c6d901289775960dccbb5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 06d9098d9ee7e9390c90472d8eaf49a9c3ea6acf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Apr 2025 00:03:28 -0700
Subject: [PATCH 7913/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/29828854-fe5d-46cb-8578-3590463585a8

PiperOrigin-RevId: 744188067
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d716451cbd8..9f3727112d5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "fdc9e312f83053ae7eaab18bb5f6ee2529ec64937ce5e7e755751a364e04aaaf",
-    git_commit = "60fb772317a9e98d184c6d901289775960dccbb5",
+    sha256 = "a4d0b4ceab1eb61c7af352ee03554a95b46a1e5c0f243b31be61d50641cee100",
+    git_commit = "f76c73b671b72d098bb55e0f6da8bae00ac44c84",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 882103cc7bb3c89ac71df799bf1fd639540aa459 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Apr 2025 06:04:01 -0700
Subject: [PATCH 7914/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bd999cc3-79ed-441a-9f1d-5f9748d091a9

PiperOrigin-RevId: 744243959
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9f3727112d5..62c98b06950 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4d0b4ceab1eb61c7af352ee03554a95b46a1e5c0f243b31be61d50641cee100",
-    git_commit = "f76c73b671b72d098bb55e0f6da8bae00ac44c84",
+    sha256 = "aee0d6ff1e23f551b4e68523c2d94c4d70b7be69b1944e944b5729c236b5ba35",
+    git_commit = "40e061d00915f30909c2bf91a467aacac0b24e2b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 306c145d33a39464cefb412e4a9575f508d23710 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Apr 2025 12:03:56 -0700
Subject: [PATCH 7915/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/afa15f8d-27a6-415a-af59-0426a87f5c54

PiperOrigin-RevId: 744290443
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 62c98b06950..1c3fccbc97e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aee0d6ff1e23f551b4e68523c2d94c4d70b7be69b1944e944b5729c236b5ba35",
-    git_commit = "40e061d00915f30909c2bf91a467aacac0b24e2b",
+    sha256 = "544d579e01cf52248f4bd4b6d46f774beb498e44de11434ec706d9f3d1f47b53",
+    git_commit = "6f8e2fcb6517db60e4197132897b5dd6470a40d5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d2104b9aa9f6f72fc0cea0e1d0f9945a4691fd70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 5 Apr 2025 18:03:27 -0700
Subject: [PATCH 7916/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b22e063e-683d-4b38-8d36-1e0f03a4b0e5

PiperOrigin-RevId: 744337391
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c3fccbc97e..ef019d4bf53 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "544d579e01cf52248f4bd4b6d46f774beb498e44de11434ec706d9f3d1f47b53",
-    git_commit = "6f8e2fcb6517db60e4197132897b5dd6470a40d5",
+    sha256 = "3e9d8395f9fa1399d711a89aaf7ed5e67405bc1b0bbceec25d62ca95b2ca1872",
+    git_commit = "f2ed54a1b09655f9221753fd87b930edef794c2c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From af29de232757a7c39028d706b1a3e420c7b013de Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Apr 2025 00:03:33 -0700
Subject: [PATCH 7917/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3e75d26a-ba06-4e1f-bf56-2a4f7db4188e

PiperOrigin-RevId: 744392074
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ef019d4bf53..6d227730a35 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3e9d8395f9fa1399d711a89aaf7ed5e67405bc1b0bbceec25d62ca95b2ca1872",
-    git_commit = "f2ed54a1b09655f9221753fd87b930edef794c2c",
+    sha256 = "9d8af007984fd4221170b002f136b3f4d3f299b6a18e8e6f94a0564e60d9675f",
+    git_commit = "3765146b92dbae03488caef5286d13230b32f992",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6bc3ddaa73a049ac679ce2f8e1c07830d5db2169 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Apr 2025 06:03:40 -0700
Subject: [PATCH 7918/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c963c1cc-ecbd-4a50-a8de-ad9b268e77ab

PiperOrigin-RevId: 744447760
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6d227730a35..b90f6a4fde9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d8af007984fd4221170b002f136b3f4d3f299b6a18e8e6f94a0564e60d9675f",
-    git_commit = "3765146b92dbae03488caef5286d13230b32f992",
+    sha256 = "9493006a2af5c0292a4c00539269e088b9574001a0ef024df1b549220ec5a48a",
+    git_commit = "f152b89e8b2ea945ce8543f697285eb10990de91",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 79d9884815b87541e13a2e0506f3977545d529ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Apr 2025 12:03:12 -0700
Subject: [PATCH 7919/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3c155beb-0320-43d9-b51c-e3d665f3b9e7

PiperOrigin-RevId: 744495217
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b90f6a4fde9..7647377c5fc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9493006a2af5c0292a4c00539269e088b9574001a0ef024df1b549220ec5a48a",
-    git_commit = "f152b89e8b2ea945ce8543f697285eb10990de91",
+    sha256 = "8c3a5a6884c7187e25cdf130e2c591c937d59dc6feaf73a5615e2754ec1d3cd9",
+    git_commit = "8a25327043782efaaa6bf40dd3d874e5dcd02512",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 305ada5a5fb128d0ed55fa6e30781d94437aa278 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 6 Apr 2025 18:03:27 -0700
Subject: [PATCH 7920/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e462ec6f-5e30-44fe-8f31-031714e9ce87

PiperOrigin-RevId: 744543491
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7647377c5fc..9242df2adc8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8c3a5a6884c7187e25cdf130e2c591c937d59dc6feaf73a5615e2754ec1d3cd9",
-    git_commit = "8a25327043782efaaa6bf40dd3d874e5dcd02512",
+    sha256 = "392e3f027428afee9bd9a59594b19ef978201f97ad67658e20428b4bc0f892cf",
+    git_commit = "c7b462bd120f190fb83bad5172f30a74de1405bf",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cbcabf0893546961acc1cbbe5d9edf248a23134b Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Sun, 6 Apr 2025 21:29:37 -0700
Subject: [PATCH 7921/8103] Internal clean-up.

PiperOrigin-RevId: 744579484
---
 tensorflow_serving/servables/tensorflow/simple_servers.h | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/simple_servers.h b/tensorflow_serving/servables/tensorflow/simple_servers.h
index 93a773f08bd..0fddac59568 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers.h
+++ b/tensorflow_serving/servables/tensorflow/simple_servers.h
@@ -35,8 +35,6 @@ namespace tensorflow {
 namespace serving {
 namespace simple_servers {
 
-// TODO(b/25969594): Add full test coverage.
-
 // Creates a Manager and associated Source for a single TensorFlow model that
 // automatically loads new versions over time. All versions of the model will be
 // loaded from new directories under the specified base path. Uses default

From 77fb78cdd2c07b6051911be2fd88f48f9dbec2e1 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Sun, 6 Apr 2025 23:54:46 -0700
Subject: [PATCH 7922/8103] Internal cleanup.

PiperOrigin-RevId: 744605639
---
 tensorflow_serving/servables/tensorflow/simple_servers_test.cc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/simple_servers_test.cc b/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
index c6cdc361fd7..a4e0e5a1b98 100644
--- a/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
+++ b/tensorflow_serving/servables/tensorflow/simple_servers_test.cc
@@ -78,7 +78,6 @@ TEST_F(SimpleServersTest, Basic) {
                                                              &manager);
   TF_CHECK_OK(status);
   // We wait until the manager starts serving the servable.
-  // TODO(b/25545570): Use the waiter api when it's ready.
   while (manager->ListAvailableServableIds().empty()) {
     Env::Default()->SleepForMicroseconds(1000);
   }

From cbef7edf09726580514278f4eff4982a61d63bf2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Apr 2025 00:03:39 -0700
Subject: [PATCH 7923/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fda93ae6-79c6-4ce7-aa3e-6dd60264b596

PiperOrigin-RevId: 744607738
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9242df2adc8..a9710e175ef 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "392e3f027428afee9bd9a59594b19ef978201f97ad67658e20428b4bc0f892cf",
-    git_commit = "c7b462bd120f190fb83bad5172f30a74de1405bf",
+    sha256 = "60601528e9c34016085d63461fc646f320b85d5c3f299416807fda16a7a13853",
+    git_commit = "7350e4fa621739a3673fe132be4cb522cf642b5e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 331e6df1353262f175f7144647117e2a73e7fa4d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Apr 2025 06:03:57 -0700
Subject: [PATCH 7924/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9f127ead-1602-46a6-9d69-66f79cc07dcf

PiperOrigin-RevId: 744694788
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a9710e175ef..adac421cf0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60601528e9c34016085d63461fc646f320b85d5c3f299416807fda16a7a13853",
-    git_commit = "7350e4fa621739a3673fe132be4cb522cf642b5e",
+    sha256 = "337ba9425ea18741583775bd1c106eeb695f8a9c0c0d65780166091da5b2bed3",
+    git_commit = "6f49643fd9c62e5ccb597bcbfa691edfc7617a82",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 30d1e255aeeddee7c7806e97e5cc3148bcaae9aa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Apr 2025 12:03:59 -0700
Subject: [PATCH 7925/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2a7df823-bdda-4535-bd41-d7e02fde74e0

PiperOrigin-RevId: 744803759
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adac421cf0c..a025b8d03d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "337ba9425ea18741583775bd1c106eeb695f8a9c0c0d65780166091da5b2bed3",
-    git_commit = "6f49643fd9c62e5ccb597bcbfa691edfc7617a82",
+    sha256 = "de24f4b78028a47b643d399c5da8cd38609119445c39b027c6f934d67191dce0",
+    git_commit = "646deb57e9b42af4dfd6f335afa3adf692c87762",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 963d4bb2d9cf938962d14ac60a2ee37641b4f2a0 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Mon, 7 Apr 2025 12:21:01 -0700
Subject: [PATCH 7926/8103] Internal clean-up.

PiperOrigin-RevId: 744810006
---
 tensorflow_serving/core/basic_manager_test.cc | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index 03aa0f72a64..c6f698439d6 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -563,7 +563,6 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
             id, [](const Status& status) { TF_ASSERT_OK(status); });
         WaitUntilServableManagerStateIsOneOf(
             servable_state_monitor_, id, {ServableState::ManagerState::kEnd});
-        // TODO(b/35997855): Don't just ignore this status!
         TF_ASSERT_OK(basic_manager_->StopManagingServable(id));
         // The servable has been deleted in this thread if there is no
         // thread-pool for load/unload.

From 86867143007eaef818c1944d8fe1db42735e2317 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 7 Apr 2025 18:03:35 -0700
Subject: [PATCH 7927/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2f6b3ccd-a734-45d7-bc6a-df3424b96345

PiperOrigin-RevId: 744916536
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a025b8d03d8..b8086c767d3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de24f4b78028a47b643d399c5da8cd38609119445c39b027c6f934d67191dce0",
-    git_commit = "646deb57e9b42af4dfd6f335afa3adf692c87762",
+    sha256 = "6380c1a9b7b1a71c16cfaabd9e0d54acd3c0a1ffc23781ed666afcdb144a11d8",
+    git_commit = "94afdde16d9ee7ddaf32dd873ba69f42c5b38379",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From feb8957ada20247079b7baa99e90d04fa246e574 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Apr 2025 00:03:33 -0700
Subject: [PATCH 7928/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f0bee3ff-785b-4985-890c-57296eece541

PiperOrigin-RevId: 745006670
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b8086c767d3..5bf013b9d17 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6380c1a9b7b1a71c16cfaabd9e0d54acd3c0a1ffc23781ed666afcdb144a11d8",
-    git_commit = "94afdde16d9ee7ddaf32dd873ba69f42c5b38379",
+    sha256 = "7e03ddc81d54e469e033433acbc6a28b8a38b19f76db04ea021204dd5a235c75",
+    git_commit = "ced99a2ec109a12ec22fbbea87c46ef378658287",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d39a9aa891d8f451c758e073feaee1448f2bc563 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Apr 2025 06:06:47 -0700
Subject: [PATCH 7929/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe836af8-31a2-438b-a404-176c3a5de24a

PiperOrigin-RevId: 745112199
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5bf013b9d17..8821a96157d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7e03ddc81d54e469e033433acbc6a28b8a38b19f76db04ea021204dd5a235c75",
-    git_commit = "ced99a2ec109a12ec22fbbea87c46ef378658287",
+    sha256 = "63ebf7f7c0b12690a317d847c5d3357056cff89669135e27fc4771a5b1acd276",
+    git_commit = "7cd06ecbe5964aa2192671fc6b1645afe46ca3b8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1471365cfb66173d911c9d20b2046ba14eb7e9d3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Apr 2025 12:04:15 -0700
Subject: [PATCH 7930/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e56c73db-4a17-4a6d-8948-7236382281ae

PiperOrigin-RevId: 745237949
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8821a96157d..c411053b30f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "63ebf7f7c0b12690a317d847c5d3357056cff89669135e27fc4771a5b1acd276",
-    git_commit = "7cd06ecbe5964aa2192671fc6b1645afe46ca3b8",
+    sha256 = "c9f677ade71c7afca1f363e095d072c8fc68d0430e12c2144b9e498de560917e",
+    git_commit = "1a3aac4984bc67416ab22880252a5726cdcc2443",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 72afaecfdc61b4b7bfa5aefa0b4d8ea118e05ec0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 8 Apr 2025 18:03:10 -0700
Subject: [PATCH 7931/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cea8bf15-cb40-490a-be3d-c15895c358ae

PiperOrigin-RevId: 745362412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c411053b30f..c38c300d76e 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c9f677ade71c7afca1f363e095d072c8fc68d0430e12c2144b9e498de560917e",
-    git_commit = "1a3aac4984bc67416ab22880252a5726cdcc2443",
+    sha256 = "a7d7f17acd6fda904385f35e5a15a897537d7108f04d00caa1fec07c12fa9867",
+    git_commit = "c0093bfb21f0e1157e1892cc8273e10831077174",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7e59eff742f2735dcd694a7157bdb83986af6b0f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Apr 2025 00:11:12 -0700
Subject: [PATCH 7932/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ffa7ee38-506e-4b2c-b603-2cb3cc7592f2

PiperOrigin-RevId: 745457945
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c38c300d76e..8b8bcd8c0db 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a7d7f17acd6fda904385f35e5a15a897537d7108f04d00caa1fec07c12fa9867",
-    git_commit = "c0093bfb21f0e1157e1892cc8273e10831077174",
+    sha256 = "e9562bcebb4a9555d3ea2cd45410ff60fa90652ed2dff083476db80d66968266",
+    git_commit = "fa3670c8ca907838eec299ede10b473d365eb158",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e503d8c2075c7c5161834d12798d2b78326706a1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Apr 2025 06:59:31 -0700
Subject: [PATCH 7933/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d7890f86-b93d-4777-b1ba-0ddce9ef4c94

PiperOrigin-RevId: 745571699
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8b8bcd8c0db..7c121749b72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e9562bcebb4a9555d3ea2cd45410ff60fa90652ed2dff083476db80d66968266",
-    git_commit = "fa3670c8ca907838eec299ede10b473d365eb158",
+    sha256 = "c7892846548d16d7fe697c417dc9c2fa4c165dfa19379ad5836ca1a96aa944a1",
+    git_commit = "2b9a56b658b01658cab71466ca5ced9faf3d2316",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b7659aa1f0a088e8dd002751833ac3c83e868124 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Apr 2025 12:13:55 -0700
Subject: [PATCH 7934/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/aa936881-20ab-41a8-95d6-e9097880acef

PiperOrigin-RevId: 745684778
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c121749b72..7f4a145fb82 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c7892846548d16d7fe697c417dc9c2fa4c165dfa19379ad5836ca1a96aa944a1",
-    git_commit = "2b9a56b658b01658cab71466ca5ced9faf3d2316",
+    sha256 = "14333a7fea2ecf3f8ff525543e63b8f83122d6b7e3e698841a324436b40e5dd1",
+    git_commit = "62afe6aae7f24749e8b84e8c12954a871c778010",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1893ddaac55ad5f48ee472759e8ac59b87da7b03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Apr 2025 18:27:53 -0700
Subject: [PATCH 7935/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/42d2dcbf-2199-440d-9c92-3260fedc0115

PiperOrigin-RevId: 745809569
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f4a145fb82..c4d20d9db0c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "14333a7fea2ecf3f8ff525543e63b8f83122d6b7e3e698841a324436b40e5dd1",
-    git_commit = "62afe6aae7f24749e8b84e8c12954a871c778010",
+    sha256 = "e0f80e166b2ef257c4e134802c0d31d72a728e1e9b95e949d76f1a22904fe0e0",
+    git_commit = "6358e9ee9c40dea8f2fda695242ef63d07ae67b4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 3ccc60c6ceaeb918b640a1d7731afd1ae413fadb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Apr 2025 00:03:43 -0700
Subject: [PATCH 7936/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/0175ff0c-9cba-4230-84dd-6e0a1da2f09a

PiperOrigin-RevId: 745894984
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c4d20d9db0c..0c8010a7783 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e0f80e166b2ef257c4e134802c0d31d72a728e1e9b95e949d76f1a22904fe0e0",
-    git_commit = "6358e9ee9c40dea8f2fda695242ef63d07ae67b4",
+    sha256 = "a9ee26f23d7822cbd504ee3277d1a6725bf2fc65b008d0c6560aa798d0d24f57",
+    git_commit = "fe99cc2b5772e4737276f9b2c22fa704ad5142fa",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 93c884cc8cd415acbbf28b38a6236b771cf6853d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Apr 2025 06:03:33 -0700
Subject: [PATCH 7937/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e072b37d-e65c-480f-9bb1-1cf482971abb

PiperOrigin-RevId: 745996928
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0c8010a7783..82ef404544b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9ee26f23d7822cbd504ee3277d1a6725bf2fc65b008d0c6560aa798d0d24f57",
-    git_commit = "fe99cc2b5772e4737276f9b2c22fa704ad5142fa",
+    sha256 = "a1e6d5b93ccc55abb679f85aed24a444550e4c82d4f36c71f38693bd8dc8147f",
+    git_commit = "c995cc0f438d608e978238150bdca6f77994d478",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 360f6ba643c9990fe9052a554fe34a3a33bbcc62 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Apr 2025 12:06:36 -0700
Subject: [PATCH 7938/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/caae25ea-2beb-4019-b16a-bc2089ac9f1e

PiperOrigin-RevId: 746122856
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 82ef404544b..a63c400797d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1e6d5b93ccc55abb679f85aed24a444550e4c82d4f36c71f38693bd8dc8147f",
-    git_commit = "c995cc0f438d608e978238150bdca6f77994d478",
+    sha256 = "b6057d7a491e31862698720fc001da07e195d9eb9e896785199c8a44f1e7b447",
+    git_commit = "4a9af2e64f3b145191a6e755c2c7f399d0533a63",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 44ed8cc16bb72e57e4a89a6b0d85b81c1006439d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Apr 2025 18:03:38 -0700
Subject: [PATCH 7939/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5da8c11-2759-420e-91fa-d1ca3b75d45a

PiperOrigin-RevId: 746244591
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a63c400797d..02b3be74c00 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b6057d7a491e31862698720fc001da07e195d9eb9e896785199c8a44f1e7b447",
-    git_commit = "4a9af2e64f3b145191a6e755c2c7f399d0533a63",
+    sha256 = "33d7dc0e03b34c76824052c219a447633f83dcbcc8fd16c31258478e9fac9d34",
+    git_commit = "baf7092fa4b5ca53c4ddf6b082306ce3fc53e631",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 66b8036cb6e6506fa5774012e9a44af376ff519d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Apr 2025 00:03:51 -0700
Subject: [PATCH 7940/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/58afdef3-7792-4363-94b9-b7a8404ee0ca

PiperOrigin-RevId: 746336137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 02b3be74c00..d9b82a3d47c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "33d7dc0e03b34c76824052c219a447633f83dcbcc8fd16c31258478e9fac9d34",
-    git_commit = "baf7092fa4b5ca53c4ddf6b082306ce3fc53e631",
+    sha256 = "cc2c10914d7785e0daa5e34872381d8cf96a42106db9a0c9156b5a6b2ba54ae3",
+    git_commit = "9a463dc7f61c561b0a5167f589a791f127447cbd",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d8738412b63d46d60fad0cbd4c052dfbb1d45393 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Apr 2025 06:03:32 -0700
Subject: [PATCH 7941/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9e87199d-ef11-4fa1-81dc-c0e2816acf58

PiperOrigin-RevId: 746430584
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d9b82a3d47c..f5739d30128 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cc2c10914d7785e0daa5e34872381d8cf96a42106db9a0c9156b5a6b2ba54ae3",
-    git_commit = "9a463dc7f61c561b0a5167f589a791f127447cbd",
+    sha256 = "6d3b4a1de38d3613e1dccaada73f849ff0f02a44ac42eb02ed9ed0b646a29905",
+    git_commit = "0fc2bfbb9bb865f4b20c3f241befa47ba131296f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 101e7523569336f116ef3d433e57c61498f12adf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Apr 2025 14:10:24 -0700
Subject: [PATCH 7942/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f274f4c4-9fb7-478f-8222-273155b22b0d

PiperOrigin-RevId: 746585784
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5739d30128..5dd77834073 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6d3b4a1de38d3613e1dccaada73f849ff0f02a44ac42eb02ed9ed0b646a29905",
-    git_commit = "0fc2bfbb9bb865f4b20c3f241befa47ba131296f",
+    sha256 = "833b39a542cade2d3cc076770e082edc6c1401044c58cb1ad2e39698ca486d84",
+    git_commit = "f02801666c9766bd0eb50fda4a359c43e9b26b4d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 4c6e9fbd7c4cfe82783ff9b3be491a1e612fc425 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Apr 2025 19:00:26 -0700
Subject: [PATCH 7943/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/697680d6-baee-4ac4-82ec-8e22c9255fba

PiperOrigin-RevId: 746661698
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5dd77834073..0d62974ff60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "833b39a542cade2d3cc076770e082edc6c1401044c58cb1ad2e39698ca486d84",
-    git_commit = "f02801666c9766bd0eb50fda4a359c43e9b26b4d",
+    sha256 = "60633b09e3c9c34ef9626f64ab7be362144a56eb04455e812035f0e7e3d9c1da",
+    git_commit = "9d76958e600d8b334bc00e312b76d6987c17c00e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6e0705851d6812c54348ee37858532954bec7112 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Apr 2025 03:56:47 -0700
Subject: [PATCH 7944/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/eeb141d9-fdfc-4ff6-a426-a4e884d905b2

PiperOrigin-RevId: 746776727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0d62974ff60..16f17b7d287 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "60633b09e3c9c34ef9626f64ab7be362144a56eb04455e812035f0e7e3d9c1da",
-    git_commit = "9d76958e600d8b334bc00e312b76d6987c17c00e",
+    sha256 = "3f1ae39a8e87b8fdb442e732d0f2b545cb63a9deb929cf2bff23a5b1be9ac410",
+    git_commit = "6bc632fa1c967b64f70d1afb87c6722e98839feb",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c8fabb547cf8b9f86456a711f8f0f1f269384af2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Apr 2025 06:09:26 -0700
Subject: [PATCH 7945/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f5009c9e-980b-432a-bd20-0f2aaa6008d5

PiperOrigin-RevId: 746801589
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 16f17b7d287..6b6d865e7e9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3f1ae39a8e87b8fdb442e732d0f2b545cb63a9deb929cf2bff23a5b1be9ac410",
-    git_commit = "6bc632fa1c967b64f70d1afb87c6722e98839feb",
+    sha256 = "7c14fec1267019b65b32aed6482a84c853a0e66af0063fc8190db3a9fc995e24",
+    git_commit = "b93a95c14a381a400d3b135cfa77b9b260919573",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 87855ad33e7d11e182ae4f8eb174f810fa82ebf2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Apr 2025 12:03:35 -0700
Subject: [PATCH 7946/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3465b01c-16b3-4aaf-8ce8-c325fb05abbd

PiperOrigin-RevId: 746863573
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b6d865e7e9..86d5fda698d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7c14fec1267019b65b32aed6482a84c853a0e66af0063fc8190db3a9fc995e24",
-    git_commit = "b93a95c14a381a400d3b135cfa77b9b260919573",
+    sha256 = "5a7d7c0e408b681c2dd4ad58bc6f563a5b3aef32f01b7dc8365c2815fa9b851c",
+    git_commit = "2aa637d22915a75c2941149b8447a2ee19c77b8d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 73af606c8530cde38f427126d16d648283c2ea28 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 12 Apr 2025 18:03:14 -0700
Subject: [PATCH 7947/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d8b4c8c-5d8e-465e-89d4-1d07190b6a40

PiperOrigin-RevId: 746926433
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 86d5fda698d..0861936c552 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "5a7d7c0e408b681c2dd4ad58bc6f563a5b3aef32f01b7dc8365c2815fa9b851c",
-    git_commit = "2aa637d22915a75c2941149b8447a2ee19c77b8d",
+    sha256 = "e811a588bf6bc7771efc3ca3d61659e3f3549602f9d971509dcc37b3d8e204f0",
+    git_commit = "34afb729aab89cc6eb8c6f89cf303f931fd9c800",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 225827c099627f9c1bbce30d5e4e69e686015b6b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Apr 2025 00:03:37 -0700
Subject: [PATCH 7948/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/98529ae8-f486-4241-a686-8627ba9e12a2

PiperOrigin-RevId: 746999681
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0861936c552..adf52eb6dab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e811a588bf6bc7771efc3ca3d61659e3f3549602f9d971509dcc37b3d8e204f0",
-    git_commit = "34afb729aab89cc6eb8c6f89cf303f931fd9c800",
+    sha256 = "4ee7f23fe93e834977a422ee40deea5cdfa401c2327fe9bc763744fc282c2cfc",
+    git_commit = "6f5ef47b4316ef0cb10d711d8de8903b3d6a28cd",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 43b8eaee9633d6f3444303e8afb5400280468703 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Apr 2025 06:03:30 -0700
Subject: [PATCH 7949/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e0be853c-7a8d-4bf6-90db-21af544a7f7a

PiperOrigin-RevId: 747070767
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index adf52eb6dab..d5787253f12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ee7f23fe93e834977a422ee40deea5cdfa401c2327fe9bc763744fc282c2cfc",
-    git_commit = "6f5ef47b4316ef0cb10d711d8de8903b3d6a28cd",
+    sha256 = "d75d65f29ef7b40c18eaa05475c691084a0552b5e763e0c66e3e18f81a6c0809",
+    git_commit = "290f6e3023f180facbcf4a3f3f7d612e543baa51",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 496c03f0a1ca463593f1ffc7d6f69d8043e5f021 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Apr 2025 12:03:38 -0700
Subject: [PATCH 7950/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1aedc981-7d00-42a9-a30c-8691d2ae5f76

PiperOrigin-RevId: 747131672
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d5787253f12..d32ff21ea98 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d75d65f29ef7b40c18eaa05475c691084a0552b5e763e0c66e3e18f81a6c0809",
-    git_commit = "290f6e3023f180facbcf4a3f3f7d612e543baa51",
+    sha256 = "780f9646c8c8a2cd8d5483354176b1df96bdb98ab894dab66947011927fea0fd",
+    git_commit = "2a688ed61fdd9b2d42faf8eddccde6df57063b0b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e49bde4053eb2e128e4885ce915bdbad60373ef9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 13 Apr 2025 18:03:24 -0700
Subject: [PATCH 7951/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/f14aa9e2-b2f4-44ed-a8c3-501706479aac

PiperOrigin-RevId: 747195304
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d32ff21ea98..19e9668d5a1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "780f9646c8c8a2cd8d5483354176b1df96bdb98ab894dab66947011927fea0fd",
-    git_commit = "2a688ed61fdd9b2d42faf8eddccde6df57063b0b",
+    sha256 = "7907213c9ecffaa605e023e71298f1faefea4fd239dbed7b931c4dbce9651785",
+    git_commit = "2a3f646e6177178fde3e79f15b582580252e558c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fbe8f952fc8505d2a6e7e954a9f7cc1c8e662180 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Apr 2025 00:03:42 -0700
Subject: [PATCH 7952/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b29b556b-61f2-4450-b730-192edbd883e7

PiperOrigin-RevId: 747277602
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 19e9668d5a1..11f555c2f96 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7907213c9ecffaa605e023e71298f1faefea4fd239dbed7b931c4dbce9651785",
-    git_commit = "2a3f646e6177178fde3e79f15b582580252e558c",
+    sha256 = "1ed799b3944f4feb9dbb74e33d26ebce5a7bbc9234a708e4c34ac23cc56cee4f",
+    git_commit = "c2a3c368e79be0292faeac380086c42169763908",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cb6a30f2f167f860ed3418f85cf898498b966c19 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Apr 2025 06:04:01 -0700
Subject: [PATCH 7953/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad6dddaa-dc85-4e6a-b95e-1337916afbfd

PiperOrigin-RevId: 747383301
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 11f555c2f96..a8ae1b81224 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ed799b3944f4feb9dbb74e33d26ebce5a7bbc9234a708e4c34ac23cc56cee4f",
-    git_commit = "c2a3c368e79be0292faeac380086c42169763908",
+    sha256 = "98846629a7d712353adfd26e2de8f0ffca32a5f70ca623e8ef44d4f3e08bf873",
+    git_commit = "6e41eff11fa4e1496af49a7df66fb42c67d2a2e5",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 672b58b50e02d50efc6cdccd9df70f847e8053b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Apr 2025 12:03:47 -0700
Subject: [PATCH 7954/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/071033b0-cf67-4839-bd0f-c0ff0999ee78

PiperOrigin-RevId: 747513315
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8ae1b81224..2d4a52e47bd 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "98846629a7d712353adfd26e2de8f0ffca32a5f70ca623e8ef44d4f3e08bf873",
-    git_commit = "6e41eff11fa4e1496af49a7df66fb42c67d2a2e5",
+    sha256 = "db1a8740b9e491896d25606bebf5f02203dee701bfde7fe5b711d85835a1bfe0",
+    git_commit = "db2f9667f156c0e2844b6837deae6c01c1588f36",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e9e47bc39b791e541da4ff9d7b9cd44afccd46b3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 14 Apr 2025 18:03:31 -0700
Subject: [PATCH 7955/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/856c4de4-9ce7-4762-b3cd-5816b9fb5136

PiperOrigin-RevId: 747641320
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2d4a52e47bd..0e9515ba680 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "db1a8740b9e491896d25606bebf5f02203dee701bfde7fe5b711d85835a1bfe0",
-    git_commit = "db2f9667f156c0e2844b6837deae6c01c1588f36",
+    sha256 = "64113be8664814c1621a525b2e42ac7faa17b315ea403170eabe19b9b68952fb",
+    git_commit = "36c70c1fba22a0c3002926d32b5f95013d87c945",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b7784093d884bd5e284b339d9d28df03046a8cb7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Apr 2025 00:02:24 -0700
Subject: [PATCH 7956/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a76200a8-fc0d-4126-9476-88d02a8d9193

PiperOrigin-RevId: 747739627
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0e9515ba680..89051585b12 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "64113be8664814c1621a525b2e42ac7faa17b315ea403170eabe19b9b68952fb",
-    git_commit = "36c70c1fba22a0c3002926d32b5f95013d87c945",
+    sha256 = "c5f75c6155faaec9c87a0cf24ff6b4555ab30f4a278d23b0ef517102b9bd29f9",
+    git_commit = "14046e1121261c514598198f8074f34e4da7954d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 21d9a26ce0f94600bbcd68fc99965613cc4379d9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Apr 2025 06:16:35 -0700
Subject: [PATCH 7957/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/301cbbe8-acad-4192-b796-09d8f7bd23cb

PiperOrigin-RevId: 747846409
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 89051585b12..359a9d6aab4 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5f75c6155faaec9c87a0cf24ff6b4555ab30f4a278d23b0ef517102b9bd29f9",
-    git_commit = "14046e1121261c514598198f8074f34e4da7954d",
+    sha256 = "51375610eb8d9e6caf8ad317cb3297abb2bb957c6a46619150ef368ee5814e9c",
+    git_commit = "c7bba2448005d7b668777e2c71f8a5dc12681628",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cbf2462563290bef0f134e13b1f17bd24f261f4a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Apr 2025 12:04:14 -0700
Subject: [PATCH 7958/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e67e8464-3b9e-4a32-8b3f-c7b7582c1802

PiperOrigin-RevId: 747968640
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 359a9d6aab4..e99823f0927 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "51375610eb8d9e6caf8ad317cb3297abb2bb957c6a46619150ef368ee5814e9c",
-    git_commit = "c7bba2448005d7b668777e2c71f8a5dc12681628",
+    sha256 = "b4eed84e01005b6bdf765b988c03fc0d6aa6f97bb35c2de13fa9cec8354f2614",
+    git_commit = "cf76cb9995af787f742ada0d0fcc64dac85855fd",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6ba2396c0fe037788814b0cbde6c078c3bafc8ed Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 15 Apr 2025 19:09:02 -0700
Subject: [PATCH 7959/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b2914dfd-01d2-4c06-8af5-39473c558f34

PiperOrigin-RevId: 748107499
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e99823f0927..46dff3ee8c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "b4eed84e01005b6bdf765b988c03fc0d6aa6f97bb35c2de13fa9cec8354f2614",
-    git_commit = "cf76cb9995af787f742ada0d0fcc64dac85855fd",
+    sha256 = "ebf083664a8afc872b81d4d5987e98165c89fb790763baeba14e829dc5e43f8b",
+    git_commit = "2560f65ddb2cfbfd219243b39aa7116a221fb286",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7728136235eca6c30145405a8eb849ee3e4adbd2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Apr 2025 00:03:49 -0700
Subject: [PATCH 7960/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/95c47b59-05de-4660-b042-2f99d250ea64

PiperOrigin-RevId: 748179500
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 46dff3ee8c3..2dcfad6368c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ebf083664a8afc872b81d4d5987e98165c89fb790763baeba14e829dc5e43f8b",
-    git_commit = "2560f65ddb2cfbfd219243b39aa7116a221fb286",
+    sha256 = "0204ad540683e87e542d8ee8a7a32f1fa4559d731aa1ad8e52d630d128fcf4e8",
+    git_commit = "5305b0a17b9145000135581355d4e1b9e5107e36",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b8b2132add9ba9984cf0f2705881a8c5e6e4da17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Apr 2025 06:03:54 -0700
Subject: [PATCH 7961/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/947a012d-48f3-4a7d-ad3d-0f5de4a52328

PiperOrigin-RevId: 748267253
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2dcfad6368c..96c99b26429 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0204ad540683e87e542d8ee8a7a32f1fa4559d731aa1ad8e52d630d128fcf4e8",
-    git_commit = "5305b0a17b9145000135581355d4e1b9e5107e36",
+    sha256 = "d05904fdd529dad2a40c96aacf841ae9a17c0bbc69e2e5f7b77d21f837667329",
+    git_commit = "ee1c384df386dc2eab0971564f4774e4aacc7c46",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 95a84ef5aaffca5d4c3876376e21b735c756073c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Apr 2025 12:04:37 -0700
Subject: [PATCH 7962/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/095b2ee2-f810-4abd-99fe-2422a0d5cf9b

PiperOrigin-RevId: 748376334
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 96c99b26429..e18cfa6efa8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d05904fdd529dad2a40c96aacf841ae9a17c0bbc69e2e5f7b77d21f837667329",
-    git_commit = "ee1c384df386dc2eab0971564f4774e4aacc7c46",
+    sha256 = "50160bd0c24d77e847a955194eece7951a7e7a92ca2d258ae2f7d7e55a297d8e",
+    git_commit = "21db0cd50ef700bf1c0f8df9b9d22847b06d5607",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 555cf85c53d269825b08ca2178565612f85f1c66 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 16 Apr 2025 18:05:14 -0700
Subject: [PATCH 7963/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85992c24-a751-4551-a326-bc1be6b35d20

PiperOrigin-RevId: 748485839
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e18cfa6efa8..d49e729d395 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "50160bd0c24d77e847a955194eece7951a7e7a92ca2d258ae2f7d7e55a297d8e",
-    git_commit = "21db0cd50ef700bf1c0f8df9b9d22847b06d5607",
+    sha256 = "553ac7f0c6285d9538785d7b9bd72c0b1cc135ddcf7a74c2114545095a3f3c6b",
+    git_commit = "73bbfd083b164187dd732bfc1681395435640c7f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d2a454b82838ed48f65e709aa39523123798761e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Apr 2025 00:03:57 -0700
Subject: [PATCH 7964/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a84d7241-1c0d-4321-8253-fa07833e191c

PiperOrigin-RevId: 748569204
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d49e729d395..ff953252efc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "553ac7f0c6285d9538785d7b9bd72c0b1cc135ddcf7a74c2114545095a3f3c6b",
-    git_commit = "73bbfd083b164187dd732bfc1681395435640c7f",
+    sha256 = "c5fb027efe8dfaabbbb7b28bc7e423ae29937380bb1c146eaf05712b30efed75",
+    git_commit = "88e017d80dfebfba8395bf4afd36375e06413962",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From dec30db1a4573e9f8d281deed89ba18d528071b8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Apr 2025 02:20:12 -0700
Subject: [PATCH 7965/8103] Automated Code Change

PiperOrigin-RevId: 748604478
---
 .../servables/tensorflow/saved_model_bundle_factory.cc          | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
index 82e42ec5bc3..7d97667e79e 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_factory.cc
@@ -70,7 +70,7 @@ absl::Status LoadTfLiteModel(const string& model_dir, SavedModelBundle* bundle,
   string model_bytes;
   model_bytes.resize(size);
   absl::string_view sv;
-  TF_RETURN_IF_ERROR(file->Read(0, size, &sv, &model_bytes[0]));
+  TF_RETURN_IF_ERROR(file->Read(0, sv, absl::MakeSpan(&model_bytes[0], size)));
 
   std::unique_ptr<TfLiteSession> tflite_session;
   TF_RETURN_IF_ERROR(TfLiteSession::Create(

From 558f35f8f95c2d99071f138ebabff2e4db635fdb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Apr 2025 06:03:17 -0700
Subject: [PATCH 7966/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/71dc2289-e111-4016-a801-b90573154dcd

PiperOrigin-RevId: 748655198
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ff953252efc..cf9b8db260d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5fb027efe8dfaabbbb7b28bc7e423ae29937380bb1c146eaf05712b30efed75",
-    git_commit = "88e017d80dfebfba8395bf4afd36375e06413962",
+    sha256 = "77087972cd94fe6eac136badf86d3b002eb9637d90fa7224516c1b3f424ad022",
+    git_commit = "246373a4138fb3a9e165afe6d027e0202344ced9",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 7a856ae076be0757d2abf9a8ced66bfe88ea91f1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Apr 2025 12:01:44 -0700
Subject: [PATCH 7967/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/44ec3879-c7d7-4937-afd9-611655345c18

PiperOrigin-RevId: 748762197
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cf9b8db260d..833788955b0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "77087972cd94fe6eac136badf86d3b002eb9637d90fa7224516c1b3f424ad022",
-    git_commit = "246373a4138fb3a9e165afe6d027e0202344ced9",
+    sha256 = "80744beb2e4dfa510fe5a3f0c4b721fc8edd3390847572ee197e0cb71a61ffec",
+    git_commit = "041625e7745ba2591a3569d80277aabd05bb11db",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ddaaf0b38604ecc9d49c9e9d2a17df35ade4485a Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Thu, 17 Apr 2025 14:16:58 -0700
Subject: [PATCH 7968/8103] Internal change only

PiperOrigin-RevId: 748808710
---
 .../tensorflow/tfrt_saved_model_factory.cc    | 132 ++++++++++--------
 .../tensorflow/tfrt_saved_model_factory.h     |   8 ++
 2 files changed, 80 insertions(+), 60 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index cd5b433539b..7f7374e7b3d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
 
 #include <algorithm>
+#include <cstdint>
 #include <memory>
 #include <string>
 #include <unordered_set>
@@ -167,97 +168,108 @@ absl::Status TfrtSavedModelFactory::EstimateResourceRequirement(
       path, config().resource_estimation_uses_validation_result(), estimate);
 }
 
-absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
-    const Loader::Metadata& metadata, const std::string& path,
-    std::unique_ptr<tfrt::SavedModel>* saved_model) {
-  std::unordered_set<std::string> saved_model_tags(
-      config().saved_model_tags().begin(), config().saved_model_tags().end());
-  // Defaults to loading the meta graph def corresponding to the `serve` tag if
-  // no `saved_model_tags` are specified.
-  if (saved_model_tags.empty()) {
-    saved_model_tags.insert(kSavedModelTagServe);
-  }
-
-  LOG(INFO) << "Creating TFRT SavedModel for path: " << path
-            << " with config: " << config_.DebugString();
-  auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
+absl::StatusOr<tfrt::SavedModel::Options> CreateCommonSavedModelOptions(
+    const TfrtSavedModelConfig& config, tfrt_stub::Runtime* runtime,
+    const std::string& path,
+    const std::unordered_set<std::string>& saved_model_tags,
+    const tensorflow::MetaGraphDef& meta_graph_def,
+    const std::string& model_name, int64_t model_version) {
   tfrt::SavedModel::Options options(runtime);
 
   // Register the right type of custom backend currently only requires setting
   // `use_ifrt`.
-  options.graph_execution_options.use_ifrt = config_.tfrt_use_ifrt();
-  TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
+  options.graph_execution_options.use_ifrt = config.tfrt_use_ifrt();
 
-  // TODO(b/326069213): Consider using arena allocation when loading a
-  // MetaGraphDef.
-  tensorflow::MetaGraphDef meta_graph_def;
-  TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
-      std::string(path), saved_model_tags, &meta_graph_def));
-  if (auto& graph_rewriter = tensorflow::serving::GraphRewriter::GetGlobal();
-      graph_rewriter.IsRegistered()) {
-    TF_RETURN_IF_ERROR(graph_rewriter.Get()(&meta_graph_def));
-  }
-  options.disable_output_filter = config_.disable_output_filter();
+  options.disable_output_filter = config.disable_output_filter();
   options.enable_lazy_loading =
-      meta_graph_def.signature_def_size() > config_.lazy_init_threshold();
-  options.maybe_load_from_mla = config_.maybe_load_from_mla();
+      meta_graph_def.signature_def_size() > config.lazy_init_threshold();
+  options.maybe_load_from_mla = config.maybe_load_from_mla();
   options.lazy_loading_use_graph_executor =
-      config_.lazy_loading_use_graph_executor();
+      config.lazy_loading_use_graph_executor();
   auto& compile_options = options.graph_execution_options.compile_options;
-  compile_options.enable_grappler = config_.enable_grappler();
-  compile_options.graph_options = config_.graph_options();
-  if (config_.enable_saved_model_config()) {
+  compile_options.enable_grappler = config.enable_grappler();
+  compile_options.graph_options = config.graph_options();
+  if (config.enable_saved_model_config()) {
     TF_RETURN_IF_ERROR(LoadSavedModelConfig(
         path, options.graph_execution_options.compile_options.graph_options,
         options.graph_execution_options.runtime_config));
   }
-  if (config_.target_tpu()) {
+  if (config.target_tpu()) {
     compile_options.device_target = TfrtDeviceInfraTarget::kTpurt;
-  } else if (config_.enable_tfrt_gpu()) {
+  } else if (config.enable_tfrt_gpu()) {
     compile_options.device_target = TfrtDeviceInfraTarget::kGpu;
   } else {
     compile_options.device_target = TfrtDeviceInfraTarget::kCpu;
   }
-  compile_options.hoist_invariant_ops = config_.hoist_invariant_ops();
-  compile_options.sink_in_invariant_ops = config_.sink_in_invariant_ops();
-  compile_options.cost_threshold = config_.stream_merge_threshold();
+  compile_options.hoist_invariant_ops = config.hoist_invariant_ops();
+  compile_options.sink_in_invariant_ops = config.sink_in_invariant_ops();
+  compile_options.cost_threshold = config.stream_merge_threshold();
   compile_options.merge_inter_dependent_streams =
-      config_.merge_inter_dependent_streams();
+      config.merge_inter_dependent_streams();
   compile_options.tpu_move_resource_gather_to_host =
-      config_.tpu_move_resource_gather_to_host();
+      config.tpu_move_resource_gather_to_host();
   compile_options.tpu_gather_table_width_threshold_bytes =
-      config_.tpu_gather_table_width_threshold_bytes();
-  compile_options.tpu_fuse_ops = config_.use_fused_tpu_op();
+      config.tpu_gather_table_width_threshold_bytes();
+  compile_options.tpu_fuse_ops = config.use_fused_tpu_op();
   compile_options.enable_while_parallel_iterations =
-      config_.enable_while_parallel_iterations();
+      config.enable_while_parallel_iterations();
   compile_options.use_tpu_host_allocator_for_inputs =
-      config_.use_tpu_host_allocator_for_inputs();
+      config.use_tpu_host_allocator_for_inputs();
   compile_options.tpu_allow_unpadded_batch =
-      ToTpuAllowUnpaddedBatch(config_.tpu_unpadded_batch_mode());
+      ToTpuAllowUnpaddedBatch(config.tpu_unpadded_batch_mode());
   compile_options.use_gpu_compile_and_execute_op =
-      config_.tfrt_use_fused_gpu_op();
-  compile_options.min_num_batch_threads = config_.tfrt_min_num_batch_threads();
+      config.tfrt_use_fused_gpu_op();
+  compile_options.min_num_batch_threads = config.tfrt_min_num_batch_threads();
   compile_options.min_max_enqueued_batches =
-      config_.tfrt_min_max_enqueued_batches();
-  compile_options.batch_padding_policy = config_.batch_padding_policy();
-  compile_options.batch_options = config_.in_graph_batching_parameters();
+      config.tfrt_min_max_enqueued_batches();
+  compile_options.batch_padding_policy = config.batch_padding_policy();
+  compile_options.batch_options = config.in_graph_batching_parameters();
 
   options.graph_execution_options.run_placer_grappler_on_functions =
-      config_.run_placer_grappler_on_functions();
-  options.graph_execution_options.enable_tfrt_gpu = config_.enable_tfrt_gpu();
+      config.run_placer_grappler_on_functions();
+  options.graph_execution_options.enable_tfrt_gpu = config.enable_tfrt_gpu();
   options.graph_execution_options.tfrt_gpu_parallelism =
-      config_.tfrt_gpu_parallelism();
+      config.tfrt_gpu_parallelism();
   options.graph_execution_options.gpu_system_memory_size_in_mb =
-      config_.gpu_system_memory_size_in_mb();
+      config.gpu_system_memory_size_in_mb();
   options.graph_execution_options.enable_grappler_function_optimizer =
-      config_.enable_grappler_function_optimizer();
+      config.enable_grappler_function_optimizer();
   options.graph_execution_options.enable_online_cost_analysis =
-      config_.enable_online_cost_analysis();
-  options.graph_execution_options.enable_mlrt = config_.enable_mlrt();
-  options.graph_execution_options.model_metadata.set_name(
-      metadata.servable_id.name);
-  options.graph_execution_options.model_metadata.set_version(
-      metadata.servable_id.version);
+      config.enable_online_cost_analysis();
+  options.graph_execution_options.enable_mlrt = config.enable_mlrt();
+  options.graph_execution_options.model_metadata.set_name(model_name);
+  options.graph_execution_options.model_metadata.set_version(model_version);
+  return options;
+}
+
+absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
+    const Loader::Metadata& metadata, const std::string& path,
+    std::unique_ptr<tfrt::SavedModel>* saved_model) {
+  std::unordered_set<std::string> saved_model_tags(
+      config().saved_model_tags().begin(), config().saved_model_tags().end());
+  // Defaults to loading the meta graph def corresponding to the `serve` tag if
+  // no `saved_model_tags` are specified.
+  if (saved_model_tags.empty()) {
+    saved_model_tags.insert(kSavedModelTagServe);
+  }
+
+  LOG(INFO) << "Creating TFRT SavedModel for path: " << path
+            << " with config: " << config_.DebugString();
+  auto* runtime = tensorflow::tfrt_stub::GetGlobalRuntime();
+  tensorflow::MetaGraphDef meta_graph_def;
+  TF_RETURN_IF_ERROR(tensorflow::ReadMetaGraphDefFromSavedModel(
+      std::string(path), saved_model_tags, &meta_graph_def));
+  if (auto& graph_rewriter = tensorflow::serving::GraphRewriter::GetGlobal();
+      graph_rewriter.IsRegistered()) {
+    TF_RETURN_IF_ERROR(graph_rewriter.Get()(&meta_graph_def));
+  }
+  TF_ASSIGN_OR_RETURN(
+      tfrt::SavedModel::Options options,
+      CreateCommonSavedModelOptions(config_, runtime, path, saved_model_tags,
+                                    meta_graph_def, metadata.servable_id.name,
+                                    metadata.servable_id.version));
+
+  TF_RETURN_IF_ERROR(RegisterCustomBackend(options.graph_execution_options));
 
   TF_ASSIGN_OR_RETURN(*saved_model,
                       tfrt::SavedModelImpl::LoadSavedModel(
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 05bb107fab2..15fcf818d2a 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -39,6 +39,14 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
+// Create common saved model options for TFRT saved model.
+absl::StatusOr<tfrt::SavedModel::Options> CreateCommonSavedModelOptions(
+    const TfrtSavedModelConfig& config, tfrt_stub::Runtime* runtime,
+    const std::string& path,
+    const std::unordered_set<std::string>& saved_model_tags,
+    const tensorflow::MetaGraphDef& meta_graph_def,
+    const std::string& model_name, int64_t model_version);
+
 /// A factory that creates tfrt_stub::SavedModel from SavedModel export paths.
 ///
 /// The factory can also estimate the resource (e.g. RAM) requirements of a

From bb529457eb6bc64c819d28eee7914836e056347f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 17 Apr 2025 18:01:36 -0700
Subject: [PATCH 7969/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/420539ae-514c-43e5-92f9-f589b18e9a07

PiperOrigin-RevId: 748872216
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 833788955b0..6a4ad3c3387 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "80744beb2e4dfa510fe5a3f0c4b721fc8edd3390847572ee197e0cb71a61ffec",
-    git_commit = "041625e7745ba2591a3569d80277aabd05bb11db",
+    sha256 = "9bb8e4b443f1718157f21dac75785a80576f70fe21d698f5e9a9f5ce53f6d365",
+    git_commit = "2ce5da19057155f5b6b5b22fdb314c74824db6d2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e61b2cb1320edadbed36b69a1c08036da9df86ba Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Apr 2025 00:01:39 -0700
Subject: [PATCH 7970/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/92df6d89-8919-4e3b-835a-60768b602b63

PiperOrigin-RevId: 748948466
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6a4ad3c3387..a089b6922a5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9bb8e4b443f1718157f21dac75785a80576f70fe21d698f5e9a9f5ce53f6d365",
-    git_commit = "2ce5da19057155f5b6b5b22fdb314c74824db6d2",
+    sha256 = "54a427f1913397da4fe25429b0c063c43cbb236d323c08ad4abe1296f4ca757d",
+    git_commit = "7ba1206693d19396ed21af11be31315894fb50d4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b4d5ba8d19f14004de558b0bada6aaac9a724273 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Apr 2025 06:01:55 -0700
Subject: [PATCH 7971/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d3604b68-bbf9-48ea-9058-38ed5a715475

PiperOrigin-RevId: 749015669
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a089b6922a5..d60112a0366 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54a427f1913397da4fe25429b0c063c43cbb236d323c08ad4abe1296f4ca757d",
-    git_commit = "7ba1206693d19396ed21af11be31315894fb50d4",
+    sha256 = "0d85439b8ac7c9f95dff04d4fc29d4dfb73aa87e3d1ecf8d859ccc6bb0fe7e16",
+    git_commit = "b43f8626967ab26018b11e147cb777f30a3fddf2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 3c664208218fb4ba16cd56a15f73b1fde7513daf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Apr 2025 12:01:29 -0700
Subject: [PATCH 7972/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fcaf6179-8a43-4ee9-848b-5c01154453ee

PiperOrigin-RevId: 749104377
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d60112a0366..c21488fc883 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0d85439b8ac7c9f95dff04d4fc29d4dfb73aa87e3d1ecf8d859ccc6bb0fe7e16",
-    git_commit = "b43f8626967ab26018b11e147cb777f30a3fddf2",
+    sha256 = "745f36256146c3a40df8737486aa4c8d11ffb4746ff7f488da0371806ed80934",
+    git_commit = "6e31e80c1b9930829bc5517abaa0ced12713828e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c4b60e5a403e5ce09791db5670e1b0eae84668d0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Apr 2025 18:06:59 -0700
Subject: [PATCH 7973/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/904bd709-2349-42f3-b297-50eb45535cee

PiperOrigin-RevId: 749202915
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c21488fc883..54f5ccb5efe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "745f36256146c3a40df8737486aa4c8d11ffb4746ff7f488da0371806ed80934",
-    git_commit = "6e31e80c1b9930829bc5517abaa0ced12713828e",
+    sha256 = "1ee392366d60a40eeb72886eb398796190ed40f1546c88aa23eec705b0fb42f9",
+    git_commit = "4de657a2234dec5ed519d736ca297ef5644232c6",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c3072b154a4a0f507b759a2f6634c4e128ec7c52 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Apr 2025 06:03:16 -0700
Subject: [PATCH 7974/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5af86bfc-6aea-4481-be8e-7da33c22f133

PiperOrigin-RevId: 750161527
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 54f5ccb5efe..574b6f5718f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1ee392366d60a40eeb72886eb398796190ed40f1546c88aa23eec705b0fb42f9",
-    git_commit = "4de657a2234dec5ed519d736ca297ef5644232c6",
+    sha256 = "7b60e8bf4109b07c4ab0032601bf446fd307f97d1a2d747ca07a48a108679c1d",
+    git_commit = "491f2122412ca6bce5e87af27697ddbfeb10b4e2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 96fa7b3c46fc43b28368fb09cfbad14118ab4e3a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Apr 2025 12:08:48 -0700
Subject: [PATCH 7975/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8998fe62-64ac-4665-b0d3-66269f7f30db

PiperOrigin-RevId: 750281440
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 574b6f5718f..8ce668a917f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "7b60e8bf4109b07c4ab0032601bf446fd307f97d1a2d747ca07a48a108679c1d",
-    git_commit = "491f2122412ca6bce5e87af27697ddbfeb10b4e2",
+    sha256 = "3cb472182e3e001f4423a3294ffe9debbfa855aba9e2df2d0b4d2e324ed32130",
+    git_commit = "3cb06ab1e3e80409fb46b862cb6f8c6d48bfe85b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From dff9dd8e2039ef48360897ffc97390bb0bda0bab Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 22 Apr 2025 14:01:26 -0700
Subject: [PATCH 7976/8103] Add 2 new resource kinds constants for RAM

PiperOrigin-RevId: 750319416
---
 tensorflow_serving/resources/resource_values.cc | 2 ++
 tensorflow_serving/resources/resource_values.h  | 7 +++++++
 2 files changed, 9 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index 9d2d77ec4c5..906cc2cbd82 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -29,6 +29,8 @@ const char* const kNumModelSlots = "num_model_slots";
 const char* const kNumLoraSlots = "num_lora_slots";
 const char* const kRamBytes = "ram_in_bytes";
 const char* const kPeakRamBytes = "peak_ram_in_bytes";
+const char* const kModelSteadyRamBytes = "model_steady_ram_in_bytes";
+const char* const kModelInitRamBytes = "model_init_ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
 const char* const kStackRamBytes = "stack_ram_in_bytes";
 const char* const kReservedRamBytes = "reserved_ram_in_bytes";
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 3bb8097ab83..7401bfd19eb 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -60,6 +60,13 @@ extern const char* const kRamBytes;
 // Peak RAM in bytes, collected from Tcmalloc peak metric.
 extern const char* const kPeakRamBytes;
 
+// Model steady RAM in bytes, including model variables, graphs, etc.
+extern const char* const kModelSteadyRamBytes;
+
+// Model initialization RAM in bytes, including compilation, model loading,
+// warmup, etc.
+extern const char* const kModelInitRamBytes;
+
 // RAM allocated on the heap.
 extern const char* const kHeapRamBytes;
 

From 5e029d1ec0dd07d9b7eef84c7c3f49e64704c2da Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Apr 2025 14:32:54 -0700
Subject: [PATCH 7977/8103] Mark Tensorflow compatible with Protobuf v30+.

PiperOrigin-RevId: 750727086
---
 tensorflow_serving/tools/pip_package/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index a1ea3f4a906..114d5973e6f 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -63,7 +63,7 @@
     # Match versions to what TF needs here:
     #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
     'grpcio >= 1.24.3, < 2.0',
-    'protobuf>=3.20.3,<6.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
+    'protobuf>=3.20.3,<7.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
 ] + _TF_REQ
 
 setup(

From 14e872a9ede30934f91eb24d9afe22d35af0a64f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 27 Apr 2025 18:02:58 -0700
Subject: [PATCH 7978/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a710f9c5-77e2-4065-9130-9964a7d1d6d6

PiperOrigin-RevId: 752114590
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8ce668a917f..436192e3806 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3cb472182e3e001f4423a3294ffe9debbfa855aba9e2df2d0b4d2e324ed32130",
-    git_commit = "3cb06ab1e3e80409fb46b862cb6f8c6d48bfe85b",
+    sha256 = "e2d8d59a056c5810d0fb70a02bb23aef636ce75c47320e80126fe2314087a010",
+    git_commit = "0e116f6996ec0a630e5b73dc1157397dd26ceafe",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8dc96a70500ce1ef9ae95599f0d60fa77cad14a9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Apr 2025 00:03:33 -0700
Subject: [PATCH 7979/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/a5eb1ceb-92ec-4901-9ac8-5d1b4db51dd0

PiperOrigin-RevId: 752184972
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 436192e3806..d26828c6931 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2d8d59a056c5810d0fb70a02bb23aef636ce75c47320e80126fe2314087a010",
-    git_commit = "0e116f6996ec0a630e5b73dc1157397dd26ceafe",
+    sha256 = "116df4705ab6798b893955b8e1a5868eac989c4aea6d9c75b0f64f3b11dc1f1c",
+    git_commit = "8911b0efb63e329cc044e8b7595d5be12f84039d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 37f7aca51039c46594b8ffc06bfdadb7722c4d70 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Apr 2025 06:03:12 -0700
Subject: [PATCH 7980/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/982f9ee6-4536-482b-bc1e-ca0e5dbd2c2a

PiperOrigin-RevId: 752276547
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d26828c6931..7754a524af0 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "116df4705ab6798b893955b8e1a5868eac989c4aea6d9c75b0f64f3b11dc1f1c",
-    git_commit = "8911b0efb63e329cc044e8b7595d5be12f84039d",
+    sha256 = "d6b01042af9c9feabaa2c05ad12edf04e68766a7f0aa20affb8eee5af5285d2a",
+    git_commit = "0780ad3f24c9e76779f262c7e12aafcace821dbb",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 00107af138ec2c91ec167d77135d6f0087c16f4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Apr 2025 14:46:15 -0700
Subject: [PATCH 7981/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c75eae0b-7161-4ad3-80e8-568883b3e6c9

PiperOrigin-RevId: 752455128
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7754a524af0..6aefe5368eb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d6b01042af9c9feabaa2c05ad12edf04e68766a7f0aa20affb8eee5af5285d2a",
-    git_commit = "0780ad3f24c9e76779f262c7e12aafcace821dbb",
+    sha256 = "e4c814f8bab5c8af1923da5e4ff785fece977b107913e0b38e5617188b6b1d44",
+    git_commit = "b4daa7600fcc197d65f628317f2f303c8f54753d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From afcf7ade1d039d54541e347573fbefa798ced2cd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 28 Apr 2025 18:03:30 -0700
Subject: [PATCH 7982/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/67f8a5b9-86db-40e9-8465-889e55a7201a

PiperOrigin-RevId: 752516429
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6aefe5368eb..6dcc462193c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e4c814f8bab5c8af1923da5e4ff785fece977b107913e0b38e5617188b6b1d44",
-    git_commit = "b4daa7600fcc197d65f628317f2f303c8f54753d",
+    sha256 = "4672a8bfbe8c97965104b5ab2f26be7ed74540e1815489d7f4ec99fbb1842dd4",
+    git_commit = "aa6abed0450981c492840b1013e55700cd798778",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a1d3566e39f445783d1a44a1588d505ad94aac92 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Mon, 28 Apr 2025 20:31:37 -0700
Subject: [PATCH 7983/8103] Clarifying in the API that some request options are
 only supported for disagg serving.

PiperOrigin-RevId: 752560140
---
 tensorflow_serving/apis/predict.proto | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 831785a8020..31fcedd0942 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -67,8 +67,9 @@ message PredictRequest {
     // prefill will be returned if available.
     optional bool return_additional_arrays_from_prefill = 3;
 
-    // Returns these stop tokens in response if the model stops at them. The
-    // model may stop at other tokens, but will not return them in the response.
+    // Only supported in disaggregated serving. Returns these stop tokens in
+    // response if the model stops at them. The model may stop at other tokens,
+    // but will not return them in the response.
     repeated int64 return_stoptokens = 4;
   }
 
@@ -154,6 +155,7 @@ message PredictStreamedOptions {
   }
 
   // Request state used to handle segmentation of requests.
+  // Only supported in disaggregated serving.
   RequestState request_state = 1;
 
   // Input tensors split dimensions.
@@ -173,11 +175,13 @@ message PredictStreamedOptions {
   // For a split dimension of 1 and two requests (SPLIT and END_SPLIT), the
   // input tensors for request 1 should be [[1, 2], [5, 6]] and request 2 should
   // be [[3, 4], [7, 8]].
+  // This field is ignored if request_state is NONE.
   map<string, int32> split_dimensions = 2;
 
   // If true, there will be a single PredictResponse output.
   // If false, output can be split into 1 or more PredictResponses.
   // Value of this field should be the same for all requests in the stream.
+  // Only supported in disaggregated serving.
   bool return_single_response = 3;
 }
 

From bce31401ca5a5246e1a2f4226948ff3776ec61e3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Apr 2025 00:03:21 -0700
Subject: [PATCH 7984/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5fe66e27-a40c-4c01-adb4-aba2ece35896

PiperOrigin-RevId: 752608494
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6dcc462193c..17f490e8eea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4672a8bfbe8c97965104b5ab2f26be7ed74540e1815489d7f4ec99fbb1842dd4",
-    git_commit = "aa6abed0450981c492840b1013e55700cd798778",
+    sha256 = "aee163698f76a880a504d3e63f5a14ce14c5cf24e94d2ea19c875dfe99b77fb2",
+    git_commit = "8caf0935d6531fe64246ea9ef605502c572fd25d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b8d74eafecc9a74dd6e863c461023534fbcf8e20 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Apr 2025 06:03:50 -0700
Subject: [PATCH 7985/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c20db0d4-d696-4485-bd22-53d541eada1e

PiperOrigin-RevId: 752703038
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 17f490e8eea..704192d6160 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aee163698f76a880a504d3e63f5a14ce14c5cf24e94d2ea19c875dfe99b77fb2",
-    git_commit = "8caf0935d6531fe64246ea9ef605502c572fd25d",
+    sha256 = "53d81457efa8d2cf34c6de38e079acaed21be9d64195e28bdf8804412cf7bac9",
+    git_commit = "0ba3c27a8948c3e6751f00775a8dc33e876da5dd",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 20a8d085941e09847c51bd1bdda0eda828fb6c53 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Apr 2025 12:03:21 -0700
Subject: [PATCH 7986/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/697d563d-52be-43af-abe0-3cdb5387475e

PiperOrigin-RevId: 752829299
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 704192d6160..f8629bfe475 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "53d81457efa8d2cf34c6de38e079acaed21be9d64195e28bdf8804412cf7bac9",
-    git_commit = "0ba3c27a8948c3e6751f00775a8dc33e876da5dd",
+    sha256 = "2ef23fb9ff8d990a44442d947bddbde475a7a2411e81909d142683b188c6e123",
+    git_commit = "d4a85ef542ba0a7a5c1b466bc29b2ce134ea7a41",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6db25f72475df0440f8ea2c951b2e1fd9e6337c6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 29 Apr 2025 18:03:09 -0700
Subject: [PATCH 7987/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d4fa1d02-51cd-4747-ba06-07fd50f99c0c

PiperOrigin-RevId: 752953644
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f8629bfe475..8585a5cd963 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2ef23fb9ff8d990a44442d947bddbde475a7a2411e81909d142683b188c6e123",
-    git_commit = "d4a85ef542ba0a7a5c1b466bc29b2ce134ea7a41",
+    sha256 = "4d14ef4c8ab84bfeee61ef8ff4b2e6d4f42d3111eedc63f3b744bbf59084290f",
+    git_commit = "ee96555f9b5ecb3dda972ccc8fea7f5bfc1c6bbc",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ffaebcec9150f75b03207f029d6d36ddd252fc4b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Apr 2025 11:46:13 -0700
Subject: [PATCH 7988/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4b959a89-713a-4660-ba65-a163a788eeae

PiperOrigin-RevId: 753253019
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8585a5cd963..7c1a12af923 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4d14ef4c8ab84bfeee61ef8ff4b2e6d4f42d3111eedc63f3b744bbf59084290f",
-    git_commit = "ee96555f9b5ecb3dda972ccc8fea7f5bfc1c6bbc",
+    sha256 = "e716323dbabc476c32f7762960e8d0719b071bec40401e1e3dd93d5ac14f5d14",
+    git_commit = "c0f102c739b833fcc3782da32799f5e3b5759cc7",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From fc6c6d287edd290ea515aad5868401bd6b57747d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Apr 2025 12:03:35 -0700
Subject: [PATCH 7989/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77cb9410-9b4b-48be-8980-47d4e4442053

PiperOrigin-RevId: 753259894
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7c1a12af923..edde6d4a840 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e716323dbabc476c32f7762960e8d0719b071bec40401e1e3dd93d5ac14f5d14",
-    git_commit = "c0f102c739b833fcc3782da32799f5e3b5759cc7",
+    sha256 = "a5557907252f36ed1424f4ee5dbb8ae516d000094156f0604cc148de37252e3b",
+    git_commit = "b765e36aa9dd6393f8c96d943f8f6cc518e595d8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a69212598fb65821de2eafa853151a2b75718847 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Apr 2025 12:42:26 -0700
Subject: [PATCH 7990/8103] Align Protobuf version with Tensorflow

PiperOrigin-RevId: 753273372
---
 tensorflow_serving/tools/pip_package/setup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/pip_package/setup.py b/tensorflow_serving/tools/pip_package/setup.py
index 114d5973e6f..d7b21224ae7 100644
--- a/tensorflow_serving/tools/pip_package/setup.py
+++ b/tensorflow_serving/tools/pip_package/setup.py
@@ -61,9 +61,9 @@
 
 REQUIRED_PACKAGES = [
     # Match versions to what TF needs here:
-    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
+    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py.tpl
     'grpcio >= 1.24.3, < 2.0',
-    'protobuf>=3.20.3,<7.0.0dev,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5',
+    'protobuf>=4.21.6',
 ] + _TF_REQ
 
 setup(
@@ -79,7 +79,7 @@
     keywords='tensorflow serving machine learning api libraries',
     install_requires=REQUIRED_PACKAGES,
     # Supported Python versions. Match to what TF needs here:
-    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py
+    #   https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/pip_package/setup.py.tpl
     python_requires='>=3.9',
     classifiers=[
         'Development Status :: 5 - Production/Stable',

From b0037f3faad395cafb723d05612dd454a44cf603 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 30 Apr 2025 18:03:00 -0700
Subject: [PATCH 7991/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/77f089b3-c7f2-45d1-be1d-9ca58c437d67

PiperOrigin-RevId: 753382653
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index edde6d4a840..791c40f1fb1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a5557907252f36ed1424f4ee5dbb8ae516d000094156f0604cc148de37252e3b",
-    git_commit = "b765e36aa9dd6393f8c96d943f8f6cc518e595d8",
+    sha256 = "c0285d5d8263a4a00745f3d8da1a2bc39cf364db9b78929a748409fd7b873ba5",
+    git_commit = "f9d42cf699c594ab56641a5232ade6f10c4c9b50",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2371d5dd343782a5da48d67fc26560fb68dcc1b4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 May 2025 00:03:20 -0700
Subject: [PATCH 7992/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/64ce26d8-3204-404b-ba3f-b89121fe7cc5

PiperOrigin-RevId: 753467750
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 791c40f1fb1..5211032ae72 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c0285d5d8263a4a00745f3d8da1a2bc39cf364db9b78929a748409fd7b873ba5",
-    git_commit = "f9d42cf699c594ab56641a5232ade6f10c4c9b50",
+    sha256 = "248314d1a38bbf965029c76eea8796d2e988aa142ac8d332a185192250b3d9c2",
+    git_commit = "f66f4716f22eecbb4d84d9c220f7fbbb3731e6cd",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6ee4a2c235ee129d3b9bc612661d5119a6f01a21 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 May 2025 06:04:59 -0700
Subject: [PATCH 7993/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c5f917e2-ff2d-441c-862c-eb9e5e13facf

PiperOrigin-RevId: 753561008
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 5211032ae72..72054dd6136 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "248314d1a38bbf965029c76eea8796d2e988aa142ac8d332a185192250b3d9c2",
-    git_commit = "f66f4716f22eecbb4d84d9c220f7fbbb3731e6cd",
+    sha256 = "729b7d8eaacf663f8eac753b0561f2838669f2244d73c00bb77629ac5e9bc03b",
+    git_commit = "84dd28bbc29d75e6a6d917eb2998e4e8ea90ec56",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8c846b71c8f82fe8f31d2a5953a833a958cf0667 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 May 2025 10:04:21 -0700
Subject: [PATCH 7994/8103] PredictRequest API update to enable cancellation
 control messages

PiperOrigin-RevId: 753631501
---
 tensorflow_serving/apis/predict.proto | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 31fcedd0942..aaaaec3a2fe 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -79,10 +79,16 @@ message PredictRequest {
 // Options only used for streaming requests that control how inputs/ouputs are
 // handled in the stream.
 message PredictStreamedOptions {
-  // Request state used to handle splitting of requests.  NONE is the
+  // Request state is used to control handling of individual streamed requests.
+  //
+  // SPLIT and END_SPLIT are used to handle splitting of requests.  NONE is the
   // default when the stream request is not split and used for a single-turn,
   // single request.
   //
+  // CANCEL is used for early termination of a stream. It can be sent anytime to
+  // cancel the stream.
+  //
+  //
   // SPLIT is used when multiple streamed requests are used to generate a
   // logical request. END_SPLIT should be called for the last split of the
   // multi-turn request to start the processing of the current turn. NONE can
@@ -147,11 +153,11 @@ message PredictStreamedOptions {
   //   END_SPLIT
   //
   // Invalid because NONE is interspersed with SPLIT/END_SPLIT.
-
   enum RequestState {
     NONE = 0;
     SPLIT = 1;
     END_SPLIT = 2;
+    CANCEL = 3;
   }
 
   // Request state used to handle segmentation of requests.

From f4fccd1de898bb1f024da9903540e761c2e2be9f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 May 2025 12:03:35 -0700
Subject: [PATCH 7995/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/4e3cdcc6-ac0d-4fa3-ae88-bec1d6fc7b07

PiperOrigin-RevId: 753676459
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 72054dd6136..dcecbd6215c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "729b7d8eaacf663f8eac753b0561f2838669f2244d73c00bb77629ac5e9bc03b",
-    git_commit = "84dd28bbc29d75e6a6d917eb2998e4e8ea90ec56",
+    sha256 = "d94d243f2036142af6124b26053892de15248c036dee2f1521d6d45d37a3784d",
+    git_commit = "d914ae44cebe97e0a022b85015df935a8610174d",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f946a835f1fd2a68cafd2cba18c4335c90c0d53d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 1 May 2025 18:03:09 -0700
Subject: [PATCH 7996/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/72282162-2491-481f-88cf-4d75297f8bc2

PiperOrigin-RevId: 753798163
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index dcecbd6215c..8aec83c16fe 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d94d243f2036142af6124b26053892de15248c036dee2f1521d6d45d37a3784d",
-    git_commit = "d914ae44cebe97e0a022b85015df935a8610174d",
+    sha256 = "2a1e92a302102b67f8308a92a468e3ef15504d586089e3575637f9854509c4f7",
+    git_commit = "5cfd05a00cf860debd3f1b5dbbd3b4ead6998d9f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 71410762fbbfdd24c2c113ce8de700a0d7eaa411 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 May 2025 00:01:58 -0700
Subject: [PATCH 7997/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/d38a40dc-eaa7-4672-a620-ea04731afe84

PiperOrigin-RevId: 753884630
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8aec83c16fe..04529ab7a57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2a1e92a302102b67f8308a92a468e3ef15504d586089e3575637f9854509c4f7",
-    git_commit = "5cfd05a00cf860debd3f1b5dbbd3b4ead6998d9f",
+    sha256 = "4483cc2c7996695877e0c9b4e109e1011418704792189615f08fc46e73f22dd8",
+    git_commit = "33f2450dd6d598211637a3efe48ae5aa8501639c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 89300e081ddcd5fb5d752b64c34def52fddcff43 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 May 2025 06:03:32 -0700
Subject: [PATCH 7998/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b89cbce3-cd1e-47c2-80ed-4fd4dcede524

PiperOrigin-RevId: 753973849
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 04529ab7a57..3a5fae0741a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4483cc2c7996695877e0c9b4e109e1011418704792189615f08fc46e73f22dd8",
-    git_commit = "33f2450dd6d598211637a3efe48ae5aa8501639c",
+    sha256 = "9d0268182e9b491b9eca5320f7c05cc30aa686159b43dbed85318d5311e44341",
+    git_commit = "536cbae08d7f8643007a3c6f762d23800b34255b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b642a28e97c3f9f328c810e8050a7cb66456dde4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 May 2025 12:02:06 -0700
Subject: [PATCH 7999/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e158511f-5022-4a54-91a0-3c5fa6c48f55

PiperOrigin-RevId: 754085921
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3a5fae0741a..e10047eeb9d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9d0268182e9b491b9eca5320f7c05cc30aa686159b43dbed85318d5311e44341",
-    git_commit = "536cbae08d7f8643007a3c6f762d23800b34255b",
+    sha256 = "1d63a01e471bc1c5063e96064c38f07de15f96f1f956b1d1400c4a1c499fb584",
+    git_commit = "70d55ca3d8809e36b116161c7dd85699f240d4d8",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 305a2f73f580c468ee677c4de7743a27e4f59a97 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Fri, 2 May 2025 15:24:07 -0700
Subject: [PATCH 8000/8103] Update release notes for 2.19.0-rc0

PiperOrigin-RevId: 754152516
---
 RELEASE.md | 51 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 51 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 8489bf80a28..064c954e1d4 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,4 +1,55 @@
 <!-- disableFinding(HEADING_REPEAT_H1) -->
+
+# Release 2.19.0-rc0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* Update release notes for 2.18.0-rc0 (commit: a2253e5cb54de2f726e0b7d1756deb354f0ef6b0)
+* cleanup: explicitly set use_java_stubby_library (commit: c22da48061f411b3387e4c3c995d710132a980de)
+* cleanup: explicitly set use_java_stubby_library (commit: 5f55e76fbcf192d6026ddb2f284bfb16a921ec81)
+* cleanup: explicitly set use_java_stubby_library (commit: b2be8a3ae3d868f8d3e00917a07aac5db5e0d5d1)
+* Fix invalid argument to proto_library (commit: 36aa4a60e4fdd833f304136677cb9f97792e7aec)
+* Enable serialization of predict response as tensor content. (commit: 1e165518394ca6461859a71284721eb1ca1b72e7)
+* Prepare code for breaking change in Protobuf C++ API. (commit: 9a38b3aca84f245986a902c8c8d3fd0b0aebaf51)
+* Add WaitResponses to PredictStreamedContext Method. (commit: a0cd2ee9834ad9c781309f3b12f45875dd624f05)
+* Update release notes for 2.17.1 (commit: 8bb2af5f484af23600b8752be308860b432103c2)
+* Add a new field in PredictRequest. (commit: 166dbe21f0c3ffe26920bb2fa16016f084ec97f3)
+* Update release notes for 2.18.0 (commit: 313413006655bcab8ef24af074456e4d68d1c32b)
+* Adds option to return stop tokens to PredictRequest. (commit: 2ece3e4c37401da13c710a989970d8536409e855)
+* Remove obsolete anyinvocable flag (commit: ffc679630f29c57c1a048adf83325cae76802134)
+* Move `tsl/platform/{cloud,default,windows}` to `xla/tsl/platform` (commit: 2c9e66b26e579258945bc3efe186a83e092485fd)
+* Use hermetic python version. (commit: d0a16ccb98167ab182a8d4d75640e8124ed8c223)
+* Allow HTTP Server to bind to a specific address, as opposed to listening on all addresses. (commit: 8d6cc18f16a68b2fbebcf021d601f3042d8f16af)
+* Add more tracer (commit: 51f1cf6d2f46fdda9d209e27d70d33ac79fffec0)
+* Add a note about net_http being open-sourced as a standalone library (github.com/google/net_http) (commit: 17186e6b91bc21a657ffd2ad62ba53676b15977f)
+* Updating TensorFlow to latest passing continuous build. (commit: 04b7d4edf02f6c0104b6b73c5728aabc728035c0)
+* Add aggregation key. (commit: 406764047d490dfd415296dbfd7979fa8cfb39fb)
+* Update users of TSL headers and targets to new location in XLA (commit: 3087ed97c7e7c1fc4cac15fc1b48fcfa97a980a6)
+* Remove usage of tensorflow::BlockingCounter. (commit: f86d984b0e744e16ed852b9a6b637430eee0000a)
+* Update users of TSL headers and targets to new location in XLA (commit: 1e25043c495bd41c3f7933a6e6689d041cc25088)
+* Force to call SavedMode::Run when output_filter is disabled. Note that the
+  output filter will still be applied at
+  `PostProcessPredictionResultWithoutOutputFilter`. We just don't prune the
+  graph in such cases. (commit: 39e33a7271b237cafad40484ab1cf2eb6fa6e532)
+* Integrate BatchFunction op rewrite with serving stack (commit: 88ff3dd31ecde9ca8ba3dc21e194dce126202a48)
+* add missing error_callback when load is cancelled (commit: e6e78cee6f671455f529e05de5283e5a4b9212f5)
+* Add custom_logging_config so different loggers can introduce their own custom log processing logic. (commit: 4d5c006682f7373e6af9e3e8d0e0d092e5cbaf1a)
+* Update version for 2.19.0-rc0 release. (#4077) (commit: 9a8564a72ecb5eff2ba79adf459fb973b5c60822)
+* Added github.com/openxla/xla/pull/22572 into tensorflow.patch to resolve breakage. (commit: 72a33bd4befaf65a30104cd7574f48fbb9eaf6fc)
+* Fix for gcc10 breakage. (commit: 984448fc724adf326af538182dcfbc177d6b15fd)
+* Revert "Fix for gcc10 breakage." (commit: 69e5f6ba32fd612a331cffc034f64bfbde1d3083)
+* Mark Tensorflow compatible with Protobuf v30+. (commit: 8bd5eb8996960ca199147ca8c1f0bf55cce3b526)
+* Fix for gcc10 breakage, second attempt. (commit: 428fddee20009cf19e90431484736bd8ff6efd3f)
+* Additional fixes for gcc10. (commit: 021555e3f13828db037bf1a05741517ce50efea2)
+
 # Release 2.18.1
 
 ## Major Features and Improvements

From 91f4ecea862efa673afa9400298b39e6f8fab0a5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 2 May 2025 18:03:16 -0700
Subject: [PATCH 8001/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6740f4cd-3239-4ac2-909c-c070aef545c2

PiperOrigin-RevId: 754195998
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e10047eeb9d..716fc825b9f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "1d63a01e471bc1c5063e96064c38f07de15f96f1f956b1d1400c4a1c499fb584",
-    git_commit = "70d55ca3d8809e36b116161c7dd85699f240d4d8",
+    sha256 = "009f39af723ac25f870deb33a665e9097bcfb51c3314e2296d2109bd0bf92c9d",
+    git_commit = "f165da9abad769249df2d813c86dce0d550d8eac",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 0597a17b94722ea68b7b3ffbf18b91c92d9dd5b5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 May 2025 00:03:16 -0700
Subject: [PATCH 8002/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e907f9d1-b823-4628-ad21-ee96a8ba7a9f

PiperOrigin-RevId: 754270246
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 716fc825b9f..b45e8f5b38d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "009f39af723ac25f870deb33a665e9097bcfb51c3314e2296d2109bd0bf92c9d",
-    git_commit = "f165da9abad769249df2d813c86dce0d550d8eac",
+    sha256 = "de39137718b891e972a2793b6ea3d9c562ab9459e596f70fe53e501b378a239e",
+    git_commit = "4537ba2f1005ba25d54719340585826151c2346b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9d6a38805d2410bbc9f9c557bd4cdcc710d2eff5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 May 2025 06:01:48 -0700
Subject: [PATCH 8003/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c445ec5a-a629-4b0d-96cf-b69d9dc7066a

PiperOrigin-RevId: 754336280
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b45e8f5b38d..336a9c29aba 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "de39137718b891e972a2793b6ea3d9c562ab9459e596f70fe53e501b378a239e",
-    git_commit = "4537ba2f1005ba25d54719340585826151c2346b",
+    sha256 = "dc8e3df4e87ed2de75fc81bfad99a45e65f342a2d92913bae3cb1e2d9cf13077",
+    git_commit = "837817b6a775283563c124c043ed27e3493413d9",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 40a10d9117f601ba0af63d6719d0cf961287853d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 3 May 2025 12:01:48 -0700
Subject: [PATCH 8004/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/8d95e358-bc7f-46b5-848b-50dbc06a0e46

PiperOrigin-RevId: 754398275
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 336a9c29aba..d7a13facabf 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "dc8e3df4e87ed2de75fc81bfad99a45e65f342a2d92913bae3cb1e2d9cf13077",
-    git_commit = "837817b6a775283563c124c043ed27e3493413d9",
+    sha256 = "a4343c3fd1351989a6d72503e18082b26be05318308f82adc89a29284ab6aef0",
+    git_commit = "60599f74c1699bdebefea4e805d378d227c44357",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 115ecf95d62250aa10d33861f6d84c677418e2fa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 May 2025 00:03:14 -0700
Subject: [PATCH 8005/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/80dafb5b-6ce3-4d6f-90fb-c5f358fc5e4d

PiperOrigin-RevId: 754538291
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d7a13facabf..4fd78c3eddc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a4343c3fd1351989a6d72503e18082b26be05318308f82adc89a29284ab6aef0",
-    git_commit = "60599f74c1699bdebefea4e805d378d227c44357",
+    sha256 = "286cb198f8fefc69a1d5a91d4d636b0e645cde4e9e4c867a4bccb1f513bb0ef5",
+    git_commit = "4687f36046e3aee88595f3769cb8dd8ab405f47a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e1b9d0032b4e948ab135ada4ab2c7af0d254b491 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 May 2025 06:01:24 -0700
Subject: [PATCH 8006/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/2edb46f1-2b35-402d-b2f7-9a42ba02d546

PiperOrigin-RevId: 754606252
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 4fd78c3eddc..00ddc276dc7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "286cb198f8fefc69a1d5a91d4d636b0e645cde4e9e4c867a4bccb1f513bb0ef5",
-    git_commit = "4687f36046e3aee88595f3769cb8dd8ab405f47a",
+    sha256 = "56b64d0c157a4ec46d6e173c5e5dc7a1db044d4d7ced6a1a7a3d16ba8e30ddd6",
+    git_commit = "374a8dd5e0e0d65f5e2caf7c47c3d59709bcad80",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 949e5e18d57b7f8456b834aef420355e8401463b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 4 May 2025 18:01:17 -0700
Subject: [PATCH 8007/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3d626e33-a5dd-4148-86ae-8734c4bd740c

PiperOrigin-RevId: 754731017
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 00ddc276dc7..d175ab098af 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56b64d0c157a4ec46d6e173c5e5dc7a1db044d4d7ced6a1a7a3d16ba8e30ddd6",
-    git_commit = "374a8dd5e0e0d65f5e2caf7c47c3d59709bcad80",
+    sha256 = "aed05f30897d212810bb25afa4064685c75db1acb7255ac980a504b3c7f500df",
+    git_commit = "bc7cd75f9649fc70f92612c7e8e69017478bd33f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a84281ab7508018eb8eb88df2c3c5bdd75a123f0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 May 2025 00:01:27 -0700
Subject: [PATCH 8008/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7c0120ae-618f-43dc-8b7c-bc020b365290

PiperOrigin-RevId: 754809306
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d175ab098af..59bba43d034 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aed05f30897d212810bb25afa4064685c75db1acb7255ac980a504b3c7f500df",
-    git_commit = "bc7cd75f9649fc70f92612c7e8e69017478bd33f",
+    sha256 = "e2e5cb5e0a69d0152b2031c27e1b00b74741d39e922647bc0d7c8bc6ac8c4f63",
+    git_commit = "dbe037a771cb8d5a768fbfb0a9c202f73c964b6e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e1961c0975cf2185674c93e79956cf9b2ad61899 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 May 2025 06:01:49 -0700
Subject: [PATCH 8009/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/489a9031-fa54-47bf-ac8b-bf3a9937a42a

PiperOrigin-RevId: 754905004
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 59bba43d034..3b400781ce2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e2e5cb5e0a69d0152b2031c27e1b00b74741d39e922647bc0d7c8bc6ac8c4f63",
-    git_commit = "dbe037a771cb8d5a768fbfb0a9c202f73c964b6e",
+    sha256 = "3d3916f69aad54766717ceebde63b6f168bcea547be828ee8b7fc8de84a879a7",
+    git_commit = "5af81b8382a5190ff4e16f15847b3c939ff9f6c4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2da7d795ace971c123b22c15feb15be71028f8fd Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 May 2025 12:01:54 -0700
Subject: [PATCH 8010/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ad1776ea-2956-420d-97db-52d92f1c4036

PiperOrigin-RevId: 755022891
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3b400781ce2..344c0cb84cb 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "3d3916f69aad54766717ceebde63b6f168bcea547be828ee8b7fc8de84a879a7",
-    git_commit = "5af81b8382a5190ff4e16f15847b3c939ff9f6c4",
+    sha256 = "ee38214e4a6ad5f6644b7521a77c95a0788d37b49f0bd1a28badeda9be9729da",
+    git_commit = "db7e2ca1cee1d53b24d97af6e86900dde596a269",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cb032050f193a15ab19eb254d123e50c7c4bcdd9 Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Mon, 5 May 2025 14:45:04 -0700
Subject: [PATCH 8011/8103] Update release notes for 2.19.0

PiperOrigin-RevId: 755081159
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 064c954e1d4..1f2f9235ead 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,5 +1,19 @@
 <!-- disableFinding(HEADING_REPEAT_H1) -->
 
+# Release 2.19.0
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.19.0.
+
 # Release 2.19.0-rc0
 
 ## Major Features and Improvements

From 3aa6cb6191194a8d8836895dd75f0725f12e85ac Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 5 May 2025 18:01:33 -0700
Subject: [PATCH 8012/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6d42a24b-4e1b-4b3a-8385-7bf62fe997fe

PiperOrigin-RevId: 755141077
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 344c0cb84cb..2e6ff8c3009 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee38214e4a6ad5f6644b7521a77c95a0788d37b49f0bd1a28badeda9be9729da",
-    git_commit = "db7e2ca1cee1d53b24d97af6e86900dde596a269",
+    sha256 = "bbca248f3a00056bb47cf614eda79300d2d29e09938ca401ec57a85a1ed9176b",
+    git_commit = "4ae681de5a36ba9b1c491bf30492d72b0df3c636",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From b404bcafca14681a9b982af9a5f1ddf6fc393d1c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 May 2025 00:01:46 -0700
Subject: [PATCH 8013/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/25739080-2821-42f4-a071-ae1b4fe8a0f1

PiperOrigin-RevId: 755236727
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 2e6ff8c3009..918c86f79ab 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bbca248f3a00056bb47cf614eda79300d2d29e09938ca401ec57a85a1ed9176b",
-    git_commit = "4ae681de5a36ba9b1c491bf30492d72b0df3c636",
+    sha256 = "54d10ad4525970d08646407cc61fac9e37af4acd52334a8e3262c6ce75ba80a3",
+    git_commit = "59d1b1a173554ae37da363aa424519fe9dda1359",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 87268e57a6497624657c73ea93fe665e707bfc3d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 May 2025 06:01:41 -0700
Subject: [PATCH 8014/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/470691d3-e46e-4a9d-a989-ba2d460e79e6

PiperOrigin-RevId: 755338188
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 918c86f79ab..97b63632c57 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "54d10ad4525970d08646407cc61fac9e37af4acd52334a8e3262c6ce75ba80a3",
-    git_commit = "59d1b1a173554ae37da363aa424519fe9dda1359",
+    sha256 = "a1295ef3ac2903977136f6f131ea10047a7b5335b816d57663612cb32ff34978",
+    git_commit = "bc79b8cf112de84ab49a1b5172d5ac605f5ff93a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 529e224c962a673a70d1969e41bea955b0379e80 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 May 2025 12:01:43 -0700
Subject: [PATCH 8015/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/11e7dbf2-328c-469e-a4de-335e2d4c9287

PiperOrigin-RevId: 755464882
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 97b63632c57..9ae05f95dc5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a1295ef3ac2903977136f6f131ea10047a7b5335b816d57663612cb32ff34978",
-    git_commit = "bc79b8cf112de84ab49a1b5172d5ac605f5ff93a",
+    sha256 = "366f53c272559930663c8f7242dab24879d8e672bcb8e60aabb9297af31b5892",
+    git_commit = "05790a676c3dc189b3c6a30fda5f104689856a95",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e6d8483f69d5b807ea2ad0db5b55ea262edbc517 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 6 May 2025 18:01:37 -0700
Subject: [PATCH 8016/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e9c1973a-9668-404c-9c28-8f2d7d4a6322

PiperOrigin-RevId: 755599465
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 9ae05f95dc5..ae265619891 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "366f53c272559930663c8f7242dab24879d8e672bcb8e60aabb9297af31b5892",
-    git_commit = "05790a676c3dc189b3c6a30fda5f104689856a95",
+    sha256 = "686cd91a77e0dd1ca88902b3539ddf1f3ee7d38591333e14eddf32d59eb559fd",
+    git_commit = "f6269e13f1d709b4fe46079e36f1407f65075271",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From aa823dc92506ee67739a21865b9e7b4fed87648e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 May 2025 06:01:55 -0700
Subject: [PATCH 8017/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/30e1cb2a-0b40-4aa4-9136-fa753d98e3a3

PiperOrigin-RevId: 755819325
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index ae265619891..df53e90b6c3 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "686cd91a77e0dd1ca88902b3539ddf1f3ee7d38591333e14eddf32d59eb559fd",
-    git_commit = "f6269e13f1d709b4fe46079e36f1407f65075271",
+    sha256 = "2df4948dc880b5564bceef6b4624edfc0a13cfd581a940c1692aac4341aec5dd",
+    git_commit = "0228ac318171dfc08158bcf295b823d2aff625ba",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 49ce47ef3ae253ebe3515e80e591f956ac60422d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 May 2025 12:02:22 -0700
Subject: [PATCH 8018/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/24d263a3-cc74-42c5-81f4-5e9fdc54ab5f

PiperOrigin-RevId: 755950411
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df53e90b6c3..a8e9551887d 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2df4948dc880b5564bceef6b4624edfc0a13cfd581a940c1692aac4341aec5dd",
-    git_commit = "0228ac318171dfc08158bcf295b823d2aff625ba",
+    sha256 = "2dd0393e2431b4c6b765111fd44fba3499482c2c814f8ddab3b04abfb40c2561",
+    git_commit = "74110ff05850f1ce80e41c41891409ce202a5cf2",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 8abc8c9259946193d1b481f495c9402733cf2570 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 7 May 2025 18:01:16 -0700
Subject: [PATCH 8019/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/ed97d382-dbf7-4029-b772-683f156c5b6b

PiperOrigin-RevId: 756078520
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8e9551887d..8f94a473682 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2dd0393e2431b4c6b765111fd44fba3499482c2c814f8ddab3b04abfb40c2561",
-    git_commit = "74110ff05850f1ce80e41c41891409ce202a5cf2",
+    sha256 = "9afd1f20eb128738efbc38acb1038ee55b64df2c0ecf622a03e9be6052539c0a",
+    git_commit = "81ef3f72a25b775112ee052f17492ac0ce234c62",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f395e7c3ffad11988c85368d4633c7955da17862 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 May 2025 00:01:33 -0700
Subject: [PATCH 8020/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/5d4c503a-33b0-495a-85a3-c19097a534aa

PiperOrigin-RevId: 756176976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 8f94a473682..1c591678053 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9afd1f20eb128738efbc38acb1038ee55b64df2c0ecf622a03e9be6052539c0a",
-    git_commit = "81ef3f72a25b775112ee052f17492ac0ce234c62",
+    sha256 = "a9fcda3620ac22f76e15d7a74febf7c8d6a447e8ec0c6ce8e6edde5f1ad8c577",
+    git_commit = "21a87b1b3708af5491982dd86f4f4b0cc7d57184",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 87be6a03619f3591756442d6de937a912e848762 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 May 2025 06:01:32 -0700
Subject: [PATCH 8021/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/659d4e3b-d18f-4e0f-99e1-ee53416101d6

PiperOrigin-RevId: 756277765
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 1c591678053..801ffb66585 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a9fcda3620ac22f76e15d7a74febf7c8d6a447e8ec0c6ce8e6edde5f1ad8c577",
-    git_commit = "21a87b1b3708af5491982dd86f4f4b0cc7d57184",
+    sha256 = "238384f645f41cec926469a4c5827d8dbbdd12028b9c260a47d4b9c1a0277beb",
+    git_commit = "82b9b83886813607fcfcd195acfc43cd83774744",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1c3bafd24e1cc3fa469babf2934d981909284548 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 May 2025 12:01:28 -0700
Subject: [PATCH 8022/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/3ea9bf5d-0a48-4e36-934c-8203e08be117

PiperOrigin-RevId: 756404559
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 801ffb66585..d8b5a3f25c7 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "238384f645f41cec926469a4c5827d8dbbdd12028b9c260a47d4b9c1a0277beb",
-    git_commit = "82b9b83886813607fcfcd195acfc43cd83774744",
+    sha256 = "56a2c6e626d14004494478ec64fca31f6d69bfa83d375cc2e94bb983f23c2ae1",
+    git_commit = "bea41050cc679df6411d0b3094abed6824656717",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 048bb41ee30a175629922416776cd5b9b1b59ceb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 8 May 2025 18:01:22 -0700
Subject: [PATCH 8023/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/813d9b2e-97f5-4805-8b72-d0cfc770c413

PiperOrigin-RevId: 756533130
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index d8b5a3f25c7..0995a5bf530 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "56a2c6e626d14004494478ec64fca31f6d69bfa83d375cc2e94bb983f23c2ae1",
-    git_commit = "bea41050cc679df6411d0b3094abed6824656717",
+    sha256 = "223e755bca44aaa58381c35e735af55154ecb46517bab16b790470b779b46ff7",
+    git_commit = "3a59874fdbda10f9658271ad98ec6bf54e19145b",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6cc62768f6fc5e3e05361c118c474d4173165b46 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 May 2025 00:01:31 -0700
Subject: [PATCH 8024/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1d34ed7d-ea96-4873-a842-841381ac3a45

PiperOrigin-RevId: 756631084
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 0995a5bf530..6bd78a1d48a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "223e755bca44aaa58381c35e735af55154ecb46517bab16b790470b779b46ff7",
-    git_commit = "3a59874fdbda10f9658271ad98ec6bf54e19145b",
+    sha256 = "99fbc92773b186abe34e350d206e2289a18cb783b2a283098d2e5cbf97f58a0c",
+    git_commit = "175c89ea11e6d322d6ecfa37005dc1bd71137ced",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 4d1823949c7a239f3b5647f40d6496ca7c15b85f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 May 2025 06:02:32 -0700
Subject: [PATCH 8025/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/05e10f0b-7254-4e62-a371-04d3cf52303e

PiperOrigin-RevId: 756733747
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6bd78a1d48a..fdf56949537 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "99fbc92773b186abe34e350d206e2289a18cb783b2a283098d2e5cbf97f58a0c",
-    git_commit = "175c89ea11e6d322d6ecfa37005dc1bd71137ced",
+    sha256 = "ac7949ab7500e9ac1ea4df5f67a406cfacf0b68c81ab615770b54b5e9642078a",
+    git_commit = "9b9371b1ea58ab070bf20682b909ba3b03949a1c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ceceae9862706b9cb909741a3bad5a0b4ba1fe3b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 May 2025 12:01:18 -0700
Subject: [PATCH 8026/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7cd129ac-10c6-43e2-809d-f620b64a6b6c

PiperOrigin-RevId: 756854966
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index fdf56949537..e4b439b0ae5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ac7949ab7500e9ac1ea4df5f67a406cfacf0b68c81ab615770b54b5e9642078a",
-    git_commit = "9b9371b1ea58ab070bf20682b909ba3b03949a1c",
+    sha256 = "ee3126fe2f9317785d17ba1267206a2f28c4f41959dd928c023f2bafbd6cd1c8",
+    git_commit = "69a3d55402d26a4e03b7b8cb6b45b0a8fe553707",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9ac8468f5bcae4652d9f2e43c7e4712033456de0 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 9 May 2025 18:01:24 -0700
Subject: [PATCH 8027/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1e8aa977-b1bb-4952-9e32-383876ad545b

PiperOrigin-RevId: 756971414
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e4b439b0ae5..7f5736dfe27 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "ee3126fe2f9317785d17ba1267206a2f28c4f41959dd928c023f2bafbd6cd1c8",
-    git_commit = "69a3d55402d26a4e03b7b8cb6b45b0a8fe553707",
+    sha256 = "4ab76979b41369e4077f06113fa98a81d7479c2d530e16b8297eb7f8a16e69a0",
+    git_commit = "c0583474fe52ccd421463b7edbb0c59d770b6d16",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2675fc5aaf7223c0de679b0904ff447c9ef517f3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 May 2025 00:01:40 -0700
Subject: [PATCH 8028/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/21c8ac3c-0e8d-4ea8-b2e5-25b93d5940b2

PiperOrigin-RevId: 757059906
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 7f5736dfe27..a36eab23821 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ab76979b41369e4077f06113fa98a81d7479c2d530e16b8297eb7f8a16e69a0",
-    git_commit = "c0583474fe52ccd421463b7edbb0c59d770b6d16",
+    sha256 = "4ed726a6be1a8540aa066ce4f6b13a57126fbaf38860dd74e9f4920bf5556eea",
+    git_commit = "54be9ea3778c0894ab48ce5acedc1a94a4b935b9",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 9c6c79836a215f542c259c5e83b6c2f17b2b3df6 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 May 2025 06:01:29 -0700
Subject: [PATCH 8029/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/cf19ec05-5189-493b-8783-d2f82ec59687

PiperOrigin-RevId: 757130578
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a36eab23821..cde5c1638fa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "4ed726a6be1a8540aa066ce4f6b13a57126fbaf38860dd74e9f4920bf5556eea",
-    git_commit = "54be9ea3778c0894ab48ce5acedc1a94a4b935b9",
+    sha256 = "784656bb6568640246843639031bdf1fa4e235bef626d8564f7321b48021f427",
+    git_commit = "79c97f6d94d611097c1093232040e1fb3ffb0a94",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cf4cee0f4e6707c15b5087b76e3960800963dd17 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 May 2025 12:01:29 -0700
Subject: [PATCH 8030/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/373efc2f-aae0-4b36-8233-5d64deb6630e

PiperOrigin-RevId: 757194809
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index cde5c1638fa..58366bbb6d8 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "784656bb6568640246843639031bdf1fa4e235bef626d8564f7321b48021f427",
-    git_commit = "79c97f6d94d611097c1093232040e1fb3ffb0a94",
+    sha256 = "a45c5929cd43a95dd9c987cbfa4262941e09aae7880ff292886c83e0c2abd18b",
+    git_commit = "e9c3902af55c0340c00dd3dc8ec48af43361d6fa",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a7e91429eedf43d886e9d2106dcf11fdf0b5bf82 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 10 May 2025 18:01:29 -0700
Subject: [PATCH 8031/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/26f77d70-373d-4d2c-bb81-eda35fd858ec

PiperOrigin-RevId: 757258976
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 58366bbb6d8..b728ca39924 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a45c5929cd43a95dd9c987cbfa4262941e09aae7880ff292886c83e0c2abd18b",
-    git_commit = "e9c3902af55c0340c00dd3dc8ec48af43361d6fa",
+    sha256 = "d13e97bb598d54429936921ba2d281f044de76c449819dc30637d28128d74cce",
+    git_commit = "8e1916e35badc17e8389e515e5821b56874f8fd4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2abc84590edd2a44a341e266443605942985cec8 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 May 2025 00:01:34 -0700
Subject: [PATCH 8032/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1990b1c1-8fa7-4dd4-b9cd-f88de04e782d

PiperOrigin-RevId: 757331412
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index b728ca39924..f0a16beb07f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d13e97bb598d54429936921ba2d281f044de76c449819dc30637d28128d74cce",
-    git_commit = "8e1916e35badc17e8389e515e5821b56874f8fd4",
+    sha256 = "2d440fc500ce52d7b5c558d5e0b830e8fb43fead9333f50a81ff895bd5c41487",
+    git_commit = "e2ccfb8b4e03baee112efbcfe824dbac995afb38",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 479f6f87d759f1094af8eef13acdbd6d8db6c02c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 May 2025 06:01:23 -0700
Subject: [PATCH 8033/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/33790924-a75a-46be-8723-eedb6add5266

PiperOrigin-RevId: 757403137
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f0a16beb07f..a8b5221e9a6 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2d440fc500ce52d7b5c558d5e0b830e8fb43fead9333f50a81ff895bd5c41487",
-    git_commit = "e2ccfb8b4e03baee112efbcfe824dbac995afb38",
+    sha256 = "c5efe97f3a5017be409ea731b80926edcaa5db404a8be465df85299336dde653",
+    git_commit = "ad212357edcfeb5ee40daa80ed23510715ae0cec",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 69ea3846baa0d957f50993562ddb5693832bcb87 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 11 May 2025 18:01:18 -0700
Subject: [PATCH 8034/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/740a842d-409f-465a-bba7-4b1827d5965f

PiperOrigin-RevId: 757533014
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a8b5221e9a6..afda5b4fa88 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "c5efe97f3a5017be409ea731b80926edcaa5db404a8be465df85299336dde653",
-    git_commit = "ad212357edcfeb5ee40daa80ed23510715ae0cec",
+    sha256 = "e368477090d1dbca48359815b6c40bb6f16544e8511c569189876af11108f616",
+    git_commit = "48bff0c14fef4f22e09b6037b19d72aeb5e43927",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 27db3ef4f08f01847f62ac5ba90ac52cb74025ee Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 May 2025 00:01:40 -0700
Subject: [PATCH 8035/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/e1d75b3b-36ec-437d-ae83-456ccea48f74

PiperOrigin-RevId: 757620168
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index afda5b4fa88..e3b96333b60 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e368477090d1dbca48359815b6c40bb6f16544e8511c569189876af11108f616",
-    git_commit = "48bff0c14fef4f22e09b6037b19d72aeb5e43927",
+    sha256 = "9ad2f76ddf6b130f03bce1e8a25e7f59cd100f15bbd6a37c36f1d599554da244",
+    git_commit = "50bc4bbd66f0179a8eb311d00538908b47c6681e",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From c8f229209fe23306c452eeb78c6d1096d9d6afc1 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 May 2025 06:01:17 -0700
Subject: [PATCH 8036/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c48c602e-e8d6-4537-88c8-285e9a535f1c

PiperOrigin-RevId: 757729678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index e3b96333b60..93bdfe531ae 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "9ad2f76ddf6b130f03bce1e8a25e7f59cd100f15bbd6a37c36f1d599554da244",
-    git_commit = "50bc4bbd66f0179a8eb311d00538908b47c6681e",
+    sha256 = "407538b020337cdc1c6160a0827cfe1e3eac7c5ae0e936451c01d66022b5b8c9",
+    git_commit = "d5dbfb6900385ab4fbdd02b0a864976928cd6a44",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From d674dcd46cf343bf5dedd02064e66ae009606738 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 May 2025 12:01:28 -0700
Subject: [PATCH 8037/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/85011e75-78c7-40ef-bf12-3dbce54ebd40

PiperOrigin-RevId: 757857541
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 93bdfe531ae..720d4e92444 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "407538b020337cdc1c6160a0827cfe1e3eac7c5ae0e936451c01d66022b5b8c9",
-    git_commit = "d5dbfb6900385ab4fbdd02b0a864976928cd6a44",
+    sha256 = "d0ed8a150d3f7c8bb6e2875d713ed36742899466d1ca51b972d2bdc8e6d3dc68",
+    git_commit = "b90c7e5f79675d4137b72a46880d0999d00e0a38",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From e4b44e8f2e790f83aa5ed4cda06ea87dee6c69b7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 May 2025 17:55:48 -0700
Subject: [PATCH 8038/8103] Introduce kSteadyHeapRamBytes and
 kSharedHeapRamBytes to resource kinds.

PiperOrigin-RevId: 757984430
---
 tensorflow_serving/resources/resource_values.cc |  2 ++
 tensorflow_serving/resources/resource_values.h  | 10 ++++++++++
 2 files changed, 12 insertions(+)

diff --git a/tensorflow_serving/resources/resource_values.cc b/tensorflow_serving/resources/resource_values.cc
index 906cc2cbd82..51e836f806b 100644
--- a/tensorflow_serving/resources/resource_values.cc
+++ b/tensorflow_serving/resources/resource_values.cc
@@ -32,6 +32,8 @@ const char* const kPeakRamBytes = "peak_ram_in_bytes";
 const char* const kModelSteadyRamBytes = "model_steady_ram_in_bytes";
 const char* const kModelInitRamBytes = "model_init_ram_in_bytes";
 const char* const kHeapRamBytes = "heap_ram_in_bytes";
+const char* const kSteadyHeapRamBytes = "steady_heap_ram_in_bytes";
+const char* const kSharedHeapRamBytes = "shared_heap_ram_in_bytes";
 const char* const kStackRamBytes = "stack_ram_in_bytes";
 const char* const kReservedRamBytes = "reserved_ram_in_bytes";
 const char* const kSystemRamBytes = "system_ram_in_bytes";
diff --git a/tensorflow_serving/resources/resource_values.h b/tensorflow_serving/resources/resource_values.h
index 7401bfd19eb..babf5036572 100644
--- a/tensorflow_serving/resources/resource_values.h
+++ b/tensorflow_serving/resources/resource_values.h
@@ -70,6 +70,16 @@ extern const char* const kModelInitRamBytes;
 // RAM allocated on the heap.
 extern const char* const kHeapRamBytes;
 
+// RAM allocated on the heap when model in steady state.
+// NOTE: This is only used for TPU device as of May12, 2025.
+extern const char* const kSteadyHeapRamBytes;
+
+// Extra RAM allocated on the heap during model loading, warmup or inference
+// traffic processing. This is the peak_heap_ram_in_bytes -
+// steady_heap_ram_in_bytes.
+// NOTE: This is only used for TPU device as of May12, 2025.
+extern const char* const kSharedHeapRamBytes;
+
 // RAM reserved on the stack.
 extern const char* const kStackRamBytes;
 

From 14b91cb37be07fb8bdc67133df90f0a2ddcad29d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 12 May 2025 18:01:30 -0700
Subject: [PATCH 8039/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/314fc4a6-3736-4055-b6c3-60ddacc8f2d1

PiperOrigin-RevId: 757985890
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 720d4e92444..df70eb19fea 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d0ed8a150d3f7c8bb6e2875d713ed36742899466d1ca51b972d2bdc8e6d3dc68",
-    git_commit = "b90c7e5f79675d4137b72a46880d0999d00e0a38",
+    sha256 = "a36b8c2171b6f50c3bc27e7d72c6a659239c78a96d79dc72e013ad9c05713fd7",
+    git_commit = "e9eb360ce8adbbf6a2fcc8b78d66720db5082753",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 2413abc0727f21e0c14ccdfb706ba21e6f0fd7c2 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 May 2025 00:01:45 -0700
Subject: [PATCH 8040/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/abeb60c3-7752-46f6-b584-db200f87d871

PiperOrigin-RevId: 758078927
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index df70eb19fea..176aa63c5f2 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "a36b8c2171b6f50c3bc27e7d72c6a659239c78a96d79dc72e013ad9c05713fd7",
-    git_commit = "e9eb360ce8adbbf6a2fcc8b78d66720db5082753",
+    sha256 = "e70d237097f9967836216b406b300765185535c9d44842531678f55e375fdf56",
+    git_commit = "7a74d5d2e0a763dd19e2efe6a0998f10c5055f01",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 0ed128c97268f4d608a480cb9eeacd778cc70302 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 May 2025 06:01:29 -0700
Subject: [PATCH 8041/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1ac9ce39-6734-41b9-957e-13afca5c5247

PiperOrigin-RevId: 758183249
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 176aa63c5f2..3ba3cb12bf1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e70d237097f9967836216b406b300765185535c9d44842531678f55e375fdf56",
-    git_commit = "7a74d5d2e0a763dd19e2efe6a0998f10c5055f01",
+    sha256 = "0b86b564628789e9ab839cbcd8cceea9dc78352341ce4f5b22150271b7ad51b6",
+    git_commit = "88a1218b2a8c46669789055b6277d96a38506378",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 0389ce5bbd29cb57b1328936bad68feaac76a3ad Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 May 2025 12:01:52 -0700
Subject: [PATCH 8042/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/9458079c-37aa-4977-b22a-ced8784c099b

PiperOrigin-RevId: 758317850
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 3ba3cb12bf1..bb50c7c3991 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0b86b564628789e9ab839cbcd8cceea9dc78352341ce4f5b22150271b7ad51b6",
-    git_commit = "88a1218b2a8c46669789055b6277d96a38506378",
+    sha256 = "f3a62e3623bd2be44be86f60f71ad93b4d4d556dda6a1cbab89713aadf0ba67d",
+    git_commit = "d92ed6014f19e396a16b980c4f8969a74e8ada3a",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ebff99faecae6be27313d80c607c820da33261bb Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 13 May 2025 18:01:28 -0700
Subject: [PATCH 8043/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/b287c257-8b5b-4a69-bb9d-2930dbf511e9

PiperOrigin-RevId: 758449156
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index bb50c7c3991..52fb8c778d9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "f3a62e3623bd2be44be86f60f71ad93b4d4d556dda6a1cbab89713aadf0ba67d",
-    git_commit = "d92ed6014f19e396a16b980c4f8969a74e8ada3a",
+    sha256 = "aa3a22610b94c3aa81cfc97dac0715d14bfd09afb0ec32aee43ed717b748e9a7",
+    git_commit = "dbd5a0df72eee86da9621cd333f5672d4dab9cf3",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From cca902996f015094b2d64a7b585a5974266b4d2b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 May 2025 00:01:30 -0700
Subject: [PATCH 8044/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/fe230ae6-5011-4b91-a6a7-dc1068914b40

PiperOrigin-RevId: 758541761
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 52fb8c778d9..527b88c9363 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "aa3a22610b94c3aa81cfc97dac0715d14bfd09afb0ec32aee43ed717b748e9a7",
-    git_commit = "dbd5a0df72eee86da9621cd333f5672d4dab9cf3",
+    sha256 = "2631529fe1fdcd360b14be8942f9e66150f89ee6a2da31ffaa6a9a88c8ea6025",
+    git_commit = "7b7df68fa9cf22864410c93975c5092a9affdb7f",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f62f88e35ce2447a7a22bac8706999ccd6133055 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 May 2025 06:01:39 -0700
Subject: [PATCH 8045/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/bf06240c-52dd-4736-a067-b1861bd6b719

PiperOrigin-RevId: 758646150
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 527b88c9363..51a10b5951a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "2631529fe1fdcd360b14be8942f9e66150f89ee6a2da31ffaa6a9a88c8ea6025",
-    git_commit = "7b7df68fa9cf22864410c93975c5092a9affdb7f",
+    sha256 = "cbd34229311f510c65736cba0462e6c6922d3fcda7057965917b4f1bb0769c06",
+    git_commit = "060bd7634470a76b2c7b26308b46a772c3cc9192",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 1c94645f8618ab3601db570967193f90dd3a6a3a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 May 2025 06:19:12 -0700
Subject: [PATCH 8046/8103] Automated Code Change

PiperOrigin-RevId: 758652260
---
 .../servables/tensorflow/saved_model_config_util.cc            | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index 47b2c664ab6..c653d3f4984 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -106,7 +106,8 @@ absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(
       tsl::Env::Default()->NewRandomAccessFile(saved_model_config_path, &file));
 
   absl::string_view result;
-  TF_RETURN_IF_ERROR(file->Read(0, file_size, &result, &(content)[0]));
+  TF_RETURN_IF_ERROR(
+      file->Read(0, result, absl::MakeSpan(&content[0], file_size)));
 
   if (!saved_model_config.ParseFromString(content)) {
     return tsl::errors::Internal("Unable to parse SavedModelConfig: ",

From 272c10674aa567bba53f875c8276cb3c0ff5249d Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 May 2025 15:30:24 -0700
Subject: [PATCH 8047/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/6755094a-a059-46d2-aed2-cfeffc8eb23c

PiperOrigin-RevId: 758858164
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 51a10b5951a..c583df5e31a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "cbd34229311f510c65736cba0462e6c6922d3fcda7057965917b4f1bb0769c06",
-    git_commit = "060bd7634470a76b2c7b26308b46a772c3cc9192",
+    sha256 = "8a72d27421963c263789369badc2ce8ba0c716a62d3df0b6ea43bfdc934d73f9",
+    git_commit = "4b46c2c90e38243a1a0d2dbe5d03f697be0302d0",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 908bbb58e84fbdc626831ff38b7132b387f1690f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 14 May 2025 18:20:11 -0700
Subject: [PATCH 8048/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7fb082f1-7550-4e5d-aada-248b567231a5

PiperOrigin-RevId: 758912678
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index c583df5e31a..547daea4857 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "8a72d27421963c263789369badc2ce8ba0c716a62d3df0b6ea43bfdc934d73f9",
-    git_commit = "4b46c2c90e38243a1a0d2dbe5d03f697be0302d0",
+    sha256 = "e7694a1815cc23dadf309826fa03f1961d9dcd63608910919bde33f44db9ee4e",
+    git_commit = "824849a113a5e0776f7412fd60690a0c8469ddd0",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 6444cbb15c43b6a38a2c8119bb6dfa30700e717e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 May 2025 00:03:27 -0700
Subject: [PATCH 8049/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/160a9b6f-a3de-4ae5-b206-3e096a629521

PiperOrigin-RevId: 759011179
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 547daea4857..6b38718ded5 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7694a1815cc23dadf309826fa03f1961d9dcd63608910919bde33f44db9ee4e",
-    git_commit = "824849a113a5e0776f7412fd60690a0c8469ddd0",
+    sha256 = "915eda728b6e9f9745b867cbed0cc26a45abdd9db2d379be8f035dd4ae30aa6c",
+    git_commit = "dbd8b0016c2b94c47603b12c6ed97d9b6be36c72",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 5d309c2acfe43addb21e44f464c9dfc58ba48f0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 May 2025 06:02:07 -0700
Subject: [PATCH 8050/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/460485a0-1b36-4475-a8c8-0588283e755a

PiperOrigin-RevId: 759114060
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6b38718ded5..05e3c64f484 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "915eda728b6e9f9745b867cbed0cc26a45abdd9db2d379be8f035dd4ae30aa6c",
-    git_commit = "dbd8b0016c2b94c47603b12c6ed97d9b6be36c72",
+    sha256 = "0077f16f7981aaac1c0eddf2feb27f3b0d4079d1eb6342bc9f493b0e573e7303",
+    git_commit = "355539235d47beec15f963ff6c16ae0cd5c52bf3",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 21b486d7045345ce68e68b35d9d48432c66a179f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 May 2025 12:01:53 -0700
Subject: [PATCH 8051/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/38e4a435-e3a9-4258-a56a-ce219e074a4c

PiperOrigin-RevId: 759242985
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 05e3c64f484..6e33473ed32 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "0077f16f7981aaac1c0eddf2feb27f3b0d4079d1eb6342bc9f493b0e573e7303",
-    git_commit = "355539235d47beec15f963ff6c16ae0cd5c52bf3",
+    sha256 = "d74276301bcfa0c279243446f7781bc676bbaf0f1a6ddd3dd209aa0a220f5b90",
+    git_commit = "610838da51a8443dda055dfd1bf7a0213fe92c4c",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From 864d2160e2c55121691c8d78ffcba8ae4d4c7275 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 15 May 2025 18:01:59 -0700
Subject: [PATCH 8052/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/1b0fb18e-c020-46f1-b8ea-60a3f2eb7ffd

PiperOrigin-RevId: 759379408
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index 6e33473ed32..a4890de106a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "d74276301bcfa0c279243446f7781bc676bbaf0f1a6ddd3dd209aa0a220f5b90",
-    git_commit = "610838da51a8443dda055dfd1bf7a0213fe92c4c",
+    sha256 = "6dd50d020318755e8c6aa2a58c015cf37b6b3a525decd6325162ea509ea458f5",
+    git_commit = "4284b4ea30367398825625a62ef14c4f3cd1f8b4",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From f6779bd1e59065d2bf33dd84c18771d1023a1c5b Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 May 2025 00:02:19 -0700
Subject: [PATCH 8053/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/afebae00-7638-4774-ac6c-5eeeb6029359

PiperOrigin-RevId: 759480254
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a4890de106a..a1208871ea1 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "6dd50d020318755e8c6aa2a58c015cf37b6b3a525decd6325162ea509ea458f5",
-    git_commit = "4284b4ea30367398825625a62ef14c4f3cd1f8b4",
+    sha256 = "bd430c6975f2db38544ac189e0eac6be8bf190276ada6c1941e8be6b087c2b79",
+    git_commit = "a3736ccf6be0321e5f4773d8921d05b171dc2957",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From aa6df3e85186c565b6f8e75a0886337a89e574b9 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 May 2025 06:03:12 -0700
Subject: [PATCH 8054/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/c09e6148-61df-4232-be90-b7317a81c6a1

PiperOrigin-RevId: 759582756
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index a1208871ea1..f4a6c07f6dc 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "bd430c6975f2db38544ac189e0eac6be8bf190276ada6c1941e8be6b087c2b79",
-    git_commit = "a3736ccf6be0321e5f4773d8921d05b171dc2957",
+    sha256 = "e7ba8cf39819ac20bc47a5a90eaa276573acc23ded89c51051aa5540d8254360",
+    git_commit = "917e2359a3f72c15de9168a9562d6062e1eebe91",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From ce91b976c2c2f02b0c78a76f522f15ca2648582f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 16 May 2025 12:02:32 -0700
Subject: [PATCH 8055/8103] Updating TensorFlow to latest passing continuous
 build. Build status:
 https://source.cloud.google.com/results/invocations/7de2e2f5-90bb-4d7e-9a48-13a3e59bb364

PiperOrigin-RevId: 759703107
---
 WORKSPACE | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/WORKSPACE b/WORKSPACE
index f4a6c07f6dc..3981273a85a 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -24,8 +24,8 @@ local_repository(
 load("//tensorflow_serving:repo.bzl", "tensorflow_http_archive")
 tensorflow_http_archive(
     name = "org_tensorflow",
-    sha256 = "e7ba8cf39819ac20bc47a5a90eaa276573acc23ded89c51051aa5540d8254360",
-    git_commit = "917e2359a3f72c15de9168a9562d6062e1eebe91",
+    sha256 = "e2dea5a1873f900a6af48ae16eccc20b275b5f3edd5b1a3b47da3feadfb513d9",
+    git_commit = "5fb3b1fefda9320202da184752a3366fbeddfeac",
     patch = "//third_party/tensorflow:tensorflow.patch",
 )
 

From a54796b18a7f22bb58565e817f78a50a44a7b35c Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Sun, 18 May 2025 22:10:55 -0700
Subject: [PATCH 8056/8103] Allow model server to reload a config if it doesn't
 change from the previous loading attempt.

PiperOrigin-RevId: 760460942
---
 tensorflow_serving/model_servers/server_core.cc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index d09d1a056c8..9eda588b781 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -24,6 +24,7 @@ limitations under the License.
 
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/wrappers.pb.h"
+#include "google/protobuf/util/message_differencer.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/strcat.h"
@@ -453,7 +454,8 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   const bool accept_transition =
       is_first_config ||
       (config_.config_case() == ModelServerConfig::kModelConfigList &&
-       new_config.config_case() == ModelServerConfig::kModelConfigList);
+       new_config.config_case() == ModelServerConfig::kModelConfigList) ||
+      protobuf::util::MessageDifferencer::Equals(config_, new_config);
   if (!accept_transition) {
     return errors::FailedPrecondition(
         "Cannot transition to requested config. It is only legal to transition "

From 50831276827fff8c6b41aca6ca210b085192edf4 Mon Sep 17 00:00:00 2001
From: Junwhan Ahn <junwhan@google.com>
Date: Tue, 27 May 2025 17:14:54 -0700
Subject: [PATCH 8057/8103] Do not return `SignatureDef.defaults` from
 `GetModelMetadata`

`GetModelMetadata` is expected to be fast and returns only the (small) metadata of the model. Returning the default values violates this expectation as default value tensors may be arbitrarily big.

PiperOrigin-RevId: 764009019
---
 tensorflow_serving/servables/tensorflow/tfrt_servable.cc | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 28995d63e04..5b656bcc1a4 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -260,8 +260,12 @@ absl::Status TfrtSavedModelServable::GetModelMetadata(
       SignatureDefMap signature_def_map;
       for (const auto& signature :
            saved_model_->GetMetaGraphDef().signature_def()) {
-        (*signature_def_map.mutable_signature_def())[signature.first] =
-            signature.second;
+        // Explicitly avoid copying `SignatureDef.defaults` as they can be big.
+        SignatureDef& def =
+            (*signature_def_map.mutable_signature_def())[signature.first];
+        def.set_method_name(signature.second.method_name());
+        *def.mutable_inputs() = signature.second.inputs();
+        *def.mutable_outputs() = signature.second.outputs();
       }
 
       auto* response_model_spec = response->mutable_model_spec();

From f10500296c913708dc2bdf0b3bf2a1247f6539b0 Mon Sep 17 00:00:00 2001
From: Christina Sorokin <christis@google.com>
Date: Tue, 27 May 2025 22:51:33 -0700
Subject: [PATCH 8058/8103] Add disable_host_compilation option to allow
 disabling host compilation after load.

PiperOrigin-RevId: 764103003
---
 tensorflow_serving/servables/tensorflow/run_options_base.h | 5 +++++
 tensorflow_serving/servables/tensorflow/tfrt_servable.cc   | 3 +++
 2 files changed, 8 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/run_options_base.h b/tensorflow_serving/servables/tensorflow/run_options_base.h
index c53f31412f8..4bc4fec8976 100644
--- a/tensorflow_serving/servables/tensorflow/run_options_base.h
+++ b/tensorflow_serving/servables/tensorflow/run_options_base.h
@@ -36,6 +36,11 @@ struct RunOptionsBase {
   // Requests with higher priority always get prioritized for latency over
   // requests with lower priority. 0 is the lowest latency priority.
   int32_t latency_priority = 0;
+
+  // If true, just-in-time host compilation is disabled, and then if the
+  // specified graph is not compiled, request execution will return an error.
+  // Supported only in TFRT servable. Ignored in non-TFRT servable.
+  bool disable_host_compilation = false;
 };
 
 }  // namespace servables
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 5b656bcc1a4..875506bec02 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -98,6 +98,9 @@ TfrtSavedModelServable::GetTFRTSavedModelRunOptions(
   }
   options.validate_input_specs = config_.validate_input_specs();
   options.validate_input_specs_dry_run = config_.validate_input_specs_dry_run();
+  if (run_options.disable_host_compilation) {
+    options.disable_compilation = true;
+  }
   return options;
 }
 

From fabf1fd260b9f9e44e6d936f46084ca0f40365b9 Mon Sep 17 00:00:00 2001
From: Yiming Zhang <yimingz@google.com>
Date: Wed, 28 May 2025 17:25:11 -0700
Subject: [PATCH 8059/8103] Use a copy of ModelWarmupOptions for model warmup.

PiperOrigin-RevId: 764483955
---
 .../saved_model_bundle_source_adapter.cc         | 16 +++++++---------
 .../tensorflow/tfrt_saved_model_factory.cc       |  8 ++++----
 2 files changed, 11 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
index 9fec24adb15..1e5a82e731a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.cc
@@ -62,15 +62,13 @@ SavedModelBundleSourceAdapter::GetServableCreator(
       MaybePublishMLMDStreamz(path, metadata.servable_id.name,
                               metadata.servable_id.version);
       if (bundle_factory->config().enable_model_warmup()) {
-        bundle_factory->mutable_config()
-            .mutable_model_warmup_options()
-            ->set_model_name(metadata.servable_id.name);
-        bundle_factory->mutable_config()
-            .mutable_model_warmup_options()
-            ->set_model_version(metadata.servable_id.version);
-        return RunSavedModelWarmup(
-            bundle_factory->config().model_warmup_options(),
-            GetRunOptions(bundle_factory->config()), path, bundle->get());
+        ModelWarmupOptions warmup_options =
+            bundle_factory->config().model_warmup_options();
+        warmup_options.set_model_name(metadata.servable_id.name);
+        warmup_options.set_model_version(metadata.servable_id.version);
+        return RunSavedModelWarmup(warmup_options,
+                                   GetRunOptions(bundle_factory->config()),
+                                   path, bundle->get());
       }
       return absl::OkStatus();
     };
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 7f7374e7b3d..34430b99742 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -317,11 +317,11 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
       down_cast<TfrtSavedModelServable*>(servable->get());
 
   if (config().enable_model_warmup()) {
-    auto* warmup_options = mutable_config().mutable_model_warmup_options();
-    warmup_options->set_model_name(metadata.servable_id.name);
-    warmup_options->set_model_version(metadata.servable_id.version);
+    ModelWarmupOptions warmup_options = config().model_warmup_options();
+    warmup_options.set_model_name(metadata.servable_id.name);
+    warmup_options.set_model_version(metadata.servable_id.version);
     TF_RETURN_IF_ERROR(RunSavedModelWarmup(
-        *warmup_options, path, config().lazy_init_threshold(),
+        warmup_options, path, config().lazy_init_threshold(),
         config().skip_warmup_requests_if_initialized(),
         &tfrt_servable->saved_model()));
     if (config().freeze_after_init()) {

From c4f26c196a979ca6ee12a70198579967b6744eb3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 30 May 2025 23:34:56 -0700
Subject: [PATCH 8060/8103] Automated Code Change

PiperOrigin-RevId: 765482765
---
 .../tensorflow/bundle_factory_util_test.cc    | 32 ++++----
 .../servables/tensorflow/classifier.cc        | 40 +++++-----
 .../servables/tensorflow/classifier_test.cc   | 76 ++++++++++---------
 .../tensorflow/get_model_metadata_impl.cc     | 18 +++--
 .../get_model_metadata_impl_test.cc           |  6 +-
 .../tensorflow/saved_model_warmup_util.cc     |  4 +-
 6 files changed, 91 insertions(+), 85 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
index 0300a5b9421..b211c26d9e6 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_util_test.cc
@@ -51,17 +51,18 @@ using Batcher = SharedBatchScheduler<BatchingSessionTask>;
 
 class MockSession : public Session {
  public:
-  MOCK_METHOD(tensorflow::Status, Create, (const GraphDef& graph), (override));
-  MOCK_METHOD(tensorflow::Status, Extend, (const GraphDef& graph), (override));
-  MOCK_METHOD(tensorflow::Status, ListDevices,
+  MOCK_METHOD(absl::Status, Create, (const GraphDef& graph), (override));
+  MOCK_METHOD(absl::Status, Extend, (const GraphDef& graph), (override));
+  MOCK_METHOD(absl::Status, ListDevices,
               (std::vector<DeviceAttributes> * response), (override));
-  MOCK_METHOD(tensorflow::Status, Close, (), (override));
-
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_tensor_names,
-             const std::vector<string>& target_node_names,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+  MOCK_METHOD(absl::Status, Close, (), (override));
+
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_tensor_names,
+                   const std::vector<string>& target_node_names,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override {
     // half plus two: output should be input / 2 + 2.
     const auto& input = inputs[0].second.flat<float>();
     Tensor output(DT_FLOAT, inputs[0].second.shape());
@@ -72,9 +73,10 @@ class MockSession : public Session {
   }
 
   // Unused, but we need to provide a definition (virtual = 0).
-  Status Run(const std::vector<std::pair<std::string, Tensor>>&,
-             const std::vector<std::string>&, const std::vector<std::string>&,
-             std::vector<Tensor>* outputs) override {
+  absl::Status Run(const std::vector<std::pair<std::string, Tensor>>&,
+                   const std::vector<std::string>&,
+                   const std::vector<std::string>&,
+                   std::vector<Tensor>* outputs) override {
     return errors::Unimplemented(
         "Run with threadpool is not supported for this session.");
   }
@@ -171,7 +173,7 @@ TEST_F(BundleFactoryUtilTest, WrapSessionForBatchingConfigError) {
   auto status = WrapSessionForBatching(batching_params, batch_scheduler,
                                        {test_util::GetTestSessionSignature()},
                                        &bundle.session);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
 }
 
 TEST_F(BundleFactoryUtilTest, GetPerModelBatchingParams) {
@@ -219,7 +221,7 @@ TEST_F(BundleFactoryUtilTest, GetPerModelBatchingParams) {
 
 TEST_F(BundleFactoryUtilTest, EstimateResourceFromPathWithBadExport) {
   ResourceAllocation resource_requirement;
-  const Status status = EstimateResourceFromPath(
+  const absl::Status status = EstimateResourceFromPath(
       "/a/bogus/export/dir",
       /*use_validation_result=*/false, &resource_requirement);
   EXPECT_FALSE(status.ok());
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 5040012f037..0e3db0a5758 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -59,8 +59,8 @@ class SavedModelTensorFlowClassifier : public ClassifierInterface {
 
   ~SavedModelTensorFlowClassifier() override = default;
 
-  Status Classify(const ClassificationRequest& request,
-                  ClassificationResult* result) override {
+  absl::Status Classify(const ClassificationRequest& request,
+                        ClassificationResult* result) override {
     TRACELITERAL("TensorFlowClassifier::Classify");
 
     string input_tensor_name;
@@ -100,8 +100,8 @@ class SavedModelClassifier : public ClassifierInterface {
 
   ~SavedModelClassifier() override = default;
 
-  Status Classify(const ClassificationRequest& request,
-                  ClassificationResult* result) override {
+  absl::Status Classify(const ClassificationRequest& request,
+                        ClassificationResult* result) override {
     // Get the default signature of the graph.  Expected to be a
     // classification signature.
     // TODO(b/26220896): Move TensorFlowClassifier creation to construction
@@ -123,14 +123,14 @@ class SavedModelClassifier : public ClassifierInterface {
 
 }  // namespace
 
-Status CreateClassifierFromSavedModelBundle(
+absl::Status CreateClassifierFromSavedModelBundle(
     const RunOptions& run_options, std::unique_ptr<SavedModelBundle> bundle,
     std::unique_ptr<ClassifierInterface>* service) {
   service->reset(new SavedModelClassifier(run_options, std::move(bundle)));
   return absl::OkStatus();
 }
 
-Status CreateFlyweightTensorFlowClassifier(
+absl::Status CreateFlyweightTensorFlowClassifier(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     std::unique_ptr<ClassifierInterface>* service) {
@@ -138,7 +138,7 @@ Status CreateFlyweightTensorFlowClassifier(
       run_options, session, signature, thread::ThreadPoolOptions(), service);
 }
 
-Status CreateFlyweightTensorFlowClassifier(
+absl::Status CreateFlyweightTensorFlowClassifier(
     const RunOptions& run_options, Session* session,
     const SignatureDef* signature,
     const thread::ThreadPoolOptions& thread_pool_options,
@@ -148,9 +148,9 @@ Status CreateFlyweightTensorFlowClassifier(
   return absl::OkStatus();
 }
 
-Status GetClassificationSignatureDef(const ModelSpec& model_spec,
-                                     const MetaGraphDef& meta_graph_def,
-                                     SignatureDef* signature) {
+absl::Status GetClassificationSignatureDef(const ModelSpec& model_spec,
+                                           const MetaGraphDef& meta_graph_def,
+                                           SignatureDef* signature) {
   const string signature_name = model_spec.signature_name().empty()
                                     ? kDefaultServingSignatureDefKey
                                     : model_spec.signature_name();
@@ -173,9 +173,9 @@ Status GetClassificationSignatureDef(const ModelSpec& model_spec,
   return absl::OkStatus();
 }
 
-Status PreProcessClassification(const SignatureDef& signature,
-                                string* input_tensor_name,
-                                std::vector<string>* output_tensor_names) {
+absl::Status PreProcessClassification(
+    const SignatureDef& signature, string* input_tensor_name,
+    std::vector<string>* output_tensor_names) {
   if (GetSignatureMethodNameCheckFeature() &&
       signature.method_name() != kClassifyMethodName) {
     return errors::InvalidArgument(strings::StrCat(
@@ -222,7 +222,7 @@ Status PreProcessClassification(const SignatureDef& signature,
   return absl::OkStatus();
 }
 
-Status PostProcessClassificationResult(
+absl::Status PostProcessClassificationResult(
     const SignatureDef& signature, int num_examples,
     const std::vector<string>& output_tensor_names,
     const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
@@ -323,12 +323,12 @@ Status PostProcessClassificationResult(
   return absl::OkStatus();
 }
 
-Status RunClassify(const RunOptions& run_options,
-                   const MetaGraphDef& meta_graph_def,
-                   const absl::optional<int64_t>& servable_version,
-                   Session* session, const ClassificationRequest& request,
-                   ClassificationResponse* response,
-                   const thread::ThreadPoolOptions& thread_pool_options) {
+absl::Status RunClassify(const RunOptions& run_options,
+                         const MetaGraphDef& meta_graph_def,
+                         const absl::optional<int64_t>& servable_version,
+                         Session* session, const ClassificationRequest& request,
+                         ClassificationResponse* response,
+                         const thread::ThreadPoolOptions& thread_pool_options) {
   SignatureDef signature;
   TF_RETURN_IF_ERROR(GetClassificationSignatureDef(request.model_spec(),
                                                    meta_graph_def, &signature));
diff --git a/tensorflow_serving/servables/tensorflow/classifier_test.cc b/tensorflow_serving/servables/tensorflow/classifier_test.cc
index 4c99762a4f3..dd3b0e42d3b 100644
--- a/tensorflow_serving/servables/tensorflow/classifier_test.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier_test.cc
@@ -69,25 +69,25 @@ class FakeSession : public tensorflow::Session {
   explicit FakeSession(absl::optional<int64_t> expected_timeout)
       : expected_timeout_(expected_timeout) {}
   ~FakeSession() override = default;
-  Status Create(const GraphDef& graph) override {
+  absl::Status Create(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
-  Status Extend(const GraphDef& graph) override {
+  absl::Status Extend(const GraphDef& graph) override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status Close() override {
+  absl::Status Close() override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status ListDevices(std::vector<DeviceAttributes>* response) override {
+  absl::Status ListDevices(std::vector<DeviceAttributes>* response) override {
     return errors::Unimplemented("not available in fake");
   }
 
-  Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs) override {
+  absl::Status Run(const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs) override {
     if (expected_timeout_) {
       LOG(FATAL) << "Run() without RunOptions not expected to be called";
     }
@@ -96,21 +96,23 @@ class FakeSession : public tensorflow::Session {
                &run_metadata);
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata) override {
+  absl::Status Run(const RunOptions& run_options,
+                   const std::vector<std::pair<string, Tensor>>& inputs,
+                   const std::vector<string>& output_names,
+                   const std::vector<string>& target_nodes,
+                   std::vector<Tensor>* outputs,
+                   RunMetadata* run_metadata) override {
     return Run(run_options, inputs, output_names, target_nodes, outputs,
                run_metadata, thread::ThreadPoolOptions());
   }
 
-  Status Run(const RunOptions& run_options,
-             const std::vector<std::pair<string, Tensor>>& inputs,
-             const std::vector<string>& output_names,
-             const std::vector<string>& target_nodes,
-             std::vector<Tensor>* outputs, RunMetadata* run_metadata,
-             const thread::ThreadPoolOptions& thread_pool_options) override {
+  absl::Status Run(
+      const RunOptions& run_options,
+      const std::vector<std::pair<string, Tensor>>& inputs,
+      const std::vector<string>& output_names,
+      const std::vector<string>& target_nodes, std::vector<Tensor>* outputs,
+      RunMetadata* run_metadata,
+      const thread::ThreadPoolOptions& thread_pool_options) override {
     if (expected_timeout_) {
       CHECK_EQ(*expected_timeout_, run_options.timeout_in_ms());
     }
@@ -143,8 +145,8 @@ class FakeSession : public tensorflow::Session {
   }
 
   // Parses TensorFlow Examples from a string Tensor.
-  static Status GetExamples(const Tensor& input,
-                            std::vector<Example>* examples) {
+  static absl::Status GetExamples(const Tensor& input,
+                                  std::vector<Example>* examples) {
     examples->clear();
     const int batch_size = input.dim_size(0);
     const auto& flat_input = input.flat<tstring>();
@@ -183,9 +185,9 @@ class FakeSession : public tensorflow::Session {
   // Creates a Tensor by copying the "class" feature from each Example.
   // Requires each Example have an bytes feature called "class" which is of the
   // same non-zero length.
-  static Status GetClassTensor(const std::vector<Example>& examples,
-                               const std::vector<string>& output_names,
-                               Tensor* classes, Tensor* scores) {
+  static absl::Status GetClassTensor(const std::vector<Example>& examples,
+                                     const std::vector<string>& output_names,
+                                     Tensor* classes, Tensor* scores) {
     if (examples.empty()) {
       return errors::Internal("empty example list");
     }
@@ -281,7 +283,7 @@ class ClassifierTest : public ::testing::TestWithParam<bool> {
     return example;
   }
 
-  Status Create() {
+  absl::Status Create() {
     std::unique_ptr<SavedModelBundle> saved_model(new SavedModelBundle);
     saved_model->meta_graph_def = saved_model_bundle_->meta_graph_def;
     saved_model->session = std::move(saved_model_bundle_->session);
@@ -699,7 +701,7 @@ TEST_P(ClassifierTest, InvalidNamedSignature) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
@@ -723,7 +725,7 @@ TEST_P(ClassifierTest, MalformedScores) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
 
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
@@ -748,7 +750,7 @@ TEST_P(ClassifierTest, MissingClassificationSignature) {
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}});
   // TODO(b/26220896): This error should move to construction time.
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
             status.code())
@@ -767,7 +769,7 @@ TEST_P(ClassifierTest, EmptyInput) {
   TF_ASSERT_OK(Create());
   // Touch input.
   request_.mutable_input();
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -784,7 +786,7 @@ TEST_P(ClassifierTest, EmptyExampleList) {
   TF_ASSERT_OK(Create());
   // Touch ExampleList.
   request_.mutable_input()->mutable_example_list();
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -803,7 +805,7 @@ TEST_P(ClassifierTest, EmptyExampleListWithContext) {
   *request_.mutable_input()
        ->mutable_example_list_with_context()
        ->mutable_context() = example({{"dos", 2}});
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_EQ(status.code(), error::Code::INVALID_ARGUMENT);
   EXPECT_THAT(status.message(), ::testing::HasSubstr("Input is empty"));
@@ -826,7 +828,7 @@ TEST_P(ClassifierTest, RunsFails) {
   auto* examples =
       request_.mutable_input()->mutable_example_list()->mutable_examples();
   *examples->Add() = example({{"dos", 2}});
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run totally failed"));
 
@@ -853,7 +855,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorBatchSize) {
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 
@@ -881,7 +883,7 @@ TEST_P(ClassifierTest, ClassesIncorrectTensorType) {
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected classes Tensor of DT_STRING"));
@@ -909,7 +911,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorBatchSize) {
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("batch size"));
 
@@ -936,7 +938,7 @@ TEST_P(ClassifierTest, ScoresIncorrectTensorType) {
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(status.ToString(),
               ::testing::HasSubstr("Expected scores Tensor of DT_FLOAT"));
@@ -965,7 +967,7 @@ TEST_P(ClassifierTest, MismatchedNumberOfTensorClasses) {
   *examples->Add() = example({{"dos", 2}, {"uno", 1}});
   *examples->Add() = example({{"cuatro", 4}, {"tres", 3}});
 
-  Status status = classifier_->Classify(request_, &result_);
+  absl::Status status = classifier_->Classify(request_, &result_);
   ASSERT_FALSE(status.ok());
   EXPECT_THAT(
       status.ToString(),
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
index 15c4d4c3eb4..b9dad806fdc 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl.cc
@@ -30,9 +30,10 @@ namespace serving {
 
 namespace {
 
-Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
+absl::Status ValidateGetModelMetadataRequest(
+    const GetModelMetadataRequest& request) {
   if (request.metadata_field_size() == 0) {
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "GetModelMetadataRequest must specify at least one metadata_field");
   }
@@ -45,9 +46,10 @@ Status ValidateGetModelMetadataRequest(const GetModelMetadataRequest& request) {
   return absl::OkStatus();
 }
 
-Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
-                                 const GetModelMetadataRequest& request,
-                                 GetModelMetadataResponse* response) {
+absl::Status SavedModelGetSignatureDef(ServerCore* core,
+                                       const ModelSpec& model_spec,
+                                       const GetModelMetadataRequest& request,
+                                       GetModelMetadataResponse* response) {
   ServableHandle<SavedModelBundle> bundle;
   TF_RETURN_IF_ERROR(core->GetServableHandle(model_spec, &bundle));
   SignatureDefMap signature_def_map;
@@ -68,11 +70,11 @@ Status SavedModelGetSignatureDef(ServerCore* core, const ModelSpec& model_spec,
 
 constexpr const char GetModelMetadataImpl::kSignatureDef[];
 
-Status GetModelMetadataImpl::GetModelMetadata(
+absl::Status GetModelMetadataImpl::GetModelMetadata(
     ServerCore* core, const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
   if (!request.has_model_spec()) {
-    return tensorflow::Status(
+    return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
         "Missing ModelSpec");
   }
@@ -80,7 +82,7 @@ Status GetModelMetadataImpl::GetModelMetadata(
                                        response);
 }
 
-Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
+absl::Status GetModelMetadataImpl::GetModelMetadataWithModelSpec(
     ServerCore* core, const ModelSpec& model_spec,
     const GetModelMetadataRequest& request,
     GetModelMetadataResponse* response) {
diff --git a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
index abbef6d011b..1066da4dd2d 100644
--- a/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
+++ b/tensorflow_serving/servables/tensorflow/get_model_metadata_impl_test.cc
@@ -70,9 +70,9 @@ class GetModelMetadataImplTest : public ::testing::TestWithParam<bool> {
   }
 
  protected:
-  static Status CreateServerCore(const string& model_path,
-                                 bool saved_model_on_disk,
-                                 std::unique_ptr<ServerCore>* server_core) {
+  static absl::Status CreateServerCore(
+      const string& model_path, bool saved_model_on_disk,
+      std::unique_ptr<ServerCore>* server_core) {
     ModelServerConfig config;
     auto model_config = config.mutable_model_config_list()->add_config();
     model_config->set_name(kTestModelName);
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index 83bae6d5b01..ecbd86c0b59 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -215,7 +215,7 @@ absl::Status RunSavedModelWarmup(
   // OUT_OF_RANGE error means EOF was reached, re-write it to OK; in this way
   // the 'model_warm_up_latency' metric below records OK upon successful
   // warm-up.
-  if (errors::IsOutOfRange(status)) {
+  if (absl::IsOutOfRange(status)) {
     status = absl::OkStatus();
   }
 
@@ -223,7 +223,7 @@ absl::Status RunSavedModelWarmup(
   model_warm_up_latency->GetCell(export_dir, status.ToString())
       ->Add(warmup_latency);
 
-  if (errors::IsDataLoss(status)) {
+  if (absl::IsDataLoss(status)) {
     return errors::DataLoss(
         status.message(),
         ". Please verify your warmup data is in TFRecord format.");

From 40c49d7b3192b6ee25b929592731c6e20692ebe8 Mon Sep 17 00:00:00 2001
From: Dero Gharibian <dero@google.com>
Date: Tue, 10 Jun 2025 16:53:57 -0700
Subject: [PATCH 8061/8103] Remove sm_50 from cuda_clang build configs to match
 TF

PiperOrigin-RevId: 769860056
---
 .bazelrc | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index b77d460f564..30c975b9e20 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -15,7 +15,7 @@ build:cuda_clang --host_copt=-Wno-error=unused-command-line-argument
 build:cuda_clang --repo_env TF_NEED_TENSORRT=0
 build:cuda_clang --action_env=TF_CUDA_CLANG="1"
 build:cuda_clang --@local_config_cuda//:cuda_compiler=clang
-build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_50,sm_60,sm_70,sm_80,compute_90"
+build:cuda_clang --repo_env=TF_CUDA_COMPUTE_CAPABILITIES="sm_60,sm_70,sm_80,compute_90"
 
 build:cuda_clang --repo_env=HERMETIC_CUDA_VERSION="12.2.0"
 build:cuda_clang --repo_env=HERMETIC_CUDNN_VERSION="8.9.4.25"

From b9b5f529591136bff97e5fe01aa9dc782faa6baa Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jun 2025 16:54:29 -0700
Subject: [PATCH 8062/8103] Log the old and new configs to ERROR when we fail
 to accept the transition.

PiperOrigin-RevId: 775437016
---
 tensorflow_serving/model_servers/BUILD          | 1 +
 tensorflow_serving/model_servers/server_core.cc | 5 +++++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 12d74228dbf..ecf5f5554a8 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -96,6 +96,7 @@ cc_library(
         "//tensorflow_serving/util:event_bus",
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/log",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 9eda588b781..633a8a8aaba 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -25,6 +25,7 @@ limitations under the License.
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/wrappers.pb.h"
 #include "google/protobuf/util/message_differencer.h"
+#include "absl/log/log.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/strcat.h"
@@ -457,6 +458,10 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
        new_config.config_case() == ModelServerConfig::kModelConfigList) ||
       protobuf::util::MessageDifferencer::Equals(config_, new_config);
   if (!accept_transition) {
+    LOG(ERROR) << "Cannot transition to requested config. It is only legal to "
+                  "transition from one ModelConfigList to another.";
+    LOG(ERROR) << "Old config: " << config_.DebugString();
+    LOG(ERROR) << "New config: " << new_config.DebugString();
     return errors::FailedPrecondition(
         "Cannot transition to requested config. It is only legal to transition "
         "from one ModelConfigList to another.");

From ca7a8064082c5e7d80aca35be9295d05b6cb1a10 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 24 Jun 2025 23:28:44 -0700
Subject: [PATCH 8063/8103] Automated Code Change

PiperOrigin-RevId: 775541976
---
 .../model_servers/device_runner_init_stub.cc         | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/model_servers/device_runner_init_stub.cc b/tensorflow_serving/model_servers/device_runner_init_stub.cc
index 009bdd2a8de..42a6aefa4ef 100644
--- a/tensorflow_serving/model_servers/device_runner_init_stub.cc
+++ b/tensorflow_serving/model_servers/device_runner_init_stub.cc
@@ -22,17 +22,17 @@ limitations under the License.
 namespace tensorflow::serving {
 
 namespace {
-Status InitializeDeviceRunnerAndTopologyStub(tfrt_stub::Runtime&, int*, int*,
-                                             const DeviceRunnerOptions&) {
+absl::Status InitializeDeviceRunnerAndTopologyStub(tfrt_stub::Runtime&, int*,
+                                                   int*,
+                                                   const DeviceRunnerOptions&) {
   return tensorflow::errors::Internal(
       "device_runner_init_impl is not linked into this binary");
 }
 }  // namespace
 
-Status InitializeDeviceRunnerAndTopology(tfrt_stub::Runtime& runtime,
-                                         int* num_local_devices,
-                                         int* cores_per_chip,
-                                         const DeviceRunnerOptions& options) {
+absl::Status InitializeDeviceRunnerAndTopology(
+    tfrt_stub::Runtime& runtime, int* num_local_devices, int* cores_per_chip,
+    const DeviceRunnerOptions& options) {
   return InitializeDeviceRunnerAndTopologyFunc(runtime, num_local_devices,
                                                cores_per_chip, options);
 }

From c59c8a49d7ecbf27e0cc6063247a1dc065a8e1dc Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 25 Jun 2025 00:49:54 -0700
Subject: [PATCH 8064/8103] Automated Code Change

PiperOrigin-RevId: 775567269
---
 .../aspired_versions_manager_builder_test.cc  |  2 +-
 .../core/caching_manager_test.cc              | 24 +++++++++----------
 2 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_builder_test.cc b/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
index 322718a21af..ea3c352a2fd 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder_test.cc
@@ -91,7 +91,7 @@ TEST_F(AspiredVersionsManagerBuilderTest, AddSourceChainConnection) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<StoragePath> handle;
-  const Status status =
+  const absl::Status status =
       manager->GetServableHandle(ServableRequest::FromId(id), &handle);
   EXPECT_EQ(StoragePath("/storage/path/adapter0/adapter1/adapter2"), *handle);
 }
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index 87c8ff285d1..392ca6902fd 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -65,7 +65,7 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
     auto servable_creator = [&](std::unique_ptr<string>* servable) {
       servable->reset(new string);
       **servable = strings::StrCat(id.name, "-", id.version);
-      return OkStatus();
+      return absl::OkStatus();
     };
     std::unique_ptr<Loader> loader;
     loader.reset(new SimpleLoader<string>(
@@ -346,7 +346,7 @@ TEST_P(CachingManagerTest, ServableHandleWrongType) {
   // The servable is supposed to be of type string, but we request for a handle
   // of type int. This should cause an invalid argument error.
   ServableHandle<int> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::FromId({kServableName, 30}), &handle);
   ASSERT_FALSE(status.ok()) << status;
   EXPECT_EQ(error::INVALID_ARGUMENT, status.code());
@@ -357,7 +357,7 @@ TEST_P(CachingManagerTest, ServableHandleError) {
   std::unique_ptr<CachingManager> error_manager =
       CreateManagerWithErrorLoaderFactory();
   ServableHandle<string> handle;
-  const Status status = error_manager->GetServableHandle(
+  const absl::Status status = error_manager->GetServableHandle(
       ServableRequest::FromId({kServableName, 30}), &handle);
   EXPECT_FALSE(status.ok()) << status;
 }
@@ -419,7 +419,7 @@ TEST_P(CachingManagerTest, AvailableServableHandlesError) {
   std::unique_ptr<CachingManager> error_manager =
       CreateManagerWithErrorLoaderFactory();
   ServableHandle<string> handle;
-  const Status status = error_manager->GetServableHandle(
+  const absl::Status status = error_manager->GetServableHandle(
       ServableRequest::FromId({kServableName, 30}), &handle);
   ASSERT_FALSE(status.ok()) << status;
   std::map<ServableId, ServableHandle<string>> handles =
@@ -474,7 +474,7 @@ TEST_P(CachingManagerTest, EventBusSingleRequest) {
   // Check that the state published on the event-bus matches produced by the
   // loader-factory for a successful request.
   const ServableState expected_published_state = {
-      id, ServableState::ManagerState::kAvailable, OkStatus()};
+      id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(expected_published_state));
 }
@@ -485,7 +485,7 @@ TEST_P(CachingManagerTest, EventBusErrorHandle) {
       CreateManagerWithErrorLoaderFactory();
   ServableHandle<string> handle;
   const ServableId id = {kServableName, 30};
-  const Status status =
+  const absl::Status status =
       error_manager->GetServableHandle(ServableRequest::FromId(id), &handle);
   // Check that the state published on the event-bus matches that produced
   // by the loader-factory for an error.
@@ -502,14 +502,14 @@ TEST_P(CachingManagerTest, EventBusErrorHandle) {
 TEST_P(CachingManagerTest, ConcurrentDisjointRequests) {
   // Track the status of each request.
   mutex status_mu;
-  std::vector<Status> statuses(4);
+  std::vector<absl::Status> statuses(4);
   {
     ThreadPoolExecutor request_executor(Env::Default(), "GetHandles",
                                         kNumThreads);
     for (int i = 0; i < 4; i++) {
       request_executor.Schedule([this, i, &statuses, &status_mu]() {
         ServableHandle<string> handle;
-        const Status status =
+        const absl::Status status =
             manager_->GetServableHandle({kServableName, i + 30}, &handle);
         mutex_lock l(status_mu);
         statuses[i] = status;
@@ -519,7 +519,7 @@ TEST_P(CachingManagerTest, ConcurrentDisjointRequests) {
   // Check that all requests returned with an ok status.
   for (int i = 0; i < 4; i++) {
     mutex_lock l(status_mu);
-    EXPECT_EQ(OkStatus(), statuses[i]);
+    EXPECT_EQ(absl::OkStatus(), statuses[i]);
   }
   // Check that the available servable handles now includes all requested
   // servables.
@@ -542,7 +542,7 @@ TEST_P(CachingManagerTest, ConcurrentDisjointRequests) {
 
 TEST_P(CachingManagerTest, ConcurrentIntersectingRequests) {
   mutex status_mu;
-  std::vector<Status> statuses(8);
+  std::vector<absl::Status> statuses(8);
   {
     ThreadPoolExecutor request_executor(Env::Default(), "GetHandles",
                                         kNumThreads);
@@ -552,7 +552,7 @@ TEST_P(CachingManagerTest, ConcurrentIntersectingRequests) {
       const ServableId id = {kServableName, version};
       request_executor.Schedule([this, i, id, &statuses, &status_mu]() {
         ServableHandle<string> handle;
-        const Status status =
+        const absl::Status status =
             manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
         mutex_lock l(status_mu);
         statuses[i] = status;
@@ -562,7 +562,7 @@ TEST_P(CachingManagerTest, ConcurrentIntersectingRequests) {
   // Check that all requests returned with an ok status.
   for (int i = 0; i < 8; i++) {
     mutex_lock l(status_mu);
-    EXPECT_EQ(OkStatus(), statuses[i]);
+    EXPECT_EQ(absl::OkStatus(), statuses[i]);
   }
   // Check that the available servable handles now includes all requested
   // servables.

From 429ddb2d08a044aff5aa6498ec38b72397f80f18 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 28 Jun 2025 00:26:34 -0700
Subject: [PATCH 8065/8103] Porting the grappler batch prioritization rewriter
 to TFRT.

PiperOrigin-RevId: 776869098
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc          | 2 ++
 .../tensorflow/tfrt_saved_model_source_adapter.proto          | 4 ++++
 2 files changed, 6 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 34430b99742..b976fdcae27 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -222,6 +222,8 @@ absl::StatusOr<tfrt::SavedModel::Options> CreateCommonSavedModelOptions(
   compile_options.min_num_batch_threads = config.tfrt_min_num_batch_threads();
   compile_options.min_max_enqueued_batches =
       config.tfrt_min_max_enqueued_batches();
+  compile_options.batch_queue_global_prioritization_num_threads =
+      config.tfrt_batch_queue_global_prioritization_num_threads();
   compile_options.batch_padding_policy = config.batch_padding_policy();
   compile_options.batch_options = config.in_graph_batching_parameters();
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 6f6fb6cd232..7d41adcbe23 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -234,6 +234,10 @@ message TfrtSavedModelConfig {
 
   // Batching parameters to be rewritten in the existing BatchFunction ops.
   BatchingOptions in_graph_batching_parameters = 2028;
+
+  // If non-zero, all models on this server are switched to use a prioritized
+  // batching function using this number of global threads.
+  int64 tfrt_batch_queue_global_prioritization_num_threads = 2029;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From ca86c543e47b927148f081449012466eefd15e4c Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 1 Jul 2025 17:45:35 -0700
Subject: [PATCH 8066/8103] Porting the grappler batch prioritization rewriter
 to TFRT.

PiperOrigin-RevId: 778260617
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc            | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index b976fdcae27..34430b99742 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -222,8 +222,6 @@ absl::StatusOr<tfrt::SavedModel::Options> CreateCommonSavedModelOptions(
   compile_options.min_num_batch_threads = config.tfrt_min_num_batch_threads();
   compile_options.min_max_enqueued_batches =
       config.tfrt_min_max_enqueued_batches();
-  compile_options.batch_queue_global_prioritization_num_threads =
-      config.tfrt_batch_queue_global_prioritization_num_threads();
   compile_options.batch_padding_policy = config.batch_padding_policy();
   compile_options.batch_options = config.in_graph_batching_parameters();
 

From 7491ad586088908b9e45c47586aefa65adc23ca3 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 9 Jul 2025 16:01:23 -0700
Subject: [PATCH 8067/8103] Bump bazel version from 6.5.0  to 7.4.1 to align
 with TF.

PiperOrigin-RevId: 781246668
---
 tensorflow_serving/tools/docker/Dockerfile.devel     | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-gpu | 2 +-
 tensorflow_serving/tools/docker/Dockerfile.devel-mkl | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel b/tensorflow_serving/tools/docker/Dockerfile.devel
index fe28614b718..928f271acfb 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel
@@ -80,7 +80,7 @@ RUN pip3 --no-cache-dir install \
     --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.5.0
+ENV BAZEL_VERSION 7.4.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
index 66032984cb2..d33bca9642b 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-gpu
@@ -119,7 +119,7 @@ RUN pip3 --no-cache-dir install \
      --ignore-installed six>=1.12.0
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.5.0
+ENV BAZEL_VERSION 7.4.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \
diff --git a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
index 598f3d27cee..297ad6e5b34 100644
--- a/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
+++ b/tensorflow_serving/tools/docker/Dockerfile.devel-mkl
@@ -78,7 +78,7 @@ RUN python -m pip --no-cache-dir install \
 ENV LD_LIBRARY_PATH="/usr/local/lib:${LD_LIBRARY_PATH}"
 
 # Set up Bazel
-ENV BAZEL_VERSION 6.5.0
+ENV BAZEL_VERSION 7.4.1
 WORKDIR /
 RUN mkdir /bazel && \
     cd /bazel && \

From ce4b994e24f10a48c80d58dc4e2e35dc02d64376 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jul 2025 05:05:06 -0700
Subject: [PATCH 8068/8103] Automated Code Change

PiperOrigin-RevId: 781484465
---
 .../http_rest_api_handler_test.cc             | 44 +++++++++----------
 .../model_servers/http_rest_api_util_test.cc  |  2 +-
 .../model_servers/http_server.cc              | 12 ++---
 .../tfrt_http_rest_api_handler_test.cc        | 42 +++++++++---------
 4 files changed, 50 insertions(+), 50 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
index dfc6facb366..80ba6e772ec 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler_test.cc
@@ -182,47 +182,47 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
   absl::Status status;
   status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Missing model name"));
   status = handler_.ProcessRequest("GET", "/v1/models/debug/model_name", "",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50:predict",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/version/50:regress",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/versions/HELLO:regress",
                               "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
@@ -230,30 +230,30 @@ TEST_F(HttpRestApiHandlerTest, UnsupportedApiCalls) {
       absl::StrCat("/v1/models/foo/versions/",
                    std::numeric_limits<uint64_t>::max(), ":regress"),
       "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/label/some_label:regress",
                               "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
       "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
       &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/versions/some_label:regress",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 }
 
@@ -265,19 +265,19 @@ TEST_F(HttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   status = handler_.ProcessRequest("POST", "/v1/models/foo:predict",
                                    R"({ "instances": [1] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 
   // 'foo' is not a valid model name.
   status = handler_.ProcessRequest("POST", "/v1/models/foo/versions/50:predict",
                                    R"({ "instances": [1] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 
   // Valid model name, but invalid version number (99).
   status = handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, "99:predict"),
       R"({ "instances": [1] })", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 }
 
 TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
@@ -290,21 +290,21 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   // Empty document.
   status = handler_.ProcessRequest("POST", req_path, "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("JSON Parse error: The document is empty"));
 
   // Badly formatted JSON.
   status = handler_.ProcessRequest("POST", req_path, "instances = [1, 2]",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("JSON Parse error: Invalid value"));
 
   // Incorrect type.
   status = handler_.ProcessRequest("POST", req_path,
                                    R"({ "instances": ["x", "y"] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("not of expected type: float"));
 
   // Nonexistent version label.
@@ -314,7 +314,7 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
                    kNonexistentModelVersionLabel, ":predict"),
       R"({ "instances": ["x", "y"] })", &headers, &model_name, &method,
       &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("Unrecognized servable version label"));
 
@@ -322,7 +322,7 @@ TEST_F(HttpRestApiHandlerTest, PredictRequestErrors) {
   status =
       handler_.ProcessRequest("POST", req_path, R"({ "signature_name": 100 })",
                               &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(GetJsonErrorMsg(output),
               HasSubstr("'signature_name' key must be a string value."));
 }
diff --git a/tensorflow_serving/model_servers/http_rest_api_util_test.cc b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
index ef0aaabbe84..c560918458f 100644
--- a/tensorflow_serving/model_servers/http_rest_api_util_test.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_util_test.cc
@@ -209,7 +209,7 @@ TEST_F(HttpRestApiUtilTest, TestParseModelInfoForPost) {
       &model_name, &model_version, &model_version_label, &method,
       &model_subresource, &parse_successful);
   EXPECT_TRUE(parse_successful);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
   TF_EXPECT_OK(ParseModelInfo("POST", "/v1/models/foo/metadata", &model_name,
                               &model_version, &model_version_label, &method,
diff --git a/tensorflow_serving/model_servers/http_server.cc b/tensorflow_serving/model_servers/http_server.cc
index f5c7984e299..3e27c894c05 100644
--- a/tensorflow_serving/model_servers/http_server.cc
+++ b/tensorflow_serving/model_servers/http_server.cc
@@ -43,7 +43,7 @@ namespace serving {
 
 namespace {
 
-net_http::HTTPStatusCode ToHTTPStatusCode(const Status& status) {
+net_http::HTTPStatusCode ToHTTPStatusCode(const absl::Status& status) {
   using error::Code;
   using net_http::HTTPStatusCode;
   switch (static_cast<absl::StatusCode>(status.code())) {
@@ -91,14 +91,14 @@ void ProcessPrometheusRequest(PrometheusExporter* exporter, const string& path,
   std::vector<std::pair<string, string>> headers;
   headers.push_back({"Content-Type", "text/plain"});
   string output;
-  Status status;
+  absl::Status status;
   // Check if url matches the path.
   if (req->uri_path() != path) {
     output = absl::StrFormat("Unexpected path: %s. Should be %s",
                              req->uri_path(), path);
-    status = Status(static_cast<tensorflow::errors::Code>(
-                        absl::StatusCode::kInvalidArgument),
-                    output);
+    status = absl::Status(
+        static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
+        output);
   } else {
     status = exporter->GeneratePage(&output);
   }
@@ -166,7 +166,7 @@ class RestApiRequestDispatcher {
     VLOG(1) << "Processing HTTP request: " << req->http_method() << " "
             << req->uri_path() << " body: " << body.size() << " bytes.";
 
-    Status status;
+    absl::Status status;
     if (req->http_method() == "OPTIONS") {
       absl::string_view origin_header = req->GetRequestHeader("Origin");
       if (RE2::PartialMatch(origin_header, "https?://")) {
diff --git a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
index c7dd1f911f4..786eb3c3281 100644
--- a/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
+++ b/tensorflow_serving/model_servers/tfrt_http_rest_api_handler_test.cc
@@ -191,43 +191,43 @@ TEST_F(TFRTHttpRestApiHandlerTest, UnsupportedApiCalls) {
   absl::Status status;
   status = handler_.ProcessRequest("GET", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/foo", "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Missing model name"));
 
   status = handler_.ProcessRequest("POST", "/v1/models", "", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo:predict", "",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("GET", "/v1/models/foo/version/50:predict",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/version/50:regress",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/versions/HELLO:regress",
                               "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
@@ -235,30 +235,30 @@ TEST_F(TFRTHttpRestApiHandlerTest, UnsupportedApiCalls) {
       absl::StrCat("/v1/models/foo/versions/",
                    std::numeric_limits<uint64_t>::max(), ":regress"),
       "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Failed to convert version"));
 
   status = handler_.ProcessRequest("POST", "/v1/models/foo/metadata", "",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status =
       handler_.ProcessRequest("POST", "/v1/models/foo/label/some_label:regress",
                               "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest(
       "POST", "/v1/models/foo/versions/50/labels/some_label:regress", "",
       &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 
   status = handler_.ProcessRequest("POST",
                                    "/v1/models/foo/versions/some_label:regress",
                                    "", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Malformed request"));
 }
 
@@ -270,19 +270,19 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictModelNameVersionErrors) {
   status = handler_.ProcessRequest("POST", "/v1/models/foo:predict",
                                    R"({ "instances": [1] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 
   // 'foo' is not a valid model name.
   status = handler_.ProcessRequest("POST", "/v1/models/foo/versions/50:predict",
                                    R"({ "instances": [1] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 
   // Valid model name, but invalid version number (99).
   status = handler_.ProcessRequest(
       "POST", absl::StrCat("/v1/models/", kTestModelName, "99:predict"),
       R"({ "instances": [1] })", &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsNotFound(status));
+  EXPECT_TRUE(absl::IsNotFound(status));
 }
 
 TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
@@ -295,21 +295,21 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
   // Empty document.
   status = handler_.ProcessRequest("POST", req_path, "", &headers, &model_name,
                                    &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("JSON Parse error: The document is empty"));
 
   // Badly formatted JSON.
   status = handler_.ProcessRequest("POST", req_path, "instances = [1, 2]",
                                    &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("JSON Parse error: Invalid value"));
 
   // Incorrect type.
   status = handler_.ProcessRequest("POST", req_path,
                                    R"({ "instances": ["x", "y"] })", &headers,
                                    &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("not of expected type: float"));
 
   // Nonexistent version label.
@@ -319,7 +319,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
                    kNonexistentModelVersionLabel, ":predict"),
       R"({ "instances": ["x", "y"] })", &headers, &model_name, &method,
       &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("Unrecognized servable version label"));
 
@@ -327,7 +327,7 @@ TEST_F(TFRTHttpRestApiHandlerTest, PredictRequestErrors) {
   status =
       handler_.ProcessRequest("POST", req_path, R"({ "signature_name": 100 })",
                               &headers, &model_name, &method, &output);
-  EXPECT_TRUE(errors::IsInvalidArgument(status));
+  EXPECT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(GetJsonErrorMsg(output),
               HasSubstr("'signature_name' key must be a string value."));
 }

From b16e36f0d6b6276cf2ab2756e9791c2add40a821 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 10 Jul 2025 16:51:18 -0700
Subject: [PATCH 8069/8103] Increase Bazel version requirement to 7.4.1 in
 root.workspace

PiperOrigin-RevId: 781735741
---
 .bazelrc  | 4 ++++
 WORKSPACE | 2 +-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.bazelrc b/.bazelrc
index 30c975b9e20..ee41bf139d0 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -106,3 +106,7 @@ build --copt=-Wno-macro-redefined # absl vs tsl logging clash
 build --copt=-Wno-sign-compare # int as loop variable
 build --copt=-Wno-deprecated-declarations
 build --copt=-Wno-unused-but-set-variable # due to `ifdefs` in ml_dtypes
+
+# Revert to the legacy WORKSPACE dependency resolution system
+# and disable Bzlmod.
+common --enable_bzlmod=false
diff --git a/WORKSPACE b/WORKSPACE
index 3981273a85a..f5e8bedf4aa 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -38,7 +38,7 @@ tf_serving_workspace()
 
 # Check bazel version requirement, which is stricter than TensorFlow's.
 load("@bazel_skylib//lib:versions.bzl", "versions")
-versions.check("6.5.0")
+versions.check("7.4.1")
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 

From 96718f34efdb19fc2650083e9c8a7a0f7e54bf14 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 11 Jul 2025 16:07:52 -0700
Subject: [PATCH 8070/8103] Flip back
 incompatible_enable_cc_toolchain_resolution to bypass cpp toolchain
 resolution error.

PiperOrigin-RevId: 782142056
---
 .bazelrc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.bazelrc b/.bazelrc
index ee41bf139d0..d8e7993683c 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -110,3 +110,4 @@ build --copt=-Wno-unused-but-set-variable # due to `ifdefs` in ml_dtypes
 # Revert to the legacy WORKSPACE dependency resolution system
 # and disable Bzlmod.
 common --enable_bzlmod=false
+common --noincompatible_enable_cc_toolchain_resolution

From dc7f1bb03329a1111d7370d8ec929a26b3f9aab4 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 18 Jul 2025 09:37:29 -0700
Subject: [PATCH 8071/8103] Porting the grappler batch prioritization rewriter
 to TFRT.

PiperOrigin-RevId: 784608096
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc         | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 34430b99742..6ecb03be61b 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -222,6 +222,11 @@ absl::StatusOr<tfrt::SavedModel::Options> CreateCommonSavedModelOptions(
   compile_options.min_num_batch_threads = config.tfrt_min_num_batch_threads();
   compile_options.min_max_enqueued_batches =
       config.tfrt_min_max_enqueued_batches();
+#ifdef PLATFORM_GOOGLE
+  // TODO(shtatnov): Remove the IFDEF after TF 2.20 is released.
+  compile_options.batch_queue_global_prioritization_num_threads =
+      config.tfrt_batch_queue_global_prioritization_num_threads();
+#endif  // PLATFORM_GOOGLE
   compile_options.batch_padding_policy = config.batch_padding_policy();
   compile_options.batch_options = config.in_graph_batching_parameters();
 

From 71f48bc3a9d899fa3aea4f175689f0620e042846 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sun, 20 Jul 2025 13:33:58 -0700
Subject: [PATCH 8072/8103] Automated Code Change

PiperOrigin-RevId: 785200076
---
 .../core/load_servables_fast.cc               | 12 ++---
 tensorflow_serving/core/loader_harness.cc     | 46 ++++++++++---------
 2 files changed, 30 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index 03e118f0db0..d9f8e69498c 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -44,10 +44,10 @@ std::function<void(const uint32)> SetManagerNumLoadThreadsNotifier(
   return manager->set_num_load_threads_observer_->Notifier();
 }
 
-Status ConnectSourcesWithFastInitialLoad(
+absl::Status ConnectSourcesWithFastInitialLoad(
     AspiredVersionsManager* manager,
     std::vector<Source<std::unique_ptr<Loader>>*> sources,
-    const std::function<Status()>& wait_until_loaded_fn,
+    const std::function<absl::Status()>& wait_until_loaded_fn,
     const uint32 num_threads) {
   const uint32 prev_num_load_threads = GetManagerNumLoadThreads(manager);
   std::function<void(const uint32)> set_manager_num_load_threads =
@@ -56,14 +56,14 @@ Status ConnectSourcesWithFastInitialLoad(
   for (Source<std::unique_ptr<Loader>>* source : sources) {
     ConnectSourceToTarget(source, manager);
   }
-  const Status status = wait_until_loaded_fn();
+  const absl::Status status = wait_until_loaded_fn();
   set_manager_num_load_threads(prev_num_load_threads);
   return status;
 }
 
 }  // namespace internal
 
-Status ConnectSourceWithFastInitialLoad(
+absl::Status ConnectSourceWithFastInitialLoad(
     AspiredVersionsManager* manager, Source<std::unique_ptr<Loader>>* source,
     ServableStateMonitor* servable_state_monitor,
     const std::vector<ServableRequest>& initial_servables,
@@ -73,7 +73,7 @@ Status ConnectSourceWithFastInitialLoad(
                                            initial_servables, num_threads);
 }
 
-Status ConnectSourcesWithFastInitialLoad(
+absl::Status ConnectSourcesWithFastInitialLoad(
     AspiredVersionsManager* manager,
     std::vector<Source<std::unique_ptr<Loader>>*> sources,
     ServableStateMonitor* servable_state_monitor,
@@ -116,7 +116,7 @@ Status ConnectSourcesWithFastInitialLoad(
           strings::StrAppend(&message, "}");
           return errors::Unknown(message);
         }
-        return OkStatus();
+        return absl::OkStatus();
       },
       num_threads);
 }
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index e3bf3fd95b6..fbe0d2b23d2 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -51,7 +51,7 @@ LoaderHarness::State LoaderHarness::state() const {
   return state_;
 }
 
-Status LoaderHarness::LoadRequested() {
+absl::Status LoaderHarness::LoadRequested() {
   mutex_lock l(mu_);
 
   if (state_ != State::kNew) {
@@ -60,25 +60,25 @@ Status LoaderHarness::LoadRequested() {
   state_ = State::kLoadRequested;
   VLOG(1) << "Load requested for servable version " << id_;
 
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::LoadApproved() {
+absl::Status LoaderHarness::LoadApproved() {
   mutex_lock l(mu_);
   TF_RETURN_IF_ERROR(
       TransitionState(State::kLoadRequested, State::kLoadApproved));
   LOG(INFO) << "Approving load for servable version " << id_;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::Load() {
+absl::Status LoaderHarness::Load() {
   {
     mutex_lock l(mu_);
     TF_RETURN_IF_ERROR(TransitionState(State::kLoadApproved, State::kLoading));
     LOG(INFO) << "Loading servable version " << id_;
   }
 
-  const Status status = Retry(
+  const absl::Status status = Retry(
       strings::StrCat("Loading servable: ", id_.DebugString()),
       options_.max_num_load_retries, options_.load_retry_interval_micros,
       [&]() { return loader_->LoadWithMetadata({id_}); },
@@ -111,17 +111,17 @@ Status LoaderHarness::Load() {
   return status;
 }
 
-Status LoaderHarness::UnloadRequested() {
+absl::Status LoaderHarness::UnloadRequested() {
   mutex_lock l(mu_);
   if (state_ != State::kReady) {
     return errors::FailedPrecondition(
         "Servable not loaded, or unload already requested/ongoing");
   }
   state_ = State::kUnloadRequested;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::UnloadInternal(State from_state) {
+absl::Status LoaderHarness::UnloadInternal(State from_state) {
   {
     mutex_lock l(mu_);
     TF_RETURN_IF_ERROR(TransitionState(from_state, State::kUnloading));
@@ -135,10 +135,10 @@ Status LoaderHarness::UnloadInternal(State from_state) {
     TF_RETURN_IF_ERROR(TransitionState(State::kUnloading, State::kDisabled));
     LOG(INFO) << "Done unloading servable version " << id_;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::UnloadDueToCancelledLoad() {
+absl::Status LoaderHarness::UnloadDueToCancelledLoad() {
   return UnloadInternal(State::kLoading);
 }
 
@@ -153,24 +153,26 @@ bool LoaderHarness::should_retry(absl::Status status) {
   return should_retry_(status);
 }
 
-Status LoaderHarness::Unload() { return UnloadInternal(State::kQuiesced); }
+absl::Status LoaderHarness::Unload() {
+  return UnloadInternal(State::kQuiesced);
+}
 
-Status LoaderHarness::StartQuiescing() {
+absl::Status LoaderHarness::StartQuiescing() {
   mutex_lock l(mu_);
   TF_RETURN_IF_ERROR(
       TransitionState(State::kUnloadRequested, State::kQuiescing));
   LOG(INFO) << "Quiescing servable version " << id_;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::DoneQuiescing() {
+absl::Status LoaderHarness::DoneQuiescing() {
   mutex_lock l(mu_);
   TF_RETURN_IF_ERROR(TransitionState(State::kQuiescing, State::kQuiesced));
   LOG(INFO) << "Done quiescing servable version " << id_;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-void LoaderHarness::ErrorInternal(const Status& status) {
+void LoaderHarness::ErrorInternal(const absl::Status& status) {
   state_ = State::kError;
   status_ = status;
   if (options_.error_callback) {
@@ -180,14 +182,14 @@ void LoaderHarness::ErrorInternal(const Status& status) {
             << status_;
 }
 
-void LoaderHarness::Error(const Status& status) {
+void LoaderHarness::Error(const absl::Status& status) {
   mutex_lock l(mu_);
   ErrorInternal(status);
 }
 
-Status LoaderHarness::TransitionState(const State from, const State to) {
+absl::Status LoaderHarness::TransitionState(const State from, const State to) {
   if (state_ != from) {
-    const Status error = errors::Internal(
+    const absl::Status error = errors::Internal(
         "Illegal request to transition from state ", StateDebugString(state_),
         " to ", StateDebugString(to));
 #ifndef NDEBUG
@@ -198,10 +200,10 @@ Status LoaderHarness::TransitionState(const State from, const State to) {
     return error;
   }
   state_ = to;
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status LoaderHarness::status() const {
+absl::Status LoaderHarness::status() const {
   mutex_lock l(mu_);
   return status_;
 }

From 9fb32486c5a7bce2c73113f41dfc456480b52f0a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 21 Jul 2025 23:08:37 -0700
Subject: [PATCH 8073/8103] Automated Code Change

PiperOrigin-RevId: 785718222
---
 tensorflow_serving/apis/internal/BUILD | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/tensorflow_serving/apis/internal/BUILD b/tensorflow_serving/apis/internal/BUILD
index 0dd5582f545..df4b3a3814e 100644
--- a/tensorflow_serving/apis/internal/BUILD
+++ b/tensorflow_serving/apis/internal/BUILD
@@ -2,12 +2,7 @@
 
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
-package(
-    default_visibility = [
-        "//tensorflow_serving:internal",
-    ],
-    features = ["-layering_check"],
-)
+package(features = ["-layering_check"])
 
 licenses(["notice"])
 

From f7f622f62dfbb2f83b54dda08b65fa9c49086a63 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 23 Jul 2025 00:52:43 -0700
Subject: [PATCH 8074/8103] Automated Code Change

PiperOrigin-RevId: 786173938
---
 tensorflow_serving/util/json_tensor_test.cc | 56 ++++++++++-----------
 1 file changed, 28 insertions(+), 28 deletions(-)

diff --git a/tensorflow_serving/util/json_tensor_test.cc b/tensorflow_serving/util/json_tensor_test.cc
index 644a8b07f23..c117da26c54 100644
--- a/tensorflow_serving/util/json_tensor_test.cc
+++ b/tensorflow_serving/util/json_tensor_test.cc
@@ -114,7 +114,7 @@ TEST(JsontensorTest, DeeplyNestedMalformed) {
   json_req.append("}");
   auto status =
       FillPredictRequestFromJson(json_req, getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("key must be a string value"));
 }
 
@@ -648,7 +648,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
   JsonPredictRequestFormat format;
   absl::Status status;
   status = FillPredictRequestFromJson("", getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("document is empty"));
 
   status = FillPredictRequestFromJson(R"(
@@ -657,7 +657,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "instances": [[1,2],[3,4],[5,6,7]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("must be a string value"));
 
   status = FillPredictRequestFromJson(R"(
@@ -666,7 +666,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "inputs": [[1,2],[3,4],[5,6,7]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Not formatted correctly"));
 
   status = FillPredictRequestFromJson(R"(
@@ -674,7 +674,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "instances": [[1,2],[3,4],[5,6,7]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting tensor size"));
 
   status = FillPredictRequestFromJson(R"(
@@ -682,7 +682,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "instances": [[1,2],[3,4],[[5,6]]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   status = FillPredictRequestFromJson(R"(
@@ -690,7 +690,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "instances": [1, [1]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   status = FillPredictRequestFromJson(R"(
@@ -698,7 +698,7 @@ TEST(JsontensorTest, SingleUnnamedTensorErrors) {
       "instances": [[1,2],["a", "b"]]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("not of expected type"));
 }
 
@@ -729,7 +729,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
       ]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting shape"));
 
   // Different size/length across int_tensor instances.
@@ -748,7 +748,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
       ]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting tensor size"));
 
   // Mix of object and value/list in "instances" list.
@@ -769,7 +769,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
       ]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Expecting object but got list"));
 
   // Mix of object and value/list in "instances" list.
@@ -788,7 +788,7 @@ TEST(JsontensorTest, MultipleNamedTensorErrors) {
       ]
     })",
                                       getmap(infomap), &req, &format);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("Expecting value/list but got object"));
 }
@@ -980,7 +980,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
 
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("empty tensor map"));
 
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
@@ -994,7 +994,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
                                           &tensormap["tensor"]));
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("tensor type: complex64"));
 
   ASSERT_TRUE(TextFormat::ParseFromString(R"(
@@ -1004,7 +1004,7 @@ TEST(JsontensorTest, FromJsonSingleTensorErrors) {
                                           &tensormap["tensor"]));
   status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("no shape information"));
 }
 
@@ -1146,7 +1146,7 @@ TEST(JsontensorTest, FromJsonMultipleNamedTensorsErrors) {
   string json;
   const auto& status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("inconsistent batch size"));
 }
 
@@ -1220,7 +1220,7 @@ TEST(JsontensorTest, FromJsonMultipleZeroBatchTensorsErrors) {
   string json;
   const auto& status =
       MakeJsonFromTensors(tensormap, JsonPredictRequestFormat::kRow, &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("inconsistent batch size"));
 }
 
@@ -1450,7 +1450,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ "foo", "bar" ] } ]
     })",
                                   &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("'signature_name' key must be a string"));
 
@@ -1460,7 +1460,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "context": [ { "names": [ "foo", "bar" ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Example must be JSON object"));
 
   req.Clear();
@@ -1469,7 +1469,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": { "names": [ "foo", "bar" ] }
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("list/array"));
 
   req.Clear();
@@ -1478,7 +1478,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ [ { "names": [ "foo", "bar" ] } ] ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Example must be JSON object"));
 
   req.Clear();
@@ -1487,7 +1487,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ 10, null ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Null"));
 
@@ -1497,7 +1497,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ 10, 10.0 ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("feature: names expecting type: int64"));
 
@@ -1507,7 +1507,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ 10, { "test": 10 } ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Object"));
 
@@ -1517,7 +1517,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ [10], 20 ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(),
               HasSubstr("names has element with unexpected JSON type: Array"));
 
@@ -1527,7 +1527,7 @@ TYPED_TEST(ClassifyRegressRequestTest, JsonErrors) {
       "examples": [ { "names": [ 20, 18446744073709551603 ] } ]
     })",
                              &req);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("Only int64_t is supported"));
 }
 
@@ -1590,11 +1590,11 @@ TEST(ClassifyRegressnResultTest, JsonFromRegressionResultWithNonFinite) {
 TEST(ClassifyRegressnResultTest, JsonFromResultErrors) {
   string json;
   auto status = MakeJsonFromClassificationResult(ClassificationResult(), &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("empty ClassificationResults"));
 
   status = MakeJsonFromRegressionResult(RegressionResult(), &json);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
   EXPECT_THAT(status.message(), HasSubstr("empty RegressionResults"));
 }
 

From ea320f0fb7ee4736288cd412a00f380682e3510e Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Sat, 26 Jul 2025 00:36:05 -0700
Subject: [PATCH 8075/8103] Automated Code Change

PiperOrigin-RevId: 787388243
---
 .../aspired_versions_manager_benchmark.cc     |   8 +-
 .../core/aspired_versions_manager_builder.cc  |   2 +-
 tensorflow_serving/core/basic_manager_test.cc | 289 +++++++++---------
 tensorflow_serving/core/caching_manager.cc    |  27 +-
 tensorflow_serving/core/log_collector_test.cc |  14 +-
 tensorflow_serving/core/manager_test.cc       |  10 +-
 tensorflow_serving/core/manager_wrapper.cc    |   2 +-
 .../prefix_storage_path_source_adapter.cc     |   6 +-
 tensorflow_serving/core/request_logger.cc     |  10 +-
 .../core/request_logger_test.cc               |  14 +-
 .../core/servable_state_monitor_test.cc       |  81 ++---
 tensorflow_serving/core/static_manager.cc     |   2 +-
 12 files changed, 245 insertions(+), 220 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index d6bb568e823..9aeb1f0f534 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -125,7 +125,7 @@ void BenchmarkState::StartServing(const int64_t loader_version) {
       [loader_version](std::unique_ptr<int64_t>* const servable) {
         servable->reset(new int64_t);
         **servable = loader_version;
-        return OkStatus();
+        return absl::OkStatus();
       },
       SimpleLoader<int64_t>::EstimateNoResources()));
   std::vector<ServableData<std::unique_ptr<Loader>>> versions;
@@ -147,7 +147,7 @@ void BenchmarkState::StartServing(const int64_t loader_version) {
 
 int64_t BenchmarkState::GetLatestVersion(const bool do_work) {
   ServableHandle<int64_t> handle;
-  const Status status = manager_->GetServableHandle(
+  const absl::Status status = manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_CHECK_OK(status) << status;
   if (do_work) {
@@ -335,7 +335,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
             [j](std::unique_ptr<int64_t>* const servable) {
               servable->reset(new int64_t);
               **servable = j;
-              return OkStatus();
+              return absl::OkStatus();
             },
             SimpleLoader<int64_t>::EstimateNoResources()));
         versions.push_back({{servable_name, j}, std::move(loader)});
@@ -378,7 +378,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
   ServableHandle<int64_t> handle;
   int i = 0;
   for (auto s : state) {
-    const Status status =
+    const absl::Status status =
         manager->GetServableHandle(requests->at(i % kNumRequests), &handle);
     TF_CHECK_OK(status) << status;
     ++i;
diff --git a/tensorflow_serving/core/aspired_versions_manager_builder.cc b/tensorflow_serving/core/aspired_versions_manager_builder.cc
index f84f0daa065..bb602313e10 100644
--- a/tensorflow_serving/core/aspired_versions_manager_builder.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_builder.cc
@@ -23,7 +23,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status AspiredVersionsManagerBuilder::Create(
+absl::Status AspiredVersionsManagerBuilder::Create(
     Options options, std::unique_ptr<AspiredVersionsManagerBuilder>* builder) {
   std::unique_ptr<AspiredVersionsManager> aspired_versions_manager;
   TF_RETURN_IF_ERROR(AspiredVersionsManager::Create(std::move(options),
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index c6f698439d6..b2ea320523f 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -81,7 +81,7 @@ MATCHER_P(EqualsServableState, servable_state, servable_state.DebugString()) {
 
 // Creates a ServableData around a FakeLoader.
 ServableData<std::unique_ptr<Loader>> CreateServable(
-    const ServableId& id, const Status load_status = OkStatus()) {
+    const ServableId& id, const absl::Status load_status = absl::OkStatus()) {
   std::unique_ptr<Loader> loader(new FakeLoader(id.version, load_status));
   return CreateServableData(id, std::move(loader));
 }
@@ -116,7 +116,7 @@ class BasicManagerTest : public ::testing::TestWithParam<ThreadPoolSizes> {
         const ServableId id = {servable_name, i};
         TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
         loaded_servables.insert(id);
       }
     }
@@ -143,7 +143,7 @@ INSTANTIATE_TEST_CASE_P(
 
 TEST_P(BasicManagerTest, ServableHandleNotFoundMissingLoaderName) {
   ServableHandle<int64_t> handle;
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(strings::StrCat(kServableName, "missing")),
       &handle);
   ASSERT_FALSE(status.ok()) << status;
@@ -154,7 +154,7 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
   // This version is missing.
   const int64_t missing_version = 100;
   ServableHandle<int64_t> handle;
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, missing_version), &handle);
   ASSERT_FALSE(status.ok()) << status;
   EXPECT_EQ(error::NOT_FOUND, status.code());
@@ -163,7 +163,7 @@ TEST_P(BasicManagerTest, ServableHandleNotFoundMissingVersion) {
 TEST_P(BasicManagerTest, ServableHandleEarliest) {
   ASSERT_GT(kNumVersionsPerServable, 1);
   ServableHandle<int64_t> handle;
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Earliest(kServableName), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(1, *handle);
@@ -173,12 +173,12 @@ TEST_P(BasicManagerTest, ServableHandleLatest) {
   const ServableId id = {kServableName, kNumVersionsPerServable + 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> handle;
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(kNumVersionsPerServable + 1, *handle);
@@ -195,12 +195,12 @@ TEST_P(BasicManagerTest, ServableHandleLatestVersionIsZero) {
   const ServableId id = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   ServableHandle<int64_t> handle;
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName3), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(1, *handle);
@@ -216,7 +216,7 @@ TEST_P(BasicManagerTest, StopManagingActiveServable) {
   const ServableId id = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_EXPECT_OK(status); });
+      id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
   EXPECT_FALSE(basic_manager_->StopManagingServable(id).ok());
@@ -226,18 +226,18 @@ TEST_P(BasicManagerTest, StopManagingDisabledServable) {
   const ServableId id = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_EXPECT_OK(status); });
+      id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
   basic_manager_->UnloadServable(
-      id, [](const Status& status) { TF_EXPECT_OK(status); });
+      id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
   const absl::optional<ServableStateSnapshot<>> snapshot =
       basic_manager_->GetManagedServableStateSnapshot(id);
   EXPECT_EQ(LoaderHarness::State::kDisabled, snapshot->state);
   const ServableState expected_state = {id, ServableState::ManagerState::kEnd,
-                                        OkStatus()};
+                                        absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(expected_state));
 
@@ -247,10 +247,10 @@ TEST_P(BasicManagerTest, StopManagingDisabledServable) {
 
 TEST_P(BasicManagerTest, DontStopManagingOnError) {
   const ServableId id = {kServableName, 7};
-  const Status error_status = errors::Internal("An error.");
+  const absl::Status error_status = errors::Internal("An error.");
   std::unique_ptr<Loader> loader(new FakeLoader(7, error_status));
   TF_ASSERT_OK(basic_manager_->ManageServable({id, std::move(loader)}));
-  basic_manager_->LoadServable(id, [error_status](const Status& status) {
+  basic_manager_->LoadServable(id, [error_status](const absl::Status& status) {
     EXPECT_EQ(error_status, status);
   });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
@@ -267,7 +267,7 @@ TEST_P(BasicManagerTest, DontStopManagingOnError) {
 TEST_P(BasicManagerTest, ServableHandleSpecificVersion) {
   ServableHandle<int64_t> handle;
   const ServableId id = {kServableName2, 1};
-  const Status status =
+  const absl::Status status =
       basic_manager_->GetServableHandle(ServableRequest::FromId(id), &handle);
   TF_ASSERT_OK(status);
   EXPECT_EQ(1, *handle);
@@ -283,7 +283,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // Servable is int64_t with value 0.
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   basic_manager_->LoadServable(
-      id0, [](const Status& status) { TF_ASSERT_OK(status); });
+      id0, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id0, {ServableState::ManagerState::kAvailable});
 
@@ -294,14 +294,14 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   ON_CALL(*notify_to_unload, servable())
       .WillByDefault(Return(AnyPtr(&servable)));
   ON_CALL(*notify_to_unload, EstimateResources(_))
-      .WillByDefault(Return(OkStatus()));
+      .WillByDefault(Return(absl::OkStatus()));
   ON_CALL(*notify_to_unload, LoadWithMetadata(Loader::Metadata{id0}))
-      .WillByDefault(Return(OkStatus()));
+      .WillByDefault(Return(absl::OkStatus()));
   const ServableId id1 = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(
       {id1, std::unique_ptr<Loader>(notify_to_unload)}));
   basic_manager_->LoadServable(
-      id1, [](const Status& status) { TF_ASSERT_OK(status); });
+      id1, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id1, {ServableState::ManagerState::kAvailable});
 
@@ -309,7 +309,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // handle should be that of v1.
   {
     ServableHandle<int64_t> handle;
-    const Status status = basic_manager_->GetServableHandle(
+    const absl::Status status = basic_manager_->GetServableHandle(
         ServableRequest::Latest(kServableName3), &handle);
     TF_ASSERT_OK(status);
     EXPECT_EQ(id1, handle.id());
@@ -327,7 +327,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   absl::Notification unload_finished;
   std::unique_ptr<Thread> unload_last_servable(
       Env::Default()->StartThread({}, "UnloadLastServable", [&]() {
-        basic_manager_->UnloadServable(id1, [&](const Status& status) {
+        basic_manager_->UnloadServable(id1, [&](const absl::Status& status) {
           TF_EXPECT_OK(status);
           unload_finished.Notify();
         });
@@ -337,7 +337,7 @@ TEST_P(BasicManagerTest, UpdateServingMapServableHandleLatest) {
   // Servable map should just have {kServableName3, 0} at this point.
   {
     ServableHandle<int64_t> handle;
-    const Status status = basic_manager_->GetServableHandle(
+    const absl::Status status = basic_manager_->GetServableHandle(
         ServableRequest::Latest(kServableName3), &handle);
     TF_EXPECT_OK(status);
     EXPECT_EQ(id0, handle.id());
@@ -364,13 +364,15 @@ TEST_P(BasicManagerTest, ListAvailableServableIds) {
       new FakeLoader(7, errors::Internal("An error.")));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::move(loader))));
-  basic_manager_->LoadServable(id, [](const Status& status) {
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
     EXPECT_EQ(errors::Internal("An error."), status);
   });
   basic_manager_->UnloadServable(
-      {kServableName, 1}, [](const Status& status) { TF_ASSERT_OK(status); });
+      {kServableName, 1},
+      [](const absl::Status& status) { TF_ASSERT_OK(status); });
   basic_manager_->UnloadServable(
-      {kServableName, 2}, [](const Status& status) { TF_ASSERT_OK(status); });
+      {kServableName, 2},
+      [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_,
@@ -411,13 +413,15 @@ TEST_P(BasicManagerTest, GetAvailableServableHandles) {
       new FakeLoader(7, errors::Internal("An error.")));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::move(loader))));
-  basic_manager_->LoadServable(id, [](const Status& status) {
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
     EXPECT_EQ(errors::Internal("An error."), status);
   });
   basic_manager_->UnloadServable(
-      {kServableName, 1}, [](const Status& status) { TF_ASSERT_OK(status); });
+      {kServableName, 1},
+      [](const absl::Status& status) { TF_ASSERT_OK(status); });
   basic_manager_->UnloadServable(
-      {kServableName, 2}, [](const Status& status) { TF_ASSERT_OK(status); });
+      {kServableName, 2},
+      [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_,
@@ -526,11 +530,12 @@ TEST_P(BasicManagerTest, ErroneousServable) {
       ServableData<std::unique_ptr<Loader>>(id, errors::Unknown("error"))));
 
   ServableHandle<int64_t> handle;
-  Status status = basic_manager_->GetServableHandle(
+  absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 3), &handle);
   EXPECT_FALSE(status.ok()) << status;
-  basic_manager_->LoadServable(
-      id, [](const Status& status) { EXPECT_FALSE(status.ok()) << status; });
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
+    EXPECT_FALSE(status.ok()) << status;
+  });
 
   status = basic_manager_->GetServableHandle(
       ServableRequest::Specific(kServableName, 3), &handle);
@@ -544,13 +549,13 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(new FakeLoader(7)))));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   std::unique_ptr<ServableHandle<int64_t>> latest_handle(
       new ServableHandle<int64_t>());
-  const Status status = basic_manager_->GetServableHandle(
+  const absl::Status status = basic_manager_->GetServableHandle(
       ServableRequest::Latest(kServableName), latest_handle.get());
   TF_ASSERT_OK(status);
   EXPECT_EQ(7, **latest_handle);
@@ -560,7 +565,7 @@ TEST_P(BasicManagerTest, DestructOnNonServingThread) {
       Env::Default()->StartThread({}, "UnloadServable", [&]() {
         // Unload the servable.
         basic_manager_->UnloadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
         WaitUntilServableManagerStateIsOneOf(
             servable_state_monitor_, id, {ServableState::ManagerState::kEnd});
         TF_ASSERT_OK(basic_manager_->StopManagingServable(id));
@@ -600,7 +605,7 @@ TEST_P(BasicManagerTest, NoAdditionalState) {
 
 TEST_P(BasicManagerTest, OutOfOrderLoadServable) {
   const ServableId id = {kServableName, 3};
-  basic_manager_->LoadServable(id, [](const Status& status) {
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::NOT_FOUND, status.code());
     EXPECT_THAT(status.message(), HasSubstr("is not being managed"));
@@ -611,10 +616,10 @@ TEST_P(BasicManagerTest, MultipleLoadServables) {
   const ServableId id = {kServableName, 3};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
-  basic_manager_->LoadServable(id, [](const Status& status) {
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
     EXPECT_THAT(status.message(), HasSubstr("Duplicate load request"));
@@ -625,14 +630,14 @@ TEST_P(BasicManagerTest, MultipleUnloadServables) {
   const ServableId id = {kServableName, 3};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
   basic_manager_->UnloadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
-  basic_manager_->UnloadServable(id, [](const Status& status) {
+  basic_manager_->UnloadServable(id, [](const absl::Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
     EXPECT_THAT(status.message(),
@@ -642,7 +647,7 @@ TEST_P(BasicManagerTest, MultipleUnloadServables) {
 
 TEST_P(BasicManagerTest, UnloadWithoutManage) {
   const ServableId id = {kServableName, 3};
-  basic_manager_->UnloadServable(id, [](const Status& status) {
+  basic_manager_->UnloadServable(id, [](const absl::Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::NOT_FOUND, status.code());
     EXPECT_THAT(status.message(), HasSubstr("is not being managed"));
@@ -652,7 +657,7 @@ TEST_P(BasicManagerTest, UnloadWithoutManage) {
 TEST_P(BasicManagerTest, UnloadWithoutLoad) {
   const ServableId id = {kServableName, 3};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
-  basic_manager_->UnloadServable(id, [](const Status& status) {
+  basic_manager_->UnloadServable(id, [](const absl::Status& status) {
     EXPECT_FALSE(status.ok());
     EXPECT_EQ(error::FAILED_PRECONDITION, status.code());
     EXPECT_THAT(status.message(), HasSubstr("Servable not loaded"));
@@ -677,11 +682,11 @@ TEST_P(BasicManagerTest, EventBusErrorOnLoad) {
   TF_ASSERT_OK(basic_manager_->ManageServable({id, std::move(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     OkStatus()};
+                                     absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
-  basic_manager_->LoadServable(id, [](const Status& status) {});
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {});
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
 
@@ -698,7 +703,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
 
   const ServableState start_state = {id, ServableState::ManagerState::kStart,
-                                     OkStatus()};
+                                     absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
@@ -708,18 +713,18 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
         load_continue.WaitForNotification();
-        return OkStatus();
+        return absl::OkStatus();
       }));
 
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadThread", [&]() {
-        basic_manager_->LoadServable(id, [](const Status& status) {});
+        basic_manager_->LoadServable(id, [](const absl::Status& status) {});
       }));
 
   load_called.WaitForNotification();
 
   const ServableState loading_state = {
-      id, ServableState::ManagerState::kLoading, OkStatus()};
+      id, ServableState::ManagerState::kLoading, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(loading_state));
 
@@ -728,7 +733,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, OkStatus()};
+      id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(available_state));
 
@@ -741,13 +746,13 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
   // Scoped to ensure UnloadServable() is scheduled.
   std::unique_ptr<Thread> unload_thread(
       Env::Default()->StartThread(ThreadOptions(), "UnloadThread", [&]() {
-        basic_manager_->UnloadServable(id, [](const Status& status) {});
+        basic_manager_->UnloadServable(id, [](const absl::Status& status) {});
       }));
 
   unload_called.WaitForNotification();
 
   const ServableState unloading_state = {
-      id, ServableState::ManagerState::kUnloading, OkStatus()};
+      id, ServableState::ManagerState::kUnloading, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(unloading_state));
 
@@ -756,7 +761,7 @@ TEST_P(BasicManagerTest, EventBusServableLifecycle) {
                                        {ServableState::ManagerState::kEnd});
 
   const ServableState end_state = {id, ServableState::ManagerState::kEnd,
-                                   OkStatus()};
+                                   absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(end_state));
 }
@@ -774,9 +779,10 @@ TEST_P(BasicManagerTest, NoEventBus) {
   const ServableId id = {kServableName, 7};
   std::unique_ptr<Loader> loader(new FakeLoader(7));
   TF_ASSERT_OK(manager->ManageServable({id, std::move(loader)}));
-  manager->LoadServable(id, [](const Status& status) { TF_ASSERT_OK(status); });
-  manager->UnloadServable(id,
-                          [](const Status& status) { TF_ASSERT_OK(status); });
+  manager->LoadServable(
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
+  manager->UnloadServable(
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
 }
 
 TEST_P(BasicManagerTest, LoadsThenUnloads) {
@@ -791,7 +797,7 @@ TEST_P(BasicManagerTest, LoadsThenUnloads) {
       load_executor.Schedule([this, id]() {
         TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
       });
     }
   }
@@ -811,7 +817,7 @@ TEST_P(BasicManagerTest, LoadsThenUnloads) {
       unload_executor.Schedule([this, i]() {
         const ServableId id = {kServableName3, i};
         basic_manager_->UnloadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
       });
     }
   }
@@ -825,13 +831,14 @@ TEST_P(BasicManagerTest, InterleavedLoadsAndUnloads) {
       const ServableId id = {kServableName3, i};
       TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
       absl::Notification load_done;
-      basic_manager_->LoadServable(id, [&load_done](const Status& status) {
-        TF_ASSERT_OK(status);
-        load_done.Notify();
-      });
+      basic_manager_->LoadServable(id,
+                                   [&load_done](const absl::Status& status) {
+                                     TF_ASSERT_OK(status);
+                                     load_done.Notify();
+                                   });
       load_done.WaitForNotification();
       basic_manager_->UnloadServable(
-          id, [](const Status& status) { TF_ASSERT_OK(status); });
+          id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
     });
   }
 }
@@ -854,7 +861,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolSwapped) {
   manager_test_access.SetNumLoadThreads(2);
   EXPECT_EQ(2, manager_test_access.num_load_threads());
 
-  const auto load_done_fn = [&](const Status& status) {
+  const auto load_done_fn = [&](const absl::Status& status) {
     TF_ASSERT_OK(status);
     // Tests whether the threadpools are actually swapped in
     // SetNumLoadThreads().
@@ -884,7 +891,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
   EXPECT_EQ(1, manager_test_access.num_load_threads());
 
   std::set<string> data_race_set;
-  const auto data_race_fn = [&](const Status& status) {
+  const auto data_race_fn = [&](const absl::Status& status) {
     // This line will cause a data race if both the loads happen simultaneously
     // on different threads. This will be caught by the ThreadSanitizer, causing
     // the test to fail.
@@ -895,7 +902,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
   absl::Notification notify_for_setting;
   absl::Notification continue_load;
-  basic_manager_->LoadServable(id0, [&](const Status& status) {
+  basic_manager_->LoadServable(id0, [&](const absl::Status& status) {
     notify_for_setting.Notify();
     continue_load.WaitForNotification();
     data_race_fn(status);
@@ -915,7 +922,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, ThreadPoolsNotAliveSimultaneously) {
       TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id1)));
       continue_load.Notify();
       basic_manager_->LoadServable(
-          id1, [&](const Status& status) { data_race_fn(status); });
+          id1, [&](const absl::Status& status) { data_race_fn(status); });
     });
   }
 
@@ -939,7 +946,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, FastLoad) {
         const ServableId id = {kServableName3, i};
         TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
         basic_manager_->LoadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
         // We don't wait for load to be done here because we want to test that
         // SetNumLoadThreads() waits properly till all queued loads are
         // finished.  If a queued load hasn't been finished the corresponding
@@ -957,7 +964,7 @@ TEST_F(SetNumLoadThreadsBasicManagerTest, FastLoad) {
       executor.Schedule([this, i]() {
         const ServableId id = {kServableName3, i};
         basic_manager_->UnloadServable(
-            id, [](const Status& status) { TF_ASSERT_OK(status); });
+            id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
       });
     }
   }
@@ -998,7 +1005,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id0 = {kServableName3, 0};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id0)));
-  basic_manager_->LoadServable(id0, [&](const Status& status) {
+  basic_manager_->LoadServable(id0, [&](const absl::Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_EQ(flush_filesystem_caches_,
               FlushDetectingFileSystem::flushed.load());
@@ -1009,7 +1016,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id1 = {kServableName3, 1};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id1)));
-  basic_manager_->LoadServable(id1, [&](const Status& status) {
+  basic_manager_->LoadServable(id1, [&](const absl::Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_FALSE(FlushDetectingFileSystem::flushed.load());
   });
@@ -1019,7 +1026,7 @@ TEST_P(FlushFileSystemCachesTest, Load) {
   FlushDetectingFileSystem::flushed.store(false);
   const ServableId id2 = {kServableName3, 2};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id2)));
-  basic_manager_->LoadServable(id2, [&](const Status& status) {
+  basic_manager_->LoadServable(id2, [&](const absl::Status& status) {
     TF_ASSERT_OK(status);
     EXPECT_EQ(flush_filesystem_caches_,
               FlushDetectingFileSystem::flushed.load());
@@ -1033,7 +1040,7 @@ INSTANTIATE_TEST_CASE_P(WithOrWithoutFlush, FlushFileSystemCachesTest,
 TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
   const ServableId id = {kServableName3, 0};
   mutex status_mu;
-  std::vector<Status> statuses(4);
+  std::vector<absl::Status> statuses(4);
   {
     ThreadPoolExecutor load_executor(Env::Default(), "LoadServables",
                                      kNumThreads);
@@ -1042,7 +1049,7 @@ TEST_P(BasicManagerTest, ConcurrentLoadsOnlyOneSucceeds) {
         // (Suppress a possible "this servable is already managed" error.)
         basic_manager_->ManageServable(CreateServable(id)).IgnoreError();
         basic_manager_->LoadServable(
-            id, [i, &statuses, &status_mu](const Status& status) {
+            id, [i, &statuses, &status_mu](const absl::Status& status) {
               mutex_lock l(status_mu);
               statuses[i] = status;
             });
@@ -1071,20 +1078,20 @@ TEST_P(BasicManagerTest, ConcurrentUnloadsOnlyOneSucceeds) {
   const ServableId id = {kServableName3, 0};
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServable(id)));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
   // At this point, all loads may not have completed, so we wait for them.
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor_, id, {ServableState::ManagerState::kAvailable});
 
   mutex status_mu;
-  std::vector<Status> statuses(4);
+  std::vector<absl::Status> statuses(4);
   {
     ThreadPoolExecutor load_executor(Env::Default(), "LoadServables",
                                      kNumThreads);
     for (int i = 0; i < 4; ++i) {
       load_executor.Schedule([this, id, i, &statuses, &status_mu]() {
         basic_manager_->UnloadServable(
-            id, [i, &statuses, &status_mu](const Status& status) {
+            id, [i, &statuses, &status_mu](const absl::Status& status) {
               mutex_lock l(status_mu);
               statuses[i] = status;
             });
@@ -1123,9 +1130,9 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallySucceeds) {
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(Return(errors::Internal("Load error.")))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { TF_ASSERT_OK(status); });
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
 }
 
 TEST_P(BasicManagerTest, RetryOnLoadErrorFinallyFails) {
@@ -1135,7 +1142,7 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorFinallyFails) {
       basic_manager_->ManageServable({id, std::unique_ptr<Loader>(loader)}));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillRepeatedly(Return(errors::Internal("Load error.")));
-  basic_manager_->LoadServable(id, [](const Status& status) {
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
     EXPECT_EQ(errors::Internal("Load error."), status);
   });
 }
@@ -1155,10 +1162,10 @@ TEST_P(BasicManagerTest, RetryOnLoadErrorCancelledLoad) {
         load_should_return.WaitForNotification();
         return errors::Internal("Load error.");
       }))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadServable", [&]() {
-        basic_manager_->LoadServable(id, [](const Status& status) {
+        basic_manager_->LoadServable(id, [](const absl::Status& status) {
           EXPECT_EQ(errors::Internal("Load error."), status);
         });
       }));
@@ -1183,11 +1190,11 @@ TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
         load_should_return.WaitForNotification();
         return errors::Internal("Load error.");
       }))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
 
   std::unique_ptr<Thread> load_thread(
       Env::Default()->StartThread(ThreadOptions(), "LoadServable", [&]() {
-        basic_manager_->LoadServable(id, [](const Status& status) {
+        basic_manager_->LoadServable(id, [](const absl::Status& status) {
           EXPECT_EQ(errors::Internal("Load error."), status);
         });
       }));
@@ -1197,8 +1204,9 @@ TEST_P(BasicManagerTest, LoadAfterCancelledLoad) {
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
 
-  basic_manager_->LoadServable(
-      id, [](const Status& status) { EXPECT_FALSE(status.ok()) << status; });
+  basic_manager_->LoadServable(id, [](const absl::Status& status) {
+    EXPECT_FALSE(status.ok()) << status;
+  });
 }
 
 TEST(NonParameterizedBasicManagerTest, PreLoadHook) {
@@ -1223,11 +1231,12 @@ TEST(NonParameterizedBasicManagerTest, PreLoadHook) {
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         EXPECT_TRUE(pre_load_hook_called);
-        return OkStatus();
+        return absl::OkStatus();
       }));
-  manager->LoadServable(id, [](const Status& status) { TF_ASSERT_OK(status); });
-  manager->UnloadServable(id,
-                          [](const Status& status) { TF_ASSERT_OK(status); });
+  manager->LoadServable(
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
+  manager->UnloadServable(
+      id, [](const absl::Status& status) { TF_ASSERT_OK(status); });
 }
 
 // Creates a ResourceAllocation proto with 'quantity' units of RAM.
@@ -1280,14 +1289,14 @@ class BarrierLoader : public Loader {
   explicit BarrierLoader(absl::Barrier* barrier) : barrier_(barrier) {}
   ~BarrierLoader() override = default;
 
-  Status EstimateResources(ResourceAllocation* estimate) const override {
+  absl::Status EstimateResources(ResourceAllocation* estimate) const override {
     *estimate = CreateResourceQuantity(5);
-    return OkStatus();
+    return absl::OkStatus();
   }
 
-  Status Load() override {
+  absl::Status Load() override {
     barrier_->Block();
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   void Unload() override {}
@@ -1312,7 +1321,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ConcurrentLoads) {
     TF_ASSERT_OK(basic_manager_->ManageServable(
         CreateServableData(id, std::move(loader))));
     basic_manager_->LoadServable(
-        id, [](const Status& status) { TF_EXPECT_OK(status); });
+        id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
   }
   // Force the manager to finish before deleting 'barrier'.
   basic_manager_.reset();
@@ -1326,15 +1335,15 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
   ON_CALL(*hogging_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10 /* = total system resources */);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*hogging_loader, LoadWithMetadata(Loader::Metadata{hogging_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(hogging_id, std::unique_ptr<Loader>(hogging_loader))));
   absl::Notification hogging_loaded;
   basic_manager_->LoadServable(hogging_id,
-                               [&hogging_loaded](const Status& status) {
+                               [&hogging_loaded](const absl::Status& status) {
                                  TF_EXPECT_OK(status);
                                  hogging_loaded.Notify();
                                });
@@ -1346,15 +1355,15 @@ TEST_F(ResourceConstrainedBasicManagerTest, InsufficientResources) {
   ON_CALL(*rejected_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(1);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       rejected_id, std::unique_ptr<Loader>(rejected_loader))));
   absl::Notification rejection_received;
-  Status rejected_status;
+  absl::Status rejected_status;
   basic_manager_->LoadServable(
       rejected_id,
-      [&rejection_received, &rejected_status](const Status& status) {
+      [&rejection_received, &rejected_status](const absl::Status& status) {
         ASSERT_FALSE(status.ok());
         ASSERT_EQ(error::RESOURCE_EXHAUSTED, status.code());
         rejected_status = status;
@@ -1379,7 +1388,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
   ON_CALL(*failing_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*failing_loader, LoadWithMetadata(Loader::Metadata{failing_id}))
       .WillOnce(Return(errors::Unknown("Load failure")));
@@ -1387,7 +1396,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
       CreateServableData(failing_id, std::unique_ptr<Loader>(failing_loader))));
   absl::Notification failing_failed;
   basic_manager_->LoadServable(failing_id,
-                               [&failing_failed](const Status& status) {
+                               [&failing_failed](const absl::Status& status) {
                                  EXPECT_FALSE(status.ok());
                                  failing_failed.Notify();
                                });
@@ -1402,15 +1411,15 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedIfLoadFails) {
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
-      succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
+      succeeding_id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
 }
 
 TEST_F(ResourceConstrainedBasicManagerTest,
@@ -1424,27 +1433,27 @@ TEST_F(ResourceConstrainedBasicManagerTest,
     EXPECT_CALL(*overestimating_loader, EstimateResources(_))
         .WillOnce(Invoke([](ResourceAllocation* estimate) {
           *estimate = CreateResourceQuantity(10);
-          return OkStatus();
+          return absl::OkStatus();
         }))
         .RetiresOnSaturation();
     EXPECT_CALL(*overestimating_loader,
                 LoadWithMetadata(Loader::Metadata{overestimating_id}))
-        .WillOnce(Return(OkStatus()));
+        .WillOnce(Return(absl::OkStatus()));
     EXPECT_CALL(*overestimating_loader, EstimateResources(_))
         .WillOnce(Invoke([](ResourceAllocation* estimate) {
           *estimate = CreateResourceQuantity(5 /* lower estimate after load */);
-          return OkStatus();
+          return absl::OkStatus();
         }))
         .RetiresOnSaturation();
   }
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       overestimating_id, std::unique_ptr<Loader>(overestimating_loader))));
   absl::Notification overestimating_loaded;
-  basic_manager_->LoadServable(overestimating_id,
-                               [&overestimating_loaded](const Status& status) {
-                                 TF_EXPECT_OK(status);
-                                 overestimating_loaded.Notify();
-                               });
+  basic_manager_->LoadServable(
+      overestimating_id, [&overestimating_loaded](const absl::Status& status) {
+        TF_EXPECT_OK(status);
+        overestimating_loaded.Notify();
+      });
   overestimating_loaded.WaitForNotification();
 
   // A second loader that succeeds. The re-estimation of the first loader should
@@ -1456,15 +1465,15 @@ TEST_F(ResourceConstrainedBasicManagerTest,
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(5);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
-      succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
+      succeeding_id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
 }
 
 TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
@@ -1473,16 +1482,16 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
   ON_CALL(*unloading_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   absl::Notification load_done;
   EXPECT_CALL(*unloading_loader,
               LoadWithMetadata(Loader::Metadata{unloading_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       unloading_id, std::unique_ptr<Loader>(unloading_loader))));
   basic_manager_->LoadServable(unloading_id,
-                               [&load_done](const Status& status) {
+                               [&load_done](const absl::Status& status) {
                                  TF_EXPECT_OK(status);
                                  load_done.Notify();
                                });
@@ -1495,7 +1504,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
         finish_unload.WaitForNotification();
       }));
   basic_manager_->UnloadServable(
-      unloading_id, [](const Status& status) { TF_EXPECT_OK(status); });
+      unloading_id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
   unload_started.WaitForNotification();
 
   // A second loader that succeeds. The unloading of the first loader should
@@ -1508,19 +1517,19 @@ TEST_F(ResourceConstrainedBasicManagerTest, ResourcesReleasedAfterUnload) {
       .WillOnce(Invoke([&finish_unload](ResourceAllocation* estimate) {
         finish_unload.Notify();
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }))
       .WillOnce(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*succeeding_loader,
               LoadWithMetadata(Loader::Metadata{succeeding_id}))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
   basic_manager_->LoadServable(
-      succeeding_id, [](const Status& status) { TF_EXPECT_OK(status); });
+      succeeding_id, [](const absl::Status& status) { TF_EXPECT_OK(status); });
 
   // Force the manager to finish before deleting the notifications.
   basic_manager_.reset();
@@ -1538,7 +1547,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         denied_estimate_started.Notify();
         finish_denied_estimate.WaitForNotification();
         *estimate = CreateResourceQuantity(11 /* more than the system total */);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   // Load won't be called because resources are not enough to load it.
   EXPECT_CALL(*denied_loader, LoadWithMetadata(Loader::Metadata{denied_id}))
@@ -1553,15 +1562,15 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
   ON_CALL(*succeeding_loader, EstimateResources(_))
       .WillByDefault(Invoke([](ResourceAllocation* estimate) {
         *estimate = CreateResourceQuantity(10);
-        return OkStatus();
+        return absl::OkStatus();
       }));
   TF_ASSERT_OK(basic_manager_->ManageServable(CreateServableData(
       succeeding_id, std::unique_ptr<Loader>(succeeding_loader))));
 
-  Status denied_load_status;
+  absl::Status denied_load_status;
   // Place the first servable into a load request decision phase.
   basic_manager_->LoadServable(
-      denied_id, [&denied_load_status](const Status& status) {
+      denied_id, [&denied_load_status](const absl::Status& status) {
         denied_load_status = status;
         ASSERT_FALSE(status.ok());
         EXPECT_EQ(error::RESOURCE_EXHAUSTED, status.code());
@@ -1575,7 +1584,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
         // Ensure that the first servable's load request has been given
         // permission to exit its decision phase.
         EXPECT_TRUE(finish_denied_estimate.HasBeenNotified());
-        return OkStatus();
+        return absl::OkStatus();
       }));
 
   // Scoping ensures that the thread is run by the end of this scope.
@@ -1586,9 +1595,9 @@ TEST_F(ResourceConstrainedBasicManagerTest, FirstLoadDeniedSecondOneApproved) {
     // be notified.
     std::unique_ptr<Thread> load_servable(
         Env::Default()->StartThread({}, "LoadServable", [&]() {
-          basic_manager_->LoadServable(succeeding_id, [](const Status& status) {
-            TF_EXPECT_OK(status);
-          });
+          basic_manager_->LoadServable(
+              succeeding_id,
+              [](const absl::Status& status) { TF_EXPECT_OK(status); });
         }));
 
     finish_denied_estimate.Notify();
@@ -1611,7 +1620,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, EventBusErrorOnEstimateResources) {
   TF_ASSERT_OK(basic_manager_->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager_->LoadServable(
-      id, [](const Status& status) { EXPECT_FALSE(status.ok()); });
+      id, [](const absl::Status& status) { EXPECT_FALSE(status.ok()); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor_, id,
                                        {ServableState::ManagerState::kEnd});
   const ServableState error_state = {
@@ -1645,17 +1654,17 @@ TEST(EstimateResourcesRetriedTest, Succeeds) {
   test_util::MockLoader* loader = new NiceMock<test_util::MockLoader>;
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
-      .WillOnce(Return(OkStatus()));
+      .WillOnce(Return(absl::OkStatus()));
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
-      id, [](const Status& status) { EXPECT_TRUE(status.ok()); });
+      id, [](const absl::Status& status) { EXPECT_TRUE(status.ok()); });
   WaitUntilServableManagerStateIsOneOf(
       servable_state_monitor, id, {ServableState::ManagerState::kAvailable});
   const ServableState available_state = {
-      id, ServableState::ManagerState::kAvailable, OkStatus()};
+      id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
   EXPECT_THAT(*servable_state_monitor.GetState(id),
               EqualsServableState(available_state));
 }
@@ -1683,11 +1692,11 @@ TEST(EstimateResourcesRetriedTest, Fails) {
   EXPECT_CALL(*loader, EstimateResources(_))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
       .WillOnce(Return(errors::Internal("Error on estimate resources.")))
-      .WillRepeatedly(Return(OkStatus()));
+      .WillRepeatedly(Return(absl::OkStatus()));
   TF_ASSERT_OK(basic_manager->ManageServable(
       CreateServableData(id, std::unique_ptr<Loader>(loader))));
   basic_manager->LoadServable(
-      id, [](const Status& status) { EXPECT_FALSE(status.ok()); });
+      id, [](const absl::Status& status) { EXPECT_FALSE(status.ok()); });
   WaitUntilServableManagerStateIsOneOf(servable_state_monitor, id,
                                        {ServableState::ManagerState::kEnd});
   EXPECT_FALSE(servable_state_monitor.GetState(id)->health.ok());
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 91a55d404bf..9b10662ac6f 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -32,7 +32,7 @@ limitations under the License.
 namespace tensorflow {
 namespace serving {
 
-Status CachingManager::Create(
+absl::Status CachingManager::Create(
     Options options, std::unique_ptr<LoaderFactory> loader_factory,
     std::unique_ptr<CachingManager>* caching_manager) {
   // Set up basic manager options from the caching manager options.
@@ -53,7 +53,7 @@ Status CachingManager::Create(
 
   caching_manager->reset(
       new CachingManager(std::move(loader_factory), std::move(basic_manager)));
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 CachingManager::CachingManager(std::unique_ptr<LoaderFactory> loader_factory,
@@ -63,7 +63,7 @@ CachingManager::CachingManager(std::unique_ptr<LoaderFactory> loader_factory,
 
 CachingManager::~CachingManager() {}
 
-Status CachingManager::GetUntypedServableHandle(
+absl::Status CachingManager::GetUntypedServableHandle(
     const ServableRequest& request,
     std::unique_ptr<UntypedServableHandle>* const handle) {
   if (request.version) {
@@ -78,11 +78,11 @@ Status CachingManager::GetUntypedServableHandle(
                                        handle);
 }
 
-Status CachingManager::GetUntypedServableHandleForId(
+absl::Status CachingManager::GetUntypedServableHandleForId(
     const ServableId& servable_id,
     std::unique_ptr<UntypedServableHandle>* handle) {
   // Check if the underlying basic manager can already serve this request.
-  const Status handle_status = basic_manager_->GetUntypedServableHandle(
+  const absl::Status handle_status = basic_manager_->GetUntypedServableHandle(
       ServableRequest::FromId(servable_id), handle);
 
   // If the servable is already managed and loaded by the basic manager, serve
@@ -106,7 +106,7 @@ Status CachingManager::GetUntypedServableHandleForId(
       ServableRequest::FromId(servable_id), handle);
 }
 
-Status CachingManager::LoadServable(
+absl::Status CachingManager::LoadServable(
     ServableData<std::unique_ptr<Loader>> loader_data) {
   const ServableId servable_id = loader_data.id();
 
@@ -150,7 +150,7 @@ Status CachingManager::LoadServable(
       // the functionality of the event-bus and the servable state monitor are
       // automatically available in the caching-manager as well (via the basic
       // manager).
-      const Status manage_status =
+      const absl::Status manage_status =
           basic_manager_->ManageServable(std::move(loader_data));
       if (!manage_status.ok()) {
         const string error_msg = strings::StrCat(
@@ -161,18 +161,19 @@ Status CachingManager::LoadServable(
       }
 
       Notification load_done;
-      Status load_status;
-      basic_manager_->LoadServable(servable_id, [&](const Status& status) {
-        load_status = status;
-        load_done.Notify();
-      });
+      absl::Status load_status;
+      basic_manager_->LoadServable(servable_id,
+                                   [&](const absl::Status& status) {
+                                     load_status = status;
+                                     load_done.Notify();
+                                   });
       load_done.WaitForNotification();
       TF_RETURN_IF_ERROR(load_status);
     }
   }
   servable_id_mu.reset();
   MaybeEraseLoadMutexMapEntry(servable_id);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 void CachingManager::MaybeEraseLoadMutexMapEntry(
diff --git a/tensorflow_serving/core/log_collector_test.cc b/tensorflow_serving/core/log_collector_test.cc
index effbc5bdf06..d6ae28819c4 100644
--- a/tensorflow_serving/core/log_collector_test.cc
+++ b/tensorflow_serving/core/log_collector_test.cc
@@ -28,8 +28,10 @@ namespace {
 
 class FakeLogCollector : public LogCollector {
  public:
-  Status CollectMessage(const google::protobuf::Message& message) { return OkStatus(); }
-  Status Flush() override { return OkStatus(); }
+  absl::Status CollectMessage(const google::protobuf::Message& message) {
+    return absl::OkStatus();
+  }
+  absl::Status Flush() override { return absl::OkStatus(); }
 };
 
 LogCollectorConfig CreateConfig(const string& type,
@@ -52,7 +54,7 @@ TEST(LogCollectorTest, Registration) {
       "registered", [](const LogCollectorConfig& config, const uint32 id,
                        std::unique_ptr<LogCollector>* log_collector) {
         *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-        return OkStatus();
+        return absl::OkStatus();
       }));
   std::unique_ptr<LogCollector> log_collector;
   TF_ASSERT_OK(LogCollector::Create(
@@ -62,7 +64,7 @@ TEST(LogCollectorTest, Registration) {
 auto duplicate_factory = [](const LogCollectorConfig& config, const uint32 id,
                             std::unique_ptr<LogCollector>* log_collector) {
   *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-  return OkStatus();
+  return absl::OkStatus();
 };
 REGISTER_LOG_COLLECTOR("duplicate", duplicate_factory);
 
@@ -71,7 +73,7 @@ TEST(LogCollectorTest, DuplicateRegistration) {
       "duplicate", [](const LogCollectorConfig& config, const uint32 id,
                       std::unique_ptr<LogCollector>* log_collector) {
         *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-        return OkStatus();
+        return absl::OkStatus();
       });
   EXPECT_EQ(status.code(), error::ALREADY_EXISTS);
 }
@@ -79,7 +81,7 @@ TEST(LogCollectorTest, DuplicateRegistration) {
 auto creation_factory = [](const LogCollectorConfig& config, const uint32 id,
                            std::unique_ptr<LogCollector>* log_collector) {
   *log_collector = std::unique_ptr<LogCollector>(new FakeLogCollector());
-  return OkStatus();
+  return absl::OkStatus();
 };
 REGISTER_LOG_COLLECTOR("creation", creation_factory);
 
diff --git a/tensorflow_serving/core/manager_test.cc b/tensorflow_serving/core/manager_test.cc
index b6bbba13bc7..53c840e7a31 100644
--- a/tensorflow_serving/core/manager_test.cc
+++ b/tensorflow_serving/core/manager_test.cc
@@ -51,11 +51,11 @@ class TestManager : public Manager {
   }
 
  private:
-  Status GetUntypedServableHandle(
+  absl::Status GetUntypedServableHandle(
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* result) override {
     result->reset(new TestHandle);
-    return OkStatus();
+    return absl::OkStatus();
   }
 
   std::map<ServableId, std::unique_ptr<UntypedServableHandle>>
@@ -104,11 +104,11 @@ TEST(ManagerTest, GetAvailableServableHandlesWrongType) {
 // is handled gracefully rather than a crash or memory corruption.
 class ReturnNullManager : public TestManager {
  private:
-  Status GetUntypedServableHandle(
+  absl::Status GetUntypedServableHandle(
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* result) override {
     *result = nullptr;
-    return OkStatus();
+    return absl::OkStatus();
   }
 };
 
@@ -122,7 +122,7 @@ TEST(ManagerTest, NullHandleReturnsError) {
 // A manager that returns an error even though the result is non-null.
 class ReturnErrorManager : public TestManager {
  private:
-  Status GetUntypedServableHandle(
+  absl::Status GetUntypedServableHandle(
       const ServableRequest& request,
       std::unique_ptr<UntypedServableHandle>* result) override {
     result->reset(new TestHandle);
diff --git a/tensorflow_serving/core/manager_wrapper.cc b/tensorflow_serving/core/manager_wrapper.cc
index 054a8f4aab6..bfcedb9d8b6 100644
--- a/tensorflow_serving/core/manager_wrapper.cc
+++ b/tensorflow_serving/core/manager_wrapper.cc
@@ -30,7 +30,7 @@ std::vector<ServableId> ManagerWrapper::ListAvailableServableIds() const {
   return wrapped_->ListAvailableServableIds();
 }
 
-Status ManagerWrapper::GetUntypedServableHandle(
+absl::Status ManagerWrapper::GetUntypedServableHandle(
     const ServableRequest& request,
     std::unique_ptr<UntypedServableHandle>* const untyped_handle) {
   return wrapped_->GetUntypedServableHandle(request, untyped_handle);
diff --git a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
index 5981fe24af4..7d9ce5be818 100644
--- a/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
+++ b/tensorflow_serving/core/prefix_storage_path_source_adapter.cc
@@ -28,10 +28,10 @@ PrefixStoragePathSourceAdapter::PrefixStoragePathSourceAdapter(
 
 PrefixStoragePathSourceAdapter::~PrefixStoragePathSourceAdapter() { Detach(); }
 
-Status PrefixStoragePathSourceAdapter::Convert(const StoragePath& source,
-                                               StoragePath* destination) {
+absl::Status PrefixStoragePathSourceAdapter::Convert(const StoragePath& source,
+                                                     StoragePath* destination) {
   *destination = tensorflow::io::JoinPath(prefix_, source);
-  return OkStatus();
+  return absl::OkStatus();
 }
 
 }  // namespace serving
diff --git a/tensorflow_serving/core/request_logger.cc b/tensorflow_serving/core/request_logger.cc
index 386b46c6afb..33bc2723a45 100644
--- a/tensorflow_serving/core/request_logger.cc
+++ b/tensorflow_serving/core/request_logger.cc
@@ -46,9 +46,9 @@ RequestLogger::RequestLogger(const LoggingConfig& logging_config,
       log_collector_(std::move(log_collector)),
       uniform_sampler_() {}
 
-Status RequestLogger::Log(const google::protobuf::Message& request,
-                          const google::protobuf::Message& response,
-                          const LogMetadata& log_metadata) {
+absl::Status RequestLogger::Log(const google::protobuf::Message& request,
+                                const google::protobuf::Message& response,
+                                const LogMetadata& log_metadata) {
   const double sampling_rate =
       logging_config_.sampling_config().sampling_rate();
   LogMetadata log_metadata_with_config = log_metadata;
@@ -71,10 +71,10 @@ Status RequestLogger::Log(const google::protobuf::Message& request,
         ->IncrementBy(1);
     return status;
   }
-  return OkStatus();
+  return absl::OkStatus();
 }
 
-Status RequestLogger::Log(const google::protobuf::Message& log) {
+absl::Status RequestLogger::Log(const google::protobuf::Message& log) {
   return log_collector_->CollectMessage(log);
 }
 
diff --git a/tensorflow_serving/core/request_logger_test.cc b/tensorflow_serving/core/request_logger_test.cc
index ec262a0a907..2ce702c8697 100644
--- a/tensorflow_serving/core/request_logger_test.cc
+++ b/tensorflow_serving/core/request_logger_test.cc
@@ -98,9 +98,10 @@ TEST_F(RequestLoggerTest, Simple) {
                     test_util::EqualsProto(expected_log_metadata));
         *log =
             std::unique_ptr<google::protobuf::Any>(new google::protobuf::Any());
-        return OkStatus();
+        return absl::OkStatus();
       }));
-  EXPECT_CALL(*log_collector_, CollectMessage(_)).WillOnce(Return(OkStatus()));
+  EXPECT_CALL(*log_collector_, CollectMessage(_))
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(request_logger_->Log(request, PredictResponse(), log_metadata));
 }
 
@@ -122,7 +123,7 @@ TEST_F(RequestLoggerTest, ErroringCollectMessage) {
                                  std::unique_ptr<google::protobuf::Message>* log) {
         *log =
             std::unique_ptr<google::protobuf::Any>(new google::protobuf::Any());
-        return OkStatus();
+        return absl::OkStatus();
       }));
   EXPECT_CALL(*log_collector_, CollectMessage(_))
       .WillRepeatedly(Return(errors::Internal("Error")));
@@ -150,8 +151,9 @@ TEST_F(RequestLoggerTest, LoggingStreamSucceeds) {
       .WillOnce(DoAll(WithArg<1>([](std::unique_ptr<google::protobuf::Message>* log) {
                         *log = std::make_unique<google::protobuf::Any>();
                       }),
-                      Return(OkStatus())));
-  EXPECT_CALL(*log_collector_, CollectMessage(_)).WillOnce(Return(OkStatus()));
+                      Return(absl::OkStatus())));
+  EXPECT_CALL(*log_collector_, CollectMessage(_))
+      .WillOnce(Return(absl::OkStatus()));
   TF_ASSERT_OK(logger->LogMessage());
 }
 
@@ -173,7 +175,7 @@ TEST_F(RequestLoggerTest, LoggingStreamRequestLoggerDiesBeforeStreamCloses) {
       .WillOnce(DoAll(WithArg<1>([](std::unique_ptr<google::protobuf::Message>* log) {
                         *log = std::make_unique<google::protobuf::Any>();
                       }),
-                      Return(OkStatus())));
+                      Return(absl::OkStatus())));
   EXPECT_CALL(*log_collector_, CollectMessage(_)).Times(0);
 
   request_logger_.reset();
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index 8f2b5665d7d..ebaa496ccc0 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -72,8 +72,9 @@ TEST_F(ServableStateMonitorTest, AddingStates) {
   EXPECT_TRUE(monitor_->GetBoundedLog().empty());
 
   // Initial servable.
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -118,7 +119,7 @@ TEST_F(ServableStateMonitorTest, AddingStates) {
   // New servable name.
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_2_and_time = {state_2, 7};
   bus_->Publish(state_2);
@@ -151,8 +152,9 @@ TEST_F(ServableStateMonitorTest, UpdatingStates) {
   CreateMonitor(/*max_count_log_events=*/3);
 
   // Initial servables.
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_0_and_time = {state_0, 4};
   bus_->Publish(state_0);
@@ -163,7 +165,7 @@ TEST_F(ServableStateMonitorTest, UpdatingStates) {
   bus_->Publish(state_1);
   const ServableState state_2 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kUnloading,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   const ServableStateAndTime state_2_and_time = {state_2, 4};
   bus_->Publish(state_2);
   EXPECT_THAT(monitor_->GetAllServableStates(),
@@ -176,8 +178,9 @@ TEST_F(ServableStateMonitorTest, UpdatingStates) {
       ElementsAre(state_0_and_time, state_1_and_time, state_2_and_time));
 
   // Update one of them.
-  const ServableState state_1_updated = {
-      ServableId{"foo", 43}, ServableState::ManagerState::kLoading, OkStatus()};
+  const ServableState state_1_updated = {ServableId{"foo", 43},
+                                         ServableState::ManagerState::kLoading,
+                                         absl::OkStatus()};
   env_->AdvanceByMicroseconds(4);
   const ServableStateAndTime state_1_updated_and_time = {state_1_updated, 8};
   bus_->Publish(state_1_updated);
@@ -210,8 +213,9 @@ TEST_F(ServableStateMonitorTest, DisableBoundedLogging) {
   // The default value for max_count_log_events in options is 0, which disables
   // logging.
   CreateMonitor();
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -224,8 +228,9 @@ TEST_F(ServableStateMonitorTest, DisableBoundedLogging) {
 TEST_F(ServableStateMonitorTest, GetLiveServableStates) {
   CreateMonitor();
 
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -235,7 +240,7 @@ TEST_F(ServableStateMonitorTest, GetLiveServableStates) {
 
   const ServableState state_1 = {ServableId{"bar", 7},
                                  ServableState::ManagerState::kAvailable,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus_->Publish(state_1);
@@ -246,8 +251,9 @@ TEST_F(ServableStateMonitorTest, GetLiveServableStates) {
 
   // Servable {foo, 42} moves to state kEnd and is removed from the live states
   // servables.
-  const ServableState state_0_update = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kEnd, OkStatus()};
+  const ServableState state_0_update = {ServableId{"foo", 42},
+                                        ServableState::ManagerState::kEnd,
+                                        absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   bus_->Publish(state_0_update);
   EXPECT_THAT(monitor_->GetLiveServableStates(),
@@ -258,8 +264,9 @@ TEST_F(ServableStateMonitorTest, GetLiveServableStates) {
 TEST_F(ServableStateMonitorTest, GetAvailableServableStates) {
   CreateMonitor();
 
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -269,7 +276,7 @@ TEST_F(ServableStateMonitorTest, GetAvailableServableStates) {
   std::vector<ServableStateAndTime> servable_state_and_time;
   for (const auto& servable_id : {ServableId{"bar", 6}, ServableId{"bar", 7}}) {
     const ServableState state = {
-        servable_id, ServableState::ManagerState::kAvailable, OkStatus()};
+        servable_id, ServableState::ManagerState::kAvailable, absl::OkStatus()};
     const ServableStateAndTime state_and_time = {state, 2};
     servable_state_and_time.push_back({state, 2});
     bus_->Publish(state);
@@ -282,15 +289,16 @@ TEST_F(ServableStateMonitorTest, GetAvailableServableStates) {
   // servable states.
   const ServableState state_0_update = {ServableId{"bar", 6},
                                         ServableState::ManagerState::kUnloading,
-                                        OkStatus()};
+                                        absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   bus_->Publish(state_0_update);
   EXPECT_THAT(monitor_->GetAvailableServableStates(),
               UnorderedElementsAre("bar"));
   // Servable {bar, 7} moves to state kEnd and is removed from available
   // servable states.
-  const ServableState state_1_update = {
-      ServableId{"bar", 7}, ServableState::ManagerState::kEnd, OkStatus()};
+  const ServableState state_1_update = {ServableId{"bar", 7},
+                                        ServableState::ManagerState::kEnd,
+                                        absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   bus_->Publish(state_1_update);
   // No available state now.
@@ -300,8 +308,9 @@ TEST_F(ServableStateMonitorTest, GetAvailableServableStates) {
 TEST_F(ServableStateMonitorTest, VersionMapDescendingOrder) {
   CreateMonitor();
 
-  const ServableState state_0 = {
-      ServableId{"foo", 42}, ServableState::ManagerState::kStart, OkStatus()};
+  const ServableState state_0 = {ServableId{"foo", 42},
+                                 ServableState::ManagerState::kStart,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -311,7 +320,7 @@ TEST_F(ServableStateMonitorTest, VersionMapDescendingOrder) {
 
   const ServableState state_1 = {ServableId{"foo", 7},
                                  ServableState::ManagerState::kAvailable,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus_->Publish(state_1);
@@ -325,7 +334,7 @@ TEST_F(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_0 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kAvailable,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_0_and_time = {state_0, 1};
   bus_->Publish(state_0);
@@ -335,7 +344,7 @@ TEST_F(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_1 = {ServableId{"bar", 1},
                                  ServableState::ManagerState::kAvailable,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_1_and_time = {state_1, 2};
   bus_->Publish(state_1);
@@ -346,7 +355,7 @@ TEST_F(ServableStateMonitorTest, ForgetUnloadedServableStates) {
 
   const ServableState state_2 = {ServableId{"foo", 42},
                                  ServableState::ManagerState::kUnloading,
-                                 OkStatus()};
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_2_and_time = {state_2, 3};
   bus_->Publish(state_2);
@@ -358,7 +367,8 @@ TEST_F(ServableStateMonitorTest, ForgetUnloadedServableStates) {
                   Pair("bar", ElementsAre(Pair(1, state_1_and_time)))));
 
   const ServableState state_3 = {ServableId{"foo", 42},
-                                 ServableState::ManagerState::kEnd, OkStatus()};
+                                 ServableState::ManagerState::kEnd,
+                                 absl::OkStatus()};
   env_->AdvanceByMicroseconds(1);
   const ServableStateAndTime state_3_and_time = {state_3, 4};
   bus_->Publish(state_3);
@@ -400,7 +410,7 @@ TEST_F(ServableStateMonitorTest,
 
   using ManagerState = ServableState::ManagerState;
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
+      specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
 
   Notification notified;
   monitor_->NotifyWhenServablesReachState(
@@ -451,7 +461,8 @@ TEST_F(ServableStateMonitorTest,
 
   using ManagerState = ServableState::ManagerState;
   const ServableState servable_stream_available_state = {
-      servable_stream_available_state_id, ManagerState::kAvailable, OkStatus()};
+      servable_stream_available_state_id, ManagerState::kAvailable,
+      absl::OkStatus()};
 
   Notification notified;
   monitor_->NotifyWhenServablesReachState(
@@ -522,11 +533,11 @@ TEST_F(ServableStateMonitorTest,
       });
 
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
+      specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
   const ServableState specific_error_state = {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
   const ServableState servable_stream_state = {
-      servable_stream_id, ManagerState::kAvailable, OkStatus()};
+      servable_stream_id, ManagerState::kAvailable, absl::OkStatus()};
 
   bus_->Publish(specific_goal_state);
   ASSERT_FALSE(notified.HasBeenNotified());
@@ -545,7 +556,7 @@ TEST_F(ServableStateMonitorTest,
 
   using ManagerState = ServableState::ManagerState;
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
+      specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
 
   Notification notified;
   monitor_->NotifyWhenServablesReachState(
@@ -579,11 +590,11 @@ TEST_F(ServableStateMonitorTest,
   const ServableId servable_stream_id = {"servable_stream", 7};
 
   const ServableState specific_goal_state = {
-      specific_goal_state_id, ManagerState::kAvailable, OkStatus()};
+      specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
   const ServableState specific_error_state = {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
   const ServableState servable_stream_state = {
-      servable_stream_id, ManagerState::kAvailable, OkStatus()};
+      servable_stream_id, ManagerState::kAvailable, absl::OkStatus()};
 
   bus_->Publish(specific_goal_state);
   bus_->Publish(specific_error_state);
diff --git a/tensorflow_serving/core/static_manager.cc b/tensorflow_serving/core/static_manager.cc
index fd437228f07..88092ad7d01 100644
--- a/tensorflow_serving/core/static_manager.cc
+++ b/tensorflow_serving/core/static_manager.cc
@@ -26,7 +26,7 @@ StaticManagerBuilder::StaticManagerBuilder() {
   // We don't want multithreading.
   basic_manager_options.num_load_threads = 0;
   basic_manager_options.num_unload_threads = 0;
-  const Status basic_manager_status =
+  const absl::Status basic_manager_status =
       BasicManager::Create(std::move(basic_manager_options), &basic_manager_);
   if (!basic_manager_status.ok()) {
     LOG(ERROR) << "Error creating BasicManager: " << health_;

From a4192667446cf817ff1cc4f76c9573ab5eca9299 Mon Sep 17 00:00:00 2001
From: Juanli Shen <juanlishen@google.com>
Date: Tue, 5 Aug 2025 18:35:13 -0700
Subject: [PATCH 8076/8103] Extract the untracked part of `RunSavedModelWarmup`
 to a separate function

PiperOrigin-RevId: 791455959
---
 tensorflow_serving/servables/tensorflow/BUILD |  17 ++-
 .../tensorflow/saved_model_warmup_util.cc     |  49 ++++++---
 .../tensorflow/saved_model_warmup_util.h      |  18 +++-
 .../saved_model_warmup_util_test.cc           | 101 +++++++++++-------
 4 files changed, 124 insertions(+), 61 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8cceaddcf5d..78c58635674 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -933,10 +933,13 @@ cc_library(
     deps = [
         ":session_bundle_config_cc_proto",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
+        "//tensorflow_serving/util:executor",
         "//tensorflow_serving/util:threadpool_executor",
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/log",
+        "@com_google_absl//absl/status",
         "@com_google_protobuf//:cc_wkt_protos",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
@@ -979,14 +982,22 @@ cc_test(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_log_cc_proto",
         "//tensorflow_serving/apis:regression_cc_proto",
-        "//tensorflow_serving/core/test_util:test_main",
+        "//tensorflow_serving/core/test_util:test_main",  # buildcleaner: keep
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings:string_view",
         "@com_google_protobuf//:cc_wkt_protos",
+        "@local_xla//xla/tsl/lib/core:status_test_util",
         "@org_tensorflow//tensorflow/cc/saved_model:constants",
-        "@org_tensorflow//tensorflow/cc/saved_model:signature_constants",
+        "@org_tensorflow//tensorflow/cc/saved_model:loader",
+        "@org_tensorflow//tensorflow/core:framework_lite",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
+        "@org_tensorflow//tensorflow/core:tflite_portable_logging",
+        "@org_tensorflow//tensorflow/core/example:example_protos_cc",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:warmup",
+        "@org_tensorflow//tensorflow/core/platform:errors",
+        "@org_tensorflow//tensorflow/core/platform:path",
     ],
 )
 
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index ecbd86c0b59..b246d74b9a1 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -16,20 +16,30 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 
 #include <algorithm>
+#include <cstdint>
 #include <functional>
 #include <memory>
 #include <utility>
 
 #include "google/protobuf/wrappers.pb.h"
+#include "absl/base/thread_annotations.h"
+#include "absl/log/log.h"
+#include "absl/status/status.h"
 #include "tensorflow/cc/saved_model/constants.h"
 #include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/kernels/batching_util/warmup.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/io/record_reader.h"
 #include "tensorflow/core/lib/monitoring/sampler.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/env_time.h"
+#include "tensorflow/core/platform/file_system.h"
 #include "tensorflow/core/platform/mutex.h"
-#include "tensorflow/core/platform/status.h"
+#include "tensorflow/core/platform/path.h"
+#include "tensorflow/core/platform/strcat.h"
+#include "tensorflow/core/platform/tstring.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow_serving/util/executor.h"
 #include "tensorflow_serving/util/threadpool_executor.h"
 
 namespace tensorflow {
@@ -58,22 +68,9 @@ uint64_t GetLatencyMicroseconds(const uint64_t start_microseconds) {
 constexpr char WarmupConsts::kRequestsFileName[];
 constexpr int WarmupConsts::kMaxNumRecords;
 
-absl::Status RunSavedModelWarmup(
+absl::Status RunSavedModelWarmupUntracked(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
     std::function<absl::Status(PredictionLog)> warmup_request_executor) {
-  WarmupStateRegistry::Handle warmup_handle;
-  auto per_model_data = std::make_unique<WarmupStateRegistry::PerModelData>();
-  per_model_data->warmup_all_batch_sizes =
-      model_warmup_options.enable_all_batch_sizes_warmup();
-  if (!model_warmup_options.model_name().empty()) {
-    auto h = GetGlobalWarmupStateRegistry().Register(
-        {model_warmup_options.model_name(),
-         model_warmup_options.model_version()},
-        std::move(per_model_data));
-    TF_RETURN_IF_ERROR(h.status());
-    warmup_handle = std::move(h.value());
-  }
-
   const uint64_t start_microseconds = EnvTime::NowMicros();
   const string warmup_path =
       io::JoinPath(export_dir, kSavedModelAssetsExtraDirectory,
@@ -237,6 +234,26 @@ absl::Status RunSavedModelWarmup(
   return absl::OkStatus();
 }
 
+absl::Status RunSavedModelWarmup(
+    const ModelWarmupOptions& model_warmup_options, const string export_dir,
+    std::function<absl::Status(PredictionLog)> warmup_request_executor) {
+  WarmupStateRegistry::Handle warmup_handle;
+  auto per_model_data = std::make_unique<WarmupStateRegistry::PerModelData>();
+  per_model_data->warmup_all_batch_sizes =
+      model_warmup_options.enable_all_batch_sizes_warmup();
+  if (!model_warmup_options.model_name().empty()) {
+    auto h = GetGlobalWarmupStateRegistry().Register(
+        {model_warmup_options.model_name(),
+         model_warmup_options.model_version()},
+        std::move(per_model_data));
+    TF_RETURN_IF_ERROR(h.status());
+    warmup_handle = std::move(h.value());
+  }
+
+  return RunSavedModelWarmupUntracked(model_warmup_options, export_dir,
+                                      warmup_request_executor);
+}
+
 }  // namespace internal
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
index dfe49aa928b..981c34e5aac 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h
@@ -16,7 +16,10 @@ limitations under the License.
 #ifndef THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_UTIL_H_
 #define THIRD_PARTY_TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_SAVED_MODEL_WARMUP_UTIL_H_
 
-#include "tensorflow/cc/saved_model/loader.h"
+#include <functional>
+
+#include "absl/status/status.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/saved_model.pb.h"
 #include "tensorflow_serving/apis/prediction_log.pb.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
@@ -35,9 +38,18 @@ struct WarmupConsts {
 // to trigger lazy initializations (such as TF optimizations, XLA compilations)
 // at load time, and consequently improve first request latency.
 // Warmup is skipped if no warmup file present.
-Status RunSavedModelWarmup(
+absl::Status RunSavedModelWarmup(
+    const ModelWarmupOptions& model_warmup_options, const string export_dir,
+    std::function<absl::Status(PredictionLog)> warmup_request_executor);
+
+// Similar to `RunSavedModelWarmup()`, but does not track the warmup state.
+//
+// WARNING: Inside the function, multiple warmup threads might be dispatched to
+// run `warmup_request_executor`. Use with caution, especially when batching is
+// involved.
+absl::Status RunSavedModelWarmupUntracked(
     const ModelWarmupOptions& model_warmup_options, const string export_dir,
-    std::function<Status(PredictionLog)> warmup_request_executor);
+    std::function<absl::Status(PredictionLog)> warmup_request_executor);
 
 }  // namespace internal
 }  // namespace serving
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
index cb660cc8908..8dd4b71ee0a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util_test.cc
@@ -15,27 +15,29 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_warmup_util.h"
 
+#include <cstdint>
 #include <string>
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
+#include "absl/strings/string_view.h"
 #include "tensorflow/cc/saved_model/constants.h"
-#include "tensorflow/cc/saved_model/signature_constants.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "xla/tsl/lib/core/status_test_util.h"
 #include "tensorflow/core/example/example.pb.h"
 #include "tensorflow/core/example/feature.pb.h"
 #include "tensorflow/core/framework/tensor.pb.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/kernels/batching_util/warmup.h"
-#include "tensorflow/core/lib/core/status_test_util.h"
-#include "tensorflow/core/lib/io/path.h"
-#include "tensorflow/core/lib/io/record_writer.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow/core/platform/test.h"
-#include "tensorflow/core/platform/threadpool_options.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow_serving/apis/classification.pb.h"
 #include "tensorflow_serving/apis/inference.pb.h"
 #include "tensorflow_serving/apis/input.pb.h"
@@ -55,15 +57,39 @@ constexpr absl::string_view kModelName = "/ml/owner/model";
 constexpr int64_t kModelVersion = 0;
 constexpr int32_t kNumWarmupThreads = 3;
 
-class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
+class RunSavedModelWarmupUntrackedTest : public ::testing::Test {
  protected:
-  SavedModelBundleWarmupUtilTest() {}
+  RunSavedModelWarmupUntrackedTest() = default;
 
-  bool ParallelWarmUp() { return GetParam(); }
+  virtual ModelWarmupOptions CreateModelWarmupOptions() {
+    return ModelWarmupOptions();
+  }
+
+  virtual void FakeRunWarmupRequest() {
+    tensorflow::mutex_lock lock(mu_);
+    warmup_request_counter_++;
+  }
+
+  int warmup_request_counter() {
+    tensorflow::mutex_lock lock(mu_);
+    return warmup_request_counter_;
+  }
+
+  tensorflow::mutex mu_;
+  int warmup_request_counter_ = 0;
+};
+
+class RunSavedModelWarmupTest
+    : public RunSavedModelWarmupUntrackedTest,
+      public ::testing::WithParamInterface<bool /* parallel_warmup */> {
+ protected:
+  RunSavedModelWarmupTest() = default;
 
-  ModelWarmupOptions CreateModelWarmupOptions() {
+  bool parallel_warmup() const { return GetParam(); }
+
+  ModelWarmupOptions CreateModelWarmupOptions() override {
     ModelWarmupOptions options;
-    if (ParallelWarmUp()) {
+    if (parallel_warmup()) {
       options.set_model_name(std::string(kModelName));
       options.set_model_version(kModelVersion);
       options.mutable_num_model_warmup_threads()->set_value(kNumWarmupThreads);
@@ -76,7 +102,7 @@ class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
         {std::string(kModelName), kModelVersion});
   }
 
-  void FakeRunWarmupRequest() {
+  void FakeRunWarmupRequest() override {
     tensorflow::mutex_lock lock(mu_);
     is_model_in_warmup_state_registry_ = LookupWarmupState();
     warmup_request_counter_++;
@@ -87,50 +113,47 @@ class SavedModelBundleWarmupUtilTest : public ::testing::TestWithParam<bool> {
     return is_model_in_warmup_state_registry_;
   }
 
-  int warmup_request_counter() {
-    tensorflow::mutex_lock lock(mu_);
-    return warmup_request_counter_;
-  }
-
  private:
-  tensorflow::mutex mu_;
   bool is_model_in_warmup_state_registry_ = false;
-  int warmup_request_counter_ = 0;
 };
 
-TEST_P(SavedModelBundleWarmupUtilTest, WarmupStateRegistration) {
+TEST_P(RunSavedModelWarmupTest, WarmupStateRegistration) {
   string base_path = io::JoinPath(testing::TmpDir(), "WarmupStateRegistration");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
   string fname = io::JoinPath(base_path, kSavedModelAssetsExtraDirectory,
                               internal::WarmupConsts::kRequestsFileName);
 
-  const int num_warmup_records = ParallelWarmUp() ? kNumWarmupThreads : 1;
+  const int num_warmup_records = parallel_warmup() ? kNumWarmupThreads : 1;
   std::vector<string> warmup_records;
   TF_ASSERT_OK(
       AddMixedWarmupData(&warmup_records, {PredictionLog::kPredictLog}));
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
 
   TF_ASSERT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
-                                [this](PredictionLog prediction_log) {
-                                  this->FakeRunWarmupRequest();
-                                  return absl::OkStatus();
-                                }));
+                                   [this](PredictionLog prediction_log) {
+                                     this->FakeRunWarmupRequest();
+                                     return absl::OkStatus();
+                                   }));
   EXPECT_EQ(warmup_request_counter(), num_warmup_records);
-  EXPECT_EQ(is_model_in_warmup_state_registry(), ParallelWarmUp());
+  EXPECT_EQ(is_model_in_warmup_state_registry(), parallel_warmup());
   // The model should be unregistered from the WarmupStateRegistry after
   // warm-up.
   EXPECT_FALSE(LookupWarmupState());
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
+INSTANTIATE_TEST_SUITE_P(RunSavedModelWarmupTests, RunSavedModelWarmupTest,
+                         ::testing::Bool());
+
+TEST_F(RunSavedModelWarmupUntrackedTest, NoWarmupDataFile) {
   string base_path = io::JoinPath(testing::TmpDir(), "NoWarmupDataFile");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
 
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
+  TF_EXPECT_OK(
+      RunSavedModelWarmupUntracked(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
                                      return absl::OkStatus();
@@ -138,7 +161,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, NoWarmupDataFile) {
   EXPECT_EQ(warmup_request_counter(), 0);
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
+TEST_F(RunSavedModelWarmupUntrackedTest, WarmupDataFileEmpty) {
   string base_path = io::JoinPath(testing::TmpDir(), "WarmupDataFileEmpty");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -149,7 +172,8 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 0));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  TF_EXPECT_OK(RunSavedModelWarmup(CreateModelWarmupOptions(), base_path,
+  TF_EXPECT_OK(
+      RunSavedModelWarmupUntracked(CreateModelWarmupOptions(), base_path,
                                    [this](PredictionLog prediction_log) {
                                      this->FakeRunWarmupRequest();
                                      return absl::OkStatus();
@@ -157,7 +181,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, WarmupDataFileEmpty) {
   EXPECT_EQ(warmup_request_counter(), 0);
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
+TEST_F(RunSavedModelWarmupUntrackedTest, UnsupportedFileFormat) {
   string base_path = io::JoinPath(testing::TmpDir(), "UnsupportedFileFormat");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -174,7 +198,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
   TF_ASSERT_OK(WriteWarmupDataAsSerializedProtos(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  const absl::Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmupUntracked(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -184,7 +208,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnsupportedFileFormat) {
                   "Please verify your warmup data is in TFRecord format"));
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
+TEST_F(RunSavedModelWarmupUntrackedTest, TooManyWarmupRecords) {
   string base_path = io::JoinPath(testing::TmpDir(), "TooManyWarmupRecords");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -197,7 +221,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
                                internal::WarmupConsts::kMaxNumRecords + 1));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  const absl::Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmupUntracked(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -209,7 +233,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, TooManyWarmupRecords) {
       ::testing::HasSubstr("Number of warmup records exceeds the maximum"));
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
+TEST_F(RunSavedModelWarmupUntrackedTest, UnparsableRecord) {
   string base_path = io::JoinPath(testing::TmpDir(), "UnparsableRecord");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -219,7 +243,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
   std::vector<string> warmup_records = {"malformed_record"};
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, 10));
   SavedModelBundle saved_model_bundle;
-  const absl::Status status = RunSavedModelWarmup(
+  const absl::Status status = RunSavedModelWarmupUntracked(
       CreateModelWarmupOptions(), base_path,
       [](PredictionLog prediction_log) { return absl::OkStatus(); });
   ASSERT_FALSE(status.ok());
@@ -230,7 +254,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, UnparsableRecord) {
               ::testing::HasSubstr("Failed to parse warmup record"));
 }
 
-TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
+TEST_F(RunSavedModelWarmupUntrackedTest, RunFailure) {
   string base_path = io::JoinPath(testing::TmpDir(), "RunFailure");
   TF_ASSERT_OK(Env::Default()->RecursivelyCreateDir(
       io::JoinPath(base_path, kSavedModelAssetsExtraDirectory)));
@@ -243,7 +267,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
   TF_ASSERT_OK(WriteWarmupData(fname, warmup_records, num_warmup_records));
   SavedModelBundle saved_model_bundle;
   AddSignatures(&saved_model_bundle.meta_graph_def);
-  absl::Status status = RunSavedModelWarmup(
+  absl::Status status = RunSavedModelWarmupUntracked(
       CreateModelWarmupOptions(), base_path, [](PredictionLog prediction_log) {
         return errors::InvalidArgument("Run failed");
       });
@@ -253,8 +277,7 @@ TEST_P(SavedModelBundleWarmupUtilTest, RunFailure) {
       << status;
   EXPECT_THAT(status.ToString(), ::testing::HasSubstr("Run failed"));
 }
-INSTANTIATE_TEST_SUITE_P(ParallelWarmUp, SavedModelBundleWarmupUtilTest,
-                         ::testing::Bool());
+
 }  // namespace
 }  // namespace internal
 }  // namespace serving

From ac1586b213f94720f35ccc59baa145b2ac505b03 Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Thu, 7 Aug 2025 16:45:11 -0700
Subject: [PATCH 8077/8103] Internal change only

PiperOrigin-RevId: 792359286
---
 tensorflow_serving/servables/tensorflow/BUILD | 10 +++-
 .../tensorflow/tfrt_saved_model_factory.cc    | 14 +++++
 .../tensorflow/tfrt_saved_model_factory.h     | 21 ++++++--
 .../tfrt_saved_model_source_adapter.cc        | 53 ++++++++++++++++---
 .../tfrt_saved_model_source_adapter.proto     |  6 +++
 5 files changed, 94 insertions(+), 10 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 78c58635674..8a17e5dd2bf 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1254,6 +1254,8 @@ cc_library(
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
         "//tensorflow_serving/session_bundle:graph_rewriter",
+        "@com_google_absl//absl/base:core_headers",
+        "@com_google_absl//absl/log",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/status:statusor",
         "@com_google_absl//absl/strings",
@@ -1266,7 +1268,9 @@ cc_library(
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
+        "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler_hdrs",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:shared_batch_scheduler_hdrs",
+        "@org_tensorflow//tensorflow/core/tfrt/graph_executor:graph_execution_options",
         "@org_tensorflow//tensorflow/core/tfrt/runtime",
         "@org_tensorflow//tensorflow/core/tfrt/saved_model:saved_model_cpu",
     ],
@@ -1320,18 +1324,22 @@ cc_library(
     ],
     deps = [
         ":bundle_factory_util",
+        ":file_acl",
         ":machine_learning_metadata",
         ":servable",
         ":tfrt_saved_model_factory",
         ":tfrt_saved_model_source_adapter_cc_proto",
         ":tfrt_servable",
+        "//tensorflow_serving/core:loader",
         "//tensorflow_serving/core:simple_loader",
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/resources:resources_cc_proto",
-        "//tensorflow_serving/servables/tensorflow:file_acl",
+        "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings",
+        "@com_google_absl//absl/strings:string_view",
         "@org_tensorflow//tensorflow/cc/saved_model:loader",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index 6ecb03be61b..f524a18a32d 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include <algorithm>
 #include <cstdint>
+#include <functional>
 #include <memory>
 #include <string>
 #include <unordered_set>
@@ -24,6 +25,7 @@ limitations under the License.
 #include <vector>
 
 #include "google/protobuf/wrappers.pb.h"
+#include "absl/log/log.h"
 #include "absl/status/status.h"
 #include "absl/status/statusor.h"
 #include "absl/strings/string_view.h"
@@ -33,8 +35,11 @@ limitations under the License.
 #include "tensorflow/compiler/mlir/tfrt/translate/tfrt_compile_options.h"
 #include "xla/tsl/platform/env.h"
 #include "xla/tsl/platform/errors.h"
+#include "xla/tsl/platform/statusor.h"
+#include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/protobuf/config.pb.h"
 #include "tensorflow/core/protobuf/meta_graph.pb.h"
 #include "tensorflow/core/public/session_options.h"
@@ -401,5 +406,14 @@ CreateThreadPoolFactoryFromConfig(const TfrtSavedModelConfig& config) {
   return thread_pool_factory;
 }
 
+// copybara:strip_begin (Do not leak in tesorflow serving OSS.)
+absl::Status TfrtSavedModelFactory::CreateOrbaxServable(
+    const Loader::Metadata& metadata, const string& path,
+    std::unique_ptr<Servable>* servable) {
+  return absl::UnimplementedError(
+      "CreateOrbaxServable is not implemented yet.");
+}
+// copybara:strip_end
+
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
index 15fcf818d2a..75f53c29f11 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h
@@ -16,21 +16,30 @@ limitations under the License.
 #ifndef TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
 #define TENSORFLOW_SERVING_SERVABLES_TENSORFLOW_TFRT_SAVED_MODEL_FACTORY_H_
 
+#include <cstdint>
 #include <functional>
 #include <memory>
 #include <string>
+#include <unordered_set>
+#include <utility>
 
+#include "absl/base/attributes.h"
+#include "absl/base/thread_annotations.h"
+#include "absl/log/log.h"
 #include "absl/status/status.h"
+#include "absl/status/statusor.h"
+#include "absl/strings/string_view.h"
 #include "absl/synchronization/mutex.h"
-#include "absl/types/optional.h"
+#include "xla/tsl/platform/macros.h"
 #include "tensorflow/core/kernels/batching_util/shared_batch_scheduler.h"
-#include "tensorflow/core/lib/core/status.h"
-#include "tensorflow/core/platform/macros.h"
+#include "tensorflow/core/platform/types.h"
+#include "tensorflow/core/tfrt/graph_executor/graph_execution_options.h"
 #include "tensorflow/core/tfrt/runtime/runtime.h"
 #include "tensorflow/core/tfrt/saved_model/saved_model.h"
 #include "tensorflow_serving/batching/tfrt_saved_model_with_batching.h"
 #include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/resources/resources.pb.h"
+#include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/session_bundle_config.pb.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.pb.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
@@ -106,6 +115,12 @@ class TfrtSavedModelFactory {
   absl::Status EstimateResourceRequirement(const string& path,
                                            ResourceAllocation* estimate) const;
 
+  // copybara:strip_begin (Do not leak in tesorflow serving OSS.)
+  virtual absl::Status CreateOrbaxServable(const Loader::Metadata& metadata,
+                                           const string& path,
+                                           std::unique_ptr<Servable>* servable);
+  // copybara:strip_end
+
   const TfrtSavedModelConfig& config() const { return config_; }
   TfrtSavedModelConfig& mutable_config() { return config_; }
   absl::string_view GetServingResourceType() const;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index dcc4b265b3e..c9b81c9460f 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -16,11 +16,21 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.h"
 
 #include <memory>
-
+#include <string>
+#include <utility>
+
+#include "absl/status/status.h"
+#include "absl/strings/str_cat.h"
+#include "absl/strings/string_view.h"
+#include "tensorflow/cc/saved_model/loader.h"
+#include "xla/tsl/platform/env.h"
 #include "xla/tsl/platform/errors.h"
-#include "tensorflow/core/lib/core/errors.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow/core/platform/types.h"
+#include "tensorflow_serving/core/loader.h"
 #include "tensorflow_serving/core/simple_loader.h"
+#include "tensorflow_serving/core/source_adapter.h"
+#include "tensorflow_serving/core/storage_path.h"
 #include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/resources/resources.pb.h"
@@ -29,11 +39,31 @@ limitations under the License.
 #include "tensorflow_serving/servables/tensorflow/machine_learning_metadata.h"
 #include "tensorflow_serving/servables/tensorflow/servable.h"
 #include "tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.h"
-#include "tensorflow_serving/servables/tensorflow/tfrt_servable.h"
 
 namespace tensorflow {
 namespace serving {
 
+// copybara:strip_begin (Do not leak in tensorflow serving OSS.)
+namespace {
+// Orbax manifest file name.
+inline constexpr char kOrbaxModelManifestPb[] = "manifest.pb";
+// Orbax manifest version file name.
+inline constexpr char kOrbaxModelManifestVersionTxt[] = "manifest_version.txt";
+
+absl::Status IsOrbaxModelDirectory(absl::string_view path) {
+  const std::string orbax_model_manifest_pb_path =
+      tensorflow::io::JoinPath(path, kOrbaxModelManifestPb);
+  const std::string orbax_model_manifest_version_path =
+      tensorflow::io::JoinPath(path, kOrbaxModelManifestVersionTxt);
+  tsl::Env* env = tsl::Env::Default();
+  TF_RETURN_IF_ERROR(env->FileExists(orbax_model_manifest_pb_path));
+  TF_RETURN_IF_ERROR(env->FileExists(orbax_model_manifest_version_path));
+  return absl::OkStatus();
+}
+
+}  // namespace
+// copybara:strip_end
+
 absl::Status TfrtSavedModelSourceAdapter::Create(
     const TfrtSavedModelSourceAdapterConfig& config,
     std::unique_ptr<TfrtSavedModelSourceAdapter>* adapter) {
@@ -57,9 +87,20 @@ TfrtSavedModelSourceAdapter::GetServableCreator(
   return [factory, path](const Loader::Metadata& metadata,
                          std::unique_ptr<Servable>* servable) {
     TF_RETURN_IF_ERROR(RegisterModelRoot(metadata.servable_id, path));
-    TF_RETURN_IF_ERROR(
-        factory->CreateTfrtSavedModelWithMetadata(metadata, path, servable));
-    return absl::OkStatus();
+    if (MaybeSavedModelDirectory(path)) {
+      return factory->CreateTfrtSavedModelWithMetadata(metadata, path,
+                                                       servable);
+    }
+
+    // copybara:strip_begin (Do not leak in tesorflow serving OSS.)
+    if (IsOrbaxModelDirectory(path).ok()) {
+      return factory->CreateOrbaxServable(metadata, path, servable);
+    }
+    // copybara:strip_end
+
+    return absl::InvalidArgumentError(
+        absl::StrCat("Unsupported model directory: ", path,
+                     ". Only SavedModel and Orbax Model are supported."));
   };
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 7d41adcbe23..39955a8cfce 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -238,6 +238,12 @@ message TfrtSavedModelConfig {
   // If non-zero, all models on this server are switched to use a prioritized
   // batching function using this number of global threads.
   int64 tfrt_batch_queue_global_prioritization_num_threads = 2029;
+
+  // copybara:strip_begin (Do not leak in tesorflow serving OSS.)
+  // If true, allow Orbax as an additional format for loading models.
+  bool allow_orbax = 2030;
+  // copybara:strip_end
+  bool allow_xla_cpu = 2031;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From 0df40b3031d2b91f6174393795d09f9dcd7f4cef Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Wed, 13 Aug 2025 09:42:57 -0700
Subject: [PATCH 8078/8103] Internal change only

PiperOrigin-RevId: 794618695
---
 .../servables/tensorflow/tfrt_saved_model_factory.cc             | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
index f524a18a32d..97372e71a70 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory.cc
@@ -306,6 +306,7 @@ absl::Status TfrtSavedModelFactory::CreateTfrtSavedModelWithMetadata(
     std::unique_ptr<Servable>* servable) {
   TF_ASSIGN_OR_RETURN(auto override_servable, OverrideServable(metadata, path));
   if (override_servable) {
+    LOG(INFO) << "Overriding TFRT servable with remote servable.";
     *servable = std::move(override_servable);
     return absl::OkStatus();
   }

From 482cdcd4845c37ace01f95b04a1fde64fc8bceec Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 18 Aug 2025 11:08:48 -0700
Subject: [PATCH 8079/8103] Enable use of absl nullability annotations now that
 the absl version used provides them.

PiperOrigin-RevId: 796498707
---
 tensorflow_serving/core/server_request_logger.h | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/core/server_request_logger.h b/tensorflow_serving/core/server_request_logger.h
index 6eb23fdae6b..4b42aed84b0 100644
--- a/tensorflow_serving/core/server_request_logger.h
+++ b/tensorflow_serving/core/server_request_logger.h
@@ -61,9 +61,9 @@ class ServerRequestLogger {
   using StringToUniqueRequestLoggerMap =
       std::unordered_map<string, std::shared_ptr<RequestLogger>>;
   struct UpdateRequest {
-    /*absl_nonnull - not yet supported*/ std::unique_ptr<StringToRequestLoggersMap>
+    absl_nonnull std::unique_ptr<StringToRequestLoggersMap>
         model_to_loggers_map;
-    /*absl_nonnull - not yet supported*/ std::unique_ptr<StringToUniqueRequestLoggerMap>
+    absl_nonnull std::unique_ptr<StringToUniqueRequestLoggerMap>
         config_to_logger_map;
   };
 

From 235da1a398ea4784fa0fe4768ea7d3668e79cc7f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 19 Aug 2025 11:39:23 -0700
Subject: [PATCH 8080/8103] Automated Code Change

PiperOrigin-RevId: 796959236
---
 .../tensorflow/ops/remote_predict/BUILD           |  1 +
 .../kernels/remote_predict_op_kernel.h            | 15 +++++++--------
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 24c2027f729..e774a5224b3 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -30,6 +30,7 @@ cc_library(
         "@org_tensorflow//tensorflow/core:framework_headers_lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core/kernels:ops_util_hdrs",
+        "@org_tensorflow//tensorflow/core/platform:status",
         "@org_tensorflow//tensorflow/core/platform:statusor",
     ],
     alwayslink = 1,
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index beb4b5e9bf2..361a1f6b7e9 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -60,7 +60,7 @@ class RemotePredictOp : public AsyncOpKernel {
     absl::Status prediction_service_status =
         PredictionServiceStubType::Create(target_address, &prediction_service_);
     OP_REQUIRES(context, prediction_service_status.ok(),
-                tensorflow::Status(static_cast<tensorflow::errors::Code>(
+                tensorflow::Status(static_cast<::absl::StatusCode>(
                                        prediction_service_status.code()),
                                    prediction_service_status.message()));
   }
@@ -107,7 +107,7 @@ class RemotePredictOp : public AsyncOpKernel {
     auto rpc_or = prediction_service_->CreateRpc(
         absl::Milliseconds(max_rpc_deadline_millis_));
     OP_REQUIRES_ASYNC(context, rpc_or.ok(),
-                      tensorflow::Status(static_cast<tensorflow::errors::Code>(
+                      tensorflow::Status(static_cast<::absl::StatusCode>(
                                              rpc_or.status().code()),
                                          rpc_or.status().message()),
                       [&]() {
@@ -154,12 +154,11 @@ class RemotePredictOp : public AsyncOpKernel {
     // Process the response.
     if (!rpc_status.ok()) {
       if (fail_op_on_rpc_error) {
-        OP_REQUIRES_OK_ASYNC(
-            context,
-            tensorflow::Status(
-                static_cast<tensorflow::errors::Code>(rpc_status.code()),
-                rpc_status.message()),
-            rpc_cleaner.release());
+        OP_REQUIRES_OK_ASYNC(context,
+                             tensorflow::Status(static_cast<::absl::StatusCode>(
+                                                    rpc_status.code()),
+                                                rpc_status.message()),
+                             rpc_cleaner.release());
       } else {
         // Allocate some empty output for the output_tensors.
         for (int i = 0; i < output_tensors_list.size(); ++i) {

From 89dfd9950811ff097a439ba2de8812e1c4d954dc Mon Sep 17 00:00:00 2001
From: Raviteja Gorijala <gorijala@google.com>
Date: Tue, 19 Aug 2025 14:18:53 -0700
Subject: [PATCH 8081/8103] Update release notes for 2.19.1

PiperOrigin-RevId: 797018603
---
 RELEASE.md | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/RELEASE.md b/RELEASE.md
index 1f2f9235ead..f5c83ec3ead 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,5 +1,19 @@
 <!-- disableFinding(HEADING_REPEAT_H1) -->
 
+# Release 2.19.1
+
+## Major Features and Improvements
+
+* No major features or improvements.
+
+## Breaking Changes
+
+* No breaking changes.
+
+## Bug Fixes and Other Changes
+
+* This release is based on TF version 2.19.1.
+
 # Release 2.19.0
 
 ## Major Features and Improvements

From 9ef9d39f2120a4f91d7bc25f3470ce742eb6c40f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Aug 2025 12:44:30 -0700
Subject: [PATCH 8082/8103] Automated Code Change

PiperOrigin-RevId: 797423345
---
 tensorflow_serving/core/BUILD                 | 11 ++++++++++
 .../aspired_versions_manager_benchmark.cc     |  4 ++--
 .../core/aspired_versions_manager_test.cc     | 22 +++++++++----------
 tensorflow_serving/core/caching_manager.cc    |  3 ++-
 .../core/loader_harness_test.cc               |  4 ++--
 .../core/servable_state_monitor.cc            |  3 ++-
 .../core/servable_state_monitor_test.cc       | 17 +++++++-------
 tensorflow_serving/core/source_adapter.h      |  3 ++-
 tensorflow_serving/core/source_router.h       |  3 ++-
 tensorflow_serving/core/source_router_test.cc |  3 ++-
 tensorflow_serving/core/static_manager.h      |  3 ++-
 tensorflow_serving/core/target.h              |  9 ++++----
 12 files changed, 52 insertions(+), 33 deletions(-)

diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index fdb8769172b..07831de77b0 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -134,6 +134,7 @@ cc_library(
         ":servable_data",
         ":source",
         "//tensorflow_serving/util:observer",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -151,6 +152,7 @@ cc_library(
         ":storage_path",
         ":target",
         "//tensorflow_serving/util:class_registration",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -179,6 +181,7 @@ cc_library(
         ":source",
         ":source_adapter",
         ":target",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -193,6 +196,7 @@ cc_test(
         ":target",
         "//tensorflow_serving/core/test_util:mock_storage_path_target",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:test",
     ],
@@ -417,6 +421,7 @@ cc_library(
         ":servable_id",
         ":servable_state",
         "//tensorflow_serving/util:event_bus",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
@@ -434,6 +439,7 @@ cc_test(
         ":servable_state_monitor",
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util:event_bus",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:fake_clock_env",
     ],
@@ -462,6 +468,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/test_util",
         "//tensorflow_serving/util:any_ptr",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:tensorflow",
@@ -562,6 +569,7 @@ cc_test(
         "//tensorflow_serving/core/test_util:test_main",
         "//tensorflow_serving/util:any_ptr",
         "//tensorflow_serving/util:event_bus",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
@@ -582,6 +590,7 @@ cc_test(
         ":servable_handle",
         ":simple_loader",
         "//tensorflow_serving/core/test_util:manager_test_util",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
         "@org_tensorflow//tensorflow/core:test",
@@ -601,6 +610,7 @@ cc_library(
         ":servable_handle",
         ":servable_id",
         ":simple_loader",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -629,6 +639,7 @@ cc_library(
         ":servable_handle",
         ":servable_id",
         ":source_adapter",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
     ],
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index 9aeb1f0f534..489d4d7caac 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -27,8 +27,8 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/lib/random/philox_random.h"
@@ -102,7 +102,7 @@ class BenchmarkState {
   // To avoid having the benchmark timing include time spent scheduling threads,
   // we use this notification to notify when the read threads should begin.
   // This is notified immediately after the benchmark timing is started.
-  Notification all_read_threads_scheduled_;
+  absl::Notification all_read_threads_scheduled_;
 
   // Store the update thread as it is only safe to complete teardown and
   // destruct state after it has exited.
diff --git a/tensorflow_serving/core/aspired_versions_manager_test.cc b/tensorflow_serving/core/aspired_versions_manager_test.cc
index 44801bfe8ac..bf6147cf043 100644
--- a/tensorflow_serving/core/aspired_versions_manager_test.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_test.cc
@@ -26,9 +26,9 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/strings/strcat.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
@@ -529,7 +529,7 @@ TEST_P(AspiredVersionsManagerTest, RevertToSmallerVersionNumber) {
   manager_->GetAspiredVersionsCallback()(kServableName,
                                          std::move(new_aspired_versions));
   HandlePendingAspiredVersionsRequests();
-  Notification done_transitioning;
+  absl::Notification done_transitioning;
   std::unique_ptr<Thread> transition_servables(
       Env::Default()->StartThread({}, "TransitionServables", [&]() {
         while (!done_transitioning.HasBeenNotified()) {
@@ -812,7 +812,7 @@ TEST_P(AspiredVersionsManagerTest, DestructOnNonServingThread) {
   manager_->GetAspiredVersionsCallback()(kServableName, {});
   HandlePendingAspiredVersionsRequests();
 
-  Notification done_unload_servable;
+  absl::Notification done_unload_servable;
   std::unique_ptr<Thread> unload_servable(
       Env::Default()->StartThread({}, "UnloadServable", [&]() {
         // Unload the servable.
@@ -904,8 +904,8 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
               EqualsServableState(start_state));
 
-  Notification load_called;
-  Notification load_continue;
+  absl::Notification load_called;
+  absl::Notification load_continue;
   EXPECT_CALL(*loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         load_called.Notify();
@@ -942,8 +942,8 @@ TEST_P(AspiredVersionsManagerTest, EventBusServableLifecycle) {
   manager_->GetAspiredVersionsCallback()(kServableName, {});
   HandlePendingAspiredVersionsRequests();
 
-  Notification unload_called;
-  Notification unload_continue;
+  absl::Notification unload_called;
+  absl::Notification unload_continue;
   EXPECT_CALL(*loader, Unload()).WillOnce(Invoke([&]() {
     unload_called.Notify();
     unload_continue.WaitForNotification();
@@ -1163,7 +1163,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   // The manager should wait until it is able to unload the first loader, then
   // bring up the second loader.
 
-  Notification first_unload_called;
+  absl::Notification first_unload_called;
   EXPECT_CALL(*first_loader, Unload()).WillOnce(InvokeWithoutArgs([&]() {
     first_unload_called.Notify();
   }));
@@ -1187,7 +1187,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireThenImmediatelyReaspire) {
   test_util::MockLoader* second_loader = new NiceMock<test_util::MockLoader>();
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
-  Notification second_load_called;
+  absl::Notification second_load_called;
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
@@ -1257,7 +1257,7 @@ TEST_P(AspiredVersionsManagerTest,
   test_util::MockLoader* second_loader = new NiceMock<test_util::MockLoader>();
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
-  Notification second_load_called;
+  absl::Notification second_load_called;
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
@@ -1316,7 +1316,7 @@ TEST_P(AspiredVersionsManagerTest, UnaspireNewServableThenImmediatelyReaspire) {
   test_util::MockLoader* second_loader = new NiceMock<test_util::MockLoader>();
   second_aspired_versions.push_back(
       {id, std::unique_ptr<Loader>(second_loader)});
-  Notification second_load_called;
+  absl::Notification second_load_called;
   EXPECT_CALL(*second_loader, LoadWithMetadata(Loader::Metadata{id}))
       .WillOnce(InvokeWithoutArgs([&]() {
         second_load_called.Notify();
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index 9b10662ac6f..fd6cc8e6415 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/lib/core/notification.h"
@@ -160,7 +161,7 @@ absl::Status CachingManager::LoadServable(
         return errors::Internal(error_msg);
       }
 
-      Notification load_done;
+      absl::Notification load_done;
       absl::Status load_status;
       basic_manager_->LoadServable(servable_id,
                                    [&](const absl::Status& status) {
diff --git a/tensorflow_serving/core/loader_harness_test.cc b/tensorflow_serving/core/loader_harness_test.cc
index e4b0ce54020..59e282acc4e 100644
--- a/tensorflow_serving/core/loader_harness_test.cc
+++ b/tensorflow_serving/core/loader_harness_test.cc
@@ -21,8 +21,8 @@ limitations under the License.
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
 #include "absl/status/status.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/protobuf/error_codes.pb.h"
@@ -205,7 +205,7 @@ TEST(LoaderHarnessTest, ExternallySignalledErrorWithCallback) {
   const absl::Status error =
       absl::Status(static_cast<absl::StatusCode>(absl::StatusCode::kUnknown),
                    "Some unknown error");
-  Notification callback_called;
+  absl::Notification callback_called;
   LoaderHarness::Options options;
   options.error_callback = [&](const ServableId& callback_id,
                                const absl::Status& callback_error) {
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 46db7821b24..6e91533d6ab 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "absl/time/time.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
@@ -240,7 +241,7 @@ bool ServableStateMonitor::WaitUntilServablesReachStateWithTimeout(
     const ServableState::ManagerState goal_state, absl::Duration timeout,
     std::map<ServableId, ServableState::ManagerState>* const states_reached) {
   bool reached_goal_state = false;
-  Notification notified;
+  absl::Notification notified;
   NotifyWhenServablesReachState(
       servables, goal_state,
       [&](const bool incoming_reached_goal_state,
diff --git a/tensorflow_serving/core/servable_state_monitor_test.cc b/tensorflow_serving/core/servable_state_monitor_test.cc
index ebaa496ccc0..5539a26abae 100644
--- a/tensorflow_serving/core/servable_state_monitor_test.cc
+++ b/tensorflow_serving/core/servable_state_monitor_test.cc
@@ -21,6 +21,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow/core/platform/env.h"
@@ -389,7 +390,7 @@ TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateZeroServables) {
 
   using ManagerState = ServableState::ManagerState;
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -412,7 +413,7 @@ TEST_F(ServableStateMonitorTest,
   const ServableState specific_goal_state = {
       specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -437,7 +438,7 @@ TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateSpecificError) {
   const ServableState specific_error_state = {
       specific_error_state_id, ManagerState::kEnd, errors::Internal("error")};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -464,7 +465,7 @@ TEST_F(ServableStateMonitorTest,
       servable_stream_available_state_id, ManagerState::kAvailable,
       absl::OkStatus()};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -490,7 +491,7 @@ TEST_F(ServableStateMonitorTest, NotifyWhenServablesReachStateLatestError) {
       servable_stream_error_state_id, ManagerState::kEnd,
       errors::Internal("error")};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -518,7 +519,7 @@ TEST_F(ServableStateMonitorTest,
   servables.push_back(ServableRequest::Latest("servable_stream"));
   const ServableId servable_stream_id = {"servable_stream", 7};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -558,7 +559,7 @@ TEST_F(ServableStateMonitorTest,
   const ServableState specific_goal_state = {
       specific_goal_state_id, ManagerState::kAvailable, absl::OkStatus()};
 
-  Notification notified;
+  absl::Notification notified;
   monitor_->NotifyWhenServablesReachState(
       servables, ManagerState::kAvailable,
       [&](const bool reached,
@@ -600,7 +601,7 @@ TEST_F(ServableStateMonitorTest,
   bus_->Publish(specific_error_state);
 
   std::map<ServableId, ManagerState> states_reached;
-  Notification waiting_done;
+  absl::Notification waiting_done;
   std::unique_ptr<Thread> wait_till_servable_state_reached(
       Env::Default()->StartThread({}, "WaitUntilServablesReachState", [&]() {
         EXPECT_FALSE(monitor_->WaitUntilServablesReachState(
diff --git a/tensorflow_serving/core/source_adapter.h b/tensorflow_serving/core/source_adapter.h
index d4e92507adb..a1e46688b44 100644
--- a/tensorflow_serving/core/source_adapter.h
+++ b/tensorflow_serving/core/source_adapter.h
@@ -19,6 +19,7 @@ limitations under the License.
 #include <algorithm>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
@@ -87,7 +88,7 @@ class SourceAdapter : public TargetBase<InputType>, public Source<OutputType> {
 
   // Has 'outgoing_callback_' been set yet, so that the SourceAdapter is ready
   // to propagate aspired versions?
-  Notification outgoing_callback_set_;
+  absl::Notification outgoing_callback_set_;
 };
 
 // START_SKIP_DOXYGEN
diff --git a/tensorflow_serving/core/source_router.h b/tensorflow_serving/core/source_router.h
index 93c39e2d9fc..29d468c3c6a 100644
--- a/tensorflow_serving/core/source_router.h
+++ b/tensorflow_serving/core/source_router.h
@@ -20,6 +20,7 @@ limitations under the License.
 #include <memory>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow_serving/core/source.h"
 #include "tensorflow_serving/core/source_adapter.h"
@@ -89,7 +90,7 @@ class SourceRouter : public TargetBase<T> {
 
   // Has 'output_ports_' been populated yet, so that the SourceAdapter is ready
   // to propagate aspired versions?
-  Notification output_ports_created_;
+  absl::Notification output_ports_created_;
 };
 
 //////////
diff --git a/tensorflow_serving/core/source_router_test.cc b/tensorflow_serving/core/source_router_test.cc
index eafd84497f8..3b4880ce559 100644
--- a/tensorflow_serving/core/source_router_test.cc
+++ b/tensorflow_serving/core/source_router_test.cc
@@ -22,6 +22,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/platform/env.h"
@@ -114,7 +115,7 @@ TEST(SourceRouterTest, SetAspiredVersionsBlocksUntilAllTargetsConnected_1) {
   // have been emitted and all of them have been connected to targets.
 
   TestSourceRouter router;
-  Notification done;
+  absl::Notification done;
 
   // Connect the output ports to targets asynchronously, after a long delay.
   std::unique_ptr<Thread> connect_targets(Env::Default()->StartThread(
diff --git a/tensorflow_serving/core/static_manager.h b/tensorflow_serving/core/static_manager.h
index 691316989c2..a4f58981c83 100644
--- a/tensorflow_serving/core/static_manager.h
+++ b/tensorflow_serving/core/static_manager.h
@@ -18,6 +18,7 @@ limitations under the License.
 
 #include <memory>
 
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/errors.h"
 #include "tensorflow_serving/core/basic_manager.h"
 #include "tensorflow_serving/core/manager.h"
@@ -74,7 +75,7 @@ Status StaticManagerBuilder::AddServable(const ServableId& id,
               },
               SimpleLoader<T>::EstimateNoResources())))));
   Status load_status;
-  Notification load_done;
+  absl::Notification load_done;
   basic_manager_->LoadServable(id, [&](const Status& status) {
     load_status = status;
     load_done.Notify();
diff --git a/tensorflow_serving/core/target.h b/tensorflow_serving/core/target.h
index 4f1861865aa..5ed055c6f39 100644
--- a/tensorflow_serving/core/target.h
+++ b/tensorflow_serving/core/target.h
@@ -20,7 +20,7 @@ limitations under the License.
 #include <memory>
 #include <vector>
 
-#include "tensorflow/core/lib/core/notification.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/strcat.h"
@@ -94,7 +94,7 @@ class TargetBase : public Target<T> {
 
   // Notified when Detach() has been called. The shared pointer permits use in
   // an observer lambda while being impervious to this class's destruction.
-  std::shared_ptr<Notification> detached_;
+  std::shared_ptr<absl::Notification> detached_;
 
   // An observer object that forwards to SetAspiredVersions(), if not detached.
   std::unique_ptr<Observer<const StringPiece, std::vector<ServableData<T>>>>
@@ -110,9 +110,10 @@ void ConnectSourceToTarget(Source<T>* source, Target<T>* target);
 // Implementation details follow. API users need not read.
 
 template <typename T>
-TargetBase<T>::TargetBase() : mu_(new mutex), detached_(new Notification) {
+TargetBase<T>::TargetBase()
+    : mu_(new mutex), detached_(new absl::Notification) {
   std::shared_ptr<mutex> mu = mu_;
-  std::shared_ptr<Notification> detached = detached_;
+  std::shared_ptr<absl::Notification> detached = detached_;
   observer_.reset(new Observer<const StringPiece, std::vector<ServableData<T>>>(
       [mu, detached, this](const StringPiece servable_name,
                            std::vector<ServableData<T>> versions) {

From 9b246f05a1e6a051e5233b9d486120c9b857e846 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 20 Aug 2025 12:46:31 -0700
Subject: [PATCH 8083/8103] Automated Code Change

PiperOrigin-RevId: 797424018
---
 tensorflow_serving/batching/BUILD                        | 5 +++++
 .../batching/batch_scheduler_retrier_test.cc             | 6 +++---
 tensorflow_serving/batching/batching_session.cc          | 4 ++--
 tensorflow_serving/batching/batching_session.h           | 3 ++-
 tensorflow_serving/batching/batching_session_test.cc     | 4 ++--
 tensorflow_serving/batching/streaming_batch_scheduler.h  | 5 +++--
 .../batching/streaming_batch_scheduler_test.cc           | 9 +++++----
 .../batching/tfrt_saved_model_with_batching.cc           | 3 ++-
 .../servables/tensorflow/tflite_session.cc               | 3 ++-
 tensorflow_serving/servables/tensorflow/tflite_session.h | 5 +++--
 tensorflow_serving/util/BUILD                            | 3 +++
 tensorflow_serving/util/fast_read_dynamic_ptr.h          | 4 ++--
 .../util/fast_read_dynamic_ptr_benchmark.cc              | 4 ++--
 tensorflow_serving/util/fast_read_dynamic_ptr_test.cc    | 3 ++-
 14 files changed, 38 insertions(+), 23 deletions(-)

diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 79a9001c68b..840270264cb 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -25,6 +25,7 @@ cc_library(
     visibility = ["//visibility:private"],
     deps = [
         ":batch_scheduler_retrier",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
@@ -39,6 +40,7 @@ cc_test(
     deps = [
         ":streaming_batch_scheduler",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
@@ -77,6 +79,7 @@ cc_library(
         "//tensorflow_serving/servables/tensorflow:serving_session",
         "//tensorflow_serving/util:hash",
         "@com_google_absl//absl/container:fixed_array",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/types:optional",
         "@org_tensorflow//tensorflow/core:core_cpu",
         "@org_tensorflow//tensorflow/core:framework",
@@ -148,6 +151,7 @@ cc_test(
     deps = [
         ":batch_scheduler_retrier",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:protos_all_cc",
         "@org_tensorflow//tensorflow/core:test",
@@ -217,6 +221,7 @@ cc_library(
         ":incremental_barrier",
         "@com_google_absl//absl/container:flat_hash_map",
         "@com_google_absl//absl/container:inlined_vector",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:framework",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core/kernels/batching_util:batch_scheduler",
diff --git a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
index 79ca63ee2ef..afbfbe04b83 100644
--- a/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
+++ b/tensorflow_serving/batching/batch_scheduler_retrier_test.cc
@@ -20,9 +20,9 @@ limitations under the License.
 #include <utility>
 
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/macros.h"
@@ -149,7 +149,7 @@ TEST(BatchSchedulerRetrierTest, MaxTime) {
           options, std::move(stubborn_scheduler), &retrier));
 
       const bool expect_success = max_attempts >= num_attempts_to_succeed;
-      Notification done;
+      absl::Notification done;
       std::unique_ptr<Thread> run_retrier(Env::Default()->StartThread(
           {}, "RunRetrier",
           [&retrier, &expect_success, &done]() {
@@ -191,7 +191,7 @@ TEST(BatchSchedulerRetrierTest, RetryDelay) {
   TF_CHECK_OK(BatchSchedulerRetrier<FakeTask>::Create(
       options, std::move(stubborn_scheduler), &retrier));
 
-  Notification done;
+  absl::Notification done;
   std::unique_ptr<Thread> run_retrier(Env::Default()->StartThread(
       {}, "RunRetrier",
       [&retrier, &done]() {
diff --git a/tensorflow_serving/batching/batching_session.cc b/tensorflow_serving/batching/batching_session.cc
index b3fd640fe8c..d0a73c68736 100644
--- a/tensorflow_serving/batching/batching_session.cc
+++ b/tensorflow_serving/batching/batching_session.cc
@@ -26,13 +26,13 @@ limitations under the License.
 #include <vector>
 
 #include "absl/container/fixed_array.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/framework/cost_graph.pb.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/framework/tensor_shape.h"
 #include "tensorflow/core/framework/tensor_util.h"
 #include "tensorflow/core/kernels/batching_util/input_split_metadata.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
 #include "tensorflow/core/lib/monitoring/counter.h"
@@ -435,7 +435,7 @@ absl::Status BatchingSession::InternalRun(
 
   outputs->clear();
 
-  Notification done;
+  absl::Notification done;
   absl::Status status;
   auto task = std::unique_ptr<BatchingSessionTask>(new BatchingSessionTask);
   task->enqueue_time_micros = EnvTime::NowMicros();
diff --git a/tensorflow_serving/batching/batching_session.h b/tensorflow_serving/batching/batching_session.h
index 5420ab6ff01..84a88b7db2b 100644
--- a/tensorflow_serving/batching/batching_session.h
+++ b/tensorflow_serving/batching/batching_session.h
@@ -26,6 +26,7 @@ limitations under the License.
 #include <utility>
 #include <vector>
 
+#include "absl/synchronization/notification.h"
 #include "absl/types/optional.h"
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
@@ -180,7 +181,7 @@ struct BatchingSessionTask : public BatchTask {
 
   // Fields populated when a task is processed (as part of a batch), and
   // returned by BatchingSession when a task is complete.
-  Notification* done;
+  absl::Notification* done;
   Status* status;
   std::vector<Tensor>* outputs;
   RunMetadata* run_metadata;
diff --git a/tensorflow_serving/batching/batching_session_test.cc b/tensorflow_serving/batching/batching_session_test.cc
index 6c4bfc6918c..3e83989a5d5 100644
--- a/tensorflow_serving/batching/batching_session_test.cc
+++ b/tensorflow_serving/batching/batching_session_test.cc
@@ -375,7 +375,7 @@ TEST_P(BatchingSessionTest, BatchingWithLargeBatch) {
     Tensor expected_output1 =
         test::AsTensor<float>({4.5, 5, 5.5, 6}, {1, 2, 2});
     std::vector<Tensor> output1;
-    Notification notify;
+    absl::Notification notify;
     std::unique_ptr<Thread> first_request_thread(
         Env::Default()->StartThread(ThreadOptions(), "first_request", [&] {
           auto status =
@@ -991,7 +991,7 @@ TEST_P(BatchingSessionTest, EnqueuedLongerThanTimeout) {
   ASSERT_FALSE(scheduler == nullptr);
 
   // Enqueue a request with a timeout specified via RunOptions.
-  Notification request_returned;
+  absl::Notification request_returned;
   auto issue_request = [&batching_session, &request_returned] {
     Tensor input = test::AsTensor<float>({100.0f, 42.0f}, {2});
     RunOptions run_options;
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler.h b/tensorflow_serving/batching/streaming_batch_scheduler.h
index 02fedd91112..b4598dfa706 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler.h
+++ b/tensorflow_serving/batching/streaming_batch_scheduler.h
@@ -17,15 +17,16 @@ limitations under the License.
 #define TENSORFLOW_SERVING_BATCHING_STREAMING_BATCH_SCHEDULER_H_
 
 #include <stddef.h>
+
 #include <algorithm>
 #include <functional>
 #include <memory>
 #include <string>
 #include <utility>
 
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/core/errors.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/status.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/platform/cpu_info.h"
@@ -283,7 +284,7 @@ class SingleTaskScheduler {
   uint64_t last_task_time_ = 0;
 
   // A notification for stopping the thread, during destruction.
-  Notification stop_;
+  absl::Notification stop_;
 
   // The name of 'thread_'.
   const string thread_name_;
diff --git a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
index 8f0c25ee902..dff023e6306 100644
--- a/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
+++ b/tensorflow_serving/batching/streaming_batch_scheduler_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 
 #include <gmock/gmock.h>
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/kernels/batching_util/fake_clock_env.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/platform/macros.h"
@@ -130,7 +131,7 @@ TEST(StreamingBatchSchedulerTest, Timeout) {
   // Set up a fake clock, which only advances when we explicitly tell it to.
   test_util::FakeClockEnv env(Env::Default());
 
-  Notification first_batch_processed, second_batch_processed,
+  absl::Notification first_batch_processed, second_batch_processed,
       third_batch_processed;
   auto callback = [&first_batch_processed, &second_batch_processed,
                    &third_batch_processed](
@@ -188,7 +189,7 @@ TEST(StreamingBatchSchedulerTest, Timeout) {
 }
 
 TEST(StreamingBatchSchedulerTest, RealClockTimeout) {
-  Notification first_batch_processed, second_batch_processed;
+  absl::Notification first_batch_processed, second_batch_processed;
   auto callback = [&first_batch_processed, &second_batch_processed](
       std::unique_ptr<Batch<FakeTask>> batch) {
     batch->WaitUntilClosed();
@@ -241,7 +242,7 @@ TEST(StreamingBatchSchedulerTest, FinalUnderfullBatchProcessedUponDeletion) {
 }
 
 TEST(StreamingBatchSchedulerTest, BatchHandedToCallbackWhenFirstCreated) {
-  Notification stop_scheduler;
+  absl::Notification stop_scheduler;
   auto callback = [&stop_scheduler](std::unique_ptr<Batch<FakeTask>> batch) {
     EXPECT_LE(batch->num_tasks(), 1);
     EXPECT_FALSE(batch->IsClosed());
@@ -265,7 +266,7 @@ TEST(StreamingBatchSchedulerTest, BatchHandedToCallbackWhenFirstCreated) {
 
 TEST(StreamingBatchSchedulerTest, ConstMethods) {
   for (const int num_threads : {1, 2, 3}) {
-    Notification proceed;
+    absl::Notification proceed;
     auto callback = [&proceed](std::unique_ptr<Batch<FakeTask>> batch) {
       batch->WaitUntilClosed();
       proceed.WaitForNotification();
diff --git a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
index 0a5349d5e0c..5ee7f058e6d 100644
--- a/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
+++ b/tensorflow_serving/batching/tfrt_saved_model_with_batching.cc
@@ -17,6 +17,7 @@ limitations under the License.
 
 #include "absl/container/flat_hash_map.h"
 #include "absl/container/inlined_vector.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/framework/tensor_util.h"
 #include "tensorflow/core/kernels/batching_util/batch_scheduler.h"
 #include "tensorflow/core/lib/gtl/cleanup.h"
@@ -202,7 +203,7 @@ absl::Status SavedModelWithBatching::Run(
   }
   outputs->clear();
 
-  Notification done;
+  absl::Notification done;
   absl::Status status;
   auto task = absl::make_unique<SavedModelBatchingTask>();
   TF_RETURN_IF_ERROR(ComputeTensorBatchSize(
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.cc b/tensorflow_serving/servables/tensorflow/tflite_session.cc
index 7121c6da48e..3cc557e04f5 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.cc
@@ -24,6 +24,7 @@ limitations under the License.
 #include <vector>
 
 #include "absl/functional/bind_front.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/cc/saved_model/signature_constants.h"
 #include "tensorflow/core/framework/tensor_shape.pb.h"
 #include "tensorflow/core/framework/tensor_util.h"
@@ -630,7 +631,7 @@ absl::Status TfLiteSession::Run(
     return RunInternal(input_indices, inputs, output_tensor_names, outputs,
                        batch_size);
   }
-  Notification done;
+  absl::Notification done;
   absl::Status status;
   std::unique_ptr<TfLiteBatchTask> task;
   TfLiteBatchTask::CreateTfLiteBatchTask(&output_tensor_names, outputs, &done,
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session.h b/tensorflow_serving/servables/tensorflow/tflite_session.h
index 2b9163b2bdb..b3d7ed05bd4 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session.h
+++ b/tensorflow_serving/servables/tensorflow/tflite_session.h
@@ -22,6 +22,7 @@ limitations under the License.
 
 #include "absl/base/thread_annotations.h"
 #include "absl/synchronization/mutex.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/framework/tensor.h"
 #include "tensorflow/core/kernels/batching_util/basic_batch_scheduler.h"
 #include "tensorflow/core/lib/core/status.h"
@@ -48,7 +49,7 @@ class TfLiteBatchTask : public BatchTask {
   // Creates a batch task.
   static void CreateTfLiteBatchTask(
       const std::vector<string>* output_tensor_names,
-      std::vector<Tensor>* outputs, Notification* done, Status* status,
+      std::vector<Tensor>* outputs, absl::Notification* done, Status* status,
       std::unique_ptr<TfLiteBatchTask>* batch_task) {
     TfLiteBatchTask* task = new TfLiteBatchTask();
     task->is_partial = false;
@@ -89,7 +90,7 @@ class TfLiteBatchTask : public BatchTask {
 
   uint64_t start_time_micros() const { return enqueue_time_micros; }
 
-  Notification* done;
+  absl::Notification* done;
 
   Status* status;
 
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 1728a4e79d9..3a8ea50dfcc 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -129,6 +129,7 @@ cc_library(
     hdrs = ["fast_read_dynamic_ptr.h"],
     visibility = ["//visibility:public"],
     deps = [
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -139,6 +140,7 @@ cc_test(
     deps = [
         ":fast_read_dynamic_ptr",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/synchronization",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
     ],
@@ -150,6 +152,7 @@ cc_test(
     srcs = ["fast_read_dynamic_ptr_benchmark.cc"],
     deps = [
         ":fast_read_dynamic_ptr",
+        "@com_google_absl//absl/synchronization",
         "@com_google_absl//absl/time",
         "@org_tensorflow//tensorflow/core:lib",
         "@org_tensorflow//tensorflow/core:tensorflow",
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr.h b/tensorflow_serving/util/fast_read_dynamic_ptr.h
index bd35aefde44..21b27d06aa8 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr.h
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr.h
@@ -22,7 +22,7 @@ limitations under the License.
 #include <memory>
 #include <string>
 
-#include "tensorflow/core/lib/core/notification.h"
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/platform/cpu_info.h"
 #include "tensorflow/core/platform/macros.h"
 #include "tensorflow/core/platform/mutex.h"
@@ -172,7 +172,7 @@ class FastReadDynamicPtr<T, ReadPtrHolder>::ShareableOwnedPtr {
   // decrements this before waiting for a notification.
   std::atomic<uint32> shares_ = {1};
   // When shares_ goes to zero, this will be notified.
-  Notification no_longer_shared_;
+  absl::Notification no_longer_shared_;
   TF_DISALLOW_COPY_AND_ASSIGN(ShareableOwnedPtr);
 };
 
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
index 484bde5dbdd..bb87f028d25 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_benchmark.cc
@@ -40,10 +40,10 @@ limitations under the License.
 #include <string>
 #include <utility>
 
+#include "absl/synchronization/notification.h"
 #include "absl/time/clock.h"
 #include "absl/time/time.h"
 #include "tensorflow/core/kernels/batching_util/periodic_function.h"
-#include "tensorflow/core/lib/core/notification.h"
 #include "tensorflow/core/lib/core/threadpool.h"
 #include "tensorflow/core/platform/env.h"
 #include "tensorflow/core/platform/init_main.h"
@@ -95,7 +95,7 @@ class BenchmarkState {
   // To avoid having the benchmark timing include time spent scheduling threads,
   // we use this notification to notify when the read threads should begin.
   // This is notified immediately after the benchmark timing is started.
-  Notification all_read_threads_scheduled_;
+  absl::Notification all_read_threads_scheduled_;
 
   // Store the update thread as it is only safe to complete teardown and
   // destruct state after it has exited.
diff --git a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
index 9b00cf1ba26..2adf8d953c8 100644
--- a/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
+++ b/tensorflow_serving/util/fast_read_dynamic_ptr_test.cc
@@ -20,6 +20,7 @@ limitations under the License.
 #include <vector>
 
 #include <gtest/gtest.h>
+#include "absl/synchronization/notification.h"
 #include "tensorflow/core/platform/env.h"
 
 namespace tensorflow {
@@ -98,7 +99,7 @@ TYPED_TEST(FastReadDynamicPtrTest, WaitsForReadPtrsBeforeDestruction) {
   const int expected = 12;
   std::unique_ptr<TypeParam> fast_read_int(new TypeParam);
   fast_read_int->Update(std::unique_ptr<int>(new int(expected)));
-  Notification got;
+  absl::Notification got;
   std::unique_ptr<Thread> thread(Env::Default()->StartThread({}, "Holder", [&] {
     auto p = fast_read_int->get();
     ASSERT_NE(p, nullptr);

From bacfe29d8eba2e98a839767e715376bba0787c6e Mon Sep 17 00:00:00 2001
From: Ivo Ristovski List <ilist@google.com>
Date: Sun, 31 Aug 2025 02:17:21 -0700
Subject: [PATCH 8084/8103] Automated Code Change

PiperOrigin-RevId: 801451224
---
 WORKSPACE                                                  | 7 +++++++
 tensorflow_serving/apis/BUILD                              | 2 ++
 tensorflow_serving/batching/BUILD                          | 3 +++
 tensorflow_serving/batching/test_util/BUILD                | 2 ++
 tensorflow_serving/core/BUILD                              | 3 +++
 tensorflow_serving/core/test_util/BUILD                    | 1 +
 tensorflow_serving/example/BUILD                           | 2 ++
 .../experimental/tensorflow/ops/remote_predict/BUILD       | 3 +++
 tensorflow_serving/model_servers/BUILD                     | 3 +++
 tensorflow_serving/model_servers/test_util/BUILD           | 2 ++
 tensorflow_serving/resources/BUILD                         | 3 +++
 tensorflow_serving/servables/hashmap/BUILD                 | 2 ++
 tensorflow_serving/servables/tensorflow/BUILD              | 3 +++
 tensorflow_serving/servables/tensorflow/oss/BUILD          | 3 +++
 tensorflow_serving/servables/tensorflow/test_util/BUILD    | 1 +
 tensorflow_serving/serving.bzl                             | 3 ++-
 tensorflow_serving/session_bundle/BUILD                    | 2 ++
 tensorflow_serving/session_bundle/oss/BUILD                | 1 +
 tensorflow_serving/sources/storage_path/BUILD              | 2 ++
 tensorflow_serving/test_util/BUILD                         | 3 +++
 tensorflow_serving/util/BUILD                              | 2 ++
 .../util/net_http/client/test_client/internal/BUILD        | 2 ++
 .../util/net_http/client/test_client/public/BUILD          | 2 ++
 23 files changed, 56 insertions(+), 1 deletion(-)

diff --git a/WORKSPACE b/WORKSPACE
index f5e8bedf4aa..f6072b07552 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -51,6 +51,13 @@ http_archive(
     ],
 )
 
+http_archive(
+    name = "rules_cc",
+    sha256 = "b8b918a85f9144c01f6cfe0f45e4f2838c7413961a8ff23bc0c6cdf8bb07a3b6",
+    strip_prefix = "rules_cc-0.1.5",
+    url = "https://github.com/bazelbuild/rules_cc/releases/download/0.1.5/rules_cc-0.1.5.tar.gz",
+)
+
 http_archive(
     name = "rules_python",
     sha256 = "84aec9e21cc56fbc7f1335035a71c850d1b9b5cc6ff497306f84cced9a769841",
diff --git a/tensorflow_serving/apis/BUILD b/tensorflow_serving/apis/BUILD
index 3f4dc15a460..ffca355e7eb 100644
--- a/tensorflow_serving/apis/BUILD
+++ b/tensorflow_serving/apis/BUILD
@@ -4,6 +4,8 @@
 
 # Placeholder: load java_proto_library
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 # Placeholder: load py_library
 # Placeholder: load kt_jvm_proto_library
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_jspb_proto_library", "tf_pyclif_proto_library")
diff --git a/tensorflow_serving/batching/BUILD b/tensorflow_serving/batching/BUILD
index 840270264cb..05b1099f922 100644
--- a/tensorflow_serving/batching/BUILD
+++ b/tensorflow_serving/batching/BUILD
@@ -1,5 +1,8 @@
 # Description: Tensorflow Serving batching.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 package(
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["-layering_check"],
diff --git a/tensorflow_serving/batching/test_util/BUILD b/tensorflow_serving/batching/test_util/BUILD
index 57b585122fe..8953637c28a 100644
--- a/tensorflow_serving/batching/test_util/BUILD
+++ b/tensorflow_serving/batching/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving batching test utilities.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 # Placeholder: load py_binary
 
 package(
diff --git a/tensorflow_serving/core/BUILD b/tensorflow_serving/core/BUILD
index 07831de77b0..aabc61f482e 100644
--- a/tensorflow_serving/core/BUILD
+++ b/tensorflow_serving/core/BUILD
@@ -1,5 +1,8 @@
 # Description: Tensorflow Serving core.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
diff --git a/tensorflow_serving/core/test_util/BUILD b/tensorflow_serving/core/test_util/BUILD
index 4278437b018..cf4fc92de63 100644
--- a/tensorflow_serving/core/test_util/BUILD
+++ b/tensorflow_serving/core/test_util/BUILD
@@ -1,5 +1,6 @@
 # Description: Tensorflow Serving core test utils.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/example/BUILD b/tensorflow_serving/example/BUILD
index 3ea144f96fe..b7eebc15041 100644
--- a/tensorflow_serving/example/BUILD
+++ b/tensorflow_serving/example/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving examples.
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+
 package(
     default_visibility = ["//tensorflow_serving:internal"],
     features = ["no_layering_check"],
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index e774a5224b3..2e1e3ada894 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -7,6 +7,9 @@ load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_library", "tf_g
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "tf_custom_op_py_library")
 # buildifier: enable=same-origin-load
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 licenses(["notice"])
 
 cc_library(
diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index ecf5f5554a8..69272d6af94 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -3,6 +3,9 @@
 # Placeholder: load py_binary
 # Placeholder: load py_test
 load("@org_tensorflow//tensorflow:tensorflow.bzl", "if_google", "if_libtpu", "if_with_tpu_support")
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("@rules_pkg//:pkg.bzl", "pkg_deb", "pkg_tar")
 load("//tensorflow_serving:tensorflow_version.bzl", "if_not_v2", "if_v2")
 
diff --git a/tensorflow_serving/model_servers/test_util/BUILD b/tensorflow_serving/model_servers/test_util/BUILD
index 49b37fd7725..6022ed7266c 100644
--- a/tensorflow_serving/model_servers/test_util/BUILD
+++ b/tensorflow_serving/model_servers/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: Model Server test utility
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 # Placeholder: load py_library
 load("//tensorflow_serving:serving.bzl", "if_google", "serving_proto_library")
 
diff --git a/tensorflow_serving/resources/BUILD b/tensorflow_serving/resources/BUILD
index a6a7be4fa1b..b23592f92e4 100644
--- a/tensorflow_serving/resources/BUILD
+++ b/tensorflow_serving/resources/BUILD
@@ -1,3 +1,6 @@
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 # Placeholder: load py_proto_library
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 # Placeholder: load go_proto_library
diff --git a/tensorflow_serving/servables/hashmap/BUILD b/tensorflow_serving/servables/hashmap/BUILD
index 441ee678196..616f95c495c 100644
--- a/tensorflow_serving/servables/hashmap/BUILD
+++ b/tensorflow_serving/servables/hashmap/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving hashmap servable.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/servables/tensorflow/BUILD b/tensorflow_serving/servables/tensorflow/BUILD
index 8a17e5dd2bf..976d07a7366 100644
--- a/tensorflow_serving/servables/tensorflow/BUILD
+++ b/tensorflow_serving/servables/tensorflow/BUILD
@@ -1,6 +1,9 @@
 # Description: TensorFlow servables.
 
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("//tensorflow_serving:serving.bzl", "if_google", "if_oss", "serving_proto_library", "serving_proto_library_py", "serving_tensorflow_proto_dep")
 
 package(
diff --git a/tensorflow_serving/servables/tensorflow/oss/BUILD b/tensorflow_serving/servables/tensorflow/oss/BUILD
index 2e89198716b..bd841ef980d 100644
--- a/tensorflow_serving/servables/tensorflow/oss/BUILD
+++ b/tensorflow_serving/servables/tensorflow/oss/BUILD
@@ -1,3 +1,6 @@
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",
diff --git a/tensorflow_serving/servables/tensorflow/test_util/BUILD b/tensorflow_serving/servables/tensorflow/test_util/BUILD
index 2f36da6ae0e..dd0370070d9 100644
--- a/tensorflow_serving/servables/tensorflow/test_util/BUILD
+++ b/tensorflow_serving/servables/tensorflow/test_util/BUILD
@@ -1,5 +1,6 @@
 # Description: Tensorflow servables test_utils.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 licenses(["notice"])
diff --git a/tensorflow_serving/serving.bzl b/tensorflow_serving/serving.bzl
index b4eb4f4bd96..cfbf435834d 100644
--- a/tensorflow_serving/serving.bzl
+++ b/tensorflow_serving/serving.bzl
@@ -1,5 +1,6 @@
 load("@com_google_protobuf//:protobuf.bzl", "cc_proto_library")
 load("@local_xla//xla/tsl/platform/default:build_config.bzl", "py_proto_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 
 def if_oss(oss_value):
     """Returns oss_value if in OSS build env.
@@ -79,7 +80,7 @@ def serving_tensorflow_proto_dep(dep):
 
 def oss_only_cc_test(name, srcs = [], deps = [], data = [], size = "medium", linkstatic = 0):
     """cc_test that is only run in open source environment."""
-    return native.cc_test(
+    return cc_test(
         name = name,
         deps = deps,
         srcs = srcs,
diff --git a/tensorflow_serving/session_bundle/BUILD b/tensorflow_serving/session_bundle/BUILD
index f9968108d90..185c1968882 100644
--- a/tensorflow_serving/session_bundle/BUILD
+++ b/tensorflow_serving/session_bundle/BUILD
@@ -1,3 +1,5 @@
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("//tensorflow_serving:serving.bzl", "if_google", "if_oss")
 
 licenses(["notice"])
diff --git a/tensorflow_serving/session_bundle/oss/BUILD b/tensorflow_serving/session_bundle/oss/BUILD
index dac17544cde..3dd0844e518 100644
--- a/tensorflow_serving/session_bundle/oss/BUILD
+++ b/tensorflow_serving/session_bundle/oss/BUILD
@@ -1,4 +1,5 @@
 load("@org_tensorflow//tensorflow/core/platform:build_config.bzl", "tf_proto_library")
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
 load("//tensorflow_serving:serving.bzl", "oss_only_cc_test")
 
 licenses(["notice"])
diff --git a/tensorflow_serving/sources/storage_path/BUILD b/tensorflow_serving/sources/storage_path/BUILD
index 2140d0aee83..a8c07ff5105 100644
--- a/tensorflow_serving/sources/storage_path/BUILD
+++ b/tensorflow_serving/sources/storage_path/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving storage path sources.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/test_util/BUILD b/tensorflow_serving/test_util/BUILD
index 775903bfcae..3669ec6074e 100644
--- a/tensorflow_serving/test_util/BUILD
+++ b/tensorflow_serving/test_util/BUILD
@@ -1,5 +1,8 @@
 # Description: Tensorflow Serving test utils.
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     "//tensorflow_serving:internal",
 ])
diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 3a8ea50dfcc..2e57981606f 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -1,5 +1,7 @@
 # Description: Tensorflow Serving utils.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
 load("//tensorflow_serving:serving.bzl", "serving_proto_library")
 
 package(
diff --git a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
index 4ca276e57d1..c65984b585c 100644
--- a/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/internal/BUILD
@@ -1,5 +1,7 @@
 # Description: a lightweight http client
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     "//tensorflow_serving/util/net_http:__subpackages__",
 ])
diff --git a/tensorflow_serving/util/net_http/client/test_client/public/BUILD b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
index be212a1aa29..69cbabd0be3 100644
--- a/tensorflow_serving/util/net_http/client/test_client/public/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/public/BUILD
@@ -1,5 +1,7 @@
 # Description: APIs for experimental testing of net_http server instances
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     ":http_client_users",
     "//tensorflow_serving/util/net_http:__subpackages__",

From 4ea7edd90ead54f809a5207d24e3b548f6fa1e0f Mon Sep 17 00:00:00 2001
From: Ivo Ristovski List <ilist@google.com>
Date: Sun, 31 Aug 2025 04:54:04 -0700
Subject: [PATCH 8085/8103] Automated Code Change

PiperOrigin-RevId: 801481000
---
 .../util/net_http/client/test_client/testing/BUILD             | 2 ++
 tensorflow_serving/util/net_http/compression/BUILD             | 3 +++
 tensorflow_serving/util/net_http/internal/BUILD                | 2 ++
 tensorflow_serving/util/net_http/internal/testing/BUILD        | 2 ++
 tensorflow_serving/util/net_http/public/BUILD                  | 2 ++
 tensorflow_serving/util/net_http/server/internal/BUILD         | 3 +++
 tensorflow_serving/util/net_http/server/public/BUILD           | 2 ++
 tensorflow_serving/util/net_http/server/testing/BUILD          | 2 ++
 tensorflow_serving/util/net_http/socket/testing/BUILD          | 2 ++
 tensorflow_serving/util/test_util/BUILD                        | 2 ++
 10 files changed, 22 insertions(+)

diff --git a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
index 246b123e8fe..2ea3d8bf69d 100644
--- a/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
+++ b/tensorflow_serving/util/net_http/client/test_client/testing/BUILD
@@ -1,5 +1,7 @@
 # Description: net_http/client/test_client/testing
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+
 package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
diff --git a/tensorflow_serving/util/net_http/compression/BUILD b/tensorflow_serving/util/net_http/compression/BUILD
index afb6204f76d..fb86d4e236f 100644
--- a/tensorflow_serving/util/net_http/compression/BUILD
+++ b/tensorflow_serving/util/net_http/compression/BUILD
@@ -1,5 +1,8 @@
 # Description: compression support libraries
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 package(default_visibility = [
     "//tensorflow_serving:internal",
     "//tensorflow_serving/util/net_http:__subpackages__",
diff --git a/tensorflow_serving/util/net_http/internal/BUILD b/tensorflow_serving/util/net_http/internal/BUILD
index 1a36c49eaec..3be8a32affe 100644
--- a/tensorflow_serving/util/net_http/internal/BUILD
+++ b/tensorflow_serving/util/net_http/internal/BUILD
@@ -1,5 +1,7 @@
 # Description: shared code for net_http
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     "//tensorflow_serving/util/net_http:__subpackages__",
 ])
diff --git a/tensorflow_serving/util/net_http/internal/testing/BUILD b/tensorflow_serving/util/net_http/internal/testing/BUILD
index 1cfd23385a2..5ee8f4966ea 100644
--- a/tensorflow_serving/util/net_http/internal/testing/BUILD
+++ b/tensorflow_serving/util/net_http/internal/testing/BUILD
@@ -1,5 +1,7 @@
 # Description: net_http/internal/testing
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+
 package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
diff --git a/tensorflow_serving/util/net_http/public/BUILD b/tensorflow_serving/util/net_http/public/BUILD
index 7b00a099d0f..bcaf44fd7a7 100644
--- a/tensorflow_serving/util/net_http/public/BUILD
+++ b/tensorflow_serving/util/net_http/public/BUILD
@@ -1,5 +1,7 @@
 # Description: shared files
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     ":http_server_clients",
     "//tensorflow_serving:internal",
diff --git a/tensorflow_serving/util/net_http/server/internal/BUILD b/tensorflow_serving/util/net_http/server/internal/BUILD
index 5f80e7563aa..8f7f29fd5d1 100644
--- a/tensorflow_serving/util/net_http/server/internal/BUILD
+++ b/tensorflow_serving/util/net_http/server/internal/BUILD
@@ -1,5 +1,8 @@
 # Description: implementations of HTTP Server
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+load("@rules_cc//cc:cc_test.bzl", "cc_test")
+
 package(default_visibility = [
     "//tensorflow_serving/util/net_http:__subpackages__",
 ])
diff --git a/tensorflow_serving/util/net_http/server/public/BUILD b/tensorflow_serving/util/net_http/server/public/BUILD
index 1953a10d77a..08dee3f670b 100644
--- a/tensorflow_serving/util/net_http/server/public/BUILD
+++ b/tensorflow_serving/util/net_http/server/public/BUILD
@@ -1,5 +1,7 @@
 # Description: a lightweight http server and related utils to support Web clients
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(default_visibility = [
     "//tensorflow_serving:internal",
     "//tensorflow_serving/util/net_http:__subpackages__",
diff --git a/tensorflow_serving/util/net_http/server/testing/BUILD b/tensorflow_serving/util/net_http/server/testing/BUILD
index e3f08680932..99026ed0b23 100644
--- a/tensorflow_serving/util/net_http/server/testing/BUILD
+++ b/tensorflow_serving/util/net_http/server/testing/BUILD
@@ -1,5 +1,7 @@
 # Description: net_http/server/testing
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+
 package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
diff --git a/tensorflow_serving/util/net_http/socket/testing/BUILD b/tensorflow_serving/util/net_http/socket/testing/BUILD
index eab3aaee0a6..11cd1b8fdb8 100644
--- a/tensorflow_serving/util/net_http/socket/testing/BUILD
+++ b/tensorflow_serving/util/net_http/socket/testing/BUILD
@@ -1,5 +1,7 @@
 # Description: net_http/socket testing utils
 
+load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
+
 package(default_visibility = ["//visibility:private"])
 
 licenses(["notice"])
diff --git a/tensorflow_serving/util/test_util/BUILD b/tensorflow_serving/util/test_util/BUILD
index 8fd57c090b7..728121112d3 100644
--- a/tensorflow_serving/util/test_util/BUILD
+++ b/tensorflow_serving/util/test_util/BUILD
@@ -1,5 +1,7 @@
 # Description: testing utils for Tensorflow Serving utils.
 
+load("@rules_cc//cc:cc_library.bzl", "cc_library")
+
 package(
     default_visibility = [
         "//tensorflow_serving:internal",

From 1d1a029497ef44f33f2bc965b897c700d69e4537 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Sep 2025 14:23:46 -0700
Subject: [PATCH 8086/8103] Add a command line flag
 `remote_predict_op_use_tensor_content` to reduce request size

PiperOrigin-RevId: 803174298
---
 .../tensorflow/ops/remote_predict/BUILD       |  4 ++
 .../kernels/remote_predict_op_kernel.h        | 10 ++-
 .../kernels/remote_predict_op_kernel_test.cc  | 69 ++++++++++++++++++-
 .../remote_predict/ops/remote_predict_op.cc   |  5 ++
 4 files changed, 84 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
index 2e1e3ada894..e1a1f68bee8 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/BUILD
@@ -27,6 +27,7 @@ cc_library(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/flags:flag",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_protobuf//:protobuf_lite",
@@ -42,6 +43,7 @@ cc_library(
 tf_gen_op_libs(
     op_lib_names = ["remote_predict_op"],
     deps = [
+        "@com_google_absl//absl/flags:flag",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
@@ -88,6 +90,7 @@ tf_kernel_library(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "@com_github_grpc_grpc//:grpc++",
+        "@com_google_absl//absl/flags:flag",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_protobuf//:cc_wkt_protos",
@@ -141,6 +144,7 @@ cc_test(
         "//tensorflow_serving/apis:predict_cc_proto",
         "//tensorflow_serving/apis:prediction_service_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/flags:flag",
         "@com_google_absl//absl/status",
         "@com_google_absl//absl/time",
         "@com_google_protobuf//:cc_wkt_protos",
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
index 361a1f6b7e9..00a59722bdb 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel.h
@@ -17,6 +17,8 @@ limitations under the License.
 
 #include "google/protobuf/wrappers.pb.h"
 #include "google/protobuf/map.h"
+#include "absl/flags/declare.h"
+#include "absl/flags/flag.h"
 #include "absl/status/status.h"
 #include "absl/time/time.h"
 #include "tensorflow/core/framework/common_shape_fns.h"
@@ -34,6 +36,8 @@ limitations under the License.
 #include "tensorflow_serving/apis/model.pb.h"
 #include "tensorflow_serving/apis/predict.pb.h"
 
+ABSL_DECLARE_FLAG(bool, remote_predict_op_use_tensor_content);
+
 namespace tensorflow {
 namespace serving {
 
@@ -94,7 +98,11 @@ class RemotePredictOp : public AsyncOpKernel {
     AliasTensorMap& inputs = *request->mutable_inputs();
     for (int i = 0; i < input_tensor_aliases.size(); ++i) {
       tensorflow::TensorProto proto;
-      input_tensors[i].AsProtoField(&proto);
+      if (absl::GetFlag(FLAGS_remote_predict_op_use_tensor_content)) {
+        input_tensors[i].AsProtoTensorContent(&proto);
+      } else {
+        input_tensors[i].AsProtoField(&proto);
+      }
       inputs[input_tensor_aliases(i)] = proto;
     }
 
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
index 334d3af9fec..803752926be 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/kernels/remote_predict_op_kernel_test.cc
@@ -19,6 +19,7 @@ limitations under the License.
 #include <string>
 #include <vector>
 
+#include "absl/flags/flag.h"
 #include "absl/status/status.h"
 #include "absl/time/time.h"
 #include "tensorflow/cc/client/client_session.h"
@@ -55,6 +56,10 @@ class MockPredictionService {
 
   static constexpr char kGoodModel[] = "good_model";
   static constexpr char kBadModel[] = "bad_model";
+  static constexpr char kGoodModelCheckTensorContent[] =
+      "good_model_check_tensor_content";
+  static constexpr char kGoodModelCheckProtoField[] =
+      "good_model_check_proto_field";
 
  private:
   MockPredictionService(const string& target_address);
@@ -62,6 +67,8 @@ class MockPredictionService {
 
 constexpr char MockPredictionService::kGoodModel[];
 constexpr char MockPredictionService::kBadModel[];
+constexpr char MockPredictionService::kGoodModelCheckTensorContent[];
+constexpr char MockPredictionService::kGoodModelCheckProtoField[];
 
 typedef google::protobuf::Map<tensorflow::string, tensorflow::TensorProto> AliasTensorMap;
 
@@ -79,10 +86,38 @@ void MockPredictionService::Predict(
     outputs["output0"] = inputs["input0"];
     outputs["output1"] = inputs["input1"];
     callback(::absl::OkStatus());
-  }
-
-  if (model_name == kBadModel) {
+  } else if (model_name == kBadModel) {
     callback(absl::Status(absl::StatusCode::kAborted, "Aborted"));
+  } else if (model_name == kGoodModelCheckTensorContent) {
+    *(response->mutable_model_spec()) = request->model_spec();
+    AliasTensorMap& inputs = *request->mutable_inputs();
+    AliasTensorMap& outputs = *response->mutable_outputs();
+    if (inputs["input0"].tensor_content().empty() ||
+        !inputs["input0"].int_val().empty() ||
+        inputs["input1"].tensor_content().empty() ||
+        !inputs["input1"].int_val().empty()) {
+      callback(absl::Status(absl::StatusCode::kFailedPrecondition,
+                            "Expected tensor_content but not present"));
+      return;
+    }
+    outputs["output0"] = inputs["input0"];
+    outputs["output1"] = inputs["input1"];
+    callback(::absl::OkStatus());
+  } else if (model_name == kGoodModelCheckProtoField) {
+    *(response->mutable_model_spec()) = request->model_spec();
+    AliasTensorMap& inputs = *request->mutable_inputs();
+    AliasTensorMap& outputs = *response->mutable_outputs();
+    if (!inputs["input0"].tensor_content().empty() ||
+        inputs["input0"].int_val().empty() ||
+        !inputs["input1"].tensor_content().empty() ||
+        inputs["input1"].int_val().empty()) {
+      callback(absl::Status(absl::StatusCode::kFailedPrecondition,
+                            "Expected int_val but not present"));
+      return;
+    }
+    outputs["output0"] = inputs["input0"];
+    outputs["output1"] = inputs["input1"];
+    callback(::absl::OkStatus());
   }
 }
 
@@ -172,6 +207,34 @@ TEST(RemotePredictTest, TestRpcErrorReturnStatus) {
   EXPECT_EQ("Aborted", outputs[1].scalar<tensorflow::tstring>()());
 }
 
+TEST(RemotePredictTest, TestTensorContent) {
+  absl::SetFlag(&FLAGS_remote_predict_op_use_tensor_content, true);
+  std::vector<Tensor> outputs;
+  TF_ASSERT_OK(RunRemotePredict(
+      /*model_name=*/MockPredictionService::kGoodModelCheckTensorContent,
+      &outputs));
+  ASSERT_EQ(4, outputs.size());
+  // Checks whether the status code is 0 and there is no error message.
+  EXPECT_EQ(0, outputs[0].scalar<int>()());
+  EXPECT_EQ("", outputs[1].scalar<tensorflow::tstring>()());
+  test::ExpectTensorEqual<int>(outputs[2], test::AsTensor<int>({1, 2}));
+  test::ExpectTensorEqual<int>(outputs[3], test::AsTensor<int>({3, 4}));
+}
+
+TEST(RemotePredictTest, TestProtoField) {
+  absl::SetFlag(&FLAGS_remote_predict_op_use_tensor_content, false);
+  std::vector<Tensor> outputs;
+  TF_ASSERT_OK(RunRemotePredict(
+      /*model_name=*/MockPredictionService::kGoodModelCheckProtoField,
+      &outputs));
+  ASSERT_EQ(4, outputs.size());
+  // Checks whether the status code is 0 and there is no error message.
+  EXPECT_EQ(0, outputs[0].scalar<int>()());
+  EXPECT_EQ("", outputs[1].scalar<tensorflow::tstring>()());
+  test::ExpectTensorEqual<int>(outputs[2], test::AsTensor<int>({1, 2}));
+  test::ExpectTensorEqual<int>(outputs[3], test::AsTensor<int>({3, 4}));
+}
+
 }  // namespace
 }  // namespace serving
 }  // namespace tensorflow
diff --git a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
index def975ac60d..f6cd7548e0d 100644
--- a/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
+++ b/tensorflow_serving/experimental/tensorflow/ops/remote_predict/ops/remote_predict_op.cc
@@ -14,10 +14,15 @@ limitations under the License.
 ==============================================================================*/
 #include <vector>
 
+#include "absl/flags/flag.h"
 #include "tensorflow/core/framework/common_shape_fns.h"
 #include "tensorflow/core/framework/op.h"
 #include "tensorflow/core/framework/shape_inference.h"
 
+ABSL_FLAG(bool, remote_predict_op_use_tensor_content, false,
+          "If true, use AsProtoTensorContent for serializing tensors in "
+          "RemotePredictOp. Otherwise, use AsProtoField.");
+
 namespace tensorflow {
 
 REGISTER_OP("TfServingRemotePredict")

From a01a31a13c250c92797894a9311a380b4a9e0047 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 4 Sep 2025 21:48:42 -0700
Subject: [PATCH 8087/8103] changing Orbax Model version file uniquely
 identifiable

PiperOrigin-RevId: 803307857
---
 .../tensorflow/tfrt_saved_model_source_adapter.cc         | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
index c9b81c9460f..8fc53a66354 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.cc
@@ -45,18 +45,14 @@ namespace serving {
 
 // copybara:strip_begin (Do not leak in tensorflow serving OSS.)
 namespace {
-// Orbax manifest file name.
-inline constexpr char kOrbaxModelManifestPb[] = "manifest.pb";
 // Orbax manifest version file name.
-inline constexpr char kOrbaxModelManifestVersionTxt[] = "manifest_version.txt";
+inline constexpr char kOrbaxModelManifestVersionTxt[] =
+    "orbax_model_version.txt";
 
 absl::Status IsOrbaxModelDirectory(absl::string_view path) {
-  const std::string orbax_model_manifest_pb_path =
-      tensorflow::io::JoinPath(path, kOrbaxModelManifestPb);
   const std::string orbax_model_manifest_version_path =
       tensorflow::io::JoinPath(path, kOrbaxModelManifestVersionTxt);
   tsl::Env* env = tsl::Env::Default();
-  TF_RETURN_IF_ERROR(env->FileExists(orbax_model_manifest_pb_path));
   TF_RETURN_IF_ERROR(env->FileExists(orbax_model_manifest_version_path));
   return absl::OkStatus();
 }

From 4184bff10e1d804d831edfa3020e2fbdd0082b97 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Mon, 8 Sep 2025 15:51:36 -0700
Subject: [PATCH 8088/8103] Plumb priority into RunHandlerPool

PiperOrigin-RevId: 804617443
---
 tensorflow_serving/servables/tensorflow/tfrt_servable.cc | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
index 875506bec02..e9cd76d6705 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_servable.cc
@@ -101,6 +101,7 @@ TfrtSavedModelServable::GetTFRTSavedModelRunOptions(
   if (run_options.disable_host_compilation) {
     options.disable_compilation = true;
   }
+  options.priority = run_options.priority;
   return options;
 }
 

From 1607c71d0d435a9a9e7deb5eb307036b69a77cf5 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Sep 2025 21:28:35 -0700
Subject: [PATCH 8089/8103] Automated Code Change

PiperOrigin-RevId: 805652595
---
 .../file_system_storage_path_source_test.cc   | 26 +++++++++----------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
index 4adbbbc1fcd..a418316283c 100644
--- a/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
+++ b/tensorflow_serving/sources/storage_path/file_system_storage_path_source_test.cc
@@ -75,8 +75,8 @@ TEST(FileSystemStoragePathSourceTest, NoVersionsAtStartup) {
   for (bool base_path_exists : {false, true}) {
     const string base_path = io::JoinPath(
         testing::TmpDir(),
-        strings::StrCat("NoVersionsAtStartup",
-                        base_path_exists ? "" : "_nonexistent_base_path"));
+        absl::StrCat("NoVersionsAtStartup",
+                     base_path_exists ? "" : "_nonexistent_base_path"));
     if (base_path_exists) {
       TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
       TF_ASSERT_OK(Env::Default()->CreateDir(
@@ -533,7 +533,7 @@ TEST(FileSystemStoragePathSourceTest, ChangeSetOfServables) {
   const string base_path_prefix =
       io::JoinPath(testing::TmpDir(), "ChangeSetOfServables_");
   for (int i = 0; i <= 2; ++i) {
-    const string base_path = strings::StrCat(base_path_prefix, i);
+    const string base_path = absl::StrCat(base_path_prefix, i);
     TF_ASSERT_OK(Env::Default()->CreateDir(base_path));
     TF_ASSERT_OK(Env::Default()->CreateDir(io::JoinPath(base_path, "0")));
   }
@@ -541,8 +541,8 @@ TEST(FileSystemStoragePathSourceTest, ChangeSetOfServables) {
   // Configure a source initially with servables 0 and 1.
   for (int i : {0, 1}) {
     auto* servable = config.add_servables();
-    servable->set_servable_name(strings::StrCat("servable_", i));
-    servable->set_base_path(strings::StrCat(base_path_prefix, i));
+    servable->set_servable_name(absl::StrCat("servable_", i));
+    servable->set_base_path(absl::StrCat(base_path_prefix, i));
   }
   std::unique_ptr<FileSystemStoragePathSource> source;
   TF_ASSERT_OK(FileSystemStoragePathSource::Create(config, &source));
@@ -553,10 +553,10 @@ TEST(FileSystemStoragePathSourceTest, ChangeSetOfServables) {
     EXPECT_CALL(
         *target,
         SetAspiredVersions(
-            Eq(strings::StrCat("servable_", i)),
+            Eq(absl::StrCat("servable_", i)),
             ElementsAre(ServableData<StoragePath>(
-                {strings::StrCat("servable_", i), 0},
-                io::JoinPath(strings::StrCat(base_path_prefix, i), "0")))));
+                {absl::StrCat("servable_", i), 0},
+                io::JoinPath(absl::StrCat(base_path_prefix, i), "0")))));
   }
   TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())
                    .PollFileSystemAndInvokeCallback());
@@ -565,8 +565,8 @@ TEST(FileSystemStoragePathSourceTest, ChangeSetOfServables) {
   config.clear_servables();
   for (int i : {1, 2}) {
     auto* servable = config.add_servables();
-    servable->set_servable_name(strings::StrCat("servable_", i));
-    servable->set_base_path(strings::StrCat(base_path_prefix, i));
+    servable->set_servable_name(absl::StrCat("servable_", i));
+    servable->set_base_path(absl::StrCat(base_path_prefix, i));
   }
   // Servable 0 should get a zero-versions callback, causing the manager to
   // unload it.
@@ -579,10 +579,10 @@ TEST(FileSystemStoragePathSourceTest, ChangeSetOfServables) {
     EXPECT_CALL(
         *target,
         SetAspiredVersions(
-            Eq(strings::StrCat("servable_", i)),
+            Eq(absl::StrCat("servable_", i)),
             ElementsAre(ServableData<StoragePath>(
-                {strings::StrCat("servable_", i), 0},
-                io::JoinPath(strings::StrCat(base_path_prefix, i), "0")))));
+                {absl::StrCat("servable_", i), 0},
+                io::JoinPath(absl::StrCat(base_path_prefix, i), "0")))));
   }
   TF_ASSERT_OK(source->UpdateConfig(config));
   TF_ASSERT_OK(internal::FileSystemStoragePathSourceTestAccess(source.get())

From a196c8a2fb4bc0da448534ebb8906026384ad47f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 10 Sep 2025 22:27:54 -0700
Subject: [PATCH 8090/8103] Automated Code Change

PiperOrigin-RevId: 805666634
---
 tensorflow_serving/experimental/example/BUILD | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/tensorflow_serving/experimental/example/BUILD b/tensorflow_serving/experimental/example/BUILD
index 770a269be48..608ac3880a9 100644
--- a/tensorflow_serving/experimental/example/BUILD
+++ b/tensorflow_serving/experimental/example/BUILD
@@ -2,10 +2,7 @@
 
 # Placeholder: load py_binary
 
-package(
-    default_visibility = ["//tensorflow_serving:internal"],
-    features = ["no_layering_check"],
-)
+package(features = ["no_layering_check"])
 
 licenses(["notice"])
 

From 81f657288d30d8ed58d14261636b34ffb6ea2cf7 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 12 Sep 2025 21:09:08 -0700
Subject: [PATCH 8091/8103] Automated Code Change

PiperOrigin-RevId: 806532964
---
 tensorflow_serving/core/aspired_versions_manager.cc   |  2 +-
 .../core/aspired_versions_manager_benchmark.cc        |  4 ++--
 tensorflow_serving/core/basic_manager.cc              |  6 +++---
 tensorflow_serving/core/basic_manager_test.cc         |  5 ++---
 tensorflow_serving/core/caching_manager.cc            |  4 ++--
 tensorflow_serving/core/caching_manager_test.cc       |  2 +-
 tensorflow_serving/core/load_servables_fast.cc        | 11 +++++------
 tensorflow_serving/core/loader_harness.cc             |  4 ++--
 tensorflow_serving/core/servable_state_monitor.cc     |  4 ++--
 tensorflow_serving/core/simple_loader_test.cc         |  4 ++--
 10 files changed, 22 insertions(+), 24 deletions(-)

diff --git a/tensorflow_serving/core/aspired_versions_manager.cc b/tensorflow_serving/core/aspired_versions_manager.cc
index 11084eb8588..492216c6e2a 100644
--- a/tensorflow_serving/core/aspired_versions_manager.cc
+++ b/tensorflow_serving/core/aspired_versions_manager.cc
@@ -97,7 +97,7 @@ absl::Status ValidateAspiredVersions(
     const std::vector<ServableData<std::unique_ptr<Loader>>>& versions) {
   for (const auto& version : versions) {
     if (servable_name != version.id().name) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Servable name: ", servable_name,
           " doesn't match name in servable version: ", version.id().name));
     }
diff --git a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
index 489d4d7caac..5dec4e36da9 100644
--- a/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
+++ b/tensorflow_serving/core/aspired_versions_manager_benchmark.cc
@@ -328,7 +328,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
     TF_CHECK_OK(AspiredVersionsManager::Create(std::move(options), &manager));
     auto aspired_versions_callback = manager->GetAspiredVersionsCallback();
     for (int i = 0; i < kNumServableStreams; ++i) {
-      const string servable_name = strings::StrCat(kServableName, i);
+      const string servable_name = absl::StrCat(kServableName, i);
       std::vector<ServableData<std::unique_ptr<Loader>>> versions;
       for (int j = 0; j < kNumServableVersions; ++j) {
         std::unique_ptr<Loader> loader(new SimpleLoader<int64_t>(
@@ -364,7 +364,7 @@ void BM_GetServableHandle(::testing::benchmark::State& state) {
     random::SimplePhilox random(&philox);
     for (int i = 0; i < kNumRequests; ++i) {
       const string name =
-          strings::StrCat(kServableName, random.Uniform(kNumServableStreams));
+          absl::StrCat(kServableName, random.Uniform(kNumServableStreams));
       if (random.RandFloat() > kLatestRatio) {
         const int64_t version = random.Uniform(kNumServableVersions);
         requests->push_back(ServableRequest::Specific(name, version));
diff --git a/tensorflow_serving/core/basic_manager.cc b/tensorflow_serving/core/basic_manager.cc
index 7426698ae3d..ff3643439ca 100644
--- a/tensorflow_serving/core/basic_manager.cc
+++ b/tensorflow_serving/core/basic_manager.cc
@@ -751,8 +751,8 @@ absl::Status BasicManager::ReserveResources(LoaderHarness* harness,
     // We retry reserving resources because it may involve transiently failing
     // operations like file-reads.
     const absl::Status reserve_resources_status = Retry(
-        strings::StrCat("Reserving resources for servable: ",
-                        harness->id().DebugString()),
+        absl::StrCat("Reserving resources for servable: ",
+                     harness->id().DebugString()),
         harness_options_.max_num_load_retries,
         harness_options_.load_retry_interval_micros,
         [&]() TF_EXCLUSIVE_LOCKS_REQUIRED(mu_) {
@@ -763,7 +763,7 @@ absl::Status BasicManager::ReserveResources(LoaderHarness* harness,
     if (!reserve_resources_status.ok()) {
       return absl::Status(
           reserve_resources_status.code(),
-          strings::StrCat(
+          absl::StrCat(
               "Error while attempting to reserve resources to load servable ",
               harness->id().DebugString(), ": ",
               reserve_resources_status.message()));
diff --git a/tensorflow_serving/core/basic_manager_test.cc b/tensorflow_serving/core/basic_manager_test.cc
index b2ea320523f..60447202d5e 100644
--- a/tensorflow_serving/core/basic_manager_test.cc
+++ b/tensorflow_serving/core/basic_manager_test.cc
@@ -144,8 +144,7 @@ INSTANTIATE_TEST_CASE_P(
 TEST_P(BasicManagerTest, ServableHandleNotFoundMissingLoaderName) {
   ServableHandle<int64_t> handle;
   const absl::Status status = basic_manager_->GetServableHandle(
-      ServableRequest::Latest(strings::StrCat(kServableName, "missing")),
-      &handle);
+      ServableRequest::Latest(absl::StrCat(kServableName, "missing")), &handle);
   ASSERT_FALSE(status.ok()) << status;
   EXPECT_EQ(error::NOT_FOUND, status.code());
 }
@@ -1625,7 +1624,7 @@ TEST_F(ResourceConstrainedBasicManagerTest, EventBusErrorOnEstimateResources) {
                                        {ServableState::ManagerState::kEnd});
   const ServableState error_state = {
       id, ServableState::ManagerState::kEnd,
-      errors::Internal(strings::StrCat(
+      errors::Internal(absl::StrCat(
           "Error while attempting to reserve resources to load servable ",
           id.DebugString(), ": Error on estimate resources."))};
   EXPECT_THAT(*servable_state_monitor_.GetState(id),
diff --git a/tensorflow_serving/core/caching_manager.cc b/tensorflow_serving/core/caching_manager.cc
index fd6cc8e6415..2864f4f27b6 100644
--- a/tensorflow_serving/core/caching_manager.cc
+++ b/tensorflow_serving/core/caching_manager.cc
@@ -135,7 +135,7 @@ absl::Status CachingManager::LoadServable(
       // ought to be loaded, based on CachingManager's implementation invariant
       // of doing manage+load atomically.
       if (snapshot.value().state != LoaderHarness::State::kReady) {
-        const string error_msg = strings::StrCat(
+        const string error_msg = absl::StrCat(
             "Servable requested for load is already being managed, but is not "
             "loaded: ",
             servable_id.DebugString());
@@ -154,7 +154,7 @@ absl::Status CachingManager::LoadServable(
       const absl::Status manage_status =
           basic_manager_->ManageServable(std::move(loader_data));
       if (!manage_status.ok()) {
-        const string error_msg = strings::StrCat(
+        const string error_msg = absl::StrCat(
             "Internal error: unable to transfer servable to 'basic_manager_': ",
             manage_status.message());
         DCHECK(false) << error_msg;
diff --git a/tensorflow_serving/core/caching_manager_test.cc b/tensorflow_serving/core/caching_manager_test.cc
index 392ca6902fd..c2e178c3e4c 100644
--- a/tensorflow_serving/core/caching_manager_test.cc
+++ b/tensorflow_serving/core/caching_manager_test.cc
@@ -64,7 +64,7 @@ class StringLoaderFactory : public CachingManager::LoaderFactory {
 
     auto servable_creator = [&](std::unique_ptr<string>* servable) {
       servable->reset(new string);
-      **servable = strings::StrCat(id.name, "-", id.version);
+      **servable = absl::StrCat(id.name, "-", id.version);
       return absl::OkStatus();
     };
     std::unique_ptr<Loader> loader;
diff --git a/tensorflow_serving/core/load_servables_fast.cc b/tensorflow_serving/core/load_servables_fast.cc
index d9f8e69498c..7ec20dc93bc 100644
--- a/tensorflow_serving/core/load_servables_fast.cc
+++ b/tensorflow_serving/core/load_servables_fast.cc
@@ -96,8 +96,8 @@ absl::Status ConnectSourcesWithFastInitialLoad(
                        ServableState::ManagerState::kAvailable;
               });
           string message =
-              strings::StrCat(num_unavailable_servables,
-                              " servable(s) did not become available: {");
+              absl::StrCat(num_unavailable_servables,
+                           " servable(s) did not become available: {");
           for (const auto& id_and_state : states_reached) {
             if (id_and_state.second !=
                 ServableState::ManagerState::kAvailable) {
@@ -108,12 +108,11 @@ absl::Status ConnectSourcesWithFastInitialLoad(
                       ? " due to error: " +
                             maybe_state.value().health.ToString()
                       : "";
-              strings::StrAppend(&message, "{",
-                                 id_and_state.first.DebugString(), error_msg,
-                                 "}, ");
+              absl::StrAppend(&message, "{", id_and_state.first.DebugString(),
+                              error_msg, "}, ");
             }
           }
-          strings::StrAppend(&message, "}");
+          absl::StrAppend(&message, "}");
           return errors::Unknown(message);
         }
         return absl::OkStatus();
diff --git a/tensorflow_serving/core/loader_harness.cc b/tensorflow_serving/core/loader_harness.cc
index fbe0d2b23d2..7b50bbd925d 100644
--- a/tensorflow_serving/core/loader_harness.cc
+++ b/tensorflow_serving/core/loader_harness.cc
@@ -79,7 +79,7 @@ absl::Status LoaderHarness::Load() {
   }
 
   const absl::Status status = Retry(
-      strings::StrCat("Loading servable: ", id_.DebugString()),
+      absl::StrCat("Loading servable: ", id_.DebugString()),
       options_.max_num_load_retries, options_.load_retry_interval_micros,
       [&]() { return loader_->LoadWithMetadata({id_}); },
       [&](absl::Status status) { return should_retry(status); });
@@ -91,7 +91,7 @@ absl::Status LoaderHarness::Load() {
       // that we do not accidentally report that the servable is available.
       TF_RETURN_IF_ERROR(UnloadDueToCancelledLoad());
       absl::Status s =
-          errors::Cancelled(strings::StrCat("Loading of servable cancelled"));
+          errors::Cancelled(absl::StrCat("Loading of servable cancelled"));
       if (options_.error_callback) {
         // Invokes BasicManager::PublishOnEventBus(kEnd).
         options_.error_callback(id_, s);
diff --git a/tensorflow_serving/core/servable_state_monitor.cc b/tensorflow_serving/core/servable_state_monitor.cc
index 6e91533d6ab..72c6f49ad3d 100644
--- a/tensorflow_serving/core/servable_state_monitor.cc
+++ b/tensorflow_serving/core/servable_state_monitor.cc
@@ -105,8 +105,8 @@ absl::optional<ServableId> HasAnyServableInStreamReachedState(
 }  // namespace
 
 string ServableStateMonitor::ServableStateAndTime::DebugString() const {
-  return strings::StrCat("state: {", state.DebugString(),
-                         "}, event_time_micros: ", event_time_micros);
+  return absl::StrCat("state: {", state.DebugString(),
+                      "}, event_time_micros: ", event_time_micros);
 }
 
 ServableStateMonitor::ServableStateMonitor(EventBus<ServableState>* bus,
diff --git a/tensorflow_serving/core/simple_loader_test.cc b/tensorflow_serving/core/simple_loader_test.cc
index 7cd99db197f..68da7562fdc 100644
--- a/tensorflow_serving/core/simple_loader_test.cc
+++ b/tensorflow_serving/core/simple_loader_test.cc
@@ -263,7 +263,7 @@ TEST(SimpleLoaderSourceAdapterTest, Basic) {
   SimpleLoaderSourceAdapterImpl<string, string> adapter(
       [](const string& data, std::unique_ptr<string>* servable) {
         servable->reset(new string);
-        **servable = strings::StrCat(data, "_was_here");
+        **servable = absl::StrCat(data, "_was_here");
         return absl::OkStatus();
       },
       [](const string& data, ResourceAllocation* output) {
@@ -312,7 +312,7 @@ TEST(SimpleLoaderSourceAdapterTest, OkayToDeleteAdapter) {
         new SimpleLoaderSourceAdapterImpl<string, string>(
             [](const string& data, std::unique_ptr<string>* servable) {
               servable->reset(new string);
-              **servable = strings::StrCat(data, "_was_here");
+              **servable = absl::StrCat(data, "_was_here");
               return absl::OkStatus();
             },
             SimpleLoaderSourceAdapter<string, string>::EstimateNoResources()));

From 9d66e1ffd1e836e8e29b2fb9e294393ecf3be45a Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Sep 2025 17:31:47 -0700
Subject: [PATCH 8092/8103] Automated code changes

PiperOrigin-RevId: 808323102
---
 tensorflow_serving/util/BUILD              | 1 +
 tensorflow_serving/util/proto_util_test.cc | 5 +++--
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/tensorflow_serving/util/BUILD b/tensorflow_serving/util/BUILD
index 2e57981606f..eb26b9a51b7 100644
--- a/tensorflow_serving/util/BUILD
+++ b/tensorflow_serving/util/BUILD
@@ -368,6 +368,7 @@ cc_test(
         ":proto_util",
         "//tensorflow_serving/apis:status_cc_proto",
         "//tensorflow_serving/core/test_util:test_main",
+        "@com_google_absl//absl/status",
         "@org_tensorflow//tensorflow/core:lib",
     ],
 )
diff --git a/tensorflow_serving/util/proto_util_test.cc b/tensorflow_serving/util/proto_util_test.cc
index ace50c84b82..aada55c817d 100644
--- a/tensorflow_serving/util/proto_util_test.cc
+++ b/tensorflow_serving/util/proto_util_test.cc
@@ -17,6 +17,7 @@ limitations under the License.
 #include <memory>
 
 #include <gtest/gtest.h>
+#include "absl/status/status.h"
 #include "tensorflow/core/lib/core/status_test_util.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/platform/test.h"
@@ -29,7 +30,7 @@ namespace {
 TEST(ProtoUtilTest, ParseProtoTextFile_Errors) {
   StatusProto status_proto;
   auto status = ParseProtoTextFile<StatusProto>("missing.txt", &status_proto);
-  ASSERT_TRUE(errors::IsNotFound(status));
+  ASSERT_TRUE(absl::IsNotFound(status));
 
   const string kProtoFile = io::JoinPath(testing::TmpDir(), "corrupt.txt");
   std::unique_ptr<WritableFile> file;
@@ -37,7 +38,7 @@ TEST(ProtoUtilTest, ParseProtoTextFile_Errors) {
   TF_ASSERT_OK(file->Append("corrupt proto content"));
   TF_ASSERT_OK(file->Close());
   status = ParseProtoTextFile<StatusProto>(kProtoFile, &status_proto);
-  ASSERT_TRUE(errors::IsInvalidArgument(status));
+  ASSERT_TRUE(absl::IsInvalidArgument(status));
 }
 
 TEST(ProtoUtilTest, ParseProtoTextFile_EmptyFile_Success) {

From 4ff648e5e3ca170ce90b01289d1a48dab5544833 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 19 Sep 2025 03:25:01 -0700
Subject: [PATCH 8093/8103] Automated Code Change

PiperOrigin-RevId: 808965082
---
 .../model_servers/http_rest_api_handler.cc    |  18 +--
 .../model_servers/prediction_service_impl.cc  |  16 +--
 .../model_servers/server_core.cc              | 136 +++++++++---------
 .../model_servers/server_core_test.cc         |  23 ++-
 4 files changed, 96 insertions(+), 97 deletions(-)

diff --git a/tensorflow_serving/model_servers/http_rest_api_handler.cc b/tensorflow_serving/model_servers/http_rest_api_handler.cc
index ef51f5bea4b..adfdac9e863 100644
--- a/tensorflow_serving/model_servers/http_rest_api_handler.cc
+++ b/tensorflow_serving/model_servers/http_rest_api_handler.cc
@@ -62,7 +62,7 @@ HttpRestApiHandler::HttpRestApiHandler(int timeout_in_ms, ServerCore* core)
 
 HttpRestApiHandler::~HttpRestApiHandler() {}
 
-Status HttpRestApiHandler::ProcessRequest(
+absl::Status HttpRestApiHandler::ProcessRequest(
     const absl::string_view http_method, const absl::string_view request_path,
     const absl::string_view request_body,
     std::vector<std::pair<string, string>>* headers, string* model_name,
@@ -71,8 +71,8 @@ Status HttpRestApiHandler::ProcessRequest(
   output->clear();
   AddHeaders(headers);
   string model_subresource;
-  Status status = errors::InvalidArgument("Malformed request: ", http_method,
-                                          " ", request_path);
+  absl::Status status = errors::InvalidArgument(
+      "Malformed request: ", http_method, " ", request_path);
   absl::optional<int64_t> model_version;
   absl::optional<string> model_version_label;
   bool parse_successful;
@@ -108,7 +108,7 @@ Status HttpRestApiHandler::ProcessRequest(
   return status;
 }
 
-Status HttpRestApiHandler::ProcessClassifyRequest(
+absl::Status HttpRestApiHandler::ProcessClassifyRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -129,7 +129,7 @@ Status HttpRestApiHandler::ProcessClassifyRequest(
   return absl::OkStatus();
 }
 
-Status HttpRestApiHandler::ProcessRegressRequest(
+absl::Status HttpRestApiHandler::ProcessRegressRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -149,7 +149,7 @@ Status HttpRestApiHandler::ProcessRegressRequest(
   return absl::OkStatus();
 }
 
-Status HttpRestApiHandler::ProcessPredictRequest(
+absl::Status HttpRestApiHandler::ProcessPredictRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -177,7 +177,7 @@ Status HttpRestApiHandler::ProcessPredictRequest(
   return absl::OkStatus();
 }
 
-Status HttpRestApiHandler::ProcessModelStatusRequest(
+absl::Status HttpRestApiHandler::ProcessModelStatusRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -201,7 +201,7 @@ Status HttpRestApiHandler::ProcessModelStatusRequest(
   return ToJsonString(*response, output);
 }
 
-Status HttpRestApiHandler::ProcessModelMetadataRequest(
+absl::Status HttpRestApiHandler::ProcessModelMetadataRequest(
     const absl::string_view model_name,
     const absl::optional<int64_t>& model_version,
     const absl::optional<absl::string_view>& model_version_label,
@@ -225,7 +225,7 @@ Status HttpRestApiHandler::ProcessModelMetadataRequest(
   return ToJsonString(*response, output);
 }
 
-Status HttpRestApiHandler::GetInfoMap(
+absl::Status HttpRestApiHandler::GetInfoMap(
     const ModelSpec& model_spec, const string& signature_name,
     ::google::protobuf::Map<string, tensorflow::TensorInfo>* infomap) {
   ServableHandle<SavedModelBundle> bundle;
diff --git a/tensorflow_serving/model_servers/prediction_service_impl.cc b/tensorflow_serving/model_servers/prediction_service_impl.cc
index 0fa521fd694..8fafa3e986c 100644
--- a/tensorflow_serving/model_servers/prediction_service_impl.cc
+++ b/tensorflow_serving/model_servers/prediction_service_impl.cc
@@ -45,7 +45,7 @@ ::grpc::Status PredictionServiceImpl::Predict(::grpc::ServerContext *context,
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
 
-  const ::tensorflow::Status tf_status =
+  const absl::Status tf_status =
       predictor_->Predict(run_options, core_, *request, response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
@@ -83,10 +83,9 @@ ::grpc::Status PredictionServiceImpl::Classify(
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
 
-  const ::tensorflow::Status tf_status =
-      TensorflowClassificationServiceImpl::Classify(
-          run_options, core_, GetThreadPools(thread_pool_factory_).get(),
-          *request, response);
+  const absl::Status tf_status = TensorflowClassificationServiceImpl::Classify(
+      run_options, core_, GetThreadPools(thread_pool_factory_).get(), *request,
+      response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
   if (status.ok()) {
@@ -112,10 +111,9 @@ ::grpc::Status PredictionServiceImpl::Regress(::grpc::ServerContext *context,
         DeadlineToTimeoutMillis(context->raw_deadline()));
   }
 
-  const ::tensorflow::Status tf_status =
-      TensorflowRegressionServiceImpl::Regress(
-          run_options, core_, GetThreadPools(thread_pool_factory_).get(),
-          *request, response);
+  const absl::Status tf_status = TensorflowRegressionServiceImpl::Regress(
+      run_options, core_, GetThreadPools(thread_pool_factory_).get(), *request,
+      response);
   const ::grpc::Status status = ToGRPCStatus(tf_status);
 
   if (status.ok()) {
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 633a8a8aaba..34419dba56c 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -49,12 +49,12 @@ namespace serving {
 namespace {
 
 // Gets the platform associated with a model.
-Status GetPlatform(const ModelConfig& model_config, string* platform) {
+absl::Status GetPlatform(const ModelConfig& model_config, string* platform) {
   if (model_config.model_type() != ModelType::MODEL_TYPE_UNSPECIFIED) {
     LOG(WARNING) << "Deprecated ModelServerConfig::model_type field used. "
                     "Prefer ModelServerConfig::model_platform.";
     if (!model_config.model_platform().empty()) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Illegal setting both ModelServerConfig::model_type (deprecated) "
           "and ModelServerConfig::model_platform, model name is ",
           model_config.name()));
@@ -63,15 +63,15 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
       *platform = kTensorFlowModelPlatform;
     } else {
       return errors::InvalidArgument(
-          strings::StrCat("ModelServerConfig::model_type choice ",
-                          model_config.model_type(), " not supported."));
+          absl::StrCat("ModelServerConfig::model_type choice ",
+                       model_config.model_type(), " not supported."));
     }
   } else {
     *platform = model_config.model_platform();
   }
 
   if (platform->empty()) {
-    return errors::InvalidArgument(strings::StrCat(
+    return errors::InvalidArgument(absl::StrCat(
         "Illegal setting neither ModelServerConfig::model_type (deprecated) "
         "nor ModelServerConfig::model_platform, model name is ",
         model_config.name()));
@@ -80,23 +80,23 @@ Status GetPlatform(const ModelConfig& model_config, string* platform) {
 }
 
 // Determines whether a URI is just a relative path.
-bool UriIsRelativePath(StringPiece uri) {
-  StringPiece scheme, host, path;
+bool UriIsRelativePath(absl::string_view uri) {
+  absl::string_view scheme, host, path;
   io::ParseURI(uri, &scheme, &host, &path);
   return scheme.empty() && host.empty() && !io::IsAbsolutePath(path);
 }
 
 // Returns an error if 'config_list' is invalid in some way, e.g. a model name
 // appearing multiple times.
-Status ValidateModelConfigList(const ModelConfigList& config_list,
-                               const ServerCore::Options& options) {
+absl::Status ValidateModelConfigList(const ModelConfigList& config_list,
+                                     const ServerCore::Options& options) {
   // Unique model-names.
   std::set<string> model_names;
   for (const ModelConfig& config : config_list.config()) {
     if (model_names.find(config.name()) != model_names.end()) {
       return errors::InvalidArgument(
-          strings::StrCat("Illegal to list model ", config.name(),
-                          " multiple times in config list"));
+          absl::StrCat("Illegal to list model ", config.name(),
+                       " multiple times in config list"));
     }
     model_names.insert(config.name());
   }
@@ -107,18 +107,18 @@ Status ValidateModelConfigList(const ModelConfigList& config_list,
     // All base-paths must be relative.
     if (UriIsRelativePath(*options.model_config_list_root_dir)) {
       return errors::InvalidArgument(
-          strings::StrCat("Expected non-empty absolute path or URI; got "
-                          "model_config_list_root_dir=",
-                          *options.model_config_list_root_dir));
+          absl::StrCat("Expected non-empty absolute path or URI; got "
+                       "model_config_list_root_dir=",
+                       *options.model_config_list_root_dir));
     }
   } else {
     // All base-paths must be absolute.
     for (const ModelConfig& config : config_list.config()) {
       if (UriIsRelativePath(config.base_path())) {
-        return errors::InvalidArgument(strings::StrCat(
-            "Expected model ", config.name(),
-            " to have an absolute path or URI; got base_path()=",
-            config.base_path()));
+        return errors::InvalidArgument(
+            absl::StrCat("Expected model ", config.name(),
+                         " to have an absolute path or URI; got base_path()=",
+                         config.base_path()));
       }
     }
   }
@@ -128,8 +128,9 @@ Status ValidateModelConfigList(const ModelConfigList& config_list,
 
 // Returns an error if a model exists in both configs, but with different
 // platforms.
-Status ValidateNoModelsChangePlatforms(const ModelConfigList& old_config_list,
-                                       const ModelConfigList& new_config_list) {
+absl::Status ValidateNoModelsChangePlatforms(
+    const ModelConfigList& old_config_list,
+    const ModelConfigList& new_config_list) {
   std::map<string, string> old_model_platforms;
   for (const ModelConfig& old_config : old_config_list.config()) {
     string platform;
@@ -156,9 +157,9 @@ Status ValidateNoModelsChangePlatforms(const ModelConfigList& old_config_list,
 
 // Unions two route maps. Gives an error if there is a key that is present in
 // both 'a' and 'b' but with different values.
-Status UnionRoutes(const DynamicSourceRouter<StoragePath>::Routes& a,
-                   const DynamicSourceRouter<StoragePath>::Routes& b,
-                   DynamicSourceRouter<StoragePath>::Routes* result) {
+absl::Status UnionRoutes(const DynamicSourceRouter<StoragePath>::Routes& a,
+                         const DynamicSourceRouter<StoragePath>::Routes& b,
+                         DynamicSourceRouter<StoragePath>::Routes* result) {
   *result = a;
   for (const auto& b_entry : b) {
     auto a_it = a.find(b_entry.first);
@@ -198,7 +199,7 @@ std::set<string> NewModelNamesInSourceConfig(
 // Updates the base_path fields in each ModelConfig, prepending an
 // absolute model_config_list_root_dir.
 // It is assumed that initially, all the base_path fields are relative.
-Status UpdateModelConfigListRelativePaths(
+absl::Status UpdateModelConfigListRelativePaths(
     const string& model_config_list_root_dir, ModelConfigList* config_list) {
   std::vector<string> updated_paths;
   updated_paths.reserve(config_list->config_size());
@@ -230,8 +231,8 @@ Status UpdateModelConfigListRelativePaths(
 // Public Methods.
 // ************************************************************************
 
-Status ServerCore::Create(Options options,
-                          std::unique_ptr<ServerCore>* server_core) {
+absl::Status ServerCore::Create(Options options,
+                                std::unique_ptr<ServerCore>* server_core) {
   if (options.servable_state_monitor_creator == nullptr) {
     options.servable_state_monitor_creator =
         [](EventBus<ServableState>* event_bus,
@@ -276,11 +277,11 @@ ServerCore::ServerCore(Options options)
   }
 }
 
-Status ServerCore::Initialize(
+absl::Status ServerCore::Initialize(
     std::unique_ptr<AspiredVersionPolicy> policy,
     AspiredVersionsManager::CustomSortActionsFn custom_sort_actions) {
   std::unique_ptr<ServableStateMonitor> servable_state_monitor;
-  const tensorflow::Status status = options_.servable_state_monitor_creator(
+  const absl::Status status = options_.servable_state_monitor_creator(
       servable_event_bus_.get(), &servable_state_monitor);
   if (!status.ok()) {
     VLOG(1) << "Servable state monitor creation failed: " << status;
@@ -298,8 +299,8 @@ Status ServerCore::Initialize(
   return absl::OkStatus();
 }
 
-Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
-                                            ServableStateMonitor* monitor) {
+absl::Status ServerCore::WaitUntilModelsAvailable(
+    const std::set<string>& models, ServableStateMonitor* monitor) {
   std::vector<ServableRequest> awaited_servables;
   awaited_servables.reserve(models.size());
   for (const string& model : models) {
@@ -317,8 +318,8 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
                id_and_state) {
           return id_and_state.second != ServableState::ManagerState::kAvailable;
         });
-    string message = strings::StrCat(num_unavailable_models,
-                                     " model(s) did not become available: {");
+    string message = absl::StrCat(num_unavailable_models,
+                                  " model(s) did not become available: {");
     for (const auto& id_and_state : states_reached) {
       if (id_and_state.second != ServableState::ManagerState::kAvailable) {
         absl::optional<ServableState> maybe_state =
@@ -327,17 +328,17 @@ Status ServerCore::WaitUntilModelsAvailable(const std::set<string>& models,
             maybe_state && !maybe_state.value().health.ok()
                 ? " due to error: " + maybe_state.value().health.ToString()
                 : "";
-        strings::StrAppend(&message, "{", id_and_state.first.DebugString(),
-                           error_msg, "}, ");
+        absl::StrAppend(&message, "{", id_and_state.first.DebugString(),
+                        error_msg, "}, ");
       }
     }
-    strings::StrAppend(&message, "}");
+    absl::StrAppend(&message, "}");
     return errors::Unknown(message);
   }
   return absl::OkStatus();
 }
 
-Status ServerCore::AddModelsViaModelConfigList() {
+absl::Status ServerCore::AddModelsViaModelConfigList() {
   const bool is_first_config = storage_path_source_and_router_ == absl::nullopt;
 
   // Create/reload the source, source router and source adapters.
@@ -391,7 +392,7 @@ Status ServerCore::AddModelsViaModelConfigList() {
 
     // First, add the new routes without removing the old ones.
     DynamicSourceRouter<StoragePath>::Routes old_and_new_routes;
-    const Status union_status =
+    const absl::Status union_status =
         UnionRoutes(storage_path_source_and_router_->router->GetRoutes(),
                     routes, &old_and_new_routes);
     if (!union_status.ok()) {
@@ -415,7 +416,7 @@ Status ServerCore::AddModelsViaModelConfigList() {
   return absl::OkStatus();
 }
 
-Status ServerCore::AddModelsViaCustomModelConfig() {
+absl::Status ServerCore::AddModelsViaCustomModelConfig() {
   if (options_.custom_model_config_loader == nullptr) {
     return errors::InvalidArgument(
         "Missing custom_model_config_loader in ServerCore Options");
@@ -425,7 +426,7 @@ Status ServerCore::AddModelsViaCustomModelConfig() {
       config_.custom_model_config(), servable_event_bus_.get(), &manager_);
 }
 
-Status ServerCore::MaybeUpdateServerRequestLogger(
+absl::Status ServerCore::MaybeUpdateServerRequestLogger(
     const ModelServerConfig::ConfigCase config_case) {
   if (options_.server_request_logger_updater) {
     return options_.server_request_logger_updater(
@@ -446,7 +447,7 @@ Status ServerCore::MaybeUpdateServerRequestLogger(
   return absl::OkStatus();
 }
 
-Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
+absl::Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   mutex_lock l(config_mu_);
 
   // Determine whether to accept this config transition.
@@ -518,7 +519,7 @@ Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   return absl::OkStatus();
 }
 
-Status ServerCore::UpdateModelVersionLabelMap() {
+absl::Status ServerCore::UpdateModelVersionLabelMap() {
   std::unique_ptr<std::map<string, std::map<string, int64_t>>> new_label_map(
       new std::map<string, std::map<string, int64_t>>);
   for (const ModelConfig& model_config : config_.model_config_list().config()) {
@@ -585,18 +586,18 @@ Status ServerCore::UpdateModelVersionLabelMap() {
   return absl::OkStatus();
 }
 
-Status ServerCore::CreateAdapter(
+absl::Status ServerCore::CreateAdapter(
     const string& model_platform,
     std::unique_ptr<StoragePathSourceAdapter>* adapter) const {
   auto config_it =
       options_.platform_config_map.platform_configs().find(model_platform);
   if (config_it == options_.platform_config_map.platform_configs().end()) {
-    return errors::FailedPrecondition(strings::StrCat(
+    return errors::FailedPrecondition(absl::StrCat(
         "PlatformConfigMap has no entry for platform ", model_platform));
   }
   const ::google::protobuf::Any& adapter_config =
       config_it->second.source_adapter_config();
-  const tensorflow::Status status =
+  const absl::Status status =
       StoragePathSourceAdapterRegistry::CreateFromAny(adapter_config, adapter);
   if (!status.ok()) {
     VLOG(1) << "Source adapter creation failed: " << status;
@@ -624,7 +625,7 @@ FileSystemStoragePathSourceConfig ServerCore::CreateStoragePathSourceConfig(
   return source_config;
 }
 
-Status ServerCore::CreateStoragePathRoutes(
+absl::Status ServerCore::CreateStoragePathRoutes(
     const ModelServerConfig& config,
     DynamicSourceRouter<StoragePath>::Routes* routes) const {
   for (const ModelConfig& model_config : config.model_config_list().config()) {
@@ -633,7 +634,7 @@ Status ServerCore::CreateStoragePathRoutes(
     TF_RETURN_IF_ERROR(GetPlatform(model_config, &platform));
     auto it = platform_to_router_port_.find(platform);
     if (it == platform_to_router_port_.end()) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Model ", model_name, " requests unsupported platform ", platform));
     }
     const int port = it->second;
@@ -642,12 +643,13 @@ Status ServerCore::CreateStoragePathRoutes(
   return absl::OkStatus();
 }
 
-Status ServerCore::CreateStoragePathSource(
+absl::Status ServerCore::CreateStoragePathSource(
     const FileSystemStoragePathSourceConfig& config,
     Target<StoragePath>* target,
     std::unique_ptr<FileSystemStoragePathSource>* source,
     std::unique_ptr<PrefixStoragePathSourceAdapter>* prefix_source_adapter) {
-  const Status status = FileSystemStoragePathSource::Create(config, source);
+  const absl::Status status =
+      FileSystemStoragePathSource::Create(config, source);
   if (!status.ok()) {
     VLOG(1) << "Unable to create FileSystemStoragePathSource due to: "
             << status;
@@ -664,12 +666,12 @@ Status ServerCore::CreateStoragePathSource(
   return absl::OkStatus();
 }
 
-Status ServerCore::CreateRouter(
+absl::Status ServerCore::CreateRouter(
     const DynamicSourceRouter<StoragePath>::Routes& routes,
     SourceAdapters* targets,
     std::unique_ptr<DynamicSourceRouter<StoragePath>>* router) const {
   const int num_output_ports = targets->platform_adapters.size() + 1;
-  const Status status = DynamicSourceRouter<StoragePath>::Create(
+  const absl::Status status = DynamicSourceRouter<StoragePath>::Create(
       num_output_ports, routes, router);
   if (!status.ok()) {
     VLOG(1) << "Unable to create DynamicSourceRouter due to: " << status;
@@ -696,7 +698,7 @@ Status ServerCore::CreateRouter(
   return absl::OkStatus();
 }
 
-Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
+absl::Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
   for (const auto& entry : platform_to_router_port_) {
     const string& platform = entry.first;
     std::unique_ptr<StoragePathSourceAdapter> adapter;
@@ -709,7 +711,7 @@ Status ServerCore::CreateAdapters(SourceAdapters* adapters) const {
   return absl::OkStatus();
 }
 
-Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
+absl::Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
     SourceAdapters* adapters) {
   std::vector<ServableRequest> models_to_await;
   for (const ModelConfig& model_config : config_.model_config_list().config()) {
@@ -722,7 +724,7 @@ Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
   }
   adapter_list.push_back(adapters->error_adapter.get());
 
-  const Status status = ConnectSourcesWithFastInitialLoad(
+  const absl::Status status = ConnectSourcesWithFastInitialLoad(
       manager_.get(), adapter_list, servable_state_monitor_.get(),
       models_to_await, options_.num_initial_load_threads);
   if (!status.ok()) {
@@ -733,9 +735,9 @@ Status ServerCore::ConnectAdaptersToManagerAndAwaitModelLoads(
   return absl::OkStatus();
 }
 
-Status ServerCore::ReloadStoragePathSourceConfig(
+absl::Status ServerCore::ReloadStoragePathSourceConfig(
     const FileSystemStoragePathSourceConfig& source_config) {
-  const Status status =
+  const absl::Status status =
       storage_path_source_and_router_->source->UpdateConfig(source_config);
   if (!status.ok()) {
     VLOG(1) << "Unable to ReloadStoragePathSourceConfig due to: " << status;
@@ -743,9 +745,9 @@ Status ServerCore::ReloadStoragePathSourceConfig(
   return status;
 }
 
-Status ServerCore::ReloadRoutes(
+absl::Status ServerCore::ReloadRoutes(
     const DynamicSourceRouter<StoragePath>::Routes& routes) {
-  const Status status =
+  const absl::Status status =
       storage_path_source_and_router_->router->UpdateRoutes(routes);
   if (!status.ok()) {
     VLOG(1) << "Unable to ReloadRoutes due to: " << status;
@@ -753,7 +755,7 @@ Status ServerCore::ReloadRoutes(
   return status;
 }
 
-Status ServerCore::CreateAspiredVersionsManager(
+absl::Status ServerCore::CreateAspiredVersionsManager(
     std::unique_ptr<AspiredVersionPolicy> aspired_version_policy,
     AspiredVersionsManager::CustomSortActionsFn custom_sort_actions,
     std::unique_ptr<AspiredVersionsManager>* const manager) {
@@ -778,7 +780,7 @@ Status ServerCore::CreateAspiredVersionsManager(
   if (options_.should_retry_model_load) {
     manager_options.should_retry_model_load = options_.should_retry_model_load;
   }
-  const tensorflow::Status status =
+  const absl::Status status =
       AspiredVersionsManager::Create(std::move(manager_options), manager);
   if (!status.ok()) {
     VLOG(1) << "Unable to CreateAspiredVersionsManager due to: " << status;
@@ -786,7 +788,7 @@ Status ServerCore::CreateAspiredVersionsManager(
   return status;
 }
 
-Status ServerCore::CreateResourceTracker(
+absl::Status ServerCore::CreateResourceTracker(
     std::unique_ptr<ResourceTracker>* resource_tracker) {
   ResourceUtil::Options resource_util_options;
   resource_util_options.devices[device_types::kMain] = 1;
@@ -797,7 +799,7 @@ Status ServerCore::CreateResourceTracker(
       resource_util->CreateBoundResource(device_types::kMain,
                                          resource_kinds::kRamBytes),
       options_.total_model_memory_limit_bytes, &total_resources);
-  const tensorflow::Status status = ResourceTracker::Create(
+  const absl::Status status = ResourceTracker::Create(
       total_resources, std::move(resource_util), resource_tracker);
   if (!status.ok()) {
     VLOG(1) << "Unable to CreateResourceTracker due to: " << status;
@@ -809,7 +811,7 @@ Status ServerCore::CreateResourceTracker(
 // Request Processing.
 // ************************************************************************
 
-Status ServerCore::ServableRequestFromModelSpec(
+absl::Status ServerCore::ServableRequestFromModelSpec(
     const ModelSpec& model_spec, ServableRequest* servable_request) const {
   if (model_spec.name().empty()) {
     return errors::InvalidArgument("ModelSpec has no name specified.");
@@ -841,13 +843,13 @@ Status ServerCore::ServableRequestFromModelSpec(
   return absl::OkStatus();
 }
 
-Status ServerCore::GetModelVersionForLabel(const string& model_name,
-                                           const string& label,
-                                           int64_t* version) const {
+absl::Status ServerCore::GetModelVersionForLabel(const string& model_name,
+                                                 const string& label,
+                                                 int64_t* version) const {
   mutex_lock l(model_labels_to_versions_mu_);
   if (model_labels_to_versions_ == nullptr) {
     return errors::Unavailable(
-        strings::StrCat("Model labels does not init yet.", label));
+        absl::StrCat("Model labels does not init yet.", label));
   }
   auto version_map_it = model_labels_to_versions_->find(model_name);
   if (version_map_it != model_labels_to_versions_->end()) {
@@ -859,7 +861,7 @@ Status ServerCore::GetModelVersionForLabel(const string& model_name,
     }
   }
   return errors::InvalidArgument(
-      strings::StrCat("Unrecognized servable version label: ", label));
+      absl::StrCat("Unrecognized servable version label: ", label));
 }
 
 }  //  namespace serving
diff --git a/tensorflow_serving/model_servers/server_core_test.cc b/tensorflow_serving/model_servers/server_core_test.cc
index 9bbf0039937..656e4ec3d2e 100644
--- a/tensorflow_serving/model_servers/server_core_test.cc
+++ b/tensorflow_serving/model_servers/server_core_test.cc
@@ -241,7 +241,7 @@ class RelativePathsServerCoreTest : public ServerCoreTest {
 
     ModelConfig& relative =
         *result.mutable_model_config_list()->mutable_config(0);
-    relative.set_name(strings::StrCat(model_name, "_relative"));
+    relative.set_name(absl::StrCat(model_name, "_relative"));
     const string dirname(Dirname(relative.base_path()));
     const string basename(Basename(relative.base_path()));
     CHECK(!dirname.empty());
@@ -442,9 +442,8 @@ string ModelNameForPlatform(const string& platform) {
   if (it != platform_to_model_map->end()) {
     return it->second;
   }
-  const string random = strings::StrCat(random::New64());
-  const string model_name =
-      strings::StrCat("model_", random, "_for_", platform);
+  const string random = absl::StrCat(random::New64());
+  const string model_name = absl::StrCat("model_", random, "_for_", platform);
   (*platform_to_model_map)[platform] = model_name;
   return model_name;
 }
@@ -473,7 +472,7 @@ ModelConfig ModelConfigForPlatform(const string& root_path,
 // Creates a directory for the given version of the model.
 void CreateModelDir(const ModelConfig& model_config, int version) {
   TF_CHECK_OK(Env::Default()->CreateDir(model_config.base_path()));
-  const string version_str = strings::StrCat(version);
+  const string version_str = absl::StrCat(version);
   TF_CHECK_OK(Env::Default()->CreateDir(
       io::JoinPath(model_config.base_path(), version_str)));
 }
@@ -483,7 +482,7 @@ void CreateModelDir(const ModelConfig& model_config, int version) {
 void CreateFakePlatform(const string& platform,
                         PlatformConfigMap* platform_config_map) {
   test_util::FakeLoaderSourceAdapterConfig source_adapter_config;
-  source_adapter_config.set_suffix(strings::StrCat("suffix_for_", platform));
+  source_adapter_config.set_suffix(absl::StrCat("suffix_for_", platform));
   ::google::protobuf::Any source_adapter_config_any;
   source_adapter_config_any.PackFrom(source_adapter_config);
   (*(*platform_config_map->mutable_platform_configs())[platform]
@@ -493,15 +492,15 @@ void CreateFakePlatform(const string& platform,
 // Constructs the servable data that a platform's fake source adapter will emit.
 string ServableDataForPlatform(const string& root_path, const string& platform,
                                int version) {
-  const string version_str = strings::StrCat(version);
+  const string version_str = absl::StrCat(version);
   return io::JoinPath(root_path, ModelNameForPlatform(platform), version_str,
-                      strings::StrCat("suffix_for_", platform));
+                      absl::StrCat("suffix_for_", platform));
 }
 
 TEST_P(ServerCoreTest, MultiplePlatforms) {
   const string root_path =
       io::JoinPath(testing::TmpDir(),
-                   strings::StrCat("MultiplePlatforms_", GetNameForTestCase()));
+                   absl::StrCat("MultiplePlatforms_", GetNameForTestCase()));
   TF_ASSERT_OK(Env::Default()->CreateDir(root_path));
 
   // Create a ServerCore with two platforms, and one model for each platform.
@@ -534,8 +533,8 @@ TEST_P(ServerCoreTest, MultiplePlatforms) {
 
 TEST_P(ServerCoreTest, MultiplePlatformsWithConfigChange) {
   const string root_path = io::JoinPath(
-      testing::TmpDir(), strings::StrCat("MultiplePlatformsWithConfigChange_",
-                                         GetNameForTestCase()));
+      testing::TmpDir(),
+      absl::StrCat("MultiplePlatformsWithConfigChange_", GetNameForTestCase()));
   TF_ASSERT_OK(Env::Default()->CreateDir(root_path));
 
   // Create config for three platforms, and one model per platform.
@@ -597,7 +596,7 @@ TEST_P(ServerCoreTest, MultiplePlatformsWithConfigChange) {
 TEST_P(ServerCoreTest, IllegalToChangeModelPlatform) {
   const string root_path = io::JoinPath(
       testing::TmpDir(),
-      strings::StrCat("IllegalToChangeModelPlatform_", GetNameForTestCase()));
+      absl::StrCat("IllegalToChangeModelPlatform_", GetNameForTestCase()));
   TF_ASSERT_OK(Env::Default()->CreateDir(root_path));
 
   ServerCore::Options options = GetDefaultOptions();

From 39b141029778e7285501ea1cb11394d9fe4c12ea Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Sep 2025 00:04:34 -0700
Subject: [PATCH 8094/8103] Automated Code Change

PiperOrigin-RevId: 810314941
---
 .../tensorflow/bundle_factory_test_util.cc    | 12 +++++-----
 .../servables/tensorflow/classifier.cc        | 23 +++++++++----------
 .../tensorflow/machine_learning_metadata.cc   |  2 +-
 .../machine_learning_metadata_test.cc         |  4 ++--
 .../servables/tensorflow/multi_inference.cc   |  8 +++----
 .../servables/tensorflow/predict_util.cc      |  2 +-
 .../servables/tensorflow/regressor.cc         | 22 ++++++++----------
 .../saved_model_bundle_source_adapter_test.cc |  4 ++--
 .../tensorflow/saved_model_warmup.cc          |  4 ++--
 .../tensorflow/saved_model_warmup_util.cc     |  6 ++---
 .../tensorflow/tflite_session_test.cc         | 18 +++++++--------
 .../servables/tensorflow/tfrt_classifier.cc   | 11 ++++-----
 .../tensorflow/tfrt_multi_inference.cc        |  6 ++---
 .../servables/tensorflow/tfrt_predict_util.cc |  4 ++--
 .../tfrt_saved_model_factory_test.cc          |  4 ++--
 .../tensorflow/tfrt_saved_model_warmup.cc     |  2 +-
 16 files changed, 64 insertions(+), 68 deletions(-)

diff --git a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
index deaa759a234..6260962a32e 100644
--- a/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
+++ b/tensorflow_serving/servables/tensorflow/bundle_factory_test_util.cc
@@ -135,12 +135,12 @@ void TestMultipleRequests(Session* session, int num_requests,
   std::vector<std::unique_ptr<Thread>> request_threads;
   request_threads.reserve(num_requests);
   for (int i = 0; i < num_requests; ++i) {
-    request_threads.push_back(
-        std::unique_ptr<Thread>(Env::Default()->StartThread(
-            ThreadOptions(), strings::StrCat("thread_", i),
-            [session, input_batch_size] {
-              TestSingleRequest(session, input_batch_size);
-            })));
+    request_threads.push_back(std::unique_ptr<Thread>(
+        Env::Default()->StartThread(ThreadOptions(), absl::StrCat("thread_", i),
+                                    [session, input_batch_size] {
+                                      TestSingleRequest(session,
+                                                        input_batch_size);
+                                    })));
   }
 }
 
diff --git a/tensorflow_serving/servables/tensorflow/classifier.cc b/tensorflow_serving/servables/tensorflow/classifier.cc
index 0e3db0a5758..a5fae88ffae 100644
--- a/tensorflow_serving/servables/tensorflow/classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/classifier.cc
@@ -156,12 +156,12 @@ absl::Status GetClassificationSignatureDef(const ModelSpec& model_spec,
                                     : model_spec.signature_name();
   auto iter = meta_graph_def.signature_def().find(signature_name);
   if (iter == meta_graph_def.signature_def().end()) {
-    return errors::InvalidArgument(strings::StrCat(
-        "No signature was found with the name: ", signature_name));
+    return errors::InvalidArgument(
+        absl::StrCat("No signature was found with the name: ", signature_name));
   }
   if (GetSignatureMethodNameCheckFeature()) {
     if (iter->second.method_name() != kClassifyMethodName) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Expected classification signature method_name to be ",
           kClassifyMethodName, ". Was: ", iter->second.method_name()));
     }
@@ -178,18 +178,17 @@ absl::Status PreProcessClassification(
     std::vector<string>* output_tensor_names) {
   if (GetSignatureMethodNameCheckFeature() &&
       signature.method_name() != kClassifyMethodName) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Expected classification signature method_name to be ",
-        kClassifyMethodName, ". Was: ", signature.method_name()));
+    return errors::InvalidArgument(
+        absl::StrCat("Expected classification signature method_name to be ",
+                     kClassifyMethodName, ". Was: ", signature.method_name()));
   }
   if (signature.inputs().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one input Tensor."));
+    return errors::InvalidArgument(absl::StrCat("Expected one input Tensor."));
   }
   if (signature.outputs().size() != 1 && signature.outputs().size() != 2) {
     return errors::InvalidArgument(
-        strings::StrCat("Expected one or two output Tensors, found ",
-                        signature.outputs().size()));
+        absl::StrCat("Expected one or two output Tensors, found ",
+                     signature.outputs().size()));
   }
 
   auto input_iter = signature.inputs().find(kClassifyInputs);
@@ -228,8 +227,8 @@ absl::Status PostProcessClassificationResult(
     const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
   if (output_tensors.size() != output_tensor_names.size()) {
     return errors::InvalidArgument(
-        strings::StrCat("Expected ", output_tensor_names.size(),
-                        " output tensor(s).  Got: ", output_tensors.size()));
+        absl::StrCat("Expected ", output_tensor_names.size(),
+                     " output tensor(s).  Got: ", output_tensors.size()));
   }
 
   auto classes_iter = signature.outputs().find(kClassifyOutputClasses);
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
index 19c6f9c069e..d8b8fdb5244 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata.cc
@@ -44,7 +44,7 @@ void MaybePublishMLMDStreamz(const string& export_dir, const string& model_name,
     if (!status.ok()) {
       LOG(WARNING) << "ML Metadata Key Found But couldn't be read.";
     } else {
-      mlmd_map->GetCell(model_name, strings::StrCat(version))->Set(mlmd_key);
+      mlmd_map->GetCell(model_name, absl::StrCat(version))->Set(mlmd_key);
     }
   }
 }
diff --git a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
index 173f129a53f..7994e1510e4 100644
--- a/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
+++ b/tensorflow_serving/servables/tensorflow/machine_learning_metadata_test.cc
@@ -67,8 +67,8 @@ TEST(MachineLearningMetaDataTest, BasicTest_MLMD_present) {
   std::string mlmd_uuid;
   ASSERT_FALSE(GetMlmdUuid("test_model", "9696", &mlmd_uuid));
   const string test_data_path = test_util::TestSrcDirPath(
-      strings::StrCat("/servables/tensorflow/testdata/",
-                      "saved_model_half_plus_two_mlmd/00000123"));
+      absl::StrCat("/servables/tensorflow/testdata/",
+                   "saved_model_half_plus_two_mlmd/00000123"));
   MaybePublishMLMDStreamz(test_data_path, "test_model", 9696);
   EXPECT_TRUE(GetMlmdUuid("test_model", "9696", &mlmd_uuid));
   EXPECT_EQ("test_mlmd_uuid", mlmd_uuid);
diff --git a/tensorflow_serving/servables/tensorflow/multi_inference.cc b/tensorflow_serving/servables/tensorflow/multi_inference.cc
index e47d9c34eca..26e3fe9c970 100644
--- a/tensorflow_serving/servables/tensorflow/multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/multi_inference.cc
@@ -57,14 +57,14 @@ absl::Status TensorFlowMultiInferenceRunner::Infer(
                                       : task.model_spec().signature_name();
 
     if (signature_names.find(signature_name) != signature_names.end()) {
-      return errors::InvalidArgument(strings::StrCat(
-          "Duplicate evaluation of signature: ", signature_name));
+      return errors::InvalidArgument(
+          absl::StrCat("Duplicate evaluation of signature: ", signature_name));
     }
     signature_names.insert(signature_name);
 
     auto iter = meta_graph_def_->signature_def().find(signature_name);
     if (iter == meta_graph_def_->signature_def().end()) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Requested signature not found in model graph: ", signature_name));
     }
     string input_name;
@@ -103,7 +103,7 @@ absl::Status TensorFlowMultiInferenceRunner::Infer(
                                       : task.model_spec().signature_name();
     auto iter = meta_graph_def_->signature_def().find(signature_name);
     if (iter == meta_graph_def_->signature_def().end()) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Requested signature not found in model graph: ", signature_name));
     }
     if (task.method_name() == kClassifyMethodName) {
diff --git a/tensorflow_serving/servables/tensorflow/predict_util.cc b/tensorflow_serving/servables/tensorflow/predict_util.cc
index 3dcc1295e8e..8a8314a536a 100644
--- a/tensorflow_serving/servables/tensorflow/predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/predict_util.cc
@@ -87,7 +87,7 @@ absl::Status RunPredict(
                                     : request.model_spec().signature_name();
   auto iter = meta_graph_def.signature_def().find(signature_name);
   if (iter == meta_graph_def.signature_def().end()) {
-    return errors::FailedPrecondition(strings::StrCat(
+    return errors::FailedPrecondition(absl::StrCat(
         "Serving signature key \"", signature_name, "\" not found."));
   }
   const SignatureDef& signature = iter->second;
diff --git a/tensorflow_serving/servables/tensorflow/regressor.cc b/tensorflow_serving/servables/tensorflow/regressor.cc
index fad3e728d44..7646637e676 100644
--- a/tensorflow_serving/servables/tensorflow/regressor.cc
+++ b/tensorflow_serving/servables/tensorflow/regressor.cc
@@ -151,12 +151,12 @@ absl::Status GetRegressionSignatureDef(const ModelSpec& model_spec,
                                     : model_spec.signature_name();
   auto iter = meta_graph_def.signature_def().find(signature_name);
   if (iter == meta_graph_def.signature_def().end()) {
-    return errors::InvalidArgument(strings::StrCat(
-        "No signature was found with the name: ", signature_name));
+    return errors::InvalidArgument(
+        absl::StrCat("No signature was found with the name: ", signature_name));
   }
   if (GetSignatureMethodNameCheckFeature()) {
     if (iter->second.method_name() != kRegressMethodName) {
-      return errors::InvalidArgument(strings::StrCat(
+      return errors::InvalidArgument(absl::StrCat(
           "Expected regression signature method_name to be ",
           kRegressMethodName, ". Was: ", iter->second.method_name()));
     }
@@ -172,17 +172,15 @@ absl::Status PreProcessRegression(const SignatureDef& signature,
                                   std::vector<string>* output_tensor_names) {
   if (GetSignatureMethodNameCheckFeature() &&
       signature.method_name() != kRegressMethodName) {
-    return errors::InvalidArgument(strings::StrCat(
-        "Expected regression signature method_name to be ", kRegressMethodName,
-        ". Was: ", signature.method_name()));
+    return errors::InvalidArgument(
+        absl::StrCat("Expected regression signature method_name to be ",
+                     kRegressMethodName, ". Was: ", signature.method_name()));
   }
   if (signature.inputs().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one input Tensor."));
+    return errors::InvalidArgument(absl::StrCat("Expected one input Tensor."));
   }
   if (signature.outputs().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one output Tensor."));
+    return errors::InvalidArgument(absl::StrCat("Expected one output Tensor."));
   }
 
   auto input_iter = signature.inputs().find(kRegressInputs);
@@ -234,7 +232,7 @@ absl::Status PostProcessRegressionResult(
 
   // Ensure the regression score output is shaped how we expect.
   if (output_tensor == nullptr) {
-    return errors::InvalidArgument(strings::StrCat(
+    return errors::InvalidArgument(absl::StrCat(
         "Could not find output tensor '", output_tensor_name, "'"));
   }
   if (!(output_tensor->dims() == 1 ||
@@ -244,7 +242,7 @@ absl::Status PostProcessRegressionResult(
         "[batch_size, 1] but got ", output_tensor->shape().DebugString());
   }
   if (num_examples != output_tensor->dim_size(0)) {
-    return errors::InvalidArgument(strings::StrCat(
+    return errors::InvalidArgument(absl::StrCat(
         "Input batch size did not match output batch size: ", num_examples,
         " vs. ", output_tensor->dim_size(0)));
   }
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
index 5bc3ecdffa5..0a58764ab57 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter_test.cc
@@ -163,8 +163,8 @@ TEST_P(SavedModelBundleSourceAdapterTest, BackwardCompatibility) {
 TEST_P(SavedModelBundleSourceAdapterTest, MLMetadata) {
   if (!EnableSessionMetadata()) return;
   TestSavedModelBundleSourceAdapter(test_util::TestSrcDirPath(
-      strings::StrCat("/servables/tensorflow/testdata/",
-                      "saved_model_half_plus_two_mlmd/00000123")));
+      absl::StrCat("/servables/tensorflow/testdata/",
+                   "saved_model_half_plus_two_mlmd/00000123")));
   auto* collection_registry = monitoring::CollectionRegistry::Default();
   monitoring::CollectionRegistry::CollectMetricsOptions options;
   const std::unique_ptr<monitoring::CollectedMetrics> collected_metrics =
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
index 36467dd93c8..59306a1079a 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup.cc
@@ -66,10 +66,10 @@ absl::Status RunWarmupRequest(const PredictionLog& warmup_record,
           warmup_record.multi_inference_log().request(), &response));
     } break;
     case PredictionLog::kPredictStreamedLog:
-      return errors::Unimplemented(strings::StrCat(
+      return errors::Unimplemented(absl::StrCat(
           "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
     case PredictionLog::kSessionRunLog:
-      return errors::Unimplemented(strings::StrCat(
+      return errors::Unimplemented(absl::StrCat(
           "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
     default:
       break;
diff --git a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
index b246d74b9a1..290237f5c14 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc
@@ -109,7 +109,7 @@ absl::Status RunSavedModelWarmupUntracked(
     tensorflow::serving::PredictionLog prediction_log;
     while (status.ok()) {
       if (!prediction_log.ParseFromArray(record.data(), record.size())) {
-        return errors::InvalidArgument(strings::StrCat(
+        return errors::InvalidArgument(absl::StrCat(
             "Failed to parse warmup record: ", record, " from ", warmup_path));
       }
 
@@ -174,8 +174,8 @@ absl::Status RunSavedModelWarmupUntracked(
             }
             if (!prediction_log.ParseFromArray(record.data(), record.size())) {
               state->warm_up_status = errors::InvalidArgument(
-                  strings::StrCat("Failed to parse warmup record: ", record,
-                                  " from ", warmup_path));
+                  absl::StrCat("Failed to parse warmup record: ", record,
+                               " from ", warmup_path));
               break;
             }
           }
diff --git a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
index c9756811f64..39f3b053b7c 100644
--- a/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tflite_session_test.cc
@@ -655,22 +655,22 @@ absl::Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
     if (mutable_model->subgraphs.size() != 1) {
       return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
-          strings::StrCat("Model subgraph size ",
-                          mutable_model->subgraphs.size(), " not equal to 1"));
+          absl::StrCat("Model subgraph size ", mutable_model->subgraphs.size(),
+                       " not equal to 1"));
     }
     auto* subgraph = mutable_model->subgraphs[0].get();
     if (subgraph->inputs.size() != 1) {
       return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
-          strings::StrCat("Model subgraph input size ",
-                          mutable_model->subgraphs.size(), " not equal to 1"));
+          absl::StrCat("Model subgraph input size ",
+                       mutable_model->subgraphs.size(), " not equal to 1"));
     }
     auto* tensor = subgraph->tensors[subgraph->inputs[0]].get();
     if (tensor->shape[0] != 1) {
       return absl::Status(
           static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
-          strings::StrCat("Model subgraph input shape[0] ",
-                          mutable_model->subgraphs.size(), " not equal to 1"));
+          absl::StrCat("Model subgraph input shape[0] ",
+                       mutable_model->subgraphs.size(), " not equal to 1"));
     }
     tensor->shape[0] = model_batch_size;
     flatbuffers::FlatBufferBuilder builder;
@@ -695,9 +695,9 @@ absl::Status BuildSessionInBatch(std::unique_ptr<TfLiteSession>* sess,
   if (scheduler_options.max_execution_batch_size != expected_batch_size) {
     return absl::Status(
         static_cast<absl::StatusCode>(absl::StatusCode::kInvalidArgument),
-        strings::StrCat("Scheulder max_execution_batch_size ",
-                        scheduler_options.max_execution_batch_size,
-                        " not equal to expected ", expected_batch_size));
+        absl::StrCat("Scheulder max_execution_batch_size ",
+                     scheduler_options.max_execution_batch_size,
+                     " not equal to expected ", expected_batch_size));
   }
   return absl::Status();
 }
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
index 2e5edcec162..52dd2fdacb6 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_classifier.cc
@@ -39,14 +39,13 @@ namespace serving {
 absl::Status PreProcessClassification(
     const tfrt::FunctionMetadata& function_metadata) {
   if (function_metadata.GetInputNames().size() != 1) {
-    return errors::InvalidArgument(
-        strings::StrCat("Expected one input Tensor."));
+    return errors::InvalidArgument(absl::StrCat("Expected one input Tensor."));
   }
   if (function_metadata.GetOutputNames().size() != 1 &&
       function_metadata.GetOutputNames().size() != 2) {
     return errors::InvalidArgument(
-        strings::StrCat("Expected one or two output Tensors, found ",
-                        function_metadata.GetOutputNames().size()));
+        absl::StrCat("Expected one or two output Tensors, found ",
+                     function_metadata.GetOutputNames().size()));
   }
 
   if (function_metadata.GetInputNames()[0] != kClassifyInputs) {
@@ -82,7 +81,7 @@ absl::Status PostProcessClassificationResult(
     int num_examples, const std::vector<string>& output_names,
     const std::vector<Tensor>& output_tensors, ClassificationResult* result) {
   if (output_tensors.size() != output_names.size()) {
-    return errors::InvalidArgument(strings::StrCat(
+    return errors::InvalidArgument(absl::StrCat(
         "Unexpected output tensors size. Expected ", output_names.size(),
         " output tensor(s).  Got: ", output_tensors.size()));
   }
@@ -180,7 +179,7 @@ absl::Status RunClassify(const tfrt::SavedModel::RunOptions& run_options,
       saved_model->GetFunctionMetadata(function_name);
   if (!function_metadata.has_value()) {
     return errors::FailedPrecondition(
-        strings::StrCat("Function \"", function_name, "\" not found."));
+        absl::StrCat("Function \"", function_name, "\" not found."));
   }
 
   MakeModelSpec(request.model_spec().name(), function_name, servable_version,
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
index 4368f266920..a647bb198d1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_multi_inference.cc
@@ -68,8 +68,8 @@ absl::Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
     // TODO(b/183949363): Remove the constrain here. We could allow duplicated
     // function names and simply return result for each of them.
     if (function_names_set.find(function_name) != function_names_set.end()) {
-      return errors::InvalidArgument(strings::StrCat(
-          "Duplicate evaluation of signature: ", function_name));
+      return errors::InvalidArgument(
+          absl::StrCat("Duplicate evaluation of signature: ", function_name));
     }
     function_names_set.insert(function_name);
     function_names.push_back(function_name);
@@ -78,7 +78,7 @@ absl::Status RunMultiInference(const tfrt::SavedModel::RunOptions& run_options,
         saved_model->GetFunctionMetadata(function_name);
     if (!function_metadata.has_value()) {
       return errors::InvalidArgument(
-          strings::StrCat("Function \"", function_name, "\" not found."));
+          absl::StrCat("Function \"", function_name, "\" not found."));
     }
 
     if (task.method_name() == kClassifyMethodName) {
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
index 99e00e68acf..6d469ea46c1 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_predict_util.cc
@@ -175,7 +175,7 @@ absl::Status RunPredict(
       saved_model->GetFunctionMetadata(function_name);
   if (!function_metadata.has_value()) {
     return errors::FailedPrecondition(
-        strings::StrCat("Function \"", function_name, "\" not found."));
+        absl::StrCat("Function \"", function_name, "\" not found."));
   }
 
   MakeModelSpec(request.model_spec().name(), function_name, servable_version,
@@ -229,7 +229,7 @@ absl::Status RunPredict(
     const auto& metagraph_def = saved_model->GetMetaGraphDef();
     auto iter = metagraph_def.signature_def().find(function_name);
     if (iter == metagraph_def.signature_def().end()) {
-      return errors::FailedPrecondition(strings::StrCat(
+      return errors::FailedPrecondition(absl::StrCat(
           "Serving signature key \"", function_name, "\" not found."));
     }
     const SignatureDef& signature = iter->second;
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
index 904ad882663..ea19f4df8ea 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_factory_test.cc
@@ -197,14 +197,14 @@ TEST_F(TfrtSavedModelFactoryTest, Batch) {
     request_threads.reserve(2);
     request_threads.push_back(
         std::unique_ptr<Thread>(Env::Default()->StartThread(
-            ThreadOptions(), strings::StrCat("thread_", 0),
+            ThreadOptions(), absl::StrCat("thread_", 0),
             [&saved_model, &run_options, &input_tensors, &output_tensors1]() {
               TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
                                             input_tensors, &output_tensors1));
             })));
     request_threads.push_back(
         std::unique_ptr<Thread>(Env::Default()->StartThread(
-            ThreadOptions(), strings::StrCat("thread_", 1),
+            ThreadOptions(), absl::StrCat("thread_", 1),
             [&saved_model, &run_options, &input_tensors, &output_tensors2]() {
               TF_ASSERT_OK(saved_model->Run(run_options, "serving_default",
                                             input_tensors, &output_tensors2));
diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
index accba3d192e..c6d78796d12 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_warmup.cc
@@ -108,7 +108,7 @@ absl::Status RunWarmupRequest(const PredictionLog& warmup_record,
       break;
     }
     default:
-      return errors::Unimplemented(strings::StrCat(
+      return errors::Unimplemented(absl::StrCat(
           "Unsupported log_type for warmup: ", warmup_record.log_type_case()));
       break;
   }

From 488c81b116ca24f80c7a8c9248ebbcaced3e1a98 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Tue, 23 Sep 2025 07:39:21 -0700
Subject: [PATCH 8095/8103] Automated Code Change

PiperOrigin-RevId: 810434840
---
 .../session_bundle/oss/session_bundle_util.cc          | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
index 579b90d7bc9..70ba1a56447 100644
--- a/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
+++ b/tensorflow_serving/session_bundle/oss/session_bundle_util.cc
@@ -70,11 +70,11 @@ absl::Status LoadSessionBundleOrSavedModelBundle(
   }
   return absl::Status(
       static_cast<absl::StatusCode>(absl::StatusCode::kNotFound),
-      strings::StrCat("Specified file path does not appear to contain a "
-                      "SavedModel bundle (should have a file called "
-                      "`saved_model.pb`)\n"
-                      "Specified file path: ",
-                      export_dir));
+      absl::StrCat("Specified file path does not appear to contain a "
+                   "SavedModel bundle (should have a file called "
+                   "`saved_model.pb`)\n"
+                   "Specified file path: ",
+                   export_dir));
 }
 
 absl::Status LoadSessionBundleFromPathUsingRunOptions(

From 43f464a6b5d50cc346df0de4eee19da6cf55a7cf Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Fri, 26 Sep 2025 04:53:52 -0700
Subject: [PATCH 8096/8103] Automated Code Change

PiperOrigin-RevId: 811768733
---
 .../servables/hashmap/hashmap_source_adapter_test.cc            | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
index db4495b57fb..66143552771 100644
--- a/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
+++ b/tensorflow_serving/servables/hashmap/hashmap_source_adapter_test.cc
@@ -54,7 +54,7 @@ absl::Status WriteHashmapToFile(const HashmapSourceAdapterConfig::Format format,
       for (const auto& entry : hashmap) {
         const string& key = entry.first;
         const string& value = entry.second;
-        const string line = strings::StrCat(key, ",", value, "\n");
+        const string line = absl::StrCat(key, ",", value, "\n");
         TF_RETURN_IF_ERROR(file->Append(line));
       }
       break;

From 223ac594ad88a0b30dbaea05e3d03bd2a8763328 Mon Sep 17 00:00:00 2001
From: Li Lao <llao@google.com>
Date: Tue, 30 Sep 2025 10:43:17 -0700
Subject: [PATCH 8097/8103] Fix a check failure in ServerCore.

PiperOrigin-RevId: 813332374
---
 tensorflow_serving/model_servers/BUILD        | 11 ++++++
 .../model_servers/server_core.cc              | 35 ++++++++++++++++---
 2 files changed, 42 insertions(+), 4 deletions(-)

diff --git a/tensorflow_serving/model_servers/BUILD b/tensorflow_serving/model_servers/BUILD
index 69272d6af94..34c71cc219e 100644
--- a/tensorflow_serving/model_servers/BUILD
+++ b/tensorflow_serving/model_servers/BUILD
@@ -81,16 +81,24 @@ cc_library(
         "//tensorflow_serving/config:logging_config_cc_proto",
         "//tensorflow_serving/config:model_server_config_cc_proto",
         "//tensorflow_serving/config:platform_config_cc_proto",
+        "//tensorflow_serving/core:aspired_version_policy",
         "//tensorflow_serving/core:aspired_versions_manager",
         "//tensorflow_serving/core:dynamic_source_router",
         "//tensorflow_serving/core:load_servables_fast",
+        "//tensorflow_serving/core:loader",
+        "//tensorflow_serving/core:manager",
         "//tensorflow_serving/core:prefix_storage_path_source_adapter",
+        "//tensorflow_serving/core:servable_id",
+        "//tensorflow_serving/core:servable_state",
         "//tensorflow_serving/core:servable_state_monitor",
         "//tensorflow_serving/core:server_request_logger",
         "//tensorflow_serving/core:source",
         "//tensorflow_serving/core:source_adapter",
         "//tensorflow_serving/core:storage_path",
         "//tensorflow_serving/core:stream_logger",
+        "//tensorflow_serving/core:target",
+        "//tensorflow_serving/resources:resource_tracker",
+        "//tensorflow_serving/resources:resource_util",
         "//tensorflow_serving/resources:resource_values",
         "//tensorflow_serving/servables/tensorflow:predict_util",
         "//tensorflow_serving/servables/tensorflow:saved_model_bundle_source_adapter",
@@ -100,7 +108,10 @@ cc_library(
         "//tensorflow_serving/util:unique_ptr_with_deps",
         "@com_google_absl//absl/base:core_headers",
         "@com_google_absl//absl/log",
+        "@com_google_absl//absl/log:check",
+        "@com_google_absl//absl/memory",
         "@com_google_absl//absl/status",
+        "@com_google_absl//absl/strings",
         "@com_google_absl//absl/time",
         "@com_google_absl//absl/types:optional",
         "@com_google_protobuf//:cc_wkt_protos",
diff --git a/tensorflow_serving/model_servers/server_core.cc b/tensorflow_serving/model_servers/server_core.cc
index 34419dba56c..4d34b7821a4 100644
--- a/tensorflow_serving/model_servers/server_core.cc
+++ b/tensorflow_serving/model_servers/server_core.cc
@@ -16,6 +16,7 @@ limitations under the License.
 #include "tensorflow_serving/model_servers/server_core.h"
 
 #include <algorithm>
+#include <cstdint>
 #include <map>
 #include <memory>
 #include <set>
@@ -25,19 +26,44 @@ limitations under the License.
 #include "google/protobuf/any.pb.h"
 #include "google/protobuf/wrappers.pb.h"
 #include "google/protobuf/util/message_differencer.h"
+#include "absl/log/check.h"
 #include "absl/log/log.h"
+#include "absl/memory/memory.h"
+#include "absl/status/status.h"
+#include "absl/strings/str_cat.h"
+#include "absl/types/optional.h"
+#include "xla/tsl/platform/errors.h"
 #include "tensorflow/core/lib/core/stringpiece.h"
 #include "tensorflow/core/lib/io/path.h"
 #include "tensorflow/core/lib/strings/strcat.h"
+#include "tensorflow/core/platform/env.h"
+#include "tensorflow/core/platform/errors.h"
 #include "tensorflow/core/platform/logging.h"
+#include "tensorflow/core/platform/mutex.h"
+#include "tensorflow/core/platform/path.h"
 #include "tensorflow_serving/config/file_system_storage_path_source.pb.h"
+#include "tensorflow_serving/core/aspired_version_policy.h"
 #include "tensorflow_serving/core/aspired_versions_manager.h"
+#include "tensorflow_serving/core/dynamic_source_router.h"
 #include "tensorflow_serving/core/load_servables_fast.h"
+#include "tensorflow_serving/core/loader.h"
+#include "tensorflow_serving/core/manager.h"
+#include "tensorflow_serving/core/prefix_storage_path_source_adapter.h"
+#include "tensorflow_serving/core/servable_id.h"
+#include "tensorflow_serving/core/servable_state.h"
 #include "tensorflow_serving/core/servable_state_monitor.h"
+#include "tensorflow_serving/core/server_request_logger.h"
+#include "tensorflow_serving/core/source.h"
+#include "tensorflow_serving/core/source_adapter.h"
+#include "tensorflow_serving/core/storage_path.h"
+#include "tensorflow_serving/core/target.h"
 #include "tensorflow_serving/model_servers/model_platform_types.h"
+#include "tensorflow_serving/resources/resource_tracker.h"
+#include "tensorflow_serving/resources/resource_util.h"
 #include "tensorflow_serving/resources/resource_values.h"
 #include "tensorflow_serving/servables/tensorflow/saved_model_bundle_source_adapter.h"
 #include "tensorflow_serving/sources/storage_path/file_system_storage_path_source.h"
+#include "tensorflow_serving/util/event_bus.h"
 
 namespace tensorflow {
 namespace serving {
@@ -453,11 +479,12 @@ absl::Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
   // Determine whether to accept this config transition.
   const bool is_first_config =
       config_.config_case() == ModelServerConfig::CONFIG_NOT_SET;
+  const bool is_same_config =
+      protobuf::util::MessageDifferencer::Equals(config_, new_config);
   const bool accept_transition =
-      is_first_config ||
+      is_first_config || is_same_config ||
       (config_.config_case() == ModelServerConfig::kModelConfigList &&
-       new_config.config_case() == ModelServerConfig::kModelConfigList) ||
-      protobuf::util::MessageDifferencer::Equals(config_, new_config);
+       new_config.config_case() == ModelServerConfig::kModelConfigList);
   if (!accept_transition) {
     LOG(ERROR) << "Cannot transition to requested config. It is only legal to "
                   "transition from one ModelConfigList to another.";
@@ -500,7 +527,7 @@ absl::Status ServerCore::ReloadConfig(const ModelServerConfig& new_config) {
     case ModelServerConfig::kCustomModelConfig: {
       // We've already verified this invariant above, so this check should
       // always pass.
-      CHECK(is_first_config);  // Crash ok.
+      CHECK(is_first_config || is_same_config);  // Crash ok.
       TF_RETURN_IF_ERROR(AddModelsViaCustomModelConfig());
       break;
     }

From 6db34f8f4d20f646ecd0a4b544362ba832fd0049 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Oct 2025 16:33:49 -0700
Subject: [PATCH 8098/8103] Add `max_cache_length` to
 `PredictRequest.RequestOptions`.

When set and supported by servable, the model server will cache the prefix of request up to this length.

PiperOrigin-RevId: 816909276
---
 tensorflow_serving/apis/predict.proto | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index aaaaec3a2fe..41d4d7e9693 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -71,6 +71,10 @@ message PredictRequest {
     // response if the model stops at them. The model may stop at other tokens,
     // but will not return them in the response.
     repeated int64 return_stoptokens = 4;
+
+    // When set and supported by servable, the model server will cache the
+    // prefix of request up to this length.
+    optional int64 max_cache_length = 6;
   }
 
   optional RequestOptions request_options = 7;

From 6d2fd08eae272638506033f43111a9d3dea72b03 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 8 Oct 2025 18:20:56 -0700
Subject: [PATCH 8099/8103] Add `max_cache_length` to
 `PredictRequest.RequestOptions`.

When set and supported by servable, the model server will cache the prefix of request up to this length.

PiperOrigin-RevId: 816941020
---
 tensorflow_serving/apis/predict.proto | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index 41d4d7e9693..aaaaec3a2fe 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -71,10 +71,6 @@ message PredictRequest {
     // response if the model stops at them. The model may stop at other tokens,
     // but will not return them in the response.
     repeated int64 return_stoptokens = 4;
-
-    // When set and supported by servable, the model server will cache the
-    // prefix of request up to this length.
-    optional int64 max_cache_length = 6;
   }
 
   optional RequestOptions request_options = 7;

From 1c8876683fc3c175b326de7f589819da868f3744 Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Thu, 9 Oct 2025 18:15:14 -0700
Subject: [PATCH 8100/8103] Add max_cache_length to
 PredictRequest.RequestOptions.

When set and supported by servable, the model server will cache the prefix of request up to this length.

PiperOrigin-RevId: 817414641
---
 tensorflow_serving/apis/predict.proto | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/apis/predict.proto b/tensorflow_serving/apis/predict.proto
index aaaaec3a2fe..41d4d7e9693 100644
--- a/tensorflow_serving/apis/predict.proto
+++ b/tensorflow_serving/apis/predict.proto
@@ -71,6 +71,10 @@ message PredictRequest {
     // response if the model stops at them. The model may stop at other tokens,
     // but will not return them in the response.
     repeated int64 return_stoptokens = 4;
+
+    // When set and supported by servable, the model server will cache the
+    // prefix of request up to this length.
+    optional int64 max_cache_length = 6;
   }
 
   optional RequestOptions request_options = 7;

From 4f15b03f5881ac56eaa56a090085b36f25ca94ac Mon Sep 17 00:00:00 2001
From: Siqiao Wu <siqiaowu@google.com>
Date: Wed, 12 Nov 2025 19:30:51 -0800
Subject: [PATCH 8101/8103] Internel change only

PiperOrigin-RevId: 831644100
---
 .../tensorflow/tfrt_saved_model_source_adapter.proto          | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
index 39955a8cfce..d1c2595ae46 100644
--- a/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
+++ b/tensorflow_serving/servables/tensorflow/tfrt_saved_model_source_adapter.proto
@@ -244,6 +244,10 @@ message TfrtSavedModelConfig {
   bool allow_orbax = 2030;
   // copybara:strip_end
   bool allow_xla_cpu = 2031;
+
+  // The number of background threads to use for loading checkpoints, or 0 to
+  // disable asynchronous checkpoint loading.
+  int64 async_checkpoint_loading_num_threads = 2032;
 }
 
 // Config proto for TfrtSavedModelSourceAdapter.

From a33d9da9405624d98bc319a542b2c111adfba745 Mon Sep 17 00:00:00 2001
From: David Majnemer <majnemer@google.com>
Date: Tue, 18 Nov 2025 16:04:54 -0800
Subject: [PATCH 8102/8103] Use std::numeric_limits for max int32 value.

Replaces tensorflow::kint32max with the standard std::numeric_limits<int32_t>::max().

PiperOrigin-RevId: 834006919
---
 tensorflow_serving/model_servers/server.cc | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/model_servers/server.cc b/tensorflow_serving/model_servers/server.cc
index 23dd1a51512..2e8d4b18dbc 100644
--- a/tensorflow_serving/model_servers/server.cc
+++ b/tensorflow_serving/model_servers/server.cc
@@ -17,7 +17,9 @@ limitations under the License.
 
 #include <unistd.h>
 
+#include <cstdint>
 #include <iostream>
+#include <limits>
 #include <memory>
 #include <string>
 #include <utility>
@@ -392,7 +394,7 @@ absl::Status Server::BuildAndStart(const Options& server_options) {
     builder.RegisterService(profiler_service_.get());
     LOG(INFO) << "Profiler service is enabled";
   }
-  builder.SetMaxMessageSize(tensorflow::kint32max);
+  builder.SetMaxMessageSize(std::numeric_limits<int32_t>::max());
   const std::vector<GrpcChannelArgument> channel_arguments =
       parseGrpcChannelArgs(server_options.grpc_channel_arguments);
   for (const GrpcChannelArgument& channel_argument : channel_arguments) {

From d1f407fc22a3cb9019320570b75bdaa59dfef31f Mon Sep 17 00:00:00 2001
From: "A. Unique TensorFlower" <gardener@tensorflow.org>
Date: Wed, 17 Dec 2025 20:40:29 -0800
Subject: [PATCH 8103/8103] Removal of tsl-specific integral types.

PiperOrigin-RevId: 846041013
---
 .../servables/tensorflow/saved_model_config_util.cc            | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
index c653d3f4984..5ba5b0198e8 100644
--- a/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
+++ b/tensorflow_serving/servables/tensorflow/saved_model_config_util.cc
@@ -15,6 +15,7 @@ limitations under the License.
 
 #include "tensorflow_serving/servables/tensorflow/saved_model_config_util.h"
 
+#include <cstdint>
 #include <memory>
 #include <string>
 
@@ -96,7 +97,7 @@ absl::StatusOr<SavedModelConfig> LoadSavedModelConfigOrDefault(
 
   LOG(INFO) << "Loading model config from " << saved_model_config_path;
   std::string content;
-  tsl::uint64 file_size = 0;
+  uint64_t file_size = 0;
   TF_RETURN_IF_ERROR(
       tsl::Env::Default()->GetFileSize(saved_model_config_path, &file_size));
   content.resize(file_size);